diff --git a/examples/notebooks/github/github.ipynb b/examples/notebooks/github/github.ipynb index 6d9bb0d415..7c00c3859a 100644 --- a/examples/notebooks/github/github.ipynb +++ b/examples/notebooks/github/github.ipynb @@ -2,35 +2,33 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:10:36.101069629Z", - "start_time": "2023-12-04T19:10:35.981934133Z" + "end_time": "2024-03-12T14:31:14.752313413Z", + "start_time": "2024-03-12T14:31:14.750493354Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors" - ] + ], + "outputs": [], + "execution_count": 44 }, { "cell_type": "code", - "execution_count": 2, - "outputs": [], - "source": [ - "%use dataframe, kandy" - ], + "source": "%use dataframe, kandy", "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:10:56.864729147Z", - "start_time": "2023-12-04T19:10:36.040604566Z" + "end_time": "2024-03-12T14:31:20.068975673Z", + "start_time": "2024-03-12T14:31:15.464385586Z" } - } + }, + "outputs": [], + "execution_count": 45 }, { "cell_type": "markdown", @@ -72,21 +70,24 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:16.733213428Z", - "start_time": "2023-12-04T19:10:56.756201922Z" + "end_time": "2024-03-12T14:31:21.344302396Z", + "start_time": "2024-03-12T14:31:20.070704911Z" } }, + "source": [ + "val organizationsRaw = DataFrame.read(\"https://raw.githubusercontent.com/Kotlin/dataframe/master/data/jetbrains.json\")\n", + "organizationsRaw" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": 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}, + "execution_count": 46, "metadata": {}, - "output_type": "execute_result", - "execution_count": 3 + "output_type": "execute_result" } ], - "source": [ - "val organizationsRaw = DataFrame.read(\"https://raw.githubusercontent.com/Kotlin/dataframe/master/data/jetbrains.json\")\n", - "organizationsRaw" - ] + "execution_count": 46 }, { "cell_type": "code", - "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:17.598570117Z", - "start_time": "2023-12-04T19:11:16.690112696Z" + "end_time": "2024-03-12T14:31:21.433402965Z", + "start_time": "2024-03-12T14:31:21.346559846Z" } }, + "source": [ + "organizationsRaw.schema()" + ], "outputs": [ { "data": { @@ -950,33 +950,34 @@ " site_admin: String\n" ] }, + "execution_count": 47, "metadata": {}, - "output_type": "execute_result", - "execution_count": 4 + "output_type": "execute_result" } ], - "source": [ - "organizationsRaw.schema()" - ] + "execution_count": 47 }, { "cell_type": 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}, + "execution_count": 48, "metadata": {}, - "output_type": "execute_result", - "execution_count": 5 + "output_type": "execute_result" } ], - "source": [ - "val organizations = organizationsRaw.parse()\n", - "organizations" - ] + "execution_count": 48 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:27.648012751Z", - "start_time": "2023-12-04T19:11:26.825721943Z" + "end_time": "2024-03-12T14:31:22.485482433Z", + "start_time": "2024-03-12T14:31:22.382410277Z" } }, + "source": [ + "organizations.schema()" + ], "outputs": [ { "data": { @@ -1840,14 +1840,12 @@ " site_admin: Boolean\n" ] }, + "execution_count": 49, "metadata": {}, - "output_type": "execute_result", - "execution_count": 6 + "output_type": "execute_result" } ], - "source": [ - "organizations.schema()" - ] + "execution_count": 49 }, { "cell_type": "markdown", @@ -1884,55 +1882,57 @@ }, { "cell_type": "code", - "execution_count": 7, 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}, + "execution_count": 52, "metadata": {}, - "output_type": "execute_result", - "execution_count": 9 + "output_type": "execute_result" } ], - "source": [ - "jbRepos.contributors" - ] + "execution_count": 52 }, { "cell_type": "markdown", @@ -2838,21 +2836,24 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:33.956651185Z", - "start_time": "2023-12-04T19:11:31.759052492Z" + "end_time": "2024-03-12T14:31:23.066016028Z", + "start_time": "2024-03-12T14:31:22.802735324Z" } }, + "source": [ + "val jbContributors = jbRepos.contributors.concat()\n", + "jbContributors" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": 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+ "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"login\",\"id\",\"node_id\",\"gravatar_id\",\"url\",\"type\",\"site_admin\",\"contributions\"],\"nrow\":1673,\"ncol\":8},\"kotlin_dataframe\":[{\"login\":\"chashnikov\",\"id\":978014,\"node_id\":\"MDQ6VXNlcjk3ODAxNA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/chashnikov\",\"type\":\"User\",\"site_admin\":false,\"contributions\":145},{\"login\":\"shafirov\",\"id\":121982,\"node_id\":\"MDQ6VXNlcjEyMTk4Mg==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/shafirov\",\"type\":\"User\",\"site_admin\":false,\"contributions\":27},{\"login\":\"pavelsher\",\"id\":301744,\"node_id\":\"MDQ6VXNlcjMwMTc0NA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/pavelsher\",\"type\":\"User\",\"site_admin\":false,\"contributions\":6},{\"login\":\"yole\",\"id\":46553,\"node_id\":\"MDQ6VXNlcjQ2NTUz\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/yole\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"maartenba\",\"id\":485230,\"node_id\":\"MDQ6VXNlcjQ4NTIzMA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/maartenba\",\"type\":\"User\",\"site_admin\":false,\"contributions\":215},{\"login\":\"rekolobov\",\"id\":2941429,\"node_id\":\"MDQ6VXNlcjI5NDE0Mjk=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/rekolobov\",\"type\":\"User\",\"site_admin\":false,\"contributions\":115},{\"login\":\"hhariri\",\"id\":108107,\"node_id\":\"MDQ6VXNlcjEwODEwNw==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/hhariri\",\"type\":\"User\",\"site_admin\":false,\"contributions\":94},{\"login\":\"tdietrich513\",\"id\":445632,\"node_id\":\"MDQ6VXNlcjQ0NTYzMg==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/tdietrich513\",\"type\":\"User\",\"site_admin\":false,\"contributions\":5},{\"login\":\"Elwetana\",\"id\":7472690,\"node_id\":\"MDQ6VXNlcjc0NzI2OTA=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/Elwetana\",\"type\":\"User\",\"site_admin\":false,\"contributions\":4},{\"login\":\"tablekat\",\"id\":6765561,\"node_id\":\"MDQ6VXNlcjY3NjU1NjE=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/tablekat\",\"type\":\"User\",\"site_admin\":false,\"contributions\":4},{\"login\":\"mwgriffiths88\",\"id\":4941206,\"node_id\":\"MDQ6VXNlcjQ5NDEyMDY=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/mwgriffiths88\",\"type\":\"User\",\"site_admin\":false,\"contributions\":4},{\"login\":\"tikicoder\",\"id\":787308,\"node_id\":\"MDQ6VXNlcjc4NzMwOA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/tikicoder\",\"type\":\"User\",\"site_admin\":false,\"contributions\":3},{\"login\":\"aschoelzhorn\",\"id\":1025417,\"node_id\":\"MDQ6VXNlcjEwMjU0MTc=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/aschoelzhorn\",\"type\":\"User\",\"site_admin\":false,\"contributions\":2},{\"login\":\"tetsuo13\",\"id\":92477,\"node_id\":\"MDQ6VXNlcjkyNDc3\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/tetsuo13\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"baranovskis\",\"id\":7858775,\"node_id\":\"MDQ6VXNlcjc4NTg3NzU=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/baranovskis\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"jawn\",\"id\":1705112,\"node_id\":\"MDQ6VXNlcjE3MDUxMTI=\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/jawn\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"nylchr\",\"id\":25842161,\"node_id\":\"MDQ6VXNlcjI1ODQyMTYx\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/nylchr\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"nesteruk\",\"id\":469046,\"node_id\":\"MDQ6VXNlcjQ2OTA0Ng==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/nesteruk\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"jeff-french\",\"id\":209994,\"node_id\":\"MDQ6VXNlcjIwOTk5NA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/jeff-french\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1},{\"login\":\"johannesg\",\"id\":186378,\"node_id\":\"MDQ6VXNlcjE4NjM3OA==\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/johannesg\",\"type\":\"User\",\"site_admin\":false,\"contributions\":1}]}" }, + "execution_count": 53, "metadata": {}, - "output_type": "execute_result", - "execution_count": 10 + "output_type": "execute_result" } ], - "source": [ - "val jbContributors = jbRepos.contributors.concat()\n", - "jbContributors" - ] + "execution_count": 53 }, { "cell_type": "markdown", @@ -3526,16 +3524,18 @@ }, { "cell_type": "code", - "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:34.526122696Z", - "start_time": "2023-12-04T19:11:33.144168463Z" + "end_time": "2024-03-12T14:31:23.208235638Z", + "start_time": "2024-03-12T14:31:23.068756787Z" } }, + "source": [ + "jbContributors.distinctBy { login }.count()" + ], "outputs": [ { "data": { @@ -3543,14 +3543,12 @@ "1123" ] }, + "execution_count": 54, "metadata": {}, - "output_type": "execute_result", - "execution_count": 11 + "output_type": "execute_result" } ], - "source": [ - "jbContributors.distinctBy { login }.count()" - ] + "execution_count": 54 }, { "cell_type": "markdown", @@ -3576,22 +3574,22 @@ }, { "cell_type": "code", - "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:36.254620428Z", - "start_time": "2023-12-04T19:11:33.665532383Z" + "end_time": "2024-03-12T14:31:23.718016124Z", + "start_time": "2024-03-12T14:31:23.210103540Z" } }, - "outputs": [], "source": [ "val top = jbContributors\n", " .groupBy { login and url }.sum { contributions }\n", " .sortByDesc { contributions }" - ] + ], + "outputs": [], + "execution_count": 55 }, { "cell_type": "markdown", @@ -3606,16 +3604,19 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:36.519192189Z", - "start_time": "2023-12-04T19:11:35.939387972Z" + "end_time": "2024-03-12T14:31:23.843520762Z", + "start_time": "2024-03-12T14:31:23.720851438Z" } }, + "source": [ + "val memberIds = jb.members.id.toSet()\n", + "memberIds.size" + ], "outputs": [ { "data": { @@ -3623,50 +3624,51 @@ "187" ] }, + "execution_count": 56, "metadata": {}, - "output_type": "execute_result", - "execution_count": 13 + "output_type": "execute_result" } ], - "source": [ - "val memberIds = jb.members.id.toSet()\n", - "memberIds.size" - ] + "execution_count": 56 }, { "cell_type": "code", - "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:37.228305914Z", - "start_time": "2023-12-04T19:11:36.195319851Z" + "end_time": "2024-03-12T14:31:23.991381113Z", + "start_time": "2024-03-12T14:31:23.844973468Z" } }, - "outputs": [], "source": [ "val communityContributors = jbContributors.filter { it.id !in memberIds }" - ] + ], + "outputs": [], + "execution_count": 57 }, { "cell_type": "code", - "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:37.779955454Z", - "start_time": "2023-12-04T19:11:36.953441877Z" + "end_time": "2024-03-12T14:31:24.304922274Z", + "start_time": "2024-03-12T14:31:23.993427216Z" } }, + "source": [ + "communityContributors\n", + " .groupBy { login and url }.sum { contributions }\n", + " .sortByDesc { contributions }" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":997,\"ncol\":3,\"columns\":[\"login\",\"url\",\"contributions\"],\"kotlin_dataframe\":[{\"login\":\"akozlova\",\"url\":\"https://api.github.com/users/akozlova\",\"contributions\":21886},{\"login\":\"cdracm\",\"url\":\"https://api.github.com/users/cdracm\",\"contributions\":15667},{\"login\":\"develar\",\"url\":\"https://api.github.com/users/develar\",\"contributions\":13844},{\"login\":\"juliabeliaeva\",\"url\":\"https://api.github.com/users/juliabeliaeva\",\"contributions\":10827},{\"login\":\"bulenkov\",\"url\":\"https://api.github.com/users/bulenkov\",\"contributions\":7689},{\"login\":\"goodwinnk\",\"url\":\"https://api.github.com/users/goodwinnk\",\"contributions\":6880},{\"login\":\"AMPivovarov\",\"url\":\"https://api.github.com/users/AMPivovarov\",\"contributions\":6676},{\"login\":\"amaembo\",\"url\":\"https://api.github.com/users/amaembo\",\"contributions\":6593},{\"login\":\"artem-tikhomirov\",\"url\":\"https://api.github.com/users/artem-tikhomirov\",\"contributions\":6448},{\"login\":\"valentinkip\",\"url\":\"https://api.github.com/users/valentinkip\",\"contributions\":5950},{\"login\":\"mglukhikh\",\"url\":\"https://api.github.com/users/mglukhikh\",\"contributions\":5705},{\"login\":\"traff\",\"url\":\"https://api.github.com/users/traff\",\"contributions\":5328},{\"login\":\"ktisha\",\"url\":\"https://api.github.com/users/ktisha\",\"contributions\":5017},{\"login\":\"asedunov\",\"url\":\"https://api.github.com/users/asedunov\",\"contributions\":4879},{\"login\":\"Iris24\",\"url\":\"https://api.github.com/users/Iris24\",\"contributions\":4624},{\"login\":\"alshan\",\"url\":\"https://api.github.com/users/alshan\",\"contributions\":4380},{\"login\":\"fisakov\",\"url\":\"https://api.github.com/users/fisakov\",\"contributions\":4313},{\"login\":\"abreslav\",\"url\":\"https://api.github.com/users/abreslav\",\"contributions\":4188},{\"login\":\"maxmedvedev\",\"url\":\"https://api.github.com/users/maxmedvedev\",\"contributions\":3955},{\"login\":\"JB-Dmitry\",\"url\":\"https://api.github.com/users/JB-Dmitry\",\"contributions\":3314}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"login\",\"url\",\"contributions\"],\"nrow\":997,\"ncol\":3},\"kotlin_dataframe\":[{\"login\":\"akozlova\",\"url\":\"https://api.github.com/users/akozlova\",\"contributions\":21886},{\"login\":\"cdracm\",\"url\":\"https://api.github.com/users/cdracm\",\"contributions\":15667},{\"login\":\"develar\",\"url\":\"https://api.github.com/users/develar\",\"contributions\":13844},{\"login\":\"juliabeliaeva\",\"url\":\"https://api.github.com/users/juliabeliaeva\",\"contributions\":10827},{\"login\":\"bulenkov\",\"url\":\"https://api.github.com/users/bulenkov\",\"contributions\":7689},{\"login\":\"goodwinnk\",\"url\":\"https://api.github.com/users/goodwinnk\",\"contributions\":6880},{\"login\":\"AMPivovarov\",\"url\":\"https://api.github.com/users/AMPivovarov\",\"contributions\":6676},{\"login\":\"amaembo\",\"url\":\"https://api.github.com/users/amaembo\",\"contributions\":6593},{\"login\":\"artem-tikhomirov\",\"url\":\"https://api.github.com/users/artem-tikhomirov\",\"contributions\":6448},{\"login\":\"valentinkip\",\"url\":\"https://api.github.com/users/valentinkip\",\"contributions\":5950},{\"login\":\"mglukhikh\",\"url\":\"https://api.github.com/users/mglukhikh\",\"contributions\":5705},{\"login\":\"traff\",\"url\":\"https://api.github.com/users/traff\",\"contributions\":5328},{\"login\":\"ktisha\",\"url\":\"https://api.github.com/users/ktisha\",\"contributions\":5017},{\"login\":\"asedunov\",\"url\":\"https://api.github.com/users/asedunov\",\"contributions\":4879},{\"login\":\"Iris24\",\"url\":\"https://api.github.com/users/Iris24\",\"contributions\":4624},{\"login\":\"alshan\",\"url\":\"https://api.github.com/users/alshan\",\"contributions\":4380},{\"login\":\"fisakov\",\"url\":\"https://api.github.com/users/fisakov\",\"contributions\":4313},{\"login\":\"abreslav\",\"url\":\"https://api.github.com/users/abreslav\",\"contributions\":4188},{\"login\":\"maxmedvedev\",\"url\":\"https://api.github.com/users/maxmedvedev\",\"contributions\":3955},{\"login\":\"JB-Dmitry\",\"url\":\"https://api.github.com/users/JB-Dmitry\",\"contributions\":3314}]}" }, + "execution_count": 58, "metadata": {}, - "output_type": "execute_result", - "execution_count": 15 + "output_type": "execute_result" } ], - "source": [ - "communityContributors\n", - " .groupBy { login and url }.sum { contributions }\n", - " .sortByDesc { contributions }" - ] + "execution_count": 58 }, { "cell_type": "markdown", @@ -4336,21 +4334,29 @@ }, { "cell_type": "code", - "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:39.359991836Z", - "start_time": "2023-12-04T19:11:37.467354597Z" + "end_time": "2024-03-12T14:31:24.772447726Z", + "start_time": "2024-03-12T14:31:24.307232319Z" } }, + "source": [ + "val df = jbRepos.mapToFrame {\n", + " \"id\" from { id }\n", + " +name\n", + " \"total\" from { contributors.count() }\n", + " \"community\" from { contributors.filter { it.id !in memberIds }.count() }\n", + "}\n", + "df" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":100,\"ncol\":4,\"columns\":[\"id\",\"name\",\"total\",\"community\"],\"kotlin_dataframe\":[{\"id\":294457,\"name\":\"JPS\",\"total\":4,\"community\":0},{\"id\":1098358,\"name\":\"YouTrackSharp\",\"total\":20,\"community\":17},{\"id\":1156792,\"name\":\"colorSchemeTool\",\"total\":10,\"community\":7},{\"id\":1459486,\"name\":\"ideavim\",\"total\":87,\"community\":78},{\"id\":1900367,\"name\":\"youtrack-vcs-hooks\",\"total\":1,\"community\":0},{\"id\":1900601,\"name\":\"youtrack-rest-ruby-library\",\"total\":1,\"community\":0},{\"id\":2011701,\"name\":\"emacs4ij\",\"total\":3,\"community\":2},{\"id\":2029446,\"name\":\"codereview4intellij\",\"total\":1,\"community\":1},{\"id\":2046399,\"name\":\"teamcity-nuget-support\",\"total\":21,\"community\":14},{\"id\":2154376,\"name\":\"Grammar-Kit\",\"total\":12,\"community\":8},{\"id\":2159815,\"name\":\"intellij-starteam-plugin\",\"total\":1,\"community\":0},{\"id\":2172650,\"name\":\"la-clojure\",\"total\":27,\"community\":23},{\"id\":2209077,\"name\":\"MPS\",\"total\":43,\"community\":38},{\"id\":2489216,\"name\":\"intellij-community\",\"total\":100,\"community\":56},{\"id\":2608089,\"name\":\"TeamCity.ServiceMessages\",\"total\":10,\"community\":7},{\"id\":2702303,\"name\":\"youtrack-rest-python-library\",\"total\":26,\"community\":23},{\"id\":2756223,\"name\":\"intellij-scala\",\"total\":100,\"community\":89},{\"id\":2924705,\"name\":\"teamcity-messages\",\"total\":28,\"community\":25},{\"id\":2924963,\"name\":\"teamcity-cpp\",\"total\":8,\"community\":7},{\"id\":3432266,\"name\":\"kotlin\",\"total\":100,\"community\":67}]}" + "application/kotlindataframe+json": 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" \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -6541,24 +6551,12 @@ "swing_enabled": true } }, + "execution_count": 60, "metadata": {}, - "output_type": "execute_result", - "execution_count": 17 + "output_type": "execute_result" } ], - "source": [ - "df.plot {\n", - " x(name)\n", - " step {\n", - " y(total) { axis.name = \"contrib\" }\n", - " }\n", - " step {\n", - " y(community)\n", - " color = Color.named(\"dark_green\")\n", - " }\n", - " layout.size = 1200 to 500\n", - "}" - ] + "execution_count": 60 }, { "cell_type": "markdown", @@ -6573,21 +6571,23 @@ }, { "cell_type": "code", - "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:41.887464548Z", - "start_time": "2023-12-04T19:11:41.339774908Z" + "end_time": "2024-03-12T14:31:25.224910340Z", + "start_time": "2024-03-12T14:31:25.098169060Z" } }, + "source": [ + "jbRepos.maxBy { 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}, + "execution_count": 62, "metadata": {}, - "output_type": "execute_result", - "execution_count": 19 + "output_type": "execute_result" } ], - "source": [ - "organizations.mapToColumn(\"most_starred_repo\") {\n", - " it.repos.maxBy { stargazers_count }\n", - "}" - ] + "execution_count": 62 }, { "cell_type": "markdown", @@ -8052,21 +8050,28 @@ }, { "cell_type": "code", - "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:42.865386047Z", - "start_time": "2023-12-04T19:11:41.903750353Z" + "end_time": "2024-03-12T14:31:25.534831152Z", + "start_time": "2024-03-12T14:31:25.382214019Z" } }, + "source": [ + "organizations.mapToColumn(\"most_starred_repo\") {\n", + " // Alternative syntax\n", + " // this.repos.maxBy { stargazers_count }\n", + " // it.repos.maxBy { stargazers_count }\n", + " repos.maxBy { stargazers_count }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - 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}, + "execution_count": 63, "metadata": {}, - "output_type": "execute_result", - "execution_count": 20 + "output_type": "execute_result" } ], - "source": [ - "organizations.mapToColumn(\"most_starred_repo\") {\n", - " // Alternative syntax\n", - " // this.repos.maxBy { stargazers_count }\n", - " // it.repos.maxBy { stargazers_count }\n", - " repos.maxBy { stargazers_count }\n", - "}" - ] + "execution_count": 63 }, { "cell_type": "markdown", @@ -8796,21 +8794,25 @@ }, { "cell_type": "code", - "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:43.894822742Z", - "start_time": "2023-12-04T19:11:42.209812287Z" + "end_time": "2024-03-12T14:31:25.673604494Z", + "start_time": "2024-03-12T14:31:25.536357611Z" } }, + "source": [ + "organizations[0].repos\n", + " .select { name and html_url and stargazers_count }\n", + " .head(5)" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":3,\"columns\":[\"name\",\"html_url\",\"stargazers_count\"],\"kotlin_dataframe\":[{\"name\":\"JPS\",\"html_url\":\"https://github.com/JetBrains/JPS\",\"stargazers_count\":23},{\"name\":\"YouTrackSharp\",\"html_url\":\"https://github.com/JetBrains/YouTrackSharp\",\"stargazers_count\":115},{\"name\":\"colorSchemeTool\",\"html_url\":\"https://github.com/JetBrains/colorSchemeTool\",\"stargazers_count\":290},{\"name\":\"ideavim\",\"html_url\":\"https://github.com/JetBrains/ideavim\",\"stargazers_count\":6120},{\"name\":\"youtrack-vcs-hooks\",\"html_url\":\"https://github.com/JetBrains/youtrack-vcs-hooks\",\"stargazers_count\":5}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"name\",\"html_url\",\"stargazers_count\"],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"name\":\"JPS\",\"html_url\":\"https://github.com/JetBrains/JPS\",\"stargazers_count\":23},{\"name\":\"YouTrackSharp\",\"html_url\":\"https://github.com/JetBrains/YouTrackSharp\",\"stargazers_count\":115},{\"name\":\"colorSchemeTool\",\"html_url\":\"https://github.com/JetBrains/colorSchemeTool\",\"stargazers_count\":290},{\"name\":\"ideavim\",\"html_url\":\"https://github.com/JetBrains/ideavim\",\"stargazers_count\":6120},{\"name\":\"youtrack-vcs-hooks\",\"html_url\":\"https://github.com/JetBrains/youtrack-vcs-hooks\",\"stargazers_count\":5}]}" }, + "execution_count": 64, "metadata": {}, - "output_type": "execute_result", - "execution_count": 21 + "output_type": "execute_result" } ], - "source": [ - "organizations[0].repos\n", - " .select { name and html_url and stargazers_count }\n", - " .head(5)" - ] + "execution_count": 64 }, { "cell_type": "markdown", @@ -9480,21 +9478,27 @@ }, { "cell_type": "code", - "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:44.538902421Z", - "start_time": "2023-12-04T19:11:42.615151496Z" + "end_time": "2024-03-12T14:31:25.865806797Z", + "start_time": "2024-03-12T14:31:25.674992809Z" } }, + "source": [ + "organizations.mapToColumn(\"most_starred_repo\") {\n", + " repos\n", + " .select { name and html_url and stargazers_count }\n", + " .maxBy { stargazers_count }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":1,\"columns\":[\"most_starred_repo\"],\"kotlin_dataframe\":[{\"most_starred_repo\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"most_starred_repo\"],\"nrow\":1,\"ncol\":1},\"kotlin_dataframe\":[{\"most_starred_repo\":{\"data\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 65, "metadata": {}, - "output_type": "execute_result", - "execution_count": 22 + "output_type": "execute_result" } ], - "source": [ - "organizations.mapToColumn(\"most_starred_repo\") {\n", - " repos\n", - " .select { name and html_url and stargazers_count }\n", - " .maxBy { stargazers_count }\n", - "}" - ] + "execution_count": 65 }, { "cell_type": "markdown", @@ -10167,21 +10165,34 @@ }, { "cell_type": "code", - "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:45.140812044Z", - "start_time": "2023-12-04T19:11:42.964501810Z" + "end_time": "2024-03-12T14:31:26.183433528Z", + "start_time": "2024-03-12T14:31:25.867582288Z" } }, + "source": [ + "organizations.mapToFrame {\n", + " \"most_starred_repo\" from {\n", + " repos\n", + " .select { name and html_url and stargazers_count }\n", + " .maxBy { stargazers_count }\n", + " }\n", + " \"least_starred_repo\" from {\n", + " repos\n", + " .select { name and html_url and stargazers_count }\n", + " .minBy { stargazers_count }\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":2,\"columns\":[\"most_starred_repo\",\"least_starred_repo\"],\"kotlin_dataframe\":[{\"most_starred_repo\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},\"least_starred_repo\":{\"name\":\"hsql1\",\"html_url\":\"https://github.com/JetBrains/hsql1\",\"stargazers_count\":1}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"most_starred_repo\",\"least_starred_repo\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"most_starred_repo\":{\"data\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"least_starred_repo\":{\"data\":{\"name\":\"hsql1\",\"html_url\":\"https://github.com/JetBrains/hsql1\",\"stargazers_count\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 66, "metadata": {}, - "output_type": "execute_result", - "execution_count": 23 + "output_type": "execute_result" } ], - "source": [ - "organizations.mapToFrame {\n", - " \"most_starred_repo\" from {\n", - " repos\n", - " .select { name and html_url and stargazers_count }\n", - " .maxBy { stargazers_count }\n", - " }\n", - " \"least_starred_repo\" from {\n", - " repos\n", - " .select { name and html_url and stargazers_count }\n", - " .minBy { stargazers_count }\n", - " }\n", - "}" - ] + "execution_count": 66 }, { "cell_type": "markdown", @@ -10867,17 +10865,15 @@ }, { "cell_type": "code", - "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:46.753731618Z", - "start_time": "2023-12-04T19:11:43.486304950Z" + "end_time": "2024-03-12T14:31:26.545343527Z", + "start_time": "2024-03-12T14:31:26.185860333Z" } }, - "outputs": [], "source": [ "val organizationsWithMinifiedRepos = organizations.update {\n", " // We want to change repos, so pick this column\n", @@ -10887,7 +10883,9 @@ " // Value of the `repos` column will be replaced by the result of the following expression\n", " it.select { name and html_url and stargazers_count }\n", "} " - ] + ], + "outputs": [], + "execution_count": 67 }, { "cell_type": "markdown", @@ -10902,16 +10900,20 @@ }, { "cell_type": "code", - "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:46.813992141Z", - "start_time": "2023-12-04T19:11:44.732940967Z" + "end_time": "2024-03-12T14:31:26.746403593Z", + "start_time": "2024-03-12T14:31:26.547825652Z" } }, + "source": [ + "println(organizations.repos[0].columnNames())\n", + "println()\n", + "println(organizationsWithMinifiedRepos.repos[0].columnNames())" + ], "outputs": [ { "name": "stdout", @@ -10923,11 +10925,7 @@ ] } ], - "source": [ - "println(organizations.repos[0].columnNames())\n", - "println()\n", - "println(organizationsWithMinifiedRepos.repos[0].columnNames())" - ] + "execution_count": 68 }, { "cell_type": "markdown", @@ -10942,21 +10940,30 @@ }, { "cell_type": "code", - "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:47.480194916Z", - "start_time": "2023-12-04T19:11:44.868950498Z" + "end_time": "2024-03-12T14:31:26.981677805Z", + "start_time": "2024-03-12T14:31:26.747905095Z" } }, + "source": [ + "organizationsWithMinifiedRepos.mapToFrame { \n", + " \"most_starred_repo\" from { \n", + " repos.maxBy { stargazers_count } \n", + " }\n", + " \"least_starred_repo\" from { \n", + " repos.minBy { stargazers_count } \n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":2,\"columns\":[\"most_starred_repo\",\"least_starred_repo\"],\"kotlin_dataframe\":[{\"most_starred_repo\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},\"least_starred_repo\":{\"name\":\"hsql1\",\"html_url\":\"https://github.com/JetBrains/hsql1\",\"stargazers_count\":1}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"most_starred_repo\",\"least_starred_repo\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"most_starred_repo\":{\"data\":{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"least_starred_repo\":{\"data\":{\"name\":\"hsql1\",\"html_url\":\"https://github.com/JetBrains/hsql1\",\"stargazers_count\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 69, "metadata": {}, - "output_type": "execute_result", - "execution_count": 26 + "output_type": "execute_result" } ], - "source": [ - "organizationsWithMinifiedRepos.mapToFrame { \n", - " \"most_starred_repo\" from { \n", - " repos.maxBy { stargazers_count } \n", - " }\n", - " \"least_starred_repo\" from { \n", - " repos.minBy { stargazers_count } \n", - " }\n", - "}" - ] + "execution_count": 69 }, { "cell_type": "markdown", @@ -11636,21 +11634,26 @@ }, { "cell_type": "code", - "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:47.702660574Z", - "start_time": "2023-12-04T19:11:45.297174203Z" + "end_time": "2024-03-12T14:31:27.254469820Z", + "start_time": "2024-03-12T14:31:26.984672623Z" } }, + "source": [ + "organizationsWithMinifiedRepos.mapToColumn(\"interesting_repos\") {\n", + " val sorted = repos.sortByDesc { stargazers_count }\n", + " sorted.take(5).concat(sorted.takeLast(5))\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":1,\"columns\":[\"interesting_repos\"],\"kotlin_dataframe\":[{\"interesting_repos\":[{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},{\"name\":\"intellij-community\",\"html_url\":\"https://github.com/JetBrains/intellij-community\",\"stargazers_count\":12924},{\"name\":\"ideavim\",\"html_url\":\"https://github.com/JetBrains/ideavim\",\"stargazers_count\":6120},{\"name\":\"Exposed\",\"html_url\":\"https://github.com/JetBrains/Exposed\",\"stargazers_count\":5689},{\"name\":\"intellij-plugins\",\"html_url\":\"https://github.com/JetBrains/intellij-plugins\",\"stargazers_count\":1737},{\"name\":\"resharper-phantomjs\",\"html_url\":\"https://github.com/JetBrains/resharper-phantomjs\",\"stargazers_count\":1},{\"name\":\"intellij-tutorials-december-2013\",\"html_url\":\"https://github.com/JetBrains/intellij-tutorials-december-2013\",\"stargazers_count\":1},{\"name\":\"kotlin-fiddle\",\"html_url\":\"https://github.com/JetBrains/kotlin-fiddle\",\"stargazers_count\":1},{\"name\":\"JetPass\",\"html_url\":\"https://github.com/JetBrains/JetPass\",\"stargazers_count\":1},{\"name\":\"teamcity-tests-watchdog\",\"html_url\":\"https://github.com/JetBrains/teamcity-tests-watchdog\",\"stargazers_count\":1}]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"interesting_repos\"],\"nrow\":1,\"ncol\":1},\"kotlin_dataframe\":[{\"interesting_repos\":{\"data\":[{\"name\":\"kotlin\",\"html_url\":\"https://github.com/JetBrains/kotlin\",\"stargazers_count\":39402},{\"name\":\"intellij-community\",\"html_url\":\"https://github.com/JetBrains/intellij-community\",\"stargazers_count\":12924},{\"name\":\"ideavim\",\"html_url\":\"https://github.com/JetBrains/ideavim\",\"stargazers_count\":6120},{\"name\":\"Exposed\",\"html_url\":\"https://github.com/JetBrains/Exposed\",\"stargazers_count\":5689},{\"name\":\"intellij-plugins\",\"html_url\":\"https://github.com/JetBrains/intellij-plugins\",\"stargazers_count\":1737},{\"name\":\"resharper-phantomjs\",\"html_url\":\"https://github.com/JetBrains/resharper-phantomjs\",\"stargazers_count\":1},{\"name\":\"intellij-tutorials-december-2013\",\"html_url\":\"https://github.com/JetBrains/intellij-tutorials-december-2013\",\"stargazers_count\":1},{\"name\":\"kotlin-fiddle\",\"html_url\":\"https://github.com/JetBrains/kotlin-fiddle\",\"stargazers_count\":1},{\"name\":\"JetPass\",\"html_url\":\"https://github.com/JetBrains/JetPass\",\"stargazers_count\":1},{\"name\":\"teamcity-tests-watchdog\",\"html_url\":\"https://github.com/JetBrains/teamcity-tests-watchdog\",\"stargazers_count\":1}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":10}}}]}" }, + "execution_count": 70, "metadata": {}, - "output_type": "execute_result", - "execution_count": 27 + "output_type": "execute_result" } ], - "source": [ - "organizationsWithMinifiedRepos.mapToColumn(\"interesting_repos\") {\n", - " val sorted = repos.sortByDesc { stargazers_count }\n", - " sorted.take(5).concat(sorted.takeLast(5))\n", - "}" - ] + "execution_count": 70 }, { "cell_type": "markdown", @@ -12341,73 +12339,71 @@ }, { "cell_type": "code", - "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:47.820209020Z", - "start_time": "2023-12-04T19:11:45.573691651Z" + "end_time": "2024-03-12T14:31:27.407158590Z", + "start_time": "2024-03-12T14:31:27.256894167Z" } }, - "outputs": [], "source": [ "@file:DependsOn(\"org.http4k:http4k-core:4.16.3.0\")\n", "@file:DependsOn(\"org.http4k:http4k-client-apache:4.16.3.0\")" - ] + ], + "outputs": [], + "execution_count": 71 }, { "cell_type": "code", - "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:47.906280701Z", - "start_time": "2023-12-04T19:11:45.993165565Z" + "end_time": "2024-03-12T14:31:27.488211788Z", + "start_time": "2024-03-12T14:31:27.408789616Z" } }, - "outputs": [], "source": [ "import org.http4k.client.ApacheClient\n", "import org.http4k.core.Method.GET\n", "import org.http4k.core.Request\n", "\n", "val client = ApacheClient()" - ] + ], + "outputs": [], + "execution_count": 72 }, { "cell_type": "code", - "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:48.053865672Z", - "start_time": "2023-12-04T19:11:46.407756234Z" + "end_time": "2024-03-12T14:31:27.574211198Z", + "start_time": "2024-03-12T14:31:27.489447192Z" } }, - "outputs": [], "source": [ "data class Credentials(val name: String, val token: String)" - ] + ], + "outputs": [], + "execution_count": 73 }, { "cell_type": "code", - "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:49.571733286Z", - "start_time": "2023-12-04T19:11:46.773817240Z" + "end_time": "2024-03-12T14:31:27.921449173Z", + "start_time": "2024-03-12T14:31:27.576628343Z" } }, - "outputs": [], "source": [ "import java.util.Base64\n", "\n", @@ -12425,40 +12421,40 @@ " }.query(\"per_page\", \"100\")\n", " return DataFrame.readJsonStr(client(request).bodyString())\n", "}" - ] + ], + "outputs": [], + "execution_count": 74 }, { "cell_type": "code", - "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:49.674090095Z", - "start_time": "2023-12-04T19:11:47.669232246Z" + "end_time": "2024-03-12T14:31:27.983202037Z", + "start_time": "2024-03-12T14:31:27.922777787Z" } }, - "outputs": [], "source": [ "val credentials: Credentials? = null\n", "\n", "fun readDf(url: String) = readDf(url, credentials)" - ] + ], + "outputs": [], + "execution_count": 75 }, { "cell_type": "code", - "execution_count": 33, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:50.253534140Z", - "start_time": "2023-12-04T19:11:47.841362551Z" + "end_time": "2024-03-12T14:31:28.612841231Z", + "start_time": "2024-03-12T14:31:27.984578329Z" } }, - "outputs": [], "source": [ "import org.http4k.core.HttpHandler\n", "\n", @@ -12484,27 +12480,29 @@ " }\n", " return PageInfo(firstPageDf, pageUrls)\n", "}" - ] + ], + "outputs": [], + "execution_count": 76 }, { "cell_type": "code", - "execution_count": 34, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:50.652262641Z", - "start_time": "2023-12-04T19:11:49.283070113Z" + "end_time": "2024-03-12T14:31:28.764999644Z", + "start_time": "2024-03-12T14:31:28.614829587Z" } }, - "outputs": [], "source": [ "fun readPaginatedEndpoint(url: String): DataFrame<*> {\n", " val pageInfo = readPageInfo(client, url)\n", " return pageInfo.body.concat(pageInfo.pageUrls.map { readDf(it) }.concat())\n", "}" - ] + ], + "outputs": [], + "execution_count": 77 }, { "cell_type": "markdown", @@ -12519,21 +12517,24 @@ }, { "cell_type": "code", - "execution_count": 35, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:52.529135759Z", - "start_time": "2023-12-04T19:11:49.516496991Z" + "end_time": "2024-03-12T14:31:29.183488243Z", + "start_time": "2024-03-12T14:31:28.767290846Z" } }, + "source": [ + "val jb = readDf(\"https://api.github.com/orgs/JetBrains\")\n", + "jb" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":30,\"columns\":[\"login\",\"id\",\"node_id\",\"url\",\"repos_url\",\"events_url\",\"hooks_url\",\"issues_url\",\"members_url\",\"public_members_url\",\"avatar_url\",\"description\",\"name\",\"company\",\"blog\",\"location\",\"email\",\"twitter_username\",\"is_verified\",\"has_organization_projects\",\"has_repository_projects\",\"public_repos\",\"public_gists\",\"followers\",\"following\",\"html_url\",\"created_at\",\"updated_at\",\"archived_at\",\"type\"],\"kotlin_dataframe\":[{\"login\":\"JetBrains\",\"id\":878437,\"node_id\":\"MDEyOk9yZ2FuaXphdGlvbjg3ODQzNw==\",\"url\":\"https://api.github.com/orgs/JetBrains\",\"repos_url\":\"https://api.github.com/orgs/JetBrains/repos\",\"events_url\":\"https://api.github.com/orgs/JetBrains/events\",\"hooks_url\":\"https://api.github.com/orgs/JetBrains/hooks\",\"issues_url\":\"https://api.github.com/orgs/JetBrains/issues\",\"members_url\":\"https://api.github.com/orgs/JetBrains/members{/member}\",\"public_members_url\":\"https://api.github.com/orgs/JetBrains/public_members{/member}\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/878437?v=4\",\"description\":\"JetBrains Open Source\",\"name\":\"JetBrains\",\"company\":null,\"blog\":\"https://jetbrains.com/opensource\",\"location\":\"Czech Republic\",\"email\":\"github@jetbrains.com\",\"twitter_username\":\"jetbrains\",\"is_verified\":true,\"has_organization_projects\":true,\"has_repository_projects\":true,\"public_repos\":677,\"public_gists\":0,\"followers\":6167,\"following\":0,\"html_url\":\"https://github.com/JetBrains\",\"created_at\":\"2011-06-27T10:06:52Z\",\"updated_at\":\"2023-04-19T21:53:58Z\",\"archived_at\":null,\"type\":\"Organization\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"login\",\"id\",\"node_id\",\"url\",\"repos_url\",\"events_url\",\"hooks_url\",\"issues_url\",\"members_url\",\"public_members_url\",\"avatar_url\",\"description\",\"name\",\"company\",\"blog\",\"location\",\"email\",\"twitter_username\",\"is_verified\",\"has_organization_projects\",\"has_repository_projects\",\"public_repos\",\"public_gists\",\"followers\",\"following\",\"html_url\",\"created_at\",\"updated_at\",\"archived_at\",\"type\"],\"nrow\":1,\"ncol\":30},\"kotlin_dataframe\":[{\"login\":\"JetBrains\",\"id\":878437,\"node_id\":\"MDEyOk9yZ2FuaXphdGlvbjg3ODQzNw==\",\"url\":\"https://api.github.com/orgs/JetBrains\",\"repos_url\":\"https://api.github.com/orgs/JetBrains/repos\",\"events_url\":\"https://api.github.com/orgs/JetBrains/events\",\"hooks_url\":\"https://api.github.com/orgs/JetBrains/hooks\",\"issues_url\":\"https://api.github.com/orgs/JetBrains/issues\",\"members_url\":\"https://api.github.com/orgs/JetBrains/members{/member}\",\"public_members_url\":\"https://api.github.com/orgs/JetBrains/public_members{/member}\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/878437?v=4\",\"description\":\"JetBrains Open Source\",\"name\":\"JetBrains\",\"company\":null,\"blog\":\"https://jetbrains.com/opensource\",\"location\":\"Czech Republic\",\"email\":\"github@jetbrains.com\",\"twitter_username\":\"jetbrains\",\"is_verified\":true,\"has_organization_projects\":true,\"has_repository_projects\":true,\"public_repos\":680,\"public_gists\":0,\"followers\":6987,\"following\":0,\"html_url\":\"https://github.com/JetBrains\",\"created_at\":\"2011-06-27T10:06:52Z\",\"updated_at\":\"2023-12-15T08:00:04Z\",\"archived_at\":null,\"type\":\"Organization\"}]}" }, + "execution_count": 78, "metadata": {}, - "output_type": "execute_result", - "execution_count": 35 + "output_type": "execute_result" } ], - "source": [ - "val jb = readDf(\"https://api.github.com/orgs/JetBrains\")\n", - "jb" - ] + "execution_count": 78 }, { "cell_type": "code", - "execution_count": 36, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:11:52.889463132Z", - "start_time": 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ns_url\":\"https://api.github.com/users/ashatalin/orgs\",\"repos_url\":\"https://api.github.com/users/ashatalin/repos\",\"events_url\":\"https://api.github.com/users/ashatalin/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/ashatalin/received_events\",\"type\":\"User\",\"site_admin\":false}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":18,\"nrow\":156}}}]}" }, + "execution_count": 80, "metadata": {}, - "output_type": "execute_result", - "execution_count": 37 + "output_type": "execute_result" } ], - "source": [ - "val jb1 = jb\n", - " .add(\"repos\") { readDf(repos_url) }\n", - " .add(\"members\") { readPaginatedEndpoint(\"${url}/public_members\") }\n", - "jb1" - ] + "execution_count": 80 }, { "cell_type": "markdown", @@ -14134,23 +14132,23 @@ }, { "cell_type": "code", - "execution_count": 38, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:12:24.673933499Z", - "start_time": "2023-12-04T19:12:02.583724126Z" + "end_time": "2024-03-12T14:31:51.500034479Z", + "start_time": "2024-03-12T14:31:31.592578104Z" } }, - "outputs": [], "source": [ "val jb2 = jb1\n", " .convert { repos }.with { \n", " it.add(\"contributors\") { readDf(contributors_url) }\n", " }" - ] + ], + "outputs": [], + "execution_count": 81 }, { "cell_type": "markdown", @@ -14175,16 +14173,18 @@ }, { "cell_type": "code", - "execution_count": 39, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:12:24.780234833Z", - "start_time": "2023-12-04T19:12:24.671051810Z" + "end_time": "2024-03-12T14:31:51.562939370Z", + "start_time": "2024-03-12T14:31:51.501961108Z" } }, + "source": [ + "jb2.schema()" + ], "outputs": [ { "data": { @@ -14352,14 +14352,12 @@ " site_admin: Boolean\n" ] }, + "execution_count": 82, "metadata": {}, - "output_type": "execute_result", - "execution_count": 39 + "output_type": "execute_result" } ], - "source": [ - "jb2.schema()" - ] + "execution_count": 82 }, { "cell_type": "markdown", @@ -14374,17 +14372,15 @@ }, { "cell_type": "code", - "execution_count": 40, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:12:27.594142898Z", - "start_time": "2023-12-04T19:12:24.753875560Z" + "end_time": "2024-03-12T14:31:52.166008584Z", + "start_time": "2024-03-12T14:31:51.563909581Z" } }, - "outputs": [], "source": [ "val minifiedSample = jb2\n", " .select { cols(url, name, repos, members) }\n", @@ -14395,20 +14391,24 @@ " .convert { repos }.with {\n", " it.convert { contributors }.with { it.remove { endsWith(\"_url\") } }\n", " }" - ] + ], + "outputs": [], + "execution_count": 83 }, { "cell_type": "code", - "execution_count": 41, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:12:27.899388217Z", - "start_time": "2023-12-04T19:12:27.587716467Z" + "end_time": "2024-03-12T14:31:52.255211368Z", + "start_time": "2024-03-12T14:31:52.169220777Z" } }, + "source": [ + "minifiedSample.schema()" + ], "outputs": [ { "data": { @@ -14477,44 +14477,42 @@ " site_admin: Boolean\n" ] }, + "execution_count": 84, "metadata": {}, - "output_type": "execute_result", - "execution_count": 41 + "output_type": "execute_result" } ], - "source": [ - "minifiedSample.schema()" - ] + "execution_count": 84 }, { "cell_type": "code", - "execution_count": 42, "metadata": { "pycharm": { "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-12-04T19:12:27.975321149Z", - "start_time": "2023-12-04T19:12:27.645371930Z" + "end_time": "2024-03-12T14:31:52.373625433Z", + "start_time": "2024-03-12T14:31:52.256509319Z" } }, - "outputs": [], "source": [ "minifiedSample.writeJson(\"jetbrains.json\")" - ] + ], + "outputs": [], + "execution_count": 85 }, { "cell_type": "code", - "execution_count": 43, - "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:12:28.052503831Z", - "start_time": "2023-12-04T19:12:27.739436163Z" + "end_time": "2024-03-12T14:31:52.376850609Z", + "start_time": "2024-03-12T14:31:52.375132259Z" } - } + }, + "outputs": [], + "execution_count": 86 } ], "metadata": { diff --git a/examples/notebooks/json/KeyValueAndOpenApi.ipynb b/examples/notebooks/json/KeyValueAndOpenApi.ipynb index c2c9047a6f..74a20363ff 100644 --- a/examples/notebooks/json/KeyValueAndOpenApi.ipynb +++ b/examples/notebooks/json/KeyValueAndOpenApi.ipynb @@ -2,18 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, - "outputs": [], - "source": [ - "%use dataframe" - ], + "source": "%use dataframe", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:26.647345813Z", - "start_time": "2024-01-15T11:04:25.233398566Z" + "end_time": "2024-03-12T14:48:56.278730056Z", + "start_time": "2024-03-12T14:48:51.209216432Z" } - } + }, + "outputs": [], + "execution_count": 2 }, { "cell_type": "markdown", @@ -74,18 +72,6 @@ }, { "cell_type": "code", - "execution_count": 11, - "outputs": [ - { - "data": { - "text/html": " \n \n \n \n \n \n
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1.1.02019-07-13T11:28:07.000Zsupport@ably.ioAbly Supporthttps://www.ably.io/contactablyrealtimeThe [REST API specification](https://...Platform API1.1.0[cloud]https://api.apis.guru/v2/cache/logo/h...
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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"adafruit.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"adobe.com:aem\",\"value\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"preferred\":\"3.5.0-pre.0\",\"versions\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"info\":{\"contact\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"updated\":\"2021-11-22T23:16:57.458Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"50\",\"versions\":[{\"key\":\"50\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"contact\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"updated\":\"2021-06-18T13:57:32.889Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"adyen.com:FundService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:HopService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. Subscriptions are managed through the Notification Configuration API. The API specifications listed here detail the format of each notification.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notifications\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/MarketPayNotificationService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"MarketPayNotificationService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:NotificationConfigurationService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Notification Configuration API provides endpoints for setting up and testing notifications that inform you of events on your platform, for example when a KYC check or a payout has been completed.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\\n## Authentication\\nTo connect to the Notification Configuration API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Notification/v6/createNotificationConfiguration\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notification Configuration API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/NotificationConfigurationService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"NotificationConfigurationService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:PaymentService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"A set of API endpoints that allow you to initiate, settle, and modify payments on the Adyen payments platform. You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:RecurringService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Recurring APIs allow you to manage and remove your tokens or saved payment details. Tokens should be created with validation during a payment request.\\n\\nFor more information, refer to our [Tokenization documentation](https://docs.adyen.com/online-payments/tokenization).\\n## Authentication\\nTo connect to the Recurring API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nRecurring API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Recurring/v68/disable\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Recurring API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/RecurringService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"RecurringService\"},\"updated\":\"2021-11-02T23:15:52.596Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:TestCardService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Test Cards API provides endpoints for generating custom test card numbers. For more information, refer to [Custom test cards](https://docs.adyen.com/development-resources/test-cards/create-test-cards) documentation.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Test Cards API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/TestCardService-v1.json\",\"version\":\"3.1\"}],\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"TestCardService\"},\"updated\":\"2021-08-09T23:18:27.796Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/TestCardService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/TestCardService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:TransferService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"2\",\"versions\":[{\"key\":\"2\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Balance Platform Transfers API provides an endpoint that you can use to move funds within your balance platform, or to send funds from your balance platform to a [transfer instrument](https://docs.adyen.com/api-explorer/#/balanceplatform/latest/post/transferInstruments).\\n\\nFor information on how the API is used in Adyen Issuing, refer to [Manage funds](https://docs.adyen.com/issuing/manage-funds#transfer).\\n\\n## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Roles and permissions\\nTo use the Balance Platforms Transfers API, you need an additional role for your API credential. Transfers must also be enabled for the source balance account. Your Adyen contact will set up the roles and permissions for you.\\n## Versioning\\nThe Balance Platform Transfers API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/btl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the username and password to send requests to `https://balanceplatform-api-live.adyen.com/btl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Balance Platform Transfers API\",\"version\":\"2\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/TransferService-v2.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"TransferService\"},\"updated\":\"2021-11-02T23:15:52.596Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/TransferService/2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/TransferService/2/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"afterbanks.com\",\"value\":{\"added\":\"2017-09-20T14:12:57.000Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2017-09-20T14:12:57.000Z\",\"info\":{\"description\":\"La estandarización de la conexión con cualquier banco en tiempo real.\",\"title\":\"Afterbanks API\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"financial\"],\"x-description-language\":\"es\",\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_AfterbanksAPI_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://www.afterbanks.com/api/documentation/es/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"afterbanks.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/afterbanks.com/3.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/afterbanks.com/3.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"agco-ats.com\",\"value\":{\"added\":\"2018-03-03T18:20:03.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2018-03-03T18:20:03.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"AGCOcorp\"},\"title\":\"AGCO API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_AGCOcorp_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://secure.agco-ats.com:443/swagger/docs/v1\",\"version\":\"3.0\"}],\"x-providerName\":\"agco-ats.com\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/agco-ats.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/agco-ats.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"aiception.com\",\"value\":{\"added\":\"2019-02-26T16:02:41.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-02-26T16:02:41.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"AIception\"},\"description\":\"Here you can play & test & prototype all the endpoints using just your browser! Go ahead!\",\"title\":\"AIception Interactive\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"machine_learning\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_AIception_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://aiception.com/static/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"aiception.com\"},\"updated\":\"2019-02-26T16:02:41.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/aiception.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/aiception.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"airbyte.local:config\",\"value\":{\"added\":\"2021-02-18T18:44:25.146Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-02-18T18:44:25.146Z\",\"info\":{\"contact\":{\"email\":\"contact@airbyte.io\"},\"description\":\"Airbyte Configuration API\\n[https://airbyte.io](https://airbyte.io).\\n\\nThis API is a collection of HTTP RPC-style methods. While it is not a REST API, those familiar with REST should find the conventions of this API recognizable.\\n\\nHere are some conventions that this API follows:\\n* All endpoints are http POST methods.\\n* All endpoints accept data via `application/json` request bodies. The API does not accept any data via query params.\\n* The naming convention for endpoints is: localhost:8000/{VERSION}/{METHOD_FAMILY}/{METHOD_NAME} e.g. `localhost:8000/v1/connections/create`.\\n* For all `update` methods, the whole object must be passed in, even the fields that did not change.\\n\\nChange Management:\\n* The major version of the API endpoint can be determined / specified in the URL `localhost:8080/v1/connections/create`\\n* Minor version bumps will be invisible to the end user. The user cannot specify minor versions in requests.\\n* All backwards incompatible changes will happen in major version bumps. We will not make backwards incompatible changes in minor version bumps. Examples of non-breaking changes (includes but not limited to...):\\n * Adding fields to request or response bodies.\\n * Adding new HTTP endpoints.\\n\",\"license\":{\"name\":\"MIT\",\"url\":\"https://opensource.org/licenses/MIT\"},\"title\":\"Airbyte Configuration API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/airbytehq/airbyte/master/airbyte-api/src/main/openapi/config.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"airbyte.local\",\"x-serviceName\":\"config\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"Find out more about Airbyte\",\"url\":\"https://airbyte.io\"},\"updated\":\"2021-08-02T09:20:32.823Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/airbyte.local/config/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/airbyte.local/config/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"airport-web.appspot.com\",\"value\":{\"added\":\"2017-09-26T15:09:23.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2017-09-26T15:09:23.000Z\",\"info\":{\"description\":\"Get name and website-URL for airports by ICAO code. Covered airports are mostly in Germany.\",\"title\":\"airportsapi\",\"version\":\"v1\",\"x-apisguru-categories\":[\"transport\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_user-images.githubusercontent.com_21603_37955263-098e5b38-31a0-11e8-96fd-5755b16341e3.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://airport-web.appspot.com/api/docs/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"airport-web.appspot.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/airport-web.appspot.com/v1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/airport-web.appspot.com/v1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"akeneo.com\",\"value\":{\"added\":\"2019-04-30T10:47:37.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-04-30T10:47:37.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"akeneopim\"},\"title\":\"Akeneo PIM REST API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"enterprise\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_akeneopim_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/akeneo/pim-api-docs/master/content/swagger/akeneo-web-api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"akeneo.com\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/akeneo.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/akeneo.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"amadeus.com\",\"value\":{\"added\":\"2020-09-04T08:31:58.705Z\",\"preferred\":\"2.2.0\",\"versions\":[{\"key\":\"2.2.0\",\"value\":{\"added\":\"2020-09-04T08:31:58.705Z\",\"info\":{\"description\":\"\\nBefore using this API, we recommend you read our **[Authorization Guide](https://developers.amadeus.com/self-service/apis-docs/guides/authorization)** for more information on how to generate an access token. \\n\\nPlease also be aware that our test environment is based on a subset of the production, if you are not returning any results try with big cities/airports like LON (London) or NYC (New-York).\",\"title\":\"Flight Offers Search\",\"version\":\"2.2.0\",\"x-apisguru-categories\":[\"location\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developers.amadeus.com/PAS-EAS/api/v0/documents/10181/file\",\"version\":\"2.0\"}],\"x-providerName\":\"amadeus.com\",\"x-release-note\":{\"2.0.0\":[\"Initial Version\",\"Includes search and price flight offer\"],\"2.1.0\":[\"Add currencies, aircraft and carriers dictionary\"],\"2.2.0\":[\"Add maxPrice filtering\"]},\"x-status\":\"validated\",\"x-tags\":[\"#online-retail\",\"#mobile-services\",\"#ama-for-dev\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amadeus.com/2.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amadeus.com/2.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:AWSMigrationHub\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2017-05-31\",\"versions\":[{\"key\":\"2017-05-31\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2017-05-31\",\"x-release\":\"v4\",\"title\":\"AWS Migration Hub\",\"description\":\"

The AWS Migration Hub API methods help to obtain server and application migration status and integrate your resource-specific migration tool by providing a programmatic interface to Migration Hub.

Remember that you must set your AWS Migration Hub home region before you call any of these APIs, or a HomeRegionNotSetException error will be returned. Also, you must make the API calls while in your home region.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"AWSMigrationHub\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/AWSMigrationHub-2017-05-31.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/mgh/\"},\"updated\":\"2020-04-16T18:45:33.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/AWSMigrationHub/2017-05-31/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/AWSMigrationHub/2017-05-31/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:accessanalyzer\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2019-11-01\",\"versions\":[{\"key\":\"2019-11-01\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2019-11-01\",\"x-release\":\"v4\",\"title\":\"Access Analyzer\",\"description\":\"

Identity and Access Management Access Analyzer helps identify potential resource-access risks by enabling you to identify any policies that grant access to an external principal. It does this by using logic-based reasoning to analyze resource-based policies in your Amazon Web Services environment. An external principal can be another Amazon Web Services account, a root user, an IAM user or role, a federated user, an Amazon Web Services service, or an anonymous user. You can also use IAM Access Analyzer to preview and validate public and cross-account access to your resources before deploying permissions changes. This guide describes the Identity and Access Management Access Analyzer operations that you can call programmatically. For general information about IAM Access Analyzer, see Identity and Access Management Access Analyzer in the IAM User Guide.

To start using IAM Access Analyzer, you first need to create an analyzer.

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You can use Amazon Web Services Certificate Manager (ACM) to manage SSL/TLS certificates for your Amazon Web Services-based websites and applications. For more information about using ACM, see the Amazon Web Services Certificate Manager User Guide.

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This is the ACM Private CA API Reference. It provides descriptions, syntax, and usage examples for each of the actions and data types involved in creating and managing private certificate authorities (CA) for your organization.

The documentation for each action shows the Query API request parameters and the XML response. Alternatively, you can use one of the AWS SDKs to access an API that's tailored to the programming language or platform that you're using. For more information, see AWS SDKs.

Each ACM Private CA API operation has a quota that determines the number of times the operation can be called per second. ACM Private CA throttles API requests at different rates depending on the operation. Throttling means that ACM Private CA rejects an otherwise valid request because the request exceeds the operation's quota for the number of requests per second. When a request is throttled, ACM Private CA returns a ThrottlingException error. ACM Private CA does not guarantee a minimum request rate for APIs.

To see an up-to-date list of your ACM Private CA quotas, or to request a quota increase, log into your AWS account and visit the Service Quotas console.

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Amazon API Gateway helps developers deliver robust, secure, and scalable mobile and web application back ends. API Gateway allows developers to securely connect mobile and web applications to APIs that run on AWS Lambda, Amazon EC2, or other publicly addressable web services that are hosted outside of AWS.

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Use AWS AppConfig, a capability of AWS Systems Manager, to create, manage, and quickly deploy application configurations. AppConfig supports controlled deployments to applications of any size and includes built-in validation checks and monitoring. You can use AppConfig with applications hosted on Amazon EC2 instances, AWS Lambda, containers, mobile applications, or IoT devices.

To prevent errors when deploying application configurations, especially for production systems where a simple typo could cause an unexpected outage, AppConfig includes validators. A validator provides a syntactic or semantic check to ensure that the configuration you want to deploy works as intended. To validate your application configuration data, you provide a schema or a Lambda function that runs against the configuration. The configuration deployment or update can only proceed when the configuration data is valid.

During a configuration deployment, AppConfig monitors the application to ensure that the deployment is successful. If the system encounters an error, AppConfig rolls back the change to minimize impact for your application users. You can configure a deployment strategy for each application or environment that includes deployment criteria, including velocity, bake time, and alarms to monitor. Similar to error monitoring, if a deployment triggers an alarm, AppConfig automatically rolls back to the previous version.

AppConfig supports multiple use cases. Here are some examples.

  • Application tuning: Use AppConfig to carefully introduce changes to your application that can only be tested with production traffic.

  • Feature toggle: Use AppConfig to turn on new features that require a timely deployment, such as a product launch or announcement.

  • Allow list: Use AppConfig to allow premium subscribers to access paid content.

  • Operational issues: Use AppConfig to reduce stress on your application when a dependency or other external factor impacts the system.

This reference is intended to be used with the AWS AppConfig User Guide.

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Welcome to the Amazon AppFlow API reference. This guide is for developers who need detailed information about the Amazon AppFlow API operations, data types, and errors.

Amazon AppFlow is a fully managed integration service that enables you to securely transfer data between software as a service (SaaS) applications like Salesforce, Marketo, Slack, and ServiceNow, and Amazon Web Services like Amazon S3 and Amazon Redshift.

Use the following links to get started on the Amazon AppFlow API:

  • Actions: An alphabetical list of all Amazon AppFlow API operations.

  • Data types: An alphabetical list of all Amazon AppFlow data types.

  • Common parameters: Parameters that all Query operations can use.

  • Common errors: Client and server errors that all operations can return.

If you're new to Amazon AppFlow, we recommend that you review the Amazon AppFlow User Guide.

Amazon AppFlow API users can use vendor-specific mechanisms for OAuth, and include applicable OAuth attributes (such as auth-code and redirecturi) with the connector-specific ConnectorProfileProperties when creating a new connector profile using Amazon AppFlow API operations. For example, Salesforce users can refer to the Authorize Apps with OAuth documentation.

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The Amazon AppIntegrations service enables you to configure and reuse connections to external applications.

For information about how you can use external applications with Amazon Connect, see Set up pre-built integrations in the Amazon Connect Administrator Guide.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"appintegrations\",\"x-aws-signingName\":\"app-integrations\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/appintegrations-2020-07-29.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/app-integrations/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/appintegrations/2020-07-29/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/appintegrations/2020-07-29/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:application-autoscaling\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2016-02-06\",\"versions\":[{\"key\":\"2016-02-06\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2016-02-06\",\"x-release\":\"v4\",\"title\":\"Application Auto Scaling\",\"description\":\"

With Application Auto Scaling, you can configure automatic scaling for the following resources:

  • Amazon AppStream 2.0 fleets

  • Amazon Aurora Replicas

  • Amazon Comprehend document classification and entity recognizer endpoints

  • Amazon DynamoDB tables and global secondary indexes throughput capacity

  • Amazon ECS services

  • Amazon ElastiCache for Redis clusters (replication groups)

  • Amazon EMR clusters

  • Amazon Keyspaces (for Apache Cassandra) tables

  • Lambda function provisioned concurrency

  • Amazon Managed Streaming for Apache Kafka broker storage

  • Amazon SageMaker endpoint variants

  • Spot Fleet (Amazon EC2) requests

  • Custom resources provided by your own applications or services

API Summary

The Application Auto Scaling service API includes three key sets of actions:

  • Register and manage scalable targets - Register Amazon Web Services or custom resources as scalable targets (a resource that Application Auto Scaling can scale), set minimum and maximum capacity limits, and retrieve information on existing scalable targets.

  • Configure and manage automatic scaling - Define scaling policies to dynamically scale your resources in response to CloudWatch alarms, schedule one-time or recurring scaling actions, and retrieve your recent scaling activity history.

  • Suspend and resume scaling - Temporarily suspend and later resume automatic scaling by calling the RegisterScalableTarget API action for any Application Auto Scaling scalable target. You can suspend and resume (individually or in combination) scale-out activities that are triggered by a scaling policy, scale-in activities that are triggered by a scaling policy, and scheduled scaling.

To learn more about Application Auto Scaling, including information about granting IAM users required permissions for Application Auto Scaling actions, see the Application Auto Scaling User Guide.

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Amazon CloudWatch Application Insights is a service that helps you detect common problems with your applications. It enables you to pinpoint the source of issues in your applications (built with technologies such as Microsoft IIS, .NET, and Microsoft SQL Server), by providing key insights into detected problems.

After you onboard your application, CloudWatch Application Insights identifies, recommends, and sets up metrics and logs. It continuously analyzes and correlates your metrics and logs for unusual behavior to surface actionable problems with your application. For example, if your application is slow and unresponsive and leading to HTTP 500 errors in your Application Load Balancer (ALB), Application Insights informs you that a memory pressure problem with your SQL Server database is occurring. It bases this analysis on impactful metrics and log errors.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"application-insights\",\"x-aws-signingName\":\"applicationinsights\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/application-insights-2018-11-25.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/applicationinsights/\"},\"updated\":\"2020-03-25T18:54:51.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/application-insights/2018-11-25/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/application-insights/2018-11-25/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:applicationcostprofiler\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"2020-09-10\",\"versions\":[{\"key\":\"2020-09-10\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"version\":\"2020-09-10\",\"x-release\":\"v4\",\"title\":\"AWS Application Cost Profiler\",\"description\":\"

This reference provides descriptions of the AWS Application Cost Profiler API.

The AWS Application Cost Profiler API provides programmatic access to view, create, update, and delete application cost report definitions, as well as to import your usage data into the Application Cost Profiler service.

For more information about using this service, see the AWS Application Cost Profiler User Guide.

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App Mesh is a service mesh based on the Envoy proxy that makes it easy to monitor and control microservices. App Mesh standardizes how your microservices communicate, giving you end-to-end visibility and helping to ensure high availability for your applications.

App Mesh gives you consistent visibility and network traffic controls for every microservice in an application. You can use App Mesh with Amazon Web Services Fargate, Amazon ECS, Amazon EKS, Kubernetes on Amazon Web Services, and Amazon EC2.

App Mesh supports microservice applications that use service discovery naming for their components. For more information about service discovery on Amazon ECS, see Service Discovery in the Amazon Elastic Container Service Developer Guide. Kubernetes kube-dns and coredns are supported. For more information, see DNS for Services and Pods in the Kubernetes documentation.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"appmesh\",\"x-aws-signingName\":\"appmesh\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/appmesh-2019-01-25.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/appmesh/\"},\"updated\":\"2020-03-07T10:12:22.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/appmesh/2019-01-25/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/appmesh/2019-01-25/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:apprunner\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"2020-05-15\",\"versions\":[{\"key\":\"2020-05-15\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"version\":\"2020-05-15\",\"x-release\":\"v4\",\"title\":\"AWS App Runner\",\"description\":\"AWS App Runner

AWS App Runner is an application service that provides a fast, simple, and cost-effective way to go directly from an existing container image or source code to a running service in the AWS cloud in seconds. You don't need to learn new technologies, decide which compute service to use, or understand how to provision and configure AWS resources.

App Runner connects directly to your container registry or source code repository. It provides an automatic delivery pipeline with fully managed operations, high performance, scalability, and security.

For more information about App Runner, see the AWS App Runner Developer Guide. For release information, see the AWS App Runner Release Notes.

To install the Software Development Kits (SDKs), Integrated Development Environment (IDE) Toolkits, and command line tools that you can use to access the API, see Tools for Amazon Web Services.

Endpoints

For a list of Region-specific endpoints that App Runner supports, see AWS App Runner endpoints and quotas in the AWS General Reference.

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This is the Amazon AppStream 2.0 API Reference. This documentation provides descriptions and syntax for each of the actions and data types in AppStream 2.0. AppStream 2.0 is a fully managed, secure application streaming service that lets you stream desktop applications to users without rewriting applications. AppStream 2.0 manages the AWS resources that are required to host and run your applications, scales automatically, and provides access to your users on demand.

You can call the AppStream 2.0 API operations by using an interface VPC endpoint (interface endpoint). For more information, see Access AppStream 2.0 API Operations and CLI Commands Through an Interface VPC Endpoint in the Amazon AppStream 2.0 Administration Guide.

To learn more about AppStream 2.0, see the following resources:

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Amazon Athena is an interactive query service that lets you use standard SQL to analyze data directly in Amazon S3. You can point Athena at your data in Amazon S3 and run ad-hoc queries and get results in seconds. Athena is serverless, so there is no infrastructure to set up or manage. You pay only for the queries you run. Athena scales automatically\\u2014executing queries in parallel\\u2014so results are fast, even with large datasets and complex queries. For more information, see What is Amazon Athena in the Amazon Athena User Guide.

If you connect to Athena using the JDBC driver, use version 1.1.0 of the driver or later with the Amazon Athena API. Earlier version drivers do not support the API. For more information and to download the driver, see Accessing Amazon Athena with JDBC.

For code samples using the Amazon Web Services SDK for Java, see Examples and Code Samples in the Amazon Athena User Guide.

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Welcome to the Audit Manager API reference. This guide is for developers who need detailed information about the Audit Manager API operations, data types, and errors.

Audit Manager is a service that provides automated evidence collection so that you can continuously audit your Amazon Web Services usage, and assess the effectiveness of your controls to better manage risk and simplify compliance.

Audit Manager provides pre-built frameworks that structure and automate assessments for a given compliance standard. Frameworks include a pre-built collection of controls with descriptions and testing procedures, which are grouped according to the requirements of the specified compliance standard or regulation. You can also customize frameworks and controls to support internal audits with unique requirements.

Use the following links to get started with the Audit Manager API:

  • Actions: An alphabetical list of all Audit Manager API operations.

  • Data types: An alphabetical list of all Audit Manager data types.

  • Common parameters: Parameters that all Query operations can use.

  • Common errors: Client and server errors that all operations can return.

If you're new to Audit Manager, we recommend that you review the Audit Manager User Guide.

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Amazon EC2 Auto Scaling is designed to automatically launch or terminate EC2 instances based on user-defined scaling policies, scheduled actions, and health checks.

For more information about Amazon EC2 Auto Scaling, see the Amazon EC2 Auto Scaling User Guide. For information about granting IAM users required permissions for calls to Amazon EC2 Auto Scaling, see Granting IAM users required permissions for Amazon EC2 Auto Scaling resources in the Amazon EC2 Auto Scaling API Reference.

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Use AWS Auto Scaling to create scaling plans for your applications to automatically scale your scalable AWS resources.

API Summary

You can use the AWS Auto Scaling service API to accomplish the following tasks:

  • Create and manage scaling plans

  • Define target tracking scaling policies to dynamically scale your resources based on utilization

  • Scale Amazon EC2 Auto Scaling groups using predictive scaling and dynamic scaling to scale your Amazon EC2 capacity faster

  • Set minimum and maximum capacity limits

  • Retrieve information on existing scaling plans

  • Access current forecast data and historical forecast data for up to 56 days previous

To learn more about AWS Auto Scaling, including information about granting IAM users required permissions for AWS Auto Scaling actions, see the AWS Auto Scaling User Guide.

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Backup is a unified backup service designed to protect Amazon Web Services services and their associated data. Backup simplifies the creation, migration, restoration, and deletion of backups, while also providing reporting and auditing.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"backup\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/backup-2018-11-15.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/backup/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/backup/2018-11-15/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/backup/2018-11-15/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:batch\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2016-08-10\",\"versions\":[{\"key\":\"2016-08-10\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2016-08-10\",\"x-release\":\"v4\",\"title\":\"AWS Batch\",\"description\":\"Batch

Using Batch, you can run batch computing workloads on the Cloud. Batch computing is a common means for developers, scientists, and engineers to access large amounts of compute resources. Batch uses the advantages of this computing workload to remove the undifferentiated heavy lifting of configuring and managing required infrastructure. At the same time, it also adopts a familiar batch computing software approach. Given these advantages, Batch can help you to efficiently provision resources in response to jobs submitted, thus effectively helping you to eliminate capacity constraints, reduce compute costs, and deliver your results more quickly.

As a fully managed service, Batch can run batch computing workloads of any scale. Batch automatically provisions compute resources and optimizes workload distribution based on the quantity and scale of your specific workloads. With Batch, there's no need to install or manage batch computing software. This means that you can focus your time and energy on analyzing results and solving your specific problems.

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The AWS Budgets API enables you to use AWS Budgets to plan your service usage, service costs, and instance reservations. The API reference provides descriptions, syntax, and usage examples for each of the actions and data types for AWS Budgets.

Budgets provide you with a way to see the following information:

  • How close your plan is to your budgeted amount or to the free tier limits

  • Your usage-to-date, including how much you've used of your Reserved Instances (RIs)

  • Your current estimated charges from AWS, and how much your predicted usage will accrue in charges by the end of the month

  • How much of your budget has been used

AWS updates your budget status several times a day. Budgets track your unblended costs, subscriptions, refunds, and RIs. You can create the following types of budgets:

  • Cost budgets - Plan how much you want to spend on a service.

  • Usage budgets - Plan how much you want to use one or more services.

  • RI utilization budgets - Define a utilization threshold, and receive alerts when your RI usage falls below that threshold. This lets you see if your RIs are unused or under-utilized.

  • RI coverage budgets - Define a coverage threshold, and receive alerts when the number of your instance hours that are covered by RIs fall below that threshold. This lets you see how much of your instance usage is covered by a reservation.

Service Endpoint

The AWS Budgets API provides the following endpoint:

  • https://budgets.amazonaws.com

For information about costs that are associated with the AWS Budgets API, see AWS Cost Management Pricing.

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You can use the Cost Explorer API to programmatically query your cost and usage data. You can query for aggregated data such as total monthly costs or total daily usage. You can also query for granular data. This might include the number of daily write operations for Amazon DynamoDB database tables in your production environment.

Service Endpoint

The Cost Explorer API provides the following endpoint:

  • https://ce.us-east-1.amazonaws.com

For information about the costs that are associated with the Cost Explorer API, see Amazon Web Services Cost Management Pricing.

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The Amazon Chime API (application programming interface) is designed for developers to perform key tasks, such as creating and managing Amazon Chime accounts, users, and Voice Connectors. This guide provides detailed information about the Amazon Chime API, including operations, types, inputs and outputs, and error codes. It also includes some server-side API actions to use with the Amazon Chime SDK. For more information about the Amazon Chime SDK, see Using the Amazon Chime SDK in the Amazon Chime Developer Guide.

You can use an AWS SDK, the AWS Command Line Interface (AWS CLI), or the REST API to make API calls. We recommend using an AWS SDK or the AWS CLI. Each API operation includes links to information about using it with a language-specific AWS SDK or the AWS CLI.

Using an AWS SDK

You don't need to write code to calculate a signature for request authentication. The SDK clients authenticate your requests by using access keys that you provide. For more information about AWS SDKs, see the AWS Developer Center.

Using the AWS CLI

Use your access keys with the AWS CLI to make API calls. For information about setting up the AWS CLI, see Installing the AWS Command Line Interface in the AWS Command Line Interface User Guide. For a list of available Amazon Chime commands, see the Amazon Chime commands in the AWS CLI Command Reference.

Using REST APIs

If you use REST to make API calls, you must authenticate your request by providing a signature. Amazon Chime supports signature version 4. For more information, see Signature Version 4 Signing Process in the Amazon Web Services General Reference.

When making REST API calls, use the service name chime and REST endpoint https://service.chime.aws.amazon.com.

Administrative permissions are controlled using AWS Identity and Access Management (IAM). For more information, see Identity and Access Management for Amazon Chime in the Amazon Chime Administration Guide.

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Cloud9 is a collection of tools that you can use to code, build, run, test, debug, and release software in the cloud.

For more information about Cloud9, see the Cloud9 User Guide.

Cloud9 supports these operations:

  • CreateEnvironmentEC2: Creates an Cloud9 development environment, launches an Amazon EC2 instance, and then connects from the instance to the environment.

  • CreateEnvironmentMembership: Adds an environment member to an environment.

  • DeleteEnvironment: Deletes an environment. If an Amazon EC2 instance is connected to the environment, also terminates the instance.

  • DeleteEnvironmentMembership: Deletes an environment member from an environment.

  • DescribeEnvironmentMemberships: Gets information about environment members for an environment.

  • DescribeEnvironments: Gets information about environments.

  • DescribeEnvironmentStatus: Gets status information for an environment.

  • ListEnvironments: Gets a list of environment identifiers.

  • ListTagsForResource: Gets the tags for an environment.

  • TagResource: Adds tags to an environment.

  • UntagResource: Removes tags from an environment.

  • UpdateEnvironment: Changes the settings of an existing environment.

  • UpdateEnvironmentMembership: Changes the settings of an existing environment member for an environment.

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Amazon Cloud Directory is a component of the AWS Directory Service that simplifies the development and management of cloud-scale web, mobile, and IoT applications. This guide describes the Cloud Directory operations that you can call programmatically and includes detailed information on data types and errors. For information about Cloud Directory features, see AWS Directory Service and the Amazon Cloud Directory Developer Guide.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"clouddirectory\",\"x-aws-signingName\":\"clouddirectory\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/clouddirectory-2017-01-11.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/clouddirectory/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/clouddirectory/2017-01-11/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/clouddirectory/2017-01-11/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:cloudformation\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2010-05-15\",\"versions\":[{\"key\":\"2010-05-15\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2010-05-15\",\"x-release\":\"v4\",\"title\":\"AWS CloudFormation\",\"description\":\"AWS CloudFormation

CloudFormation allows you to create and manage Amazon Web Services infrastructure deployments predictably and repeatedly. You can use CloudFormation to leverage Amazon Web Services products, such as Amazon Elastic Compute Cloud, Amazon Elastic Block Store, Amazon Simple Notification Service, Elastic Load Balancing, and Auto Scaling to build highly-reliable, highly scalable, cost-effective applications without creating or configuring the underlying Amazon Web Services infrastructure.

With CloudFormation, you declare all of your resources and dependencies in a template file. The template defines a collection of resources as a single unit called a stack. CloudFormation creates and deletes all member resources of the stack together and manages all dependencies between the resources for you.

For more information about CloudFormation, see the CloudFormation Product Page.

CloudFormation makes use of other Amazon Web Services products. If you need additional technical information about a specific Amazon Web Services product, you can find the product's technical documentation at docs.aws.amazon.com .

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This is the Amazon CloudFront API Reference. This guide is for developers who need detailed information about CloudFront API actions, data types, and errors. For detailed information about CloudFront features, see the Amazon CloudFront Developer Guide.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"cloudfront\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/cloudfront-2020-05-31.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/cloudfront/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/cloudfront/2020-05-31/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/cloudfront/2020-05-31/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:cloudhsm\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2014-05-30\",\"versions\":[{\"key\":\"2014-05-30\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2014-05-30\",\"x-release\":\"v4\",\"title\":\"Amazon CloudHSM\",\"description\":\"AWS CloudHSM Service

This is documentation for AWS CloudHSM Classic. For more information, see AWS CloudHSM Classic FAQs, the AWS CloudHSM Classic User Guide, and the AWS CloudHSM Classic API Reference.

For information about the current version of AWS CloudHSM, see AWS CloudHSM, the AWS CloudHSM User Guide, and the AWS CloudHSM API Reference.

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You use the Amazon CloudSearch configuration service to create, configure, and manage search domains. Configuration service requests are submitted using the AWS Query protocol. AWS Query requests are HTTP or HTTPS requests submitted via HTTP GET or POST with a query parameter named Action.

The endpoint for configuration service requests is region-specific: cloudsearch.region.amazonaws.com. For example, cloudsearch.us-east-1.amazonaws.com. For a current list of supported regions and endpoints, see Regions and Endpoints.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"cloudsearch\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/cloudsearch-2013-01-01.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/cloudsearch/\"},\"updated\":\"2020-03-29T15:19:43.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/cloudsearch/2013-01-01/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/cloudsearch/2013-01-01/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:cloudsearchdomain\",\"value\":{\"added\":\"2017-05-02T07:59:53.000Z\",\"preferred\":\"2013-01-01\",\"versions\":[{\"key\":\"2013-01-01\",\"value\":{\"added\":\"2017-05-02T07:59:53.000Z\",\"info\":{\"version\":\"2013-01-01\",\"x-release\":\"v4\",\"title\":\"Amazon CloudSearch Domain\",\"description\":\"

You use the AmazonCloudSearch2013 API to upload documents to a search domain and search those documents.

The endpoints for submitting UploadDocuments, Search, and Suggest requests are domain-specific. To get the endpoints for your domain, use the Amazon CloudSearch configuration service DescribeDomains action. The domain endpoints are also displayed on the domain dashboard in the Amazon CloudSearch console. You submit suggest requests to the search endpoint.

For more information, see the Amazon CloudSearch Developer Guide.

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This is the CloudTrail API Reference. It provides descriptions of actions, data types, common parameters, and common errors for CloudTrail.

CloudTrail is a web service that records Amazon Web Services API calls for your Amazon Web Services account and delivers log files to an Amazon S3 bucket. The recorded information includes the identity of the user, the start time of the Amazon Web Services API call, the source IP address, the request parameters, and the response elements returned by the service.

As an alternative to the API, you can use one of the Amazon Web Services SDKs, which consist of libraries and sample code for various programming languages and platforms (Java, Ruby, .NET, iOS, Android, etc.). The SDKs provide programmatic access to CloudTrail. For example, the SDKs handle cryptographically signing requests, managing errors, and retrying requests automatically. For more information about the Amazon Web Services SDKs, including how to download and install them, see Tools to Build on Amazon Web Services.

See the CloudTrail User Guide for information about the data that is included with each Amazon Web Services API call listed in the log files.

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AWS CodeArtifact is a fully managed artifact repository compatible with language-native package managers and build tools such as npm, Apache Maven, and pip. You can use CodeArtifact to share packages with development teams and pull packages. Packages can be pulled from both public and CodeArtifact repositories. You can also create an upstream relationship between a CodeArtifact repository and another repository, which effectively merges their contents from the point of view of a package manager client.

AWS CodeArtifact Components

Use the information in this guide to help you work with the following CodeArtifact components:

  • Repository: A CodeArtifact repository contains a set of package versions, each of which maps to a set of assets, or files. Repositories are polyglot, so a single repository can contain packages of any supported type. Each repository exposes endpoints for fetching and publishing packages using tools like the npm CLI, the Maven CLI ( mvn ), and pip .

  • Domain: Repositories are aggregated into a higher-level entity known as a domain. All package assets and metadata are stored in the domain, but are consumed through repositories. A given package asset, such as a Maven JAR file, is stored once per domain, no matter how many repositories it's present in. All of the assets and metadata in a domain are encrypted with the same customer master key (CMK) stored in AWS Key Management Service (AWS KMS).

    Each repository is a member of a single domain and can't be moved to a different domain.

    The domain allows organizational policy to be applied across multiple repositories, such as which accounts can access repositories in the domain, and which public repositories can be used as sources of packages.

    Although an organization can have multiple domains, we recommend a single production domain that contains all published artifacts so that teams can find and share packages across their organization.

  • Package: A package is a bundle of software and the metadata required to resolve dependencies and install the software. CodeArtifact supports npm, PyPI, and Maven package formats.

    In CodeArtifact, a package consists of:

    • A name (for example, webpack is the name of a popular npm package)

    • An optional namespace (for example, @types in @types/node)

    • A set of versions (for example, 1.0.0, 1.0.1, 1.0.2, etc.)

    • Package-level metadata (for example, npm tags)

  • Package version: A version of a package, such as @types/node 12.6.9. The version number format and semantics vary for different package formats. For example, npm package versions must conform to the Semantic Versioning specification. In CodeArtifact, a package version consists of the version identifier, metadata at the package version level, and a set of assets.

  • Upstream repository: One repository is upstream of another when the package versions in it can be accessed from the repository endpoint of the downstream repository, effectively merging the contents of the two repositories from the point of view of a client. CodeArtifact allows creating an upstream relationship between two repositories.

  • Asset: An individual file stored in CodeArtifact associated with a package version, such as an npm .tgz file or Maven POM and JAR files.

CodeArtifact supports these operations:

  • AssociateExternalConnection: Adds an existing external connection to a repository.

  • CopyPackageVersions: Copies package versions from one repository to another repository in the same domain.

  • CreateDomain: Creates a domain

  • CreateRepository: Creates a CodeArtifact repository in a domain.

  • DeleteDomain: Deletes a domain. You cannot delete a domain that contains repositories.

  • DeleteDomainPermissionsPolicy: Deletes the resource policy that is set on a domain.

  • DeletePackageVersions: Deletes versions of a package. After a package has been deleted, it can be republished, but its assets and metadata cannot be restored because they have been permanently removed from storage.

  • DeleteRepository: Deletes a repository.

  • DeleteRepositoryPermissionsPolicy: Deletes the resource policy that is set on a repository.

  • DescribeDomain: Returns a DomainDescription object that contains information about the requested domain.

  • DescribePackageVersion: Returns a PackageVersionDescription object that contains details about a package version.

  • DescribeRepository: Returns a RepositoryDescription object that contains detailed information about the requested repository.

  • DisposePackageVersions: Disposes versions of a package. A package version with the status Disposed cannot be restored because they have been permanently removed from storage.

  • DisassociateExternalConnection: Removes an existing external connection from a repository.

  • GetAuthorizationToken: Generates a temporary authorization token for accessing repositories in the domain. The token expires the authorization period has passed. The default authorization period is 12 hours and can be customized to any length with a maximum of 12 hours.

  • GetDomainPermissionsPolicy: Returns the policy of a resource that is attached to the specified domain.

  • GetPackageVersionAsset: Returns the contents of an asset that is in a package version.

  • GetPackageVersionReadme: Gets the readme file or descriptive text for a package version.

  • GetRepositoryEndpoint: Returns the endpoint of a repository for a specific package format. A repository has one endpoint for each package format:

    • npm

    • pypi

    • maven

  • GetRepositoryPermissionsPolicy: Returns the resource policy that is set on a repository.

  • ListDomains: Returns a list of DomainSummary objects. Each returned DomainSummary object contains information about a domain.

  • ListPackages: Lists the packages in a repository.

  • ListPackageVersionAssets: Lists the assets for a given package version.

  • ListPackageVersionDependencies: Returns a list of the direct dependencies for a package version.

  • ListPackageVersions: Returns a list of package versions for a specified package in a repository.

  • ListRepositories: Returns a list of repositories owned by the AWS account that called this method.

  • ListRepositoriesInDomain: Returns a list of the repositories in a domain.

  • PutDomainPermissionsPolicy: Attaches a resource policy to a domain.

  • PutRepositoryPermissionsPolicy: Sets the resource policy on a repository that specifies permissions to access it.

  • UpdatePackageVersionsStatus: Updates the status of one or more versions of a package.

  • UpdateRepository: Updates the properties of a repository.

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CodeBuild is a fully managed build service in the cloud. CodeBuild compiles your source code, runs unit tests, and produces artifacts that are ready to deploy. CodeBuild eliminates the need to provision, manage, and scale your own build servers. It provides prepackaged build environments for the most popular programming languages and build tools, such as Apache Maven, Gradle, and more. You can also fully customize build environments in CodeBuild to use your own build tools. CodeBuild scales automatically to meet peak build requests. You pay only for the build time you consume. For more information about CodeBuild, see the CodeBuild User Guide.

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This is the AWS CodeCommit API Reference. This reference provides descriptions of the operations and data types for AWS CodeCommit API along with usage examples.

You can use the AWS CodeCommit API to work with the following objects:

Repositories, by calling the following:

  • BatchGetRepositories, which returns information about one or more repositories associated with your AWS account.

  • CreateRepository, which creates an AWS CodeCommit repository.

  • DeleteRepository, which deletes an AWS CodeCommit repository.

  • GetRepository, which returns information about a specified repository.

  • ListRepositories, which lists all AWS CodeCommit repositories associated with your AWS account.

  • UpdateRepositoryDescription, which sets or updates the description of the repository.

  • UpdateRepositoryName, which changes the name of the repository. If you change the name of a repository, no other users of that repository can access it until you send them the new HTTPS or SSH URL to use.

Branches, by calling the following:

  • CreateBranch, which creates a branch in a specified repository.

  • DeleteBranch, which deletes the specified branch in a repository unless it is the default branch.

  • GetBranch, which returns information about a specified branch.

  • ListBranches, which lists all branches for a specified repository.

  • UpdateDefaultBranch, which changes the default branch for a repository.

Files, by calling the following:

  • DeleteFile, which deletes the content of a specified file from a specified branch.

  • GetBlob, which returns the base-64 encoded content of an individual Git blob object in a repository.

  • GetFile, which returns the base-64 encoded content of a specified file.

  • GetFolder, which returns the contents of a specified folder or directory.

  • PutFile, which adds or modifies a single file in a specified repository and branch.

Commits, by calling the following:

  • BatchGetCommits, which returns information about one or more commits in a repository.

  • CreateCommit, which creates a commit for changes to a repository.

  • GetCommit, which returns information about a commit, including commit messages and author and committer information.

  • GetDifferences, which returns information about the differences in a valid commit specifier (such as a branch, tag, HEAD, commit ID, or other fully qualified reference).

Merges, by calling the following:

  • BatchDescribeMergeConflicts, which returns information about conflicts in a merge between commits in a repository.

  • CreateUnreferencedMergeCommit, which creates an unreferenced commit between two branches or commits for the purpose of comparing them and identifying any potential conflicts.

  • DescribeMergeConflicts, which returns information about merge conflicts between the base, source, and destination versions of a file in a potential merge.

  • GetMergeCommit, which returns information about the merge between a source and destination commit.

  • GetMergeConflicts, which returns information about merge conflicts between the source and destination branch in a pull request.

  • GetMergeOptions, which returns information about the available merge options between two branches or commit specifiers.

  • MergeBranchesByFastForward, which merges two branches using the fast-forward merge option.

  • MergeBranchesBySquash, which merges two branches using the squash merge option.

  • MergeBranchesByThreeWay, which merges two branches using the three-way merge option.

Pull requests, by calling the following:

Approval rule templates, by calling the following:

Comments in a repository, by calling the following:

Tags used to tag resources in AWS CodeCommit (not Git tags), by calling the following:

  • ListTagsForResource, which gets information about AWS tags for a specified Amazon Resource Name (ARN) in AWS CodeCommit.

  • TagResource, which adds or updates tags for a resource in AWS CodeCommit.

  • UntagResource, which removes tags for a resource in AWS CodeCommit.

Triggers, by calling the following:

  • GetRepositoryTriggers, which returns information about triggers configured for a repository.

  • PutRepositoryTriggers, which replaces all triggers for a repository and can be used to create or delete triggers.

  • TestRepositoryTriggers, which tests the functionality of a repository trigger by sending data to the trigger target.

For information about how to use AWS CodeCommit, see the AWS CodeCommit User Guide.

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AWS CodeDeploy is a deployment service that automates application deployments to Amazon EC2 instances, on-premises instances running in your own facility, serverless AWS Lambda functions, or applications in an Amazon ECS service.

You can deploy a nearly unlimited variety of application content, such as an updated Lambda function, updated applications in an Amazon ECS service, code, web and configuration files, executables, packages, scripts, multimedia files, and so on. AWS CodeDeploy can deploy application content stored in Amazon S3 buckets, GitHub repositories, or Bitbucket repositories. You do not need to make changes to your existing code before you can use AWS CodeDeploy.

AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications, without many of the risks associated with error-prone manual deployments.

AWS CodeDeploy Components

Use the information in this guide to help you work with the following AWS CodeDeploy components:

  • Application: A name that uniquely identifies the application you want to deploy. AWS CodeDeploy uses this name, which functions as a container, to ensure the correct combination of revision, deployment configuration, and deployment group are referenced during a deployment.

  • Deployment group: A set of individual instances, CodeDeploy Lambda deployment configuration settings, or an Amazon ECS service and network details. A Lambda deployment group specifies how to route traffic to a new version of a Lambda function. An Amazon ECS deployment group specifies the service created in Amazon ECS to deploy, a load balancer, and a listener to reroute production traffic to an updated containerized application. An EC2/On-premises deployment group contains individually tagged instances, Amazon EC2 instances in Amazon EC2 Auto Scaling groups, or both. All deployment groups can specify optional trigger, alarm, and rollback settings.

  • Deployment configuration: A set of deployment rules and deployment success and failure conditions used by AWS CodeDeploy during a deployment.

  • Deployment: The process and the components used when updating a Lambda function, a containerized application in an Amazon ECS service, or of installing content on one or more instances.

  • Application revisions: For an AWS Lambda deployment, this is an AppSpec file that specifies the Lambda function to be updated and one or more functions to validate deployment lifecycle events. For an Amazon ECS deployment, this is an AppSpec file that specifies the Amazon ECS task definition, container, and port where production traffic is rerouted. For an EC2/On-premises deployment, this is an archive file that contains source content\\u2014source code, webpages, executable files, and deployment scripts\\u2014along with an AppSpec file. Revisions are stored in Amazon S3 buckets or GitHub repositories. For Amazon S3, a revision is uniquely identified by its Amazon S3 object key and its ETag, version, or both. For GitHub, a revision is uniquely identified by its commit ID.

This guide also contains information to help you get details about the instances in your deployments, to make on-premises instances available for AWS CodeDeploy deployments, to get details about a Lambda function deployment, and to get details about Amazon ECS service deployments.

AWS CodeDeploy Information Resources

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This section provides documentation for the Amazon CodeGuru Reviewer API operations. CodeGuru Reviewer is a service that uses program analysis and machine learning to detect potential defects that are difficult for developers to find and recommends fixes in your Java and Python code.

By proactively detecting and providing recommendations for addressing code defects and implementing best practices, CodeGuru Reviewer improves the overall quality and maintainability of your code base during the code review stage. For more information about CodeGuru Reviewer, see the Amazon CodeGuru Reviewer User Guide.

To improve the security of your CodeGuru Reviewer API calls, you can establish a private connection between your VPC and CodeGuru Reviewer by creating an interface VPC endpoint. For more information, see CodeGuru Reviewer and interface VPC endpoints (Amazon Web Services PrivateLink) in the Amazon CodeGuru Reviewer User Guide.

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This section provides documentation for the Amazon CodeGuru Profiler API operations.

Amazon CodeGuru Profiler collects runtime performance data from your live applications, and provides recommendations that can help you fine-tune your application performance. Using machine learning algorithms, CodeGuru Profiler can help you find your most expensive lines of code and suggest ways you can improve efficiency and remove CPU bottlenecks.

Amazon CodeGuru Profiler provides different visualizations of profiling data to help you identify what code is running on the CPU, see how much time is consumed, and suggest ways to reduce CPU utilization.

Amazon CodeGuru Profiler currently supports applications written in all Java virtual machine (JVM) languages and Python. While CodeGuru Profiler supports both visualizations and recommendations for applications written in Java, it can also generate visualizations and a subset of recommendations for applications written in other JVM languages and Python.

For more information, see What is Amazon CodeGuru Profiler in the Amazon CodeGuru Profiler User Guide.

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Overview

This is the AWS CodePipeline API Reference. This guide provides descriptions of the actions and data types for AWS CodePipeline. Some functionality for your pipeline can only be configured through the API. For more information, see the AWS CodePipeline User Guide.

You can use the AWS CodePipeline API to work with pipelines, stages, actions, and transitions.

Pipelines are models of automated release processes. Each pipeline is uniquely named, and consists of stages, actions, and transitions.

You can work with pipelines by calling:

  • CreatePipeline, which creates a uniquely named pipeline.

  • DeletePipeline, which deletes the specified pipeline.

  • GetPipeline, which returns information about the pipeline structure and pipeline metadata, including the pipeline Amazon Resource Name (ARN).

  • GetPipelineExecution, which returns information about a specific execution of a pipeline.

  • GetPipelineState, which returns information about the current state of the stages and actions of a pipeline.

  • ListActionExecutions, which returns action-level details for past executions. The details include full stage and action-level details, including individual action duration, status, any errors that occurred during the execution, and input and output artifact location details.

  • ListPipelines, which gets a summary of all of the pipelines associated with your account.

  • ListPipelineExecutions, which gets a summary of the most recent executions for a pipeline.

  • StartPipelineExecution, which runs the most recent revision of an artifact through the pipeline.

  • StopPipelineExecution, which stops the specified pipeline execution from continuing through the pipeline.

  • UpdatePipeline, which updates a pipeline with edits or changes to the structure of the pipeline.

Pipelines include stages. Each stage contains one or more actions that must complete before the next stage begins. A stage results in success or failure. If a stage fails, the pipeline stops at that stage and remains stopped until either a new version of an artifact appears in the source location, or a user takes action to rerun the most recent artifact through the pipeline. You can call GetPipelineState, which displays the status of a pipeline, including the status of stages in the pipeline, or GetPipeline, which returns the entire structure of the pipeline, including the stages of that pipeline. For more information about the structure of stages and actions, see AWS CodePipeline Pipeline Structure Reference.

Pipeline stages include actions that are categorized into categories such as source or build actions performed in a stage of a pipeline. For example, you can use a source action to import artifacts into a pipeline from a source such as Amazon S3. Like stages, you do not work with actions directly in most cases, but you do define and interact with actions when working with pipeline operations such as CreatePipeline and GetPipelineState. Valid action categories are:

  • Source

  • Build

  • Test

  • Deploy

  • Approval

  • Invoke

Pipelines also include transitions, which allow the transition of artifacts from one stage to the next in a pipeline after the actions in one stage complete.

You can work with transitions by calling:

Using the API to integrate with AWS CodePipeline

For third-party integrators or developers who want to create their own integrations with AWS CodePipeline, the expected sequence varies from the standard API user. To integrate with AWS CodePipeline, developers need to work with the following items:

Jobs, which are instances of an action. For example, a job for a source action might import a revision of an artifact from a source.

You can work with jobs by calling:

Third party jobs, which are instances of an action created by a partner action and integrated into AWS CodePipeline. Partner actions are created by members of the AWS Partner Network.

You can work with third party jobs by calling:

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This is the API reference for AWS CodeStar. This reference provides descriptions of the operations and data types for the AWS CodeStar API along with usage examples.

You can use the AWS CodeStar API to work with:

Projects and their resources, by calling the following:

  • DeleteProject, which deletes a project.

  • DescribeProject, which lists the attributes of a project.

  • ListProjects, which lists all projects associated with your AWS account.

  • ListResources, which lists the resources associated with a project.

  • ListTagsForProject, which lists the tags associated with a project.

  • TagProject, which adds tags to a project.

  • UntagProject, which removes tags from a project.

  • UpdateProject, which updates the attributes of a project.

Teams and team members, by calling the following:

  • AssociateTeamMember, which adds an IAM user to the team for a project.

  • DisassociateTeamMember, which removes an IAM user from the team for a project.

  • ListTeamMembers, which lists all the IAM users in the team for a project, including their roles and attributes.

  • UpdateTeamMember, which updates a team member's attributes in a project.

Users, by calling the following:

  • CreateUserProfile, which creates a user profile that contains data associated with the user across all projects.

  • DeleteUserProfile, which deletes all user profile information across all projects.

  • DescribeUserProfile, which describes the profile of a user.

  • ListUserProfiles, which lists all user profiles.

  • UpdateUserProfile, which updates the profile for a user.

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This AWS CodeStar Connections API Reference provides descriptions and usage examples of the operations and data types for the AWS CodeStar Connections API. You can use the connections API to work with connections and installations.

Connections are configurations that you use to connect AWS resources to external code repositories. Each connection is a resource that can be given to services such as CodePipeline to connect to a third-party repository such as Bitbucket. For example, you can add the connection in CodePipeline so that it triggers your pipeline when a code change is made to your third-party code repository. Each connection is named and associated with a unique ARN that is used to reference the connection.

When you create a connection, the console initiates a third-party connection handshake. Installations are the apps that are used to conduct this handshake. For example, the installation for the Bitbucket provider type is the Bitbucket app. When you create a connection, you can choose an existing installation or create one.

When you want to create a connection to an installed provider type such as GitHub Enterprise Server, you create a host for your connections.

You can work with connections by calling:

  • CreateConnection, which creates a uniquely named connection that can be referenced by services such as CodePipeline.

  • DeleteConnection, which deletes the specified connection.

  • GetConnection, which returns information about the connection, including the connection status.

  • ListConnections, which lists the connections associated with your account.

You can work with hosts by calling:

  • CreateHost, which creates a host that represents the infrastructure where your provider is installed.

  • DeleteHost, which deletes the specified host.

  • GetHost, which returns information about the host, including the setup status.

  • ListHosts, which lists the hosts associated with your account.

You can work with tags in AWS CodeStar Connections by calling the following:

  • ListTagsForResource, which gets information about AWS tags for a specified Amazon Resource Name (ARN) in AWS CodeStar Connections.

  • TagResource, which adds or updates tags for a resource in AWS CodeStar Connections.

  • UntagResource, which removes tags for a resource in AWS CodeStar Connections.

For information about how to use AWS CodeStar Connections, see the Developer Tools User Guide.

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This AWS CodeStar Notifications API Reference provides descriptions and usage examples of the operations and data types for the AWS CodeStar Notifications API. You can use the AWS CodeStar Notifications API to work with the following objects:

Notification rules, by calling the following:

Targets, by calling the following:

  • DeleteTarget, which removes a notification rule target (SNS topic) from a notification rule.

  • ListTargets, which lists the targets associated with a notification rule.

Events, by calling the following:

  • ListEventTypes, which lists the event types you can include in a notification rule.

Tags, by calling the following:

  • ListTagsForResource, which lists the tags already associated with a notification rule in your account.

  • TagResource, which associates a tag you provide with a notification rule in your account.

  • UntagResource, which removes a tag from a notification rule in your account.

For information about how to use AWS CodeStar Notifications, see link in the CodeStarNotifications User Guide.

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Amazon Cognito Federated Identities is a web service that delivers scoped temporary credentials to mobile devices and other untrusted environments. It uniquely identifies a device and supplies the user with a consistent identity over the lifetime of an application.

Using Amazon Cognito Federated Identities, you can enable authentication with one or more third-party identity providers (Facebook, Google, or Login with Amazon) or an Amazon Cognito user pool, and you can also choose to support unauthenticated access from your app. Cognito delivers a unique identifier for each user and acts as an OpenID token provider trusted by AWS Security Token Service (STS) to access temporary, limited-privilege AWS credentials.

For a description of the authentication flow from the Amazon Cognito Developer Guide see Authentication Flow.

For more information see Amazon Cognito Federated Identities.

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Using the Amazon Cognito User Pools API, you can create a user pool to manage directories and users. You can authenticate a user to obtain tokens related to user identity and access policies.

This API reference provides information about user pools in Amazon Cognito User Pools.

For more information, see the Amazon Cognito Documentation.

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Amazon Cognito Sync provides an AWS service and client library that enable cross-device syncing of application-related user data. High-level client libraries are available for both iOS and Android. You can use these libraries to persist data locally so that it's available even if the device is offline. Developer credentials don't need to be stored on the mobile device to access the service. You can use Amazon Cognito to obtain a normalized user ID and credentials. User data is persisted in a dataset that can store up to 1 MB of key-value pairs, and you can have up to 20 datasets per user identity.

With Amazon Cognito Sync, the data stored for each identity is accessible only to credentials assigned to that identity. In order to use the Cognito Sync service, you need to make API calls using credentials retrieved with Amazon Cognito Identity service.

If you want to use Cognito Sync in an Android or iOS application, you will probably want to make API calls via the AWS Mobile SDK. To learn more, see the Developer Guide for Android and the Developer Guide for iOS.

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For more information about Compute Optimizer, including the required permissions to use the service, see the Compute Optimizer User Guide.\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"compute-optimizer\",\"x-aws-signingName\":\"compute-optimizer\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/compute-optimizer-2019-11-01.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/compute-optimizer/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/compute-optimizer/2019-11-01/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/compute-optimizer/2019-11-01/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:config\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2014-11-12\",\"versions\":[{\"key\":\"2014-11-12\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2014-11-12\",\"x-release\":\"v4\",\"title\":\"AWS Config\",\"description\":\"Config

Config provides a way to keep track of the configurations of all the Amazon Web Services resources associated with your Amazon Web Services account. You can use Config to get the current and historical configurations of each Amazon Web Services resource and also to get information about the relationship between the resources. An Amazon Web Services resource can be an Amazon Compute Cloud (Amazon EC2) instance, an Elastic Block Store (EBS) volume, an elastic network Interface (ENI), or a security group. For a complete list of resources currently supported by Config, see Supported Amazon Web Services resources.

You can access and manage Config through the Amazon Web Services Management Console, the Amazon Web Services Command Line Interface (Amazon Web Services CLI), the Config API, or the Amazon Web Services SDKs for Config. This reference guide contains documentation for the Config API and the Amazon Web Services CLI commands that you can use to manage Config. The Config API uses the Signature Version 4 protocol for signing requests. For more information about how to sign a request with this protocol, see Signature Version 4 Signing Process. For detailed information about Config features and their associated actions or commands, as well as how to work with Amazon Web Services Management Console, see What Is Config in the Config Developer Guide.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"config\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/config-2014-11-12.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/config/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/config/2014-11-12/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/config/2014-11-12/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:connect\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2017-08-08\",\"versions\":[{\"key\":\"2017-08-08\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2017-08-08\",\"x-release\":\"v4\",\"title\":\"Amazon Connect Service\",\"description\":\"

Amazon Connect is a cloud-based contact center solution that you use to set up and manage a customer contact center and provide reliable customer engagement at any scale.

Amazon Connect provides metrics and real-time reporting that enable you to optimize contact routing. You can also resolve customer issues more efficiently by getting customers in touch with the appropriate agents.

There are limits to the number of Amazon Connect resources that you can create. There are also limits to the number of requests that you can make per second. For more information, see Amazon Connect Service Quotas in the Amazon Connect Administrator Guide.

You can connect programmatically to an AWS service by using an endpoint. For a list of Amazon Connect endpoints, see Amazon Connect Endpoints.

Working with contact flows? Check out the Amazon Connect Flow language.

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Contact Lens for Amazon Connect enables you to analyze conversations between customer and agents, by using speech transcription, natural language processing, and intelligent search capabilities. It performs sentiment analysis, detects issues, and enables you to automatically categorize contacts.

Contact Lens for Amazon Connect provides both real-time and post-call analytics of customer-agent conversations. For more information, see Analyze conversations using Contact Lens in the Amazon Connect Administrator Guide.

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Amazon Connect is a cloud-based contact center solution that makes it easy to set up and manage a customer contact center and provide reliable customer engagement at any scale.

Amazon Connect enables customer contacts through voice or chat.

The APIs described here are used by chat participants, such as agents and customers.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"connectparticipant\",\"x-aws-signingName\":\"execute-api\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/connectparticipant-2018-09-07.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/connect/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/connectparticipant/2018-09-07/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/connectparticipant/2018-09-07/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:cur\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2017-01-06\",\"versions\":[{\"key\":\"2017-01-06\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2017-01-06\",\"x-release\":\"v4\",\"title\":\"AWS Cost and Usage Report Service\",\"description\":\"

The AWS Cost and Usage Report API enables you to programmatically create, query, and delete AWS Cost and Usage report definitions.

AWS Cost and Usage reports track the monthly AWS costs and usage associated with your AWS account. The report contains line items for each unique combination of AWS product, usage type, and operation that your AWS account uses. You can configure the AWS Cost and Usage report to show only the data that you want, using the AWS Cost and Usage API.

Service Endpoint

The AWS Cost and Usage Report API provides the following endpoint:

  • cur.us-east-1.amazonaws.com

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Welcome to the Amazon Connect Customer Profiles API Reference. This guide provides information about the Amazon Connect Customer Profiles API, including supported operations, data types, parameters, and schemas.

Amazon Connect Customer Profiles is a unified customer profile for your contact center that has pre-built connectors powered by AppFlow that make it easy to combine customer information from third party applications, such as Salesforce (CRM), ServiceNow (ITSM), and your enterprise resource planning (ERP), with contact history from your Amazon Connect contact center.

If you're new to Amazon Connect , you might find it helpful to also review the Amazon Connect Administrator Guide.

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AWS Data Exchange is a service that makes it easy for AWS customers to exchange data in the cloud. You can use the AWS Data Exchange APIs to create, update, manage, and access file-based data set in the AWS Cloud.

As a subscriber, you can view and access the data sets that you have an entitlement to through a subscription. You can use the APIS to download or copy your entitled data sets to Amazon S3 for use across a variety of AWS analytics and machine learning services.

As a provider, you can create and manage your data sets that you would like to publish to a product. Being able to package and provide your data sets into products requires a few steps to determine eligibility. For more information, visit the AWS Data Exchange User Guide.

A data set is a collection of data that can be changed or updated over time. Data sets can be updated using revisions, which represent a new version or incremental change to a data set. A revision contains one or more assets. An asset in AWS Data Exchange is a piece of data that can be stored as an Amazon S3 object. The asset can be a structured data file, an image file, or some other data file. Jobs are asynchronous import or export operations used to create or copy assets.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"dataexchange\",\"x-aws-signingName\":\"dataexchange\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/dataexchange-2017-07-25.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/dataexchange/\"},\"updated\":\"2020-04-27T20:04:05.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/dataexchange/2017-07-25/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/dataexchange/2017-07-25/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:datapipeline\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2012-10-29\",\"versions\":[{\"key\":\"2012-10-29\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2012-10-29\",\"x-release\":\"v4\",\"title\":\"AWS Data Pipeline\",\"description\":\"

AWS Data Pipeline configures and manages a data-driven workflow called a pipeline. AWS Data Pipeline handles the details of scheduling and ensuring that data dependencies are met so that your application can focus on processing the data.

AWS Data Pipeline provides a JAR implementation of a task runner called AWS Data Pipeline Task Runner. AWS Data Pipeline Task Runner provides logic for common data management scenarios, such as performing database queries and running data analysis using Amazon Elastic MapReduce (Amazon EMR). You can use AWS Data Pipeline Task Runner as your task runner, or you can write your own task runner to provide custom data management.

AWS Data Pipeline implements two main sets of functionality. Use the first set to create a pipeline and define data sources, schedules, dependencies, and the transforms to be performed on the data. Use the second set in your task runner application to receive the next task ready for processing. The logic for performing the task, such as querying the data, running data analysis, or converting the data from one format to another, is contained within the task runner. The task runner performs the task assigned to it by the web service, reporting progress to the web service as it does so. When the task is done, the task runner reports the final success or failure of the task to the web service.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"datapipeline\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/datapipeline-2012-10-29.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/datapipeline/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/datapipeline/2012-10-29/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/datapipeline/2012-10-29/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:datasync\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2018-11-09\",\"versions\":[{\"key\":\"2018-11-09\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2018-11-09\",\"x-release\":\"v4\",\"title\":\"AWS DataSync\",\"description\":\"DataSync

DataSync is a managed data transfer service that makes it simpler for you to automate moving data between on-premises storage and Amazon Simple Storage Service (Amazon S3) or Amazon Elastic File System (Amazon EFS).

This API interface reference for DataSync contains documentation for a programming interface that you can use to manage DataSync.

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Detective uses machine learning and purpose-built visualizations to help you analyze and investigate security issues across your Amazon Web Services (AWS) workloads. Detective automatically extracts time-based events such as login attempts, API calls, and network traffic from AWS CloudTrail and Amazon Virtual Private Cloud (Amazon VPC) flow logs. It also extracts findings detected by Amazon GuardDuty.

The Detective API primarily supports the creation and management of behavior graphs. A behavior graph contains the extracted data from a set of member accounts, and is created and managed by an administrator account.

Every behavior graph is specific to a Region. You can only use the API to manage graphs that belong to the Region that is associated with the currently selected endpoint.

A Detective administrator account can use the Detective API to do the following:

  • Enable and disable Detective. Enabling Detective creates a new behavior graph.

  • View the list of member accounts in a behavior graph.

  • Add member accounts to a behavior graph.

  • Remove member accounts from a behavior graph.

A member account can use the Detective API to do the following:

  • View the list of behavior graphs that they are invited to.

  • Accept an invitation to contribute to a behavior graph.

  • Decline an invitation to contribute to a behavior graph.

  • Remove their account from a behavior graph.

All API actions are logged as CloudTrail events. See Logging Detective API Calls with CloudTrail.

We replaced the term \\\"master account\\\" with the term \\\"administrator account.\\\" An administrator account is used to centrally manage multiple accounts. In the case of Detective, the administrator account manages the accounts in their behavior graph.

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Welcome to the AWS Device Farm API documentation, which contains APIs for:

  • Testing on desktop browsers

    Device Farm makes it possible for you to test your web applications on desktop browsers using Selenium. The APIs for desktop browser testing contain TestGrid in their names. For more information, see Testing Web Applications on Selenium with Device Farm.

  • Testing on real mobile devices

    Device Farm makes it possible for you to test apps on physical phones, tablets, and other devices in the cloud. For more information, see the Device Farm Developer Guide.

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Amazon DevOps Guru is a fully managed service that helps you identify anomalous behavior in business critical operational applications. You specify the AWS resources that you want DevOps Guru to cover, then the Amazon CloudWatch metrics and AWS CloudTrail events related to those resources are analyzed. When anomalous behavior is detected, DevOps Guru creates an insight that includes recommendations, related events, and related metrics that can help you improve your operational applications. For more information, see What is Amazon DevOps Guru.

You can specify 1 or 2 Amazon Simple Notification Service topics so you are notified every time a new insight is created. You can also enable DevOps Guru to generate an OpsItem in AWS Systems Manager for each insight to help you manage and track your work addressing insights.

To learn about the DevOps Guru workflow, see How DevOps Guru works. To learn about DevOps Guru concepts, see Concepts in DevOps Guru.

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AWS Application Discovery Service helps you plan application migration projects. It automatically identifies servers, virtual machines (VMs), and network dependencies in your on-premises data centers. For more information, see the AWS Application Discovery Service FAQ. Application Discovery Service offers three ways of performing discovery and collecting data about your on-premises servers:

  • Agentless discovery is recommended for environments that use VMware vCenter Server. This mode doesn't require you to install an agent on each host. It does not work in non-VMware environments.

    • Agentless discovery gathers server information regardless of the operating systems, which minimizes the time required for initial on-premises infrastructure assessment.

    • Agentless discovery doesn't collect information about network dependencies, only agent-based discovery collects that information.

  • Agent-based discovery collects a richer set of data than agentless discovery by using the AWS Application Discovery Agent, which you install on one or more hosts in your data center.

    • The agent captures infrastructure and application information, including an inventory of running processes, system performance information, resource utilization, and network dependencies.

    • The information collected by agents is secured at rest and in transit to the Application Discovery Service database in the cloud.

  • AWS Partner Network (APN) solutions integrate with Application Discovery Service, enabling you to import details of your on-premises environment directly into Migration Hub without using the discovery connector or discovery agent.

    • Third-party application discovery tools can query AWS Application Discovery Service, and they can write to the Application Discovery Service database using the public API.

    • In this way, you can import data into Migration Hub and view it, so that you can associate applications with servers and track migrations.

Recommendations

We recommend that you use agent-based discovery for non-VMware environments, and whenever you want to collect information about network dependencies. You can run agent-based and agentless discovery simultaneously. Use agentless discovery to complete the initial infrastructure assessment quickly, and then install agents on select hosts to collect additional information.

Working With This Guide

This API reference provides descriptions, syntax, and usage examples for each of the actions and data types for Application Discovery Service. The topic for each action shows the API request parameters and the response. Alternatively, you can use one of the AWS SDKs to access an API that is tailored to the programming language or platform that you're using. For more information, see AWS SDKs.

  • Remember that you must set your Migration Hub home region before you call any of these APIs.

  • You must make API calls for write actions (create, notify, associate, disassociate, import, or put) while in your home region, or a HomeRegionNotSetException error is returned.

  • API calls for read actions (list, describe, stop, and delete) are permitted outside of your home region.

  • Although it is unlikely, the Migration Hub home region could change. If you call APIs outside the home region, an InvalidInputException is returned.

  • You must call GetHomeRegion to obtain the latest Migration Hub home region.

This guide is intended for use with the AWS Application Discovery Service User Guide.

All data is handled according to the AWS Privacy Policy. You can operate Application Discovery Service offline to inspect collected data before it is shared with the service.

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With Amazon Data Lifecycle Manager, you can manage the lifecycle of your Amazon Web Services resources. You create lifecycle policies, which are used to automate operations on the specified resources.

Amazon DLM supports Amazon EBS volumes and snapshots. For information about using Amazon DLM with Amazon EBS, see Automating the Amazon EBS Snapshot Lifecycle in the Amazon EC2 User Guide.

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Database Migration Service (DMS) can migrate your data to and from the most widely used commercial and open-source databases such as Oracle, PostgreSQL, Microsoft SQL Server, Amazon Redshift, MariaDB, Amazon Aurora, MySQL, and SAP Adaptive Server Enterprise (ASE). The service supports homogeneous migrations such as Oracle to Oracle, as well as heterogeneous migrations between different database platforms, such as Oracle to MySQL or SQL Server to PostgreSQL.

For more information about DMS, see What Is Database Migration Service? in the Database Migration Service User Guide.

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Directory Service is a web service that makes it easy for you to setup and run directories in the Amazon Web Services cloud, or connect your Amazon Web Services resources with an existing self-managed Microsoft Active Directory. This guide provides detailed information about Directory Service operations, data types, parameters, and errors. For information about Directory Services features, see Directory Service and the Directory Service Administration Guide.

Amazon Web Services provides SDKs that consist of libraries and sample code for various programming languages and platforms (Java, Ruby, .Net, iOS, Android, etc.). The SDKs provide a convenient way to create programmatic access to Directory Service and other Amazon Web Services services. For more information about the Amazon Web Services SDKs, including how to download and install them, see Tools for Amazon Web Services.

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Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability. DynamoDB lets you offload the administrative burdens of operating and scaling a distributed database, so that you don't have to worry about hardware provisioning, setup and configuration, replication, software patching, or cluster scaling.

With DynamoDB, you can create database tables that can store and retrieve any amount of data, and serve any level of request traffic. You can scale up or scale down your tables' throughput capacity without downtime or performance degradation, and use the AWS Management Console to monitor resource utilization and performance metrics.

DynamoDB automatically spreads the data and traffic for your tables over a sufficient number of servers to handle your throughput and storage requirements, while maintaining consistent and fast performance. All of your data is stored on solid state disks (SSDs) and automatically replicated across multiple Availability Zones in an AWS region, providing built-in high availability and data durability.

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You can use the Amazon Elastic Block Store (Amazon EBS) direct APIs to create Amazon EBS snapshots, write data directly to your snapshots, read data on your snapshots, and identify the differences or changes between two snapshots. If you\\u2019re an independent software vendor (ISV) who offers backup services for Amazon EBS, the EBS direct APIs make it more efficient and cost-effective to track incremental changes on your Amazon EBS volumes through snapshots. This can be done without having to create new volumes from snapshots, and then use Amazon Elastic Compute Cloud (Amazon EC2) instances to compare the differences.

You can create incremental snapshots directly from data on-premises into volumes and the cloud to use for quick disaster recovery. With the ability to write and read snapshots, you can write your on-premises data to an snapshot during a disaster. Then after recovery, you can restore it back to Amazon Web Services or on-premises from the snapshot. You no longer need to build and maintain complex mechanisms to copy data to and from Amazon EBS.

This API reference provides detailed information about the actions, data types, parameters, and errors of the EBS direct APIs. For more information about the elements that make up the EBS direct APIs, and examples of how to use them effectively, see Accessing the Contents of an Amazon EBS Snapshot in the Amazon Elastic Compute Cloud User Guide. For more information about the supported Amazon Web Services Regions, endpoints, and service quotas for the EBS direct APIs, see Amazon Elastic Block Store Endpoints and Quotas in the Amazon Web Services General Reference.

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Amazon Elastic Compute Cloud (Amazon EC2) provides secure and resizable computing capacity in the AWS Cloud. Using Amazon EC2 eliminates the need to invest in hardware up front, so you can develop and deploy applications faster. Amazon Virtual Private Cloud (Amazon VPC) enables you to provision a logically isolated section of the AWS Cloud where you can launch AWS resources in a virtual network that you've defined. Amazon Elastic Block Store (Amazon EBS) provides block level storage volumes for use with EC2 instances. EBS volumes are highly available and reliable storage volumes that can be attached to any running instance and used like a hard drive.

To learn more, see the following resources:

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Amazon Elastic Container Registry (Amazon ECR) is a managed container image registry service. Customers can use the familiar Docker CLI, or their preferred client, to push, pull, and manage images. Amazon ECR provides a secure, scalable, and reliable registry for your Docker or Open Container Initiative (OCI) images. Amazon ECR supports private repositories with resource-based permissions using IAM so that specific users or Amazon EC2 instances can access repositories and images.

Amazon ECR has service endpoints in each supported Region. For more information, see Amazon ECR endpoints in the Amazon Web Services General Reference.

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Amazon Elastic Container Registry (Amazon ECR) is a managed container image registry service. Amazon ECR provides both public and private registries to host your container images. You can use the familiar Docker CLI, or their preferred client, to push, pull, and manage images. Amazon ECR provides a secure, scalable, and reliable registry for your Docker or Open Container Initiative (OCI) images. Amazon ECR supports public repositories with this API. For information about the Amazon ECR API for private repositories, see Amazon Elastic Container Registry API Reference.

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Amazon Elastic Container Service (Amazon ECS) is a highly scalable, fast, container management service that makes it easy to run, stop, and manage Docker containers on a cluster. You can host your cluster on a serverless infrastructure that is managed by Amazon ECS by launching your services or tasks on Fargate. For more control, you can host your tasks on a cluster of Amazon Elastic Compute Cloud (Amazon EC2) instances that you manage.

Amazon ECS makes it easy to launch and stop container-based applications with simple API calls, allows you to get the state of your cluster from a centralized service, and gives you access to many familiar Amazon EC2 features.

You can use Amazon ECS to schedule the placement of containers across your cluster based on your resource needs, isolation policies, and availability requirements. Amazon ECS eliminates the need for you to operate your own cluster management and configuration management systems or worry about scaling your management infrastructure.

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Amazon Elastic Kubernetes Service (Amazon EKS) is a managed service that makes it easy for you to run Kubernetes on Amazon Web Services without needing to stand up or maintain your own Kubernetes control plane. Kubernetes is an open-source system for automating the deployment, scaling, and management of containerized applications.

Amazon EKS runs up-to-date versions of the open-source Kubernetes software, so you can use all the existing plugins and tooling from the Kubernetes community. Applications running on Amazon EKS are fully compatible with applications running on any standard Kubernetes environment, whether running in on-premises data centers or public clouds. This means that you can easily migrate any standard Kubernetes application to Amazon EKS without any code modification required.

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Amazon ElastiCache is a web service that makes it easier to set up, operate, and scale a distributed cache in the cloud.

With ElastiCache, customers get all of the benefits of a high-performance, in-memory cache with less of the administrative burden involved in launching and managing a distributed cache. The service makes setup, scaling, and cluster failure handling much simpler than in a self-managed cache deployment.

In addition, through integration with Amazon CloudWatch, customers get enhanced visibility into the key performance statistics associated with their cache and can receive alarms if a part of their cache runs hot.

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AWS Elastic Beanstalk makes it easy for you to create, deploy, and manage scalable, fault-tolerant applications running on the Amazon Web Services cloud.

For more information about this product, go to the AWS Elastic Beanstalk details page. The location of the latest AWS Elastic Beanstalk WSDL is https://elasticbeanstalk.s3.amazonaws.com/doc/2010-12-01/AWSElasticBeanstalk.wsdl. To install the Software Development Kits (SDKs), Integrated Development Environment (IDE) Toolkits, and command line tools that enable you to access the API, go to Tools for Amazon Web Services.

Endpoints

For a list of region-specific endpoints that AWS Elastic Beanstalk supports, go to Regions and Endpoints in the Amazon Web Services Glossary.

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Amazon Elastic File System (Amazon EFS) provides simple, scalable file storage for use with Amazon EC2 instances in the Amazon Web Services Cloud. With Amazon EFS, storage capacity is elastic, growing and shrinking automatically as you add and remove files, so your applications have the storage they need, when they need it. For more information, see the Amazon Elastic File System API Reference and the Amazon Elastic File System User Guide.

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A load balancer can distribute incoming traffic across your EC2 instances. This enables you to increase the availability of your application. The load balancer also monitors the health of its registered instances and ensures that it routes traffic only to healthy instances. You configure your load balancer to accept incoming traffic by specifying one or more listeners, which are configured with a protocol and port number for connections from clients to the load balancer and a protocol and port number for connections from the load balancer to the instances.

Elastic Load Balancing supports three types of load balancers: Application Load Balancers, Network Load Balancers, and Classic Load Balancers. You can select a load balancer based on your application needs. For more information, see the Elastic Load Balancing User Guide.

This reference covers the 2012-06-01 API, which supports Classic Load Balancers. The 2015-12-01 API supports Application Load Balancers and Network Load Balancers.

To get started, create a load balancer with one or more listeners using CreateLoadBalancer. Register your instances with the load balancer using RegisterInstancesWithLoadBalancer.

All Elastic Load Balancing operations are idempotent, which means that they complete at most one time. If you repeat an operation, it succeeds with a 200 OK response code.

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A load balancer distributes incoming traffic across targets, such as your EC2 instances. This enables you to increase the availability of your application. The load balancer also monitors the health of its registered targets and ensures that it routes traffic only to healthy targets. You configure your load balancer to accept incoming traffic by specifying one or more listeners, which are configured with a protocol and port number for connections from clients to the load balancer. You configure a target group with a protocol and port number for connections from the load balancer to the targets, and with health check settings to be used when checking the health status of the targets.

Elastic Load Balancing supports the following types of load balancers: Application Load Balancers, Network Load Balancers, Gateway Load Balancers, and Classic Load Balancers. This reference covers the following load balancer types:

  • Application Load Balancer - Operates at the application layer (layer 7) and supports HTTP and HTTPS.

  • Network Load Balancer - Operates at the transport layer (layer 4) and supports TCP, TLS, and UDP.

  • Gateway Load Balancer - Operates at the network layer (layer 3).

For more information, see the Elastic Load Balancing User Guide.

All Elastic Load Balancing operations are idempotent, which means that they complete at most one time. If you repeat an operation, it succeeds.

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The AWS Elastic Transcoder Service.

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This document contains reference information for the Amazon Simple Email Service (Amazon SES) API, version 2010-12-01. This document is best used in conjunction with the Amazon SES Developer Guide.

For a list of Amazon SES endpoints to use in service requests, see Regions and Amazon SES in the Amazon SES Developer Guide.

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Amazon EMR on EKS provides a deployment option for Amazon EMR that allows you to run open-source big data frameworks on Amazon Elastic Kubernetes Service (Amazon EKS). With this deployment option, you can focus on running analytics workloads while Amazon EMR on EKS builds, configures, and manages containers for open-source applications. For more information about Amazon EMR on EKS concepts and tasks, see What is Amazon EMR on EKS.

Amazon EMR containers is the API name for Amazon EMR on EKS. The emr-containers prefix is used in the following scenarios:

  • It is the prefix in the CLI commands for Amazon EMR on EKS. For example, aws emr-containers start-job-run.

  • It is the prefix before IAM policy actions for Amazon EMR on EKS. For example, \\\"Action\\\": [ \\\"emr-containers:StartJobRun\\\"]. For more information, see Policy actions for Amazon EMR on EKS.

  • It is the prefix used in Amazon EMR on EKS service endpoints. For example, emr-containers.us-east-2.amazonaws.com. For more information, see Amazon EMR on EKS Service Endpoints.

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This reference provides descriptions of the AWS Marketplace Entitlement Service API.

AWS Marketplace Entitlement Service is used to determine the entitlement of a customer to a given product. An entitlement represents capacity in a product owned by the customer. For example, a customer might own some number of users or seats in an SaaS application or some amount of data capacity in a multi-tenant database.

Getting Entitlement Records

  • GetEntitlements- Gets the entitlements for a Marketplace product.

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Use the Amazon Elasticsearch Configuration API to create, configure, and manage Elasticsearch domains.

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The endpoint for configuration service requests is region-specific: es.region.amazonaws.com. For example, es.us-east-1.amazonaws.com. For a current list of supported regions and endpoints, see Regions and Endpoints.

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For more information about the features of Amazon EventBridge, see the Amazon EventBridge User Guide.

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  • Periodically invoke a built-in target to create a snapshot of an Amazon EBS volume.

For more information about the features of Amazon EventBridge, see the Amazon EventBridge User Guide.

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This is the Firewall Manager API Reference. This guide is for developers who need detailed information about the Firewall Manager API actions, data types, and errors. For detailed information about Firewall Manager features, see the Firewall Manager Developer Guide.

Some API actions require explicit resource permissions. For information, see the developer guide topic Firewall Manager required permissions for API actions.

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GameLift provides solutions for hosting session-based multiplayer game servers in the cloud, including tools for deploying, operating, and scaling game servers. Built on AWS global computing infrastructure, GameLift helps you deliver high-performance, high-reliability, low-cost game servers while dynamically scaling your resource usage to meet player demand.

About GameLift solutions

Get more information on these GameLift solutions in the GameLift Developer Guide.

  • GameLift managed hosting -- GameLift offers a fully managed service to set up and maintain computing machines for hosting, manage game session and player session life cycle, and handle security, storage, and performance tracking. You can use automatic scaling tools to balance player demand and hosting costs, configure your game session management to minimize player latency, and add FlexMatch for matchmaking.

  • Managed hosting with Realtime Servers -- With GameLift Realtime Servers, you can quickly configure and set up ready-to-go game servers for your game. Realtime Servers provides a game server framework with core GameLift infrastructure already built in. Then use the full range of GameLift managed hosting features, including FlexMatch, for your game.

  • GameLift FleetIQ -- Use GameLift FleetIQ as a standalone service while hosting your games using EC2 instances and Auto Scaling groups. GameLift FleetIQ provides optimizations for game hosting, including boosting the viability of low-cost Spot Instances gaming. For a complete solution, pair the GameLift FleetIQ and FlexMatch standalone services.

  • GameLift FlexMatch -- Add matchmaking to your game hosting solution. FlexMatch is a customizable matchmaking service for multiplayer games. Use FlexMatch as integrated with GameLift managed hosting or incorporate FlexMatch as a standalone service into your own hosting solution.

About this API Reference

This reference guide describes the low-level service API for Amazon GameLift. With each topic in this guide, you can find links to language-specific SDK guides and the AWS CLI reference. Useful links:

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Amazon S3 Glacier (Glacier) is a storage solution for \\\"cold data.\\\"

Glacier is an extremely low-cost storage service that provides secure, durable, and easy-to-use storage for data backup and archival. With Glacier, customers can store their data cost effectively for months, years, or decades. Glacier also enables customers to offload the administrative burdens of operating and scaling storage to AWS, so they don't have to worry about capacity planning, hardware provisioning, data replication, hardware failure and recovery, or time-consuming hardware migrations.

Glacier is a great storage choice when low storage cost is paramount and your data is rarely retrieved. If your application requires fast or frequent access to your data, consider using Amazon S3. For more information, see Amazon Simple Storage Service (Amazon S3).

You can store any kind of data in any format. There is no maximum limit on the total amount of data you can store in Glacier.

If you are a first-time user of Glacier, we recommend that you begin by reading the following sections in the Amazon S3 Glacier Developer Guide:

  • What is Amazon S3 Glacier - This section of the Developer Guide describes the underlying data model, the operations it supports, and the AWS SDKs that you can use to interact with the service.

  • Getting Started with Amazon S3 Glacier - The Getting Started section walks you through the process of creating a vault, uploading archives, creating jobs to download archives, retrieving the job output, and deleting archives.

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This is the AWS Global Accelerator API Reference. This guide is for developers who need detailed information about AWS Global Accelerator API actions, data types, and errors. For more information about Global Accelerator features, see the AWS Global Accelerator Developer Guide.

AWS Global Accelerator is a service in which you create accelerators to improve the performance of your applications for local and global users. Depending on the type of accelerator you choose, you can gain additional benefits.

  • By using a standard accelerator, you can improve availability of your internet applications that are used by a global audience. With a standard accelerator, Global Accelerator directs traffic to optimal endpoints over the AWS global network.

  • For other scenarios, you might choose a custom routing accelerator. With a custom routing accelerator, you can use application logic to directly map one or more users to a specific endpoint among many endpoints.

Global Accelerator is a global service that supports endpoints in multiple AWS Regions but you must specify the US West (Oregon) Region to create or update accelerators.

By default, Global Accelerator provides you with two static IP addresses that you associate with your accelerator. With a standard accelerator, instead of using the IP addresses that Global Accelerator provides, you can configure these entry points to be IPv4 addresses from your own IP address ranges that you bring to Global Accelerator. The static IP addresses are anycast from the AWS edge network. For a standard accelerator, they distribute incoming application traffic across multiple endpoint resources in multiple AWS Regions, which increases the availability of your applications. Endpoints for standard accelerators can be Network Load Balancers, Application Load Balancers, Amazon EC2 instances, or Elastic IP addresses that are located in one AWS Region or multiple Regions. For custom routing accelerators, you map traffic that arrives to the static IP addresses to specific Amazon EC2 servers in endpoints that are virtual private cloud (VPC) subnets.

The static IP addresses remain assigned to your accelerator for as long as it exists, even if you disable the accelerator and it no longer accepts or routes traffic. However, when you delete an accelerator, you lose the static IP addresses that are assigned to it, so you can no longer route traffic by using them. You can use IAM policies like tag-based permissions with Global Accelerator to limit the users who have permissions to delete an accelerator. For more information, see Tag-based policies.

For standard accelerators, Global Accelerator uses the AWS global network to route traffic to the optimal regional endpoint based on health, client location, and policies that you configure. The service reacts instantly to changes in health or configuration to ensure that internet traffic from clients is always directed to healthy endpoints.

For a list of the AWS Regions where Global Accelerator and other services are currently supported, see the AWS Region Table.

AWS Global Accelerator includes the following components:

Static IP addresses

Global Accelerator provides you with a set of two static IP addresses that are anycast from the AWS edge network. If you bring your own IP address range to AWS (BYOIP) to use with a standard accelerator, you can instead assign IP addresses from your own pool to use with your accelerator. For more information, see Bring your own IP addresses (BYOIP) in AWS Global Accelerator.

The IP addresses serve as single fixed entry points for your clients. If you already have Elastic Load Balancing load balancers, Amazon EC2 instances, or Elastic IP address resources set up for your applications, you can easily add those to a standard accelerator in Global Accelerator. This allows Global Accelerator to use static IP addresses to access the resources.

The static IP addresses remain assigned to your accelerator for as long as it exists, even if you disable the accelerator and it no longer accepts or routes traffic. However, when you delete an accelerator, you lose the static IP addresses that are assigned to it, so you can no longer route traffic by using them. You can use IAM policies like tag-based permissions with Global Accelerator to delete an accelerator. For more information, see Tag-based policies.

Accelerator

An accelerator directs traffic to endpoints over the AWS global network to improve the performance of your internet applications. Each accelerator includes one or more listeners.

There are two types of accelerators:

  • A standard accelerator directs traffic to the optimal AWS endpoint based on several factors, including the user\\u2019s location, the health of the endpoint, and the endpoint weights that you configure. This improves the availability and performance of your applications. Endpoints can be Network Load Balancers, Application Load Balancers, Amazon EC2 instances, or Elastic IP addresses.

  • A custom routing accelerator directs traffic to one of possibly thousands of Amazon EC2 instances running in a single or multiple virtual private clouds (VPCs). With custom routing, listener ports are mapped to statically associate port ranges with VPC subnets, which allows Global Accelerator to determine an EC2 instance IP address at the time of connection. By default, all port mapping destinations in a VPC subnet can't receive traffic. You can choose to configure all destinations in the subnet to receive traffic, or to specify individual port mappings that can receive traffic.

For more information, see Types of accelerators.

DNS name

Global Accelerator assigns each accelerator a default Domain Name System (DNS) name, similar to a1234567890abcdef.awsglobalaccelerator.com, that points to the static IP addresses that Global Accelerator assigns to you or that you choose from your own IP address range. Depending on the use case, you can use your accelerator's static IP addresses or DNS name to route traffic to your accelerator, or set up DNS records to route traffic using your own custom domain name.

Network zone

A network zone services the static IP addresses for your accelerator from a unique IP subnet. Similar to an AWS Availability Zone, a network zone is an isolated unit with its own set of physical infrastructure. When you configure an accelerator, by default, Global Accelerator allocates two IPv4 addresses for it. If one IP address from a network zone becomes unavailable due to IP address blocking by certain client networks, or network disruptions, then client applications can retry on the healthy static IP address from the other isolated network zone.

Listener

A listener processes inbound connections from clients to Global Accelerator, based on the port (or port range) and protocol (or protocols) that you configure. A listener can be configured for TCP, UDP, or both TCP and UDP protocols. Each listener has one or more endpoint groups associated with it, and traffic is forwarded to endpoints in one of the groups. You associate endpoint groups with listeners by specifying the Regions that you want to distribute traffic to. With a standard accelerator, traffic is distributed to optimal endpoints within the endpoint groups associated with a listener.

Endpoint group

Each endpoint group is associated with a specific AWS Region. Endpoint groups include one or more endpoints in the Region. With a standard accelerator, you can increase or reduce the percentage of traffic that would be otherwise directed to an endpoint group by adjusting a setting called a traffic dial. The traffic dial lets you easily do performance testing or blue/green deployment testing, for example, for new releases across different AWS Regions.

Endpoint

An endpoint is a resource that Global Accelerator directs traffic to.

Endpoints for standard accelerators can be Network Load Balancers, Application Load Balancers, Amazon EC2 instances, or Elastic IP addresses. An Application Load Balancer endpoint can be internet-facing or internal. Traffic for standard accelerators is routed to endpoints based on the health of the endpoint along with configuration options that you choose, such as endpoint weights. For each endpoint, you can configure weights, which are numbers that you can use to specify the proportion of traffic to route to each one. This can be useful, for example, to do performance testing within a Region.

Endpoints for custom routing accelerators are virtual private cloud (VPC) subnets with one or many EC2 instances.

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Defines the public endpoint for the Glue service.

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IoT Greengrass brings local compute, messaging, data management, sync, and ML inference capabilities to edge devices. This enables devices to collect and analyze data closer to the source of information, react autonomously to local events, and communicate securely with each other on local networks. Local devices can also communicate securely with Amazon Web Services IoT Core and export IoT data to the Amazon Web Services Cloud. IoT Greengrass developers can use Lambda functions and components to create and deploy applications to fleets of edge devices for local operation.

IoT Greengrass Version 2 provides a new major version of the IoT Greengrass Core software, new APIs, and a new console. Use this API reference to learn how to use the IoT Greengrass V2 API operations to manage components, manage deployments, and core devices.

For more information, see What is IoT Greengrass? in the IoT Greengrass V2 Developer Guide.

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Amazon GuardDuty is a continuous security monitoring service that analyzes and processes the following data sources: VPC Flow Logs, AWS CloudTrail event logs, and DNS logs. It uses threat intelligence feeds (such as lists of malicious IPs and domains) and machine learning to identify unexpected, potentially unauthorized, and malicious activity within your AWS environment. This can include issues like escalations of privileges, uses of exposed credentials, or communication with malicious IPs, URLs, or domains. For example, GuardDuty can detect compromised EC2 instances that serve malware or mine bitcoin.

GuardDuty also monitors AWS account access behavior for signs of compromise. Some examples of this are unauthorized infrastructure deployments such as EC2 instances deployed in a Region that has never been used, or unusual API calls like a password policy change to reduce password strength.

GuardDuty informs you of the status of your AWS environment by producing security findings that you can view in the GuardDuty console or through Amazon CloudWatch events. For more information, see the Amazon GuardDuty User Guide .

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The AWS Health API provides programmatic access to the AWS Health information that appears in the AWS Personal Health Dashboard. You can use the API operations to get information about AWS Health events that affect your AWS services and resources.

  • You must have a Business or Enterprise Support plan from AWS Support to use the AWS Health API. If you call the AWS Health API from an AWS account that doesn't have a Business or Enterprise Support plan, you receive a SubscriptionRequiredException error.

  • You can use the AWS Health endpoint health.us-east-1.amazonaws.com (HTTPS) to call the AWS Health API operations. AWS Health supports a multi-Region application architecture and has two regional endpoints in an active-passive configuration. You can use the high availability endpoint example to determine which AWS Region is active, so that you can get the latest information from the API. For more information, see Accessing the AWS Health API in the AWS Health User Guide.

For authentication of requests, AWS Health uses the Signature Version 4 Signing Process.

If your AWS account is part of AWS Organizations, you can use the AWS Health organizational view feature. This feature provides a centralized view of AWS Health events across all accounts in your organization. You can aggregate AWS Health events in real time to identify accounts in your organization that are affected by an operational event or get notified of security vulnerabilities. Use the organizational view API operations to enable this feature and return event information. For more information, see Aggregating AWS Health events in the AWS Health User Guide.

When you use the AWS Health API operations to return AWS Health events, see the following recommendations:

  • Use the eventScopeCode parameter to specify whether to return AWS Health events that are public or account-specific.

  • Use pagination to view all events from the response. For example, if you call the DescribeEventsForOrganization operation to get all events in your organization, you might receive several page results. Specify the nextToken in the next request to return more results.

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Identity and Access Management (IAM) is a web service for securely controlling access to Amazon Web Services services. With IAM, you can centrally manage users, security credentials such as access keys, and permissions that control which Amazon Web Services resources users and applications can access. For more information about IAM, see Identity and Access Management (IAM) and the Identity and Access Management User Guide.

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Amazon Inspector enables you to analyze the behavior of your AWS resources and to identify potential security issues. For more information, see Amazon Inspector User Guide.

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IoT provides secure, bi-directional communication between Internet-connected devices (such as sensors, actuators, embedded devices, or smart appliances) and the Amazon Web Services cloud. You can discover your custom IoT-Data endpoint to communicate with, configure rules for data processing and integration with other services, organize resources associated with each device (Registry), configure logging, and create and manage policies and credentials to authenticate devices.

The service endpoints that expose this API are listed in Amazon Web Services IoT Core Endpoints and Quotas. You must use the endpoint for the region that has the resources you want to access.

The service name used by Amazon Web Services Signature Version 4 to sign the request is: execute-api.

For more information about how IoT works, see the Developer Guide.

For information about how to use the credentials provider for IoT, see Authorizing Direct Calls to Amazon Web Services Services.

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IoT data enables secure, bi-directional communication between Internet-connected things (such as sensors, actuators, embedded devices, or smart appliances) and the Amazon Web Services cloud. It implements a broker for applications and things to publish messages over HTTP (Publish) and retrieve, update, and delete shadows. A shadow is a persistent representation of your things and their state in the Amazon Web Services cloud.

Find the endpoint address for actions in IoT data by running this CLI command:

aws iot describe-endpoint --endpoint-type iot:Data-ATS

The service name used by Amazon Web ServicesSignature Version 4 to sign requests is: iotdevicegateway.

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AWS IoT Jobs sends a message to inform the targets that a job is available. The target starts the execution of the job by downloading the job document, performing the operations it specifies, and reporting its progress to AWS IoT. The Jobs service provides commands to track the progress of a job on a specific target and for all the targets of the job

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IoT Analytics allows you to collect large amounts of device data, process messages, and store them. You can then query the data and run sophisticated analytics on it. IoT Analytics enables advanced data exploration through integration with Jupyter Notebooks and data visualization through integration with Amazon QuickSight.

Traditional analytics and business intelligence tools are designed to process structured data. IoT data often comes from devices that record noisy processes (such as temperature, motion, or sound). As a result the data from these devices can have significant gaps, corrupted messages, and false readings that must be cleaned up before analysis can occur. Also, IoT data is often only meaningful in the context of other data from external sources.

IoT Analytics automates the steps required to analyze data from IoT devices. IoT Analytics filters, transforms, and enriches IoT data before storing it in a time-series data store for analysis. You can set up the service to collect only the data you need from your devices, apply mathematical transforms to process the data, and enrich the data with device-specific metadata such as device type and location before storing it. Then, you can analyze your data by running queries using the built-in SQL query engine, or perform more complex analytics and machine learning inference. IoT Analytics includes pre-built models for common IoT use cases so you can answer questions like which devices are about to fail or which customers are at risk of abandoning their wearable devices.

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AWS IoT Events monitors your equipment or device fleets for failures or changes in operation, and triggers actions when such events occur. You can use AWS IoT Events Data API commands to send inputs to detectors, list detectors, and view or update a detector's status.

For more information, see What is AWS IoT Events? in the AWS IoT Events Developer Guide.

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With Fleet Hub for AWS IoT Device Management you can build stand-alone web applications for monitoring the health of your device fleets.

Fleet Hub for AWS IoT Device Management is in public preview and is subject to change.

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AWS IoT Secure Tunnling enables you to create remote connections to devices deployed in the field.

For more information about how AWS IoT Secure Tunneling works, see AWS IoT Secure Tunneling.

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AWS IoT Things Graph provides an integrated set of tools that enable developers to connect devices and services that use different standards, such as units of measure and communication protocols. AWS IoT Things Graph makes it possible to build IoT applications with little to no code by connecting devices and services and defining how they interact at an abstract level.

For more information about how AWS IoT Things Graph works, see the User Guide.

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Introduction

The Amazon Interactive Video Service (IVS) API is REST compatible, using a standard HTTP API and an AWS EventBridge event stream for responses. JSON is used for both requests and responses, including errors.

The API is an AWS regional service, currently in these regions: us-west-2, us-east-1, and eu-west-1.

All API request parameters and URLs are case sensitive.

For a summary of notable documentation changes in each release, see Document History.

Service Endpoints

The following are the Amazon IVS service endpoints (all HTTPS):

Region name: US West (Oregon)

  • Region: us-west-2

  • Endpoint: ivs.us-west-2.amazonaws.com

Region name: US East (Virginia)

  • Region: us-east-1

  • Endpoint: ivs.us-east-1.amazonaws.com

Region name: EU West (Dublin)

  • Region: eu-west-1

  • Endpoint: ivs.eu-west-1.amazonaws.com

Allowed Header Values

  • Accept: application/json

  • Accept-Encoding: gzip, deflate

  • Content-Type: application/json

Resources

The following resources contain information about your IVS live stream (see Getting Started with Amazon IVS):

  • Channel \\u2014 Stores configuration data related to your live stream. You first create a channel and then use the channel\\u2019s stream key to start your live stream. See the Channel endpoints for more information.

  • Stream key \\u2014 An identifier assigned by Amazon IVS when you create a channel, which is then used to authorize streaming. See the StreamKey endpoints for more information. Treat the stream key like a secret, since it allows anyone to stream to the channel.

  • Playback key pair \\u2014 Video playback may be restricted using playback-authorization tokens, which use public-key encryption. A playback key pair is the public-private pair of keys used to sign and validate the playback-authorization token. See the PlaybackKeyPair endpoints for more information.

  • Recording configuration \\u2014 Stores configuration related to recording a live stream and where to store the recorded content. Multiple channels can reference the same recording configuration. See the Recording Configuration endpoints for more information.

Tagging

A tag is a metadata label that you assign to an AWS resource. A tag comprises a key and a value, both set by you. For example, you might set a tag as topic:nature to label a particular video category. See Tagging AWS Resources for more information, including restrictions that apply to tags.

Tags can help you identify and organize your AWS resources. For example, you can use the same tag for different resources to indicate that they are related. You can also use tags to manage access (see Access Tags).

The Amazon IVS API has these tag-related endpoints: TagResource, UntagResource, and ListTagsForResource. The following resources support tagging: Channels, Stream Keys, Playback Key Pairs, and Recording Configurations.

Authentication versus Authorization

Note the differences between these concepts:

  • Authentication is about verifying identity. You need to be authenticated to sign Amazon IVS API requests.

  • Authorization is about granting permissions. You need to be authorized to view Amazon IVS private channels. (Private channels are channels that are enabled for \\\"playback authorization.\\\")

Authentication

All Amazon IVS API requests must be authenticated with a signature. The AWS Command-Line Interface (CLI) and Amazon IVS Player SDKs take care of signing the underlying API calls for you. However, if your application calls the Amazon IVS API directly, it\\u2019s your responsibility to sign the requests.

You generate a signature using valid AWS credentials that have permission to perform the requested action. For example, you must sign PutMetadata requests with a signature generated from an IAM user account that has the ivs:PutMetadata permission.

For more information:

Channel Endpoints

  • CreateChannel \\u2014 Creates a new channel and an associated stream key to start streaming.

  • GetChannel \\u2014 Gets the channel configuration for the specified channel ARN (Amazon Resource Name).

  • BatchGetChannel \\u2014 Performs GetChannel on multiple ARNs simultaneously.

  • ListChannels \\u2014 Gets summary information about all channels in your account, in the AWS region where the API request is processed. This list can be filtered to match a specified name or recording-configuration ARN. Filters are mutually exclusive and cannot be used together. If you try to use both filters, you will get an error (409 Conflict Exception).

  • UpdateChannel \\u2014 Updates a channel's configuration. This does not affect an ongoing stream of this channel. You must stop and restart the stream for the changes to take effect.

  • DeleteChannel \\u2014 Deletes the specified channel.

StreamKey Endpoints

  • CreateStreamKey \\u2014 Creates a stream key, used to initiate a stream, for the specified channel ARN.

  • GetStreamKey \\u2014 Gets stream key information for the specified ARN.

  • BatchGetStreamKey \\u2014 Performs GetStreamKey on multiple ARNs simultaneously.

  • ListStreamKeys \\u2014 Gets summary information about stream keys for the specified channel.

  • DeleteStreamKey \\u2014 Deletes the stream key for the specified ARN, so it can no longer be used to stream.

Stream Endpoints

  • GetStream \\u2014 Gets information about the active (live) stream on a specified channel.

  • ListStreams \\u2014 Gets summary information about live streams in your account, in the AWS region where the API request is processed.

  • StopStream \\u2014 Disconnects the incoming RTMPS stream for the specified channel. Can be used in conjunction with DeleteStreamKey to prevent further streaming to a channel.

  • PutMetadata \\u2014 Inserts metadata into the active stream of the specified channel. A maximum of 5 requests per second per channel is allowed, each with a maximum 1 KB payload. (If 5 TPS is not sufficient for your needs, we recommend batching your data into a single PutMetadata call.)

PlaybackKeyPair Endpoints

For more information, see Setting Up Private Channels in the Amazon IVS User Guide.

  • ImportPlaybackKeyPair \\u2014 Imports the public portion of a new key pair and returns its arn and fingerprint. The privateKey can then be used to generate viewer authorization tokens, to grant viewers access to private channels (channels enabled for playback authorization).

  • GetPlaybackKeyPair \\u2014 Gets a specified playback authorization key pair and returns the arn and fingerprint. The privateKey held by the caller can be used to generate viewer authorization tokens, to grant viewers access to private channels.

  • ListPlaybackKeyPairs \\u2014 Gets summary information about playback key pairs.

  • DeletePlaybackKeyPair \\u2014 Deletes a specified authorization key pair. This invalidates future viewer tokens generated using the key pair\\u2019s privateKey.

RecordingConfiguration Endpoints

AWS Tags Endpoints

  • TagResource \\u2014 Adds or updates tags for the AWS resource with the specified ARN.

  • UntagResource \\u2014 Removes tags from the resource with the specified ARN.

  • ListTagsForResource \\u2014 Gets information about AWS tags for the specified ARN.

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Overview

This documentation is for version 1 of the Amazon Kinesis Data Analytics API, which only supports SQL applications. Version 2 of the API supports SQL and Java applications. For more information about version 2, see Amazon Kinesis Data Analytics API V2 Documentation.

This is the Amazon Kinesis Analytics v1 API Reference. The Amazon Kinesis Analytics Developer Guide provides additional information.

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Key Management Service (KMS) is an encryption and key management web service. This guide describes the KMS operations that you can call programmatically. For general information about KMS, see the Key Management Service Developer Guide .

KMS is replacing the term customer master key (CMK) with KMS key and KMS key. The concept has not changed. To prevent breaking changes, KMS is keeping some variations of this term.

Amazon Web Services provides SDKs that consist of libraries and sample code for various programming languages and platforms (Java, Ruby, .Net, macOS, Android, etc.). The SDKs provide a convenient way to create programmatic access to KMS and other Amazon Web Services services. For example, the SDKs take care of tasks such as signing requests (see below), managing errors, and retrying requests automatically. For more information about the Amazon Web Services SDKs, including how to download and install them, see Tools for Amazon Web Services.

We recommend that you use the Amazon Web Services SDKs to make programmatic API calls to KMS.

Clients must support TLS (Transport Layer Security) 1.0. We recommend TLS 1.2. Clients must also support cipher suites with Perfect Forward Secrecy (PFS) such as Ephemeral Diffie-Hellman (DHE) or Elliptic Curve Ephemeral Diffie-Hellman (ECDHE). Most modern systems such as Java 7 and later support these modes.

Signing Requests

Requests must be signed by using an access key ID and a secret access key. We strongly recommend that you do not use your Amazon Web Services account (root) access key ID and secret key for everyday work with KMS. Instead, use the access key ID and secret access key for an IAM user. You can also use the Amazon Web Services Security Token Service to generate temporary security credentials that you can use to sign requests.

All KMS operations require Signature Version 4.

Logging API Requests

KMS supports CloudTrail, a service that logs Amazon Web Services API calls and related events for your Amazon Web Services account and delivers them to an Amazon S3 bucket that you specify. By using the information collected by CloudTrail, you can determine what requests were made to KMS, who made the request, when it was made, and so on. To learn more about CloudTrail, including how to turn it on and find your log files, see the CloudTrail User Guide.

Additional Resources

For more information about credentials and request signing, see the following:

Commonly Used API Operations

Of the API operations discussed in this guide, the following will prove the most useful for most applications. You will likely perform operations other than these, such as creating keys and assigning policies, by using the console.

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Defines the public endpoint for the AWS Lake Formation service.

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This is the Lambda API Reference. The Lambda Developer Guide provides additional information. For the service overview, see What is Lambda, and for information about how the service works, see Lambda: How it Works in the Lambda Developer Guide.

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AWS License Manager makes it easier to manage licenses from software vendors across multiple AWS accounts and on-premises servers.

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Amazon Lightsail is the easiest way to get started with Amazon Web Services (AWS) for developers who need to build websites or web applications. It includes everything you need to launch your project quickly - instances (virtual private servers), container services, storage buckets, managed databases, SSD-based block storage, static IP addresses, load balancers, content delivery network (CDN) distributions, DNS management of registered domains, and resource snapshots (backups) - for a low, predictable monthly price.

You can manage your Lightsail resources using the Lightsail console, Lightsail API, AWS Command Line Interface (AWS CLI), or SDKs. For more information about Lightsail concepts and tasks, see the Amazon Lightsail Developer Guide.

This API Reference provides detailed information about the actions, data types, parameters, and errors of the Lightsail service. For more information about the supported AWS Regions, endpoints, and service quotas of the Lightsail service, see Amazon Lightsail Endpoints and Quotas in the AWS General Reference.

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You can use Amazon CloudWatch Logs to monitor, store, and access your log files from EC2 instances, CloudTrail, and other sources. You can then retrieve the associated log data from CloudWatch Logs using the CloudWatch console, CloudWatch Logs commands in the Amazon Web Services CLI, CloudWatch Logs API, or CloudWatch Logs SDK.

You can use CloudWatch Logs to:

  • Monitor logs from EC2 instances in real-time: You can use CloudWatch Logs to monitor applications and systems using log data. For example, CloudWatch Logs can track the number of errors that occur in your application logs and send you a notification whenever the rate of errors exceeds a threshold that you specify. CloudWatch Logs uses your log data for monitoring so no code changes are required. For example, you can monitor application logs for specific literal terms (such as \\\"NullReferenceException\\\") or count the number of occurrences of a literal term at a particular position in log data (such as \\\"404\\\" status codes in an Apache access log). When the term you are searching for is found, CloudWatch Logs reports the data to a CloudWatch metric that you specify.

  • Monitor CloudTrail logged events: You can create alarms in CloudWatch and receive notifications of particular API activity as captured by CloudTrail. You can use the notification to perform troubleshooting.

  • Archive log data: You can use CloudWatch Logs to store your log data in highly durable storage. You can change the log retention setting so that any log events older than this setting are automatically deleted. The CloudWatch Logs agent makes it easy to quickly send both rotated and non-rotated log data off of a host and into the log service. You can then access the raw log data when you need it.

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This is the Amazon Lookout for Vision API Reference. It provides descriptions of actions, data types, common parameters, and common errors.

Amazon Lookout for Vision enables you to find visual defects in industrial products, accurately and at scale. It uses computer vision to identify missing components in an industrial product, damage to vehicles or structures, irregularities in production lines, and even minuscule defects in silicon wafers \\u2014 or any other physical item where quality is important such as a missing capacitor on printed circuit boards.

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Use the AWS Elemental MediaTailor SDKs and CLI to configure scalable ad insertion and linear channels. With MediaTailor, you can assemble existing content into a linear stream and serve targeted ads to viewers while maintaining broadcast quality in over-the-top (OTT) video applications. For information about using the service, including detailed information about the settings covered in this guide, see the AWS Elemental MediaTailor User Guide.

Through the SDKs and the CLI you manage AWS Elemental MediaTailor configurations and channels the same as you do through the console. For example, you specify ad insertion behavior and mapping information for the origin server and the ad decision server (ADS).

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This reference provides descriptions of the low-level AWS Marketplace Metering Service API.

AWS Marketplace sellers can use this API to submit usage data for custom usage dimensions.

For information on the permissions you need to use this API, see AWS Marketing metering and entitlement API permissions in the AWS Marketplace Seller Guide.

Submitting Metering Records

  • MeterUsage- Submits the metering record for a Marketplace product. MeterUsage is called from an EC2 instance or a container running on EKS or ECS.

  • BatchMeterUsage- Submits the metering record for a set of customers. BatchMeterUsage is called from a software-as-a-service (SaaS) application.

Accepting New Customers

  • ResolveCustomer- Called by a SaaS application during the registration process. When a buyer visits your website during the registration process, the buyer submits a Registration Token through the browser. The Registration Token is resolved through this API to obtain a CustomerIdentifier and Product Code.

Entitlement and Metering for Paid Container Products

  • Paid container software products sold through AWS Marketplace must integrate with the AWS Marketplace Metering Service and call the RegisterUsage operation for software entitlement and metering. Free and BYOL products for Amazon ECS or Amazon EKS aren't required to call RegisterUsage, but you can do so if you want to receive usage data in your seller reports. For more information on using the RegisterUsage operation, see Container-Based Products.

BatchMeterUsage API calls are captured by AWS CloudTrail. You can use Cloudtrail to verify that the SaaS metering records that you sent are accurate by searching for records with the eventName of BatchMeterUsage. You can also use CloudTrail to audit records over time. For more information, see the AWS CloudTrail User Guide .

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The AWS Migration Hub home region APIs are available specifically for working with your Migration Hub home region. You can use these APIs to determine a home region, as well as to create and work with controls that describe the home region.

  • You must make API calls for write actions (create, notify, associate, disassociate, import, or put) while in your home region, or a HomeRegionNotSetException error is returned.

  • API calls for read actions (list, describe, stop, and delete) are permitted outside of your home region.

  • If you call a write API outside the home region, an InvalidInputException is returned.

  • You can call GetHomeRegion action to obtain the account's Migration Hub home region.

For specific API usage, see the sections that follow in this AWS Migration Hub Home Region API reference.

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Amazon CloudWatch monitors your Amazon Web Services (Amazon Web Services) resources and the applications you run on Amazon Web Services in real time. You can use CloudWatch to collect and track metrics, which are the variables you want to measure for your resources and applications.

CloudWatch alarms send notifications or automatically change the resources you are monitoring based on rules that you define. For example, you can monitor the CPU usage and disk reads and writes of your Amazon EC2 instances. Then, use this data to determine whether you should launch additional instances to handle increased load. You can also use this data to stop under-used instances to save money.

In addition to monitoring the built-in metrics that come with Amazon Web Services, you can monitor your own custom metrics. With CloudWatch, you gain system-wide visibility into resource utilization, application performance, and operational health.

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Amazon Managed Workflows for Apache Airflow

This section contains the Amazon Managed Workflows for Apache Airflow (MWAA) API reference documentation. For more information, see What Is Amazon MWAA?.

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Amazon Neptune is a fast, reliable, fully-managed graph database service that makes it easy to build and run applications that work with highly connected datasets. The core of Amazon Neptune is a purpose-built, high-performance graph database engine optimized for storing billions of relationships and querying the graph with milliseconds latency. Amazon Neptune supports popular graph models Property Graph and W3C's RDF, and their respective query languages Apache TinkerPop Gremlin and SPARQL, allowing you to easily build queries that efficiently navigate highly connected datasets. Neptune powers graph use cases such as recommendation engines, fraud detection, knowledge graphs, drug discovery, and network security.

This interface reference for Amazon Neptune contains documentation for a programming or command line interface you can use to manage Amazon Neptune. Note that Amazon Neptune is asynchronous, which means that some interfaces might require techniques such as polling or callback functions to determine when a command has been applied. In this reference, the parameter descriptions indicate whether a command is applied immediately, on the next instance reboot, or during the maintenance window. The reference structure is as follows, and we list following some related topics from the user guide.

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This is the API Reference for AWS Network Firewall. This guide is for developers who need detailed information about the Network Firewall API actions, data types, and errors.

  • The REST API requires you to handle connection details, such as calculating signatures, handling request retries, and error handling. For general information about using the AWS REST APIs, see AWS APIs.

    To access Network Firewall using the REST API endpoint: https://network-firewall.<region>.amazonaws.com

  • Alternatively, you can use one of the AWS SDKs to access an API that's tailored to the programming language or platform that you're using. For more information, see AWS SDKs.

  • For descriptions of Network Firewall features, including and step-by-step instructions on how to use them through the Network Firewall console, see the Network Firewall Developer Guide.

Network Firewall is a stateful, managed, network firewall and intrusion detection and prevention service for Amazon Virtual Private Cloud (Amazon VPC). With Network Firewall, you can filter traffic at the perimeter of your VPC. This includes filtering traffic going to and coming from an internet gateway, NAT gateway, or over VPN or AWS Direct Connect. Network Firewall uses rules that are compatible with Suricata, a free, open source intrusion detection system (IDS) engine. For information about Suricata, see the Suricata website.

You can use Network Firewall to monitor and protect your VPC traffic in a number of ways. The following are just a few examples:

  • Allow domains or IP addresses for known AWS service endpoints, such as Amazon S3, and block all other forms of traffic.

  • Use custom lists of known bad domains to limit the types of domain names that your applications can access.

  • Perform deep packet inspection on traffic entering or leaving your VPC.

  • Use stateful protocol detection to filter protocols like HTTPS, regardless of the port used.

To enable Network Firewall for your VPCs, you perform steps in both Amazon VPC and in Network Firewall. For information about using Amazon VPC, see Amazon VPC User Guide.

To start using Network Firewall, do the following:

  1. (Optional) If you don't already have a VPC that you want to protect, create it in Amazon VPC.

  2. In Amazon VPC, in each Availability Zone where you want to have a firewall endpoint, create a subnet for the sole use of Network Firewall.

  3. In Network Firewall, create stateless and stateful rule groups, to define the components of the network traffic filtering behavior that you want your firewall to have.

  4. In Network Firewall, create a firewall policy that uses your rule groups and specifies additional default traffic filtering behavior.

  5. In Network Firewall, create a firewall and specify your new firewall policy and VPC subnets. Network Firewall creates a firewall endpoint in each subnet that you specify, with the behavior that's defined in the firewall policy.

  6. In Amazon VPC, use ingress routing enhancements to route traffic through the new firewall endpoints.

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Transit Gateway Network Manager (Network Manager) enables you to create a global network, in which you can monitor your AWS and on-premises networks that are built around transit gateways.

The Network Manager APIs are supported in the US West (Oregon) Region only. You must specify the us-west-2 Region in all requests made to Network Manager.

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Welcome to the AWS OpsWorks Stacks API Reference. This guide provides descriptions, syntax, and usage examples for AWS OpsWorks Stacks actions and data types, including common parameters and error codes.

AWS OpsWorks Stacks is an application management service that provides an integrated experience for overseeing the complete application lifecycle. For information about this product, go to the AWS OpsWorks details page.

SDKs and CLI

The most common way to use the AWS OpsWorks Stacks API is by using the AWS Command Line Interface (CLI) or by using one of the AWS SDKs to implement applications in your preferred language. For more information, see:

Endpoints

AWS OpsWorks Stacks supports the following endpoints, all HTTPS. You must connect to one of the following endpoints. Stacks can only be accessed or managed within the endpoint in which they are created.

  • opsworks.us-east-1.amazonaws.com

  • opsworks.us-east-2.amazonaws.com

  • opsworks.us-west-1.amazonaws.com

  • opsworks.us-west-2.amazonaws.com

  • opsworks.ca-central-1.amazonaws.com (API only; not available in the AWS console)

  • opsworks.eu-west-1.amazonaws.com

  • opsworks.eu-west-2.amazonaws.com

  • opsworks.eu-west-3.amazonaws.com

  • opsworks.eu-central-1.amazonaws.com

  • opsworks.ap-northeast-1.amazonaws.com

  • opsworks.ap-northeast-2.amazonaws.com

  • opsworks.ap-south-1.amazonaws.com

  • opsworks.ap-southeast-1.amazonaws.com

  • opsworks.ap-southeast-2.amazonaws.com

  • opsworks.sa-east-1.amazonaws.com

Chef Versions

When you call CreateStack, CloneStack, or UpdateStack we recommend you use the ConfigurationManager parameter to specify the Chef version. The recommended and default value for Linux stacks is currently 12. Windows stacks use Chef 12.2. For more information, see Chef Versions.

You can specify Chef 12, 11.10, or 11.4 for your Linux stack. We recommend migrating your existing Linux stacks to Chef 12 as soon as possible.

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AWS OpsWorks for configuration management (CM) is a service that runs and manages configuration management servers. You can use AWS OpsWorks CM to create and manage AWS OpsWorks for Chef Automate and AWS OpsWorks for Puppet Enterprise servers, and add or remove nodes for the servers to manage.

Glossary of terms

  • Server: A configuration management server that can be highly-available. The configuration management server runs on an Amazon Elastic Compute Cloud (EC2) instance, and may use various other AWS services, such as Amazon Relational Database Service (RDS) and Elastic Load Balancing. A server is a generic abstraction over the configuration manager that you want to use, much like Amazon RDS. In AWS OpsWorks CM, you do not start or stop servers. After you create servers, they continue to run until they are deleted.

  • Engine: The engine is the specific configuration manager that you want to use. Valid values in this release include ChefAutomate and Puppet.

  • Backup: This is an application-level backup of the data that the configuration manager stores. AWS OpsWorks CM creates an S3 bucket for backups when you launch the first server. A backup maintains a snapshot of a server's configuration-related attributes at the time the backup starts.

  • Events: Events are always related to a server. Events are written during server creation, when health checks run, when backups are created, when system maintenance is performed, etc. When you delete a server, the server's events are also deleted.

  • Account attributes: Every account has attributes that are assigned in the AWS OpsWorks CM database. These attributes store information about configuration limits (servers, backups, etc.) and your customer account.

Endpoints

AWS OpsWorks CM supports the following endpoints, all HTTPS. You must connect to one of the following endpoints. Your servers can only be accessed or managed within the endpoint in which they are created.

  • opsworks-cm.us-east-1.amazonaws.com

  • opsworks-cm.us-east-2.amazonaws.com

  • opsworks-cm.us-west-1.amazonaws.com

  • opsworks-cm.us-west-2.amazonaws.com

  • opsworks-cm.ap-northeast-1.amazonaws.com

  • opsworks-cm.ap-southeast-1.amazonaws.com

  • opsworks-cm.ap-southeast-2.amazonaws.com

  • opsworks-cm.eu-central-1.amazonaws.com

  • opsworks-cm.eu-west-1.amazonaws.com

For more information, see AWS OpsWorks endpoints and quotas in the AWS General Reference.

Throttling limits

All API operations allow for five requests per second with a burst of 10 requests per second.

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AWS Organizations is a web service that enables you to consolidate your multiple AWS accounts into an organization and centrally manage your accounts and their resources.

This guide provides descriptions of the Organizations operations. For more information about using this service, see the AWS Organizations User Guide.

Support and feedback for AWS Organizations

We welcome your feedback. Send your comments to feedback-awsorganizations@amazon.com or post your feedback and questions in the AWS Organizations support forum. For more information about the AWS support forums, see Forums Help.

Endpoint to call When using the AWS CLI or the AWS SDK

For the current release of Organizations, specify the us-east-1 region for all AWS API and AWS CLI calls made from the commercial AWS Regions outside of China. If calling from one of the AWS Regions in China, then specify cn-northwest-1. You can do this in the AWS CLI by using these parameters and commands:

  • Use the following parameter with each command to specify both the endpoint and its region:

    --endpoint-url https://organizations.us-east-1.amazonaws.com (from commercial AWS Regions outside of China)

    or

    --endpoint-url https://organizations.cn-northwest-1.amazonaws.com.cn (from AWS Regions in China)

  • Use the default endpoint, but configure your default region with this command:

    aws configure set default.region us-east-1 (from commercial AWS Regions outside of China)

    or

    aws configure set default.region cn-northwest-1 (from AWS Regions in China)

  • Use the following parameter with each command to specify the endpoint:

    --region us-east-1 (from commercial AWS Regions outside of China)

    or

    --region cn-northwest-1 (from AWS Regions in China)

Recording API Requests

AWS Organizations supports AWS CloudTrail, a service that records AWS API calls for your AWS account and delivers log files to an Amazon S3 bucket. By using information collected by AWS CloudTrail, you can determine which requests the Organizations service received, who made the request and when, and so on. For more about AWS Organizations and its support for AWS CloudTrail, see Logging AWS Organizations Events with AWS CloudTrail in the AWS Organizations User Guide. To learn more about AWS CloudTrail, including how to turn it on and find your log files, see the AWS CloudTrail User Guide.

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Amazon RDS Performance Insights enables you to monitor and explore different dimensions of database load based on data captured from a running DB instance. The guide provides detailed information about Performance Insights data types, parameters and errors.

When Performance Insights is enabled, the Amazon RDS Performance Insights API provides visibility into the performance of your DB instance. Amazon CloudWatch provides the authoritative source for AWS service-vended monitoring metrics. Performance Insights offers a domain-specific view of DB load.

DB load is measured as Average Active Sessions. Performance Insights provides the data to API consumers as a two-dimensional time-series dataset. The time dimension provides DB load data for each time point in the queried time range. Each time point decomposes overall load in relation to the requested dimensions, measured at that time point. Examples include SQL, Wait event, User, and Host.

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Welcome to the Amazon Pinpoint Email API Reference. This guide provides information about the Amazon Pinpoint Email API (version 1.0), including supported operations, data types, parameters, and schemas.

Amazon Pinpoint is an AWS service that you can use to engage with your customers across multiple messaging channels. You can use Amazon Pinpoint to send email, SMS text messages, voice messages, and push notifications. The Amazon Pinpoint Email API provides programmatic access to options that are unique to the email channel and supplement the options provided by the Amazon Pinpoint API.

If you're new to Amazon Pinpoint, you might find it helpful to also review the Amazon Pinpoint Developer Guide. The Amazon Pinpoint Developer Guide provides tutorials, code samples, and procedures that demonstrate how to use Amazon Pinpoint features programmatically and how to integrate Amazon Pinpoint functionality into mobile apps and other types of applications. The guide also provides information about key topics such as Amazon Pinpoint integration with other AWS services and the limits that apply to using the service.

The Amazon Pinpoint Email API is available in several AWS Regions and it provides an endpoint for each of these Regions. For a list of all the Regions and endpoints where the API is currently available, see AWS Service Endpoints in the Amazon Web Services General Reference. To learn more about AWS Regions, see Managing AWS Regions in the Amazon Web Services General Reference.

In each Region, AWS maintains multiple Availability Zones. These Availability Zones are physically isolated from each other, but are united by private, low-latency, high-throughput, and highly redundant network connections. These Availability Zones enable us to provide very high levels of availability and redundancy, while also minimizing latency. To learn more about the number of Availability Zones that are available in each Region, see AWS Global Infrastructure.

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Amazon Polly is a web service that makes it easy to synthesize speech from text.

The Amazon Polly service provides API operations for synthesizing high-quality speech from plain text and Speech Synthesis Markup Language (SSML), along with managing pronunciations lexicons that enable you to get the best results for your application domain.

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Amazon Web Services Price List Service API (Amazon Web Services Price List Service) is a centralized and convenient way to programmatically query Amazon Web Services for services, products, and pricing information. The Amazon Web Services Price List Service uses standardized product attributes such as Location, Storage Class, and Operating System, and provides prices at the SKU level. You can use the Amazon Web Services Price List Service to build cost control and scenario planning tools, reconcile billing data, forecast future spend for budgeting purposes, and provide cost benefit analysis that compare your internal workloads with Amazon Web Services.

Use GetServices without a service code to retrieve the service codes for all AWS services, then GetServices with a service code to retreive the attribute names for that service. After you have the service code and attribute names, you can use GetAttributeValues to see what values are available for an attribute. With the service code and an attribute name and value, you can use GetProducts to find specific products that you're interested in, such as an AmazonEC2 instance, with a Provisioned IOPS volumeType.

Service Endpoint

Amazon Web Services Price List Service API provides the following two endpoints:

  • https://api.pricing.us-east-1.amazonaws.com

  • https://api.pricing.ap-south-1.amazonaws.com

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This is the AWS Proton Service API Reference. It provides descriptions, syntax and usage examples for each of the actions and data types for the AWS Proton service.

The documentation for each action shows the Query API request parameters and the XML response.

Alternatively, you can use the AWS CLI to access an API. For more information, see the AWS Command Line Interface User Guide.

The AWS Proton service is a two-pronged automation framework. Administrators create service templates to provide standardized infrastructure and deployment tooling for serverless and container based applications. Developers, in turn, select from the available service templates to automate their application or service deployments.

Because administrators define the infrastructure and tooling that AWS Proton deploys and manages, they need permissions to use all of the listed API operations.

When developers select a specific infrastructure and tooling set, AWS Proton deploys their applications. To monitor their applications that are running on AWS Proton, developers need permissions to the service create, list, update and delete API operations and the service instance list and update API operations.

To learn more about AWS Proton administration, see the AWS Proton Administrator Guide.

To learn more about deploying serverless and containerized applications on AWS Proton, see the AWS Proton User Guide.

Ensuring Idempotency

When you make a mutating API request, the request typically returns a result before the asynchronous workflows of the operation are complete. Operations might also time out or encounter other server issues before they're complete, even if the request already returned a result. This might make it difficult to determine whether the request succeeded. Moreover, you might need to retry the request multiple times to ensure that the operation completes successfully. However, if the original request and the subsequent retries are successful, the operation occurs multiple times. This means that you might create more resources than you intended.

Idempotency ensures that an API request action completes no more than one time. With an idempotent request, if the original request action completes successfully, any subsequent retries complete successfully without performing any further actions. However, the result might contain updated information, such as the current creation status.

The following lists of APIs are grouped according to methods that ensure idempotency.

Idempotent create APIs with a client token

The API actions in this list support idempotency with the use of a client token. The corresponding AWS CLI commands also support idempotency using a client token. A client token is a unique, case-sensitive string of up to 64 ASCII characters. To make an idempotent API request using one of these actions, specify a client token in the request. We recommend that you don't reuse the same client token for other API requests. If you don\\u2019t provide a client token for these APIs, a default client token is automatically provided by SDKs.

Given a request action that has succeeded:

If you retry the request using the same client token and the same parameters, the retry succeeds without performing any further actions other than returning the original resource detail data in the response.

If you retry the request using the same client token, but one or more of the parameters are different, the retry throws a ValidationException with an IdempotentParameterMismatch error.

Client tokens expire eight hours after a request is made. If you retry the request with the expired token, a new resource is created.

If the original resource is deleted and you retry the request, a new resource is created.

Idempotent create APIs with a client token:

  • CreateEnvironmentTemplateVersion

  • CreateServiceTemplateVersion

  • CreateEnvironmentAccountConnection

Idempotent create APIs

Given a request action that has succeeded:

If you retry the request with an API from this group, and the original resource hasn't been modified, the retry succeeds without performing any further actions other than returning the original resource detail data in the response.

If the original resource has been modified, the retry throws a ConflictException.

If you retry with different input parameters, the retry throws a ValidationException with an IdempotentParameterMismatch error.

Idempotent create APIs:

  • CreateEnvironmentTemplate

  • CreateServiceTemplate

  • CreateEnvironment

  • CreateService

Idempotent delete APIs

Given a request action that has succeeded:

When you retry the request with an API from this group and the resource was deleted, its metadata is returned in the response.

If you retry and the resource doesn't exist, the response is empty.

In both cases, the retry succeeds.

Idempotent delete APIs:

  • DeleteEnvironmentTemplate

  • DeleteEnvironmentTemplateVersion

  • DeleteServiceTemplate

  • DeleteServiceTemplateVersion

  • DeleteEnvironmentAccountConnection

Asynchronous idempotent delete APIs

Given a request action that has succeeded:

If you retry the request with an API from this group, if the original request delete operation status is DELETE_IN_PROGRESS, the retry returns the resource detail data in the response without performing any further actions.

If the original request delete operation is complete, a retry returns an empty response.

Asynchronous idempotent delete APIs:

  • DeleteEnvironment

  • DeleteService

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The transactional data APIs for Amazon QLDB

Instead of interacting directly with this API, we recommend using the QLDB driver or the QLDB shell to execute data transactions on a ledger.

  • If you are working with an AWS SDK, use the QLDB driver. The driver provides a high-level abstraction layer above this QLDB Session data plane and manages SendCommand API calls for you. For information and a list of supported programming languages, see Getting started with the driver in the Amazon QLDB Developer Guide.

  • If you are working with the AWS Command Line Interface (AWS CLI), use the QLDB shell. The shell is a command line interface that uses the QLDB driver to interact with a ledger. For information, see Accessing Amazon QLDB using the QLDB shell.

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Amazon QuickSight is a fully managed, serverless business intelligence service for the Amazon Web Services Cloud that makes it easy to extend data and insights to every user in your organization. This API reference contains documentation for a programming interface that you can use to manage Amazon QuickSight.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"quicksight\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/quicksight-2018-04-01.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/quicksight/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/quicksight/2018-04-01/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/quicksight/2018-04-01/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:ram\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2018-01-04\",\"versions\":[{\"key\":\"2018-01-04\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2018-01-04\",\"x-release\":\"v4\",\"title\":\"AWS Resource Access Manager\",\"description\":\"

This is the Resource Access Manager API Reference. This documentation provides descriptions and syntax for each of the actions and data types in RAM. RAM is a service that helps you securely share your Amazon Web Services resources across Amazon Web Services accounts and within your organization or organizational units (OUs) in Organizations. For supported resource types, you can also share resources with IAM roles and IAM users. If you have multiple Amazon Web Services accounts, you can use RAM to share those resources with other accounts.

To learn more about RAM, see the following resources:

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Amazon Relational Database Service (Amazon RDS) is a web service that makes it easier to set up, operate, and scale a relational database in the cloud. It provides cost-efficient, resizeable capacity for an industry-standard relational database and manages common database administration tasks, freeing up developers to focus on what makes their applications and businesses unique.

Amazon RDS gives you access to the capabilities of a MySQL, MariaDB, PostgreSQL, Microsoft SQL Server, Oracle, or Amazon Aurora database server. These capabilities mean that the code, applications, and tools you already use today with your existing databases work with Amazon RDS without modification. Amazon RDS automatically backs up your database and maintains the database software that powers your DB instance. Amazon RDS is flexible: you can scale your DB instance's compute resources and storage capacity to meet your application's demand. As with all Amazon Web Services, there are no up-front investments, and you pay only for the resources you use.

This interface reference for Amazon RDS contains documentation for a programming or command line interface you can use to manage Amazon RDS. Amazon RDS is asynchronous, which means that some interfaces might require techniques such as polling or callback functions to determine when a command has been applied. In this reference, the parameter descriptions indicate whether a command is applied immediately, on the next instance reboot, or during the maintenance window. The reference structure is as follows, and we list following some related topics from the user guide.

Amazon RDS API Reference

Amazon RDS User Guide

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Amazon RDS Data Service

Amazon RDS provides an HTTP endpoint to run SQL statements on an Amazon Aurora Serverless DB cluster. To run these statements, you work with the Data Service API.

For more information about the Data Service API, see Using the Data API for Aurora Serverless in the Amazon Aurora User Guide.

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Overview

This is an interface reference for Amazon Redshift. It contains documentation for one of the programming or command line interfaces you can use to manage Amazon Redshift clusters. Note that Amazon Redshift is asynchronous, which means that some interfaces may require techniques, such as polling or asynchronous callback handlers, to determine when a command has been applied. In this reference, the parameter descriptions indicate whether a change is applied immediately, on the next instance reboot, or during the next maintenance window. For a summary of the Amazon Redshift cluster management interfaces, go to Using the Amazon Redshift Management Interfaces.

Amazon Redshift manages all the work of setting up, operating, and scaling a data warehouse: provisioning capacity, monitoring and backing up the cluster, and applying patches and upgrades to the Amazon Redshift engine. You can focus on using your data to acquire new insights for your business and customers.

If you are a first-time user of Amazon Redshift, we recommend that you begin by reading the Amazon Redshift Getting Started Guide.

If you are a database developer, the Amazon Redshift Database Developer Guide explains how to design, build, query, and maintain the databases that make up your data warehouse.

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You can use the Amazon Redshift Data API to run queries on Amazon Redshift tables. You can run SQL statements, which are committed if the statement succeeds.

For more information about the Amazon Redshift Data API, see Using the Amazon Redshift Data API in the Amazon Redshift Cluster Management Guide.

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AWS Resource Groups lets you organize AWS resources such as Amazon EC2 instances, Amazon Relational Database Service databases, and Amazon S3 buckets into groups using criteria that you define as tags. A resource group is a collection of resources that match the resource types specified in a query, and share one or more tags or portions of tags. You can create a group of resources based on their roles in your cloud infrastructure, lifecycle stages, regions, application layers, or virtually any criteria. Resource Groups enable you to automate management tasks, such as those in AWS Systems Manager Automation documents, on tag-related resources in AWS Systems Manager. Groups of tagged resources also let you quickly view a custom console in AWS Systems Manager that shows AWS Config compliance and other monitoring data about member resources.

To create a resource group, build a resource query, and specify tags that identify the criteria that members of the group have in common. Tags are key-value pairs.

For more information about Resource Groups, see the AWS Resource Groups User Guide.

AWS Resource Groups uses a REST-compliant API that you can use to perform the following types of operations.

  • Create, Read, Update, and Delete (CRUD) operations on resource groups and resource query entities

  • Applying, editing, and removing tags from resource groups

  • Resolving resource group member ARNs so they can be returned as search results

  • Getting data about resources that are members of a group

  • Searching AWS resources based on a resource query

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When you create a VPC using Amazon VPC, you automatically get DNS resolution within the VPC from Route 53 Resolver. By default, Resolver answers DNS queries for VPC domain names such as domain names for EC2 instances or Elastic Load Balancing load balancers. Resolver performs recursive lookups against public name servers for all other domain names.

You can also configure DNS resolution between your VPC and your network over a Direct Connect or VPN connection:

Forward DNS queries from resolvers on your network to Route 53 Resolver

DNS resolvers on your network can forward DNS queries to Resolver in a specified VPC. This allows your DNS resolvers to easily resolve domain names for Amazon Web Services resources such as EC2 instances or records in a Route 53 private hosted zone. For more information, see How DNS Resolvers on Your Network Forward DNS Queries to Route 53 Resolver in the Amazon Route 53 Developer Guide.

Conditionally forward queries from a VPC to resolvers on your network

You can configure Resolver to forward queries that it receives from EC2 instances in your VPCs to DNS resolvers on your network. To forward selected queries, you create Resolver rules that specify the domain names for the DNS queries that you want to forward (such as example.com), and the IP addresses of the DNS resolvers on your network that you want to forward the queries to. If a query matches multiple rules (example.com, acme.example.com), Resolver chooses the rule with the most specific match (acme.example.com) and forwards the query to the IP addresses that you specified in that rule. For more information, see How Route 53 Resolver Forwards DNS Queries from Your VPCs to Your Network in the Amazon Route 53 Developer Guide.

Like Amazon VPC, Resolver is Regional. In each Region where you have VPCs, you can choose whether to forward queries from your VPCs to your network (outbound queries), from your network to your VPCs (inbound queries), or both.

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Provides APIs for creating and managing Amazon SageMaker resources.

Other Resources:

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Amazon Augmented AI (Amazon A2I) adds the benefit of human judgment to any machine learning application. When an AI application can't evaluate data with a high degree of confidence, human reviewers can take over. This human review is called a human review workflow. To create and start a human review workflow, you need three resources: a worker task template, a flow definition, and a human loop.

For information about these resources and prerequisites for using Amazon A2I, see Get Started with Amazon Augmented AI in the Amazon SageMaker Developer Guide.

This API reference includes information about API actions and data types that you can use to interact with Amazon A2I programmatically. Use this guide to:

  • Start a human loop with the StartHumanLoop operation when using Amazon A2I with a custom task type. To learn more about the difference between custom and built-in task types, see Use Task Types . To learn how to start a human loop using this API, see Create and Start a Human Loop for a Custom Task Type in the Amazon SageMaker Developer Guide.

  • Manage your human loops. You can list all human loops that you have created, describe individual human loops, and stop and delete human loops. To learn more, see Monitor and Manage Your Human Loop in the Amazon SageMaker Developer Guide.

Amazon A2I integrates APIs from various AWS services to create and start human review workflows for those services. To learn how Amazon A2I uses these APIs, see Use APIs in Amazon A2I in the Amazon SageMaker Developer Guide.

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A traditional, clustered relational database requires a sizable upfront capital outlay, is complex to design, and often requires extensive and repetitive database administration. Amazon SimpleDB is dramatically simpler, requiring no schema, automatically indexing your data and providing a simple API for storage and access. This approach eliminates the administrative burden of data modeling, index maintenance, and performance tuning. Developers gain access to this functionality within Amazon's proven computing environment, are able to scale instantly, and pay only for what they use.

Visit http://aws.amazon.com/simpledb/ for more information.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"sdb\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/sdb-2009-04-15.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/sdb/\"},\"updated\":\"2020-03-29T15:19:43.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sdb/2009-04-15/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sdb/2009-04-15/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:secretsmanager\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2017-10-17\",\"versions\":[{\"key\":\"2017-10-17\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2017-10-17\",\"x-release\":\"v4\",\"title\":\"AWS Secrets Manager\",\"description\":\"Amazon Web Services Secrets Manager

Amazon Web Services Secrets Manager provides a service to enable you to store, manage, and retrieve, secrets.

This guide provides descriptions of the Secrets Manager API. For more information about using this service, see the Amazon Web Services Secrets Manager User Guide.

API Version

This version of the Secrets Manager API Reference documents the Secrets Manager API version 2017-10-17.

As an alternative to using the API, you can use one of the Amazon Web Services SDKs, which consist of libraries and sample code for various programming languages and platforms such as Java, Ruby, .NET, iOS, and Android. The SDKs provide a convenient way to create programmatic access to Amazon Web Services Secrets Manager. For example, the SDKs provide cryptographically signing requests, managing errors, and retrying requests automatically. For more information about the Amazon Web Services SDKs, including downloading and installing them, see Tools for Amazon Web Services.

We recommend you use the Amazon Web Services SDKs to make programmatic API calls to Secrets Manager. However, you also can use the Secrets Manager HTTP Query API to make direct calls to the Secrets Manager web service. To learn more about the Secrets Manager HTTP Query API, see Making Query Requests in the Amazon Web Services Secrets Manager User Guide.

Secrets Manager API supports GET and POST requests for all actions, and doesn't require you to use GET for some actions and POST for others. However, GET requests are subject to the limitation size of a URL. Therefore, for operations that require larger sizes, use a POST request.

Support and Feedback for Amazon Web Services Secrets Manager

We welcome your feedback. Send your comments to awssecretsmanager-feedback@amazon.com, or post your feedback and questions in the Amazon Web Services Secrets Manager Discussion Forum. For more information about the Amazon Web Services Discussion Forums, see Forums Help.

How examples are presented

The JSON that Amazon Web Services Secrets Manager expects as your request parameters and the service returns as a response to HTTP query requests contain single, long strings without line breaks or white space formatting. The JSON shown in the examples displays the code formatted with both line breaks and white space to improve readability. When example input parameters can also cause long strings extending beyond the screen, you can insert line breaks to enhance readability. You should always submit the input as a single JSON text string.

Logging API Requests

Amazon Web Services Secrets Manager supports Amazon Web Services CloudTrail, a service that records Amazon Web Services API calls for your Amazon Web Services account and delivers log files to an Amazon S3 bucket. By using information that's collected by Amazon Web Services CloudTrail, you can determine the requests successfully made to Secrets Manager, who made the request, when it was made, and so on. For more about Amazon Web Services Secrets Manager and support for Amazon Web Services CloudTrail, see Logging Amazon Web Services Secrets Manager Events with Amazon Web Services CloudTrail in the Amazon Web Services Secrets Manager User Guide. To learn more about CloudTrail, including enabling it and find your log files, see the Amazon Web Services CloudTrail User Guide.

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Security Hub provides you with a comprehensive view of the security state of your Amazon Web Services environment and resources. It also provides you with the readiness status of your environment based on controls from supported security standards. Security Hub collects security data from Amazon Web Services accounts, services, and integrated third-party products and helps you analyze security trends in your environment to identify the highest priority security issues. For more information about Security Hub, see the Security HubUser Guide .

When you use operations in the Security Hub API, the requests are executed only in the Amazon Web Services Region that is currently active or in the specific Amazon Web Services Region that you specify in your request. Any configuration or settings change that results from the operation is applied only to that Region. To make the same change in other Regions, execute the same command for each Region to apply the change to.

For example, if your Region is set to us-west-2, when you use CreateMembers to add a member account to Security Hub, the association of the member account with the administrator account is created only in the us-west-2 Region. Security Hub must be enabled for the member account in the same Region that the invitation was sent from.

The following throttling limits apply to using Security Hub API operations.

  • BatchEnableStandards - RateLimit of 1 request per second, BurstLimit of 1 request per second.

  • GetFindings - RateLimit of 3 requests per second. BurstLimit of 6 requests per second.

  • UpdateFindings - RateLimit of 1 request per second. BurstLimit of 5 requests per second.

  • UpdateStandardsControl - RateLimit of 1 request per second, BurstLimit of 5 requests per second.

  • All other operations - RateLimit of 10 requests per second. BurstLimit of 30 requests per second.

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The AWS Serverless Application Repository makes it easy for developers and enterprises to quickly find\\n and deploy serverless applications in the AWS Cloud. For more information about serverless applications,\\n see Serverless Computing and Applications on the AWS website.

The AWS Serverless Application Repository is deeply integrated with the AWS Lambda console, so that developers of \\n all levels can get started with serverless computing without needing to learn anything new. You can use category \\n keywords to browse for applications such as web and mobile backends, data processing applications, or chatbots. \\n You can also search for applications by name, publisher, or event source. To use an application, you simply choose it, \\n configure any required fields, and deploy it with a few clicks.

You can also easily publish applications, sharing them publicly with the community at large, or privately\\n within your team or across your organization. To publish a serverless application (or app), you can use the\\n AWS Management Console, AWS Command Line Interface (AWS CLI), or AWS SDKs to upload the code. Along with the\\n code, you upload a simple manifest file, also known as the AWS Serverless Application Model (AWS SAM) template.\\n For more information about AWS SAM, see AWS Serverless Application Model (AWS SAM) on the AWS Labs\\n GitHub repository.

The AWS Serverless Application Repository Developer Guide contains more information about the two developer\\n experiences available:

    \\n
  • \\n

    Consuming Applications \\u2013 Browse for applications and view information about them, including\\n source code and readme files. Also install, configure, and deploy applications of your choosing.

    \\n

    Publishing Applications \\u2013 Configure and upload applications to make them available to other\\n developers, and publish new versions of applications.

    \\n
    • \\n
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AWS Service Catalog enables organizations to create and manage catalogs of IT services that are approved for AWS. To get the most out of this documentation, you should be familiar with the terminology discussed in AWS Service Catalog Concepts.

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With Cloud Map, you can configure public DNS, private DNS, or HTTP namespaces that your microservice applications run in. When an instance becomes available, you can call the Cloud Map API to register the instance with Cloud Map. For public or private DNS namespaces, Cloud Map automatically creates DNS records and an optional health check. Clients that submit public or private DNS queries, or HTTP requests, for the service receive an answer that contains up to eight healthy records.

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Welcome to the Amazon SES API v2 Reference. This guide provides information about the Amazon SES API v2, including supported operations, data types, parameters, and schemas.

Amazon SES is an AWS service that you can use to send email messages to your customers.

If you're new to Amazon SES API v2, you might find it helpful to also review the Amazon Simple Email Service Developer Guide. The Amazon SES Developer Guide provides information and code samples that demonstrate how to use Amazon SES API v2 features programmatically.

The Amazon SES API v2 is available in several AWS Regions and it provides an endpoint for each of these Regions. For a list of all the Regions and endpoints where the API is currently available, see AWS Service Endpoints in the Amazon Web Services General Reference. To learn more about AWS Regions, see Managing AWS Regions in the Amazon Web Services General Reference.

In each Region, AWS maintains multiple Availability Zones. These Availability Zones are physically isolated from each other, but are united by private, low-latency, high-throughput, and highly redundant network connections. These Availability Zones enable us to provide very high levels of availability and redundancy, while also minimizing latency. To learn more about the number of Availability Zones that are available in each Region, see AWS Global Infrastructure.

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This is the Shield Advanced API Reference. This guide is for developers who need detailed information about the Shield Advanced API actions, data types, and errors. For detailed information about WAF and Shield Advanced features and an overview of how to use the WAF and Shield Advanced APIs, see the WAF and Shield Developer Guide.

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AWS Signer is a fully managed code signing service to help you ensure the trust and integrity of your code.

AWS Signer supports the following applications:

With code signing for AWS Lambda, you can sign AWS Lambda deployment packages. Integrated support is provided for Amazon S3, Amazon CloudWatch, and AWS CloudTrail. In order to sign code, you create a signing profile and then use Signer to sign Lambda zip files in S3.

With code signing for IoT, you can sign code for any IoT device that is supported by AWS. IoT code signing is available for Amazon FreeRTOS and AWS IoT Device Management, and is integrated with AWS Certificate Manager (ACM). In order to sign code, you import a third-party code signing certificate using ACM, and use that to sign updates in Amazon FreeRTOS and AWS IoT Device Management.

For more information about AWS Signer, see the AWS Signer Developer Guide.

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AWS Server Migration Service (AWS SMS) makes it easier and faster for you to migrate your on-premises workloads to AWS. To learn more about AWS SMS, see the following resources:

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For information on the permissions you need to use this API, see Identity and access management in Amazon SNS in the Amazon SNS Developer Guide.

We also provide SDKs that enable you to access Amazon SNS from your preferred programming language. The SDKs contain functionality that automatically takes care of tasks such as: cryptographically signing your service requests, retrying requests, and handling error responses. For a list of available SDKs, go to Tools for Amazon Web Services.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"sns\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/sns-2010-03-31.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/sns/\"},\"updated\":\"2020-03-29T15:19:43.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sns/2010-03-31/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sns/2010-03-31/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:sqs\",\"value\":{\"added\":\"2017-05-02T07:59:53.000Z\",\"preferred\":\"2012-11-05\",\"versions\":[{\"key\":\"2012-11-05\",\"value\":{\"added\":\"2017-05-02T07:59:53.000Z\",\"info\":{\"version\":\"2012-11-05\",\"x-release\":\"v4\",\"title\":\"Amazon Simple Queue Service\",\"description\":\"

Welcome to the Amazon SQS API Reference.

Amazon SQS is a reliable, highly-scalable hosted queue for storing messages as they travel between applications or microservices. Amazon SQS moves data between distributed application components and helps you decouple these components.

For information on the permissions you need to use this API, see Identity and access management in the Amazon SQS Developer Guide.

You can use Amazon Web Services SDKs to access Amazon SQS using your favorite programming language. The SDKs perform tasks such as the following automatically:

  • Cryptographically sign your service requests

  • Retry requests

  • Handle error responses

Additional information

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Amazon Web Services Systems Manager is a collection of capabilities that helps you automate management tasks such as collecting system inventory, applying operating system (OS) patches, automating the creation of Amazon Machine Images (AMIs), and configuring operating systems (OSs) and applications at scale. Systems Manager lets you remotely and securely manage the configuration of your managed instances. A managed instance is any Amazon Elastic Compute Cloud instance (EC2 instance), or any on-premises server or virtual machine (VM) in your hybrid environment that has been configured for Systems Manager.

This reference is intended to be used with the Amazon Web Services Systems Manager User Guide.

To get started, verify prerequisites and configure managed instances. For more information, see Setting up Amazon Web Services Systems Manager in the Amazon Web Services Systems Manager User Guide.

Related resources

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"ssm\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/ssm-2014-11-06.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/ssm/\"},\"updated\":\"2020-05-07T20:22:57.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm/2014-11-06/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm/2014-11-06/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:ssm-contacts\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"2021-05-03\",\"versions\":[{\"key\":\"2021-05-03\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"version\":\"2021-05-03\",\"x-release\":\"v4\",\"title\":\"AWS Systems Manager Incident Manager Contacts\",\"description\":\"

Systems Manager Incident Manager is an incident management console designed to help users mitigate and recover from incidents affecting their Amazon Web Services-hosted applications. An incident is any unplanned interruption or reduction in quality of services.

Incident Manager increases incident resolution by notifying responders of impact, highlighting relevant troubleshooting data, and providing collaboration tools to get services back up and running. To achieve the primary goal of reducing the time-to-resolution of critical incidents, Incident Manager automates response plans and enables responder team escalation.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"ssm-contacts\",\"x-aws-signingName\":\"ssm-contacts\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/ssm-contacts-2021-05-03.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/ssm-contacts/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm-contacts/2021-05-03/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm-contacts/2021-05-03/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:ssm-incidents\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"2018-05-10\",\"versions\":[{\"key\":\"2018-05-10\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"version\":\"2018-05-10\",\"x-release\":\"v4\",\"title\":\"AWS Systems Manager Incident Manager\",\"description\":\"

AWS Systems Manager Incident Manager is an incident management console designed to help users mitigate and recover from incidents affecting their AWS-hosted applications. An incident is any unplanned interruption or reduction in quality of services.

Incident Manager increases incident resolution by notifying responders of impact, highlighting relevant troubleshooting data, and providing collaboration tools to get services back up and running. To achieve the primary goal of reducing the time-to-resolution of critical incidents, Incident Manager automates response plans and enables responder team escalation.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"ssm-incidents\",\"x-aws-signingName\":\"ssm-incidents\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/ssm-incidents-2018-05-10.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/ssm-incidents/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm-incidents/2018-05-10/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/ssm-incidents/2018-05-10/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:sso\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2019-06-10\",\"versions\":[{\"key\":\"2019-06-10\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2019-06-10\",\"x-release\":\"v4\",\"title\":\"AWS Single Sign-On\",\"description\":\"

AWS Single Sign-On Portal is a web service that makes it easy for you to assign user access to AWS SSO resources such as the user portal. Users can get AWS account applications and roles assigned to them and get federated into the application.

For general information about AWS SSO, see What is AWS Single Sign-On? in the AWS SSO User Guide.

This API reference guide describes the AWS SSO Portal operations that you can call programatically and includes detailed information on data types and errors.

AWS provides SDKs that consist of libraries and sample code for various programming languages and platforms, such as Java, Ruby, .Net, iOS, or Android. The SDKs provide a convenient way to create programmatic access to AWS SSO and other AWS services. For more information about the AWS SDKs, including how to download and install them, see Tools for Amazon Web Services.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"sso\",\"x-aws-signingName\":\"awsssoportal\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/sso-2019-06-10.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/sso/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso/2019-06-10/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso/2019-06-10/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:sso-admin\",\"value\":{\"added\":\"2021-01-15T15:07:17.488Z\",\"preferred\":\"2020-07-20\",\"versions\":[{\"key\":\"2020-07-20\",\"value\":{\"added\":\"2021-01-15T15:07:17.488Z\",\"info\":{\"version\":\"2020-07-20\",\"x-release\":\"v4\",\"title\":\"AWS Single Sign-On Admin\",\"description\":\"

Amazon Web Services Single Sign On (SSO) is a cloud SSO service that makes it easy to centrally manage SSO access to multiple Amazon Web Services accounts and business applications. This guide provides information on SSO operations which could be used for access management of Amazon Web Services accounts. For information about Amazon Web Services SSO features, see the Amazon Web Services Single Sign-On User Guide.

Many operations in the SSO APIs rely on identifiers for users and groups, known as principals. For more information about how to work with principals and principal IDs in Amazon Web Services SSO, see the Amazon Web Services SSO Identity Store API Reference.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"sso-admin\",\"x-aws-signingName\":\"sso\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/sso-admin-2020-07-20.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/sso/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso-admin/2020-07-20/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso-admin/2020-07-20/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:sso-oidc\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2019-06-10\",\"versions\":[{\"key\":\"2019-06-10\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2019-06-10\",\"x-release\":\"v4\",\"title\":\"AWS SSO OIDC\",\"description\":\"

AWS Single Sign-On (SSO) OpenID Connect (OIDC) is a web service that enables a client (such as AWS CLI or a native application) to register with AWS SSO. The service also enables the client to fetch the user\\u2019s access token upon successful authentication and authorization with AWS SSO. This service conforms with the OAuth 2.0 based implementation of the device authorization grant standard (https://tools.ietf.org/html/rfc8628).

For general information about AWS SSO, see What is AWS Single Sign-On? in the AWS SSO User Guide.

This API reference guide describes the AWS SSO OIDC operations that you can call programatically and includes detailed information on data types and errors.

AWS provides SDKs that consist of libraries and sample code for various programming languages and platforms such as Java, Ruby, .Net, iOS, and Android. The SDKs provide a convenient way to create programmatic access to AWS SSO and other AWS services. For more information about the AWS SDKs, including how to download and install them, see Tools for Amazon Web Services.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"sso-oidc\",\"x-aws-signingName\":\"awsssooidc\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/sso-oidc-2019-06-10.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/oidc/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso-oidc/2019-06-10/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/sso-oidc/2019-06-10/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:states\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2016-11-23\",\"versions\":[{\"key\":\"2016-11-23\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2016-11-23\",\"x-release\":\"v4\",\"title\":\"AWS Step Functions\",\"description\":\"AWS Step Functions

AWS Step Functions is a service that lets you coordinate the components of distributed applications and microservices using visual workflows.

You can use Step Functions to build applications from individual components, each of which performs a discrete function, or task, allowing you to scale and change applications quickly. Step Functions provides a console that helps visualize the components of your application as a series of steps. Step Functions automatically triggers and tracks each step, and retries steps when there are errors, so your application executes predictably and in the right order every time. Step Functions logs the state of each step, so you can quickly diagnose and debug any issues.

Step Functions manages operations and underlying infrastructure to ensure your application is available at any scale. You can run tasks on AWS, your own servers, or any system that has access to AWS. You can access and use Step Functions using the console, the AWS SDKs, or an HTTP API. For more information about Step Functions, see the AWS Step Functions Developer Guide .

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"states\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/states-2016-11-23.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/states/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/states/2016-11-23/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/states/2016-11-23/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:storagegateway\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2013-06-30\",\"versions\":[{\"key\":\"2013-06-30\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2013-06-30\",\"x-release\":\"v4\",\"title\":\"AWS Storage Gateway\",\"description\":\"Storage Gateway Service

Storage Gateway is the service that connects an on-premises software appliance with cloud-based storage to provide seamless and secure integration between an organization's on-premises IT environment and the Amazon Web Services storage infrastructure. The service enables you to securely upload data to the Cloud for cost effective backup and rapid disaster recovery.

Use the following links to get started using the Storage Gateway Service API Reference:

Storage Gateway resource IDs are in uppercase. When you use these resource IDs with the Amazon EC2 API, EC2 expects resource IDs in lowercase. You must change your resource ID to lowercase to use it with the EC2 API. For example, in Storage Gateway the ID for a volume might be vol-AA22BB012345DAF670. When you use this ID with the EC2 API, you must change it to vol-aa22bb012345daf670. Otherwise, the EC2 API might not behave as expected.

IDs for Storage Gateway volumes and Amazon EBS snapshots created from gateway volumes are changing to a longer format. Starting in December 2016, all new volumes and snapshots will be created with a 17-character string. Starting in April 2016, you will be able to use these longer IDs so you can test your systems with the new format. For more information, see Longer EC2 and EBS resource IDs.

For example, a volume Amazon Resource Name (ARN) with the longer volume ID format looks like the following:

arn:aws:storagegateway:us-west-2:111122223333:gateway/sgw-12A3456B/volume/vol-1122AABBCCDDEEFFG.

A snapshot ID with the longer ID format looks like the following: snap-78e226633445566ee.

For more information, see Announcement: Heads-up \\u2013 Longer Storage Gateway volume and snapshot IDs coming in 2016.

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Amazon DynamoDB Streams provides API actions for accessing streams and processing stream records. To learn more about application development with Streams, see Capturing Table Activity with DynamoDB Streams in the Amazon DynamoDB Developer Guide.

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Security Token Service (STS) enables you to request temporary, limited-privilege credentials for Identity and Access Management (IAM) users or for users that you authenticate (federated users). This guide provides descriptions of the STS API. For more information about using this service, see Temporary Security Credentials.

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The AWS Support API Reference is intended for programmers who need detailed information about the AWS Support operations and data types. You can use the API to manage your support cases programmatically. The AWS Support API uses HTTP methods that return results in JSON format.

  • You must have a Business or Enterprise Support plan to use the AWS Support API.

  • If you call the AWS Support API from an account that does not have a Business or Enterprise Support plan, the SubscriptionRequiredException error message appears. For information about changing your support plan, see AWS Support.

The AWS Support service also exposes a set of AWS Trusted Advisor features. You can retrieve a list of checks and their descriptions, get check results, specify checks to refresh, and get the refresh status of checks.

The following list describes the AWS Support case management operations:

The following list describes the operations available from the AWS Support service for Trusted Advisor:

For authentication of requests, AWS Support uses Signature Version 4 Signing Process.

See About the AWS Support API in the AWS Support User Guide for information about how to use this service to create and manage your support cases, and how to call Trusted Advisor for results of checks on your resources.

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The Amazon Simple Workflow Service (Amazon SWF) makes it easy to build applications that use Amazon's cloud to coordinate work across distributed components. In Amazon SWF, a task represents a logical unit of work that is performed by a component of your workflow. Coordinating tasks in a workflow involves managing intertask dependencies, scheduling, and concurrency in accordance with the logical flow of the application.

Amazon SWF gives you full control over implementing tasks and coordinating them without worrying about underlying complexities such as tracking their progress and maintaining their state.

This documentation serves as reference only. For a broader overview of the Amazon SWF programming model, see the Amazon SWF Developer Guide .

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You can use Amazon CloudWatch Synthetics to continually monitor your services. You can create and manage canaries, which are modular, lightweight scripts that monitor your endpoints and APIs from the outside-in. You can set up your canaries to run 24 hours a day, once per minute. The canaries help you check the availability and latency of your web services and troubleshoot anomalies by investigating load time data, screenshots of the UI, logs, and metrics. The canaries seamlessly integrate with CloudWatch ServiceLens to help you trace the causes of impacted nodes in your applications. For more information, see Using ServiceLens to Monitor the Health of Your Applications in the Amazon CloudWatch User Guide.

Before you create and manage canaries, be aware of the security considerations. For more information, see Security Considerations for Synthetics Canaries.

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Getting started with Amazon Web Services Transfer Family is easy since there is no infrastructure to buy and set up.\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"transfer\",\"x-aws-signingName\":\"transfer\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/transfer-2018-11-05.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/transfer/\"},\"updated\":\"2020-04-23T20:32:41.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/transfer/2018-11-05/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/transfer/2018-11-05/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:translate\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2017-07-01\",\"versions\":[{\"key\":\"2017-07-01\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2017-07-01\",\"x-release\":\"v4\",\"title\":\"Amazon Translate\",\"description\":\"Provides translation between one source language and another of the same set of languages.\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"translate\",\"x-aws-signingName\":\"translate\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/translate-2017-07-01.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/translate/\"},\"updated\":\"2020-03-11T18:02:18.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/translate/2017-07-01/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/translate/2017-07-01/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:waf\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2015-08-24\",\"versions\":[{\"key\":\"2015-08-24\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2015-08-24\",\"x-release\":\"v4\",\"title\":\"AWS WAF\",\"description\":\"

This is AWS WAF Classic documentation. For more information, see AWS WAF Classic in the developer guide.

For the latest version of AWS WAF, use the AWS WAFV2 API and see the AWS WAF Developer Guide. With the latest version, AWS WAF has a single set of endpoints for regional and global use.

This is the AWS WAF Classic API Reference for using AWS WAF Classic with Amazon CloudFront. The AWS WAF Classic actions and data types listed in the reference are available for protecting Amazon CloudFront distributions. You can use these actions and data types via the endpoint waf.amazonaws.com. This guide is for developers who need detailed information about the AWS WAF Classic API actions, data types, and errors. For detailed information about AWS WAF Classic features and an overview of how to use the AWS WAF Classic API, see the AWS WAF Classic in the developer guide.

\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_awscloud_profile_image.png\",\"backgroundColor\":\"#FFFFFF\"},\"termsOfService\":\"https://aws.amazon.com/service-terms/\",\"contact\":{\"name\":\"Mike Ralphson\",\"email\":\"mike.ralphson@gmail.com\",\"url\":\"https://github.com/mermade/aws2openapi\",\"x-twitter\":\"PermittedSoc\"},\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://www.apache.org/licenses/\"},\"x-providerName\":\"amazonaws.com\",\"x-serviceName\":\"waf\",\"x-origin\":[{\"contentType\":\"application/json\",\"url\":\"https://raw.githubusercontent.com/aws/aws-sdk-js/master/apis/waf-2015-08-24.normal.json\",\"converter\":{\"url\":\"https://github.com/mermade/aws2openapi\",\"version\":\"1.0.0\"},\"x-apisguru-driver\":\"external\"}],\"x-apiClientRegistration\":{\"url\":\"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct\"},\"x-apisguru-categories\":[\"cloud\"],\"x-preferred\":true},\"externalDocs\":{\"description\":\"Amazon Web Services documentation\",\"url\":\"https://docs.aws.amazon.com/waf/\"},\"updated\":\"2020-04-29T20:05:58.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/waf/2015-08-24/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/waf/2015-08-24/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amazonaws.com:waf-regional\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"preferred\":\"2016-11-28\",\"versions\":[{\"key\":\"2016-11-28\",\"value\":{\"added\":\"2020-02-28T16:47:57.000Z\",\"info\":{\"version\":\"2016-11-28\",\"x-release\":\"v4\",\"title\":\"AWS WAF Regional\",\"description\":\"

This is AWS WAF Classic Regional documentation. For more information, see AWS WAF Classic in the developer guide.

For the latest version of AWS WAF, use the AWS WAFV2 API and see the AWS WAF Developer Guide. With the latest version, AWS WAF has a single set of endpoints for regional and global use.

This is the AWS WAF Regional Classic API Reference for using AWS WAF Classic with the AWS resources, Elastic Load Balancing (ELB) Application Load Balancers and API Gateway APIs. The AWS WAF Classic actions and data types listed in the reference are available for protecting Elastic Load Balancing (ELB) Application Load Balancers and API Gateway APIs. You can use these actions and data types by means of the endpoints listed in AWS Regions and Endpoints. This guide is for developers who need detailed information about the AWS WAF Classic API actions, data types, and errors. For detailed information about AWS WAF Classic features and an overview of how to use the AWS WAF Classic API, see the AWS WAF Classic in the developer guide.

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This is the latest version of the WAF API, released in November, 2019. The names of the entities that you use to access this API, like endpoints and namespaces, all have the versioning information added, like \\\"V2\\\" or \\\"v2\\\", to distinguish from the prior version. We recommend migrating your resources to this version, because it has a number of significant improvements.

If you used WAF prior to this release, you can't use this WAFV2 API to access any WAF resources that you created before. You can access your old rules, web ACLs, and other WAF resources only through the WAF Classic APIs. The WAF Classic APIs have retained the prior names, endpoints, and namespaces.

For information, including how to migrate your WAF resources to this version, see the WAF Developer Guide.

WAF is a web application firewall that lets you monitor the HTTP and HTTPS requests that are forwarded to Amazon CloudFront, an Amazon API Gateway REST API, an Application Load Balancer, or an AppSync GraphQL API. WAF also lets you control access to your content. Based on conditions that you specify, such as the IP addresses that requests originate from or the values of query strings, the Amazon API Gateway REST API, CloudFront distribution, the Application Load Balancer, or the AppSync GraphQL API responds to requests either with the requested content or with an HTTP 403 status code (Forbidden). You also can configure CloudFront to return a custom error page when a request is blocked.

This API guide is for developers who need detailed information about WAF API actions, data types, and errors. For detailed information about WAF features and an overview of how to use WAF, see the WAF Developer Guide.

You can make calls using the endpoints listed in WAF endpoints and quotas.

  • For regional applications, you can use any of the endpoints in the list. A regional application can be an Application Load Balancer (ALB), an Amazon API Gateway REST API, or an AppSync GraphQL API.

  • For Amazon CloudFront applications, you must use the API endpoint listed for US East (N. Virginia): us-east-1.

Alternatively, you can use one of the Amazon Web Services SDKs to access an API that's tailored to the programming language or platform that you're using. For more information, see Amazon Web Services SDKs.

We currently provide two versions of the WAF API: this API and the prior versions, the classic WAF APIs. This new API provides the same functionality as the older versions, with the following major improvements:

  • You use one API for both global and regional applications. Where you need to distinguish the scope, you specify a Scope parameter and set it to CLOUDFRONT or REGIONAL.

  • You can define a web ACL or rule group with a single call, and update it with a single call. You define all rule specifications in JSON format, and pass them to your rule group or web ACL calls.

  • The limits WAF places on the use of rules more closely reflects the cost of running each type of rule. Rule groups include capacity settings, so you know the maximum cost of a rule group when you use it.

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This is the AWS Well-Architected Tool API Reference. The AWS Well-Architected Tool API provides programmatic access to the AWS Well-Architected Tool in the AWS Management Console. For information about the AWS Well-Architected Tool, see the AWS Well-Architected Tool User Guide.

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The WorkDocs API is designed for the following use cases:

  • File Migration: File migration applications are supported for users who want to migrate their files from an on-premises or off-premises file system or service. Users can insert files into a user directory structure, as well as allow for basic metadata changes, such as modifications to the permissions of files.

  • Security: Support security applications are supported for users who have additional security needs, such as antivirus or data loss prevention. The API actions, along with AWS CloudTrail, allow these applications to detect when changes occur in Amazon WorkDocs. Then, the application can take the necessary actions and replace the target file. If the target file violates the policy, the application can also choose to email the user.

  • eDiscovery/Analytics: General administrative applications are supported, such as eDiscovery and analytics. These applications can choose to mimic or record the actions in an Amazon WorkDocs site, along with AWS CloudTrail, to replicate data for eDiscovery, backup, or analytical applications.

All Amazon WorkDocs API actions are Amazon authenticated and certificate-signed. They not only require the use of the AWS SDK, but also allow for the exclusive use of IAM users and roles to help facilitate access, trust, and permission policies. By creating a role and allowing an IAM user to access the Amazon WorkDocs site, the IAM user gains full administrative visibility into the entire Amazon WorkDocs site (or as set in the IAM policy). This includes, but is not limited to, the ability to modify file permissions and upload any file to any user. This allows developers to perform the three use cases above, as well as give users the ability to grant access on a selective basis using the IAM model.

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Amazon WorkMail is a secure, managed business email and calendaring service with support for existing desktop and mobile email clients. You can access your email, contacts, and calendars using Microsoft Outlook, your browser, or other native iOS and Android email applications. You can integrate WorkMail with your existing corporate directory and control both the keys that encrypt your data and the location in which your data is stored.

The WorkMail API is designed for the following scenarios:

  • Listing and describing organizations

  • Managing users

  • Managing groups

  • Managing resources

All WorkMail API operations are Amazon-authenticated and certificate-signed. They not only require the use of the AWS SDK, but also allow for the exclusive use of AWS Identity and Access Management users and roles to help facilitate access, trust, and permission policies. By creating a role and allowing an IAM user to access the WorkMail site, the IAM user gains full administrative visibility into the entire WorkMail organization (or as set in the IAM policy). This includes, but is not limited to, the ability to create, update, and delete users, groups, and resources. This allows developers to perform the scenarios listed above, as well as give users the ability to grant access on a selective basis using the IAM model.

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Use the Amazon OpenSearch configuration API to create, configure, and manage Amazon OpenSearch Service domains.

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The endpoint for configuration service requests is region-specific: es.region.amazonaws.com. For example, es.us-east-1.amazonaws.com. For a current list of supported regions and endpoints, see Regions and Endpoints.

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Welcome to the Amazon Route 53 Application Recovery Controller API Reference Guide for Recovery Control Data Plane .

Recovery control in Route 53 Application Recovery Controller includes extremely reliable routing controls that enable you to recover applications by rerouting traffic, for example, across Availability Zones or AWS Regions. Routing controls are simple on/off switches hosted on a cluster. A cluster is a set of five redundant regional endpoints against which you can execute API calls to update or get the state of routing controls. You use routing controls to failover traffic to recover your application across Availability Zones or Regions.

This API guide includes information about how to get and update routing control states in Route 53 Application Recovery Controller.

For more information about Route 53 Application Recovery Controller, see the following:

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documentation\",\"url\":\"https://docs.aws.amazon.com/snow-device-management/\"},\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/snow-device-management/2021-08-04/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amazonaws.com/snow-device-management/2021-08-04/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amentum.space:atmosphere\",\"value\":{\"added\":\"2019-08-01T15:56:31.000Z\",\"preferred\":\"1.1.1\",\"versions\":[{\"key\":\"1.1.1\",\"value\":{\"added\":\"2019-08-01T15:56:31.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"amentumspace\"},\"description\":\"Instantly access empirical models of atmospheric density and composition that are recommended by the Committee on Space Research (COSPAR) for satellite drag calculations.

\\nAPI requests must contain a key \\\"API-Key\\\" in the header (see code samples). Obtain a key from here.

\\nHelp us improve the quality of our web APIs by completing our 2 minute survey here.

\\nAmentum Pty Ltd is not responsible nor liable for any loss or damage of any sort incurred as a result of using the API.

\\nCopyright Amentum Pty Ltd 2021.\\n\",\"title\":\"Atmosphere API\",\"version\":\"1.1.1\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"altText\":\"Amentum Aerospace\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_amentumspace_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://atmosphere.amentum.space/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"amentum.space\",\"x-serviceName\":\"atmosphere\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amentum.space/atmosphere/1.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amentum.space/atmosphere/1.1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amentum.space:aviation_radiation\",\"value\":{\"added\":\"2021-01-04T14:57:07.303Z\",\"preferred\":\"1.5.0\",\"versions\":[{\"key\":\"1.5.0\",\"value\":{\"added\":\"2021-01-04T14:57:07.303Z\",\"info\":{\"contact\":{\"x-twitter\":\"amentumspace\"},\"description\":\"Our atmosphere protects us from a hostile space radiation environment comprising high energy particles of solar and intergalactic origin. Solar radiation is significant during unpredictable and short lived solar flares and coronal mass ejections (CMEs); however, galactic cosmic radiation (GCR) is omnipresent. The GCR intensity varies with latitude, longitude, and time due to effects of solar activity on the interplanetary magnetic field, as well as the Earth's magnetic field. Space radiation collides with gases in the atmosphere, leading to a complex shower of high energy radiation, the intensity and composition of which varies spatially and temporally. Excessive exposure to radiation can damage DNA and lead to long-term health effects such as an increased risk of cancer.

Resulting radiation levels at commercial aircraft altitudes are greater than at sea level due. Aircrew are classified as radiation workers in some countries; however, planning to limit their exposure, and monitoring, is generally lacking. Both real-time measurements and predictive models of radiation in the atmosphere are important to mitigate the radiation risk crew.

\\nWe host a RESTful API to models of cosmic ray induced ionising radiation in the atmosphere. The PARMA or CARI7 endpoints can be used to calculate Effective Dose or Ambient Dose Equivalent at a point. \\nThe Route Dose API calculates the same quantities along a great circle route between two airports using CARI7.

\\nAPI requests must contain a key \\\"API-Key\\\" in the header (see code samples). Obtain a key from here.

\\nHelp us improve the quality of our web APIs by completing our 2 minute survey here.

\\nAmentum Pty Ltd is not responsible nor liable for any loss or damage of any sort incurred as a result of using the API.

\\nCopyright Amentum Pty Ltd 2021.\\n\",\"title\":\"Aviation Radiation API\",\"version\":\"1.5.0\",\"x-apisguru-categories\":[\"location\",\"open_data\"],\"x-logo\":{\"altText\":\"Amentum Aerospace\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_amentumspace_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://cosmicrays.amentum.space//openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"amentum.space\",\"x-serviceName\":\"aviation_radiation\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amentum.space/aviation_radiation/1.5.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amentum.space/aviation_radiation/1.5.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amentum.space:global-magnet\",\"value\":{\"added\":\"2019-07-15T12:58:08.000Z\",\"preferred\":\"1.3.0\",\"versions\":[{\"key\":\"1.3.0\",\"value\":{\"added\":\"2019-07-15T12:58:08.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"amentumspace\"},\"description\":\"\\nThe World Magnetic Model calculates the intensity and direction of the Earth's magnetic field on a specific date-time, geodetic altitude, latitude, and longitude. It is relied upon throughout the world for navigation, mineral exploration, atmospheric and space science, and is installed on billions of devices.

\\nA comprehensive description of the World Magnetic Model, including its limitations, can be found here.

\\nWe provide a RESTful API to access the out-of-cycle World Magnetic Model (WMM2015v2) valid for years 2015.0 - 2020.0 and WMM2020 valid for years 2020.0 - 2025.0

\\nAPI requests must contain a key \\\"API-Key\\\" in the header (see code samples). Obtain a key from here.

\\nAmentum Pty Ltd is not responsible nor liable for any loss or damage of any sort incurred as a result of using the API.

\\nHelp us improve the quality of our web APIs by completing our 2 minute survey here.

\\nCopyright Amentum Pty Ltd 2021.\\n\",\"title\":\"Geomag API\",\"version\":\"1.3.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"altText\":\"Amentum Aerospace\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_amentumspace_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://globalmagnet.amentum.space/wmm/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"amentum.space\",\"x-serviceName\":\"global-magnet\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amentum.space/global-magnet/1.3.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amentum.space/global-magnet/1.3.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amentum.space:gravity\",\"value\":{\"added\":\"2021-01-04T14:52:32.799Z\",\"preferred\":\"1.1.1\",\"versions\":[{\"key\":\"1.1.1\",\"value\":{\"added\":\"2021-01-04T14:52:32.799Z\",\"info\":{\"contact\":{\"x-twitter\":\"amentumspace\"},\"description\":\"The gravitational field of the earth is non-uniform. The geoid is the shape the\\n ocean surface would take if only gravity and the rotation of the Earth\\n were considered. The geoid is the surface that defines zero elevation.

\\n\\nThe geoid height is the difference between an ideal reference ellipsoid and the geoid.

\\nThe gravity anomaly is the difference between the acceleration due to gravity on the Earth's surface and the value calculated assuming the reference ellipsoid.

\\nThe official Earth Gravitational Model EGM2008 was developed and released to the public by the National Geospatial-Intelligence Agency (NGA).

\\nOur EGM2008 API provides on-demand access to the EGM2008 model, as implemented by the open-source GeographicLib Gravity library.

\\nAPI requests must contain a key \\\"API-Key\\\" in the header (see code samples). Obtain a key from here.

\\nAmentum Pty Ltd is not responsible nor liable for any loss or damage of any sort incurred as a result of using the API.

\\nCopyright Amentum Pty Ltd 2021.\\n\",\"title\":\"Gravity API\",\"version\":\"1.1.1\",\"x-apisguru-categories\":[\"location\",\"open_data\"],\"x-logo\":{\"altText\":\"Amentum Aerospace\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_amentumspace_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://gravity.amentum.space//openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"amentum.space\",\"x-serviceName\":\"gravity\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amentum.space/gravity/1.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amentum.space/gravity/1.1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"amentum.space:space_radiation\",\"value\":{\"added\":\"2021-01-04T14:54:09.334Z\",\"preferred\":\"1.1.1\",\"versions\":[{\"key\":\"1.1.1\",\"value\":{\"added\":\"2021-01-04T14:54:09.334Z\",\"info\":{\"contact\":{\"x-twitter\":\"amentumspace\"},\"description\":\"Space has a hostile radiation environment that increases the risk of cancers in humans and malfunctions in spacecraft electronics. The types of space radiation of primary concern are:\\n
    \\n
  • \\n Galactic Cosmic Rays from outside our solar system generated by \\n supernovae and other phenomena;\\n
    • \\n
  • \\n Solar Energetic Particles produced by the Sun during intense and\\n sporadic bursts of activity; and\\n
    • \\n
  • \\n Trapped Radiation: energetic particles confined by Earth's magnetic\\n field, usually comprising an inner belt of mostly high energy protons \\n and an outer belt dominated by lower energy electrons and plasma.\\n
    • \\n
\\n\\nUnderstanding the space radiation environment for a particular mission profile is becoming increasingly important. Commercial off-the-shelf electronic components that aren't resilient to space radiation are now prevalent. Longer duration missions to cislunar space, Mars, and beyond are placing astronauts at greater risk of radiation exposure.

\\nAPI requests must contain a key \\\"API-Key\\\" in the header (see code samples). Obtain a key from here.

\\nHelp us improve the quality of our web APIs by completing our 2 minute survey here.

\\nAmentum Pty Ltd is not responsible nor liable for any loss or damage of any sort incurred as a result of using the API.

\\nCopyright Amentum Pty Ltd 2021.\\n\",\"title\":\"Space Radiation API\",\"version\":\"1.1.1\",\"x-apisguru-categories\":[\"location\",\"open_data\"],\"x-logo\":{\"altText\":\"Amentum Aerospace\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_amentumspace_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://spaceradiation.amentum.space/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"amentum.space\",\"x-serviceName\":\"space_radiation\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/amentum.space/space_radiation/1.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/amentum.space/space_radiation/1.1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"anchore.io\",\"value\":{\"added\":\"2018-03-10T17:10:05.000Z\",\"preferred\":\"0.1.19\",\"versions\":[{\"key\":\"0.1.19\",\"value\":{\"added\":\"2018-03-10T17:10:05.000Z\",\"info\":{\"contact\":{\"email\":\"nurmi@anchore.com\",\"x-twitter\":\"anchore\"},\"description\":\"This is the Anchore Engine API. Provides the primary external API for users of the service.\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Anchore Engine API Server\",\"version\":\"0.1.19\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_anchore_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/anchore/anchore-engine/master/anchore_engine/services/apiext/swagger/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"anchore.io\"},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/anchore.io/0.1.19/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/anchore.io/0.1.19/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apache.org:qakka\",\"value\":{\"added\":\"2018-03-02T12:25:21.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2018-03-02T12:25:21.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"TheASF\"},\"description\":\"API for Qakka Queue System\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Qakka\",\"version\":\"v1\",\"x-apisguru-categories\":[\"messaging\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_TheASF_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/apache/usergrid-qakka/master/docs/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"apache.org\",\"x-serviceName\":\"qakka\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apache.org/qakka/v1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apache.org/qakka/v1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"apacta.com\",\"value\":{\"added\":\"2017-03-17T22:40:07.000Z\",\"preferred\":\"0.0.1\",\"versions\":[{\"key\":\"0.0.1\",\"value\":{\"added\":\"2017-03-17T22:40:07.000Z\",\"info\":{\"description\":\"API for a tool to craftsmen used to register working hours, material usage and quality assurance. \\n# Endpoint\\nThe endpoint `https://app.apacta.com/api/v1` should be used to communicate with the API. API access is only allowed with SSL encrypted connection (https).\\n# Authentication\\nURL query authentication with an API key is used, so appending `?api_key={api_key}` to the URL where `{api_key}` is found within Apacta settings is used for authentication\\n# Pagination\\nIf the endpoint returns a `pagination` object it means the endpoint supports pagination - currently it's only possible to change pages with `?page={page_number}` but implementing custom page sizes are on the road map.\\n\\n\\n# Search/filter\\nIs experimental but implemented in some cases - see the individual endpoints' docs for further explanation.\\n# Ordering\\nIs currently experimental, but on some endpoints it's implemented on URL querys so eg. to order Invoices by `invoice_number` appending `?sort=Invoices.invoice_number&direction=desc` would sort the list descending by the value of `invoice_number`.\\n# Associations\\nIs currently implemented on an experimental basis where you can append eg. `?include=Contacts,Projects` to the `/api/v1/invoices/` endpoint to embed `Contact` and `Project` objects directly.\\n# Project Files\\nCurrently project files can be retrieved from two endpoints. `/projects/{project_id}/files` handles files uploaded from wall posts or forms. `/projects/{project_id}/project_files` allows uploading and showing files, not belonging to specific form or wall post.\\n# Errors/Exceptions\\n## 422 (Validation)\\nWrite something about how the `errors` object contains keys with the properties that failes validation like:\\n```\\n {\\n \\\"success\\\": false,\\n \\\"data\\\": {\\n \\\"code\\\": 422,\\n \\\"url\\\": \\\"/api/v1/contacts?api_key=5523be3b-30ef-425d-8203-04df7caaa93a\\\",\\n \\\"message\\\": \\\"A validation error occurred\\\",\\n \\\"errorCount\\\": 1,\\n \\\"errors\\\": {\\n \\\"contact_types\\\": [ ## Property name that failed validation\\n \\\"Contacts must have at least one contact type\\\" ## Message with further explanation\\n ]\\n }\\n }\\n }\\n```\\n## Code examples\\nRunning examples of how to retrieve the 5 most recent forms registered and embed the details of the User that made the form, and eventual products contained in the form\\n### Swift\\n```\\n \\n```\\n### Java\\n#### OkHttp\\n```\\n OkHttpClient client = new OkHttpClient();\\n \\n Request request = new Request.Builder()\\n .url(\\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\")\\n .get()\\n .addHeader(\\\"x-auth-token\\\", \\\"{INSERT_YOUR_TOKEN}\\\")\\n .addHeader(\\\"accept\\\", \\\"application/json\\\")\\n .build();\\n \\n Response response = client.newCall(request).execute();\\n```\\n#### Unirest\\n```\\n HttpResponse response = Unirest.get(\\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\")\\n .header(\\\"x-auth-token\\\", \\\"{INSERT_YOUR_TOKEN}\\\")\\n .header(\\\"accept\\\", \\\"application/json\\\")\\n .asString();\\n```\\n### Javascript\\n#### Native\\n```\\n var data = null;\\n \\n var xhr = new XMLHttpRequest();\\n xhr.withCredentials = true;\\n \\n xhr.addEventListener(\\\"readystatechange\\\", function () {\\n if (this.readyState === 4) {\\n console.log(this.responseText);\\n }\\n });\\n \\n xhr.open(\\\"GET\\\", \\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\");\\n xhr.setRequestHeader(\\\"x-auth-token\\\", \\\"{INSERT_YOUR_TOKEN}\\\");\\n xhr.setRequestHeader(\\\"accept\\\", \\\"application/json\\\");\\n \\n xhr.send(data);\\n```\\n#### jQuery\\n```\\n var settings = {\\n \\\"async\\\": true,\\n \\\"crossDomain\\\": true,\\n \\\"url\\\": \\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\",\\n \\\"method\\\": \\\"GET\\\",\\n \\\"headers\\\": {\\n \\\"x-auth-token\\\": \\\"{INSERT_YOUR_TOKEN}\\\",\\n \\\"accept\\\": \\\"application/json\\\",\\n }\\n }\\n \\n $.ajax(settings).done(function (response) {\\n console.log(response);\\n });\\n```\\n#### NodeJS (Request)\\n```\\n var request = require(\\\"request\\\");\\n\\n var options = { method: 'GET',\\n url: 'https://app.apacta.com/api/v1/forms',\\n qs: \\n { extended: 'true',\\n sort: 'Forms.created',\\n direction: 'DESC',\\n include: 'Products,CreatedBy',\\n limit: '5' },\\n headers: \\n { accept: 'application/json',\\n 'x-auth-token': '{INSERT_YOUR_TOKEN}' } };\\n \\n request(options, function (error, response, body) {\\n if (error) throw new Error(error);\\n \\n console.log(body);\\n });\\n\\n```\\n### Python 3\\n```\\n import http.client\\n \\n conn = http.client.HTTPSConnection(\\\"app.apacta.com\\\")\\n \\n payload = \\\"\\\"\\n \\n headers = {\\n 'x-auth-token': \\\"{INSERT_YOUR_TOKEN}\\\",\\n 'accept': \\\"application/json\\\",\\n }\\n \\n conn.request(\\\"GET\\\", \\\"/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\", payload, headers)\\n \\n res = conn.getresponse()\\n data = res.read()\\n \\n print(data.decode(\\\"utf-8\\\"))\\n```\\n### C#\\n#### RestSharp\\n```\\n var client = new RestClient(\\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\");\\n var request = new RestRequest(Method.GET);\\n request.AddHeader(\\\"accept\\\", \\\"application/json\\\");\\n request.AddHeader(\\\"x-auth-token\\\", \\\"{INSERT_YOUR_TOKEN}\\\");\\n IRestResponse response = client.Execute(request); \\n```\\n### Ruby\\n```\\n require 'uri'\\n require 'net/http'\\n \\n url = URI(\\\"https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5\\\")\\n \\n http = Net::HTTP.new(url.host, url.port)\\n http.use_ssl = true\\n http.verify_mode = OpenSSL::SSL::VERIFY_NONE\\n \\n request = Net::HTTP::Get.new(url)\\n request[\\\"x-auth-token\\\"] = '{INSERT_YOUR_TOKEN}'\\n request[\\\"accept\\\"] = 'application/json'\\n \\n response = http.request(request)\\n puts response.read_body\\n```\\n### PHP (HttpRequest)\\n```\\n setUrl('https://app.apacta.com/api/v1/forms');\\n $request->setMethod(HTTP_METH_GET);\\n \\n $request->setQueryData(array(\\n 'extended' => 'true',\\n 'sort' => 'Forms.created',\\n 'direction' => 'DESC',\\n 'include' => 'Products,CreatedBy',\\n 'limit' => '5'\\n ));\\n \\n $request->setHeaders(array(\\n 'accept' => 'application/json',\\n 'x-auth-token' => '{INSERT_YOUR_TOKEN}'\\n ));\\n \\n try {\\n $response = $request->send();\\n \\n echo $response->getBody();\\n } catch (HttpException $ex) {\\n echo $ex;\\n }\\n```\\n### Shell (cURL)\\n```\\n\\n $ curl --request GET --url 'https://app.apacta.com/api/v1/forms?extended=true&sort=Forms.created&direction=DESC&include=Products%2CCreatedBy&limit=5' --header 'accept: application/json' --header 'x-auth-token: {INSERT_YOUR_TOKEN}'\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n```\",\"title\":\"Apacta\",\"version\":\"0.0.1\",\"x-apisguru-categories\":[\"time_management\",\"project_management\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_apactadk_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://apidoc.apacta.com/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"apacta.com\"},\"updated\":\"2019-01-03T07:01:34.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apacta.com/0.0.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apacta.com/0.0.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"api.ebay.com:sell-account\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"preferred\":\"v1.6.3\",\"versions\":[{\"key\":\"v1.6.3\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Account API gives sellers the ability to configure their eBay seller accounts, including the seller's policies (the Fulfillment Policy, Payment Policy, and Return Policy), opt in and out of eBay seller programs, configure sales tax tables, and get account information.

For details on the availability of the methods in this API, see Account API requirements and restrictions.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Account API\",\"version\":\"v1.6.3\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/account/openapi/3/sell_account_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-account\"},\"updated\":\"2021-06-30T09:57:47.461Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-account/v1.6.3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-account/v1.6.3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api.ebay.com:sell-analytics\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"preferred\":\"1.2.0\",\"versions\":[{\"key\":\"1.2.0\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Analytics API provides data and information about a seller and their eBay business.

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The three resources in the Analytics API provide the following data and information:
  • Customer Service Metric – Returns data on a seller's customer service performance as compared to other seller's in the same peer group.
  • Traffic Report – Returns data that shows how buyers are engaging with a seller's listings.
  • Seller Standards Profile – Returns data pertaining to a seller's performance rating.
Sellers can use the data and information returned by the various Analytics API methods to determine where they can make improvements to increase sales and how they might improve their seller status as viewed by eBay buyers.

For details on using this API, see Analyzing seller performance.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\" Seller Service Metrics API \",\"version\":\"1.2.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/analytics/openapi/3/sell_analytics_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-analytics\"},\"updated\":\"2020-12-14T10:02:01.592Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-analytics/1.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-analytics/1.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api.ebay.com:sell-compliance\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"preferred\":\"1.4.1\",\"versions\":[{\"key\":\"1.4.1\",\"value\":{\"added\":\"2020-07-18T21:17:36.109Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Service for providing information to sellers about their listings being non-compliant, or at risk for becoming non-compliant, against eBay listing policies.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Compliance API\",\"version\":\"1.4.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/compliance/openapi/3/sell_compliance_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-compliance\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-compliance/1.4.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api.ebay.com/sell-compliance/1.4.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api.gov.uk:vehicle-enquiry\",\"value\":{\"added\":\"2020-04-21T15:00:15.000Z\",\"preferred\":\"1.1.0\",\"versions\":[{\"key\":\"1.1.0\",\"value\":{\"added\":\"2020-04-21T15:00:15.000Z\",\"info\":{\"contact\":{\"email\":\"DvlaAPIAccess@dvla.gov.uk\",\"name\":\"DVLA API Team\",\"x-twitter\":\"GDSTeam\"},\"description\":\"Interface specification for the DVLA Vehicle Enquiry API\",\"title\":\"Vehicle Enquiry API\",\"version\":\"1.1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_GDSTeam_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer-portal.driver-vehicle-licensing.api.gov.uk/apis/vehicle-enquiry-service/v1.1.0-vehicle-enquiry-service.json\",\"version\":\"3.0\"}],\"x-providerName\":\"api.gov.uk\",\"x-serviceName\":\"vehicle-enquiry\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api.gov.uk/vehicle-enquiry/1.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api.gov.uk/vehicle-enquiry/1.1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api.video\",\"value\":{\"added\":\"2021-01-13T13:36:22.234Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-01-13T13:36:22.234Z\",\"info\":{\"description\":\"api.video is an API that encodes on the go to facilitate immediate playback, enhancing viewer streaming experiences across multiple devices and platforms. You can stream live or on-demand online videos within minutes.\",\"title\":\"api.video\",\"version\":\"1\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.datocms-assets.com_26885_1588249863-favicon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.api.video/openapi/5f0d4679158b8d006ea6f068\",\"version\":\"3.0\"}],\"x-providerName\":\"api.video\"},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api.video/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api.video/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api2cart.com\",\"value\":{\"added\":\"2018-03-10T17:05:01.000Z\",\"preferred\":\"1.1\",\"versions\":[{\"key\":\"1.1\",\"value\":{\"added\":\"2018-03-10T17:05:01.000Z\",\"info\":{\"contact\":{\"email\":\"contact@api2cart.com\",\"x-twitter\":\"API2Cart\"},\"description\":\"API2Cart\",\"termsOfService\":\"https://api2cart.com/terms-service\",\"title\":\"Swagger API2Cart\",\"version\":\"1.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_API2Cart_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://app.api2cart.com/default/index/swagger-json\",\"version\":\"3.0\"}],\"x-providerName\":\"api2cart.com\"},\"externalDocs\":{\"description\":\"Find out more about API2Cart\",\"url\":\"http://docs.api2cart.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api2cart.com/1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api2cart.com/1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"api2pdf.com\",\"value\":{\"added\":\"2019-01-04T11:45:13.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-01-04T11:45:13.000Z\",\"info\":{\"contact\":{\"email\":\"support@api2pdf.com\",\"name\":\"Support\",\"x-twitter\":\"api2pdf_status\"},\"description\":\"\\n# Introduction\\n[Api2Pdf](https://www.api2pdf.com) is a powerful PDF generation API with no rate limits or file size constraints. Api2Pdf runs on AWS Lambda, a serverless architecture powered by Amazon to scale to millions of requests while being up to 90% cheaper than alternatives. **Supports wkhtmltopdf, Headless Chrome, LibreOffice, and PDF Merge.** You can also generate barcodes with ZXING (Zebra Crossing).\\n# SDKs & Client Libraries\\nWe've made a number of open source libraries available for the API\\n- Python: [https://github.com/api2pdf/api2pdf.python](https://github.com/api2pdf/api2pdf.python)\\n- .NET: [https://github.com/api2pdf/api2pdf.dotnet](https://github.com/api2pdf/api2pdf.dotnet)\\n- Nodejs: [https://github.com/api2pdf/api2pdf.node](https://github.com/api2pdf/api2pdf.node)\\n- PHP: [https://github.com/Api2Pdf/api2pdf.php](https://github.com/Api2Pdf/api2pdf.php)\\n- Ruby: (Coming soon)\\n# Authorization\\nCreate an account at [portal.api2pdf.com](https://portal.api2pdf.com/register) to get an API key.\\n\\n**Authorize your API calls**\\n- GET requests, include apikey=YOUR-API-KEY as a query string parameter\\n- POST requests, add **Authorization** to your header.\\n``` Authorization: YOUR-API-KEY ```\\n\\n# Quickstart\\nIf you are looking for just a quick call to grab PDFs of a URL, you can do a GET request like:\\n``` https://v2018.api2pdf.com/chrome/url?url={UrlToConvert}&apikey={YourApiKey} ```\\n\\nFor more advanced usage and settings, see the API specification below.\\n\",\"license\":{\"name\":\"Creative Commons\",\"url\":\"https://creativecommons.org/licenses/by/4.0/legalcode\"},\"title\":\"Api2Pdf - PDF Generation, Powered by AWS Lambda\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_api2pdf_status_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.18\"},\"format\":\"openapi\",\"url\":\"https://app.swaggerhub.com/apiproxy/schema/file/api2pdf/api2pdf/1.0.0/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"api2pdf.com\"},\"externalDocs\":{\"description\":\"Find out more about Api2Pdf\",\"url\":\"https://www.api2pdf.com\"},\"updated\":\"2019-01-04T11:45:13.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/api2pdf.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/api2pdf.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apicurio.local:registry\",\"value\":{\"added\":\"2021-02-03T14:16:23.731Z\",\"preferred\":\"2.1.0-SNAPSHOT\",\"versions\":[{\"key\":\"2.1.0-SNAPSHOT\",\"value\":{\"added\":\"2021-02-03T14:16:23.731Z\",\"info\":{\"contact\":{\"email\":\"apicurio@lists.jboss.org\",\"name\":\"Apicurio\",\"url\":\"https://github.com/apicurio/apicurio-registry\"},\"description\":\"Apicurio Registry is a datastore for standard event schemas and API designs. Apicurio Registry enables developers to manage and share the structure of their data using a REST interface. For example, client applications can dynamically push or pull the latest updates to or from the registry without needing to redeploy. Apicurio Registry also enables developers to create rules that govern how registry content can evolve over time. For example, this includes rules for content validation and version compatibility.\\n\\nThe Apicurio Registry REST API enables client applications to manage the artifacts in the registry. This API provides create, read, update, and delete operations for schema and API artifacts, rules, versions, and metadata. \\n\\nThe supported artifact types include:\\n- Apache Avro schema\\n- AsyncAPI specification\\n- Google protocol buffers\\n- GraphQL schema\\n- JSON Schema\\n- Kafka Connect schema\\n- OpenAPI specification\\n- Web Services Description Language\\n- XML Schema Definition\\n\\n\\n**Important**: The Apicurio Registry REST API is available from `https://MY-REGISTRY-URL/apis/registry/v2` by default. Therefore you must prefix all API operation paths with `../apis/registry/v2` in this case. For example: `../apis/registry/v2/ids/globalIds/{globalId}`.\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0\"},\"title\":\"Apicurio Registry API [v2]\",\"version\":\"2.1.0-SNAPSHOT\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Apicurio/apicurio-registry/master/app/src/main/resources-unfiltered/META-INF/resources/api-specifications/registry/v2/openapi.json\",\"version\":\"3.0\"}],\"x-preferred\":true,\"x-providerName\":\"apicurio.local\",\"x-serviceName\":\"registry\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apicurio.local/registry/2.1.0-SNAPSHOT/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apicurio.local/registry/2.1.0-SNAPSHOT/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"apidapp.com\",\"value\":{\"added\":\"2020-03-23T13:57:32.889Z\",\"preferred\":\"2019-02-14T164701Z\",\"versions\":[{\"key\":\"2019-02-14T164701Z\",\"value\":{\"added\":\"2020-03-23T13:57:32.889Z\",\"info\":{\"contact\":{\"x-twitter\":\"api_dapp\"},\"title\":\"ApiDapp\",\"version\":\"2019-02-14T16:47:01Z\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_i2.wp.com_apidapp.com_wp-content_uploads_2019_03_cropped-ApiDappIcon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apidapp.s3.amazonaws.com/ApiDapp-Start-swagger-7/ApiDapp-Start-swagger+(7).json\",\"version\":\"3.0\"}],\"x-providerName\":\"apidapp.com\"},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apidapp.com/2019-02-14T164701Z/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apidapp.com/2019-02-14T164701Z/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:accounting\",\"value\":{\"added\":\"2021-08-12T23:15:25.003Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-08-12T23:15:25.003Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Accounting API.\\n\\nYou can use this API to access all Accounting API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Accounting API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"accounting\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/accounting.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"accounting\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/accounting/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/accounting/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:crm\",\"value\":{\"added\":\"2021-02-04T07:35:34.920Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-02-04T07:35:34.920Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the CRM API.\\n\\nYou can use this API to access all CRM API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"CRM API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"crm\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/crm.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"crm\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/crm/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/crm/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:lead\",\"value\":{\"added\":\"2021-02-04T07:36:34.344Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-02-04T07:36:34.344Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Lead API.\\n\\nYou can use this API to access all Lead API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Lead API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"lead\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/lead.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"lead\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/lead/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/lead/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:proxy\",\"value\":{\"added\":\"2021-06-10T07:57:59.185Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-06-10T07:57:59.185Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Proxy API.\\n\\nYou can use this API to access all Proxy API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| ---------------------------------- | ------ | -------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |\\n| Authorization | String | Yes | Bearer API KEY |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-downstream-url | String | Yes | Downstream URL to forward the request too |\\n| x-apideck-downstream-authorization | String | No | Downstream authorization header. This will skip the Vault token injection. |\\n| x-apideck-downstream-method | String | No | Downstream method. If not provided the upstream method will be inherited, depending on the verb/method of the request this will contain the request body you want to POST/PATCH/PUT. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n### apiKey\\n\\nTo use API you have to sign up and get your own API key. Unify API accounts have sandbox mode and live mode API keys. To change modes just use the appropriate key to get a live or test object. You can find your API keys on the unify settings of your Apideck app. Your Apideck application_id can also be found on the same page.\\n\\nAuthenticate your API requests by including your test or live secret API key in the request header.\\n\\n- Bearer authorization header: Authorization: Bearer \\n- Application id header: x-apideck-app-id: \\n You should use the public keys on the SDKs and the secret keys to authenticate API requests.\\n\\n**Do not share or include your secret API keys on client side code.** Your API keys carry significant privileges. Please ensure to keep them 100% secure and be sure to not share your secret API keys in areas that are publicly accessible like GitHub.\\n\\nLearn how to set the Authorization header inside Postman https://learning.postman.com/docs/postman/sending-api-requests/authorization/#api-key\\n\\nGo to Unify to grab your API KEY https://app.apideck.com/unify/api-keys\\n\\n| Security Scheme Type | HTTP |\\n| ------------------------- | ------ |\\n| HTTP Authorization Scheme | bearer |\\n\\n### applicationId\\n\\nThe ID of your Unify application\\n\\n| Security Scheme Type | API Key |\\n| --------------------- | ---------------- |\\n| Header parameter name | x-apideck-app-id |\\n\\n## Static IP\\n\\nSome of the APIs you want to use can require a static IP. Apideck's static IP feature allows you to the Proxy API with a fixed IP avoiding the need for you to set up your own infrastructure. This feature is currently available to all Apideck customers.\\nTo use this feature, the API Vendor will need to whitelist the associated static IP addresses.\\nThe provided static IP addresses are fixed to their specified region and shared by all customers who use this feature.\\n\\n- EU Central 1: **18.197.244.247**\\n- Other: upcoming\\n\\n More info about our data security can be found at [https://compliance.apideck.com/](https://compliance.apideck.com/)\\n\\n## Limitations\\n\\n### Timeout\\n\\nThe request timeout is set at 30 seconds.\\n\\n### Response Size\\n\\nThe Proxy API has no response size limit. For responses larger than 2MB, the Proxy API will redirect to a temporary URL. In this case the usual Apideck response headers will be returned in the redirect response. Most HTTP clients will handle this redirect automatically.\\n\\n```\\nGET /proxy\\n< 301 Moved Permanently\\n< x-apideck-request-id: {{requestId}}\\n< Location: {{temporaryUrl}}\\n\\nGET {{temporaryUrl}}\\n< {{responseBody}}\\n```\\n\\n## SDKs and API Clients\\n\\nUpcoming. [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later. |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Proxy API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"proxy\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/proxy.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"proxy\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/proxy/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/proxy/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:vault\",\"value\":{\"added\":\"2021-02-04T07:55:37.447Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-02-04T07:55:37.447Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Vault API 👋\\n\\nWhen you're looking to connect to an API, the first step is authentication.\\n\\nVault helps you handle OAuth flows, store API keys, and refresh access tokens from users (called consumers in Apideck).\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\n## Get Started\\n\\nTo use the Apideck APIs, you need to sign up for free at [https://app.apideck.com/signup](). Follow the steps below to get started.\\n\\n- [Create a free account.](https://app.apideck.com/signup)\\n- Go to the [Dashboard](https://app.apideck.com/unify/unified-apis/dashboard).\\n- Get your API key and the application ID.\\n- Select and configure the integrations you want to make available to your users. Through the Unify dashboard, you can configure which connectors you want to support as integrations.\\n- Retrieve the client_id and client_secret for the integration you want to activate (Only needed for OAuth integrations).\\n- Soon, you can skip the previous step and use the Apideck sandbox credentials to get you started instead (upcoming)\\n- Register the redirect URI for the example app (https://unify.apideck.com/vault/callback) in the list of redirect URIs under your app's settings\\n- Use the [publishing guides](/app-listing-requirements) to get your integration listed across app marketplaces.\\n\\n### Hosted Vault\\n\\nHosted Vault (vault.apideck.com) is a no-code solution, so you don't need to build your own UI to handle the integration settings and authentication.\\n\\n![Hosted Vault - Integrations portal](https://github.com/apideck-samples/integration-settings/raw/master/public/img/vault.png)\\n\\nBehind the scenes, Hosted Vault implements the Vault API endpoints and handles the following features for your customers:\\n\\n- Add a connection\\n- Handle the OAuth flow\\n- Configure connection settings per integration\\n- Manage connections\\n- Discover and propose integration options\\n- Search for integrations (upcoming)\\n- Give integration suggestions based on provided metadata (email or website) when creating the session (upcoming)\\n\\nTo use Hosted Vault, you will need to first [**create a session**](https://developers.apideck.com/apis/vault/reference#operation/sessionsCreate). This can be achieved by making a POST request to the Vault API to create a valid session for a user, hereafter referred to as the consumer ID.\\n\\nExample using curl:\\n\\n```\\ncurl -X POST https://unify.apideck.com/vault/sessions\\n -H \\\"Content-Type: application/json\\\"\\n -H \\\"Authorization: Bearer \\\"\\n -H \\\"X-APIDECK-CONSUMER-ID: \\\"\\n -H \\\"X-APIDECK-APP-ID: \\\"\\n -d '{\\\"consumer_metadata\\\": { \\\"account_name\\\" : \\\"Sample\\\", \\\"user_name\\\": \\\"Sand Box\\\", \\\"email\\\": \\\"sand@box.com\\\", \\\"image\\\": \\\"https://unavatar.now.sh/jake\\\" }, \\\"theme\\\": { \\\"vault_name\\\": \\\"Intercom\\\", \\\"primary_color\\\": \\\"#286efa\\\", \\\"sidepanel_background_color\\\": \\\"#286efa\\\",\\\"sidepanel_text_color\\\": \\\"#FFFFFF\\\", \\\"favicon\\\": \\\"https://res.cloudinary.com/apideck/icons/intercom\\\" }}'\\n```\\n\\n### Vault API\\n\\n_Beware, this is strategy takes more time to implement in comparison to Hosted Vault._\\n\\nIf you are building your integration settings UI manually, you can call the Vault API directly.\\n\\nThe Vault API is for those who want to completely white label the in-app integrations overview and authentication experience. All the available endpoints are listed below.\\n\\nThrough the API, your customers authenticate directly in your app, where Vault will still take care of redirecting to the auth provider and back to your app.\\n\\nIf you're already storing access tokens, we will help you migrate through our Vault Migration API (upcoming).\\n\\n## Domain model\\n\\nAt its core, a domain model creates a web of interconnected entities.\\n\\nOur domain model contains five main entity types: Consumer (user, account, team, machine), Application, Connector, Integration, and Connection.\\n\\n## Connection state\\n\\nThe connection state is computed based on the connection flow below.\\n\\n![](https://developers.apideck.com/api-references/vault/connection-flow.png)\\n\\n## Unify and Proxy integration\\n\\nThe only thing you need to use the Unify APIs and Proxy is the consumer id; thereafter, Vault will do the look-up in the background to handle the token injection before performing the API call(s).\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-app-id | String | Yes | The id of your Unify application. Available at https://app.apideck.com/api-keys. |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n\\n## Sandbox (upcoming)\\n\\nThe sandbox is pre-loaded with data similar to a real-life integrations setup. You can use the preconfigured OAauth configured connectors for testing purposes and can skip this step by using the Apideck sandbox credentials to get you started.\\n\\n## Guides\\n\\n- [How to build an integrations UI with Vault](https://github.com/apideck-samples/integration-settings)\\n- How to configure the OAuth credentials for integration providers (COMING SOON)\\n\\n## FAQ\\n\\n**What purpose does Vault serve? Can I just handle the authentication and access token myself?**\\nYou can store everything yourself, but that defeats the purpose of using Apideck Unify. Handling tokens for multiple providers can quickly become very complex.\\n\\n### Is my data secure?\\n\\nVault employs data minimization, therefore only requesting the minimum amount of scopes needed to perform an API request.\\n\\n### How do I migrate existing data?\\n\\nUsing our migration API, you can migrate the access tokens and accounts to Apideck Vault. (COMING SOON)\\n\\n### Can I use Vault in combination with existing integrations?\\n\\nYes, you can. The flexibility of Unify allows you to quickly the use cases you need while keeping a gradual migration path based on your timeline and requirements.\\n\\n### How does Vault work for Apideck Ecosystem customers?\\n\\nOnce logged in, pick your ecosystem; on the left-hand side of the screen, you'll have the option to create an application underneath the Unify section.\\n\\n### How to integrate Apideck Vault\\n\\nThis section covers everything you need to know to authenticate your customers through Vault.\\nVault provides **three auth strategies** to use API tokens from your customers:\\n\\n- Vault API\\n- Hosted Vault\\n- Apideck Ecosystem _(COMING SOON)_\\n\\nYou can also opt to bypass Vault and still take care of authentication flows yourself. Make sure to put the right safeguards in place to protect your customers' tokens and other sensitive data.\\n\\n### What auth types does Vault support?\\n\\nWhat auth strategies does Vault handle? We currently support three flows so your customers can activate an integration.\\n\\n#### API keys\\n\\nFor Services supporting the API key strategy, you can use Hosted Vault will need to provide an in-app form where users can configure their API keys provided by the integration service.\\n\\n#### OAuth 2.0\\n\\n##### Authorization Code Grant Type Flow\\n\\nVault handles the complete Authorization Code Grant Type Flow for you. This flow only supports browser-based (passive) authentication because most identity providers don't allow entering a username and password to be entered into applications that they don't own.\\n\\nCertain connectors require an OAuth redirect authentication flow, where the end-user is redirected to the provider's website or mobile app to authenticate.\\n\\nThis is being handled by the `/authorize` endpoint.\\n\\n#### Basic auth\\n\\nBasic authentication is a simple authentication scheme built into the HTTP protocol. The required fields to complete basic auth are handled by Hosted Vault or by updating the connection through the Vault API below.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Vault API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"vault\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/vault.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"vault\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/vault/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/vault/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:file-storage\",\"value\":{\"added\":\"2021-08-31T23:19:35.735Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-08-31T23:19:35.735Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the File Storage API.\\n\\nYou can use this API to access all File Storage API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"File storage API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"file-storage\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/file-storage.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"file-storage\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/file-storage/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/file-storage/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:webhook\",\"value\":{\"added\":\"2021-09-02T23:19:50.981Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-09-02T23:19:50.981Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Webhook API.\\n\\nYou can use this API to access all Webhook API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Webhook API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"webhook\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/webhook.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"webhook\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/webhook/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/webhook/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"apideck.com:customer-support\",\"value\":{\"added\":\"2021-10-19T23:16:31.336Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-10-19T23:16:31.336Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Customer Support API.\\n\\nYou can use this API to access all Customer Support API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Customer Support\",\"version\":\"8.74.0\",\"x-apideck-api\":\"customer-support\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/customer-support.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"customer-support\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/customer-support/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/customer-support/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:sms\",\"value\":{\"added\":\"2021-10-25T23:16:59.420Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-10-25T23:16:59.420Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the SMS API.\\n\\nYou can use this API to access all SMS API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"SMS API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"sms\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/sms.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"sms\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/sms/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/sms/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:ats\",\"value\":{\"added\":\"2021-10-28T23:16:09.110Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-10-28T23:16:09.110Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the ATS API.\\n\\nYou can use this API to access all ATS API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"ATS API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"ats\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/ats.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"ats\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/ats/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/ats/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:hris\",\"value\":{\"added\":\"2021-11-01T23:17:19.576Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-11-01T23:17:19.576Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the HRIS API.\\n\\nYou can use this API to access all HRIS API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"HRIS API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"hris\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/hris.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"hris\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/hris/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/hris/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:connector\",\"value\":{\"added\":\"2021-11-03T23:19:04.115Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-11-03T23:19:04.115Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the Connector API.\\n\\nYou can use this API to access all Connector API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Connector API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"connector\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/connector.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"connector\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer Docs\",\"url\":\"https://developers.apideck.com\"},\"updated\":\"2022-10-28T23:20:52.089Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apideck.com/connector/8.74.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apideck.com/connector/8.74.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apideck.com:pos\",\"value\":{\"added\":\"2021-12-06T23:16:42.731Z\",\"preferred\":\"8.74.0\",\"versions\":[{\"key\":\"8.74.0\",\"value\":{\"added\":\"2021-12-06T23:16:42.731Z\",\"info\":{\"contact\":{\"email\":\"hello@apideck.com\",\"url\":\"https://developers.apideck.com\"},\"description\":\"Welcome to the POS API.\\n\\nYou can use this API to access all POS API endpoints.\\n\\n## Base URL\\n\\nThe base URL for all API requests is `https://unify.apideck.com`\\n\\nWe also provide a [Mock API](https://developers.apideck.com/mock-api) that can be used for testing purposes: `https://mock-api.apideck.com`\\n\\n## GraphQL\\n\\nUse the [GraphQL playground](https://developers.apideck.com/graphql/playground) to test out the GraphQL API.\\n\\n## Headers\\n\\nCustom headers that are expected as part of the request. Note that [RFC7230](https://tools.ietf.org/html/rfc7230) states header names are case insensitive.\\n\\n| Name | Type | Required | Description |\\n| --------------------- | ------- | -------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| x-apideck-consumer-id | String | Yes | The id of the customer stored inside Apideck Vault. This can be a user id, account id, device id or whatever entity that can have integration within your app. |\\n| x-apideck-service-id | String | No | Describe the service you want to call (e.g., pipedrive). Only needed when a customer has activated multiple integrations for the same Unified API. |\\n| x-apideck-raw | Boolean | No | Include raw response. Mostly used for debugging purposes. |\\n| x-apideck-app-id | String | Yes | The application id of your Unify application. Available at https://app.apideck.com/unify/api-keys. |\\n| Authorization | String | Yes | Bearer API KEY |\\n\\n## Authorization\\n\\nYou can interact with the API through the authorization methods below.\\n\\n\\n\\n## Pagination\\n\\nAll API resources have support for bulk retrieval via list APIs. Apideck uses cursor-based pagination via the optional `cursor` and `limit` parameters.\\n\\nTo fetch the first page of results, call the list API without a `cursor` parameter. Afterwards you can fetch subsequent pages by providing a cursor parameter. You will find the next cursor in the response body in `meta.cursors.next`. If `meta.cursors.next` is `null` you're at the end of the list.\\n\\nIn the REST API you can also use the `links` from the response for added convenience. Simply call the URL in `links.next` to get the next page of results.\\n\\n### Query Parameters\\n\\n| Name | Type | Required | Description |\\n| ------ | ------ | -------- | ------------------------------------------------------------------------------------------------------------------ |\\n| cursor | String | No | Cursor to start from. You can find cursors for next & previous pages in the meta.cursors property of the response. |\\n| limit | Number | No | Number of results to return. Minimum 1, Maximum 200, Default 20 |\\n\\n### Response Body\\n\\n| Name | Type | Description |\\n| --------------------- | ------ | ------------------------------------------------------------------ |\\n| meta.cursors.previous | String | Cursor to navigate to the previous page of results through the API |\\n| meta.cursors.current | String | Cursor to navigate to the current page of results through the API |\\n| meta.cursors.next | String | Cursor to navigate to the next page of results through the API |\\n| meta.items_on_page | Number | Number of items returned in the data property of the response |\\n| links.previous | String | Link to navigate to the previous page of results through the API |\\n| links.current | String | Link to navigate to the current page of results through the API |\\n| links.next | String | Link to navigate to the next page of results through the API |\\n\\n⚠️ `meta.cursors.previous`/`links.previous` is not available for all connectors.\\n\\n## SDKs and API Clients\\n\\nWe currently offer a [Node.js](https://developers.apideck.com/sdks/node), [PHP](https://developers.apideck.com/sdks/php) and [.NET](https://developers.apideck.com/sdks/dot-net) SDK.\\nNeed another SDK? [Request the SDK of your choice](https://integrations.apideck.com/request).\\n\\n## Debugging\\n\\nBecause of the nature of the abstraction we do in Apideck Unify we still provide the option to the receive raw requests and responses being handled underlying. By including the raw flag `?raw=true` in your requests you can still receive the full request. Please note that this increases the response size and can introduce extra latency.\\n\\n## Errors\\n\\nThe API returns standard HTTP response codes to indicate success or failure of the API requests. For errors, we also return a customized error message inside the JSON response. You can see the returned HTTP status codes below.\\n\\n| Code | Title | Description |\\n| ---- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\\n| 200 | OK | The request message has been successfully processed, and it has produced a response. The response message varies, depending on the request method and the requested data. |\\n| 201 | Created | The request has been fulfilled and has resulted in one or more new resources being created. |\\n| 204 | No Content | The server has successfully fulfilled the request and that there is no additional content to send in the response payload body. |\\n| 400 | Bad Request | The receiving server cannot understand the request because of malformed syntax. Do not repeat the request without first modifying it; check the request for errors, fix them and then retry the request. |\\n| 401 | Unauthorized | The request has not been applied because it lacks valid authentication credentials for the target resource. |\\n| 402 | Payment Required | Subscription data is incomplete or out of date. You'll need to provide payment details to continue. |\\n| 403 | Forbidden | You do not have the appropriate user rights to access the request. Do not repeat the request. |\\n| 404 | Not Found | The origin server did not find a current representation for the target resource or is not willing to disclose that one exists. |\\n| 409 | Conflict | The request could not be completed due to a conflict with the current state of the target resource. |\\n| 422 | Unprocessable Entity | The server understands the content type of the request entity, and the syntax of the request entity is correct but was unable to process the contained instructions. |\\n| 429 | Too Many Requests | You sent too many requests in a given amount of time (\\\"rate limit\\\"). Try again later |\\n| 5xx | Server Errors | Something went wrong with the Unify API. These errors are logged on our side. You can contact our team to resolve the issue. |\\n\\n### Handling errors\\n\\nThe Unify API and SDKs can produce errors for many reasons, such as a failed requests due to misconfigured integrations, invalid parameters, authentication errors, and network unavailability.\\n\\n### Error Types\\n\\n#### RequestValidationError\\n\\nRequest is not valid for the current endpoint. The response body will include details on the validation error. Check the spelling and types of your attributes, and ensure you are not passing data that is outside of the specification.\\n\\n#### UnsupportedFiltersError\\n\\nFilters in the request are valid, but not supported by the connector. Remove the unsupported filter(s) to get a successful response.\\n\\n#### UnsupportedSortFieldError\\n\\nSort field (`sort[by]`) in the request is valid, but not supported by the connector. Replace or remove the sort field to get a successful response.\\n\\n#### InvalidCursorError\\n\\nPagination cursor in the request is not valid for the current connector. Make sure to use a cursor returned from the API, for the same connector.\\n\\n#### ConnectorExecutionError\\n\\nA Unified API request made via one of our downstream connectors returned an unexpected error. The `status_code` returned is proxied through to error response along with their original response via the error detail.\\n\\n#### UnauthorizedError\\n\\nWe were unable to authorize the request as made. This can happen for a number of reasons, from missing header params to passing an incorrect authorization token. Verify your Api Key is being set correctly in the authorization header. ie: `Authorization: 'Bearer sk_live_***'`\\n\\n#### ConnectorCredentialsError\\n\\nA request using a given connector has not been authorized. Ensure the connector you are trying to use has been configured correctly and been authorized for use.\\n\\n#### ConnectorDisabledError\\n\\nA request has been made to a connector that has since been disabled. This may be temporary - You can contact our team to resolve the issue.\\n\\n#### ConnectorRateLimitError\\n\\nYou sent too many request to a connector. These rate limits vary from connector to connector. You will need to try again later.\\n\\n#### RequestLimitError\\n\\nYou have reached the number of requests included in your Free Tier Subscription. You will no be able to make further requests until this limit resets at the end of the month, or talk to us about upgrading your subscription to continue immediately.\\n\\n#### EntityNotFoundError\\n\\nYou've made a request for a resource or route that does not exist. Verify your path parameters or any identifiers used to fetch this resource.\\n\\n#### OAuthCredentialsNotFoundError\\n\\nWhen adding a connector integration that implements OAuth, both a `client_id` and `client_secret` must be provided before any authorizations can be performed. Verify the integration has been configured properly before continuing.\\n\\n#### IntegrationNotFoundError\\n\\nThe requested connector integration could not be found associated to your `application_id`. Verify your `application_id` is correct, and that this connector has been added and configured for your application.\\n\\n#### ConnectionNotFoundError\\n\\nA valid connection could not be found associated to your `application_id`. Something _may_ have interrupted the authorization flow. You may need to start the connector authorization process again.\\n\\n#### ConnectionSettingsError\\n\\nThe connector has required settings that were not supplied. Verify `connection.settings` contains all required settings for the connector to be callable.\\n\\n#### ConnectorNotFoundError\\n\\nA request was made for an unknown connector. Verify your `service_id` is spelled correctly, and that this connector is enabled for your provided `unified_api`.\\n\\n#### OAuthRedirectUriError\\n\\nA request was made either in a connector authorization flow, or attempting to revoke connector access without a valid `redirect_uri`. This is the url the user should be returned to on completion of process.\\n\\n#### OAuthInvalidStateError\\n\\nThe state param is required and is used to ensure the outgoing authorization state has not been altered before the user is redirected back. It also contains required params needed to identify the connector being used. If this has been altered, the authorization will not succeed.\\n\\n#### OAuthCodeExchangeError\\n\\nWhen attempting to exchange the authorization code for an `access_token` during an OAuth flow, an error occurred. This may be temporary. You can reattempt authorization or contact our team to resolve the issue.\\n\\n#### OAuthConnectorError\\n\\nIt seems something went wrong on the connector side. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### MappingError\\n\\nThere was an error attempting to retrieve the mapping for a given attribute. We've been notified and are working to fix this issue.\\n\\n#### ConnectorMappingNotFoundError\\n\\nIt seems the implementation for this connector is incomplete. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorResponseMappingNotFoundError\\n\\nWe were unable to retrieve the response mapping for this connector. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationMappingNotFoundError\\n\\nConnector mapping has not been implemented for the requested operation. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorWorkflowMappingError\\n\\nThe composite api calls required for this operation have not been mapped entirely. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n#### ConnectorOperationUnsupportedError\\n\\nYou're attempting a call that is not supported by the connector. It's likely this operation is supported by another connector, but we're unable to implement for this one.\\n\\n#### PaginationNotSupportedError\\n\\nPagination is not yet supported for this connector, try removing limit and/or cursor from the query. It's possible this connector is in `beta` or still under development. We've been notified and are working to fix this issue.\\n\\n## API Design\\n\\n### API Styles and data formats\\n\\n#### REST API\\n\\nThe API is organized around [REST](https://restfulapi.net/), providing simple and predictable URIs to access and modify objects. Requests support standard HTTP methods like GET, PUT, POST, and DELETE and standard status codes. JSON is returned by all API responses, including errors. In all API requests, you must set the content-type HTTP header to application/json. All API requests must be made over HTTPS. Calls made over HTTP will fail.\\n\\n##### Available HTTP methods\\n\\nThe Apideck API uses HTTP verbs to understand if you want to read (GET), delete (DELETE) or create (POST) an object. When your web application cannot do a POST or DELETE, we provide the ability to set the method through the query parameter \\\\_method.\\n\\n```\\nPOST /messages\\nGET /messages\\nGET /messages/{messageId}\\nPATCH /messages/{messageId}\\nDELETE /messages/{messageId}\\n```\\n\\nResponse bodies are always UTF-8 encoded JSON objects, unless explicitly documented otherwise. For some endpoints and use cases we divert from REST to provide a better developer experience.\\n\\n### Schema\\n\\nAll API requests and response bodies adhere to a common JSON format representing individual items, collections of items, links to related items and additional meta data.\\n\\n### Meta\\n\\nMeta data can be represented as a top level member named \\u201cmeta\\u201d. Any information may be provided in the meta data. It\\u2019s most common use is to return the total number of records when requesting a collection of resources.\\n\\n### Idempotence (upcoming)\\n\\nTo prevent the creation of duplicate resources, every POST method (such as one that creates a consumer record) must specify a unique value for the X-Unique-Transaction-ID header name. Uniquely identifying each unique POST request ensures that the API processes a given request once and only once.\\n\\nUniquely identifying new resource-creation POSTs is especially important when the outcome of a response is ambiguous because of a transient service interruption, such as a server-side timeout or network disruption. If a service interruption occurs, then the client application can safely retry the uniquely identified request without creating duplicate operations. (API endpoints that guarantee that every uniquely identified request is processed only once no matter how many times that uniquely identifiable request is made are described as idempotent.)\\n\\n### Request IDs\\n\\nEach API request has an associated request identifier. You can find this value in the response headers, under Request-Id. You can also find request identifiers in the URLs of individual request logs in your Dashboard. If you need to contact us about a specific request, providing the request identifier will ensure the fastest possible resolution.\\n\\n### Fixed field types\\n\\n#### Dates\\n\\nThe dates returned by the API are all represented in UTC (ISO8601 format).\\n\\nThis example `2019-11-14T00:55:31.820Z` is defined by the ISO 8601 standard. The T in the middle separates the year-month-day portion from the hour-minute-second portion. The Z on the end means UTC, that is, an offset-from-UTC of zero hours-minutes-seconds. The Z is pronounced \\\"Zulu\\\" per military/aviation tradition.\\n\\nThe ISO 8601 standard is more modern. The formats are wisely designed to be easy to parse by machine as well as easy to read by humans across cultures.\\n\\n#### Prices and Currencies\\n\\nAll prices returned by the API are represented as integer amounts in a currency\\u2019s smallest unit. For example, $5 USD would be returned as 500 (i.e, 500 cents).\\n\\nFor zero-decimal currencies, amounts will still be provided as an integer but without the need to divide by 100. For example, an amount of ¥5 (JPY) would be returned as 5.\\n\\nAll currency codes conform to [ISO 4217](https://en.wikipedia.org/wiki/ISO_4217).\\n\\n## Support\\n\\nIf you have problems or need help with your case, you can always reach out to our Support.\\n\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"POS API\",\"version\":\"8.74.0\",\"x-apideck-api\":\"pos\",\"x-apideck-sdk-support\":true,\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.apideck.com_icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/apideck-libraries/openapi-specs/master/pos.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"apideck.com\",\"x-serviceName\":\"pos\",\"x-tags\":[\"partner\"]},\"externalDocs\":{\"description\":\"Apideck Developer 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The CPCT Score Card of 2016 can be pulled into citizens' DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"CPCT-MAPIT, Madhya Pradesh\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/cpctmp.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"cpctmp\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:05:44.247Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/cpctmp/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/cpctmp/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:csc\",\"value\":{\"added\":\"2021-02-07T16:05:50.105Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:05:50.105Z\",\"info\":{\"description\":\"Certificates issued under Pradhan Mantri Gramin Digital Saksharta Abhiyaan (PMGDISHA) (https://www.pmgdisha.in) scheme enrolled at authorised Training Centres/ CSCs are made available to citizens in their DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Common Service Centre (CSC)\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/csc.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"csc\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:05:50.105Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/csc/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/csc/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:dbraitandaman\",\"value\":{\"added\":\"2021-02-07T16:06:02.634Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:06:02.634Z\",\"info\":{\"description\":\"APIs provided by Dr. B.R. 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These can be pulled by students into their DigiLocker accounts. Currently, data for the year 2019 is made available by Gujarat Vidyapith.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Gujarat Vidyapith, Ahmedabad\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/gujaratvidyapith.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"gujaratvidyapith\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:00.619Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/gujaratvidyapith/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/gujaratvidyapith/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hindustanpetroleum\",\"value\":{\"added\":\"2021-02-07T16:10:06.418Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:06.418Z\",\"info\":{\"description\":\"eSubscription Voucher for LPG connections provided by HPCL (http://www.hindustanpetroleum.com/) are made available to citizens in their DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Ministry of Petroleum and Natural Gas (HPCL)\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/hindustanpetroleum.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"hindustanpetroleum\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:06.418Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hindustanpetroleum/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hindustanpetroleum/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hpayushboard\",\"value\":{\"added\":\"2021-02-07T16:10:12.185Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:12.185Z\",\"info\":{\"description\":\"Board of Ayurvedic and Unani Systems of Medicine, Himachal Pradesh (http://hpayushboard.org/) is the online service portal by Govt. of Himachal Pradesh. Registration Certificate issued online, can be pulled into citizens DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Board of Ayurvedic and Unani Systems of Medicine, Himachal Pradesh, Himachal Pradesh\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/hpayushboard.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"hpayushboard\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:12.185Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpayushboard/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpayushboard/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hpbose\",\"value\":{\"added\":\"2021-02-07T16:10:17.957Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:17.957Z\",\"info\":{\"description\":\"Himachal Pradesh Board of School Education, Dharamshala (http://hpbose.org/) has made available Class X (2012-18) & Class XII (2012-18) provisional certificates, which can be pulled by students into their accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Himachal Pradesh Board of School Education, Himachal Pradesh\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/hpbose.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"hpbose\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:17.957Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpbose/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpbose/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hppanchayat\",\"value\":{\"added\":\"2021-02-07T16:10:24.227Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:24.227Z\",\"info\":{\"description\":\"Parivar Patra (http://aadhaar.hp.gov.in/epanchayat/) is the online service portal by Govt. of Himachal Pradesh. Parivar Register issued online certificate can be pulled into citizens' DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Panchayati Raj Department, Himachal Pradesh, Himachal Pradesh\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/hppanchayat.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"hppanchayat\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:24.227Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hppanchayat/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hppanchayat/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hpsbys\",\"value\":{\"added\":\"2021-02-07T16:10:30.284Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:30.284Z\",\"info\":{\"description\":\"Himachal Pradesh Swasthya Bima Yojna Society (http://admis.hp.nic.in/epraman/https://www.hpsbys.in/) is the online service delivery portal by Himachal Pradesh Govt. 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Aslo can be pulled into citizens' DigiLocker accounts.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"HP Swasthya Bima Yojna Society, Himachal Pradesh\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/hpsbys.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"hpsbys\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:10:30.284Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpsbys/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/hpsbys/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:hpsssb\",\"value\":{\"added\":\"2021-02-07T16:10:36.504Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:10:36.504Z\",\"info\":{\"description\":\"Himachal Pradesh Staff Selection Commision (http://hpsssb.hp.gov.in/) is the online service portal by Govt. of Himachal Pradesh. 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Jharsewa provides Certificates like Birth, Death, Income, Caste and Residence Certificates in Digilocker.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Jharsewa (eDistrict), Jharkhand\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/jharsewa.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"jharsewa\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:12:17.945Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/jharsewa/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/jharsewa/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:jnrmand\",\"value\":{\"added\":\"2021-02-07T16:12:29.817Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:12:29.817Z\",\"info\":{\"description\":\"Transfer Certificates issued by JNRM can be downloaded in citizen's DigiLocker account.\",\"termsOfService\":\"https://apisetu.gov.in/terms.php\",\"title\":\"Jawaharlal Nehru Rajkeeya Mahavidyalaya\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/jnrmand.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"apisetu.gov.in\",\"x-serviceName\":\"jnrmand\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:12:29.817Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/jnrmand/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/apisetu.gov.in/jnrmand/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"apisetu.gov.in:juit\",\"value\":{\"added\":\"2021-02-07T16:12:35.490Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2021-02-07T16:12:35.490Z\",\"info\":{\"description\":\"Jaypee University Of Information Technology, Waknaghat (H. 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For full API documentation and tutorials go to [https://appwrite.io/docs](https://appwrite.io/docs)\",\"license\":{\"name\":\"BSD-3-Clause\",\"url\":\"https://raw.githubusercontent.com/appwrite/appwrite/master/LICENSE\"},\"termsOfService\":\"https://appwrite.io/policy/terms\",\"title\":\"Appwrite\",\"version\":\"0.9.3\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/_images_apple.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://appwrite.io/specs/open-api3?platform=server\",\"version\":\"3.0\"}],\"x-providerName\":\"appwrite.io\",\"x-serviceName\":\"server\"},\"externalDocs\":{\"description\":\"Full API docs, specs and tutorials\",\"url\":\"https://appwrite.io/docs\"},\"updated\":\"2021-08-12T15:35:06.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/appwrite.io/server/0.9.3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/appwrite.io/server/0.9.3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"archive.org:search\",\"value\":{\"added\":\"2018-02-24T16:36:17.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-02-24T16:36:17.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"internetarchive\"},\"description\":\"API for Internet Archive's Search-related services\\n\",\"title\":\"Search Services\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"search\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_internetarchive_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/ArchiveLabs/api.archive.org/master/swagger/search.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"archive.org\",\"x-serviceName\":\"search\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/archive.org/search/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/archive.org/search/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"archive.org:wayback\",\"value\":{\"added\":\"2018-02-24T16:36:17.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-02-24T16:36:17.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"internetarchive\"},\"description\":\"API for Internet Archive's Wayback Machine\",\"title\":\"Wayback API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"search\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_internetarchive_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/ArchiveLabs/api.archive.org/master/swagger/wayback.json\",\"version\":\"3.0\"}],\"x-providerName\":\"archive.org\",\"x-serviceName\":\"wayback\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/archive.org/wayback/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/archive.org/wayback/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"art19.com\",\"value\":{\"added\":\"2017-11-26T17:28:52.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-11-26T17:28:52.000Z\",\"info\":{\"contact\":{\"email\":\"support@art19.com\",\"name\":\"ART19 Engineering Team\",\"x-twitter\":\"art19co\"},\"description\":\"The ART19 Content API conforms to the [JSON:API specification](http://jsonapi.org).\\n\\nAPI requests **MUST** use the HTTP Accept header:\\n\\n`Accept: application/vnd.api+json`\\n\\nAPI requests **MUST** be authenticated using the HTTP Authorization header:\\n\\n`Authorization: Token token=\\\"your-token\\\", credential=\\\"your-credential\\\"`\\n\\n## General Notes\\n\\nSome query parameters use unencoded [ and ] characters simply for readability. Defaults, examples, and\\npossible values are additionally rendered in double quotes for readability. In practice, query parameters should\\nnot have quotes around the values (e.g., `foo=bar` is valid, not `foo=\\\"bar\\\"`), and both query parameter keys\\nand values must be percent-encoded, per the requirements in [RFC 3986 § 3.4](https://tools.ietf.org/html/rfc3986#section-3.4).\\n\\n## Rate Limiting\\n\\nIn order to provide a fair distribution of available resources, all API calls are subject to rate limits.\\nIf you exceed the number of API calls per minute granted to your credential, a `429 Too Many Requests`\\nerror response will be returned.\\n\\nIn that case, a `Retry-After` header MAY be included in the response, describing the number of seconds\\nafter which a request can be retried.\\n\\nIf you run into a high number of 429 errors, please reach out to ART19 Support to adjust your rate limit.\\n\\n### Example\\n\\nIn the following example the request can be retried after waiting for 21 seconds:\\n\\n HTTP/1.1 429 Too Many Requests\\n Content-Type: text/html\\n Retry-After: 21\\n\\n## Pagination\\n\\nRequests to collection endpoints **SHOULD** provide pagination parameters.\\nSome endpoints **REQUIRE** pagination parameters to be provided.\\nWhenever pagination is provided, it **MUST** be valid.\\nFailing to provide pagination when it is required or providing wrong or incomplete pagination\\nalways results in a `400 Bad Request` error response.\\n\\nThe page numbering starts with `1` and the maximum page size (if not otherwise documented\\non an endpoint) is `100`. Pagination **MUST NOT** be specified if requesting a list of IDs (using an `ids[]` parameter).\\n\\nProviding invalid values for page number or page size, as well as providing only a page number or only a page size,\\nis considered an error. Pagination is provided like this:\\n\\n`page[number]=1&page[size]=25`\\n\\nResponses conform to the [JSON:API specification's pagination section](https://jsonapi.org/format/#fetching-pagination)\\nby including pagination links. Your requested page size will be carried into the pagination links.\\n\\n## Sorting\\n\\nRequests to collection endpoints usually accept a `sort` parameter. Please refer to the\\n[JSON:API Specification's sorting section](https://jsonapi.org/format/#fetching-sorting) for further details.\\n\\n## Relationship Linking\\n\\nCurrently, resources return all of their relationships, in no particular order, pursuant to how relationships\\nshould be returned [according to the JSON:API specification](https://jsonapi.org/format/#document-resource-object-relationships). Consumers of this API\\n**MUST NOT** make assumptions about the order of these collections. Even though this data is not currently paginated, consumers **MUST** support\\npaginating relationships per the JSON:API specification if this data is important for their application.\\n\",\"termsOfService\":\"https://art19.com/business-terms\",\"title\":\"ART19 Content API Documentation\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_art19co_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://art19.com/swagger_json/external/content.json\",\"version\":\"3.0\"}],\"x-providerName\":\"art19.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/art19.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/art19.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"asana.com\",\"value\":{\"added\":\"2021-04-16T09:31:38.967Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-04-16T09:31:38.967Z\",\"info\":{\"contact\":{\"name\":\"Asana Support\",\"url\":\"https://asana.com/support\"},\"description\":\"This is the interface for interacting with the [Asana Platform](https://developers.asana.com). Our API reference is generated from our [OpenAPI spec] (https://raw.githubusercontent.com/Asana/developer-docs/master/defs/asana_oas.yaml).\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0\"},\"termsOfService\":\"https://asana.com/terms\",\"title\":\"Asana\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-docs-schema-whitelist\":[\"AsanaResource\",\"AsanaNamedResource\",\"AttachmentResponse\",\"AttachmentCompact\",\"BatchResponse\",\"CustomFieldSettingResponse\",\"CustomFieldSettingCompact\",\"CustomFieldResponse\",\"CustomFieldCompact\",\"EnumOption\",\"EventResponse\",\"ErrorResponse\",\"GoalResponse\",\"GoalCompact\",\"JobResponse\",\"JobCompact\",\"OrganiztaionExportResponse\",\"OrganiztaionExportCompact\",\"PortfolioMembershipResponse\",\"PortfolioMembershipCompact\",\"PortfolioResponse\",\"PortfolioCompact\",\"ProjectMembershipResponse\",\"ProjectMembershipCompact\",\"ProjectResponse\",\"ProjectCompact\",\"ProjectStatusResponse\",\"ProjectStatusCompact\",\"SectionResponse\",\"SectionCompact\",\"StoryResponse\",\"StoryCompact\",\"TagResponse\",\"TagCompact\",\"TaskResponse\",\"TaskCompact\",\"TeamMembershipResponse\",\"TeamMembershipCompact\",\"TeamResponse\",\"TeamCompact\",\"UserTaskListResponse\",\"UserTaskListCompact\",\"UserResponse\",\"UserCompact\",\"WebhookFilter\",\"WebhookResponse\",\"WebhookCompact\",\"WorkspaceMembershipResponse\",\"WorkspaceMembershipCompact\",\"WorkspaceResponse\",\"WorkspaceCompact\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_d1gwm4cf8hecp4.cloudfront.net_images_favicons_apple-touch-icon-57x57.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Asana/developer-docs/master/defs/asana_oas.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"asana.com\",\"x-public-description\":\"This is the interface for interacting with the [Asana Platform](https://developers.asana.com). Our API reference is generated from our [OpenAPI spec] (https://raw.githubusercontent.com/Asana/developer-docs/master/defs/asana_oas.yaml).\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/asana.com/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/asana.com/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"asuarez.dev:searchly\",\"value\":{\"added\":\"2021-01-27T11:28:18.777Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-01-27T11:28:18.777Z\",\"info\":{\"contact\":{\"email\":\"hi@asuarez.dev\"},\"description\":\"# Introduction\\nThe SearchLy API provides similarity searching based on song lyrics.\\n\\n# Operations\\nThe API allows for the `/similarity/by_song` operation, which allows clients to search the similarity for an existing song in the database. Also, the API has an additional `/similarity/by_content` endpoint which allows clients to search similarity given a free String input through a JSON request body. Additional `/song/search` operation is available for searching songs given a query String.\\n\\n# Endpoint\\nThe API endpoint for the SearchLy API v1 is as follows:\\n```\\nhttps://searchly.asuarez.dev/api/v1\\n```\\n\\n# Motivation\\nThis project was built in order to create an API for searching similarities based on song lyrics. There are a lot of songs in the industry and most of them are talking about the same topic. What I wanted to prove with SearchLy was to estimate how similar are two songs between them based on the meaning of their lyrics.\\n\\nSearchLy is using a database of 100k songs from AZLyrics, using [this scraper](https://github.com/AlbertSuarez/azlyrics-scraper), which is being updated periodically. Then, using word2vec and NMSLIB, it was possible to create an index where you can search similarities using the k-nearest neighbors (KNN) algorithm.\\n\\n> **Note**: I am currently using a micro-instance from DigitalOcean where the API is deployed, so you should expect a bad performance. However, if this API becomes popular I will deploy it in a bigger instance.\\n\",\"title\":\"SearchLy API v1\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"media\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/AlbertSuarez/searchly/master/src/searchly/static/openapi/openapi_v1.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"asuarez.dev\",\"x-serviceName\":\"searchly\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"SearchLy demo\",\"url\":\"https://searchly.asuarez.dev/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/asuarez.dev/searchly/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/asuarez.dev/searchly/1.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"atlassian.com:jira\",\"value\":{\"added\":\"2018-11-21T13:46:07.000Z\",\"preferred\":\"1001.0.0-SNAPSHOT\",\"versions\":[{\"key\":\"1001.0.0-SNAPSHOT\",\"value\":{\"added\":\"2018-11-21T13:46:07.000Z\",\"info\":{\"contact\":{\"email\":\"ecosystem@atlassian.com\",\"x-twitter\":\"Atlassian\"},\"description\":\"Jira Cloud platform REST API documentation\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"http://atlassian.com/terms/\",\"title\":\"The Jira Cloud platform REST API\",\"version\":\"1001.0.0-SNAPSHOT\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Atlassian_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.atlassian.com/cloud/jira/platform/swagger-v3.v3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"atlassian.com\",\"x-serviceName\":\"jira\"},\"externalDocs\":{\"description\":\"Find out more about Atlassian products and services.\",\"url\":\"http://www.atlassian.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/atlassian.com/jira/1001.0.0-SNAPSHOT/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/atlassian.com/jira/1001.0.0-SNAPSHOT/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"ato.gov.au\",\"value\":{\"added\":\"2017-09-06T11:44:38.000Z\",\"preferred\":\"0.0.6\",\"versions\":[{\"key\":\"0.0.6\",\"value\":{\"added\":\"2017-09-06T11:44:38.000Z\",\"info\":{\"description\":\"# Introduction\\nThe Business Registries API is built on HTTP. The API is RESTful. It has predictable resource URIs.\\n\\n The API is documented in OpenAPI format.\\n In addition to the standard OpenAPI syntax we use a few\\n vendor extensions.\\n\\n# Overview\\nThe following sections describe the resources that make up the Business Registries REST API.\\n## Current Version\\nBy default, all requests to https://api.abr.ato.gov.au receive the `v1` version of the REST API. We encourage you to explicitly request this version via the `Accept` header.\\n\\n Accept: application/vnd.abr-ato.v1+json\\n\\n## Schema\\nAll API access is over HTTPS, and accessed from https://api.abr.ato.gov.au. All data is sent and received as JSON. Blank fields are included.\\n\\n All dates use the [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) format:\\n\\n YYYY-MM-DD\\n\\n For example: `2017-07-01` (the 1st of July 2017)\\n\\n All timestamps use the [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) format:\\n\\n YYYY-MM-DDTHH:MM:SSZ\\n\\n For example: `2017-07-01T11:05:06+10:00`\\n\\n## Timezones\\nSome requests allow for specifying timestamps or generate timestamps with time zone information. We apply the following rules, in order of priority, to determine timezone information for API calls.\\n### Explicitly provide an ISO 8601 timestamp with timezone information\\nFor API calls that allow for a timestamp to be specified, we use that exact timestamp.\\n\\n For example: `2017-07-01T11:05:06+10:00`\\n\\n## Pagination\\nInformation about pagination is provided in the [Link](https://tools.ietf.org/html/rfc5988#page-6) header.\\n\\n For example:\\n\\n Link: ; rel=\\\"next\\\",\\n ; rel=\\\"last\\\"\\n\\n`rel=\\\"next\\\"` states that the next page is `page=2`. This makes sense, since by default, all paginated queries start at page `1`. `rel=\\\"last\\\"` provides some more information, stating that the last page of results is on `page 34`. Accordingly, we have 33 more pages of information that we can consume.\\n## Parameters\\nMany API methods take optional parameters:\\n\\n GET /individuals/1234/addresses/?addressType='Mailing'\\n\\nIn this example, the '1234' value is provided for the `:partyId` parameter in the path while `:addressType` is passed in the query string.\\nFor POST, PATCH, PUT, and DELETE requests, parameters not included in the URL should be encoded as JSON with a Content-Type of 'application/json'.\\n## Metadata\\nThe API provides **metadata services** that you can use to discover information about the classifcation schemes and values used by the Registry.\\n\\n For example:\\n\\n GET /classifications/roles\\n\\n Sample response:\\n\\n [\\n {\\n \\\"id\\\": \\\"123e4567-e89b-12d3-a456-426655440001\\\",\\n \\\"role\\\": \\\"Director\\\",\\n \\\"roleDescription\\\": \\\"An individual responsible for managing a company's ...\\\",\\n \\\"relationship\\\": \\\"Directorship\\\",\\n \\\"reciprocalRole\\\": \\\"Company\\\",\\n \\\"reciprocalRoleDescription\\\": \\\"An incorporated legal entity.\\\"\\n },\\n {\\n ...\\n }\\n ]\\n\\n## Root Endpoint\\nYou can issue a GET request to the root endpoint (also known as the service root) to get all the endpoint categories that the REST API supports:\\n\\n curl https://api.abr.ato.gov.au\\n\\n## Authentication\\nThe Business Registries API supports API Key authentication.\\n\\n When you sign up for an account, you are given your first API key. You can generate additional API keys, and delete\\n API keys (as you may need to rotate your keys in the future). You authenticate to the Business Registries API by\\n providing your secret key in the request header.\\n\\n **Note:** Some requests will return `404 Not Found`, instead of `403 Permission Denied`. This is to prevent the\\n accidental leakage of information to unauthorised users.\\n\",\"license\":{\"name\":\"Creative Commons Attribution 3.0 Australia\",\"url\":\"https://creativecommons.org/licenses/by/3.0/au/\"},\"termsOfService\":\"https://ato.gov.au/terms-of-service/\",\"title\":\"Business Registries\",\"version\":\"0.0.6\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"backgroundColor\":\"#D3D3D3\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.ato.gov.au_uploadedImages_Content__DEM_Images_logo-ato.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ato-team.github.io/business-registries-rest-api-specification/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"ato.gov.au\"},\"updated\":\"2017-09-06T11:44:38.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ato.gov.au/0.0.6/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ato.gov.au/0.0.6/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"aucklandmuseum.com\",\"value\":{\"added\":\"2017-09-04T12:49:06.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2017-09-04T12:49:06.000Z\",\"info\":{\"contact\":{\"name\":\"Auckland Museum API Team\",\"url\":\"http://www.aucklandmuseum.com\"},\"description\":\"This is technical documentation for the Auckland Museum API\\n\",\"license\":{\"name\":\"Auckland Museum licence\",\"url\":\"http://www.aucklandmuseum.com\"},\"termsOfService\":\"http://api.aucklandmuseum.com/terms/\",\"title\":\"Auckland Museum API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_aucklandmuseum_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://api.aucklandmuseum.com/apidoc\",\"version\":\"2.0\"}],\"x-providerName\":\"aucklandmuseum.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/aucklandmuseum.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/aucklandmuseum.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"authentiq.io\",\"value\":{\"added\":\"2017-03-15T14:45:58.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2017-03-15T14:45:58.000Z\",\"info\":{\"contact\":{\"email\":\"hello@authentiq.com\",\"name\":\"Team Authentiq\",\"url\":\"https://www.authentiq.com/\"},\"description\":\"Authentiq Connect OAuth 2.0 and OpenID Connect API reference.\\nLearn about [Authentiq ID](https://www.authentiq.com/) or check out the [Authentiq Connect](https://developers.authentiq.com) developer documentation.\\n\",\"termsOfService\":\"https://www.authentiq.com/terms\",\"title\":\"Authentiq Connect API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"security\"],\"x-logo\":{\"backgroundColor\":\"#F26641\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.authentiq.com_theme_images_authentiq-logo-a-inverse.svg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/AuthentiqID/authentiq-docs/master/docs/swagger/provider.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"authentiq.io\"},\"externalDocs\":{\"description\":\"Authentiq Developer Docs\",\"url\":\"https://developers.authentiq.com/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/authentiq.io/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/authentiq.io/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"autodealerdata.com\",\"value\":{\"added\":\"2020-03-23T13:48:13.000Z\",\"preferred\":\"0.1\",\"versions\":[{\"key\":\"0.1\",\"value\":{\"added\":\"2020-03-23T13:48:13.000Z\",\"info\":{\"description\":\"
This API provides access to our Automotive Data. Use of this API is subject to our Terms of Service
\\n \\n

For a quick start guide click here

\\n \\n
If you signed up through RapidAPI make your test calls here
\\n \\n
The general workflow is to:
 
1. Authenticate with your CIS Automotive API Keys to get a Json Web Token (JWT). Do not use RapidAPI keys.
\\n
2. Then use that token as an argument when calling other endpoints.
\\n \\n
Equivalent HTTP GET and POST methods are available for some endpoints.
\\n \\n
Endpoints may appear more than once on this page if they are associated with multiple tags. eg \\\"Sales Data\\\", \\\"Premium\\\", \\\"Pro Plan or Greater\\\" To see which endpoints are included in different\\nplans look under the \\\"X Plan or Greater\\\" tags for the respective plan name.
\\n \\n

If you signed up for our API through RapidAPI you can make your test calls on their platform. \\nYour RapidAPI credentials will not work on this page.

Do not use your RapidAPI keys on this page.

\\n

If you signed up with us and have an account, you must first authenticate with your API Keys \\nand retrieve a Json Web Token (JWT) from the /getToken endpoint to access the other endpoints.

\\n\\n

Your JWT is a required argument to all endpoints.

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API Security & Authentication
Authentication options include OAuth2 Implicit and Authorization Code flows, and Personal Access Token. All connections should be encrypted over SSL/TLS

You can set up and manage your api authentication credentials from within your Avaza account. (requires Administrator permissions on your Avaza account).

OAuth2 Authorization endpoint: https://any.avaza.com/oauth2/authorize
OAuth2 Token endpoint: https://any.avaza.com/oauth2/token
Base URL for subsequent API Requests: https://api.avaza.com/

Blogpost about authenticating with Avaza's API: https://www.avaza.com/avaza-api-oauth2-authentication/
Blogpost on using Avaza's webhooks: https://www.avaza.com/avaza-api-webhook-notifications/
The OAuth flow currently issues Access Tokens that last 1 day, and Refresh tokens that last 180 days
The Api respects the security Roles assigned to the authenticating Avaza user and filters the data return appropriately.

Support
For API Support, and to request access please contact Avaza Support Team via our support chat.

User Contributed Libraries:
Graciously contributed by 3rd party users like you.
Note these are not tested or endorsesd by Avaza. We encourage you to review before use, and use at own risk.
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What is the Bandsintown API?\\nThe Bandsintown API is designed for artists and enterprises representing artists.\\n\\nIt offers read-only access to artist info and artist events:\\n- artist info: returns the link to the Bandsintown artist page, the link to the artist photo, the current number of trackers and more\\n- artist events: returns the list of events including their date and time, venue name and location, ticket links, lineup, description and the link to the Bandsintown event page\\n\\nNote you can specify if you only want to return upcoming events, past events, all events, or events within a given date range.\\n\\n# Getting Started\\n- In order to use the Bandsintown API, you must read and accept our Terms and Conditions below and you must have written consent from Bandsintown Inc. Any other use of the Bandsintown API is prohibited. [Contact Bandsintown](http://help.bandsintown.com/) to tell us what you plan to do and request your personal application ID.\\n- Find out about the API methods available and the format of the API responses below. Select the method you wish to use and try it out online with the app ID provided to you.\\n- Call our Bandsintown API with the app ID provided straight from your website or back-end platform and choose which element of the API response you wish to display. Scroll to the bottom of this page to find out about the Models used.\\n\",\"license\":{\"name\":\"Terms and Conditions\",\"url\":\"https://corp.bandsintown.com/data-applications-terms\"},\"title\":\"Bandsintown API\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"social\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Bandsintown_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.swaggerhub.com/apis/Bandsintown/PublicAPI/3.0.0/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"bandsintown.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bandsintown.com/3.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bandsintown.com/3.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"bbc.co.uk\",\"value\":{\"added\":\"2017-07-10T12:05:11.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-07-10T12:05:11.000Z\",\"info\":{\"description\":\"We encapsulate Radio & Music business logic for iPlayer Radio and BBC Music products on all platforms. 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BC Laws is hosted by the Queen's Printer of British Columbia and published in partnership with the Ministry of Justice and the Law Clerk of the Legislative Assembly.BC Laws contains a comprehensive collection of BC legislation and related materials. It is available on the internet in two forms:First: The library is available as a web site in which users can browse and search the laws of British Columbia.Second: The library is available as a portal to legislation in raw XML data format, accessible via the BC Laws API2. This direct access to raw data is intended to enable third parties to build or add their own custom applications based on the structure of the data and all the associated search functionality inherent in that structure. 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Manage your orders harvested from all your marketplaces:\\n - Synchronize your orders in an uniformized way\\n - Get the available actions and update the order status\\n- ...and more!\\n\\n## Authentication credentials\\nThe public API with the base path **/v2/public** have been put in place to give you an entry point to our system for the user registration, login and lost password. The public API does not require any credentials.\\nWe give you the some public list of values and public channels for our public commercial web site [www.beezup.com](http://www.beezup.com).\\n\\nThe user API with the base path **/v2/user** requires a token which is available on this page:\\nhttps://go.beezup.com/Account/MyAccount\\n\\n## Things to keep in mind\\n### API Rate Limits\\n- The BeezUP REST API is limited to 100 calls/minute.\\n\\n### Media type\\nThe default media type for requests and responses is application/json. Where noted, some operations support other content types. If no additional content type is mentioned for a specific operation, then the media type is application/json.\\n\\n### Required content type\\nThe required and default encoding for the request and responses is UTF8.\\n\\n### Required date time format\\nAll our date time are formatted in ISO 8601 format: 2014-06-24T16:25:00Z.\\n\\n### Base URL\\nThe Base URL of the BeezUP API Order Management REST API conforms to the following template.\\n\\nhttps://api.beezup.com\\n\\nAll URLs returned by the BeezUP API are relative to this base URL, and all requests to the REST API must use this base URL template.\\n\\nYou can test our API on https://api-docs.beezup.com/swagger-ui\\\\\\\\\\nYou can contact us on [gitter, #BeezUP/API](https://gitter.im/BeezUP/API)\",\"license\":{\"name\":\"BeezUP\",\"url\":\"https://www.beezup.com/\"},\"title\":\"BeezUP Merchant API \",\"version\":\"2.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars0.githubusercontent.com_u_25665430.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api-docs.beezup.com/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"beezup.com\"},\"externalDocs\":{\"description\":\"Find the documentation for BeezUP's API here\",\"url\":\"https://api-docs.beezup.com/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/beezup.com/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/beezup.com/2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"betfair.com\",\"value\":{\"added\":\"2017-11-26T18:06:14.000Z\",\"preferred\":\"1.0.1423\",\"versions\":[{\"key\":\"1.0.1423\",\"value\":{\"added\":\"2017-11-26T18:06:14.000Z\",\"info\":{\"contact\":{\"email\":\"bdp@betfair.com\",\"name\":\"BDP Support\",\"url\":\"https://developer.betfair.com/support/\",\"x-twitter\":\"Betfair\"},\"description\":\"API to receive streamed updates. This is an ssl socket connection of CRLF delimited json messages (see RequestMessage & ResponseMessage)\",\"license\":{\"name\":\"See BDP site\"},\"title\":\"Betfair: Exchange Streaming API\",\"version\":\"1.0.1423\",\"x-apisguru-categories\":[\"entertainment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Betfair_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/betfair/stream-api-sample-code/master/ESASwaggerSchema.json\",\"version\":\"3.0\"}],\"x-providerName\":\"betfair.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/betfair.com/1.0.1423/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/betfair.com/1.0.1423/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bethmardutho.org\",\"value\":{\"added\":\"2020-07-13T14:34:49.043Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-07-13T14:34:49.043Z\",\"info\":{\"contact\":{\"email\":\"sedra@bethmardutho.org\"},\"description\":\"The SEDRA API is documented in **OpenAPI format** and uses [ReDoc](https://github.com/Rebilly/ReDoc) for documentation.\\n# Introduction\\nThis document describes the JSON API for the Syriac Electronic Data Research Archive (SEDRA). The SEDRA project is a linguistic and literary database of Syriac language and literature focusing on providing electronic access to the corpus of Syriac lexicons with linguistic information added to each entry in those lexicons. The API is a mechanism to provide the linguistic information stored in SEDRA to a broader audience.\\nAdditionally there is a XML API for Syriac words which conforms to a prototype Semitic Languages schema which can be found in the XSD file https://sedra.bethmardutho.org/api/semiticLanguages.xsd.\\n# Cross-Origin Resource Sharing\\nThis API features Cross-Origin Resource Sharing (CORS) implemented in compliance with the [W3C spec](https://www.w3.org/TR/cors/) and allows cross-domain communication from the browser.\\nAll responses have a wildcard same-origin which makes them completely public and accessible to everyone, including any code on any site.\\n# Samples\\nExplaining how to lookup words in the SEDRA API is complex and would clutter the API description. For that reason we have chosen to give the explanation of how to lookup words in its own section. SEDRA can lookup words by the SEDRA word Id. However, it will often be the case that the consumer of information provided by the SEDRA API does not know the SEDRA word Id. It is for that reason that the SEDRA API provides a method to lookup words by the Syriac text. But that process is complicated by the nature of Syriac writing. So the SEDRA API will lookup words for consonantal, partially vocalized, and fully vocalized Syriac text. Using the word Id will provide the most accurate results as the exact word will be returned. Fully vocalized text will provide the next most accurate result. The least accurate results will be returned by partially vocalized and consonantal Syriac words in that order. Following are some samples to help understand how this works.\\n1. By Word Id [30862](https://sedra.bethmardutho.org/api/word/30862.json)\\n2. By fully vocalized Syriac word [ܐܰܒܳܪܳܐ](https://sedra.bethmardutho.org/api/word/ܐܰܒܳܪܳܐ.json)\\n3. By partially vocalized Syriac word [ܐܶܒܪܐ](https://sedra.bethmardutho.org/api/word/ܐܶܒܪܐ.json)\\n4. By consonantal Syriac word [ܐܒܪܐ](https://sedra.bethmardutho.org/api/word/ܐܒܪܐ.json).\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"SEDRA IV API\",\"version\":\"1.0.0\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_bethmardutho.org_wp-content_uploads_2018_04_cropped-BMlogo-6-180x180.jpg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://sedra.bethmardutho.org/api/openapi\",\"version\":\"2.0\"}],\"x-providerName\":\"bethmardutho.org\"},\"externalDocs\":{\"description\":\"Find out how to create a Github repo for your OpenAPI spec.\",\"url\":\"https://github.com/Rebilly/generator-openapi-repo\"},\"updated\":\"2021-01-13T10:02:42.110Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bethmardutho.org/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bethmardutho.org/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"bhagavadgita.io\",\"value\":{\"added\":\"2018-05-03T09:04:18.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-05-03T09:04:18.000Z\",\"info\":{\"title\":\"Bhagavad Gita API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_bhagavadgita.io_static_images_radhakrishna.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://bhagavadgita.io/apispec_1.json\",\"version\":\"2.0\"},{\"format\":\"openapi\",\"url\":\"http://bhagavadgita.io/apispec_1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"bhagavadgita.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bhagavadgita.io/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bhagavadgita.io/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"biapi.pro\",\"value\":{\"added\":\"2020-08-24T16:05:10.269Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2020-08-24T16:05:10.269Z\",\"info\":{\"description\":\"# Budgea Development Guides\\n\\nWelcome to **Budgea**'s documentation.\\n\\nThis documentation is intended to get you up-and-running with our APIs and advise on the implementation of some regulatory aspects of your application, following the DSP2's guidelines.\\n\\n## Getting Started\\n**IMPORTANT**\\nDepending on your status with regard of the DSP2 regulation, **agent** or **partner**, you may call our APIs or simply use our Webview and callbacks to get the financial data of your users.\\nAs an **agent**, you are allowed to call directly our APIs and implement your own form to get the user's credentials.\\nAs a **partner**, you cannot manipulate the credentials, and have to delegate this step to us through our webview.\\n\\nThe sections below will document how to use our APIs, make sure you have the **agent** status to do so.\\nFor the **partner**, please refer to the section *Webview* and *Callbacks* of this documentation.\\n\\n### Overview\\nYour API is a REST API which requires a communication through https to send and receive JSON documents.\\nDuring your tests, we recommend to make calls to the API with curl or any other HTTP client of your choice.\\nYou can watch a video demonstration on this [URL](https://asciinema.org/a/FsaFyt3WAPyDm7sfaZPkwal3V).\\nFor the examples we'll use the demo API with address `https://demo.biapi.pro`, you should change that name to your API's name.\\n\\n### Hello World\\nLet's start by calling the service `/banks` which lists all available banks.\\n```\\ncurl https://demo.biapi.pro/2.0/banks/\\n```\\nTo log in to a bank webpage, you'll need to know for a given bank, the fields your user should fill in the form.\\nLet's call a specific bank and ask for an additional resource *fields*.\\n```\\ncurl https://demo.biapi.pro/2.0/banks/59?expand=fields\\n```\\nThe response here concerns only 1 bank (since we specified an id) and the resource _Fields_ is added to the response thanks to the query parameter `expand`.\\n\\nTo get more interesting things done, you'll need to send authenticated requests.\\n\\n### Authentication\\nThe way to authenticate is by passing the `Authorization: Bearer ` header in your request.\\nAt the setup a _manage token_ have been generated, you can use this token for now, when creating your user we'll see how to generate a user's token.\\n```\\ncurl https://demo.biapi.pro/2.0/config \\\\\\n -H 'Authorization: Bearer '\\n```\\nThis endpoint will list all the parameters you can change to adapt Budgea to your needs.\\n\\nWe've covered the very first calls. Before diving deeper, let's see some general information about the APIs.\\n\\n## Abstract\\n\\n### API URL\\n`https://demo.biapi.pro/2.0`\\n\\n### Requests format\\nData format: **application/x-www-form-urlencoded** or **application/json** (suggested)\\n\\nAdditional headers: Authorization: User's token (private)\\n\\n### Responses format\\nData format: **application/json** ([http://www.json.org](http://www.json.org/))\\nCharset: **UTF-8**\\n\\n### Resources\\nEach call on an endpoint will return resources. The main resources are:\\n| Resource | Description |\\n| ---------------------|:------------------------------------------------------------------------------------------------------------------ |\\n|Users |Represent a user |\\n|Connection |A set of data used to authenticate on a website (usually a login and password). There is 1 connection for each website|\\n|Account |A bank account contained in a connection |\\n|Transaction |An entry in a bank account |\\n|Investment |An asset in a bank account |\\n\\nThe chain of resources is as follow: **Users ∈ Connections ∈ Accounts ∈ Transactions or Investments**\\n\\n### RESTful API\\n\\nThis API is RESTful, which means it is stateless and each resource is accessed with an unique URI.\\n\\nSeveral HTTP methods are available:\\n\\n| Method | Description |\\n| ------------------------|:-------------------------------|\\n| GET /resources | List resources |\\n| GET /resources/{ID} | Get a resource from its ID |\\n| POST /resources | Create a new resource |\\n| POST /resources/{ID} | Update a resource |\\n| PUT /resources /{ID} | Update a resource |\\n| DELETE /resources | Remove every resources |\\n| DELETE /resources/{ID} | Delete a resource |\\n\\n\\nEach resource can contain sub-resources, for example:\\n`/users/me/connections/2/accounts/23/transactions/48`\\n\\n### HTTP response codes\\n\\n| Code | Message | Description |\\n| ----------- |:---------------------:|-----------------------------------------------------------------------------------------------|\\n| 200 | OK |Default response when a GET or POST request has succeed |\\n| 202 | Accepted |For a new connection this code means it is necessary to provide complementary information (2FA)|\\n| 204 | No content |Default response when a POST request succeed without content |\\n| 400 | Bad request |Supplied parameters are incorrect |\\n| 403 | Forbidden |Invalid token |\\n| 500 | Internal Servor Error |Server error |\\n| 503 | Service Unavailable |Service is temporarily unavailable |\\n\\n### Errors management\\nIn case an error occurs (code 4xx or 5xx), the response can contain a JSON object describing this error:\\n```json\\n{\\n \\\"code\\\": \\\"authFailure\\\",\\n \\\"message\\\": \\\"Wrong password\\\" // Optional\\n}\\n```\\nIf an error is displayed on the website, Its content is returned in error_message field.\\nThe list of all possible errors is listed further down this page.\\n\\n### Authentication\\nA user is authenticated by an access_token which is sent by the API during a call on one of the authentication services, and can be supplied with this header:\\n`Authorization: Bearer YYYYYYYYYYYYYYYYYYYYYYYYYYY`\\n\\n There are two user levels:\\n\\n - Normal user, which can only access to his own accounts\\n - Administrator, with extended rights\\n\\n### Default filters\\nDuring a call to an URI which lists resources, some filters can be passed as query parameters:\\n\\n| Parameter | Type | Description |\\n| ----------- |:---------:|-----------------------------------------------------------|\\n| offset | Integer |Offset of the first returned resource |\\n| limit | Integer |Limit number of results |\\n| min_date | Date |Minimal date (if supported by service), format: YYYY-MM-DD |\\n| max_date | Date |Maximal date (if supported by service), format: YYYY-MM-DD |\\n\\n### Extend requests\\nDuring a GET on a set of resources or on a unique resource, it is possible to add a parameter expand to the request to extend relations with other resources:\\n\\n`GET /2.0/users/me/accounts/123?expand=transactions[category],connection`\\n\\n```json\\n{\\n \\\"id\\\" : 123\\n \\\"name\\\" : \\\"Compte chèque\\\"\\n \\\"balance\\\" : 1561.15\\n \\\"transactions\\\" : [\\n {\\n \\\"id\\\" : 9849,\\n \\\"simplified_wording\\\" : \\\"HALL'S BEER\\\",\\n \\\"value\\\" : -513.20,\\n ...\\n \\\"category\\\" : {\\n \\\"id\\\" : 561,\\n \\\"name\\\" : \\\"Sorties / Bar\\\",\\n ...\\n }\\n },\\n ...\\n ],\\n \\\"id_user\\\" : 1,\\n \\\"connection\\\" : {\\n \\\"id\\\" : 1518,\\n \\\"id_bank\\\" : 41,\\n \\\"id_user\\\" : 1,\\n \\\"error\\\" : null,\\n ...\\n }\\n}\\n```\\n\\n### Request example\\n```http\\nGET /2.0/banks?offset=0&limit=10&expand=fields\\nHost: demo.biapi.pro\\nAccept: application/json\\nAuthorization: Bearer \\n```\\n```http\\nHTTP/1.1 200 OK\\nContent-Type: application/json\\nContent-Length: 3026\\nServer: Apache\\nDate: Fri, 14 Mar 2014 08:24:02 GMT\\n\\n{\\n \\\"banks\\\" : [\\n {\\n \\\"id_weboob\\\" : \\\"bnp\\\",\\n \\\"name\\\" : \\\"BNP Paribas\\\",\\n \\\"id\\\" : 3,\\n \\\"hidden\\\" : false,\\n \\\"fields\\\" : [\\n {\\n \\\"id\\\" : 1,\\n \\\"id_bank\\\" : 3,\\n \\\"regex\\\" : \\\"^[0-9]{5,10}$\\\",\\n \\\"name\\\" : \\\"login\\\",\\n \\\"type\\\" : \\\"text\\\",\\n \\\"label\\\" : \\\"Numéro client\\\"\\n },\\n {\\n \\\"id\\\" : 2,\\n \\\"id_bank\\\" : 3,\\n \\\"regex\\\" : \\\"^[0-9]{6}$\\\",\\n \\\"name\\\" : \\\"password\\\",\\n \\\"type\\\" : \\\"password\\\",\\n \\\"label\\\" : \\\"Code secret\\\"\\n }\\n ]\\n },\\n ...\\n ]\\n \\\"total\\\" : 41\\n}\\n```\\n\\n### Constants\\n#### List of bank account types\\n| Type |Description |\\n| ----------- |-----------------------------------|\\n| checking |Checking account |\\n| savings |Savings account |\\n| deposit |Deposit accounts |\\n| loan |Loan |\\n| market | Market accounts |\\n| joint |Joint account |\\n| card |Card |\\n| lifeinsurance |Life insurance accounts |\\n| pee |Plan Épargne Entreprise |\\n| perco |Plan Épargne Retraite |\\n| article83 |Article 83 |\\n| rsp |Réserve spéciale de participation |\\n| pea |Plan d'épargne en actions |\\n| capitalisation|Contrat de capitalisation |\\n| perp |Plan d'épargne retraite populaire |\\n| madelin |Contrat retraite Madelin |\\n| unknown |Inconnu |\\n\\n#### List of transaction types\\n\\n| Type |Description |\\n| ----------- |-----------------------------------|\\n|transfer |Transfers |\\n|order |Orders |\\n|check |Checks |\\n|deposit |Cash deposit |\\n|payback |Payback |\\n|withdrawal |Withdrawal |\\n|loan_payment |Loan payment |\\n|bank |Bank fees |\\n|card |Card operation |\\n|deferred_card |Deferred card operation |\\n|card_summary |Mensual debit of a deferred card |\\n\\n#### List of synchronization errors\\n##### Error on Connection object\\nThe error field may take one of the below values in case of error when accessing the user space.\\n\\n| Error |Description |\\n| ----------------------- |--------------------------------------------------------------------------------------------------|\\n|wrongpass |The authentication on website has failed |\\n|additionalInformationNeeded |Additional information is needed such as an OTP |\\n|websiteUnavailable |The website is unavailable, for instance we get a HTTP 503 response when requesting the website |\\n|actionNeeded |An action is needed on the website by the user, scraping is blocked |\\n|SCARequired |An SCA process must be done by updating the connection |\\n|decoupled |Requires a user validation (ex: digital key)|\\n|passwordExpired |The password has expired and needs to be changed on the website. |\\n|webauthRequired |A complete authentication process is required by update the connection via redirect |\\n|bug |A bug has occurred during the synchronization. An alert has been sent to Budget Insight |\\n\\n#### Error on Account object\\nErrors can be filled at the account level in case we access the user's dashboard but some account related data cannot be retrieved.\\nFor instance, we may not access the transactions or investments for a specific account.\\nGetting an error during an account synchronization does not impact the scraping of other acccounts.\\n\\n| Error |Description |\\n| ----------------------- |--------------------------------------------------------------------------------------------------|\\n|websiteUnavailable |The website or a page is unavailable |\\n|actionNeeded |An action is needed on the website by the user, scraping is blocked |\\n|bug |A bug has occurred during the synchronization. An alert has been sent to Budget Insight |\\n\\nNow you know the basics of Budgea API\\n- Basic call to retrieve resources\\n- Add query parameters to aplly filters\\n- Expand resources\\n- Authenticated calls\\n\\nWe're good for the basics! Now let's see how to integrate Budgea in your app and create your first user.\\n\\n## Integrate Budgea *(protocol or Webview)*\\n### The workflow\\nUsers of your application exist in the Budgea API.\\nEvery User is identified by an access_token which is the shared secret between your application and our API.\\n\\nThe workflow is as below:\\n1. The user is on your application and wants to share his bank accounts or invoices.\\n2. A call is made **client side** (browser's javascript or desktop application) to create a temporarily token which will be used to make API calls.\\n3. A form is built, allowing the user to select the connector to use (bank or provider, depending on context). Every connector requires different kind of credentials.\\n4. A call on the API is made with the temporarily token to add a **Connection** with the credentials supplied by user.\\n5. In case of success, the user chooses what bank accounts (**Account**) or subscriptions (**Subscription**) he wants to share with your application.\\n6. When he validates the share, the temporarily token is transmitted to your server. This one will call the Budgea API with this token to get a permanent token.\\n\\n**Note**\\nIn case your application works without a server (for example a desktop application), the permanent token can be obtained on the 1st step, by supplying a client_secret to /auth/init and the step 6 is omitted. To get more information, read the protocol.\\n\\nThere are 3 steps to integrate Budgea in your application:\\n1. Provide a way for your users to share their credentials with you\\n2. Get the data scraped from Budgea\\n3. Be sure to follow the good practices before going into production\\n\\n### Get credentials from users\\nYou have 2 options here:\\n- Integrate the Budget Insight's Webview, a turnkey solution to get user's credentials\\n- Create your own form following the protocol (must have the *agent* status)\\n\\n### Budgea webview\\n\\nThe Budgea webview complements REST API endpoints with web-based services to handle sensitive or complex operations:\\n- add a connection (to a bank or a provider), or edit/repare access to a connection;\\n- manage connections (add/remove/edit);\\n- edit and validate bank transfers (alpha preview).\\n\\nUsage of the webview is mandatory if you don't hold an Agent status, since you are not allowed to use API endpoints carrying user credentials, and optional otherwise.\\n\\n#### Implementation guidelines\\n\\n##### Base URL\\n\\nThe base URL of all services must be customized: \\n`https://{{domain}}.biapi.pro/2.0/auth/webview/` \\n`https://{{domain}}.biapi.pro/2.0/auth/webview/{{lang}}/` \\n- `{{domain}}`: substitute with you API domain;\\n- `{{lang}}`: optionally specify the language of the webview, `en` or `fr` (if not specified, an automatic redirection will be performed following the language of the browser).\\n\\n##### Browser integration\\n\\nServices available as part of the webview are designed as parameterized URLs intended to be opened in a web browser. A callback URI must be specified by callers to be notified at the end of the operation flow, similar to OAuth 2 specification.\\n\\nYou are encouraged to integrate web-based steps in your product following UX best practices:\\n- in a web environment, perform a full-page redirect to the URL (using either [HTTP redirect](https://developer.mozilla.org/fr/docs/Web/HTTP/Status/302) or [scripting](https://developer.mozilla.org/fr/docs/Web/API/Location)), and avoid new tabs or popups;\\n- in a native Android app, prefer opening the default browser or relying on [Chrome Custom Tabs](https://developer.chrome.com/multidevice/android/customtabs) to integrating a WebView;\\n- in a native iOS app, prefer using a [SFSafariViewController](https://developer.apple.com/documentation/safariservices/sfsafariviewcontroller) to integrating a WKWebView.\\n\\n##### Callback handling\\n\\nMost flows redirect to a callback URI at the end of the process. Query parameters are added to the URI to identify successful or failed operations.\\n\\nSuccessful parameters are specific to each flow. In case of an error, the following parameters are added:\\n\\n| Parameter | Description |\\n| - | - |\\n| `error` | An lowercase string error code identifying the kind of error that occurred. When the parameter is not present, the response is successful. |\\n| `error_description` | A longer string description of the error (not intended for user display). |\\n\\nCommon error codes include:\\n\\n| Code | Description |\\n| - | - |\\n| `access_denied` | The user explicitly cancelled the flow. |\\n| `server_error` | Oops, a technical failure occurred during the process. |\\n\\n**Forward compatibility requirement**: Additional error codes may be added in the future to describe specific cases. When implementing error codes handling, always fallback to a generic case for unknown codes.\\n\\n##### Browser compatibility\\n\\nThe webview is designed and tested to work with browsers supported by the Angular framework: \\nhttps://angular.io/guide/browser-support\\n\\n##### Privacy / GDPR status\\n\\nThe webview itself does not use any kind of long-term data persistence mechanism such as cookies or local storage, but some authentication or authorization steps may delegate to third-party web services that may implement them.\\n\\n#### Configuration\\n\\nYou can configure the appearance and behaviour of the webview by configuring the associated *Client Application* in the console:\\n\\n| Key | Format | Description |\\n| - | - | - |\\n| `primary_color` | String | Optional. An accent color (hexadecimal string without '#' prefix) to personalize the UI elements of the webview. If absent, the default color is grey. |\\n| `redirect_uri` | String | Optional. A recommended security whitelist configuration. The `redirect_uri` parameter sent to any endpoint of the webview is checked against the configuration, if any. |\\n| `config.disable_connector_hints` | Boolean | Optional. This flags hides the list of most-used entries in the connector selection step. The default is `false`, i.e. the list is shown. |\\n| `config.use_app_layout` | Boolean | Optional. Use this flag to enable presenting your log as an app icon. The default value is ` false`, i.e. the logo is shown in the top bar of the UI. |\\n| `config.disable_accounts_pre_check` | Boolean | Optional. An optional boolean flag to prevent bank accounts to be automatically pre-checked when the user enters the activation step. The default value is ` false`, i.e. the bank accounts are pre-checked. |\\n\\n#### Endpoints reference\\n\\n##### Add connection flow\\n```\\nhttps://{{domain}}.biapi.pro/2.0/auth/webview/{{lang}}/connect\\n```\\n\\nThis flow allows an end-user to add a new connection to the API. The flow handles the following steps:\\n- selecting a connector;\\n- authenticating & authorizing with the connector, by collecting credentials or delegating;\\n- managing consent to aggregate accounts/subscriptions;\\n- collecting required information for professional accounts.\\n\\n###### Endpoint parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `client_id` | Required. The ID of the requesting client application. You can manage client applications of your domain in the admin console. |\\n| `redirect_uri` | Required. An absolute callback URI. The webview will redirect to it at the end of the flow. |\\n| `code` | Optional. A user-scoped temporary code to use with the Budgea API.
If you don't provide a code, a new anonymous user will be created before the connection is added, and you will be returned an access token code scoped to it with the success callback. |\\n| `state` | Optional. An opaque string parameter that you can use to carry state across the flow. The parameter will be set \\\"as is\\\" on the callback URI. Make sure that the `state` you provide is properly URL-encoded. |\\n| `connector_ids` | Optional. A comma-separated list of connector IDs available to pick from.
If the parameter is omitted, all active connectors are available.
If you pass a single value, the user is not prompted to choose the connector.
This parameter is mutually exclusive with `connector_uuids`. |\\n| `connector_uuids` | Optional. A comma-separated list of connector UUIDs available to pick from.
If the parameter is omitted, all active connectors are available.
If you pass a single value, the user is not prompted to choose the connector.
This parameter is mutually exclusive with `connector_ids`. |\\n| `connector_capabilities` | Optional. A comma-separated list of capabilities to filter available connectors.
If the parameter is omitted, `bank` is inferred.
If multiple values are provided, only connectors that expose all the requested capabilities are available.
To request a bank connection, use `bank`.
To request a provider connection, use `document`. |\\n| `account_ibans` | Optional. A comma-separated list of IBANs to filter accounts available for activation in a bank connection context. Other accounts will not be selectable. |\\n| `account_types` | Optional. A comma-separated list of account types to filter accounts available for activation in a bank connection context. Other accounts will not be selectable. |\\n| `account_usages` | Optional. A comma-separated list of account usages to filter accounts available for activation in a bank connection context. Other accounts will not be selectable. |\\n\\n###### Successful callback parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `connection_id` | The id of the newly created connection. Please note that when redirecting to the callback URI, the accounts and/or subscriptions are available in the API, but bank transactions or documents may still be syncing in background. |\\n| `code` | Optional. If a `code` was *not* initially specified, an API code that you must exchange to obtain a permanent access token associated with the newly-created anonymous user holding the connection. The parameter is URL-encoded, make sure to handle it accordingly. |\\n| `state` | Optional. Identical to the `state` parameter that was initially specified. |\\n\\n###### Additional error codes\\n\\n| Code | Description |\\n| - | - |\\n| `tos_declined` | The end-user refused to validate the terms of service. |\\n\\n##### Re-auth / edit connection credentials flow\\n\\n```\\nhttps://{{domain}}.biapi.pro/2.0/auth/webview/{{lang}}/reconnect\\n```\\n\\nThis flow allows an end-user to re-authenticate against a bank or a provider in order to recover an existing connection, or to completely reset credentials associated with a connection.\\n\\n###### Endpoint parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `client_id` | Required. The ID of the requesting client application. You can manage client applications of your domain in the admin console. |\\n| `redirect_uri` | Required. An absolute callback URI. The webview will redirect to it at the end of the flow. |\\n| `code` | Required. A user-scoped temporary code to use with the Budgea API. |\\n| `connection_id` | Required. The id of the existing connection. |\\n| `state` | Optional. An opaque string parameter that you can use to carry state across the flow. The parameter will be set \\\"as is\\\" on the callback URI. Make sure that the `state` you provide is properly URL-encoded. |\\n| `reset_credentials` | Optional. In the default mode (`false`), the service will try to recover the connection and prompt the user only with outdated or transient information (new password, OTP...).
Set the parameter to `true` to force resetting all the credentials associated with the connection. This parameter may not apply to all connectors. |\\n\\n###### Successful callback parameters\\n\\nThis flow adds no parameter to the callback URI in case of success, except from `state`.\\n\\n##### Manage connections\\n\\n```\\nhttps://{{domain}}.biapi.pro/2.0/auth/webview/{{lang}}/manage\\n```\\nThis flow allows an end-user to manage the connections associated with his account in the API. The user can add new connections, remove existing ones, fix connection errors, reset credentials or activate/deactivate bank accounts.\\n\\nSupport of `redirect_uri` in this flow is optional, as it can be integrated or presented as a terminal step, without relying on a final redirection.\\n\\n###### Endpoint parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `client_id` | Required. The ID of the requesting client application. You can manage client applications of your domain in the admin console. |\\n| `code` | Required. A user-scoped temporary code to use with the Budgea API. |\\n| `redirect_uri` | Optional. An absolute callback URI. When provided, the webview will display a close button that redirects to it. |\\n| `state` | Optional. An opaque string parameter that you can use to carry state across the flow when providing a `redirect_uri`. The parameter will be set \\\"as is\\\" on the callback URI. Make sure that the `state` you provide is properly URL-encoded. |\\n| `connector_capabilities` | Optional. A comma-separated list of capabilities to filter available connectors when adding a new connection.
If the parameter is omitted, `bank` is inferred.
If multiple values are provided, only connectors that expose all the requested capabilities are available.
To request a bank connection, use `bank`.
To request a provider connection, use `document`. |\\n| `account_types` | Optional. A comma-separated list of account types to filter accounts available for activation on adding a new bank connection or updating existing connections. Other accounts will not be selectable. |\\n| `account_usages` | Optional. A comma-separated list of account usages to filter accounts available for activation in a bank connection context. Other accounts will not be selectable. |\\n\\n###### Callback parameters\\n\\nThis flow adds no parameter to the callback URI, except from `state`.\\n\\n##### Execute a bank transfer (preview)\\n\\n**Disclaimer**: Transfer or payment services are available as a preview, protocols and parameters are subject to change in upcoming beta/final releases.\\n\\n```\\nhttps://{{domain}}.biapi.pro/2.0/auth/webview/{{lang}}/transfer\\n```\\nThis flow allows an end-user to execute a bank transfer. The flow handles the following steps:\\n- if the transfer is not already created, all steps to authenticate with a bank, select the recipient, the emitter account, the amount and label;\\n- executing the transfer, including managing SCAs for recipient registration and/or transfer validation.\\n\\n###### Endpoint parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `client_id` | Required. The ID of the requesting client application. You can manage client applications of your domain in the admin console. |\\n| `redirect_uri` | Required. An absolute callback URI. The webview will redirect to it at the end of the flow. |\\n| `code` | Required. A user-scoped temporary code to use with the Budgea API.
If you don't provide a code, a new anonymous user will be created before a connection is added and the transfer is executed, and you will be returned an access token code scoped to it with the success callback. |\\n| `state` | Optional. An opaque string parameter that you can use to carry state across the flow. The parameter will be set \\\"as is\\\" on the callback URI. Make sure that the `state` you provide is properly URL-encoded. |\\n| `transfer_id`| Optional. The ID of an prepared transfer to be validated in the webview. The user cannot edit anything on the transfer before validation. |\\n\\n###### Successfull callback parameters\\n\\n| Parameter | Description |\\n| - | - |\\n| `transfer_id` | The ID of the transfer that was created and executed. |\\n| `code` | Optional. If a `code` was *not* initially specified, an API code that you can exchange to obtain a permanent access token associated with the newly-created anonymous user holding the transfer. The parameter is URL-encoded, make sure to handle it accordingly. |\\n| `state` | Optional. Identical to the `state` parameter that was initially specified. |\\n\\n###### Additional error codes\\n\\n| Code | Description |\\n| - | - |\\n| `tos_declined` | The end-user refused to validate the terms of service. |\\n\\n#### Migrating from v3\\n\\nWe provide a full backward compatibility layer with current implementations of the webview v3 to ease the transition. All endpoints remains accessible, with the same parameters and callback behaviour. Migration instructions are provided below.\\n\\n*The v3 compatibility mode is expected to be removed on 31 December 2019.* You should migrate your implementation a soon as possible to new endpoints and parameters.\\n\\n##### Add connection flow / Edit connection credentials \\n```\\n/connect/select\\n```\\n\\nThis endpoint has been superseded by `/connect` (no suffix) for adding a new connection, and `/reconnect` for resetting or updating an existing connection.\\n\\n| Endpoint parameter | Migration instructions |\\n| - | - |\\n| `client_id` | No change. |\\n| `redirect_uri`, `state` | No change. |\\n| `response_type` | This parameter is not used anymore. |\\n| `id_connector`, `connectors` | Superseded by `connector_ids` sent to the `/connect` endpoint. |\\n| `types` | Superseded by `connector_capabilities` sent to the `/connect` endpoint.
Use`connector_capabilities=bank` (bank connection) or `connector_capabilities=document` (provider connection). |\\n| `id_connection` | Superseded by `connection_id` sent to the `/reconnect` endpoint. |\\n\\nPassing the code or access token as an URL fragment is no longer supported, use the `code` query parameter.\\n\\n| Callback parameter | Migration instructions |\\n| - | - |\\n| `id_connection` | Superseded by `connection_id`.
In the `/reconnect` flow, this parameter is not returned anymore. |\\n| `code` | Still named `code`, but in the `/connect` flow the parameter is now **only** added if an anonymous user was created, i.e. the `code` parameter was **not** provided as a query parameter or fragment.
In the `/reconnect` flow, this parameter is not returned anymore. |\\n| `state` | No change. |\\n\\n##### Manage connections\\n\\n```\\n/accounts\\n```\\n\\nThis endpoint has been superseded by `/manage`, that now fully allows users to add/remove connections, reset their credentials or recover from error states.\\n\\n| Endpoint parameter | Migration instructions |\\n| - | - |\\n| `client_id` | No change. |\\n| `redirect_uri`, `state` | No change, these parameters are now optional. |\\n| `response_type` | This parameter is not used anymore. |\\n| `types` | Superseded by `connector_capabilities`.
Use`connector_capabilities=bank` (bank connection) or `connector_capabilities=document` (provider connection). |\\n\\nPassing the code or access token as an URL fragment is no longer supported, use the `code` query parameter.\\n\\n| Callback parameter | Migration instructions |\\n| - | - |\\n| `code` | This parameter is not returned anymore. |\\n| `state` | No change. |\\n\\n##### Behaviour change\\n\\nIn v3, the `/accounts` flow used to redirect to the `redirect_uri` after a connection addition. This is no longer the case in v4, where redirection is only performed when the user explicitly closes the flow. If you need to perform actions when a connection is added or removed, you should rely on webhooks.\\n\\n#### Protocol\\nThis section describes the protocol used to set bank and provider accounts of a user, in case you don't want to use the webview.\\n\\nThe idea is to call the following services client-side (with AJAX in case of a web application), to ensure the bank and providers credentials will not be sent to your servers.\\n\\n1. /auth/init\\n```http\\nPOST /auth/init\\n```\\n```json\\n{\\n \\\"auth_token\\\" : \\\"fBqjMZbYddebUGlkR445JKPA6pCoRaGb\\\",\\n \\\"type\\\" : \\\"temporary\\\",\\n \\\"expires_in\\\" : 1800,\\n \\\"id_user\\\": 1\\n}\\n```\\nThis service creates a temporarily token, to use in the \\\"Authorization\\\" header in next calls to the API\\n\\nThe returned token has a life-time of 30 minutes, and should be transfered to the API then (cf Permanent Token), so that your server can get a permanent access_token.\\n\\nIt is possible to generate a permanent token immediately, by calling the service with the manage_token, or by supply parameters client_id and client_secret.\\n\\n2. /banks or /providers\\n```http\\nGET /banks?expand=fields\\nAuthorization: Bearer \\n```\\n```json\\n{\\n \\\"hidden\\\" : false,\\n \\\"charged\\\" : true,\\n \\\"name\\\" : \\\"American Express\\\",\\n \\\"id\\\" : 30,\\n \\\"fields\\\" : [\\n {\\n \\\"values\\\" : [\\n {\\n \\\"label\\\" : \\\"Particuliers/Professionnels\\\",\\n \\\"value\\\" : \\\"pp\\\"\\n },\\n {\\n \\\"value\\\" : \\\"ent\\\",\\n \\\"label\\\" : \\\"Entreprises\\\"\\n }\\n ],\\n \\\"label\\\" : \\\"Type de compte\\\",\\n \\\"regex\\\" : null,\\n \\\"name\\\" : \\\"website\\\",\\n \\\"type\\\" : \\\"list\\\"\\n },\\n {\\n \\\"type\\\" : \\\"password\\\",\\n \\\"label\\\" : \\\"Code secret\\\",\\n \\\"name\\\" : \\\"password\\\",\\n \\\"regex\\\" : \\\"^[0-9]{6}$\\\"\\n }\\n ],\\n },\\n ...\\n ],\\n \\\"total\\\" : 44,\\n}\\n```\\nYou get a list of connectors, and all associated fields needed to build the form at step 3.\\nYou can also use that list to show to your user, all available banks.\\n\\n3. /users/me/connections\\nMake a POST request and supply the id_bank (ID of the chosen bank) or id_provider (ID of provider), and all requested fields as key/value parameters.\\nFor example:\\n```http\\nPOST /users/me/connections\\nAuthorization: Bearer \\n-F login=12345678\\n-F password=123456\\n-F id_bank=59\\n```\\nYou can get the following return codes:\\n\\n|Code |Description |\\n|---------------|------------------------------------------------------------ |\\n|200 |The connection has succeed and has been created |\\n|202 |It is necessary to provide complementary information. This occurs on the first connection on some kind of Boursorama accounts for example, where a SMS is sent to the customer. It is necessary to ask the user to fill fields requested in the fields, and do a POST again on /users/me/connections/ID, with the connection ID in id_connection. |\\n|400 |Unable to connect to the website, the field error in the JSON can be **websiteUnavailable** or **wrongpass** |\\n|403 |Invalid token |\\n\\n4. Activate accounts\\nThe accounts the user wants to aggregate must be activated before any transaction or investment is retrieved.\\nSeveral accounts can be activated in 1 request by separating the account ids with commas.\\n```http\\nPUT /users/me/connections//accounts/?all\\n```\\n\\n5. Permanent token\\nIf the user validates the share of his accounts, it is necessary to transform the temporary code to a permanent access_token (so that the user won't expire).\\n\\nTo do that, make a POST request on /auth/token/access with the following parameters:\\n|Parameter |Description |\\n|---------------------|----------------------------------------------------------------|\\n|code |The temporarily token which will let you get the access_token |\\n|client_id |The ID of your client application |\\n|client_secret |The secret of your client application |\\n\\n```json\\nPOST /auth/token/access\\n\\n{\\n \\\"client_id\\\" : 17473055,\\n \\\"client_secret\\\" : \\\"54tHJHjvodbANVzaRtcLzlHGXQiOgw80\\\",\\n \\\"code\\\" : \\\"fBqjMZbYddebUGlkR445JKPA6pCoRaGb\\\"\\n}\\n```\\n```http\\nHTTP/1.1 200 OK\\n\\n{\\n \\\"access_token\\\" : \\\"7wBPuFfb1Hod82f1+KNa0AmrkIuQ3h1G\\\",\\n \\\"token_type\\\":\\\"Bearer\\\"\\n}\\n```\\n\\n### Update accounts\\nAnother important call is when a user wants to add/remove connections to banks or providers, or to change the password on one of them, it is advised to give him a temporarily code from the permanent access_token, with the following call (using the access_token as bearer):\\n```http\\nPOST /auth/token/code\\nAuthorization: Bearer \\n```\\n```json\\n{\\n \\\"code\\\" : \\\"/JiDppWgbmc+5ztHIUJtHl0ynYfw682Z\\\",\\n \\\"type\\\" : \\\"temporary\\\",\\n \\\"expires_in\\\" : 1800,\\n}\\n```\\nIts life-time is 30 minutes, and let the browser to list connections and accounts, via `GET /users/me/connections?expand=accounts` for example.\\n\\n To update the password of a connection, you can do a POST on the *connection* resource, with the field *password* in the data. The new credentials are checked to make sure they are valid, and the return codes are the same as when adding a connection.\\n\\n## Getting the data (Webhooks)\\nYou have created your users and their connections, now it's time to get the data.\\nThere are 2 ways to retrieve it, the 2 can be complementary:\\n- make regular calls to the API\\n- use the webhooks (recommended)\\n\\n### Manual Synchronization\\nIt is possible to do a manual synchronization of a user. We recommend to use this method in case the user wants fresh data after logging in.\\n\\nTo trigger the synchronization, call the API as below:\\n`PUT /users/ID/connections`\\nThe following call is blocking until the synchronization is terminated.\\n\\nEven if it is not recommended, it's possible to fetch synchronously new data. To do that, you can use the *expand* parameter:\\n` /users/ID/connections?expand=accounts[transactions,investments[type]],subscriptions`\\n```json\\n{\\n \\\"connections\\\" : [\\n {\\n \\\"accounts\\\" : [\\n {\\n \\\"balance\\\" : 7481.01,\\n \\\"currency\\\" : {\\n \\\"symbol\\\" : \\\"\\u20ac\\\",\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false\\n },\\n \\\"deleted\\\" : null,\\n \\\"display\\\" : true,\\n \\\"formatted_balance\\\" : \\\"7 481,01 \\u20ac\\\",\\n \\\"iban\\\" : \\\"FR76131048379405300290000016\\\",\\n \\\"id\\\" : 17,\\n \\\"id_connection\\\" : 7,\\n \\\"investments\\\" : [\\n {\\n \\\"code\\\" : \\\"FR0010330902\\\",\\n \\\"description\\\" : \\\"\\\",\\n \\\"diff\\\" : -67.86,\\n \\\"id\\\" : 55,\\n \\\"id_account\\\" : 19,\\n \\\"id_type\\\" : 1,\\n \\\"label\\\" : \\\"Agressor PEA\\\",\\n \\\"portfolio_share\\\" : 0.48,\\n \\\"prev_diff\\\" : 2019.57,\\n \\\"quantity\\\" : 7.338,\\n \\\"type\\\" : {\\n \\\"color\\\" : \\\"AABBCC\\\",\\n \\\"id\\\" : 1,\\n \\\"name\\\" : \\\"Fonds action\\\"\\n },\\n \\\"unitprice\\\" : 488.98,\\n \\\"unitvalue\\\" : 479.73,\\n \\\"valuation\\\" : 3520.28\\n }\\n ],\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"name\\\" : \\\"Compte chèque\\\",\\n \\\"number\\\" : \\\"3002900000\\\",\\n \\\"transactions\\\" : [\\n {\\n \\\"active\\\" : true,\\n \\\"application_date\\\" : \\\"2015-06-17\\\",\\n \\\"coming\\\" : false,\\n \\\"comment\\\" : null,\\n \\\"commission\\\" : null,\\n \\\"country\\\" : null,\\n \\\"date\\\" : \\\"2015-06-18\\\",\\n \\\"date_scraped\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"deleted\\\" : null,\\n \\\"documents_count\\\" : 0,\\n \\\"formatted_value\\\" : \\\"-16,22 \\u20ac\\\",\\n \\\"id\\\" : 309,\\n \\\"id_account\\\" : 17,\\n \\\"id_category\\\" : 9998,\\n \\\"id_cluster\\\" : null,\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"new\\\" : true,\\n \\\"original_currency\\\" : null,\\n \\\"original_value\\\" : null,\\n \\\"original_wording\\\" : \\\"FACTURE CB HALL'S BEER\\\",\\n \\\"rdate\\\" : \\\"2015-06-17\\\",\\n \\\"simplified_wording\\\" : \\\"HALL'S BEER\\\",\\n \\\"state\\\" : \\\"parsed\\\",\\n \\\"stemmed_wording\\\" : \\\"HALL'S BEER\\\",\\n \\\"type\\\" : \\\"card\\\",\\n \\\"value\\\" : -16.22,\\n \\\"wording\\\" : \\\"HALL'S BEER\\\"\\n }\\n ],\\n \\\"type\\\" : \\\"checking\\\"\\n }\\n ],\\n \\\"error\\\" : null,\\n \\\"expire\\\" : null,\\n \\\"id\\\" : 7,\\n \\\"id_user\\\" : 7,\\n \\\"id_bank\\\" : 41,\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:31\\\"\\n }\\n ],\\n \\\"total\\\" : 1,\\n}\\n```\\n\\n### Background synchronizations & Webhooks\\nWebhooks are callbacks sent to your server, when an event is triggered during a synchronization.\\nSynchronizations are automatic, the frequency can be set using the configuration key `autosync.frequency`.\\nUsing webhooks allows you to get the most up-to-date data of your users, after each synchronization.\\n\\nThe automatic synchronization makes it possible to recover new bank entries, or new invoices, at a given frequency.\\nYou have the possibility to add webhooks on several events, and choose to receive each one on a distinct URL.\\nTo see the list of available webhooks you can call the endpoint hereunder:\\n```\\ncurl https://demo.biapi.pro/2.0/webhooks_events \\\\\\n -H 'Authorization: Bearer '\\n```\\n\\nThe background synchronizations for each user are independent, and their plannings are spread over the day so that they do not overload any website.\\n\\nOnce the synchronization of a user is over, a POST request is sent on the callback URL you have defined, including all webhook data.\\nA typical json sent to your server is as below:\\n```http\\nPOST /callback HTTP/1.1\\nHost: example.org\\nContent-Length: 959\\nAccept-Encoding: gzip, deflate, compress\\nAccept: */*\\nUser-Agent: Budgea API/2.0\\nContent-Type: application/json; charset=utf-8\\nAuthorization: Bearer sl/wuqgD2eOo+4Zf9FjvAz3YJgU+JKsJ\\n\\n{\\n \\\"connections\\\" : [\\n {\\n \\\"accounts\\\" : [\\n {\\n \\\"balance\\\" : 7481.01,\\n \\\"currency\\\" : {\\n \\\"symbol\\\" : \\\"\\u20ac\\\",\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false\\n },\\n \\\"deleted\\\" : null,\\n \\\"display\\\" : true,\\n \\\"formatted_balance\\\" : \\\"7 481,01 \\u20ac\\\",\\n \\\"iban\\\" : \\\"FR76131048379405300290000016\\\",\\n \\\"id\\\" : 17,\\n \\\"id_connection\\\" : 7,\\n \\\"investments\\\" : [\\n {\\n \\\"code\\\" : \\\"FR0010330902\\\",\\n \\\"description\\\" : \\\"\\\",\\n \\\"diff\\\" : -67.86,\\n \\\"id\\\" : 55,\\n \\\"id_account\\\" : 19,\\n \\\"id_type\\\" : 1,\\n \\\"label\\\" : \\\"Agressor PEA\\\",\\n \\\"portfolio_share\\\" : 0.48,\\n \\\"prev_diff\\\" : 2019.57,\\n \\\"quantity\\\" : 7.338,\\n \\\"type\\\" : {\\n \\\"color\\\" : \\\"AABBCC\\\",\\n \\\"id\\\" : 1,\\n \\\"name\\\" : \\\"Fonds action\\\"\\n },\\n \\\"unitprice\\\" : 488.98,\\n \\\"unitvalue\\\" : 479.73,\\n \\\"valuation\\\" : 3520.28\\n }\\n ],\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"name\\\" : \\\"Compte chèque\\\",\\n \\\"number\\\" : \\\"3002900000\\\",\\n \\\"transactions\\\" : [\\n {\\n \\\"active\\\" : true,\\n \\\"application_date\\\" : \\\"2015-06-17\\\",\\n \\\"coming\\\" : false,\\n \\\"comment\\\" : null,\\n \\\"commission\\\" : null,\\n \\\"country\\\" : null,\\n \\\"date\\\" : \\\"2015-06-18\\\",\\n \\\"date_scraped\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"deleted\\\" : null,\\n \\\"documents_count\\\" : 0,\\n \\\"formatted_value\\\" : \\\"-16,22 \\u20ac\\\",\\n \\\"id\\\" : 309,\\n \\\"id_account\\\" : 17,\\n \\\"id_category\\\" : 9998,\\n \\\"id_cluster\\\" : null,\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:30\\\",\\n \\\"new\\\" : true,\\n \\\"original_currency\\\" : null,\\n \\\"original_value\\\" : null,\\n \\\"original_wording\\\" : \\\"FACTURE CB HALL'S BEER\\\",\\n \\\"rdate\\\" : \\\"2015-06-17\\\",\\n \\\"simplified_wording\\\" : \\\"HALL'S BEER\\\",\\n \\\"state\\\" : \\\"parsed\\\",\\n \\\"stemmed_wording\\\" : \\\"HALL'S BEER\\\",\\n \\\"type\\\" : \\\"card\\\",\\n \\\"value\\\" : -16.22,\\n \\\"wording\\\" : \\\"HALL'S BEER\\\"\\n }\\n ],\\n \\\"type\\\" : \\\"checking\\\"\\n }\\n ],\\n \\\"bank\\\" : {\\n \\\"id_weboob\\\" : \\\"ing\\\",\\n \\\"charged\\\" : true,\\n \\\"name\\\" : \\\"ING Direct\\\",\\n \\\"id\\\" : 7,\\n \\\"hidden\\\" : false\\n },\\n \\\"error\\\" : null,\\n \\\"expire\\\" : null,\\n \\\"id\\\" : 7,\\n \\\"id_user\\\" : 7,\\n \\\"id_bank\\\" : 41,\\n \\\"last_update\\\" : \\\"2015-07-04 15:17:31\\\"\\n }\\n ],\\n \\\"total\\\" : 1,\\n \\\"user\\\" : {\\n \\\"signin\\\" : \\\"2015-07-04 15:17:29\\\",\\n \\\"id\\\" : 7,\\n \\\"platform\\\" : \\\"sharedAccess\\\"\\n }\\n}\\n```\\nThe authentication on the callback is made with the access_token of the user (which is a shared secret between your server and the Budgea API).\\n\\nWhen you are in production, it is needed to define a HTTPS URL using a valid certificate, delivered by a recognized authority. If this is not the case, you can contact us to add your CA (Certificate Authority) to our PKI (Public Key Infrastructure).\\n\\nImportant: it is necessary to send back a HTTP 200 code, without what we consider that data is not correctly taken into account on your system, and it will be sent again at the next user synchronization.\\n\\n## Guidelines for production\\nNow you should have integrated the API inside your application. Make sure your Webhooks URLs are in HTTPS, if so you can enable the production state of the API.\\n\\nTo make things great, here are some good practices, please check you have respected them:\\n- You have provided to your users a way to configure their accounts\\n- You have provided to your users a way to change their account passwords\\n- You consider the **error** field of Connections, to alert the user in case the state is **wrongpass**\\n- You map IDs of Accounts, Subscriptions, Transactions and Documents in your application, to be sure to correctly match them\\n- When the deleted field is set on a bank transaction, you delete it in your database\\n- You don't loop on all users to launch synchronizations, this might saturate the service\\n\\nIf you have questions about above points, please contact us. Otherwise, you can put into production!\\n\\n### Going further\\nIf you want to raise the bar for your app and add features such as the ability to do transfers, get invoices, aggregate patrimony and more, please refer to the sections below.\\nWe'll discuss complementary APIs building upon the aggregation, allowing for the best of financial apps.\\n\\n## Budgea API Pay\\nThis API allows for the emition of transfers between the aggregated accounts.\\nJust like the simple aggregation, BI provides a webview or a protocol to follow, to implement this feature.\\n\\n### API pay protocol\\nThis section describes how the transfer and recipient protocol work, in case you don't want to integrate the webview.\\nThe idea is to do following calls client side (with AJAX in case of a web application), so that the interaction with the Budgea API is transparent.\\n\\n#### Executing a transfer\\n1. /auth/token/code\\nIf you do calls client side, get a new temporary code for the user, from the access_token. This will prevent security issues.\\n```\\ncurl -d '' \\\\\\n https://demo.biapi.pro/2.0/auth/token/code \\\\\\n -H 'Authorization: Bearer '\\n```\\n```json\\n{\\n \\\"code\\\": \\\"/JiDppWgbmc+5ztHIUJtHl0ynYfw682Z\\\",\\n \\\"type\\\": \\\"temporary\\\",\\n \\\"expires_in\\\": 1800\\n}\\n```\\nThe returned token has a life-time of 30 minutes.\\n\\n2. /users/me/accounts?able_to_transfer=1\\nList all the accounts that can do transfers. Authenticate the call with the code you got at step 1.\\n```\\ncurl https://demo.biapi.pro/2.0/users/me/accounts?able_to_transfer=1 \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z'\\n```\\n```json\\n{\\n \\\"accounts\\\" : [\\n {\\n \\\"display\\\" : true,\\n \\\"balance\\\" : 2893.36,\\n \\\"id_type\\\" : 2,\\n \\\"number\\\" : \\\"****1572\\\",\\n \\\"type\\\" : \\\"checking\\\",\\n \\\"deleted\\\" : null,\\n \\\"bic\\\" : \\\"BNPAFRPPXXX\\\",\\n \\\"bookmarked\\\" : false,\\n \\\"coming\\\" : -2702.74,\\n \\\"id_user\\\" : 1,\\n \\\"original_name\\\" : \\\"Compte de chèques\\\",\\n \\\"currency\\\" : {\\n \\\"symbol\\\" : \\\"\\u20ac\\\",\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false\\n },\\n \\\"name\\\" : \\\"lol\\\",\\n \\\"iban\\\" : \\\"FR7630004012550000041157244\\\",\\n \\\"last_update\\\" : \\\"2016-12-28 12:31:04\\\",\\n \\\"id\\\" : 723,\\n \\\"formatted_balance\\\" : \\\"2893,36 \\u20ac\\\",\\n \\\"able_to_transfer\\\" : true,\\n \\\"id_connection\\\" : 202\\n }\\n ],\\n \\\"total\\\" : 1\\n}\\n```\\n\\n3. /users/me/accounts/ID/recipients\\nList all available recipients for a given account.\\n```\\ncurl https://demo.biapi.pro/2.0/users/me/accounts/723/recipients?limit=1 \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z'\\n```\\n```json\\n{\\n \\\"total\\\" : 27,\\n \\\"recipients\\\" : [\\n {\\n \\\"bank_name\\\" : \\\"BNP PARIBAS\\\",\\n \\\"bic\\\" : \\\"BNPAFRPPXXX\\\",\\n \\\"category\\\" : \\\"Interne\\\",\\n \\\"deleted\\\" : null,\\n \\\"enabled_at\\\" : \\\"2016-10-31 18:52:53\\\",\\n \\\"expire\\\" : null,\\n \\\"iban\\\" : \\\"FR7630004012550003027641744\\\",\\n \\\"id\\\" : 1,\\n \\\"id_account\\\" : 1,\\n \\\"id_target_account\\\" : 2,\\n \\\"label\\\" : \\\"Livret A\\\",\\n \\\"last_update\\\" : \\\"2016-12-05 12:07:24\\\",\\n \\\"time_scraped\\\" : \\\"2016-10-31 18:52:54\\\",\\n \\\"webid\\\" : \\\"2741588268268091098819849694548441184167285851255682796371\\\"\\n }\\n ]\\n}\\n```\\n\\n4. /users/me/accounts/ID/recipients/ID/transfers\\nCreate the transfer\\n```\\ncurl \\\\\\n https://demo.biapi.pro/2.0/users/me/accounts/1/recipients/1/transfers \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z' \\\\\\n -F amount=10, \\\\\\n -F label=\\\"Test virement\\\", \\\\\\n -F exec_date=\\\"2018-09-12\\\" // optional\\n```\\n```json\\n{\\n \\\"account_iban\\\" : \\\"FR7630004012550000041157244\\\",\\n \\\"amount\\\" : 10,\\n \\\"currency\\\" : {\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false,\\n \\\"symbol\\\" : \\\"\\u20ac\\\"\\n },\\n \\\"exec_date\\\" : \\\"2018-09-12\\\",\\n \\\"fees\\\" : null\\n \\\"formatted_amount\\\" : \\\"10,00 \\u20ac\\\",\\n \\\"id\\\" : 22,\\n \\\"id_account\\\" : 1,,\\n \\\"id_recipient\\\" : 1,\\n \\\"label\\\" : \\\"Test virement\\\",\\n \\\"recipient_iban\\\" : \\\"FR7630004012550003027641744\\\",\\n \\\"register_date\\\" : \\\"2018-09-12 10:34:59\\\",\\n \\\"state\\\" : \\\"created\\\",\\n \\\"webid\\\" : null\\n}\\n```\\n\\n5. /users/me/transfers/ID\\nExecute the transfer\\n```\\ncurl \\\\\\n https://demo.biapi.pro/2.0/users/me/transfers/22 \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z' \\\\\\n -F validated=true\\n```\\n```json\\n{\\n \\\"account_iban\\\" : \\\"FR7630004012550000041157244\\\",\\n \\\"amount\\\" : 10,\\n \\\"currency\\\" : {\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false,\\n \\\"symbol\\\" : \\\"\\u20ac\\\"\\n },\\n \\\"exec_date\\\" : \\\"2016-12-19\\\",\\n \\\"fees\\\" : null,\\n \\\"fields\\\" : [\\n {\\n \\\"label\\\" : \\\"Code secret BNP Paribas\\\",\\n \\\"type\\\" : \\\"password\\\",\\n \\\"regex\\\" : \\\"^[0-9]{6}$\\\",\\n \\\"name\\\" : \\\"password\\\"\\n }\\n ],\\n \\\"formatted_amount\\\" : \\\"10,00 \\u20ac\\\",\\n \\\"id\\\" : 22,\\n \\\"id_account\\\" : 1,\\n \\\"id_recipient\\\" : 1,\\n \\\"label\\\" : \\\"Test virement\\\",\\n \\\"recipient_iban\\\" : \\\"FR7630004012550003027641744\\\",\\n \\\"register_date\\\" : \\\"2016-12-19 10:34:59\\\",\\n \\\"state\\\" : \\\"created\\\",\\n \\\"webid\\\" : null\\n}\\n```\\nHere, an authentication step asks user to enter his bank password. The transfer can be validated with:\\n\\n```\\ncurl \\\\\\n https://demo.biapi.pro/2.0/users/me/transfers/22 \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z' \\\\\\n -F validated=true \\\\\\n -F password=\\\"123456\\\"\\n```\\n```json\\n{\\n \\\"account_iban\\\" : \\\"FR7630004012550000041157244\\\",\\n \\\"currency\\\" : {\\n \\\"id\\\" : \\\"EUR\\\",\\n \\\"prefix\\\" : false,\\n \\\"symbol\\\" : \\\"\\u20ac\\\"\\n },\\n \\\"amount\\\" : 10,\\n \\\"exec_date\\\" : \\\"2016-12-19\\\",\\n \\\"fees\\\" : 0,\\n \\\"formatted_amount\\\" : \\\"10,00 \\u20ac\\\",\\n \\\"id\\\" : 22,\\n \\\"id_account\\\" : 1,\\n \\\"id_recipient\\\" : 1,\\n \\\"label\\\" : \\\"Test virement\\\",\\n \\\"recipient_iban\\\" : \\\"FR7630004012550003027641744\\\",\\n \\\"register_date\\\" : \\\"2016-12-19 10:34:59\\\",\\n \\\"state\\\" : \\\"pending\\\",\\n \\\"webid\\\" : \\\"ZZ10C4FKSNP05TK95\\\"\\n}\\n```\\nThe field state is changed to *pending*, telling that the transfer has been correctly executed on the bank. A connection synchronization is then launched, to find the bank transaction in the movements history. In this case, the transfer state will be changed to *done*.\\n\\n#### Adding a recipient\\n1. /auth/token/code\\nGet a temporary token for the user. Same procedure than step 1 for a transfer.\\n\\n2. /users/me/accounts?able_to_transfer=1\\nList accounts allowing transfers. Same procedure than step 2 for a transfer.\\n\\n3. /users/me/accounts/ID/recipients/\\nAdd a new recipient.\\n```\\ncurl \\\\\\n https://demo.biapi.pro/2.0/users/me/accounts/1/recipients \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z' \\\\\\n -F iban=FR7613048379405300290000355 \\\\\\n -F label=\\\"Papa\\\", \\\\\\n -F category=\\\"Famille\\\" // optional\\n```\\n```json\\n{\\n \\\"bank_name\\\" : \\\"BNP PARIBAS\\\",\\n \\\"bic\\\" : \\\"BNPAFRPPXXX\\\",\\n \\\"category\\\" : \\\"Famille\\\",\\n \\\"deleted\\\" : null,\\n \\\"enabled_at\\\" : null,\\n \\\"expire\\\" : \\\"2017-04-29 16:56:20\\\",\\n \\\"fields\\\" : [\\n {\\n \\\"label\\\" : \\\"Veuillez entrer le code reçu par SMS\\\",\\n \\\"type\\\" : \\\"password\\\",\\n \\\"regex\\\" : \\\"^[0-9]{6}$\\\",\\n \\\"name\\\" : \\\"sms\\\"\\n }\\n ],\\n \\\"iban\\\" : \\\"FR7613048379405300290000355\\\",\\n \\\"id\\\" : 2,\\n \\\"id_account\\\" : 1,\\n \\\"id_target_account\\\" : null,\\n \\\"label\\\" : \\\"Papa\\\",\\n \\\"last_update\\\" : \\\"2017-04-29 16:26:20\\\",\\n \\\"time_scraped\\\" : null,\\n \\\"webid\\\" : null\\n}\\n```\\nIt is necessary to post on the object Recipient with the requested fields (here sms), until the add is validated:\\n```\\ncurl \\\\\\n https://demo.biapi.pro/2.0/users/me/accounts/1/recipients/2 \\\\\\n -H 'Authorization: Bearer /JiDppWgbmc+5ztHIUJtHl0ynYfw682Z' \\\\\\n -F sms=\\\"123456\\\"\\n```\\n```json\\n{\\n \\\"bank_name\\\" : \\\"BNP PARIBAS\\\",\\n \\\"bic\\\" : \\\"BNPAFRPPXXX\\\",\\n \\\"category\\\" : \\\"Famille\\\",\\n \\\"deleted\\\" : null,\\n \\\"enabled_at\\\" : \\\"2017-05-01 00:00:00\\\",\\n \\\"expire\\\" : null,\\n \\\"iban\\\" : \\\"FR7613048379405300290000355\\\",\\n \\\"id\\\" : 2,\\n \\\"id_account\\\" : 1,\\n \\\"id_target_account\\\" : null,\\n \\\"label\\\" : \\\"Papa\\\",\\n \\\"last_update\\\" : \\\"2017-04-29 16:26:20\\\",\\n \\\"time_scraped\\\" : null,\\n \\\"webid\\\" : \\\"2741588268268091098819849694548441184167285851255682796371\\\"\\n}\\n```\\nIf the field enabled_at is in the future, it means that it isn't possible yet to execute a transfer, as the bank requires to wait a validation period.\\n\\n### API Pay Webview\\nThis section describes how to integrate the webview of the Budgea Pay API inside your application, to let your users do transfers to their recipients.\\n\\n#### User redirection\\nTo redirect the user to the webview, it is necessary to build a URI authenticated with a temporary token.\\nThis can be done from our library, or by calling the endpoint `/auth/token/code` (see the protocol section for an example).\\nIf the parameter **redirect_uri** is supplied, the user will be redirected to that page once the transfer is done.\\n\\n#### List of pages\\nHere are a list a pages you may call to redirect your user directly on a page of the process:\\n|Path |Description of the page |\\n|-------------------------------------|----------------------------------------------------------------------------------|\\n|/transfers |List Transfers |\\n|/transfers/accounts |List emitter accounts |\\n|/transfers/accounts/id/recipients |List recipients |\\n|/transfers/accounts/id/recipients/id |Initialization of a transfer between the account and the recipient |\\n|/transfers/id |Detail of a given transfer |\\n\\n## Deprecated\\n\\nThis section lists all the deprecated features in Budgea API. The associated date is the date of its removal.\\n**Do not use them**.\\n\\n### Key Investments (**2019-06-24**)\\n\\nAdding a temporary new key \\\"all_investments\\\" that will include deleted investments in the **webhooks**.\\n\\n### No automatic expand on User objects (**2019-07-30**)\\nIn the API responses, by default, User objects won't display the keys \\\"config\\\", \\\"alert_settings\\\" and \\\"invites\\\" anymore.\\nYou will still be able to access this data by expanding the request.\\nExample: GET /users/me/?expand=alert_settings,config\\n\\n### Renaming of \\\"type\\\" field for jwt tokens (**2019-07-30**)\\nFor user's tokens in the jwt format, the \\\"type\\\" field will be renamed from \\\"shared_access\\\" to \\\"sharedAccess\\\".\\n\",\"title\":\"Budgea API Documentation\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"financial\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://budgea.biapi.pro/2.0/doc/\",\"version\":\"2.0\"}],\"x-providerName\":\"biapi.pro\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/biapi.pro/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/biapi.pro/2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bigoven.com\",\"value\":{\"added\":\"2016-04-06T00:54:25.000Z\",\"preferred\":\"partner\",\"versions\":[{\"key\":\"partner\",\"value\":{\"added\":\"2016-04-06T00:54:25.000Z\",\"info\":{\"description\":\"#Documentation\\r\\n\\r\\nThis is the documentation for the partner endpoint of the BigOven Recipe and Grocery List API.\\r\\n\\r\\nThe update brings with it Swagger-based documentation. [Swagger](http://swagger.io) is an emerging standard for describing REST-based APIs, and with this Swagger-compliant endpoint (above), you can make ready-to-go interface libraries for your code via [swagger-codegen](https://github.com/swagger-api/swagger-codegen). For instance, it's easy to generate libraries for Node.js, Java, Ruby, ASP.NET MVC, jQuery, php and more!\\r\\n\\r\\nYou can also try out the endpoint calls with your own api_key right here on this page. Be sure to enter your api_key above to use the \\\"Try it out!\\\" buttons on this page.\\r\\n\\r\\n##Start Here\\r\\n\\r\\nDevelopers new to the BigOven API should start with this version, not with the legacy API. We'll be making improvements to this API over time, and doing only bug fixes on the v1 API.\\r\\n\\r\\n\\r\\n\\r\\nTo pretend you're a BigOven user (for instance, to get your recently viewed recipes or your grocery list), you need to pass in Basic Authentication information in the header, just as with the v1 API. We do now require that you make all calls via https. You need to pass your api_key in with every call, though this can now be done on the header (send a request header \\\"X-BigOven-API-Key\\\" set to your api_key value, e.g., Request[\\\"X-BigOven-API-Key\\\"]=\\\"your-key-here\\\".)\\r\\n\\r\\n##Migration Notes\\r\\n\\r\\nFor existing partners, we encourage you to [migrate](https://api2.bigoven.com), and while at this writing we have no hard-and-fast termination date for the v1 API, we strongly prefer that you migrate by January 1, 2017. While the changes aren't overly complex, there are several breaking changes, including refactoring of recipe search and results and removal of support for XML. This is not a simply plug-and-play replacement to the v1 API. With respect to an exclusive focus on JSON, the world has spoken, and it prefers JSON for REST-based API's. We've taken numerous steps to refactor the API to make it more REST-compliant. Note that this v2 API will be the preferred API from this point onward, so we encourage developers to migrate to this new format. We have put together some [migration notes](/web/documentation/migration-to-v2) that we encourage you to read carefully.\\r\\n\\r\\n##Photos\\r\\n\\r\\nSee our [photos documentation](https://api2.bigoven.com/web/documentation/recipe-images). \\r\\n\\r\\nFor more information on usage of this API, including features, pricing, rate limits, terms and conditions, please visit the [BigOven API website](https://api2.bigoven.com).\",\"title\":\"500,000+ Recipe and Grocery List API (v2)\",\"version\":\"partner\",\"x-apiClientRegistration\":{\"url\":\"http://api2.bigoven.com/web/console\"},\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_bigoven_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://api2.bigoven.com/swagger/docs/partner\",\"version\":\"3.0\"}],\"x-providerName\":\"bigoven.com\"},\"externalDocs\":{\"url\":\"http://api2.bigoven.com/web/documentation\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bigoven.com/partner/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bigoven.com/partner/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bigredcloud.com\",\"value\":{\"added\":\"2021-02-15T22:26:07.285Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2021-02-15T22:26:07.285Z\",\"info\":{\"description\":\"\\r\\n
\\r\\n Welcome to the Big Red Cloud API
\\r\\n This API enables programmatic access to Big Red Cloud data.
\\r\\n We have used Swagger to auto generate the API documentation on this page, and it also enables direct interaction with the API in this page.
\\r\\n To get started, you will require an API Key - check out our guide at https://www.bigredcloud.com/support/generating-api-key-guide/ for information on how to get one.
\\r\\n Use the 'Enter API Key' button below to enter your API key and start interacting with your Big Red Cloud data right on this page.
\\r\\n The API key will be stored in your browsers local storage for convenience, but you will be able to delete it at any time if you wish.
\\r\\n For additional information on the API, check out our support article at https://www.bigredcloud.com/support/api/
\\r\\n
\",\"title\":\"Big Red Cloud API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.bigredcloud.com_wp-content_uploads_BRCfavicon.gif\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://app.bigredcloud.com/api/swagger/docs/v1\",\"version\":\"2.0\"}],\"x-providerName\":\"bigredcloud.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bigredcloud.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bigredcloud.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bikewise.org\",\"value\":{\"added\":\"2015-07-13T11:41:15.000Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2015-07-13T11:41:15.000Z\",\"info\":{\"contact\":{\"email\":\"support@bikeindex.org\"},\"description\":\"

This is an API for accessing information about bicycling related incidents. You can find the source code on GitHub.

\\n\",\"title\":\"BikeWise API v2\",\"version\":\"v2\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.bikewise.org_fav.ico\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.31\"},\"format\":\"swagger\",\"url\":\"https://bikewise.org/api/v2/swagger_doc\",\"version\":\"1.2\"}],\"x-providerName\":\"bikewise.org\"},\"externalDocs\":{\"url\":\"https://www.bikewise.org/documentation/api_v2\"},\"updated\":\"2020-01-07T11:40:28.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bikewise.org/v2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bikewise.org/v2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"billbee.io\",\"value\":{\"added\":\"2018-06-08T08:48:29.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2018-06-08T08:48:29.000Z\",\"info\":{\"contact\":{\"email\":\"support@billbee.io\",\"name\":\"Billbee GmbH\",\"url\":\"https://www.billbee.io\",\"x-twitter\":\"billbeeio\"},\"description\":\"Documentation of the Billbee REST API to connect a Billbee account to external aplications.\\n\\n## Endpoint\\n\\nThe Billbee API endpoint base url is https://app.billbee.io/api/v1 \\n\\n## Activation\\n\\nYou have to enable the API in the settings of your Billbee account. In addition you need a Billbee API Key identifying the application you develop. To get an API key, send a mail to support@billbee.io and send us a short note about what you are building.\\n\\n## Authorization & security\\n\\nBecause you can access private data with the Billbee API, every request has to be sent over https and must\\n\\n* Contain a valid API Key identifying the application/developer. It has to be sent as the HTTP header X-Billbee-Api-Key\\n* Contain a valid user login with billbee username and api password in form of a basic auth HTTP header\\n\\n## Throttling\\n\\nEach endpoint has a throttle of max 2 requests per second per combination of API Key and Billbee user.\\n\\nWhen you exceed these 2 calls, the API will return a HTTP 429 status code\\n\\n\",\"title\":\"Billbee API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_billbeeio_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://app.billbee.io/swagger/docs/v1\",\"version\":\"2.0\"}],\"x-providerName\":\"billbee.io\"},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/billbee.io/v1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/billbee.io/v1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"billingo.hu\",\"value\":{\"added\":\"2021-06-23T08:51:19.036Z\",\"preferred\":\"3.0.7\",\"versions\":[{\"key\":\"3.0.7\",\"value\":{\"added\":\"2021-06-23T08:51:19.036Z\",\"info\":{\"contact\":{\"email\":\"hello@billingo.hu\",\"name\":\"Billingo Support\",\"url\":\"https://www.billingo.hu/kapcsolat\"},\"description\":\"This is a Billingo API v3 documentation. Our API based on REST software architectural style. API has resource-oriented URLs, accepts JSON-encoded request bodies and returns JSON-encoded responses. To use this API you have to generate a new API key on our [site](https://app.billingo.hu/api-key). After that, you can test your API key on this page.\",\"termsOfService\":\"https://www.billingo.hu/felhasznalasi-feltetelek\",\"title\":\"Billingo API v3\",\"version\":\"3.0.7\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.billingo.hu_images_billingo_logo.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.swaggerhub.com/apis/Billingo/Billingo/3.0.7\",\"version\":\"3.0\"}],\"x-providerName\":\"billingo.hu\"},\"externalDocs\":{\"description\":\"Find out more information about Billingo API v3 usage.\",\"url\":\"https://support.billingo.hu/content/446136358\"},\"updated\":\"2021-06-30T09:57:47.461Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/billingo.hu/3.0.7/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/billingo.hu/3.0.7/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bintable.com\",\"value\":{\"added\":\"2020-03-23T14:35:36.000Z\",\"preferred\":\"1.0.0-oas3\",\"versions\":[{\"key\":\"1.0.0-oas3\",\"value\":{\"added\":\"2020-03-23T14:35:36.000Z\",\"info\":{\"contact\":{\"email\":\"hello@bintable.com\"},\"description\":\"BIN lookup API, the free api service from bintable.com to lookup card information using it's BIN. the service maintains updated database based on the comunity and other third party services to make sure all BINs in the database are accurate and up to date.\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"BIN Lookup API\",\"version\":\"1.0.0-oas3\",\"x-apisguru-categories\":[\"financial\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://bintable.com/api-files/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"bintable.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bintable.com/1.0.0-oas3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bintable.com/1.0.0-oas3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bitbucket.org\",\"value\":{\"added\":\"2016-09-09T08:57:20.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2016-09-09T08:57:20.000Z\",\"info\":{\"contact\":{\"email\":\"support@bitbucket.org\",\"name\":\"Bitbucket Support\",\"url\":\"https://support.atlassian.com/bitbucket-cloud/\"},\"description\":\"Code against the Bitbucket API to automate simple tasks, embed Bitbucket data into your own site, build mobile or desktop apps, or even add custom UI add-ons into Bitbucket itself using the Connect framework.\",\"termsOfService\":\"https://www.atlassian.com/legal/customer-agreement\",\"title\":\"Bitbucket API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"developer_tools\",\"collaboration\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_d301sr5gafysq2.cloudfront.net_0c55837759e5_img_homepage_bitbucket-logo-blue.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://bitbucket.org/api/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"bitbucket.org\",\"x-tags\":[\"code repository\",\"code collaboration\",\"git\"]},\"externalDocs\":{\"url\":\"https://bitbucket.org/api\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bitbucket.org/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bitbucket.org/2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"blazemeter.com\",\"value\":{\"added\":\"2017-11-28T18:45:29.000Z\",\"preferred\":\"4\",\"versions\":[{\"key\":\"4\",\"value\":{\"added\":\"2017-11-28T18:45:29.000Z\",\"info\":{\"contact\":{\"email\":\"support@blazemeter.com\",\"x-twitter\":\"BlazeMeter\"},\"description\":\"Live API Documentation\",\"license\":{\"name\":\"LGPL-2.1\",\"url\":\"https://www.gnu.org/licenses/old-licenses/lgpl-2.1.html\"},\"title\":\"Blazemeter API Explorer\",\"version\":\"4\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_BlazeMeter_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.6.0\"},\"format\":\"swagger\",\"url\":\"https://a.blazemeter.com/api/v4/explorer/resources.json\",\"version\":\"1.2\"}],\"x-providerName\":\"blazemeter.com\"},\"updated\":\"2018-02-05T08:23:20.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/blazemeter.com/4/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/blazemeter.com/4/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"bluemix.net:containers\",\"value\":{\"added\":\"2017-02-13T12:25:20.000Z\",\"preferred\":\"3.0.0\",\"versions\":[{\"key\":\"3.0.0\",\"value\":{\"added\":\"2017-02-13T12:25:20.000Z\",\"info\":{\"description\":\"Containers are virtual software objects that include all the elements that an app needs to run. A container has the benefits of resource isolation and allocation but is more portable and efficient than, for example, a virtual machine.\\n\\n This documentation describes the IBM Containers API, which is based on the Docker Remote API. The API provides endpoints that you can use to create and manage your single containers and container groups in Bluemix. Endpoints are summarized under the following tags: \\n\\n- **Authentication**: Retrieve and refresh your TLS certificates. \\n- **Private Docker images registry**: Create your own private Docker images registry in Bluemix by setting a namespace for your organization. \\n- **Images**: View, build, and push your images to your private Bluemix registry so you can use them with IBM Containers. You can also scan your container images with the Vulnerability Advisor against standard policies set by the organization manager and a database of known Ubuntu issues. \\n- **Single Containers**: Create and manage single containers in Bluemix. Use a single container to implement short-lived processes or to run simple tests as you develop an app or service. To make your single container available from the internet, review the `Public IP addresses` endpoints. \\n- **Container Groups**: Create and manage your container groups in Bluemix. A container group consists of multiple single containers that are all created from the same container image and as a consequence are configured in the same way. Container groups offer further options at no cost to make your app highly available. These options include in-built load balancing, auto-recovery of unhealthy container instances, and auto-scaling of container instances based on CPU and memory usage. Map a public route to your container group to make your app accessible from the internet. \\n- **Public IP addresses**: Use these endpoints to request public IP addresses for your space. You can bind this IP address to your container to make your container accessible from the internet. \\n- **File shares**: Create, list and delete file shares in a space. A file share is a NFS storage system that hosts Docker volumes. \\n- **Volumes**: Create and manage container volumes in your space to persist the data of your containers. \\n\\n\\n Each API request requires an HTTP header that includes the 'X-Auth-Token\\u2019 and 'X-Auth-Project-Id\\u2019 parameter. \\n\\n- **X-Auth-Token**: The JSON web token (JWT) that you receive when logging into the Bluemix platform. It allows you to use the IBM Containers REST API, access services, and resources. Run `cf oauth-token` to retrieve your access token information.\\n- **X-Auth-Project-Id**: The unique ID of your organization space where you want to create or work with your containers. Run `cf space --guid`, where `` is the name of your space, to retrieve your space ID.\\n\\n\\n For further information about how containers work in the IBM Containers service, review the documentation under https://new-console.ng.bluemix.net/docs/containers/container_index.html. \",\"license\":{\"name\":\"(C) Copyright IBM Corp. 2016 All Rights Reserved.\"},\"title\":\"IBM Containers API\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_IBMCloud_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://ccsapi-doc.mybluemix.net/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"bluemix.net\",\"x-serviceName\":\"containers\"},\"updated\":\"2021-07-02T14:53:39.499Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bluemix.net/containers/3.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bluemix.net/containers/3.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"botify.com\",\"value\":{\"added\":\"2016-02-21T16:54:05.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2016-02-21T16:54:05.000Z\",\"info\":{\"description\":\"Botify Saas API\",\"title\":\"Botify API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"analytics\",\"tools\"],\"x-codegen-settings\":{\"arraySerialization\":\"CSV\",\"brandLabel\":\"Botify\",\"collectParameters\":true,\"nodeHttpClient\":\"NODE_SUPERAGENT\",\"useConstructorsForConfig\":false,\"useControllerPostfix\":false,\"useEnumPostfix\":false,\"useMethodPrefix\":false,\"useModelPostfix\":false},\"x-logo\":{\"backgroundColor\":\"#1A1A1A\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_static.botify.com_images_logos_botify-white.dc4215a12b9c.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/botify-labs/botify-sdk-js/master/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"botify.com\"},\"externalDocs\":{\"url\":\"https://developers.botify.com/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/botify.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/botify.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"botschaft.local\",\"value\":{\"added\":\"2021-02-28T16:48:40.912Z\",\"preferred\":\"0.1.0\",\"versions\":[{\"key\":\"0.1.0\",\"value\":{\"added\":\"2021-02-28T16:48:40.912Z\",\"info\":{\"title\":\"FastAPI\",\"version\":\"0.1.0\",\"x-apisguru-categories\":[\"messaging\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/ttymck/botschaft/master/example/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"botschaft.local\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-28T16:48:40.912Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/botschaft.local/0.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/botschaft.local/0.1.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"box.com\",\"value\":{\"added\":\"2019-05-02T09:25:45.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2019-05-02T09:25:45.000Z\",\"info\":{\"contact\":{\"email\":\"devrel@box.com\",\"name\":\"Box, Inc\",\"url\":\"https://box.dev\",\"x-twitter\":\"BoxHQ\"},\"description\":\"[Box Platform](https://box.dev) provides functionality to provide access to content stored within [Box](https://box.com). It provides endpoints for basic manipulation of files and folders, management of users within an enterprise, as well as more complex topics such as legal holds and retention policies.\",\"license\":{\"name\":\"Apache-2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0\"},\"termsOfService\":\"https://cloud.app.box.com/s/rmwxu64h1ipr41u49w3bbuvbsa29wku9\",\"title\":\"Box Platform API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"cloud\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_BoxHQ_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://opensource.box.com/box-openapi/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"box.com\"},\"externalDocs\":{\"description\":\"Box Developer Documentation\",\"url\":\"https://developer.box.com\"},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/box.com/2.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/box.com/2.0.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"brainbi.net\",\"value\":{\"added\":\"2020-08-25T07:29:40.748Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-08-25T07:29:40.748Z\",\"info\":{\"contact\":null,\"description\":\"Welcome to the official API of the brainbi platform. Using this API you can freely integrate our analytics platform with any other solution. \\nPlease refer to the following documentation and in case of any issues, please contact us at service@brainbi.net.\\n\\nPlease note: for this API you will use your email and password from the brainbi.net platform to gather a Bearer Token for any API calls (use Login and get token). Once you are finished with your calls, please do a logout to remove your token and keep your account safe (use logout).\",\"title\":\"brainbi\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-origin\":[{\"format\":\"postman\",\"url\":\"https://www.postman.com/collections/1148203-6a9d2dc5-3f7e-47f5-ae7d-782740625908-SzKZtGPb\",\"version\":\"2.x\"}],\"x-providerName\":\"brainbi.net\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/brainbi.net/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/brainbi.net/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"brandlovers.com\",\"value\":{\"added\":\"2016-06-14T11:22:01.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2016-06-14T11:22:01.000Z\",\"info\":{\"description\":\"Allows sellers to: 1) Load products definitions to the BrandLovers marktplace. 2) Receive and update orders status. 3) Receive and update shipping information. 4) Receive and update customer tickets. All requests consume and return application/json content. All request must be authenticated and use HTTPS.\",\"title\":\"BrandLovers Marketplace API V1\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/brandlovers/marketplace-api-documentation/master/brandlovers-marketplace-api-v1.json\",\"version\":\"2.0\"}],\"x-providerName\":\"brandlovers.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/brandlovers.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/brandlovers.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"braze.com\",\"value\":{\"added\":\"2021-06-14T09:46:07.219Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-14T09:46:07.219Z\",\"info\":{\"contact\":null,\"description\":\"# Braze API Overview\\n\\nBraze provides a high performance REST API to allow you to track users, send messages, export data, and more.\\n\\nA REST API is a way to programmatically transfer information over the web using a predefined schema. Braze has created many different endpoints with specific requirements that will perform various actions and/or return various data. API access is done using HTTPS web requests to your company's REST API endpoint (this will correspond to your Dashboard URL as shown in the table below).\\n\\nCustomers using Braze's EU database should use `https://rest.fra-01.braze.eu/`. For more information on REST API endpoints for customers using Braze's EU database see our [EU/US Implementation Differences documentation](https://www.braze.com/docs/developer_guide/eu01_us3_sdk_implementation_differences/overview/).\\n\\n## Braze Instances\\n\\nInstance | Dashboard URL | REST Endpoint\\n----------- |---------------- | --------------------\\nUS-01 | `https://dashboard.braze.com` or
`https://dashboard-01.braze.com` | `https://rest.iad-01.braze.com`\\nUS-02 | `https://dashboard-02.braze.com` | `https://rest.iad-02.braze.com`\\nUS-03 | `https://dashboard-03.braze.com` | `https://rest.iad-03.braze.com`\\nUS-04 | `https://dashboard-04.braze.com` | `https://rest.iad-04.braze.com`\\nUS-06 | `https://dashboard-06.braze.com` | `https://rest.iad-06.braze.com`\\nEU-01 | `https://dashboard.braze.eu` or
`https://dashboard-01.braze.eu` | `https://rest.fra-01.braze.eu`\\n\\n\\n# Using Braze's Postman Collection \\n\\nIf you have a Postman account (MacOS, Windows, and Linux versions can be downloaded from their website located [here](https://www.getpostman.com)), you can go to our Postman documentation and click the orange `Run in Postman` button in the top, right corner. This will allow you to [create an environment](#setting-up-your-postman-environment), as well as edit the available `POST` and `GET` requests to suit your own needs.\\n\\n## Setting Up Your Postman Environment\\n\\nThe Braze Postman Collection uses a templating variable, `{{instance_url}}`, to substitute the REST API URL of your Braze instance into the pre-built requests. Rather than having to manually edit all requests in the Collection, you can set up this variable in your Postman environment. To do so, please follow the steps below:\\n\\n1. Click on the gear icon in the top right corner of the Postman app. \\n2. Select \\\"Manage Environments\\\" to open a modal window which displays your active environments.\\n3. In the bottom right corner of the modal window, click \\\"Add\\\" to create a new environment.\\n4. Give this environment a name (e.g. \\\"Braze API Requests\\\") and add keys for `instance_url` and `api_key` with values corresponding to [your Braze instance](https://www.braze.com/docs/api/basics/#endpoints) and [Braze REST API Key](https://www.braze.com/docs/api/basics/#app-group-rest-api-keys), as pictured below. \\n\\nAs of April, 2020 Braze has changed how we read App Group API keys. Instead of passing them in the request body or through url parameters, we now read the App Group Rest`api_key` through the HTTP Authorization header. API keys not passed through the HTTP Authorization Header will coninue to work until they have been sunset. \\n\\n## Using the Pre-Built Requests from the Collection\\n\\nOnce you have configured your environment. You can use any of the pre-built requests in the collection as a template for building new API requests. To start using one of the pre-built requests, simply click on it within the 'Collections' menu on the left side of Postman. This will open the request as a new tab in the main window of the Postman app.\\n\\nIn general, there are two types of requests that Braze's API endpoints accept - `GET` and `POST`. Depending on which `HTTP` method the endpoint uses, you'll need to edit the pre-built request differently.\\n\\n### Edit a POST Request\\n\\nWhen editing a `POST` request, you'll need to open the request and navigate to the `Body` section in the request editor. For readability, select the `raw` radio button to format the `JSON` request body.\\n\\n### Edit a GET Request\\n\\nWhen editing a `GET` request, you will need to edit the parameters passed in the request URL. To edit these easily, select the `Params` button next to the URL bar and edit the key-value pairs in the fields that will appear below the URL bar.\\n\\n## Send Your Request\\n\\nOnce your API request is ready to send, click on the 'Send' button next to the URL bar. The request will be sent and the response data will be populated in a section underneath the request editor. From here, you can view the raw data returned from Braze's API, see the HTTP response code, see how long the request took to process, and view header information.\",\"title\":\"Braze Endpoints\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.braze.com_assets_favicon_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"postman\",\"url\":\"https://www.getpostman.com/collections/29baa41d7ba930673ef0\",\"version\":\"2.x\"}],\"x-providerName\":\"braze.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/braze.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/braze.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"brex.io\",\"value\":{\"added\":\"2018-03-01T12:40:34.000Z\",\"preferred\":\"2021.12\",\"versions\":[{\"key\":\"2021.12\",\"value\":{\"added\":\"2018-03-01T12:40:34.000Z\",\"info\":{\"contact\":{\"email\":\"support@kompany.com\",\"name\":\"KYC API Support\",\"url\":\"https://kycapi.kompany.com/\"},\"description\":\"API Interface to retrieve company data and products from business registers\",\"title\":\"KYC API Documentation\",\"version\":\"2021.12\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_brex.io_img_logo_brex_small.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"2.6.2\"},\"format\":\"openapi\",\"url\":\"https://api.brex.io/docs/api-docs.json\",\"version\":\"3.0\"}],\"x-providerName\":\"brex.io\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/brex.io/2021.12/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/brex.io/2021.12/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bridgedb.org\",\"value\":{\"added\":\"2020-07-13T15:17:05.893Z\",\"preferred\":\"0.9.0\",\"versions\":[{\"key\":\"0.9.0\",\"value\":{\"added\":\"2020-07-13T15:17:05.893Z\",\"info\":{\"title\":\"bridgedb webservices\",\"version\":\"0.9.0\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://bridgedb.github.io/swagger/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"bridgedb.org\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bridgedb.org/0.9.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bridgedb.org/0.9.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"britbox.co.uk\",\"value\":{\"added\":\"2020-09-17T08:45:04.890Z\",\"preferred\":\"3.730.300-ref-1-39-0\",\"versions\":[{\"key\":\"3.730.300-ref-1-39-0\",\"value\":{\"added\":\"2020-09-17T08:45:04.890Z\",\"info\":{\"description\":\"An Orchestration Layer that takes ISL services and packages them in a more targeted way for front-end applications.\\nThis in turn makes client integration easier and reduces the complexity and size of front-end applications.\\n\\nRocket is also customisable - allowing UI engineers to \\u2018remix\\u2019 the existing back-end services into something that\\nbest suits the application they are developing.\\n\",\"title\":\"Rocket Services\",\"version\":\"3.730.300-ref-1-39-0\",\"x-apisguru-categories\":[\"entertainment\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://isl.britbox.co.uk/api/spec\",\"version\":\"3.0\"}],\"x-providerName\":\"britbox.co.uk\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/britbox.co.uk/3.730.300-ref-1-39-0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/britbox.co.uk/3.730.300-ref-1-39-0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"browshot.com\",\"value\":{\"added\":\"2017-02-01T13:18:29.000Z\",\"preferred\":\"1.17.0\",\"versions\":[{\"key\":\"1.17.0\",\"value\":{\"added\":\"2017-02-01T13:18:29.000Z\",\"info\":{\"contact\":{\"email\":\"support@browshot.com\",\"name\":\"API Support\",\"url\":\"https://browshot.com/contact\"},\"description\":\"Take screenshots of any website in real time\",\"termsOfService\":\"https://browshot.com/terms\",\"title\":\"Browshot API\",\"version\":\"1.17.0\",\"x-apisguru-categories\":[\"tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_cdn.browshot.com_static_images_logo.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/juliensobrier/browshot-api-spec/master/browshot.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"browshot.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/browshot.com/1.17.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/browshot.com/1.17.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"bufferapp.com\",\"value\":{\"added\":\"2015-11-27T02:11:59.000Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2015-11-27T02:11:59.000Z\",\"info\":{\"description\":\"Social media management for marketers and agencies\",\"title\":\"Bufferapp\",\"version\":\"1\",\"x-apisguru-categories\":[\"social\",\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_d389zggrogs7qo.cloudfront.net_images_app_buffer-logo@2x.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/APIs-guru/unofficial_openapi_specs/master/bufferapp.com/1/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"bufferapp.com\",\"x-unofficialSpec\":true},\"externalDocs\":{\"url\":\"https://buffer.com/developers/api\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bufferapp.com/1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bufferapp.com/1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"bulksms.com\",\"value\":{\"added\":\"2018-04-03T17:20:58.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-04-03T17:20:58.000Z\",\"info\":{\"description\":\"## Overview\\n\\nThe JSON REST API allows you to submit and receive [BulkSMS](https://www.bulksms.com/) messages. You can also get access to past messages and see your account profile.\\n\\nThe base URL to use for this service is `https://api.bulksms.com/v1`. The base URL cannot be used on its own; you must append a path that identifies an operation and you may have to specify some path parameters as well.\\n\\n[Click here](/developer/) to go to the main BulkSMS developer site.\\n\\nIn order to give you an idea on how the API can be used, some JSON snippets are provided below. Have a look at the [messages section](#tag/Message) for more information.\\n\\nProbably the most simple example\\n\\n```\\n{\\n \\\"to\\\": \\\"+27001234567\\\",\\n \\\"body\\\": \\\"Hello World!\\\"\\n}\\n```\\n\\n\\nYou can send unicode automatically using the `auto-unicode` query parameter. \\nAlternatively, you can specify `UNICODE` for the `encoding` property in the request body. \\nPlease note: when `auto-unicode` is specified and the value of the `encoding` property is `UNICODE`, the message will always be sent as `UNICODE`.\\n\\nHere is an example that sets the `encoding` explicitly\\n\\n```\\n{\\n \\\"to\\\": \\\"+27001234567\\\",\\n \\\"body\\\": \\\"Dobrá práce! Jak se máš?\\\",\\n \\\"encoding\\\": \\\"UNICODE\\\"\\n}\\n```\\n\\nYou can also specify a from number\\n\\n```\\n{\\n \\\"from\\\": \\\"+27007654321\\\",\\n \\\"to\\\": \\\"+27001234567\\\",\\n \\\"body\\\": \\\"Hello World!\\\"\\n}\\n```\\n\\nSimilar to above, but repliable\\n\\n```\\n{\\n \\\"from\\\": { \\\"type\\\": \\\"REPLIABLE\\\" },\\n \\\"to\\\": \\\"+27001234567\\\",\\n \\\"body\\\": \\\"Hello World!\\\"\\n}\\n```\\n\\nA message to a group called Everyone\\n\\n```\\n{\\n \\\"to\\\": { \\\"type\\\": \\\"GROUP\\\", \\\"name\\\": \\\"Everyone\\\" },\\n \\\"body\\\": \\\"Hello World!\\\"\\n}\\n```\\n\\nA message to multiple recipients\\n\\n```\\n{\\n \\\"to\\\": [\\\"+27001234567\\\", \\\"+27002345678\\\", \\\"+27003456789\\\"],\\n \\\"body\\\": \\\"Happy Holidays!\\\"\\n}\\n```\\n\\nSending more than one message in the same request\\n\\n```\\n[\\n {\\n \\\"to\\\": \\\"+27001234567\\\",\\n \\\"body\\\": \\\"Hello World!\\\"\\n },\\n {\\n \\\"to\\\": \\\"+27002345678\\\",\\n \\\"body\\\": \\\"Hello Universe!\\\"\\n }\\n]\\n```\\n\\n**The insecure base URL `http://api.bulksms.com/v1` is deprecated** and may in future result in a `301` redirect response, or insecure requests may be rejected outright. Please use the secure (`https`) URI above.\\n\\n### HTTP Content Type\\n\\nAll API methods expect requests to supply a `Content-Type` header with the value `application/json`. All responses will have the `Content-Type` header set to `application/json`.\\n\\n### JSON Formatting\\n\\nYou are advised to format your JSON resources according to strict JSON format rules. While the API does attempt to parse strictly invalid JSON documents, doing so may lead to incorrect interpretation and unexpected results.\\n\\nGood JSON libraries will produce valid JSON suitable for submission, but if you are manually generating the JSON text, be careful to follow the JSON format. This include correct escaping of control characters and double quoting of property names.\\n\\nSee the [JSON specification](https://tools.ietf.org/html/rfc4627) for further information.\\n\\n### Date Formatting\\n\\nDates are formatted according to ISO-8601, such as `1970-01-01T10:00:00+01:00` for 1st January 1970, 10AM UTC+1.\\n\\nSee the [Wikipedia ISO 8601 reference](https://en.wikipedia.org/wiki/ISO_8601) for further information.\\n\\nSpecifically, calendar dates are formatted with the 'extended' format `YYYY-MM-DD`. Basic format, week dates and ordinal dates are not supported. Times are also formatted in the 'extended' format `hh:mm:ss`. Hours, minutes and seconds are mandatory. Offset from UTC must be provided; this is to ensure that there is no misunderstanding regarding times provided to the API.\\n\\nThe format we look for is `yyyy-MM-ddThh:mm:ss[Z|[+-]hh:mm]`\\n\\nExamples of valid date/times are`2011-12-31T12:00:00Z` `2011-12-31T12:00:00+02:00`\\n\\n### Entity Format Modifications\\n\\nIt is expected that over time some changes will be made to the request and response formats of various methods available in the API.\\nWhere possible, these will be implemented in a backwards compatible way.\\nTo make this possible you are required to ignore unknown properties.\\nThis enables the addition of information in response documents while maintaining compatibility with older clients.\\n\\n### Optional Request Entity Properties\\n\\nThere are many instances where requests can be made without having to specify every single property allowable in the request format.\\nAny such optional properties are noted as such in the documentation and their default value is noted.\\n\",\"title\":\"BulkSMS JSON REST API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"telecom\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/_developer_images_bulksms.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://developer.bulksms.com/json/v1/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"bulksms.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bulksms.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bulksms.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bungie.net\",\"value\":{\"added\":\"2017-08-29T05:47:57.000Z\",\"preferred\":\"2.11.1\",\"versions\":[{\"key\":\"2.11.1\",\"value\":{\"added\":\"2017-08-29T05:47:57.000Z\",\"info\":{\"contact\":{\"email\":\"support@bungie.com\",\"name\":\"Bungie.net API Support\",\"url\":\"https://github.com/Bungie-net/api\"},\"description\":\"These endpoints constitute the functionality exposed by Bungie.net, both for more traditional website functionality and for connectivity to Bungie video games and their related functionality.\",\"license\":{\"name\":\"BSD License 2.0\",\"url\":\"https://github.com/Bungie-net/api/blob/master/LICENSE\"},\"termsOfService\":\"https://www.bungie.net/en/View/Bungie/terms\",\"title\":\"Bungie.Net API\",\"version\":\"2.11.1\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_560547568992944129_x46z946T_400x400.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Bungie-net/api/master/openapi-2.json\",\"version\":\"3.0\"}],\"x-providerName\":\"bungie.net\"},\"externalDocs\":{\"description\":\"Our Wiki page about OAuth through Bungie.net.\",\"url\":\"https://github.com/Bungie-net/api/wiki/OAuth-Documentation\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/bungie.net/2.11.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/bungie.net/2.11.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"bunq.com\",\"value\":{\"added\":\"2019-06-12T08:55:27.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2019-06-12T08:55:27.000Z\",\"info\":{\"contact\":{\"name\":\"bunq Developer Support\",\"url\":\"http://bunq.com/developer\",\"x-twitter\":\"bunq\"},\"description\":\"***UPDATE:*** *We have released a [beta version of the new bunq API documentation.](https://beta.doc.bunq.com)*\\n\\n***NOTICE:*** *We have updated the sandbox base url to `https://public-api.sandbox.bunq.com/v1/`. Please update your applications accordingly. Check here: for more info.*\\n\\n***PSD2 NOTICE:*** *The second Payment Services Directive (PSD2) may affect your current or planned usage of our public API, as some of the API services are now subject to a permit. Please be aware that using our public API without the required PSD2 permit is at your own risk and take notice of our updated API Terms and Conditions on for more information.*\\n\\n# Introduction\\n\\nWelcome to bunq!\\n\\n- The bunq API is organised around REST. JSON will be returned in almost all responses from the API, including errors but excluding binary (image) files.\\n- Please configure your implementation to send its API requests to `https://public-api.sandbox.bunq.com/v1/`\\n- There is a version of the [Android app](https://appstore.bunq.com/api/android/builds/bunq-android-sandbox-master.apk) that connects to the bunq Sandbox environment. To create accounts for the Sandbox app, please follow the steps in the [Android Emulator](#android-emulator) section.\\n\\n## Getting started\\n\\nBefore you start sending API requests, you need to get an API key and activate it. API activation happens when you install the API key and link your IP address and device to it *(create an API context)*. The steps below will guide you through what you need to do to start sending custom API requests.\\n\\nHere is an overview of what you can use to get started with the bunq API: \\n1. **Create an API key.** You can do it either in our [developer portal](https://developer.bunq.com) or in the bunq app *(Profile → Security & Settings → Developers → API keys)*. If you want to test our sandbox first, our [bunq Developer ](https://developer.bunq.com)is the best place to start.\\n2. **Register a device.** A device can be a phone (private), computer or a server (public). You can register a new device by using the `POST /installation` and `POST /device-server` calls. This will activate your API key. You only need to do this once.\\n3. **Open a session.** Sessions are temporary and expire after the auto-logout time set for the user account. It can be changed by the account owner in the bunq app.\\n4. **Make your first call!**\\n\\n![bunq_API_context](https://www.bunq.com/assets/media/developer/API-context.jpg)\\n\\n## Versioning\\n\\nDevelopments in the financial sector, changing regulatory regimes and new feature requests require us to be flexible. This means we can iterate quickly to improve the API and related tooling. Therefore, we have chosen not to attach any version numbers to the changes just yet. \\n\\nWe will inform you in a timely manner of any important changes we make before they are deployed on together.bunq.com. You can also [subscribe to our API newsletter](https://bunq.us8.list-manage.com/subscribe?u=c00d0d6daea4e1cf7c863d52e&id=b08680cdc7) to make sure you don't miss any important updates. \\n\\n# OAuth\\n\\n## What is OAuth?\\n\\n[OAuth 2.0](https://www.oauth.com/oauth2-servers/getting-ready/) is a protocol that will let your app connect to bunq users in a safe and easy way. Please be aware that if you will gain access to the account information of other bunq users or initiate a payment for them, [you may require a PSD2 permit](https://beta.doc.bunq.com/other/faq#can-we-use-the-bunq-api-to-offer-services-to-third-parties).\\n\\n## Get started with OAuth for bunq\\n\\nTo initiate authorization into the bunq user accounts, you need to create an OAuth Client and register at least 1 redirect URL for it. \\n\\nYou can have 1 OAuth Client at a time. Reuse your OAuth credentials for every authorization request. \\n\\nThe list of steps below will help you to get started:\\n\\n1. Register an OAuth Client by creating an app in [bunq Developer](https://developer.bunq.com/portal)_._\\n2. Add one or more Redirect URLs.\\n3. Get your `client_id` and `secret` from your app information tab in [bunq Developer](https://developer.bunq.com/portal).\\n4. Redirect your users to the [OAuth authorization request URL](#oauth-authorization-request).\\n5. If the user accepts the authorization request, they will be redirected to the previously specified `redirect_uri` with an authorization `code` parameter.\\n6. Use the [token endpoint](#oauth-token-exchange) to exchange the authorization `code` for an `access_token`.\\n7. Use the `access_token` as a normal API Key. Open a session or use [our SDKs](https://github.com/bunq) to get started.\\n\\nYou can set up an OAuth Client and add redirect URLs to it using the dedicated endpoints too. Follow the flow below to do it programmatically.\\n\\nℹ️ As a PSD2 user, you cannot log in to the bunq app. You need to follow the flow below to register an OAuth Client for your application.\\n\\n![bunq_OAuth_credentials](https://www.bunq.com/assets/media/developer/create-oauth-credentials.jpg)\\n\\n## What can my apps do with OAuth?\\n\\nWe decided to launch OAuth with a default permission that allows you to perform the following actions:\\n- read and create Monetary Accounts;\\n- read Payments & Transactions;\\n- create Payments between Monetary Accounts of the same user;\\n- create Draft-Payments (the user will need to approve the payment using the bunq app);\\n- assign a Monetary account to a Card;\\n- read, create and manage Cards;\\n- read and create Request-Inquiries\\n- read Request-Responses.\\n\\nAs a PSD2-licensed developer, you are limited to the permission scopes of your role.\\n\\n## Authorization request\\n\\nYour web or mobile app should redirect users to the following URL:\\n\\n`https://oauth.bunq.com/auth`\\n\\nThe following parameters should be passed:\\n\\n- `response_type` - bunq supports the authorization code grant, provide `code` as parameter (required)\\n- `client_id` - your Client ID, get it from the bunq app (required)\\n- `redirect_uri` - the URL you wish the user to be redirected after the authorization, make sure you register the Redirect URL in the bunq app (required)\\n- `state` - a unique string to be passed back upon completion (optional)\\n\\nUse `https://oauth.sandbox.bunq.com/auth` in the sandbox environment.\\n\\n**Authorization request example:**\\n\\n```\\nhttps://oauth.bunq.com/auth?response_type=code\\n&client_id=1cc540b6e7a4fa3a862620d0751771500ed453b0bef89cd60e36b7db6260f813\\n&redirect_uri=https://www.bunq.com\\n&state=594f5548-6dfb-4b02-8620-08e03a9469e6\\n```\\n\\n**Authorization request response:**\\n\\n```\\nhttps://www.bunq.com/?code=7d272be434a75933f40c13d56aef6c31496005b653074f7d6ac57029d9995d30\\n&state=594f5548-6dfb-4b02-8620-08e03a9469e6\\n\\n```\\n\\n![bunq_OAuth_authorization_token_exchange.jpg](https://www.bunq.com/assets/media/developer/Authorization-token-exchange.jpg)\\n\\n## Token exchange\\n\\nIf the authorization request is accepted by the user, you get the authorization `code`_._ Exchange it for an `access_token`.\\n\\nMake a `POST` call to `https://api.oauth.bunq.com/v1/token` . Pass the following parameters as `GET` variables:\\n\\n- `grant_type` - the grant type used, `authorization_code` for now (required)\\n- `code` - the authorization code received from bunq (required)\\n- `redirect_uri` - the same Redirect URL used in the authorisation request (required)\\n- `client_id` - your Client ID (required)\\n- `client_secret` - your Client Secret (required)\\n\\nUse `https://api-oauth.sandbox.bunq.com/v1/token` in the sandbox environment.\\n\\n**Token request example:**\\n\\n```\\nhttps://api.oauth.bunq.com/v1/token?grant_type=authorization_code\\n&code=7d272be434a75933f40c13d56aef6c31496005b653074f7d6ac57029d9995d30\\n&redirect_uri=https://www.bunq.com/\\n&client_id=1cc540b6e7a4fa3a862620d0751771500ed453b0bef89cd60e36b7db6260f813\\n&client_secret=184f969765f6f74f53bf563ae3e9f891aec9179157601d25221d57f2f1151fd5\\n```\\n\\nNote: The request should only contain URL parameters. No body is expected.\\n\\n**Example successful response:**\\n\\n```json\\n{\\n \\\"access_token\\\": \\\"8baec0ac1aafca3345d5b811042feecfe0272514c5d09a69b5fbc84cb1c06029\\\",\\n \\\"token_type\\\": \\\"bearer\\\",\\n \\\"state\\\": \\\"594f5548-6dfb-4b02-8620-08e03a9469e6\\\"\\n}\\n```\\n\\n**Example error response:**\\n\\n```json\\n{\\n \\\"error\\\": \\\"invalid_grant\\\",\\n \\\"error_description\\\": \\\"The authorization code is invalid or expired.\\\"\\n}\\n```\\n\\n## What's next?\\n\\nTo start sending calls to the account of the user who has accepted your authorization request, create an API context for the `access_token` you have received as the result of the token exchange. The `access_token` can be used as a normal API key. Please continue with [Authentication](#authentication).\\n\\n**NOTE:** When connecting to a bunq user's account using OAuth, you create a new user \\\\(`userApiKey`\\\\) that has its own `id` and `access_token` . When sending a request on behalf of a user connected to your app via OAuth, use the `id` of `userApiKey` as `userId` and the item `id`s of the bunq user \\\\(`grantedByUser`\\\\).\\n\\n**Example of a successful request URL:**\\n\\n```text\\nhttps://api.bunq.com/user/{userApiKey's userId}/monetary-account/{grantedByUser's monetary-accountId}/payment\\n```\\n\\nWhen calling `GET /user/{userID}`, you might expect to get `UserPerson` or `UserCompany`. Instead, you will get the `UserApiKey` object, which contains references to both the user that requested access *(you)* and the user that granted access *(the bunq user account that you connected to)*. \\n\\n![bunq_OAuth UserApiKey](https://blobscdn.gitbook.com/v0/b/gitbook-28427.appspot.com/o/assets%2F-LbhJLuxCAKl5yUuS74T%2F-LuhS4YOAX9bwW1eGYF8%2F-LuhnlwEcVXtLVk6846Z%2FUserApiKey%20creation%20(3).jpg?alt=media&token=d1f212a2-3105-4f0e-a980-34b04a12998a)\\n\\n## Using the Connect button\\n\\nAll good? Ready to connect to your bunq users? Refer to our style guide and use the following assets when implementing the **Connect to bunq** button.\\n\\n- [Style guide](https://bunq.com/info/oauth-styleguide)\\n- [Connect button assets](https://bunq.com/info/oauth-connect-buttons)\\n\\nVisit us on together.bunq.com, share your creations, ask question and build your very own bunq app!\\n\\n# Authentication\\n\\n- All requests must use HTTPS. HTTP calls will fail. \\n- You should use SSL Certificate Pinning and Hostname Verification to ensure your connection with bunq is secure.\\n- The auto logout time that you set in the app applies to all your sessions including the API ones. If a request is made 30 minutes before a session expires, the session will automatically be extended.\\n- We use extra signing on top of HTTPS encryption that you must implement yourself if you are not using the SDKs.\\n\\nℹ️ *We use asymmetric cryptography for signing requests and encryption.*\\n- The client (you) and the server (bunq) must have a pair of keys: a private key and a public key. You need to pre-generate your own pair of 2048-bit RSA keys in the PEM format aligned with the PKCS #8 standard.\\n- The parties (you and bunq) exchange their public keys in the first step of the API context creation flow. All the following requests must be signed by both your application and the server. Pass your signature in the `X-Bunq-Client-Signature` header, and the server will return its signature in the `X-Bunq-Server-Signature` header.\\n\\n## Device registration\\n\\nBefore you can start calling the bunq API, you must activate your API key, which covers the following steps:\\n* register your API key, device, and IP address\\\\(es\\\\) _\\\\(only once to activate your API key\\\\);_\\n* create a session via `POST /session-server`. \\n\\nWe call this sequence of steps \\\"creating an API context.\\\" \\n\\nIf you are using OAuth to access a user account, you need to create an API context for the `access_token` you receive upon [authorization token exchange](https://doc.bunq.com/#/oauth) too. \\n\\n### Using our SDKs\\n\\n1. Go to our [GitHub](https://github.com/bunq) page.\\n2. Choose the SDK in your language of choice.\\n3. Find and use the part dedicated to creating an API context.\\n\\n[Run Tinker](https://developer.bunq.com/tinker-command-line-banking) to see a sample project using bunq SDKs in action.\\n\\n\\n### Using our API directly\\n\\n1. Create an _Installation_ by calling `POST v1/installation` and passing your pre-generated public key. You will receive an installation _Token._ Use it when making the two following API calls.\\n2. Create a _DeviceServer_ via `POST v1/device-server`. Provide a description and a secret \\\\(API key in this case\\\\).\\n3. Create a _SessionServer_ by executing `POST v1/session-server`. You will receive an authentication _Token._ Use it in the API requests in this active session.\\u200b\\n\\n[Import our Postman collection](https://github.com/bunq/postman) to see our pre-setup API context creation calls. It will automatically generate and pre-fill everything in the API calls that create context so you can inspect the process.\\n\\n### IP addresses\\n\\nWhen using a standard API Key the DeviceServer and Installation that are created in this process are bound to the IP address they are created from. Afterwards it is only possible to add IP addresses via the Permitted IP endpoint.\\n\\nUsing a Wildcard API Key gives you the freedom to make API calls from any IP address after the POST device-server. You can switch to a Wildcard API Key by tapping on \\u201cAllow All IP Addresses\\u201d in your API Key menu inside the bunq app. You can also programatically switch to a Wildcard API Key by passing your current ip and a `*` (asterisk) in the `permitted_ips` field of the device-server POST call. E.g: `[\\\"1.2.3.4\\\", \\\"*\\\"]`.\\n\\n# Connect as a PSD2 service provider\\n\\nAs a service provider, either an Account Information Service Provider (AISP), Payment Initiation Service Provider (PISP), or Card Based Payment Instrument Issuer (CBPII), you have obtained or are planning to obtain a license from your local supervisor. You will need your unique eIDAS certificate number to start using the PSD2-compliant bunq API on production.\\n\\nWe accept pseudo certificates in the sandbox environment so you could test the flow. You can generate a test certificate using the command below.\\n\\n⚠️ Make sure to include AISP and/or PISP in the name to generate a certificate with the roles.\\n\\n```\\nopenssl req -x509 -newkey rsa:4096 -keyout key.pem -out cert.pem -days 365 -nodes -subj '/CN=My App PISP AISP/C=NL'\\n```\\n\\n## Register as a service provider\\n\\nBefore you can read the information on bunq users or initiate payments, you need to register a PSD2 account and receive credentials that will enable you to access the bunq user accounts.\\n\\n1. Execute `POST v1/installation` and get your installation *Token* with a unique random key pair.\\n1. Use the installation *Token* and your unique PSD2 certificate to call `POST v1/payment-service-provider-credential`. This will register your software. \\n1. Receive your API key in return. It will identify you as a PSD2 bunq API user. You will use it to start an OAuth flow. The session will last 90 days. After it closes, start a new session using the same API key.\\n1. Register a device by using `POST v1/device-server` using the API key for the secret and passing the installation *Token* in the `X-Bunq-Client-Authentication` header. \\n1. Create your first session by executing `POST v1/session-server`. Provide the installation *Token* in the `X-Bunq-Client-Authentication` header. You will receive a session *Token*. Use it in any following request in the `X-Bunq-Client-Authentication` header.\\n\\n**NOTE.** The first session will last 1 hour. Start a new session within 60 minutes.\\n\\n![bunq_PSD2_API_context](https://www.bunq.com/assets/media/developer/Creating-API-context-as-a-PSD2-user-REVISED.jpg)\\n\\n## Register your OAuth application\\n\\nBefore you can start authenticating on behalf of a bunq user, you need to get *Client ID* and *Client Secret*, which will identify you in authorization requests to the user accounts.\\n\\n1. Call `POST /v1/user/{userID}/oauth-client` to create an OAuth Client.\\n2. Add a redirect URL to the OAuth Client via `POST /user/{userID}/oauth-client/{oauth-clientID}/callback-url`.\\n3. Call `GET /v1/user/{userID}/oauth-client/{oauth-clientID}`. We will return your _Client ID_ and _Client Secret_.\\n4. You are ready to [initiate authorization requests](#oauth-authorization-request).\\n\\nThe flow below will guide you through the full OAuth connection process. Note that you only need to create OAuth credentials once.\\n\\n![bunq_full_OAuth_flow](https://www.bunq.com/assets/media/developer/AuthorizationOAuth-Flow.jpg)\\n\\n## Access user accounts as an AISP\\n\\nAs an AISP, you are allowed to authenticate in a user\\u2019s account and access \\\\(read\\\\) the following account information:\\n\\n1. legal name\\n2. IBAN\\n3. nationality\\n4. card validity data\\n5. transaction history\\n6. account balance\\n\\nTo read the user's information, you need to establish a connection with their bunq account. You can do it using an [authorization request](#oauth-authorization-request). Once a bunq user has confirmed the authorization request and you have done the [token exchange](#oauth-token-exchange), you can activate the Access Token \\\\(use it as an API key\\\\).\\n\\nToken activation happens when you create an API context \\\\(install it and link your IP adrress and device to it\\\\). See the [OAuth](https://beta.doc.bunq.com/basics/oauth) page for the full flow illustration.\\n\\nAn active Access Token allows you to communicate with the bunq user\\u2019s account. You can use it to start a session to interact with the monetary accounts the user allows you to access.\\n\\n![bunq_AISP](https://www.bunq.com/assets/media/developer/AISP.jpg)\\n\\n## Make payments as a PISP\\n\\nAs a PISP, you are allowed to authenticate in a user\\u2019s account with the following permissions:\\nread account information \\\\(via`GET /user`\\\\):\\n * legal name;\\n * IBAN;\\n2. initiate payments \\\\(create draft payments via either `POST /user/{userID}/monetary-account/{monetary-accountID}/draft-payment` or `POST /user/{userID}/payment-service-provider-draft-payment`\\\\) and read their statuses;\\n3. confirm that the account balance is sufficient for covering the payment \\\\(via`POST /user/{userID}/confirmation-of-funds`\\\\).\\n\\nThe bunq API provides endpoints for different scenarios of the implementation of the payment initiation functionality. In particular, as a PISP user, you can build applications that initiate and authorize one-off or multiple incoming payments. Depending on the use case you are intending to deploy, you might need to initiate the OAuth authorization either before or after the payment initiation. \\n\\n### Authorization of multiple (scheduled) payments\\n\\nIt is possible to initiate payments from a bunq user's account having previously established an OAuth connection between your application and the bunq user's account. The bunq user will receive push notifications for each initiated payment.\\n\\nOnce a bunq user has [confirmed they want to make payments via your application](https://beta.doc.bunq.com/psd2/connect-as-a-psd2-service-provider#register-your-application), you can initiate the payment confirmation flow.\\n\\n1. Create a draft payment via `POST /user/{userID}/monetary-account/{monetary-accountID}/draft-payment`passing the following parameters:\\n * `monetary-accountId and userId` (`userApiKey`'s `id`; see [OAuth](https://beta.doc.bunq.com/basics/oauth#user-id-vs-item-ids) for more information) in the endpoint URL;\\n * the customer\\u2019s email address, phone number, or IBAN in the `counterparty_alias` field of the request body.\\n2. If the user confirms their intent to make the payment, bunq carries out the transaction.\\n3. Check the status of the payment via `GET /user/{userID}/monetary-account/{monetary-accountID}/draft-payment` using the draft payment `id` parameter returned in the previous step. \\n\\n![bunq_PISP](https://www.bunq.com/assets/media/developer/Payment-initiation-1.1-universal.jpg)\\n\\n### Single payment authorization\\n\\nIt is possible to initiate payments having only the IBAN of the payer using `POST /user/{userID}/payment-service-provider-draft-payment`. In this case, the bunq user will accept the payment along with the authorization request. No additional push notifications are sent to the user. \\n\\n1. Collect the bunq user's IBAN (and name) in the UI of your application.\\n2. Create a draft payment via `POST /user/{userID}/payment-service-provider-draft-payment`. \\n3. Initiate an [authorization request.](https://beta.doc.bunq.com/basics/oauth#authorization-request) Upon the QR-code scan, the bunq user will see and be able to either accept or reject the payment authorization request.\\n4. Check the status of the payment.\\n\\n![bunq_PISP_single_payment](https://www.bunq.com/assets/media/developer/Payment-initiation-1.0.jpg)\\n\\n## Confirm available funds as a CBPII\\n\\nAs a CBPII, you are allowed to authenticate in a user\\u2019s account to validate the availability of funds for the payment in question. \\n\\n1. Collect an alias for the bunq user's account (their name and IBAN, email address, or phone number).\\n2. Check the availability of funds via `POST /user/{userID}/confirmation-of-funds` passing the following information:\\n * your `userId`;\\n * the amount of money needed for the payment;\\n * the name of the bunq user and the IBAN of the account (email address or phone number pointing at the user are also possible).\\n\\n# Signing\\n⚠️ **NOTE:** We deprecated the signing of the entire API request (the URL, headers and body). You only need to sign the request body. Requests with full request signatures are no longer validated.\\n\\nWe are legally required to protect our users and their data from malicious attacks and intrusions. That is why we beyond having a secure https connection, we use [asymmetric cryptography](https://en.wikipedia.org/wiki/Public-key_cryptography) for signing requests that create a session or payment. The use of signatures ensures the data is coming from the trusted party and was not modified after sending and before receiving.\\n\\nRequest body signing is only mandatory for the following operations: \\n- open a session;\\n- create a payment;\\n- create a scheduled payment;\\n- any other operation that executes a payment such as the following:\\n\\t- accept a draft payment;\\n\\t- accept a scheduled payment;\\n\\t- accept a draft scheduled payment;\\n\\t- accept a payment request.\\n\\nYou will know that the API call must be encrypted if you get the 466 error code. \\n\\nThe signing mechanism is implemented in our [SDKs](https://github.com/bunq) so if you are using them you don't have to worry about the details described below.\\n\\nThe signatures are created using the SHA256 cryptographic hash function and included (encoded in base 64) in the `X-Bunq-Client-Signature` request header and `X-Bunq-Server-Signature` response header. The data to sign is the following:\\n\\n- For requests: the body only.\\n- For responses: the body only.\\n\\nFor signing requests, the client must use the private key corresponding to the public key that was sent to the server in the installation API call. That public key is what the server will use to verify the signature when it receives the request. In that same call the server will respond with a server side public key, which the client must use to verify the server's signatures. The generated RSA key pair must have key lengths of 2048 bits and adhere to the PKCS #8 standard.\\n\\n## Request signing example\\n\\nConsider the following request, a `POST` to `/v1/user/126/monetary-account/222/payment` (the JSON is formatted with newlines and indentations to make it more readable):\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n
HeaderValue
Cache-Control:no-cache
User-Agent:bunq-TestServer/1.00 sandbox/0.17b3
X-Bunq-Client-Authentication:f15f1bbe1feba25efb00802fa127042b54101c8ec0a524c36464f5bb143d3b8b
\\n\\n```json\\n{\\n\\t\\\"amount\\\": {\\n\\t\\t\\\"value\\\": \\\"12.50\\\",\\n\\t\\t\\\"currency\\\": \\\"EUR\\\"\\n\\t},\\n\\t\\\"counterparty_alias\\\": {\\n\\t\\t\\\"type\\\": \\\"EMAIL\\\",\\n\\t\\t\\\"value\\\": \\\"bravo@bunq.com\\\"\\n\\t},\\n\\t\\\"description\\\": \\\"Payment for drinks.\\\"\\n}\\n```\\n\\nLet's sign that request. First create a variable `$dataToSign` containing the body of the request:\\n\\n```json\\n{\\n \\\"amount\\\": {\\n \\\"value\\\": \\\"12.50\\\",\\n \\\"currency\\\": \\\"EUR\\\"\\n },\\n \\\"counterparty_alias\\\": {\\n \\\"type\\\": \\\"EMAIL\\\",\\n \\\"value\\\": \\\"bravo@bunq.com\\\"\\n },\\n \\\"description\\\": \\\"Payment for drinks.\\\"\\n}\\n```\\nNext, create the signature of `$dataToSign` using the SHA256 algorithm and the private key `$privateKey` of the Installation's key pair. In PHP, use the following to create a signature. The signature will be passed by reference into `$signature`.\\n\\n`openssl_sign($dataToSign, $signature, $privateKey, OPENSSL_ALGO_SHA256);`\\n\\nEncode the resulting `$signature` using base64, and add the resulting value to the request under the `X-Bunq-Client-Signature` header. You have just signed your request, and can send it!\\n\\n## Response verifying example\\n\\nThe response to the previous request is as follows (the JSON is formatted with newlines and indentations to make it more readable):\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
HeaderValue
Access-Control-Allow-Origin:*
Content-Type:application/json
Date:Thu, 07 Apr 2016 08:32:04 GMT
Server:APACHE
Strict-Transport-Security:max-age=31536000
Transfer-Encoding:chunked
X-Bunq-Client-Response-Id:89dcaa5c-fa55-4068-9822-3f87985d2268
X-Bunq-Client-Request-Id:57061b04b67ef
X-Bunq-Server-Signature:ee9sDfzEhQ2L6Rquyh2XmJyNWdSBOBo6Z2eUYuM4bAOBCn9N5vjs6k6RROpagxXFXdGI9sT15tYCaLe5FS9aciIuJmrVW/SZCDWq/nOvSThi7+BwD9JFdG7zfR4afC8qfVABmjuMrtjaUFSrthyHS/5wEuDuax9qUZn6sVXcgZEq49hy4yHrV8257I4sSQIHRmgds4BXcGhPp266Z6pxjzAJbfyzt5JgJ8/suxgKvm/nYhnOfsgIIYCgcyh4DRrQltohiSon6x1ZsRIfQnCDlDDghaIxbryLfinT5Y4eU1eiCkFB4D69S4HbFXYyAxlqtX2W6Tvax6rIM2MMPNOh4Q==
X-Frame-Options:SAMEORIGIN
\\n\\n```json\\n{\\n\\t\\\"Response\\\": [\\n\\t\\t{\\n\\t\\t\\t\\\"Id\\\": {\\n\\t\\t\\t\\t\\\"id\\\": 1561\\n\\t\\t\\t}\\n\\t\\t}\\n\\t]\\n}\\n```\\nWe need to verify that this response was sent by the bunq server and not from a man-in-the-middle:\\n- Create a `$dataToSign` variable containing the body of the request.\\n\\n**NOTE:** We started to only sign the response body on April 28, 2020. Please make sure you validate our new response signature.\\n\\nSo for our example above the response to sign will look like this:\\n\\n```\\n{\\\"Response\\\":[{\\\"Id\\\":{\\\"id\\\":1561}}]}\\n```\\nNow, verify the signature of `$dataToVerify` using the SHA256 algorithm and the public key `$publicKey` of the server. In PHP, use the following to verify the signature.\\n\\n`openssl_sign($dataToVerify, $signature, $publicKey, OPENSSL_ALGO_SHA256);`\\n\\n## Troubleshooting\\n\\nIf you get an error telling you \\\"The request signature is invalid\\\", please check the following:\\n\\n- There are no redundant characters (extra spaces, trailing line breaks, etc.) in the data to sign.\\n- Make sure the body is appended to the data to sign exactly as you're adding it to the request.\\n- You have added the full body to the data to sign.\\n- You use the data to sign to create a SHA256 hash signature.\\n- You have base64 encoded the SHA256 hash signature before adding it to the request under `X-Bunq-Client-Signature`.\\n\\n# Headers\\n\\nHTTP headers allow your client and bunq to pass on additional information along with the request or response.\\n\\nWhile this is already implemented in our [SDKs](https://github.com/bunq), please follow these instructions to make sure you set appropriate headers for calls if using bunq API directly.\\n\\n## Request headers\\n\\n### Mandatory request headers\\n\\n#### Cache-Control\\n\\n`Cache-Control: no-cache`\\n\\nThe standard HTTP Cache-Control header is required for all requests.\\n\\n#### User-Agent\\n\\n`User-Agent: bunq-TestServer/1.00 sandbox/0.17b3`\\n\\nThe User-Agent header field should contain information about the user agent originating the request. There are no restrictions on the value of this header.\\n\\n#### X-Bunq-Client-Signature\\n\\n**⚠️ UPCOMING CHANGE:** Header and URL signature will stop being validated on April 28, 2020. Please [sign the request body](https://doc.bunq.com/#/signing) only.\\n\\n`X-Bunq-Client-Signature: XLOwEdyjF1d+tT2w7a7Epv4Yj7w74KncvVfq9mDJVvFRlsUaMLR2q4ISgT+5mkwQsSygRRbooxBqydw7IkqpuJay9g8eOngsFyIxSgf2vXGAQatLm47tLoUFGSQsRiYoKiTKkgBwA+/3dIpbDWd+Z7LEYVbHaHRKkEY9TJ22PpDlVgLLVaf2KGRiZ+9/+0OUsiiF1Fkd9aukv0iWT6N2n1P0qxpjW0aw8mC1nBSJuuk5yKtDCyQpqNyDQSOpQ8V56LNWM4Px5l6SQMzT8r6zk5DvrMAB9DlcRdUDcp/U9cg9kACXIgfquef3s7R8uyOWfKLSNBQpdVIpzljwNKI1Q`\\n\\n\\n#### X-Bunq-Client-Authentication\\n\\n`X-Bunq-Client-Authentication: 622749ac8b00c81719ad0c7d822d3552e8ff153e3447eabed1a6713993749440`\\n\\nThe authentication *token* is used to authenticate the source of the API call. It is required by all API calls except for `POST /v1/installation`. \\n\\nIt is important to note that the device and session calls are using the token from the response of the installation call, while all the other calls use the token from the response of the session-server call:\\n- Pass the **installation *Token*** you get in the response to the `POST /installation` call in the `/device-server` and `/session-server` calls.\\n- Pass the **session *Token*** you get in the response to the `POST /session-server` call in all the other calls.\\n\\n### Optional request headers\\n\\n#### X-Bunq-Language\\n\\n`X-Bunq-Language: en_US`\\n\\n`en_US` is the default language setting for responses and error descriptions.\\n\\nThe X-Bunq-Language header must contain a preferred language indication. The value of this header is formatted as a ISO 639-1 language code plus a ISO 3166-1 alpha-2 country code, separated by an underscore.\\n\\nCurrently only the languages en_US and nl_NL are supported. Anything else will default to en_US.\\n\\n#### X-Bunq-Region\\n\\n`X-Bunq-Region: en_US`\\n\\n`en_US` is the default region for localization formatting.\\n\\nThe X-Bunq-Region header must contain the region (country) of the client device. The value of this header is formatted as a ISO 639-1 language code plus a ISO 3166-1 alpha-2 country code, separated by an underscore.\\n\\n#### X-Bunq-Client-Request-Id\\n\\n`X-Bunq-Client-Request-Id: a4f0de`\\n\\nThis header has to specify an ID with each request that is unique for the logged in user. There are no restrictions for the format of this ID. However, the server will respond with an error when the same ID is used again on the same DeviceServer.\\n\\n#### X-Bunq-Geolocation\\n\\n`X-Bunq-Geolocation: 4.89 53.2 12 100 NL`\\n\\n`X-Bunq-Geolocation: 0 0 0 0 000` *(if no geolocation is available or known)*\\n\\nThis header has to specify the geolocation of the device. It makes it possible for bunq to map the geolocation with the payment.\\n\\u200c\\nThe format of this value is longitude latitude altitude radius country. The country is expected to be formatted of an ISO 3166-1 alpha-2 country code. When no geolocation is available or known the header must still be included but can be zero valued.\\n\\n### Attachment headers\\n\\n#### Content-Type\\n\\n`Content-Type: image/jpeg`\\n\\nThis header should be used when uploading an attachment to pass its MIME type. Supported types are: image/png, image/jpeg and image/gif.\\n\\n#### X-Bunq-Attachment-Description\\nX-Bunq-Attachment-Description: Check out these cookies.\\nThis header should be used when uploading an Attachment's content to give it a description.\\n\\n## Response headers\\n\\n### All Responses\\n\\n#### X-Bunq-Client-Request-Id\\n\\n`X-Bunq-Client-Request-Id: a4f0de`\\n\\nThe same ID that was provided in the request's X-Bunq-Client-Request-Id header. Is included in the response (and request) signature, so can be used to ensure this is the response for the sent request.\\n\\n#### X-Bunq-Client-Response-Id\\n\\n`X-Bunq-Client-Response-Id: 76cc7772-4b23-420a-9586-8721dcdde174`\\n\\nA unique ID for the response formatted as a UUID. Clients can use it to add extra protection against replay attacks.\\n\\n#### X-Bunq-Server-Signature\\n\\n`X-Bunq-Server-Signature: XBBwfDaOZJapvcBpAIBT1UOmczKqJXLSpX9ZWHsqXwrf1p+H+eON+TktYksAbmkSkI4gQghw1AUQSJh5i2c4+CTuKdZ4YuFT0suYG4sltiKnmtwODOFtu1IBGuE5XcfGEDDSFC+zqxypMi9gmTqjl1KI3WP2gnySRD6PBJCXfDxJnXwjRkk4kpG8Ng9nyxJiFG9vcHNrtRBj9ZXNdUAjxXZZFmtdhmJGDahGn2bIBWsCEudW3rBefycL1DlpJZw6yRLoDltxeBo7MjgROBpIeElh5qAz9vxUFLqIQC7EDONBGbSBjaXS0wWrq9s2MGuOi9kJxL2LQm/Olj2g==`\\n\\nThe server's signature for this response. See the signing page for details on how to verify this signature.\\n\\n### Warning header\\n\\n#### X-Bunq-Warning\\n\\n`X-Bunq-Warning: \\\"You have a negative balance. Please check the app for more details.\\\"`\\n\\nUsed to inform you on situations that might impact your bunq account and API access.\\n\\n# Errors\\n\\nFamiliar HTTP response codes are used to indicate the success or failure of an API request.\\n\\nGenerally speaking, codes in the 2xx range indicate success, while codes in the 4xx range indicate an error having to do with provided information (e.g. a required parameter was missing, insufficient funds, etc.).\\n\\nFinally, codes in the 5xx range indicate an error with bunq servers. If this is the case, please stop by the support chat and report it to us.\\n\\n## Response codes\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
CodeErrorDescription
200OKSuccessful HTTP request
399NOT MODIFIEDSame as a 304, it implies you have a local cached copy of the data
400BAD REQUESTMost likely a parameter is missing or invalid
401UNAUTHORISEDToken or signature provided is not valid
403FORBIDDENYou're not allowed to make this call
404NOT FOUNDThe object you're looking for cannot be found
405METHOD NOT ALLOWEDThe method you are using is not allowed for this endpoint
429RATE LIMITToo many API calls have been made in a too short period
466REQUEST SIGNATURE REQUIREDRequest signature is required for this operation.
490USER ERRORMost likely a parameter is missing or invalid
491MAINTENANCE ERRORbunq is in maintenance mode
500INTERNAL SERVER ERRORSomething went wrong on bunq's end
\\n\\nAll errors 4xx code errors will include a JSON body explaining what went wrong.\\n\\n## Rate limits\\n\\nIf you are receiving the error 429, please make sure you are sending requests at rates that are below our rate limits.\\n\\nOur rate limits per IP address per endpoint:\\n\\n- GET requests: 3 within any 3 consecutive seconds\\n- POST requests: 5 within any 3 consecutive seconds\\n- PUT requests: 2 within any 3 consecutive seconds\\n- Callbacks: 2 callback URLs per notification category\\n\\nWe have a lower rate limit for `/session-server`: 1 request within 30 consecutive seconds.\\n\\n# API conventions\\n\\nMake sure to follow these indications when using the bunq API or get started with our SDKs.\\n\\n## Responses\\n\\nAll JSON responses have one top level object. In this object will be a Response field of which the value is always an array, even for responses that only contain one object.\\n\\nExample response body\\n\\n```json\\n{\\n\\t\\\"Response\\\": [\\n\\t\\t{\\n\\t\\t\\t\\\"DataObject\\\": {}\\n\\t\\t}\\n\\t]\\n}\\n```\\n\\n## Errors\\n\\n- Error responses also have one top level Error object.\\n- The contents of the array will be a JSON object with an error_description and error_description_translated field.\\n- The error_description is an English text indicating the error and the error_description_translated field can be shown to end users and is translated into the language from the X-Bunq-Language header, defaulting to en_US.\\n- When using bunq SDKs, error responses will be always raised in form of an exception.\\n\\nExample response body\\n```json\\n{\\n\\t\\\"Error\\\": [\\n\\t\\t{\\n\\t\\t\\t\\\"error_description\\\": \\\"Error description\\\",\\n\\t\\t\\t\\\"error_description_translated\\\": \\\"User facing error description\\\"\\n\\t\\t}\\n\\t]\\n}\\n```\\n\\n## Object Type indications\\n\\nWhen the API returns different types of objects for the same field, they will be nested in another JSON object that includes a specific field for each one of them. Within bunq SDKs a BunqResponse object will be returned as the top level object.\\n\\nIn this example there is a field content, which can have multiple types of objects as value such as \\u2014 in this case \\u2014 ChatMessageContentText. Be sure to follow this convention or use bunq SDKs instead.\\n\\n```json\\n{\\n\\t\\\"content\\\": {\\n\\t\\t\\\"ChatMessageContentText\\\": {\\n\\t\\t\\t\\\"text\\\": \\\"Hi! This is an automated security message. We saw you just logged in on an My Device Description. If you believe someone else logged in with your account, please get in touch with Support.\\\"\\n\\t\\t}\\n\\t}\\n}\\n```\\n\\n## Time formats\\n\\nTimes and dates being sent to and from the API are in UTC. The format that should be used is `YYYY-MM-DD hh:mm:ss.ssssss`, where the letters have the meaning as specified in ISO 8601. For example: `2017-01-13 13:19:16.215235`.\\n\\n# Callbacks\\n\\nCallbacks are used to send information about events on your bunq account to a URL of your choice, so that you can receive real-time updates.\\n\\n## Notification Filters\\n\\nTo receive notifications for certain activities on a bunq account, you have to create notification filters. It is possible to send the notifications to a provided URL and/or the user\\u2019s phone as push notifications.\\n\\nUse the `notification-filter-push` resource to create and manage push notification filters. Provide the type of events you want to receive notifications about in the `category` field. \\n\\n```json \\n{\\n \\\"notification_filters\\\":[\\n {\\n \\\"category\\\":\\\"SCHEDULE_RESULT\\\"\\n }\\n ]\\n}\\n```\\n\\nUse the `notification-filter-url` resource to create and manage URL notification filters. The callback URL you provide in the `notification_target` field must use HTTPS. \\n\\n```json\\n{\\n \\\"notification_filters\\\":[\\n {\\n \\\"category\\\":\\\"PAYMENT\\\",\\n \\\"notification_target\\\":\\\"{YOUR_CALLBACK_URL}\\\"\\n }\\n ]\\n}\\n```\\n\\n### Callback categories\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\t\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
CategoryDescription
BILLINGnotifications for all bunq invoices
CARD_TRANSACTION_SUCCESSFULnotifications for successful card transactions
CARD_TRANSACTION_FAILEDnotifications for failed card transaction
CHATnotifications for received chat messages
DRAFT_PAYMENTnotifications for creation and updates of draft payments
IDEALnotifications for iDEAL-deposits towards a bunq account
SOFORTnotifications for SOFORT-deposits towards a bunq account
MUTATIONnotifications for any action that affects a monetary account\\u2019s balance
OAUTHnotifications for revoked OAuth connections
PAYMENTnotifications for payments created from, or received on a bunq account (doesn\\u2019t include payments that result out of paying a Request, iDEAL, Sofort or Invoice). Outgoing payments have a negative value while incoming payments have a positive value
REQUESTnotifications for incoming requests and updates on outgoing requests
SCHEDULE_RESULTnotifications for when a scheduled payment is executed
SCHEDULE_STATUSnotifications about the status of a scheduled payment, e.g. when the scheduled payment is updated or cancelled
SHAREnotifications for any updates or creation of Connects (ShareInviteBankInquiry)
TAB_RESULTnotifications for updates on Tab payments
BUNQME_TABnotifications for updates on bunq.me Tab (open request) payments
SUPPORTnotifications for messages received from us through support chat
\\n\\n### Mutation category\\n\\nA Mutation is a change in the balance of a monetary account. So, for each payment-like object, such as a request, iDEAL-payment or a regular payment, a Mutation is created. Therefore, the `MUTATION` category can be used to keep track of a monetary account's balance.\\n\\n### Receiving callbacks\\n\\nCallbacks for the sandbox environment will be made from different IP's at AWS. \\nCallbacks for the production environment will be made from `185.40.108.0/22`.\\n\\n*The IP addresses might change*. We will notify you in a timely fashion if such a change would take place.\\n\\n### Retry mechanism\\n\\nWhen the execution of a callback fails (e.g. if the callback server is down or the response contains an error) it is tried again for a maximum of 5 times, with an interval of one minute between each try. If your server is not reachable by the callback after the 6th total try, the callback is not sent anymore.\\n\\n### Removing callbacks\\n\\nTo remove callbacks for an object, send a PUT request to the *user-person*, *user-company*, *monetary-account* or *cash-register* resource with the `notification_filters` field of the JSON request body unset.\\n```\\n{\\n \\\"notification_filters\\\": []\\n}\\n```\\n\\n## Certificate pinning\\n\\nWe recommend you use certificate pinning as an extra security measure. With certificate pinning, we check the certificate of the server on which you want to receive callbacks against the pinned certificate that has been provided by you and cancel the callback if that check fails.\\n\\n### How to set up certificate pinning\\n\\nRetrieve the SSL certificate of your server using the following command:\\n\\n1. `openssl s_client -servername www.example.com -connect www.example.com:443 < /dev/null | sed -n \\\"/-----BEGIN/,/-----END/p\\\" > www.example.com.pem`\\n2. `POST` the certificate to the certificate-pinned endpoint.\\n\\nNow every callback that is made will be checked against the pinned certificate that you provided. Note that if the SSL certificate on your server expires or is changed, our callbacks will fail.\\n\\n# Pagination\\n\\nIn order to control the size of the response of a `LIST` request, items can be paginated. A `LIST` request is a request for every one of a certain resources, for instance all payments of a certain monetary account `GET /v1/user/1/monetary-account/1/payment`). You can decide on the maximum amount of items of a response by adding a `count` query parameter with the number of items you want per page to the URL. For instance:\\n\\n`GET /v1/user/1/monetary-account/1/payment?count=25`\\n\\nWhen no `count` is given, the default count is set to 10. The maximum `count` you can set is 200.\\n\\nWith every listing, a `Pagination` object will be added to the response, containing the URLs to be used to get the next or previous set of items. The URLs in the Pagination object can be used to navigate through the listed resources. The Pagination object looks like this given a count of 25:\\n\\n```json\\n{\\n \\\"Pagination\\\": {\\n \\\"future_url\\\": null,\\n \\\"newer_url\\\": \\\"/v1/user/1/monetary-account/1/payment?count=25&newer_id=249\\\",\\n \\\"older_url\\\": \\\"/v1/user/1/monetary-account/1/payment?count=25&older_id=224\\\"\\n }\\n}\\n```\\n\\nThe `newer_url` value can be used to get the next page. The `newer_id` is always the ID of the last item in the current page. If `newer_url` is `null`, there are no more recent items before the current page.\\n\\nThe `older_url` value can be used to get the previous page. The `older_id` is always the ID of the first item in the current page. If `older_url` is `null`, there are no older items after the current page.\\n\\nThe `future_url` can be used to refresh and check for newer items that didn't exist when the listing was requested. The `newer_id` will always be the ID of the last item in the current page. `future_url` will be `null` if `newer_id` is not also the ID of the latest item.\\n\\n# Sandbox\\n*The sandbox base URL is https://public-api.sandbox.bunq.com/v1/*\\n\\nWe do not use real money and do not allow external transactions in the sandbox environment. \\n\\n## Sandbox user accounts\\nYou need to create a sandbox user to test the bunq API. The easiest way to do it is by using [our developer portal](https://developer.bunq.com/):\\n1. Log in using your bunq account or [create a free developer account](https://developer.bunq.com/portal/signup) with sandbox-only access.\\n1. Go to Sandbox Users.\\n1. Generate up to 5 users.\\n1. Use the sandbox API key to create an API context and/or use the user credentials to log in to the [sandbox bunq app](https://doc.bunq.com/#/android-emulator).\\n\\n### Alternative ways to generate sandbox API keys\\nThere are 3 other ways you can generate a bunq sandbox API key:\\n* connect to [Tinker](https://lexy.gitbook.io/bunq/quickstart/tinker) *(it will also return login credentials for the sandbox app)*;\\n* create it in the [sandbox app](https://doc.bunq.com/#/android-emulator) *(you need to be logged in as a sandbox user)*;\\n* call the sandbox user endpoints directly, using [our Postman collection](https://github.com/bunq/postman), or by running a cURL command (change `sandbox-user-person` to `sandbox-user-company` to generate a business user):\\n\\n```\\ncurl https://public-api.sandbox.bunq.com/v1/sandbox-user-person -X POST --header \\\"Content-Type: application/json\\\" --header \\\"Cache-Control: none\\\" --header \\\"User-Agent: curl-request\\\" --header \\\"X-Bunq-Client-Request-Id: $(date)randomId\\\" --header \\\"X-Bunq-Language: nl_NL\\\" --header \\\"X-Bunq-Region: nl_NL\\\" --header \\\"X-Bunq-Geolocation: 0 0 0 0 000\\\"\\n```\\n\\n⚠️ **NOTE:** An API key can only be assigned to an IP within 1 hour after its creation. After the 1 hour, it will become invalid if not assigned. API keys that are created via the sandbox app are wiped with each sandbox reset.\\n\\nOnce you have a sandbox API key, create more sandbox users to use as test customer accounts, and start playing with the API. \\n\\nThe sandbox base URL is https://public-api.sandbox.bunq.com/v1/.\\n\\n## Sandbox money\\nWithout money, it's not always sunny in the sandbox world. Fortunately, getting money on the bunq sandbox is easy. All you need to do is ask Sugar Daddy for it.\\n\\nSend a `POST v1/request-inquiry` request passing sugardaddy@bunq.com in the counterparty_alias field. Specify the type for the alias and set the `allow_bunqme` field. Request up to \\u20ac500 at a time.\\n```\\n{\\n \\\"amount_inquired\\\": {\\n \\\"value\\\": \\\"100\\\",\\n \\\"currency\\\": \\\"EUR\\\"\\n },\\n \\\"counterparty_alias\\\": {\\n \\\"type\\\": \\\"EMAIL\\\",\\n \\\"value\\\": \\\"sugardaddy@bunq.com\\\",\\n \\\"name\\\": \\\"Sugar Daddy\\\"\\n },\\n \\\"description\\\": \\\"You're the best!\\\",\\n \\\"allow_bunqme\\\": false\\n}\\n```\\n\\n# Android Emulator\\n\\nIn case you do not own an Android device on which you can run our Sandbox app for end-to-end testing, you can set up an emulator to run the bunq Sandbox app for Android.\\n\\n## Things you will need\\n\\n- The [bunq Sandbox App APK](https://appstore.bunq.com/api/android/builds/bunq-android-sandbox-master.apk) that's optimised for emulating;\\n- [Android Studio](https://developer.android.com/studio/index.html).\\n\\n## Starting the Android Virtual Device (AVD) Manager\\n\\n1. Open Android Studio.\\n2. From the top menu, select \\u201cTools\\u201d > \\\"Android\\\" > \\\"AVD Manager\\\".\\n\\n## Setting up a new virtual device\\n\\n1. Start the wizard by clicking on \\\"+ Create Virtual Device\\\".\\n2. Select a device (recommendation: \\\"Pixel 5.0\\\" or \\\"Nexus 6\\\") and press \\\"Next\\\".\\n3. Select an x86 system image (recommendation: Nougat, API Level 25, Android 7.1.1 with Google APIs) and press \\\"Next\\\". The image needs to have Google Play Services 10.0.1 or higher.\\n4. In the bottom left corner, select \\\"Show Advanced Settings\\\".\\n5. Scroll to \\\"Memory and Storage\\\".\\n6. Change \\\"Internal Storage\\\" to \\\"2048 MB\\\".\\n7. Change \\\"SD card\\\" to \\\"200 MB\\\".\\n8. Press \\\"Finish\\\".\\n\\n## Starting the virtual device\\n\\n1. On the right side under \\\"Actions\\\", select the green \\\"Play\\\" button.\\n2. Wait for the device to boot, this may take a few minutes.\\n\\n## Installing the bunq Sandbox App APK\\n\\n1. Open the command line.\\n2. Navigate to your Android SDK platform tools directory (e.g. `cd ~/Library/Android/sdk/platform-tools` on macOS).\\n3. Make sure that the virtual device is started and has fully booted.\\n4. Run `./adb install ~/Downloads/bunq-android-sandboxEmulator-public-api.apk`, this may take a few minutes, and should finish with \\\"Success\\\".\\n\\n## Creating an account or logging in\\n\\n1. Create a sandbox account in the [developer portal](https://developer.bunq.com/).\\n1. Log in to the sandbox app using the sandbox user credentials.\\n\\nℹ️ *You will be asked to verify your phone number when you open the app for the first time. Sandbox does not send actual SMS messages. Enter any valid phone number and use the default verification code `992266`*. \\n\\nIf you couldn't generate a sandbox account in the developer portal, use Tinker:\\n1. Install [Tinker](https://beta.doc.bunq.com/quickstart/tinker).\\n1. Run `tinker/user-overview` to create a sandbox account. The output of the command will include the login credentials for the sandbox account.\\n\\n⚠️ **NOTE:** It is **not** possible to create accounts using the regular signup in the app, bunq is not reviewing Sandbox applications.\\n\\n# Moving to Production\\n\\nHave you tested your bunq integration to the fullest and are you now ready to introduce it to the world? Then the time has come to move it to a production environment!\\n\\nTo get started you'll need some fresh API keys for the production environment, which you can create via your bunq app. You can create these under \\\"Profile\\\" by tapping the \\\"Security\\\" menu. We do, however, highly recommend using a standard API Key instead of a Wildcard API Key. The former is significantly safer and it protects you from intrusions and possible attacks.\\n\\nThere's only a few things to do before your beautiful bunq creation can be moved to production. You're going to have to change your API Key and redo the sequence of calls to open a session.\\n\\nThe bunq Public API production environment is hosted at `https://api.bunq.com`.\\n\\nDo you have any questions or remarks about the process, or do you simply want to show off with your awesome creations? Don't hesitate to drop us a line on [together.bunq.com](https://together.bunq.com).\\n\\nPlease be aware that if you will gain access to account information of other bunq users or initiate a payment for them, you maybrequire a PSD2 permit.\\n\\n# Quickstart: Opening a Session\\n\\n## Goal\\n\\nSo, you want to start using the bunq API, awesome! To do this, you have to open a session in which you will be making those calls.\\n\\n## Getting an API key\\n\\nTo connect to the API, you have to make sure you have received an API key. \\n\\n**For production:**\\n1. create an app in the [developer portal](http://developer.bunq.com/), or\\n1. generate it in the bunq app *(Profile → Security & Settings → Developers → API keys)*.\\n\\n**For sandbox**\\nYou can use one of the following ways:\\n- create a sandbox user in the [developer portal](http://developer.bunq.com/);\\n- generate an API key in the [sandbox app](#android-emulator) *(Profile → Security & Settings → Developers → API keys)*;\\n- get an API key from [Tinker](https://beta.doc.bunq.com/quickstart/tinker);\\n- run a cURL request: `curl https://public-api.sandbox.bunq.com/v1/sandbox-user-person -X POST --header \\\"Content-Type: application/json\\\" --header \\\"Cache-Control: none\\\" --header \\\"User-Agent: curl-request\\\" --header \\\"X-Bunq-Client-Request-Id: $(date)randomId\\\" --header \\\"X-Bunq-Language: nl_NL\\\" --header \\\"X-Bunq-Region: nl_NL\\\" --header \\\"X-Bunq-Geolocation: 0 0 0 0 000\\\"`. Use `sandbox-user-company` to generate a business user.\\n\\nNote that production API key is only usable on production and sandbox key is only usable on sandbox. Sandbox key has a `sandbox_` prefix while production key does not have any noticeable prefixes.\\n\\n## Call sequence\\n\\nThe calls you need to perform to set up a session from scratch are the following:\\n\\n### 1. POST installation\\n\\nEach call needs to be signed with your own private key. An Installation is used to tell the server about the public key of your key pair. The server uses this key to verify your subsequent calls.\\n\\nStart by generating a 2048-bit RSA key pair. You can find examples by looking at the source code of the sdk's located at github.\\n\\n#### Headers\\n\\nOn the headers page you can find out about the mandatory headers. Take care that if you are in the sandbox environment, you set an `Authorization` header. Specific to the `POST /installation` call, you shouldn't use the `X-Bunq-Client-Authentication` or the `X-Bunq-Client-Signature` headers.\\n\\n#### Body\\n\\nPost your public key to the Installation endpoint (use `\\\\n` for newlines in your public key).\\n\\n#### Response\\n\\nSave the Installation token and the bunq API's public key from the response. This token is used in the `Authentication` header to register a `DeviceServer` and to start a `SessionServer`. The bunq API's public key should be used to verify future responses received from the bunq API.\\n\\n### 2. POST device-server\\n\\nFurther calls made to the server need to come from a registered device. `POST /device-server` registers your current device and the IP address(es) it uses to connect to the bunq API.\\n\\n#### Headers\\n\\nUse the token you received from `POST /installation` in the `X-Bunq-Client-Authentication` header. Make sure you sign your call, passing the call signature in `X-Bunq-Client-Signature` header.\\n\\n#### Body\\n\\nFor the secret, use the API key you received. If you want to create another API key, you can do so in the bunq sandbox app (or production app for the production environment). Login, go to Profile > Security and tap 'API keys'. The freshly created API key can be assigned to one or multiple IP addresses using `POST device-server` within 4 hours before becoming invalid. As soon as you start using your API key, it will remain valid until the next sandbox reset.\\u2028\\u2028 For the secret, use the API key you received.\\n\\n### 3. POST session-server\\n\\nTo make any calls besides `installation` and `device-server`, you need to open a session.\\n\\n#### Headers\\n\\nUse the token you received from `POST /installation` in the `X-Bunq-Client-Authentication` header. Make sure you sign your call, passing the call signature in `X-Bunq-Client-Signature` header.\\n\\n#### Body\\n\\nFor the secret, use the API key you received.\\n\\n#### Response\\n\\nThe token received in the response to `POST /session-server` should be used to authenticate your calls in this session. Pass this session's token in the `X-Bunq-Client-Authentication` header on every call you make in this session.\\n\\n# Quickstart: Payment Request\\n\\n## Goal\\n\\nYou want to offer bunq payments on a website or in an application.\\n\\n## Scenario\\n\\nIn this use case the consumer and the merchant both have a bunq account. The consumer wants to pay with bunq and enters their alias in the bunq payment field at checkout. The merchant sends the request for payment to the consumer when the consumer presses enter. The consumer agrees to the request in the bunq mobile app and the merchant has immediate confirmation of the payment. Please be aware that if you will gain access to account information of other bunq users or initiate a payment for them, you require a PSD2 permit.\\n\\n## Before you start\\n\\nMake sure that you have opened a session and that for any call you make after that, you pass the session\\u2019s token in the X-Bunq-Client-Authentication header.\\n\\n## Call Sequence\\n\\nThe consumer is at checkout and selects the bunq payment method. This would be a logical time to open a session on the bunq server.\\n\\n### 1. LIST monetary-account\\n\\nWhen a request for payment is accepted, the money will be deposited on the bank account the request for payment is connected to. Let\\u2019s start by finding all your available bank accounts. Pick one of them to make the request for payment with and save its `id`.\\n\\n### 2. POST monetary-account attachment (optional)\\n\\nOptionally, you can attach an image to the request for payment.\\n\\n#### Headers\\nMake sure you set the `Content-Type` header to match the MIME type of the image. It\\u2019s also required you pass a description of the image via the `X-Bunq-Attachment-Description` header.\\n\\n#### Body\\nThe payload of this request is the binary representation of the image file. Do not use any JSON formatting.\\n\\n#### Response\\nSave the `id` of the posted attachment. You\\u2019ll need it to attach it to the request for payment.\\n\\n### 3. POST request-inquiry\\n\\nNext, create a request inquiry. A request inquiry is the request for payment that your customer can respond to by accepting or rejecting it.\\n\\n#### Body\\n\\nPass the customer\\u2019s email address, phone number or IBAN in the `counterparty_alias`. Make sure you set the correct `type` for the alias, depending on what you pass. When providing an IBAN, a name of the `counterparty_alias` is required. You can provide the `id` of the created attachment.\\n\\n#### Response\\n\\nYou will receive the `id` of the created request inquiry in the response. Save this `id`. You will need it to check if the customer has responded to the request yet.\\n\\n### 4. GET request-inquiry\\n\\nAfter you\\u2019ve sent the request for payment, its status can be checked.\\n\\n#### Response\\n\\nWhen the `status` is `ACCEPTED`, the customer has accepted and paid the request, and you will have received the money on the connected monetary account. If the `status` is `REJECTED`, the customer did not accept the request.\\n\\n# Quickstart: Create a Tab payment\\n\\n## Goal\\n\\nYou will create a tab that can be paid once by a single user, a so called TagUsageSingle, and explore three different ways to make the Tab visible to your customers:\\n\\n- QR code from the CashRegister\\n- QR code from the Tab.\\n\\n## Before you start\\n\\nMake sure that you have opened a session and that for any call you make after that, you pass the session\\u2019s token in the `X-Bunq-Client-Authentication` header.\\n\\n## Call sequence\\n\\n### 1. POST attachment-public\\n\\nStart by creating an attachment that will be used for the avatar for the cash register.\\n\\n#### Header\\n\\nMake sure you set the `Content-Type` header to match the MIME type of the image. It is also required you pass a description of the image via the `X-Bunq-Attachment-Description` header.\\n\\n#### Body\\n\\nThe payload of this request is the binary representation of the image file. Do not use any JSON formatting.\\n\\n#### Response\\n\\nSave the `uuid` of the posted attachment. You'll need it to create the avatar in the next step.\\n\\n### 2. POST avatar\\n\\nMake an avatar using the public attachment you've just created.\\n\\n#### Body\\n\\nThe payload of this request is the `uuid` of the attachment public.\\n\\n#### Response\\n\\nIn response, you\\u2019ll receive the UUID of the avatar created using the attachment. Save this UUID. You\\u2019ll use it as the avatar for the cash register you're about to create.\\n\\n### 3. LIST monetary-account\\n\\nGet a listing of all available monetary accounts. Choose one, and save the id of the monetary account you want your cash register to be connected to. Each paid tab for the cash register will transfer the money to this account.\\n\\n### 4a. POST cash-register\\n\\nCreate a cash register. Use the `id` of the monetary account you want to connect the cash register to in the URL of the request.\\n\\n#### Body\\n\\nIn the body provide the `uuid` of the avatar you created for this cash register. Also make sure to provide a unique name for your cash register. Set the status to `PENDING_APPROVAL`.\\n\\n#### Response\\n\\nThe response contains the `id` of the cash register you created. Save this `id`. You will need it to create subsequent tabs and tab items.\\n\\n### 4b. Wait for approval\\n\\nOn the production environment, a bunq admin will review and approve your cash register. In the sandbox environment, your cash register will be automatically approved.\\n\\n### 5. POST tab-usage-single\\n\\nCreate a new tab that is connected to your cash register. Use the id of the cash register you want to connect this tab to in the URL of your request.\\n\\n#### Body\\n\\nGive the tab a name in `merchant_reference`. Create the tab with status `OPEN`, and give the tab a starting amount. You can update this amount later.\\n\\n#### Response\\n\\nThe response contains the uuid of the tab you created.\\n\\n### 6. POST tab-item (optional)\\n\\nYou can add items to a tab. For instance, if a customer will be paying for multiple products via this tab, you can decide to add an item for each of these. Adding items to a tab is optional, and adding them will not change the total amount of the tab itself. However, if you've added any tab items the sum of the amounts of these items must be equal to the `total_amount` of the tab when you change its status to `WAITING_FOR_PAYMENT`.\\n\\n### 7. PUT tab-usage-single\\n\\nUpdate the status of the tab to `WAITING_FOR_PAYMENT` if you want the costumer to pay the tab, and you're done adding any tab items. You can use this request to make the tab visible for your costumers.\\n\\n#### Visibility\\n\\nTo decide how you are going to make your tab visible, pass a visibility object in the payload.\\n\\nSetting `cash_register_qr_code` to true will connect this tab to the QR code from the cash register. If this cash register does not have a QR code yet, one will be created. Only one Tab can be connected to the cash register\\u2019s QR code at any given time.\\n\\nSetting `tab_qr_code` to true will create a QR code specifically for this tab. This QR code can not be linked to anything else.\\n\\n# Quickstart: Create a TransferWise payment\\n\\n## Goal\\n\\nYou want to send a payment in currency other than euro outside the SEPA zone.\\n\\n## Before you start\\n\\nMake sure that you have opened a session and that for any call you make after that, you pass the session\\u2019s token in the `X-Bunq-Client-Authentication` header.\\n\\nℹ️ *bunq relies on TransferWise for international, so you need to create a TransferWise account linked to a bunq account to be able to create international transfers. You can do it either from the bunq app or using our API as described below.*\\n\\n## Get the up-to-date exchange rate (optional)\\n\\nYou might want to check the latest currency exchange rate before making a transfer. Here\\u2019s how you can do it using the bunq API:\\n1. Check the list of supported currencies via `GET /user/{userID}/transferwise-currency`. Copy the needed currency code.\\n2. Create a temporary quote for the currency of your choice via `POST /user/{userID}/transferwise-quote-temporary`.\\n\\nℹ️ *A quote is the exchange rate at the exact timestamp. Temporary quotes carry solely informative value and cannot be used for creating a transfer.*\\n\\n3. Read the temporary quote via `GET /user/{userID}/transferwise-quote-temporary/{transferwise-quote-temporaryID}`.\\n\\n## Create a TransferWise account\\n\\nYou need a TransferWise account linked to your bunq account to make TransferWise payments via the bunq API. Create one via `POST /user/{userID}/transferwise-user`, and save its ID. \\n\\nℹ️ *You cannot use an existing TransferWise account.*\\n\\n## Create a quote\\n\\n1. Create a quote via POST /user/{userID}/transferwise-quote and save its ID. \\n\\nℹ️ *Use amount_target to indicate the sum the recipient must get. Amount_source, on the other hand, will indicate the sum you want to send, but it will not necessarily be the final sum the recipient gets.*\\n\\nℹ️ *Quotes are valid for 30 minutes so if you do not manage to create a transfer within this time, you will need to create another quote.*\\n\\n2. Get the exchange rate by reading the quote via GET /user/{userID}/transferwise-quote/(transferwise-quoteID).\\n\\n## Create a recipient\\n\\nIf you have sent money via the TransferWise account linked to your bunq account, you can reuse the recipients. You can list their IDs via `GET /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-recipient`.\\n\\nTo create a new, previously unused recipient, follow these steps:\\n1. Retrieve the fields required for creating the recipient as the requirements vary for the type of recipient in each country. Iterate sending the following request pair till there are no more required fields:\\n- `GET /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-recipient-requirement`\\n- `POST /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-recipient-requirement`\\n2. Create a recipient account using the final request body from the previous step with `POST /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-recipient-requirement`\\n\\n## Create a transfer\\n\\nFinally, having both the quote ID and the recipient ID, you can create a transfer. 🎉\\n\\n1. Check if there are any additional transfer requirements via `POST /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-transfer-requirement`.\\n2. Create a transfer via `POST /user/{userID}/transferwise-quote/{transferwise-quoteID}/transferwise-transfer`. You need to specify the ID of the monetary account from which you want the payment to be made.\\n\\n# Quickstart: Downloading attachments\\n\\n## Goal\\nExport receipts and invoices attached to payments to your application.\\n\\n## The scenario you want to achieve\\n0. The bunq user has accepted the authorization request and your application can read the bunq user\\u2019s account information.\\n1. Your application imports all the transactions and attachments.\\n2. The bunq user sees the transactions matched with the receipts and invoices in your application.\\n\\n## Before you start\\n* Make sure that you have opened a session\\n* Make sure you pass the session Token in the X-Bunq-Client-Authentication header in all the following requests of the session.\\n\\n## Call sequence\\n1. List the payments of the user via GET /user/{userID}/monetary-account/{monetary-accountID}/payment.\\n2. 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API.\\n\\nTo use our API, you need an API Key (Described as Authorization header in the examples below).\\nTo get one, please create an account on our [website](https://chaingateway.io/register?utm_source=postman).\\n\\nFor our internal documentation, please check out our [Docs Site](https://chaingateway.io/docs?utm_source=postman).\\n\\nIf you need help with integrating our API in your application, you can reach us via [email](mailto:support@chaingateway.io) or join our official [Telegram](https://t.me/chaingateway) 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Get yours at **[https://chompthis.com/api](https://chompthis.com/api/)**.\\n\\n### Getting Started\\n * **[Subscribe](https://chompthis.com/api/#pricing)** to the API.\\n * Scroll down and click the \\\"**Authorize**\\\" button.\\n * Enter your API key into the \\\"**value**\\\" input, click the \\\"**Authorize**\\\" button, then click the \\\"**Close**\\\" button.\\n * Scroll down to the section titled \\\"**default**\\\" and click on the API endpoint you wish to use.\\n * Click the \\\"**Try it out**\\\" button.\\n * Enter the information the endpoint requires.\\n * Click the \\\"**Execute**\\\" button.\\n\\n### Example \\n * Branded food response object: **[View example »](https://raw.githubusercontent.com/chompfoods/examples/master/branded-food-response-object.json)**\\n * Ingredient response object: **[View example »](https://raw.githubusercontent.com/chompfoods/examples/master/ingredient-response-object.json)**\\n * Error response object: **[View example »](https://raw.githubusercontent.com/chompfoods/examples/master/error-response-object.json)**\\n\\n### How Do I Find My API Key?\\n * Your API key was sent to the email address you used to create your subscription.\\n * You will also find your API key in the **[Client Center](https://chompthis.com/api/manage.php)**.\\n * Read **[this article](https://desk.zoho.com/portal/chompthis/kb/articles/how-do-i-find-my-api-key)** for more information.\\n\\n### Helpful Links\\n * **Help & Support**\\n * [Knowledge Base »](https://desk.zoho.com/portal/chompthis/kb/chomp)\\n * [Support »](https://chompthis.com/api/ticket-new.php)\\n * [Client Center »](https://chompthis.com/api/manage.php)\\n * **Pricing**\\n * [Subscription Options »](https://chompthis.com/api/)\\n * [Cost Calculator »](https://chompthis.com/api/cost-calculator.php)\\n * **Guidelines**\\n * [Terms & License »](https://chompthis.com/api/terms.php)\\n * [Attribution »](https://chompthis.com/api/docs/attribution.php)\\n\",\"title\":\"Chomp Food Database API Documentation\",\"version\":\"1.0.0-oas3\",\"x-apisguru-categories\":[\"tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_chomp_this__profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/chompfoods/examples/master/chomp-Chomp-1.0.0-oas3-swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"chompthis.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/chompthis.com/1.0.0-oas3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/chompthis.com/1.0.0-oas3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"circl.lu:hashlookup\",\"value\":{\"added\":\"2021-06-06T04:37:44.328Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-06-06T04:37:44.328Z\",\"info\":{\"description\":\"![](https://www.circl.lu/assets/images/circl-logo.png)\\n[CIRCL hash lookup](https://hashlookup.circl.lu/) is a public API to lookup hash values against known database of files. 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data and products\",\"title\":\"Clever-Cloud API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"cloud\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_clever_cloud_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.clever-cloud.com/doc/api/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"clever-cloud.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/clever-cloud.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/clever-cloud.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"clever.com\",\"value\":{\"added\":\"2018-02-24T16:46:58.000Z\",\"preferred\":\"1.2.0\",\"versions\":[{\"key\":\"1.2.0\",\"value\":{\"added\":\"2018-02-24T16:46:58.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"clever\"},\"description\":\"Serves the Clever Data API\",\"title\":\"Data API\",\"version\":\"1.2.0\",\"x-apisguru-categories\":[\"education\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_clever_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Clever/swagger-api/master/v1.2.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"clever.com\"},\"updated\":\"2021-03-09T15:04:00.051Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/clever.com/1.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/clever.com/1.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"clickmeter.com\",\"value\":{\"added\":\"2015-06-11T00:06:11.000Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2015-06-11T00:06:11.000Z\",\"info\":{\"contact\":{\"email\":\"api@clickmeter.com\",\"name\":\"Api Support\",\"url\":\"http://www.clickmeter.com/api\"},\"description\":\"Api dashboard for ClickMeter API\",\"title\":\"ClickMeter API\",\"version\":\"v2\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_s3.amazonaws.com_clickmeter.com_Web_static_cmlogo.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://api.v2.clickmeter.com.s3.amazonaws.com/docs/api-docs-v2.json\",\"version\":\"3.0\"}],\"x-providerName\":\"clickmeter.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/clickmeter.com/v2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/clickmeter.com/v2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"clicksend.com\",\"value\":{\"added\":\"2021-01-13T10:32:04.192Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-01-13T10:32:04.192Z\",\"info\":{\"description\":\"This is the official API documentation for ClickSend.com\\n\\nBelow you will find a current list of the available methods for clicksend.\\n\\n**NOTE**: You will need to create a free account to use the API.\\n\\nYou can\\n[**Register Here**](https://dashboard.clicksend.com/#/signup/step1/).\\n\\n# API URL\\n\\nThe API should always be accessed over SSL.\\n\\nBase URL: `https://rest.clicksend.com/v3/`\\n\\n# Authentication\\n\\nBasic HTTP authentication should be used in the header.\\n\\n**Either:**\\n\\n`username`: Your API username\\n\\n`password`: Your API key\\n\\n```\\nYou can get your API credentials by clicking 'API Credentials' on the top right of the dashboard.\\n```\\n\\n**OR**\\n\\n`username`: Your account username\\n\\n`password`: Your account password\\n\\n```\\nThese are the same credentials that you use to login to the dashboard.\\n```\\n\\n### Authorization Header\\n\\nThe Authorization header is constructed as follows:\\n1. Username and password are combined into a string `username:password`\\n1. The resulting string is then encoded using Base64 encoding\\n1. The authorization method and a space i.e. \\\"Basic \\\" is then put before the encoded string.\\n\\nFor example, if the user uses `Aladdin` as the username and `open sesame` as the password then the header is formed as follows:\\n\\n`Authorization: Basic QWxhZGRpbjpvcGVuIHNlc2FtZQ==`\\n\\n### PHP Authentication Header Example (using cURL)\\n\\n`curl_setopt($ch, CURLOPT_HTTPHEADER, ['Authorization: Basic ' . base64_encode(\\\"$username:$password\\\")]);`\\n\\n# Verbs\\n\\nThe API uses restful verbs.\\n\\n| Verb | Description |\\n|---|---|\\n| `GET` | Select one or more items. Success returns `200` status code. |\\n| `POST` | Create a new item. Success returns `200` status code. |\\n| `PUT` | Update an item. Success returns `200` status code. |\\n| `DELETE` | Delete an item. Success returns `200` status code. |\\n\\n# Status Codes\\n\\nThe API will respond with one of the following HTTP status codes.\\n\\n| Code | Response | Description |\\n|---|---|---|\\n| `200` | `SUCCESS` | Request completed successfully. |\\n| `400` | `BAD_REQUEST` | The request was invalid or cannot be otherwise served. An accompanying error message will explain further. |\\n| `401` | `UNAUTHORIZED` | Authentication credentials were missing or incorrect. |\\n| `403` | `FORBIDDEN` | The request is understood, but it has been refused or access is not allowed. An accompanying error message will explain why. |\\n| `404` | `NOT_FOUND` | The URI requested is invalid or the resource requested does not exists. |\\n| `405` | `NOT_FOUND` | Method doesn't exist or is not allowed. |\\n| `429` | `TOO_MANY_REQUESTS` | Rate Limit Exceeded. Returned when a request cannot be served due to the application\\u2019s rate limit having been exhausted for the resource. See Rate Limiting. |\\n| `500` | `INTERNAL_SERVER_ERROR` | Something is broken |\\n\\n# Application Status Codes\\n\\nThe following status codes can be returned in addition to the HTTP status code. For example, when using the Send SMS endpoint:\\n\\n| Response | Description |\\n|---|---|\\n| `SUCCESS` | Message added to queue OK. Use delivery reports to get an update on the delivery status.|\\n| `MISSING_CREDENTIALS` | Not enough information has been supplied for authentication. Please ensure that your Username and Unique Key are supplied in your request.|\\n| `ACCOUNT_NOT_ACTIVATED` | Your account has not been activated.|\\n| `INVALID_RECIPIENT` | The destination mobile number is invalid.|\\n| `THROTTLED` | Identical message body recently sent to the same recipient. Please try again in a few seconds.|\\n| `INVALID_SENDER_ID` | Invalid Sender ID. Please ensure Sender ID is no longer than 11 characters (if alphanumeric), and contains no spaces.|\\n| `INSUFFICIENT_CREDIT` | You have reached the end of your message credits. You will need to purchase more message credits.|\\n| `INVALID_CREDENTIALS` | Your Username or Unique Key is incorrect.|\\n| `ALREADY_EXISTS` | The resource you're trying to add already exists.|\\n| `EMPTY_MESSAGE` | Message is empty.|\\n| `TOO_MANY_RECIPIENTS` | Too many recipients.|\\n| `MISSING_REQUIRED_FIELDS` | Some required fields are missing.|\\n| `INVALID_SCHEDULE` | The schedule specified is invalid. Use a unix timestamp e.g. 1429170372.|\\n| `NOT_ENOUGH_PERMISSION_TO_LIST_ID` | Don't have enough privilege to access or send to a list_id.|\\n| `INTERNAL_ERROR` | Internal error.|\\n| `INVALID_LANG` | An invalid language option has been provided.|\\n| `INVALID_VOICE` | An invalid voice (gender) option has been provided.|\\n| `SUBJECT_REQUIRED` | Usually happens when MMS Subject is empty.|\\n| `INVALID_MEDIA_FILE` | Usually MMS media file is invalid file.|\\n| `SOMETHING_IS_WRONG` | Generic Error happened.|\\n\\n# Required Headers\\n\\nYou'll need to send some headers when making API calls.\\n\\n| Header | Value |\\n|---|---|\\n| `Content-type` | `application/json` |\\n\\n# Pagination\\n\\nSome methods are paginated. By default, 1 page of 15 items will be returned. You can set the pagination parameters by adding `?page={page}&limit={limit}` to the URL.\\n\\n## Request\\n\\n| Parameter | Type | Default | Value |\\n|---|---|---|---|\\n| `page` | integer | `1` | The page number to return in the response. |\\n| `limit` | integer | `15` | The number of results per page. Min 15, Max 100. |\\n\\n## Response\\n\\n| Attribute | Type | Value |\\n|---|---|---|---|\\n| `total` | integer | Total number of results available. |\\n| `per_page` | integer | Number of results returned per page. |\\n| `current_page` | integer | Current page number. |\\n| `last_page` | integer | Last page number. |\\n| `next_page_url` | string | A URL of the next page. `null` if not available.|\\n| `prev_page_url` | string | A URL of the previous page. `null` if not available.|\\n| `from` | integer | Number of the first result in current page. |\\n| `to` | integer | Number of the last result in current page. |\\n\\n# Searching and Sorting\\n\\nMost GET endpoints allow searching and sorting. Searches are **not** case-sensitive.\\n\\n## Search\\n\\nTo perform a search, add `q` as a query parameter. For example:\\n\\n`/subaccounts?q=field:value,field2:value`\\n\\n## Order\\n\\nTo perform a sort, add `order_by` as a query parameter. For example:\\n\\n`/subaccounts?order_by=field:desc/asc`\\n\\n## AND / OR\\n\\nBy default, it will search using the `AND` operator. This can be set using `operator` as a query parameter. For example:\\n\\n`/subaccounts?q=field:value&operator=OR`\\n\\n**Options:**\\n\\n- `AN` - returns results matching **all** query fields specified\\n\\n- `OR` - returns results matching **any** query fields specified\\n\\n## Example\\n\\n`/subaccounts?q=first_name:john,last_name:smith&order_by=subaccount_id:asc&operator=AND`\\n\\n# CORS\\n\\nWhen creating your API app, specify the JavaScript (CORS) origins you'll be using. We use these origins to return the headers needed for CORS.\\n\\n# Date and Time\\n\\nAll date/timestamps will be returned in Unix time (also known as POSIX time or erroneously as Epoch time) with no leap seconds.\\n\\nFor example: `1435255816`\\n\\n```\\n(ISO 8601: 2015-06-25T18:10:16Z)\\n```\\n\\nMore information: [Wikipedia: Unix time](https://en.wikipedia.org/wiki/Unix_time).\\n\\nThere is ony one Unix time and it is created by using the UTC/GMT time zone. This means you might have convert time zones to calculate timestamps. Most programming language have libraries to help you converting time zones.\\n\\n**The current Unix time can be found here:** [Epoch Converter](http://www.epochconverter.com)\\n\\n# Testing\\n\\n## Test Credentials\\n\\nThese API credentials can be used to test specific scenarios.\\n\\n**Note:** you will need to create a free account to test other scenarios. Refer to introduction.\\n\\n| API Username | API Key | Description |\\n|---|---|---|---|\\n| `nocredit` | `D83DED51-9E35-4D42-9BB9-0E34B7CA85AE` | This account has no credit. |\\n| `notactive` | `D83DED51-9E35-4D42-9BB9-0E34B7CA85AE` | This account is not active. |\\n| `banned` | `D83DED51-9E35-4D42-9BB9-0E34B7CA85AE` | This account is banned. |\\n\\n## Test SMS/MMS Numbers\\n\\nThe following numbers can be used when testing. No messages will be sent, and your account won't be charged. A success response will be returned.\\n\\n- `+61411111111`\\n\\n- `+61422222222`\\n\\n- `+61433333333`\\n\\n- `+61444444444`\\n\\n- `+14055555555`\\n\\n- `+14055555666`\\n\\n- `+447777777777`\\n\\n- `+8615555555555`\\n\\n## Test Voice Numbers\\n\\nThe following numbers can be used when testing. No messages will be sent, and your account won't be charged. A success response will be returned.\\n\\n- `+61411111111`\\n\\n- `+61422222222`\\n\\n- `+61433333333`\\n\\n- `+61444444444`\\n\\n- `+14055555555`\\n\\n- `+14055555666`\\n\\n- `+447777777777`\\n\\n- `+8615555555555`\\n\\n## Test Fax Numbers\\n\\nThe following numbers can be used when testing. No messages will be sent, and your account won't be charged. A success response will be returned.\\n\\n- `+61261111111`\\n\\n- `+61262222222`\\n\\n- `+61263333333`\\n\\n## Test Email Addresses\\n\\nThe following email addresses can be used when testing. No messages will be sent, and your account won't be charged. A success response will be returned.\\n\\n- `test1@test.com`\\n\\n- `test2@test.com`\\n\\n- `test3@test.com`\\n\\n## Test Post Letter Addresses\\n\\nThe following Postal Codes (address_postal_code) can be used when testing. No messages will be sent when using these post codes, and your account won't be charged. A success response will be returned.\\n\\n- `11111`\\n\\n- `22222`\\n\\n- `33333`\",\"title\":\"ClickSend REST API v3\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"email\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.clicksend.com_img_favicons_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://clicksend.docs.apiary.io/api-description-document\",\"version\":\"2.0\"}],\"x-providerName\":\"clicksend.com\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/clicksend.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/clicksend.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"climate.com\",\"value\":{\"added\":\"2021-03-01T08:47:16.479Z\",\"preferred\":\"4.0.11\",\"versions\":[{\"key\":\"4.0.11\",\"value\":{\"added\":\"2021-03-01T08:47:16.479Z\",\"info\":{\"contact\":{\"email\":\"developer@climate.com\",\"name\":\"Climate FieldView Support\"},\"description\":\"**Last Modified**: Thu Oct 29 12:30:46 PDT 2020\\n\\n\\nAll endpoints are only accessible via HTTPS.\\n\\n* All API endpoints are located at `https://platform.climate.com` (e.g.\\n`https://platform.climate.com/v4/fields`).\\n\\n* The authorization token endpoint is located at\\n`https://api.climate.com/api/oauth/token`.\\n\\n## Troubleshooting\\n\\n`X-Http-Request-Id` response header will be returned on every call,\\nsuccessful or not. If you experience an issue with our api and need\\nto contact technical support, please supply the value of the `X-Http-Request-Id`\\nheader along with an approximate time of when the request was made.\\n\\n## Request Limits\\n\\nWhen you\\u2019re onboarded to Climate\\u2019s API platform, your `x-api-key` is assigned a custom usage plan. Usage plans are unique to each partner and have the following key attributes: \\n\\n1. Throttling information\\n * burstLimit: Maximum rate limit over a period ranging from 1 second to a few seconds\\n * rateLimit: A steady-state rate limit\\n\\n2. Quota information\\n * Limit: The maximum number of requests that can be made in a given month\\n\\nWhen the request rate threshold is exceeded, a `429` response code is returned. Optionally, the [`Retry-After`](https://www.w3.org/Protocols/rfc2616/rfc2616-sec14.html#sec14.37) header may be returned: \\n\\nFollowing are examples of rate limit errors:\\n\\n1. Rate limit exceeded:\\n\\n
HTTP/1.1 429 \\n
Content-Type: application/json\\n
Content-Length: 32\\n\\n {\\\"message\\\":\\\"Too Many Requests\\\"}\\n\\n2. Quota exhausted:\\n
HTTP/1.1 429 \\n
Content-Type: application/json\\n
Content-Length: 29\\n\\n {\\\"message\\\":\\\"Limit Exceeded\\\"}\\n\\n## Pagination\\n\\nPagination is performed via headers. Any request which returns a `\\\"results\\\"`\\narray may be paginated. The following figure shows how query results are laid out with\\nX-Limit=4 and no filter applied.\\n\\n\\n\\n* If there are no results, a response code of `304` will be returned.\\n\\n* If the response is the last set of results, a response code of `200` or\\n`206` will be returned.\\n\\n* If there are more results, a response code of `206` will be returned.\\n\\n* If `X-Next-Token` is provided in the request headers but the token has\\nexpired, a response code of `409` will be returned. This is only applicable\\nfor some endpoints; see specific endpoint documentation below.\\n\\n#### X-Limit\\n\\nThe page size can be controlled with the `X-Limit` header. Valid values are\\n`1-100` and defaults to `100`.\\n\\n#### X-Next-Token\\n\\nIf the results are paginated, a response header of `X-Next-Token` will be\\nreturned. Use the associated value in the subsequent request (via the `X-Next-Token`\\nrequest header) to retrieve the next page. The following sequence diagram shows how to\\nuse `X-Next-Token` to fetch all the records.\\n\\n\\n\\n\\n## Chunked Uploads\\n\\nUploads larger than `5MiB` (`5242880 bytes`) must be done in `5MiB` chunks\\n(with the exception of the final chunk). Each chunk request MUST contain a\\n`Content-Range` header specifying the portion of the upload, and a `Content-Type`\\nheader specifying binary content type (`application/octet-stream`). Range\\nuploads must be contiguous. The maximum upload size is capped at `500MiB` (`524288000 bytes`).\\n\\n## Chunked Downloads\\n\\nDownloads larger than `5MiB` (`5242880 bytes`) must be done in `1-5MiB`\\nchunks (with the exception of the final chunk, which may be less than `1MiB`).\\nEach chunk request MUST contain a `Range` header specifying the requested portion of the download,\\nand an `Accept` header specifying binary and json content types (`application/octet-stream,application/json`)\\nor all content types (`*/*`).\\n\\n## Drivers\\n\\nIf you need drivers to process agronomic data, download the ADAPT plugin below. We only support the plugin in the Windows environment, minimum is Windows 7 SP1.\\n\\nFor asPlanted, asHarvested and asApplied data:\\n* [ADAPT Plugin](https://dev.fieldview.com/drivers/ClimateADAPTPlugin_latest.exe)\\n
Release notes can be found [here](https://dev.fieldview.com/drivers/adapt-release-notes.txt).\\n
Download and use of the ADAPT plugin means that you agree to the EULA for use of the ADAPT plugin. \\n
Please review the [EULA](https://dev.fieldview.com/EULA/ADAPT%20Plugin%20EULA-06-19.pdf) (last updated on June 6th, 2019) before download and use of the ADAPT plugin.\\n
For more information, please refer to:\\n * [ADAPT Resources](https://adaptframework.org/)\\n * [ADAPT Overview](https://aggateway.atlassian.net/wiki/spaces/ADM/overview)\\n * [ADAPT FAQ](https://aggateway.atlassian.net/wiki/spaces/ADM/pages/165942474/ADAPT+Frequently-Asked+Questions+FAQ)\\n * [ADAPT Videos](https://adaptframework.org/adapt-videos/)\\n\\n## Sample Test Data\\n\\nSample agronomic data:\\n* [asPlanted and asHarvested data](https://dev.fieldview.com/sample-agronomic-data/Planting_Harvesting_data_04_18_2018_21_46_18.zip)\\n* [asApplied data set 1](https://dev.fieldview.com/sample-agronomic-data/as-applied-data1.zip)\\n* [asApplied data set 2](https://dev.fieldview.com/sample-agronomic-data/as-applied-data2.zip)\\n
To upload the sample data to your account, please follow the instructions in this [link](https://support.climate.com/kt#/kA02A000000AaxzSAC/en_US).\\n\\nSample soil data:\\n* [Sample soil data](https://dev.fieldview.com/sample-soil-data/soil-sample.xml)\\n---\\n\",\"title\":\"Climate FieldView Platform APIs\",\"version\":\"4.0.11\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://dev.fieldview.com/openapi/platform.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"climate.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/climate.com/4.0.11/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/climate.com/4.0.11/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"climatekuul.com\",\"value\":{\"added\":\"2021-05-07T11:15:18.469Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-05-07T11:15:18.469Z\",\"info\":{\"contact\":null,\"title\":\"climateKuul live\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"backend\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_static.wixstatic.com_media_c53c35_186b357d06f64319ba7866f3469585e6%7Emv2.gif_v1_fill_w_32%2Ch_32%2Clg_1%2Cusm_0.66_1.00_0.01_c53c35_186b357d06f64319ba7866f3469585e6%7Emv2.gif\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://api.climatekuul.com/api-docs\",\"version\":\"3.0\"}],\"x-providerName\":\"climatekuul.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/climatekuul.com/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/climatekuul.com/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"cloud-elements.com:ecwid\",\"value\":{\"added\":\"2021-04-16T09:47:17.277Z\",\"preferred\":\"api-v2\",\"versions\":[{\"key\":\"api-v2\",\"value\":{\"added\":\"2021-04-16T09:47:17.277Z\",\"info\":{\"contact\":{\"email\":\"support@cloud-elements.com\"},\"title\":\"ecwid\",\"version\":\"api-v2\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-element-hub\":\"ecommerce\",\"x-element-id\":52,\"x-element-key\":\"ecwid\",\"x-element-name\":\"Ecwid\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_cloud-elements.com_wp-content_uploads_2019_05_ces_favicon_32x32.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.cloud-elements.com/elements/api-v2/elements/52/docs?version=-1\",\"version\":\"2.0\"}],\"x-providerName\":\"cloud-elements.com\",\"x-serviceName\":\"ecwid\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/cloud-elements.com/ecwid/api-v2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/cloud-elements.com/ecwid/api-v2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"cloudmersive.com:ocr\",\"value\":{\"added\":\"2018-01-22T14:08:47.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2018-01-22T14:08:47.000Z\",\"info\":{\"description\":\"The powerful Optical Character Recognition (OCR) APIs let you convert scanned images of pages into recognized text.\",\"title\":\"ocrapi\",\"version\":\"v1\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_api.cloudmersive.com_Content_cloudmersive.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.cloudmersive.com/ocr/docs/v1/swagger\",\"version\":\"2.0\"},{\"format\":\"swagger\",\"url\":\"https://api.cloudmersive.com/ocr/docs/v1/swagger\",\"version\":\"2.0\"}],\"x-providerName\":\"cloudmersive.com\",\"x-serviceName\":\"ocr\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/cloudmersive.com/ocr/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/cloudmersive.com/ocr/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"cloudrf.com\",\"value\":{\"added\":\"2021-07-05T09:52:54.398Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2021-07-05T09:52:54.398Z\",\"info\":{\"contact\":{\"email\":\"support@cloudrf.com\"},\"description\":\"Use this JSON API to build and test radio links for any radio, anywhere. 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key\",\"url\":\"https://codesearch.debian.net/apikeys/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/codesearch.debian.net/1.4.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/codesearch.debian.net/1.4.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"collegefootballdata.com\",\"value\":{\"added\":\"2019-02-19T07:22:08.000Z\",\"preferred\":\"4.1.6\",\"versions\":[{\"key\":\"4.1.6\",\"value\":{\"added\":\"2019-02-19T07:22:08.000Z\",\"info\":{\"contact\":{\"email\":\"admin@collegefootballdata.com\"},\"description\":\"This is an API for accessing all sorts of college football data. Please note that API keys should be supplied with \\\"Bearer \\\" prepended (e.g. \\\"Bearer your_key\\\"). 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Getters will never have any effect on the queried resources.\\n| POST\\t\\t| Create a new resource in a collection.\\n| PUT\\t\\t| Update an existing resource with its new representation.\\n| DELETE\\t| Delete an existing resource.\\n\\n## HTTP status codes\\n\\nThe API will reply with different HTTP statuscodes:\\n\\n| StatusCode\\t\\t\\t\\t| Description\\n| ---\\t\\t\\t\\t\\t\\t| ---\\n| 200 OK\\t\\t\\t\\t\\t| The requests was processed and you receive data as a result.\\n| 201 CREATED\\t\\t\\t\\t| The resource has been created. Either the Location header contains a link to the created resource, or links are being returned in the response body. The applied method will be indicated in the documentation.\\n| 202 ACCEPTED\\t\\t\\t\\t| The request has been validated and accepted. Because we need to do some background processing prior to returning the result, we cannot send back a useful representation.\\n| 204 NOCONTENT\\t\\t\\t\\t| The request has been processed, but no details can be returned.\\n| 400 BADREQUEST\\t\\t\\t| Your request is malformed.\\n| 401 UNAUTHORIZED\\t\\t\\t| You are not authorized. Follow the instructions in the Authorization documentation.\\n| 403 FORBIDDEN\\t\\t\\t\\t| Access to the resource or operation is not allowed.\\n| 404 NOTFOUND\\t\\t\\t\\t| The resource cannot be found.\\n| 410 GONE | The resource is permanently no longer available.\\n| 429 TOOMANYREQUESTS\\t\\t| The ratelimit has been exceeded. Please refer to the documentation on rate limiting for more details.\\n| 500 INTERNALSERVERERROR\\t| An error occurred during the processing of the request. The error is unexpected and most likely due to a bug in the api.\\n\\nIn the event of a problem, the body of the response will usually contain an errorcode and errormessage.\\nIn rare cases additional details about the error are reported.\\n\\nErrorcodes 400-499 are considered to be client errors and indicate that there was an issue with the request.\\nWe will not take any action besides monitoring. \\n\\nErrorcodes 500-599 are considered to be server errors. The errors are monitored AND action will be taken to resolve the error.\\n\\n## Formatting\\n\\nSnake casing is applied on resources and query parameters.\\nThe API is strictly returning JSON. No other formats are supported.\\n\\nDatetimes are returned in ISO-8601 format.\\n\\n## Pagination\\n\\nPagination is on by default on collections and is controlled by specifying *skip* and *take* parameters. \\n**Skip** indicates the number of results to skip and where to start the new take. \\n**Take** indicates the number of records to return. The returned number of items can be smaller than the requested take.\\n\\nPaged results will have headers with useful information regarding the paging.\\n\\n| Header\\t\\t\\t\\t| Description\\n| ---\\t\\t\\t\\t\\t| ---\\n| X-Paging-Skipped\\t\\t| The number of results that have been skipped.\\n| X-Paging-Take\\t\\t\\t| The number of items in the current take. The number might differ from the requested take. It represents the actual number of items returned in the response.\\n| X-Paging-TotalResults | The total number of results regardless of paging.\\n\\n## Rate limiting\\n\\nThe number of requests per interval is limited. Detailed information on the rate limiting can be found in specific headers which will be sent on each request.\\n\\n| Header\\t\\t\\t\\t| Description\\n| ---\\t\\t\\t\\t\\t| ---\\n| X-RateLimit-Limit\\t\\t| The number of requests that can be made in a specific time interval.\\n| X-RateLimit-Usage\\t\\t| The number of requests already made in the current time interval.\\n| X-RateLimit-Remaining\\t| The number of requests remaining until the reset.\\n| X-RateLimit-Reset\\t\\t| The number of seconds until the reset.
After the reset you are allowed to make as many requests as specified by the X-RateLimit-Limit header.\\n| Retry-After\\t\\t\\t| The number of seconds you have to wait until you can make new requests.
This header is only present when the rate limit has been reached. It is identical to X-RateLimit-Reset.\\n\\nWhen the ratelimit has been reached, all requests will return with a HTTP statuscode 429 and ReasonPhrase '*Too many requests, retry later.*'.\\n\\n# Authentication\\n\\nThe Api uses HMAC authentication. \\nHash-based message authentication code (HMAC) is a mechanism for calculating a message authentication code involving a hash function in combination with a secret key. \\nBoth the integrity and the authenticity of the message are verified this way.\\n\\n## Steps to generate the HMAC\\n\\n1. Get your api key and secret from your controlpanel. \\nIt is absolutely vital that the secret is never exposed. Once the secret is out, anyone would be able to generate hmacs to impersonate you. \\nIn case your secret is compromised, you can generate a new api key and secret on your controlpanel.\\n2. Construct the input value for generating the hmac. \\nConcatenate:apikey, request method, path and querystring information, unix timestamp, nonce and content.\\n\\n|\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t| Description\\n| ---\\t\\t\\t\\t\\t\\t\\t\\t\\t| ---\\n| apikey\\t\\t\\t\\t\\t\\t\\t\\t| The key that is linked to your user.\\n| request method\\t\\t\\t\\t\\t\\t| lowercased (eg: get, post, delete,...)\\n| path and querystring information\\t\\t| urlencoding of the lowercased relative path and querystring.
The path **MUST start with the api version (/v2)**.
The hexadecimal codes (percent encoding) MUST be uppercased.\\n| unix timestamp\\t\\t\\t\\t\\t\\t| the unix timestamp in **seconds**.\\n| nonce\\t\\t\\t\\t\\t\\t\\t\\t\\t| a\\tunique string for each request. It should be a random string, not related to the request. The nonce (in combination with the unix timestamp) protects you from replay attacks in case anyone was able to intercept a request.\\n| content\\t\\t\\t\\t\\t\\t\\t\\t| When the request body is not empty, this should be the Base64 encoded Md5 hash of the request body.
An empty body should not be encoded.\\n\\n3. Hash the concatenated string using your api secret and the SHA-256 algorithm.\\n4. Base64 encode the result of the hash function. This is the hmac signature you will need to send an authorized request.\\n\\n## Sending an authorized request\\n\\nAn authorized request can be made by sending the generated HMAC in the authorization header. \\nA correct authorizationheader uses the hmac authorization scheme and a correctly formatted authorization parameter.\\n\\nCreate the authorization parameter by concatenating:\\n * apikey\\n * colon ':'\\n * generated HMAC signature (see above)\\n * colon ':'\\n * nonce (the one used to generate the signature)\\n * colon ':'\\n * unix timestamp (the one used to generate the signature)\\n\\nA sample (illustrated):\\n\\n* The first line is the string you create to feed to the hashing algorithm.\\n* The second line is the authorization header that should be sent in the request.\\n\\n![hmac authorization header illustrated](/v2/images/authentication_illustration.jpg \\\"authorization header illustrated\\\")\\n\\n## IP whitelisting\\n\\nAccess is by default restricted for all IP addresses. You need to explicitly whitelist an IP in your controlpanel.\\n\\n# Versioning\\n\\nBecause of breaking contract changes compared to v1, we released v2 of the API. \\nV1 will still be available, but you are strongly encouraged to migrate to the latest version. \\nNew features will only be available on v2.\\n\\n# Policy\\n\\n### Fair use policy\\n\\nPlease respect the rate limits and do not use the api for any purposes of abuse. \\nAll requests are being monitored and logged. \\nIntentional abuse might result in api key revocation.\\n\\n# Errors\\n\\nThe API attempts to return appropriate HTTP status codes for every request. \\nWhen the status code indicates failure, the API will also provide an error message in most cases.\\n\\nAn error message contains a machine-parseable error code accompanied by a descriptive error text. \\nThe text for an error message might change over time, but codes will stay the same.\\n\\n[An overview of error codes can be found here](/v2/documentation/errorcodes).\\n\\n# Change log\\n\\n[An overview of new changes can be found here](/v2/documentation/changelog).\\n\\n# Provisioning information\\n\\n## Terminology\\n\\n| Term\\t\\t\\t| Definition\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t|\\n| ---\\t\\t\\t| ---\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t|\\n| Servicepack\\t| Defines a set of assets that belong together. An example is a hosting package which offers Linux hosting, a domain name, a couple of mailboxes and databases.
It also limits the size of individual assets within the same account. |\\n| Account\\t\\t| Represents an instance of the servicepack. It contains one or more assets. The number and size of assets is defined by the servicepack. |\\n| Asset\\t\\t\\t| A manageable service. For example: a mysql database, a linux hosting, a mailbox,...
Some assets are created at the moment when the account is created. Other assets can be created afterwards.\\n\\t\\n## Common provisioning scenario\\n\\n**Provisioning of an account with Linux hosting with one MySql database**\\n\\n*Without a pre-existing account:*\\n\\n1. Create a new account.
Perform a POST on the accounts route and provide the desired servicepack id and identifier (domain name).\\n2. Read the Location header from the response and perform a GET of the provided resource (a provisioning job).\\n3. When the response returns 200(OK), you should repeat the GET operation after a certain interval (Repeat this step).
\\nWhen the response returns 201(Created), you should read the response body. This will contain links to the created resources.
\\nThis will usually hold only one link, but to be futureproof, this has been designed to return a collection.\\n4. The created resource will point to an account. You now know the account's Id and can continue with the provisioning of a MySql database on this account.\\n5. Perform a POST on the mysqldatabases route and provide the account id along with other requested information.\\n6. Read the Location header from the response and perform a GET of the provided resource (a provisioning job).\\n7. When the response returns 200(OK), you should repeat the GET operation after a certain interval (Repeat this step).
\\nWhen the response returns 201(Created), you should read the response body. This will contain links to the created resources.
\\nThis will usually hold only one link, but to be futureproof, this has been designed to return a collection.\\n8. The created resource will point to a MySql database resource.\\n\\n## SSL certificate requests\\n\\n**Requesting an SSL certificate causes the purchase of a paying product.**\\n\\n1. A certificate is created by adding an ssl certificate request.\\n2. Upon statuscode 201 you should query for certificate completion on the resource provided in the location response header.\\n3. The resource request can respond with different statuscodes:\\n
    \\n
  • 200: the certificate request is ongoing.
    \\nCheck the validations collection for validation values that are not auto_validated. Those should be set by you system.
    \\nCall verify domain validations once all validation values are in place. It might take some time for verification to take place. It is not necessary to call this method more than once.
    • \\n
  • 303: the certificate request is complete; there is no more certificate request resource available. Check the location header value to retrieve the representation of the resulting ssl certificate.
    • \\n
  • 410: the certificate request does not exist anymore, there is no certificate created as a result of the request.
    • \\n
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Do not use this API for accessing and evaluating feature flag values. Use the [SDKs instead](https://configcat.com/docs/sdk-reference/overview).\\n\\n\\n# OpenAPI Specification\\n\\nThe complete specification is publicly available here: [swagger.json](v1/swagger.json). \\nYou can use it to generate client libraries in various languages with [OpenAPI Generator](https://github.com/OpenAPITools/openapi-generator) or\\n[Swagger Codegen](https://swagger.io/tools/swagger-codegen/) to interact with this API.\\n\\n# Authentication\\nThis API uses the [Basic HTTP Authentication Scheme](https://en.wikipedia.org/wiki/Basic_access_authentication). \\n\\n\\n\\n# Throttling and rate limits\\nAll the rate limited API calls are returning information about the current rate limit period in the following HTTP headers:\\n\\n| Header | Description |\\n| :- | :- |\\n| X-Rate-Limit-Remaining | The maximum number of requests remaining in the current rate limit period. |\\n| X-Rate-Limit-Reset | The time\\twhen the current rate limit period resets.\\t\\t\\t\\t\\t\\t |\\n\\nWhen the rate limit is exceeded by a request, the API returns with a `HTTP 429 - Too many requests` status along with a `Retry-After` HTTP header.\\n\",\"termsOfService\":\"https://configcat.com/termsofserviceagreement\",\"title\":\"ConfigCat Public Management API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_api.configcat.com_resources_configcat-logo-horiz.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.configcat.com/docs/v1/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"configcat.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/configcat.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/configcat.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"conjur.local\",\"value\":{\"added\":\"2021-06-11T04:36:47.862Z\",\"preferred\":\"5.1.1\",\"versions\":[{\"key\":\"5.1.1\",\"value\":{\"added\":\"2021-06-11T04:36:47.862Z\",\"info\":{\"contact\":{\"email\":\"conj_maintainers@cyberark.com\"},\"description\":\"This is an API definition for CyberArk Conjur Open Source. You can find out more at [Conjur.org](https://www.conjur.org/).\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Conjur\",\"version\":\"5.1.1\",\"x-apisguru-categories\":[\"security\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/cyberark/conjur-openapi-spec/main/spec/openapi.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"conjur.local\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"Find out more about Conjur\",\"url\":\"https://conjur.org\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/conjur.local/5.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/conjur.local/5.1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"consumerfinance.gov\",\"value\":{\"added\":\"2015-11-29T02:15:33.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2015-11-29T02:15:33.000Z\",\"info\":{\"description\":\"Learn more about home mortgage data, download the data yourself, or build new tools using our API.\",\"title\":\"The Consumer Financial Protection Bureau\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_cfpb.github.io_img_logo_210.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"swagger\",\"url\":\"https://api.consumerfinance.gov/api-docs\",\"version\":\"1.2\"}],\"x-providerName\":\"consumerfinance.gov\"},\"externalDocs\":{\"url\":\"http://cfpb.github.io/api/hmda/\"},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/consumerfinance.gov/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/consumerfinance.gov/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"contract-p.fit\",\"value\":{\"added\":\"2020-08-25T08:06:26.662Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2020-08-25T08:06:26.662Z\",\"info\":{\"description\":\"This describes the Contract.fit product API. 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You can use the CORE API to access the \\n resources harvested and enriched by CORE. If you encounter any problems with the API, please report them to us.

\\n\\n

Overview

\\n

The API is organised by resource type. The resources are articles, \\n journals and repositories and are represented using JSON data format. Furthermore, \\n each resource has a list of methods. The API also provides two global methods for accessing all resources at once.

\\n\\n

Response format

\\n

Response for each query contains two fields: status and data.\\n In case of an error status, the data field is empty. The data field contains a single object\\n in case the request is for a specific identifier (e.g. CORE ID, CORE repository ID, etc.), or \\n contains a list of objects, for example for search queries. In case of batch requests, the response\\n is an array of objects, each of which contains its own status and data fields.\\n For search queries the response contains an additional field totalHits, which is the \\n total number of items which match the search criteria.

\\n\\n

Search query syntax

\\n\\n

Complex search queries can be used in all of the API search methods.\\n The query can be a simple string or it can be built using terms and operators described in Elasticsearch\\n documentation.\\n The usable field names are title, description, fullText, \\n authors, publisher, repositories.id, repositories.name, \\n doi, oai, identifiers (which is a list of article identifiers including OAI, URL, etc.), language.name \\n and year. Some example queries:\\n

\\n\\n
    \\n

  • title:psychology and language.name:English

    • \\n

  • repositories.id:86 AND year:2014

    • \\n

  • identifiers:\\\"oai:aura.abdn.ac.uk:2164/3837\\\" OR identifiers:\\\"oai:aura.abdn.ac.uk:2164/3843\\\"

    • \\n

  • doi:\\\"10.1186/1471-2458-6-309\\\"

    • \\n
\\n\\n

Retrieving the latest Articles

\\n

\\n You can retrieve the harvested items since specific dates using the following queries:\\n

\\n\\n
    \\n

  • repositoryDocument.metadataUpdated:>2017-02-10

    • \\n

  • repositoryDocument.metadataUpdated:>2017-03-01 AND repositoryDocument.metadataUpdated:<2017-03-31

    • \\n
\\n\\n

Sort order

\\n\\n

For search queries, the results are ordered by relevance score. For batch \\n requests, the results are retrieved in the order of the requests.

\\n\\n

Parameters

\\n

The API methods allow different parameters to be passed. Additionally, there is an API key parameter which is common to all API methods. For all API methods \\n the API key can be provided either as a query parameter or in the request header. If the API key \\n is not provided, the API will return HTTP 401 error. You can register for an API key here.

\\n\\n

API methods

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from italian corrente, which is energy*\\n# Introduction\\nThe Corrently ecosystem gets maintained by [STROMDAO GmbH](https://www.stromdao.de/) to support green energy services for prosumers, grid operators, regulators, integrators or any other party with an emerging need of consensus driven management.\\nAs the [energy product Corrently](https://www.corrently.de/) got first launched in Germany parts of this documentation provide simple translations for better understanding.\\n[Released SKDs for Download](https://github.com/energychain/corrently-api/releases)\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://corrently.io/terms/\",\"title\":\"Corrently.io\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_corrently.de_assets_img_Corrently_1000x252.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://corrently.io/dist.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"corrently.io\"},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/corrently.io/2.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/corrently.io/2.0.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"covid19-api.com\",\"value\":{\"added\":\"2020-03-23T13:59:32.000Z\",\"preferred\":\"1.2.6\",\"versions\":[{\"key\":\"1.2.6\",\"value\":{\"added\":\"2020-03-23T13:59:32.000Z\",\"info\":{\"title\":\"COVID-19 data API\",\"version\":\"1.2.6\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://covid19-api.com/docs.json\",\"version\":\"3.0\"},{\"format\":\"openapi\",\"url\":\"https://covid19-api.com/docs.json\",\"version\":\"3.0\"}],\"x-providerName\":\"covid19-api.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/covid19-api.com/1.2.6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/covid19-api.com/1.2.6/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"cowin.gov.cin:cowincert\",\"value\":{\"added\":\"2021-02-07T16:05:38.903Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-02-07T16:05:38.903Z\",\"info\":{\"contact\":{\"name\":\"Co-WIN by Ministry of Health and Family Welfare\",\"url\":\"https://www.cowin.gov.in\"},\"description\":\"API to get Co-WIN vaccination certificate.\",\"termsOfService\":\"https://www.cowin.gov.in/terms-condition\",\"title\":\"Co-WIN Certificate API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/cowincert.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"cowin.gov.cin\",\"x-serviceName\":\"cowincert\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:05:38.903Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/cowin.gov.cin/cowincert/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/cowin.gov.cin/cowincert/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"cpy.re:peertube\",\"value\":{\"added\":\"2019-07-04T11:06:56.000Z\",\"preferred\":\"3.3.0\",\"versions\":[{\"key\":\"3.3.0\",\"value\":{\"added\":\"2019-07-04T11:06:56.000Z\",\"info\":{\"contact\":{\"name\":\"PeerTube Community\",\"url\":\"https://joinpeertube.org\"},\"description\":\"The PeerTube API is built on HTTP(S) and is RESTful. You can use your favorite\\nHTTP/REST library for your programming language to use PeerTube. The spec API is fully compatible with\\n[openapi-generator](https://github.com/OpenAPITools/openapi-generator/wiki/API-client-generator-HOWTO)\\nwhich generates a client SDK in the language of your choice - we generate some client SDKs automatically:\\n\\n- [Python](https://framagit.org/framasoft/peertube/clients/python)\\n- [Go](https://framagit.org/framasoft/peertube/clients/go)\\n- [Kotlin](https://framagit.org/framasoft/peertube/clients/kotlin)\\n\\nSee the [REST API quick start](https://docs.joinpeertube.org/api-rest-getting-started) for a few\\nexamples of using the PeerTube API.\\n\\n# Authentication\\n\\nWhen you sign up for an account on a PeerTube instance, you are given the possibility\\nto generate sessions on it, and authenticate there using an access token. Only __one\\naccess token can currently be used at a time__.\\n\\n## Roles\\n\\nAccounts are given permissions based on their role. There are three roles on\\nPeerTube: Administrator, Moderator, and User. See the [roles guide](https://docs.joinpeertube.org/admin-managing-users?id=roles) for a detail of their permissions.\\n\\n# Errors\\n\\nThe API uses standard HTTP status codes to indicate the success or failure\\nof the API call, completed by a [RFC7807-compliant](https://tools.ietf.org/html/rfc7807) response body.\\n\\n```\\nHTTP 1.1 404 Not Found\\nContent-Type: application/problem+json; charset=utf-8\\n\\n{\\n \\\"detail\\\": \\\"Video not found\\\",\\n \\\"docs\\\": \\\"https://docs.joinpeertube.org/api-rest-reference.html#operation/getVideo\\\",\\n \\\"status\\\": 404,\\n \\\"title\\\": \\\"Not Found\\\",\\n \\\"type\\\": \\\"about:blank\\\"\\n}\\n```\\n\\nWe provide error `type` values for [a growing number of cases](https://github.com/Chocobozzz/PeerTube/blob/develop/shared/models/server/server-error-code.enum.ts),\\nbut it is still optional. Types are used to disambiguate errors that bear the same status code\\nand are non-obvious:\\n\\n```\\nHTTP 1.1 403 Forbidden\\nContent-Type: application/problem+json; charset=utf-8\\n\\n{\\n \\\"detail\\\": \\\"Cannot get this video regarding follow constraints\\\",\\n \\\"docs\\\": \\\"https://docs.joinpeertube.org/api-rest-reference.html#operation/getVideo\\\",\\n \\\"status\\\": 403,\\n \\\"title\\\": \\\"Forbidden\\\",\\n \\\"type\\\": \\\"https://docs.joinpeertube.org/api-rest-reference.html#section/Errors/does_not_respect_follow_constraints\\\"\\n}\\n```\\n\\nHere a 403 error could otherwise mean that the video is private or blocklisted.\\n\\n### Validation errors\\n\\nEach parameter is evaluated on its own against a set of rules before the route validator\\nproceeds with potential testing involving parameter combinations. Errors coming from validation\\nerrors appear earlier and benefit from a more detailed error description:\\n\\n```\\nHTTP 1.1 400 Bad Request\\nContent-Type: application/problem+json; charset=utf-8\\n\\n{\\n \\\"detail\\\": \\\"Incorrect request parameters: id\\\",\\n \\\"docs\\\": \\\"https://docs.joinpeertube.org/api-rest-reference.html#operation/getVideo\\\",\\n \\\"instance\\\": \\\"/api/v1/videos/9c9de5e8-0a1e-484a-b099-e80766180\\\",\\n \\\"invalid-params\\\": {\\n \\\"id\\\": {\\n \\\"location\\\": \\\"params\\\",\\n \\\"msg\\\": \\\"Invalid value\\\",\\n \\\"param\\\": \\\"id\\\",\\n \\\"value\\\": \\\"9c9de5e8-0a1e-484a-b099-e80766180\\\"\\n }\\n },\\n \\\"status\\\": 400,\\n \\\"title\\\": \\\"Bad Request\\\",\\n \\\"type\\\": \\\"about:blank\\\"\\n}\\n```\\n\\nWhere `id` is the name of the field concerned by the error, within the route definition.\\n`invalid-params..location` can be either 'params', 'body', 'header', 'query' or 'cookies', and\\n`invalid-params..value` reports the value that didn't pass validation whose `invalid-params..msg`\\nis about.\\n\\n### Deprecated error fields\\n\\nSome fields could be included with previous versions. They are still included but their use is deprecated:\\n- `error`: superseded by `detail`\\n- `code`: superseded by `type` (which is now an URI)\\n\\n# Rate limits\\n\\nWe are rate-limiting all endpoints of PeerTube's API. Custom values can be set by administrators:\\n\\n| Endpoint (prefix: `/api/v1`) | Calls | Time frame |\\n|------------------------------|---------------|--------------|\\n| `/*` | 50 | 10 seconds |\\n| `POST /users/token` | 15 | 5 minutes |\\n| `POST /users/register` | 2* | 5 minutes |\\n| `POST /users/ask-send-verify-email` | 3 | 5 minutes |\\n\\nDepending on the endpoint, *failed requests are not taken into account. 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Compare two screenshots for layout differences \\n 2. Compare a full screenshot test of browsers to a single baseline browser for layout differences. \\n 3. Compare a screenshot test version to another test version - good for regression tests. \\n 4. 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D7 provides reliable and cost-effective SMS services to businesses across all industries and aims to connect all countries and territories via direct connections.\",\"title\":\"D7SMS\",\"version\":\"1.0.2\",\"x-apisguru-categories\":[\"messaging\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_d7sms_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.swaggerhub.com/apis/Direct7Networks/D7SMS/1.0.2\",\"version\":\"3.0\"}],\"x-providerName\":\"d7networks.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/d7networks.com/1.0.2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/d7networks.com/1.0.2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"daniweb.com\",\"value\":{\"added\":\"2020-03-23T14:54:23.000Z\",\"preferred\":\"4\",\"versions\":[{\"key\":\"4\",\"value\":{\"added\":\"2020-03-23T14:54:23.000Z\",\"info\":{\"contact\":{\"email\":\"dani@daniwebmail.com\",\"name\":\"Dani Horowitz\",\"url\":\"https://www.daniweb.com/members/1/dani\",\"x-twitter\":\"DaniWeb\"},\"description\":\"User Recommendation Engine and Chat Network\",\"termsOfService\":\"https://www.daniweb.com/connect/welcome/privacy\",\"title\":\"DaniWeb Connect API\",\"version\":\"4\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_DaniWeb_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.daniweb.com/connect/developers/swagger\",\"version\":\"3.0\"}],\"x-providerName\":\"daniweb.com\"},\"externalDocs\":{\"description\":\"DaniWeb Connect API Documentation\",\"url\":\"https://www.daniweb.com/connect/developers\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/daniweb.com/4/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/daniweb.com/4/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"data.gov\",\"value\":{\"added\":\"2015-11-29T05:55:33.000Z\",\"preferred\":\"3.0\",\"versions\":[{\"key\":\"3.0\",\"value\":{\"added\":\"2015-11-29T05:55:33.000Z\",\"info\":{\"description\":\"Provides public users access to federal regulatory content.\",\"title\":\"Regulations.gov\",\"version\":\"3.0\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_regulationsgov.github.io_developers_static_img_logo.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"swagger\",\"url\":\"http://regulationsgov.github.io/developers/api-docs.json\",\"version\":\"1.2\"}],\"x-providerName\":\"data.gov\"},\"externalDocs\":{\"url\":\"http://regulationsgov.github.io/developers/\"},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/data.gov/3.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/data.gov/3.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"data2crm.com\",\"value\":{\"added\":\"2016-03-09T05:58:34.000Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2016-03-09T05:58:34.000Z\",\"info\":{\"description\":\"

Make use of our in-depth documentation to get more information about the various functions of the service. Those willing to explore the mechanics of Data2CRM.API can test it in live regime using the short code samples.

Select CRM: Loading... please wait

Here are the API access keys:
X-API2CRM-USER-KEY: e2a6379ab878ae7e58119d4ec842bf9c
X-API2CRM-APPLICATION-KEY: 7ae5b17008fb414d84981191cf3b66a476ef8bef

The CRM access details are:
URL: https://login.salesforce.com/
E-mail / Username: developers.data2crm.api+1@magneticone.com
Password: data2crmapi123

\",\"title\":\"Data2CRM.API\",\"version\":\"1\",\"x-logo\":{\"backgroundColor\":\"#3089CF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_s3.amazonaws.com_enterprise-multitenant.3scale.net.3scale.net_data2crm-api_2445581398133_profiles_logos_medium_data2crm_api.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://app.api2crm.com/swagger/spec/data2crm_api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"data2crm.com\"},\"externalDocs\":{\"url\":\"http://www.data2crm.com/api/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/data2crm.com/1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/data2crm.com/1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"dataatwork.org\",\"value\":{\"added\":\"2017-09-04T14:08:53.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2017-09-04T14:08:53.000Z\",\"info\":{\"contact\":{\"name\":\"Work Data Initiative\",\"url\":\"http://www.dataatwork.org\"},\"description\":\"A complete and standard data store for canonical and emerging skills, knowledge, abilities, tools, technolgies, and how they relate to jobs.\",\"title\":\"Open Skills API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_593962900408008704_WT7rcPhZ_400x400.jpg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://api.dataatwork.org/v1/spec/skills-api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"dataatwork.org\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/dataatwork.org/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/dataatwork.org/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"dataflowkit.com\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"preferred\":\"1.3\",\"versions\":[{\"key\":\"1.3\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"info\":{\"contact\":{\"url\":\"https://dataflowkit.com/\"},\"description\":\"Render Javascript driven pages, while we internally manage Headless Chrome and proxies for you. \\n\\n- Build a custom web scraper with our Visual point-and-click toolkit.\\n- Scrape the most popular Search engines result pages (SERP).\\n- Convert web pages to PDF and capture screenshots.\\n***\\n### Authentication\\nDataflow Kit API require you to sign up for an API key in order to use the API. \\n\\nThe API key can be found in the [DFK Dashboard](https://account.dataflowkit.com) after _free registration_.\\n\\nPass a secret API Key to all API requests to the server as the `api_key` query parameter. \\n\",\"termsOfService\":\"https://dataflowkit.com/terms\",\"title\":\"Dataflow Kit Web Scraper\",\"version\":\"1.3\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.dataflowkit.com/v1/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"dataflowkit.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"swagger-ui documentation\",\"url\":\"https://dataflowkit.com/open-api\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/dataflowkit.com/1.3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/dataflowkit.com/1.3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"datumbox.com\",\"value\":{\"added\":\"2015-06-16T17:18:08.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2015-06-16T17:18:08.000Z\",\"info\":{\"description\":\"Datumbox offers a Machine Learning platform composed of 14 classifiers and Natural Language processing functions. Functions include sentiment analysis, topic classification, readability assessment, language detection, and much more.\",\"title\":\"api.datumbox.com\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"machine_learning\",\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_www.datumbox.com_img_logo.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.31\"},\"format\":\"swagger\",\"url\":\"http://www.datumbox.com/api-sandbox/api-docs\",\"version\":\"1.2\"}],\"x-providerName\":\"datumbox.com\"},\"updated\":\"2020-01-07T11:40:28.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/datumbox.com/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/datumbox.com/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"deeparteffects.com\",\"value\":{\"added\":\"2017-11-26T13:57:32.889Z\",\"preferred\":\"2017-02-10T162446Z\",\"versions\":[{\"key\":\"2017-02-10T162446Z\",\"value\":{\"added\":\"2017-11-26T13:57:32.889Z\",\"info\":{\"contact\":{\"x-twitter\":\"deeparteffects\"},\"title\":\"Deep Art Effects\",\"version\":\"2017-02-10T16:24:46Z\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_deeparteffects_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://docs.deeparteffects.com/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"deeparteffects.com\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/deeparteffects.com/2017-02-10T162446Z/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/deeparteffects.com/2017-02-10T162446Z/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"departureboard.io\",\"value\":{\"added\":\"2019-07-08T08:56:34.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2019-07-08T08:56:34.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"departure_board\"},\"description\":\"The departureboard.io is a high performance API written in Golang. Its goal is to provide to main functions:

(1): A JSON API interface to the legacy National Rail SOAP API: Giving developers the ability to pull live information on departures, arrivals, and services from National Rail, without having to use the legacy SOAP API provided by National Rail. Information is still pulled directly from National Rail in the background, providing the same level of real-time data without the additional complexity of having to interact with SOAP.

(2): A JSON API interface for additional National Rail information: Giving developers the ability to pull a range of information about the Rail Network, via a JSON API interface. This is not an offering that National Rail currently provide, and is custom developed. Data is sourced from periodically updated XML documents, parsed, and provided for consumption via the departureboard.io API.

This API is completely free to use for non-commercial purposes. You can explore the various sections of the documentation using the links below.

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Requests should be made using the HTTPS protocol\\nso that traffic is encrypted. The interface responds to different methods\\ndepending on the action required.\\n\\n|Method|Usage|\\n|--- |--- |\\n|GET|For simple retrieval of information about your account, Droplets, or environment, you should use the GET method. The information you request will be returned to you as a JSON object. The attributes defined by the JSON object can be used to form additional requests. Any request using the GET method is read-only and will not affect any of the objects you are querying.|\\n|DELETE|To destroy a resource and remove it from your account and environment, the DELETE method should be used. This will remove the specified object if it is found. If it is not found, the operation will return a response indicating that the object was not found. This idempotency means that you do not have to check for a resource's availability prior to issuing a delete command, the final state will be the same regardless of its existence.|\\n|PUT|To update the information about a resource in your account, the PUT method is available. Like the DELETE Method, the PUT method is idempotent. It sets the state of the target using the provided values, regardless of their current values. Requests using the PUT method do not need to check the current attributes of the object.|\\n|PATCH|Some resources support partial modification. In these cases, the PATCH method is available. Unlike PUT which generally requires a complete representation of a resource, a PATCH request is is a set of instructions on how to modify a resource updating only specific attributes.|\\n|POST|To create a new object, your request should specify the POST method. The POST request includes all of the attributes necessary to create a new object. When you wish to create a new object, send a POST request to the target endpoint.|\\n|HEAD|Finally, to retrieve metadata information, you should use the HEAD method to get the headers. This returns only the header of what would be returned with an associated GET request. Response headers contain some useful information about your API access and the results that are available for your request. For instance, the headers contain your current rate-limit value and the amount of time available until the limit resets. It also contains metrics about the total number of objects found, pagination information, and the total content length.|\\n\\n\\n## HTTP Statuses\\n\\nAlong with the HTTP methods that the API responds to, it will also return\\nstandard HTTP statuses, including error codes.\\n\\nIn the event of a problem, the status will contain the error code, while the\\nbody of the response will usually contain additional information about the\\nproblem that was encountered.\\n\\nIn general, if the status returned is in the 200 range, it indicates that\\nthe request was fulfilled successfully and that no error was encountered.\\n\\nReturn codes in the 400 range typically indicate that there was an issue\\nwith the request that was sent. Among other things, this could mean that you\\ndid not authenticate correctly, that you are requesting an action that you\\ndo not have authorization for, that the object you are requesting does not\\nexist, or that your request is malformed.\\n\\nIf you receive a status in the 500 range, this generally indicates a\\nserver-side problem. This means that we are having an issue on our end and\\ncannot fulfill your request currently.\\n\\n400 and 500 level error responses will include a JSON object in their body,\\nincluding the following attributes:\\n\\n|Name|Type|Description|\\n|--- |--- |--- |\\n|id|string|A short identifier corresponding to the HTTP status code returned. For example, the ID for a response returning a 404 status code would be \\\"not_found.\\\"|\\n|message|string|A message providing additional information about the error, including details to help resolve it when possible.|\\n|request_id|string|Optionally, some endpoints may include a request ID that should be provided when reporting bugs or opening support tickets to help identify the issue.|\\n\\n### Example Error Response\\n\\n```\\n HTTP/1.1 403 Forbidden\\n {\\n \\\"id\\\": \\\"forbidden\\\",\\n \\\"message\\\": \\\"You do not have access for the attempted action.\\\"\\n }\\n```\\n\\n## Responses\\n\\nWhen a request is successful, a response body will typically be sent back in\\nthe form of a JSON object. An exception to this is when a DELETE request is\\nprocessed, which will result in a successful HTTP 204 status and an empty\\nresponse body.\\n\\nInside of this JSON object, the resource root that was the target of the\\nrequest will be set as the key. This will be the singular form of the word\\nif the request operated on a single object, and the plural form of the word\\nif a collection was processed.\\n\\nFor example, if you send a GET request to `/v2/droplets/$DROPLET_ID` you\\nwill get back an object with a key called \\\"`droplet`\\\". However, if you send\\nthe GET request to the general collection at `/v2/droplets`, you will get\\nback an object with a key called \\\"`droplets`\\\".\\n\\nThe value of these keys will generally be a JSON object for a request on a\\nsingle object and an array of objects for a request on a collection of\\nobjects.\\n\\n### Response for a Single Object\\n\\n```\\n {\\n \\\"droplet\\\": {\\n \\\"name\\\": \\\"example.com\\\"\\n . . .\\n }\\n }\\n```\\n\\n### Response for an Object Collection\\n\\n```\\n {\\n \\\"droplets\\\": [\\n {\\n \\\"name\\\": \\\"example.com\\\"\\n . . .\\n },\\n {\\n \\\"name\\\": \\\"second.com\\\"\\n . . .\\n }\\n ]\\n }\\n```\\n\\n## Meta\\n\\nIn addition to the main resource root, the response may also contain a\\n`meta` object. This object contains information about the response itself.\\n\\nThe `meta` object contains a `total` key that is set to the total number of\\nobjects returned by the request. This has implications on the `links` object\\nand pagination.\\n\\nThe `meta` object will only be displayed when it has a value. Currently, the\\n`meta` object will have a value when a request is made on a collection (like\\n`droplets` or `domains`).\\n\\n\\n### Sample Meta Object\\n\\n```\\n {\\n . . .\\n \\\"meta\\\": {\\n \\\"total\\\": 43\\n }\\n . . .\\n }\\n```\\n\\n## Links & Pagination\\n\\nThe `links` object is returned as part of the response body when pagination\\nis enabled. By default, 20 objects are returned per page. If the response\\ncontains 20 objects or fewer, no `links` object will be returned. If the\\nresponse contains more than 20 objects, the first 20 will be returned along\\nwith the `links` object.\\n\\nYou can request a different pagination limit or force pagination by\\nappending `?per_page=` to the request with the number of items you would\\nlike per page. For instance, to show only two results per page, you could\\nadd `?per_page=2` to the end of your query. The maximum number of results\\nper page is 200.\\n\\nThe `links` object contains a `pages` object. The `pages` object, in turn,\\ncontains keys indicating the relationship of additional pages. The values of\\nthese are the URLs of the associated pages. The keys will be one of the\\nfollowing:\\n\\n* **first**: The URI of the first page of results.\\n* **prev**: The URI of the previous sequential page of results.\\n* **next**: The URI of the next sequential page of results.\\n* **last**: The URI of the last page of results.\\n\\nThe `pages` object will only include the links that make sense. So for the\\nfirst page of results, no `first` or `prev` links will ever be set. This\\nconvention holds true in other situations where a link would not make sense.\\n\\n### Sample Links Object\\n\\n```\\n {\\n . . .\\n \\\"links\\\": {\\n \\\"pages\\\": {\\n \\\"last\\\": \\\"https://api.digitalocean.com/v2/images?page=2\\\",\\n \\\"next\\\": \\\"https://api.digitalocean.com/v2/images?page=2\\\"\\n }\\n }\\n . . .\\n }\\n```\\n\\n## Rate Limit\\n\\nRequests through the API are rate limited per OAuth token. Current rate limits:\\n\\n* 5,000 requests per hour\\n* 250 requests per minute (5% of the hourly total)\\n\\nOnce you exceed either limit, you will be rate limited until the next cycle\\nstarts. Space out any requests that you would otherwise issue in bursts for\\nthe best results.\\n\\nThe rate limiting information is contained within the response headers of\\neach request. The relevant headers are:\\n\\n* **RateLimit-Limit**: The number of requests that can be made per hour.\\n* **RateLimit-Remaining**: The number of requests that remain before you hit your request limit. See the information below for how the request limits expire.\\n* **RateLimit-Reset**: This represents the time when the oldest request will expire. The value is given in [Unix epoch time](http://en.wikipedia.org/wiki/Unix_time). See below for more information about how request limits expire.\\n\\nAs long as the `RateLimit-Remaining` count is above zero, you will be able\\nto make additional requests.\\n\\nThe way that a request expires and is removed from the current limit count\\nis important to understand. Rather than counting all of the requests for an\\nhour and resetting the `RateLimit-Remaining` value at the end of the hour,\\neach request instead has its own timer.\\n\\nThis means that each request contributes toward the `RateLimit-Remaining`\\ncount for one complete hour after the request is made. When that request's\\ntimer runs out, it is no longer counted towards the request limit.\\n\\nThis has implications on the meaning of the `RateLimit-Reset` header as\\nwell. Because the entire rate limit is not reset at one time, the value of\\nthis header is set to the time when the _oldest_ request will expire.\\n\\nKeep this in mind if you see your `RateLimit-Reset` value change, but not\\nmove an entire hour into the future.\\n\\nIf the `RateLimit-Remaining` reaches zero, subsequent requests will receive\\na 429 error code until the request reset has been reached. You can see the\\nformat of the response in the examples.\\n\\n**Note:** The following endpoints have special rate limit requirements that\\nare independent of the limits defined above.\\n\\n* Only 12 `POST` requests to the `/v2/floating_ips` endpoint to create Floating IPs can be made per 60 seconds.\\n* Only 10 `GET` requests to the `/v2/account/keys` endpoint to list SSH keys can be made per 60 seconds.\\n\\n### Sample Rate Limit Headers\\n\\n```\\n . . .\\n RateLimit-Limit: 1200\\n RateLimit-Remaining: 1193\\n RateLimit-Reset: 1402425459\\n . . .\\n```\\n\\n### Sample Rate Exceeded Response\\n\\n```\\n 429 Too Many Requests\\n {\\n id: \\\"too_many_requests\\\",\\n message: \\\"API Rate limit exceeded.\\\"\\n }\\n```\\n\\n## Curl Examples\\n\\nThroughout this document, some example API requests will be given using the\\n`curl` command. This will allow us to demonstrate the various endpoints in a\\nsimple, textual format.\\n\\nThe names of account-specific references (like Droplet IDs, for instance)\\nwill be represented by variables. For instance, a Droplet ID may be\\nrepresented by a variable called `$DROPLET_ID`. You can set the associated\\nvariables in your environment if you wish to use the examples without\\nmodification.\\n\\nThe first variable that you should set to get started is your OAuth\\nauthorization token. The next section will go over the details of this, but\\nyou can set an environmental variable for it now.\\n\\nGenerate a token by going to the [Apps & API](https://cloud.digitalocean.com/settings/applications)\\nsection of the DigitalOcean control panel. Use an existing token if you have\\nsaved one, or generate a new token with the \\\"Generate new token\\\" button.\\nCopy the generated token and use it to set and export the TOKEN variable in\\nyour environment as the example shows.\\n\\nYou may also wish to set some other variables now or as you go along. For\\nexample, you may wish to set the `DROPLET_ID` variable to one of your\\nDroplet IDs since this will be used frequently in the API.\\n\\nIf you are following along, make sure you use a Droplet ID that you control\\nso that your commands will execute correctly.\\n\\nIf you need access to the headers of a response through `curl`, you can pass\\nthe `-i` flag to display the header information along with the body. If you\\nare only interested in the header, you can instead pass the `-I` flag, which\\nwill exclude the response body entirely.\\n\\n### Set and Export your OAuth Token\\n\\n```\\nexport DIGITALOCEAN_TOKEN=your_token_here\\n```\\n\\n### Set and Export a Variable\\n\\n```\\nexport DROPLET_ID=1111111\\n```\\n\\n## Parameters\\n\\nThere are two different ways to pass parameters in a request with the API.\\n\\nWhen passing parameters to create or update an object, parameters should be\\npassed as a JSON object containing the appropriate attribute names and\\nvalues as key-value pairs. When you use this format, you should specify that\\nyou are sending a JSON object in the header. This is done by setting the\\n`Content-Type` header to `application/json`. This ensures that your request\\nis interpreted correctly.\\n\\nWhen passing parameters to filter a response on GET requests, parameters can\\nbe passed using standard query attributes. In this case, the parameters\\nwould be embedded into the URI itself by appending a `?` to the end of the\\nURI and then setting each attribute with an equal sign. Attributes can be\\nseparated with a `&`. Tools like `curl` can create the appropriate URI when\\ngiven parameters and values; this can also be done using the `-F` flag and\\nthen passing the key and value as an argument. The argument should take the\\nform of a quoted string with the attribute being set to a value with an\\nequal sign.\\n\\n### Pass Parameters as a JSON Object\\n\\n```\\n curl -H \\\"Authorization: Bearer $DIGITALOCEAN_TOKEN\\\" \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -d '{\\\"name\\\": \\\"example.com\\\", \\\"ip_address\\\": \\\"127.0.0.1\\\"}' \\\\\\n -X POST \\\"https://api.digitalocean.com/v2/domains\\\"\\n```\\n\\n### Pass Filter Parameters as a Query String\\n\\n```\\n curl -H \\\"Authorization: Bearer $DIGITALOCEAN_TOKEN\\\" \\\\\\n -X GET \\\\\\n \\\"https://api.digitalocean.com/v2/images?private=true\\\"\\n```\\n\\n## Cross Origin Resource Sharing\\n\\nIn order to make requests to the API from other domains, the API implements\\nCross Origin Resource Sharing (CORS) support.\\n\\nCORS support is generally used to create AJAX requests outside of the domain\\nthat the request originated from. This is necessary to implement projects\\nlike control panels utilizing the API. This tells the browser that it can\\nsend requests to an outside domain.\\n\\nThe procedure that the browser initiates in order to perform these actions\\n(other than GET requests) begins by sending a \\\"preflight\\\" request. This sets\\nthe `Origin` header and uses the `OPTIONS` method. The server will reply\\nback with the methods it allows and some of the limits it imposes. The\\nclient then sends the actual request if it falls within the allowed\\nconstraints.\\n\\nThis process is usually done in the background by the browser, but you can\\nuse curl to emulate this process using the example provided. The headers\\nthat will be set to show the constraints are:\\n\\n* **Access-Control-Allow-Origin**: This is the domain that is sent by the client or browser as the origin of the request. It is set through an `Origin` header.\\n* **Access-Control-Allow-Methods**: This specifies the allowed options for requests from that domain. This will generally be all available methods.\\n* **Access-Control-Expose-Headers**: This will contain the headers that will be available to requests from the origin domain.\\n* **Access-Control-Max-Age**: This is the length of time that the access is considered valid. After this expires, a new preflight should be sent.\\n* **Access-Control-Allow-Credentials**: This will be set to `true`. It basically allows you to send your OAuth token for authentication.\\n\\nYou should not need to be concerned with the details of these headers,\\nbecause the browser will typically do all of the work for you.\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://www.digitalocean.com/legal/terms-of-service-agreement/\",\"title\":\"DigitalOcean API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"hosting\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/digitalocean/openapi/main/specification/DigitalOcean-public.v2.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"digitalocean.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/digitalocean.com/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/digitalocean.com/2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"discourse.local\",\"value\":{\"added\":\"2021-01-13T14:11:59.589Z\",\"preferred\":\"latest\",\"versions\":[{\"key\":\"latest\",\"value\":{\"added\":\"2021-01-13T14:11:59.589Z\",\"info\":{\"description\":\"This page contains the documentation on how to use Discourse through API calls.\\n\\n> Note: For any endpoints not listed you can follow the\\n[reverse engineer the Discourse API](https://meta.discourse.org/t/-/20576)\\nguide to figure out how to use an API endpoint.\\n\\n### Request Content-Type\\n\\nThe Content-Type for POST and PUT requests can be set to `application/x-www-form-urlencoded`,\\n`multipart/form-data`, or `application/json`.\\n\\n### Endpoint Names and Response Content-Type\\n\\nMost API endpoints provide the same content as their HTML counterparts. For example\\nthe URL `/categories` serves a list of categories, the `/categories.json` API provides the\\nsame information in JSON format.\\n\\nInstead of sending API requests to `/categories.json` you may also send them to `/categories`\\nand add an `Accept: application/json` header to the request to get the JSON response.\\nSending requests with the `Accept` header is necessary if you want to use URLs\\nfor related endpoints returned by the API, such as pagination URLs.\\nThese URLs are returned without the `.json` prefix so you need to add the header in\\norder to get the correct response format.\\n\\n### Authentication\\n\\nSome endpoints do not require any authentication, pretty much anything else will\\nrequire you to be authenticated.\\n\\nTo become authenticated you will need to create an API Key from the admin panel.\\n\\nOnce you have your API Key you can pass it in along with your API Username\\nas an HTTP header like this:\\n\\n```\\ncurl -X GET \\\"http://127.0.0.1:3000/admin/users/list/active.json\\\" \\\\\\n-H \\\"Api-Key: 714552c6148e1617aeab526d0606184b94a80ec048fc09894ff1a72b740c5f19\\\" \\\\\\n-H \\\"Api-Username: system\\\"\\n```\\n\\nand this is how POST requests will look:\\n\\n```\\ncurl -X POST \\\"http://127.0.0.1:3000/categories\\\" \\\\\\n-H \\\"Content-Type: multipart/form-data;\\\" \\\\\\n-H \\\"Api-Key: 714552c6148e1617aeab526d0606184b94a80ec048fc09894ff1a72b740c5f19\\\" \\\\\\n-H \\\"Api-Username: system\\\" \\\\\\n-F \\\"name=89853c20-4409-e91a-a8ea-f6cdff96aaaa\\\" \\\\\\n-F \\\"color=49d9e9\\\" \\\\\\n-F \\\"text_color=f0fcfd\\\"\\n```\\n\\n### Boolean values\\n\\nIf an endpoint accepts a boolean be sure to specify it as a lowercase\\n`true` or `false` value unless noted otherwise.\\n\",\"title\":\"Discourse API Documentation\",\"version\":\"latest\",\"x-apisguru-categories\":[\"social\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_discourse-meta.s3-us-west-1.amazonaws.com_optimized_3X_9_d_9d543e92b15b06924249654667a81441a55867eb_1_690x184.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://docs.discourse.org/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"discourse.local\"},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/discourse.local/latest/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/discourse.local/latest/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"docker.com:engine\",\"value\":{\"added\":\"2018-03-02T13:05:09.000Z\",\"preferred\":\"1.33\",\"versions\":[{\"key\":\"1.33\",\"value\":{\"added\":\"2018-03-02T13:05:09.000Z\",\"info\":{\"description\":\"The Engine API is an HTTP API served by Docker Engine. It is the API the Docker client uses to communicate with the Engine, so everything the Docker client can do can be done with the API.\\n\\nMost of the client's commands map directly to API endpoints (e.g. `docker ps` is `GET /containers/json`). The notable exception is running containers, which consists of several API calls.\\n\\n# Errors\\n\\nThe API uses standard HTTP status codes to indicate the success or failure of the API call. The body of the response will be JSON in the following format:\\n\\n```\\n{\\n \\\"message\\\": \\\"page not found\\\"\\n}\\n```\\n\\n# Versioning\\n\\nThe API is usually changed in each release of Docker, so API calls are versioned to ensure that clients don't break.\\n\\nFor Docker Engine 17.09, the API version is 1.32. To lock to this version, you prefix the URL with `/v1.32`. For example, calling `/info` is the same as calling `/v1.32/info`.\\n\\nEngine releases in the near future should support this version of the API, so your client will continue to work even if it is talking to a newer Engine.\\n\\nIn previous versions of Docker, it was possible to access the API without providing a version. This behaviour is now deprecated will be removed in a future version of Docker.\\n\\nThe API uses an open schema model, which means server may add extra properties to responses. Likewise, the server will ignore any extra query parameters and request body properties. When you write clients, you need to ignore additional properties in responses to ensure they do not break when talking to newer Docker daemons.\\n\\nThis documentation is for version 1.33 of the API. Use this table to find documentation for previous versions of the API:\\n\\nDocker version | API version | Changes\\n----------------|-------------|---------\\n17.09.x | [1.31](https://docs.docker.com/engine/api/v1.32/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-32-api-changes)\\n17.07.x | [1.31](https://docs.docker.com/engine/api/v1.31/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-31-api-changes)\\n17.06.x | [1.30](https://docs.docker.com/engine/api/v1.30/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-30-api-changes)\\n17.05.x | [1.29](https://docs.docker.com/engine/api/v1.29/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-29-api-changes)\\n17.04.x | [1.28](https://docs.docker.com/engine/api/v1.28/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-28-api-changes)\\n17.03.1 | [1.27](https://docs.docker.com/engine/api/v1.27/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-27-api-changes)\\n1.13.1 & 17.03.0 | [1.26](https://docs.docker.com/engine/api/v1.26/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-26-api-changes)\\n1.13.0 | [1.25](https://docs.docker.com/engine/api/v1.25/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-25-api-changes)\\n1.12.x | [1.24](https://docs.docker.com/engine/api/v1.24/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-24-api-changes)\\n1.11.x | [1.23](https://docs.docker.com/engine/api/v1.23/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-23-api-changes)\\n1.10.x | [1.22](https://docs.docker.com/engine/api/v1.22/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-22-api-changes)\\n1.9.x | [1.21](https://docs.docker.com/engine/api/v1.21/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-21-api-changes)\\n1.8.x | [1.20](https://docs.docker.com/engine/api/v1.20/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-20-api-changes)\\n1.7.x | [1.19](https://docs.docker.com/engine/api/v1.19/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-19-api-changes)\\n1.6.x | [1.18](https://docs.docker.com/engine/api/v1.18/) | [API changes](https://docs.docker.com/engine/api/version-history/#v1-18-api-changes)\\n\\n# Authentication\\n\\nAuthentication for registries is handled client side. The client has to send authentication details to various endpoints that need to communicate with registries, such as `POST /images/(name)/push`. These are sent as `X-Registry-Auth` header as a Base64 encoded (JSON) string with the following structure:\\n\\n```\\n{\\n \\\"username\\\": \\\"string\\\",\\n \\\"password\\\": \\\"string\\\",\\n \\\"email\\\": \\\"string\\\",\\n \\\"serveraddress\\\": \\\"string\\\"\\n}\\n```\\n\\nThe `serveraddress` is a domain/IP without a protocol. Throughout this structure, double quotes are required.\\n\\nIf you have already got an identity token from the [`/auth` endpoint](#operation/SystemAuth), you can just pass this instead of credentials:\\n\\n```\\n{\\n \\\"identitytoken\\\": \\\"9cbaf023786cd7...\\\"\\n}\\n```\\n\",\"title\":\"Docker Engine API\",\"version\":\"1.33\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_docs.docker.com_images_logo-docker-main.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/docker/go-docker/master/api/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"docker.com\",\"x-serviceName\":\"engine\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/docker.com/engine/1.33/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/docker.com/engine/1.33/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"docusign.net\",\"value\":{\"added\":\"2017-08-15T10:57:49.000Z\",\"preferred\":\"v2.1\",\"versions\":[{\"key\":\"v2.1\",\"value\":{\"added\":\"2017-08-15T10:57:49.000Z\",\"info\":{\"contact\":{\"email\":\"devcenter@docusign.com\",\"name\":\"DocuSign Developer Center\",\"url\":\"https://developers.docusign.com/\"},\"description\":\"The DocuSign REST API provides you with a powerful, convenient, and simple Web services API for interacting with DocuSign.\",\"termsOfService\":\"https://www.docusign.com/company/terms-and-conditions/web\",\"title\":\"DocuSign REST API\",\"version\":\"v2.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_DocuSign_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/docusign/eSign-OpenAPI-Specification/master/esignature.rest.swagger-v2.1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"docusign.net\"},\"externalDocs\":{\"description\":\"See the DocuSign REST API Guide for more information.\",\"url\":\"https://docs.docusign.com/esign\"},\"updated\":\"2021-06-30T12:38:42.158Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/docusign.net/v2.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/docusign.net/v2.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"domainsdb.info\",\"value\":{\"added\":\"2017-09-20T14:06:35.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2017-09-20T14:06:35.000Z\",\"info\":{\"description\":\"Domains-Index database powered API\",\"title\":\"Domains-Index API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"hosting\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_769216960504532996_rctG95A0_400x400.jpg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.domains-index.com/v1/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"domainsdb.info\"},\"updated\":\"2021-01-18T09:19:53.944Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/domainsdb.info/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/domainsdb.info/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"dracoon.team\",\"value\":{\"added\":\"2020-03-23T13:27:08.000Z\",\"preferred\":\"4.29.1\",\"versions\":[{\"key\":\"4.29.1\",\"value\":{\"added\":\"2020-03-23T13:27:08.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"dracoongmbh\"},\"description\":\"REST Web Services for DRACOON
built at: 1970-01-01 00:00:00.000

This page provides an overview of all available and documented DRACOON APIs, which are grouped by tags.
Each tag provides a collection of APIs that are intended for a specific area of the DRACOON.

Developer Information  Get SDKs on GitHub

Terms of service\",\"title\":\"DRACOON API\",\"version\":\"4.29.1\",\"x-apisguru-categories\":[\"cloud\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_dracoongmbh_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://dracoon.team/api/spec_v4/\",\"version\":\"3.0\"}],\"x-providerName\":\"dracoon.team\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/dracoon.team/4.29.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/dracoon.team/4.29.1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"drchrono.com\",\"value\":{\"added\":\"2021-04-15T10:18:10.665Z\",\"preferred\":\"v4 (Hunt Valley)\",\"versions\":[{\"key\":\"v4 (Hunt Valley)\",\"value\":{\"added\":\"2021-04-15T10:18:10.665Z\",\"info\":{\"description\":\"This document is intended as a detailed reference for the precise behavior of\\nthe drchrono API. If this is your first time using the API, start with our tutorial. If you are upgrading from a previous version, take a look at the changelog section.\\n\\n# Authorization\\n\\n## Initial authorization\\n\\nThere are three main steps in the OAuth 2.0 authentication workflow:\\n\\n1. Redirect the provider to the authorization page.\\n2. The provider authorizes your application and is redirected back to\\n your web application.\\n3. Your application exchanges the `authorization_code` that came with\\n the redirect for an `access_token` and `refresh_token`.\\n\\n### Step 1: Redirect to drchrono\\n\\nThe first step is redirecting your user to drchrono, typically with a button\\nlabeled \\\"Connect to drchrono\\\" or \\\"Login with drchrono\\\". This is just a link that\\ntakes your user to the following URL:\\n\\n https://drchrono.com/o/authorize/?redirect_uri=REDIRECT_URI_ENCODED&response_type=code&client_id=CLIENT_ID_ENCODED&scope=SCOPES_ENCODED\\n\\n- `REDIRECT_URI_ENCODED` is the URL-encoded version of the redirect URI (as registered for your application and used in later steps).\\n- `CLIENT_ID_ENCODED` is the URL-encoded version of your application's client ID.\\n- `SCOPES_ENCODED` is a URL-encoded version of a space-separated list of scopes, which can be found in each endpoint or omitted to default to all scopes.\\n\\nThe `scope` parameter consists of an optional, space-separated list of scopes your application is requesting.\\nIf omitted, all scopes will be requested.\\n\\nScopes are of the form `BASE_SCOPE:[read|write]` where `BASE_SCOPE` is any of `user`, `calendar`, `patients`, `patients:summary`, `billing`, `clinical` and `labs`.\\nYou should request only the scopes you need.\\nFor instance, an application which sends \\\"Happy Birthday!\\\" emails to a doctor's patients on their birthdays would use the scope parameter `\\\"patients:summary:read\\\"`,\\nwhile one that allows patients to schedule appointments online would need at least\\n`\\\"patients:summary:read patients:summary:write calendar:read calendar:write clinical:read clinical:write\\\"`.\\n\\n### Step 2: Provider authorization\\n\\nAfter logging in (if necessary), the provider will be presented with a screen\\nwith your application's name and the list of permissions you requested (via the\\n`scope` parameter).\\n\\nWhen they click the \\\"Authorize\\\" button, they will be redirected to your redirect\\nURI with a `code` query parameter appended, which contains an authorization code to be\\nused in step 3. If they click the \\\"Cancel\\\" button, they will be redirected to\\nyour redirect URI with `error=access_denied` instead.\\n\\nNote: This authorization code expires extremely quickly, so you must perform\\nstep 3 immediately, ideally before rendering the resulting page for the end\\nuser.\\n\\n### Step 3: Token exchange\\n\\nThe `code` obtained from step 2 is usable exactly once to obtain an access token\\nand refresh token. Here is an example token exchange in Python:\\n\\n import datetime, pytz, requests\\n\\n if 'error' in get_params:\\n raise ValueError('Error authorizing application: %s' % get_params[error])\\n\\n response = requests.post('https://drchrono.com/o/token/', data={\\n 'code': get_params['code'],\\n 'grant_type': 'authorization_code',\\n 'redirect_uri': 'http://mytestapp.com/redirect_uri',\\n 'client_id': 'abcdefg12345',\\n 'client_secret': 'abcdefg12345',\\n })\\n response.raise_for_status()\\n data = response.json()\\n\\n # Save these in your database associated with the user\\n access_token = data['access_token']\\n refresh_token = data['refresh_token']\\n expires_timestamp = datetime.datetime.now(pytz.utc) + datetime.timedelta(seconds=data['expires_in'])\\n\\nYou now have all you need to make API requests authenticated as that provider.\\nWhen using this access token, you'll only be able to access the data that the\\nuser has access to and that you have been granted permissions for.\\n\\n## Refreshing an access token\\n\\nAccess tokens only last 48 hours (given in seconds in the `'expires_in'` key in\\nthe token exchange step above), so they occasionally need to be refreshed. It\\nwould be inconvenient to ask the user to re-authorize every time, so instead you\\ncan use the refresh token like the original authorization to obtain a new access\\ntoken. Replace the `code` parameter with `refresh_token`, change the value\\n`grant_type` from `authorization_code` to `refresh_token`, and omit the\\n`redirect_uri` parameter.\\n\\nExample in Python:\\n\\n ...\\n response = requests.post('https://drchrono.com/o/token/', data={\\n 'refresh_token': get_refresh_token(),\\n 'grant_type': 'refresh_token',\\n 'client_id': 'abcdefg12345',\\n 'client_secret': 'abcdefg12345',\\n })\\n ...\\n\\n# Webhooks\\n\\nIn order to use drchrono API webhooks, you first need to have an API application on file\\n(even if it is in Test Model).\\nEach API webhook is associated with one API application, go to\\nhere to set up both API applications and webhooks!\\n\\nOnce you registered an API application, you will see webhook section in each saved API applications.\\nCreate a webhook and register some events there and save all the changes, then you are good to go!\\n\\n## Webhooks setup\\n\\nAll fields under webhooks section are required.\\n\\n**Callback URL**\\nCallback URl is used to receive all hooks when subscribed events are triggered. This should be an URL under your control.\\n\\n**Secret token**\\nSecret token is used to verify webhooks, this is very important, please set something with high entropy. Also we will\\ntalk more about this later.\\n\\n**Events**\\n\\nEvents is used to register events you want to receiver notification when they happen. Currently we support following events.\\n\\nEvent name | Event description\\n---------- | -----------------\\n`APPOINTMENT_CREATE` | We will deliver a hook any time an appointment is created\\n`APPOINTMENT_MODIFY` | We will deliver a hook any time an appointment is modified\\n`PATIENT_CREATE` | We will deliver a hook any time a patient is created\\n`PATIENT_MODIFY` | We will deliver a hook any time a patient is modified\\n`PATIENT_PROBLEM_CREATE` | We will deliver a hook any time a patient problem is created\\n`PATIENT_PROBLEM_MODIFY` | We will deliver a hook any time a patient problem is modified\\n`PATIENT_ALLERGY_CREATE` | We will deliver a hook any time a patient allergy is created\\n`PATIENT_ALLERGY_MODIFY` | We will deliver a hook any time a patient allergy is modified\\n`PATIENT_MEDICATION_CREATE` | We will deliver a hook any time a patient medication is created\\n`PATIENT_MEDICATION_MODIFY` | We will deliver a hook any time a patient medication is modified\\n`CLINICAL_NOTE_LOCK` | We will deliver a hook any time a clinical note is locked\\n`CLINICAL_NOTE_UNLOCK` | We will deliver a hook any time a clinical note is unlocked\\n`TASK_CREATE` | We will deliver a hook any time a task is created\\n`TASK_MODIFY` | We will deliver a hook any time a task is modified and any time creation, modification and deletion of task notes, associated task item\\n`TASK_DELETE` | We will deliver a hook any time a task is deleted\\n\\n\\n## Webhooks verification\\n\\nIn order to make sure the callback URL in webhook is under your control, we added a verification\\nstep before we send any hooks out to you.\\n\\nVerification can be done by clicking \\\"Verify webhook\\\" button in webhooks setup page. After you click\\nthe button, we will send a `GET` request to the callback URL, along with a parameter called `msg`.\\n\\nPlease use your webhook's secret token as hash key and SHA-256 as digest constructor, hash the `msg` value with\\nHMAC algorithm.\\nAnd we expect a `200` JSON response, in JSON response body, there should be a key called `secret_token` existing, and its value should be\\nequal to the hashed `msg`. Otherwise, verification will fail.\\n\\nHere is an example webhook verification in Python:\\n\\n import hashlib, hmac\\n\\n def webhook_verify(request):\\n secret_token = hmac.new(WEBHOOK_SECRET_TOKEN, request.GET['msg'], hashlib.sha256).hexdigest()\\n return json_response({\\n 'secret_token': secret_token\\n })\\n\\n
\\nNote: Verification will be needed when webhook is first created and anytime callback URl is changed.\\n
\\n\\n\\n## Webhooks header and body\\n\\n**Header**\\n\\nKey | Value\\n--- | -----\\n`X-drchrono-event` | Event that triggered this hook, could be any one event above or `PING`\\n`X-drchrono-signature` | Secret token associated with this webhook\\n`X-drchrono-delivery` | ID of this delivery\\n\\n**Body**\\n\\nKey | Value\\n--- | -----\\n`receiver` | This will be an JSON representation of the webhook\\n`object` | This will be an JSON representation of the object related to the triggered event, this would share same serializer as drchrono API\\n\\n## Webhooks ping and deliveries\\n\\nWebhooks ping and deliveries will be sent as `POST` requests.\\n\\n**PING**:\\n\\nYou can always ping your webhook to check things, by clicking the \\\"Ping webhook\\\" button in webhook setup page. And a hook with header `X-drchrono-event: PING` would be sent to the callback URL.\\n\\n**Deliveries**:\\n\\nYou can check recent deliveries by clicking the \\\"deliveries\\\" link in webhook setup page. And you can resend a hook by clicking \\\"redeliver\\\" button after select a specific delivery.\\n\\n## Webhooks delivery mechanism\\n\\nWe will delivery a hook the moment a subscribed event is triggered. We will not record any response header or body you send back after you receive the hook.\\nHowever we only consider the response status code. We will consider any `2xx` responses as successfully delivered.\\nAny other responses, like `302` would be considered failing.\\nAnd we will try to redeliver unsuccessfully delivered hooks 3 times, first redeliver happens at 1 hour after the initial event,\\nsecond receliver happens 3 hours after the initial event, and the third redeliver happens 7 hours after the initial event.\\nAfter these redeliveries, if the delivery is still unsuccessful, you have to redeliver it by hand.\\n\\n\\n## Webhooks security\\n\\nYou may want to secure your webhooks to only consider requests send out from drchrono. And this is where secret_token is needed in\\nrequest header.\\nTry to set the secret_token to something with high entropy, a good example could be taking the output of\\nruby -rsecurerandom -e 'puts SecureRandom.hex(20)'.\\nAfter this, you might want to verify all request headers you received on your server with this token.\\n\\n\\n# iframe integration\\n\\nSome API apps provide additional functionality for interacting with patient data\\nnot offered by drchrono, and can benefit by being incorporated into drchrono's\\npatient information page via iframe. We have created a simple API to make this\\npossible.\\n\\nTo make an existing API application accessible via an iframe on the patient\\npage, you need to update either \\\"Patient iframe\\\" or \\\"Clinical note iframe\\\" section in API management page,\\nto make the iframe to appear on (either the patient page or the clinical note page),\\nwith the URL that the iframe will use for each page, and the height it should\\nhave. The application will be reviewed before it is approved to ensure that it\\nis functional and secure.\\n\\n## Register a Doctor\\n\\niframe applications will appear as choices on the left-hand menu of the patient\\npage for doctors registered with your application. To register a doctor with\\nyour application, make a `POST` request to the `/api/iframe_integration`\\nendpoint using the access token for the corresponding doctor. This endpoint does not\\nexpect any payload.\\n\\nTo disable your iframe application for a doctor, make a `DELETE` request to the\\nsame endpoint.\\n\\n## Populating the iframe\\n\\nThere are two places where the iframe can be displayed, either within the\\npatient detail page or the clinical note page, shown below respectively:\\n\\n\\\"Iframe\\n\\n\\\"Iframe\\n\\nWhen requesting approval for your iframe app, you must specify a URL for one or\\nboth of these pages which will serve as the base URL for your IFrame\\ncontents. When a doctor views your iframe, the source URL will have various\\nquery parameters appended to it, for example for the patient page the `src`\\nparameter of the IFrame will be:\\n\\n```\\n?doctor_id=&patient_id=&practice_id=&iat=&jwt=\\n```\\n\\nThe `jwt` parameter is crucial if your application transfers any sort of PHI and\\ndoes not implement its own login system. It encapsulates the other parameters\\nin a [JSON web token (JWT)](http://jwt.io) and signs them using SHA-256 HMAC\\nwith your `client_secret` as the key. This verifies that the iframe is being\\nloaded within one of drchrono's pages by an authorized user. In production, you\\nshould validate the JWT using an approved library (which are listed on the\\n[official site](http://jwt.io)), and only use the parameters extracted from the\\nJWT. Using Python and Django, this might look like:\\n\\n import jwt\\n\\n CLIENT_SECRET = \\n MAX_TIME_DRIFT_SECONDS = 60\\n\\n def validate_parameters(request):\\n token = request.GET['jwt']\\n\\n return jwt.decode(token, CLIENT_SECRET, algorithms=['HS256'], leeway=MAX_TIME_DRIFT_SECONDS)\\n\\nModern browsers' same-origin policy means that data cannot be passed between\\nyour application and drchrono's page through the iframe. Therefore, interaction\\nmust happen through the API, using information provided in JWT.\\n\\n# Versions and deprecation\\n\\n## Stability Policy\\n\\nChanges to this API version will be limited to adding endpoints, or adding fields to existing\\nendpoints, or adding optional query parameters. Any new fields which are not read-only will be optional.\\n\\n## Deprecation Policy\\n\\nThe drchrono API is versioned. Versions can be in the following states:\\n\\n* **Active:** This is our latest and greatest version of the API. It is actively supported by\\nour API team and is improved upon with new features, bug fixes and optimizations that do\\nnot break backwards compatibility.\\n\\n* **Deprecated:** A deprecated API version is considered second best--having been\\nsurpassed by our active API version. An API version remains in this state for one year,\\nafter which time it falls to the not supported state. A deprecated API version is passively supported;\\nwhile it won't be removed until becoming unsupported, it may not receive new features but will likely\\nbe subject to security updates and performance improvements.\\n\\n* **Unsupported:** An API version in the not supported state may be deactivated at any\\ntime. An application using an unsupported API version should migrate to an active API version.\\n\\n## Version Map\\n| Version Name | Previous Name | Start Date | Deprecation Date |\\n|--------------|---------------|------------|------------------|\\n| v2 | v2015_08 | 08/2015 | TBA |\\n| v3 | v2016_06 | 06/2016 | |\\n| v4 | N/A | 09/2018 | |\\n\\nIf you are looking for documentation for an older version\\n\\n- [V4(Hunt Valley)](/api-docs-old/v4/documentation) (old V4 documentation)\\n- [V3(Sunnyvale)](/api-docs-old/v3/documentation)\\n- [V2(Mountain View)](/api-docs-old/v2/documentation)\\n\\n# Changelog\\n\\nHere's changelog for different versions\\n\\n- [V4 Changelog](/api-docs-old/v4/changelog)\\n- [V3 changelog](/api-docs-old/v3/changelog)\\n\\n\",\"title\":\"\",\"version\":\"v4 (Hunt Valley)\",\"x-apisguru-categories\":[\"customer_relation\"],\"x-logo\":{\"altText\":\"DrChrono Logo\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.drchrono.com_site_media_images_drchrono-dark.53a9fc1649a7.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://drchrono.com/openapi-schema\",\"version\":\"3.0\"}],\"x-providerName\":\"drchrono.com\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/drchrono.com/v4 (Hunt Valley)/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/drchrono.com/v4 (Hunt Valley)/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"dropx.io\",\"value\":{\"added\":\"2017-08-31T08:07:31.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-08-31T08:07:31.000Z\",\"info\":{\"description\":\"dropX.io API provides programmatic access to the e-commerce intelligence data.\",\"title\":\"DropX\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://dropx.io/dropx-swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"dropx.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2019-06-07T12:35:41.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/dropx.io/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/dropx.io/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"dweet.io\",\"value\":{\"added\":\"2015-11-11T23:20:20.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2015-11-11T23:20:20.000Z\",\"info\":{\"description\":\"Dweet.io allows users to share data from mobile, tablets, and pcs, and them to other devices and accounts across social media platforms. Dweet.io provides an API to access the different functionality of the Dweet.io service. Users can make REST calls to read and create dweets, lock and unlock things, and perform other calls. The API returns JSON and JSONP.\",\"title\":\"dweet.io\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_dweet_io_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.31\"},\"format\":\"swagger\",\"url\":\"https://dweet.io/play/definition\",\"version\":\"1.2\"}],\"x-providerName\":\"dweet.io\"},\"updated\":\"2019-02-25T11:01:54.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/dweet.io/2.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/dweet.io/2.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"easypdfserver.com\",\"value\":{\"added\":\"2020-12-04T08:41:34.869Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2020-12-04T08:41:34.869Z\",\"info\":{\"description\":\"API for converting HTML to PDF.\",\"title\":\"EasyPDFServer\",\"version\":\"1\",\"x-apisguru-categories\":[\"text\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.easypdfserver.com/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"easypdfserver.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/easypdfserver.com/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/easypdfserver.com/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:buy-browse\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"preferred\":\"v1.1.0\",\"versions\":[{\"key\":\"v1.1.0\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Browse API has the following resources: item_summary: Lets shoppers search for specific items by keyword, GTIN, category, charity, product, or item aspects and refine the results by using filters, such as aspects, compatibility, and fields values.  (Experimental) search_by_image: Lets shoppers search for specific items by image. You can refine the results by using URI parameters and filters. item: Lets you retrieve the details of a specific item or all the items in an item group, which is an item with variations such as color and size and check if a product is compatible with the specified item, such as if a specific car is compatible with a specific part. Provides a bridge between the eBay legacy APIs, such as Finding, and the RESTful APIs, which use different formats for the item IDs.  (Experimental) shopping_cart: Provides the ability for eBay members to see the contents of their eBay cart, and add, remove, and change the quantity of items in their eBay cart.   Note: This resource is not available in the eBay API Explorer. The item_summary, search_by_image, and item resource calls require an Application access token. The shopping_cart resource calls require a User access token.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Browse API\",\"version\":\"v1.1.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.ebay.com/api-docs/master/buy/browse/openapi/2/buy_browse_v1_beta_oas2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"buy-browse\"},\"updated\":\"2020-11-02T10:00:44.960Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-browse/v1.1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-browse/v1.1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ebay.com:buy-deal\",\"value\":{\"added\":\"2020-07-16T10:14:21.168Z\",\"preferred\":\"v1.3.0\",\"versions\":[{\"key\":\"v1.3.0\",\"value\":{\"added\":\"2020-07-16T10:14:21.168Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Note: This is a \\\"Limited(Limited Release) API available only to select developers approved by business units.

This API allows third-party developers to search for and retrieve details about eBay deals and events, as well as the items associated with those deals and events.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Deal API\",\"version\":\"v1.3.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/buy/deal/openapi/3/buy_deal_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"buy-deal\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-deal/v1.3.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-deal/v1.3.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:buy-feed\",\"value\":{\"added\":\"2017-11-27T09:31:58.000Z\",\"preferred\":\"v1_beta.28.0\",\"versions\":[{\"key\":\"v1_beta.28.0\",\"value\":{\"added\":\"2017-11-27T09:31:58.000Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Note: This is a (Limited Release) API available only to select developers approved by business units. The Feed API provides the ability to download TSV_GZIP feed files containing eBay items and an hourly snapshot file of the items that have changed within an hour for a specific category, date and marketplace. In addition to the API, there is an open source Feed SDK written in Java that downloads, combines files into a single file when needed, and unzips the entire feed file. It also lets you specify field filters to curate the items in the file.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Item Feed Service\",\"version\":\"v1_beta.28.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.ebay.com/api-docs/master/buy/feed/openapi/2/buy_feed_v1_beta_oas2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"buy-feed\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-feed/v1_beta.28.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-feed/v1_beta.28.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ebay.com:buy-marketing\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"preferred\":\"v1_beta.1.0\",\"versions\":[{\"key\":\"v1_beta.1.0\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Marketing API retrieves eBay products based on a metric, such as Best Selling, as well as products that were also bought and also viewed.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Buy Marketing API\",\"version\":\"v1_beta.1.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.ebay.com/api-docs/master/buy/marketing/openapi/2/buy_marketing_v1_beta_oas2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"buy-marketing\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-marketing/v1_beta.1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/buy-marketing/v1_beta.1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ebay.com:commerce-catalog\",\"value\":{\"added\":\"2020-07-16T10:19:48.078Z\",\"preferred\":\"v1_beta.5.0\",\"versions\":[{\"key\":\"v1_beta.5.0\",\"value\":{\"added\":\"2020-07-16T10:19:48.078Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Catalog API allows users to search for and locate an eBay catalog product that is a direct match for the product that they wish to sell. Listing against an eBay catalog product helps insure that all listings (based off of that catalog product) have complete and accurate information. In addition to helping to create high-quality listings, another benefit to the seller of using catalog information to create listings is that much of the details of the listing will be prefilled, including the listing title, the listing description, the item specifics, and a stock image for the product (if available). Sellers will not have to enter item specifics themselves, and the overall listing process is a lot faster and easier.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Catalog API\",\"version\":\"v1_beta.5.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/commerce/catalog/openapi/3/commerce_catalog_v1_beta_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"commerce-catalog\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-catalog/v1_beta.5.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-catalog/v1_beta.5.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:commerce-charity\",\"value\":{\"added\":\"2020-07-16T10:20:33.126Z\",\"preferred\":\"v1.2.0\",\"versions\":[{\"key\":\"v1.2.0\",\"value\":{\"added\":\"2020-07-16T10:20:33.126Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Charity API allows third-party developers to search for and access details on supported charitable organizations.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Charity API\",\"version\":\"v1.2.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/commerce/charity/openapi/3/commerce_charity_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"commerce-charity\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-charity/v1.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-charity/v1.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:commerce-taxonomy\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"preferred\":\"v1.0.0\",\"versions\":[{\"key\":\"v1.0.0\",\"value\":{\"added\":\"2017-07-31T09:48:45.000Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Use the Taxonomy API to discover the most appropriate eBay categories under which sellers can offer inventory items for sale, and the most likely categories under which buyers can browse or search for items to purchase. In addition, the Taxonomy API provides metadata about the required and recommended category aspects to include in listings, and also has two operations to retrieve parts compatibility information.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Taxonomy API\",\"version\":\"v1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.ebay.com/api-docs/master/commerce/taxonomy/openapi/2/commerce_taxonomy_v1_beta_oas2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"commerce-taxonomy\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-taxonomy/v1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-taxonomy/v1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ebay.com:commerce-translation\",\"value\":{\"added\":\"2020-07-16T10:21:40.038Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2020-07-16T10:21:40.038Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"This API allows 3rd party developers to translate item title, description, search query.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Translation API\",\"version\":\"1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/commerce/translation/openapi/3/commerce_translation_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"commerce-translation\"},\"updated\":\"2020-07-22T15:39:06.186Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-translation/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/commerce-translation/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:developer-analytics\",\"value\":{\"added\":\"2020-07-16T10:22:46.868Z\",\"preferred\":\"v1_beta.0.0\",\"versions\":[{\"key\":\"v1_beta.0.0\",\"value\":{\"added\":\"2020-07-16T10:22:46.868Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc.\",\"x-twitter\":\"ebay\"},\"description\":\"The Analytics API retrieves call-limit data and the quotas that are set for the RESTful APIs and their associated resources.

Responses from calls made to getRateLimits and getUerRateLimits include a list of the applicable resources and the \\\"call limit\\\", or quota, that is set for each resource. In addition to quota information, the response also includes the number of remaining calls available before the limit is reached, the time remaining before the quota resets, and the length of the \\\"time window\\\" to which the quota applies.

The getRateLimits and getUserRateLimits methods retrieve call-limit information for either an application or user, respectively, and each method must be called with an appropriate OAuth token. That is, getRateLimites requires an access token generated with a client credentials grant and getUserRateLimites requires requires an access token generated with an authorization code grant. For more information, see OAuth tokens.

Users can analyze the response data to see whether or not a limit might be reached, and from that determine if any action needs to be taken (such as programmatically throttling their request rate). For more on call limits, see Compatible Application Check.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Progress to Rate Limit API\",\"version\":\"v1_beta.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/developer/analytics/openapi/3/developer_analytics_v1_beta_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"developer-analytics\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/developer-analytics/v1_beta.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/developer-analytics/v1_beta.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-account\",\"value\":{\"added\":\"2020-07-16T10:00:03.181Z\",\"preferred\":\"v1.6.3\",\"versions\":[{\"key\":\"v1.6.3\",\"value\":{\"added\":\"2020-07-16T10:00:03.181Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Account API gives sellers the ability to configure their eBay seller accounts, including the seller's policies (the Fulfillment Policy, Payment Policy, and Return Policy), opt in and out of eBay seller programs, configure sales tax tables, and get account information.

For details on the availability of the methods in this API, see Account API requirements and restrictions.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Account API\",\"version\":\"v1.6.3\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/account/openapi/3/sell_account_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-account\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-account/v1.6.3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-account/v1.6.3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-analytics\",\"value\":{\"added\":\"2020-07-16T10:00:38.690Z\",\"preferred\":\"1.2.0\",\"versions\":[{\"key\":\"1.2.0\",\"value\":{\"added\":\"2020-07-16T10:00:38.690Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Analytics API provides data and information about a seller and their eBay business.

The resources and methods in this API let sellers review information on their listing performance, metrics on their customer service performance, and details on their eBay seller performance rating.

The three resources in the Analytics API provide the following data and information:
  • Customer Service Metric – Returns data on a seller's customer service performance as compared to other seller's in the same peer group.
  • Traffic Report – Returns data that shows how buyers are engaging with a seller's listings.
  • Seller Standards Profile – Returns data pertaining to a seller's performance rating.
Sellers can use the data and information returned by the various Analytics API methods to determine where they can make improvements to increase sales and how they might improve their seller status as viewed by eBay buyers.

For details on using this API, see Analyzing seller performance.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\" Seller Service Metrics API \",\"version\":\"1.2.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/analytics/openapi/3/sell_analytics_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-analytics\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-analytics/1.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-analytics/1.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-compliance\",\"value\":{\"added\":\"2020-07-16T10:01:24.603Z\",\"preferred\":\"1.4.1\",\"versions\":[{\"key\":\"1.4.1\",\"value\":{\"added\":\"2020-07-16T10:01:24.603Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Service for providing information to sellers about their listings being non-compliant, or at risk for becoming non-compliant, against eBay listing policies.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Compliance API\",\"version\":\"1.4.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/compliance/openapi/3/sell_compliance_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-compliance\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-compliance/1.4.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-compliance/1.4.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-feed\",\"value\":{\"added\":\"2020-07-16T10:06:57.775Z\",\"preferred\":\"v1.3.1\",\"versions\":[{\"key\":\"v1.3.1\",\"value\":{\"added\":\"2020-07-16T10:06:57.775Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"

The Feed API lets sellers upload input files, download reports and files including their status, filter reports using URI parameters, and retrieve customer service metrics task details.

\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Feed API\",\"version\":\"v1.3.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/feed/openapi/3/sell_feed_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-feed\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-feed/v1.3.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-feed/v1.3.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-fulfillment\",\"value\":{\"added\":\"2017-11-27T09:31:58.000Z\",\"preferred\":\"v1.19.9\",\"versions\":[{\"key\":\"v1.19.9\",\"value\":{\"added\":\"2017-11-27T09:31:58.000Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc.\",\"x-twitter\":\"ebay\"},\"description\":\"Use the Fulfillment API to complete the process of packaging, addressing, handling, and shipping each order on behalf of the seller, in accordance with the payment method and timing specified at checkout.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Fulfillment API\",\"version\":\"v1.19.9\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/fulfillment/openapi/3/sell_fulfillment_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-fulfillment\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-fulfillment/v1.19.9/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-fulfillment/v1.19.9/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-listing\",\"value\":{\"added\":\"2020-07-16T10:09:23.672Z\",\"preferred\":\"v1_beta.3.0\",\"versions\":[{\"key\":\"v1_beta.3.0\",\"value\":{\"added\":\"2020-07-16T10:09:23.672Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Note: This is a \\\"Limited(Limited Release) API available only to select developers approved by business units.

Enables a seller adding an ad or item on a Partner's site to automatically create an eBay listing draft using the item details from the Partner's site.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Listing API\",\"version\":\"v1_beta.3.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/listing/openapi/3/sell_listing_v1_beta_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-listing\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-listing/v1_beta.3.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-listing/v1_beta.3.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-logistics\",\"value\":{\"added\":\"2020-07-16T10:10:08.265Z\",\"preferred\":\"v1_beta.0.0\",\"versions\":[{\"key\":\"v1_beta.0.0\",\"value\":{\"added\":\"2020-07-16T10:10:08.265Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"Note: This is a \\\"Limited(Limited Release) API available only to select developers approved by business units.

The Logistics API resources offer the following capabilities:
  • shipping_quote – Consolidates into a list a set of live shipping rates, or quotes, from which you can select a rate to ship a package.
  • shipment – Creates a \\\"shipment\\\" for the selected shipping rate.
Call createShippingQuote to get a list of live shipping rates. The rates returned are all valid for a specific time window and all quoted prices are at eBay-negotiated rates.

Select one of the live rates and using its associated rateId, create a \\\"shipment\\\" for the package by calling createFromShippingQuote. Creating a shipment completes an agreement, and the cost of the base service and any added shipping options are summed into the returned totalShippingCost value. This action also generates a shipping label that you can use to ship the package. The total cost of the shipment is incurred when the package is shipped using the supplied shipping label.

Important! Sellers must set up a payment method via their eBay account before they can use the methods in this API to create a shipment and the associated shipping label.

\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Logistics API\",\"version\":\"v1_beta.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/logistics/openapi/3/sell_logistics_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-logistics\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-logistics/v1_beta.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-logistics/v1_beta.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-marketing\",\"value\":{\"added\":\"2020-07-16T10:10:51.549Z\",\"preferred\":\"v1.10.0\",\"versions\":[{\"key\":\"v1.10.0\",\"value\":{\"added\":\"2020-07-16T10:10:51.549Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"

The Marketing API offers two platforms that sellers can use to promote and advertise their products:

  • Promoted Listings is an eBay ad service that lets sellers set up ad campaigns for the products they want to promote. eBay displays the ads in search results and in other marketing modules as SPONSORED listings. If an item in a Promoted Listings campaign sells, the seller is assessed a Promoted Listings fee, which is a seller-specified percentage applied to the sales price. For complete details, see Promoted Listings.
  • Promotions Manager gives sellers a way to offer discounts on specific items as a way to attract buyers to their inventory. Sellers can set up discounts (such as \\\"20% off\\\" and other types of offers) on specific items or on an entire customer order. To further attract buyers, eBay prominently displays promotion teasers throughout buyer flows. For complete details, see Promotions Manager.

Marketing reports, on both the Promoted Listings and Promotions Manager platforms, give sellers information that shows the effectiveness of their marketing strategies. The data gives sellers the ability to review and fine tune their marketing efforts.

Important! Sellers must have an active eBay Store subscription, and they must accept the Terms and Conditions before they can make requests to these APIs in the Production environment. There are also site-specific listings requirements and restrictions associated with these marketing tools, as listed in the \\\"requirements and restrictions\\\" sections for Promoted Listings and Promotions Manager.

The table below lists all the Marketing API calls grouped by resource.

\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Marketing API\",\"version\":\"v1.10.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/marketing/openapi/3/sell_marketing_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-marketing\"},\"updated\":\"2021-07-26T08:51:53.432Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-marketing/v1.10.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-marketing/v1.10.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-metadata\",\"value\":{\"added\":\"2020-07-16T10:11:43.195Z\",\"preferred\":\"v1.4.1\",\"versions\":[{\"key\":\"v1.4.1\",\"value\":{\"added\":\"2020-07-16T10:11:43.195Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Metadata API has operations that retrieve configuration details pertaining to the different eBay marketplaces. In addition to marketplace information, the API also has operations that get information that helps sellers list items on eBay.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Metadata API\",\"version\":\"v1.4.1\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/metadata/openapi/3/sell_metadata_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-metadata\"},\"updated\":\"2021-06-30T09:57:47.461Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-metadata/v1.4.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-metadata/v1.4.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-negotiation\",\"value\":{\"added\":\"2020-07-16T10:12:17.299Z\",\"preferred\":\"v1.1.0\",\"versions\":[{\"key\":\"v1.1.0\",\"value\":{\"added\":\"2020-07-16T10:12:17.299Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Negotiations API gives sellers the ability to proactively send discount offers to buyers who have shown an \\\"interest\\\" in their listings.

By sending buyers discount offers on listings where they have shown an interest, sellers can increase the velocity of their sales.

There are various ways for a buyer to show interest in a listing. For example, if a buyer adds the listing to their Watch list, or if they add the listing to their shopping cart and later abandon the cart, they are deemed to have shown an interest in the listing.

In the offers that sellers send, they can discount their listings by either a percentage off the listing price, or they can set a new discounted price that is lower than the original listing price.

For details about how seller offers work, see Sending offers to buyers.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Negotiation API\",\"version\":\"v1.1.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/negotiation/openapi/3/sell_negotiation_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-negotiation\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-negotiation/v1.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-negotiation/v1.1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebay.com:sell-recommendation\",\"value\":{\"added\":\"2020-07-16T10:12:51.471Z\",\"preferred\":\"1.1.0\",\"versions\":[{\"key\":\"1.1.0\",\"value\":{\"added\":\"2020-07-16T10:12:51.471Z\",\"info\":{\"contact\":{\"name\":\"eBay Inc,\",\"x-twitter\":\"ebay\"},\"description\":\"The Recommendation API returns information that sellers can use to optimize the configuration of their listings on eBay.

Currently, the API contains a single method, findListingRecommendations. This method provides information that sellers can use to configure Promoted Listings ad campaigns to maximize the visibility of their items in the eBay marketplace.\",\"license\":{\"name\":\"eBay API License Agreement\",\"url\":\"https://go.developer.ebay.com/api-license-agreement\"},\"title\":\"Recommendation API\",\"version\":\"1.1.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ebay_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.ebay.com/api-docs/master/sell/recommendation/openapi/3/sell_recommendation_v1_oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ebay.com\",\"x-serviceName\":\"sell-recommendation\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-recommendation/1.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebay.com/sell-recommendation/1.1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ebi.ac.uk\",\"value\":{\"added\":\"2020-09-17T17:10:40.939Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2020-09-17T17:10:40.939Z\",\"info\":{\"contact\":{\"email\":\"crossbar_dev@ebi.ac.uk\",\"name\":\"API support\"},\"description\":\"# About CROssBAR & data\\n**CROssBAR**: Comprehensive Resource of Biomedical Relations with Deep Learning Applications and Knowledge Graph Representations\\nCROssBAR is a comprehensive system that integrates large-scale biomedical data from various resources e.g UniProt, ChEMBL, Drugbank, EFO, HPO, InterPro & PubChem and stores them in a new NoSQL database, enrich these data with deep learning based prediction of relations between numerous biomedical entities, rigorously analyse the enriched data to obtain biologically meaningful modules and display them to the user via easy to interpret, interactive and heterogeneous knowledge graphs.\\nCROssBAR platform exposes a set of 12 endpoints to query data stored in the CROssBAR database. These endpoints help the user to find data of interest using different parameters provided by the API endpoint.\\nFor example,\\nhttps://www.ebi.ac.uk/tools/crossbar/proteins?accession=A0A023GRW5 -> will provide protein information about accession 'A0A023GRW5' including its interactions, functions, cross-references, variations and more.\\nhttps://www.ebi.ac.uk/tools/crossbar/activities?moleculeChemblId=CHEMBL465983 -> will provide ChEMBL bio-interactions related information including targets and bio-activity measurements associated with molecule chembl id 'CHEMBL465983'\\n\\n**Knowledge graphs**\\nAnother use case of CROssBAR's API endpoints is in building knowledge graphs. These endpoints can be *weaved* together (output from one API endpoint fed as input to another API endpoint) programmatically to link nodes like protein, disease, drugs etc. as nodes of the graph. The endpoints are designed to be independent from each other which allows users the flexibility to drive biological networks from any facet e.g drug-centric, disease-centric, gene-centric etc. Our service for knowledge graph construction is available at https://crossbar.kansil.org.\\nAn example for the part of the background queries on the CROssBAR API during the construction of a knowledge graph, \\n(with the aim of keeping the example simple, we have only included the processes related to pathways, genes/proteins and drugs/compounds)\\nIn this example, we would like to find bio-active compounds (with a pChEMBL value threshold of at least 6.0) & drugs targeting all proteins belonging to \\\"WNT ligand biogenesis and trafficking\\\" pathway (based on Reactome pathway annotations).\\nThis can be achieved by using endpoints listed on this swagger documentation as illustrated in following steps-\\nFind bio-active compounds (with a pChEMBL value threshold of at least 6.0) & drugs targeting all proteins belonging to \\\"WNT ligand biogenesis and trafficking\\\" pathway (based on Reactome annotations)\\nThis can be achieved by using endpoints listed on [this swagger documentation](https://www.ebi.ac.uk/tools/crossbar/swagger-ui.html) as illustrated in following steps-\\n1. Get all proteins from \\u201c/proteins\\u201d API endpoint which have a reactome pathway name equal to \\\"WNT ligand biogenesis and trafficking\\\".\\n2. From the collection of uniprot protein accessions collected from step 1 above, we query \\u201c/targets\\u201d API endpoint to obtain the \\u2018target_chembl_id\\u2019s of these proteins.\\n3. From the collection of target_chembl_ids collected from step 2 above, we query \\u201c/activities\\u201d API endpoint with pChEMBL value >=6, to obtain the \\u2019molecule_chembl_id\\u2019s of the molecules that we need. \\n4. From the collection of uniprot protein accessions collected from step 1 above, we find out Drug names and ids from the \\u201c/drugs\\u201d API endpoint that targets our proteins.\\n5. From the collection of \\u2019molecule_chembl_id\\u2019s obtained in step3, we query \\u201c/molecules\\u201d endpoint to get the compounds that are interacting with the genes/proteins belonging to the \\u201cWNT ligand biogenesis and trafficking\\u201d pathway.\",\"title\":\"CROssBAR Data API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://www.ebi.ac.uk/Tools/crossbar/v2/api-docs\",\"version\":\"2.0\"}],\"x-providerName\":\"ebi.ac.uk\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ebi.ac.uk/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ebi.ac.uk/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"edrv.io\",\"value\":{\"added\":\"2020-07-29T11:09:31.101Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2020-07-29T11:09:31.101Z\",\"info\":{\"contact\":{\"email\":\"hello@edrv.io\",\"name\":\"eDRV\",\"url\":\"https://edrv.io\"},\"description\":\"edrv.io API Documentation\",\"title\":\"eDRV API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"open_data\",\"transport\",\"location\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_uploads-ssl.webflow.com_5eb5ba31ecd0593f18002773_5edcf57799287361407a98a4_Untitled%20(3)-p-500.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developers.edrv.io/openapi/5f15c43c87b0d6001ea97414\",\"version\":\"3.0\"}],\"x-providerName\":\"edrv.io\"},\"updated\":\"2020-12-30T12:59:00.323Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/edrv.io/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/edrv.io/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"elmah.io\",\"value\":{\"added\":\"2019-02-26T10:57:22.000Z\",\"preferred\":\"v3\",\"versions\":[{\"key\":\"v3\",\"value\":{\"added\":\"2019-02-26T10:57:22.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"elmah_io\"},\"description\":\"This is the public REST API for elmah.io. All of the integrations communicates with elmah.io through this API.

For additional help getting started with the API, visit the following help articles:
  • [Using the REST API](https://docs.elmah.io/using-the-rest-api/)
  • [Where is my API key?](https://docs.elmah.io/where-is-my-api-key/)
  • [Where is my log ID?](https://docs.elmah.io/where-is-my-log-id/)
  • [How to configure API key permissions](https://docs.elmah.io/how-to-configure-api-key-permissions/)
\",\"title\":\"elmah.io API\",\"version\":\"v3\",\"x-apisguru-categories\":[\"cloud\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_elmah_io_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.elmah.io/swagger/docs/v3\",\"version\":\"3.0\"}],\"x-providerName\":\"elmah.io\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/elmah.io/v3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/elmah.io/v3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"enode.io\",\"value\":{\"added\":\"2021-03-15T17:37:38.478Z\",\"preferred\":\"1.3.10\",\"versions\":[{\"key\":\"1.3.10\",\"value\":{\"added\":\"2021-03-15T17:37:38.478Z\",\"info\":{\"description\":\"Download [OpenAPI 3.0 Specification](/OpenAPI-Enode-v1.4.0.json)\\n\\nDownload [Postman Collection](/Postman-Enode-v1.4.0.json)\\n\\nThe Enode API is designed to make smart charging applications easy to develop. We provide an abstraction layer that reduces the complexity when extracting vehicle data and sending commands to vehicles from a variety of manufacturers.\\n\\nThe API has a RESTful architecture and utilizes OAuth2 authorization.\\n\\nWe are always available to handle any issues or just answer your questions. Feel free to reach out on post@enode.io\\n\\n\\n## Registration for API access\\nIn order to use the API you will need a `client_id` and `client_secret`. Please contact us if you are interested in using our API in production, and we will provide these credentials.\\n\\n# Authorization\\nVehicle / hardware access via the Enode API is granted to your application by the User in a standard OAuth `Authorization Code` flow.\\n\\n> The authorization scheme documented here is the recommended approach for most situations. However, it is also possible to user other OAuth flows, non-confidential clients, and temporary users. Please feel free to contact us if you have any questions about your use-case or the integration of your existing infrastructure.\\n\\n### Preparation: Configure your OAuth client\\n\\nBecause Enode API implements the OAuth 2.0 spec completely and without modifications, you can avoid rolling your own OAuth client implementation and instead use a well-supported and battle-tested implementation. This is strongly recommended. Information on available OAuth clients for many languages is available [here](https://oauth.net/code/)\\n\\nTo configure your chosen OAuth client, you will need these details:\\n- Your `client_id`\\n- Your `client_secret`\\n- Authorization URL: `https://link.test.enode.io/oauth2/auth`\\n- Token URL: `https://link.test.enode.io/oauth2/token`\\n\\n```javascript\\n// Node.js + openid-client example\\nconst enodeIssuer = await Issuer.discover('https://link.test.enode.io');\\nconst client = new enodeIssuer.Client({\\n client_id: 'xyz',\\n client_secret: 'shhhhh',\\n redirect_uris: ['http://localhost:5000/callback'],\\n response_types: ['code'],\\n});\\n```\\n\\n\\n### Preparation: Obtain a client access token via OAuth Client Credentials Grant\\nYour OAuth client will have a method for using the `OAuth 2.0 Client Credentials Grant` to obtain an access token.\\n\\n```javascript\\n// Node.js + openid-client example\\nconst clientAccessToken = await client.grant({grant_type: \\\"client_credentials\\\"});\\n```\\n\\nThis access token belongs to your client and is used for administrative actions, such as the next step.\\n\\nThis token should be cached by your server and reused until it expires, at which point your server should request a new one.\\n\\n\\n\\n### Step 1. Generate an Enode Link session for your User and launch the OAuth flow\\n\\nWhen your User indicates that they want to connect their hardware to your app, your server must call [Link User](#operation/postUsersUseridLink) to generate an Enode Link session for your User. The User ID can be any string that uniquely identifies the User, but it is recommended that you use the primary key by which you identify the User within your application.\\n\\nExample Request:\\n```\\nPOST /users/{userId}/link HTTP/1.1\\nAuthorization: Bearer {access_token}\\n{\\n \\\"forceLanguage\\\": \\\"nb-NO\\\",\\n \\\"vendor\\\": \\\"Tesla\\\",\\n}\\n```\\n\\nExample Response:\\n```\\n{\\n \\\"linkState\\\": \\\"ZjE2MzMxMGFiYmU4MzcxOTU1ZmRjMTU5NGU2ZmE4YTU3NjViMzIwY2YzNG\\\",\\n}\\n```\\n\\nThe returned linkState must be stored by your server, attached to the session of the authenticated user for which it was generated.\\n\\nYour OAuth client will provide a method to construct an authorization URL for your user. That method will require these details:\\n- Redirect URI - The URI to which your user should be redirected when the Oauth flow completes\\n- Scope - The OAuth scope(s) you wish to request access to (see list of valid values [here](#section/Authentication/AccessTokenBearer))\\n- State - The value of `linkState` from the request above\\n\\nTo launch the OAuth flow, send your user to the authorization URL constructed by your OAuth client. This can be done in an embedded webview within a native iOS/Android app, or in the system's default browser.\\n\\n```javascript\\n// Node.js + openid-client + express example\\n\\n// Construct an OAuth authorization URL\\nconst authorizationUrl = client.authorizationUrl({\\n scope: \\\"offline_access all\\\",\\n state: linkState\\n});\\n\\n// Redirect user to authorization URL\\nres.redirect(authorizationUrl);\\n```\\n\\n\\n### Step 2. User grants consent\\nIn the Link UI webapp the user will follow 3 steps:\\n\\n1. Choose their hardware from a list of supported manufacturers (EVs and charging boxes). For certain EV makes it will be necessary to also select a charge box.\\n2. For each selection, the user will be presented with the login screen for that particular hardware. The user must successfully log in.\\n3. A summary of the requested scopes will be presented to the user. The user must choose whether to grant access to your application.\\n\\n\\n### Step 3. OAuth flow concludes with a callback\\nWhen the user has completed their interactions, they will be redirected to the `Redirect URI` you provided in Step 1, with various metadata appended as query parameters.\\n\\nYour OAuth client will have a method to parse and validate that metadata, and fetch the granted access and refresh tokens.\\n\\nAmong that metadata will be a `state` value - you must verify that it is equal to the `linkState` value persisted in Step 1, as [a countermeasure against CSRF attacks](https://tools.ietf.org/html/rfc6819#section-4.4.1.8).\\n\\n```javascript\\n// Node.js + openid-client + express example\\n\\n// Fetch linkState from user session\\nconst linkState = get(req, 'session.linkState');\\n\\n// Parse relevant parameters from request URL\\nconst params = client.callbackParams(req);\\n\\n// Exchange authorization code for access and refresh tokens\\n// In this example, openid-client does the linkState validation check for us\\nconst tokenSet = await client.oauthCallback('http://localhost:5000/callback', params, {state: linkState})\\n```\\n\\nWith the access token in hand, you can now access resources on behalf of the user.\\n\\n\\n# Errors And Problems\\n## OAuth Authorization Request\\n\\nWhen the User has completed the process of allowing/denying access in Enode Link, they will be redirected to your configured redirect URI. If something has gone wrong, query parameters `error` and `error_description` will be set as documented in [Section 4.1.2.1](https://tools.ietf.org/html/rfc6749#section-4.1.2.1) of the OAuth 2.0 spec:\\n\\n|error |error_description|\\n|---------------------------|-----------------|\\n|invalid_request |The request is missing a required parameter, includes an invalid parameter value, includes a parameter more than once, or is otherwise malformed.|\\n|unauthorized_client |The client is not authorized to request an authorization code using this method.|\\n|access_denied |The resource owner or authorization server denied the request.|\\n|unsupported_response_type |The authorization server does not support obtaining an authorization code using this method.|\\n|invalid_scope |The requested scope is invalid, unknown, or malformed.|\\n|server_error |The authorization server encountered an unexpected condition that prevented it from fulfilling the request.|\\n|temporarily_unavailable |The authorization server is currently unable to handle the request due to a temporary overloading or maintenance of the server|\\n\\nExample:\\n```\\nhttps://website.example/oauth_callback?state=e0a86fe5&error=access_denied&error_description=The+resource+owner+or+authorization+server+denied+the+request.\\n```\\n\\n\\n## Errors when accessing a User's resources\\n\\nWhen using an `access_token` to access a User's resources, the following HTTP Status Codes in the 4XX range may be encountered:\\n\\n|HTTP Status Code |Explanation |\\n|---------------------------|-----------------|\\n|400 Bad Request |The request payload has failed schema validation / parsing\\n|401 Unauthorized |Authentication details are missing or invalid\\n|403 Forbidden |Authentication succeeded, but the authenticated user doesn't have access to the resource\\n|404 Not Found |A non-existent resource is requested\\n|429 Too Many Requests |Rate limiting by the vendor has prevented us from completing the request\\n\\n\\nIn all cases, an [RFC7807 Problem Details](https://tools.ietf.org/html/rfc7807) body is returned to aid in debugging.\\n\\nExample:\\n```\\nHTTP/1.1 400 Bad Request\\nContent-Type: application/problem+json\\n{\\n \\\"type\\\": \\\"https://docs.enode.io/problems/payload-validation-error\\\",\\n \\\"title\\\": \\\"Payload validation failed\\\",\\n \\\"detail\\\": \\\"\\\\\\\"authorizationRequest.scope\\\\\\\" is required\\\",\\n}\\n```\\n\\n\",\"title\":\"Enode API\",\"version\":\"1.3.10\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_assets.website-files.com_5f32f25e947c8a1f62356ec1_5f4a941e3a9d743428afb799_Enode%20Logo2.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.enode.io/OpenAPI-Enode-v1.3.10.json\",\"version\":\"3.0\"}],\"x-providerName\":\"enode.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/enode.io/1.3.10/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/enode.io/1.3.10/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"envoice.in\",\"value\":{\"added\":\"2018-02-01T06:39:42.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2018-02-01T06:39:42.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"envoicein\"},\"description\":\"[![Run in Postman](https://run.pstmn.io/button.svg)](https://app.getpostman.com/run-collection/80638214aa04722c9203)\\r\\nor\\r\\nView Postman docs\\r\\n\\r\\n# Quickstart\\r\\n\\r\\nVisit [github](https://github.com/EmitKnowledge/Envoice) to view the quickstart tutorial.\\r\\n\\r\\n
\\r\\n\\r\\n# Tutorial for running the API in postman\\r\\n\\r\\nClick on \\\"\\\"Run in Postman\\\"\\\" button\\r\\n

\\r\\n![postman - tutorial - 1](/Assets/images/api/postman-tutorial/postman-tutorial-1.png)\\r\\n\\r\\n --- \\r\\n\\r\\nA new page will open.\\r\\nClick the \\\"\\\"Postman for windows\\\"\\\" to run postman as a desktop app.\\r\\nMake sure you have already [installed](https://www.getpostman.com/docs/postman/launching_postman/installation_and_updates) Postman.\\r\\n

\\r\\n![postman - tutorial - 2](/Assets/images/api/postman-tutorial/postman-tutorial-2.png)\\r\\n\\r\\n --- \\r\\n\\r\\nIn chrome an alert might show up to set a default app for opening postman links. Click on \\\"\\\"Open Postman\\\"\\\".\\r\\n

\\r\\n![postman - tutorial - 3](/Assets/images/api/postman-tutorial/postman-tutorial-3.png)\\r\\n\\r\\n --- \\r\\n\\r\\nThe OpenAPI specification will be imported in Postman as a new collection named \\\"\\\"Envoice api\\\"\\\"\\r\\n

\\r\\n![postman - tutorial - 4](/Assets/images/api/postman-tutorial/postman-tutorial-4.png)\\r\\n\\r\\n --- \\r\\n\\r\\nWhen testing be sure to check and modify the environment variables to suit your api key and secret. The domain is set to envoice's endpoint so you don't really need to change that. \\r\\n\\\\*Eye button in top right corner \\r\\n

\\r\\n![postman - tutorial - 5](/Assets/images/api/postman-tutorial/postman-tutorial-5.png)\\r\\n

\\r\\n![postman - tutorial - 6](/Assets/images/api/postman-tutorial/postman-tutorial-6.png)\\r\\n\\r\\n --- \\r\\n\\r\\nYou don't need to change the values of the header parameters, because they will be replaced automatically when you send a request with real values from the environment configured in the previous step.\\r\\n

\\r\\n![postman - tutorial - 7](/Assets/images/api/postman-tutorial/postman-tutorial-7.png)\\r\\n\\r\\n --- \\r\\n\\r\\nModify the example data to suit your needs and send a request.\\r\\n

\\r\\n![postman - tutorial - 8](/Assets/images/api/postman-tutorial/postman-tutorial-8.png)\\r\\n
\\r\\n\\r\\n# Webhooks\\r\\n\\r\\nWebhooks allow you to build or set up Envoice Apps which subscribe to invoice activities. \\r\\nWhen one of those events is triggered, we'll send a HTTP POST payload to the webhook's configured URL. \\r\\nWebhooks can be used to update an external invoice data storage.\\r\\n\\r\\nIn order to use webhooks visit [this link](/account/settings#api-tab) and add upto 10 webhook urls that will return status `200` in order to signal that the webhook is working.\\r\\nAll nonworking webhooks will be ignored after a certain period of time and several retry attempts.\\r\\nIf after several attempts the webhook starts to work, we will send you all activities, both past and present, in chronological order.\\r\\n\\r\\nThe payload of the webhook is in format:\\r\\n```\\r\\n{\\r\\n Signature: \\\"\\\"sha256 string\\\"\\\",\\r\\n Timestamp: \\\"\\\"YYYY-MM-DDTHH:mm:ss.FFFFFFFZ\\\"\\\",\\r\\n Activity: {\\r\\n Message: \\\"string\\\",\\r\\n Link: \\\"share url\\\",\\r\\n Type: int, \\r\\n InvoiceNumber: \\\"string\\\",\\r\\n InvoiceId: int, \\r\\n OrderNumber: \\\"string\\\",\\r\\n OrderId: int,\\r\\n Id: int,\\r\\n CreatedOn: \\\"YYYY-MM-DDTHH:mm:ss.FFFFFFFZ\\\"\\r\\n }\\r\\n}\\r\\n``` \",\"title\":\"API v1.0.0\",\"version\":\"v1\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_envoicein_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.envoice.in/docs/api/v1/specification\",\"version\":\"3.0\"}],\"x-providerName\":\"envoice.in\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/envoice.in/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/envoice.in/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"eos.local\",\"value\":{\"added\":\"2021-06-07T20:02:01.845Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-07T20:02:01.845Z\",\"info\":{\"contact\":{\"url\":\"https://eos.io\"},\"license\":{\"name\":\"MIT\",\"url\":\"https://opensource.org/licenses/MIT\"},\"title\":\"Net API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"hosting\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://gist.githubusercontent.com/MikeRalphson/9b1349082ac4eca3660eaf6ad31e70d2/raw/88dacf4280e9aca949b5f4692904229fdf2457ff/swagger(1).json\",\"version\":\"3.0\"}],\"x-providerName\":\"eos.local\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-07T20:04:43.142Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/eos.local/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/eos.local/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"epa.gov:air\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n\\nAir Rest Services provides multiple service endpoints, each with specific capabilities, to search and retrieve data on facilities regulated under the Clean Air Act (CAA). The returned results reflect data drawn from EPA's ICIS-Air database.\\n\\nThe get_facilities, get_map, get_qid, and get_download end points are meant to be used together, while the enhanced get_facility_info end point is self contained.\\nThe get_facility_info end point returns either an array of state, county or zip clusters with summary statistics per cluster or an array of facilities.\\n\\nThe recommended use scenario for get_facilities, get_qid, get_map, and get_downoad is:\\n\\n1) Use get_facilities to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n2) Use get_qid, with the returned QID, to paginate through arrays of facility results.\\n3) Use get_map, with the returned QID, to zoom in/out and pan on the clustered and individual facility coordinates that meet the QID query criteria.\\n4) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of facility information that meets the QID query criteria.\\n\\nUse the qcolumns parameter to customize your search results. Use the Metadata service endpoint for a list of available output objects, their Column Ids, and their definitions to help you build your customized output. \\n\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\",\"license\":{\"name\":\"U.S. Public Domain License\",\"url\":\"https://edg.epa.gov/EPA_Data_License.html\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Clean Air Act\",\"version\":\"2019.10.15\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=AIR\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"air\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/air/2019.10.15/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/air/2019.10.15/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:case\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"US EPA, OECA Integration, Targeting and Access Branch\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n CASE Rest Services provide multiple service endpoints, each with specific capabilities, to search and retrieve data on civil cases entered into the \\nIntegrated Compliance Information System (ICIS) and criminal cases entered into the Summary of Criminal Prosecutions database. \\nSee Enforcement Case Search Help (https://echo.epa.gov/help/enforcement-case-search-help) for additional information on searching civil and criminal cases. \\n\\\\\\nThe get_cases, get_map, get_qid, and get_download end points are meant to be used together, while the enhanced get_case_info end point is self contained.. \\nThe recommended use scenario for get_cases, get_qid, get_map, and get_downoad is:\\n\\\\\\n 1) Use get_cases to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n 2) Use get_qid, with the returned QID, to paginate through arrays of case results.\\n 3) Use get_map, with the returned QID, to zoom in/out and pan on the clustered and individual facility coordinates, related to the returned cases, that meet the QID query criteria.\\n 4) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of facility information that meets the QID query criteria.\\n\\\\\\nIn addition to the service endpoints listed above there are two detailed case report services, one for civil cases (get_case_report) and one for criminal cases (get_crcase_report). \\nSee the Civil Enforcement Case Report Help (https://echo.epa.gov/help/reports/enforcement-case-report-help) and the Criminal Case Report Help (https://echo.epa.gov/help/reports/criminal-case-report-help) for additional information \\non then data returned from these two services. \\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"This page was built with the Swagger API.\",\"url\":\"https://swagger.io\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Enforcement Case Search\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=CASE\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"case\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/case/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/case/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:cwa\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n CWA Rest Services provides multiple service endpoints, each with specific capabilities, to search and retrieve data on facilities regulated under the Clean Water Act (CWA) and managed under the National Pollutant Discharge Elimination System (NPDES) program. The returned results reflect data drawn from EPA's ICIS-NPDES database.\\n\\\\\\nThe get_facilities, get_map, get_qid, and get_download end points are meant to be used together, while the enhanced get_facility_info end point is self contained.\\n The get_facility_info end point returns either an array of state, county or zip clusters with summary statistics per cluster or an array of facilities.\\n\\\\\\nThe recommended use scenario for get_facilities, get_qid, get_map, and get_downoad is:\\n\\\\\\n 1) Use get_facilities to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n 2) Use get_qid, with the returned QID, to paginate through arrays of facility results.\\n 3) Use get_map, with the returned QID, to zoom in/out and pan on the clustered and individual facility coordinates that meet the QID query criteria.\\n 4) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of facility information that meets the QID query criteria.\\n\\\\\\n\\\\\\nUse the qcolumns parameter to customize your search results. Use the Metadata service endpoint for a list of available output objects, their Column Ids, and their definitions to help you build your customized output. \\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"U.S. Public Domain License\",\"url\":\"https://edg.epa.gov/EPA_Data_License.html\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Clean Water Act (CWA) Rest Services\",\"version\":\"2019.10.15\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=CWA\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"cwa\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/cwa/2019.10.15/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/cwa/2019.10.15/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:dfr\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"0.0.0\",\"versions\":[{\"key\":\"0.0.0\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"US EPA, OECA Integration, Targeting and Access Branch\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n\\nDFR Rest Services provide multiple service endpoints, to retrieve detailed facility location, enforcement, compliance monitoring, and pollutant information for any single facility. See the Detailed Facility Report (DFR) Help Page (https://echo.epa.gov/help/reports/detailed-facility-report-help) for additional information on the DFR. Additionally, a Data Dictionary (https://echo.epa.gov/help/reports/dfr-data-dictionary) is also available. \\nThere is one primary service end point, get_dfr, that provides all available DFR data. All other service end points that are exposed, will return data on a single section of the DFR. \\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"This page was built with the Swagger API.\",\"url\":\"https://swagger.io\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Detailed Facility Report (DFR)\",\"version\":\"0.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=DFR\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"dfr\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/dfr/0.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/dfr/0.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:echo\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n ECHO Rest Services provide multiple service endpoints, each with specific capabilities, to search and retrieve data on facilities regulated as Clean Air Act (CAA) stationary sources, Clean Water Act (CWA) dischargers, Resource Conservation and Recovery Act (RCRA) hazardous waste generators/handlers, and Safe Drinking Water Act (SDWA) public water systems. Data of interest from other EPA sources, such as the Toxics Release Inventory, is also supplied for context. \\n\\\\\\nThe get_facilities, get_map, get_qid, and get_download end points are meant to be used together, while the enhanced get_facility_info end point is self contained.\\n The get_facility_info end point returns either an array of state, county or zip clusters with summary statistics per cluster or an array of facilities.\\n\\\\\\nThe recommended use scenario for get_facilities, get_qid, get_map, and get_downoad is:\\n\\\\\\n 1) Use get_facilities to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n 2) Use get_qid, with the returned QID, to paginate through arrays of facility results.\\n 3) Use get_map, with the returned QID, to zoom in/out and pan on the clustered and individual facility coordinates that meet the QID query criteria.\\n 4) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of facility information that meets the QID query criteria.\\n\\\\\\n\\\\\\nUse the qcolumns parameter to customize your search results. Use the Metadata service endpoint for a list of available output objects, their Column Ids, and their definitions to help you build your customized output. \\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"U.S. Public Domain License\",\"url\":\"https://edg.epa.gov/EPA_Data_License.html\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - All Data\",\"version\":\"2019.10.15\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=ECHO\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"echo\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/echo/2019.10.15/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/echo/2019.10.15/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:eff\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use.\\n ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n EFF Rest Services provides the data for ECHO's Effluent Charts, a set of dynamic charts and tables of permitted effluent limits, releases, and violations over time for Clean Water Act (CWA) wastewater discharge permits issued under the National Pollutant Discharge Elimination System (NPDES). \\n\\nSee Effluent Charts Help (https://echo.epa.gov/help/reports/effluent-charts-help) for additional information.\\n\\\\\\nThe are 3 service end points for Effluent Charts: get_summary_chart, get_effluent_chart, and download_effluent_chart.\\n\\\\\\n 1) Use get_summary_chart to retrieve a summary matrix of effluent parameters by effluent outfall and an overall violation status for a provided NPDES Permit and date range.\\n 2) Use get_effluent_chart to retrieve detailed Discharge Limit, DMR and NPDES Violation information for a provided NPDES Permit, date range, effluent parameter, or outfall.\\n 3) Use download_effluent_chart to generate a Comma Separated Value (CSV) file of the detailed data provided with get_effluent chart, for a provided NPDES Permit, date range, effluent parameter, or outfall.\\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"U.S. Public Domain License\",\"url\":\"https://edg.epa.gov/EPA_Data_License.html\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Effluent Charting and Reporting\",\"version\":\"2019.10.15\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=EFF\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"eff\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/eff/2019.10.15/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/eff/2019.10.15/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:rcra\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n RCRA Rest Services provides multiple service endpoints, each with specific capabilities, to search and retrieve data on hazardous waste handlers/facilities regulated under the Resource Conservation and Recovery Act (RCRA). The returned results reflect data drawn from EPA's RCRAInfo database.\\n\\\\\\nThe get_facilities, get_map, get_qid, and get_download end points are meant to be used together, while the enhanced get_facility_info end point is self contained.\\n The get_facility_info end point returns either an array of state, county or zip clusters with summary statistics per cluster or an array of facilities.\\n\\\\\\nThe recommended use scenario for get_facilities, get_qid, get_map, and get_downoad is:\\n\\\\\\n 1) Use get_facilities to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n 2) Use get_qid, with the returned QID, to paginate through arrays of facility results.\\n 3) Use get_map, with the returned QID, to zoom in/out and pan on the clustered and individual facility coordinates that meet the QID query criteria.\\n 4) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of facility information that meets the QID query criteria.\\n\\\\\\n\\\\\\nUse the qcolumns parameter to customize your search results. Use the Metadata service endpoint for a list of available output objects, their Column Ids, and their definitions to help you build your customized output. \\n\\\\\\nAdditional ECHO Resources: Web Services, About ECHO's Data, Data Downloads\\n \",\"license\":{\"name\":\"U.S. Public Domain License\",\"url\":\"https://edg.epa.gov/EPA_Data_License.html\"},\"title\":\"U.S. EPA Enforcement and Compliance History Online (ECHO) - Resource Conservation and Recovery Act \",\"version\":\"2019.10.15\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_632233890594299904_DgRDU6dx_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://ofmpub.epa.gov/echo/swaggerx.swagger_json?p_prefix=RCRA\",\"version\":\"2.0\"}],\"x-providerName\":\"epa.gov\",\"x-serviceName\":\"rcra\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/epa.gov/rcra/2019.10.15/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/epa.gov/rcra/2019.10.15/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"epa.gov:sdw\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"preferred\":\"2019.10.15\",\"versions\":[{\"key\":\"2019.10.15\",\"value\":{\"added\":\"2017-03-21T21:46:37.000Z\",\"info\":{\"contact\":{\"name\":\"U.S. EPA, OECA Integration, Targeting and Access Branch\",\"url\":\"https://echo.epa.gov/resources/general-info/contact-us\"},\"description\":\"Enforcement and Compliance History Online (ECHO) is a tool developed and maintained by EPA's Office of Enforcement and Compliance Assurance for public use. ECHO provides integrated compliance and enforcement information for over 1 million regulated facilities nationwide.\\n SDW Rest Services provides multiple service endpoints, each with specific capabilities, to search and retrieve data on public water systems regulated under the Safe Drinking Water Act (SDWA). The returned results reflect data drawn from EPA's Federal Safe Drinking Water Information System (SDWIS) database.\\n\\\\\\nThe get_systems, get_qid, and get_download end points are meant to be used together.\\n\\\\\\nThe recommended use scenario for get_systems, get_qid, and get_downoad is:\\n\\\\\\n 1) Use get_systems to validate passed query parameters, obtain summary statistics and to obtain a query_id (QID). QIDs are time sensitive and will be valid for approximately 30 minutes.\\n 2) Use get_qid, with the returned QID, to paginate through arrays of water system results.\\n 3) Use get_download, with the returned QID, to generate a Comma Separated Value (CSV) file of water system information that meets the QID query criteria.\\n\\\\\\n\\\\\\nUse the qcolumns parameter to customize your search results. 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\\n\\n If you would like to use the FEC's API programmatically, you can sign up for your own API key using our form. Alternatively, you can still try out our API without an API key by using the web interface and using DEMO_KEY. Note that when you use the openFEC API you are subject to the [Terms of Service](https://github.com/fecgov/FEC/blob/master/TERMS-OF-SERVICE.md) and [Acceptable Use policy](https://github.com/fecgov/FEC/blob/master/ACCEPTABLE-USE-POLICY.md). \\n\\n Signing up for an API key will enable you to place up to 1,000 calls an hour. Each call is limited to 100 results per page. You can email questions, comments or a request to get a key for 7,200 calls an hour (120 calls per minute) to APIinfo@fec.gov. You can also ask questions and discuss the data in a community led [group](https://groups.google.com/forum/#!forum/fec-data). \\n\\n The model definitions and schema are available at [/swagger](/swagger/). This is useful for making wrappers and exploring the data. \\n\\n A few restrictions limit the way you can use FEC data. For example, you can\\u2019t use contributor lists for commercial purposes or to solicit donations. [Learn more here](https://www.fec.gov/updates/sale-or-use-contributor-information/). \\n\\n [Inspect our source code](https://github.com/fecgov/openFEC). We welcome issues and pull requests! \\n\\n


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Overview

\\n

FIRST/FMS FRC Events API is a service to return relevant information about the FIRST Robotics Competition (FRC). Information is made available from events operating around the world.

\\n

For FRC, information is made available by the Field Management System (FMS) server operating at each event site. The FMS will attempt to sync all data from the event to \\\"the cloud\\\" as long as internet is available at the venue. If internet is unavailable, or \\\"goes down\\\" during the event, the FMS will automatically sync all data from the time the system was offline as soon as the connection is restored. The API will provide data as soon as it has synced, and we do not add any artificial delays. If you are receiving \\\"stale\\\" data, it may be because of connectivity problems at the venue. We recommend you try again later, and post on the FIRST FMS TeamForge site if the problem persists. (Note: FMS does not sync while a match is running, so data that has to do with a particular match should become available once the score has been revealed to the audience at the event.)

\\n

Migration and Program Notes:

\\n

Pay close attention to the addresses for calling the various endpoints- as well as the notes regarding endpoints with multiple possible responses (i.e. score details and rankings).

\\n

Documentation Notes

\\n

All times are listed in the local time to the event venue. HTTP-date values will show their timezone.

\\n

If you specify a parameter, but no value for that parameter, it will be ignored. For example, if you request URL?teamNumber= the teamNumber parameter would be ignored.

\\n

We will continue to support the current version of the API plus one version older. Old APIs are depricated once a version \\\"two times newer\\\" is available, at minimum 6 months. For example, version 2.0 and 1.0 are supported right now, but 1.0 will not be supported once 2.1 (or 3.0) is available. Versions may also be retired earlier with prior notice here in the documentation.

\\n

The full host address of the API is needed in all calls. The version number is required in each call in order to ensure your requests are made (and responses are returned) in the formats you anticipate. The version number for this documentation is found on the top of the page, in the title. If you call this version number, the API responses will match the formats listed below.

\\n

All of the APIs are capable of accepting the Accept HTTP header with either application/xml or application/json based on the desired return type. Any API call that results in an HTTP Status Code other than 200 (OK) will only be shown here as an application/json response to save space, but the content is the same regardless of the request type. All response will have a Content-Length and Date response header, but those are not shown in the documentaiton.

\\n

For all APIs that accept a query string in addition to the URI base, the order of parameters do not matter, but the name shown in the documentation must match exactly, as does the associated value format as described in details.

\\n

For response codes that are not HTTP 200 (OK), the documentation will show a body message that represents a possible response value. While the \\\"title\\\" of the HTTP Status Code will match those shown in the response codes documentation section exactly, the body of the response will be a more detailed explanation of why that status code is being returned and may not always be exactly as shown in the examples.

\\n

None of the APIs will show possible return here in the documentation of HTTP 401 (Unauthorized), but that code applies to all APIs as a possible response if the request is made without a valid token.

\\n

Last-Modified, FMS-OnlyModifiedSince, and If-Modified-Since Headers

\\n

The FRC Events API utilizes the Last-Modified and If-Modified-Since Headers to communicate with consumers regarding the age of the data they are requesting. With a couple of exceptions, all calls will return a Last-Modified Header set with the time at which the data at that endpoint was last modified. The Header will always be set in the HTTP-date format, as described in the HTTP Protocol. There are two exceptions: the Last-Modified Header is not set if the endpoint returns no results (such as a request for a schedule with no matches) and will also not be set if the request was an HTTP DELETE.

\\n

Consumers should keep track of the Last-Modified Header, and return it on subsequent calls to the same endpoint as the If-Modified-Since. The server will recognize this request, and will only return a result if the data has been modified since the last request. If no changes have been made, an HTTP 304 will be returned. If data has been modified, ALL data on that call will be returned (for \\\"only modified\\\" data, see below).

\\n

The FRC Events API also allows a custom header used to filter the return data to a specific subset. This is done by specifying a FMS-OnlyModifiedSince header with each call. As with the If-Modified-Since header, consumers should keep track of the Last-Modified Header, and return it on subsequent calls to the same endpoint as the FMS-OnlyModifiedSince Header. The server will recognize this request, and will only return a result if the data has been modified since the last request, and, if returned, the data will only be those portions modified since the included date. If no changes, have been made, an HTTP 304 will be returned. Using this method, the server and consumer save processing time by only receiving modified data that is in need of update on the consumer side.

\\n

If the Headers are improperly passed (such as the wrong Day of Week for the matching date, or a date in the future), the endpoint will simply ignore the Header and return all results. If both headers are specified, the request will be denied.

\\n

Response Codes

\\n

The FRC Events API HTTP Status Codes correspond with the common codes, but occasionally with different \\\"titles\\\". The \\\"title\\\" used by the API is shown next to each of the below possible response HTTP Status Codes. Throughout the documentation, Apiary may automatically show the common \\\"title\\\" in example returns (like \\\"Not Found\\\" for 404) but on the production server, the \\\"title\\\" will instead match those listed below.

\\n
HTTP 200 - \\\"OK\\\"\\n

The request has succeeded. An entity corresponding to the requested resource is sent in the response. This will be returned as the HTTP Status Code for all request that succeed, even if the body is empty (such as an event that has no rankings, but with a valid season and event code were used)

\\n
HTTP 304 - \\\"Not Modified\\\"\\n

When utilizing a Header that allows filtered data returns, such as If-Modified-Since, this response indicates that no data meets the request.

\\n
HTTP 400 - \\\"Invalid Season Requested\\\"/\\\"Malformed Parameter Format In Request\\\"/\\\"Missing Parameter In Request\\\"/\\\"Invalid API Version Requested\\\":\\n

The request could not be understood by the server due to malformed syntax. The client SHOULD NOT repeat the request without modifications. Specifically for this API, a 400 response indicates that the requested URI matches with a valid API, but one or more required parameter was malformed or invalid. Examples include an event code that is too short or team number that contains a letter.

\\n
HTTP 401 - \\\"Unauthorized\\\"\\n

All requests against the API require authentication via a valid user token. Failing to provide one, or providing an invalid one, will warrant a 401 response. The client MAY repeat the request with a suitable Authorization header field.

\\n
HTTP 404 - \\\"Invalid Event Requested\\\"\\n

Even though the 404 code usually indicates any not found status, a 404 will only be issued in this API when an event cannot be found for the requested season and event code. If the request didn't match a valid API or there were malformed parameters, the response would not receive a 404 but rather a 400 or 501. If this HTTP code is received, the season was a valid season and the event code matched the acceptable style of an event code, but there were no records of an event matching the combination of that season and event code. For example, HTTP 404 would be issued when the event had a different code in the requested season (the codes can change year to year based on event location).

\\n
HTTP 500 - \\\"Internal Server Error\\\"\\n

The server encountered an unexpected condition which prevented it from fulfilling the request. This is a code sent directly by the server, and has no special alternate definition specific to this API.

\\n
HTTP 501 - \\\"Request Did Not Match Any Current API Pattern\\\"\\n

The server does not support the functionality required to fulfill the request. Specifically, the request pattern did not match any of the possible APIs, and thus processing was discontinued. This code is also issued when too many optional parameters were included in a single request and fulfilling it would make the result confusing or misleading. Each API will specify which parameters or combination of parameters can be used at the same time.

\\n
HTTP 503 - \\\"Service Unavailable\\\"\\n

The server is currently unable to handle the request due to a temporary overloading or maintenance of the server. The implication is that this is a temporary condition which will be alleviated after some delay. If known, the length of the delay MAY be indicated in a Retry-After header. This code will not always appear, sometimes the server may outright refuse the connection instead. This is a code sent directly by the server, and has no special alternate definition specific to this API.

\\n

See the notes at the top of this documentation for important information about HTTP Status Codes.

\\n

Authorization

\\n

In order to make calls against the FRC Events API, you must include an HTTP Header called Authorization with the value set as specified below. If a request is made without this header, processing stops and an HTTP 401 is issued. All Authorization headers follow the same format:

\\n

Authorization: Basic 000000000000000000000000000000000000000000000000000000000000

\\n

Where the Zeros are replaced by your Token. The Token can be formed by taking your username and your AuthorizationKey and adding a colon. For example, if your username is sampleuser and your AuthorizationKey is 7eaa6338-a097-4221-ac04-b6120fcc4d49 you would have this string:

\\n

sampleuser:7eaa6338-a097-4221-ac04-b6120fcc4d49

\\n

This string must then be encoded using Base64 Encoded to form the Token, which will be the same length as the example above, but include letters and numbers. For our example, we would have:

\\n

c2FtcGxldXNlcjo3ZWFhNjMzOC1hMDk3LTQyMjEtYWMwNC1iNjEyMGZjYzRkNDk=

\\n

NOTICE: Publicly distributing an application, code snippet, etc, that has your username and token in it, encoded or not, WILL result in your token being blocked from the API. Each user should apply for their own token.

\\n

If you wish to acquire a token for your development, you may do so by requesting a token through our automated system on this website.

\\n

AUTOMATED REMOVAL: If you do not activate your account within 72 hours of making your request for a token, or if you do not make at least one API request every twelve (12) months, your account/token will be marked as disabled for inactivity and subject to being deleted. (This policy does not apply to accounts with special operating agreements with FIRST)

\\n

HTTP401 and Authorization

\\n

Each Token can be individually enabled and disabled by FIRST. As such, a normally valid combination of username and AuthorizationToken could still be rejected. The possible return messages you may see in these instances are:

\\n

Incorrect Token (You supplied an AuthorizationToken, but it wasn't correct)

\\n

Account Disabled, Contact Support (You have been disabled for excessive traffic or abuse. Contact support)

\\n

Username Not Found (A username was found, but didn't match any on file)

\\n

Unable To Determine Authorization Token (The format of the Authorization header was incorrect)

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The API allows:\\n - Checking name, address, date of birth against national databases\\n - Validating Australian driver's licences, passports, medicare, visas and other Australian national ID documents\\n - Validating Australian electricity bills\\n - Validating NZ driver's licences\\n - Validating Chinese bank cards and national ID card\\n - Validating International passports and national ID documents\\n - PEP, Sanctions, Watchlist and adverse media checking\\n - Australian visa checks \\n - Fraud list and fraud background checks\\n - ID validation and selfie check comparisons.\\n \\n------ \\n \\nIndustry specific services\\n\\n - Comparing Australian electricity retailers for a better deal.\\n\\n------ \\n \\nKYB specific services\\n\\n - Query organisation ownership\\n - Perform KYC & AML checks on shareholders, beneficial owners and office bearers.\\n - Query credit score and credit reports\\n - International company searches\\n - International company profiles\\n \\n------ \\nThe full version of this documentation along with supplemental articles can be found here:\\n - https://apidocs.frankiefinancial.com/\\n\\nThe traditional Swagger view of this documentation can be found here:\\n - https://app.swaggerhub.com/apis-docs/FrankieFinancial/kycutility\\n\\n------ \\nSandbox base URL is:\\n - https://api.demo.frankiefinancial.io/compliance/v1.2\\n \\n - We do have an old sandbox at https://sandbox.frankiefinancial.com/compliance/v1.2 but this has been retired.\\n\\n - All calls are the same as production, only with canned data. \\n\\n - Full Swagger definition, along with test data for playing in the sandbox can be obtained once initial commercial discussions have commenced.\\n\\n - Production and optional UAT access will be opened up only to those with a signed commercial contract.\\n \\n------ \\nContact us at hello@frankiefinancial.com to speak with a sales rep about issuing a Customer ID and Sandbox api key.\\n\",\"title\":\"Frankie Financial API\",\"version\":\"1.5.3\",\"x-apisguru-categories\":[\"financial\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://app.swaggerhub.com/apiproxy/registry/FrankieFinancial/kycutility/1.5.3\",\"version\":\"2.0\"}],\"x-providerName\":\"frankiefinancial.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/frankiefinancial.io/1.5.3/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/frankiefinancial.io/1.5.3/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"fraudlabspro.com:fraud-detection\",\"value\":{\"added\":\"2018-06-12T08:24:05.000Z\",\"preferred\":\"1.1\",\"versions\":[{\"key\":\"1.1\",\"value\":{\"added\":\"2018-06-12T08:24:05.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"fraudlabspro\"},\"description\":\"Online payment fraud detection service. 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While we encourage you to upgrade to v2.0 we will continue support for our [SOAP API](https://github.com/fulfillment/soap-integration).\\n\\n# Versioning\\n\\nThe Fulfillment.com (FDC) REST API is version controlled and backwards compatible. We have many future APIs scheduled for publication within our v2.0 spec so please be prepared for us to add data nodes in our responses, however, we will not remove knowledge from previously published APIs.\\n\\n#### A Current Response\\n\\n```javascript\\n{\\n id: 123\\n}\\n```\\n\\n#### A Potential Future Response\\n\\n```javascript\\n{\\n id: 123,\\n reason: \\\"More Knowledge\\\"\\n}\\n```\\n\\n# Getting Started\\n\\nWe use OAuth v2.0 to authenticate clients, you can choose [implicit](https://oauth.net/2/grant-types/implicit/) or [password](https://oauth.net/2/grant-types/password/) grant type. To obtain an OAuth `client_id` and `client_secret` contact your account executive.\\n\\n**Tip**: Generate an additional login and use those credentials for your integration so that changes are accredited to that \\\"user\\\".\\n\\nYou are now ready to make requests to our other APIs by filling your `Authorization` header with `Bearer {access_token}`.\\n\\n## Perpetuating Access\\n\\nPerpetuating access to FDC without storing your password locally can be achieved using the `refresh_token` returned by [POST /oauth/access_token](#operation/generateToken).\\n\\nA simple concept to achieve this is outlined below.\\n\\n1. Your application/script will ask you for your `username` and `password`, your `client_id` and `client_secret` will be accessible via a DB or ENV.\\n2. [Request an access_token](#operation/generateToken)\\n + Your function should be capable of formatting your request for both a `grant_type` of \\\\\\\"password\\\\\\\" (step 1) and \\\\\\\"refresh_token\\\\\\\" (step 4).\\n3. Store the `access_token` and `refresh_token` so future requests can skip step 1\\n4. When the `access_token` expires request anew using your `refresh_token`, replace both tokens in local storage.\\n\\n+ If this fails you will have to revert to step 1.\\n\\nAlternatively if you choose for your application/script to have access to your `username` and `password` you can skip step 4.\\n\\nIn all scenarios we recommend storing all credentials outside your codebase.\\n\\n## Date Time Definitions\\n\\nWe will report all date-time stamps using the [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) standard. When using listing API's where fromDate and toDate are available note that both dates are inclusive while requiring the fromDate to be before or at the toDate.\\n\\n### The Fulfillment Process\\n\\nMany steps are required to fulfill your order we report back to you three fundamental milestones inside the orders model.\\n\\n* `recordedOn` When we received your order. This will never change.\\n\\n* `dispatchDate` When the current iteration of your order was scheduled for fulfillment. This may change however it is an indicator that the physical process of fulfillment has begun and a tracking number has been **assigned** to your order. The tracking number **MAY CHANGE**. You will not be able to cancel an order once it has been dispatched. If you need to recall an order that has been dispatched please contact your account executive.\\n\\n* `departDate` When we recorded your order passing our final inspection and placed with the carrier. At this point it is **safe to inform the consignee** of the tracking number as it will not change.\\n\\n## Evaluating Error Responses\\n\\nWe currently return two different error models, with and without context. All errors will include a `message` node while errors with `context` will include additional information designed to save you time when encountering highly probable errors. For example, when you send us a request to create a duplicate order, we will reject your request and the context will include the FDC order `id` so that you may record it for your records.\\n\\n### Without Context\\n\\nNew order with missing required fields.\\n\\n| Header | Response |\\n| ------ | -------- |\\n| Status | `400 Bad Request` |\\n\\n```javascript\\n{ \\n \\\"message\\\": \\\"Invalid request body\\\"\\n}\\n```\\n\\n### With Context\\n\\nNew order with duplicate `merchantOrderId`.\\n\\n| Header | Response |\\n| ------ | -------- |\\n| Status | `409 Conflict` |\\n\\n```javascript\\n{\\n \\\"message\\\": \\\"Duplicate Order\\\",\\n \\\"context\\\": {\\n \\\"id\\\": 123\\n }\\n}\\n```\\n\\n## Status Codes\\n\\nCodes are a concatenation of State, Stage, and Detail.\\n\\n`^([0-9]{2})([0-9]{2})([0-9]{2})$`\\n\\n| Code | State | Stage | Detail |\\n| ---- | ------------------ | -------- | -------------- |\\n| 010101 | Processing Order | Recieved | Customer Order |\\n| 010102 | 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Order | Address Problem | Invalid Recipient Name |\\n| 010409 | Processing Order | Address Problem | Bad UK Address |\\n| 010410 | Processing Order | Address Problem | Invalid Address Line 1 or 2 |\\n| 010501 | Processing Order | Sku Problem | Invalid SKU |\\n| 010501 | Processing Order | Sku Problem | Child Order has Invalid SKUs |\\n| 010601 | Processing Order | Facility Problem | Facility Not Mapped |\\n| 010701 | Processing Order | Ship Method Problem | Unmapped Ship Method |\\n| 010702 | Processing Order | Ship Method Problem | Unmapped Ship Cost |\\n| 010703 | Processing Order | Ship Method Problem | Missing Ship Method |\\n| 010704 | Processing Order | Ship Method Problem | Invalid Ship Method |\\n| 010705 | Processing Order | Ship Method Problem | Order Weight Outside of Ship Method Weight |\\n| 010801 | Processing Order | Inventory Problem | Insufficient Inventory In Facility |\\n| 010802 | Processing Order | Inventory Problem | Issue Encountered During Inventory Adjustment 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030101 | Shipped | Fulfilled By 4PL | |\\n| 030102 | Shipped | Fulfilled By 4PL | Successfully Fulfilled, OMS Encountered Issue During Processing |\\n| 030201 | Shipped | Fulfilled By FDC | |\\n| 040101 | Returned | Returned | |\\n| 050101 | Cancelled | Cancelled | |\\n| 060101 | Test | Test | Test |\\n\",\"termsOfService\":\"https://fulfillment.github.io/api/terms/\",\"title\":\"Fulfillment.com 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images for a given barcode number. 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[Click here to subscribe](http://funtranslations.com/api/gungan)\\n\",\"termsOfService\":\"https://funtranslations.com/terms\",\"title\":\"Starwars Translations API\",\"version\":\"2.3\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_funtranslate_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://funtranslations.com/yaml/funtranslations.starwars.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"funtranslations.com\",\"x-serviceName\":\"starwars\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/funtranslations.com/starwars/2.3/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/funtranslations.com/starwars/2.3/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"furkot.com\",\"value\":{\"added\":\"2016-09-14T08:16:57.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2016-09-14T08:16:57.000Z\",\"info\":{\"contact\":{\"email\":\"trips@furkot.com\"},\"description\":\"Furkot provides Rest API to access user trip data.\\nUsing Furkot API an application can list user trips and display stops for a specific trip.\\nFurkot API uses OAuth2 protocol to authorize applications to access data on behalf of users.\\n\",\"title\":\"Furkot Trips\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_cdn.furkot.com_img_furkot-banner-black-4x1.svg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://help.furkot.com/widgets/furkot-api.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"furkot.com\"},\"externalDocs\":{\"description\":\"Furkot API description\",\"url\":\"https://help.furkot.com/widgets/furkot-api.html\"},\"updated\":\"2017-04-04T17:27:32.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/furkot.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/furkot.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"gambitcomm.local:mimic\",\"value\":{\"added\":\"2021-07-27T15:26:52.216Z\",\"preferred\":\"21.00\",\"versions\":[{\"key\":\"21.00\",\"value\":{\"added\":\"2021-07-27T15:26:52.216Z\",\"info\":{\"contact\":{\"email\":\"support@gambitcomm.com\"},\"description\":\"This is the API for MIMIC client to connect to MIMIC daemon.\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://www.gambitcomm.com/terms/\",\"title\":\"MIMIC REST API\",\"version\":\"21.00\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.gambitcomm.com_site_images_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.gambitcomm.com/docs/mimic.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"gambitcomm.local\",\"x-serviceName\":\"mimic\"},\"externalDocs\":{\"description\":\"Find out more about Gambit\",\"url\":\"https://www.gambitcomm.com/site/about.php\"},\"updated\":\"2021-07-27T15:26:52.216Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/gambitcomm.local/mimic/21.00/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/gambitcomm.local/mimic/21.00/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"gamesparks.net:game-details\",\"value\":{\"added\":\"2018-11-20T00:51:44.000Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2018-11-20T00:51:44.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"GameSparksltd\"},\"description\":\"The API to manage the GameSparks game details\",\"license\":{\"name\":\" \"},\"termsOfService\":\"http://www.gamesparks.com/gamesparks-terms-of-use\",\"title\":\"GameSparks Game Details API\",\"version\":\"v2\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_GameSparksltd_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://config2.gamesparks.net/restv2/admin/api/schema\",\"version\":\"2.0\"}],\"x-providerName\":\"gamesparks.net\",\"x-serviceName\":\"game-details\"},\"updated\":\"2021-04-19T14:34:37.618Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/gamesparks.net/game-details/v2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/gamesparks.net/game-details/v2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"geneea.com\",\"value\":{\"added\":\"2015-08-23T20:35:00.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2015-08-23T20:35:00.000Z\",\"info\":{\"description\":\"
\\n

Authentication

\\n

For all calls, supply your API key. Sign up to obtain the key.

\\n

\\n Our API supports both unencrypted (HTTP) and encrypted (HTTPS) protocols.\\n However, for security reasons, we strongly encourage using only the encrypted version.\\n

\\n

The API key should be supplied as either a request parameter user_key or in Authorization header.

\\n 
Authorization: user_key <YOUR_API_KEY>
\\n\\n

API operations

\\n

\\n All API operations can perform analysis on supplied raw text or on text extracted from a given URL.\\n Optionally, one can supply additional information which can make the result more precise. An example\\n of such information would be the language of text or a particular text extractor for URL resources.\\n

\\n

The supported types of analyses are:

\\n
    \\n
  • lemmatization ⟶\\n Finds out lemmata (basic forms) of all the words in the document.\\n
    • \\n
  • correction ⟶\\n Performs correction (diacritization) on all the words in the document.\\n
    • \\n
  • topic detection ⟶\\n Determines a topic of the document, e.g. finance or sports.\\n
    • \\n
  • sentiment analysis ⟶\\n Determines a sentiment of the document, i.e. how positive or negative the document is.\\n
    • \\n
  • named entity recognition ⟶\\n Finds named entities (like person, location, date etc.) mentioned the the document.\\n
    • \\n
\\n\\n

Encoding

\\n

The supplied text is expected to be in UTF-8 encoding, this is especially important for non-english texts.

\\n\\n

Returned values

\\n

The API calls always return objects in serialized JSON format in UTF-8 encoding.

\\n

\\n If any error occurs, the HTTP response code will be in the range 4xx (client-side error) or\\n 5xx (server-side error). In this situation, the body of the response will contain information\\n about the error in JSON format, with exception and message values.\\n

\\n\\n

URL limitations

\\n

\\n All the requests are semantically GET. However, for longer texts, you may run into issues\\n with URL length limit. Therefore, it's possible to always issue a POST request with all\\n the parameters encoded as a JSON in the request body.\\n

\\n

Example:

\\n 
\\n        POST /s1/sentiment\\n        Content-Type: application/json\\n\\n        {\\\"text\\\":\\\"There is no harm in being sometimes wrong - especially if one is promptly found out.\\\"}\\n
\\n

This is equivalent to GET /s1/sentiment?text=There%20is%20no%20harm...

\\n\\n

Request limitations

\\n

\\n The API has other limitations concerning the size of the HTTP requests. The maximum allowed size of any\\n POST request body is 512 KiB. For request with a URL resource, the maximum allowed number of\\n extracted characters from each such resource is 100,000.\\n

\\n\\n

Terms of Service

\\n

\\n By using the API, you agree to our\\n Terms of Service Agreement.\\n

\\n\\n

More information

\\n

\\n \\n The Interpretor Public Documentation\\n \\n

\\n
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You need a valid API Key to send requests to the API endpoints. You can get your key from the [integrations dashboard](https://go.postman.co/settings/me/api-keys).\\n\\n1. The API has an access rate limit applied to it.\\n\\n1. The Postman API will only respond to secured communication done over HTTPS. HTTP requests will be sent a `301` redirect to corresponding HTTPS resources.\\n\\n1. Response to every request is sent in [JSON format](https://en.wikipedia.org/wiki/JSON). In case the API request results in an error, it is represented by an `\\\"error\\\": {}` key in the JSON response.\\n\\n1. The request method (verb) determines the nature of action you intend to perform. A request made using the `GET` method implies that you want to fetch something from Postman, and `POST` implies you want to save something new to Postman.\\n\\n1. The API calls will respond with appropriate [HTTP status codes](https://en.wikipedia.org/wiki/List_of_HTTP_status_codes) for all requests. Within Postman Client, when a response is received, the status code is highlighted and is accompanied by a help text that indicates the possible meaning of the response code. A `200 OK` indicates all went well, while `4XX` or `5XX` response codes indicate an error from the requesting client or our API servers respectively.\\n\\n1. Individual resources in your Postman Account is accessible using its unique id (`uid`). The `uid` is a simple concatenation of the resource owner's user-id and the resource-id. For example, a collection's `uid` is `{{owner_id}}-{{collection_id}}`.\\n\\n# Authentication\\n\\nAn API Key is required to be sent as part of every request to the Postman API, in the form of an `X-Api-Key` request header.\\n\\n> If you do not have an API Key, you can easily generate one by heading over to the [Postman Integrations Dashboard](https://go.postman.co/integrations/services/pm_pro_api).\\n\\nAn API Key tells our API server that the request it received came from you. Everything that you have access to in Postman is accessible with an API Key that is generated by you.\\n\\nFor ease of use inside Postman, you could store your API key in an [environment variable](https://www.getpostman.com/docs/environments) called `postman_api_key` and this [Collection](https://www.getpostman.com/docs/collections) will automatically use it to make API calls.\\n\\n## API Key related error response\\n\\nIf an API Key is missing, malformed, or invalid, you will receive a `401 Unauthorised` response code and the following JSON response:\\n\\n```\\n{\\n \\\"error\\\": { \\n \\\"name\\\": \\\"AuthenticationError\\\",\\n \\\"message\\\": \\\"API Key missing. Every request requires an API Key to be sent.\\\"\\n }\\n}\\n```\\n\\n## Using the API Key as a query parameter\\n\\nEvery request that accepts API Key as `X-Api-Key` request header, also accepts the key when sent as `apikey` URL query parameter.\\n\\nAPI key sent as part of the header has a higher priority in case you send the key using both request header and query parameter.\\n\\n\\n# Rate Limits\\n\\nAPI access rate limits are applied at a per-key basis in unit time. Access to the API using a key is limited to **60 requests per minute**. In addition, every API response is accompanied by the following set of headers to identify the status of your consumption.\\n\\n\\n| Header | Description |\\n|-------------------------|-------------|\\n| `X-RateLimit-Limit` | The maximum number of requests that the consumer is permitted to make per minute. |\\n| `X-RateLimit-Remaining` | The number of requests remaining in the current rate limit window. |\\n| `X-RateLimit-Reset` | The time at which the current rate limit window resets in UTC epoch seconds. |\\n\\n\\nOnce you hit the rate limit, you will receive a response similar to the following JSON, with a status code of `429 Too Many Requests`.\\n\\n```json\\n{\\n \\\"error\\\": {\\n \\\"name\\\": \\\"rateLimitError\\\",\\n \\\"message\\\": \\\"Rate Limit exceeded. Please retry at 1465452702843\\\"\\n }\\n}\\n```\\n\\n\\n# Support\\n\\nFor help regarding accessing the Postman API, feel free to discuss it in our [Discourse Community](https://community.getpostman.com). You can also drop in a line at [help@getpostman.com](mailto:help@getpostman.com).\\n\\nIn the event you receive a `503` response from our servers, it implies that we have hit an unexpected spike in API access traffic and would usually be operational within the next 5 minutes. If the outage persists, or your receive any other form of `5XX` error, kindly let us know.\\n\\n\\n# Terms of Use\\n\\nFor information on API terms of use and privacy, refer to our terms at [http://postman.com/legal/terms/](http://postman.com/legal/terms/) and our privacy policy at [https://www.postman.com/legal/privacy-policy/](https://www.postman.com/legal/privacy-policy/).\\n\\n\\n# API Reference\",\"title\":\"Postman 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GlobalWineScore API is designed as a RESTful API, providing several resources and methods depending on your usage plan.\\n\\nFor further information please refer to our plans.\\n\\n# Authentication\\nThe API uses token-based authentication.\\nIn order to authenticate your requests, you need to include a specific header in each of your requests:\\n\\n```\\nAuthorization: Token {YOUR-API-TOKEN}\\n```\\nThe word Token must be written. Your requests must also use the HTTPS protocol.\\n\\nIf you don't have a token yet, you need to apply for one [here](https://www.globalwinescore.com/api/).\\n\\nYour personal token can be found under the My account > API section of the GlobalWineScore website\\n\\n# Format\\nThe API provides several rendering formats which you can control using the `Accept` header or `format` query parameter.\\n\\n- JSON (default): no header or `Accept: application/json`\\n- XML: `Accept: application/xml`\\n# Rate limiting\\nFor API requests, the rate limit allows for up to 10 requests per minute.\\n\\n# Error handling\\n\\nWhether a request succeeded is indicated by the HTTP status code. A 2xx status code indicates success, whereas a 4xx status code indicates failure.\\n\\nWhen a request fails, the response body is still JSON, but always contains a `detail` field with a description of the error, which you can inspect for debugging.\\n\\nFor example, trying to access the API without proper authentication will return code 403 along with the message:\\n\\n`{\\\"detail\\\": \\\"Authentication credentials were not provided.\\\"}`\\n\\nFound a bug ? send us an email at api@globalwinescore.com\\n\\n# Ordering\\n\\nAt the moment, GlobalWineScores may be sorted by `date` and `score`. Use \\\"-\\\"\\nto sort in descending order.\\n\\n# Continuous synchronization\\n\\nIf you need to synchronize your database with our API, you can query our API using `?ordering=-date` to get the newest scores first, which means you won't have to crawl the whole catalog every time :-)\\n\\n# Quick search interface\\nIf you need to search our catalog (e.g. to align it with yours), we're providing you with a handy interface accessible here: https://api.globalwinescore.com/search/\\n\\nYou need to be logged in (email/password) to access this page, but other than that you can share it with anyone in your team and start searching right away !\\n\\n# Resources\\n\\nThe details about available endpoints can be found below.\\nYou can click on each endpoint to find information about their parameters.\\n\",\"title\":\"GlobalWineScore API Documentation\",\"version\":\"8234aab51481d37a30757d925b7f4221a659427e\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_GlobalWineScore_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://globalwinescore.docs.apiary.io/api-description-document\",\"version\":\"3.0\"}],\"x-providerName\":\"globalwinescore.com\"},\"updated\":\"2020-11-02T10:00:44.960Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/globalwinescore.com/8234aab51481d37a30757d925b7f4221a659427e/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/globalwinescore.com/8234aab51481d37a30757d925b7f4221a659427e/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"goog.io\",\"value\":{\"added\":\"2020-09-07T16:02:20.825Z\",\"preferred\":\"0.1.0\",\"versions\":[{\"key\":\"0.1.0\",\"value\":{\"added\":\"2020-09-07T16:02:20.825Z\",\"info\":{\"contact\":{\"email\":\"support@goog.io\",\"name\":\"API Support\",\"url\":\"https://goog.io\"},\"description\":\"# Intoduction\\n\\nThis is the OpenAPI V3 documentation for https://api.goog.io\\n\\nAn API to perform Google Searches. Extremely fast and accurate. Zero proxies. Clean USA IPs.\\n\\nSimple to use API, but advance enough to support special parameters such as languages, country and geographic locality.\\n\\nGoogio is the ultimate search API for Google Searches, Google News, and Google SERP.\\n# Docs\\n\\n> An Unofficial Google Search API\\n\\nAn API to perform Google Searches. Extremely fast and accurate. Zero proxies. Clean USA IPs.\\n\\nSimple to use API, but advance enough to support special parameters such as languages, country and geographic locality.\\n\\n# Example Code\\n\\n Check out [Github repo](https://github.com/googio/googio_examples) for example code for calling the API with various languages.\\n\\n# Authentication\\n\\n### API Key\\n\\nOptional API key for authenticated access. Note that we use \\\"API key\\\" interchangably in these docs.\\n\\nAuthenticated requests must include an `apikey` header containing your subscription's API Key.\\n\\n| Security Schema Type | Header Name | Example Token |\\n| --- | --- | --- |\\n| API Key | `apikey` | c5bfb018-ab46-4e61-9271-4ec7e9c04a6e |\\n\\nIn the following example, `YOU_APIKEY` represents the auth token for your account.\\n\\n```\\ncurl --header 'apikey: YOU_APIKEY'\\n```\\n\\nYou can view and manage your API keys in the [Dashboard](/dashboard).\\n\\nBe sure to keep your API keys secure. Do not share them in publicly accessible areas such as GitHub, client-side code, and so forth.\\n\\nAlso note that all API requests must be made over **HTTPS**. Calls made over plain HTTP will attempt to be automatically upgraded to HTTPS, though this use cases is discouraged.\\n\\n\\n## Rate Limits\\n\\nAPI requests may be rate limited depending on your subscription plan and traffic patterns. The following response headers will be present in these cases:\\n\\n| Header | Description |\\n| ------ | ----------- |\\n| `X-RateLimit-Limit` | The maximum number of requests that the consumer is permitted to make. |\\n| `X-RateLimit-Remaining` | The number of requests remaining in the current rate limit window. |\\n| `X-RateLimit-Reset` | The time at which the current rate limit window resets in UTC epoch seconds. |\\n\\nWhen the rate limit is **exceeded**, an error is returned with the status \\\"**429 Too Many Requests**\\\":\\n\\n```json\\n{\\n \\\"error\\\": {\\n \\\"code\\\": \\\"too_many_requests\\\",\\n \\\"message\\\": \\\"Rate limit exceeded\\\"\\n }\\n}\\n```\\n\\n\\n\\n## Errors\\n\\nThis API uses conventional HTTP response codes to indicate the success or failure of API requests. In general: Codes in the `2xx` range indicate success. Codes in the `4xx` range indicate an error that failed given the information provided (e.g., a required parameter was omitted, endpoint not found, etc.). Codes in the `5xx` range indicate an error with our API (these are rare).\\n\\n\\n\",\"title\":\"goog.io | Unoffical Google Search API\",\"version\":\"0.1.0\",\"x-apisguru-categories\":[\"search\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://goog.io/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"goog.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/goog.io/0.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/goog.io/0.1.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"google.home\",\"value\":{\"added\":\"2020-07-15T12:24:02.433Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2020-07-15T12:24:02.433Z\",\"info\":{\"contact\":null,\"description\":\"# Google Home Local API\\nThis is an unofficial documentation of the local API used by the Home app to communicate with GH devices.\\n[GitHub Repo](https://github.com/rithvikvibhu/GHLocalApi)\\n\\n[![GitHub stars](https://img.shields.io/github/stars/rithvikvibhu/GHLocalApi)](https://github.com/rithvikvibhu/GHLocalApi/stargazers) [![GitHub license](https://img.shields.io/github/license/rithvikvibhu/GHLocalApi)](https://github.com/rithvikvibhu/GHLocalApi/blob/master/LICENSE.md)\\n\\n## Getting Started\\n\\nRequests must be made over HTTPS, port 8443, so the base URL for these endpoints is: `https://:8443/setup/`\\n\\nGet the IP of Google Home from the Google Home app (Device Settings -> End of the list) or from your router.\\n\\nGET requests are simple, in the browser kind. \\nPOST requests need to set the header (when there's a body): `content-type: application/json`\\n\\n## Authentication\\n\\nSince June 2019, most requests (with exceptions like `/setup/eureka_info`) need a local authorization token.\\n\\nThere are 3 kinds of tokens involved here:\\n\\n### Local Authorization Token\\nThis token must be sent in all requests in the header `cast-local-authorization-token`. It is short-lived (~1 day) and may change unexpectedly (with a sync, change in homegraph, etc.)\\n##### Get this token\\n- With access to an android device, [get this token directly by either method](https://gist.github.com/rithvikvibhu/1a0f4937af957ef6a78453e3be482c1f).\\n- Without a device, or to integrate it with a script, use an access token to get the homegraph and extract the token. To get an access token, read the next section. Check the example section for more info.\\n\\n### Access Token\\nThis is a standard google oauth2 access token. It is in the form `ya29.***`.\\nThis gives access to the Google Home Foyer API. These expire in an hour.\\nUse this to get the homegraph (and then the local authorization token above).\\n##### Get this token\\nTo get this access token, either a Google account username/password or a Google Master Token is needed. More info in the gist.\\nUse the script [from this gist](https://gist.github.com/rithvikvibhu/952f83ea656c6782fbd0f1645059055d).\\n\\n### Master Token\\nThis is in the form `aas_et/***` and can be used to request access tokens.\\n##### Get this token\\nThe same [script in the gist](https://gist.github.com/rithvikvibhu/952f83ea656c6782fbd0f1645059055d) that gets the access token can also get the master token. Needs Google account creds.\\n\\n## Example\\n\\nHere's the whole flow from just a pair of username/password to using the local API.\\n\\nPrerequisites:\\n- [grpcurl](https://github.com/fullstorydev/grpcurl)\\n- [Proto files](https://drive.google.com/drive/folders/1RvnN3y-G23pd2SWHmfV_7sef8QU5GNF4?usp=sharing) (preserve folder structure)\\n\\n### 1. Get an access token with the script\\n- Download get_tokens.py\\n- Fill in username and password\\n```sh\\npython3 get_tokens.py\\n# Note down the access token printed.\\n```\\n\\n### 2. 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The BC Route planner [webpage](https://www2.gov.bc.ca/gov/content?id=9D99E684CCD042CD88FADC51E079B4B5) provides additional information. Here are some geocoded addresses to play with:
18 Douglas St,Victoria -123.36962,48.40892
1002 Johnson St, Victoria -123.355745,48.426206
543 Johnson St, Victoria, BC -123.36907,48.42770
14 Centennial Sq, Victoria, BC -123.36564,48.42863
1105 Royal Ave,New Westminster -122.92009,49.20063
808 Jackson Cres, New Westminster -122.90762,49.22558
10810 McDonald Rd, Chilliwack -121.93808,49.19859
3950 June Springs Rd, Kelowna -119.40751,49.83960
1201 Riondel Rd, Kootenay Bay -116.85402,49.74448
1201 Riondel Rd, Kootenay Bay -116.832759,49.730500 (parcelPoint)
2499 Walbran Pl, Courtenay -124.97295,49.71518
2013 Smoke Bluff Rd, Squamish -123.13946,49.70401
235 Kelvin Grove Way, Lions Bay -123.23524,49.45035
Please see our data collection notice. \\n\\nPlease note that you may experience issues when submitting requests to the delivery or test environment if using this [OpenAPI specification](https://github.com/bcgov/api-specs) in other API console viewers. \\n\\n[Developer API keys](https://github.com/bcgov/gwa/wiki/Developer-Guide#developer-api-keys) are unique and can be acquired with a GitHub account. Production government applications may use organization API keys acquired by [contacting DataBC](https://forms.gov.bc.ca/databc-contact-us/).\\n\\n\",\"license\":{\"name\":\"Copyright Province of British Columbia - Access only\",\"url\":\"https://www2.gov.bc.ca/gov/content?id=1AAACC9C65754E4D89A118B875E0FBDA\"},\"termsOfService\":\"http://www2.gov.bc.ca/gov/content?id=D1EE0A405E584363B205CD4353E02C88\",\"title\":\"BC Route Planner REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars1.githubusercontent.com_u_916280.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/bcgov/api-specs/master/router/router.json\",\"version\":\"3.0\"}],\"x-providerName\":\"gov.bc.ca\",\"x-serviceName\":\"router\"},\"externalDocs\":{\"description\":\"Developer Guide\",\"url\":\"https://github.com/bcgov/ols-router/blob/gh-pages/router-developer-guide.md\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/gov.bc.ca/router/2.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/gov.bc.ca/router/2.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"graphhopper.com\",\"value\":{\"added\":\"2015-11-16T20:41:24.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-11-16T20:41:24.000Z\",\"info\":{\"contact\":{\"email\":\"support@graphhopper.com\",\"name\":\"API Support\",\"url\":\"https://www.graphhopper.com/\"},\"description\":\"\\nWith the [GraphHopper Directions API](https://www.graphhopper.com/products/) you can integrate A-to-B route planning, turn-by-turn navigation,\\nroute optimization, isochrone calculations and other tools in your application.\\n\\nThe GraphHopper Directions API consists of the following RESTful web services:\\n\\n * [Routing API](#tag/Routing-API),\\n * [Route Optimization API](#tag/Route-Optimization-API),\\n * [Isochrone API](#tag/Isochrone-API),\\n * [Map Matching API](#tag/Map-Matching-API),\\n * [Matrix API](#tag/Matrix-API),\\n * [Geocoding API](#tag/Geocoding-API) and\\n * [Cluster API](#tag/Cluster-API).\\n\\n# Explore our APIs\\n\\n## Get started\\n\\n1. [Sign up for GraphHopper](https://support.graphhopper.com/a/solutions/articles/44001976025)\\n2. [Create an API key](https://support.graphhopper.com/a/solutions/articles/44001976027)\\n\\nEach API part has its own documentation. Jump to the desired API part and learn about the API through the given examples and tutorials.\\n\\nIn addition, for each API there are specific sample requests that you can send via Insomnia or Postman to see what the requests and responses look like.\\n\\n## Insomnia\\n\\nTo explore our APIs with [Insomnia](https://insomnia.rest/), follow these steps:\\n\\n1. Open Insomnia and Import [our workspace](https://raw.githubusercontent.com/graphhopper/directions-api-doc/master/web/restclients/GraphHopper-Direction-API-Insomnia.json).\\n2. Specify [your API key](https://graphhopper.com/dashboard/#/register) in your workspace: Manage Environments -> Base Environment -> `\\\"api_key\\\": your API key`\\n3. Start exploring\\n\\n![Insomnia](./img/insomnia.png)\\n\\n## Postman\\n\\nTo explore our APIs with [Postman](https://www.getpostman.com/), follow these steps:\\n\\n1. Import our [request collections](https://raw.githubusercontent.com/graphhopper/directions-api-doc/master/web/restclients/graphhopper_directions_api.postman_collection.json) as well as our [environment file](https://raw.githubusercontent.com/graphhopper/directions-api-doc/master/web/restclients/graphhopper_directions_api.postman_environment.json).\\n2. Specify [your API key](https://graphhopper.com/dashboard/#/register) in your environment: `\\\"api_key\\\": your API key`\\n3. Start exploring\\n\\n![Postman](./img/postman.png)\\n\\n## API Client Libraries\\n\\nTo speed up development and make coding easier, we offer the following client libraries:\\n\\n * [JavaScript client](https://github.com/graphhopper/directions-api-js-client) - try the [live examples](https://graphhopper.com/api/1/examples/)\\n * [Others](https://github.com/graphhopper/directions-api-clients) like C#, Ruby, PHP, Python, ... automatically created for the Route Optimization API\\n\\n### Bandwidth reduction\\n\\nIf you create your own client, make sure it supports http/2 and gzipped responses for best speed.\\n\\nIf you use the Matrix, the Route Optimization API or the Cluster API and want to solve large problems, we recommend you to reduce bandwidth\\nby [compressing your POST request](https://gist.github.com/karussell/82851e303ea7b3459b2dea01f18949f4)\\nand specifying the header as follows: `Content-Encoding: gzip`. This will also avoid the HTTP 413 error \\\"Request Entity Too Large\\\".\\n\\n## Contact Us\\n\\nIf you have problems or questions, please read the following information:\\n\\n- [FAQ](https://graphhopper.com/api/1/docs/FAQ/)\\n- [Public forum](https://discuss.graphhopper.com/c/directions-api)\\n- [Contact us](https://www.graphhopper.com/contact-form/)\\n- [GraphHopper Status Page](https://status.graphhopper.com/)\\n\\nTo stay informed about the latest developments, you can\\n\\n- follow us on [twitter](https://twitter.com/graphhopper/),\\n- read [our blog](https://graphhopper.com/blog/),\\n- watch [our documentation repository](https://github.com/graphhopper/directions-api-doc),\\n- sign up for our newsletter or\\n- [our forum](https://discuss.graphhopper.com/c/directions-api).\\n\\nSelect the channel you like the most.\\n\\n\\n# Map Data and Routing Profiles\\n\\nCurrently, our main data source is [OpenStreetMap](https://www.openstreetmap.org). We also integrated other network data providers.\\nThis chapter gives an overview about the options you have.\\n\\n## OpenStreetMap\\n\\n#### Geographical Coverage\\n\\n[OpenStreetMap](https://www.openstreetmap.org) covers the whole world. If you want to see for yourself if we can provide data suitable for your region,\\nplease visit [GraphHopper Maps](https://graphhopper.com/maps/).\\nYou can edit and modify OpenStreetMap data if you find that important information is missing, e.g. a weight limit for a bridge.\\n[Here](https://wiki.openstreetmap.org/wiki/Beginners%27_guide) is a beginner's guide that shows how to add data. If you have edited data, we usually consider your data after 1 week at the latest.\\n\\n#### Supported Vehicle Profiles\\n\\nThe Routing, Matrix and Route Optimization APIs support the following vehicle profiles:\\n\\nName | Description | Restrictions | Icon\\n-----------|:----------------------|:--------------------------|:---------------------------------------------------------\\ncar | Car mode | car access | ![car image](https://graphhopper.com/maps/img/car.png)\\nsmall_truck| Small truck like a Mercedes Sprinter, Ford Transit or Iveco Daily | height=2.7m, width=2+0.4m, length=5.5m, weight=2080+1400 kg | ![small truck image](https://graphhopper.com/maps/img/small_truck.png)\\ntruck | Truck like a MAN or Mercedes-Benz Actros | height=3.7m, width=2.6+0.5m, length=12m, weight=13000 + 13000 kg, hgv=yes, 3 Axes | ![truck image](https://graphhopper.com/maps/img/truck.png)\\nscooter | Moped mode | Fast inner city, often used for food delivery, is able to ignore certain bollards, maximum speed of roughly 50km/h | ![scooter image](https://graphhopper.com/maps/img/scooter.png)\\nfoot | Pedestrian or walking without dangerous [SAC-scales](https://wiki.openstreetmap.org/wiki/Key:sac_scale) | foot access | ![foot image](https://graphhopper.com/maps/img/foot.png)\\nhike | Pedestrian or walking with priority for more beautiful hiking tours and potentially a bit longer than `foot`. Walking duration is influenced by elevation differences. | foot access | ![hike image](https://graphhopper.com/maps/img/hike.png)\\nbike | Trekking bike avoiding hills | bike access | ![bike image](https://graphhopper.com/maps/img/bike.png)\\nmtb | Mountainbike | bike access | ![Mountainbike image](https://graphhopper.com/maps/img/mtb.png)\\nracingbike| Bike preferring roads | bike access | ![racingbike image](https://graphhopper.com/maps/img/racingbike.png)\\n\\nPlease note:\\n\\n * all motor vehicles (`car`, `small_truck`, `truck` and `scooter`) support turn restrictions via `turn_costs=true`\\n * the free package supports only the vehicle profiles `car`, `bike` or `foot`\\n * up to 2 different vehicle profiles can be used in a single optimization request. The number of vehicles is unaffected and depends on your subscription.\\n * we offer custom vehicle profiles with different properties, different speed profiles or different access options. To find out more about custom profiles, please [contact us](https://www.graphhopper.com/contact-form/).\\n * a sophisticated `motorcycle` profile is available up on request. It is powered by the [Kurviger](https://kurviger.de/en) Routing API and favors curves and slopes while avoiding cities and highways.\\n \\n## TomTom\\n\\nIf you want to include traffic, you can purchase the TomTom Add-on.\\nThis Add-on only uses TomTom's road network and historical traffic information.\\nLive traffic is not yet considered. If you are interested to learn how we consider traffic information, we recommend that you read [this article](https://www.graphhopper.com/blog/2017/11/06/time-dependent-optimization/).\\n\\nPlease note the following:\\n\\n * Currently we only offer this for our [Route Optimization API](#tag/Route-Optimization-API).\\n * In addition to our terms, you need to accept TomTom's [End User License Aggreement](https://www.graphhopper.com/tomtom-end-user-license-agreement/).\\n * We do *not* use TomTom's web services. We only use their data with our software.\\n \\n[Contact us](https://www.graphhopper.com/contact-form/) for more details.\\n\\n#### Geographical Coverage\\n\\nWe offer\\n\\n- Europe including Russia\\n- North, Central and South America\\n- Saudi Arabia\\n- United Arab Emirates\\n- South Africa\\n- Australia\\n\\n#### Supported Vehicle Profiles\\n\\nName | Description | Restrictions | Icon\\n-----------|:----------------------|:--------------------------|:---------------------------------------------------------\\ncar | Car mode | car access | ![car image](https://graphhopper.com/maps/img/car.png)\\nsmall_truck| Small truck like a Mercedes Sprinter, Ford Transit or Iveco Daily | height=2.7m, width=2+0.4m, length=5.5m, weight=2080+1400 kg | ![small truck image](https://graphhopper.com/maps/img/small_truck.png)\\n\",\"termsOfService\":\"https://www.graphhopper.com/terms/\",\"title\":\"GraphHopper Directions API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"altText\":\"GraphHopper\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_graphhopper_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.graphhopper.com/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"graphhopper.com\"},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/graphhopper.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/graphhopper.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"greenpeace.org\",\"value\":{\"added\":\"2018-02-23T08:36:47.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-02-23T08:36:47.000Z\",\"info\":{\"contact\":{\"name\":\"Greenpeace International contact\",\"url\":\"http://www.greenpeace.org/international/en/about/contactus/\",\"x-twitter\":\"Greenpeace\"},\"description\":\"Greenpeace Greenwire allows you connect with other volunteers, activists and groups working on environmental campaigns all across the world!\",\"license\":{\"name\":\"MIT\",\"url\":\"http://opensource.org/licenses/MIT\"},\"termsOfService\":\"http://www.greenpeace.org/international/en/Help/copyright2/\",\"title\":\"Greenwire Public API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"collaboration\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Greenpeace_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/greenpeace/ggw_api_test/master/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"greenpeace.org\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/greenpeace.org/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/greenpeace.org/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"gsa.gov\",\"value\":{\"added\":\"2015-06-18T13:18:55.000Z\",\"preferred\":\"0.1\",\"versions\":[{\"key\":\"0.1\",\"value\":{\"added\":\"2015-06-18T13:18:55.000Z\",\"info\":{\"contact\":{\"email\":\"discovery-18f@gsa.gov\"},\"description\":\"

This API drives the Discovery Market Research Tool.\\nIt contains information on the vendors that are part of the OASIS and OASIS Small Business contracting vehicles, such as their contracting history, their elligibility for contract awards, and their small business designations.\\nTo learn more about the tool, please visit Discovery or see the README on our GitHub repository.

\\n

Please note that the base path for this API is https://api.data.gov/gsa/discovery/

\\n

It requires an API key, obtainable at api.data.gov.\\nIt must be passed in the api_key parameter with each request.

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You can also customize cards with logos, which\\ncan be saved and then used like any other card in the system.\\nFor a \\\"sandbox\\\" account, please contact contact@handwrytten.com\\nTo move from credit card per-transaction to monthly invoicing, also contact us.\\n[https://www.handwrytten.com](https://www.handwrytten.com)\\n\",\"termsOfService\":\"https://www.handwrytten.com/terms/\",\"title\":\"Handwrytten API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Handwrytten_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.swaggerhub.com/apis/Handwrytten/handwrytten/1.0.0\",\"version\":\"2.0\"}],\"x-providerName\":\"handwrytten.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/handwrytten.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/handwrytten.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"healthcare.gov\",\"value\":{\"added\":\"2015-12-05T06:47:56.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-12-05T06:47:56.000Z\",\"info\":{\"title\":\"Healthcare\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.healthcare.gov_images_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/APIs-guru/unofficial_openapi_specs/master/healthcare.gov/1.0.0/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"healthcare.gov\",\"x-unofficialSpec\":true},\"externalDocs\":{\"url\":\"https://www.healthcare.gov/developers/\"},\"updated\":\"2021-01-25T09:04:01.042Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/healthcare.gov/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/healthcare.gov/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"here.com:positioning\",\"value\":{\"added\":\"2019-02-26T10:54:30.000Z\",\"preferred\":\"2.1.1\",\"versions\":[{\"key\":\"2.1.1\",\"value\":{\"added\":\"2019-02-26T10:54:30.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"HERE\"},\"description\":\"Positioning API accepts requests with radio network measurements and replies with corresponding location estimate. For more details and examples, see [Developer's Guide](https://developer.here.com/documentation/positioning). Cellular measurements are given in terms defined in 3GPP and 3GGP2 specifications, see the corresponsing documentation at http://www.3gpp.org.\\n\\nBreaking changes from v1:\\n - JSON fields\\n `altaccuracy`, `baselat`, `baselng`, `cellparams`, `pilotpower`, `pnoffset`, `powrx`, `rxlevel`,\\n have been deprecated and replaced with\\n `altAccuracy`, `baseLat`, `baseLng`, `cellParams`, `pilotPower`, `pnOffset`, `rss`, `rxLevel`\\n respectively.\\n - Dependent parameters combined as a subobject.\\n - CDMA, GSM, WCDMA, TD-SCDMA and LTE local identification parameters for serving cell moved under `localId` property.\\n - GSM neighbor global ID: `lac` and `cid` for neighbor cell moved under `globalIdentity` property.\\n\",\"license\":{\"name\":\"HERE Documentation License\",\"url\":\"https://legal.here.com/en-gb/terms/documentation-license\",\"x-copyright\":\"Copyright (C) 2017-2021 HERE Europe B.V.\"},\"termsOfService\":\"http://developer.here.com/terms-conditions\",\"title\":\"HERE Network Positioning API v2\",\"version\":\"2.1.1\",\"x-apisguru-categories\":[\"location\"],\"x-comment\":\"This API definition uses custom keywords for specifying rules not defined in OAS 3.0.x. They convey machine-readable information on additional requirements on the request message and are used for request validation by Positioning servers.\\nFollowing custom keywords are used:\\n - x-comment - text\\n For comments, to be only visible in the specification, not in documentation.\\n - x-anyRequired - array of property names\\n Requires at least one of listed properties in the object.\\n - x-dependencies - object mapping from dependent properties to their dependencies\\n Same as 'dependencies' keyword in JSON Schema\\n\\nAlso, custom formats are used:\\n - uuid - UUID, supported by Ajv library\\n - version - requires version in X.Y.Z or X.Y format,\\n where X is [0..255], Y is [0..255] and Z is [0..65535].\\n - eddystoneId - A combination of 10-byte Namespace component and a 6-byte Instance component, as base64 string\\n - iBeaconId - A combination of 16-byte UUID + 2-byte major + 2-byte minor, as base64 string\\n\",\"x-document-meta-data\":{\"copyright\":\"© 2021 HERE Europe B.V.\",\"date-created\":\"2021-04-01T13:14:37+00:00\",\"document-id\":\"0dd4683d-c62d-4da6-915a-942de9c3fb4b\"},\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_HERE_profile_image.png\"},\"x-olp-service\":{\"name\":\"positioning\",\"version\":\"v2\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.here.com/documentation/positioning-api/swagger/positioning-v2-external-spec.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"here.com\",\"x-serviceName\":\"positioning\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/here.com/positioning/2.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/here.com/positioning/2.1.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"here.com:tracking\",\"value\":{\"added\":\"2019-02-26T10:54:43.000Z\",\"preferred\":\"2.1.58\",\"versions\":[{\"key\":\"2.1.58\",\"value\":{\"added\":\"2019-02-26T10:54:43.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"HERE\"},\"description\":\"HERE Tracking is a cloud product designed to address location tracking problems for a wide range of Location IoT industry verticals.\\n\\nHERE Tracking also includes end-user mobile and web applications that can be used to demonstrate the product.\",\"license\":{\"name\":\"HERE Documentation License\",\"url\":\"https://legal.here.com/en-gb/terms/documentation-license\"},\"title\":\"HERE Tracking\",\"version\":\"2.1.58\",\"x-apisguru-categories\":[\"location\"],\"x-document-meta-data\":{\"copyright\":\"© 2021 HERE Europe B.V.\",\"date-created\":\"2021-03-23T07:09:46+00:00\",\"document-id\":\"2570a397-343f-4e48-a977-7768ea75c130\"},\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_HERE_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.here.com/documentation/tracking/swagger/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"here.com\",\"x-serviceName\":\"tracking\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/here.com/tracking/2.1.58/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/here.com/tracking/2.1.58/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"hetras-certification.net:booking\",\"value\":{\"added\":\"2015-07-02T13:47:37.000Z\",\"preferred\":\"v0\",\"versions\":[{\"key\":\"v0\",\"value\":{\"added\":\"2015-07-02T13:47:37.000Z\",\"info\":{\"title\":\"hetras Booking API Version 0\",\"version\":\"v0\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_hetras_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.hetras.com/swagger/spec/BookingAPIv0.json\",\"version\":\"2.0\"}],\"x-providerName\":\"hetras-certification.net\",\"x-serviceName\":\"booking\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/hetras-certification.net/booking/v0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/hetras-certification.net/booking/v0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"hetras-certification.net:hotel\",\"value\":{\"added\":\"2015-10-29T17:09:43.000Z\",\"preferred\":\"v0\",\"versions\":[{\"key\":\"v0\",\"value\":{\"added\":\"2015-10-29T17:09:43.000Z\",\"info\":{\"title\":\"hetras Hotel API Version 0\",\"version\":\"v0\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_hetras_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.hetras.com/swagger/spec/HotelAPIv0.json\",\"version\":\"2.0\"}],\"x-providerName\":\"hetras-certification.net\",\"x-serviceName\":\"hotel\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/hetras-certification.net/hotel/v0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/hetras-certification.net/hotel/v0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"hetzner.cloud\",\"value\":{\"added\":\"2021-02-01T17:16:19.016Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-02-01T17:16:19.016Z\",\"info\":{\"description\":\"This is the official API documentation for the Public Hetzner Cloud.\\n\\n## Introduction\\n\\nThe Hetzner Cloud API operates over HTTPS and uses JSON as its data format. The API is a RESTful API and utilizes HTTP methods and HTTP status codes to specify requests and responses.\\n\\nAs an alternative to working directly with our API you may also consider to use:\\n* Our CLI program [hcloud](https://github.com/hetznercloud/cli)\\n* Our [library for Go](https://github.com/hetznercloud/hcloud-go)\\n* Our [library for Python](https://github.com/hetznercloud/hcloud-python)\\n\\nAlso you can find a [list of libraries, tools, and integrations on GitHub](https://github.com/hetznercloud/awesome-hcloud).\\n\\nIf you are developing integrations based on our API and your product is Open Source you may be eligible for a free one time \\u20ac50 (excl. VAT) credit on your account. Please contact us via the the support page on your Cloud Console and let us know the following:\\n* The type of integration you would like to develop\\n* Link to the GitHub repo you will use for the Project\\n* Link to some other Open Source work you have already done (if you have done so)\\n\\n## Getting Started\\nTo get started using the API you first need an API token. Sign in into the [Hetzner Cloud Console](https://console.hetzner.cloud/) choose a Project, go to `Access` → `Tokens`, and create a new token. Make sure to copy the token because it won\\u2019t be shown to you again. A token is bound to a Project, to interact with the API of another Project you have to create a new token inside the Project. Let\\u2019s say your new token is `jEheVytlAoFl7F8MqUQ7jAo2hOXASztX`.\\n\\nYou\\u2019re now ready to do your first request against the API. To get a list of all Servers in your Project, issue the example request on the right side using [curl](https://curl.haxx.se/).\\n\\nMake sure to replace the token in the example command with the token you have just created. Since your Project probably does not contain any Servers yet, the example response will look like the response on the right side. We will almost always provide a resource root like `servers` inside the example response. A response can also contain a `meta` object with information like [Pagination](https://docs.hetzner.cloud/#overview-pagination).\\n\\n**Example Request**\\n```bash\\ncurl -H \\\"Authorization: Bearer jEheVytlAoFl7F8MqUQ7jAo2hOXASztX\\\" \\\\\\n https://api.hetzner.cloud/v1/servers\\n```\\n\\n**Example Response**\\n```json\\n{\\n \\\"servers\\\": [],\\n \\\"meta\\\": {\\n \\\"pagination\\\": {\\n \\\"page\\\": 1,\\n \\\"per_page\\\": 25,\\n \\\"previous_page\\\": null,\\n \\\"next_page\\\": null,\\n \\\"last_page\\\": 1,\\n \\\"total_entries\\\": 0\\n }\\n }\\n}\\n```\\n\\n## Authentication\\nAll requests to the Hetzner Cloud API must be authenticated via a API token. Include your secret API token in every request you send to the API with the `Authorization` HTTP header.\\n\\nTo create a new API token for your Project, switch into the [Hetzner Cloud Console](https://console.hetzner.cloud/) choose a Project, go to `Access` → `Security`, and create a new token.\\n\\n**Example Authorization header**\\n```html\\nAuthorization: Bearer LRK9DAWQ1ZAEFSrCNEEzLCUwhYX1U3g7wMg4dTlkkDC96fyDuyJ39nVbVjCKSDfj\\n```\\n\\n## Errors\\nErrors are indicated by HTTP status codes. Further, the response of the request which generated the error contains an error code, an error message, and, optionally, error details. The schema of the error details object depends on the error code.\\n\\nThe error response contains the following keys:\\n\\n| Keys | Meaning |\\n|-----------|-----------------------------------------------------------------------|\\n| `code` | Short string indicating the type of error (machine-parsable) |\\n| `message` | Textual description on what has gone wrong |\\n| `details` | An object providing for details on the error (schema depends on code) |\\n\\n**Example response**\\n```json\\n{\\n \\\"error\\\": {\\n \\\"code\\\": \\\"invalid_input\\\",\\n \\\"message\\\": \\\"invalid input in field 'broken_field': is too long\\\",\\n \\\"details\\\": {\\n \\\"fields\\\": [\\n {\\n \\\"name\\\": \\\"broken_field\\\",\\n \\\"messages\\\": [\\\"is too long\\\"]\\n }\\n ]\\n }\\n }\\n}\\n```\\n\\n### Error Codes\\n\\n| Code | Description |\\n|---------------------------|----------------------------------------------------------------------------------|\\n| `forbidden` | Insufficient permissions for this request |\\n| `invalid_input` | Error while parsing or processing the input |\\n| `json_error` | Invalid JSON input in your request |\\n| `locked` | The item you are trying to access is locked (there is already an Action running) |\\n| `not_found` | Entity not found |\\n| `rate_limit_exceeded` | Error when sending too many requests |\\n| `resource_limit_exceeded` | Error when exceeding the maximum quantity of a resource for an account |\\n| `resource_unavailable` | The requested resource is currently unavailable |\\n| `service_error` | Error within a service |\\n| `uniqueness_error` | One or more of the objects fields must be unique |\\n| `protected` | The Action you are trying to start is protected for this resource |\\n| `maintenance` | Cannot perform operation due to maintenance |\\n| `conflict` | The resource has changed during the request, please retry |\\n| `unsupported_error` | The corresponding resource does not support the Action |\\n| `token_readonly` | The token is only allowed to perform GET requests |\\n\\n**invalid_input**\\n```json\\n{\\n \\\"error\\\": {\\n \\\"code\\\": \\\"invalid_input\\\",\\n \\\"message\\\": \\\"invalid input in field 'broken_field': is too long\\\",\\n \\\"details\\\": {\\n \\\"fields\\\": [\\n {\\n \\\"name\\\": \\\"broken_field\\\",\\n \\\"messages\\\": [\\\"is too long\\\"]\\n }\\n ]\\n }\\n }\\n}\\n```\\n\\n**uniqueness_error**\\n```json\\n{\\n \\\"error\\\": {\\n \\\"code\\\": \\\"uniqueness_error\\\",\\n \\\"message\\\": \\\"SSH key with the same fingerprint already exists\\\",\\n \\\"details\\\": {\\n \\\"fields\\\": [\\n {\\n \\\"name\\\": \\\"public_key\\\"\\n }\\n ]\\n }\\n }\\n}\\n```\\n\\n**resource_limit_exceeded**\\n```json\\n{\\n \\\"error\\\": {\\n \\\"code\\\": \\\"resource_limit_exceeded\\\",\\n \\\"message\\\": \\\"project limit exceeded\\\",\\n \\\"details\\\": {\\n \\\"limits\\\": [\\n {\\n \\\"name\\\": \\\"project_limit\\\"\\n }\\n ]\\n }\\n }\\n}\\n```\\n\\n## Labels\\nLabels are `key/value` pairs that can be attached to Servers, Floating IPs, Volumes, SSH keys and Images.\\n\\nValid label keys have two segments: an optional prefix and name, separated by a slash (`/`). The name segment is required and must be a string of 63 characters or less, beginning and ending with an alphanumeric character (`[a-z0-9A-Z]`) with dashes (`-`), underscores (`_`), dots (`.`), and alphanumerics between. The prefix is optional. If specified, the prefix must be a DNS subdomain: a series of DNS labels separated by dots (`.`), not longer than 253 characters in total, followed by a slash (`/`).\\n\\nValid label values must be a string of 63 characters or less and must be empty or begin and end with an alphanumeric character (`[a-z0-9A-Z]`) with dashes (`-`), underscores (`_`), dots (`.`), and alphanumerics between.\\n\\nThe `hetzner.cloud/` prefix is reserved and cannot be used.\\n\\n**Example Labels**\\n```json\\n{\\n \\\"labels\\\": {\\n \\\"environment\\\":\\\"development\\\",\\n \\\"service\\\":\\\"backend\\\",\\n \\\"example.com/my\\\":\\\"label\\\",\\n \\\"just-a-key\\\":\\\"\\\"\\n }\\n}\\n```\\n\\n## Label Selector\\nFor resources with labels, you can filter resources by their labels using the label selector query language.\\n\\n| Expression | Meaning |\\n|----------------------|---------------------------------------------------------------------|\\n| `k==v` / `k=v` | Value of key `k` does equal value `v` |\\n| `k!=v` | Value of key `k` does not equal value `v` |\\n| `k` | Key `k` is present |\\n| `!k` | Key `k` is not present |\\n| `k in (v1,v2,v3)` | Value of key `k` is `v1`, `v2`, or `v3` |\\n| `k notin (v1,v2,v3)` | Value of key `k` is neither `v1`, nor `v2`, nor `v3` |\\n| `k1==v,!k2` | Value of key `k1` is `v` and key `k2` is not present |\\n\\n### Examples\\n* Returns all resources that have a `env=production` label and that don't have a `type=database` label:\\n\\n `env=production,type!=database`\\n* Returns all resources that have a `env=testing` or `env=staging` label:\\n\\n `env in (testing,staging)`\\n* Returns all resources that don't have a `type` label:\\n\\n `!type`\\n\\n## Pagination\\nResponses which return multiple items support pagination. If they do support pagination, it can be controlled with following query string parameters:\\n\\n* A `page` parameter specifies the page to fetch. The number of the first page is 1.\\n* A `per_page` parameter specifies the number of items returned per page. The default value is 25, the maximum value is 50 except otherwise specified in the documentation.\\n\\nResponses contain a `Link` header with pagination information.\\n\\nAdditionally, if the response body is JSON and the root object is an object, that object has a `pagination` object inside the `meta` object with pagination information:\\n\\n**Example Pagination**\\n```json\\n{\\n \\\"servers\\\": [...],\\n \\\"meta\\\": {\\n \\\"pagination\\\": {\\n \\\"page\\\": 2,\\n \\\"per_page\\\": 25,\\n \\\"previous_page\\\": 1,\\n \\\"next_page\\\": 3,\\n \\\"last_page\\\": 4,\\n \\\"total_entries\\\": 100\\n }\\n }\\n}\\n```\\n\\nThe keys `previous_page`, `next_page`, `last_page`, and `total_entries` may be `null` when on the first page, last page, or when the total number of entries is unknown.\\n\\n**Example Pagination Link header**\\n```bash\\nLink: ; rel=\\\"prev\\\",\\n ; rel=\\\"next\\\",\\n ; rel=\\\"last\\\"\\n```\\n\\nLine breaks have been added for display purposes only and responses may only contain some of the above `rel` values.\\n\\n## Rate Limiting\\nAll requests, whether they are authenticated or not, are subject to rate limiting. If you have reached your limit, your requests will be handled with a `429 Too Many Requests` error. Burst requests are allowed. Responses contain serveral headers which provide information about your current rate limit status.\\n\\n* The `RateLimit-Limit` header contains the total number of requests you can perform per hour.\\n* The `RateLimit-Remaining` header contains the number of requests remaining in the current rate limit time frame.\\n* The `RateLimit-Reset` header contains a UNIX timestamp of the point in time when your rate limit will have recovered and you will have the full number of requests available again.\\n\\nThe default limit is 3600 requests per hour and per Project. The number of remaining requests increases gradually. For example, when your limit is 3600 requests per hour, the number of remaining requests will increase by 1 every second.\\n\\n## Server Metadata\\nYour Server can discover metadata about itself by doing a HTTP request to specific URLs. The following data is available:\\n\\n| Data | Format | Contents |\\n|------------------|--------|--------------------------------------------------------------|\\n| hostname | text | Name of the Server as set in the api |\\n| instance-id | number | ID of the server |\\n| public-ipv4 | text | Primary public IPv4 address |\\n| private-networks | yaml | Details about the private networks the Server is attached to |\\n\\n**Example: Hostname**\\n```bash\\n$ curl http://169.254.169.254/hetzner/v1/metadata/hostname\\nmy-server\\n```\\n\\n**Example: Instance ID**\\n```bash\\n$ curl http://169.254.169.254/hetzner/v1/metadata/instance-id\\n42\\n```\\n\\n**Example: Public IPv4**\\n```bash\\n$ curl http://169.254.169.254/hetzner/v1/metadata/public-ipv4\\n1.2.3.4\\n```\\n\\n**Example: Private Networks**\\n```bash\\n$ curl http://169.254.169.254/hetzner/v1/metadata/private-networks\\n```\\n\\n```json\\n- ip: 10.0.0.2\\n alias_ips: [10.0.0.3, 10.0.0.4]\\n interface_num: 1\\n mac_address: 86:00:00:2a:7d:e0\\n network_id: 1234\\n network_name: nw-test1\\n network: 10.0.0.0/8\\n subnet: 10.0.0.0/24\\n gateway: 10.0.0.1\\n- ip: 192.168.0.2\\n alias_ips: []\\n interface_num: 2\\n mac_address: 86:00:00:2a:7d:e1\\n network_id: 4321\\n network_name: nw-test2\\n network: 192.168.0.0/16\\n subnet: 192.168.0.0/24\\n gateway: 192.168.0.1\\n```\\n\\n## Sorting\\nSome responses which return multiple items support sorting. If they do support sorting the documentation states which fields can be used for sorting. You specify sorting with the `sort` query string parameter. You can sort by multiple fields. You can set the sort direction by appending `:asc` or `:desc` to the field name. By default, ascending sorting is used.\\n\\n**Example: Sorting**\\n```bash\\nhttps://api.hetzner.cloud/v1/actions?sort=status\\nhttps://api.hetzner.cloud/v1/actions?sort=status:asc\\nhttps://api.hetzner.cloud/v1/actions?sort=status:desc\\nhttps://api.hetzner.cloud/v1/actions?sort=status:asc&sort=command:desc\\n```\\n\\n## Changelog\\nYou can find our changelog on our [Developer Hub](https://developers.hetzner.com/cloud/changelog/?id=backend).\\n\",\"title\":\"Hetzner Cloud API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"hosting\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.hetzner.com_themes_hetzner_images_favicons_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.hetzner.cloud/spec.json\",\"version\":\"3.0\"}],\"x-providerName\":\"hetzner.cloud\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/hetzner.cloud/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/hetzner.cloud/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"hhs.gov\",\"value\":{\"added\":\"2015-11-09T22:55:27.000Z\",\"preferred\":\"2\",\"versions\":[{\"key\":\"2\",\"value\":{\"added\":\"2015-11-09T22:55:27.000Z\",\"info\":{\"contact\":{\"email\":\"syndicationadmin@hhs.gov\"},\"description\":\"

Common Features / Behaviors

  • * \\\"sort\\\" param: supports multi column sorting through the use of commas as delimiters, and a hyphen to denote descending order.
    Examples:
    • namesort results by name ascending
    • -namesort results by name descending
    • -name,idsort results by name descending and then by id ascending
    • id,-dateContentAuthoredsort results by id ascending and then date descending
  • Date formats: Date input format is expected to be based on RFC 3339.
    Example:
    • 2013-11-18T18:43:01Z
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Once the full\\nlibrary is retrieved, only later events needs to be fetched to keep the\\nclient up to date with the server\\n\\nAll path patterns \\\"/organizations/{organizationUuid}/\\\" can be replaced\\nwith \\\"/organizations/self/\\\" for convenience as all endpoints are for\\nauthorized users.\",\"title\":\"Zettle Product Library API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_cdn.izettle.com_favicons_favicon-32x32.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://products.izettle.com/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"izettle.com\",\"x-serviceName\":\"products\"},\"externalDocs\":{\"url\":\"https://github.com/iZettle/api-documentation\"},\"updated\":\"2021-08-03T13:05:41.732Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/izettle.com/products/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/izettle.com/products/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"jellyfin.local\",\"value\":{\"added\":\"2021-01-22T14:57:27.755Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2021-01-22T14:57:27.755Z\",\"info\":{\"title\":\"Jellyfin API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"media\"],\"x-jellyfin-version\":\"10.7.0.0\",\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://repo.jellyfin.org/releases/openapi/stable/jellyfin-openapi-10.7.0-rc2.json\",\"version\":\"3.0\"}],\"x-providerName\":\"jellyfin.local\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/jellyfin.local/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/jellyfin.local/v1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"jira.local\",\"value\":{\"added\":\"2018-11-21T11:10:23.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-11-21T11:10:23.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"Atlassian\"},\"title\":\"JIRA 7.6.1\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Atlassian_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.18\"},\"format\":\"wadl\",\"url\":\"https://docs.atlassian.com/jira/REST/server/jira-rest-plugin.wadl\",\"version\":\"1.0\"}],\"x-providerName\":\"jira.local\"},\"updated\":\"2018-11-21T11:10:23.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/jira.local/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/jira.local/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"jirafe.com\",\"value\":{\"added\":\"2015-11-11T23:47:36.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2015-11-11T23:47:36.000Z\",\"info\":{\"contact\":{\"email\":\"support@jirafe.com\"},\"description\":\"API endpoins for sending Jirafe events\",\"termsOfService\":\"https://jirafe.com/policies/terms/\",\"title\":\"Jirafe Events\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"backgroundColor\":\"#4BC9C5\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_jirafe_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.31\"},\"format\":\"swagger\",\"url\":\"https://event.jirafe.com/api-docs\",\"version\":\"1.2\"}],\"x-providerName\":\"jirafe.com\"},\"externalDocs\":{\"url\":\"https://docs.jirafe.com/api/\"},\"updated\":\"2019-02-25T11:01:54.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/jirafe.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/jirafe.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"jokes.one\",\"value\":{\"added\":\"2019-02-19T07:27:33.000Z\",\"preferred\":\"1.1\",\"versions\":[{\"key\":\"1.1\",\"value\":{\"added\":\"2019-02-19T07:27:33.000Z\",\"info\":{\"contact\":{\"name\":\"Jokes One\",\"url\":\"https://jokes.one/api/joke/\"},\"description\":\" Jokes One API offers a complete feature rich REST API access to its jokes platform. This is the documentation for the world famous [jokes API](https://jokes.one/api/joke/). If you are a subscriber and you are trying this from a console add 'X-JokesOne-Api-Secret' header and add your api key as the header value. You can test and play with the API right here on this web page. For using the private end points and subscribing to the API please visit https://jokes.one/api/joke/.\",\"termsOfService\":\"https://jokes.one/terms\",\"title\":\"Jokes One API\",\"version\":\"1.1\",\"x-apisguru-categories\":[\"entertainment\"],\"x-issues\":[\"https://github.com/APIs-guru/openapi-directory/issues/743\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_jokes.one_branding_smile_magenta.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.jokes.one/yaml/jokes.one.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"jokes.one\",\"x-tags\":[\"helpWanted\"]},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/jokes.one/1.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/jokes.one/1.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"journy.io\",\"value\":{\"added\":\"2021-04-09T12:10:45.989Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-04-09T12:10:45.989Z\",\"info\":{\"contact\":{\"email\":\"hi@journy.io\",\"name\":\"Support\",\"url\":\"https://help.journy.io\"},\"description\":\"# Introduction\\n\\nThe journy.io API is organized around REST. Our API has predictable resource-oriented URLs, returns JSON-encoded responses, and uses standard HTTP response codes, authentication, and verbs.\\n\\nThe API is hosted on api.journy.io.\\n\\n# Official SDKs\\n\\nOur SDKs are designed to help you interact with our APIs with less friction. They are written in several different languages and help bridge the gap between your application and journy.io APIs. They take away the need to know the exact URL and HTTP method to use for each API call among other things leaving you more time to focus on making your application.\\n\\n| Language | Package | Source code |\\n|------------|--------------------------------------------------------------------------------|----------------------------------------------------------------------------|\\n| 💚 Node.js | [npm install @journyio/sdk ](https://www.npmjs.com/package/@journyio/sdk) | [github.com/journy-io/js-sdk](https://github.com/journy-io/js-sdk) |\\n| 🐘 PHP | [composer require journy-io/sdk](https://packagist.org/packages/journy-io/sdk) | [github.com/journy-io/php-sdk](https://github.com/journy-io/php-sdk) |\\n| 🐍 Python | [pip install journyio-sdk](https://pypi.org/project/journyio-sdk/) | [github.com/journy-io/python-sdk](https://github.com/journy-io/python-sdk) |\\n| 💎 Ruby | Coming soon | Coming soon |\\n\\nYour favourite programming language not included? [Let us know!](mailto:hi@journy.io)\\n\\nIn the meanwhile, you can use [OpenAPI Generator](https://github.com/OpenAPITools/openapi-generator) to generate a client for your programming language.\\n\\n# Authentication\\n\\nThe journy.io API uses API keys to authenticate requests. You can view and manage your API keys in the [connections screen](https://system.journy.io).\\n\\nYour API keys carry many privileges, so be sure to keep them secure! Do not share your secret API keys in publicly accessible areas such as GitHub, client-side code, and so forth.\\n\\nAll API requests must be made over HTTPS. Calls made over plain HTTP will fail. API requests without authentication will also fail.\\n\\nFor every request send to the API we expect a header `X-Api-Key` to be set with the API Key.\\n\\n## Permissions\\n\\nWhen creating an API Key in [the application](https://system.journy.io) you will have the choice to give permissions to an API Key (which you can change later on). These permissions restrict the API Key from different actions. When an API Key tries to perform a certain action it doesn't have the permissions for, you will receive a `401: Unauthorized` response.\\n\\n# Rate limiting\\n\\nTo prevent abuse of the API there is a maximum throughput of 100 requests per minute. If you need a higher throughput, please contact us.\\n\\nTo keep our platform healthy and stable, we'll block API keys that consistently hit our rate limits. Therefore, please consider taking this throughput into account.\\n\\nIn every response the headers `X-RateLimit-Limit` and `X-RateLimit-Remaining` will be set. The `X-RateLimit-Limit`-header will always contain the current limit of requests per minute. The `X-RateLimit-Remaining`-header will always contain the amount of requests you have left in the current sliding window.\\n\\n# Errors\\n\\njourny.io uses conventional HTTP response codes to indicate the success or failure of an API request. In general: Codes in the 2xx range indicate success. Codes in the 4xx range indicate an error that failed given the information provided (e.g. a required parameter was omitted). Codes in the 5xx range indicate an error with journy.io's servers (these are rare).\\n\\nWhen performing a `POST`- or `PUT`-request with a requestBody, or when including parameters, these parameters and fields will automatically be checked and validated against the API Spec. When any error occurs, you will get a response with an `errors`-field, structured as follows:\\n\\n```json\\n{\\n \\\"errors\\\": {\\n \\\"parameters\\\": {\\n \\\"header\\\": {\\n \\\"headerParameterName\\\": \\\"Describe what's wrong with the header parameter.\\\",\\n ...\\n },\\n \\\"query\\\": {\\n \\\"queryParameterName\\\": \\\"Describe what's wrong with the query parameter.\\\",\\n ...\\n },\\n \\\"path\\\": {\\n \\\"pathParameterName\\\": \\\"Describe what's wrong with the path parameter.\\\",\\n ...\\n },\\n },\\n \\\"fields\\\": {\\n \\\"fieldName\\\": \\\"Describe what's wrong with the fieldName.\\\",\\n \\\"object.fieldName\\\": \\\"Describe what's wrong with the fieldName of the included object.\\\",\\n ...\\n }\\n }\\n}\\n```\\n\\n# Support\\n\\nLooking for a specific endpoint? Documentation not clear? [We would love to help!](mailto:hi@journy.io)\",\"termsOfService\":\"https://www.journy.io/terms-of-use/\",\"title\":\"journy.io API docs\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"customer_relation\"],\"x-logo\":{\"altText\":\"Journy.io\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.journy.io_developers.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.journy.io/spec.json\",\"version\":\"3.0\"}],\"x-providerName\":\"journy.io\"},\"externalDocs\":{\"description\":\"API Documentation\",\"url\":\"https://developers.journy.io\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/journy.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/journy.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"jumpseller.com\",\"value\":{\"added\":\"2017-11-25T11:27:33.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-11-25T11:27:33.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"jumpseller\"},\"description\":\"# Endpoint Structure\\n\\nAll URLs are in the format: \\n\\n```text\\nhttps://api.jumpseller.com/v1/path.json?login=XXXXXX&authtoken=storetoken \\n```\\n\\nThe path is prefixed by the API version and the URL takes as parameters the login (your store specific API login) and your authentication token.\\n

\\n***\\n\\n# Version\\n\\nThe current version of the API is **v1**. \\nIf we change the API in backward-incompatible ways, we'll increase the version number and maintain stable support for the old urls.\\n

\\n***\\n\\n# Authentication\\n\\nThe API uses a token-based authentication with a combination of a login key and an auth token. **Both parameters can be found on the left sidebar of the Account section, accessed from the main menu of your Admin Panel**. The auth token of the user can be reset on the same page.\\n\\n![Store Login](/images/support/api/apilogin.png)\\n\\nThe auth token is a **32 characters** string.\\n\\nIf you are developing a Jumpseller App, the authentication should be done using [OAuth-2](/support/oauth-2). Please read the article [Build an App](/support/apps) for more information.\\n

\\n***\\n\\n# Curl Examples\\n\\nTo request all the products at your store, you would append the products index path to the base url to create an URL with the format: \\n\\n```text\\nhttps://api.jumpseller.com/v1/products.json?login=XXXXXX&authtoken=XXXXX\\n```\\n\\nIn curl, you can invoque that URL with: \\n\\n```text\\ncurl -X GET \\\"https://api.jumpseller.com/v1/products.json?login=XXXXXX&authtoken=XXXXX\\\"\\n```\\n\\nTo create a product, you will include the JSON data and specify the MIME Type: \\n\\n```text\\ncurl -X POST -d '{ \\\"product\\\" : {\\\"name\\\": \\\"My new Product!\\\", \\\"price\\\": 100} }' \\\"https://api.jumpseller.com/v1/products.json?login=XXXXXX&authtoken=XXXXX\\\" -H \\\"Content-Type:application/json\\\"\\n```\\n\\nand to update the product identified with 123: \\n\\n```text\\ncurl -X PUT -d '{ \\\"product\\\" : {\\\"name\\\": \\\"My updated Product!\\\", \\\"price\\\": 99} }' \\\"https://api.jumpseller.com/v1/products/123.json?login=XXXXXX&authtoken=XXXXX\\\" -H \\\"Content-Type:application/json\\\"\\n```\\n\\nor delete it: \\n\\n```text\\ncurl -X DELETE \\\"https://api.jumpseller.com/v1/products/123.json?login=XXXXXX&authtoken=XXXXX\\\" -H \\\"Content-Type:application/json\\\"\\n```\\n

\\n***\\n\\n# PHP Examples\\n\\nCreate a new Product (POST method)\\n\\n```php\\n$url = 'https://api.jumpseller.com/v1/products.json?login=XXXXX&authtoken=XXXXX;\\n$ch = curl_init($url);\\ncurl_setopt($ch, CURLOPT_RETURNTRANSFER, true);\\ncurl_setopt($ch, CURLOPT_HTTPHEADER, array('Content-Type: application/json'));\\n\\ncurl_setopt($ch, CURLOPT_CUSTOMREQUEST, \\\"POST\\\"); //post method\\ncurl_setopt($ch, CURLOPT_POSTFIELDS, '{ \\\"product\\\" : {\\\"name\\\": \\\"My updated Product!\\\", \\\"price\\\": 99} }');\\n\\n$result = curl_exec($ch);\\nprint_r($result);\\ncurl_close($ch);\\n```\\n

\\n***\\n\\n# Plain JSON only. No XML.\\n\\n* We only support JSON for data serialization.\\n* Our node format has no root element. \\n* We use snake_case to describe attribute keys (like \\\"created_at\\\"). \\n* All empty value are replaced with **null** strings.\\n* All API URLs end in .json to indicate that they accept and return JSON.\\n* POST and PUT methods require you to explicitly state the MIME type of your request's body content as **\\\"application/json\\\"**.\\n

\\n***\\n\\n# Rate Limit\\nYou can perform a maximum of:\\n\\n+ 240 (two hundred forty) requests per minute and\\n+ 8 (eight) requests per second \\n\\nIf you exceed this limit, you'll get a 403 Forbidden (Rate Limit Exceeded) response for subsequent requests. \\n\\nThe rate limits apply by IP address and by store. This means that multiple requests on different stores are not counted towards the same rate limit.\\n\\nThis limits are necessary to ensure resources are correctly used. Your application should be aware of this limits and retry any unsuccessful request, check the following Ruby stub:\\n\\n```ruby\\ntries = 0; max_tries = 3;\\nbegin\\n HTTParty.send(method, uri) # perform an API call.\\n sleep 0.5\\n tries += 1\\nrescue\\n unless tries >= max_tries\\n sleep 1.0 # wait the necessary time before retrying the call again.\\n retry\\n end\\nend\\n```\\n\\nFinally, you can review the Response Headers of each request:\\n\\n```text\\nJumpseller-PerMinuteRateLimit-Limit: 60 \\nJumpseller-PerMinuteRateLimit-Remaining: 59 # requests available on the per-second interval \\nJumpseller-PerSecondRateLimit-Limit: 2 \\nJumpseller-PerSecondRateLimit-Remaining: 1 # requests available on the per-second interval\\n``` \\n\\nto better model your application requests intervals.\\n\\nIn the event of getting your IP banned, the Response Header `Jumpseller-BannedByRateLimit-Reset` informs you the time when will your ban be reseted.\\n

\\n***\\n\\n# Pagination\\n\\nBy default we will return 50 objects (products, orders, etc) per page. There is a maximum of 100, using a query string `&limit=100`.\\nIf the result set gets paginated it is your responsibility to check the next page for more objects -- you do this by using query strings `&page=2`, `&page=3` and so on.\\n\\n```text\\nhttps://api.jumpseller.com/v1/products.json?login=XXXXXX&authtoken=XXXXX&page=3&limit=100\\n```\\n

\\n***\\n\\n# More\\n* [Jumpseller API wrapper](https://gitlab.com/jumpseller-api/ruby) provides a public Ruby abstraction over our API;\\n* [Apps Page](/apps) showcases external integrations with Jumpseller done by technical experts;\\n* [Imgbb API](https://api.imgbb.com/) provides an easy way to upload and temporaly host for images and files.\\n

\\n***\\n

\\n\",\"title\":\"Jumpseller API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"altText\":\"Jumpseller logo\",\"href\":\"/\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_jumpseller_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.jumpseller.com/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"jumpseller.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/jumpseller.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/jumpseller.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"just-eat.co.uk\",\"value\":{\"added\":\"2018-03-03T17:34:49.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-03-03T17:34:49.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"JustEatUK\"},\"description\":\"# Just Eat API\\nJust Eat offers services for our various business partners and our consumer applications.\\nHow you interact with the API depends on the services you wish to interact with.\\n## Security\\n### HTTPS\\nAll api calls and callbacks require HTTPS. Your service will need a valid SSL certificate and be accessible via the standard SSL port (port 443).\\n## Making an API request\\nSome API calls require an API key, to authenticate the partner calling the API.\\n```\\nPUT https://uk-partnerapi.just-eat.io/orders/abcd1234 HTTP/1.1\\nAuthorization: JE-API-KEY abcd123456789\\n```\\nOther calls require a user token in the form of a JWT.\\n```\\nGET https://uk.api.just-eat.io/consumer/me/orders/uk HTTP/1.1\\nAuthorization: Bearer abcd123456789\\n```\\n\\n## Date Formats\\n### Date and time formats\\nAll dates and times should use the [ISO 8601 standard for representation of dates and times](https://en.wikipedia.org/wiki/ISO_8601).\\n\\n#### For instance:\\n* DueDateWithUtcOffset: `\\\"2015-05-26T14:52:35.5444292+01:00\\\"`\\n - Local time: `14:52`\\n - UTC time: `13:52`\\n - UTC offset: `+1hr` (due to daylight time saving)\\n* DueDateWithUtcOffset: `\\\"2015-02-03T11:10:00.0000000+00:00\\\"`\\n - Local time: `11:10`\\n - UTC time: `11:10`\\n - UTC offset: `0` (no daylight time saving, local time is equivalent to UTC)\\n\\nNote that the offset may be for a timezone different to your own, so you should alway convert to your own local time for display purposes (e.g. on receipts and terminals).\\n\\n### Callback timestamps\\nTimestamps sent to Just Eat should be recorded as the current local time (including any changes needed to account for daylight saving) with an accompanying offset that shows the difference between the recorded local time and the current UTC time.\\n\\nIf it is not possible to record timestamps in local time, timestamps may be recorded in UTC time with a 00:00 offset.\\n## Async Webhooks\\nSome of the webhooks on the platform are configured as being 'async' webhooks. These are for long-running operations, and work as follows:\\n 1. Your webhook is invoked with a `?callback={returnUrl}` query string parameter. The `returnUrl` is a unique URL that you will need to send the async response to.\\n 2. Return an immediate `202 Accepted` response from the webhook endpoint, to indicate that you have received the request.\\n 3. Perform the long-running operation. This can be deemed either a _success_; or a _failure_.\\n 4. If the result is a _**success**_, return the following:\\n ```\\n POST {returnUrl} HTTP/1.1\\n\\n {\\n \\\"status\\\": \\\"Success\\\",\\n \\\"message\\\": \\\"{successMessage}\\\",\\n \\\"data\\\": {} // webhook-specific response object\\n }\\n ```\\n 5. 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  • maximum number of characters per minute: 75,000 (free) / 300,000 (Premium)
  • maximum number of characters per request: 20,000 (free) / 60,000 (Premium)
  • for the free version, also consider the limitations documented here
  • Note: any parameters or outputs not part of this documentation are internal and must not be relied on
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Group\",\"version\":\"v3-maintenance\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_agentOSSoftware_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://live-api.letmc.com/swagger/docs/v3-maintenance\",\"version\":\"2.0\"}],\"x-providerName\":\"letmc.com\",\"x-serviceName\":\"maintenance\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/letmc.com/maintenance/v3-maintenance/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/letmc.com/maintenance/v3-maintenance/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"letmc.com:reporting\",\"value\":{\"added\":\"2018-03-03T18:20:43.000Z\",\"preferred\":\"v3-reporting\",\"versions\":[{\"key\":\"v3-reporting\",\"value\":{\"added\":\"2018-03-03T18:20:43.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"LetMC\"},\"title\":\"LetMC Api V3, reporting\",\"version\":\"v3-reporting\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_agentOSSoftware_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://live-api.letmc.com/swagger/docs/v3-reporting\",\"version\":\"2.0\"}],\"x-providerName\":\"letmc.com\",\"x-serviceName\":\"reporting\"},\"updated\":\"2019-05-02T08:12:37.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/letmc.com/reporting/v3-reporting/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/letmc.com/reporting/v3-reporting/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"lgtm.com\",\"value\":{\"added\":\"2021-01-25T07:42:35.925Z\",\"preferred\":\"v1.0\",\"versions\":[{\"key\":\"v1.0\",\"value\":{\"added\":\"2021-01-25T07:42:35.925Z\",\"info\":{\"description\":\"The REST API for LGTM provides data so that you can customize how you integrate LGTM analysis into your workflow. It includes the following resources:\\n * `/` ([API root](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-API-root))—get version information or download the specification in OpenAPI format.\\n * `/projects` ([Projects](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Projects))—list projects, get a summary of the current status for a project, or add new projects.\\n * `/analyses` ([Analyses](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Analyses))—get a summary of results, download all the alerts, or trigger analysis for a specific commit.\\n * `/codereviews` ([Code reviews](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Code-reviews))—trigger code review for a patch, and view the results.\\n * `/operations` ([Operations](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Operations))—get information about long-running tasks, for example, analyses or code reviews that you've requested.\\n * `/snapshots` ([Snapshots](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Snapshots))—download and upload databases representing a snapshot of a codebase.\\n * `/queryjobs` ([Query jobs](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-Query-jobs))—submit queries to evaluate against existing projects, and download their results.\\n * `/system` ([System](https://lgtm.com/help/lgtm/api/api-v1#LGTM-API-specification-System))—get information on the health or usage of the system.\\n\\nFor an overview and getting started topics, see [API for LGTM](https://lgtm.com/help/lgtm/api/api-for-lgtm).\\n\",\"title\":\"LGTM API specification\",\"version\":\"v1.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://lgtm.com/api/v1.0/openapi\",\"version\":\"3.0\"}],\"x-providerName\":\"lgtm.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lgtm.com/v1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lgtm.com/v1.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"libretranslate.local\",\"value\":{\"added\":\"2021-02-07T00:57:01.944Z\",\"preferred\":\"1.2\",\"versions\":[{\"key\":\"1.2\",\"value\":{\"added\":\"2021-02-07T00:57:01.944Z\",\"info\":{\"title\":\"LibreTranslate\",\"version\":\"1.2\",\"x-apisguru-categories\":[\"text\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://libretranslate.com/spec\",\"version\":\"3.0\"}],\"x-providerName\":\"libretranslate.local\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-05-17T08:24:30.483Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/libretranslate.local/1.2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/libretranslate.local/1.2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"link.fish\",\"value\":{\"added\":\"2017-12-11T13:15:36.000Z\",\"preferred\":\"2018-07-05\",\"versions\":[{\"key\":\"2018-07-05\",\"value\":{\"added\":\"2017-12-11T13:15:36.000Z\",\"info\":{\"contact\":{\"email\":\"api@link.fish\",\"name\":\"link.fish\",\"url\":\"https://link.fish/api\"},\"description\":\"API to easily extract data from websites.\\n\\n\\n# Base URL\\n\\n\\nAll URLs referenced in the documentation have the following base:\\n\\n\\n```\\nhttps://api.link.fish\\n```\\n\\n\\nThe REST API is only served over HTTPS. To ensure data privacy, unencrypted HTTP is not supported.\\n\\n\\n# Authentication\\nHTTP requests to the REST API are protected with [HTTP Basic authentication](https://en.wikipedia.org/wiki/Basic_access_authentication). You will use the email address of your link.fish account as the username and your API access token as the password for HTTP Basic authentication.\\n\\nIf you do not have an account yet, go to [https://link.fish/api](https://link.fish/api) and create one first.\\n\\nYou will receive the API access token automatically via email after you signed up. To generate a new token and invalidate the current one log into your link.fish account at [https://app.link.fish](https://app.link.fish) and go to: \\\"Plugins\\\" -> \\\"API Dashboard\\\"\\n\\nThere you can also see how many credits you used already.\\n\\n\\n# Errors\\nThe API uses standard HTTP status codes to indicate the success or failure of the API call. The body of the response will be JSON in the following format:\\n```\\n{\\n\\n \\\"status\\\": {HTTP STATUS CODE}\\n \\\"message\\\": \\\"{ERROR MESSAGE}\\\"\\n}\\n```\\nLike for example when the authorization is not provided or wrong:\\n```\\n{\\n\\n \\\"status\\\": 401\\n \\\"message\\\": \\\"Unauthorized\\\"\\n}\\n```\\n\\n# Request IDs\\n\\nEach API request has an associated request identifier. You can find it in the response headers, under X-LF-Request-Id. In case you have problems please provide this identifier that we can help you as good and fast as possible.\\n\\n\\nExample:\\n```\\nX-LF-Request-Id: f7f0036f-5277-421a-b143-f7a151571d18\\n```\\n\\n\\n# Item format\\n\\nThe data is by default deeply nested. So if it should be checked if there is an offer with a price, the whole tree has to be checked. To make that simpler, it is also possible to return the data \\\"flat\\\". If selected it will flatten the tree by copying all the data to the main level under a property with the name of its type and link the data internally.\\n\\nInformation: We created a node module which allows converting between the two formats. It did not get open sourced yet. If you are in need, simply contact us via api@link.fish.\\n\\n\\n# Response Content Type\\nBy default, all data gets returned as JSON. If the data should be returned as XML add the following header:\\n\\n```\\nAccept: application/xml\\n```\\n\\n# Credits\\n\\nDepending on the request made a different amount of credits get charged. How many which request costs can be found on the [API pricing page](http://link.fish/api/#pricing). Additionally, does a header named \\\"X-LF-Credits-Charged\\\" get added to each successful response with information about the credits.\\n\\nExample:\\n```\\nX-LF-Credits-Charged: 1 # Credits used for current requests\\nX-LF-Credits-Subscription-Max: 1000 # Total credits available in subscription\\nX-LF-Credits-Subscription-Used: 512 # Credits still left in current month\\n```\\nYou can check anytime how many credits you did use already by logging into your link.fish account at [https://app.link.fish](https://app.link.fish) and checking under: \\\"Plugins\\\" -> \\\"API Dashboard\\\"\\n\\n\\nIf you have problems, questions or improvement advice please send us an email to api@link.fish\\n\",\"termsOfService\":\"https://link.fish/terms-of-service/\",\"title\":\"link.fish API\",\"version\":\"2018-07-05\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"backgroundColor\":\"#fafafa\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_linkfish__profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.link.fish/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"link.fish\"},\"updated\":\"2020-08-10T12:26:35.484Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/link.fish/2018-07-05/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/link.fish/2018-07-05/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"linode.com\",\"value\":{\"added\":\"2019-02-11T20:55:48.000Z\",\"preferred\":\"4.97.2\",\"versions\":[{\"key\":\"4.97.2\",\"value\":{\"added\":\"2019-02-11T20:55:48.000Z\",\"info\":{\"contact\":{\"email\":\"support@linode.com\",\"name\":\"Linode\",\"url\":\"https://linode.com\"},\"description\":\"## Introduction\\nThe Linode API provides the ability to programmatically manage the full\\nrange of Linode products and services.\\n\\nThis reference is designed to assist application developers and system\\nadministrators. Each endpoint includes descriptions, request syntax, and\\nexamples using standard HTTP requests. Response data is returned in JSON\\nformat.\\n\\n\\nThis document was generated from our OpenAPI Specification. See the\\nOpenAPI website for more information.\\n\\nDownload the Linode OpenAPI Specification.\\n\\n\\n## Changelog\\n\\nView our Changelog to see release\\nnotes on all changes made to our API.\\n\\n## Access and Authentication\\n\\nSome endpoints are publicly accessible without requiring authentication.\\nAll endpoints affecting your Account, however, require either a Personal\\nAccess Token or OAuth authentication (when using third-party\\napplications).\\n\\n### Personal Access Token\\n\\nThe easiest way to access the API is with a Personal Access Token (PAT)\\ngenerated from the\\nLinode Cloud Manager or\\nthe [Create Personal Access Token](/docs/api/profile/#personal-access-token-create) endpoint.\\n\\nAll scopes for the OAuth security model ([defined below](/docs/api/profile/#oauth)) apply to this\\nsecurity model as well.\\n\\n#### Authentication\\n\\n| Security Scheme Type: | HTTP |\\n|-----------------------|------|\\n| **HTTP Authorization Scheme** | bearer |\\n\\n### OAuth\\nIf you only need to access the Linode API for personal use,\\nwe recommend that you create a [personal access token](/docs/api/#personal-access-token).\\nIf you're designing an application that can authenticate with an arbitrary Linode user, then\\nyou should use the OAuth 2.0 workflows presented in this section.\\n\\nFor a more detailed example of an OAuth 2.0 implementation, see our guide on [How to Create an OAuth App with the Linode Python API Library](/docs/platform/api/how-to-create-an-oauth-app-with-the-linode-python-api-library/#oauth-2-authentication-exchange).\\n\\nBefore you implement OAuth in your application, you first need to create an OAuth client. You can do this [with the Linode API](/docs/api/account/#oauth-client-create) or [via the Cloud Manager](https://cloud.linode.com/profile/clients):\\n\\n - When creating the client, you'll supply a `label` and a `redirect_uri` (referred to as the Callback URL in the Cloud Manager).\\n - The response from this endpoint will give you a `client_id` and a `secret`.\\n - Clients can be public or private, and are private by default. You can choose to make the client public when it is created.\\n - A private client is used with applications which can securely store the client secret (that is, the secret returned to you when you first created the client). For example, an application running on a secured server that only the developer has access to would use a private OAuth client. This is also called a confidential client in some OAuth documentation.\\n - A public client is used with applications where the client secret is not guaranteed to be secure. For example, a native app running on a user's computer may not be able to keep the client secret safe, as a user could potentially inspect the source of the application. So, native apps or apps that run in a user's browser should use a public client.\\n - Public and private clients follow different workflows, as described below.\\n\\n#### OAuth Workflow\\n\\nThe OAuth workflow is a series of exchanges between your third-party app and Linode. The workflow is used\\nto authenticate a user before an application can start making API calls on the user's behalf.\\n\\nNotes:\\n\\n- With respect to the diagram in [section 1.2 of RFC 6749](https://tools.ietf.org/html/rfc6749#section-1.2), login.linode.com (referred to in this section as the *login server*)\\nis the Resource Owner and the Authorization Server; api.linode.com (referred to here as the *api server*) is the Resource Server.\\n- The OAuth spec refers to the private and public workflows listed below as the [authorization code flow](https://tools.ietf.org/html/rfc6749#section-1.3.1) and [implicit flow](https://tools.ietf.org/html/rfc6749#section-1.3.2).\\n\\n| PRIVATE WORKFLOW | PUBLIC WORKFLOW |\\n|------------------|------------------|\\n| 1. The user visits the application's website and is directed to login with Linode. | 1. The user visits the application's website and is directed to login with Linode. |\\n| 2. Your application then redirects the user to Linode's [login server](https://login.linode.com) with the client application's `client_id` and requested OAuth `scope`, which should appear in the URL of the login page. | 2. Your application then redirects the user to Linode's [login server](https://login.linode.com) with the client application's `client_id` and requested OAuth `scope`, which should appear in the URL of the login page. |\\n| 3. The user logs into the login server with their username and password. | 3. The user logs into the login server with their username and password. |\\n| 4. The login server redirects the user to the specificed redirect URL with a temporary authorization `code` (exchange code) in the URL. | 4. The login server redirects the user back to your application with an OAuth `access_token` embedded in the redirect URL's hash. This is temporary and expires in two hours. No `refresh_token` is issued. Therefore, once the `access_token` expires, a new one will need to be issued by having the user log in again. |\\n| 5. The application issues a POST request (*see below*) to the login server with the exchange code, `client_id`, and the client application's `client_secret`. | |\\n| 6. The login server responds to the client application with a new OAuth `access_token` and `refresh_token`. The `access_token` is set to expire in two hours. | |\\n| 7. The `refresh_token` can be used by contacting the login server with the `client_id`, `client_secret`, `grant_type`, and `refresh_token` to get a new OAuth `access_token` and `refresh_token`. The new `access_token` is good for another two hours, and the new `refresh_token`, can be used to extend the session again by this same method. | |\\n\\n#### OAuth Private Workflow - Additional Details\\n\\nThe following information expands on steps 5 through 7 of the private workflow:\\n\\nOnce the user has logged into Linode and you have received an exchange code,\\nyou will need to trade that exchange code for an `access_token` and `refresh_token`. You\\ndo this by making an HTTP POST request to the following address:\\n\\n```\\nhttps://login.linode.com/oauth/token\\n```\\n\\nMake this request as `application/x-www-form-urlencoded` or as\\n`multipart/form-data` and include the following parameters in the POST body:\\n\\n| PARAMETER | DESCRIPTION |\\n|-----------|-------------|\\n| grant_type | The grant type you're using for renewal. Currently only the string \\\"refresh_token\\\" is accepted. |\\n| client_id | Your app's client ID. |\\n| client_secret | Your app's client secret. |\\n| code | The code you just received from the redirect. |\\n\\nYou'll get a response like this:\\n\\n```json\\n{\\n \\\"scope\\\": \\\"linodes:read_write\\\",\\n \\\"access_token\\\": \\\"03d084436a6c91fbafd5c4b20c82e5056a2e9ce1635920c30dc8d81dc7a6665c\\\"\\n \\\"token_type\\\": \\\"bearer\\\",\\n \\\"expires_in\\\": 7200,\\n}\\n```\\n\\nIncluded in the reponse is an `access_token`. With this token, you can proceed to make\\nauthenticated HTTP requests to the API by adding this header to each request:\\n\\n```\\nAuthorization: Bearer 03d084436a6c91fbafd5c4b20c82e5056a2e9ce1635920c30dc8d81dc7a6665c\\n```\\n\\n#### OAuth Reference\\n\\n| Security Scheme Type | OAuth 2.0 |\\n|-----------------------|--------|\\n| **Authorization URL** | https://login.linode.com/oauth/authorize |\\n| **Token URL** | https://login.linode.com/oauth/token |\\n| **Scopes** |
  • `account:read_only` - Allows access to GET information about your Account.
  • `account:read_write` - Allows access to all endpoints related to your Account.
  • `domains:read_only` - Allows access to GET Domains on your Account.
  • `domains:read_write` - Allows access to all Domain endpoints.
  • `events:read_only` - Allows access to GET your Events.
  • `events:read_write` - Allows access to all endpoints related to your Events.
  • `firewall:read_only` - Allows access to GET information about your Firewalls.
  • `firewall:read_write` - Allows access to all Firewall endpoints.
  • `images:read_only` - Allows access to GET your Images.
  • `images:read_write` - Allows access to all endpoints related to your Images.
  • `ips:read_only` - Allows access to GET your ips.
  • `ips:read_write` - Allows access to all endpoints related to your ips.
  • `linodes:read_only` - Allows access to GET Linodes on your Account.
  • `linodes:read_write` - Allow access to all endpoints related to your Linodes.
  • `lke:read_only` - Allows access to GET LKE Clusters on your Account.
  • `lke:read_write` - Allows access to all endpoints related to LKE Clusters on your Account.
  • `longview:read_only` - Allows access to GET your Longview Clients.
  • `longview:read_write` - Allows access to all endpoints related to your Longview Clients.
  • `maintenance:read_only` - Allows access to GET information about Maintenance on your account.
  • `nodebalancers:read_only` - Allows access to GET NodeBalancers on your Account.
  • `nodebalancers:read_write` - Allows access to all NodeBalancer endpoints.
  • `object_storage:read_only` - Allows access to GET information related to your Object Storage.
  • `object_storage:read_write` - Allows access to all Object Storage endpoints.
  • `stackscripts:read_only` - Allows access to GET your StackScripts.
  • `stackscripts:read_write` - Allows access to all endpoints related to your StackScripts.
  • `volumes:read_only` - Allows access to GET your Volumes.
  • `volumes:read_write` - Allows access to all endpoints related to your Volumes.

|\\n\\n## Requests\\n\\nRequests must be made over HTTPS to ensure transactions are encrypted. The\\nfollowing Request methods are supported:\\n\\n| METHOD | USAGE |\\n|--------|-------|\\n| GET | Retrieves data about collections and individual resources. |\\n| POST | For collections, creates a new resource of that type. Also used to perform actions on action endpoints. |\\n| PUT | Updates an existing resource. |\\n| DELETE | Deletes a resource. This is a destructive action. |\\n\\n\\n## Responses\\n\\nActions will return one following HTTP response status codes:\\n\\n| STATUS | DESCRIPTION |\\n|---------|-------------|\\n| 200 OK | The request was successful. |\\n| 204 No Content | The server successfully fulfilled the request and there is no additional content to send. |\\n| 400 Bad Request | You submitted an invalid request (missing parameters, etc.). |\\n| 401 Unauthorized | You failed to authenticate for this resource. |\\n| 403 Forbidden | You are authenticated, but don't have permission to do this. |\\n| 404 Not Found | The resource you're requesting does not exist. |\\n| 429 Too Many Requests | You've hit a rate limit. |\\n| 500 Internal Server Error | Please [open a Support Ticket](/docs/api/support/#support-ticket-open). |\\n\\n## Errors\\n\\nSuccess is indicated via Standard HTTP status codes.\\n`2xx` codes indicate success, `4xx` codes indicate a request error, and\\n`5xx` errors indicate a server error. A\\nrequest error might be an invalid input, a required parameter being omitted,\\nor a malformed request. A server error means something went wrong processing\\nyour request. If this occurs, please\\n[open a Support Ticket](/docs/api/support/#support-ticket-open)\\nand let us know. Though errors are logged and we work quickly to resolve issues,\\nopening a ticket and providing us with reproducable steps and data is always helpful.\\n\\nThe `errors` field is an array of the things that went wrong with your request.\\nWe will try to include as many of the problems in the response as possible,\\nbut it's conceivable that fixing these errors and resubmitting may result in\\nnew errors coming back once we are able to get further along in the process\\nof handling your request.\\n\\n\\nWithin each error object, the `field` parameter will be included if the error\\npertains to a specific field in the JSON you've submitted. This will be\\nomitted if there is no relevant field. The `reason` is a human-readable\\nexplanation of the error, and will always be included.\\n\\n## Pagination\\n\\nResource lists are always paginated. The response will look similar to this:\\n\\n```json\\n{\\n \\\"data\\\": [ ... ],\\n \\\"page\\\": 1,\\n \\\"pages\\\": 3,\\n \\\"results\\\": 300\\n}\\n```\\n\\n* Pages start at 1. You may retrieve a specific page of results by adding\\n`?page=x` to your URL (for example, `?page=4`). If the value of `page`\\nexceeds `2^64/page_size`, the last possible page will be returned.\\n\\n\\n* Page sizes default to 100,\\nand can be set to return between 25 and 500. Page size can be set using\\n`?page_size=x`.\\n\\n## Filtering and Sorting\\n\\nCollections are searchable by fields they include, marked in the spec as\\n`x-linode-filterable: true`. Filters are passed\\nin the `X-Filter` header and are formatted as JSON objects. Here is a request\\ncall for Linode Types in our \\\"standard\\\" class:\\n\\n```Shell\\ncurl \\\"https://api.linode.com/v4/linode/types\\\" \\\\\\n -H '\\n X-Filter: {\\n \\\"class\\\": \\\"standard\\\"\\n }'\\n```\\n\\nThe filter object's keys are the keys of the object you're filtering,\\nand the values are accepted values. You can add multiple filters by\\nincluding more than one key. For example, filtering for \\\"standard\\\" Linode\\nTypes that offer one vcpu:\\n\\n```Shell\\n curl \\\"https://api.linode.com/v4/linode/types\\\" \\\\\\n -H '\\n X-Filter: {\\n \\\"class\\\": \\\"standard\\\",\\n \\\"vcpus\\\": 1\\n }'\\n```\\n\\nIn the above example, both filters are combined with an \\\"and\\\" operation.\\nHowever, if you wanted either Types with one vcpu or Types in our \\\"standard\\\"\\nclass, you can add an operator:\\n\\n ```Shell\\ncurl \\\"https://api.linode.com/v4/linode/types\\\" \\\\\\n -H '\\n X-Filter: {\\n \\\"+or\\\": [\\n { \\\"vcpus\\\": 1 },\\n { \\\"class\\\": \\\"standard\\\" }\\n ]\\n }'\\n```\\n\\nEach filter in the `+or` array is its own filter object, and all conditions\\nin it are combined with an \\\"and\\\" operation as they were in the previous example.\\n\\nOther operators are also available. Operators are keys of a Filter JSON\\nobject. Their value must be of the appropriate type, and they are evaluated\\nas described below:\\n\\n| OPERATOR | TYPE | DESCRIPTION |\\n|----------|--------|-----------------------------------|\\n| +and | array | All conditions must be true. |\\n| +or | array | One condition must be true. |\\n| +gt | number | Value must be greater than number. |\\n| +gte | number | Value must be greater than or equal to number. |\\n| +lt | number | Value must be less than number. |\\n| +lte | number | Value must be less than or equal to number. |\\n| +contains | string | Given string must be in the value. |\\n| +neq | string | Does not equal the value. |\\n| +order_by | string | Attribute to order the results by - must be filterable. |\\n| +order | string | Either \\\"asc\\\" or \\\"desc\\\". Defaults to \\\"asc\\\". Requires `+order_by`. |\\n\\nFor example, filtering for [Linode Types](/docs/api/linode-types/)\\nthat offer memory equal to or higher than 61440:\\n\\n```Shell\\ncurl \\\"https://api.linode.com/v4/linode/types\\\" \\\\\\n -H '\\n X-Filter: {\\n \\\"memory\\\": {\\n \\\"+gte\\\": 61440\\n }\\n }'\\n```\\n\\nYou can combine and nest operators to construct arbitrarily-complex queries.\\nFor example, give me all [Linode Types](/docs/api/linode-types/)\\nwhich are either `standard` or `highmem` class, or\\nhave between 12 and 20 vcpus:\\n\\n```Shell\\ncurl \\\"https://api.linode.com/v4/linode/types\\\" \\\\\\n -H '\\n X-Filter: {\\n \\\"+or\\\": [\\n {\\n \\\"+or\\\": [\\n {\\n \\\"class\\\": \\\"standard\\\"\\n },\\n {\\n \\\"class\\\": \\\"highmem\\\"\\n }\\n ]\\n },\\n {\\n \\\"+and\\\": [\\n {\\n \\\"vcpus\\\": {\\n \\\"+gte\\\": 12\\n }\\n },\\n {\\n \\\"vcpus\\\": {\\n \\\"+lte\\\": 20\\n }\\n }\\n ]\\n }\\n ]\\n }'\\n```\\n\\n## Rate Limiting\\n\\nWith the Linode API, you can make up to 1,600 general API requests every two minutes per user as\\ndetermined by IP adddress or by OAuth token. Additionally, there are endpoint specfic limits defined below.\\n\\n**Note:** There may be rate limiting applied at other levels outside of the API, for example, at the load balancer.\\n\\n`/stats` endpoints have their own dedicated limits of 100 requests per minute per user.\\nThese endpoints are:\\n\\n* [View Linode Statistics](/docs/api/linode-instances/#linode-statistics-view)\\n* [View Linode Statistics (year/month)](/docs/api/linode-instances/#statistics-yearmonth-view)\\n* [View NodeBalancer Statistics](/docs/api/nodebalancers/#nodebalancer-statistics-view)\\n* [List Managed Stats](/docs/api/managed/#managed-stats-list)\\n\\nObject Storage endpoints have a dedicated limit of 750 requests per second per user.\\nThe Object Storage endpoints are:\\n\\n* [Object Storage Endpoints](/docs/api/object-storage/)\\n\\nOpening Support Tickets has a dedicated limit of 2 requests per minute per user.\\nThat endpoint is:\\n\\n* [Open Support Ticket](/docs/api/support/#support-ticket-open)\\n\\nAccepting Service Transfers has a dedicated limit of 2 requests per minute per user.\\nThat endpoint is:\\n\\n* [Service Transfer Accept](/docs/api/account/#service-transfer-accept)\\n\\n## CLI (Command Line Interface)\\n\\nThe Linode CLI allows you to easily\\nwork with the API using intuitive and simple syntax. It requires a\\n[Personal Access Token](/docs/api/#personal-access-token)\\nfor authentication, and gives you access to all of the features and functionality\\nof the Linode API that are documented here with CLI examples.\\n\\nEndpoints that do not have CLI examples are currently unavailable through the CLI, but\\ncan be accessed via other methods such as Shell commands and other third-party applications.\\n\",\"title\":\"Linode API\",\"version\":\"4.97.2\",\"x-apisguru-categories\":[\"cloud\"],\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://developers.linode.com/api/docs/v4/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"linode.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/linode.com/4.97.2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/linode.com/4.97.2/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"linuxfoundation.org:reimbursement\",\"value\":{\"added\":\"2021-06-07T19:50:26.921Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-06-07T19:50:26.921Z\",\"info\":{\"title\":\"Reimbursements API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_linuxfoundation.org_wp-content_uploads_lf_yoast.jpg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api-gw.dev.platform.linuxfoundation.org/reimbursement-service/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"linuxfoundation.org\",\"x-serviceName\":\"reimbursement\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/linuxfoundation.org/reimbursement/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/linuxfoundation.org/reimbursement/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"listennotes.com\",\"value\":{\"added\":\"2019-06-12T08:54:53.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2019-06-12T08:54:53.000Z\",\"info\":{\"contact\":{\"email\":\"hello@listennotes.com\",\"name\":\"Listen Notes\",\"url\":\"https://www.listennotes.com/api/\",\"x-twitter\":\"listennotes\"},\"description\":\"Simple & no-nonsense podcast search & directory API. Search all podcasts and episodes by people, places, or topics.\\n\",\"termsOfService\":\"https://www.listennotes.com/api/terms/\",\"title\":\"Listen API: Podcast Search & Directory API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"entertainment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_listennotes_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://listen-api.listennotes.com/api/v2/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"listennotes.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/listennotes.com/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/listennotes.com/2.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"logoraisr.com\",\"value\":{\"added\":\"2020-03-23T13:44:14.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2020-03-23T13:44:14.000Z\",\"info\":{\"contact\":{\"email\":\"support@logoraisr.com\",\"url\":\"https://logoraisr.com\"},\"description\":\"

Dig into our logoraisr API reference documentation. We also offer an OpenAPI specification to allow easy integration into your systems. You can download the json file by clicking on the download button.


OpenAPI 2.0 Validation Status

\",\"termsOfService\":\"https://logoraisr.com/terms-conditions\",\"title\":\"API docs | logoraisr.com\",\"version\":\"v1\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_logoraisr.com_assets_images_content_logo_docs.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.logoraisr.com/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"logoraisr.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/logoraisr.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/logoraisr.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"loket.nl\",\"value\":{\"added\":\"2021-02-19T14:46:59.470Z\",\"preferred\":\"V2\",\"versions\":[{\"key\":\"V2\",\"value\":{\"added\":\"2021-02-19T14:46:59.470Z\",\"info\":{\"description\":\"**Is this your first time here? Please check out our [introduction to Loket (API)](./Introduction)**\\n\\n**The initial loading time of this developer portal may be very long due to the large number of endpoints designs being rendered when loading the page.\\nWe are looking into an alternative solution but for now please bear in mind.**\\n\\n\\n# General\\nThe Loket.nl API is a RESTful API that exposes the data and features of the Loket.nl platform.\\nThe API accepts and returns JSON and can only be accessed by registered users.\\nThis documentation describes version 2 of the API.\\n\\n\\nAre you looking to partner up and start building an integration based on the Loket RESTful API? Please check out the steps for partners on our [website](https://www.loket.nl/koppelingen/koppelen-met-loket/) .\\n\\nHave you received your client and user credentials from us? Check out the following Postman collection to help you start making your first API calls on our test environment. We would recommend to install the Postman desktop app.\\n\\n[![Run in Postman](https://run.pstmn.io/button.svg)](https://app.getpostman.com/run-collection/7ceb21545855cfff58f3#?env%5BLoket.nl%20Test%20Environment%5D=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)\\n\\nDo you want to contact us with any further questions or remarks regarding the Loket RESTful API? Please send an email to api@loket.nl, and we will get back to you.\\n\\n\\n## Environments\\nThe Loket.nl API has two different environments.\\nThe first environment is the \\\"test\\\" environment which is used during development and returns test data.\\nThe second environment is the production environment which is to be used exclusively by approved applications.\\nBoth environments have their own URLs.\\n* The test environment can be accessed at https://api.loket-test.nl/v2/ \\n* The production environment can be accessed at https://api.loket.nl/v2/\\n\\n## OpenAPI documentation\\nThe endpoints are defined using the [OpenAPI 3.0 specification](https://github.com/OAI/OpenAPI-Specification),\\nan industry-wide recognized standard for describing REST API's.\\n\\n__Please note:__ the endpoint documentation in this portal is not designed to be fully compatible with any automatic code generation tools.\\n\\n## Change policy\\nOver the course of time the API, and policies regarding the API can and will change. These changes are subject to the following guidelines.\\n\\n\\nThe following states hold true for the change policy for this API.\\n\\n* Loket.nl may sometimes introduce changes to the API and policies without advance notice. \\n* Loket.nl will try to inform users of any (breaking) change in advance.\\n* Loket.nl will not be liable to you or any third party for such modifications or any adverse effects resulting from such modifications.\\n* Loket.nl will try to avoid breaking changes as much as possible.\\n\\n## Notification periods\\nIn regard to changes Loket.nl will strive to adhere to the following notification periods per type of change.\\nDue to our versioning strategy at resource level this API has the possibility to run multiple versions of the same resource at one time.\\nThis allows for a window in which both the old and new version are available.\\nAllowing for a gradual move to the new version. \\n\\n| Type of change | Notification period | Support period old version |\\n|------------------|---------------|---------------|\\n| Non breaking change | 2 weeks | no new version |\\n| Breaking change | 2 weeks | 6 months |\\n| Critical | Due to the nature of these changes we might not be able to follow the normal procedure for change managment | depends on the severity of the issue | \\n\\n\\nWe define a __non breaking__ change as follows. Any change to the API that does not cause failures in the applications that consume that API.\\n * Introducing a new optional field to an existing resource\\n * Introducing a new endpoint\\n * Introducing a new operation (GET/PUT/POST/PATCH/DELETE)\\n * Introducing a new optional parameter to an endpoint\\n * Introducing a new version for a resource\\n\\nWe define a __breaking change__ as follows. any change to an API that could potentially cause failures in the applications that consume that API.\\n * Changing an existing JSON element (name, datatype, pattern, min/max length etc)\\n * Removing a JSON element, endpoint, operation or parameter\\n * Introducing a required JSON element\\n * Introducing a required parameter to an endpoint\\n * Passing the `obsoleteDate` of a version for a resource\\n\\n## Versioning\\nThe Loket API uses two types of versioning. API versioning and resource versioning. \\n\\n\\n__API versioning__\\n\\nAPI versioning is done via the path where after the domain URL (api.loket.nl) the path starts with the API version. The current version of the API is V2.\\nThe API version is expected to change rarely as resource versioning is available to tackle most issues that need versioning.\\n\\n\\n__Resource versioning__\\n\\nEvery __JSON__ resource in the API is versioned via the Accept header.\\nAllowing users of the API to influence what version is returned by setting the __mandatory__ accept header.\\nThe Accept header of request should have a value like `application/json;version=2018-01-01`. \\nHere, the second part of the header is used to refer to a specific version of the resource (2018-01-01).\\nWhen calling the API it is possible to supply other dates rather than the exact resources version(s). \\nThe businesslogic will select the version that is ON or BEFORE the given date.\\n\\n\\n__For example:__ let's say there are two versions of a resource.\\nThese are 2018-01-01 and 2018-09-01. When calling the API you supply `application/json;version=2018-08-01`,\\nin that case the API will use the version 2018-01-01 as its the nearest version in the past. \\n\\n\\nA response returns what `resourceVersion` was used and the 'obsoleteDate' of that version (in most cases this is NULL).\\nThe `obsoleteDate` indicates when the resources version will no longer be available via the API.\\nWith the introduction of a new version of a resource the `obsoleteDate` for the old version will be set to 6 months after the introduction of the new resource. \\nAllowing consumers of the resource 6 months to incorporate the change. Failure to do so will likely lead to failure in the implementation.\\n\\nIn this developer portal you can find the service contracts for each, active, version of a resource.\\nIf, only if, there are multiple versions of a resource you can select the corresponding schema at that resource.\\n\\n## Changelog\\nThe changelog for this API can be found [here](/Changelog).\\n\\nWe strongly advise every user ofthe Loket REST API the subscribe to the email feed. Please check out the link on the changelog page.\\n\\n\\n## Legal notices\\nYour use and access to the API is expressly conditioned on your compliance with the policies and restrictions related to the API. \\nIf Loket.nl believes that you have or attempted to violate any term, condition, or the spirit of these policies or agreements, your right to access and use the API may be temporarily or permanently revoked. \\n\\n# Authentication\\nAuthorization in the Loket API is based on the industry-standard OAuth 2.0 protocol. For general information on OAuth 2.0 we kindly refer to the publicly-available documentation, https://oauth.net/2/ \\n\\n\\nAn authorized user is required to call the Loket API.\\n\\n__Note:__ This is an SSL-only API.\\n\\n__Note:__ Only TLS 1.2 is supported.\\n\\n| Environment | TokenUrl | \\n| -------------------- | -------------------------------- | \\n| Test | https://oauth.loket-test.nl/token |\\n| Production | https://oauth.loket.nl/token | \\n\\nThe following OAuth 2.0 flows are supported\\n\\n* Authorization Code flow (standard)\\n* Refresh Token flow (extension on the Authorization Code Flow)\\n* SSO flow (single sign-on)\\n* Password flow\\n\\n## Authorization code flow\\nFor most clients only the authorization_code (and thus refresh_token) will be supported. \\nPassword grant type is not available for an external client.\\n\\nPlease click the link below to see documentation on implementing the authorization code flow by external clients.\\n\\n__[Documentation on implementing the OAuth 2.0 authorization code flow](./OauthCode)__\\n\\n## Refresh token flow\\nAfter the authorization code flow yields a refresh token the refresh_token grant can be used to obtain an access/bearer token.\\nThe expire time of the access/bearer is also returned in the response please take this into account.\\nWith the refresh token flow the two factor step will be skipped.\\n\\n_Refresh token request example:_\\n```\\nPOST /token \\ngrant_type=refresh_token&refresh_token={RefreshToken123}&client_Id={Client123}&client_secret={Secret123}\\n```\\n\\n_Refresh token response example:_\\n```json\\n{\\n \\\"access_token\\\": \\\"JESJDhMBy0NPTM9SiXmYAzW45clOiQ5wSyDq3VWluguGNoKym4WPSiJoTDx67TQ\\\",\\n \\\"token_type\\\": \\\"bearer\\\",\\n \\\"expires_in\\\": 3599,\\n \\\"refresh_token\\\": \\\"nGJtF6j6SeQbHAg\\\",\\n \\\"two_factor_state\\\": \\\"None\\\"\\n}\\n```\\n## SSO flow\\nThe SSO (single sign-on) flow is based on OAuth 2.0 and requires the authorization flow to be completed.\\n\\n__For more information see:__ [Documentation on OAuth 2.0 SSO flow (for allowed clients)](./OauthSSO)\\n\\n\\n__Please note:__ Among other things, it is possible to set up an SSO flow with both Loket en Werknemerloket.\\n\\n\\n## Password flow\\nThe password flow is typically NOT enabled for external clients. Only by exception will the password flow be enabled for security (and practical) reasons.\\n\\n_Password token request examples:_\\n\\n```\\nPOST /token \\ngrant_type=password&username={UserName123}&password={Password123}&client_Id={Client123}&client_secret={Secret123}\\n```\\nWhether client_secret is required is dependent on the configuration of the client.\\n\\n# Authorization\\nIn this section we explain how the API authorization service determines if a request is authorized or not.\\n\\n## The authorization entities\\n\\n| Entity | Description |\\n| ----|----|\\n| Client | Loket.nl used the client as an additional authorisation entity. By linking clients to activities clients can only perform those activities they are linked to. |\\n| User | Is linked to a client (by performing the authorization code flow) and to a set of rechten (configuration in loket.nl)|\\n| Module (product) | Enables certain functionality for the provider/employer. Modules can be enabled and disabled on both provider and employer level.|\\n| Role | Influences if certain \\\"rechten\\\" are available to the users with said role. It can also influence the scope of the data returned. For example: the API will deny an \\\"afdelings manager\\\" access to employee's that are not in the \\\"afdeling\\\" (department) that user is manager of|\\n| Activity | Every action in the API has its own activity. Using the Open API 3.0 standard these activity names are incorporated in the documentation using the `operationId` and in most cases are named in the description of an endpoint.|\\n| Rights (rechten) | Represent a group of activities.|\\n\\n## The authorization process\\nThis flow assumes that both user and client are correctly configured and have access to the API. \\n\\n1. Does the client have access to the activity?\\n2. Does the user have access to the activity (through \\\"recht\\\")?\\n3. Does the role have access to the activity (through \\\"recht\\\")?\\n4. Does the provider/employer have the required module enabled for the activity?\\n5. Does the user have access to the specified entity/ID?\\n\\nIf the answer to all the questions above is yes then the request is authorized otherwise the request is denied with a HTTP status code 403 (Forbidden).\\nSee the simplified authorization flow in the figure below.\\n\\n__Side note:__ users are linked to rechten and clients are linked to activities. This leaves room for discrepancies.\\nWhere a client cannot perform the activity because the client is not authorized to call that activity even though the user does have the \\\"recht\\\" granting access to the activity.\\n\\n![Loket authorization flow](../Authorization_flow_extern.png)\\n\\n## Which users can use the API\\nIn almost all use-cases a Loket user should meet the following requirements to successfully setup an integration with that user.\\n\\n* The user must be a normal Loket user (so NOT a webservice user)\\n* The user must be active (not blocked)\\n* The user must have access to an employer \\n * For provider users this is done by assigning the user to the appropriate Team(s)\\n * For employer users this is done by creating a user for or linking the user to the appropriate employer(s)\\n* The user must have all appropriate rights\\n * For provider users this is done by assigning appropriate rights via Team (or alternatively, directly to the user)\\n * For employer users this is done by assigning appropriate rights to the user on employer level\\n\\n\\nHow to setup an integration is described in the [Authentication](../#section/Authentication) section.\\n\\n\\n__Side notes:__ \\n* A user can have access to multiple employers with different rights per employer.\\n* Please note that users set up to use the SOAP webservices (webservicegebruikers) are in no way suited to perform calls to the RESTful API, these require entirely different user set-ups.\\n* User management on production is typically done by the provider (i.e. the accountant) and sometimes the employer. This is NOT something Loket.nl itself can do.\\n\\n# Data\\n\\n## Data types\\nThe Loket.nl API accepts and returns JSON.\\nComform the [OpenAPI 3.0 specification](https://github.com/OAI/OpenAPI-Specification) the following data types are supported:\\n* string\\n* number (point is used to separate the integer part from the fractional part of a number)\\n* integer (from OpenAPI)\\n* object\\n* array\\n* boolean\\n\\nFor most of these types, further specifications can be found in the `format` and `pattern` specifications in the service contract. \\nFor example a `format: date` added to a string field indicates a valid date must be supplied.\\n\\n## Metadata\\nFields of the type 'metadata' are fields for which the possible values can be acquired via the metadata endpoint of the resource.\\n\\nThe metedata can be obtained by appending /metadata to the current endpoint.\\nUsing the GET verb the endpoint will return a JSON output with \\\"all\\\" the metadata for the given resource.\\nIn some cases multiple requests are needed to obtain all the metadata required, an exmple is given below.\\nTypically different metadata endpoints are availalbe for the POST and the PUT endpoint.\\n\\n\\nIf metadata endpoints are avaible for a given endpoint/resource is mentioned in the description of that endpoint.\\n\\n### Example response\\n```json\\n{[\\n {\\n \\\"field\\\": \\\"gender\\\"\\n options: [\\n {\\n \\\"key\\\": 1,\\n \\\"value\\\":\\\"Man\\\"\\n }\\n {\\n \\\"key\\\": 2,\\n \\\"value\\\":\\\"Vrouw\\\"\\n }\\n ]\\n },\\n {\\n \\\"field\\\": \\\"country\\\"\\n options: [\\n {\\n \\\"isoCode\\\":\\\"NL\\\",\\n \\\"key\\\": 530,\\n \\\"value\\\":\\\"Nederland\\\"\\n }\\n {\\n \\\"isoCode\\\":\\\"BE\\\",\\n \\\"key\\\": 540,\\n \\\"value\\\":\\\"België\\\"\\n }\\n ]\\n }\\n\\n]}\\n\\n```\\n\\n\\n### Example urls\\n\\n__Acquiring metadata for a POST Wage__\\n```\\n/v2/providers/employers/employees/employments/{employmentId}/wages/metadata\\n```\\n\\n\\n__Acquiring metadata for a PUT employee__\\n```\\n/v2/providers/employers/employees/{employeeId}/metadata\\n```\\n\\n__Multiple requests to get all the metadata__\\n\\nIn some cases there are metadata fields dependant on the selected value off another metadata field.\\nSuch is the case when adding a new concept employee. This is done in the employer context while several of the metadata fields are dependant on the payrollAdministration context.\\n\\n\\n__For example:__\\n\\n__Request 1__, first of a normal metadata request is performed. The response for this request will contain a list of payrolladministration for the given employer.\\n```\\n/v2/providers/employers/b869ded6-0659-4d8d-9a8a-f9e22425ec9c/jobapplicant/metadata\\n```\\n\\n__Request 2__, when a payrolladministration is selected perform a second request to acquire the payrolladministration specific metadata.\\n```\\n/v2/providers/employers/jobapplicant/metadata/payrolladministration/54369214-14a1-41ab-892a-ea8438e34d6f\\n```\\n\\n__Request 3__, if a `payScale` is selected perform a third request to acquire the `payGrade` for that `payScale`.\\n```\\n/v2/providers/employers/jobapplicant/metadata/salaryScaleType/54369214-14a1-41ab-892a-ea8438e34d6f\\n```\\n\\n### Types of metadata\\nWe diferentiate between two types of metadata.\\n\\n1. Generic metadata field. The possible values for these fields are the same for every object no matter the provider, employer or employee etc. \\nExamples are: country, gender and nationality.\\n2. Context specific metadata field. Examples of contexts are employer, payroll administration, provider and Loket.nl.\\nIn most cases the possible values for these field are resources in themselves and can be managed via the API. \\nIf a metadata field is context specific the context is given in the description of the field. \\nExamples are: function, department and leaveType.\\n\\n\\n__Note:__ some context specific metadata field can have multiple contexts. \\n\\nFor example: it is possible to define an export set in the provider context. \\nMaking that export set available for all payroll administrations linked to the provider. \\nIt is also possible to add an export set in the payroll administration context. That export set is only available to that payroll administration.\\nWhen requesting the metadata of export set the user will be presented with a combined list of the provider and payroll administration export sets.\\n\\n## Default values\\nMany fields in the API have a default value. \\nIn order to assist our API users to adhere to these defaults when creating a record (POST) we provide `/defaults` endpoints.\\n\\n* An object returned by the `defaults`endpoint resembles a fully expanded GET-object of that resource. The only case when a part of the object is NOT fully expanded is for a metaData-object that does not have a default value (for example '\\\"gender\\\":NULL'). \\n * Whether an object within the resource is of the type metaData is indicated in the service contracts of that resource.\\n* Context is determined by the GUID given in the Path. Examples are employer, payroll administration, employee and employment.\\n* A scope is sometimes required to determine the defaults values. A scope could be a date by which Loket.nl can determine what default was active on that date. \\n The scope can be set by supplying additional paraments in the request. If a scope is required but none is given the currently active or last know value is returned.\\n* The fields with no default will be set to null (even if the field is normally non-nullable).\\n* Because the GET-object is returned the readonly fields are also returned.\\n\\n\\n\\n__An example endpoint would be:__\\n\\n```\\n/v2/providers/employers/employees/employments/{employmentId}/payrollperioddata/defaults\\n```\\n\\n__resulting in the following output:__\\n\\n```json\\n{\\n \\\"payrollPeriod\\\": null,\\n \\\"shift\\\": {\\n \\\"shiftNumber\\\": 1\\n },\\n \\\"payslipType\\\": {\\n \\\"key\\\": 2\\n },\\n \\\"payslipText\\\": null,\\n \\\"distributionUnit\\\": {\\n \\\"key\\\": \\\"b14acd0d-75d7-4fc8-8b22-4a3924585cab\\\"\\n },\\n \\\"costCenter\\\": {\\n \\\"key\\\": 2\\n },\\n \\\"costUnit\\\": {\\n \\\"key\\\": 2\\n },\\n \\\"payrollComponents\\\": []\\n}\\n```\\n\\n__Note: Defaults endpoints are not yet generically available. If a Defaults endpoint exists this will be explicitly stated at that specific resource.__\\n\\n## Date chains\\nFor most of the resources with a startDate and endDate a chain is maintained. Chain meaning that no records can overlap in time.\\nLoket.nl has two types of chains.\\n\\n\\n1) __Broken chain:__ It is posible for gaps te exist between the records. It is also posible to add new records in between or before existing records aslong as no overlap occures.\\n\\n2) __Linked chain:__ No gaps between records are allowed. Its only posible to add new records to the end of the chain resulting in the closing of the reviouse record with the start date -1 as end date.\\n\\n__Note:__ Chains are sometimes maintained with an additional context. For example, For `benefits and deductions` the broken chain is maintained per `payrollComponent`. \\nIt is possible to have multiple active records for different `payrollComponent` never two active records for the same `payrollComponent`. \\n\\n## Custom export\\nFor some GET (list) endpoints the API supports exporting (part of) the output JSON as a XML/CSV file. This is done by setting the `X-ReportInput` and `Accept` header.\\n\\nThe `Accept` header supports the following 2 options:\\n* CSV (text/csv;version=yyyy-MM-dd)\\n* excel (application/vnd.openxmlformats-officedocument.spreadsheetml.sheet;version=yyyy-MM-dd)\\n\\n\\nThe `X-ReportInput` is a custom header that requires a JSON object with the following structure as input.\\n\\nThe filename without extension for the report 'FileNameWithoutExtension'\\nArray of objects 'fields' with 2 fields:\\n1. fieldName --> A Xpath reference to the field to be included in the export\\n2. reportColumnName --> The column name for the field\\n\\n__Example `X-ReportInput`:__\\n```json\\n{\\n\\\"fileNameWithoutExtension\\\":\\\"MyExport\\\",\\n\\\"fields\\\":\\n [\\n {\\n \\\"fieldName\\\": \\\"personalDetails.initials\\\",\\n \\\"reportColumnName\\\": \\\"Initials\\\"\\n },\\n {\\n \\\"fieldName\\\": \\\"personalDetails.firstName\\\",\\n \\\"reportColumnName\\\": \\\"First Name\\\"\\n },\\n {\\n \\\"fieldName\\\": \\\"personalDetails.lastName\\\",\\n \\\"reportColumnName\\\": \\\"Last Name\\\"\\n }\\n ]\\n}\\n```\\n__Example request:__\\n```CURL\\ncurl \\n--location \\n--request GET 'https://api.loket.nl/v2/providers/employers/155c8440-8ff6-4776-98db-5d2243a073e3/employees?orderby=employeeNumber' \\\\\\n--header 'Content-Type: application/json' \\\\\\n--header 'Accept: text/csv;version=2020-08-18' \\\\\\n--header 'X-ReportInput: {\\\"FileNameWithoutExtension\\\":\\\"MyExport\\\",\\\"Fields\\\":[{\\\"fieldName\\\":\\\"personalDetails.initials\\\",\\\"reportColumnName\\\":\\\"Initials\\\"},{\\\"fieldName\\\":\\\"personalDetails.firstName\\\",\\\"reportColumnName\\\":\\\"First name\\\"},{\\\"fieldName\\\":\\\"personalDetails.lastName\\\",\\\"reportColumnName\\\":\\\"Last name\\\"}]}' \\\\--header 'Authorization: Bearer ZKoiC_g_NfYA3v0' \\\\\\n```\\n\\n\\n# Request\\nA request to the Loket.nl API consists of several components.\\nEach of these components are discussed in this section.\\n\\n## Base URL\\nThe API can be accessed at [https://api.loket.nl](https://api.loket.nl).\\n The version of the API is specified in the URL. The current version of the Loket.nl API is version 2. To access version 2 of the API, one simply appends `v2` to the base URL. The full base URL of the API is therefore [https://api.loket.nl/v2](https://api.loket.nl/v2).\\n\\n## Endpoints\\nThe endpoints defined in the OpenAPI definition of the Loket.nl API are appended to the base URL. For example, the endpoint `/providers/employers/{employerId}/employees` can be accessed at [https://api.loket.nl/v2/providers/employers/{employerId}/employees](https://api.loket.nl/v2/providers/employers/{employerId}/employees).\\n\\n## Path parameters\\n\\nMost endpoints require path parameter(s) in order to specify the context of the request. For example, the endpoint `/providers/employers/{employerId}/employees` contains the `employerId` path parameter. A path parameter is a unique identifier that identifies a specific resource, in this case an employer.\\n\\n## Pagination\\n\\nThe API supports two query parameters to control the pagination of the results: `pageNumber` and `pageSize`. Both of these query parameters only apply to endpoints that return lists of entities.\\n\\nThe `pageNumber` query parameter specifies which page of the collection to return. By default `pageNumber` is set to 1 which returns the first page of the collection. Note: the pageNumber refers to the page (with a given number of entities), NOT to a specific entity within a page!\\n\\nThe `pageSize` query parameter influences the number of entities per page. By default `pageSize` is set to 250. Note that this default may change in the future. It is not recommended to depend on this default when developing for the Loket.nl API.\\n\\nExamples:\\n\\n* ```?pageNumber=2``` to return the second page\\n* ```?pageSize=2``` to set the page size to two\\n\\n## Filtering\\n\\nThe API supports output filtering via the querystring parameter `filter`.\\n\\nFiltering is possible on all fields of the following datatypes:\\n\\n* string\\n* integer\\n* boolean\\n* date-time\\n* decimals\\n\\nThe following operators are available:\\n\\n| Operator | Description | Example |\\n| -------------------- | --------------------- | ------------------------------- |\\n| Comparison Operators | | |\\n| eq | Equal | `city eq 'Redmond'` |\\n| ne | Not equal | `city ne 'London'` |\\n| lk | Like | `city lk 'Lond'` |\\n| gt | Greater than | `price gt 20` |\\n| ge | Greater than or equal | `price ge 10` |\\n| lt | Less than | `price lt 20` |\\n| le | Less than or equal | `price le 100` |\\n| Logical Operators | | |\\n| and | Logical and | `price le 200 and price gt 3.5` |\\n| or | Logical or | `price le 3.5 or price gt 200` |\\n\\nBoth field names and values are case insensitive. It is possible to filter on nested fields by adding the parent object before the field with a '.' to separate them.\\nDo remember to URL encode the filter parameters.\\n\\n### Examples\\n\\nAll employments with a cancellation periode in months (the value 4 corresponds to months time unit).\\n\\n```\\n\\n/v2/providers/employers/{{employerId}}/employees/employments?filter=cancellationPeriodTimeUnit.key eq 4\\n\\n```\\n\\nAll employments with no endDate.s\\n\\n```\\n\\n/v2/providers/employers/{{employerId}}/employees/employments?filter=enddate eq null\\n\\n```\\n\\n\\nAll employments with an end date less or equal to 2017-01-01\\n\\n```\\n\\n/v2/providers/employers/{{employerId}}/employees/employments?filter=enddate le '2017-01-01'\\n\\n```\\n\\nAll employees with a employee number greater or equal 1 and less or equal 5\\n\\n```\\n\\n/v2/providers/employers/{{employerId}}/employees?filter=employeeNumber ge 1 and employeeNumber le 5\\n\\n```\\n\\n## Ordering\\n\\nAll Loket.nl API resources support ordering of the elements in the response on a specific field. \\nAll fields can be used in ordering. \\nThe list can be ordered in ascending or descending order, with ascending being the default one. Ordering on multiple fields is also by using a ',' as a separator.\\n\\n### Examples\\n\\nOrder employers by company name ascending\\n\\n```\\n\\n/v2/providers/employers?orderBy=companyName\\n\\n```\\n\\nOrder employers by company name descending\\n\\n```\\n\\n/v2/providers/employers?orderBy=-companyName\\n\\n```\\n\\nOrder employers by company name descending then by house number ascending\\n\\n```\\n\\n/v2/providers/employers?orderBy=-companyName,address.houseNumber\\n\\n```\\n\\n## Headers\\n\\nIn order to access the endpoints of the Loket.nl API, at least two request headers need to be set. \\n\\n\\n__1)__ the `Authorization` header is required in order to authorize the API call. \\nThe value of this header is the word Bearer followed by a space and the access token acquired from the `/token` endpoint. \\nFor example, if the acquired access token is `AbCdEf123456`, the value of the `Authorization` headers would be:\\n\\n```\\nAuthorization: Bearer v69uloc3wcEFLePw2unot0FfAJfBocrvSwsrCo75JLUG7aE54zqSUnU\\n```\\n\\n__2)__ The second header that is required for proper usage of the API, is the `Accept` header.\\nThis header is used for the resource versioning feature and is therefore crucial for making sure the response remains the same when new resource versions are introduced.\\nThe value of the `Accept` header differs per endpoint is defined in the OpenAPI documentation of the endpoints.\\n\\n```\\nAccept: application/json;version=2018-01-01\\n```\\n\\n__3)__ In case of a PUT and sometimes a PATCH a third header is optional the if-match header. This header is used for concurrency control.\\nEven though the header is optional we advise using this header on every PUT(PATCH) to ensure not losing data. \\n\\n```\\nif-Match: aslkhas987da09s8udasd09a\\n```\\n\\n# Response\\n\\nIn addition to the responses defined in the OpenAPI documentation, the Loket.nl API also provides additional fields that give more information about\\nthe response and the entities requested. This section will explain the full response given by the Loket.nl API by examining the example response below.\\n\\n\\nExample 400 response\\n\\n\\n```json\\n\\n{\\n \\\"version\\\": {\\n \\\"obsoleteDate\\\": null,\\n \\\"versionNumber\\\": \\\"2018-01-01,\\n },\\n \\\"messages\\\": [\\n {\\n \\\"code\\\": 83,\\n \\\"id\\\": null,\\n \\\"type\\\": \\\"BrokenBusinessRule\\\",\\n \\\"description\\\": \\\"[field] has an invalid length\\\",\\n \\\"properties\\\": []\\n }\\n ],\\n \\\"_embedded\\\": []\\n}\\n\\n```\\n\\n\\nExample 200 response\\n\\n```json\\n\\n {\\n \\\"totalSize\\\": 1,\\n \\\"pageSize\\\": 250,\\n \\\"totalPages\\\": 1,\\n \\\"currentPage\\\": 1,\\n \\\"version\\\": {\\n \\\"obsoleteDate\\\": null,\\n \\\"resourceVersion\\\": \\\"2018-01-01\\\"\\n },\\n \\\"messages\\\": [],\\n \\\"content\\\": {\\n \\\"id\\\": \\\"2b4c119c-527c-4cbb-a5b2-f3a11e4b76cx\\\",\\n ...\\n }\\n }\\n\\n```\\n\\n## Paging\\n* `totalSize` has an integer value indicating the total number of entities irrespective of the page size.\\n\\n* `pageSize` has an integer value indicating the maximum number of entities returned per page. The page size can be influenced by setting the `pageSize` query parameter. See the section Query Parameters for more information.\\n\\n* `totalPages` has an integer value indicating the number of pages the requested collection holds given the specific pagesize.\\n\\n* `currentPage` has an integer value indicating the current page number. The current page number can be influenced by setting the `pageNumber` query parameter. See the section Query Parameters for more information.\\n\\n## Version\\nThe `version` object provides information regarding the resource version of the entity requested.\\n\\n * `obsoleteDate` contains the date of discontinuation for the requested resource version. The value of this field can be `null` indicating that the requested resource version is not planned to be obsoleted at the time of the request.\\n\\n * `resourceVersion` shows the version of the requested entity. The resource version can be influenced by setting the `Accept` header.\\n\\n## Messages\\nThe `messages` field contains a list of message objects related to the request made. Any warnings and errors will be communicated in this list of messages\\n\\n * `type` has a string value indicating the type of message. At this time the Loket.nl API supports five types of messages: `BrokenBusinessRule`, `Warning`, `Exception`, `ConcurrencyViolation` and `NotFound` .\\n \\n * `description` has a string value that describes the message that has occurred.\\n\\n * `code` is an identifying code for the message. Please note that this code may change in the future. See the documentation portal for possible message codes for an endpoint.\\n\\n * `id` relates the message to a specific entity in the reponse list. For example, in cases where a warning occurs for one of the entities in a list, the value of this field can be used to identify to which entity the warning applies. Currently implemented for endpoints where a multi-patch is performed (multiple actions are performed within one call) for example updating the status of one or more leaveRequests. \\n \\n * `properties` an array that can contain additional information regarding the message. Currently not yet fully implemented.\\n\\n* `_embedded` contains the list of entities as defined for each endpoint in the OpenAPI documentation. Please refer to that documentation for the contents of the `_embedded` field for each endpoint. For endpoints that return only one entity (detail endpoints) the `_embedded` field is replaced with a `content` field. The content of this field can also be found in the documentation for each endpoint.\\n\\n## Headers\\n* `etag` header is returned with every GET of a detail (single resource). This header is used for concurrency controle\\n* `Expires` header is returned with every response to indicate how long a response can be cached\\n* `Content-Disposition` header is used in case of downloads to provide a file name\\n\\n## HTTP status codes\\n\\nThe Loket.nl API supports the following http status codes.\\n\\n| Code | Is returned when |\\n|------------------|---------------|\\n| 200 | The request to GET, PUT, PATCH or DELETE and object was recived and processed succesfully. The response might still contain messages of the type warning. |\\n| 201 | The request to insert (POST) a new object was recived and processed succesfully. The response might still contain messages of the type warning.|\\n| 400 | The request was received but could not be processed. The reason(s) will be given in the response. The content type of the response may be text/plain for API-level error messages, such as when trying to call the API without SSL otherwise the content will be application/json. |\\n| 401 | The bearer token provided in the authorization header is invalid. Do not retry the request until a new (valid) bearer token is acquired. |\\n| 403 | The user is not authorized to access the resource. The reason will be given in the response. Do not retry the request until the, configuration, issue is resolved. |\\n| 404 | The resource requested was not found/does not exist. |\\n| 409 | The give if-match header in a PUT request no longer represents the current state of the object. Please acquire the current state off the object, via a GET, and resolve the differences then try again. |\\n| 50* | A unforseen error occurred. Please check the request if everything seems te be in order on your side contact the support team. Provide as much information as possible to resolve the issue. |\\n\\nNote: for a limited number of endpoint a so-called multi-patch may be performed (multiple actions within one call). In that case the status code will be 200 if at least on of the actions succeeds, if other any action(s) in that call fail(s) a message will be returned including the given id of that entity.\\n\\n## Caching\\nThe API uses the `Expires` header to indicate how long the item can be reused from the local cache.\\nIn most cases caching is not allowed for resources.\\nExceptions excist, such as pictures like the employer logo and the employee photo, in these cases the cache duration is mentioned in the description of the resource.\\n\",\"title\":\"Loket.nl API\",\"version\":\"V2\",\"x-apisguru-categories\":[\"enterprise\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_developer.loket-test.nl_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.loket.nl/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"loket.nl\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/loket.nl/V2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/loket.nl/V2/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"lotadata.com\",\"value\":{\"added\":\"2017-09-04T13:21:43.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2017-09-04T13:21:43.000Z\",\"info\":{\"description\":\"Access the most exhaustive, accurate and up-to-date collection of global and hyper-local geocoded events and activities across a wide range of categories and genres\",\"title\":\"LotaData\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_664666044754079744_OtP5eqwm_400x400.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developers.lotadata.com/swagger/spec/apiv2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"lotadata.com\"},\"updated\":\"2017-09-04T13:21:43.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lotadata.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lotadata.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"lufthansa.com:partner\",\"value\":{\"added\":\"2017-08-08T12:19:23.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2017-08-08T12:19:23.000Z\",\"info\":{\"description\":\"\",\"license\":{\"name\":\"LH\",\"url\":\"https://developer.lufthansa.com\"},\"title\":\"LH Partner API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"transport\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars2.githubusercontent.com_u_22329684.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/LufthansaOpenAPI/Swagger4Partners/master/LH-OpenAPI-Partners-Swagger2.json\",\"version\":\"3.0\"}],\"x-providerName\":\"lufthansa.com\",\"x-serviceName\":\"partner\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lufthansa.com/partner/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lufthansa.com/partner/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"lufthansa.com:public\",\"value\":{\"added\":\"2017-08-08T12:19:23.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2017-08-08T12:19:23.000Z\",\"info\":{\"description\":\"\",\"license\":{\"name\":\"LH\",\"url\":\"https://developer.lufthansa.com\"},\"title\":\"LH Public API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"transport\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars2.githubusercontent.com_u_22329684.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/LufthansaOpenAPI/Swagger/master/LH_public_API_swagger_2_0.json\",\"version\":\"3.0\"}],\"x-providerName\":\"lufthansa.com\",\"x-serviceName\":\"public\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lufthansa.com/public/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lufthansa.com/public/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"lumminary.com\",\"value\":{\"added\":\"2018-12-31T09:36:01.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-12-31T09:36:01.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"LumminaryDNA\"},\"description\":\"# Introduction\\nThe Lumminary API was built to allow third parties to interact with Lumminary customers and gain access to their genetic data. The Lumminary API is fast, scalable and highly secure. All requests to the Lumminary API take place over SSL, which means all communication of Customer data is encrypted.\\n\\nBefore we dive in, some definitions. This is what we mean by:\\n\\n|Term|Definition|\\n|-----------|-----------|\\n|**Third party**|A third party (also referred to as \\\"partner\\\" or as \\\"you\\\") is a company which offers services and products using genetic data.|\\n|**Lumminary clients**|The Lumminary client (also referred to as \\\"customer\\\") is an individual who has created an account on the Lumminary platform.|\\n|**Lumminary**|This is us - our services including the Lumminary platform, the API, the DNA App Store, the DNA Vault, the \\\"Connect with Lumminary\\\" button, and the website in its totality. |\\n|**CWL**|This is the acronym for the \\\"Connect with Lumminary\\\" button.|\\n|**dataset**|This is the term we use when we refer to a customer's genetic data.|\\n|**Lumminary API**|This is a library/module that you can use to integrate your apps with the Lumminary platform.|\\n|**Lumminary toolkit**|This is a stand alone application which helps you integrate with Lumminary without writing any code or interacting with the Lumminary API.|\\n\\nLet's dive in, now. \\n* [**Overview**](#section/Introduction/Overview)\\n\\n* [**Install Lumminary API Client and Toolkit**](#Install-Lumminary-API-Client-andor-Toolkit)\\n* [**Obtaining credentials**](#Obtaining-credentials)\\n* [**Query customers authorizations**](#Query-customers-authorizations)\\n* [**Query customer genetic data**](#Query-customer-genetic-data)\\n* [**Submit reports**](#Submit-reports)\\n\\n* [**\\\"Connect with Lumminary\\\" button**](#the-connect-with-lumminary-button)\\n\\n* [**API specs**](#tag/Lumminary)\\n\\n## Overview\\n\\nIn order to use Lumminary services, you'll need to install the Lumminary API Client or Toolkit. The Lumminary API Client and Toolkit are available in multiple programming languages, and we also provide a sandbox environment which you can use for integration and tests.\\n\\nThere are a couple of differences between the API Client and the Toolkit. Mainly, it's about the ease of use for integration. The Toolkit is basically a stand-alone application that facilitates the integration with the Lumminary API without the need to modify your already existing code.\\n\\nYou use the Lumminary API Client when you want to integrate it inside your own application. This means it gives you full flexibility regarding the integration into your own workflow.\\n\\nYou use the Lumminary Toolkit for an integration where the Toolkit is placed alongside your own application. You can use the Toolkit from the CLI - for example, to run a cronjob that processes incoming orders. The Toolkit uses the Lumminary API Client.\\n\\n# Install Lumminary API Client and/or Toolkit\\n\\nWe provide the Lumminary API Client and Toolkit in multiple programming languages - default are PHP (minimum version 7.0), Python2.7 and Python3. However, if you need them in another language (Java, Obj-C, JavaScript, C#, Perl, CURL), please contact us.\\n\\n\\n## How to install the Lumminary API Client\\n\\n#### PHP example:\\nThe PHP Lumminary API Client is available at: https://github.com/Lumminary/lumminary-api-client-php\\n\\nIf you are already using [Composer](https://getcomposer.org), you can import the project by adding the following to your `composer.json`\\n```json\\n\\\"repositories\\\": [\\n {\\n \\\"type\\\": \\\"git\\\",\\n \\\"url\\\": \\\"https://github.com/Lumminary/lumminary-api-client-php.git\\\",\\n \\\"reference\\\": \\\"master\\\"\\n }\\n],\\n\\\"require\\\": {\\n \\\"lumminary/api-client-php\\\": \\\"v1.0.6\\\"\\n}\\n```\\n\\nThen run `composer update lumminary/api-client-php`\\n\\n#### Python example:\\n\\nThe Python Lumminary API Client is available at: https://github.com/Lumminary/lumminary-api-client-python\\n\\nTo install directly, run\\n\\n```bash\\npip install git+https://git@github.com/Lumminary/lumminary-api-client-python.git@v1.0.7#egg=lumminary-api-client\\n```\\n\\nOr add the following line in your requirements.txt\\n\\n```bash\\ngit+https://git@github.com/Lumminary/lumminary-api-client-python.git@v1.0.7#egg=lumminary-api-client\\n```\\n\\n## How to install the Lumminary Toolkit\\n\\n#### PHP example:\\nThe PHP Lumminary Toolkit is available at: https://github.com/Lumminary/lumminary-toolkit-php\\n\\nTo install the Lumminary Toolkit, run the following command where 'lumminary-toolkit-directory' is the directory where you want to install the Lumminary Toolkit:\\n\\n`git clone git@github.com:Lumminary/lumminary-toolkit-php.git lumminary-toolkit-directory`\\n\\n#### PYTHON example:\\n\\nThe Python Lumminary Toolkit is available at: https://github.com/Lumminary/lumminary-toolkit-python\\n\\nTo install the Lumminary Toolkit, run the following command where 'lumminary-toolkit-directory' is the directory where you want to install the Lumminary Toolkit:\\n\\n```bash\\ngit clone git@github.com:Lumminary/lumminary-toolkit-python.git lumminary-toolkit-directory\\ncd lumminary-toolkit-directory\\nvirtualenv env\\nsource env/bin/activate\\npip install -r requirements.txt\\n```\\n\\nNote that before running the toolkit, you should have the virtualenv enabled, like so : `source lumminary-toolkit-directory/env/bin/activate`\\n\\n## Toolkit Setup\\n\\nWe recommend to run the Toolkit in a cronjob; at every run it will check for new Authorizations (Orders) and will download them; afterwards it will check for a new reports folder inside the old authorizations, process the reports, and delete the processed Authorizations and Reports from your server. \\n\\nThe first step after you clone the Lumminary Toolkit project for your language is to configure it with your credentials. \\n\\nGo to the Lumminary Toolkit base diretory `cd lumminary-toolkit-directory`. Under the Toolkit directory, you will find a file `config/config_template.json` which has the following structure:\\n\\n```json\\n{\\n \\\"api_key\\\": ,\\n \\\"product_uuid\\\": ,\\n \\\"api_host\\\": \\\"https:\\\\/\\\\/api.lumminary.com\\\\/v1\\\",\\n \\\"output_root\\\": ,\\n \\\"export_handler\\\": ,\\n \\\"product_name\\\": ,\\n \\\"operations\\\": [\\n \\\"pull_datasets\\\",\\n \\\"push_reports\\\"\\n ],\\n \\\"optional\\\": {\\n \\\"dna_data_filename\\\": \\\"dna-data.tsv\\\",\\n \\\"authorization_metadata_filename\\\": \\\"authorization-metadata.json\\\"\\n }\\n}\\n```\\n\\nYou should copy this config `cp config/config_template.json config/my-product1-config.json` then edit it `vim config/my-product1-config.json` to contain the following values:\\n\\n| Config attribute | Example Value | Description |\\n|------------------|------------------------------------|-------------|\\n| api_key | `\\\"TiiU...bqg==\\\"` |Your Lumminary API key.
You can obtain it from the Lumminary Admin |\\n| product_uuid | `\\\"1234-1234-1234-1234\\\"` |Your product UUID. This value can be obtained from the Lumminary Admin |\\n| api_host | `\\\"https:\\\\/\\\\/api.lumminary.com\\\\/v1\\\"` | The API endpoint to use.
For the sandbox environment you can use \\\"https:\\\\/\\\\/sandbox-api.lumminary.com\\\\/v1\\\" |\\n| output_root | `\\\"/var/lumminary-orders/product1/\\\"` | The base directory where the Toolkit places the Authorizations for your Product
The Lumminary Toolkit will *never* overwrite Authorization data or create this directory, to protect from overwrites or typos |\\n| export_handler |`\\\"export_handler_tsv\\\"` | If you have a custom export handler, then your Lumminary contact will provide you with the name of your export handler. |\\n| operations |`[\\\"pull_datasets\\\", \\\"push_reports\\\"]` | These are two optional parameters that define the tasks that the Toolkit should perform. Possible values are:
1. `pull_datasets` - this tells the Toolkit to download the Customer Authorization (Customer details and genetic data)
2. `push_reports` - this tells the Toolkit to push the results to the API; see below for more details|\\n| optional | `{}` | Export handler specific value |\\n\\nAfter updating the config file for your Toolkit, it should look similar to (Note that these are all dummy values) :\\n\\n```json\\n{\\n \\\"api_key\\\": \\\"TiiU...bqg==\\\",\\n \\\"product_uuid\\\": \\\"1234-1234-1234-1234\\\",\\n \\\"api_host\\\": \\\"https:\\\\/\\\\/api.lumminary.com\\\\/v1\\\",\\n \\\"output_root\\\": \\\"\\\\/var\\\\/lumminary-orders\\\\/product1\\\\/\\\",\\n \\\"export_handler\\\": \\\"export_handler_tsv\\\",\\n \\\"product_name\\\": \\\"product 1\\\",\\n \\\"operations\\\": [\\n \\\"pull_datasets\\\",\\n \\\"push_reports\\\"\\n ],\\n \\\"optional\\\": {\\n \\\"dna_data_filename\\\": \\\"dna-data.tsv\\\",\\n \\\"authorization_metadata_filename\\\": \\\"authorization-metadata.json\\\"\\n }\\n}\\n```\\n\\nYou can now save and exit the text editor `:wq` and start polling the API for new Authorizations :\\n\\nPython\\n\\n```bash\\n# While still in the directory\\nsource env/bin/activate;\\npython lumminary_partner_toolkit.py --config-path config/my-lumminary-product1-config.json\\n```\\n\\nPHP\\n\\n```bash\\n# While still in the directory\\nphp lumminary-partner-toolkit.php --config-path config/my-lumminary-product1-config.json\\n```\\n\\nWhen your Product receives new Authorizations, the Toolkit will pull all the relevant data and save it in the following files:\\n\\n```bash\\n# The DNA data file. Format compatible with 23AndMe by default\\n//dna-data.tsv\\n\\n# The Authorization metadata\\n//authorization.json\\n```\\n\\nThe contents of the files pulled when processing an Authorization are as follows:\\n\\n```bash\\n$ head -n 5 //dna-data.tsv\\n# rsid chromosome position genotype\\nrs12070387 1 6267531 CC\\nrs149124387 1 12025561 CC\\nrs116458387 1 14920119 AA\\nrs4436387 1 15498452 CC\\n\\n$ cat //authorization.json \\n{\\n \\\"authorization\\\": ,\\n \\\"created_timestamp_utc\\\": 1542920184,\\n \\\"customer\\\": ,\\n \\\"customer_address\\\": {\\n \\\"address1\\\": ,\\n \\\"address2\\\": ,\\n \\\"city\\\": ,\\n \\\"country\\\": ,\\n \\\"state\\\": ,\\n \\\"zipcode\\\": \\n },\\n \\\"customer_email\\\": ,\\n \\\"customer_name\\\": {\\n \\\"first_name\\\": ,\\n \\\"last_name\\\": \\n },\\n \\\"dataset\\\": ,\\n \\\"product\\\": \\n}\\n```\\n\\nAfter the Toolkit downloaded the Authorizations, you need to process the Customer genetic data file and the Customer details, individually. The Lumminary API supports multiple types of products:\\n\\n| Scenario | How to Report | \\n|------------------|------------------------------------|\\n|The product is a file (.pdf, .jpeg etc.) | Put the result file(s) into the `tmp_reports` directory. Please refer to the Note underneath this table. |\\n|The product requires authentication | Create a file with the name `result.json` into the `tmp_reports` directory, with the following content:
`{ \\\"credentials\\\": { \\\"username\\\": \\\"username@example.com\\\", \\\"password\\\": \\\"your generated password\\\", \\\"url\\\": \\\"https://your-website.com/report\\\"}}`
The `url` should point to a login page that upon authentication redirects the user to the report page. You can find the customer's email address in the `authorization-metadata.json` and the `password` attribute must be a secure password. Please refer to the Note underneath this table. |\\n|The product is a physical product| Create a file with the name `result.json` into the `tmp_reports` directory, with the following content:
`{\\\"physical_product\\\": { \\\"physical_product_completed\\\": true }}`
This should be done upon dispatch. Please refer to the Note underneath this table. |\\n|An error occurred| Create a file with the name `result.json` into the `tmp_reports` directory, with the following content:
`{ \\\"unfulfillable\\\": {\\\"error\\\": \\\"Reasons for why it is unfulfillable\\\", }}`
The error message is for Lumminary internal usage, and it won't be visible to the customer. This will delete your Authorization, making it unuseable thereafter. So please use this only for unfixable errors, and never for temporary errors you attempt to resolve. Please refer to the Note underneath this table. |\\n\\n###### Note\\nFor each scenario above, we recommend you use a temporary directory to avoid uploading incomplete files or reports. So your workflow should be:\\n* create a temporary directory inside the `/`, such as `//tmp_reports/` \\n* place your result file(s) in the `tmp_reports` directory (as in the above table)\\n* rename the directory from `tmp_reports` to `reports`\\n\\nWe recommend running the Toolkit in a cronjob, wrapped by some locking mechanism. Also, Toolkit logs are very minimal but can be very helpful when debugging an issue, so please consider saving them to a file. For example, the following cronjob runs the Toolkit every minute:\\n\\n```bash\\n# Open the crontab\\ncrontab -e\\n```\\n\\nPHP Toolkit\\n\\n```bash\\n# Add the following line (replace with the absolute path of the Lumminary Toolkit)\\n* * * * * flock /var/lock/lumminary-toolkit.lock php /lumminary-partner-toolkit.php --config-path /config/my-product1-config.json >> /var/log/lumminary-toolkit.log\\n```\\n\\nPython Toolkit\\n\\n```bash\\n# Add the following line (replace with the absolute path of the Lumminary Toolkit)\\n* * * * * flock /var/lock/lumminary-toolkit.lock source env/bin/activate; python /lumminary_partner_toolkit.py --config-path /config/my-product1-config.json\\n```\\n\\n## API endpoints\\nLumminary provides two endpoint APIs, sandbox and production. You can use the sandbox for your integration and testing, simulate orders, upload genetic data, and generate reports. The sandbox works exactly like the production environment, and you can test your end-to-end integration.\\n\\nIn order to simulate a complete order, you need to use this test credit card: \\n\\n|Credit card number | Expiration date| CVV2|\\n|--------------------|----------------|-----|\\n|4242 4242 4242 4242 | 12/30 | 123 |\\n\\n### Sandbox\\nwebsite: [sandbox-www.lumminary.com](https://sandbox-www.lumminary.com)\\n\\napi-hostname: [sandbox-api.lumminary.com/v1](https://sandbox-api.lumminary.com/v1)\\n\\n### Production\\nwebsite: [lumminary.com](https://lummianary.com)\\n\\napi-hostname: [api.lumminary.com/v1](https://api.lumminary.com/v1)\\n\\n# Obtaining credentials\\nTo obtain credentials, you need to register as a Lumminary partner. You can do this by [filling in this form](https://lumminary.com/register-for-connect-with-lumminary).\\n\\nYou will then receive the following:\\n\\n|Credentials|Description|\\n|-------|-------|\\n|Product UUID|Each product you register on the Lumminary platform gets an UUID which will be used to identify that product to the Lumminary API|\\n|API key|The secret API key associated with the Product UUID|\\n|Partner UUID|Upon your first registration on the Lumminary platform, you will receive a single Partner UUID, which identifies you as one entity, regardless of product. This identifier is used for the Connect with Lumminary (CWL) functionality.|\\n|CWL Encryption Key|The CWL encryption key is associated with the Partner UUID and is used to encrypt all communication for the Connect with Lumminary functionality.|\\n\\nEach product or service needs to have its own product UUID and API key, which means you have to fill in the form for all products and services that require access to Lumminary customer data. \\n\\n## Configure the credentials to the Lumminary API Client\\nThe easiest way to set up your credentials is to use an environment file.\\n\\nFor this, you must create a file named `env.json` (but any name will do) in your project directory, which should contain:\\n```json\\n{\\n \\\"product_uuid\\\": ,\\n \\\"api_key\\\": ,\\n \\\"role\\\": \\\"role_product\\\",\\n \\\"api_host\\\": \\n}\\n```\\n\\nIn order to load the Credentials from the `env.json`, you can use the following code:\\n\\n#### PHP example:\\n```php\\nrequire_once(__DIR__.\\\"/vendor/autoload.php\\\");\\n$credentials = new Lumminary\\\\Client\\\\Credentials();\\n$credentials->loadJSONCredentials(__DIR__.\\\"/env.json\\\");\\n```\\n\\n#### Python example:\\n```python\\nimport lumminary_sdk as lumminary\\nimport os\\n\\ncredentials = lumminary.Credentials()\\ncredentials.load_json_credentials(\\n os.path.join(\\n os.getcwd(),\\n \\\"env.json\\\"\\n )\\n)\\n```\\n\\n## Alternative credentials configuration\\nYou also have the option of passing the credentials as constructor parameters when instantiating the `Credentials` class.\\n\\n#### PHP example:\\n\\n```php\\nrequire_once(__DIR__.\\\"/vendor/autoload.php\\\");\\n$credentials = new Lumminary\\\\Client\\\\Credentials(\\n ,\\n ,\\n \\n);\\n```\\n\\n#### Python example:\\n\\n```python\\nimport lumminary_sdk as lumminary\\n\\ncredentials = lumminary.Credentials(\\n product_uuid = ,\\n api_key = ,\\n api_host = ,\\n role = \\\"role_product\\\"\\n)\\n```\\n\\n## Create an API instance\\n\\nWith the credentials configured and loaded, you can create an API client like so : \\n\\n#### PHP example\\n\\n```php\\n$apiClient = new Lumminary\\\\Client\\\\ApiClient($credentials);\\n```\\n\\n#### Python example\\n\\n```python\\napiClient = lumminary.LumminaryApi(credentials)\\n```\\n\\n# Query customers authorizations\\nAn Authorization represents permission from a client to access their personal and genetic data. \\n\\nThere are 2 situations where customers grant you access to their data: \\n* when a customer buys your product from the Lumminary DNA App Store\\n* when a customer clicks on the \\\"Connect with Lumminary\\\" button on your website\\n\\nEach time either of the above situations happens, our platform creates an Authorization UUID. You can reliably assume that if you have an Authorization UUID, you automatically have access to all the personal information and genetic data needed by your products and services. After you process an Authorization you need to mark it as processed; processed Authorizations will no longer be on the list of new authorizations.\\n\\nThere are two ways to obtain the Authorization UUID:\\n* _polling_ - this method allows you to periodically interrogate our API and pulls the list of Authorization UUIDs. \\n* _webhooks_ (coming soon) - this method allows our API to push the Authorization UUIDs into your platform.\\n\\n## Poll method\\n\\nTo use the polling method, your servers periodically interrogate for new Authorization UUIDs. Please keep in mind that Authorizations not marked as processed will always be returned when polling for new Authorizations. This means there's a risk of parallel processing the same Authorization. To avoid this, you can, for example, consider using locking when processing.\\n\\n#### A PHP example of using the polling API looks like:\\n\\n```php\\n$productAuthorizations = $apiClient->getAuthorizationsQueue(\\n $apiClient->getCredentials()->getProductUuid(),\\n);\\n\\nforeach($productAuthorizations as $productAuthorization)\\n{\\n /**\\n * Add your code for processing customer data here\\n **/ \\n \\n // Mark Authorization as processed \\n $apiClient->postProductAuthorization(\\n $productAuthorization[\\\"productUuid\\\"],\\n $productAuthorization[\\\"authorizationUuid\\\"]\\n );\\n}\\n```\\n\\n#### A Python example of using the polling API looks like:\\n\\n```python\\nproductAuthorizations = apiClient.get_authorizations_queue(\\n apiClient.get_credentials().product_uuid\\n)\\n\\nfor productAuthorization in productAuthorizations:\\n #######\\n # Add your code for processing customer data here\\n #######\\n\\n # Mark Authorization as processed\\n apiClient.post_product_authorization(\\n productAuthorization.product_uuid,\\n productAuthorization.authorization_uuid\\n )\\n```\\n\\nBased on the Authorization object obtained previously, we can now query the customer's information (personal details and genetic data).\\n\\n#### PHP example:\\n```php\\n$authorizationMetadata = $apiClient->authorizationMetadata($productAuthorization[\\\"authorizationUuid\\\"]);\\n```\\n\\n#### Python example:\\n```python\\nauthorizationMetadata = apiClient.authorization_metadata(productAuthorization.authorization_uuid)\\n```\\n\\n#### authorizationMetadata object object structure\\n\\n| Attribute name | Description |\\n|:-------------------------:|:-------------------------------------------------------------------------------------------|\\n| `customer` | The UUID of the customer granting the Authorization |\\n| `product` | The UUID of the product that was authorized (your product UUID) |\\n| `authorization` | The UUID of the granted Authorization. |\\n| `created_timestamp_utc` | The unix timestamp in UTC time zone when the customer granted the Authorization |\\n| `dataset` | (present only if requested) The UUID of the dataset authorized by the customer |\\n| `customer_email` | (present only if requested) Customer contact email |\\n| `customer_name` | (present only if requested) Customer name |\\n| `customer_address` | (present only if requested) Customer address |\\n\\nBy *present only if requested* we mean this attribute will be returned if at the time of configuring either the \\\"Connect with Lumminary\\\" button or your product, you have explicitly requested for that particular set of data.\\n\\n# Query customer genetic data\\nBased on the Authorization object obtained previously, now we have authorizationMetadata which contains the customer's information (personal details and genetic data). Let's use this information to extract some customer genetic data.\\n\\n## Get individual SNPs\\nOut of all the available SNPs in the dataset, you can only access those for which the customer has previously granted permission.\\n\\nFor example, fetching details for a particular SNP:\\n\\n#### PHP example:\\n```php\\n$rsId = \\\"rs114326054\\\";\\n$snpDetails = null;\\n\\n// check to see if you have access to the customer genetic data\\nif (isset($productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"]))\\n{\\n // get SNP information\\n $snpDetails = $apiClient->getClientSnp(\\n $productAuthorization[\\\"clientUuid\\\"],\\n $productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"],\\n $rsId\\n );\\n}\\n```\\n\\n#### Python example:\\n```python\\nrsId = \\\"rs114326054\\\"\\nsnpDetails = None\\n\\n# check to see if you have access to the customer genetic data\\nif hasattr(productAuthorization.scopes, \\\"dataset\\\"):\\n # get SNP information\\n snpDetails = apiClient.get_client_snp(\\n productAuthorization.client_uuid,\\n productAuthorization.scopes.dataset,\\n rsId\\n )\\n```\\n\\n##### The snpDetails object will contain these important attributes:\\n\\n| Attribute name PHP | Attribute name Python | Description |\\n|:-------------------------:|:-------------------------:|:----------------------------------------------------------|\\n| `snpId` | `snp_id` | The rsid of the SNP |\\n| `referenceGenome` |`reference_genome` | The reference genome known to be used by the Dataset's source.
This impacts the reference allele, location, and based on the dbSNP build, also the SNP's accession |\\n| `genotypedAlleles` | `genotyped_alleles` | The genotype value of the customer's queried SNP.

If the attribute of this SNP has the `phased` flag set to True,
the first items in the lists for all SNPs will be on the same inherited chromosome,
and analogous for the second item.

If the SNP is unphased, the order of the items is irrelevant |\\n|`phased` | `phased` | A boolean. True if the SNP is known to be phased, False otherwise |\\n|`chromosomeAccession` | `chromosome_accession` | This is the chromosome accession number where the SNP is located; in the format of NC_00x |\\n|`location` | `location` | This is the customer's SNP's location on the chromosome |\\n\\nWhen trying to access any customer's SNP for which you don't have permission, an `Unauthorized` exception will be raised.\\n\\n## Get all authorized SNPs\\n\\nThe function below returns all SNPs your product has access to. These are all the SNPs configured as mandatory for your product, as well as all SNPs that are configured as optional and available in the customer's data set. We encourage you to use this option if you need to get all available SNPs, because it is faster than fetching SNP details one by one.\\n\\nFor example, fetching all authorized SNPs:\\n\\n#### PHP example:\\n```php\\n$datasetSnps = null;\\n\\n// check to see if you have access to the customer genetic data\\nif (isset($productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"]))\\n{\\n // get all authorized SNPs\\n $datasetSnps = $apiClient->getClientSnpGroup(\\n $productAuthorization[\\\"clientUuid\\\"], \\n $productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"]\\n );\\n}\\n```\\n\\n#### Python example:\\n```python\\ndatasetSnps = None\\n\\n# check to see if you have access to the customer genetic data\\nif hasattr(productAuthorization.scopes, \\\"dataset\\\"):\\n # get all authorized SNPs\\n datasetSnps = apiClient.get_client_snp_group(\\n productAuthorization.client_uuid,\\n productAuthorization.scopes.dataset\\n )\\n```\\n\\n##### The datasetSnps variable will be a list of objects each having the following attributes:\\n\\n| Attribute name PHP | Attribute name Python | Description |\\n|:-------------------------:|:-------------------------:|:----------------------------------------------------------|\\n| `snpId` | `snp_id` | The rsid of the SNP |\\n| `referenceGenome` |`reference_genome` | The reference genome known to be used by the Dataset's source.
This impacts the reference allele, location, and based on the dbSNP build, also the SNP's accession |\\n| `genotypedAlleles` | `genotyped_alleles` | The genotype value of the customer's queried SNP.

If the attribute of this SNP has the `phased` flag set to True,
the first items in the lists for all SNPs will be on the same inherited chromosome,
and analogous for the second item.

If the SNP is unphased, the order of the items is irrelevant |\\n|`phased` | `phased` | A boolean. True if the SNP is known to be phased, False otherwise |\\n|`chromosomeAccession` | `chromosome_accession` | This is the chromosome accession number where the SNP is located; in the format of NC_00x |\\n|`location` | `location` | This is the customer's SNP's location on the chromosome |\\n\\nWhen trying to access any customer's SNP for which you don't have permission, an `Unauthorized` exception will be raised.\\n\\n## Get Genes\\n\\nAlong with individual SNPs, you can also get all the authorized SNPs from a particular gene, that are available in the customer's dataset.\\n\\nHere, by genes, we refer strictly to the genomic region that produces some protein, without considering regulatory or noncoding regions that influence gene expression.\\n\\nThe gene name (known as symbol) can be from either of these two databases - NCBI and Ensembl.\\n\\nFor example, fetching details for a gene symbol:\\n\\n#### PHP example\\n```php\\n$geneSymbol = \\\"C1ORF159\\\";\\n$geneDetails = null;\\n// check to see if you have access to the customer genetic data\\nif (isset($productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"]))\\n{\\n // get all authorized SNPs within a gene\\n $geneDetails = $apiClient->getClientGene(\\n $productAuthorization[\\\"clientUuid\\\"],\\n $productAuthorization[\\\"scopes\\\"][\\\"dataset\\\"],\\n $geneSymbol\\n );\\n}\\n```\\n\\n#### Python example\\n```python\\ngeneSymbol = \\\"C1ORF159\\\"\\ngeneDetails = None\\n# check to see if you have access to the customer genetic data\\nif hasattr(productAuthorization.scopes, \\\"dataset\\\"):\\n # get all authorized SNPs within a gene\\n geneDetails = apiClient.get_client_gene(\\n productAuthorization.client_uuid,\\n productAuthorization.scopes.dataset,\\n geneSymbol\\n )\\n```\\n\\n##### All the geneDetails object attributes are\\n\\n| Attribute name PHP | Attribute name Python | Description |\\n|:---------------------:|:---------------------:|:-----------------------------------------------------------------------------------------|\\n| `molecularLocation` | `molecular_location` | An object containing the location of the gene within the chromosome - see below the molecular location object structure |\\n| `snps` | `snps` | A list of SNP objects present in the gene - see below the SNP object structure |\\n| `symbol` | `symbol` | The gene's accession string (name) |\\n\\n##### Molecular location attributes \\n\\n| Attribute name PHP | Attribute name Python | Description |\\n|:-------------------------:|:---------------------:|:-----------------------------------------------------------------------------------------|\\n| `chromosomeAccession` | `chromosome_accession` | The scaffold/chromosome on which the gene is placed |\\n| `start` | `start` | The gene's start position on the scaffold |\\n| `stop` | `stop` | The gene's stop position on the scaffold |\\n\\n##### SNP object structure\\n\\n| Attribute name PHP | Attribute name Python | Description |\\n|:-------------------------:|:---------------------:|:-----------------------------------------------------------------------------------------|\\n| `referenceGenome` | `reference_genome` | The reference genome known to be used by the Dataset's source.
This impacts the reference allele, location, and based on the dbSNP build, also the SNP's accession|\\n| `genotypedAlleles` | `genotyped_alleles` | The genotype value of the customer's queried SNP.

If the attribute of this SNP has the `phased` flag set to True,
the first items in the lists for all SNPs will be on the same inherited chromosome,
and analogous for the second item.

If the SNP is unphased, the order of the items is irrelevant |\\n| `phased` | `phased` | A boolean. True if the SNP is known to be phased, False otherwise |\\n| `chromosomeAccession` | `chromosome_accession` | This is the chromosome accession number where the SNP is located; in the format of NC_00x |\\n| `location` | `location` | This is the customer's SNP's location on the chromosome |\\n\\n## Get customer genetic data in 23andMe tsv format\\n\\nIf your platform is already compatible with 23andMe genotype data files, you can use this specific function to generate data in the 23andMe format - list of rows in tab separated values.\\n\\n#### PHP example:\\n```PHP\\n$authorizationDnaData = $apiClient->authorizationDnaData($productAuthorization[\\\"authorizationUuid\\\"]);\\n```\\n\\n#### Python example\\n```python\\nauthorizationDnaData = apiClient.authorization_dna_data(productAuthorization.authorization_uuid)\\n```\\n\\n`authorizationDnaData` contains a list of rows in a tsv (tab delimited values)/csv format (23andme-compatible)\\n\\n# Submit reports\\n\\nAfter you finish analysing the customer's genetic data, we need to inform the customer their analysis is complete. To do this, you will notify us using the function below. Finally, the customer will then:\\n\\n* access their report file through a written electronic document (eg. .pdf or .doc)\\n* access their report on your website under an account with a username and a password or\\n* receive a physical product\\n\\n## How to submit a report file\\n\\nWhen you submit such a report file, Lumminary will save this document into the customer's account, from which the customer will then be able to access it directly.\\n\\n#### PHP example\\n```php\\n$pathToReportFile = ;\\n$fileReport = new \\\\SplFileObject($pathToReportFile); \\n$friendlyFileName = \\\"report_file_name\\\"; //optional, give a friendly name to your report file\\n$apiClient->postAuthorizationResultFile(\\n $productAuthorization[\\\"productUuid\\\"],\\n $productAuthorization[\\\"authorizationUuid\\\"],\\n $fileReport,\\n $friendlyFileName\\n);\\n```\\n\\n#### Python example\\n```python\\npathToReport = \\noriginalFilename = \\\"report_file_name\\\" #optional, give a friendly name to your report file\\napiClient.post_authorization_result_file(\\n productAuthorization.product_uuid,\\n productAuthorization.authorization_uuid,\\n pathToReport,\\n originalFilename\\n)\\n```\\n\\nIf you need to upload multiple files, you have to call the function for each file, one at a time. \\n\\n## How to submit a report so the customer can access it on your website\\n\\nIf the customer's results can be accessed on your website, you will need to create a customer account on your platform, generating a user and password which will be sent through the Lumminary API into the customer's Lumminary account. \\n\\nIn case you don't generate a user and a password for the customer to access their report, use the function below with \\\"null\\\" value to username and password. We recommend you use the URL for customer reports on a dedicated page for reports only, rather than your homepage or some other generic page.\\n\\n#### PHP example:\\n```php\\n$apiClient->postAuthorizationResultCredentials(\\n $productAuthorization[\\\"productUuid\\\"],\\n $productAuthorization[\\\"authorizationUuid\\\"],\\n , //optional, default null\\n , //optional, default null\\n // https://partnerwebsite.com/reports.php?reportid=a7508\\n);\\n```\\n\\n#### Python example:\\n```python\\napiClient.post_authorization_result_credentials(\\n productAuthorization.product_uuid,\\n productAuthorization.authorization_uuid,\\n , # optional, default null\\n , # optional, default null\\n # https://partnerwebsite.com/reports.php?reportid=a7508\\n)\\n```\\n\\n## How to submit a physical product\\nIn case you only send the customer a physical product and you don't generate any reports, you need to run the function below so we can mark the order as fulfilled and can inform the client.\\n\\n#### PHP example:\\n```php\\n$apiClient->postProductAuthorization(\\n $productAuthorization[\\\"productUuid\\\"],\\n $productAuthorization[\\\"authorizationUuid\\\"]\\n);\\n```\\n\\n#### Python example:\\n```python\\napiClient.post_product_authorization(\\n productAuthorization.product_uuid,\\n productAuthorization.authorization_uuid\\n)\\n```\\n\\n# The Connect with Lumminary button\\n\\nThe \\\"Connect with Lumminary\\\" functionality allows you to get customer details and genetic data from the Lumminary platform for free, anytime you want, for as long the customer grants you access. This functionality offers your customers the option to share their genetic data and other personal information (e.g. name, address, email etc.) stored on the Lumminary platform. \\n\\nHaving this button on your website makes it very easy for the customer to share their genetic data with you, as they don't have to download and re-upload their data on your site. The customer always has the option to revoke your access to both their personal details and their genetic data.\\n\\n**`To protect the customer's privacy, you are not allowed to save their data anywhere. You can, however, always access their data on the Lumminary platform, for as long as they grant you access. If you generate a report based on customer data, you are allowed to save that report on your platform.`**\\n\\nIn order to implement this functionality on your website, this is what you need to know:\\n* Register your product on the Lumminary platform\\n* Add the \\\"Connect with Lumminary\\\" button to your website\\n* Configure your website to retrieve customer data\\n* Possible errors\\n\\n## Register your product on the Lumminary platform\\n\\nIf you're new to the Lumminary platform and don't already have any products in the DNA App Store, then you need to register by [filling in this form](https://lumminary.com/register-for-connect-with-lumminary).\\n\\nYou have to fill in the form for all products and services that require access to Lumminary customers' genetic data. \\n\\n## Add the Connect with Lumminary button to your website\\n\\nSince the CWL flow involves encrypting and decrypting data, we recommend installing the Lumminary API Client, where you'll find some specific helper functions. \\n\\nIn order to enable the button, you have to include the following script in the `` tag of all the pages where you want to enable the \\u201cConnect with Lumminary\\u201d button:\\n\\n```html\\n\\n \\n\\n```\\n\\nThe Javascript creates a CSRF token and attaches it to the button to be transmitted and verified on our servers each time a user clicks on the button. The CSRF token expires after 5 minutes. In case the CSRF token is expired or tampered, the user will be redirected to your website where it's up to you to decide what to do next - reload the page with the button or show the customer an error message.\\n\\nThe `cwl.js` file is loaded as a deferred resource, which means that it will load after all the webpage code execution has been finished, so it will not have any impact on your website load speed.\\n\\n### Chose a button colour\\n\\nThere are two type of buttons, so you can pick one that matches your branding. The buttons are SVG images, which means that you can scale them up or down to fit your design, without compromising on image quality. You can do this by changing the image height.\\n\\n##### a. White button version\\n\\n\\n\\\"Lumminary\\n\\n
\\n\\n```html\\n\\\" data-request=\\\"\\\" style=\\\"cursor:pointer; text-decoration:none;\\\" href=\\\"https://lumminary.com\\\">\\n \\\"Lumminary\\n\\n```\\n\\n##### b. Black button version\\n\\n\\\"Lumminary\\n\\n
\\n\\n```html\\n\\\" data-request=\\\"\\\" style=\\\"cursor:pointer; text-decoration:none;\\\" href=\\\"https://lumminary.com\\\">\\n \\\"Lumminary\\n\\n```\\n\\n## Button configuration\\n\\nEach button has 2 attributes which need to be configured:\\n\\n1. **data-partner-uuid** where you have to add your partner UUID (you have received the partner UUID after filling in the form for product registration). \\n2. **data-request** which is a string obtained by encrypting a serialized JSON (you have received the CWL encryption key after filling in the form for product registration). See details below. \\n\\n#### Data-request object\\n\\nThe data-request object has a standard format which needs to be preserved. It is formed of two types of data, some mandatory and some optional. You can use the optional fields to add any metadata or other information for your own use. The data-request object is going to be returned with the response from the authentication without being altered.\\n\\n##### Mandatory information\\n\\nThe mandatory information is a list of scopes which you ask the client to grant permission for. These scopes are comma delimited, and the possible options are: `address`, `email`, `dataset`.\\n\\nThe scopes _address_, _email_, and _dataset_ can be used in any combination; you must request at least one scope.\\n\\n| Attribute name | Description |\\n|:-----------------:|:----------------------------------------------------|\\n| `address` | Requests access to a customer's name and address. |\\n| `email` | Requests access to a customer's email address. |\\n| `dataset` | Requests access to a customer's genetic data |\\n\\n#### PHP example:\\n```php\\n$objAuthorizationRequest [\\\"scopes\\\"] = \\\"address,dataset,email\\\";\\n```\\n\\n#### Python example:\\n```python\\nobjAuthorizationRequest [\\\"scopes\\\"] = \\\"address,dataset,email\\\"\\n```\\n\\nProduct UUID is your `productUuid` for which you ask customer permissions.\\n\\n#### PHP example:\\n```php\\n$objAuthorizationRequest[\\\"productUuid\\\"] = $credentials->getProductUuid();\\n```\\n\\n#### Python example:\\n```python\\nobjAuthorizationRequest[\\\"productUuid\\\"] = credentials.product_uuid\\n```\\n\\n##### Optional information\\n\\nIn the optional part of the object, you can add any useful data, such as customer ID, session ID, or any parameter which can help you identify the response from Lumminary.\\n\\n#### PHP example:\\n```php\\n$objAuthorizationRequest[\\\"customData\\\"] = array();\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"customerId\\\"] = ;\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"websiteSession\\\"] = ;\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"customData3\\\"] = ;\\n```\\n\\n#### Python example:\\n```python\\nobjAuthorizationRequest[\\\"customData\\\"] = {}\\nobjAuthorizationRequest[\\\"customData\\\"][\\\"customerId\\\"] = \\nobjAuthorizationRequest[\\\"customData\\\"][\\\"websiteSession\\\"] = \\nobjAuthorizationRequest[\\\"customData\\\"][\\\"customData3\\\"] = \\n```\\n\\nSee below a complete example for a data-request object:\\n\\n#### PHP example:\\n```php\\n$objAuthorizationRequest[\\\"scopes\\\"] = \\\"address,dataset,email\\\";\\n$objAuthorizationRequest[\\\"productUuid\\\"] = ;\\n\\n$objAuthorizationRequest[\\\"customData\\\"] = array();\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"customerId\\\"] = ;\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"websiteSession\\\"] = ;\\n$objAuthorizationRequest[\\\"customData\\\"][\\\"customData3\\\"] = ;\\n```\\n\\n#### Python example:\\n```python\\nobjAuthorizationRequest = {}\\nobjAuthorizationRequest[\\\"scopes\\\"] = \\\"address,dataset,email\\\"\\nobjAuthorizationRequest[\\\"productUuid\\\"] = \\n\\nobjAuthorizationRequest[\\\"customData\\\"] = {}\\nobjAuthorizationRequest[\\\"customData\\\"][\\\"customerId\\\"] = \\nobjAuthorizationRequest[\\\"customData\\\"][\\\"websiteSession\\\"] = \\nobjAuthorizationRequest[\\\"customData\\\"][\\\"customData3\\\"] = \\n```\\n\\n## Creating the Authorization Request\\n\\nThe previously generated object (`objAuthorizationRequest`) will now need to be encrypted. In order to be able to encrypt the object and also query the Lumminary API to obtain the customer details and genetic data, you need to have the Lumminary API Client installed. If you haven't done this already, please follow these [steps](#Install-Lumminary-API-Client-andor-Toolkit).\\n\\n### Add data-request attribute\\n\\nAfter you have the Lumminary API Client installed correctly you can use the command below:\\n\\n#### PHP example:\\n```php\\n// You have recieved the CWL encryption key after filling in the form for product registration\\n$partnerCwlKey = ;\\n$requestValueEncryptedUrlEncoded = Lumminary\\\\Client\\\\LumminaryApi::cwl_data_request_build(\\n $objAuthorizationRequest,\\n $partnerCwlKey\\n);\\n```\\n\\n#### Python example:\\n```python\\nimport lumminary_sdk as lumminary\\n\\n# You have recieved the CWL encryption key after filling in the form for product\\npartnerCwlKey = \\nrequestValueEncryptedUrlEncoded = lumminary.LumminaryApi.cwl_data_request_build(objAuthorizationRequest, partnerCwlKey)\\n```\\n\\nThe resulting string should be added in the `data-request` attribute of the `` tag of the \\\"Connect with Lumminary\\\" button.\\n\\n### Add data-partner-uuid attribute\\n\\nAdd the `data-partner-uuid` in the `data-partner-uuid` attribute of the `` tag of the \\\"Connect with Lumminary\\\" button. You have received the partner UUID after filling in the form for product registration.\\n\\nAn example of a button correctly configured should look like this:\\n\\n```html\\n\\n \\\"Lumminary\\n\\n```\\n\\n## Connect with Lumminary summary of user interaction\\n\\nWhen a customer clicks on the \\u201cConnect with Lumminary\\u201d button, a pop-up window opens. After they choose which genetic file to share, the pop-up will automatically close and the user will be redirected to your callback URL in the parent window. Your callback URL needs to be predefined in the Lumminary partner portal. \\n\\nThe GET request from the client to your callback URL will contain two querystring parameters - `request` and `response`:\\n\\n1. `request` \\u2013 this is exactly the same request that you previously sent in the `data-request` field. You can decrypt it with the CWL encryption key which you used to encrypt it.\\n2. `response` \\u2013 the response is an urlencoded encrypted serialized JSON object which contains the Authorization UUID and the Authorization UTC unix timestamp. You will use the Authorization UUID to get the customer's data with the Lumminary API Client. The response string is encrypted with your CWL encryption key, the same as the `data-request` parameter. \\n\\nIn order to decrypt the `response` parameter, you can use the following function:\\n\\n#### PHP example:\\n```php\\n// the entire callback URL, including the querystring parameters\\n$callbackUrlWithPayload = \\\"https://partnerwebsite.con/callback?request=...&response=...\\\";\\n\\n$cwlReturnObject = Lumminary\\\\Client\\\\LumminaryApi::cwl_url_query_extract(\\n $callbackUrlWithPayload, \\n $partnerCwlKey \\n);\\n```\\n\\n#### Python example:\\n```python\\n// the entire callback URL, including the querystring parameters\\ncallback_url_with_payload = \\\"https://partnerwebsite.con/callback?request=...&response=...\\\"\\n\\ncwlReturnObject = apiClient.cwl_url_query_extract(\\n callback_url_with_payload,\\n partner_cwl_key\\n)\\n```\\n\\nThe `cwlReturnObject` will now contain an object like the example below:\\n\\n```json\\n{\\n \\\"request\\\": ,\\n \\\"response\\\": {\\n \\\"authorizationUuid\\\": ,\\n \\\"authorizationTimestamp\\\": \\n }\\n}\\n```\\n\\nWith the Authorization UUID (`authorizationUuid`) you can [query all the customer details](#Query-customer-genetic-data) from the Lumminary platform.\\n\\n## Possible errors\\n\\nWhen an error occurs, the customer is redirected to your callback URL. The redirect contains two querystring parameters - `request` and `response` - exactly like a regular response, but the `response` parameter contains an error object (see below) instead of an Authorization object.\\n\\n#### PHP example:\\n```php\\n// the entire callback url, including the querystring parameters\\n$callbackUrlWithPayload = \\\"https://partnerwebsite.con/callback?request=...&response=...\\\";\\n\\n$cwlReturnObject = Lumminary\\\\Client\\\\LumminaryApi::cwl_url_query_extract(\\n $callbackUrlWithPayload, \\n $partnerCwlKey \\n);\\n```\\n\\n#### Python example:\\n```python\\n# the entire callback url, including the querystring parameters\\ncallback_url_with_payload = \\\"https://partnerwebsite.con/callback?request=...&response=...\\\"\\n\\ncwlReturnObject = apiClient.cwl_url_query_extract(\\n callback_url_with_payload,\\n partner_cwl_key\\n)\\n```\\n\\nExample of a return object (`cwlReturnObject`) containing an error message:\\n\\n```json\\n{\\n \\\"request\\\": ,\\n \\\"response\\\": {\\n \\\"error\\\": {\\n \\\"id\\\": ,\\n \\\"message\\\": \\n }\\n }\\n}\\n```\\n\\n| Error Id | Error Message |\\n|:-----------------:|:---------------------------------------------------------------------------------------------|\\n| 1 | Invalid Security Token |\\n| 2 | Invalid Access Scopes |\\n| 3 | Customer refuses your request (this happens when the customer cancels instead of granting access) |\",\"title\":\"Lumminary API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_LumminaryDNA_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.lumminary.com/docs/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"lumminary.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lumminary.com/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lumminary.com/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"lyft.com\",\"value\":{\"added\":\"2017-04-22T14:11:24.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-04-22T14:11:24.000Z\",\"info\":{\"contact\":{\"email\":\"api-support@lyft.com\",\"name\":\"Lyft\",\"url\":\"http://developer.lyft.com\"},\"description\":\"Drive your app to success with Lyft's API\",\"title\":\"Lyft\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_lyft_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.lyft.com/v1/spec\",\"version\":\"2.0\"}],\"x-providerName\":\"lyft.com\"},\"updated\":\"2018-11-28T10:43:55.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/lyft.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/lyft.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"magento.com\",\"value\":{\"added\":\"2016-09-30T14:10:15.000Z\",\"preferred\":\"2.2.10\",\"versions\":[{\"key\":\"2.2.10\",\"value\":{\"added\":\"2016-09-30T14:10:15.000Z\",\"info\":{\"description\":\"Magento Commerce is the leading provider of open omnichannel innovation.\",\"title\":\"Magento B2B\",\"version\":\"2.2.10\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_magento.com_sites_all_themes_mag_redesign_images_magento-logo.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://devdocs.magento.com/redoc/2.2/latest-2.2.schema.json\",\"version\":\"3.0\"}],\"x-providerName\":\"magento.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/magento.com/2.2.10/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/magento.com/2.2.10/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"magick.nu\",\"value\":{\"added\":\"2015-07-13T11:41:15.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2015-07-13T11:41:15.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"tradeworks_tech\"},\"description\":\"Authentication is required to access all methods of the API. 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Refer to https://www.mailboxvalidator.com for further information.\",\"title\":\"MailboxValidator Email Validation\",\"version\":\"0.1\",\"x-apisguru-categories\":[\"email\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_MailBoxV_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://api.swaggerhub.com/apis/mailboxvalidator/MailboxValidator-Email-Validation/0.1\",\"version\":\"3.0\"}],\"x-providerName\":\"mailboxvalidator.com\",\"x-serviceName\":\"validation\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mailboxvalidator.com/validation/0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mailboxvalidator.com/validation/0.1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"mailscript.com\",\"value\":{\"added\":\"2021-03-03T20:21:38.870Z\",\"preferred\":\"0.4.0\",\"versions\":[{\"key\":\"0.4.0\",\"value\":{\"added\":\"2021-03-03T20:21:38.870Z\",\"info\":{\"license\":{\"name\":\"MIT\"},\"title\":\"Mailscript\",\"version\":\"0.4.0\",\"x-apisguru-categories\":[\"email\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_mailscript.com_images_favicon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://api.mailscript.com/v2/swagger\",\"version\":\"3.0\"}],\"x-providerName\":\"mailscript.com\"},\"updated\":\"2021-04-12T07:45:58.620Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mailscript.com/0.4.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mailscript.com/0.4.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"mandrillapp.com\",\"value\":{\"added\":\"2015-12-09T12:55:37.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2015-12-09T12:55:37.000Z\",\"info\":{\"description\":\"Mandrill is a reliable, scalable, and secure delivery API for transactional emails from websites and applications. It's ideal for sending data-driven transactional emails, including targeted e-commerce and personalized one-to-one messages.\\n\",\"title\":\"Mandrill\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"email\",\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_raw.githubusercontent.com_edent_SuperTinyIcons_master_images_svg_mailchimp.svg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/APIs-guru/unofficial_openapi_specs/master/mandrillapp.com/1.0/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"mandrillapp.com\",\"x-unofficialSpec\":true},\"externalDocs\":{\"url\":\"https://mandrillapp.com/api/docs/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mandrillapp.com/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mandrillapp.com/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mashape.com:geodb\",\"value\":{\"added\":\"2017-10-30T12:32:36.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-10-30T12:32:36.000Z\",\"info\":{\"description\":\"The GeoDB API focuses on getting global city and region data. Easily obtain country, region, and city data for use\\nin your apps! \\n
    \\n
  • Filter cities by name prefix, country, location, time-zone, and even minimum population.
    • \\n
  • Sort cities by name, country code, elevation, and population - or any combination of these.
    • \\n
  • Get all country regions.
  • Get all cities in a given region.
    • \\n
  • \\n Display results in multiple languages.
  • RESTful API adheres to industry best-practices, including\\n HATEOAS-style links to facilitate paging results.\\n
    • \\n
  • Backed by cloud-based load-balanced infrastructure for resiliency and performance!
    • \\n
  • Data is periodically refreshed from GeoNames and WikiData.
    • \\n
\\n

Notes:\\n

    \\n
  • \\n Since the database is periodically updated, this may very rarely result in certain cities\\n being marked deleted (e.g., duplicates removed). By default, endpoints returning city data will exclude\\n cities marked deleted. However, in the unlikely event that this occurs while your app is paging through a set\\n of affected results - and you care about the paged results suddenly changing underneath - specify \\n includeDeleted=SINCE_YESTERDAY (or SINCE_LAST_WEEK if you're really paranoid!).\\n
    • \\n
\\n
\\n

Useful Resources

\\n\\n\",\"license\":{\"name\":\"Creative Commons Attribution 3.0\",\"url\":\"http://creativecommons.org/licenses/by/3.0/\"},\"title\":\"GeoDB Cities 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Mastercard currency conversion values.\",\"title\":\"API for the Settlement Currency Rate converter\",\"version\":\"1.0.0\",\"x-artifactId\":\"currency-conversion\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.mastercard.com/devzone/api/portal/swagger/currency-conversion-calculator\",\"version\":\"2.0\"}],\"x-providerName\":\"mastercard.com\",\"x-serviceName\":\"CurrencyConversionCalculator\",\"x-test-on-environment\":{\"environment\":\"SANDBOX_MTF\"},\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-08-24T15:45:12.170Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/CurrencyConversionCalculator/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/CurrencyConversionCalculator/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mastercard.com:Locations\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"info\":{\"description\":\"The Locations API provides access to MasterCard's ATM and Merchant location database\",\"title\":\"Locations API\",\"version\":\"1.0.0\",\"x-artifactId\":\"locations\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.mastercard.com/devzone/api/portal/swagger/locations\",\"version\":\"2.0\"}],\"x-providerName\":\"mastercard.com\",\"x-serviceName\":\"Locations\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-08-24T15:45:12.170Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/Locations/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/Locations/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mastercard.com:MATCH\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"info\":{\"description\":\"Helps acquirers identify potentially 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help resolve consumer queries about payment accounts enabled through our digitization platform.\",\"title\":\"MDES Customer Service\",\"version\":\"2.0.7\",\"x-artifactId\":\"mdes-customer-service\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.mastercard.com/devzone/api/portal/swagger/mdes-customer-service\",\"version\":\"2.0\"}],\"x-providerName\":\"mastercard.com\",\"x-serviceName\":\"MDES\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-08-24T15:45:12.170Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/MDES/2.0.7/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/MDES/2.0.7/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mastercard.com:MerchantIdentifier\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"info\":{\"contact\":{\"email\":\"ADS_Data_Services@mastercard.com\",\"name\":\"ADS Data Services\",\"url\":\"http://not.applicable.com\"},\"description\":\"API for Merchant Identifier\",\"title\":\"Merchant Identifier API V2\",\"version\":\"2.0.0\",\"x-artifactId\":\"merchant-identifier\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.mastercard.com/devzone/api/portal/swagger/merchant-identifier\",\"version\":\"2.0\"}],\"x-providerName\":\"mastercard.com\",\"x-serviceName\":\"MerchantIdentifier\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-08-24T15:45:12.170Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/MerchantIdentifier/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/MerchantIdentifier/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mastercard.com:PaymentAccountReferenceInquiryAPI\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"preferred\":\"1.1\",\"versions\":[{\"key\":\"1.1\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"info\":{\"description\":\"The Payment Account Reference Inquiry API is the unified Mastercard interface for allowing Mastercard Customers involved in payment card acceptance -- whether Merchants, Acquirers, or Digital Activity Customers (DACs) -- to enquire the PAR Vault for getting the PAR, when providing an Account Primary Account Number (PAN) linked to a digitized PAN.\",\"title\":\"Payment Account Reference Inquiry API\",\"version\":\"1.1\",\"x-artifactId\":\"par-api-inbound\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.mastercard.com/devzone/api/portal/swagger/payment-account-reference-inquiry\",\"version\":\"2.0\"}],\"x-providerName\":\"mastercard.com\",\"x-serviceName\":\"PaymentAccountReferenceInquiryAPI\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-08-24T15:45:12.170Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/PaymentAccountReferenceInquiryAPI/1.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/mastercard.com/PaymentAccountReferenceInquiryAPI/1.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"mastercard.com:PersonalizedLoyaltyOffers\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"preferred\":\"1.3\",\"versions\":[{\"key\":\"1.3\",\"value\":{\"added\":\"2020-08-24T15:45:12.170Z\",\"info\":{\"description\":\"This API provides content for financial instutions participating in Mastercard Personalized Offers to use in online and mobile banking applications for cardholders.\",\"title\":\"Personalized 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It just works.\\n\\nInclude millions of licensed lyrics on your website or in your application legally.\\n\\nThe fastest, most powerful and legal way to display lyrics on your website or in your application.\\n\\n#### Read musixmatch API Terms & Conditions and the Privacy Policy:\\nBefore getting started, you must take a look at the [API Terms & Conditions](http://musixmatch.com/apiterms/) and the [Privacy Policy](https://developer.musixmatch.com/privacy). We\\u2019ve worked hard to make this service completely legal so that we are all protected from any foreseeable liability. Take the time to read this stuff.\\n\\n#### Register for an API key:\\nAll you need to do is [register](https://developer.musixmatch.com/signup) in order to get your API key, a mandatory parameter for most of our API calls. It\\u2019s your personal identifier and should be kept secret:\\n\\n```\\n https://api.musixmatch.com/ws/v1.1/track.get?apikey=YOUR_API_KEY\\n```\\n#### Integrate the musixmatch service with your web site or application\\nIn the most common scenario you only need to implement two API calls: \\nThe first call is to match your catalog to ours using the [track.search](#!/Track/get_track_search) function and the second is to get the lyrics using the [track.lyrics.get](#!/Lyrics/get_track_lyrics_get) api. That\\u2019s it!\\n\\n## API Methods\\nWhat does the musiXmatch API do?\\n\\nThe musiXmatch API allows you to read objects from our huge 100% licensed lyrics database.\\n\\nTo make your life easier we are providing you with one or more examples to show you how it could work in the wild. You\\u2019ll find both the API request and API response in all the available output formats for each API call. Follow the links below for the details.\\n\\nThe current API version is 1.1, the root URL is located at https://api.musixmatch.com/ws/1.1/\\n\\nSupported input parameters can be found on the page [Input Parameters](https://developer.musixmatch.com/documentation/input-parameters). Use UTF-8 to encode arguments when calling API methods.\\n\\nEvery response includes a status_code. A list of all status codes can be consulted at [Status Codes](https://developer.musixmatch.com/documentation/status-codes).\\n\\n## Music meta data\\nThe musiXmatch api is built around lyrics, but there are many other data we provide through the api that can be used to improve every existent music service.\\n\\n## Track\\nInside the track object you can get the following extra information:\\n\\n### TRACK RATING\\n\\nThe track rating is a score 0-100 identifying how popular is a song in musixmatch.\\n\\nYou can use this information to sort search results, like the most popular songs of an artist, of a music genre, of a lyrics language.\\n\\n### INSTRUMENTAL AND EXPLICIT FLAGS\\n\\nThe instrumental flag identifies songs with music only, no lyrics.\\n\\nThe explicit flag identifies songs with explicit lyrics or explicit title. We're able to identify explicit words and set the flag for the most common languages.\\n\\n### FAVOURITES\\n\\nHow many users have this song in their list of favourites.\\n\\nCan be used to sort tracks by num favourite to identify more popular tracks within a set.\\n\\n### MUSIC GENRE\\n\\nThe music genere of the song.\\n\\nCan be used to group songs by genre, as input for similarity alghorithms, artist genre identification, navigate songs by genere, etc.\\n\\n### SONG TITLES TRANSLATIONS\\n\\nThe track title, as translated in different lanauages, can be used to display the right writing for a given user, example:\\n\\nLIES (Bigbang) becomes 在光化門 in chinese\\nHALLELUJAH (Bigbang) becomes ハレルヤ in japanese\\n\\n\\n## Artist\\nInside the artist object you can get the following nice extra information:\\n\\n### COMMENTS AND COUNTRY\\n\\nAn artist comment is a short snippet of text which can be mainly used for disambiguation.\\n\\nThe artist country is the born country of the artist/group\\n\\nThere are two perfect search result if you search by artist with the keyword \\\"U2\\\". Indeed there are two distinct music groups with this same name, one is the most known irish group of Bono Vox, the other is a less popular (world wide speaking) group from Japan.\\n\\nHere's how you can made use of the artist comment in your search result page:\\n\\nU2 (Irish rock band)\\nU2 (あきやまうに)\\nYou can also show the artist country for even better disambiguation:\\n\\nU2 (Irish rock band) from Ireland\\nU2 (あきやまうに) from Japan\\nARTIST TRANSLATIONS\\n\\nWhen you create a world wide music related service you have to take into consideration to display the artist name in the user's local language. These translation are also used as aliases to improve the search results.\\n\\nLet's use PSY for this example.\\n\\nWestern people know him as PSY but korean want to see the original name 싸이.\\n\\nUsing the name translations provided by our api you can show to every user the writing they expect to see.\\n\\nFurthermore, when you search for \\\"psy gangnam style\\\" or \\\"싸이 gangnam style\\\" with our search/match api you will still be able to find the song.\\n\\n### ARTIST RATING\\n\\nThe artist rating is a score 0-100 identifying how popular is an artist in musixmatch.\\n\\nYou can use this information to build charts, for suggestions, to sort search results. In the example above about U2, we use the artist rating to show the irish band before the japanese one in our serp.\\n\\n### ARTIST MUSIC GENRE\\n\\nWe provide one or more main artist genre, this information can be used to calculate similar artist, suggestions, or the filter a search by artist genre.\\n\\n\\n\\n## Album\\nInside the album object you can get the following nice extra information:\\n\\n### ALBUM RATING\\n\\nThe album rating is a score 0-100 identifying how popular is an album in musixmatch.\\n\\nYou can use this information to sort search results, like the most popular albums of an artist.\\n\\n### ALBUM RATING\\n\\nThe album rating is a score 0-100 identifying how popular is an album in musixmatch.\\n\\nYou can use this information to sort search results, like the most popular albums of an artist.\\n\\n### ALBUM COPYRIGHT AND LABEL\\n\\nFor most of our albums we can provide extra information like for example:\\n\\nLabel: Universal-Island Records Ltd.\\nCopyright: (P) 2013 Rubyworks, under license to Columbia Records, a Division of Sony Music Entertainment.\\nALBUM TYPE AND RELEASE DATE\\n\\nThe album official release date can be used to sort an artist's albums view starting by the most recent one.\\n\\nAlbum can also be filtered or grouped by type: Single, Album, Compilation, Remix, Live. 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Let us know, we'll do our best to add it! \",\"license\":{\"name\":\"NamSorAPI_Lic_v0.0.7\",\"url\":\"https://v2.namsor.com/NamSorAPIv2/assets/pdf/201803_NamSor_API_Terms_v007.pdf\"},\"title\":\"NamSor API v2\",\"version\":\"2.0.15\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_gendreapp_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://v2.namsor.com/NamSorAPIv2/api2/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"namsor.com\"},\"externalDocs\":{\"description\":\"NamSor API client SDKs v2 for Java, Python\",\"url\":\"https://github.com/namsor\"},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/namsor.com/2.0.15/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/namsor.com/2.0.15/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"nasa.gov:apod\",\"value\":{\"added\":\"2021-06-09T14:28:20.140Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-09T14:28:20.140Z\",\"info\":{\"contact\":{\"email\":\"evan.t.yates@nasa.gov\"},\"description\":\"This endpoint structures the APOD imagery and associated metadata so that it can be repurposed for other applications. In addition, if the concept_tags parameter is set to True, then keywords derived from the image explanation are returned. These keywords could be used as auto-generated hashtags for twitter or instagram feeds; but generally help with discoverability of relevant imagery\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"APOD\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"media\",\"open_data\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/nasa/api-docs/gh-pages/assets/json/APOD\",\"version\":\"2.0\"}],\"x-providerName\":\"nasa.gov\",\"x-serviceName\":\"apod\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T10:17:58.102Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nasa.gov/apod/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nasa.gov/apod/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"nasa.gov:asteroids neows\",\"value\":{\"added\":\"2021-06-09T15:10:14.435Z\",\"preferred\":\"3.4.0\",\"versions\":[{\"key\":\"3.4.0\",\"value\":{\"added\":\"2021-06-09T15:10:14.435Z\",\"info\":{\"contact\":{\"email\":\"hq-techport@mail.nasa.gov\",\"name\":\"TechPort Team\",\"url\":\"https://techport.nasa.gov\"},\"description\":\"TechPort RESTful API\",\"title\":\"TechPort\",\"version\":\"3.4.0\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/nasa/api-docs/gh-pages/assets/json/Asteroids%20NeoWs\",\"version\":\"2.0\"}],\"x-providerName\":\"nasa.gov\",\"x-serviceName\":\"asteroids neows\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T10:17:58.102Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nasa.gov/asteroids neows/3.4.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nasa.gov/asteroids neows/3.4.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"nativeads.com\",\"value\":{\"added\":\"2015-09-22T16:21:28.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-09-22T16:21:28.000Z\",\"info\":{\"description\":\"This is a Native Ads Publisher API it provides same functionality as Native Ads Publisher Account GUI.\\n\",\"title\":\"Native Ads Publisher API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_api.nativeads.com_docs_publisher_images_nativeads-logo.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.nativeads.com/docs/publisher/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"nativeads.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nativeads.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nativeads.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"naviplancentral.com:factfinder\",\"value\":{\"added\":\"2017-11-26T17:48:36.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2017-11-26T17:48:36.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"AdvicentFP\"},\"description\":\"An API for accessing the NaviPlan Fact Finder.\",\"title\":\"Advicent.FactFinderService\",\"version\":\"v1\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Advicent_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://demo.uat.naviplancentral.com/factfinder/swagger/docs/v1\",\"version\":\"2.0\"},{\"format\":\"swagger\",\"url\":\"https://demo.uat.naviplancentral.com/factfinder/swagger/docs/v1\",\"version\":\"2.0\"}],\"x-providerName\":\"naviplancentral.com\",\"x-serviceName\":\"factfinder\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/naviplancentral.com/factfinder/v1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/naviplancentral.com/factfinder/v1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"naviplancentral.com:plan\",\"value\":{\"added\":\"2017-11-26T17:48:36.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2017-11-26T17:48:36.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"AdvicentFP\"},\"description\":\"An API for accessing NaviPlan plan data for a client.\",\"title\":\"NaviPlan 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statistics.\",\"title\":\"NBA Stats API\",\"version\":\"version\",\"x-apisguru-categories\":[\"media\",\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_upload.wikimedia.org_wikipedia_en_thumb_0_03_National_Basketball_Association_logo.svg_100px-National_Basketball_Association_logo.svg.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/danielwelch/little-pynny/master/little-pynny/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"nba.com\",\"x-unofficialSpec\":true},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nba.com/version/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nba.com/version/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"nbg.gr\",\"value\":{\"added\":\"2021-06-07T19:59:09.908Z\",\"preferred\":\"v3.1.5\",\"versions\":[{\"key\":\"v3.1.5\",\"value\":{\"added\":\"2021-06-07T19:59:09.908Z\",\"info\":{\"contact\":{\"email\":\"developer@nbg.gr\",\"name\":\"NBG\",\"url\":\"https://developer.nbg.gr/\"},\"description\":\"## Functionality at a glance\\r\\n\\r\\nThe NBG \\\"UK OPB - Account and Transaction v3.1.5\\\" API follows the [UK Open Banking Specification\\r\\n v3.1.5](https://openbankinguk.github.io/read-write-api-site3/v3.1.5/profiles/account-and-transaction-api-profile.html)\\r\\n\\r\\nThis Account and Transaction API Specification describes the flows and payloads for retrieving a list of accounts and their transactions.\\r\\n\\r\\nThe API endpoints described here allow a AISP to: \\r\\n\\r\\n* Create the Consent with the appropriate permissions in order to be able to access the API Endpoints\\r\\n\\r\\n* Retrieve the list of accounts\\r\\n\\r\\n* Retrieve an account's details\\r\\n\\r\\n* Retrieve an account's balances\\r\\n\\r\\n* Retrieve an account's transactions\\r\\n\\r\\n* Retrieve an account's beneficiaries\\r\\n\\r\\n* Retrieve an account's standing orders\\r\\n\\r\\n* Retrieve an account's party\\r\\n\\r\\n* Retrieve an account's scheduled payments\\r\\n\\r\\n* Retrieve an account's statements\\r\\n\\r\\n\\r\\n\\r\\n## Quick Getting Started\\r\\n\\r\\n\\r\\n1. **Login/Register** to the NBG Technology HUB\\r\\n\\r\\n2. Go to **\\\"APPS\\\"**\\r\\n\\r\\n3. Select your Organization and go to step 4. If you want to create a new Organization click **\\\\\\\"CREATE AN ORGANIZATION\\\\\\\"** and follow the steps below:\\r\\n\\t1. Enter the title of your Organization\\r\\n\\t2. Enter a short description of your Organization (optional)\\r\\n\\t3. Click **\\\"SUBMIT\\\"**\\r\\n\\r\\n4. Select the Organization of choice and click **\\\"ADD AN APPLICATION\\\"** \\r\\n\\t 1. Fill in the forms (title and short description)\\r\\n\\t 2. Check **\\\\\\\"Authorization Code\\\\\\\" and \\\\\\\"Client Credentials\\\\\\\"** \\r\\n\\t 3. Enter the **OAuth Redirect and Post Logout URIs** (these are the URIs that we will redirect the user upon logging in and logging out respectively)\\r\\n\\t\\t \\r\\n\\t\\t You can use the following redirect URL to easily test the API through the portal: *https://developer.nbg.gr/oauth2/redoc-callback*\\r\\n\\t 4. Click **\\\"SUBMIT\\\"**\\r\\n\\t 5. Store the APPs **\\\"Client ID\\\"** and **\\\"Client Secret\\\"**\\r\\n5. Go to **\\\"API PRODUCTS\\\"** and select the **ACCOUNT INFORMATION - UK OPEN BANKING API**\\r\\n\\r\\n6. Click **\\\\\\\"START USING THIS API\\\\\\\"**, choose your app and click\\r\\n**\\\"SUBSCRIBE\\\"**\\r\\n\\r\\n7. Get an Access Token using the Access Token Flow and the API scopes provided in the Authentication and Authorization (OAuth2) section below\\r\\n\\r\\n8. Create a Sandbox\\r\\n\\r\\n9. Play with the API \\r\\n\\r\\n\\r\\n### Sandbox Flow\\r\\n\\r\\nThe Sandbox Flow matches the Production Flow. The difference lies into the Data used. Instead of live\\r\\ndata, the Sandbox flow uses mocked data.\\r\\n\\r\\n\\r\\n### Production Flow \\r\\n\\r\\nThe Production Flow is described in the [UK Open Banking v3.1.5\\r\\nSpecification](https://openbankinguk.github.io/read-write-api-site3/v3.1.5/profiles/account-and-transaction-api-profile.html)\\r\\n\\r\\nMore details about the implementation specifics followed, please visit section **UK OPB Implementation\\r\\nSpecifics**\\r\\n\\r\\n\\r\\n## Authentication and Authorization (OAuth2)\\r\\n\\r\\nThis API version uses the OAuth2 protocol for authentication and authorization, which means that a\\r\\nBearer (access token) should be acquired. An access token can be retrieved using the client_id and\\r\\nclient_secret of the APP that you created and subscribed in this API, and your own credentials\\r\\n(username, password) that you use to sign in the NBG Technology HUB. The scopes are defined below:\\r\\n\\r\\n**Authorization Endpoint:** \\r\\n\\r\\n\\t https://my.nbg.gr/identity/connect/authorize\\r\\n\\r\\n\\r\\n**Token Endpoint:** \\r\\n\\r\\n\\t https://my.nbg.gr/identity/connect/token\\r\\n\\r\\n### Authorization Code ###\\r\\n\\r\\n**Sandbox Scopes:** \\r\\n\\r\\n\\t sandbox-uk-account-info-api-v1 offline_access\\r\\n\\r\\n\\r\\n**Production Scopes:** \\r\\n\\r\\n\\t accounts offline_access\\r\\n\\r\\n### Client Credentials ###\\r\\n\\r\\n**Sandbox Scopes:** \\r\\n\\r\\n\\t sandbox-uk-account-info-api-v1\\r\\n\\r\\n\\r\\n**Production Scopes:** \\r\\n\\r\\n\\t accounts\\r\\n\\r\\n\\r\\nSee more [here](https://developer.nbg.gr/oauth-document)\\r\\n\\r\\n## QWAC Certificates\\r\\n\\r\\nTPPs are required to present a QWAC certificate during API consumption. The API checks that this certificate has been provided and is valid. In sandbox mode the certificate validations are optional. To validate your certificate in sandbox implementation, please send us your QWAC certificate at developer@nbg.gr and set the HTTP Header **\\\\\\\"x-sandbox-qwac-certificate-check\\\\\\\"** with the value **\\\\\\\"true\\\\\\\"** in your requests. \\r\\n\\r\\n## SMS Challenge (One Time Password)\\r\\n\\r\\nIn order to successfully authorize an Accounts Access you will need to provide the SMS OTP (One Time Password) in the corresponding Accounts Consent UI Screen.\\r\\n\\r\\nBy default the SMS OTP will be sent to the mobile number declared upon singing up in the NBG Technology HUB. \\r\\n\\r\\n\\r\\n\\r\\n## Create your Sandbox\\r\\n\\r\\nCreate a new Sandbox application by invoking the POST /sandbox. This call will generate a new Sandbox\\r\\nwith a unique sandbox-id.\\r\\n\\r\\n\\r\\n__Important!__ Before proceeding save the sandbox id you just created.\\r\\n\\r\\n\\r\\nWhen you create a sandbox, users and sandbox specific data are generated as sample data.\\r\\n\\r\\n\\r\\n## Start Testing\\r\\n\\r\\nOnce you have your sandbox-id, you can start invoking the rest of the operations by providing the\\r\\nmandatory http header **sandbox-id** and the http headers described below.\\r\\n\\r\\n\\r\\n## Important notes\\r\\n\\r\\n\\r\\n**Request headers**\\r\\n\\r\\n\\r\\nThe following HTTP header parameters are required for every call:\\r\\n\\r\\n\\r\\n1. Authorization. The Auth2 Token\\r\\n\\r\\n2. sandbox-id. Your Sandbox ID\\r\\n\\r\\n\\r\\n**Consent**\\r\\n\\r\\n\\r\\nIn order to be able to effectively start using the Endpoints the appropriate Consent needs to be\\r\\ncreated and set to the 'Authorised' status. \\r\\n\\r\\n\\r\\nIn order to create the Consent you need to at least set the required **permissions** and the **Risk**\\r\\nsections. \\r\\n\\r\\n\\r\\nOptionally you may set the \\r\\n\\r\\n\\r\\n1. ExpirationDateTime. When the Consent expires \\r\\n\\r\\n\\r\\n2. TransactionFromDateTime. Start Date to retrieve the transactions \\r\\n\\r\\n\\r\\n3. TransactionToDateTime. End Date to retrieve the transactions \\r\\n\\r\\n**Not Implemented Endpoints**\\r\\n\\r\\nThe following endpoints are not implemented in the API\\r\\n\\r\\n1. GET /balances\\r\\n2. GET /transactions\\r\\n3. GET /beneficiaries\\r\\n4. GET /accounts/\\\\{AccountId\\\\}/direct-debits\\r\\n5. GET /direct-debits\\r\\n6. GET /standing-orders\\r\\n7. GET /accounts/\\\\{AccountId\\\\}/product\\r\\n8. GET /products\\r\\n9. GET /accounts/\\\\{AccountId\\\\}/offers\\r\\n10. GET /offers\\r\\n11. GET /scheduled-payments\\r\\n12. GET /statements\\r\\n\\r\\n\\r\\n## Error Codes\\r\\n\\r\\nThe error codes and their description can be found\\r\\n[here](https://openbankinguk.github.io/read-write-api-site3/v3.1.5/profiles/read-write-data-api-profile.html#error-response-structure)\\r\\n\\r\\n\\r\\n# UK OPB Implementation Specifics \\r\\n\\r\\nBelow you may find more specific information & limitations regarding the implementation followed in the Production API.\\r\\n\\r\\n\\r\\n## Token Endpoint Client Authentication\\r\\n\\r\\nAt this point the supported __Client Authentication__ method is \\\"__Client Secret Basic__\\\" - usage of \\\"Client ID\\\" & \\\"Client Secret\\\".\\r\\n\\r\\n\\r\\n## Consent Authorization\\r\\n\\r\\nFor a PSU to Authorize a Consent, they need to be redirected to the appropriate Consent UI.\\r\\n\\r\\nFor this redirection to take place the TPP needs to follow the Authorization Endpoint by amending the generated \\\"Consent ID\\\", like this: https://my.nbg.gr/identity/connect/authorize?consent_id={{consent_id}}&client_id={{client_id}}&scope={{scope}}&redirect_uri={{redirect_uri}}&response_type=code\\r\\n\\r\\nOnce the PSU is redirected to the Consent Authorization Screen, they need to enter their IBank (Production) or Developer Portal (Sandbox) Credentials and either Authorize or Reject the Consent.\\r\\n\\r\\nAt this point the Consent is binded with the PSU.\\r\\n\\r\\n\\r\\n## Debtor Account\\r\\nCurrently, only the \\\"UK.OBIE.IBAN\\\" scheme is supported.\\r\\n\\r\\n\\r\\n\\r\\n# Feedback and Questions\\r\\n\\r\\nWe would love to hear your feedback and answer your questions. Send us at\\r\\n[developer@nbg.gr](developer@nbg.gr)\\r\\n\\r\\n\\r\\nCheck out our [Sandbox Postman\\r\\nCollection](https://github.com/NBG-Developer-Portal/Account-Information-UK-Open-Banking)!\\r\\n\\r\\n\\r\\n________________________________________\\r\\n\\r\\nCreated by [**NBG**](https://www.nbg.gr/).\\n\\n # Entities \\n\\n Below, the main entities are documented.\\n <a name=OBExternalPermissions1Code></a> \\n## OBExternalPermissions1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| Specifies the Open Banking account access data types. This is a list of the data clusters being consented by the PSU, and requested for authorisation with the ASPSP.| <ul style=\\\"padding-left: 0\\\"><li>ReadAccountsBasic</li><li>ReadAccountsDetail</li><li>ReadBalances</li><li>ReadBeneficiariesBasic</li><li>ReadBeneficiariesDetail</li><li>ReadDirectDebits</li><li>ReadOffers</li><li>ReadPAN</li><li>ReadParty</li><li>ReadPartyPSU</li><li>ReadProducts</li><li>ReadScheduledPaymentsBasic</li><li>ReadScheduledPaymentsDetail</li><li>ReadStandingOrdersBasic</li><li>ReadStandingOrdersDetail</li><li>ReadStatementsBasic</li><li>ReadStatementsDetail</li><li>ReadTransactionsBasic</li><li>ReadTransactionsCredits</li><li>ReadTransactionsDebits</li><li>ReadTransactionsDetail</li></ul>|\\n\\n <a name=OBReadData1></a> \\n## OBReadData1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Permissions| Specifies the Open Banking account access data types. This is a list of the data clusters being consented by the PSU, and requested for authorisation with the ASPSP.| array[[OBExternalPermissions1Code](#OBExternalPermissions1Code)]|\\n| ExpirationDateTime| Specified date and time the permissions will expire. If this is not populated, the permissions will be open ended. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| TransactionFromDateTime| Specified start date and time for the transaction query period. If this is not populated, the start date will be open ended, and data will be returned from the earliest available transaction. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| TransactionToDateTime| Specified end date and time for the transaction query period. If this is not populated, the end date will be open ended, and data will be returned to the latest available transaction. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n\\n <a name=OBRisk2></a> \\n## OBRisk2 \\nThe Risk section is sent by the initiating party to the ASPSP. It is used to specify additional details for risk scoring for Account Info. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n\\n <a name=OBReadConsent1></a> \\n## OBReadConsent1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadData1](#OBReadData1)</summary><ul><li>Permissions [array[[OBExternalPermissions1Code](#OBExternalPermissions1Code)]]</li> <li>ExpirationDateTime [string]</li> <li>TransactionFromDateTime [string]</li> <li>TransactionToDateTime [string]</li> </ul></details> | \\n| Risk | Entity | <details><summary>[OBRisk2](#OBRisk2)</summary><ul></ul></details> | \\n\\n <a name=ErrorCode></a> \\n## ErrorCode \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| This is Data Type gives a low level textual error code to help categorise an error response. The applicable HTTP response code is also given.| <ul style=\\\"padding-left: 0\\\"><li>UK.OBIE.Field.Expected</li><li>UK.OBIE.Field.Invalid</li><li>UK.OBIE.Field.InvalidDate</li><li>UK.OBIE.Field.Missing</li><li>UK.OBIE.Field.Unexpected</li><li>UK.OBIE.Header.Invalid</li><li>UK.OBIE.Header.Missing</li><li>UK.OBIE.Resource.ConsentMismatch</li><li>UK.OBIE.Resource.InvalidConsentStatus</li><li>UK.OBIE.Resource.InvalidFormat</li><li>UK.OBIE.Resource.NotFound</li><li>UK.OBIE.Rules.AfterCutOffDateTime</li><li>UK.OBIE.Rules.DuplicateReference</li><li>UK.OBIE.Signature.Invalid</li><li>UK.OBIE.Signature.InvalidClaim</li><li>UK.OBIE.Signature.MissingClaim</li><li>UK.OBIE.Signature.Malformed</li><li>UK.OBIE.Signature.Missing</li><li>UK.OBIE.Signature.Unexpected</li><li>UK.OBIE.Unsupported.AccountIdentifier</li><li>UK.OBIE.Unsupported.AccountSecondaryIdentifier</li><li>UK.OBIE.Unsupported.Currency</li><li>UK.OBIE.Unsupported.EventType</li><li>UK.OBIE.Unsupported.Frequency</li><li>UK.OBIE.Unsupported.LocalInstrument</li><li>UK.OBIE.Unsupported.Scheme</li><li>UK.OBIE.Reauthenticate</li><li>UK.OBIE.Rules.ResourceAlreadyExists</li><li>UK.OBIE.UnexpectedError</li></ul>|\\n\\n <a name=OBError1></a> \\n## OBError1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| ErrorCode | Entity | <details><summary>[ErrorCode](#ErrorCode)</summary><ul></ul></details> | \\n| Message| A description of the error that occurred. e.g., 'A mandatory field isn't supplied' or 'RequestedExecutionDateTime must be in future'OBIE doesn't standardise this field| string|\\n| Path| Recommended but optional reference to the JSON Path of the field with error, e.g., Data.Initiation.InstructedAmount.Currency| string|\\n\\n <a name=OBErrorResponse1></a> \\n## OBErrorResponse1 \\nAn array of detail error codes, and messages, and URLs to documentation to help remediation. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Code| High level textual error code, to help categorize the errors.| string|\\n| Id| A unique reference for the error instance, for audit purposes, in case of unknown/unclassified errors.| string|\\n| Message| Brief Error message, e.g., 'There is something wrong with the request parameters provided'| string|\\n| Errors| Gets or Sets Errors| array[[OBError1](#OBError1)]|\\n\\n <a name=OBExternalRequestStatus1Code></a> \\n## OBExternalRequestStatus1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| Specifies the status of consent resource in code form.| <ul style=\\\"padding-left: 0\\\"><li>Authorised</li><li>AwaitingAuthorisation</li><li>Rejected</li><li>Revoked</li></ul>|\\n\\n <a name=OBReadDataConsentResponse1></a> \\n## OBReadDataConsentResponse1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| ConsentId| Unique identification as assigned to identify the account access consent resource.| string|\\n| CreationDateTime| Date and time at which the resource was created. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| Status | Entity | <details><summary>[OBExternalRequestStatus1Code](#OBExternalRequestStatus1Code)</summary><ul></ul></details> | \\n| StatusUpdateDateTime| Date and time at which the resource status was updated. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| Permissions| Specifies the Open Banking account access data types. This is a list of the data clusters being consented by the PSU, and requested for authorisation with the ASPSP.| array[[OBExternalPermissions1Code](#OBExternalPermissions1Code)]|\\n| ExpirationDateTime| Specified date and time the permissions will expire. If this is not populated, the permissions will be open ended. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| TransactionFromDateTime| Specified start date and time for the transaction query period. If this is not populated, the start date will be open ended, and data will be returned from the earliest available transaction. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| TransactionToDateTime| Specified end date and time for the transaction query period. If this is not populated, the end date will be open ended, and data will be returned to the latest available transaction. All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n\\n <a name=Links></a> \\n## Links \\nLinks relevant to the payload \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Self| -| string|\\n| First| -| string|\\n| Prev| -| string|\\n| Next| -| string|\\n| Last| -| string|\\n\\n <a name=Meta></a> \\n## Meta \\nMeta Data relevant to the payload \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| TotalPages| -| integer|\\n| FirstAvailableDateTime| All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| LastAvailableDateTime| All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n\\n <a name=OBReadConsentResponse1></a> \\n## OBReadConsentResponse1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataConsentResponse1](#OBReadDataConsentResponse1)</summary><ul><li>ConsentId [string]</li> <li>CreationDateTime [string]</li> <li><details><summary>Status [[OBExternalRequestStatus1Code](#OBExternalRequestStatus1Code)]</summary><ul></ul></details></li><li>StatusUpdateDateTime [string]</li> <li>Permissions [array[[OBExternalPermissions1Code](#OBExternalPermissions1Code)]]</li> <li>ExpirationDateTime [string]</li> <li>TransactionFromDateTime [string]</li> <li>TransactionToDateTime [string]</li> </ul></details> | \\n| Risk | Entity | <details><summary>[OBRisk2](#OBRisk2)</summary><ul></ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBExternalAccountType1Code></a> \\n## OBExternalAccountType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Business</li><li>Personal</li></ul>|\\n\\n <a name=OBExternalAccountSubType1Code></a> \\n## OBExternalAccountSubType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>ChargeCard</li><li>CreditCard</li><li>CurrentAccount</li><li>EMoney</li><li>Loan</li><li>Mortgage</li><li>PrePaidCard</li><li>Savings</li></ul>|\\n\\n <a name=OBCashAccount5></a> \\n## OBCashAccount5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| SchemeName| Name of the identification scheme, in a coded form as published in an external list.| string|\\n| Identification| Identification assigned by an institution to identify an account. This identification is known by the account owner.| string|\\n| Name| The account name is the name or names of the account owner(s) represented at an account level, as displayed by the ASPSP's online channels. Note, the account name is not the product name or the nickname of the account.| string|\\n| SecondaryIdentification| This is secondary identification of the account, as assigned by the account servicing institution. This can be used by building societies to additionally identify accounts with a roll number(in addition to a sort code and account number combination).| string|\\n\\n <a name=OBBranchAndFinancialInstitutionIdentification5></a> \\n## OBBranchAndFinancialInstitutionIdentification5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| SchemeName| Name of the identification scheme, in a coded form as published in an external list.| string|\\n| Identification| Unique and unambiguous identification of the servicing institution.| string|\\n\\n <a name=OBAccount6></a> \\n## OBAccount6 \\nUnambiguous identification of the account to which credit and debit entries are made. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| Currency| Identification of the currency in which the account is held. Usage: Currency should only be used in case one and the same account number covers several currencies and the initiating party needs to identify which currency needs to be used for settlement on the account.| string|\\n| AccountType | Entity | <details><summary>[OBExternalAccountType1Code](#OBExternalAccountType1Code)</summary><ul></ul></details> | \\n| AccountSubType | Entity | <details><summary>[OBExternalAccountSubType1Code](#OBExternalAccountSubType1Code)</summary><ul></ul></details> | \\n| Description| Specifies the description of the account type.| string|\\n| Nickname| The nickname of the account, assigned by the account owner in order to provide an additional means of identification of the account.| string|\\n| OpeningDate| Date on which the account and related basic services are effectively operational for the account owner.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| Account| Provides the details to identify an account.| array[[OBCashAccount5](#OBCashAccount5)]|\\n| Servicer | Entity | <details><summary>[OBBranchAndFinancialInstitutionIdentification5](#OBBranchAndFinancialInstitutionIdentification5)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> </ul></details> | \\n\\n <a name=OBReadDataAccount5></a> \\n## OBReadDataAccount5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Account| Unambiguous identification of the account to which credit and debit entries are made.| array[[OBAccount6](#OBAccount6)]|\\n\\n <a name=OBReadAccount5></a> \\n## OBReadAccount5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataAccount5](#OBReadDataAccount5)</summary><ul><li>Account [array[[OBAccount6](#OBAccount6)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBCreditDebitCode></a> \\n## OBCreditDebitCode \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Credit</li><li>Debit</li></ul>|\\n\\n <a name=OBBalanceType1Code></a> \\n## OBBalanceType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>ClosingAvailable</li><li>ClosingBooked</li><li>ClosingCleared</li><li>Expected</li><li>ForwardAvailable</li><li>Information</li><li>InterimAvailable</li><li>InterimBooked</li><li>InterimCleared</li><li>OpeningAvailable</li><li>OpeningBooked</li><li>OpeningCleared</li><li>PreviouslyClosedBooked</li></ul>|\\n\\n <a name=OBActiveOrHistoricCurrencyAndAmount></a> \\n## OBActiveOrHistoricCurrencyAndAmount \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Amount| A number of monetary units specified in an active currency where the unit of currency is explicit and compliant with ISO 4217.| string|\\n| Currency| A code allocated to a currency by a Maintenance Agency under an international identification scheme, as described in the latest edition of the international standard ISO 4217 \\\"Codes for the representation of currencies and funds\\\".| string|\\n\\n <a name=OBExternalLimitType1Code></a> \\n## OBExternalLimitType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Available</li><li>Credit</li><li>Emergency</li><li>Pre-Agreed</li><li>Temporary</li></ul>|\\n\\n <a name=OBCreditLine1></a> \\n## OBCreditLine1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Included| Indicates whether or not the credit line is included in the balance of the account. Usage: If not present, credit line is not included in the balance amount of the account.| boolean|\\n| Type | Entity | <details><summary>[OBExternalLimitType1Code](#OBExternalLimitType1Code)</summary><ul></ul></details> | \\n| Amount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n\\n <a name=OBCashBalance1></a> \\n## OBCashBalance1 \\nSet of elements used to define the balance details. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| CreditDebitIndicator | Entity | <details><summary>[OBCreditDebitCode](#OBCreditDebitCode)</summary><ul></ul></details> | \\n| Type | Entity | <details><summary>[OBBalanceType1Code](#OBBalanceType1Code)</summary><ul></ul></details> | \\n| DateTime| Indicates the date (and time) of the balance.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone. An example is below: 2017-04-05T10:43:07+00:00| string|\\n| Amount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| CreditLine| Set of elements used to provide details on the credit line.| array[[OBCreditLine1](#OBCreditLine1)]|\\n\\n <a name=OBReadDataBalance1></a> \\n## OBReadDataBalance1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Balance| Set of elements used to define the balance details.| array[[OBCashBalance1](#OBCashBalance1)]|\\n\\n <a name=OBReadBalance1></a> \\n## OBReadBalance1 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataBalance1](#OBReadDataBalance1)</summary><ul><li>Balance [array[[OBCashBalance1](#OBCashBalance1)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBBeneficiaryType1Code></a> \\n## OBBeneficiaryType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| Specifies the Beneficiary Type.| <ul style=\\\"padding-left: 0\\\"><li>Trusted</li><li>Ordinary</li></ul>|\\n\\n <a name=OBBeneficiary5></a> \\n## OBBeneficiary5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| BeneficiaryType | Entity | <details><summary>[OBBeneficiaryType1Code](#OBBeneficiaryType1Code)</summary><ul></ul></details> | \\n| CreditorAccount | Entity | <details><summary>[OBCashAccount5](#OBCashAccount5)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> <li>Name [string]</li> <li>SecondaryIdentification [string]</li> </ul></details> | \\n\\n <a name=OBReadDataBeneficiary5></a> \\n## OBReadDataBeneficiary5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Beneficiary| -| array[[OBBeneficiary5](#OBBeneficiary5)]|\\n\\n <a name=OBReadBeneficiary5></a> \\n## OBReadBeneficiary5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataBeneficiary5](#OBReadDataBeneficiary5)</summary><ul><li>Beneficiary [array[[OBBeneficiary5](#OBBeneficiary5)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBParty2></a> \\n## OBParty2 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| PartyId| A unique and immutable identifier used to identify the customer resource. This identifier has no meaning to the account owner.| string|\\n| Name| Name by which a party is known and which is usually used to identify that party.| string|\\n\\n <a name=OBReadDataParty2></a> \\n## OBReadDataParty2 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Party | Entity | <details><summary>[OBParty2](#OBParty2)</summary><ul><li>PartyId [string]</li> <li>Name [string]</li> </ul></details> | \\n\\n <a name=OBReadParty2></a> \\n## OBReadParty2 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataParty2](#OBReadDataParty2)</summary><ul><li><details><summary>Party [[OBParty2](#OBParty2)]</summary><ul><li>PartyId [string]</li> <li>Name [string]</li> </ul></details></li></ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBReadDataParty3></a> \\n## OBReadDataParty3 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Party| -| array[[OBParty2](#OBParty2)]|\\n\\n <a name=OBReadParty3></a> \\n## OBReadParty3 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataParty3](#OBReadDataParty3)</summary><ul><li>Party [array[[OBParty2](#OBParty2)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=SandboxRequest></a> \\n## SandboxRequest \\nRequest to create a new sandbox \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| sandboxId| Sandbox Id| string|\\n\\n <a name=ErrorResponse></a> \\n## ErrorResponse \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| errorMessage| -| string|\\n\\n <a name=SandboxRetryCacheEntry></a> \\n## SandboxRetryCacheEntry \\nKeeps the number of calls without x-fapi-customer-ip-address header present \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| cacheKey| Cache key| string|\\n| count| Number of retries ( up to 4 )| integer|\\n| expirationTimestamp| Expiration timestamp of the entry| string|\\n\\n <a name=SandboxBankAccountInfo></a> \\n## SandboxBankAccountInfo \\nGeneral account information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| currency| Currency (EUR, USD ...)| string|\\n| iban| Account's IBAN| string|\\n| accountType| Account's type (Business, Personal)| string|\\n| accountSubType| Account's sub-type (ChargeCard, CreditCard, CurrentAccount ...)| string|\\n| description| Account's description| string|\\n| alias| Account's alias| string|\\n| openingDate| Account's opening date| string|\\n| availableBalance| Account's available balance| number|\\n| ledgerBalance| Account's ledger balance| number|\\n| overdraftLimit| Account's overdraft limit| number|\\n\\n <a name=SandboxParty></a> \\n## SandboxParty \\nConnected party information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| id| Party id| string|\\n| name| Name| string|\\n\\n <a name=SandboxBeneficiary></a> \\n## SandboxBeneficiary \\nBeneficiary information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| name| Beneficiary name| string|\\n\\n <a name=SandboxStandingOrder></a> \\n## SandboxStandingOrder \\nStanding order information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| description| Standing order short description| string|\\n| frequency| Standing order frequency| string|\\n| firstPaymentDate| Standing order first collection date| string|\\n| nextPaymentDate| Standing order next collection date| string|\\n| finalPaymentDate| Standing order final collection date| string|\\n| lastPaymentDate| Standing order last executed payment date| string|\\n| status| Standing order status (Active, Inactive)| string|\\n| amount| Standing order amount| number|\\n\\n <a name=SandboxScheduledPayment></a> \\n## SandboxScheduledPayment \\nScheduled payment information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| description| Scheduled payment's short description| string|\\n| executionDate| Scheduled payment's execution date| string|\\n| amount| Amount| number|\\n| senderReference| Debtor / Sender reference| string|\\n\\n <a name=SandboxStatement></a> \\n## SandboxStatement \\nStatement information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| number| Statement number| string|\\n| year| Statement year| integer|\\n| month| Statement month| integer|\\n\\n <a name=SandboxTransaction></a> \\n## SandboxTransaction \\nTransaction information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| reference| Transaction reference| string|\\n| amount| Amount| number|\\n| currency| Currency (EUR, USD ...)| string|\\n| creditDebit| Credit / Debit indicator| string|\\n| valueDateTime| Valeur| string|\\n| bookingDateTime| Booking date time| string|\\n| description| Description| string|\\n| accountingBalance| Balance| number|\\n| relatedAccount| Related account| string|\\n| relatedName| Related account| string|\\n| transactionCode| Transaction code| string|\\n\\n <a name=SandboxBankAccount></a> \\n## SandboxBankAccount \\nSandbox bank account \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| info | Entity | <details><summary>[SandboxBankAccountInfo](#SandboxBankAccountInfo)</summary><ul><li>currency [string]</li> <li>iban [string]</li> <li>accountType [string]</li> <li>accountSubType [string]</li> <li>description [string]</li> <li>alias [string]</li> <li>openingDate [string]</li> <li>availableBalance [number]</li> <li>ledgerBalance [number]</li> <li>overdraftLimit [number]</li> </ul></details> | \\n| party | Entity | <details><summary>[SandboxParty](#SandboxParty)</summary><ul><li>id [string]</li> <li>name [string]</li> </ul></details> | \\n| beneficiaries| List of account's beneficiaries| array[[SandboxBeneficiary](#SandboxBeneficiary)]|\\n| standingOrders| List of account's standing orders| array[[SandboxStandingOrder](#SandboxStandingOrder)]|\\n| scheduledPayments| List of account's scheduled payments| array[[SandboxScheduledPayment](#SandboxScheduledPayment)]|\\n| statements| List of account's statements| array[[SandboxStatement](#SandboxStatement)]|\\n| transactions| List of account's transactions| array[[SandboxTransaction](#SandboxTransaction)]|\\n\\n <a name=SandboxCardInfo></a> \\n## SandboxCardInfo \\nSandbox card information \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| number| Card number| string|\\n| description| Description| string|\\n| holderName| Holder name| string|\\n| expiration| Expiration date (05/2022)| string|\\n| type| Type| string|\\n| subType| Sub type| string|\\n| availableBalance| Available balance| number|\\n| ledgerBalance| Ledger balance| number|\\n| creditLimit| Credit limit ( applicable to credit cards )| number|\\n\\n <a name=SandboxCard></a> \\n## SandboxCard \\nSandbox card \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| info | Entity | <details><summary>[SandboxCardInfo](#SandboxCardInfo)</summary><ul><li>number [string]</li> <li>description [string]</li> <li>holderName [string]</li> <li>expiration [string]</li> <li>type [string]</li> <li>subType [string]</li> <li>availableBalance [number]</li> <li>ledgerBalance [number]</li> <li>creditLimit [number]</li> </ul></details> | \\n| party | Entity | <details><summary>[SandboxParty](#SandboxParty)</summary><ul><li>id [string]</li> <li>name [string]</li> </ul></details> | \\n| statements| Card statements| array[[SandboxStatement](#SandboxStatement)]|\\n| transactions| Card transactions| array[[SandboxTransaction](#SandboxTransaction)]|\\n\\n <a name=SandboxUser></a> \\n## SandboxUser \\nUser data \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| userId| Connected user id| string|\\n| retryCacheEntries| Retry cache entries| array[[SandboxRetryCacheEntry](#SandboxRetryCacheEntry)]|\\n| accounts| List of accounts| array[[SandboxBankAccount](#SandboxBankAccount)]|\\n| cards| List of cards| array[[SandboxCard](#SandboxCard)]|\\n\\n <a name=Sandbox></a> \\n## Sandbox \\nSandbox model \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| sandboxId| Sandbox id| string|\\n| users| List of users| array[[SandboxUser](#SandboxUser)]|\\n\\n <a name=OBExternalScheduleType1Code></a> \\n## OBExternalScheduleType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Arrival</li><li>Execution</li></ul>|\\n\\n <a name=OBScheduledPayment3></a> \\n## OBScheduledPayment3 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| ScheduledPaymentId| A unique and immutable identifier used to identify the scheduled payment resource. This identifier has no meaning to the account owner.| string|\\n| ScheduledPaymentDateTime| The date on which the scheduled payment will be made.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| ScheduledType | Entity | <details><summary>[OBExternalScheduleType1Code](#OBExternalScheduleType1Code)</summary><ul></ul></details> | \\n| Reference| Unique reference, as assigned by the creditor, to unambiguously refer to the payment transaction. Usage: If available, the initiating party should provide this reference in the structured remittance information, to enable reconciliation by the creditor upon receipt of the amount of money. If the business context requires the use of a creditor reference or a payment remit identification, and only one identifier can be passed through the end-to-end chain, the creditor's reference or payment remittance identification should be quoted in the end-to-end transaction identification.| string|\\n| DebtorReference| A reference value provided by the PSU to the PISP while setting up the scheduled payment.| string|\\n| InstructedAmount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| CreditorAccount | Entity | <details><summary>[OBCashAccount5](#OBCashAccount5)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> <li>Name [string]</li> <li>SecondaryIdentification [string]</li> </ul></details> | \\n\\n <a name=OBReadDataScheduledPayment3></a> \\n## OBReadDataScheduledPayment3 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| ScheduledPayment| -| array[[OBScheduledPayment3](#OBScheduledPayment3)]|\\n\\n <a name=OBReadScheduledPayment3></a> \\n## OBReadScheduledPayment3 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataScheduledPayment3](#OBReadDataScheduledPayment3)</summary><ul><li>ScheduledPayment [array[[OBScheduledPayment3](#OBScheduledPayment3)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBExternalStandingOrderStatus1Code></a> \\n## OBExternalStandingOrderStatus1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Active</li><li>Inactive</li></ul>|\\n\\n <a name=OBStandingOrder5></a> \\n## OBStandingOrder5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| StandingOrderId| A unique and immutable identifier used to identify the standing order resource. This identifier has no meaning to the account owner.| string|\\n| Frequency| Individual Definitions: IntrvlMnthDay - An interval specified in months(between 01, 02, 03, 04, 06, 12, 24), specifying the day within the month(01 to 31) Full Regular Expression: ^(IntrvlMnthDay:(0[1,2,3,4,6]|12|24):(0[1-9]|[12] [0-9]|3[01]))$| string|\\n| Reference| Unique reference, as assigned by the creditor, to unambiguously refer to the payment transaction. Usage: If available, the initiating party should provide this reference in the structured remittance information, to enable reconciliation by the creditor upon receipt of the amount of money. If the business context requires the use of a creditor reference or a payment remit identification, and only one identifier can be passed through the end-to-end chain, the creditor's reference or payment remittance identification should be quoted in the end-to-end transaction identification.| string|\\n| FirstPaymentDateTime| The date on which the first payment for a Standing Order schedule will be made.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| NextPaymentDateTime| The date on which the next payment for a Standing Order schedule will be made.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| LastPaymentDateTime| The date on which the last (most recent) payment for a Standing Order schedule was made.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| FinalPaymentDateTime| The date on which the final payment for a Standing Order schedule will be made.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| StandingOrderStatusCode | Entity | <details><summary>[OBExternalStandingOrderStatus1Code](#OBExternalStandingOrderStatus1Code)</summary><ul></ul></details> | \\n| FirstPaymentAmount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| NextPaymentAmount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| LastPaymentAmount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| FinalPaymentAmount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| CreditorAccount | Entity | <details><summary>[OBCashAccount5](#OBCashAccount5)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> <li>Name [string]</li> <li>SecondaryIdentification [string]</li> </ul></details> | \\n\\n <a name=OBReadDataStandingOrder5></a> \\n## OBReadDataStandingOrder5 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| StandingOrder| -| array[[OBStandingOrder5](#OBStandingOrder5)]|\\n\\n <a name=OBReadStandingOrder6></a> \\n## OBReadStandingOrder6 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataStandingOrder5](#OBReadDataStandingOrder5)</summary><ul><li>StandingOrder [array[[OBStandingOrder5](#OBStandingOrder5)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBExternalStatementType1Code></a> \\n## OBExternalStatementType1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>AccountClosure</li><li>AccountOpening</li><li>Annual</li><li>Interim</li><li>RegularPeriodic</li></ul>|\\n\\n <a name=OBStatement2></a> \\n## OBStatement2 \\nProvides further details on a statement resource. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| StatementId| Unique identifier for the statement resource within an servicing institution. This identifier is both unique and immutable.| string|\\n| StatementReference| Unique reference for the statement. This reference may be optionally populated if available.| string|\\n| Type | Entity | <details><summary>[OBExternalStatementType1Code](#OBExternalStatementType1Code)</summary><ul></ul></details> | \\n| StartDateTime| Date and time at which the statement period starts.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| EndDateTime| Date and time at which the statement period starts.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| CreationDateTime| Date and time at which the statement period starts.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n\\n <a name=OBReadDataStatement2></a> \\n## OBReadDataStatement2 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Statement| Provides further details on a statement resource.| array[[OBStatement2](#OBStatement2)]|\\n\\n <a name=OBReadStatement2></a> \\n## OBReadStatement2 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataStatement2](#OBReadDataStatement2)</summary><ul><li>Statement [array[[OBStatement2](#OBStatement2)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n <a name=OBEntryStatus1Code></a> \\n## OBEntryStatus1Code \\n### Attributes \\n\\n| Type| Description| Example| Values|\\n| -----| -----| -----| -----|\\n| enum| -| <ul style=\\\"padding-left: 0\\\"><li>Booked</li><li>Pending</li></ul>|\\n\\n <a name=ProprietaryBankTransactionCodeStructure1></a> \\n## ProprietaryBankTransactionCodeStructure1 \\nSet of elements to fully identify a proprietary bank transaction code. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Code| Proprietary bank transaction code to identify the underlying transaction.| string|\\n| Issuer| Identification of the issuer of the proprietary bank transaction code.| string|\\n\\n <a name=OBTransactionCashBalance></a> \\n## OBTransactionCashBalance \\nSet of elements used to define the balance as a numerical representation of the net increases and decreases in an account after a transaction entry is applied to the account. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| CreditDebitIndicator | Entity | <details><summary>[OBCreditDebitCode](#OBCreditDebitCode)</summary><ul></ul></details> | \\n| Type | Entity | <details><summary>[OBBalanceType1Code](#OBBalanceType1Code)</summary><ul></ul></details> | \\n| Amount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n\\n <a name=OBCashAccount6></a> \\n## OBCashAccount6 \\nUnambiguous identification of the account of the creditor, in the case of a debit transaction. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| SchemeName| Name of the identification scheme, in a coded form as published in an external list.| string|\\n| Identification| Identification assigned by an institution to identify an account. This identification is known by the account owner.| string|\\n| Name| The account name is the name or names of the account owner(s) represented at an account level, as displayed by the ASPSP's online channels. Note, the account name is not the product name or the nickname of the account.| string|\\n\\n <a name=OBTransaction6></a> \\n## OBTransaction6 \\nProvides further details on an entry in the report. \\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| AccountId| A unique and immutable identifier used to identify the account resource. This identifier has no meaning to the account owner.| string|\\n| TransactionReference| Unique reference for the transaction. This reference is optionally populated, and may as an example be the FPID in the Faster Payments context.| string|\\n| CreditDebitIndicator | Entity | <details><summary>[OBCreditDebitCode](#OBCreditDebitCode)</summary><ul></ul></details> | \\n| Status | Entity | <details><summary>[OBEntryStatus1Code](#OBEntryStatus1Code)</summary><ul></ul></details> | \\n| BookingDateTime| Date and time when a transaction entry is posted to an account on the account servicer's books. Usage: Booking date is the expected booking date, unless the status is booked, in which case it is the actual booking date.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| ValueDateTime| Date and time at which assets become available to the account owner in case of a credit entry, or cease to be available to the account owner in case of a debit transaction entry. Usage: If transaction entry status is pending and value date is present, then the value date refers to an expected/requested value date. For transaction entries subject to availability/float and for which availability information is provided, the value date must not be used.In this case the availability component identifies the number of availability days.All dates in the JSON payloads are represented in ISO 8601 date-time format. All date-time fields in responses must include the timezone.An example is below: 2017-04-05T10:43:07+00:00| string|\\n| TransactionInformation| Further details of the transaction. This is the transaction narrative, which is unstructured text.| string|\\n| Amount | Entity | <details><summary>[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details> | \\n| ProprietaryBankTransactionCode | Entity | <details><summary>[ProprietaryBankTransactionCodeStructure1](#ProprietaryBankTransactionCodeStructure1)</summary><ul><li>Code [string]</li> <li>Issuer [string]</li> </ul></details> | \\n| Balance | Entity | <details><summary>[OBTransactionCashBalance](#OBTransactionCashBalance)</summary><ul><li><details><summary>CreditDebitIndicator [[OBCreditDebitCode](#OBCreditDebitCode)]</summary><ul></ul></details></li><li><details><summary>Type [[OBBalanceType1Code](#OBBalanceType1Code)]</summary><ul></ul></details></li><li><details><summary>Amount [[OBActiveOrHistoricCurrencyAndAmount](#OBActiveOrHistoricCurrencyAndAmount)]</summary><ul><li>Amount [string]</li> <li>Currency [string]</li> </ul></details></li></ul></details> | \\n| CreditorAccount | Entity | <details><summary>[OBCashAccount6](#OBCashAccount6)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> <li>Name [string]</li> </ul></details> | \\n| DebtorAccount | Entity | <details><summary>[OBCashAccount6](#OBCashAccount6)</summary><ul><li>SchemeName [string]</li> <li>Identification [string]</li> <li>Name [string]</li> </ul></details> | \\n\\n <a name=OBReadDataTransaction6></a> \\n## OBReadDataTransaction6 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Transaction| Provides further details on an entry in the report.| array[[OBTransaction6](#OBTransaction6)]|\\n\\n <a name=OBReadTransaction6></a> \\n## OBReadTransaction6 \\n\\n\\n### Attributes \\n\\n| Name| Description| Values|\\n| -----| -----| -----|\\n| Data | Entity | <details><summary>[OBReadDataTransaction6](#OBReadDataTransaction6)</summary><ul><li>Transaction [array[[OBTransaction6](#OBTransaction6)]]</li> </ul></details> | \\n| Links | Entity | <details><summary>[Links](#Links)</summary><ul><li>Self [string]</li> <li>First [string]</li> <li>Prev [string]</li> <li>Next [string]</li> <li>Last [string]</li> </ul></details> | \\n| Meta | Entity | <details><summary>[Meta](#Meta)</summary><ul><li>TotalPages [integer]</li> <li>FirstAvailableDateTime [string]</li> <li>LastAvailableDateTime [string]</li> </ul></details> | \\n\\n# Authentication\\n\\n<!-- ReDoc-Inject: <security-definitions> -->\",\"title\":\"Account and Transaction API Specification - UK\",\"version\":\"v3.1.5\",\"x-apisguru-categories\":[\"financial\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.nbg.gr/api.gateway/publicportal/sites/default/files/2020-09/NBGSwagger-account-and_transaction_api_specification_uk-v3.1.5-swagger%20%284%29.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"nbg.gr\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-07T19:59:09.908Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nbg.gr/v3.1.5/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nbg.gr/v3.1.5/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"ndhm.gov.in:ndhm-cm\",\"value\":{\"added\":\"2021-02-07T16:16:03.397Z\",\"preferred\":\"0.5\",\"versions\":[{\"key\":\"0.5\",\"value\":{\"added\":\"2021-02-07T16:16:03.397Z\",\"info\":{\"contact\":{\"name\":\"National Health Authority\",\"url\":\"https://ndhm.gov.in/\"},\"description\":\"Entity which provides health information aggregation services to customers of health care services.\\nIt enables customers to fetch their health information from one or more Health Information Providers\\n(e.g., Hospitals, Diagnostic Labs, Medical Device Companies), based on their explicit Consent and to share such\\naggregated information with Health Information Users i.e. entities in need of such data (e.g., Insurers,\\nDoctors, Medical Researchers).\\n\\n# Specifications\\n1. This document maintains only the Health Information Gateway relevant APIs. \\n\",\"title\":\"Health Data Consent Manager\",\"version\":\"0.5\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/ndhm-cm.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"ndhm.gov.in\",\"x-serviceName\":\"ndhm-cm\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:16:03.397Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ndhm.gov.in/ndhm-cm/0.5/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ndhm.gov.in/ndhm-cm/0.5/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ndhm.gov.in:ndhm-gateway\",\"value\":{\"added\":\"2021-02-07T16:16:11.304Z\",\"preferred\":\"0.5\",\"versions\":[{\"key\":\"0.5\",\"value\":{\"added\":\"2021-02-07T16:16:11.304Z\",\"info\":{\"contact\":{\"name\":\"National Health Authority\",\"url\":\"https://ndhm.gov.in/\"},\"description\":\"Gateway is the hub that routes/orchestrates the interaction between consent managers and API bridges. There are 5 categories of APIs; discovery, link, consent flow, data flow and monitoring. To reflect the consumers of APIs, the above apis are also categorized under cm facing, hiu facing and hip facing \\n\",\"title\":\"Gateway\",\"version\":\"0.5\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://apisetu.gov.in/api_specification_v8/ndhm-gateway.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"ndhm.gov.in\",\"x-serviceName\":\"ndhm-gateway\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-02-07T16:16:11.304Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ndhm.gov.in/ndhm-gateway/0.5/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ndhm.gov.in/ndhm-gateway/0.5/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ndhm.gov.in:ndhm-healthid\",\"value\":{\"added\":\"2021-02-07T16:16:19.262Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2021-02-07T16:16:19.262Z\",\"info\":{\"contact\":{\"name\":\"National Health Authority\",\"url\":\"https://ndhm.gov.in/\"},\"description\":\"It is important to standardize the process of identification of an individual across healthcare providers, to ensure that the created medical records are issued to the right individual or accessed by a Health Information User through appropriate consent. \\nIn order to issue a Health ID to an individual, one only needs basic demographic details like Name, Year of Birth, Gender. 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All the data is from the NASA JPL Asteroid team. \\n\\n \\n\\nNeoWs is proud to power AsteroidTracker on iOS and Android as well as related apps. \\n\\n Follow us on Twitter\",\"title\":\"NeoWs - (Near Earth Object Web Service)\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.31\"},\"format\":\"swagger\",\"url\":\"http://www.neowsapp.com/api-docs\",\"version\":\"1.2\"}],\"x-providerName\":\"neowsapp.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2020-01-07T11:40:28.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/neowsapp.com/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/neowsapp.com/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"netatmo.net\",\"value\":{\"added\":\"2016-05-31T00:33:40.000Z\",\"preferred\":\"1.1.5\",\"versions\":[{\"key\":\"1.1.5\",\"value\":{\"added\":\"2016-05-31T00:33:40.000Z\",\"info\":{\"contact\":{\"email\":\"contact-api@netatmo.com\",\"name\":\"Netatmo\"},\"description\":\"

Welcome to the Netatmo swagger on-line documentation !

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Visit our Community forum to join the conversation about [understanding and using Netlify\\u2019s API](https://community.netlify.com/t/common-issue-understanding-and-using-netlifys-api/160).\\n\\nAdditionally, we have two API clients for your convenience:\\n- [Go Client](https://github.com/netlify/open-api#go-client)\\n- [JS Client](https://github.com/netlify/js-client)\",\"termsOfService\":\"https://www.netlify.com/legal/terms-of-use/\",\"title\":\"Netlify's API documentation\",\"version\":\"2.5.0\",\"x-apisguru-categories\":[\"cloud\"],\"x-logo\":{\"altText\":\"Netlify\",\"href\":\"https://www.netlify.com/docs/\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Netlify_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/netlify/open-api/master/swagger.yml\",\"version\":\"2.0\"}],\"x-providerName\":\"netlify.com\"},\"externalDocs\":{\"description\":\"Online documentation\",\"url\":\"https://www.netlify.com/docs/api/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/netlify.com/2.5.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/netlify.com/2.5.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"neutrinoapi.net\",\"value\":{\"added\":\"2017-04-13T09:20:16.000Z\",\"preferred\":\"3.5.0\",\"versions\":[{\"key\":\"3.5.0\",\"value\":{\"added\":\"2017-04-13T09:20:16.000Z\",\"info\":{\"contact\":{\"email\":\"ops@neutrinoapi.com\",\"name\":\"Neutrino API\",\"url\":\"https://www.neutrinoapi.com/\"},\"description\":\"The general-purpose API\",\"title\":\"Neutrino API\",\"version\":\"3.5.0\",\"x-apisguru-categories\":[\"email\",\"messaging\",\"telecom\",\"location\",\"text\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.neutrinoapi.com_img_NEUTRINO_LOGO_NOBG_126x65.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.neutrinoapi.com/api/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"neutrinoapi.net\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/neutrinoapi.net/3.5.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/neutrinoapi.net/3.5.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"nexmo.com:account\",\"value\":{\"added\":\"2020-11-02T14:04:45.860Z\",\"preferred\":\"1.0.4\",\"versions\":[{\"key\":\"1.0.4\",\"value\":{\"added\":\"2020-11-02T14:04:45.860Z\",\"info\":{\"contact\":{\"name\":\"Vonage.com\",\"url\":\"https://developer.nexmo.com\"},\"description\":\"Enables users to manage their Vonage API Account by programmable means. 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Applications V1 is deprecated

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More information about the Voice API can be found at .\",\"title\":\"Voice API\",\"version\":\"1.3.8\",\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/nexmo/api-specification/master/definitions/voice.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"nexmo.com\",\"x-serviceName\":\"voice\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2022-03-04T23:20:51.641Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nexmo.com/voice/1.3.8/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nexmo.com/voice/1.3.8/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"nfusionsolutions.biz\",\"value\":{\"added\":\"2017-11-13T11:43:08.000Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2017-11-13T11:43:08.000Z\",\"info\":{\"contact\":{\"email\":\"support@nfusionsolutions.com\",\"name\":\"nFusion Solutions\",\"url\":\"https://nfusionsolutions.com/contact-us\",\"x-twitter\":\"nfusionsolution\"},\"description\":\"[nFusion Solutions](https://nfusionsolutions.com) provides [REST APIs](https://nfusionsolutions.com/data-feeds/) that deliver enterprise-grade financial data. Data sets include real-time and historical pricing for Spot prices of precious metals such as Gold, Silver, Platinum, and Palladium, exchange rates for major currency pairs, exchange rates for Crypto Currencies such as BTC, ETH, and LTC. All API access requires authentication. In order to be issued access credentials you must first enter into a service agreement with nFusion Solutions and acquire a commercial license. For information on how to obtain a licence [take a tour of our products](https://nfusionsolutions.com/nfusion-solutions-metals-gold-price-feed-tour/) or email sales@nfusionsolutions.com.\",\"license\":{\"name\":\"Commercial License\",\"url\":\"https://nfusionsolutions.com/nfusion-solutions-metals-gold-price-feed-quote/\"},\"title\":\"nFusion Solutions Market Data API v1\",\"version\":\"1\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_nfusionsolution_profile_image.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.nfusionsolutions.biz/swagger/1/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"nfusionsolutions.biz\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nfusionsolutions.biz/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nfusionsolutions.biz/1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"nic.at:domainfinder\",\"value\":{\"added\":\"2020-03-23T14:25:38.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-03-23T14:25:38.000Z\",\"info\":{\"title\":\"nic.at Domainfinder API Documentation\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://domainfinder.nic.at/openapi/\",\"version\":\"3.0\"}],\"x-providerName\":\"nic.at\",\"x-serviceName\":\"domainfinder\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nic.at/domainfinder/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nic.at/domainfinder/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"nlpcloud.io\",\"value\":{\"added\":\"2021-01-21T15:53:33.694Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-01-21T15:53:33.694Z\",\"info\":{\"title\":\"NLPCloud\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"text\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://nlpcloud.io/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"nlpcloud.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-01-25T09:04:01.042Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nlpcloud.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nlpcloud.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"noosh.com\",\"value\":{\"added\":\"2018-03-11T13:44:54.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-03-11T13:44:54.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"NooshInc\"},\"description\":\"Full description of Noosh API\",\"title\":\"Noosh API application\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"collaboration\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_NooshInc_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.noosh.com/api/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"noosh.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/noosh.com/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/noosh.com/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"nordigen.com\",\"value\":{\"added\":\"2021-08-02T10:17:02.347Z\",\"preferred\":\"1.7\",\"versions\":[{\"key\":\"1.7\",\"value\":{\"added\":\"2021-08-02T10:17:02.347Z\",\"info\":{\"title\":\"Nordigen Account Information Services API\",\"version\":\"1.7\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_assets.nordigen.com_static_assets_img_nordigen_favicon_favicon-196x196.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://ob.nordigen.com/api/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"nordigen.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nordigen.com/1.7/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nordigen.com/1.7/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"notion.com\",\"value\":{\"added\":\"2021-06-15T17:32:21.126Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-15T17:32:21.126Z\",\"info\":{\"contact\":null,\"description\":\"Hello and welcome!\\n\\nTo make use of the Public Beta collection as it's written, please duplicate [this database template](https://www.notion.so/8e2c2b769e1d47d287b9ed3035d607ae?v=dc1b92875fb94f10834ba8d36549bd2a).\\n\\n[Create an integration](https://www.notion.so/my-integrations) to retrieve an API token, add your database and page ID's as variables in the collection, and start making your requests! \\n\\nFor our full documentation, including sample integrations and guides, visit [developers.notion.com](developers.notion.com)\\n\\nNeed more help? Join our [developer community on Slack](https://join.slack.com/t/notiondevs/shared_invite/zt-lkrnk74h-YmPRroySRFGiqgjI193AqA/)\",\"title\":\"Notion API - Public Beta\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"collaboration\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_notion.com_front-static_logo-ios.png\"},\"x-origin\":[{\"format\":\"postman\",\"url\":\"https://www.postman.com/collections/15568543-d990f9b7-98d3-47d3-9131-4866ab9c6df2\",\"version\":\"2.x\"}],\"x-providerName\":\"notion.com\"},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/notion.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/notion.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"nowpayments.io\",\"value\":{\"added\":\"2021-06-23T08:49:05.656Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-23T08:49:05.656Z\",\"info\":{\"contact\":null,\"description\":\"NOWPayments is a non-custodial cryptocurrency payment processing platform. Accept payments in a wide range of cryptos and get them instantly converted into a coin of your choice and sent to your wallet. Keeping it simple \\u2013 no excess.\\n\\n# Sandbox\\nBefore production usage, you can test our API using the Sandbox. Details can be found [here](https://documenter.getpostman.com/view/7907941/T1LSCRHC)\\n\\n# Authentication\\nTo use the NOWPayments API you should do the following:\\n\\n * Sign up at [nowpayments.io](https://nowpayments.io)\\n * Specify your outcome wallet\\n * Generate an API key\\n\\n# Standard e-commerce flow for NOWPayments API:\\n1. API - Check API availability with the [\\\"GET API status\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#9998079f-dcc8-4e07-9ac7-3d52f0fd733a) method. If required, check the list of available payment currencies with the [\\\"GET available currencies\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#1c268f89-4fe7-471e-81b4-5a3153577b73) method. \\n2. UI - Ask a customer to select item/items for purchase to determine the total sum;\\n3. UI - Ask a customer to select payment currency\\n4. API - Get the minimum payment amount for the selected currency pair (payment currency to your Outcome Wallet currency) with the [\\\"GET Minimum payment amount\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#41b02221-2d58-4fcf-9529-59d3763d6434) method; \\n5. API - Get the estimate of the total amount in crypto with [\\\"GET Estimated price\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#7025cacf-7040-4c7b-a83f-f9ff0a22a822) and check that it is larger than the minimum payment amount from step 4;\\n6. API - Call the [\\\"POST Create payment\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#5e37f3ad-0fa1-4292-af51-5c7f95730486) method to create a payment and get the deposit address (in our example, the generated BTC wallet address is returned from this method);\\n7. UI - Ask a customer to send the payment to the generated deposit address (in our example, user has to send BTC coins);\\n8. UI - A customer sends coins, NOWPayments processes and exchanges them (if required), and settles the payment to your Outcome Wallet (in our example, to your ETH address);\\n9. API - You can get the payment status either via our IPN callbacks or manually, using [\\\"GET Payment Status\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#0b77a8e3-2344-4760-a0bd-247da067db6d) and display it to a customer so that they know when their payment has been processed.\\n10. API - you call the list of payments made to your account via the [\\\"GET List of payments\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#c8399c0e-d798-4f01-83ae-ddaa6905c2da) method. Additionally, you can see all of this information in your [Account](https://account.nowpayments.io/payments) on NOWPayments website.\\n\\n## Alternative flow\\n1. API - Check API availability with the [\\\"GET API status\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#9998079f-dcc8-4e07-9ac7-3d52f0fd733a) method. If required, check the list of available payment currencies with the [\\\"GET available currencies\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#1c268f89-4fe7-471e-81b4-5a3153577b73) method. \\n2. UI - Ask a customer to select item/items for purchase to determine the total sum;\\n3. UI - Ask a customer to select payment currency\\n4. API - Get the minimum payment amount for the selected currency pair (payment currency to your Outcome Wallet currency) with the [\\\"GET Minimum payment amount\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#41b02221-2d58-4fcf-9529-59d3763d6434) method; \\n5. API - Get the estimate of the total amount in crypto with [\\\"GET Estimated price\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#7025cacf-7040-4c7b-a83f-f9ff0a22a822) and check that it is larger than the minimum payment amount from step 4;\\n6. API - Call the [\\\"POST Create Invoice](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#3e3ce25e-f43f-4636-bbd9-11560e46048b) method to create an invoice. Set \\\"success_url\\\" - parameter so that the user will be redirected to your website after successful payment.\\n7. UI - display the invoice url or redirect the user to the generated link.\\n8. NOWPayments - the customer completes the payment and is redirected back to your website (only if \\\"success_url\\\" parameter is configured correctly!).\\n9. API - You can get the payment status either via our IPN callbacks or manually, using [\\\"GET Payment Status\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#0b77a8e3-2344-4760-a0bd-247da067db6d) and display it to a customer so that they know when their payment has been processed.\\n10. API - you call the list of payments made to your account via the [\\\"GET List of payments\\\"](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#c8399c0e-d798-4f01-83ae-ddaa6905c2da) method. Additionally, you can see all of this information in your [Account](https://account.nowpayments.io/invoices) on NOWPayments website.\\n\\n\\n# API Documentation\\n\\n\\n## Instant Payments Notifications\\nIPN (Instant payment notifications, or callbacks) are used to notify you when transaction status is changed.\\nTo use them, you should complete the following steps:\\n\\n1. Generate and save the IPN Secret key in Store Settings tab at the Dashboard.\\n\\n2. Insert your URL address where you want to get callbacks in create_payment request. The parameter name is ipn\\\\_callback\\\\_url. You will receive payment updates (statuses) to this URL address.\\n\\n3. You will receive all the parameters at the URL address you specified in (2) by POST request.\\nThe POST request will contain the *x-nowpayments-sig* parameter in the header.\\nThe body of the request is similiar to a [get payment status](https://documenter.getpostman.com/view/7907941/S1a32n38?version=latest#0b77a8e3-2344-4760-a0bd-247da067db6d) response body.\\nExample:\\n{\\\"payment_id\\\":5077125051,\\\"payment_status\\\":\\\"waiting\\\",\\\"pay_address\\\":\\\"0xd1cDE08A07cD25adEbEd35c3867a59228C09B606\\\",\\\"price_amount\\\":170,\\\"price_currency\\\":\\\"usd\\\",\\\"pay_amount\\\":155.38559757,\\\"actually_paid\\\":0,\\\"pay_currency\\\":\\\"mana\\\",\\\"order_id\\\":\\\"2\\\",\\\"order_description\\\":\\\"Apple Macbook Pro 2019 x 1\\\",\\\"purchase_id\\\":\\\"6084744717\\\",\\\"created_at\\\":\\\"2021-04-12T14:22:54.942Z\\\",\\\"updated_at\\\":\\\"2021-04-12T14:23:06.244Z\\\",\\\"outcome_amount\\\":1131.7812095,\\\"outcome_currency\\\":\\\"trx\\\"}\\n\\n4. Sort all the parameters from the POST request in alphabetical order.\\n\\n5. Convert them to string using\\n[JSON.stringify](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/JSON/stringify) (params, Object.keys(params).sort()) or the same function.\\n\\n6. Sign a string with an IPN-secret key with HMAC and sha-512 key\\n\\n7. Compare the signed string from the previous step with the x-nowpayments-sig , which is stored in the header of the callback request.\\nIf these strings are similar it is a success.\\nOtherwise, contact us on support@nowpayments.io to solve the problem.\\n\\nExample of creating a signed string at Node.JS\\n\\n const hmac = crypto.createHmac('sha512', notificationsKey);\\n hmac.update(JSON.stringify(params, Object.keys(params).sort()));\\n const signature = hmac.digest('hex');\\n\\nExample of comparing signed strings in PHP\\n\\n function check_ipn_request_is_valid()\\n {\\n $error_msg = \\\"Unknown error\\\";\\n $auth_ok = false;\\n $request_data = null;\\n \\n \\n if (isset($_SERVER['HTTP_X_NOWPAYMENTS_SIG']) && !empty($_SERVER['HTTP_X_NOWPAYMENTS_SIG'])) {\\n $recived_hmac = $_SERVER['HTTP_X_NOWPAYMENTS_SIG'];\\n \\n $request_json = file_get_contents('php://input');\\n $request_data = json_decode($request_json, true);\\n ksort($request_data);\\n $sorted_request_json = json_encode($request_data);\\n \\n if ($request_json !== false && !empty($request_json)) {\\n $hmac = hash_hmac(\\\"sha512\\\", $sorted_request_json, trim($this->ipn_secret));\\n \\n if ($hmac == $recived_hmac) {\\n $auth_ok = true;\\n } else {\\n $error_msg = 'HMAC signature does not match';\\n }\\n } else {\\n $error_msg = 'Error reading POST data';\\n }\\n } else {\\n $error_msg = 'No HMAC signature sent.';\\n }\\n \\n }\\n \\n## Recurrent payment notifications\\nIf an error is detected, the payment is flagged and will receive additional recurrent notifications (number of recurrent notifications can be changed in your Store Settings-> Instant Payment Notifications).\\n\\nIf an error is received again during processing of the payment, recurrent notifications will be initiated again.\\n\\nExample: \\\"Timeout\\\" is set to 1 minute and \\\"Number of recurrent notifications\\\" is set to 3.\\n\\nOnce an error is detected, you will receive 3 notifications at 1 minute intervals.\\n\\n## Several payments for one order\\nIf you want to create several payments for one Order you should do the following:\\n\\n  * Create a payment for the full order amount.\\n  * Save \\\"purchase_id\\\" which will be in \\\"create_payment\\\" response\\n  * Create next payment or payments with this \\\"purchase_id\\\" in \\\"create_payment\\\" request.\\n * **Only works for partially_paid payments**\\n\\nIt may be useful if you want to give your customers opportunity to pay a full order with several payments, for example, one part in BTC and one part in ETH. Also, if your customer accidentally paid you only part of a full amount, you can automatically ask them to make another payment.\\n\\n## Packages\\n\\nPlease find our out-of-the box packages for easy integration below:\\n\\n[JavaScript package](https://www.npmjs.com/package/@nowpaymentsio/nowpayments-api-js)\\n\\nMore coming soon!\\n\\n## Payments\",\"title\":\"NOWPayments API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_1351091723833909248_9Jqk2Tiu_400x400.jpg\"},\"x-origin\":[{\"format\":\"postman\",\"url\":\"https://www.postman.com/collections/7907941-9f217404-4263-42ad-b6b1-03a3d95b7d22-S1a32n38\",\"version\":\"2.x\"}],\"x-providerName\":\"nowpayments.io\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/nowpayments.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/nowpayments.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"npr.org:authorization\",\"value\":{\"added\":\"2018-11-19T23:49:50.000Z\",\"preferred\":\"2\",\"versions\":[{\"key\":\"2\",\"value\":{\"added\":\"2018-11-19T23:49:50.000Z\",\"info\":{\"contact\":{\"email\":\"NPROneEnterprise@npr.org\",\"name\":\"NPR One Enterprise 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Switzerland and defines some matching examples.\\n\\nThe possible Approaches are:\\n * Redirect SCA Approach\\n * *(Not recommended by obp.ch community) OAuth SCA Approach*\\n * *(Not recommended by obp.ch community) Decoupled SCA Approach*\\n * *(Not recommended by obp.ch community) Embedded SCA Approach without SCA method*\\n * *(Not recommended by obp.ch community) Embedded SCA Approach with only one SCA method available*\\n * *(Not recommended by obp.ch community) Embedded SCA Approach with Selection of a SCA method*\\n\\n Not every message defined in this API definition is necessary for all approaches.\\n Furthermore this API definition does not differ between methods which are mandatory, conditional, or optional\\n Therefore for a particular implementation of a compliant API it is only necessary to support\\n a certain subset of the methods defined in this API definition.\\n\\n **Please have a look at the implementation guidelines if you are not sure\\n which message has to be used for the approach you are going to use.**\\n\\n## Some General Remarks Related to this version of the OpenAPI Specification:\\n* **This API definition is based on the Implementation Guidelines of the [Berlin Group API](https://www.berlin-group.org/nextgenpsd2-downloads).**\\n It is not a replacement in any sense.\\n The main specification is (at the moment) always the Implementation Guidelines of the Berlin Group API.\\n* **This API definition contains the REST-API for requests from the PISP to the ASPSP.**\\n* **This API definition contains the messages for all different approaches defined in the Implementation Guidelines.**\\n* According to the OpenAPI-Specification [https://github.com/OAI/OpenAPI-Specification/blob/master/versions/3.0.1.md]\\n\\n \\\"If in is \\\"header\\\" and the name field is \\\"Accept\\\", \\\"Content-Type\\\" or \\\"Authorization\\\", the parameter definition SHALL be ignored.\\\"\\n\\n The element \\\"Accept\\\" will not be defined in this file at any 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data originating from independent sources is fused together to create new, and often\\npowerful, entity level data. The API, in addition to search and autosuggest capabilities for finding datasets,\\nenables data based comparisons across geographical regions such as states, counties, metropolitan areas,\\ncities and zip codes using highly vetted data providers such as US Census, BEA, HUD and others. Comparison data\\nis preformatted for easy and efficient display on a chart, graph or interactive map.\\n\\nThe API also exposes data organized by narrative style questions a human might ask. The questions can\\nbe rapidly found using an autosuggest style index, and then used to directly access all data needed to\\nthoroughly and authoritatively answer the question. Retrieved data includes time series (temporally aligned),\\ntabular, map heavy (includes spatial boundaries), and auto generated unstructured descriptive text.\\n\\nThe ODN API does not duplicate API endpoints or services provided by public sector agencies, but rather,\\nreturns context relevant pre-populated REST URLs, when appropriate, so the caller can access data\\ndirectly from the source.\\n\\nThe [open source](http://github.com/socrata/odn-backend) API powers [OpenDataNetwork.com](http://OpenDataNetwork.com), an [open source](http://github.com/socrata/opendatanetwork.com)\\nsite; the site highlights myriad uses and provides API badges with contextually relevant API example\\nREST endpoints and documentation pointers.\\n\\nFinally, we continuously add new dat sources which appear automatically in the API, so if your favorite data\\nsource is not available, check back soon. 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They can be passed either using the `app_token` parameter\\nor the `X-App-Token` HTTP header.\",\"title\":\"ODN API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"apiBlueprint\",\"url\":\"https://raw.githubusercontent.com/socrata/odn-backend/master/opendatanetwork-apiary.apib\",\"version\":\"1A\"}],\"x-providerName\":\"opendatanetwork.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/opendatanetwork.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/opendatanetwork.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"opendatasoft.com\",\"value\":{\"added\":\"2017-11-26T17:08:21.000Z\",\"preferred\":\"2.1.0\",\"versions\":[{\"key\":\"2.1.0\",\"value\":{\"added\":\"2017-11-26T17:08:21.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"opendatasoft\"},\"title\":\"opendatasoft\",\"version\":\"2.1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_opendatasoft_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://public.opendatasoft.com/api/v2/swagger.json\",\"version\":\"2.0\"},{\"format\":\"swagger\",\"url\":\"http://public.opendatasoft.com/api/v2/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"opendatasoft.com\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/opendatasoft.com/2.1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/opendatasoft.com/2.1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"openfigi.com\",\"value\":{\"added\":\"2020-08-24T12:39:11.463Z\",\"preferred\":\"1.4.0\",\"versions\":[{\"key\":\"1.4.0\",\"value\":{\"added\":\"2020-08-24T12:39:11.463Z\",\"info\":{\"contact\":{\"email\":\"support@openfigi.com\",\"name\":\"OpenFIGI API Support\",\"url\":\"https://openfigi.com/api\"},\"description\":\"A free & open API for FIGI discovery.\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://openfigi.com/docs/terms-of-service\",\"title\":\"OpenFIGI API\",\"version\":\"1.4.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.openfigi.com/schema\",\"version\":\"3.0\"}],\"x-providerName\":\"openfigi.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openfigi.com/1.4.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openfigi.com/1.4.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"openfintech.io\",\"value\":{\"added\":\"2017-09-20T13:52:55.000Z\",\"preferred\":\"2017-08-24\",\"versions\":[{\"key\":\"2017-08-24\",\"value\":{\"added\":\"2017-09-20T13:52:55.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"openfintechio\"},\"description\":\"# Introduction\\n[OpenFinTech.io](https://openfintech.io) is an open database that comprises of standardized primary data for FinTech industry.
\\nIt contains such information as geolocation data (countries, cities, regions), organizations, currencies (national, digital, virtual, crypto), banks, digital exchangers, payment providers (PSP), payment methods, etc.
\\nIt is created for communication of cross-integrated micro-services on \\\"one language\\\". This is achieved through standardization of entity identifiers that are used to exchange information among different services.
\\n\\n### UML\\nUML Domain Model diagram you can find [here](https://api.openfintech.io/public_domain_model.png).
\\n\\n### Persistence\\nEntities are updated not more than 1 time per day.
\\n\\n### Terms and Conditions\\nThis *OpenFinTech.io* is made available under the [Open Database License](http://opendatacommons.org/licenses/odbl/1.0/).
\\nAny rights in individual contents of the database are licensed under the [Database Contents License](http://opendatacommons.org/licenses/dbcl/1.0/).
\\n\\n### Contacts\\nFor any questions, please email - info@openfintech.io
\\nOr you can contact us at Gitter
\\n\\nPowered by [Paymaxi](https://www.paymaxi.com)\\n\\n# Get Started\\n\\nIf you use [POSTMAN](https://www.getpostman.com) or similar program which can operate with swagger`s files - just [download](https://docs.openfintech.io) our spec and [import it](https://www.getpostman.com/docs/importing_swagger). Also you can try live [API demo](https://api.openfintech.io).\\n\\n## Overview\\n\\nThe OpenFinTech API is organized around [REST](https://en.wikipedia.org/wiki/Representational_state_transfer). Our API has predictable, resource-oriented URLs, and uses HTTP response codes to indicate API errors.
\\nAPI is based on [JSON API](http://jsonapi.org) standard. JSON is returned by all API responses, including errors, although our API libraries convert responses to appropriate language-specific objects.
\\nJSON API requires use of the JSON API media type (`application/vnd.api+json`) for exchanging data.
\\n### Additional Request Headers\\n#### ACCEPT HEADER\\nYour requests should always include the header:\\n```curl\\nAccept: application/vnd.api+json\\n```\\n\\n## Authentication\\n\\nTo use OpenFinTech API no needed authorization.\\n\\n## Versioning\\n\\nWhen we make changes to the API, we release new, dated versions. The current version is **2017-08-24**. Read our [API upgrades guide]() to see our API changelog and to learn more about backwards compatibility.\\n\\n## Pagination\\n\\nOpenFinTech APIs to retrieve lists of banks, currencies and other resources - paginated to **100** items by default. The pagination information will be included in the list API response under the node name `meta` - contains information about listed objects [`total` - contains information about total count of listed objects, `pages` - count of pages], `links` - contain links to navigate between pages [`first` - link to first page, `prev` - link to previous page, `next` - link to next page, `last` - link to last page].
\\nBy default first page will be listed. For navigating through pages, use the page parameter (e.g. `page[number]`, `page[size]`).
\\nThe `page[size]` parameter can be used to set the number of records that you want to receive in the response.
\\nThe `page[number]` parameter can be used to set needed page number.
\\nExample of response:\\n```json\\n{\\n \\\"meta\\\": {\\n \\\"total\\\": 419,\\n \\\"pages\\\": 42\\n },\\n \\\"links\\\": {\\n \\\"first\\\": \\\"/v1/{path}?page[number]=1&page[size]=10\\\",\\n \\\"prev\\\": \\\"/v1/{path}?page[number]=39&page[size]=10\\\",\\n \\\"next\\\": \\\"/v1/{path}?page[number]=41&page[size]=10\\\",\\n \\\"last\\\": \\\"/v1/{path}?page[number]=42&page[size]=10\\\"\\n }\\n```\\n\\n### Sorting\\n\\nOpenFinTech\\\\`s API supported query parameter to sort result collection [e.g. `?sort=code`]. Information about available parameters may be found in the endpoint description. Positive parameter [e.g. `?sort=code`] points to ascending sorting, negative [e.g. `?sort=-code`] - to descending sorting. Also, supported multiple sorting parameters [e.g. `?sort=code, -name, id`, etc.]\\n```curl\\nhttps://api.openfintech.io/v1/countries?sort=name,-area\\n```\\n\\n### Filtering\\n\\nFiltering provided by unique query key `filter[*filtering_condition*]`. Information about available parameters may be found in the endpoint description.\\n```curl\\nhttps://api.openfintech.io/v1/countries?filter[region]=europe\\n```\\n\\n## Images\\n\\nOpenFinTech provides two types of images: icons and logos. To get one of those types you should to use next url pattern:\\n``` curl\\nhttps://api.openfintech.io/v1/{path}/{id}/{icon/logo}\\n```\\nAlso, images can be resized by adding next parameters: `h={height}&w={width}`. For example, you want to get organization icon with width equals to 20 pixels:\\n``` curl\\nhttps://api.openfintech.io/v1/organizations/{id}/icon?w=20&h=20\\n```\\nIf argument height or width is missing API returns original image with real sizes.\\n\\n## Errors\\n\\nAPI uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the `2xx` range indicate success, codes in the `4xx` range indicate an error that failed given the information provided (e.g., a required parameter was omitted, etc.), and codes in the `5xx` range indicate an error with OpenFinTech's servers (these are rare).\\n\\n| Code | Description |\\n|------|-------------|\\n| 200 - OK\\t| Everything worked as expected. |\\n| 400 - Bad Request |\\tThe request was unacceptable, often due to missing a required parameter. |\\n| 401 - Unauthorized |\\tNo valid API key provided. |\\n| 402 - Request Failed\\t| The parameters were valid but the request failed. |\\n| 404 - Not Found |\\tThe requested resource doesn't exist. |\\n| 409 - Conflict\\t| The request conflicts with another request (perhaps due to using the same idempotent key). |\\n| 429 - Too Many Requests |\\tToo many requests hit the API too quickly. We recommend an exponential backoff of your requests. |\\n| 500, 502, 503, 504 - Server Errors |\\tSomething went wrong on OpenFinTech's end. (These are rare.) |\\n\",\"title\":\"OpenFinTech.io\",\"version\":\"2017-08-24\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_openfintech_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://docs.openfintech.io/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"openfintech.io\"},\"updated\":\"2018-04-19T18:23:23.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openfintech.io/2017-08-24/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openfintech.io/2017-08-24/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"openlinksw.com:osdb\",\"value\":{\"added\":\"2019-02-19T09:55:11.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-02-19T09:55:11.000Z\",\"info\":{\"contact\":{\"email\":\"osdb@openlinksw.com\",\"x-twitter\":\"OpenLink\"},\"description\":\"An OpenAPI description of the OpenLink Smart Data Bot REST API v1\",\"license\":{\"name\":\"CC-BY-SA\",\"url\":\"https://creativecommons.org/licenses/by-sa/3.0/legalcode\"},\"title\":\"OSDB REST API v1\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_OpenLink_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://osdb.openlinksw.com/osdb/osdb_rest_api.openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"openlinksw.com\",\"x-serviceName\":\"osdb\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openlinksw.com/osdb/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openlinksw.com/osdb/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"openpolicy.local\",\"value\":{\"added\":\"2021-05-10T16:08:37.250Z\",\"preferred\":\"0.28.0\",\"versions\":[{\"key\":\"0.28.0\",\"value\":{\"added\":\"2021-05-10T16:08:37.250Z\",\"info\":{\"contact\":{\"name\":\"The OPA team\",\"url\":\"https://github.com/open-policy-agent/opa\"},\"description\":\"OPA provides policy-based control for cloud native environments. The following *endpoints* (such as `PUT /v1/policies`) provide reference documentation for the OPA REST API.\\n\\n### API specification viewing options\\n\\n- **[View the specification in *Redoc* (default)](index.html)**\\n- **[View the specification in *Swagger UI*](swagger-ui.html)**\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0\"},\"title\":\"Open Policy Agent (OPA) REST API\",\"version\":\"0.28.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"altText\":\"OPA logo\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_github.com_open-policy-agent_opa_blob_master_docs_website_static_img_logos_opa-horizontal-color.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/open-policy-agent/contrib/master/open_api/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"openpolicy.local\"},\"externalDocs\":{\"description\":\"OPA documentation\",\"url\":\"https://www.openpolicyagent.org/docs/latest/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openpolicy.local/0.28.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openpolicy.local/0.28.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"openstates.org\",\"value\":{\"added\":\"2021-06-10T09:02:35.149Z\",\"preferred\":\"2021.08.02\",\"versions\":[{\"key\":\"2021.08.02\",\"value\":{\"added\":\"2021-06-10T09:02:35.149Z\",\"info\":{\"description\":\"\\n* [More documentation](https://docs.openstates.org/en/latest/api/v3/index.html)\\n* [Register for an account](https://openstates.org/accounts/signup/)\\n\\n\\n**As of August 2021 we are working to restore experimental support for committees.**\\n\\nDuring this period please note that data is not yet available for all states\\nand the exact format of the committees endpoints may change slightly depending on user feedback.\\n\\nIf you have any issues or questions use our\\n[GitHub Issues](https://github.com/openstates/issues/issues) to give feedback.\\n\",\"title\":\"Open States API v3\",\"version\":\"2021.08.02\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_openstates.org_static_images_favicon_apple-touch-icon.78b6cbd31087.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://v3.openstates.org/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"openstates.org\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openstates.org/2021.08.02/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openstates.org/2021.08.02/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"openstf.io\",\"value\":{\"added\":\"2018-03-10T17:47:42.000Z\",\"preferred\":\"2.3.0\",\"versions\":[{\"key\":\"2.3.0\",\"value\":{\"added\":\"2018-03-10T17:47:42.000Z\",\"info\":{\"contact\":{\"email\":\"contact@openstf.io\",\"name\":\"STF Team\",\"url\":\"http://openstf.io/\",\"x-twitter\":\"open_stf\"},\"description\":\"Control and manages real Smartphone devices from browser and restful apis\",\"license\":{\"name\":\"Apache-2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0\"},\"title\":\"Smartphone Test Farm\",\"version\":\"2.3.0\",\"x-apisguru-categories\":[\"telecom\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_open_stf_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/openstf/stf/master/lib/units/api/swagger/api_v1_generated.json\",\"version\":\"2.0\"}],\"x-providerName\":\"openstf.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/openstf.io/2.3.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/openstf.io/2.3.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"opensuse.org:obs\",\"value\":{\"added\":\"2021-01-26T17:16:08.085Z\",\"preferred\":\"2.10.50\",\"versions\":[{\"key\":\"2.10.50\",\"value\":{\"added\":\"2021-01-26T17:16:08.085Z\",\"info\":{\"contact\":{\"name\":\"Open Build Service\",\"url\":\"https://openbuildservice.org/\"},\"description\":\"The _Open Build Service API_ is a XML API.\\n\\nTo authenticate, use [HTTP basic authentication](https://en.wikipedia.org/wiki/Basic_access_authentication) by passing the _Authorization_ header in the form of `Authorization: Basic `.\\n\\nThere is no API versioning as there is no need for it right now.\\n\\nOnly rudimentary rate limiting is implemented, so please be gentle when using the API concurrently, especially with potentially expensive operations.\\nIn case of abuse, we will limit/remove your access.\\n\\nFor command-line users, we recommend using [osc](https://github.com/openSUSE/osc) with its _api_ command to interact with the API.\\nIt's as simple as this example: `osc api /about` (_about_ is one of the endpoints documented below)\\n\",\"license\":{\"name\":\"GNU General Public License v2.0\",\"url\":\"https://github.com/openSUSE/open-build-service/blob/master/COPYING\"},\"title\":\"Open Build Service API\",\"version\":\"2.10.50\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://build.opensuse.org/apidocs-new/OBS-v2.10.50.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"opensuse.org\",\"x-serviceName\":\"obs\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"Open Build Service - Documentation\",\"url\":\"https://openbuildservice.org/help/\"},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/opensuse.org/obs/2.10.50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/opensuse.org/obs/2.10.50/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"opentargets.io\",\"value\":{\"added\":\"2018-02-08T09:18:50.000Z\",\"preferred\":\"19.02.1\",\"versions\":[{\"key\":\"19.02.1\",\"value\":{\"added\":\"2018-02-08T09:18:50.000Z\",\"info\":{\"contact\":{\"email\":\"support@targetvalidation.org\",\"name\":\"Open Targets Platform team\"},\"description\":\"### The Open Targets Platform REST API\\n\\nThe Open Targets Platform API ('Application Programming Interface') allows programmatic retrieval of the Open Targets Platform data via a set of [REST](https://en.wikipedia.org/wiki/Representational_state_transfer) services.\\n\\nYou can make calls to the latest version of our API using the base URL `https://platform-api.opentargets.io/v3/platform`. Please make sure you use `https` instead of the unencrypted `http` calls, which we do not accept.\\n\\nWe list below the methods available to query our data directly from the API, followed by an interactive interface that you can use to try out the parameters and execute the REST-API calls.\\n\\nFor every request you create, the interactive interface will display both a [curl](https://curl.haxx.se/) command and a request URL that you can use to ensure you get the expected response before using your application or workflow. \\n\\nCheck our documentation for some [API tutorials](https://docs.targetvalidation.org/tutorials/api-tutorials) and [get in touch](mailto:support@targetvalidation.org) if you have any questions.\\n\\n### Available Methods\\n\\nThe available methods can be grouped in three types:\\n\\n* __public__ - Methods that serve the core set of our data. These are stable and we fully supported them.\\n* __private__ - Methods used by the web app to serve additional data not specific to our platform. These methods\\nmay change without notice and should be used with caution.\\n* __utils__ - Methods to get statistics and technical data about our API.\\n\\n### Supported formats\\n\\nThe methods above are all available via a `GET` request, and will serve outputs as `JSON`.\\n\\nAlternative output formats, such `xml`, `csv` and `tab`, are also available for some of the methods. However alternative output formats are not supported in interactive interface below where the response will be always in `JSON.\\n\\nIf you have complex queries with large number of parameters, you should use a `POST` request instead of `GET`. \\n`POST` methods require a body encoded as `json`. When querying for a specific disease using the latest version of the API, your call would look like the example below:\\n\\n```sh\\ncurl -X POST -d '{\\\"disease\\\":[\\\"EFO_0000253\\\"]}' --header 'Content-Type: application/json' https://platform-api.opentargets.io/v3/platform/public/evidence/filter\\n```\\n### How to interpret a response\\n\\nEach HTTPS response will serve data in headers and body. The headers will give you details about your query, such as how long it took to run.\\n\\nIn the body of the response, you will find the data you have requested for in `JSON` format. The [jq](https://stedolan.github.io/jq/) program is a useful tool to parse the json response while on the command line.\\n\\n```sh\\ncurl https://platform-api.opentargets.io/v3/platform/public/association/filter\\\\?target\\\\=ENSG00000157764 | jq\\n```\\n\\nWe do not analyse the nature of any specific API queries except for the purposes of improving the performance of our API.\\nRead more in our [privacy section](https://www.targetvalidation.org/terms_of_use#privacy).\\n\\nHow can we make the Open Targets Platform API more useful to you? Would you like additional methods to be implemented?\\nPlease [get in touch](mailto:support@targetvalidation.org) and send your suggestions.\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Open Targets Platform REST API\",\"version\":\"19.02.1\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.targetvalidation.org_imgs_logo_ot_logo_webheader.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"http://api.opentargets.io/v3/platform/swagger\",\"version\":\"3.0\"}],\"x-providerName\":\"opentargets.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/opentargets.io/19.02.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/opentargets.io/19.02.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"opentrials.local\",\"value\":{\"added\":\"2019-02-19T10:15:07.000Z\",\"preferred\":\"0.0.1\",\"versions\":[{\"key\":\"0.0.1\",\"value\":{\"added\":\"2019-02-19T10:15:07.000Z\",\"info\":{\"title\":\"OpenTrials API\",\"version\":\"0.0.1\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars1.githubusercontent.com_u_13900836.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/opentrials/api/master/api/swagger/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"opentrials.local\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/opentrials.local/0.0.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/opentrials.local/0.0.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"openuv.io\",\"value\":{\"added\":\"2020-07-16T14:45:23.941Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2020-07-16T14:45:23.941Z\",\"info\":{\"description\":\"The missing minimalistic JSON real-time UV Index API for awesome Developers, Innovators and Smart Home Enthusiasts\",\"title\":\"OpenUV - 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You acknowledge and agree that submitting every URL for a single domain is not necessary and will not expedite the review process. If your submissions exceed five (5) URLs for a single domain, your report will be marked as a duplicate submission taking into account that the final outcome of such submissions would yield the same result as the original report. GoDaddy may in its sole discretion deprioritize reports submitted by you and/or your organization in the event more than 20% of your submissions are classified as duplicate submissions.

You further acknowledge and agree that our Customer Support lines are not intended to address abuse reporting matters or your use of GoDaddy\\u2019s Abuse API. Contacting Customer Support will not expedite the review process and may result in abuse reports being deprioritized, to be determined in our sole discretion.

Should you have any questions about GoDaddy\\u2019s Abuse API or any of the terms and conditions set forth above, please contact abuseapisupport@godaddy.com.

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They don't have a date and represent a regular competition. A League is composed of one or several series. \\nSome League of Legends leagues are: _EU LCS, NA LCS, LCK, etc._ \\nSome Dota 2 leagues are: _ESL One, GESC, The International, PGL, etc._\\n\\n**Series**\\n\\nA Serie represents an occurrence of a league event. \\nThe EU LCS league has two series per year: _spring 2017, summer 2017, spring 2016, summer 2016 etc._ \\nSome Dota2 Series examples would be: _Changsha Major, Open Bucharest, Frankfurt, i-League Invitational etc._\\n\\n**Tournaments**\\n\\nTournaments groups all the matches of a serie under \\\"stages\\\" and \\\"groups\\\". \\nThe tournaments of the EU LCS of summer 2017 are: _Group A, Group B, Playoffs, etc._ \\nSome Dota 2 tournaments are: _Group A, Group B, Playoffs, etc._\\n\\n**Matches**\\n\\nFinally we have matches which have two players or teams (depending on the played videogame) and several games (the rounds of the match). \\nMatches of the group A in the EU LCS of summer 2017 are: _G2 vs FNC, MSF vs NIP, etc._ \\nMatches of the group A in the ESL One, Genting tournamnet are: _Lower Round 1, Quarterfinal, Upper Final, etc._ \\n\\n**Please note that some matches may be listed as \\\"TBD vs TBD\\\" if the matchup is not announced yet, for example the date of the Final match is known but the quarterfinal is still being played.** \\n![Structure](/doc/images/structure.png)\\n\\n## Formats\\n\\n<!-- The API currently supports the JSON format by default, as well as the XML format. Add the desired extension to your request URL in order to get that format. -->\\nThe API currently supports the JSON format by default.\\n\\nOther formats may be added depending on user needs.\\n\\n## Pagination\\n\\nThe Pandascore API paginates all resources on the index method.\\n\\nRequests that return multiple items will be paginated to 50 items by default. You can specify further pages with the `page[number]` parameter. You can also set a custom page size (up to 100) with the `page[size]` parameter.\\n\\nThe `Link` HTTP response header contains pagination data with `first`, `previous`, `next` and `last` raw page links when available, under the format\\n\\n```\\nLink: <https://api.pandascore.co/{Resource}?page=X+1>; rel=\\\"next\\\", <https://api.pandascore.co/{Resource}?page=X-1>; rel=\\\"prev\\\", <https://api.pandascore.co/{Resource}?page=1>; rel=\\\"first\\\", <https://api.pandascore.co/{Resource}?page=X+n>; rel=\\\"last\\\"\\n```\\n\\nThere is also:\\n\\n* A `X-Page` header field, which contains the current page.\\n* A `X-Per-Page` header field, which contains the current pagination length.\\n* A `X-Total` header field, which contains the total count of items across all pages.\\n\\n## Filtering\\n\\nThe `filter` query parameter can be used to filter a collection by one or several fields for one or several values. The `filter` parameter takes the field to filter as a key, and the values to filter as the value. Multiples values must be comma-separated (`,`).\\n\\nFor example, the following is a request for all the champions with a name matching Twitch or Brand exactly, but only with 21 armor:\\n\\n```\\nGET /lol/champions?filter[name]=Brand,Twitch&filter[armor]=21&token=YOUR_ACCESS_TOKEN\\n```\\n\\n## Range\\n\\nThe `range` parameter is a hash that allows filtering fields by an interval.\\nOnly values between the given two comma-separated bounds will be returned. The bounds are inclusive.\\n\\nFor example, the following is a request for all the champions with `hp` within 500 and 1000:\\n\\n```\\nGET /lol/champions?range[hp]=500,1000&token=YOUR_ACCESS_TOKEN\\n```\\n\\n## Search\\n\\nThe `search` parameter is a bit like the `filter` parameter, but it will return all results where the values **contain** the given parameter.\\n\\nNote: this only works on strings.\\nSearching with integer values is not supported and `filter` or `range` parameters may be better suited for your needs here.\\n\\nFor example, to get all the champions with a name containing `\\\"twi\\\"`:\\n\\n```\\n$ curl -sg -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' 'https://api.pandascore.co/lol/champions?search[name]=twi' | jq -S '.[].name'\\n\\\"Twitch\\\"\\n\\\"Twisted Fate\\\"\\n```\\n\\n## Sorting\\n\\nAll index endpoints support multiple sort fields with comma-separation (`,`); the fields are applied in the order specified.\\n\\nThe sort order for each field is ascending unless it is prefixed with a minus (U+002D HYPHEN-MINUS, \\u201c-\\u201c), in which case it is descending.\\n\\nFor example, `GET /lol/champions?sort=attackdamage,-name&token=YOUR_ACCESS_TOKEN` will return all the champions sorted by attack damage.\\nAny champions with the same attack damage will then be sorted by their names in descending alphabetical order.\\n\\n## Rate limiting\\n\\nDepending on your current plan, you will have a different rate limit. Your plan and your current request count [are available on your dashboard](https://pandascore.co/settings).\\n\\nWith the **free plan**, you have a limit of 1000 requests per hour, others plans have a limit of 4000 requests per hour. The number of remaining requests is available in the `X-Rate-Limit-Remaining` response header.\\n\\nYour API key is included in all the examples on this page, so you can test any example right away. **Only you can see this value.**\\n\\n# Authentication\\n\\nThe authentication on the Pandascore API works with access tokens.\\n\\nAll developers need to [create an account](https://pandascore.co/users/sign_in) before getting started, in order to get an access token. 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This means the standard base-64 encoded user:password, prefixed with \\\"Basic\\\" as the value for the Authorization header, where user is the client-id and password is the client-secret.\\r\\n\\r\\n##### Content-Type Header\\r\\n\\r\\nThe \\\"Content-Type\\\" header is required to be \\\"application/x-www-form-urlencoded\\\".\\r\\n\\r\\n##### Additional Values\\r\\n\\r\\nThe request must post the following form encoded values within the request body:\\r\\n\\r\\n grant_type = client_credentials\\r\\n scope = WebLinkAPI\\r\\n\\r\\n##### Responses\\r\\n\\r\\nSuccess will return HTTP 200 OK with JSON content:\\r\\n\\r\\n {\\r\\n \\\"access_token\\\": \\\"xxx\\\",\\r\\n \\\"expires_in\\\": 3600,\\r\\n \\\"token_type\\\": \\\"Bearer\\\"\\r\\n }\\r\\n\\r\\n# Encryption\\r\\n\\r\\nPaylocity uses a combination of RSA and AES cryptography. As part of the setup, each client is issued a public RSA key.\\r\\n\\r\\nPaylocity recommends the encryption of the incoming requests as additional protection of the sensitive data. Clients can opt-out of the encryption during the initial setup process. Opt-out will allow Paylocity to process unencrypted requests.\\r\\n\\r\\nThe Paylocity Public Key has the following properties:\\r\\n\\r\\n* 2048 bit key size\\r\\n\\r\\n* PKCS1 key format\\r\\n\\r\\n* PEM encoding\\r\\n\\r\\n##### Properties\\r\\n\\r\\n* key (base 64 encoded): The AES symmetric key encrypted with the Paylocity Public Key. It is the key used to encrypt the content. Paylocity will decrypt the AES key using RSA decryption and use it to decrypt the content.\\r\\n\\r\\n* iv (base 64 encoded): The AES IV (Initialization Vector) used when encrypting the content.\\r\\n\\r\\n* content (base 64 encoded): The AES encrypted request. The key and iv provided in the secureContent request are used by Paylocity for decryption of the content.\\r\\n\\r\\nWe suggest using the following for the AES:\\r\\n\\r\\n* CBC cipher mode\\r\\n\\r\\n* PKCS7 padding\\r\\n\\r\\n* 128 bit block size\\r\\n\\r\\n* 256 bit key size\\r\\n\\r\\n##### Encryption Flow\\r\\n\\r\\n* Generate the unencrypted JSON payload to POST/PUT\\r\\n* Encrypt this JSON payload using your _own key and IV_ (NOT with the Paylocity public key)\\r\\n* RSA encrypt the _key_ you used in step 2 with the Paylocity Public Key, then, base64 encode the result\\r\\n* Base64 encode the IV used to encrypt the JSON payload in step 2\\r\\n* Put together a \\\"securecontent\\\" JSON object:\\r\\n \\r\\n{\\r\\n 'secureContent' : {\\r\\n 'key' : -- RSA-encrypted & base64 encoded key from step 3,\\r\\n 'iv' : -- base64 encoded iv from step 4\\r\\n 'content' -- content encrypted with your own key from step 2, base64 encoded\\r\\n }\\r\\n}\\r\\n\\r\\n##### Sample Example\\r\\n\\r\\n {\\r\\n \\\"secureContent\\\": {\\r\\n \\\"key\\\": \\\"eS3aw6H/qzHMJ00gSi6gQ3xa08DPMazk8BFY96Pd99ODA==\\\",\\r\\n \\\"iv\\\": \\\"NLyXMGq9svw0XO5aI9BzWw==\\\",\\r\\n \\\"content\\\": \\\"gAEOiQltO1w+LzGUoIK8FiYbU42hug94EasSl7N+Q1w=\\\"\\r\\n }\\r\\n }\\r\\n\\r\\n##### Sample C# Code\\r\\n\\r\\n using Newtonsoft.Json;\\r\\n using System;\\r\\n using System.IO;\\r\\n using System.Security.Cryptography;\\r\\n using System.Text;\\r\\n\\r\\n public class SecuredContent\\r\\n {\\r\\n [JsonProperty(\\\"key\\\")]\\r\\n public string Key { get; set; }\\r\\n\\r\\n [JsonProperty(\\\"iv\\\")]\\r\\n public string Iv { get; set; }\\r\\n\\r\\n [JsonProperty(\\\"content\\\")]\\r\\n public string Content { get; set; }\\r\\n\\r\\n }\\r\\n\\r\\n public class EndUserSecureRequestExample\\r\\n {\\r\\n public string CreateSecuredRequest(FileInfo paylocityPublicKey, string unsecuredJsonRequest)\\r\\n {\\r\\n string publicKeyXml = File.ReadAllText(paylocityPublicKey.FullName, Encoding.UTF8);\\r\\n\\r\\n SecuredContent secureContent = this.CreateSecuredContent(publicKeyXml, unsecuredJsonRequest);\\r\\n\\r\\n string secureRequest = JsonConvert.SerializeObject(new { secureContent });\\r\\n\\r\\n return secureRequest;\\r\\n }\\r\\n\\r\\n private SecuredContent CreateSecuredContent(string publicKeyXml, string request)\\r\\n {\\r\\n using (AesCryptoServiceProvider aesCsp = new AesCryptoServiceProvider())\\r\\n {\\r\\n aesCsp.Mode = CipherMode.CBC;\\r\\n aesCsp.Padding = PaddingMode.PKCS7;\\r\\n aesCsp.BlockSize = 128;\\r\\n aesCsp.KeySize = 256;\\r\\n\\r\\n using (ICryptoTransform crt = aesCsp.CreateEncryptor(aesCsp.Key, aesCsp.IV))\\r\\n {\\r\\n using (MemoryStream outputStream = new MemoryStream())\\r\\n {\\r\\n using (CryptoStream encryptStream = new CryptoStream(outputStream, crt, CryptoStreamMode.Write))\\r\\n {\\r\\n byte[] encodedRequest = Encoding.UTF8.GetBytes(request);\\r\\n encryptStream.Write(encodedRequest, 0, encodedRequest.Length);\\r\\n encryptStream.FlushFinalBlock();\\r\\n byte[] encryptedRequest = outputStream.ToArray();\\r\\n\\r\\n using (RSACryptoServiceProvider crp = new RSACryptoServiceProvider())\\r\\n {\\r\\n crp.FromXmlstring(publicKeyXml);\\r\\n byte[] encryptedKey = crp.Encrypt(aesCsp.Key, false);\\r\\n\\r\\n return new SecuredContent()\\r\\n {\\r\\n Key = Convert.ToBase64string(encryptedKey),\\r\\n Iv = Convert.ToBase64string(aesCsp.IV),\\r\\n Content = Convert.ToBase64string(encryptedRequest)\\r\\n };\\r\\n }\\r\\n }\\r\\n }\\r\\n }\\r\\n }\\r\\n }\\r\\n }\\r\\n\\r\\n## Support\\r\\n\\r\\nQuestions about using the Paylocity API? Please contact webservices@paylocity.com.\\r\\n\\r\\n# Deductions (v1)\\r\\n\\r\\nDeductions API provides endpoints to retrieve, add, update and delete deductions for a company's employees. For schema details, click here.\\r\\n\\r\\n# OnBoarding (v1)\\r\\n\\r\\nOnboarding API sends employee data into Paylocity Onboarding to help ensure an easy and accurate hiring process for subsequent completion into Web Pay. For schema details, click here.\",\"title\":\"Paylocity API\",\"version\":\"2\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_paylocity_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.paylocity.com/api/v2/openapi\",\"version\":\"3.0\"}],\"x-providerName\":\"paylocity.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/paylocity.com/2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/paylocity.com/2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"payments.service.gov.uk:payments\",\"value\":{\"added\":\"2018-02-23T08:31:20.000Z\",\"preferred\":\"1.0.3\",\"versions\":[{\"key\":\"1.0.3\",\"value\":{\"added\":\"2018-02-23T08:31:20.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"GOVUK\"},\"description\":\"GOV.UK Pay API (This version is no longer maintained. See openapi/publicapi_spec.json for latest API specification)\",\"title\":\"GOV.UK Pay API\",\"version\":\"1.0.3\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_GOVUK_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/alphagov/pay-publicapi/master/swagger/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"payments.service.gov.uk\",\"x-serviceName\":\"payments\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/payments.service.gov.uk/payments/1.0.3/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/payments.service.gov.uk/payments/1.0.3/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"payrun.io\",\"value\":{\"added\":\"2017-11-26T15:09:17.000Z\",\"preferred\":\"21.22.3.23\",\"versions\":[{\"key\":\"21.22.3.23\",\"value\":{\"added\":\"2017-11-26T15:09:17.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"PayRun_io\"},\"description\":\"Open, scableable, transparent payroll API.\",\"title\":\"PayRun.IO\",\"version\":\"21.22.3.23\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_PayRun_io_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.test.payrun.io/swagger/json\",\"version\":\"3.0\"}],\"x-providerName\":\"payrun.io\"},\"externalDocs\":{\"description\":\"External Documents\",\"url\":\"https://developer.test.payrun.io/docs\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/payrun.io/21.22.3.23/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/payrun.io/21.22.3.23/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"pdfblocks.com\",\"value\":{\"added\":\"2021-04-22T21:19:59.961Z\",\"preferred\":\"1.5.0\",\"versions\":[{\"key\":\"1.5.0\",\"value\":{\"added\":\"2021-04-22T21:19:59.961Z\",\"info\":{\"contact\":{\"email\":\"support@pdfblocks.com\",\"name\":\"PDF Blocks Support\",\"url\":\"https://www.pdfblocks.com/support\"},\"description\":\"PDF Blocks is a secure, reliable, and fast API to work with PDF documents. Actions include: Merge PDF documents, add or remove passwords, add watermarks, remove, extract, reverse, and rotate pages, and more.\",\"termsOfService\":\"https://www.pdfblocks.com/terms\",\"title\":\"PDF Blocks API\",\"version\":\"1.5.0\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.pdfblocks.com_assets_images_pdfblocks-logo.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.pdfblocks.com/assets/specs/pdfblocks.openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"pdfblocks.com\"},\"externalDocs\":{\"description\":\"Documentation and examples\",\"url\":\"https://www.pdfblocks.com/docs/api/v1\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pdfblocks.com/1.5.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pdfblocks.com/1.5.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"pdfbroker.io\",\"value\":{\"added\":\"2020-03-23T14:32:22.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2020-03-23T14:32:22.000Z\",\"info\":{\"contact\":{\"email\":\"support@pdfbroker.io\",\"name\":\"PdfBroker.io Support\",\"url\":\"https://www.pdfbroker.io/docs\"},\"description\":\"PdfBroker.io is an api for creating pdf files from Xsl-Fo or Html and other useful pdf utilities.\",\"termsOfService\":\"https://www.pdfbroker.io/terms\",\"title\":\"PdfBroker.io API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"text\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.pdfbroker.io/swagger/v1/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"pdfbroker.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pdfbroker.io/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pdfbroker.io/v1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"pdfgeneratorapi.com\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"preferred\":\"3.1.1\",\"versions\":[{\"key\":\"3.1.1\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"info\":{\"contact\":{\"email\":\"support@pdfgeneratorapi.com\",\"name\":\"Support\",\"url\":\"https://support.pdfgeneratorapi.com\"},\"description\":\"# Introduction\\nPDF Generator API allows you easily generate transactional PDF documents and reduce the development and support costs by enabling your users to create and manage their document templates using a browser-based drag-and-drop document editor.\\n\\nThe PDF Generator API features a web API architecture, allowing you to code in the language of your choice. This API supports the JSON media type, and uses UTF-8 character encoding.\\n\\nYou can find our previous API documentation page with references to Simple and Signature authentication [here](https://docs.pdfgeneratorapi.com/legacy).\\n\\n## Base URL\\nThe base URL for all the API endpoints is `https://us1.pdfgeneratorapi.com/api/v3`\\n\\nFor example\\n* `https://us1.pdfgeneratorapi.com/api/v3/templates`\\n* `https://us1.pdfgeneratorapi.com/api/v3/workspaces`\\n* `https://us1.pdfgeneratorapi.com/api/v3/templates/123123`\\n\\n## Editor\\nPDF Generator API comes with a powerful drag & drop editor that allows to create any kind of document templates, from barcode labels to invoices, quotes and reports. You can find tutorials and videos from our [Support Portal](https://support.pdfgeneratorapi.com).\\n* [Component specification](https://support.pdfgeneratorapi.com/en/category/components-1ffseaj/)\\n* [Expression Language documentation](https://support.pdfgeneratorapi.com/en/category/expression-language-q203pa/)\\n* [Frequently asked questions and answers](https://support.pdfgeneratorapi.com/en/category/qanda-1ov519d/)\\n\\n## Definitions\\n\\n### Organization\\nOrganization is a group of workspaces owned by your account.\\n\\n### Workspace\\nWorkspace contains templates. Each workspace has access to their own templates and organization default templates.\\n\\n### Master Workspace\\nMaster Workspace is the main/default workspace of your Organization. The Master Workspace identifier is the email you signed up with.\\n\\n### Default Template\\nDefault template is a template that is available for all workspaces by default. You can set the template access type under Page Setup. If template has \\\"Organization\\\" access then your users can use them from the \\\"New\\\" menu in the Editor.\\n\\n### Data Field\\nData Field is a placeholder for the specific data in your JSON data set. In this example JSON you can access the buyer name using Data Field `{paymentDetails::buyerName}`. The separator between depth levels is :: (two colons). When designing the template you don\\u2019t have to know every Data Field, our editor automatically extracts all the available fields from your data set and provides an easy way to insert them into the template.\\n```\\n{\\n \\\"documentNumber\\\": 1,\\n \\\"paymentDetails\\\": {\\n \\\"method\\\": \\\"Credit Card\\\",\\n \\\"buyerName\\\": \\\"John Smith\\\"\\n },\\n \\\"items\\\": [\\n {\\n \\\"id\\\": 1,\\n \\\"name\\\": \\\"Item one\\\"\\n }\\n ]\\n}\\n```\\n\\n* * * * *\\n# Authentication\\nThe PDF Generator API uses __JSON Web Tokens (JWT)__ to authenticate all API requests. These tokens offer a method to establish secure server-to-server authentication by transferring a compact JSON object with a signed payload of your account\\u2019s API Key and Secret.\\nWhen authenticating to the PDF Generator API, a JWT should be generated uniquely by a __server-side application__ and included as a __Bearer Token__ in the header of each request.\\n\\n## Legacy Simple and Signature authentication\\nYou can find our legacy documentation for Simple and Signature authentication [here](https://docs.pdfgeneratorapi.com/legacy).\\n\\n\\n\\n## Accessing your API Key and Secret\\nYou can find your __API Key__ and __API Secret__ from the __Account Settings__ page after you login to PDF Generator API [here](https://pdfgeneratorapi.com/login).\\n\\n## Creating a JWT\\nJSON Web Tokens are composed of three sections: a header, a payload (containing a claim set), and a signature. The header and payload are JSON objects, which are serialized to UTF-8 bytes, then encoded using base64url encoding.\\n\\nThe JWT's header, payload, and signature are concatenated with periods (.). As a result, a JWT typically takes the following form:\\n```\\n{Base64url encoded header}.{Base64url encoded payload}.{Base64url encoded signature}\\n```\\n\\nWe recommend and support libraries provided on [jwt.io](https://jwt.io/). While other libraries can create JWT, these recommended libraries are the most robust.\\n\\n### Header\\nProperty `alg` defines which signing algorithm is being used. PDF Generator API users HS256.\\nProperty `typ` defines the type of token and it is always JWT.\\n```\\n{\\n \\\"alg\\\": \\\"HS256\\\",\\n \\\"typ\\\": \\\"JWT\\\"\\n}\\n```\\n\\n### Payload\\nThe second part of the token is the payload, which contains the claims or the pieces of information being passed about the user and any metadata required.\\nIt is mandatory to specify the following claims:\\n* issuer (`iss`): Your API key\\n* subject (`sub`): Workspace identifier\\n* expiration time (`exp`): Timestamp (unix epoch time) until the token is valid. It is highly recommended to set the exp timestamp for a short period, i.e. a matter of seconds. This way, if a token is intercepted or shared, the token will only be valid for a short period of time.\\n\\n```\\n{\\n \\\"iss\\\": \\\"ad54aaff89ffdfeff178bb8a8f359b29fcb20edb56250b9f584aa2cb0162ed4a\\\",\\n \\\"sub\\\": \\\"demo.example@actualreports.com\\\",\\n \\\"exp\\\": 1586112639\\n}\\n```\\n\\n### Signature\\nTo create the signature part you have to take the encoded header, the encoded payload, a secret, the algorithm specified in the header, and sign that. The signature is used to verify the message wasn't changed along the way, and, in the case of tokens signed with a private key, it can also verify that the sender of the JWT is who it says it is.\\n```\\nHMACSHA256(\\n base64UrlEncode(header) + \\\".\\\" +\\n base64UrlEncode(payload),\\n API_SECRET)\\n```\\n\\n### Putting all together\\nThe output is three Base64-URL strings separated by dots. The following shows a JWT that has the previous header and payload encoded, and it is signed with a secret.\\n```\\neyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJhZDU0YWFmZjg5ZmZkZmVmZjE3OGJiOGE4ZjM1OWIyOWZjYjIwZWRiNTYyNTBiOWY1ODRhYTJjYjAxNjJlZDRhIiwic3ViIjoiZGVtby5leGFtcGxlQGFjdHVhbHJlcG9ydHMuY29tIn0.SxO-H7UYYYsclS8RGWO1qf0z1cB1m73wF9FLl9RCc1Q\\n\\n// Base64 encoded header: eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9\\n// Base64 encoded payload: eyJpc3MiOiJhZDU0YWFmZjg5ZmZkZmVmZjE3OGJiOGE4ZjM1OWIyOWZjYjIwZWRiNTYyNTBiOWY1ODRhYTJjYjAxNjJlZDRhIiwic3ViIjoiZGVtby5leGFtcGxlQGFjdHVhbHJlcG9ydHMuY29tIn0\\n// Signature: SxO-H7UYYYsclS8RGWO1qf0z1cB1m73wF9FLl9RCc1Q\\n```\\n\\n## Testing with JWTs\\nYou can create a temporary token in [Account Settings](https://pdfgeneratorapi.com/account/organization) page after you login to PDF Generator API. The generated token uses your email address as the subject (`sub`) value and is valid for __5 minutes__.\\nYou can also use [jwt.io](https://jwt.io/) to generate test tokens for your API calls. These test tokens should never be used in production applications.\\n* * * * *\\n\\n# Libraries and SDKs\\n## Postman Collection\\nWe have created a [Postman](https://www.postman.com) Collection so you can easily test all the API endpoints wihtout developing and code. You can download the collection [here](https://app.getpostman.com/run-collection/329f09618ec8a957dbc4) or just click the button below.\\n\\n[![Run in Postman](https://run.pstmn.io/button.svg)](https://app.getpostman.com/run-collection/329f09618ec8a957dbc4)\\n\\n## Client Libraries\\nAll our Client Libraries are auto-generated using [OpenAPI Generator](https://openapi-generator.tech/) which uses the OpenAPI v3 specification to automatically generate a client library in specific programming language.\\n\\n* [PHP Client](https://github.com/pdfgeneratorapi/php-client)\\n* [Java Client](https://github.com/pdfgeneratorapi/java-client)\\n* [Ruby Client](https://github.com/pdfgeneratorapi/ruby-client)\\n* [Python Client](https://github.com/pdfgeneratorapi/python-client)\\n* [Javascript Client](https://github.com/pdfgeneratorapi/javascript-client)\\n\\nWe have validated the generated libraries, but let us know if you find any anomalies in the client code.\\n* * * * *\\n\\n# Error codes\\n\\n| Code | Description |\\n|--------|--------------------------------|\\n| 401 | Unauthorized |\\n| 403 | Forbidden |\\n| 404 | Not Found |\\n| 422 | Unprocessable Entity |\\n| 500 | Internal Server Error |\\n\\n## 401 - Unauthorized\\n| Description |\\n|-------------------------------------------------------------------------|\\n| Authentication failed: request expired |\\n| Authentication failed: workspace missing |\\n| Authentication failed: key missing |\\n| Authentication failed: property 'iss' (issuer) missing in JWT |\\n| Authentication failed: property 'sub' (subject) missing in JWT |\\n| Authentication failed: property 'exp' (expiration time) missing in JWT |\\n| Authentication failed: incorrect signature |\\n\\n## 403 - Forbidden\\n| Description |\\n|-------------------------------------------------------------------------|\\n| Your account has exceeded the monthly document generation limit. |\\n| Access not granted: You cannot delete master workspace via API |\\n| Access not granted: Template is not accessible by this organization |\\n| Your session has expired, please close and reopen the editor. |\\n\\n## 404 Entity not found\\n| Description |\\n|-------------------------------------------------------------------------|\\n| Entity not found |\\n| Resource not found |\\n| None of the templates is available for the workspace. |\\n\\n## 422 Unprocessable Entity\\n| Description |\\n|-------------------------------------------------------------------------|\\n| Unable to parse JSON, please check formatting |\\n| Required parameter missing |\\n| Required parameter missing: template definition not defined |\\n| Required parameter missing: template not defined |\\n\",\"title\":\"PDF Generator API\",\"version\":\"3.1.1\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"altText\":\"PDF Generator API\",\"backgroundColor\":\"#3F46AD\",\"href\":\"https://docs.pdfgeneratorapi.com\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pdfgeneratorapi.com_assets_web_images_logo_and_text_white.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.pdfgeneratorapi.com/api-docs.json?_c=1590697087\",\"version\":\"3.0\"}],\"x-providerName\":\"pdfgeneratorapi.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pdfgeneratorapi.com/3.1.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pdfgeneratorapi.com/3.1.1/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"peel-ci.com\",\"value\":{\"added\":\"2015-06-16T18:10:07.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-06-16T18:10:07.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"peeltv\"},\"description\":\"The machine learning service APIs utilize hashtags from Twitter to find related, trending shows, related Twitter hashtags in real time and to generate direct tune-in URLs.\",\"title\":\"Peel Tune-in API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_peeltv_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"swagger\",\"url\":\"https://s3-us-west-2.amazonaws.com/tuneinapi.peel-ci.com/resources.json\",\"version\":\"1.2\"}],\"x-providerName\":\"peel-ci.com\"},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/peel-ci.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/peel-ci.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"pendo.io\",\"value\":{\"added\":\"2018-02-28T22:02:25.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2018-02-28T22:02:25.000Z\",\"info\":{\"contact\":{\"email\":\"support@receptive.io\",\"name\":\"Feedback Support\",\"x-twitter\":\"receptiveio\"},\"description\":\"## Who is this for?\\n\\nThis documentation is for developers creating their own integration with [Feedback's](https://www.pendo.io/product/feedback/) API. If you are doing a standard integration, there's a really easy [Javascript integration](https://help.receptive.io/hc/en-us/articles/209221969-How-to-integrate-Receptive-with-your-app) that you should know about before you go to the effort of building your own integration.\\n\\n## Authentication\\n\\nAPI calls generally need to be authenticated. Generate an API Key at https://feedback.pendo.io/app/#/vendor/settings?section=integrate. This key should then be added to every request as a request header named 'auth-token' (preferred), or as a query parameter named 'auth-token'.\\n\\n## Endpoint\\n\\nAPI endpoint is https://api.feedback.eu.pendo.io / https://api.feedback.us.pendo.io depending where your datacenter is located.\\n\\n## Notes\\n\\nAPI endpoints are being added to this documentation as needed by customers. If you don't see an endpoint you need please contact support and if it exists we'll publish the docs here. The 'try it out' feature on this documentation page will probably be blocked by your browser because the Access-Control-Allow-Origin header has its value set by the Feedback server depending on your hostname.\\n\\n## Generating client code\\n\\nThis documentation is automatically generated from an OpenAPI spec available [here](http://apidoc.receptive.io/receptive.swagger.json). You can use Swagger to auto-generate API client code in many languages using the [Swagger Editor](http://editor.swagger.io/#/)\",\"title\":\"Pendo Feedback API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_receptiveio_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://apidoc.receptive.io/receptive.swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"pendo.io\"},\"updated\":\"2021-06-30T09:57:47.461Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pendo.io/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pendo.io/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"peoplefinderspro.com\",\"value\":{\"added\":\"2021-01-13T10:39:02.999Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-01-13T10:39:02.999Z\",\"info\":{\"description\":\"Self Service Developer API documentation and demo.\\n\\n##Getting Started\\n\\nYou will need an API access profile user and password in order to access search endpoints.\\nYour access profile user and password is used for authenticating all requests to our search API. \\nYou MUST pass the user and password each time you perform a search request.\",\"title\":\"Self Service Developer API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://pfent1821.docs.apiary.io/api-description-document\",\"version\":\"2.0\"}],\"x-providerName\":\"peoplefinderspro.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/peoplefinderspro.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/peoplefinderspro.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"personio.de:authentication\",\"value\":{\"added\":\"2018-02-23T08:21:55.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-02-23T08:21:55.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"PersonioHR\"},\"description\":\"Personio Authentication API\",\"title\":\"Authentication\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"enterprise\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_PersonioHR_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/personio/api-docs/master/personio-auth-api.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"personio.de\",\"x-serviceName\":\"authentication\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/personio.de/authentication/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/personio.de/authentication/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"personio.de:personnel\",\"value\":{\"added\":\"2018-02-23T08:21:55.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-02-23T08:21:55.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"PersonioHR\"},\"description\":\"API for reading and writing personnel data incl. data about attendances and absences\",\"title\":\"Personnel Data\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"enterprise\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_PersonioHR_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/personio/api-docs/master/personio-personnel-data-api.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"personio.de\",\"x-serviceName\":\"personnel\"},\"updated\":\"2021-04-07T09:52:45.374Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/personio.de/personnel/1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/personio.de/personnel/1.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"phantauth.net\",\"value\":{\"added\":\"2020-07-13T13:26:44.426Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-07-13T13:26:44.426Z\",\"info\":{\"description\":\"Random User Generator + OpenID Connect Provider. Like Lorem Ipsum, but for user accounts and authentication.\\n\\nThe PhantAuth API documentation is available on the following API documentation sites:\\n\\n- [apiary](https://phantauth.docs.apiary.io) (primary source)\\n\\n- [speca](https://speca.io/phantauth/phantauth)\\n\\n- [PhantAuth Developer Portal](https://www.phantauth.net/api)\\n\\n### TL;DR\\n\\n**PhantAuth was designed to simplify testing for applications using OpenID Connect authentication by making use of random generated users.**\\n\\nendpoint | address\\n--------- | -------\\nissuer | https://phantauth.net\\ndiscovery | https://phantauth.net/.well-known/openid-configuration\\n\\ncredential | value\\n------------- | -----\\nclient_id | test.client\\nclient_secret | UTBcWwt5\\n\\n## OpenID Connect\\n\\nThe OpenID Connect Provider of PhantAuth supports the flows listed in the OpenID Connect specifications (Hybrid, Implicit, Authorization Code), as well as the Resource Owner Password grant type, specified in the OAuth 2.0 specifications. PhantAuth as an OpenID Connect Provider can be integrated with a variety of web applications, mobil applications, and backend applications. The integration can be either direct, as in the case of the OpenID Connect Provider, or through an authentication integration service, as in the case of Auth0 or Azure Active Directory B2C. To learn more, please go to chapter [Integration](https://doc.phantauth.net/#/integration).\\n\\nExamples:\\n\\n- [Direct OpenID Connect integration](https://www.phantauth.net/test/oidc)\\n\\n- [Auth0 Social Connections integration](https://www.phantauth.net/test/auth0)\\n\\n- [Azure Active Directory B2C integration](https://www.phantauth.net/test/azure)\\n\\n## Random User\\n\\nThe random user generator of PhantAuth can also be used separately, independent of the OpenID Connect Provider. You can generate an optional number of test users. In the knowledge of their user name, the data of the generated users can be regenerated at any time (OpenID Connect *sub* claim). The generated users have a unique, operational, disposable email address, a profile picture selected from one of the multiple pools of pictures, and the usual profile data. Custom email addresses and profile pictures may also be added. The random user generator of PhantAuth can be fully customized. Additionally, you can link an external generator to the application. For details,please go to chapter [Generator](https://doc.phantauth.net/#/generator).\\n\\nTest pages:\\n\\n- [Default Generator Test Page](https://phantauth.net/test/user) (embedded generator)\\n\\n- [Greek Gods Generator Test Page](https://phantauth.net/_gods/test/user) (embedded generator working from a Google Sheet)\\n\\n- [Faker Generator Test Page](https://phantauth.net/_faker/test/user) (external generator using Javascript Faker library)\\n\\n- [Chance Generator Test Page](https://phantauth.net/_chance/test/user) (external generator using Javascript Chance library)\\n\\n- [Casual Generator Test Page](https://phantauth.net/_casual/test/user) (external generator using Javascript Casual library)\\n\\n- [Randomuser Generator Test Page](https://phantauth.net/_randomuser/test/user) (client side generator using https://randomuser.me)\\n\\n- [uinames Generator Test Page](https://phantauth.net/_uinames/test/user) (client side generator using https://uinames.com)\\n\\n- [Mockaroo Generator Test Page](https://phantauth.net/_mockaroo/test/user) (client side generator using https://mockaroo.com)\\n\\nEvery random generated user has a profile page, which contains their profile data in a simple one-page format.\\n\\nProfile examples:\\n\\n- [Random Profile](https://phantauth.net/%7Ejoe.black)\\n\\n- [Random Greek God Profile](https://phantauth.net/_gods/%7Ezeus)\\n\\n- [Random Faker Profile](https://phantauth.net/_faker/%7Eharry.houdini)\\n\\n- [Random Chance Profile](https://phantauth.net/_chance/%7Epeter.pan)\\n\\n- [Random Casual Profile](https://phantauth.net/_casual/%7Ejohn.smith)\\n\\n## CodeSandbox\\n\\nThe use of the random user generator and the direct integration of the OpenID Connect is demonstrated through a set of CodeSandbox samples. The sample applications are run directly from CodeSandbox, so the source code is easy to view, edit, and test.\\n\\nExamples:\\n\\n- [Random User Generator usage exampe](https://4xyj8lw394.codesandbox.io/)\\n\\n- [OpenID Connect direct integration exampe](https://8z77681269.codesandbox.io/)\\n\\n## Tenants\\n\\nThe PhantAuth is extremely versatile and customizable. You can use your own random user service, or generate users from an external .csv file or Google Sheet. You can use a set of Bootstrap themes to tailor the look and feel of the profile, morover, you can fundamentally change the same look and feel by the use of your own HTML templates. To find out more, please go to chapter [Tenant](https://doc.phantauth.net/#/tenant).\\n\\nTo customize the application, you need to use one or more so-called tenants. A tenant can be consiered as an independent PhantAuth service. A tenant has its own random user generator endpoints and OpenID Connect endpoints.\\n\\nThe tenants can be organised into so-called domains. Practically, a domain is a DNS zone, which contains the settings of the given tenant(s). The tenants as well as the domain can be configured by the use of DNS TXT records.\\n\\nIn addition to the default tenant, the PhantAuth domain contains some sample tenants, which are primarily designed to demonstrate customizability, a range of hosting possibilities, and the links to external services. In most cases, using the [default tenant](https://phantauth.net) is enough.\\n\\n- [PhantAuth Default](https://phantauth.net) - default tenant, based on a Java Fairy library\\n\\n- [Greek Gods](https://phantauth.net/_gods) - based on a Google Sheet document\\n\\n- [PhantAuth Faker](https://phantauth.net/_faker) - based on a Javascript Faker library, hosted at https://now.sh\\n\\n- [PhantAuth Chance](https://phantauth.net/_chance) - based on a Javascript Chance library, hosted at https://now.sh\\n\\n- [PhantAuth Casual](https://phantauth.net/_casual) - based on a Javascript Casual library, hosted at https://webtask.io\\n\\n- [RANDOM USER](https://phantauth.net/_randomuser) - based on https://randomuser.me service\\n\\n- [uinames](https://phantauth.net/_uinames) - based on https://uinames.com service\\n\\n- [Mockaroo](https://phantauth.net/_mockaroo) - based on https://mockaroo.com service\\n\\nAnyone can create a domain and the tenants. Sharing the tenants is facilitated by the [PhantAuth Shared Domain](https://shared.phantauth.net). A shared domain is connected to the [phantauth.cf](http://phantauth.cf) DNS zone, where anyone can create tenant configuration nodes by the use of the [FreeDNS](https://freedns.afraid.org/) service.\\n\\n### Concept\\n\\nThe internal structure of PhantAuth is modular enough to allow certain elements to be customized or even replaced. The customized PhantAuth instances can be considered as separate services, which are independent from the original one. For the sake of simplicity, the customized PhantAuth instances will be called **tenants**.\\n\\nThe customized PhantAuth instances (tenants) have a different URL from that of the default tenant. For technological and cloud hosting purposes, it is advised that only the beginning of the path component of these URLs differs from the default PhantAuth URL. Similarly, the path component of a tenant URL should start with a low line character (\\\"_\\\"). So the general format of a tenant URL is:\\n\\n```\\nhttps://phantauth.net/_TENANT\\n```\\n\\nwhere `TENANT` is the name of the tenant. The tenant name is a DNS domain name at the same time, which may lack `.phantauth.net` or `.phantauth.cf` from the end.\\n\\n### DNS for configuration\\n\\nWhen desiging PhantAuth, the aim is that PhantAuth can run without a database, and it is configurable by the users. This can be achieved if for the purpose of storing the tenant configuration, the system uses the special TXT records of the Domain Name System (DNS), in compliance with the [RFC 6763](https://tools.ietf.org/html/rfc6763) specifications. So the tenant name is one or more DNS TXT records. These TXT records contain the configuration properties in NAME=VALUE format.\\n\\nThis allows anyone to create their own tenants by creating a DNS domain and the TXT records in that domain. [Freenom](https://www.freenom.com), a service provider, allows you to register some top-level domains (.tk, .ml, .ga, .cf, .gq) free charge. The domain registered this way can be managed on the online interface of Freenom or transferred to an other free service provider offering a more convenient DNS name server (e.g. [CloudFlare](https://www.cloudflare.com/)). Additionally, [FreeDNS](https://freedns.afraid.org/) allows you to create DNS records within a second- or third level domain that is privately owned or shared with a community. In this case, you are advised to create the entries within the `phantauth.cf` domain, because here you can omit the `.phantauth.cf` from the tenant name in the URL. This means that a tenant with a name of `mytenant.phantauth.cf` can be referred to in the shorther `https://phantauth.net/_mytenant` format, rather than the longer `https://phantauth.net/_mytenant.phantauth.cf` URL . Similar to `.phantauth.cf`, the `phantauth.net` can be omitted, thus the officially supported and the example tenants can be referred to by their short names (e.g. https://phantauth.net/_faker).\\n\\nIn a nutshell, to create a tenant, you have the following options:\\n\\n- With TXT records in a domain registered at Freenom, either on the online interface of Freenom or that of another free DNS service provider (e.g. CloudFlare).\\n\\n- With TXT records created in a second- or third level domain shared with a community, by using FreeDNS.\\n\\n- With TXT records created in your own existing DNS domain, by the use of an any DNS software.\\n\\n### Parameters\\n\\nThe below table contains a summary of the tenant parameters having an effect on the operation of the tenants.\\n\\nProperty | Description\\n--- | ---\\n[name](#name) | the displayed name of the tenant\\n[flags](#flags) | generator flags having an effect on the login page\\n[theme](#theme) | the address of the Bootstrap theme\\n[template](#template) | the address of the HTML page templates\\n[factory](#factory) | the address of the external user generator\\n[depot](#depot) | the address of the external user database\\n[sheet](#sheet) | the identifier of the Google Sheets document containing the user database\\n[script](#script) | the JavaScript URL inserted in the HTML pages\\n[summary](#summary) | a one-line summary of the tenant\\n[about](#about) | a detailed description of the tenant\\n[attribution](#attribution) | the specifications of the external source\\n[logo](#logo) | the logo of the tenant\\n[favicon](#favicon) | the favicon of the tenant's web pages\\n\\n#### name\\n\\nThe displayed name of the tenant is defined in the `name` parameter. In lack of such a name, the tenant's DNS name is displayed. This name appears in the address bar of the tenant's webpages.\\n\\n#### flags\\n\\nThis parameter contains the flags that affect the operation of a tenant (see [Flags](generator.md#flags)). Currently, the flags affecting the team size are used in the login screen. If any of the flags is a team size flag, you can select the user from a list in the login screen, rather than using an input field. It can take the following values:\\n\\n- tiny\\n\\n- small\\n\\n- medium\\n\\n- large\\n\\n#### theme\\n\\nThe HTML page templates of a tenant are created by the use of the Bootstrap library. This allows you to customize the layout and the colours of the pages by using external Bootstrap CSS files. The `theme` parameter contains the URL of the Bootstrap CSS file used in the pages. It is optional; in lack of such a parameter, the tenant's HTML pages have the default layout provided in the [PhantAuth developer portal](https://www.phantauth.net).\\n\\n#### template\\n\\nThe place of the HTML page templates of a tenant is specified by the `template` parameter. The value of the parameter is n [RFC 6570 - URI temaplate](https://tools.ietf.org/html/rfc6570) expression. The URI template receives the page name in a `resource` parameter.\\n\\nThe default value of the `template` parameter:\\n\\n```\\nhttps://default.phantauth.net{/resource}\\n```\\n\\nThe `resource` URI template parameter may take the following values:\\n\\nValue | Description\\n--- | ---\\ntenant.html | the tenant's webpage; it contains a short description and the entry points of the tenant \\nuser.html | the user's profile page\\nlogin.html | the login page used for signing in\\nconsent.html | the content page used for signing in\\nteam.html | the profile page of the user group\\nclient.html | the profile page of a client\\nfleet.html | the profile page of the client group\\npolicy.html | the client's privacy policy\\ntos.html | a client's terms of service\\ntest.html | a login test page of the user generator and OpenID Connect\\n\\nIf you use your own template, the pages are fully customizable. The templates use a template engine called [Thymeleaf](https://www.thymeleaf.org/), which provides flexible template options. The source of the default template is available in the [phantauth-default](https://github.com/phantauth/phantauth-default) GitHub repository. If you wish to create your own templates, you are advised to produce them from these templates.\\n\\n#### factory\\n\\nPhantAuth allows you to use your own random resource (user, team) generator. To do so, you need to provide its address in the `factory` tenant parameter. The value of the parameter is an [RFC 6570 - URI temaplate](https://tools.ietf.org/html/rfc6570) expression. The URI template receives the type of the object (user, team) to be generated in the `kind` parameter, and the identifier of the object to be generated in the `name` parameter.\\n\\n#### factories\\n\\nIn the `factories` parameter, you can specify the resource types that can be generated by the external generator set in the `factory` parameter. It takes the value of one or more strings from the following: `user`, `team`.\\n\\n#### depot\\n\\nInstead of generating a user and team resource, you can randomly select them from a pre-created inventory. In this case, the URL of the CSV file containing the resources can be specified in the `depot` parameter. The value of the parameter is an [RFC 6570 - URI temaplate](https://tools.ietf.org/html/rfc6570) expression. The URI template receives the type of the object (user, team) to be generated in the `kind` parameter.\\n\\nThe first line of the CSV file contains the resource property names, the following lines, on the other hand, contain the relevant data.\\nIn the case of nested properties, a \\\".\\\" character separates the elements of the property name (e.g. address.formatted).\\n\\n#### depots\\n\\nIn the `depots` parameter, you can specify the purpose of the external source set in the `depot` parameter. It takes the value of one or more strings from the following: `user`, `team`.\\n\\n#### sheet\\n\\nYou can randomly select the user data from a Google Sheets document. In the `sheet` parameter, you can specify the identifier of a public Google Sheets document. The first row of the table contains the user property names, the following rows contain the relating data. In the case of nested properties, a \\\".\\\" character is used to separate the elements of the property name (e.g. address.formatted).\\n\\nThe tenant named `gods` is an example for the use of the `sheet` parameter. It provides the user data in a [public Google Sheets](https://docs.google.com/spreadsheets/d/1Xa4mRcLWroJr2vUDhrJXGBcobYmpS8fNZxFpXw-M9DY/) document. In this case, the identifier of the sheet is `1Xa4mRcLWroJr2vUDhrJXGBcobYmpS8fNZxFpXw-M9DY`, and the associated TXT record is:\\n\\n```\\ngods 120 IN TXT \\\"sheet=1Xa4mRcLWroJr2vUDhrJXGBcobYmpS8fNZxFpXw-M9DY\\\"\\n```\\n\\n#### script\\n\\nYou can automatically insert a custom JavaScript file in the login.html, consent.html, and test.html pages. The URL of this file can be specified in the `script` parameter. By inserting a custom JavaScript file, you can also integrate a client-side random user generator.\\n\\n#### summary\\n\\nYou can provide a short, one-line description, a watchword for the tenant in the `summary` parameter. It appears on the tenant's startup page and all the pages that contain a list of available tenants.\\n\\n#### about\\n\\nTo provide a detailed description of the tenant, use the `about` parameter. If it takes the value of a URL, the description is downloaded from the given URL; otherwise the value is the description itself. The description may have markdown formatting.\\n\\n#### attribution\\n\\nIt is an external data source. If you use a random user generator, you can specify the attribution in the `attribution` parameter. The attribution may have markdown formatting, that is, you can highlight any element or provide a link to an external source:\\n\\n```\\nrandomuser 120 IN TXT \\\"attribution=User data generated using [RANDOM USER GENERATOR](https://randomuser.me/).\\\"\\n```\\n\\n#### logo\\n\\nIt is the URL of the tenant's logo. The image at this address appears in the address bar of the tenant's webpages.\\n\\n#### favicon\\n\\nUse the `favicon` parameter to provide the URL of the favicon. The image at this address appears as a shortcut icon in the browser when a user visits the tenant's webpages.\\n\\n### Examples\\n\\nPhantAuth offers several examples for creating a custom tenant. They are ready-to-use tenants, although primarily created to show examples for customization.\\n\\n#### faker\\n\\nA [PhantAuth Faker](https://phantauth.net/_faker) tenant contains a generator built on the JavaScript Faker library. The generator runs on the serverless deployment platform of [ZEIT Now](https://now.sh), available free of charge. Its source code is accessible in the [phantauth-faker](https://github.com/phantauth/phantauth-faker) GitHub repository. Its DNS configuration is:\\n\\n```\\nfaker.phantauth.net. 120 IN TXT \\\"factories=team\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"factories=user\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"flags=small\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"factory=https://phantauth-faker.now.sh/api{/kind,name}\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"userinfo=Dream Team\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/united/bootstrap.min.css\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"logo=https://phantauth-faker.now.sh/faker-logo.svg\\\"\\nfaker.phantauth.net. 120 IN TXT \\\"name=PhantAuth Faker\\\"\\n```\\n\\n#### chance\\n\\nA [PhantAuth Chance](https://phantauth.net/_chance) tenant contains a generator built on the JavaScript Chance library. The generator runs on the serverless deployment platform of [ZEIT Now](https://now.sh), available free of charge. Its source code is accessible in the [phantauth-chance](https://github.com/phantauth/phantauth-chance) GitHub repository. Its DNS configuration is:\\n\\n```\\nchance.phantauth.net. 120 IN TXT \\\"flags=small\\\"\\nchance.phantauth.net. 120 IN TXT \\\"name=PhantAuth Chance\\\"\\nchance.phantauth.net. 120 IN TXT \\\"factory=https://phantauth-chance.now.sh/api{/kind,name}\\\"\\nchance.phantauth.net. 120 IN TXT \\\"factories=team\\\"\\nchance.phantauth.net. 120 IN TXT \\\"factories=user\\\"\\nchance.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/united/bootstrap.min.css\\\"\\nchance.phantauth.net. 120 IN TXT \\\"logo=https://phantauth-chance.now.sh/chance-logo.png\\\"\\n```\\n\\n#### casual\\n\\nA [PhantAuth Casual](https://phantauth.net/_casual) tenant contains a generator built on the JavaScript Casual library. The generator runs on the serverless deployment platform of [Auth0 Webtask](https://webtask.io), available free of charge. Its source code is accessible in the [phantauth-casual](https://github.com/phantauth/phantauth-casual) GitHub repository. Its DNS configuration is:\\n\\n```\\ncasual.phantauth.net. 120 IN TXT \\\"logo=https://www.phantauth.net/logo/phantauth-logo-gray.svg\\\"\\ncasual.phantauth.net. 120 IN TXT \\\"name=PhantAuth Casual\\\"\\ncasual.phantauth.net. 120 IN TXT \\\"factory=https://wt-51217f7b3eee6aead0123eeafe3b83e8-0.sandbox.auth0-extend.com/user{?name}\\\"\\ncasual.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootstrap/4.1.3/css/bootstrap.min.css\\\"\\n```\\n\\n#### gods\\n\\nFor the [Greek Gods](https://phantauth.net/_gods) tenant, the user data is contained in a [public Google Sheets](https://docs.google.com/spreadsheets/d/1Xa4mRcLWroJr2vUDhrJXGBcobYmpS8fNZxFpXw-M9DY/) document. Its DNS configuration is:\\n\\n```\\ngods.phantauth.net. 120 IN TXT \\\"attribution=God pictures come from [Theoi Project](https://www.theoi.com/), a site exploring Greek mythology and the gods in classical literature and art.\\\"\\ngods.phantauth.net. 120 IN TXT \\\"name=Greek Gods\\\"\\ngods.phantauth.net. 120 IN TXT \\\"flags=medium\\\"\\ngods.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/sandstone/bootstrap.min.css\\\"\\ngods.phantauth.net. 120 IN TXT \\\"logo=https://cdn.staticaly.com/favicons/www.theoi.com\\\"\\ngods.phantauth.net. 120 IN TXT \\\"sheet=1Xa4mRcLWroJr2vUDhrJXGBcobYmpS8fNZxFpXw-M9DY\\\"\\n```\\n\\n#### randomuser\\n\\nThe [RANDOM USER](https://phantauth.net/_randomuser) tenant uses the popular https://randomuser.me service to generate random users. The randomuser.me service is called on the client side, the call is contained in the [randomuser.js](https://www.phantauth.net/selfie/randomuser.js) script given in the `script` parameter. Its DNS configuration is:\\n\\n```\\nrandomuser.phantauth.net. 120 IN TXT \\\"attribution=User data generated using [RANDOM USER GENERATOR](https://randomuser.me/).\\\"\\nrandomuser.phantauth.net. 120 IN TXT \\\"script=https://www.phantauth.net/selfie/randomuser.js\\\"\\nrandomuser.phantauth.net. 120 IN TXT \\\"flags=small\\\"\\nrandomuser.phantauth.net. 120 IN TXT \\\"name=RANDOM USER\\\"\\nrandomuser.phantauth.net. 120 IN TXT \\\"logo=https://cdn.staticaly.com/favicons/randomuser.me\\\"\\nrandomuser.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/sandstone/bootstrap.min.css\\\"\\n```\\n\\n#### uinames\\n\\nThe [uinames](https://phantauth.net/_uinames) tenant uses the https://uinames.com service to generate random users. The uinames.com service is called on the client side, the call is contained in the [uinames.js](https://www.phantauth.net/selfie/uinames.js) script given in the `script` parameter. Its DNS configuration is:\\n\\n```\\nuinames.phantauth.net. 120 IN TXT \\\"attribution=User data generated using [uinames.com API](https://uinames.com).\\\"\\nuinames.phantauth.net. 120 IN TXT \\\"logo=https://uinames.com/assets/img/ios-precomposed.png\\\"\\nuinames.phantauth.net. 120 IN TXT \\\"flags=small\\\"\\nuinames.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/minty/bootstrap.min.css\\\"\\nuinames.phantauth.net. 120 IN TXT \\\"name=uinames\\\"\\nuinames.phantauth.net. 120 IN TXT \\\"script=https://www.phantauth.net/selfie/uinames.js\\\"\\n```\\n\\n#### mockaroo\\n\\nThe [Mockaroo](https://phantauth.net/_mockaroo) tenant uses the https://mockaroo.com service to generate random users. The mockaroo.com service is called on the client side, the call is contained in the [mockaroo.js](https://www.phantauth.net/selfie/mockaroo.js) script given in the `script` parameter. Its DNS configuration is:\\n\\n```\\nmockaroo.phantauth.net. 120 IN TXT \\\"attribution=User data generated using [Mockaroo's Mock APIs](https://mockaroo.com/mock_apis).\\\"\\nmockaroo.phantauth.net. 120 IN TXT \\\"script=https://www.phantauth.net/selfie/mockaroo.js\\\"\\nmockaroo.phantauth.net. 120 IN TXT \\\"logo=https://www.phantauth.net/selfie/kongaroo.svg\\\"\\nmockaroo.phantauth.net. 120 IN TXT \\\"flags=small\\\"\\nmockaroo.phantauth.net. 120 IN TXT \\\"theme=https://stackpath.bootstrapcdn.com/bootswatch/4.2.1/minty/bootstrap.min.css\\\"\\nmockaroo.phantauth.net. 120 IN TXT \\\"name=Mockaroo\\\"\\n```\\n\\n## Pricing\\n\\nPhantAuth is a free, open-source, non-profit application. If you find this service useful and can afford, please make a small donation as a contribution to the operation costs (domain registration, service hosting, etc.)\\n\\n[Donate on Ko-fi](https://ko-fi.com/Q5Q0T7C7) | [Donate on Liberapay](https://liberapay.com/szkiba/donate) | [Donate on PayPal](https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=VXLCJ3EZRAE7G&source=url)\\n\\n## Generator\\n\\nThe basic concept of PhantAuth is that it generates data in a random but deterministic way. To achieve this goal, a so-called pseudorandom number generator (PRNG) is used. Each object type has an identifier (login name for user, client_id for client, etc.) By using a given hash algorithm, the value of the pseudorandom generator seed is produced from this identifier. Then, every property of the given object is generated with the pseudorandom generator started from this seed value. Taking advantage of the special feature of the pseudorandom number generator, also called as deterministic random bit generator (DRBG), that is, it generates the same random value series started from the same seed, the identifier clearly defines the object generated from it. That is, by the use of an identifier and generator, you can regenarate the properties of a given object at any time.\\n\\nBased on the above concept, PhantAuth is absolutely stateless, and no storage medium is necessary. So, a randomly selected login name will \\\"exist\\\", and the properties of the \\\"associated\\\" user can be generated.\\n\\n### Identifier\\n\\nIn brief, an object is defined by its identifier. The name of the identifier of a user or client object is `sub` or `client_id` used in the OpenID Connect specifications. The name of the identifier property of other PhantAuth-specific objects that are not included in the specifications is `sub`.\\n\\nThe identifier may contain any character.\\n\\n### Customization\\n\\nSometimes you may want to customize the properties generated from the identifier. Although the identifier may contain any character, and its structure is optional, you can customize the generated values if a certain structure is used.\\n\\n#### Flags\\n\\nYou can use a variety of flags to customize or give the parameters of certain object properties (user, client, etc.). The flags can be grouped by their effect on the generation of the properties. Basically, a flag is a keyword. You can set more than one flags to affect the generation of a variety of properties at the same time. To separate the flags from one another and the rest of the identifier, you need to use a semicolon `;`:\\n\\n```\\njoe;female;kitten\\n```\\n\\nIn the above example, the user generated by the user generator is female, and her avatar is a randomly selected sketched kitten avatar. The other features are deterministically generated from the name \\\"joe\\\", that is, their values are not affected by the two flags. The [profile page](https://phantauth.net/%7Ejoe%3bfemale%3bkitten) of this example can be found [here](https://phantauth.net/%7Ejoe%3bfemale%3bkitten).\\n\\nPlease note that the flags form part of the identifier, as a different flag allows you to generate a different object.\\n\\n##### User gender flags\\n\\nThe following flags modify the gender of the generated user.\\n\\nFlag | Description\\n--- | ---\\nmale | The `gender` property of the generated user is male, independent of the user's name\\nfemale | The `gender` property of the generated user is female, independent of the user's name\\nguess | The `gender` property is defined on the basis of the generated user's given name (default)\\nnogender | The generated user doesn't have a `gender` property\\n\\n##### User avatar flags\\n\\nThe following flags modify the generated avatar image.\\n\\nAvatar | Flag | Description\\n--- | --- | ---\\n![](data:image/jpeg;base64,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) | ai | [AI](https://thispersondoesnotexist.com/) type generated, photo-like avatars (default)\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAMAAABEpIrGAAABelBMVEX////uuIw6TFomLDQ4SljuuYovQ1Hvuo5KMSztuI4xRFIxQ1DsuY3storvuY3+///zvY8nLTLc4ePx17zvxqPzvpP2wZHvuYrVpnyjfVycdlw1SFcyRlWWc1QjN0YqOEMoLDVMMCxILipFKyb6/Pv9/vn3+Pju8vPu8PDo6+337d/Bxcets7eHkZn1wZXotYrutonsuYiViobQonj7///79+/28unx4M3y2cbx3MO3v8Ozq6nov5ruvpLktYvxuIfpt4bbqYCnlIDQo33MoHlxdXmEd3O+k3C5kGqlgGA7TVueeVltXFktP0p2VURrTD0qNDsmMTgoLjIfJS8iKC1DMyX9/vvl6evq6Of28OHb1djb1NjEycvGwr/Jwb+yub3Cu7nu0rjt0bi3sazfvp7evZzpvJPdtZN+ipPpvJKdko/uvIx1gYrisIVxfIXRonqJe3pWZXGCb2iuhWRDU1+dd11pV1SGZE6BYU4tQE5iT0pXQkFDLylBKSPfP9FbAAABsklEQVQ4y62SV1fCMBhAm5C0tLWlIFOGAoqAAgLuvfdW3Hvvvcd/NynnCJLy5n3p+XJv25y03D+zttOV+Zy+qC2jNz6+w6FgMGjeNPbb4aA5T3jPyNeGQm9VhOfHWXM4wnpL19erA1AqhNnQoYUt7uacIB9UOOcyHMv0GFE0EEU8NmoQvFyqjqQAgOBwqNdGwYNz3ONxY+z2eMadmWbGt/T2ZDUNEwQt23PawgSVLqBOTNFXTE2oAFcaBWBoGBCGh4BR0JGmsimVaqLXdAcT1O0rRCjZW4UGB+z3Wmmlt2rJpEaOKt1qYZ/AdfcB4M/l/AD0dZORJd4vioLfL4hif5wzpE0RscuFRaWNK0P8RAVAPV/nytF87B4YcB9ZynmbzU5P0m6zGdloAgXq7fR3sNcHUCJa6hu8kATtCsZKezSAIGr46zt9EPL8SGww1TsYG+F5CKXOYr9KPJSkhWXT0pJpeUGSyOiLFW32hiwgXppfrCEszks8IgtXBR+R9YCvtpoI1mr+PXGGoBwp3iFBKgS++ycIvVu/QSOigVeeMenMyPqMdkuCSVnWvVWWJ/WgkbofGhc3SydvBmYAAAAASUVORK5CYII=) | sketch | sketched photo-like [avataaars](https://getavataaars.com/) avatars\\n![](data:image/jpeg;base64,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) | photo | photo avatars\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAMAAABEpIrGAAAASFBMVEX///AoHCf/4LXP1Yz////EzHL/3K3Tmob/5sRURUXWuppMNzoKBgnWz8Df0rhXhIg+NC0uIyrf5+jz9eTf2cr44sHZ15VMPj4HhT4EAAAAlElEQVQ4y72S2w6CMBBEpYhstRXx+v9/Ko4LS1sgmRfOQzPZOWnSy2FHqgxW8FVJ0vfT+Aw+Q/LL+zvgsy2sVW6BFFyvtRGCCRgcf7gskkJnQncvBZGriBvjSxJhlfSYNreLIoScTaFtOQF4rcDSl3lGzC4AMUb2T4ITQGSFdw2ax/COTf1n3ms9ogorQNGlFBI44QtzCgcBd0pFOQAAAABJRU5ErkJggg==) | dice | pixel art-style [DiceBear](https://github.com/DiceBear/avatars) avatars\\n![](data:image/jpeg;base64,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) | kitten | [ROBOHASH](https://robohash.org/)-generated sketched kitten avatars\\n![](data:image/jpeg;base64,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) | adorable | [Adorable Avatars](http://avatars.adorable.io/)\\n![](data:image/jpeg;base64,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) | mp | simple, cartoon-style silhouetted outline of a person (does not vary by user)\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgBAMAAACBVGfHAAAAGFBMVEVPMTn///+hkZWsnqKWhInz8fG3q67o5OVjymXqAAAAoElEQVQoz82OwQ3CMBAEV8ENXCzxdjowHeBHCnBQ/jRB/2TWwjVwq5H2tXOK3HPkLYAoaq9RlwCirNeFNnCqyoUWcM7jcxQpwX7upzdWqcHciJIC5kasLcAb+DVudPwaNzp+pOBO5S1wx6/HXeCOX7e3wN3+caPbP879b/4oetoPSt447Ac1b/SCFFJ4o6/4ocXYsB9+G/bD3MAPcwM/kC/KhCQv+Oa0WgAAAABJRU5ErkJggg==) | identicon | a geometric pattern based on an email hash\\n![](data:image/png;base64,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) | monsterid | a generated \\\"monster\\\" with different colors, faces, etc.\\n![](data:image/jpeg;base64,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) | wavatar | generated faces with varying features and backgrounds\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgAQMAAABJtOi3AAAABlBMVEVLAmn9LdWXmTS+AAAAMUlEQVQI12N4wMDAj0wUyCATDAUyDMgE/wMEARbDIOQbmD8gEx/kkQmZApkCJIIwAAAZjxw4Pi/EJgAAAABJRU5ErkJggg==) | retro | awesome generated, 8-bit arcade-style pixelated faces\\n![](data:image/jpeg;base64,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) | robohash | a generated robot with different colors, faces, etc.\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgAQMAAABJtOi3AAAAA1BMVEUAAACnej3aAAAAAXRSTlMAQObYZgAAAAtJREFUCNdjGOQAAACgAAH4BzM6AAAAAElFTkSuQmCC) | blank | a transparent PNG image\\n  | notfound | return an HTTP 404 (File Not Found) response\\n  | noavatar | the user will not have a `picture` property\\n\\n##### Client logo flags\\n\\nThe following flags modify the generated logo.\\n\\nLogo | Flag | Description\\n--- | --- | ---\\n![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgBAMAAACBVGfHAAAAJFBMVEX/VyL76ef+dkz71s774t39noL8uqf9kXD+glz/Zjb8xrf9qZHgm7oqAAAAlElEQVQoz6XNwQ0CMQwEwPUhIZ5rgcQXRAOUcCUcJVACHVACdEAJlMh5E5Dlzz1YR4k0iWN4yQ9WFWALQPgSWAYgALh1wBxa7E/BC5jAIyICAHbmbhNgM7Dd6GTAA5HTXa5KuVSwsQL/Bx8rqCowfbG1Agzw3HENmNAzODwWU4fA04wG7A/eJviKHeCCJsMea29Q8gH9RxXZMd8OgAAAAABJRU5ErkJggg==) | icon | [Game-icons.net](https://game-icons.net/) icon as a logo (default)\\n![](data:image/jpeg;base64,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) | fractal | [Electric Sheep](https://electricsheep.org/) fractal as a logo\\n\\n##### `Group` size flags\\n\\nThe following flag modify the sizes of the generated team (group of users) and fleet (group of clients).\\n\\nFlag | Size\\n--- | ---\\ntiny | 5 (default)\\nsmall | 10\\nmedium | 25\\nlarge | 50\\nhuge | 100\\n\\n#### Name\\n\\nIn most cases, the generated objects have a full name, which is generated from the identifier. Instead of being generated, the full name can be produced from the identifier, if the identifier contains at least one period (`.`) or space (` `) character. In such cases, these characters play the role of separator between the parts of the full name (e.g. family name, given name). That is, the full name isn't randomly generated from the identifier but, by taking the separator characters into account, it is produced from the single parts of the full name (with capitalised initial letters). For this purpose, it is advised to use a period character, rather than a space character.\\n\\n```\\njoe.black;sketch\\n```\\n\\nIn the above example: The full name of the user generated by the user generator is *Joe Black* (and his avatar is a skecthed profile avatar). The [profile page](https://phantauth.net/%7Ejoe.black%3bsketch) of this example can be found [here](https://phantauth.net/%7Ejoe.black%3bsketch).\\n\\n#### Picture\\n\\nIn most cases, the generated objects have an image (avatar for a user, logo for a client), which is generated from the identifier. The *flags* determine which pre-defined inventory the image comes from (see [flags](#flags)). It can be further customized by the use of [Gravatar](https://gravatar.com).\\n\\nEach object has a generated unique email address (`email` for a user, `logo_email` for any other objects). To customize the image of a given object, you need to assign the gravatar image to this email address. By default, an object has a gravatar image, and the generated image is the default value of the gravatar URL only. In other words, as soon as you create a gravatar image to a given email address, that image will appear as the image associated with the given object.\\n\\n#### Email\\n\\nA disposable, operational email address suitable for receiving incoming emails is generated to each object. You can use your own email address (e.g. a previously set test email address) instead of a generated email address, if you prefer. In this case, the identifier contains an email address. Consequently, the image associated with the given object is the gravatar image assigned to the email address contained in the identifier.\\n\\n```\\nivan.test.szkiba@spam4.me\\n```\\n\\nIn the above example: The email address of the user generated by the user generator is *ivan.test.szkiba@spam4.me* (and his name is *Ivan Test Szkiba*). The [profile page](https://phantauth.net/%7Eivan.test.szkiba%40spam4.me) of this example can be found [here](https://phantauth.net/%7Eivan.test.szkiba%40spam4.me).\\n\\n### Custom Generators\\n\\nPhantAuth can use external data sources and generators as well. The only restriction is that the external generator has to be deterministic. This means that even if called several times, it has to generate the same object to the same identifier.\\n\\nA special case of external generators is if an external data source is used. In such cases, the properties of a given object can be provided in a comma separated value (CSV) file or a Google Sheets document.\\n\\nThe external data sources and generators can be defined by the use of so-called [tenants](https://doc.phantauth.net/#/tenant). To learn more, please go to chapter [Tenant](https://doc.phantauth.net/#/tenant).\",\"title\":\"PhantAuth\",\"version\":\"1.0.0\",\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.phantauth.net/api.json\",\"version\":\"3.0\"}],\"x-providerName\":\"phantauth.net\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/phantauth.net/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/phantauth.net/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"phila.gov:pollingplaces\",\"value\":{\"added\":\"2018-02-24T17:02:15.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-02-24T17:02:15.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"PhiladelphiaGov\"},\"description\":\"\\nThis data set contains the list of polling places. It can be organized by ward/division, accessibility rating, or type of building.\\n\\nThis list is used to assign poll workers, send the machines and necessary accessibility materials, etc.\\n\\n**Endpoint:** http://api.phila.gov/polling-places/v1\\n\",\"title\":\"Polling Places API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_PhiladelphiaGov_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/CityOfPhiladelphia/phlapi/gh-pages/pollingplaces/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"phila.gov\",\"x-serviceName\":\"pollingplaces\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/phila.gov/pollingplaces/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/phila.gov/pollingplaces/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"pims.io\",\"value\":{\"added\":\"2018-05-31T06:46:42.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-05-31T06:46:42.000Z\",\"info\":{\"contact\":{\"email\":\"support@pims.io\"},\"description\":\"\\nHereafter is the documentation of the private API of [Pims: Pointages Intelligents pour le Monde du Spectacle](https://pims.io). This API is designed for 3rd-party softwares, editors and partners. Its main purpose is to give access the core data of a Pims customer (i.e. events, ticket counts and promotions).\\n\\n## Authentication\\nThe API uses [basic access authentication](https://en.wikipedia.org/wiki/Basic_access_authentication), meaning you will need a username and password to get authorized.\\n\\nAs each customer in Pims has its own domain (e.g. caramba.pims.io, gdp.pims.io...), each credentials will be valid for one domain/customer only. If you need dedicated credentials for one domain, please contact us. (In any case, we will need an explicit agreement from the customer before we create these credentials.)\\n\\n
\\nTo make your life easy, you can try all endpoints with the public credentials below, pointing to our [demo domain](https://demo.pims.io):\\n
    \\n
  • Base path: `https://demo.pims.io/api`
    • \\n
  • Username: `demo`
    • \\n
  • Password: `q83792db2GCvgYVdKpU3yG3R`
    • \\n
\\n
\\n\\n## Response format\\nThe API returns JSON and matches the [HAL specification](http://stateless.co/hal_specification.html). The `Content-Type` of each response will be `application/hal+json`, unless an error occurs.\\n\\nPlease note that this documentation describes all responses \\u201cas if\\u201d they were plain JSON. The specificities of HAL are ignored on purpose, in order to remain compact and avoid repetition.\\n
\\n\\t
\\n\\t\\tSo when you read in the doc:\\n
{\\n\\t\\\"id\\\": 123,\\n\\t\\\"property1\\\": \\\"Lorem ipsum\\\",\\n\\t\\\"object\\\": {\\n\\t\\t\\\"id\\\": 456,\\n\\t\\t\\\"property2\\\": 7.89\\n\\t}\\n}
\\n\\t
\\n\\t
\\n\\t\\t... you'll get in the Real World®:\\n
{\\n\\t\\\"id\\\": 123,\\n\\t\\\"property2\\\": \\\"Lorem ipsum\\\",\\n\\t\\\"_embedded\\\": {\\n\\t\\t\\\"object\\\": {\\n\\t\\t\\t\\\"id\\\": 456,\\n\\t\\t\\t\\\"property2\\\": 7.89,\\n\\t\\t\\t\\\"_links\\\": {\\n\\t\\t\\t\\t\\\"self\\\": {\\n\\t\\t\\t\\t\\t\\\"href\\\": \\\"https://api.mydomain.com/other-item/456\\\"\\n\\t\\t\\t\\t}\\n\\t\\t\\t}\\n\\t\\t}\\n\\t}\\n\\t\\\"_links\\\": {\\n\\t\\t\\\"self\\\": {\\n\\t\\t\\t\\\"href\\\": \\\"https://api.mydomain.com/item/123\\\"\\n\\t\\t}\\n\\t}\\n}
\\n\\t
\\n
\\n\\n### Errors\\nErrors return JSON too and tries to match the [Problem Details for HTTP APIs specification](https://tools.ietf.org/html/rfc7807). If it does not match this spec, that's either a bug or a compatibility issue. Please contact us to solve the problem.\\n\\nThe `Content-Type` of errors will be `application/problem+json`. The content will match the following JSON:\\n```json\\n{\\n\\t\\\"type\\\": \\\"https://tools.ietf.org/html/rfc2616#section-10\\\",\\n \\\"title\\\": \\\"Not Found\\\",\\n\\t\\\"status\\\": 404,\\n \\\"detail\\\": \\\"Entity not found\\\"\\n}\\n```\\n\\n## Versioning\\nThe API is fully versionned, using an URL-versioning scheme: `https://demo.pims.io/api/v1/events`, `https://demo.pims.io/api/v2/events`,...\\n\\nThe version part of the URL is optional, and will be completed with the last stable version if omitted.\\n\\n## Pagination\\nAll responses corresponding to a collection of resources (e.g. `/venues` or `/series/:id/events`) are paginated. When so, you will only get the first 25 resources you asked for.\\n\\nIf you need to get more resources in one call, you can use the `page_size` query parameter. E.g. `/venues?page_size=50` to get the 50 first venues.\\n\\nAlso note that with HAL, the navigation in paginated responses is a piece of cake, as you can see below:\\n```json\\n{\\n\\t\\\"_links\\\": {\\n\\t\\t\\\"self\\\": {\\n\\t\\t\\t\\\"href\\\": \\\"https://demo.pims.io/api/v1/events?page=1\\\"\\n\\t\\t},\\n\\t\\t\\\"first\\\": {\\n\\t\\t\\t\\\"href\\\": \\\"https://demo.pims.io/api/v1/events\\\"\\n\\t\\t},\\n\\t\\t\\\"last\\\": {\\n\\t\\t\\t\\\"href\\\": \\\"https://demo.pims.io/api/v1/events?page=14\\\"\\n\\t\\t},\\n\\t\\t\\\"next\\\": {\\n\\t\\t\\t\\\"href\\\": \\\"https://demo.pims.io/api/v1/events?page=2\\\"\\n\\t\\t}\\n\\t},\\n\\t\\\"_embedded\\\": {\\n \\t\\t... // data content goes here\\n\\t},\\n\\t\\\"page_count\\\": 14,\\n\\t\\\"page_size\\\": 25,\\n\\t\\\"total_items\\\": 331,\\n\\t\\\"page\\\": 1\\n}\\n```\\n\\n## Filtering and sorting\\nEvery textual filter (e.g. `/events?label=U2`) and/or sort (e.g. `/events?sort=label`) performed with the API uses UTF8_UNICODE_CI collation, meaning it is:\\n- Case insensitive: \\u201cChloé\\u201d will be considered the same as \\u201cCHLOÉ\\u201d;\\n- Diacritic insensitive: \\u201cChloé\\u201d will be considered the same as \\u201cChloe\\u201d.\\n\\nWhen performing a sort, it will always be *ascending* by default. To make it *descending*, just use a minus sign (`-`) in front of the parameter value (e.g. `/events?sort=-label`).\\n\\n## I18n\\nIn responses, some labels can be translated (e.g. promotion types, event input types, etc.). These translatable labels are clearly indicated in the documentation below.\\n\\nBy default, they will be displayed in English, but you can change this behaviour via the `Accept-Language` header. E.g., use `fr` as a value for French.\\n\\n## PHP SDK\\nWe provide a simple yet convenient SDK for the PHP language, see [the Github page of the project](https://github.com/pimssas/pims-api-client-php).\\n\\n## And now?\\nGeneraly, you will start by [fetching one or more events](#tag/Events). An event can be anything that occurs in one venue at one given date and time: a concert, a play, a match, a conference, etc. Additionnally, you can explore the [series](#tag/Series): a series is just a group of events (e.g. a tour or a festival).\\n\\nOnce you retrieved the events you were interested in, you can look for the sales (ticket counts):\\n- Get a quick overview with [`/events/:id/ticket-counts`](#operation/fetchAllTicketCounts)\\n- Or get a full insight by calling these endpoints:\\n 1. [`/events/:id/categories`](#operation/fetchAllEventsCategories)\\n 2. [`/events/:id/channels`](#operation/fetchAllEventsChannels)\\n 3. [`/events/:id/ticket-counts/detailed`](#operation/fetchAllDetailedTicketCounts)\\n\\nEventually, you may also want to fetch the [promotions](#tag/Promotions). A promotion can be anything meant to leverage the sales: ads, marketing campaigns, buzz or news around the event, etc. A promotion can be linked to any combination of events and/or series.\",\"license\":{\"name\":\"Creative Commons CC BY-NC-ND 2.0\",\"url\":\"https://creativecommons.org/licenses/by-nc-nd/2.0/\"},\"title\":\"Pims\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"backgroundColor\":\"#FF9800\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_cdn.pims.io_api_logo_white.svg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://cdn.pims.io/api/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"pims.io\"},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pims.io/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pims.io/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"plaid.com\",\"value\":{\"added\":\"2021-02-03T08:29:44.082Z\",\"preferred\":\"2020-09-14_1.20.6\",\"versions\":[{\"key\":\"2020-09-14_1.20.6\",\"value\":{\"added\":\"2021-02-03T08:29:44.082Z\",\"info\":{\"contact\":{\"name\":\"Plaid Developer Team\",\"url\":\"https://plaid.com\"},\"description\":\"The Plaid REST API. Please see https://plaid.com/docs/api for more details.\",\"termsOfService\":\"https://plaid.com/legal/\",\"title\":\"The Plaid 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API\",\"title\":\"PocketSmith\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"financial\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/pocketsmith/api/master/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"pocketsmith.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pocketsmith.com/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pocketsmith.com/2.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"poemist.com\",\"value\":{\"added\":\"2018-06-11T05:41:57.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-06-11T05:41:57.000Z\",\"info\":{\"contact\":{\"email\":\"hello@poemist.com\",\"name\":\"Poemist Team\",\"url\":\"https://www.poemist.com\"},\"title\":\"Poemist API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.poemist.com_images_logo.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://www.poemist.com/api-docs.json\",\"version\":\"2.0\"}],\"x-providerName\":\"poemist.com\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/poemist.com/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/poemist.com/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"polygon.io\",\"value\":{\"added\":\"2017-11-26T16:58:20.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-11-26T16:58:20.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"polygon_io\"},\"description\":\"The future of fintech.\",\"title\":\"Polygon\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_polygon_io_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://polygon.io/docs/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"polygon.io\"},\"updated\":\"2017-11-27T13:03:31.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/polygon.io/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/polygon.io/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"portfoliooptimizer.io\",\"value\":{\"added\":\"2020-12-29T16:53:48.583Z\",\"preferred\":\"1.0.9\",\"versions\":[{\"key\":\"1.0.9\",\"value\":{\"added\":\"2020-12-29T16:53:48.583Z\",\"info\":{\"contact\":{\"email\":\"contact@portfoliooptimizer.io\",\"name\":\"Support\",\"url\":\"https://portfoliooptimizer.io/\"},\"description\":\"Portfolio Optimizer is a [Web API](https://en.wikipedia.org/wiki/Web_API) to optimize the composition of investment portfolios (collection of financial assets such as stocks, bonds, ETFs, crypto-currencies) using modern portfolio theory-like algorithms (mean-variance, etc.).\\n\\n# API General Information\\n\\nPortfolio Optimizer is based on [REST](https://en.wikipedia.org/wiki/Representational_state_transfer) for easy integration, uses [JSON](https://en.wikipedia.org/wiki/JSON) for the exchange of data and uses the two most common [HTTP verbs](https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol#Request_methods) (`GET`, `POST`) to represent the actions.\\n\\nPortfolio Optimizer is also as secured as a Web API could be: \\n* [256-bit HTTPS Encryption](https://en.wikipedia.org/wiki/HTTPS)\\n* No usage of cookies\\n* No usage of personal data \\n\\n## API Headers \\nThe following HTTP header(s) are required when calling Portfolio Optimizer endpoints:\\n* `Content-type: application/json` \\n This header specifies that the data provided in input to the endpoint is in JSON format\\n\\nThe following HTTP header(s) are optional when calling Portfolio Optimizer endpoints:\\n* `X-API-Key: ` \\n This header enables [authenticated users](#auth) to provide their private [API key](#overview--api-key) in order to [benefit from higher API limits](#overview--api-limits)\\n\\n## API Key\\nPortfolio Optimizer is free to use, but not free to run.\\n\\nIn order to obtain an API key and benefit from [higher API limits](#overview--api-limits), a *small* participation to Portfolio Optimizer running costs is required.\\n\\nThis participation takes the form of coffee(s), with one coffee = one month of usage.\\n\\n

Buy a Coffee at buymeacoffee.com

\\n\\n\\n> **Notes:** \\n> * Please make sure not to expose your API key publicly!\\n\\n## API Limits \\n\\nPortfolio Optimizer comes with *fairly reasonable* API limits.\\n\\nFor anonymous users: \\n* The API requests are restricted to a subset of all the available endpoints and/or endpoints features \\n* The API requests are limited to 1 request per second for all the anonymous users combined, with concurrent requests rejected \\n* The API requests are limited to 1 second of execution time\\n* The API requests are limited to 20 assets, 100 portfolios, 500 series data points and 5 factors\\n\\nFor authenticated users with an [API key](#overview--api-key): \\n* The API requests have access to all the available endpoints and endpoints features\\n* The API requests are limited to 10000 requests per 24 hour per API key, with concurrent requests queued\\n* The API requests are limited to 2.5 seconds of execution time\\n* The API requests are limited to 100 assets, 500 portfolios, 2500 series data points and 25 factors\\n\\n> **Notes:** \\n> * It is possible to further relax the API limits, or to disable the API limits alltogether; please [contact the support](https://portfoliooptimizer.io/contact/) for more details.\\n> * Information on the API rate limits are provided in response messages HTTP headers `x-ratelimit-*`: \\n> * `x-ratelimit-limit-second`, the limit on the number of API requests per second\\n> * `x-ratelimit-remaining-second`, the number of remaining API requests in the current second \\n> * `x-ratelimit-limit-minute`, the limit on the number of API requests per minute\\n> * ...\\n\\n## API Regions\\nPortfolio Optimizer servers are located in Western Europe.\\n\\n> **Notes:** \\n> * It is possible to deploy Portfolio Optimizer in other geographical regions, for example to improve the API latency; please [contact the support](https://portfoliooptimizer.io/contact/) for more details. \\n\\n## API Response Codes \\n\\nStandard [HTTP response codes](https://en.wikipedia.org/wiki/List_of_HTTP_status_codes) are used by Portfolio Optimizer to provide details on the status of API requests.\\n\\n| HTTP Code | Description | Notes |\\n| --------- | ----------- | ----- |\\n| 200 | Request successfully processed | - |\\n| 400 | Request failed to be processed because of incorrect content | The response message body contains information on the incorrect content |\\n| 401 | Request failed to be processed because of invalid API key | - |\\n| 404 | Request failed to be processed because of non existing endpoint | The requested endpoint might exist, but needs to be accessed with another HTTP method (e.g., `POST` instead of `GET`) |\\n| 429 | Request failed to be processed because of API limits violated | The response message HTTP headers `x-ratelimit-*` contain information on the [API limits](#overview--api-limits) |\\n| 500 | Request failed to be processed because of an internal error | Something went wrong on Portfolio Optimizer side, do not hesitate to [report the issue](#overview--support) |\\n| 502 | Request failed to be processed because of a temporary connectivity error | Something went wrong on Portfolio Optimizer side, please check the [API status](#overview--api-status) and do not hesitate to [report the issue](#overview--support) |\\n\\n## API Status \\n\\nPortfolio Optimizer is monitored 24/7 by [UptimeRobot](https://stats.uptimerobot.com/wgW71SL1AW).\\n\\n# Support\\n\\nFor any issue or question about Portfolio Optimizer, please do not hesitate to [contact the support](https://portfoliooptimizer.io/contact/).\\n\",\"license\":{\"name\":\"Apache 2.0\",\"url\":\"http://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://portfoliooptimizer.io/terms-of-service\",\"title\":\"Portfolio Optimizer\",\"version\":\"1.0.9\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_portfoliooptimizer.io_assets_images_88x88.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.portfoliooptimizer.io/openapi/portfoliooptimizer.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"portfoliooptimizer.io\"},\"externalDocs\":{\"description\":\"External documentation\",\"url\":\"https://docs.portfoliooptimizer.io/\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/portfoliooptimizer.io/1.0.9/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/portfoliooptimizer.io/1.0.9/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"postmarkapp.com:account\",\"value\":{\"added\":\"2017-08-09T17:36:25.000Z\",\"preferred\":\"0.9.0\",\"versions\":[{\"key\":\"0.9.0\",\"value\":{\"added\":\"2017-08-09T17:36:25.000Z\",\"info\":{\"description\":\"Postmark makes sending and receiving email\\nincredibly easy. 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Converter\",\"version\":\"0.1\",\"x-apisguru-categories\":[\"analytics\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_presalytics.io_static_img_Logo_Logos_Orange-White_navbar.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.presalytics.io/doc-converter/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"presalytics.io\",\"x-serviceName\":\"converter\"},\"updated\":\"2020-08-24T08:22:47.479Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/converter/0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/converter/0.1/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"presalytics.io:ooxml\",\"value\":{\"added\":\"2020-08-24T08:22:10.621Z\",\"preferred\":\"0.1.0\",\"versions\":[{\"key\":\"0.1.0\",\"value\":{\"added\":\"2020-08-24T08:22:10.621Z\",\"info\":{\"description\":\"This API helps users convert Excel and Powerpoint documents into rich, live dashboards and stories.\",\"title\":\"OOXML Automation\",\"version\":\"0.1.0\",\"x-apisguru-categories\":[\"analytics\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_presalytics.io_static_img_Logo_Logos_Orange-White_navbar.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.presalytics.io/ooxml-automation/docs/v1/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"presalytics.io\",\"x-serviceName\":\"ooxml\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/ooxml/0.1.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/ooxml/0.1.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"presalytics.io:story\",\"value\":{\"added\":\"2020-08-24T08:21:39.509Z\",\"preferred\":\"0.3.1\",\"versions\":[{\"key\":\"0.3.1\",\"value\":{\"added\":\"2020-08-24T08:21:39.509Z\",\"info\":{\"description\":\"This API is the main entry point for creating, editing and publishing analytics throught the Presalytics API\",\"title\":\"Story\",\"version\":\"0.3.1\",\"x-apisguru-categories\":[\"analytics\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_presalytics.io_static_img_Logo_Logos_Orange-White_navbar.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.presalytics.io/story/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"presalytics.io\",\"x-serviceName\":\"story\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/story/0.3.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/presalytics.io/story/0.3.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"pressassociation.io\",\"value\":{\"added\":\"2020-04-08T10:05:48.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2020-04-08T10:05:48.000Z\",\"info\":{\"description\":\"Welcome to the API Reference Docs page for the Press Association TV API (v2).\",\"title\":\"TV API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"media\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/PressAssociation/tv-api-v2-development-kit/master/swagger.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"pressassociation.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/pressassociation.io/2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/pressassociation.io/2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"probely.com\",\"value\":{\"added\":\"2020-08-26T17:03:21.398Z\",\"preferred\":\"1.2.0\",\"versions\":[{\"key\":\"1.2.0\",\"value\":{\"added\":\"2020-08-26T17:03:21.398Z\",\"info\":{\"contact\":{\"email\":\"support@probely.com\",\"name\":\"Probely Support\",\"url\":\"https://probely.com\"},\"description\":\"Probely is a Web Vulnerability Scanning suite for Agile Teams. It provides\\ncontinuous scanning of your Web Applications and lets you efficiently\\nmanage the lifecycle of the vulnerabilities found, in a sleek and\\nintuitive ~~web interface~~ API.\\n\\n## Quick-Start\\n\\n### Authentication\\n\\nTo use the API, you first need to create a token (API Key).\\nTo create a token, select a target from the drop-down list, go to the\\n\\\"Settings\\\" page, and click on the \\\"Integrations\\\" tab.\\n\\nWrite a name for the API Key. For example, if you want to use the API Key\\nfor travis,\\nyou could name it \\\"travis\\\". In this example, we chose \\\"**example.com_key**\\\"\\n\\n![Creating API key][1]\\n\\n [1]: assets/qs/create_api_key_1.png\\n\\n\\n\\nThe API key was created successfully:\\n\\n![API key created][2]\\n\\n [2]: assets/qs/create_api_key_2.png\\n\\n\\nOn every request, you need to pass this token in the authorization header,\\nlike this:\\n\\n\\n```yaml\\nAuthorization: JWT eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJqdGkiOiJBRlNJQlp\\n3elFsMDEiLCJ1c2VybmFtZSI6IkNIZ2tkSUROdzV0NSJ9.90UwiPGS2hlvgOLktFU0LfKuatNKm\\nmEP79u17VnqT9M\\n```\\n\\n\\n**WARNING: Treat this token as a password. With this token, you have the\\npower to fully manage the target.**\\n\\nIn the following examples, the token will be named as *PROBELY_AUTH_TOKEN*.\\n\\n\\n### Scan target\\n\\nFirst let's view our target list:\\n\\n```bash\\ncurl https://api.probely.com/targets/ \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n\\nFrom the results, we need the **target id**:\\n\\n```json\\n{\\n \\\"count\\\":1,\\n \\\"page_total\\\":1,\\n \\\"page\\\":1,\\n \\\"length\\\":10,\\n \\\"results\\\":[\\n {\\n \\\"id\\\":\\\"AxtkqTE0v3E-\\\",\\n \\\"name\\\":\\\"test-site\\\",\\n \\\"desc\\\":\\\"\\\",\\n \\\"url\\\":\\\"https://test-site.example.com\\\",\\n \\\"settings\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"stack\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"verified\\\":true,\\n \\\"(...)\\\": \\\"(...)\\\"\\n }\\n ]\\n}\\n```\\n\\n\\nNow we can send a request to start a scan on target id **AxtkqTE0v3E-**\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/scan_now/ \\\\\\n -X POST \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n\\nAnd we get a response saying that the scan is scheduled: the status is **queued**, and we've got a **scan id**:\\n\\n```json\\n{\\n \\\"changed\\\":\\\"2017-08-01T13:37:00.843339Z\\\",\\n \\\"started\\\":null,\\n \\\"completed\\\":null,\\n \\\"mediums\\\":0,\\n \\\"changed_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"highs\\\":0,\\n \\\"status\\\":\\\"queued\\\",\\n \\\"id\\\":\\\"S6dOMPn0SnoH\\\",\\n \\\"created_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"target\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"created\\\":\\\"2017-08-01T13:37:00.843339Z\\\",\\n \\\"lows\\\":0\\n}\\n```\\n\\n\\nUsing the scan id **S6dOMPn0SnoH**, we can pool the scan status:\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/scans/S6dOMPn0SnoH/ \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n\\nAnd we get a response saying that the scan status is now **started**:\\n\\n```json\\n{\\n \\\"id\\\":\\\"S6dOMPn0SnoH\\\",\\n \\\"changed\\\":\\\"2017-08-01T13:38:12.623650Z\\\",\\n \\\"started\\\":null,\\n \\\"completed\\\":null,\\n \\\"mediums\\\":0,\\n \\\"changed_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"highs\\\":0,\\n \\\"status\\\":\\\"started\\\",\\n \\\"created_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"target\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"created\\\":\\\"2017-08-01T13:37:00.843339Z\\\",\\n \\\"lows\\\":0\\n}\\n```\\n\\n\\nThe possible statuses are:\\n\\n| Status | Name | Description |\\n| ------ | ---- | ----------- |\\n| queued | Queued | The scan is queued to start |\\n| started | Started | The scan is currently running |\\n| under_review | Under Review | The scan is complete but has some findings under review |\\n| completed | Completed | The scan is complete |\\n| completed_with_errors | Completed with errors | The scan is complete even after getting some error(s) |\\n| failed | Failed | The scan failed |\\n| canceled | Canceled | The scan was canceled |\\n| canceling | Canceling | The scan is being canceled |\\n\\n\\nDuring the scan, the keys \\\"lows\\\", \\\"mediums\\\", and \\\"highs\\\" will be updated\\nwith the findings, as they are being found.\\n\\nAfter we get either the status **completed** or **completed_with_errors**,\\nwe can view the findings.\\n\\n\\n### Get vulnerabilities\\n\\nUsing the previous scan id **S6dOMPn0SnoH**, we can get the scan results:\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/scans/S6dOMPn0SnoH/ \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\nWe get a response saying that the scan status is now **completed**, and\\nthat **45** vulnerabilities were found. **14** low, **11** medium and\\n**20** high:\\n\\n```json\\n{\\n \\\"id\\\":\\\"S6dOMPn0SnoH\\\",\\n \\\"target\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"status\\\":\\\"completed\\\",\\n \\\"started\\\":\\\"2017-08-01T13:37:12.623650Z\\\",\\n \\\"completed\\\":\\\"2017-08-01T14:17:48.559514Z\\\",\\n \\\"lows\\\":14,\\n \\\"mediums\\\":11,\\n \\\"highs\\\":20,\\n \\\"created\\\":\\\"2017-08-01T13:37:00.843339Z\\\",\\n \\\"created_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"changed\\\":\\\"2017-08-01T14:17:48.559514Z\\\",\\n \\\"changed_by\\\":\\n \\\"(...)\\\"\\n}\\n```\\n\\nYou can now view the results of this scan, or the target findings.\\n\\n\\nLet's start with the scan results:\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/findings/?scan=S6dOMPn0SnoH&page=1 \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n```json\\n{\\n \\\"count\\\":45,\\n \\\"page_total\\\":5,\\n \\\"page\\\":1,\\n \\\"length\\\":10,\\n \\\"results\\\":[\\n {\\n \\\"id\\\":79,\\n \\\"target\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"scans\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"labels\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"fix\\\":\\\"To fix an SQL Injection in PHP, you should use Prepared Statements. Prepared Statements can be thought of as a kind of compiled template for the SQL that an application wants to run, that can be customized using variable parameters.\\\\n\\\\nPHP's PDO extension supports Prepared Statements, so that's probably your best option.\\\\n\\\\nIn the example below you can see the use of prepared statements. Variables ```$username``` and ```$hashedPassword``` come from user input.\\\\n\\\\n```\\\\n$stmt = $dbg->prepare(\\\\\\\"SELECT id, name FROM users\\\\n WHERE username=? AND password=?\\\\\\\");\\\\n$stmt->bindParam(1, $username);\\\\n$stmt->bindParam(2, $hashedPassword);\\\\nif ($stmt->execute()) {\\\\n\\\\t$user = $stmt->fetch();\\\\n\\\\tif ($user) {\\\\n\\\\t\\\\t$_SESSION['authID'] = $user['id'];\\\\n\\\\t\\\\techo \\\\\\\"Hello \\\\\\\" . $user['name'];\\\\n\\\\t} else {\\\\n\\\\t\\\\techo \\\\\\\"Invalid Login\\\\\\\";\\\\n\\\\t}\\\\n}\\\\n``` \\\\n\\\\nAs an added bonus, if you're executing the same query several times, then it'll be even faster than when you're not using prepared statements. This is because when using prepared statements, the query needs to be parsed (prepared) only once, but can be executed multiple times with the same or different parameters. \\\\n\\\",\\n \\\"requests\\\":[\\n {\\n \\\"request\\\":\\\"(...)\\\",\\n \\\"response\\\":\\\"(...)\\\"\\n },\\n {\\n \\\"request\\\":\\\"(...)\\\",\\n \\\"response\\\":\\\"(...)\\\"\\n }\\n ],\\n \\\"evidence\\\":null,\\n \\\"extra\\\":\\\"\\\",\\n \\\"definition\\\":{\\n \\\"id\\\":\\\"xnV8PJVmSoLS\\\",\\n \\\"name\\\":\\\"SQL Injection\\\",\\n \\\"desc\\\":\\\"SQL Injections are the most common form of injections because SQL databases are very popular in dynamic web applications. This vulnerability allows an attacker to tamper existing SQL queries performed by the web application. Depending on the queries, the attacker might be able to access, modify or even destroy data from the database.\\\\n\\\\nSince databases are commonly used to store private data, such as authentication information, personal user data and site content, if an attacker gains access to it, the consequences are typically very severe, ranging from defacement of the web application to users data leakage or loss, or even full control of the web application or database server.\\\",\\n },\\n \\\"url\\\":\\\"http://test-site.example.com/login.php\\\",\\n \\\"path\\\":\\\"login.php\\\",\\n \\\"method\\\":\\\"post\\\",\\n \\\"parameter\\\":\\\"username\\\",\\n \\\"value\\\":\\\"\\\",\\n \\\"params\\\":{\\n \\\"username\\\":[\\n \\\"probely'\\\"\\n ],\\n \\\"password\\\":[\\n \\\"probely\\\"\\n ]\\n },\\n \\\"reporter\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"assignee\\\":null,\\n \\\"state\\\":\\\"notfixed\\\",\\n \\\"severity\\\":30,\\n \\\"last_found\\\":\\\"2017-08-01T14:03:56.207794Z\\\",\\n \\\"changed\\\":\\\"2017-08-01T14:03:56.207794Z\\\",\\n \\\"changed_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"comment\\\":\\\"\\\"\\n },\\n \\\"(...)\\\"\\n ]\\n}\\n```\\n\\nYou can also view all the target findings, which will show all the findings\\nthat are not yet fixed. \\\\\\\\\\nThe structure is similar to the previous result.\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/findings/ \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n\\n### Get vulnerability details\\n\\nYou can also get details for a particular finding in a target. \\\\\\\\\\nIn this example we will get the details for the same finding as in the previous\\nsection:\\n\\n```bash\\ncurl https://api.probely.com/targets/AxtkqTE0v3E-/findings/79/ \\\\\\n -X GET \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: JWT PROBELY_AUTH_TOKEN\\\"\\n```\\n\\n\\nThis will result on the same information, but just for this particular finding:\\n\\n```json\\n{\\n \\\"id\\\":79,\\n \\\"target\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"scans\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"labels\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"fix\\\":\\\"To fix an SQL Injection in PHP, you should use Prepared Statements. Prepared Statements can be thought of as a kind of compiled template for the SQL that an application wants to run, that can be customized using variable parameters.\\\\n\\\\nPHP's PDO extension supports Prepared Statements, so that's probably your best option.\\\\n\\\\nIn the example below you can see the use of prepared statements. Variables ```$username``` and ```$hashedPassword``` come from user input.\\\\n\\\\n```\\\\n$stmt = $dbg->prepare(\\\\\\\"SELECT id, name FROM users\\\\n WHERE username=? AND password=?\\\\\\\");\\\\n$stmt->bindParam(1, $username);\\\\n$stmt->bindParam(2, $hashedPassword);\\\\nif ($stmt->execute()) {\\\\n\\\\t$user = $stmt->fetch();\\\\n\\\\tif ($user) {\\\\n\\\\t\\\\t$_SESSION['authID'] = $user['id'];\\\\n\\\\t\\\\techo \\\\\\\"Hello \\\\\\\" . $user['name'];\\\\n\\\\t} else {\\\\n\\\\t\\\\techo \\\\\\\"Invalid Login\\\\\\\";\\\\n\\\\t}\\\\n}\\\\n``` \\\\n\\\\nAs an added bonus, if you're executing the same query several times, then it'll be even faster than when you're not using prepared statements. This is because when using prepared statements, the query needs to be parsed (prepared) only once, but can be executed multiple times with the same or different parameters. \\\\n\\\",\\n \\\"requests\\\":[\\n {\\n \\\"request\\\":\\\"(...)\\\",\\n \\\"response\\\":\\\"(...)\\\"\\n },\\n {\\n \\\"request\\\":\\\"(...)\\\",\\n \\\"response\\\":\\\"(...)\\\"\\n }\\n ],\\n \\\"evidence\\\":null,\\n \\\"extra\\\":\\\"\\\",\\n \\\"definition\\\":{\\n \\\"id\\\":\\\"xnV8PJVmSoLS\\\",\\n \\\"name\\\":\\\"SQL Injection\\\",\\n \\\"desc\\\":\\\"SQL Injections are the most common form of injections because SQL databases are very popular in dynamic web applications. This vulnerability allows an attacker to tamper existing SQL queries performed by the web application. Depending on the queries, the attacker might be able to access, modify or even destroy data from the database.\\\\n\\\\nSince databases are commonly used to store private data, such as authentication information, personal user data and site content, if an attacker gains access to it, the consequences are typically very severe, ranging from defacement of the web application to users data leakage or loss, or even full control of the web application or database server.\\\",\\n },\\n \\\"url\\\":\\\"http://test-site.example.com/login.php\\\",\\n \\\"path\\\":\\\"login.php\\\",\\n \\\"method\\\":\\\"post\\\",\\n \\\"parameter\\\":\\\"username\\\",\\n \\\"value\\\":\\\"\\\",\\n \\\"params\\\":{\\n \\\"username\\\":[\\n \\\"probely'\\\"\\n ],\\n \\\"password\\\":[\\n \\\"probely\\\"\\n ]\\n },\\n \\\"reporter\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"assignee\\\":null,\\n \\\"state\\\":\\\"notfixed\\\",\\n \\\"severity\\\":30,\\n \\\"last_found\\\":\\\"2017-08-01T14:03:56.207794Z\\\",\\n \\\"changed\\\":\\\"2017-08-01T14:03:56.207794Z\\\",\\n \\\"changed_by\\\":\\n \\\"(...)\\\"\\n ,\\n \\\"comment\\\":\\\"\\\"\\n}\\n```\\n\\n## Concepts\\n\\nThe short version is that you run *scans* on *targets*, and *findings* are\\ncreated for any issue that is found.\\nHowever, there are a few more concepts that must be explained in order to\\nget a complete picture of how Probely works.\\nWe will spend the next few sections detailing the most important concepts.\\n\\n\\n### Target\\n\\nA *target* defines the scope of a scan, what will and won't be included\\nin the scan plan.\\nThis is done by filling a *target*'s *site* and *assets*.\\n\\nThe entry point for the web application (and authentication) is setup\\nin the *target*'s *site*.\\n\\nIn modern web applications, you are probably loading resources from\\nmultiple domains.\\nA single page app, for example, will usualy load the page from one domain\\nand make AJAX requests to another.\\nThis is what *assets* are for: they specify what domains our scanner should\\nfollow and create requests for.\\n\\n\\n### Site\\nA URL is probably not the only thing you will need to setup when scannning your application.\\nDoes the application have an authenticated area? Does it use basic auth?\\nDoes it expect a certain cookie or header?\\nThese parameters are all configured in the *target*'s *site*.\\n\\n\\nWe need to ensure that only allowed web applications are scanned.\\nTherefore, we must verify that you have control of any site you wish to include.\\nThis can be done by:\\n * Placing a file on a well-known location, on the site's server;\\n * Creating specific DNS records.\\n\\n\\n### Asset\\n\\nAn *asset* is very similar to a *site*. The difference is that it is a domain instead\\nof a URL. Additionally, an *asset* has no login or basic auth support.\\nYou can still have custom cookies and headers per *asset*.\\n\\nAs with the *site*, you will need to prove an *asset*'s ownership. We have added some\\nrules to make your life easier, if you already have verified\\na *site* and the domains match, the validation is fast-tracked.\\n\\n### Scans\\n\\nThis is what you're here for.\\nAfter configuring your *target*, you will want to run *scans* against it.\\nYou can either start a one off scan, or schedule one for later - recurring\\nor not.\\n\\nDuring the *scan*, we will spider and run several modules to check for\\nsecurity issues, which we call *findings*.\\nYou can check the *findings* even before a scan ends.\\nIf everything goes well, the scan will complete and that is it.\\n\\nWith some *findings*, our automated processes may have difficulties\\ndetermining if it is a false positive or a legitimate issue.\\nIn these instances, a scan will be marked as under review, and we will\\nfurther analyze the finding before making a decision.\\nWe will only show findings that, for some degree of confidence, are true\\npositives.\\nA finding that we are not sure of will never be displayed.\\n\\nAs much as we try to prevent it, a *scan* (or a sub-module) can malfunction.\\nIf this happens, a *scan* is marked as:\\n * \\\"failed\\\": the problem was irrecoverable;\\n * \\\"completed with errors\\\": some module failed but the scan itself completed.\\n\\nDuring a scan, we try to determine what *frameworks* you are using\\nand add this information to the *site* and *asset* objects discussed\\npreviously.\\n\\n\\n### Findings\\n\\nThe last core concept is the *finding*, this is a security issue that\\nwe have found during our scans.\\nIf the same issue is found in a new scan it will not open a new finding but\\nupdate the previous.\\n\\nA *finding* will have a lot of information about the issue.\\nNamely, where it was found, URL, insertion point (e.g. cookie), parameter,\\nand method.\\nEvidence we gathered, and the full request and response that we used.\\nSugestions of how to go about fixing it.\\nA full description of the vulnerability is also present in the\\n*definition* property.\\nWe also assign a severity and calculate the CVSS score for each.\\n\\nBesides all this, there are also actions that you can perform on a *finding*.\\nYou can assign it to one user, leave comments for your team or add labels,\\nand reduce or increase the severity.\\n\\nIf you don't plan on fixing the *finding* and accept the risk, or you think\\nwe reported a false positive, you can mark the finding to reflect that.\\n\",\"title\":\"Probely Developers\",\"version\":\"1.2.0\",\"x-apisguru-categories\":[\"monitoring\"],\"x-logo\":{\"altText\":\"Probely\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_developers.probely.com_assets_logo_dark.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developers.probely.com/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"probely.com\"},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/probely.com/1.2.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/probely.com/1.2.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"prss.org\",\"value\":{\"added\":\"2020-04-08T10:05:59.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2020-04-08T10:05:59.000Z\",\"info\":{\"description\":\"MetaPub collects, normalizes and distributes publicly available program, episode, and piece metadata through the public radio system. Backed by ContentDepot and its data model, MetaPub allows producers to supply metadata through various methods:\\n\\n1. MetaPub Agents that collect producer metadata by \\\"crawling\\\" existing public feeds (e.g. C24, BBC) or the producer's production system (e.g. ATC, ME, TED Radio Hour).\\n2. Manually enter metadata in the ContentDepot Portal on each program and episode.\\n3. Publish/push the metadata to the MetaPub upload API and execute an ingest job.\\n\\nMetaPub then distributes this data to stations through an electronic program guide (EPG model)\\nfor display on various listener devices such as smart phones, tablets, web streams, HD radios, RDBS enabled FM radios, and more. The EPG format is based on the [RadioDNS specifications](https://radiodns.org/developers/documentation/).\\n\\n## RadioDNS and MetaPub\\n\\nThe RadioDNS Service and Programme Information Specification ([TS 102 818 v3.1.1](http://www.etsi.org/deliver/etsi_ts/102800_102899/102818/03.01.01_60/ts_102818v030101p.pdf)) defines three primary documents: Service Information, Program Information, and Group Information. These documents, along with the core RadioDNS Hybrid Lookup for Radio Services Specification ([TS 103 270 v1.2.1](http://www.etsi.org/deliver/etsi_ts%5C103200_103299%5C103270%5C01.02.01_60%5Cts_103270v010201p.pdf)) define a system where an end listener device can dynamically discover program metadata and fetch the metadata via Internet Protocol (IP) requests. MetaPub's use of RadioDNS differs slightly in that MetaPub (a.k.a PRSS) acts as the \\\"service provider\\\" while the stations and related middleware act as the end devices. While this is not the primary use case of RadioDNS, the flexibility in the specification, service definitions, and DNS resolution allows this model to be easily represented.\\n\\nThis documentation gives a high level overview of how the RadioDNS specifications will be used by MetaPub, however it is strongly recommended that the related RadioDNS specifications be read for implementation details, definitions, and required XML schemas.\\n\\n## ContentDepot Drive\\n\\nContentDepot Drive (CD Drive) provides a private, per customer file storage solution similar to other cloud storage solutions such as Google Drive, Box, and Dropbox. The CD Drive is used to stage content uploads such as metadata files, images, or segment audio before associating the content with specific programs or episodes.\\n\\nCD Drive content can be referenced using a URI by some operations such as synchronizing metadata. There are two possible CD Drive URI formats supported: ID and hierarchical path. The ID reference takes the form ```cddrive:id:{value}``` where value is the integer ID of the file or folder being referenced. The hierarchical path reference takes the form ```cddrive://{path}``` where path is the full, UNIX style path to the file or folder starting with '/'. For example, two CD Drive URIs pointing to the same file may be ```cddrive:id:12345``` and ```cddrive:///show1/episode2/metadata.xml```. More information about URIs can be found at [Wikipedia](https://en.wikipedia.org/wiki/Uniform_Resource_Identifier).\\n\\n## Authentication\\n\\nThe API currently uses OAuth 2.0. 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Use this API to request IdealSpot hyperlocal geospatial market insight and geometry data. \\n\\n## Detailed Description\\n\\nUse this API as your **local economy microscope** by querying [IdealSpot](https://www.idealspot.com) hyperlocal market insight and geometry data. We offer the most precise, extensive, and frequently-updated local market data in the US. Our data is available across the entire US and can be queried at geographic scales ranging from the micro (Census block) through the macro (nation).\\n\\nBetter data and analysis leads to a better understanding of local market opportunities and risks. Integrate with your commercial real estate and marketing applications, machine learning workflows, and other investment analytics.\\n\\nOur goal is to offer the most complete snapshot of the geographically distributed consumer and retail economy. We start with the fundamentals of consumers and business establishments. To connect retailers with consumers, we provide mobility data like vehicle traffic and mobile device data. To describe consumer intent, we provide geolocated digital marketing data. \\n\\nWe believe that accurate capital allocation through reliable local market data is foundational to creating robust, healthy, and livable communities for all. We hope you and your clients find tremendous value in this service.\\n\\n## Features\\n\\nQuery data and GeoJSON geometries at these scales for any US latitude and longitude:\\n\\n* Rings (0.5 km+)\\n* Drive time (1-60 minutes)\\n* Bike time (3-60 minutes)\\n* Walk time (5-60 minutes)\\n* Public transit time (5-60 minutes)\\n* Administrative region (US, states, core-based statistical areas, counties, Census-designated places, Census tracts, zipcodes, Census block groups, opportunity zones)\\n\\n| Data Feature | Description |\\n| ------- | ------------------------------|\\n| Demographics, Housing, Spending | *Updated Quarterly*. Current and historical market data including population, spending, and housing. Vendor (PopStats) is relied upon by Walgreens, Ulta Beauty, Blackstone, etc |\\n| Labor, Business Establishments, Economic Conditions | *Updated Quarterly*. Traditional market data including workforce, business establishment counts, and economic conditions like local GDP, unemployment rates. Vendor (PopStats) is relied upon by Walgreens, Ulta Beauty, Blackstone, etc |\\n| Consumer segmentation\\t| *Updated Annually*. Demographics grouped into narrative-oriented segments. |\\n| Vehicle Traffic |\\t*Updated semi-annually*. Gold standard in vehicle traffic data from INRIX. Counts by day of week, time of day and side of street. |\\n| Rings and Travel time polygons | *Estimate in Real-time*. Rings alongside drive time, walk time, bike time, and public transit time polygons. Request as GeoJSON geometries for mapping or use with data queries |\\n| Administrative region polygons | *Updated Annually*. GeoJSON administrative regions from US Census Bureau: block groups, tracts, counties, CBSAs, states, opportunity zones, USPS zipcodes |\\n| Internet Search Volumes | 30 day rolling averages for geolocated advertising potential across 450 business categories from major search engines |\\n| Social Media Interest\\t| 30 day rolling average for geolocated advertising potential across 450 business categories from major social networks |\\n\\n### Coming Soon!\\n\\nThis API powers our local market research platform at [IdealSpot.com](https://www.idealspot.com). The functionality exposed so far is only a portion of our current capabilities. 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Our API is RESTful. It has predictable\\nresource URLs. It returns HTTP response codes to indicate errors. It also\\naccepts and returns JSON in the HTTP body. You can use your favorite\\nHTTP/REST library for your programming language to use Rebilly's API, or\\nyou can use one of our SDKs (currently available in [PHP](https://github.com/Rebilly/rebilly-php)\\nand [Javascript](https://github.com/Rebilly/rebilly-js-sdk)).\\n\\nWe have other APIs that are also available. Every action from our [app](https://app.rebilly.com)\\nis supported by an API which is documented and available for use so that you\\nmay automate any workflows necessary. This document contains the most commonly\\nintegrated resources.\\n\\n# Authentication\\n\\nWhen you sign up for an account, you are given your first secret API key.\\nYou can generate additional API keys, and delete API keys (as you may\\nneed to rotate your keys in the future). You authenticate to the\\nRebilly API by providing your secret key in the request header.\\n\\nRebilly offers three forms of authentication: secret key, publishable key, JSON Web Tokens, and public signature key.\\n- [Secret API key](#section/Authentication/SecretApiKey): used for requests made\\n from the server side. Never share these keys. Keep them guarded and secure.\\n- [Publishable API key](#section/Authentication/PublishableApiKey): used for \\n requests from the client side. For now can only be used to create \\n a [Payment Token](#operation/PostToken) and \\n a [File token](#operation/PostFile).\\n- [JWT](#section/Authentication/JWT): short lifetime tokens that can be assigned a specific expiration time.\\n\\nNever share your secret keys. Keep them guarded and secure.\\n\\n<!-- ReDoc-Inject: <security-definitions> -->\\n\\n# Errors\\nRebilly follow's the error response format proposed in [RFC 7807](https://tools.ietf.org/html/rfc7807) also known as Problem Details for HTTP APIs. As with our normal API responses, your client must be prepared to gracefully handle additional members of the response.\\n\\n## Forbidden\\n<RedocResponse pointer={\\\"#/components/responses/Forbidden\\\"} />\\n\\n## Conflict\\n<RedocResponse pointer={\\\"#/components/responses/Conflict\\\"} />\\n\\n## NotFound\\n<RedocResponse pointer={\\\"#/components/responses/NotFound\\\"} />\\n\\n## Unauthorized\\n<RedocResponse pointer={\\\"#/components/responses/Unauthorized\\\"} />\\n\\n## ValidationError\\n<RedocResponse pointer={\\\"#/components/responses/ValidationError\\\"} />\\n\\n# SDKs\\n\\nRebilly offers a Javascript SDK and a PHP SDK to help interact with\\nthe API. However, no SDK is required to use the API.\\n\\nRebilly also offers [FramePay](https://docs.rebilly.com/docs/developer-docs/framepay/),\\n a client-side iFrame-based solution to help\\ncreate payment tokens while minimizing PCI DSS compliance burdens\\nand maximizing the customizability. [FramePay](https://docs.rebilly.com/docs/developer-docs/framepay/)\\nis interacting with the [payment tokens creation operation](#operation/PostToken).\\n\\n## Javascript SDK\\n\\nInstallation and usage instructions can be found [here](https://docs.rebilly.com/docs/developer-docs/sdks).\\nSDK code examples are included in these docs.\\n\\n## PHP SDK\\nFor all PHP SDK examples provided in these docs you will need to configure the `$client`.\\nYou may do it like this:\\n\\n```php\\n$client = new Rebilly\\\\Client([\\n 'apiKey' => 'YourApiKeyHere',\\n 'baseUrl' => 'https://api.rebilly.com',\\n]);\\n```\\n\\n# Using filter with collections\\nRebilly provides collections filtering. You can use `?filter` param on collections to define which records should be shown in the response.\\n\\nHere is filter format description:\\n\\n- Fields and values in filter are separated with `:`: `?filter=firstName:John`.\\n\\n- Sub-fields are separated with `.`: `?filter=billingAddress.country:US`.\\n\\n- Multiple filters are separated with `;`: `?filter=firstName:John;lastName:Doe`. They will be joined with `AND` logic. In this example: `firstName:John` AND `lastName:Doe`.\\n\\n- You can use multiple values using `,` as values separator: `?filter=firstName:John,Bob`. Multiple values specified for a field will be joined with `OR` logic. In this example: `firstName:John` OR `firstName:Bob`.\\n\\n- To negate the filter use `!`: `?filter=firstName:!John`. Note that you can negate multiple values like this: `?filter=firstName:!John,!Bob`. This filter rule will exclude all Johns and Bobs from the response.\\n\\n- You can use range filters like this: `?filter=amount:1..10`.\\n\\n- You can use gte (greater than or equals) filter like this: `?filter=amount:1..`, or lte (less than or equals) than filter like this: `?filter=amount:..10`. This also works for datetime-based fields.\\n\\n- You can create some [predefined values lists](https://user-api-docs.rebilly.com/#tag/Lists) and use them in filter: `?filter=firstName:@yourListName`. 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All public methods and objects are documented here for developer reference.\\nFor a real-time speech to text solution, use Rev.ai's [Streaming API](/docs/streaming).\\n\\n# Base Endpoint\\n\\nThe base url for this version of the API is\\n\\n> `https://api.rev.ai/speechtotext/v1`\\n\\nAll endpoints described in this documentation are relative to this base url.\\n\\n# Quick Start\\n\\nFollow the [getting started checklist](https://www.rev.ai/getting_started)\\n\\n## Get your Access Token\\n\\nYou can generate your [access token](#section/Authentication/Access-Token) on the [settings page](https://www.rev.ai/access_token) of your account. This access token only needs to be generated once and never expires. You can re-generate your token, however this will invalidate the previous token.\\n\\n## Submit a File\\n\\nTo submit an audio file for transcription to Rev.ai:\\n\\n```\\ncurl -X POST \\\"https://api.rev.ai/speechtotext/v1/jobs\\\" -H \\\"Authorization: Bearer $REV_ACCESS_TOKEN\\\" -H \\\"Content-Type: application/json\\\" -d \\\"{\\\\\\\"media_url\\\\\\\":\\\\\\\"https://www.rev.ai/FTC_Sample_1.mp3\\\\\\\",\\\\\\\"metadata\\\\\\\":\\\\\\\"This is a sample submit jobs option\\\\\\\"}\\\"\\n```\\n\\nYou\\u2019ll receive a response like this:\\n\\n~~~\\n{\\n \\\"id\\\": \\\"Umx5c6F7pH7r\\\",\\n \\\"created_on\\\": \\\"2018-09-15T05:14:38.13\\\",\\n \\\"name\\\": \\\"sample.mp3\\\",\\n \\\"metadata\\\": \\\"This is a sample submit jobs option for multipart\\\",\\n \\\"status\\\": \\\"in_progress\\\"\\n}\\n~~~\\n\\nThe `id` (in this case `Umx5c6F7pH7r`) will allow you to retrieve your transcript.\\n\\n## Get Your Transcript\\n\\nOnce a transcription job's `status` becomes `transcribed`, you can retrieve the transcript in JSON format by running:\\n\\n```\\ncurl -X GET \\\"https://api.rev.ai/speechtotext/v1/jobs/{id}/transcript\\\" -H \\\"Authorization: Bearer $REV_ACCESS_TOKEN\\\" -H \\\"Accept: application/vnd.rev.transcript.v1.0+json\\\"\\n```\\n\\nAlternatively you can get the plain text version by running:\\n\\n```\\ncurl -X GET \\\"https://api.rev.ai/speechtotext/v1/jobs/{id}/transcript\\\" -H \\\"Authorization: Bearer $REV_ACCESS_TOKEN\\\" -H \\\"Accept: text/plain\\\"\\n```\\n\\nYou can poll for the `status` of your job by querying for the job periodically:\\n\\n```\\ncurl -X GET https://api.rev.ai/speechtotext/v1/jobs/{id} -H \\\"Authorization: Bearer $REV_ACCESS_TOKEN\\\"\\n```\\n\\n**Note:** Polling is NOT recommended in a production server. Rather, use [webhooks](#section/Webhooks) to asynchronously receive notifications once the transcription job completes\\n\\nIf you have any further questions, contact us at \\n\\n# Submitting Files\\n\\nTwo `POST` request formats can be used to submit a file: `application/json` or `multipart/form-data`.\\n\\n## JSON\\n\\nThis is the preferred method of file submission. Uses the `media_url` property to provide a direct download URL to the Rev.ai server.\\nThis method supports the use of pre-signed URLs. Links to videos hosted on platforms like Youtube are not valid because they are not direct download links.\\n\\n**Important note on presigned URLs:**\\nSigned URLs usually have an expiration time which is configurable. To ensure the Rev.ai server can access the link, make sure the expiration time is set to 2 hours or more.\\nIn the event you plan on resending the same file, make sure to generate a new presigned URL.\\n\\n## FormData\\n\\nUsed to send a local file to the Rev.ai server. This allows the customer to send the file directly from the host machine.\\nCertain limits apply to this format, see the [Async API Limits section](#section/Async-API-Limits) for more detals.\\n\\n# Turnaround Time and Chunking\\n\\nOften, especially for shorter files, your transcript will be ready in 5 minutes or less. It generally takes no longer than 15 minutes to return longer audios. If you require faster turn around time please contact \\n\\nChunking is the act of breaking audio files into smaller segments. 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Please check your url and file type\\\"\\n }\\n}\\n```\\n\\n**Important notes for using webhooks:**\\nThe API will make a POST request, not a GET request, to the `callback_url`. The request body is the job details.\\nYou can unsubscribe from a webhook by responding to the webhook request with a 200 response.\\nIf a webhook invocation does not receive a 200 Rev.ai will retry the `callback_url` every 30 minutes until either 24 hours have passed or we receive a 200 response.\\n\\nFor initial webhook testing, you can try using a third party webhook testing tool such as [https://webhook.site/](https://webhook.site/).\\n\\n# Async API Limits\\n\\nThe following default limits apply per user, per endpoint and are configurable by Rev.ai support. If you have any further questions, contact us at \\n\\n- 10,000 transcription requests submitted every 10 minutes\\n- 500 transcriptions processed every 10 minutes\\n- Multi-part/form-data requests to the /jobs endpoint have a concurrency limit of 10 and a file size limit of 2GB\\n- POST requests to the /jobs endpoint that use the media_url property do not have a concurrency limit or file restriction. They are only limited by the first two bullet points\\n\\n# Error Handling\\n\\nThe API indicates failure with 4xx and 5xx HTTP status codes. 4xx status codes indicate an error due to the request provided (e.g., a required parameter was omitted). 5xx error indicate an error with Rev.ai's servers.\\n\\nWhen an 4xx error occurs during invocation of a request, the API responds with a [problem details](https://tools.ietf.org/html/rfc7807) as HTTP response payload.\\n\\nThe problem details information is represented as a JSON object with the following optional properties:\\n\\n| Property | Description |\\n|------------|-----------------------------------------------|\\n| type | a URI representing the type for the error |\\n| title | a short human readable description of type |\\n| details | additional details of the error |\\n| status | HTTP status code of the error |\\n\\nIn addition to the properties listed above, the problem details object may list additional properties that help to troubleshoot the problem.\\n\\n## Example Errors\\n\\n```\\n// Bad Submit Job Request\\n{\\n \\\"parameter\\\": {\\n \\\"media_url\\\": [\\n \\\"The media_url field is required\\\"\\n ]\\n },\\n \\\"type\\\": \\\"https://www.rev.ai/api/v1/errors/invalid-parameters\\\",\\n \\\"title\\\": \\\"Your request parameters didn't validate\\\",\\n \\\"status\\\": 400\\n}\\n\\n// Invalid Transcript State\\n{\\n \\\"allowed_values\\\": [\\n \\\"transcribed\\\"\\n ],\\n \\\"current_value\\\": \\\"in_progress\\\",\\n \\\"type\\\": \\\"https://rev.ai/api/v1/errors/invalid-job-state\\\",\\n \\\"title\\\": \\\"Job is in invalid state\\\",\\n \\\"detail\\\": \\\"Job is in invalid state to obtain the transcript\\\",\\n \\\"status\\\": 409\\n}\\n```\\n\\n## Retrying Failed Requests\\n\\nSome errors can be resolved simply by retrying the request. 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Sign up for [RiteKit](https://ritekit.com/)\\n\\n1. Go to [developer dashboard](https://ritekit.com/developer/dashboard/)\\n\\n1. Click \\\"Create a token\\\" button to get your **Client ID** and **Client secret**\\n\\n1. When you reach your free limit of calls per month, [upgrade to paid tiers](https://ritekit.com/developer/)\\n\\n## Options for authorizing API Calls\\n\\n#### Using Client ID directly\\n\\nYou can directly connect to our API using your **client ID** by sending it as a GET query parameter. 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This will allow you\\nto keep your existing scripts (based on previous behavior). Versions will always be integers (no 2.1 or 3.3, just 2, 3, 4, ...) or `latest`.\\n\\nYou can change the version of the API used by setting it either within the url or in a header:\\n\\n* the URL: each URL is prefixed by its version id, like `/api/version/function`.\\n\\n\\n # Version 10\\n curl -X GET -H \\\"X-API-Token: yourToken\\\" https://rudder.example.com/rudder/api/10/rules\\n # Latest\\n curl -X GET -H \\\"X-API-Token: yourToken\\\" https://rudder.example.com/rudder/api/latest/rules\\n # Wrong (not an integer) => 404 not found\\n curl -X GET -H \\\"X-API-Token: yourToken\\\" https://rudder.example.com/rudder/api/3.14/rules\\n\\n\\n* the HTTP headers. You can add the **X-API-Version** header to your request. The value needs to be an integer or `latest`.\\n\\n\\n # Version 10\\n curl -X GET -H \\\"X-API-Token: yourToken\\\" -H \\\"X-API-Version: 10\\\" https://rudder.example.com/rudder/api/rules\\n # Wrong => Error response indicating which versions are available\\n curl -X GET -H \\\"X-API-Token: yourToken\\\" -H \\\"X-API-Version: 3.14\\\" https://rudder.example.com/rudder/api/rules\\n\\n\\nIn the future, we may declare some versions as deprecated, in order to remove them in a later version of Rudder, but we will never remove any versions without warning, or without a safe\\nperiod of time to allow migration from previous versions.\\n\\n\\n

Existing versions

\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n \\n
VersionRudder versions it appeared inDescription
1Never released (for internal use only)Experimental version
2 to 10 (deprecated)4.3 and beforeThese versions provided the core set of API features for rules, directives, nodes global parameters, change requests and compliance, rudder settings and system API
115.0New system API (replacing old localhost v1 api): status, maintenance operations and server behavior
126.0 and 6.1Node key management
136.2
    \\n
  • Node status endpoint
    • \\n
  • System health check
    • \\n
  • System maintenance job to purge software [that endpoint was back-ported in 6.1]
    • \\n
\\n\\n\\n## Response format\\n\\nAll responses from the API are in the JSON format.\\n\\n\\n {\\n \\\"action\\\": The name of the called function,\\n \\\"id\\\": The ID of the element you want, if relevant,\\n \\\"result\\\": The result of your action: success or error,\\n \\\"data\\\": Only present if this is a success and depends on the function, it's usually a JSON object,\\n \\\"errorDetails\\\": Only present if this is an error, it contains the error message\\n }\\n\\n\\n\\n* __Success__ responses are sent with the 200 HTTP (Success) code\\n\\n* __Error__ responses are sent with a HTTP error code (mostly 5xx...)\\n\\n\\n## HTTP method\\n\\nRudder's REST API is based on the usage of [HTTP methods](http://www.w3.org/Protocols/rfc2616/rfc2616-sec9.html). We use them to indicate what action will be done by the request. Currently, we use four of them:\\n\\n\\n* **GET**: search or retrieve information (get rule details, get a group, ...)\\n\\n* **PUT**: add new objects (create a directive, clone a Rule, ...)\\n\\n* **DELETE**: remove objects (delete a node, delete a parameter, ...)\\n\\n* **POST**: update existing objects (update a directive, reload a group, ...)\\n\\n\\n## Parameters\\n\\n### General parameters\\n\\nSome parameters are available for almost all API functions. They will be described in this section.\\nThey must be part of the query and can't be submitted in a JSON form.\\n\\n#### Available for all requests\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
FieldTypeDescription
prettifyboolean
optional		\\n Determine if the answer should be prettified (human friendly) or not. We recommend using this for debugging purposes, but not for general script usage as this does add some unnecessary load on the server side.\\n

Default value: false

\\n
\\n\\n\\n#### Available for modification requests (PUT/POST/DELETE)\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
FieldTypeDescription
reasonstring
optional or required		\\n Set a message to explain the change. If you set the reason messages to be mandatory in the web interface, failing to supply this value will lead to an error.\\n

Default value: \\\"\\\"

\\n
changeRequestNamestring
optional		\\n Set the change request name, is used only if workflows are enabled. The default value depends on the function called\\n

Default value: A default string for each function

\\n
changeRequestDescriptionstring
optional		\\n Set the change request description, is used only if workflows are enabled.\\n

Default value: \\\"\\\"

\\n
\\n\\n\\n### Passing parameters\\n\\nParameters to the API can be sent:\\n\\n* As part of the URL for resource identification\\n\\n* As data for POST/PUT requests\\n\\n * Directly in JSON format\\n\\n * As request arguments\\n\\n#### As part of the URL for resource identification\\n\\nParameters in URLs are used to indicate which resource you want to interact with. The function will not work if this resource is missing.\\n\\n\\n # Get the Rule of ID \\\"id\\\"\\n curl -H \\\"X-API-Token: yourToken\\\" https://rudder.example.com/rudder/api/latest/rules/id\\n\\n#### Sending data for POST/PUT requests\\n\\n##### Directly in JSON format\\n\\nJSON format is the preferred way to interact with Rudder API for creating or updating resources.\\nYou'll also have to set the *Content-Type* header to **application/json** (without it the JSON content would be ignored).\\nIn a `curl` `POST` request, that header can be provided with the `-H` parameter:\\n\\n curl -X POST -H \\\"Content-Type: application/json\\\" ...\\n\\n\\nThe supplied file must contain a valid JSON: strings need quotes, booleans and integers don't, etc.\\n\\nThe (human readable) format is:\\n\\n```json\\n{\\n \\\"key1\\\": \\\"value1\\\",\\n \\\"key2\\\": false,\\n \\\"key3\\\": 42\\n}\\n```\\n\\n\\nHere is an example with inlined data:\\n\\n\\n\\n # Update the Rule 'id' with a new name, disabled, and setting it one directive\\n curl -X POST -H \\\"X-API-Token: yourToken\\\" -H \\\"Content-Type: application/json\\\"\\n https://rudder.example.com/rudder/api/rules/latest/{id}\\n -d '{ \\\"displayName\\\": \\\"new name\\\", \\\"enabled\\\": false, \\\"directives\\\": \\\"directiveId\\\"}'\\n\\n\\n\\nYou can also pass a supply the JSON in a file:\\n\\n\\n # Update the Rule 'id' with a new name, disabled, and setting it one directive\\n curl -X POST -H \\\"X-API-Token: yourToken\\\" -H \\\"Content-Type: application/json\\\" https://rudder.example.com/rudder/api/rules/latest/{id} -d @jsonParam\\n\\n\\nNote that the general parameters view in the previous chapter cannot be passed in a JSON, and you will need to pass them a URL parameters if you want them to be taken into account (you can't mix JSON and request parameters):\\n\\n # Update the Rule 'id' with a new name, disabled, and setting it one directive with reason message \\\"Reason used\\\"\\n curl -X POST -H \\\"X-API-Token: yourToken\\\" -H \\\"Content-Type: application/json\\\" \\\"https://rudder.example.com/rudder/api/rules/latest/{id}?reason=Reason used\\\" -d @jsonParam -d \\\"reason=Reason ignored\\\"\\n\\n\\n##### Request parameters\\n\\nIn some cases, when you have little, simple data to update, JSON can feel bloated. In such cases, you can use\\nrequest parameters. You will need to pass one parameter for each data you want to change.\\n\\nParameters follow the following schema:\\n\\n\\n key=value\\n\\n\\nYou can pass parameters by two means:\\n\\n* As query parameters: At the end of your url, put a **?** then your first parameter and then a **&** before next parameters\\n\\n\\n # Update the Rule 'id' with a new name, disabled, and setting it one directive\\n curl -X POST -H \\\"X-API-Token: yourToken\\\" https://rudder.example.com/rudder/api/rules/latest/{id}?\\\"displayName=my new name\\\"&\\\"enabled=false\\\"&\\\"directives=aDirectiveId\\\"\\n\\n\\n* As request data: You can pass those parameters in the request data, they won't figure in the URL, making it lighter to read, You can pass a file that contains data.\\n\\n\\n # Update the Rule 'id' with a new name, disabled, and setting it one directive (in file directive-info.json)\\n curl -X POST -H \\\"X-API-Token: yourToken\\\"\\n https://rudder.example.com/rudder/api/rules/latest/{id} -d \\\"displayName=my new name\\\" -d \\\"enabled=false\\\" -d @directive-info.json\\n\\n\",\"license\":{\"name\":\"CC-BY-SA 2.0\",\"url\":\"https://spdx.org/licenses/CC-BY-SA-2.0.html\"},\"title\":\"Rudder API\",\"version\":\"13\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.rudder.io_wp-content_uploads_2019_11_color_logo_horizontal_dark_bg-1024x176.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.rudder.io/api/openapi.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"rudder.example.local\"},\"externalDocs\":{\"description\":\"Learn more about Rudder.\",\"url\":\"https://docs.rudder.io\"},\"updated\":\"2021-07-26T08:51:53.432Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/rudder.example.local/13/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/rudder.example.local/13/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"rumble.run\",\"value\":{\"added\":\"2021-06-15T10:26:51.047Z\",\"preferred\":\"2.0.3\",\"versions\":[{\"key\":\"2.0.3\",\"value\":{\"added\":\"2021-06-15T10:26:51.047Z\",\"info\":{\"contact\":{\"email\":\"support@rumble.run\"},\"description\":\"Rumble Network Discovery API\",\"license\":{\"name\":\"Commercial\",\"url\":\"https://www.rumble.run/terms\"},\"title\":\"Rumble API\",\"version\":\"2.0.3\",\"x-apisguru-categories\":[\"monitoring\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/__www.rumble.run_img_rumble-twitter-card.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/RumbleDiscovery/rumble-api/main/rumble-api.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"rumble.run\"},\"updated\":\"2021-07-19T09:27:57.385Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/rumble.run/2.0.3/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/rumble.run/2.0.3/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"runscope.com\",\"value\":{\"added\":\"2017-05-08T16:28:49.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-05-08T16:28:49.000Z\",\"info\":{\"description\":\"Manage Runscope programmatically.\",\"title\":\"Runscope API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_500425058955689986_zlcbgqTt.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/Runscope/runscope-api-examples/master/schemas/runscope-swagger-v2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"runscope.com\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/runscope.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/runscope.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sakari.io\",\"value\":{\"added\":\"2021-01-13T11:07:08.728Z\",\"preferred\":\"1.0.1\",\"versions\":[{\"key\":\"1.0.1\",\"value\":{\"added\":\"2021-01-13T11:07:08.728Z\",\"info\":{\"contact\":{\"email\":\"support@sakari.io\"},\"description\":\"# Introduction\\n\\nWelcome to the documentation for the Sakari Messaging REST API. \\n\\nSakari provides an advanced platform to drive large scale customized SMS communication\\n\\nREST is a web-service protocol that lends itself to rapid development by using everyday HTTP and JSON technology.\\n\\nTo find out more about our product offering, please visit [https://sakari.io](https://sakari.io).\\n\\n# Quickstart\\n\\nFor your convenience we have created a quickstart guide to get you up and running in 5 minutes. \\n\\n[https://sakari.io/blog/sakari-api-quickstart](https://sakari.io/blog/sakari-api-quickstart)\\n\\n# PostMan Collection\\n\\nWe've created a simple set of examples using [PostMan](https://www.getpostman.com/) Simply click below to import these. You will need to setup three environment variables in PostMan - AccountId, ClientId and ClientSecret. Check out our PostMan blog post for more information\\n\\n[![Run in Postman](https://run.pstmn.io/button.svg)](https://app.getpostman.com/run-collection/d616e273edc916a7a6eb)\\n\\n# Finding your client id, client secret and account id\\n\\nTo authenticate against the API's you will need three key pieces of data\\n - client id\\n - client secret\\n - account id\\n\\nTo retrieve these, simply login into [https://hub.sakari.io](https://hub.sakari.io) and click on the \\\"cog\\\" in the top right corner. In the popup dialog at the bottom you should see your API credentials and account id. If these are not visible you will need to click on \\\"Request Credentials\\\"\\n\\n# Versioning\\n\\nWith any breaking changes we will introduce a new version of the API. The latest version is v1.\\n\\nThe API uses an open schema model, which means server may add extra properties to responses. Likewise, the server will ignore any extra query parameters and request body properties. When you write clients, you need to ignore additional properties in responses to ensure they do not break.\\n\\n# Testing\\n\\nThere are numerous tools available for testing the API's. We will include examples using curl and the client SDKs that we have created. If you would like to see an SDK in a language not currently available, please let us know.\\n\\n# Throttling / Limits\\n\\nOur API's have been specifically designed to support bulk messaging in a single API call. We therefore impose limits on the frequency of calling the APIs to prevent abuse or runaway processes. If you feel you need a higher limit, please contact us. If you hit the limit you will get a 429 error code returned from our servers\\n\\n# Errors\\n\\nThe API uses standard HTTP status codes to indicate the success or failure of the API call. The body of the response will be JSON in the following format:\\n\\n```\\n{\\n \\\"success\\\": false,\\n \\\"error\\\": {\\n \\\"code\\\": \\\"CONT-001\\\",\\n \\\"message\\\": \\\"Invalid mobile number\\\"\\n }\\n}\\n```\\n\\n# Pagination\\n\\nFor performance, most GET calls return a subset of data. This data is paginated for easy access. Most APIs which return collections of data will return a pagination object as such:\\n\\n```\\n{\\n \\\"pagination\\\": {\\n \\\"offset\\\": 0,\\n \\\"limit\\\": 10\\n \\\"totalCount\\\": 21\\n } \\n}\\n```\\n\\nWhen making calls to the API, you can adjust the slice of data returned using query parameters such as:\\n\\n`` https://api.sakari.io/v1/accounts/123/contacts?offset=20&limit=25 ``\\n\\nThis will return 25 contacts with an offset of 20.\\n\",\"termsOfService\":\"https://sakari.io/terms-service.html\",\"title\":\"Sakari\",\"version\":\"1.0.1\",\"x-apisguru-categories\":[\"messaging\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_sakari.io_wp-content_uploads_cropped-sakari-icon-512x512-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://developer.sakari.io/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"sakari.io\"},\"externalDocs\":{\"description\":\"Find out more about Sakari\",\"url\":\"https://sakari.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sakari.io/1.0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sakari.io/1.0.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"salesforce.local:einstein\",\"value\":{\"added\":\"2021-01-30T07:42:05.448Z\",\"preferred\":\"2.0.1\",\"versions\":[{\"key\":\"2.0.1\",\"value\":{\"added\":\"2021-01-30T07:42:05.448Z\",\"info\":{\"description\":\"Provided by [Salesforce](https://www.einstein-hub.com/) � Copyright 2000�2020 salesforce.com, inc. All rights reserved. Salesforce is a registered trademark of salesforce.com, inc., as are other names and marks. Other marks appearing herein may be trademarks of their respective owners. **Last updated:** Aug 17, 2020\",\"title\":\"Einstein Vision and Einstein Language\",\"version\":\"2.0.1\",\"x-apisguru-categories\":[\"text\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/MetaMind/openapi/master/vision-language-api-openapi-2.0.1.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"salesforce.local\",\"x-serviceName\":\"einstein\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"For more information, see the Einstein Platform Services Developer Guide\",\"url\":\"https://metamind.readme.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/salesforce.local/einstein/2.0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/salesforce.local/einstein/2.0.1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"salesloft.com\",\"value\":{\"added\":\"2017-11-25T12:50:21.000Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2017-11-25T12:50:21.000Z\",\"info\":{\"contact\":{\"email\":\"integrations@salesloft.com\",\"x-twitter\":\"SalesLoft\"},\"description\":\"SalesLoft helps transform sales teams into modern sales organizations - converting more target accounts into customer accounts\\n\",\"title\":\"SalesLoft Platform\",\"version\":\"v2\",\"x-apisguru-categories\":[\"customer_relation\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_SalesLoft_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developers.salesloft.com/v2_api_def.json\",\"version\":\"2.0\"}],\"x-providerName\":\"salesloft.com\"},\"updated\":\"2018-02-05T08:23:20.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/salesloft.com/v2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/salesloft.com/v2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"schooldigger.com\",\"value\":{\"added\":\"2017-02-26T18:33:44.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2017-02-26T18:33:44.000Z\",\"info\":{\"contact\":{\"email\":\"api@schooldigger.com\",\"name\":\"SchoolDigger\"},\"description\":\"Get detailed data on over 120,000 schools and 18,500 districts in the U.S.\",\"termsOfService\":\"https://developer.schooldigger.com/termsofservice\",\"title\":\"SchoolDigger API V1\",\"version\":\"v1\",\"x-apisguru-categories\":[\"open_data\",\"education\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.schooldigger.com/swagger/docs/v1\",\"version\":\"2.0\"}],\"x-providerName\":\"schooldigger.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/schooldigger.com/v1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/schooldigger.com/v1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"scrapewebsite.email\",\"value\":{\"added\":\"2015-07-02T13:30:48.000Z\",\"preferred\":\"0.1\",\"versions\":[{\"key\":\"0.1\",\"value\":{\"added\":\"2015-07-02T13:30:48.000Z\",\"info\":{\"description\":\"ScrapeWebsiteEmail is a service that exposes an api to fetch e-mails from a website.\",\"title\":\"Scrape Website Email API\",\"version\":\"0.1\",\"x-apisguru-categories\":[\"email\",\"tools\"],\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.6.0\"},\"format\":\"swagger\",\"url\":\"http://scrapewebsite.email/v1/swagger_doc.json\",\"version\":\"1.2\"}],\"x-providerName\":\"scrapewebsite.email\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2017-11-20T15:10:56.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/scrapewebsite.email/0.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/scrapewebsite.email/0.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"seldon.local:core\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"0.1\",\"versions\":[{\"key\":\"0.1\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"contact\":{\"name\":\"Seldon 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API\",\"version\":\"0.1\",\"x-apisguru-categories\":[\"machine_learning\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/SeldonIO/seldon-core/master/openapi/engine.oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"seldon.local\",\"x-serviceName\":\"engine\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"Seldon Core Documentation\",\"url\":\"https://github.com/SeldonIO/seldon-core\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/seldon.local/engine/0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/seldon.local/engine/0.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"seldon.local:wrapper\",\"value\":{\"added\":\"2021-06-14T10:28:10.311Z\",\"preferred\":\"0.1\",\"versions\":[{\"key\":\"0.1\",\"value\":{\"added\":\"2021-06-14T10:28:10.311Z\",\"info\":{\"contact\":{\"name\":\"Seldon Core\",\"url\":\"https://github.com/SeldonIO/seldon-core\"},\"title\":\"Seldon External API\",\"version\":\"0.1\",\"x-apisguru-categories\":[\"machine_learning\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/SeldonIO/seldon-core/master/openapi/wrapper.oas3.json\",\"version\":\"3.0\"}],\"x-providerName\":\"seldon.local\",\"x-serviceName\":\"wrapper\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"Seldon Core 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The API is easy to use and the integration takes only a few lines of code.\",\"title\":\"SelectPdf HTML To PDF API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_566507399226212354_KWXTM5rW_400x400.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://selectpdf.com/api/selectpdf-swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"selectpdf.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/selectpdf.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/selectpdf.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"semantria.com\",\"value\":{\"added\":\"2015-11-09T23:23:31.000Z\",\"preferred\":\"4.0\",\"versions\":[{\"key\":\"4.0\",\"value\":{\"added\":\"2015-11-09T23:23:31.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"semantria\"},\"description\":\"Semantria applies Text and Sentiment Analysis to tweets, facebook posts, surveys, reviews or enterprise content.\",\"title\":\"Semantria\",\"version\":\"4.0\",\"x-apisguru-categories\":[\"social\",\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_semantria_profile_image.png\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"swagger\",\"url\":\"https://semantria.com/developer/api-docs-prod\",\"version\":\"1.2\"}],\"x-providerName\":\"semantria.com\"},\"externalDocs\":{\"url\":\"https://semantria.com/support/developer/\"},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/semantria.com/4.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/semantria.com/4.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sendgrid.com\",\"value\":{\"added\":\"2016-03-23T17:32:40.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2016-03-23T17:32:40.000Z\",\"info\":{\"description\":\"The Beta endpoints for the new Email Activity APIs - functionality is subject to change without notice. You may not have access to this Beta endpoint.\\n\\nEmail Activity offers filtering and search by event type for two days worth of data. There is an optional add-on to store 60 days worth of data. This add-on also gives you access to the ability to download a CSV of the 60 days worth of email event data. The Beta endpoints for the new Email Activity APIs - functionality is subject to change without notice. You may not have access to this Beta endpoint.\\n\\nEmail Activity offers filtering and search by event type for two days worth of data. There is an optional add-on to store 60 days worth of data. This add-on also gives you access to the ability to download a CSV of the 60 days worth of email event data.\",\"title\":\"Email Activity (beta)\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"email\",\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_user-images.githubusercontent.com_21603_27865240-b4c0da22-6189-11e7-9f2c-f35f4c6fa57c.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/sendgrid/sendgrid-oai/main/oai.json\",\"version\":\"3.0\"}],\"x-providerName\":\"sendgrid.com\"},\"externalDocs\":{\"url\":\"https://sendgrid.com/docs/API_Reference/Web_API_v3/index.html\"},\"updated\":\"2021-08-09T09:15:57.964Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sendgrid.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sendgrid.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"setlist.fm\",\"value\":{\"added\":\"2018-06-08T08:41:08.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-06-08T08:41:08.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"setlistfm\"},\"description\":\"

\\nThe setlist.fm API has been designed to give you easy access to setlist data in order to build fancy websites and\\nother applications. Before starting to use the API, be sure to ...\\n

    \\n
  1. ... understand how setlist.fm works (the FAQ and the\\nGuidelines are a good starting point),
    2. \\n
  2. ... read this documentation carefully and
    3. \\n
  3. ... apply for an API key (link for logged in users only) - if\\nyou're no registered user yet, then register first (it's free).
    4. \\n
\\n

\\n

\\nIf this documentation isn't enough or if you've got other things you'd like to tell us about the API, visit the\\nAPI Forum.\\n

\\n

\\nNote that the setlist.fm API is, according to the API terms of\\nservice, only free for non-commercial projects. If you're interested in using the API for commercial purposes,\\ncontact us.\\n

\\n\\n

About this Service

\\n

\\nThis service provides methods to get both setlists and components of setlists such as artists, cities, countries or\\nvenues.\\n

\\n\\n

Supported Content Types

\\n

\\nThe REST service currently supports XML (default) and JSON content.\\n

\\n

\\nTo receive a JSON response, set the Accept\\nheader to application/json.\\n

\\n\\n

Internationalization

\\n

\\n(Please note that this is an experimental feature and does not work for all cities!)\\n

\\n

\\nMost of the featured methods honor the Accept-Language\\nheader. This header is used for\\nlocalizing cities and countries. The default language is English (en), but you can provide any of the languages\\nSpanish (es), French (fr), German (de), Portuguese (pt), Turkish (tr), Italian (it) or Polish (pl).\\n

\\n

\\nE.g. if you search a setlist for a concert that took place in Vienna and you pass "de" as header, you'll\\nget "Wien, Österreich" instead of "Vienna, Austria".
\\nThis also works if you use a different language than the country's native language.\\n

\\n

\\nE.g. for a concert in New York, you'll get "Nueva York, Estados Unidos" instead of "New\\nYork, United States" if you pass "es" as language.\\n

\\n\\n

API Keys

\\n\\nAPI keys (application form) must be included in the request with\\nthe x-api-key header.\\n\\n

Version History

\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n
VersionDocsEnd of Service
1.0Docs-\\n
0.1December 31, 2017\\n
\",\"title\":\"setlist.fm API\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_setlistfm_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.setlist.fm/docs/1.0/ui/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"setlist.fm\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/setlist.fm/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/setlist.fm/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sheerseo.com\",\"value\":{\"added\":\"2019-08-19T17:46:47.000Z\",\"preferred\":\"0.0.1\",\"versions\":[{\"key\":\"0.0.1\",\"value\":{\"added\":\"2019-08-19T17:46:47.000Z\",\"info\":{\"contact\":{\"name\":\"API Support\",\"url\":\"https://www.sheerseo.com/seo-monitoring-tools/support.html\",\"x-twitter\":\"sheerseo\"},\"description\":\"Sheerseo API has 2 stages:
First stage - initiating the task: You fill in your task and receive in return the task id.
Second stage - collecting the results: send a request containing the task ids you got at the first stage and collecting the results.\",\"title\":\"SheerSEO API\",\"version\":\"0.0.1\",\"x-apisguru-categories\":[\"hosting\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_sheerseo_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://www.sheerseo.com/api/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"sheerseo.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sheerseo.com/0.0.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sheerseo.com/0.0.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sheetlabs.com:rig-veda\",\"value\":{\"added\":\"2019-01-04T10:23:07.000Z\",\"preferred\":\"1.2\",\"versions\":[{\"key\":\"1.2\",\"value\":{\"added\":\"2019-01-04T10:23:07.000Z\",\"info\":{\"contact\":{\"email\":\"ab.techwriter@gmail.com\",\"x-twitter\":\"sheetlabs\"},\"description\":\"# Introduction\\nThis API returns information about all of the verses in Rig Veda. The results are JSON objects that contain the name of the god, poet, and meter of the verses in Rig Veda, the category of the god and the poet, and the _mandal_ and _sukta_ number.\\n\\nThe API uses the Swagger 2.0 specification.\\n\\n# Authentication\\nThis is an open API.\\n\\n# Try it out\\nThis sandbox can be used to get data for only one kind of resource, that is, to fetch the data for a category being sung to.\\n\\nThe remaining resources work a similar fashion. For details, see the reference documentation.\\n\",\"license\":{\"name\":\"Distributed under the MIT license\",\"url\":\"https://opensource.org/licenses/MIT\"},\"title\":\"rv API\",\"version\":\"1.2\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"altText\":\"Indica logo\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_sheetlabs_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/AninditaBasu/indica/master/rv_SDKs/rv.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"sheetlabs.com\",\"x-serviceName\":\"rig-veda\"},\"externalDocs\":{\"description\":\"Documentation\",\"url\":\"https://aninditabasu.github.io/indica/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sheetlabs.com/rig-veda/1.2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sheetlabs.com/rig-veda/1.2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sheetlabs.com:vedic-society\",\"value\":{\"added\":\"2019-01-04T09:51:43.000Z\",\"preferred\":\"1.2\",\"versions\":[{\"key\":\"1.2\",\"value\":{\"added\":\"2019-01-04T09:51:43.000Z\",\"info\":{\"contact\":{\"email\":\"ab.techwriter@gmail.com\",\"x-twitter\":\"sheetlabs\"},\"description\":\"# Introduction\\nThis API returns data regarding almost all nouns in vedic literature. The results are JSON objects that contain the word transliterated to the Roman script, the word in the Nagari script, the meaning of the word, and the category the word belongs to. Proper nouns are not included (yet).\\n\\nThe API uses the Swagger 2.0 specification.\\n\\n# Authentication\\nThis is an open API.\\n\\n# Try it out\\nThis sandbox can be used to get data for only one kind of resource, that is, to fetch data for a string contained in the meaning of any of the words.\\n\\nThe remaining resources work a similar fashion. For details, see the reference documentation.\\n\",\"license\":{\"name\":\"Distributed under the MIT license\",\"url\":\"https://opensource.org/licenses/MIT\"},\"title\":\"vs API\",\"version\":\"1.2\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"altText\":\"Indica logo\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_sheetlabs_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/AninditaBasu/indica/master/vs_SDKs/vs.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"sheetlabs.com\",\"x-serviceName\":\"vedic-society\"},\"externalDocs\":{\"description\":\"Documentation\",\"url\":\"https://aninditabasu.github.io/indica/\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sheetlabs.com/vedic-society/1.2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sheetlabs.com/vedic-society/1.2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"shipengine.com\",\"value\":{\"added\":\"2020-08-18T13:25:23.894Z\",\"preferred\":\"1.1.202006302006\",\"versions\":[{\"key\":\"1.1.202006302006\",\"value\":{\"added\":\"2020-08-18T13:25:23.894Z\",\"info\":{\"contact\":{\"email\":\"sales@shipengine.com\",\"name\":\"ShipEngine Sales & Support\",\"url\":\"https://www.shipengine.com/contact/\",\"x-phone\":\"1-512-856-5379\"},\"description\":\"ShipEngine's easy-to-use REST API lets you manage all of your shipping needs without worrying about the complexities of different carrier APIs and protocols. We handle all the heavy lifting so you can focus on providing a first-class shipping experience for your customers at the best possible prices.\\n\\nEach of ShipEngine's features can be used by itself or in conjunction with each other to build powerful shipping functionality into your application or service.\\n\\n## Getting Started\\nIf you're new to REST APIs then be sure to read our [introduction to REST](https://www.shipengine.com/docs/rest/) to understand the basics. Learn how to [authenticate yourself to ShipEngine](https://www.shipengine.com/docs/auth/), and then use our [sandbox environment](https://www.shipengine.com/docs/sandbox/) to kick the tires and get familiar with our API. If you run into any problems, then be sure to check the [error handling guide](https://www.shipengine.com/docs/errors/) for tips.\\n\\nHere are some step-by-step **tutorials** to get you started:\\n\\n - [Learn how to create your first shipping label](https://www.shipengine.com/docs/labels/create-a-label/)\\n - [Calculate shipping costs and compare rates across carriers](https://www.shipengine.com/docs/rates/)\\n - [Track packages on-demand or in real time](https://www.shipengine.com/docs/tracking/)\\n - [Validate mailing addresses anywhere on Earth](https://www.shipengine.com/docs/addresses/validation/)\\n\\n\\n## Shipping Labels for Every Major Carrier\\nShipEngine makes it easy to [create shipping labels for any carrier](https://www.shipengine.com/docs/labels/create-a-label/) and [download them](https://www.shipengine.com/docs/labels/downloading/) in a [variety of file formats](https://www.shipengine.com/docs/labels/formats/). You can even customize labels with your own [messages](https://www.shipengine.com/docs/labels/messages/) and [images](https://www.shipengine.com/docs/labels/branding/).\\n\\n\\n## Real-Time Package Tracking\\nWith ShipEngine you can [get the current status of a package](https://www.shipengine.com/docs/tracking/) or [subscribe to real-time tracking updates](https://www.shipengine.com/docs/tracking/webhooks/) via webhooks. You can also create [custimized tracking pages](https://www.shipengine.com/docs/tracking/branded-tracking-page/) with your own branding so your customers will always know where their package is.\\n\\n\\n## Compare Shipping Costs Across Carriers\\nMake sure you ship as cost-effectively as possible by [comparing rates across carriers](https://www.shipengine.com/docs/rates/get-shipment-rates/) using the ShipEngine Rates API. Or if you don't know the full shipment details yet, then you can [get rate estimates](https://www.shipengine.com/docs/rates/estimate/) with limited address info.\\n\\n\\n## Worldwide Address Validation\\nShipEngine supports [address validation](https://www.shipengine.com/docs/addresses/validation/) for virtually [every country on Earth](https://www.shipengine.com/docs/addresses/validation/countries/), including the United States, Canada, Great Britain, Australia, Germany, France, Norway, Spain, Sweden, Israel, Italy, and over 160 others.\\n\",\"termsOfService\":\"https://www.shipengine.com/terms-of-service/\",\"title\":\"ShipEngine API\",\"version\":\"1.1.202006302006\",\"x-apisguru-categories\":[\"transport\"],\"x-logo\":{\"altText\":\"ShipEngine logo\",\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.shipengine.com_wp-content_themes_shipengine_assets_img_logo.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/ShipEngine/shipengine-openapi/master/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"shipengine.com\"},\"externalDocs\":{\"description\":\"ShipEngine's documentation is designed to help you start shipping as quickly as possible. With easy-to-follow tutorials, detailed reference docs, and ready-made recipes for common use cases, you'll see real results in no time at all.\\n\",\"url\":\"https://www.shipengine.com/docs/\"},\"updated\":\"2020-08-18T13:25:23.894Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shipengine.com/1.1.202006302006/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shipengine.com/1.1.202006302006/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"shipstation.com\",\"value\":{\"added\":\"2017-09-28T12:50:00.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2017-09-28T12:50:00.000Z\",\"info\":{\"description\":\"Polls is a simple API allowing consumers to view polls and vote in them.\",\"title\":\"shipstation\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_ShipStation_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/mermade/oas-kit\",\"version\":\"7.0.4\"},\"format\":\"openapi\",\"url\":\"https://shipstation.docs.apiary.io/api-description-document\",\"version\":\"3.0\"}],\"x-providerName\":\"shipstation.com\"},\"updated\":\"2021-04-07T09:52:45.374Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shipstation.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shipstation.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"shop-pro.jp\",\"value\":{\"added\":\"2021-01-14T09:53:08.380Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-01-14T09:53:08.380Z\",\"info\":{\"contact\":{\"name\":\"お問い合せ窓口\",\"url\":\"https://shop-pro.jp/?mode=inq\"},\"description\":\"# カラーミーショップアプリストア API\\n\\n[アプリストア](https://app.shop-pro.jp/)にて公開するアプリに対して、一般公開している[カラーミーショップAPI](https://developer.shop-pro.jp/docs/colorme-api)に加えて、カラーミーショップアプリストアAPI（以下、アプリストアAPIといいます）を利用することが出来ます。アプリストアAPIでは以下のことが行えます。\\n- 課金データ(アプリ内課金、従量課金)の作成\\n- インラインスクリプトタグの取得・作成・更新・削除\\n- スクリプトタグの取得・作成・更新・削除\\n\\n## 利用手順\\n\\nアプリストアAPIを利用するには、OAuth認証が必要です。OAuth認証の基本的な流れについては[カラーミーショップAPIドキュメント](https://developer.shop-pro.jp/docs/colorme-api)を参照してください。\\nアプリストアAPIの利用のために、以下のscopeが追加で指定可能になります。[カラーミーショップAPIドキュメント](https://developer.shop-pro.jp/docs/colorme-api)に掲載されているscopeと合わせてご利用ください。\\n\\n|スコープ|機能|\\n|---|---|\\n|`write_application_charge`|課金データの作成|\\n|`read_shop_script_tags`|ショップページのスクリプトタグを参照|\\n|`write_shop_script_tags`|ショップページへスクリプトタグを追加・更新|\\n|`read_inline_script_tags`|インラインスクリプトタグを参照|\\n|`write_inline_script_tags`|インラインスクリプトタグを追加・更新|\\n|`read_script_tags`|スクリプトタグを参照(deprecated)|\\n|`write_script_tags`|スクリプトタグを追加・更新(deprecated)|\\n\\n(例) カラーミーショップアカウントの認証ページを表示\\n```\\nhttps://api.shop-pro.jp/oauth/authorize?client_id=CLIENT_ID&redirect_uri=REDIRECT_URI&response_type=code&scope=read_products%20write_products%20write_application_charge\\n```\\n\\n## 課金設定\\n料金プラン（月額課金・従量課金・買い切り）による課金や、アプリ内課金をご利用いただくにはアプリごとに課金設定の登録が必要です。\\nこの設定は [カラーミーショップ デベロッパー](https://developer.shop-pro.jp) から行うことができます。\\n\\n登録できる課金形式やその使い方の詳細については[アプリストア 開発ガイドのアプリ課金のページ](https://developer.shop-pro.jp/getting-started/appstore-billing/)をご覧ください\\n\\n## アプリのインストール\\nショップオーナーがアプリをインストールしたとき、以下の処理をカラーミーショップが行います。\\n- 選択された料金プランに基づき課金開始\\n- インストールフックの呼び出し\\n\\n### インストールフック\\nアプリのインストール時に、インストールに関する情報を `POST` メソッド、 `application/json` 形式で通知します。\\n通知先のURLは[カラーミーショップ デベロッパー](https://developer.shop-pro.jp/)にログインし、各アプリストア アプリのアプリ設定から登録を行ってください。\\n\\n以下のパラメータが送信されます。課金請求に必要なパラメータを含みますので、必ず受け取れるようにしてください。\\n\\n|パラメータ|機能|形式|\\n|---|---|---|\\n|`account_id`|インストールしたショップオーナーのアカウントID|PA+8桁の整数|\\n|`application_charge_source_id`|プラン課金ID|数字と大文字アルファベットで構成される文字列(6桁以上)|\\n|`recurring_application_charge_id`|（買い切り以外の課金の場合）課金契約ID|数字と大文字アルファベットで構成される文字列(6桁以上)|\\n|`application_charge_id`|（買い切りの場合）課金契約ID|数字と大文字アルファベットで構成される文字列(6桁以上)|\\n|`trial_term`|（無料お試し期間がある場合）無料お試し期間|JSONオブジェクト|\\n|`mail`|ショップオーナーへの連絡メールアドレス|文字列|\\n\\n`application_charge_source_id` はデベロッパーサイトで設定したプラン課金のIDです。インストールされた料金プランの判別にご利用いただけます。\\n\\n`recurring_application_charge_id` と `application_charge_id` はインストールごとに発行されるユニークなIDです。ショップオーナーが一度アンインストールした後に、再度同じショップオーナーがアプリのインストールを行った際には新たに別のIDが発行されます。\\n\\n`recurring_application_charge_id` は「買い切り」以外の課金である「無料」「月額」「月額＋従量」「月額＋初期費用」「従量のみ」のプラン課金のインストールの際に発行されます。\\n\\n従量による課金を伴うプラン課金の場合は、従量分の料金を請求する際に 課金契約ID(`recurring_application_charge_id`) が必要になるので、必ず記録するようにしてください。\\n\\n`mail` パラメータの値はショップオーナーへの連絡手段としてご利用いただけます。インストール後に認可フローが中断され、アクセストークンが得られない際のショップオーナーへの連絡手段としてご活用いただけます。このパラメータはカラーミーショップの非公開情報として登録されている値です。左記以外の用途でこの値をアプリの機能で使用しないでください。\\n\\n例) 買い切りの場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"F3RN9A\\\",\\n \\\"application_charge_id\\\": \\\"A3FT4N\\\",\\n \\\"mail\\\": \\\"shop@example.com\\\"\\n}\\n```\\n\\n例) 月額課金の場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"F3RN9A\\\",\\n \\\"recurring_application_charge_id\\\": \\\"A3FT4N\\\",\\n \\\"mail\\\": \\\"shop@example.com\\\"\\n}\\n```\\n\\n無料お試し期間を設定した課金の場合、以下の情報を `trial_term` パラメータとして送信します。\\n無料お試し期間中は従量課金APIを呼び出して課金請求することはできません。\\n\\n|パラメータ|機能|形式|\\n|---|---|---|\\n|`starts_at`|無料お試し開始日時|整数値(UNIXタイムスタンプ)|\\n|`ends_at`|無料お試し終了日時|整数値(UNIXタイムスタンプ)|\\n\\n例) 無料お試し期間がある月額課金の場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"F3RN9A\\\",\\n \\\"recurring_application_charge_id\\\": \\\"A3FT4N\\\",\\n \\\"mail\\\": \\\"shop@example.com\\\",\\n \\\"trial_term\\\" {\\n \\\"starts_at\\\": 1565017200,\\n \\\"ends_at\\\": 1567609200\\n }\\n}\\n```\\n\\n受け取りに成功した場合は、以下のパラメータを `application/json` 形式でレスポンスボディに付与し、\\nステータスコード `200` レスポンスをカラーミーショップへ返却してください。\\nステータスコード `200` レスポンスをカラーミーショップが受け取れない場合、もしくは以下のパラメーターが返却されなかった場合、インストールを中止し、インストールによって発生した情報は破棄されます。\\n\\n|パラメータ|機能|形式|\\n|---|---|---|\\n|`redirect_url`|インストール成功後に遷移するURL|文字列（URL）|\\n\\n例)\\n```\\n{\\n \\\"redirect_url\\\": \\\"https://example.com\\\"\\n}\\n```\\nインストール完了後、インストールフックのレスポンスパラメータの `redirect_url` へ画面遷移しますので、APIを利用する場合は `redirect_url` より先の画面でOAuth認証の実装をお願いします。\\n\\n## アプリのアンインストール\\nショップオーナーがアプリをアンインストールしたとき、以下の処理をカラーミーショップが行います。\\n- OAuth認証のアクセストークンの無効化\\n- 登録したインラインスクリプトタグ・スクリプトタグの削除\\n- 月額課金形式の場合、継続課金の無効化\\n\\n### アンインストールフック\\nアンインストール直後に `POST` メソッドで、以下の情報を `application/json` 形式で通知します。\\n通知先のURLは[カラーミーショップ デベロッパー](https://developer.shop-pro.jp/)にログインし、各アプリストア アプリのアプリ設定から登録を行ってください。\\n\\n\\u203b [アンインストールAPI](#operation/deleteInstallation)のご利用によるアンインストール時はアンインストールフックは通知されません。\\n\\n受け取りに成功した場合はステータスコード `200` のレスポンスを返却してください。\\n\\n|パラメータ|機能|形式|\\n|---|---|---|\\n|`account_id`|アンインストールしたショップオーナーのアカウントID|PA+8桁の整数|\\n|`application_charge_source_id`|プラン課金ID|数字と大文字アルファベットで構成される文字列(6桁以上)|\\n|`uninstalled_at`|アンインストール日時|整数値(UNIXタイムスタンプ)|\\n|`reason`|アンインストール理由| `by_shop_owner` (ショップオーナーによる)
`by_unpaid` (未払いによる) |\\n|`recurring_application_charge_id`|（買い切り以外の課金の場合）課金契約ID|数字と大文字アルファベットで構成される文字列(6桁以上)|\\n|`usage_charge`|（従量課金の場合）従量課金アンインストール情報|JSONオブジェクト|\\n\\nアンインストールフックの通知が伴うアンインストールは以下の操作のいずれかによって行われます。アンインストールの理由を `reason` パラメータで確認できます。\\n\\n|reasonパラメータの値|アンインストール理由|\\n|---|---|\\n|`by_shop_owner`|ショップオーナーによるアンインストール操作|\\n|`by_unpaid`|ポイント不足による利用料徴収の失敗による自動アンインストール|\\n\\n課金契約ID `recurring_application_charge_id` はインストールフックで通知したIDと同じIDが通知されます。\\n\\n料金プランが従量課金の場合、アンインストール後に従量課金データの作成を可能にするために、以下の情報を `usage_charge` パラメータとして送信します。\\nアンインストール後はOAuthのアクセストークンが無効化されているため、アクセストークンを利用して従量課金APIを呼び出すことができなくなります。\\nアンインストール後はアクセストークンの代わりに `api_token` をリクエストヘッダーに含め、従量課金APIを呼び出してください。\\n無料お試し期間中にアプリがアンインストールされた場合は、`api_token` は発行されません。\\n詳しくは、[従量課金データの作成](https://app.shop-pro.jp/open_api#operation/createUsageCharge)を参照してください。\\n`api_token` を利用した従量課金APIの呼び出しは、ポイント締め日 `closing_on` までとなっておりますので、ご注意ください。\\n\\n|パラメータ|機能|形式|\\n|---|---|---|\\n|`api_token`|アンインストール後に従量課金APIを利用いただくために必要な情報|文字列|\\n|`closing_on`|ポイント締め日|整数値(UNIXタイムスタンプ)|\\n\\n通常、 `closing_on` は、アンインストール直前まで利用されていた契約の期間の月末となります。以下に例を示します。\\n\\n|アンインストール日|直前まで利用されていた契約の期間|closing_on の示す日時|\\n|---|---|---|\\n|2021/01/09|2021/12/10〜2021/01/09|2021/01/31|\\n|2021/01/10|2021/01/10〜2021/02/09|2021/02/28|\\n\\n従量課金の場合のユーザーの契約期間については[こちら](https://shop-pro.jp/manual/appstore_fee)をご参照ください\\n\\nアンインストールフックの例を以下に示します。\\n\\n例) 買い切りの場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"Q21GPC\\\",\\n \\\"uninstalled_at\\\": 1552022739,\\n \\\"reason\\\": \\\"by_shop_owner\\\"\\n}\\n```\\n\\n例) 月額課金の場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"EW3V21\\\",\\n \\\"recurring_application_charge_id\\\": \\\"F3RN9A\\\",\\n \\\"uninstalled_at\\\": 1552022740,\\n \\\"reason\\\": \\\"by_shop_owner\\\"\\n}\\n```\\n\\n例) 従量課金を含む月額課金の場合\\n```\\n{\\n \\\"account_id\\\": \\\"PA00000001\\\",\\n \\\"application_charge_source_id\\\": \\\"WA37CA\\\",\\n \\\"recurring_application_charge_id\\\": \\\"F3WQ1S\\\",\\n \\\"uninstalled_at\\\": 1552022740,\\n \\\"reason\\\": \\\"by_shop_owner\\\",\\n \\\"usage_charge\\\": {\\n \\\"api_token\\\": \\\"token\\\",\\n \\\"closing_on\\\": 1552533465\\n }\\n}\\n```\\n\\n### アンインストールフックのリトライ\\nステータスコード `200` のレスポンスをカラーミーショップが受け取れない場合は、ステータスコード `200` をカラーミーショップが受け取るまで、以下の条件で再度アンインストール情報を送信します。\\nなお、カラーミーショップによるアンインストール処理は、アンインストールフックの送信結果の成否によらず、アンインストールが実行されたときに完了します。\\n\\n- 2時間30分ごとにアンインストールフックの仕様に基づき再送します\\n- 最大で合計19回再送します\\n- すべての再送の試行でステータスコード `200` をカラーミーショップが受け取れない場合は、公認デベロッパー申請時に登録されたメールアドレス宛にメールを送信します\\n\\n## インストール・アンインストールフックの署名検証\\n`X-Appstore-Signature` リクエストヘッダーに含まれる署名を検証して、リクエストがカラーミーショップから送信されたことを確認することを推奨します。\\n\\n検証の手順は以下のとおりです。\\n\\n1. カラーミーショップが発行した `webhook_secret` を秘密鍵として、HMAC-SHA256アルゴリズムを使用してリクエストボディのダイジェスト値を取得します。\\n2. ダイジェスト値をBase64エンコードした値とリクエストヘッダーに付与された署名( `X-Appstore-Signature` の値）が一致することを確認します。\\n\\n\\nサンプルコード(ruby)\\n```ruby\\nWEBHOOK_SECRET = 'my_webhook_secret'\\n\\npayload_body = request.body.read\\nsignature = Base64.strict_encode64(OpenSSL::HMAC.digest('sha256', WEBHOOK_SECRET, payload_body))\\nActiveSupport::SecurityUtils.secure_compare(signature, request.env['HTTP_X_APPSTORE_SIGNATURE'])\\n```\\n\",\"termsOfService\":\"https://api.shop-pro.jp/developers/tos\",\"title\":\"カラーミーショップアプリストア API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-description-language\":\"jp\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_static-www.shop-pro.jp_img_cms_components_cms_header_cms_header_brand.svg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.shop-pro.jp/appstore//v1/open_api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"shop-pro.jp\"},\"updated\":\"2021-07-12T10:31:14.269Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shop-pro.jp/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shop-pro.jp/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"shorten.rest\",\"value\":{\"added\":\"2020-03-23T14:14:07.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2020-03-23T14:14:07.000Z\",\"info\":{\"description\":\"## Introduction\\n\\n\\nThe Shorten.rest API allows you to programmatically create short URLs (an 'alias') for longer URL (a 'destination').\\n\\nEach alias you create can be used to redirect the end user (person clicking on the link) to one or more destination URLs\\n\\nA default destination is always set and specific destinations can be set to redirect the end user to preferred destinations based on the user's geographical location (country) and device Operating System.\\n\\nIn order to use the Shorten.Rest URL Shortening API you can choose to bind your own branded domain, sub-domain or to use our default domain - Short.FYI \\n\\n ### Destination Matching \\n\\n When creating or editing a short URL ('alias') you can choose to specify a destination for each country and OS ([Supported OSes list](#tag/OperatingSystems)) combination. \\n\\n When a user clicks on the short link, Shorten.rest will examine the end user's country (determined by User's IP) and OS (User agent) and match the most suitable destination for each user. \\n\\n (*) If no destination is set for a specific request combination Shorten.rest will use the default destination that exists within each short URL \\n\\n (**) BRANDED DOMAINS: If the requested alias does not exist in our database - Shorten.rest will redirect the user to the default fallback you set within your dashboard under the \\u2018Alias Not Found Page Url\\u2019 value for a custom domain. \\n\\n (***) Operating System (OS) destinations are stronger than a country destination! \\n For example - if you have a custom landing page that is targeting people in the USA and a second landing page that is hyper focused for people who use iOS devices - a person clicking on your link in the USA that is on an iPhone will be redirected to the iOS landing page, while all other devices will be redirected to the USA landing page. \\n\\n | OS | Country | Destination |\\n| :------------: |:---------------:| -----|\\n| iOS | | YourDestination.com/ios |\\n| | US | YourDestination.com/usa | \\n\\n Shorten.rest will choose the YourDestination.com/ios url as the most suitable destination.\\n\\n ### Branded Domain Attributes \\n\\n When setting up your custom domain you can include optional metatags and snippets ([Supported snippets list](#tag/Snippets)). These parameters (such as retargeting, tracking and conversion pixels) are populated and fired on click - at the time of the redirect. \\n\\n By default the parameters you set in the domain setting will be included in all Short URLs associated with that domain. \\n\\n You can always override the domain defaults for each URL by passing the appropriate variables when creating or updating a short URL \\n\\n ### Setting a Custom string for an Alias (short.fyi/alias) \\n\\n While creating a short URL you can specify which domain to use. You can choose to use your own branded domain or our default domain - Short.fyi. \\n\\n Each Alias is unique within a domain they are related to. This means that if multiple accounts use you the same domain (for example short.fyi), if an alias is already taken you may not create a new destination for it.\\n\\n That said - If you would like to use a specific alias which is already taken - the only way to do so is to create it on a new domain you own and have attached to your Shorten.rest account. \\n\\n ### Random Aliases \\n\\n By default - unless you specify a vanity URI for your alias each URL that is shortened on our platform will have a random string generated by the API. This means that if the 'alias' attribute of a /aliases POST request is not provided, or is an empty string, a random string of seven characters will be generated and returned as part of the POST response. \\n\\n You can also place the @**rnd** macro within the alias field when you create a new alias, for example /vanity/@rnd, which might return an alias like /vanity/ZMAefRt, or /vanity@rnd, which might produce something like /vanityMRtvxadf. Only the first @rnd in an alias attribute will be replaced. \\n\\n ### NOTES \\n\\n ( * ) All methods of the Shorten.REST API require that your API key be provided in **x-api-key** header. \\n\\n (**) All API parameters are case sensitive\",\"title\":\"Shorten.REST API Documentation\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-logo\":{\"backgroundColor\":\"rgb(236, 236, 236)\",\"href\":\"https://shorten.rest\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_docs.shorten.rest_assets_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://docs.shorten.rest/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"shorten.rest\"},\"externalDocs\":{\"description\":\"Visit main site\",\"url\":\"https://shorten.rest\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shorten.rest/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shorten.rest/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"shotstack.io\",\"value\":{\"added\":\"2021-02-01T20:55:32.226Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2021-02-01T20:55:32.226Z\",\"info\":{\"description\":\"Shotstack is a video, image and audio editing service that allows for the automated generation of videos, images and audio using JSON and a RESTful API.\\n\\nYou arrange and configure an edit and POST it to the API which will render your media and provide a file location when complete.\\n\\nFor more details visit [shotstack.io](https://shotstack.io) or checkout our [getting started](https://shotstack.gitbook.io/docs/guides/getting-started) documentation.\\nThere are two main API's, one for editing and generating assets (Edit API) and one for managing hosted assets (Serve API).\\n\\nThe Edit API base URL is: https://api.shotstack.io/{version}\\n\\nThe Serve API base URL is: https://api.shotstack.io/serve/{version}\",\"title\":\"Shotstack\",\"version\":\"v1\",\"x-apisguru-categories\":[\"media\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shotstack/oas-api-definition/main/api.oas3.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"shotstack.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-02T08:20:08.766Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shotstack.io/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shotstack.io/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"shutterstock.com\",\"value\":{\"added\":\"2019-09-27T07:40:09.000Z\",\"preferred\":\"1.1.5\",\"versions\":[{\"key\":\"1.1.5\",\"value\":{\"added\":\"2019-09-27T07:40:09.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"Shutterstock\"},\"description\":\"The Shutterstock API provides access to Shutterstock's library of media, as well as information about customers' accounts and the contributors that provide the media.\",\"title\":\"Shutterstock API Explorer\",\"version\":\"1.1.5\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Shutterstock_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api-explorer.shutterstock.com/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"shutterstock.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/shutterstock.com/1.1.5/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/shutterstock.com/1.1.5/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"signl4.com\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2020-07-10T08:57:08.681Z\",\"info\":{\"contact\":{\"url\":\"https://www.signl4.com/feedback-we-love-hear-from-you/\",\"x-twitter\":\"signl4me\"},\"description\":\"

Use our API for systems integration or to build your own use cases. Sample scenarios include but are not limited to:

  • 2-way integration: Triggering of Signls and updates in the third party systems when alert state changes occur
  • Retrieving alarms for logging purposes
  • Calendar integrations: Creation and management of on-call duties
  • Punch users in and out based on external calendars
  • etc.

AUTHENTICATION
Using the API requires an API key, which you can generate in the SIGNL4 portal under 'Developers'.
This key must then be specified in a special header in every HTTP request.
This header is called X-S4-Api-Key.

The base URL of the API is https://connect.signl4.com/api/.
Copyright © Derdack GmbH

\",\"license\":{\"name\":\"Derdack GmbH\",\"url\":\"https://www.signl4.com\"},\"title\":\"SIGNL4 API\",\"version\":\"v1\",\"x-apisguru-categories\":[\"messaging\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://connect.signl4.com/api/docs/v1/swagger.json\",\"version\":\"3.0\"}],\"x-providerName\":\"signl4.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/signl4.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/signl4.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"simplyrets.com\",\"value\":{\"added\":\"2015-11-11T23:36:53.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-11-11T23:36:53.000Z\",\"info\":{\"description\":\"The SimplyRETS API is an exciting step towards making it easier for\\ndevelopers and real estate agents to build something awesome with\\nreal estate data!\\n\\nThe documentation below makes live requests to our API using the\\ntrial data. To get set up with the API using live MLS data, you\\nmust have RETS credentials from your MLS, which you can then use to\\ncreate an app with SimplyRETS. For more information on that\\nprocess, please see our [FAQ](https://simplyrets.com/faq), [Getting\\nStarted](https://simplyrets.com/blog/getting-set-up.html) page, or\\n[contact us](https://simplyrets.com/\\\\#home-contact).\\n\\nBelow you'll find the API endpoints, query parameters, response bodies,\\nand other information about using the SimplyRETS API. You can run\\nqueries by clicking the 'Try it Out' button at the bottom of each\\nsection.\\n\\n### Authentication\\nThe SimplyRETS API uses Basic Authentication. When you create an\\napp, you'll get a set of API credentials to access your\\nlistings. If you're trying out the test data, you can use\\n`simplyrets:simplyrets` for connecting to the API.\\n\\n### Media Types\\nThe SimplyRETS API uses the `Accept` header to allow clients to\\ncontrol media types (content versions). We maintain backwards\\ncompatibility with API clients by allowing them to specify a\\ncontent version. We highly recommend setting and explicity media\\ntype when your application reaches production. Both the structure\\nand content of our API response bodies is subject to change so we\\ncan add new features while respecting the stability of applications\\nwhich have already been developed.\\n\\nTo always use the latest SimplyRETS content version, simply use\\n`application/json` in your application `Accept` header.\\n\\nIf you want to pin your clients media type to a specific version,\\nyou can use the vendor-specific SimplyRETS media type, e.g.\\n`application/vnd.simplyrets-v0.1+json\\\"`\\n\\nTo view all valid content-types for making an `OPTIONS`, make a\\nrequest to the SimplyRETS api root\\n\\n`curl -XOPTIONS -u simplyrets:simplyrets https://api.simplyrets.com/`\\n\\nThe default media types used in our API responses may change in the\\nfuture. If you're building an application and care about the\\nstability of the API, be sure to request a specific media type in the\\nAccept header as shown in the examples below.\\n\\nThe wordpress plugin automatically sets the `Accept` header for the\\ncompatible SimplyRETS media types.\\n\\n### Pagination\\n\\nTo paginate through listings, start your query with these\\nparameters: 'limit=500&lastId=0'. The 'lastId' is the important\\npart, you can use any limit up to 500. When you receive the\\nresponse from the API with the results, check the 'Link' header for\\nthe 'next' link. That link is pre-built to access the next 'page'\\nof listings. Alternatively, you can use the last listing's 'mlsId'\\nfrom the previous request and use that in the next query. For\\nexample:\\n\\nFirst query:\\n\\ncurl -u username:password 'https://api.simplyrets.com/properties?limit=500&lastId=0'\\n\\nIf the 'mlsId' in the last listing of the results is '1234567', then the next query will be:\\n\\ncurl -u username:password 'https://api.simplyrets.com/properties?limit=500&lastId=1234567'\\n\\n...and so one until you have reached the final page of listings.\\n\\nThere a few pieces of useful information about each request stored\\nin the HTTP Headers:\\n\\n- `X-Total-Count` shows you the total amount of listings that match\\n your current query.\\n- `Link` contains pre-built pagination links for accessing the next\\n'page' of listings that match your query.\\n\\n### RETS Vendor Compliance\\n\\nMany RETS vendors have strict requirements for showing disclaimers\\nwith specific information embedded. For example, in many areas it's\\nrequired to show the timestamp of the time the listings were\\nrefreshed inside a disclaimer or on a listing page.\\n\\nThe timestamp of the last listing refresh timestamp can be found in\\none of two spots:\\n\\n- The `X-SimplyRETS-LastUpdate` header from `GET /properties` or `GET /properties/{mlsId}`\\n\\n- Calling the API root `/` or properties api endpoint `/properties`\\n with an OPTIONS request\\n\\n - `OPTIONS /`\\n\\n This request will show the last update timestamp for all RETS\\n vendors associated with your application. Look for the\\n `updates` list in the JSON response.\\n\\n - `OPTIONS /properties`\\n\\n Using this request, look for the `lastUpdate` field in the JSON\\n response.\\n\",\"title\":\"SimplyRETS\",\"version\":\"1.0.0\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://docs.simplyrets.com/api/assets/resources.json\",\"version\":\"2.0\"}],\"x-providerName\":\"simplyrets.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2019-02-13T10:31:07.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/simplyrets.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/simplyrets.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"skynewz-api-fortnite.herokuapp.com\",\"value\":{\"added\":\"2018-11-15T08:29:42.000Z\",\"preferred\":\"3.1.5\",\"versions\":[{\"key\":\"3.1.5\",\"value\":{\"added\":\"2018-11-15T08:29:42.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"FortniteGame\"},\"description\":\"REST API about Fortnite game\",\"title\":\"FORTNITE REST API\",\"version\":\"3.1.5\",\"x-apisguru-categories\":[\"entertainment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_FortniteGame_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/SkYNewZ/rest-fornite-api/develop/src/public/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"skynewz-api-fortnite.herokuapp.com\",\"x-unofficialSpec\":true},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/skynewz-api-fortnite.herokuapp.com/3.1.5/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/skynewz-api-fortnite.herokuapp.com/3.1.5/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"slack.com\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"1.7.0\",\"versions\":[{\"key\":\"1.7.0\",\"value\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"contact\":{\"name\":\"Slack developer relations\",\"url\":\"https://api.slack.com/support\"},\"description\":\"One way to interact with the Slack platform is its HTTP RPC-based Web API, a collection of methods requiring OAuth 2.0-based user, bot, or workspace tokens blessed with related OAuth scopes.\",\"title\":\"Slack Web API\",\"version\":\"1.7.0\",\"x-apisguru-categories\":[\"collaboration\",\"messaging\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_static.tumblr.com_wvuzcz9_LlKncfhmp_slack_logo_240.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/slackapi/slack-api-specs/master/web-api/slack_web_openapi_v2.json\",\"version\":\"3.0\"}],\"x-providerName\":\"slack.com\"},\"externalDocs\":{\"description\":\"Learn more about the Slack Web API\",\"url\":\"https://api.slack.com/web\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/slack.com/1.7.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/slack.com/1.7.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"slicebox.local\",\"value\":{\"added\":\"2018-03-07T13:58:07.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2018-03-07T13:58:07.000Z\",\"info\":{\"contact\":{\"url\":\"http://github.org/slicebox/slicebox\"},\"description\":\"Slicebox - safe sharing of medical images\",\"license\":{\"name\":\"Apache 2.0 License\",\"url\":\"http://opensource.org/licenses/Apache-2.0\"},\"title\":\"Slicebox API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"collaboration\"],\"x-logo\":{\"backgroundColor\":\"#FFFFFF\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars0.githubusercontent.com_u_12760279.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://slicebox.github.io/slicebox-api/swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"slicebox.local\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/slicebox.local/2.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/slicebox.local/2.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"slideroom.com\",\"value\":{\"added\":\"2015-06-13T00:30:21.000Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2015-06-13T00:30:21.000Z\",\"info\":{\"description\":\"SlideRoom provides a RESTful API for exporting data out of your organizations SlideRoom account.\",\"title\":\"SlideRoom API V2\",\"version\":\"v2\",\"x-logo\":{\"backgroundColor\":\"#000000\",\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.slideroom.com_wp-content_themes_slideroom_assets_img_slideroom-by-liaison-logo-white.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.slideroom.com/schema/v2\",\"version\":\"2.0\"}],\"x-providerName\":\"slideroom.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/slideroom.com/v2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/slideroom.com/v2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"smart-me.com\",\"value\":{\"added\":\"2015-09-24T14:03:16.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2015-09-24T14:03:16.000Z\",\"info\":{\"description\":\"With the smart-me REST API you get Access to all your devices in the smart-me Cloud and you can add your own devices. So its an easy way to add the smart-me Cloud support to your Hardware or Software Product.\",\"title\":\"smart-me\",\"version\":\"v1\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_smart-me.com_Images_bootstrap_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://smart-me.com/swagger/docs/v1\",\"version\":\"3.0\"}],\"x-providerName\":\"smart-me.com\"},\"updated\":\"2021-08-16T08:03:09.471Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/smart-me.com/v1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/smart-me.com/v1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"sms77.io\",\"value\":{\"added\":\"2021-05-27T08:57:20.802Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-05-27T08:57:20.802Z\",\"info\":{\"contact\":{\"email\":\"support@sms77.io\",\"name\":\"Support\",\"url\":\"https://sms77.io/en/company/contact\"},\"description\":\"sms77.io Swagger API. Get your API-Key now at sms77.io.\",\"license\":{\"name\":\"Licensed by Apache 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0.html\"},\"termsOfService\":\"https://sms77.io/en/company/terms/\",\"title\":\"sms77.io API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"telecom\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.sms77.io_wp-content_uploads_integrationen_sms77_logo.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/sms77io/api-schemes/master/json/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"sms77.io\"},\"externalDocs\":{\"description\":\"Find out more about the Sms77.io SMS gateway.\",\"url\":\"https://sms77.io/en/docs/gateway/http-api\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sms77.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sms77.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"snyk.io\",\"value\":{\"added\":\"2021-01-18T16:45:49.024Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-01-18T16:45:49.024Z\",\"info\":{\"description\":\"The Snyk API is available to customers on [paid plans](https://snyk.io/plans) and allows you to programatically integrate with Snyk.\\n\\n## API vs CLI vs Snyk integration\\n\\nThe API detailed below has the ability to test a package for issues, as they are defined by Snyk. It is important to note that for many package managers, using this API will be less accurate than running the [Snyk CLI](https://snyk.io/docs/using-snyk) as part of your build pipe, or just using it locally on your package. The reason for this is that more than one package version fit the requirements given in manifest files. Running the CLI locally tests the actual deployed code, and has an accurate snapshot of the dependency versions in use, while the API can only infer it, with inferior accuracy. It should be noted that the Snyk CLI has the ability to output machine-readable JSON output (with the `--json` flag to `snyk test`).\\n\\nA third option, is to allow Snyk access to your development flow via the existing [Snyk integrations](https://snyk.io/docs/). The advantage to this approach is having Snyk monitor every new pull request, and suggest fixes by opening new pull requests. This can be achieved either by integrating Snyk directly to your source code management (SCM) tool, or via a broker to allow greater security and auditability.\\n\\nIf those are not viable options, this API is your best choice.\\n\\n## API url\\n\\nThe base URL for all API endpoints is https://snyk.io/api/v1/\\n\\n## Authorization\\n\\nTo use this API, you must get your token from Snyk. It can be seen on https://snyk.io/account/ after you register with Snyk and login.\\n\\nThe token should be supplied in an `Authorization` header with the token, preceded by `token`:\\n\\n```http\\nAuthorization: token API_KEY\\n```\\n\\nOtherwise, a 401 \\\"Unauthorized\\\" response will be returned.\\n\\n```http\\nHTTP/1.1 401 Unauthorized\\n\\n {\\n \\\"code\\\": 401,\\n \\\"error\\\": \\\"Not authorised\\\",\\n \\\"message\\\": \\\"Not authorised\\\"\\n }\\n```\\n\\n## Overview and entities\\n\\nThe API is a REST API. It has the following entities:\\n\\n### Test result\\n\\nThe test result is the object returned from the API giving the results of testing a package for issues. It has the following fields:\\n\\n| Property | Type | Description | Example |\\n|----------------:|---------|-------------------------------------------------------|-----------------------------------------------------------------|\\n| ok | boolean | Does this package have one or more issues? | false |\\n| issues | object | The issues found. See below for details. | See below |\\n| dependencyCount | number | The number of dependencies the package has. | 9 |\\n| org | object | The organization this test was carried out for. | {\\\"name\\\": \\\"anOrg\\\", \\\"id\\\": \\\"5d7013d9-2a57-4c89-993c-0304d960193c\\\"} |\\n| licensesPolicy | object | The organization's licenses policy used for this test | See in the examples |\\n| packageManager | string | The package manager for this package | \\\"maven\\\" |\\n| | | | |\\n\\n### Issue\\n\\nAn issue is either a vulnerability or a license issue, according to the organization's policy. It has the following fields:\\n\\n| Property | Type | Description | Example |\\n|---------------:|---------------|----------------------------------------------------------------------------------------------------------------------------|----------------------------------------|\\n| id | string | The issue ID | \\\"SNYK-JS-BACKBONE-10054\\\" |\\n| url | string | A link to the issue details on snyk.io | \\\"https://snyk.io/vuln/SNYK-JS-BACKBONE-10054 |\\n| title | string | The issue title | \\\"Cross Site Scripting\\\" |\\n| type | string | The issue type: \\\"license\\\" or \\\"vulnerability\\\". | \\\"license\\\" |\\n| paths | array | The paths to the dependencies which have an issue, and their corresponding upgrade path (if an upgrade is available). [More information about from and upgrade paths](#introduction/overview-and-entities/from-and-upgrade-paths) | [
  {
    \\\"from\\\": [\\\"a@1.0.0\\\", \\\"b@4.8.1\\\"],
    \\\"upgrade\\\": [false, \\\"b@4.8.2\\\"]
  }
] |\\n| package | string | The package identifier according to its package manager | \\\"backbone\\\", \\\"org.apache.flex.blazeds:blazeds\\\"|\\n| version | string | The package version this issue is applicable to. | \\\"0.4.0\\\" |\\n| severity | string | The Snyk defined severity level: \\\"critical\\\", \\\"high\\\", \\\"medium\\\" or \\\"low\\\". | \\\"high\\\" |\\n| language | string | The package's programming language | \\\"js\\\" |\\n| packageManager | string | The package manager | \\\"npm\\\" |\\n| semver | array[string] OR map[string]array[string] | One or more [semver](https://semver.org) ranges this issue is applicable to. The format varies according to package manager. | [\\\"<0.5.0, >=0.4.0\\\", \\\"<0.3.8, >=0.3.6\\\"] OR { \\\"vulnerable\\\": [\\\"[2.0.0, 3.0.0)\\\"], \\\"unaffected\\\": [\\\"[1, 2)\\\", \\\"[3, )\\\"] } |\\n\\n### Vulnerability\\n\\nA vulnerability in a package. In addition to all the fields present in an issue, a vulnerability also has these fields:\\n\\nProperty | Type | Description | Example |\\n----------------:|---------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------|\\n publicationTime | Date | The vulnerability publication time | \\\"2016-02-11T07:16:18.857Z\\\" |\\n disclosureTime | Date | The time this vulnerability was originally disclosed to the package maintainers | \\\"2016-02-11T07:16:18.857Z\\\" |\\n isUpgradable | boolean | Is this vulnerability fixable by upgrading a dependency? | true |\\n description | string | The detailed description of the vulnerability, why and how it is exploitable. Provided in markdown format. | \\\"## Overview\\\\n[`org.apache.logging.log4j:log4j-core`](http://search.maven.org/#search%7Cga%7C1%7Ca%3A%22log4j-core%22)\\\\nIn Apache Log4j 2.x before 2.8.2, when using the TCP socket server or UDP socket server to receive serialized log events from another application, a specially crafted binary payload can be sent that, when deserialized, can execute arbitrary code.\\\\n\\\\n# Details\\\\nSerialization is a process of converting an object into a sequence of bytes which can be persisted to a disk or database or can be sent through streams. The reverse process of creating object from sequence of bytes is called deserialization. Serialization is commonly used for communication (sharing objects between multiple hosts) and persistence (store the object state in a file or a database). It is an integral part of popular protocols like _Remote Method Invocation (RMI)_, _Java Management Extension (JMX)_, _Java Messaging System (JMS)_, _Action Message Format (AMF)_, _Java Server Faces (JSF) ViewState_, etc.\\\\n\\\\n_Deserialization of untrusted data_ ([CWE-502](https://cwe.mitre.org/data/definitions/502.html)), is when the application deserializes untrusted data without sufficiently verifying that the resulting data will be valid, letting the attacker to control the state or the flow of the execution. \\\\n\\\\nJava deserialization issues have been known for years. However, interest in the issue intensified greatly in 2015, when classes that could be abused to achieve remote code execution were found in a [popular library (Apache Commons Collection)](https://snyk.io/vuln/SNYK-JAVA-COMMONSCOLLECTIONS-30078). These classes were used in zero-days affecting IBM WebSphere, Oracle WebLogic and many other products.\\\\n\\\\nAn attacker just needs to identify a piece of software that has both a vulnerable class on its path, and performs deserialization on untrusted data. Then all they need to do is send the payload into the deserializer, getting the command executed.\\\\n\\\\n> Developers put too much trust in Java Object Serialization. Some even de-serialize objects pre-authentication. When deserializing an Object in Java you typically cast it to an expected type, and therefore Java's strict type system will ensure you only get valid object trees. Unfortunately, by the time the type checking happens, platform code has already created and executed significant logic. So, before the final type is checked a lot of code is executed from the readObject() methods of various objects, all of which is out of the developer's control. By combining the readObject() methods of various classes which are available on the classpath of the vulnerable application an attacker can execute functions (including calling Runtime.exec() to execute local OS commands).\\\\n- Apache Blog\\\\n\\\\n\\\\n## References\\\\n- [NVD](https://web.nvd.nist.gov/view/vuln/detail?vulnId=CVE-2017-5645)\\\\n- [jira issue](https://issues.apache.org/jira/browse/LOG4J2-1863)\\\\n\\\" |\\n isPatchable | boolean | Is this vulnerability fixable by using a Snyk supplied patch? | true |\\n isPinnable | boolean | Is this vulnerability fixable by pinning a transitive dependency | true |\\n identifiers | object | Additional vulnerability identifiers | {\\\"CWE\\\": [], \\\"CVE\\\": [\\\"CVE-2016-2402]} |\\n credit | string | The reporter of the vulnerability | \\\"Snyk Security Team\\\" |\\n CVSSv3 | string | Common Vulnerability Scoring System (CVSS) provides a way to capture the principal characteristics of a vulnerability, and produce a numerical score reflecting its severity, as well as a textual representation of that score. | \\\"CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N\\\" |\\n cvssScore | number | CVSS Score | 5.3 |\\n patches | array | Patches to fix this issue, by snyk | see \\\"Patch\\\" below. |\\n upgradePath | object | The path to upgrade this issue, if applicable | see below |\\n isPatched | boolean | Is this vulnerability patched? | false |\\n exploitMaturity | string | The snyk exploit maturity level\\n\\n#### Patch\\n\\nA patch is an object like this one:\\n\\n```json\\n{\\n \\\"urls\\\": [\\n \\\"https://snyk-patches.s3.amazonaws.com/npm/backbone/20110701/backbone_20110701_0_0_0cdc525961d3fa98e810ffae6bcc8e3838e36d93.patch\\\"\\n ],\\n \\\"version\\\": \\\"<0.5.0 >=0.3.3\\\",\\n \\\"modificationTime\\\": \\\"2015-11-06T02:09:36.180Z\\\",\\n \\\"comments\\\": [\\n \\\"https://github.com/jashkenas/backbone/commit/0cdc525961d3fa98e810ffae6bcc8e3838e36d93.patch\\\"\\n ],\\n \\\"id\\\": \\\"patch:npm:backbone:20110701:0\\\"\\n}\\n```\\n\\n### From and upgrade paths\\n\\nBoth from and upgrade paths are arrays, where each item within the array is a package `name@version`.\\n\\nTake the following `from` path:\\n\\n```\\n[\\n \\\"my-project@1.0.0\\\",\\n \\\"actionpack@4.2.5\\\",\\n \\\"rack@1.6.4\\\"\\n]\\n```\\n\\nAssuming this was returned as a result of a test, then we know:\\n\\n- The package that was tested was `my-project@1.0.0`\\n\\n- The dependency with an issue was included in the tested package via the direct dependency `actionpack@4.2.5`\\n\\n- The dependency with an issue was [rack@1.6.4](https://snyk.io/vuln/rubygems:rack@1.6.4)\\n\\nTake the following `upgrade` path:\\n\\n```\\n[\\n false,\\n \\\"actionpack@5.0.0\\\",\\n \\\"rack@2.0.1\\\"\\n]\\n```\\n\\nAssuming this was returned as a result of a test, then we know:\\n\\n- The package that was tested is not upgradable (`false`)\\n\\n- The direct dependency `actionpack` should be upgraded to at least version `5.0.0` in order to fix the issue\\n\\n- Upgrading `actionpack` to version `5.0.0` will cause `rack` to be installed at version `2.0.1`\\n\\nIf the `upgrade` path comes back as an empty array (`[]`) then this means that there is no upgrade path available which would fix the issue.\\n\\n### License issue\\n\\nA license issue has no additional fields other than the ones in \\\"Issue\\\".\\n\\n### Snyk organization\\n\\nThe organization in Snyk this request is applicable to. The organization determines the access rights, licenses policy and is the unit of billing for private projects.\\n\\nA Snyk organization has these fields:\\n\\nProperty | Type | Description | Example |\\n-----------:| ------ | ----------------------------- | -------------------------------------- |\\nname | string | The organization display name | \\\"deelmaker\\\" |\\nid | string | The ID of the organization | \\\"3ab0f8d3-b17d-4953-ab6d-e1cbfe1df385\\\" |\\n\\n## Errors\\n\\nThis is a beta release of this API. Therefore, despite our efforts, errors might occur. In the unlikely event of such an error, it will have the following structure as JSON in the body:\\n\\nProperty | Type | Description | Example |\\n-----------:| ------ | ----------------------------- | -------------------------------------- |\\nmessage | string | Error message with reference | Error calling Snyk api (reference: 39db46b1-ad57-47e6-a87d-e34f6968030b) |\\nerrorRef | V4 uuid | An error ref to contact Snyk with | 39db46b1-ad57-47e6-a87d-e34f6968030b |\\n\\nThe error reference will also be supplied in the `x-error-reference` header in the server reply.\\n\\nExample response:\\n\\n```http\\nHTTP/1.1 500 Internal Server Error\\nx-error-reference: a45ec9c1-065b-4f7b-baf8-dbd1552ffc9f\\nContent-Type: application/json; charset=utf-8\\nContent-Length: 1848\\nVary: Accept-Encoding\\nDate: Sun, 10 Sep 2017 06:48:40 GMT\\n```\\n\\n## Rate Limiting\\n\\nTo ensure resilience against increasing request rates, we are starting to introduce rate-limiting.\\nWe are monitoring the rate-limiting system to ensure minimal impact on users while ensuring system stability.\\nCurrent limit is up to 2000 requests per minute, per user. This limit is above industry standards, and is subject to change. As such, we recommend calls to the API are throttled regardless of the current limit.\\nAll requests above the limit will get a response with status code `429` - `Too many requests` until requests stop for the duration of the rate-limiting interval (currently a minute).\\n\\n## Consuming Webhooks\\n\\nWebhooks are delivered with a `Content-Type` of `application/json`, with the event payload as JSON in the request body. We also send the following headers:\\n\\n- `X-Snyk-Event` - the name of the event\\n\\n- `X-Snyk-Transport-ID` - a GUID to identify this delivery\\n\\n- `X-Snyk-Timestamp` - an ISO 8601 timestamp for when the event occurred, for example: `2020-09-25T15:27:53Z`\\n\\n- `X-Hub-Signature` - the HMAC hex digest of the request body, used to secure your webhooks and ensure the request did indeed come from Snyk\\n\\n- `User-Agent` - identifies the origin of the request, for example: `Snyk-Webhooks/XXX`\\n\\n---\\n\\nAfter your server is configured to receive payloads, it listens for any payload sent to the endpoint you configured. For security reasons, you should limit requests to those coming from Snyk.\\n\\n### Validating payloads\\n\\nAll transports sent to your webhooks have a `X-Hub-Signature` header, which contains the hash signature for the transport. The signature is a HMAC hexdigest of the request body, generated using sha256 and your `secret` as the HMAC key.\\n\\nYou could use a function in Node.JS such as the following to validate these signatures on incoming requests from Snyk:\\n\\n```javascript\\nimport * as crypto from 'crypto';\\n\\nfunction verifySignature(request, secret) {\\n const hmac = crypto.createHmac('sha256', secret);\\n const buffer = JSON.stringify(request.body);\\n hmac.update(buffer, 'utf8');\\n\\n const signature = `sha256=${hmac.digest('hex')}`;\\n\\n return signature === request.headers['x-hub-signature'];\\n}\\n```\\n\\n### Payload versioning\\n\\nPayloads may evolve over time, and so are versioned. Payload versions are supplied as a suffix to the `X-Snyk-Event` header. For example, `project_snapshot/v0` indicates that the payload is `v0` of the `project_snapshot` event.\\n\\nVersion numbers only increment when a breaking change is made; for example, removing a field that used to exist, or changing the name of a field. Version numbers do not increment when making an additive change, such as adding a new field that never existed before.\\n\\n**Note:** During the BETA phase, the structure of webhook payloads may change at any time, so we recommend you check the payload version.\\n\\n### Event types\\n\\nWhile consuming a webhook event, `X-Snyk-Event` header must be checked, as an end-point may receive multiple event types.\\n\\n#### ping\\n\\nThe ping event happens after a new webhook is created, and can also be manually triggered using the ping webhook API. This is useful to test that your webhook receives data from Snyk correctly.\\n\\nThe `ping` event makes the following request:\\n\\n```jsx\\nPOST /webhook-handler/snyk123 HTTP/1.1\\nHost: my.app.com\\nX-Snyk-Event: ping/v0\\nX-Snyk-Transport-ID: 998fe884-18a0-45db-8ae0-e379eea3bc0a\\nX-Snyk-Timestamp: 2020-09-25T15:27:53Z\\nX-Hub-Signature: sha256=7d38cdd689735b008b3c702edd92eea23791c5f6\\nUser-Agent: Snyk-Webhooks/044aadd\\nContent-Type: application/json\\n{ \\n \\\"webhookId\\\": \\\"d3cf26b3-2d77-497b-bce2-23b33cc15362\\\"\\n}\\n```\\n\\n#### project_snapshot\\n\\nThis event is triggered every time an existing project is tested and a new snapshot is created. It is triggered on every test of a project, whether or not there are new issues. This event is not triggered when a new project is created or imported.\\n\\n```jsx\\nPOST /webhook-handler/snyk123 HTTP/1.1\\nHost: my.app.com\\nX-Snyk-Event: project_snapshot/v0\\nX-Snyk-Transport-ID: 998fe884-18a0-45db-8ae0-e379eea3bc0a\\nX-Snyk-Timestamp: 2020-09-25T15:27:53Z\\nX-Hub-Signature: sha256=7d38cdd689735b008b3c702edd92eea23791c5f6\\nUser-Agent: Snyk-Webhooks/044aadd\\nContent-Type: application/json\\n{\\n \\\"project\\\": { ... }, // project object matching API responses\\n \\\"org\\\": { ... }, // org object matching API responses\\n \\\"group\\\": { ... }, // group object matching API responses\\n \\\"newIssues\\\": [], // array of issues object matching API responses\\n \\\"removedIssues\\\": [], // array of issues object matching API responses\\n}\\n```\\n\\n#### Detailed example of a payload\\n\\n##### project\\n\\nsee: [https://snyk.docs.apiary.io/#reference/projects](https://snyk.docs.apiary.io/#reference/projects)\\n\\n```tsx\\n\\\"project\\\": {\\n \\\"name\\\": \\\"snyk/goof\\\",\\n \\\"id\\\": \\\"af137b96-6966-46c1-826b-2e79ac49bbd9\\\",\\n \\\"created\\\": \\\"2018-10-29T09:50:54.014Z\\\",\\n \\\"origin\\\": \\\"github\\\",\\n \\\"type\\\": \\\"maven\\\",\\n \\\"readOnly\\\": false,\\n \\\"testFrequency\\\": \\\"daily\\\",\\n \\\"totalDependencies\\\": 42,\\n \\\"issueCountsBySeverity\\\": {\\n \\\"low\\\": 13,\\n \\\"medium\\\": 8,\\n \\\"high\\\": 4\\n },\\n \\\"imageId\\\": \\\"sha256:caf27325b298a6730837023a8a342699c8b7b388b8d878966b064a1320043019\\\",\\n \\\"imageTag\\\": \\\"latest\\\",\\n \\\"imageBaseImage\\\": \\\"alpine:3\\\",\\n \\\"imagePlatform\\\": \\\"linux/arm64\\\",\\n \\\"imageCluster\\\": \\\"Production\\\",\\n \\\"hostname\\\": null,\\n \\\"remoteRepoUrl\\\": \\\"https://github.com/snyk/goof.git\\\",\\n \\\"lastTestedDate\\\": \\\"2019-02-05T08:54:07.704Z\\\",\\n \\\"browseUrl\\\": \\\"https://app.snyk.io/org/4a18d42f-0706-4ad0-b127-24078731fbed/project/af137b96-6966-46c1-826b-2e79ac49bbd9\\\",\\n \\\"importingUser\\\": {\\n \\\"id\\\": \\\"e713cf94-bb02-4ea0-89d9-613cce0caed2\\\",\\n \\\"name\\\": \\\"example-user@snyk.io\\\",\\n \\\"username\\\": \\\"exampleUser\\\",\\n \\\"email\\\": \\\"example-user@snyk.io\\\"\\n },\\n \\\"isMonitored\\\": false,\\n \\\"branch\\\": null,\\n \\\"tags\\\": [\\n {\\n \\\"key\\\": \\\"example-tag-key\\\",\\n \\\"value\\\": \\\"example-tag-value\\\"\\n }\\n ],\\n \\\"attributes\\\": {\\n \\\"criticality\\\": [\\n \\\"high\\\"\\n ],\\n \\\"environment\\\": [\\n \\\"backend\\\"\\n ],\\n \\\"lifecycle\\\": [\\n \\\"development\\\"\\n ]\\n },\\n \\\"remediation\\\": {\\n \\\"upgrade\\\": {},\\n \\\"patch\\\": {},\\n \\\"pin\\\": {}\\n }\\n}\\n```\\n\\n##### org\\n\\nsee: [https://snyk.docs.apiary.io/#reference/organizations](https://snyk.docs.apiary.io/#reference/organizations)\\n\\n```tsx\\n\\\"org\\\": {\\n \\\"name\\\": \\\"My Org\\\",\\n \\\"id\\\": \\\"a04d9cbd-ae6e-44af-b573-0556b0ad4bd2\\\",\\n \\\"slug\\\": \\\"my-org\\\",\\n \\\"url\\\": \\\"https://api.snyk.io/org/my-org\\\",\\n \\\"created\\\": \\\"2020-11-18T10:39:00.983Z\\\"\\n}\\n```\\n\\n##### group\\n\\nsee: [https://snyk.docs.apiary.io/#reference/groups](https://snyk.docs.apiary.io/#reference/groups)\\n\\n```tsx\\n\\\"group\\\": {\\n \\\"name\\\": \\\"ACME Inc.\\\",\\n \\\"id\\\": \\\"a060a49f-636e-480f-9e14-38e773b2a97f\\\"\\n}\\n```\\n\\n##### issue\\n\\nsee: https://snyk.docs.apiary.io/#reference/users/user-organization-notification-settings/list-all-aggregated-issues\\n\\n```tsx\\n{\\n \\\"id\\\": \\\"npm:ms:20170412\\\",\\n \\\"issueType\\\": \\\"vuln\\\",\\n \\\"pkgName\\\": \\\"ms\\\",\\n \\\"pkgVersions\\\": [\\n \\\"1.0.0\\\"\\n ],\\n \\\"issueData\\\": {\\n \\\"id\\\": \\\"npm:ms:20170412\\\",\\n \\\"title\\\": \\\"Regular Expression Denial of Service (ReDoS)\\\",\\n \\\"severity\\\": \\\"low\\\",\\n \\\"url\\\": \\\"https://snyk.io/vuln/npm:ms:20170412\\\",\\n \\\"description\\\": \\\"Lorem ipsum\\\",\\n \\\"identifiers\\\": {\\n \\\"CVE\\\": [],\\n \\\"CWE\\\": [\\n \\\"CWE-400\\\"\\n ],\\n \\\"ALTERNATIVE\\\": [\\n \\\"SNYK-JS-MS-10509\\\"\\n ]\\n },\\n \\\"credit\\\": [\\n \\\"Snyk Security Research Team\\\"\\n ],\\n \\\"exploitMaturity\\\": \\\"no-known-exploit\\\",\\n \\\"semver\\\": {\\n \\\"vulnerable\\\": [\\n \\\">=0.7.1 <2.0.0\\\"\\n ]\\n },\\n \\\"publicationTime\\\": \\\"2017-05-15T06:02:45Z\\\",\\n \\\"disclosureTime\\\": \\\"2017-04-11T21:00:00Z\\\",\\n \\\"CVSSv3\\\": \\\"CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\\\",\\n \\\"cvssScore\\\": 3.7,\\n \\\"language\\\": \\\"js\\\",\\n \\\"patches\\\": [\\n {\\n \\\"id\\\": \\\"patch:npm:ms:20170412:2\\\",\\n \\\"urls\\\": [\\n \\\"https://snyk-patches.s3.amazonaws.com/npm/ms/20170412/ms_071.patch\\\"\\n ],\\n \\\"version\\\": \\\"=0.7.1\\\",\\n \\\"comments\\\": [],\\n \\\"modificationTime\\\": \\\"2019-12-03T11:40:45.866206Z\\\"\\n }\\n ],\\n \\\"nearestFixedInVersion\\\": \\\"2.0.0\\\"\\n },\\n \\\"isPatched\\\": false,\\n \\\"isIgnored\\\": false,\\n \\\"fixInfo\\\": {\\n \\\"isUpgradable\\\": false,\\n \\\"isPinnable\\\": false,\\n \\\"isPatchable\\\": true,\\n \\\"nearestFixedInVersion\\\": \\\"2.0.0\\\"\\n },\\n \\\"priority\\\": {\\n \\\"score\\\": 399,\\n \\\"factors\\\": [\\n {\\n \\\"name\\\": \\\"isFixable\\\",\\n \\\"description\\\": \\\"Has a fix available\\\"\\n },\\n {\\n \\\"name\\\": \\\"cvssScore\\\",\\n \\\"description\\\": \\\"CVSS 3.7\\\"\\n }\\n ]\\n }\\n}\\n```\",\"title\":\"Snyk API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://snyk.docs.apiary.io/api-description-document\",\"version\":\"2.0\"}],\"x-providerName\":\"snyk.io\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/snyk.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/snyk.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"solarvps.com\",\"value\":{\"added\":\"2015-07-19T21:19:14.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-07-19T21:19:14.000Z\",\"info\":{\"contact\":{\"email\":\"support@solarvps.com\"},\"description\":\"This is the Solar VPS Public API. You can find more at http://www.solarvps.com\",\"title\":\"Solar VPS\",\"version\":\"1.0.0\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_solarvps.com_wp-content_themes_solarvps_images_logo-footer@2x.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://api.ss.solarvps.com/api-docs\",\"version\":\"1.2\"}],\"x-providerName\":\"solarvps.com\"},\"updated\":\"2019-09-29T16:13:21.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/solarvps.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/solarvps.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"sonar.trading\",\"value\":{\"added\":\"2018-11-15T08:07:20.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-11-15T08:07:20.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"tradingsonar\"},\"description\":\"Currency Authority: Exchange Rate of 1453 country currencies and crypto currencies\",\"title\":\"Sonar Trading\",\"version\":\"1.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_tradingsonar_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://sonar.trading/docs/api-docs.json\",\"version\":\"2.0\"}],\"x-providerName\":\"sonar.trading\"},\"updated\":\"2018-11-15T08:07:20.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/sonar.trading/1.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/sonar.trading/1.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"soundcloud.com\",\"value\":{\"added\":\"2021-05-19T09:17:01.282Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-05-19T09:17:01.282Z\",\"info\":{\"contact\":{\"name\":\"API issue tracker\",\"url\":\"https://github.com/soundcloud/api\"},\"termsOfService\":\"https://developers.soundcloud.com/docs/api/terms-of-use\",\"title\":\"SoundCloud Public API Specification\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"media\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_a-v2.sndcdn.com_assets_images_sc-icons_ios-a62dfc8fe7.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://gist.githubusercontent.com/MikeRalphson/a9eb3040cb611121b568844958564849/raw/d0996b827b9eb2ae4fa946b9aacf02b03dc3d933/openapi.json\",\"version\":\"3.0\"}],\"x-providerName\":\"soundcloud.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/soundcloud.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/soundcloud.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"spectrocoin.com\",\"value\":{\"added\":\"2015-06-16T18:11:52.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-06-16T18:11:52.000Z\",\"info\":{\"contact\":{\"name\":\"info@spectrocoin.com\"},\"description\":\"This is an API designed for merchants who 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Introduction

\\n

Taxrates.io is a global tax rate service that automates the management of monitoring tax rates changes in 181 countries. We monitor over 14,000 US sales tax, VAT, GST rates for you and make updates via our API so you always have the most update tax rates.

\\n

You can use Taxrates.io as a virtual sandbox where we provide you with 30 days free trial.

\\n

Countries

\\n

We currently support the following countries around the world. If you would like to request the addition of a new country, please email us at support@taxrates.io

\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
AfghanistanGambiaNicaragua
AlbaniaGeorgiaNiger
AndorraGermanyNigeria
AngolaGhanaNorth Korea
Antigua and BarbudaGreeceNorway
ArgentinaGrenadaPakistan
ArmeniaGuamPalestine
ArubaGuatemalaPanama
AustraliaGuineaPapua New Guinea
AustriaGuyanaParaguay
AzerbaijanHaitiPeru
BahamasHondurasPhilippines
BangladeshHungaryPoland
BarbadosIcelandPortugal
BelarusIndiaPuerto Rico
BelgiumIndonesiaRepublic of the Congo
BelizeIranRomania
BeninIrelandRussian Federation
BhutanIsle of ManRwanda
BoliviaIsraelSamoa
BonaireItalySenegal
Bosnia and HerzegovinaJapanSerbia
BotswanaJerseySeychelles
BrazilJordanSierra Leone
BulgariaJordanSingapore
Burkina FasoKazakhstanSlovakia
BurundiKenyaSlovenia
CambodiaKiribatiSolomon Islands
CameroonKosovoSomalia
Cape VerdeKyrgyzstanSouth Africa
Central African RepublicLaosSouth Korea
ChadLatviaSouth Sudan
ChileLebanonSpain
ChinaLesothoSri Lanka
ColumbiaLiberiaSt Lucia
ComorosLiechtensteinSudan
Cook IslandsLithuaniaSuriname
Costa RicaLuxembourgSwaziland
Cote d'IvoireMacedoniaSweden
CroatiaMadagascarSwitzerland
CubaMalawiTahiti
CuracaoMalaysiaTaiwan
CyprusMaldivesTajikistan
Czech RepublicMaliTanzania
Democratic Republic of the CongoMaltaThailand
DenmarkMauritaniaTogo
DjboutiMauritiusTonga
DominicaMexicoTrinidad and Tobago
Dominican RepublicMicronesiaTunisia
EcuadorMoldovaTurkmenistan
EgyptMonacoTuvalu
El SalvadorMongoliaUganda
Equatorial GuineaMontenegroUkraine
EritreaMoroccoUnited Kingdom
EstoniaMozambiqueUnited States
EthiopiaMyanmarUruguay
FijiNamibiaVanuatu
FinlandNepalVenezuela
FranceNetherlandsVietnam
GabonNew ZealandYemen
\\n

Products codes

\\n

The Taxrates.io API\\u2019s provides product-level tax rates for a subset of product codes. These codes are to be used for products that are either exempt from tax in some jurisdictions or are taxed at reduced rates.

\\n

We will be expanding support for additional, less common categories over time. If you would like to request the addition of a new product category, please email us at support@taxrates.io

\\n

Please select a product code/s when making a request to the Taxrates.io API

\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n
Product codeProduct Description
C010Services which are not subject to a service-specific tax
C011Software - Downloaded
C012Books - Downloaded
C011Music - Downloaded
C011Movies/Digital Video - Downloaded
C011Other Electronic Goods - Downloaded
C011Streaming Music/Audio Services new
C011Streaming Video Services new
C018Software as a Services, Generally (Remote Access to Hosted Software)
C018Remote Access to Hosted Software - Personal Use
C018Remote Access to Hosted Software - Business Use
C021Remote Access to Hosted Business Custom Applications
C021Personal Cloud Storage/Backup
C021Business Cloud Storage/Backup
C021Business Data Warehouses
C022Infrastructure as Service, Generally
C022Ecommerce Site/Webserver Hosting
C022Provision of Virtual Computing Capacity
C022Software - package or canned program
C022Software - modifications to canned program
C022Software - custom programs - material
C022Software - custom programs - professional serv.
C022Information services
C022Data processing services
C022Mainframe computer access and processing serv.
C022Online Data processing services
\\n

Filtering

\\n

When calling the API endpoints you can use 'filter' parameters to get tax rate for the selected type. You can get the following tax types (Each tax rate will always have one of following types)

\\n

US Sales tax Rates

\\n
    \\n
  1. CombinedRate
    2. \\n
  2. StateRate
    3. \\n
  3. CountyRate
    4. \\n
  4. CityRate
    5. \\n
  5. SpecialRate
    6. \\n
\\n

We recommend using Postman when discovering our API. Happy using!

\\n

Rate Limiting

\\n

We limit API requests.

\\n

If you\\u2019re exceeding this rate and encountering 429 errors, review the following:

\\n
    \\n
  • Only make requests in states / regions where you have enabled.
    • \\n
  • Cache responses if the order details haven\\u2019t changed since the last calculation at checkout.
    • \\n
\\n

Errors

\\n

The Taxrates.io API uses the following error codes:

\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n
CodeError Message
400Bad Request \\u2013 Your request format is bad.
401Unauthorized \\u2013 Your API key is wrong.
404Not Found \\u2013 The specified resource could not be found.
405Method Not Allowed \\u2013 You tried to access a resource with an invalid method.
429Too Many Requests \\u2013 You\\u2019re requesting too many resources! Slow down!
500Internal Server Error \\u2013 We had a problem with our server. Try again later.
503Service Unavailable \\u2013 We\\u2019re temporarily offline for maintenance. Try again later.
\\n

Verify your API token is correct and make sure you\\u2019re correctly setting the Authorization header.

\\n

If you\\u2019re still not sure what\\u2019s wrong, contact us and we\\u2019ll investigate.

\\n

Changelog

\\n

Stay on top of new developer-facing features, accuracy improvements, and bug fixes for our API. Have a request? Encounter an issue? We\\u2019d love to hear your feedback.

\\n\\n\\nContact Support:\\n Name: apiteam@taxrates.io\",\"title\":\"Taxrates.io API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_919999226955927553_lLFntE3W_400x400.jpg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.postman.com/collections/10601972-0bdabb72-f66a-4b75-bb29-e1c01dc81baa-TVev6RW8\",\"version\":\"3.0\"}],\"x-providerName\":\"taxrates.io\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/taxrates.io/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/taxrates.io/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"telegram.org\",\"value\":{\"added\":\"2021-01-15T13:54:08.544Z\",\"preferred\":\"5.0.0\",\"versions\":[{\"key\":\"5.0.0\",\"value\":{\"added\":\"2021-01-15T13:54:08.544Z\",\"info\":{\"description\":\"Auto-generated OpenAPI schema\",\"title\":\"Telegram Bot API\",\"version\":\"5.0.0\",\"x-apisguru-categories\":[\"messaging\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://josxa.stoplight.io/api/v1/projects/josxa/bot-api/nodes/openapi.json?branch=main\",\"version\":\"3.0\"}],\"x-providerName\":\"telegram.org\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"description\":\"The Bot API is an HTTP-based interface created for developers keen on building bots for Telegram.\",\"url\":\"https://core.telegram.org/bots/api\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/telegram.org/5.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/telegram.org/5.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"telematicssdk.com\",\"value\":{\"added\":\"2021-03-31T13:54:41.100Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-03-31T13:54:41.100Z\",\"info\":{\"contact\":null,\"description\":\"# Introduction\\nWe have prepared a set of APIs for quick start to integrate telematics SDK that powers mobile telematics inside 3rd party mobile applications.\\n\\n* [CONTACT US](https://telematicssdk.com)\\n* [SANDBOX](https://userdatahub.com)\\n* [DEV.PORTAL](https://docs.telematicssdk.com)\\n* [DEMO APP](https://raxeltelematics.com/telematics-app)\\n\\n\\n# Overview\\nDatamotion provides telematics infrastructure for mobile applications. \\n\\nTelematics SDK turns any smartphone into telematics data gathering device to collect Location, driving and behavior data. API services unlocks power of your mobile application\\n\\nThere are 3 groups of methods:\\n* 1 - user management\\n* 2 - statistics for mobile app\\n* 3 - statistics for back-end(s)\\n\\nin certain cases you will need SNS or any other notification services. read more [here](https://docs.telematicssdk.com/platform-features/sns)\\n# Possible architecture\\n\\nThere are three common schemes that are used by our clients. These schemes can be combined\\n* Collect, Process, Store (required: 1&2)\\n* Collect, Process (required: 1& sns)\\n* Collect (required 1&sns)\\n\\n\\n## Collect, Process, Store\\n![Collect, Process, Store](https://website-cliparts-datamotion.s3.us-east-2.amazonaws.com/Dev.portal/Architecture+-+Collection%2C+processing%2C+storage)\\n\\n## Collect, Process\\n![Collect, Process](https://website-cliparts-datamotion.s3.us-east-2.amazonaws.com/Dev.portal/Architecture+-+Collection+and+processing)\\n\\n## Collect\\n![Collect](https://website-cliparts-datamotion.s3.us-east-2.amazonaws.com/Dev.portal/Architecture+-+Collection+only)\\n\\n***\\n![Telematic sdk](https://website-cliparts-datamotion.s3.us-east-2.amazonaws.com/Github/transportation_small.png)\\n\\n# Common use-cases:\\n* Safe and efficient driving\\n* Usage-based insurance\\n* Safe driving assessment\\n* Driver assessment\\n* Trip log\\n* Geo-analysis\\n* Accident monitoring\\n* Driving engagements\\n* Location based services\\n* Realtime Tracking\\nand beyond\\n\\n# How to start\\n* Register a [SANDBOX ACCOUNT](https://userdatahub.com)\\n* Get [CREDENTIALS](https://docs.userdatahub.com/sandbox/credentials) \\n* Follow the guide from [DEVELOPER POERTAL](https://docs.telematicssdk.com)\\n\\n# Authentication\\nTo create a user on datamotion platform, you require to use InstanceID and InstanceKEY. You can get it in Datahub -> management -> user-service credentials\\n\\nOnce you create a user, you will get Device token, JWT token and refresh token. then, you will use it for APIs\",\"title\":\"Quick start - Telematics SDK\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.telematicssdk.com_wp-content_uploads_2021_03_cropped-sdk-180x180.png\"},\"x-origin\":[{\"format\":\"postman\",\"url\":\"https://www.getpostman.com/collections/94fc76d14f0398faf807\",\"version\":\"2.x\"}],\"x-providerName\":\"telematicssdk.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/telematicssdk.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/telematicssdk.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.3\"}}]}},{\"key\":\"telnyx.com\",\"value\":{\"added\":\"2020-11-10T20:51:09.677Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2020-11-10T20:51:09.677Z\",\"info\":{\"contact\":{\"email\":\"support@telnyx.com\"},\"description\":\"SIP trunking, SMS, MMS, Call Control and Telephony Data Services.\",\"license\":{\"name\":\"MIT\"},\"title\":\"Telnyx API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"telecom\"],\"x-endpoint-cost\":\"light\",\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/team-telnyx/openapi/master/openapi/spec3.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"telnyx.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/telnyx.com/2.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/telnyx.com/2.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"testfire.net:altoroj\",\"value\":{\"added\":\"2021-03-03T14:29:39.499Z\",\"preferred\":\"1.0.2\",\"versions\":[{\"key\":\"1.0.2\",\"value\":{\"added\":\"2021-03-03T14:29:39.499Z\",\"info\":{\"title\":\"AltoroJ REST API\",\"version\":\"1.0.2\",\"x-apisguru-categories\":[\"security\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://demo.testfire.net/swagger/properties.json\",\"version\":\"2.0\"}],\"x-providerName\":\"testfire.net\",\"x-serviceName\":\"altoroj\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/testfire.net/altoroj/1.0.2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/testfire.net/altoroj/1.0.2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"text2data.org\",\"value\":{\"added\":\"2018-11-06T13:28:29.000Z\",\"preferred\":\"v3.4\",\"versions\":[{\"key\":\"v3.4\",\"value\":{\"added\":\"2018-11-06T13:28:29.000Z\",\"info\":{\"contact\":{\"name\":\"text2data.com\",\"url\":\"https://text2data.com/Integration\",\"x-twitter\":\"Text2Data\"},\"description\":\"

The current api version is v3.4



The api methods listed below can be called directly from this page to test the output. You might set the api_key to pre-authenticate all requests on this page (this will work if your secret is blank).



API endpoint URL: http://{apiName}.text2data.com/v3/ {method}

The api can be consumed directly or using our SDK. Our Excel Add-In and Google Sheets Add-on are also using this api to process the data.\",\"license\":{\"name\":\"See license\",\"url\":\"https://text2data.com/License\"},\"title\":\"Text Analytics & Sentiment Analysis API | api.text2data.com\",\"version\":\"v3.4\",\"x-apisguru-categories\":[\"text\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Text2Data_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://api.text2data.org/swagger/docs/v3.4\",\"version\":\"2.0\"}],\"x-providerName\":\"text2data.org\"},\"updated\":\"2020-08-19T07:25:21.527Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/text2data.org/v3.4/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/text2data.org/v3.4/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"tfl.gov.uk\",\"value\":{\"added\":\"2017-04-29T10:49:26.000Z\",\"preferred\":\"v1\",\"versions\":[{\"key\":\"v1\",\"value\":{\"added\":\"2017-04-29T10:49:26.000Z\",\"info\":{\"description\":\"Our unified API brings together data across all modes of transport into a single RESTful API. 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The API is accessible via https://api.thetvdb.com and provides the following REST endpoints in JSON format.\\n\\n\\nHow to use this API documentation\\n----------------\\n\\n\\nYou may browse the API routes without authentication, but if you wish to send requests to the API and see response data, then you must authenticate.\\n1. Obtain a JWT token by `POST`ing to the `/login` route in the `Authentication` section with your API key and credentials.\\n1. Paste the JWT token from the response into the \\\"JWT Token\\\" field at the top of the page and click the 'Add Token' button.\\n\\n\\nYou will now be able to use the remaining routes to send requests to the API and get a response.\\n\\n\\nLanguage Selection\\n----------------\\n\\n\\nLanguage selection is done via the `Accept-Language` header. At the moment, you may only pass one language abbreviation in the header at a time. Valid language abbreviations can be found at the `/languages` route..\\n\\n\\nAuthentication\\n----------------\\n\\n\\nAuthentication to use the API is similar to the How-to section above. Users must `POST` to the `/login` route with their API key and credentials in the following format in order to obtain a JWT token.\\n\\n`{\\\"apikey\\\":\\\"APIKEY\\\",\\\"username\\\":\\\"USERNAME\\\",\\\"userkey\\\":\\\"USERKEY\\\"}`\\n\\nNote that the username and key are ONLY required for the `/user` routes. The user's key is labled `Account Identifier` in the account section of the main site.\\nThe token is then used in all subsequent requests by providing it in the `Authorization` header. The header will look like: `Authorization: Bearer `. Currently, the token expires after 24 hours. You can `GET` the `/refresh_token` route to extend that expiration date.\\n\\n\\nVersioning\\n----------------\\n\\n\\nYou may request a different version of the API by including an `Accept` header in your request with the following format: `Accept:application/vnd.thetvdb.v$VERSION`. This documentation automatically uses the version seen at the top and bottom of the page.\",\"title\":\"TheTVDB API v3\",\"version\":\"3.0.0\",\"x-apisguru-categories\":[\"media\",\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_thetvdb_profile_image.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://api.thetvdb.com/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"thetvdb.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/thetvdb.com/3.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/thetvdb.com/3.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ticketmaster.com:commerce\",\"value\":{\"added\":\"2020-07-13T13:50:02.633Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2020-07-13T13:50:02.633Z\",\"info\":{\"contact\":{\"url\":\"http://developer.ticketmaster.com/support/contact-us/\"},\"description\":\"Use the Ticketmaster Commerce API to look up available offers and products on various Ticketmaster platforms for North America markets. For formal partnerships and relationships, selected offers and products can be carted and transacted on through the cart, delivery, payment and purchase APIs \\u2013 These APIs require approved access from Ticketmaster.\",\"title\":\"Commerce API\",\"version\":\"v2\",\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/ticketmaster-api/ticketmaster-api.github.io/dev/_data/orgs/commerce-api/v2/api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ticketmaster.com\",\"x-serviceName\":\"commerce\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/commerce/v2/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/commerce/v2/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"ticketmaster.com:discovery\",\"value\":{\"added\":\"2021-01-25T07:52:40.129Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2021-01-25T07:52:40.129Z\",\"info\":{\"contact\":{\"url\":\"http://developer.ticketmaster.com/support/contact-us/\"},\"description\":\"The Ticketmaster Discovery API allows you to search for events, attractions, or venues.\",\"title\":\"Discovery API\",\"version\":\"v2\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/ticketmaster-api/ticketmaster-api.github.io/dev/_data/orgs/discovery-api/v2/api.json\",\"version\":\"2.0\"}],\"x-providerName\":\"ticketmaster.com\",\"x-serviceName\":\"discovery\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/discovery/v2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/discovery/v2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"ticketmaster.com:publish\",\"value\":{\"added\":\"2021-01-13T13:42:29.369Z\",\"preferred\":\"v2\",\"versions\":[{\"key\":\"v2\",\"value\":{\"added\":\"2021-01-13T13:42:29.369Z\",\"info\":{\"contact\":{\"url\":\"http://developer.ticketmaster.com/support/contact-us/\"},\"description\":\"Publish API\",\"title\":\"ticketmaster publish api\",\"version\":\"v2\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/ticketmaster-api/ticketmaster-api.github.io/dev/_data/orgs/publish-api/v1/api.json\",\"version\":\"3.0\"}],\"x-providerName\":\"ticketmaster.com\",\"x-serviceName\":\"publish\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/publish/v2/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/ticketmaster.com/publish/v2/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"tinyuid.com\",\"value\":{\"added\":\"2019-04-30T10:32:58.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-04-30T10:32:58.000Z\",\"info\":{\"contact\":{\"email\":\"contact@tinyuid.com\",\"name\":\"TinyUID\",\"url\":\"https://tinyuid.com/feedback\"},\"description\":\"Paste a Long URL link to shorten it\",\"title\":\"TinyUID.com\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"developer_tools\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://tinyuid.com/tinyuid-swagger.yaml\",\"version\":\"2.0\"}],\"x-providerName\":\"tinyuid.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"externalDocs\":{\"url\":\"https://tinyuid.com/docs\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/tinyuid.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/tinyuid.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"tisane.ai\",\"value\":{\"added\":\"2019-01-17T00:14:03.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2019-01-17T00:14:03.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"TisaneLabs\"},\"description\":\"Tisane is a natural language processing library, providing:\\n\\n* standard NLP functionality\\n* special functions for detection of problematic or abusive content\\n* low-level NLP like morphological analysis and tokenization of no-space languages (Chinese, Japanese, Thai)\\n\\nTisane has monolithic architecture. All the functions are exposed using the same language models and the same analysis process invoked using the [POST /parse](#561264c5-6dbe-4bde-aba3-7defe837989f) method. Other methods in the API are either wrappers based on the process, helper methods, or allow inspection of the language models. \\n\\nThe current section of the documentation describes the two structures used in the parsing & transformation methods. \\n\\n# Getting Started\\n\\nThis guide describes how to setup your Tisane account. The steps you need to complete are as follows:\\n\\n* Step 1 \\u2013 Create an Account\\n* Step 2 \\u2013 Save Your API Key\\n* Step 3 \\u2013 Integrate the API\\n\\n## Step 1 \\u2013 Create an Account\\n\\nNavigate to [Sign up to Tisane API](https://tisane.ai/signup/). The free Community Plan allows up to 50,000 requests but comes with a limitation of 10 requests per minute. \\n\\n## Step 2 - Save Your API Key\\n\\nYou will need the API key to make requests. Open your [Developer Profile](https://tisane.ai/developer/) to find your API keys.\\n\\n## Step 3 - Integrate with the API\\n\\nIn summary, the POST /parse method has 3 attributes: _content_, _language_, and _settings_. All 3 attributes are mandatory. \\n\\nFor example: \\n`{\\\"language\\\": \\\"en\\\", \\\"content\\\": \\\"hello\\\", \\\"settings\\\": {}}`\\n\\nRead on for more info on the [response](#response-reference) and the [settings](#settings-reference) specs. The method doc pages contain snippets of code for your favorite languages and platforms. \\n\\n\\n# Response Reference\\n\\nThe response of the [POST /parse](#561264c5-6dbe-4bde-aba3-7defe837989f) method contains several sections displayed or hidden according to the [settings](#settings-reference) provided. \\n\\nThe common attributes are:\\n\\n* `text` (string) - the original input\\n* `reduced_output` (boolean) - if the input is too big, and verbose information like the lexical chunk was requested, the verbose information will not be generated, and this flag will be set to `true` and returned as part of the response\\n* `sentiment` (floating-point number) - a number in range -1 to 1 indicating the document-level sentiment. Only shown when `document_sentiment` [setting](#settings-reference) is set to `true`.\\n* `signal2noise` (floating-point number) - a signal to noise ranking of the text, in relation to the array of concepts specified in the `relevant` [setting](#settings-reference). Only shown when the `relevant` setting exists.\\n\\n## Abusive or Problematic Content\\n\\nThe `abuse` section is an array of detected instances of content that may violate some terms of use. **NOTE**: the terms of use in online communities may vary, and so it is up to the administrators to determine whether the content is indeed abusive. For instance, it makes no sense to restrict sexual advances in a dating community, or censor profanities when it's accepted in the bulk of the community. \\n\\nThe section exists if instances of abuse are detected and the `abuse` [setting](#settings-reference) is either omitted or set to `true`.\\n\\nEvery instance contains the following attributes:\\n\\n* `offset` (unsigned integer) - zero-based offset where the instance starts\\n* `length` (unsigned integer) - length of the content\\n* `sentence_index` (unsigned integer) - zero-based index of the sentence containing the instance\\n* `text` (string) - fragment of text containing the instance (only included if the `snippets` [setting](#settings-reference) is set to `true`)\\n* `tags` (array of strings) - when exists, provides additional detail about the abuse. For instance, if the fragment is classified as an attempt to sell hard drugs, one of the tags will be _hard_drug_.\\n* `type` (string) - the type of the abuse\\n* `severity` (string) - how severe the abuse is. The levels of severity are `low`, `medium`, `high`, and `extreme`\\n* `explanation` (string) - when available, provides rationale for the annotation; set the `explain` setting to `true` to enable.\\n\\nThe currently supported types are:\\n\\n* `personal_attack` - an insult / attack on the addressee, e.g. an instance of cyberbullying. Please note that an attack on a post or a point, or just negative sentiment is not the same as an insult. The line may be blurred at times. See [our Knowledge Base for more information](http://tisane.ai/knowledgebase/how-do-i-detect-personal-attacks/).\\n* `bigotry` - hate speech aimed at one of the [protected classes](https://en.wikipedia.org/wiki/Protected_group). The hate speech detected is not just racial slurs, but, generally, hostile statements aimed at the group as a whole\\n* `profanity` - profane language, regardless of the intent\\n* `sexual_advances` - welcome or unwelcome attempts to gain some sort of sexual favor or gratification\\n* `criminal_activity` - attempts to sell or procure restricted items, criminal services, issuing death threats, and so on\\n* `external_contact` - attempts to establish contact or payment via external means of communication, e.g. phone, email, instant messaging (may violate the rules in certain communities, e.g. gig economy portals, e-commerce portals)\\n* `adult_only` - activities restricted for minors (e.g. consumption of alcohol)\\n* `mental_issues` - content indicative of suicidal thoughts or depression\\n* `spam` - (RESERVED) spam content\\n* `generic` - undefined\\n\\n## Sentiment Analysis\\n\\nThe `sentiment_expressions` section is an array of detected fragments indicating the attitude towards aspects or entities. \\n\\nThe section exists if sentiment is detected and the `sentiment` [setting](#settings-reference) is either omitted or set to `true`.\\n\\nEvery instance contains the following attributes:\\n\\n* `offset` (unsigned integer) - zero-based offset where the instance starts\\n* `length` (unsigned integer) - length of the content\\n* `sentence_index` (unsigned integer) - zero-based index of the sentence containing the instance\\n* `text` (string) - fragment of text containing the instance (only included if the `snippets` setting is set to `true`)\\n* `polarity` (string) - whether the attitude is `positive`, `negative`, or `mixed`. Additionally, there is a `default` sentiment used for cases when the entire snippet has been pre-classified. For instance, if a review is split into two portions, _What did you like?_ and _What did you not like?_, and the reviewer replies briefly, e.g. _The quiet. The service_, the utterance itself has no sentiment value. When the calling application is aware of the intended sentiment, the _default_ sentiment simply provides the targets / aspects, which will be then added the sentiment externally. \\n* `targets` (array of strings) - when available, provides set of aspects and/or entities which are the targets of the sentiment. For instance, when the utterance is, _The breakfast was yummy but the staff is unfriendly_, the targets for the two sentiment expressions are `meal` and `staff`. Named entities may also be targets of the sentiment.\\n* `reasons` (array of strings) - when available, provides reasons for the sentiment. In the example utterance above (_The breakfast was yummy but the staff is unfriendly_), the `reasons` array for the `staff` is `[\\\"unfriendly\\\"]`, while the `reasons` array for `meal` is `[\\\"tasty\\\"]`.\\n* `explanation` (string) - when available, provides rationale for the sentiment; set the `explain` setting to `true` to enable.\\n\\nExample:\\n\\n```json\\n\\\"sentiment_expressions\\\": [\\n {\\n \\\"sentence_index\\\": 0,\\n \\\"offset\\\": 0,\\n \\\"length\\\": 32,\\n \\\"polarity\\\": \\\"positive\\\",\\n \\\"reasons\\\": [\\\"close\\\"],\\n \\\"targets\\\": [\\\"location\\\"]\\n },\\n {\\n \\\"sentence_index\\\": 0,\\n \\\"offset\\\": 38,\\n \\\"length\\\": 29,\\n \\\"polarity\\\": \\\"negative\\\",\\n \\\"reasons\\\": [\\\"disrespectful\\\"],\\n \\\"targets\\\": [\\\"staff\\\"]\\n }\\n ]\\n```\\n\\n## Entities\\n\\nThe `entities_summary` section is an array of named entity objects detected in the text. \\n\\nThe section exists if named entities are detected and the `entities` [setting](#settings-reference) is either omitted or set to `true`.\\n\\nEvery entity contains the following attributes:\\n\\n* `name` (string) - the most complete name of the entity in the text of all the mentions\\n* `ref_lemma` (string) - when available, the dictionary form of the entity in the reference language (English) regardless of the input language\\n* `type` (string) - a string or an array of strings specifying the type of the entity, such as `person`, `organization`, `numeric`, `amount_of_money`, `place`. Certain entities, like countries, may have several types (because a country is both a `place` and an `organization`).\\n* `subtype` (string) - a string indicating the subtype of the entity\\n* `mentions` (array of objects) - a set of instances where the entity was mentioned in the text\\n\\nEvery mention contains the following attributes:\\n\\n* `offset` (unsigned integer) - zero-based offset where the instance starts\\n* `length` (unsigned integer) - length of the content\\n* `sentence_index` (unsigned integer) - zero-based index of the sentence containing the instance\\n* `text` (string) - fragment of text containing the instance (only included if the `snippets` setting is set to `true`)\\n\\n\\nExample:\\n```json\\n \\\"entities_summary\\\": [\\n {\\n \\\"type\\\": \\\"person\\\",\\n \\\"name\\\": \\\"John Smith\\\",\\n \\\"ref_lemma\\\": \\\"John Smith\\\",\\n \\\"mentions\\\": [\\n {\\n \\\"sentence_index\\\": 0,\\n \\\"offset\\\": 0,\\n \\\"length\\\": 10 }\\n ]\\n }\\n ,\\n {\\n \\\"type\\\": [ \\\"organization\\\", \\\"place\\\" ]\\n ,\\n \\\"name\\\": \\\"UK\\\",\\n \\\"ref_lemma\\\": \\\"U.K.\\\",\\n \\\"mentions\\\": [\\n {\\n \\\"sentence_index\\\": 0,\\n \\\"offset\\\": 40,\\n \\\"length\\\": 2 }\\n ]\\n }\\n ]\\n```\\n\\n### Entity Types and Subtypes\\n\\nThe currently supported entity types are: \\n\\n* `person`, with optional subtypes: `fictional_character`, `important_person`, `spiritual_being`\\n* `organization` (note that a country is both an organization and a place)\\n* `place`\\n* `time_range`\\n* `date`\\n* `time`\\n* `hashtag`\\n* `email`\\n* `amount_of_money`\\n* `phone` phone number, either domestic or international, in a variety of formats\\n* `role` (a social role, e.g. position in an organization)\\n* `software`\\n* `website` (URL), with an optional subtype: `tor` for Onion links; note that web services may also have the `software` type assigned\\n* `weight`\\n* `bank_account` only IBAN format is supported; subtypes: `iban`\\n* `credit_card`, with optional subtypes: `visa`, `mastercard`, `american_express`, `diners_club`, `discovery`, `jcb`, `unionpay`\\n* `coordinates` (GPS coordinates)\\n* `credential`, with optional subtypes: `md5`, `sha-1`\\n* `crypto`, with optional subtypes: `bitcoin`, `ethereum`, `monero`, `monero_payment_id`, `litecoin`, `dash`\\n* `event`\\n* `file` only Windows pathnames are supported; subtypes: `windows`, `facebook` (for images downloaded from Facebook)\\n* `flight_code`\\n* `identifier`\\n* `ip_address`, subtypes: `v4`, `v6`\\n* `mac_address`\\n* `numeric` (an unclassified numeric entity)\\n* `username`\\n\\n\\n## Topics\\n\\nThe `topics` section is an array of topics (subjects, domains, themes in other terms) detected in the text. \\n\\nThe section exists if topics are detected and the `topics` [setting](#settings-reference) is either omitted or set to `true`.\\n\\nBy default, a topic is a string. If `topic_stats` [setting](#settings-reference) is set to `true`, then every entry in the array contains:\\n\\n* `topic` (string) - the topic itself\\n* `coverage` (floating-point number) - a number between 0 and 1, indicating the ratio between the number of sentences where the topic is detected to the total number of sentences\\n\\n## Low-Level: Sentences, Phrases, and Words\\n\\nTisane allows obtaining more in-depth data, specifically:\\n\\n* sentences and their corrected form, if a misspelling was detected\\n* lexical chunks and their grammatical and stylistic features\\n* parse trees and phrases\\n\\nThe `sentence_list` section is generated if the `words` or the `parses` [setting](#settings-reference) is set to `true`. \\n\\nEvery sentence structure in the list contains:\\n\\n* `offset` (unsigned integer) - zero-based offset where the sentence starts\\n* `length` (unsigned integer) - length of the sentence\\n* `text` (string) - the sentence itself\\n* `corrected_text` (string) - if a misspelling was detected and the spellchecking is active, contains the automatically corrected text\\n* `words` (array of structures) - if `words` [setting](#settings-reference) is set to `true`, generates extended information about every lexical chunk. (The term \\\"word\\\" is used for the sake of simplicity, however, it may not be linguistically correct to equate lexical chunks with words.)\\n* `parse_tree` (object) - if `parses` [setting](#settings-reference) is set to `true`, generates information about the parse tree and the phrases detected in the sentence.\\n* `nbest_parses` (array of parse objects) if `parses` [setting](#settings-reference) is set to `true` and `deterministic` [setting](#settings-reference) is set to `false`, generates information about the parse trees that were deemed close enough to the best one but not the best. \\n\\n### Words\\n\\nEvery lexical chunk (\\\"word\\\") structure in the `words` array contains:\\n\\n* `type` (string) - the type of the element: `punctuation` for punctuation marks, `numeral` for numerals, or `word` for everything else\\n* `text` (string) - the text\\n* `offset` (unsigned integer) - zero-based offset where the element starts\\n* `length` (unsigned integer) - length of the element\\n* `corrected_text` (string) - if a misspelling is detected, the corrected form\\n* `lettercase` (string) - the original letter case: `upper`, `capitalized`, or `mixed`. If lowercase or no case, the attribute is omitted.\\n* `stopword` (boolean) - determines whether the word is a [stopword](https://en.wikipedia.org/wiki/Stop_words)\\n* `grammar` (array of strings or structures) - generates the list of grammar features associated with the `word`. If the `feature_standard` setting is defined as `native`, then every feature is an object containing a numeral (`index`) and a string (`value`). Otherwise, every feature is a plain string\\n\\n#### Advanced\\n\\nFor lexical words only:\\n\\n* `role` (string) - semantic role, like `agent` or `patient`. Note that in passive voice, the semantic roles are reverse to the syntactic roles. E.g. in a sentence like _The car was driven by David_, _car_ is the patient, and _David_ is the agent.\\n* `numeric_value` (floating-point number) - the numeric value, if the chunk has a value associated with it\\n* `family` (integer number) - the ID of the family associated with the disambiguated word-sense of the lexical chunk\\n* `definition` (string) - the definition of the family, if the `fetch_definitions` [setting](#settings-reference) is set to `true`\\n* `lexeme` (integer number) - the ID of the lexeme entry associated with the disambiguated word-sense of the lexical chunk\\n* `nondictionary_pattern` (integer number) - the ID of a non-dictionary pattern that matched, if the word was not in the language model but was classified by the nondictionary heuristics\\n* `style` (array of strings or structures) - generates the list of style features associated with the `word`. Only if the `feature_standard` setting is set to `native` or `description`\\n* `semantics` (array of strings or structures) - generates the list of semantic features associated with the `word`. Only if the `feature_standard` setting is set to `native` or `description`\\n* `segmentation` (structure) - generates info about the selected segmentation, if there are several possibilities to segment the current lexical chunk and the `deterministic` setting is set to `false`. A segmentation is simply an array of `word` structures. \\n* `other_segmentations` (array of structures) - generates info about the segmentations deemed incorrect during the disambiguation process. Every entry has the same structure as the `segmentation` structure.\\n* `nbest_senses` (array of structures) - when the `deterministic` setting is set to `false`, generates a set of hypotheses that were deemed incorrect by the disambiguation process. Every hypothesis contains the following attributes: `grammar`, `style`, and `semantics`, identical in structure to their counterparts above; and `senses`, an array of word-senses associated with every hypothesis. Every sense has a `family`, which is an ID of the associated family; and, if the `fetch_definitions` setting is set to `true`, `definition` and `ref_lemma` of that family.\\n\\nFor punctuation marks only: \\n\\n* `id` (integer number) - the ID of the punctuation mark\\n* `behavior` (string) - the behavior code of the punctuation mark. Values: `sentenceTerminator`, `genericComma`, `bracketStart`, `bracketEnd`, `scopeDelimiter`, `hyphen`, `quoteStart`, `quoteEnd`, `listComma` (for East-Asian enumeration commas like _、_)\\n\\n### Parse Trees and Phrases\\n\\nEvery parse tree, or more accurately, parse forest, is a collection of phrases, hierarchically linked to each other. \\n\\nAt the top level of the parse, there is an array of root phrases under the `phrases` element and the numeric `id` associated with it. Every phrase may have children phrases. Every phrase has the following attributes:\\n\\n* `type` (string) - a [Penn treebank phrase tag](http://nliblog.com/wiki/knowledge-base-2/nlp-1-natural-language-processing/penn-treebank/penn-treebank-phrase-level-tags/) denoting the type of the phrase, e.g. _S_, _VP_, _NP_, etc.\\n* `family` (integer number) - an ID of the phrase family\\n* `offset` (unsigned integer) - a zero-based offset where the phrase starts\\n* `length` (unsigned integer) - the span of the phrase\\n* `role` (string) - the semantic role of the phrase, if any, analogous to that of the words\\n* `text` (string) - the phrase text, where the phrase members are delimited by the vertical bar character. Children phrases are enclosed in brackets. E.g., _driven|by|David_ or _(The|car)|was|(driven|by|David)_.\\n\\nExample:\\n\\n```json\\n\\\"parse_tree\\\": {\\n\\\"id\\\": 4,\\n\\\"phrases\\\": [\\n{\\n \\\"type\\\": \\\"S\\\",\\n \\\"family\\\": 1451,\\n \\\"offset\\\": 0,\\n \\\"length\\\": 27,\\n \\\"text\\\": \\\"(The|car)|was|(driven|by|David)\\\",\\n \\\"children\\\": [\\n {\\n \\\"type\\\": \\\"NP\\\",\\n \\\"family\\\": 1081,\\n \\\"offset\\\": 0,\\n \\\"length\\\": 7,\\n \\\"text\\\": \\\"The|car\\\",\\n \\\"role\\\": \\\"patient\\\"\\n },\\n {\\n \\\"type\\\": \\\"VP\\\",\\n \\\"family\\\": 1172,\\n \\\"offset\\\": 12,\\n \\\"length\\\": 15,\\n \\\"text\\\": \\\"driven|by|David\\\",\\n \\\"role\\\": \\\"verb\\\"\\n }\\n ]\\n}\\n```\\n\\n### Context-Aware Spelling Correction\\n\\nTisane supports automatic, context-aware spelling correction. Whether it's a misspelling or a purported obfuscation, Tisane attempts to deduce the intended meaning, if the language model does not recognize the word. \\n\\nWhen or if it's found, Tisane adds the `corrected_text` attribute to the word (if the words / lexical chunks are returned) and the sentence (if the sentence text is generated). Sentence-level `corrected_text` is displayed if `words` or `parses` are set to _true_.\\n\\nNote that as Tisane works with large dictionaries, you may need to exclude more esoteric terms by using the `min_generic_frequency` setting. \\n\\nNote that **the invocation of spell-checking does not depend on whether the sentences and the words sections are generated in the output**. The spellchecking can be disabled by setting `disable_spellcheck` to `true`. Another option is to enable the spellchecking for lowercase words only, thus excluding potential proper nouns in languages that support capitalization; to avoid spell-checking capitalized and uppercase words, set `lowercase_spellcheck_only` to `true`.\\n\\n\\n# Settings Reference\\n\\nThe purpose of the settings structure is to:\\n\\n * provide cues about the content being sent to improve the results\\n * customize the output and select sections to be shown\\n * define standards and formats in use\\n * define and calculate the signal to noise ranking\\n\\nAll settings are optional. To leave all settings to default, simply provide an empty object (`{}`).\\n\\n## Content Cues and Instructions\\n\\n`format` (string) - the format of the content. Some policies will be applied depending on the format. Certain logic in the underlying language models may require the content to be of a certain format (e.g. logic applied on the reviews may seek for sentiment more aggressively). The default format is empty / undefined. The format values are:\\n\\n* `review` - a review of a product or a service or any other review. Normally, the underlying language models will seek for sentiment expressions more aggressively in reviews.\\n* `dialogue` - a comment or a post which is a part of a dialogue. An example of a logic more specific to a dialogue is name calling. A single word like \\\"idiot\\\" would not be a personal attack in any other format, but it is certainly a personal attack when part of a dialogue.\\n* `shortpost` - a microblogging post, e.g. a tweet.\\n* `longform` - a long post or an article.\\n* `proofread` - a post which was proofread. In the proofread posts, the spellchecking is switched off. \\n* `alias` - a nickname in an online community. \\n* `search` - a search query. Search queries may not always be grammatically correct. Certain topics and items, that we may otherwise let pass, are tagged with the `search` format.\\n\\n`disable_spellcheck` (boolean) - determines whether the automatic spellchecking is to be disabled. Default: `false`.\\n\\n`lowercase_spellcheck_only` (boolean) - determines whether the automatic spellchecking is only to be applied to words in lowercase. Default: `false`\\n\\n`min_generic_frequency` (int) - allows excluding more esoteric terms; the valid values are 0 thru 10.\\n\\n`subscope` (boolean) - enables sub-scope parsing, for scenarios like hashtag, URL parsing, and obfuscated content (e.g. _ihateyou_). Default: `false`.\\n\\n`domain_factors` (set of pairs made of strings and numbers) - provides a session-scope cues for the domains of discourse. This is a powerful tool that allows tailoring the result based on the use case. The format is, family ID of the domain as a key and the multiplication factor as a value (e.g. _\\\"12345\\\": 5.0_). For example, when processing text looking for criminal activity, we may want to set domains relevant to drugs, firearms, crime, higher: `\\\"domain_factors\\\": {\\\"31058\\\": 5.0, \\\"45220\\\": 5.0, \\\"14112\\\": 5.0, \\\"14509\\\": 3.0, \\\"28309\\\": 5.0, \\\"43220\\\": 5.0, \\\"34581\\\": 5.0}`. The same device can be used to eliminate noise coming from domains we know are irrelevant by setting the factor to a value lower than 1. \\n\\n`when` (date string, format YYYY-MM-DD) - indicates when the utterance was uttered. (TO BE IMPLEMENTED) The purpose is to prune word senses that were not available at a particular point in time. For example, the words _troll_, _mail_, and _post_ had nothing to do with the Internet 300 years ago because there was no Internet, and so in a text that was written hundreds of years ago, we should ignore the word senses that emerged only recently.\\n\\n## Output Customization\\n\\n`abuse` (boolean) - output instances of abusive content (default: `true`)\\n\\n`sentiment` (boolean) - output sentiment-bearing snippets (default: `true`)\\n\\n`document_sentiment` (boolean) - output document-level sentiment (default: `false`)\\n\\n`entities` (boolean) - output entities (default: `true`)\\n\\n`topics` (boolean) - output topics (default: `true`), with two more relevant settings:\\n\\n * `topic_stats` (boolean) - include coverage statistics in the topic output (default: `false`). When set, the topic is an object containing the attributes `topic` (string) and `coverage` (floating-point number). The coverage indicates a share of sentences touching the topic among all the sentences. \\n * `optimize_topics` (boolean) - if `true`, the less specific topics are removed if they are parts of the more specific topics. For example, when the topic is `cryptocurrency`, the optimization removes `finance`. \\n \\n`words` (boolean) - output the lexical chunks / words for every sentence (default: `false`). In languages without white spaces (Chinese, Japanese, Thai), the tokens are tokenized words. In languages with compounds (e.g. German, Dutch, Norwegian), the compounds are split. \\n\\n `fetch_definitions` (boolean) - include definitions of the words in the output (default: `false`). Only relevant when the `words` setting is `true`\\n\\n`parses` (boolean) - output parse forests of phrases\\n\\n`deterministic` (boolean) - whether the n-best senses and n-best parses are to be output in addition to the detected sense. If `true`, only the detected sense will be output. Default: `true`\\n\\n`snippets` (boolean) - include the text snippets in the abuse, sentiment, and entities sections (default: `false`)\\n\\n`explain` (boolean) - if `true`, a reasoning for the abuse and sentiment snippets is provided when possible (see the `explanation` attribute)\\n\\n## Standards and Formats\\n\\n`feature_standard` (string) - determines the standard used to output the features (grammar, style, semantics) in the response object. The standards we support are: \\n\\n* `ud`: [Universal Dependencies tags](https://universaldependencies.org/u/pos/) (default)\\n* `penn`: [Penn treebank tags](https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html)\\n* `native`: Tisane native feature codes\\n* `description`: Tisane native feature descriptions\\n\\nOnly the native Tisane standards (codes and descriptions) support style and semantic features.\\n\\n`topic_standard` (string) - determines the standard used to output the topics in the response object. The standards we support are:\\n\\n* `iptc_code` - IPTC topic taxonomy code\\n* `iptc_description` - IPTC topic taxonomy description\\n* `iab_code` - IAB topic taxonomy code\\n* `iab_description` - IAB topic taxonomy description\\n* `native` - Tisane domain description, coming from the family description (default)\\n\\n`sentiment_analysis_type` (string) - (RESERVED) the type of the sentiment analysis strategy. The values are:\\n\\n* `products_and_services` - most common sentiment analysis of products and services\\n* `entity` - sentiment analysis with entities as targets\\n* `creative_content_review` - reviews of creative content\\n* `political_essay` - political essays\\n\\n## Signal to Noise Ranking\\n\\nWhen we're studying a bunch of posts commenting on an issue or an article, we may want to prioritize the ones more relevant to the topic, and containing more reason and logic than emotion. This is what the signal to noise ranking is meant to achieve.\\n\\nThe signal to noise ranking is made of two parts:\\n\\n1. Determine the most relevant concepts. This part may be omitted, depending on the use case scenario (e.g. we want to track posts most relevant to a particular set of issues). \\n2. Rank the actual post in relevance to these concepts. \\n\\nTo determine the most relevant concepts, we need to analyze the headline or the article itself. The headline is usually enough. We need two additional settings:\\n\\n* `keyword_features` (an object of strings with string values) - determines the features to look for in a word. When such a feature is found, the family ID is added to the set of potentially relevant family IDs. \\n* `stop_hypernyms` (an array of integers) - if a potentially relevant family ID has a hypernym listed in this setting, it will not be considered. For example, we extracted a set of nouns from the headline, but we may not be interested in abstractions or feelings. E.g. from a headline like _Fear and Loathing in Las Vegas_ we want _Las Vegas_ only. Optional.\\n\\nIf `keyword_features` is provided in the settings, the response will have a special attribute, `relevant`, containing a set of family IDs. \\n\\nAt the second stage, when ranking the actual posts or comments for relevance, this array is to be supplied among the settings. The ranking is boosted when the domain, the hypernyms, or the families related to those in the `relevant` array are mentioned, when negative and positive sentiment is linked to aspects, and penalized when the negativity is not linked to aspects, or abuse of any kind is found. The latter consideration may be disabled, e.g. when we are looking for specific criminal content. 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You may also want to check out our [**Validations API docs**](https://docs.validations.truora.com/) or our [**Signals API docs**](https://docs.signals.truora.com/).\\n\\nTruora Check API allows performing full background checks on people, vehicles and companies. There are three main types of background checks:\\n\\n- **Personal background check**: Verifies national IDs in multiple databases of public and legal entities in the LATAM region. For every national ID, returns information on: personal identity, criminal records, international background check, and professional background.\\n\\n- **Vehicle background check**: Verifies the vehicle documents and the owner identity in multiple databases of public and legal entities in the LATAM region. For every vehicle and owner type, returns information on: personal identity, driving records, criminal records, and vehicle information. \\n\\n- **Company background check**: Verifies the tax ID or a company name in multiple databases of public and legal entities in the LATAM region. For every company, returns the associated: business status, legal and criminal records, and media reports.\\n\\n# API Key V1 is live!\\n\\nAPI key version 1 is now live. Users with version 0 API keys are not immediately required to upgrade to V1 but should plan to do so at their earliest convenience. The changes for integration with API keys v1 are as follows:\\n\\n- The field ``user_authorized`` is now required to perform person checks. This field indicates the API user has authorization to perform the check in compliance with data protection law.\\n- The field ``homonym_scores`` is no longer included in our person check response as its results are already included in the body of the check and keeping them duplicated is generating unnecessary confusion.\\n\\n\\n# API composition\\n\\n## Endpoints\\n\\n- **Check endpoints**: Provide an easy way to create and search for a background check. They also allow inserting groups of checks into reports. Each check contains scores, datasets and databases.\\n \\n```plain\\nhttps://api.truora.com/v1/checks\\n```\\n\\n- **Report endpoints**: Support batch uploads and grouping multiple checks together. Excel and .csv files are supported for batch uploads.\\n \\n```plain\\nhttps://api.truora.com/v1/reports\\n```\\n\\n- **Configuration endpoints**: Allows personalizing data sets and scores for customized background checks.\\n\\n```plain\\nhttps://api.truora.com/v1/config\\n```\\n\\n- **Continuous check endpoints**: Allows creating recurring checks and get notified whenever a change in the check score occurs.\\n\\n```plain\\nhttps://api.truora.com/v1/continuous_checks\\n```\\n\\n- **Behavior endpoints**: Allows sharing anonymous feedback about a person behavior when interacting with the company.\\n\\n```plain\\nhttps://api.truora.com/v1/behaviour\\n```\\n\\n- **Hooks endpoints**: Allows sending notifications via requests to your service or another third-party service whenever certain events occur.\\n\\n```plain\\nhttps://api.truora.com/v1/hooks\\n```\\n\\n## Datasets\\n\\nCategories that group the resulting information for background checks from databases are called datasets. 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The requests and responses are formated according to the\\n[JSON API](http://jsonapi.org/format/1.0/) specification.\\n\\nIn addition to this documentation, we also provide an\\n[OpenAPI](https://github.com/OAI/OpenAPI-Specification/blob/master/versions/2.0.md) \\\"yaml\\\" file describing the API:\\n[Fitbit Plus API Specification](swagger.yaml).\\n\\n# Authentication\\nAuthentication for the Fitbit Plus API is based on the\\n[OAuth 2.0 Authorization Framework](https://tools.ietf.org/html/rfc6749). Fitbit Plus currently supports grant\\ntypes of **client_credentials** and **refresh_token**.\\n\\nSee [POST /oauth/token](#operation/createToken) for details on the request and response formats.\\n\\n\\n## Building Integrations\\nWe will provide customers with unique client credentials for each application/integration they build, allowing us\\nto enforce appropriate access controls and monitor API usage.\\nThe client credentials will be scoped to the organization, and allow full access to all patients and related data\\nwithin that organization.\\n\\nThese credentials are appropriate for creating an integration that does one of the following:\\n - background reporting/analysis\\n - synchronizing data with another system (such as an EMR)\\n\\nThe API credentials and oauth flows we currently support are **not** well suited for creating a user-facing\\napplication that allows a user (patient, coach, or admin) to login and have access to data which is appropriate to\\nthat specific user. 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Documents are uploaded directly to the VBA so they can be processed as quickly as possible.\\n\\n## Technical overview\\nThe Benefits Intake API first provides an upload location and unique submission identifier, and then accepts a payload consisting of a document in PDF format, zero or more optional attachments in PDF format, and some JSON metadata. \\n\\nThe metadata describes the document and attachments, and identifies the person for whom it is being submitted. This payload is encoded as binary multipart/form-data (not base64). The unique identifier supplied with the payload can subsequently be used to request the processing status of the uploaded document package.\\n\\nTo avoid errors and processing delays, API consumers are encouraged to validate the `zipcode`,`fileNumber`, `veteranFirstName`, `veteranLastName` and `businessLine` fields before submission according to their description in the DocumentUploadMetadata model and use the 'businessLine' attribute for the most efficient processing. Additionally, please ensure no PDF user or owner passwords are used in submitted PDFs. \\n\\n### Attachment & file size limits\\nThere is no limit on the number of files a payload can contain, but size limits do apply.\\n\\n* Uploaded documents cannot be larger than 21\\\" x 21\\\"\\n* The entire payload cannot exceed 5 GB\\n* No single file in a payload can exceed 100 MB\\n\\n### Date of receipt\\nThe date that documents are successfully submitted through the Benefits Intake API is used as the official VA date of receipt. However, note that until a document status of `received`, `processing`, `success`, or `vbms` is returned, a client cannot consider the document received by VA. \\n\\nA status of `received` means that the document package has been transmitted, but may not be validated. Any errors with the document package, such as unreadable PDFs or a Veteran not found, will cause the status to change to `error`.\\n\\nIf the document status is `error`, VA has not received the submission and cannot honor the submission date as the date of receipt.\\n\\n### Authentication and Authorization\\nAPI requests are authorized through a symmetric API token, provided in an HTTP header with name 'apikey'. [Request an API key.](https://developer.va.gov/apply)\\n\\n### Testing in the sandbox environment\\nIn the sandbox environment, the final status of a submission is `received` and submissions do not actually progress to the central mail repository or VBMS. \\n\\nProgress beyond the `received` status can be simulated for testing. We allow passing in a `Status-Override` header on the `/uploads/{id}` endpoint so that you can change the status of your submission to simulate the various scenarios. \\n\\nThe available statuses are `pending`, `uploaded`, `received`, `processing`, `success`, `vbms`, and `error`. The meaning of the various statuses is listed below in Models under DocumentUploadStatusAttributes.\\n\\n### Test data\\nWe use mock test data in the sandbox environment. Data is not sent upstream and it is not necessary to align submitted test data with any other systems' data.\\n\\n### Upload operation\\nAllows a client to upload a multi-part document package (form + attachments + metadata).\\n\\n1. Client Request: POST https://sandbox-api.va.gov/services/vba_documents/v1/\\n * No request body or parameters required\\n\\n2. Service Response: A JSON API object with the following attributes:\\n * `guid`: An identifier used for subsequent status requests\\n * `location`: A URL to which the actual document package payload can be submitted in the next step. The URL is specific to this upload request, and should not be re-used for subsequent uploads. The URL is valid for 900 seconds (15 minutes) from the time of this response. If the location is not used within 15 minutes, the GUID will expire. Once expired, status checks on the GUID will return a status of `expired`.\\n * Note: If, after you've submitted a document, the status hasn't changed to `uploaded` before 15 minutes has elapsed, we recommend retrying the upload in order to make sure the document properly reaches our servers. If the upload continues to fail, try encoding the payload as Base64 (See below).\\n\\n 3. Client Request: PUT to the location URL returned in Step 2.\\n * Request body should be encoded as binary multipart/form-data (base64 also available - see details below), equivalent to that generated by an HTML form submission or using \\u201ccurl -F\\u2026\\u201d. The format is described in more detail below.\\n * No `apikey` authorization header is required for this request, as authorization is embedded in the signed location URL.\\n\\n4. Service Response: The HTTP status indicates whether the upload was successful.\\n * Additionally, the response includes an ETag header containing an MD5 hash of the submitted payload. 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Your final string payload would look something like `data:multipart/form-data;base64,(encryption string)==` and close with the standard == marker. Note that the multipart boundaries i.e. -----WebKitFormBoundaryVfOwzCyvug0JmWYo and ending ------WebKitFormBoundaryVfOwzCyvug0JmWYo- must also be included.\\n\\n### Consumer onboarding process\\nWhen you're ready to move to production, [request a production API key.](https://developer.va.gov/go-live)\\n\",\"title\":\"Benefits Intake\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_prod-va-gov-assets.s3-us-gov-west-1.amazonaws.com_img_design_icons_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.va.gov/services/vba_documents/docs/v1/api\",\"version\":\"3.0\"}],\"x-providerName\":\"va.gov\",\"x-serviceName\":\"benefits\"},\"updated\":\"2021-08-16T08:54:56.916Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/va.gov/benefits/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/va.gov/benefits/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"va.gov:confirmation\",\"value\":{\"added\":\"2021-04-06T16:46:05.161Z\",\"preferred\":\"0.0.1\",\"versions\":[{\"key\":\"0.0.1\",\"value\":{\"added\":\"2021-04-06T16:46:05.161Z\",\"info\":{\"contact\":{\"name\":\"developer.va.gov\"},\"description\":\"The Veteran Confirmation API allows you to confirm Veteran status for a given person. This can be useful for offering Veterans discounts or other benefits.\\n\\nThe API will only return \\u201cConfirmed\\u201d or \\u201cNot Confirmed\\u201d.\\n\\n## Quickstart Guide\\n### 1. Get Access Credentials\\nGet started by filling out the form on the [Apply for VA Lighthouse Developer Access](https://developer.va.gov/apply) page.\\n\\nAfter submitting a request, you will receive your credentials for using the API in the Development environment, which allows you to try it out with mock data before moving to the Production environment.\\n\\n### 2. Test the API\\nIn the endpoint documentation below, we've provided a curl command builder for trying out the API before implementation with your app.\\nUse [Test User](https://github.com/department-of-veterans-affairs/vets-api-clients/blob/master/test_accounts.md) attributes to populate the request body.\\n\\n### 3. Build your app\\nThe base URI for the Veteran Confirmation API in the Sandbox environment is:\\n\\nhttps://sandbox-api.va.gov/services/veteran_confirmation/v0\\n\\nIn this environment, use attributes from the list of [Test Users](https://github.com/department-of-veterans-affairs/vets-api-clients/blob/master/test_accounts.md). Only Test Users can return a `\\\"confirmed\\\"` response.\\n\\nCheck out some of our [sample apps](https://github.com/department-of-veterans-affairs/vets-api-clients). Please visit our VA Lighthouse [Support portal](https://developer.va.gov/support) should you need further assistance.\\n\\n### 4. Show us a demo and get access to the Production environment\\nAfter building your app, we ask that you give us a demo before we set you up with production credentials. Please see the [Path to Production](https://developer.va.gov/go-live) page for more details.\\n\\n## Authorization\\nThis API requires an API key in combination with identifiable information for the person being confirmed listed below. API requests are authorized through a symmetric API token provided in an HTTP header with name `apikey`. Including more information has a better chance of making a match and returning a Confirmed status.\\n### Required information:\\n* First Name\\n* Last Name\\n* Date of Birth\\n* Social Security Number\\n\\n### Optional information:\\n* Middle Name\\n* Gender\\n\\n## Reference\\n### Sandbox vs. Production Data\\nAPIs accessed via the Sandbox environment are using the same underlying logic as VA\\u2019s production APIs; only the underlying data store is different.\\n\\n### Master Veteran Index (MVI)\\nThe Master Veteran Index confirms a user's identity. In Production, several factors are considered to confirm identity. These include: a user\\u2019s first name, last name, date of birth and Social Security number. The MVI is mocked in the Sandbox environment. In this environment, the only factor used to confirm identity is the Social Security number.\\n\\n### Rate Limiting\\nWe implemented basic rate limiting of 60 requests per minute. If you exceed this quota, your request will return a 429 status code. You may petition for increased rate limits by emailing and requests will be decided on a case by case basis.\\n\\n### Raw Open API Spec\\nhttps://api.va.gov/services/veteran_confirmation/docs/v0/api\\n\",\"termsOfService\":\"\",\"title\":\"Veteran Confirmation\",\"version\":\"0.0.1\",\"x-apisguru-categories\":[\"open_data\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_prod-va-gov-assets.s3-us-gov-west-1.amazonaws.com_img_design_icons_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.va.gov/services/veteran_confirmation/docs/v0/api\",\"version\":\"3.0\"}],\"x-providerName\":\"va.gov\",\"x-serviceName\":\"confirmation\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/va.gov/confirmation/0.0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/va.gov/confirmation/0.0.1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"va.gov:facilities\",\"value\":{\"added\":\"2021-03-31T13:30:20.111Z\",\"preferred\":\"0.0.1\",\"versions\":[{\"key\":\"0.0.1\",\"value\":{\"added\":\"2021-03-31T13:30:20.111Z\",\"info\":{\"contact\":{\"name\":\"developer.va.gov\"},\"description\":\"## Background\\n\\nThis RESTful API provides information about physical VA facilities. Information available includes\\ngeographic location, address, phone, hours of operation, and available services.\\n\\nVA operates several different types of facilities, the types represented in this API include:\\n- Health Facilities (vha)\\n- Benefits Facilities (vba)\\n- Cemeteries (nca)\\n- Vet Centers (vc)\\n\\nTo read an FAQ on how wait times are calculated, click the \\\"For more information\\\" link on [this page](https://www.accesstocare.va.gov/PWT/SearchWaitTimes).\\n\\n## Getting Started\\n\\n### Base URLs\\n\\nThe base URLs for the VA Facilities API in the various environments are:\\n- Sandbox: `https://sandbox-api.va.gov/services/va_facilities/v0`\\n- Production: `https://api.va.gov/services/va_facilities/v0`\\n\\n### Authorization\\n\\nAPI requests are authorized through a symmetric API token, provided in an HTTP header with name `apikey`.\\n\\n### Response Formats\\n\\nClients may request several response formats by setting the `Accept` header.\\n- `application/json` - The default JSON response format complies with JSON API. This media type is *not* available for bulk requests using the `/facilities/all` endpoint. It will return `406 Not Acceptable`.\\n- `application/geo+json` - GeoJSON-compliant format, representing each facility as a feature with a point geometry.\\n- `application/vnd.geo+json` - Deprecated. Prefer application/geo+json.\\n- `text/csv` - Available for the bulk download operation only. Some structured fields are omitted from the CSV response.\\n\\n### Response Elements\\n\\nSome data elements within the response are only present for facilities of a given type:\\n- The patient satisfaction scores contained in the `satisfaction` element are only applicable\\n to VA health facilities.\\n- The patient wait time values contained in the `wait_times` element are only applicable to\\n VA health facilities.\\n- The list of available services in the `services` element is only applicable to VA health and\\n benefits facilities.\\n- The operational hours special instructions contained in the `operational_hours_special_instructions` element is only applicable to VA health and Vet Center facilities.\\n\\n### Facility ID Formats and Constraints\\n\\nA facility ID has the format `prefix_stationNumber`. The prefix is one of nca, vc, vba, or vha. Cemeteries may be national (VA) or non-national; non-national cemeteries have the station number prefixed with an `s`. There are no other constraints on the format. Examples:\\n- Health: `vha_402GA`\\n- Benefits: `vba_539GB`\\n- National cemetery: `nca_063`\\n- Non-national cemetery: `nca_s1082`\\n- Vet center: `vc_0872MVC`\\n\\n\\n### Mobile Facilities\\n\\nThe mobile health facilities move regularly within a region. If a facility comes back from this API with `\\\"mobile\\\": \\\"true\\\"`, the latitude/longitude and address could be inaccurate. To get the exact current location, please call the number listed.\\n\\n## Deprecations\\n\\n- `active_status` field is deprecated and replaced with `operating_status`.\\n- `application/vnd.geo+json` media type is deprecated and replaced by `application/geo+json`\\n\\n\\n## Reference\\n\\n- [Raw VA Facilities Open API Spec](https://api.va.gov/services/va_facilities/docs/v0/api)\\n- [GeoJSON Format](https://tools.ietf.org/html/rfc7946)\\n- [JSON API Format](https://jsonapi.org/format/)\",\"title\":\"VA Facilities\",\"version\":\"0.0.1\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_prod-va-gov-assets.s3-us-gov-west-1.amazonaws.com_img_design_icons_apple-touch-icon.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://api.va.gov/services/va_facilities/docs/v0/api\",\"version\":\"3.0\"}],\"x-providerName\":\"va.gov\",\"x-serviceName\":\"facilities\"},\"updated\":\"2021-07-05T15:07:17.927Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/va.gov/facilities/0.0.1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/va.gov/facilities/0.0.1/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"va.gov:forms\",\"value\":{\"added\":\"2021-04-06T16:44:51.347Z\",\"preferred\":\"0.0.0\",\"versions\":[{\"key\":\"0.0.0\",\"value\":{\"added\":\"2021-04-06T16:44:51.347Z\",\"info\":{\"contact\":{\"name\":\"va.gov\"},\"description\":\"Use the VA Forms API to search for VA forms, get the form's PDF link and metadata, and check for new versions.\\n\\nVisit our VA Lighthouse [Contact Us page](https://developer.va.gov/support) for further assistance.\\n\\n## Background\\nThis API offers an efficient way to stay up-to-date with the latest VA forms and information. The forms information listed on VA.gov matches the information returned by this API.\\n- Search by form number, keyword, or title\\n- Get a link to the form in PDF format\\n- Get detailed form metadata including the number of pages, related forms, benefit categories, language, and more\\n- Retrieve the latest date of PDF changes and the SHA256 checksum\\n- Identify when a form is deleted by the VA\\n\\n## Technical summary\\nThe VA Forms API collects form data from the official VA Form Repository on a nightly basis. The Index endpoint can return all available forms or, if an optional query parameter is passed, will return only forms that may relate to the query value. When a valid form name is passed to the Show endpoint, it will return a single form with additional metadata and full revision history. A JSON response is given with the PDF link (if published) and the corresponding form metadata.\\n\\n### Authentication and authorization\\nThe form information shared by this API is publicly available. API requests are authorized through a symmetric API token, provided in an HTTP header with name apikey. [Get a sandbox API Key](https://developer.va.gov/apply).\\n\\n### Testing in sandbox environment\\nForm data in the sandbox environment is for testing your API only, and is not guaranteed to be up-to-date. This API also has a reduced API rate limit. When you're ready to move to production, be sure to [request a production API key.](https://developer.va.gov/go-live)\\n\\n### SHA256 revision history\\nEach form is checked nightly for recent file changes. A corresponding SHA256 checksum is calculated, which provides a record of when the PDF changed and the SHA256 hash that was calculated. This allows end users to know that they have the most recent version and can verify the integrity of a previously downloaded PDF.\\n\\n### Valid PDF link\\nAdditionally, during the nightly refresh process, the link to the form PDF is verified and the `valid_pdf` metadata is updated accordingly. If marked `true`, the link is valid and is a current form. If marked `false`, the link is either broken or the form has been removed.\\n\\n### Deleted forms\\nIf the `deleted_at` metadata is set, that means the VA has removed this form from the repository and it is no longer to be used.\\n\",\"title\":\"VA 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compliance\",\"title\":\"VAT API\",\"version\":\"1\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/http_vatapi.com_graphics_logo.svg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"swagger\",\"url\":\"https://vatapi.com/api-docs.json\",\"version\":\"1.2\"}],\"x-providerName\":\"vatapi.com\"},\"updated\":\"2019-04-11T08:37:45.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/vatapi.com/1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/vatapi.com/1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"velopayments.com\",\"value\":{\"added\":\"2020-08-18T13:31:23.974Z\",\"preferred\":\"2.26.127\",\"versions\":[{\"key\":\"2.26.127\",\"value\":{\"added\":\"2020-08-18T13:31:23.974Z\",\"info\":{\"description\":\"## Terms and Definitions\\n\\nThroughout this document and the Velo platform the following terms are used:\\n\\n* **Payor.** An entity (typically a corporation) which wishes to pay funds to one or more payees via a payout.\\n* **Payee.** The recipient of funds paid out by a payor.\\n* **Payment.** A single transfer of funds from a payor to a payee.\\n* **Payout.** A batch of Payments, typically used by a payor to logically group payments (e.g. by business day). Technically there need be no relationship between the payments in a payout - a single payout can contain payments to multiple payees and/or multiple payments to a single payee.\\n* **Sandbox.** An integration environment provided by Velo Payments which offers a similar API experience to the production environment, but all funding and payment events are simulated, along with many other services such as OFAC sanctions list checking.\\n\\n## Overview\\n\\nThe Velo Payments API allows a payor to perform a number of operations. The following is a list of the main capabilities in a natural order of execution:\\n\\n* Authenticate with the Velo platform\\n* Maintain a collection of payees\\n* Query the payor\\u2019s current balance of funds within the platform and perform additional funding\\n* Issue payments to payees\\n* Query the platform for a history of those payments\\n\\nThis document describes the main concepts and APIs required to get up and running with the Velo Payments platform. It is not an exhaustive API reference. For that, please see the separate Velo Payments API Reference.\\n\\n## API Considerations\\n\\nThe Velo Payments API is REST based and uses the JSON format for requests and responses.\\n\\nMost calls are secured using OAuth 2 security and require a valid authentication access token for successful operation. See the Authentication section for details.\\n\\nWhere a dynamic value is required in the examples below, the {token} format is used, suggesting that the caller needs to supply the appropriate value of the token in question (without including the { or } characters).\\n\\nWhere curl examples are given, the \\u2013d @filename.json approach is used, indicating that the request body should be placed into a file named filename.json in the current directory. Each of the curl examples in this document should be considered a single line on the command-line, regardless of how they appear in print.\\n\\n## Authenticating with the Velo Platform\\n\\nOnce Velo backoffice staff have added your organization as a payor within the Velo platform sandbox, they will create you a payor Id, an API key and an API secret and share these with you in a secure manner.\\n\\nYou will need to use these values to authenticate with the Velo platform in order to gain access to the APIs. The steps to take are explained in the following:\\n\\ncreate a string comprising the API key (e.g. 44a9537d-d55d-4b47-8082-14061c2bcdd8) and API secret (e.g. c396b26b-137a-44fd-87f5-34631f8fd529) with a colon between them. E.g. 44a9537d-d55d-4b47-8082-14061c2bcdd8:c396b26b-137a-44fd-87f5-34631f8fd529\\n\\nbase64 encode this string. E.g.: NDRhOTUzN2QtZDU1ZC00YjQ3LTgwODItMTQwNjFjMmJjZGQ4OmMzOTZiMjZiLTEzN2EtNDRmZC04N2Y1LTM0NjMxZjhmZDUyOQ==\\n\\ncreate an HTTP **Authorization** header with the value set to e.g. Basic NDRhOTUzN2QtZDU1ZC00YjQ3LTgwODItMTQwNjFjMmJjZGQ4OmMzOTZiMjZiLTEzN2EtNDRmZC04N2Y1LTM0NjMxZjhmZDUyOQ==\\n\\nperform the Velo authentication REST call using the HTTP header created above e.g. via curl:\\n\\n```\\n curl -X POST \\\\\\n -H \\\"Content-Type: application/json\\\" \\\\\\n -H \\\"Authorization: Basic NDRhOTUzN2QtZDU1ZC00YjQ3LTgwODItMTQwNjFjMmJjZGQ4OmMzOTZiMjZiLTEzN2EtNDRmZC04N2Y1LTM0NjMxZjhmZDUyOQ==\\\" \\\\\\n 'https://api.sandbox.velopayments.com/v1/authenticate?grant_type=client_credentials'\\n```\\n\\nIf successful, this call will result in a **200** HTTP status code and a response body such as:\\n\\n```\\n {\\n \\\"access_token\\\":\\\"19f6bafd-93fd-4747-b229-00507bbc991f\\\",\\n \\\"token_type\\\":\\\"bearer\\\",\\n \\\"expires_in\\\":1799,\\n \\\"scope\\\":\\\"...\\\"\\n }\\n```\\n## API access following authentication\\nFollowing successful authentication, the value of the access_token field in the response (indicated in green above) should then be presented with all subsequent API calls to allow the Velo platform to validate that the caller is authenticated.\\n\\nThis is achieved by setting the HTTP Authorization header with the value set to e.g. Bearer 19f6bafd-93fd-4747-b229-00507bbc991f such as the curl example below:\\n\\n```\\n -H \\\"Authorization: Bearer 19f6bafd-93fd-4747-b229-00507bbc991f \\\"\\n```\\n\\nIf you make other Velo API calls which require authorization but the Authorization header is missing or invalid then you will get a **401** HTTP status response.\\n\",\"license\":{\"name\":\"Apache License 2.0\",\"url\":\"https://www.apache.org/licenses/LICENSE-2.0.html\"},\"title\":\"Velo Payments APIs\",\"version\":\"2.26.127\",\"x-apisguru-categories\":[\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_avatars1.githubusercontent.com_u_38107746.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/velopaymentsapi/VeloOpenApi/master/spec/openapi.yaml\",\"version\":\"3.0\"}],\"x-providerName\":\"velopayments.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/velopayments.com/2.26.127/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/velopayments.com/2.26.127/openapi.yaml\",\"openapiVer\":\"3.0.2\"}}]}},{\"key\":\"versioneye.com\",\"value\":{\"added\":\"2016-03-06T21:47:05.000Z\",\"preferred\":\"2.0\",\"versions\":[{\"key\":\"2.0\",\"value\":{\"added\":\"2016-03-06T21:47:05.000Z\",\"info\":{\"description\":\"VersionEye is a cross-platform search engine for free/libre/open source software libraries.\",\"title\":\"Available API endpoints\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"open_data\",\"search\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_versioneye.files.wordpress.com_2015_05_versioneyetransparent.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://www.versioneye.com/api/v2/swagger_doc.json\",\"version\":\"2.0\"}],\"x-providerName\":\"versioneye.com\"},\"updated\":\"2017-10-23T13:10:35.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/versioneye.com/2.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/versioneye.com/2.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"vestorly.com\",\"value\":{\"added\":\"2015-10-22T19:48:00.000Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2015-10-22T19:48:00.000Z\",\"info\":{\"contact\":{\"name\":\"Vestorly Team\"},\"description\":\"Vestorly Developers API\",\"license\":{\"name\":\"MIT\"},\"termsOfService\":\"http://www.vestorly.com/terms/\",\"title\":\"Vestorly API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"backgroundColor\":\"#252832\",\"url\":\"https://api.apis.guru/v2/cache/logo/http_d1sva73gxwx496.cloudfront.net_images_homepage_logo-white-92827ba4.png\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"http://developers.vestorly.com/v2/swagger.json\",\"version\":\"2.0\"}],\"x-providerName\":\"vestorly.com\"},\"updated\":\"2020-11-23T17:04:42.171Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/vestorly.com/1.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/vestorly.com/1.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"viator.com\",\"value\":{\"added\":\"2021-06-10T07:41:38.275Z\",\"preferred\":\"1.0.0\",\"versions\":[{\"key\":\"1.0.0\",\"value\":{\"added\":\"2021-06-10T07:41:38.275Z\",\"info\":{\"contact\":{\"email\":\"dpsupport@viator.com\",\"name\":\"Viator Partner Support Team\",\"url\":\"https://docs.viator.com/partner-api/merchant/#support-procedures-merchant/\"},\"description\":\"<style type='text/css'>\\ncode { white-space: nowrap; }\\na { font-weight: bold; }\\n\\nfigure {\\n width: 100%;\\n text-align: center;\\n font-style: italic;\\n font-size: smaller;\\n text-indent: 0;\\n border: thin silver solid;\\n margin: 0.5em;\\n padding: 0.5em;\\n}\\n\\n</style>\\n\\n## Updates\\n\\n### Latest update: \\n\\n| Date | Description |\\n|------|-------------|\\n| 3 Feb 2021 | Added [Special offers and on-sale pricing](#section/Key-concepts/Special-offers-and-on-sale-pricing) section |\\n| 28 Oct 2020 | Updated FAQ section re booking questions, traveler names, and pricing |\\n| 16 Sep 2020 | Modified FAQ section re booking currencies, supplier name display and requesting additional reviews |\\n| 20 July 2020 | Added [Booking references](#section/Key-concepts/Booking-references) section |\\n\\n**Previous updates**: See [Update log](#section/Appendices/Update-log)\\n\\n# Overview\\n\\nThe Viator Partner API comprises a set of endpoints that can support the operation of a fully-featured tours and experiences booking website or application; or, it can be integrated with your existing travel-booking software.\\n\\nThe API exposes a variety of services that allow the retrieval of all product details, such as descriptions, pricing, terms and conditions, photos and reviews. This data can either be ingested periodically and managed on your local system, or calls can be made in real time to retrieve content in response to your users' activity on your systems.\\n\\nThe API allows product availability schedules to be retrieved in bulk or queried in real-time, and it can perform pricing calculations according to the number and type of traveler for the wide variety of product option combinations typically available in the tours and activities sales workflow.\\n\\nThe API provides booking and post-booking functionality, allowing booking requests, ticket purchase, and booking status updates.\\n\\nVarious utility services are available to map between yours and Viator's data taxonomy.\\n\\n**Please note:** The API does not provide services for storing data, such as user accounts. We assume that merchant partners have their own systems for storing this data.\\n\\n## Who is the API for?\\n\\nThe Viator Partner API is designed for use by organizations and individuals partnered with Viator in one of the following capacities:\\n\\n### Merchant partners\\n\\nA merchant partner is one who operates as the merchant of record; i.e., takes full responsibility for all monetary transactions carried out by their users, as well as providing customer support with regard to providing help, processing cancellations and refunds, and liaising between suppliers and customers when the need to communicate information arises.\\n\\nMerchant partners are invoiced periodically by Viator for all product sales. You will need to demonstrate that you have access to the appropriate infrastructure to effectively support the requisite business operations in order to become a merchant partner.\\n\\n### Viator Branded Affiliates (VBAs)\\n\\nVBAs have full access to the areas of the API relating to content, but sales of Viator products must be carried out on the Viator site itself; therefore, access to the booking or transactional endpoints necessary to operate as the merchant of record (i.e., merchant partners) is restricted. \\n\\nWhen a customer wishes to book a product from a VBA partner's site, they are instead redirected to [viator.com](https://viator.com) in order to complete the purchase; whereas, merchant partners are able to process and manage bookings through the Viator API itself, allowing their customers to book products without leaving the partner's site.\\n\\nViator affiliates instead generate unique URLs that redirect their users to the Viator site, resulting in a cookie being set such that all transactions will accrue a commission for that partner until the cookie expires.\\n\\nPurchases of products originating from the VBAs site are recorded and a commission on these sales is paid periodically.\\n\\n- **Note**: VBA partners should refer to a different document for technical specifications relevant to their partner type. If you are a VBA partner, please navigate to: [https://docs.viator.com/partner-api/affiliate/technical/](https://docs.viator.com/partner-api/affiliate/technical)\\n\\n### VBAs with booking capability\\n\\nVBAs also have the option of allowing their customers to process bookings directly from their site and via the API \\u2013 similar to a merchant partner \\u2013 without being redirected to viator.com to complete their transaction. This partner type sends customer details, product details and credit card payment information via the API, but Viator retains control of and responsibility for processing payments and customer support.\\n\\n### White label partners\\n\\nWhite label partners do not operate their own site infrastructure. Instead, Viator provides a white label site with full functionality that can be branded according to the partner\\u2019s wishes.\\n\\n## Uses of the Viator Partner API\\n\\nThe Viator Partner API is used to carry out the following tasks:\\n\\n### Product search and ingestion\\n\\nPartners can use the product search endpoints to retrieve lists of products from Viator\\u2019s inventory relevant to their business. The available search criteria include:\\n\\n- The location (destination) in which the product operates\\n- Whether the product is associated with a well-known tourist attraction; e.g., Empire State Building\\n- The type of product (known as its category and/or subcategory)\\n- The time period during which the product operates \\n- Words or phrases that occur in a product's description via a free-text search\\n\\nPartners who prefer to download product details periodically (instead of performing all operations in real time in response to user behavior) do so by using the product search endpoints to compile a list of products that they wish to sell on their site. They then download comprehensive product details for each via the /product endpoint.\\n\\n#### Product search endpoints:\\n\\n| Endpoint | Use |\\n|-|-|\\n| [/search/products](#operation/searchProducts) | Allows searching for products according to: destination / location, relationship to a known tourist attraction; category and/or subcategory; date of operation |\\n| [/search/products/codes](#operation/searchProductsCodes) | Retrieves product details for products that match a list of product codes (unique identifiers for the product) |\\n| [/search/freetext](#operation/searchFreetext) | Retrieves product details for products that include the search terms in the product's description and details. |\\n| [/available/products](#operation/availableProducts) | Retrieves products that are identified by specific product codes, operate during a specified day range and accept a certain number of adult travelers |\\n\\n#### Product information endpoints:\\n\\nAll information about a product that must be communicated to customers prior to purchase is available via [/product](#operation/product) and its auxiliary endpoints. This content is generally used to construct product display pages and for performing local searches.\\n\\nImportant information about a product includes:\\n\\n- Product and supplier names\\n- Geographic location\\n- Product description\\n- Category and subcategory\\n- Photos (from both users and the supplier)\\n- User reviews and ratings\\n- Product options (variants of the tour/activity, such as starting times, passenger mix options, and inclusions/add-ons, including basic pricing information for each)\\n- Which age ranges can participate\\n- Booking details\\n- Cancellation policies\\n- Basic pricing\\n- Logistics\\n + Inclusions (e.g., provided meals)\\n + Exclusions (e.g., entrance fees to visited attractions)\\n + Health restrictions and accessibility\\n + Departure times\\n + Passenger pick-up\\n + Duration\\n + Tour routes\\n\\n### Availability\\n\\nThe availability of a tour is communicated via the API's availability endpoints. The availability aspects of a product include:\\n\\n- On which days and at which times the product is available to be booked\\n- Whether the product option (variant) supports a certain combination of passengers according to age and number\\n- Pricing information\\n\\nSome partners choose to bulk-ingest availability information for their products in order to expedite this part of the customer workflow or to facilitate a local search functionality on their website; but, because this information changes very regularly, a final real-time call is generally recommended to ensure that when the booking request is submitted by the customer it is unlikely to fail on account of a change in availability.\\n\\n#### Availability endpoints\\n\\n| Endpoint | Use |\\n|-|-|\\n| [/booking/availability](#operation/bookingAvailability) | Returns the product option with the lowest price that is available on each day |\\n| [/booking/availability/dates](#operation/bookingAvailabilityDates) | Returns all available dates for a product (but without regard to product option) |\\n| [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) | Returns all product options for a product that are available on the specified day for the specified passenger mix |\\n| [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) | Returns a detailed matrix of product options, passenger mixes and the pricing applicable to each combination |\\n| [/booking/calculateprice](#operation/bookingCalculateprice) | Provides a reconfirmation of a product's availability with respect to the product option and passenger mix provided and calculates a final price; used as a final availability check immediately prior to making a booking |\\n\\n### Booking and cancellations\\n\\nMerchant partners and VBAs with booking capabilities can use the Viator Partner API to purchase the product through the [/booking/book](#operation/bookingBook) endpoint.\\n\\nThe API also provides services to:\\n\\n- Enquire about the status of an existing booking\\n- Retrieve tickets/vouchers for the product\\n- Cancel a booking\\n\\n#### Booking endpoints\\n\\n| Endpoint | Use |\\n|-|-|\\n| [/booking/book](#operation/bookingBook) | Make a booking / purchase a product |\\n| [/booking/status](#operation/bookingStatus) | Retrieve multiple detailed booking statuses based on a range of specified criteria |\\n| [/booking/status/items](#operation/bookingStatusItems) | Similar to [/booking/status](#operation/bookingStatus), but provides slightly less detail and can be called more frequently |\\n\\n#### Cancellation endpoints\\n\\n| Endpoint | Use |\\n|-|-|\\n| [/bookings/{booking-reference}/cancel-quote](#operation/bookingQuote) | Returns the expected outcome of a booking cancellation request (taking into consideration the product's cancellation policy) were the cancellation request performed immediately |\\n| [/bookings/{booking-reference}/cancel](#operation/cancelBooking) | Cancels the booking and assigns a refund depending on the product\\u2019s cancellation policy |\\n\\n### Auxiliary services\\n\\nTaxonomical data sets are required to interact meaningfully with the Viator Partner API; for example, mappings from destination (location of operation) to their respective identification codes. This information may occasionally change or be added to. Consequently, the API includes endpoints that return the most up-to-date versions of this information.\\n\\n#### Taxonomy endpoints\\n\\n| Endpoint | Use |\\n|-|-|\\n| [/taxonomy/destinations](#operation/taxonomyDestinations) | Retrieves a list of destination names, types and unique identifiers to be used when interacting with the Viator Partner API |\\n| [/taxonomy/categories](#operation/taxonomyCategories) | Retrieves a list of product categories for a destination that can be used as a means of filtering when searching for products using the [/search/products](#operation/searchProducts) endpoint |\\n| [/taxonomy/attractions](#operation/taxonomyAttractions) | Retrieves a list of tourist attractions (e.g., the Eiffel Tower or Empire State Building) and their associated identification codes to be used as a means of searching for available products; for example, in the [/search/products](#operation/searchProducts) service |\\n| [/booking/hotels](#operation/bookingHotels) | Retrieves a list of hotels, including names and geographic locations, to be used when making booking requests |\\n\\n---\\n\\n# Authentication\\n\\n**Note**:\\n\\n- The authentication mechanism for this API has been updated recently. Now, partners can also authenticate using a [new style of API key](#section/Authentication/exp-api-key) that is included in each call as a <u>header parameter</u>. Previously, authentication was accomplished by including an API key as a query parameter.\\n\\n- Partners who are currently authenticating via the [API key query parameter](#section/Authentication/Legacy-API-keys) can continue to authenticate in this way; however, access to the new booking cancellation endpoints ([/bookings/cancel-reasons](#operation/cancellationReasons), [/bookings/cancel-quote](#operation/cancelBookingQuote) and [/bookings/cancel](#operation/cancelBooking)) does require the new-style of API key. All other endpoints remain compatible with both authentication methods.\\n\\n- If you would like to switch to the [new style of key](#section/Authentication/exp-api-key), please speak to your business development account manager.\\n\\n## API key\\n\\nAccess to the API is managed using an **API key** that is included as a **header parameter** to every call made to all API endpoints described in this document.\\n\\n| Header parameter name | Example value |\\n|-----------------------|---------------|\\n| exp-api-key | bcac8986-4c33-4fa0-ad3f-75409487026c |\\n\\nIf you do not know the API key for your organization, please contact your business development account manager for these details.\\n\\nPlease note that language localization is now controlled on a per-call basis. Previously, language localization was controlled via API-key configuration, with one language available per API key. Under the present scheme, you can access any language enabled for your organization's point of sale via a **single API key**. \\n\\nLanguage selection is accomplished by specifying the desired language as a header parameter (`Accept-Language`). See [Accept-Language header](#section/Appendices/Accept-Language-header) for available language codes. If you would like access to additional languages, please contact your business development account manager.\\n\\n## Legacy API key\\n\\nPreviously, authenticating to this API was accomplished by passing an API-key **as a query parameter** appended to the URI for each call; e.g.:\\n\\n```html\\nGET https://viatorapi.sandbox.viator.com/service/taxonomy/destinations?apiKey=xxxxxxxxxxxxxxxxxx\\n```\\n\\nThis method of authentication remains available for backwards-compatibility with existing implementations. If you would like to upgrade to the new style of API key, please contact your business development account manager. \\n\\n# Key concepts\\n\\n## Content ingestion and caching strategy\\n\\nMuch of the information you will need to retrieve from the Viator API \\u2013 such as the taxonomy, product lists and product details \\u2013 do not change frequently.\\n\\nTherefore, we recommend implementing a caching strategy in order to eliminate unnecessary traffic to Viator\\u2019s servers and improve the operation of your site. \\n\\nThis section discusses the different strategies for retrieving and caching Viator\\u2019s product catalogue.\\n\\nYou will need to decide on how you will retrieve and manage content from Viator\\u2019s product catalogue. The two main options are as follows:\\n\\n### 1. API response caching\\n\\n*Partners retrieve content as-needed and cache responses on a service-by-service basis*\\n\\nIf you do not need to store product details locally, we recommend performing caching of on a service-by-service basis; i.e., storing the entire response and applying a time-to-live (TTL) of less than 24 hours.\\n\\n#### Benefits of API response caching\\n\\n* All the benefits of caching with minimal overhead\\n* Minimal risk of serving stale or invalid data cached on the partner's side\\n* No need to download data about products that are not selling\\n* A smaller volume of local data improves cache hit performance\\n* Fewer requests made of Viator's systems\\n* Avoids rate limitations\\n* Closer adherence to best practices\\n* Removes need to manage a complex data structure locally\\n\\n#### Service endpoints to cache\\n\\nCaching should only be applied to services that yield infrequently changing data; i.e.:\\n\\n* [/taxonomy/destinations](](#operation/taxonomyDestinations)\\n* [/taxonomy/categories](#operation/taxonomyCategories)\\n* [/taxonomy/attractions](#operation/taxonomyAttractions)\\n* [/search/products](#operation/searchProducts)\\n* [/search/products/codes](#operation/searchProductsCodes)\\n* [/search/freetext](#operation/searchFreetext)\\n* [/product](#operation/product)\\n* [/product/reviews](#operation/productReviews)\\n* [/product/photos](#operation/productPhotos)\\n* [/available/products](#operation/availableProducts)\\n\\n**Note**: these services should be considered cacheable even though some are POST and none include a Cache-Control HTTP header in their response.\\n\\n### 2. Periodic content ingestion\\n\\n*Partners download either the full product catalogue or a subset of the catalogue at regular intervals based on destination, linked attraction, or product category filters.*\\n\\n#### Who should use periodic ingestion\\nThis approach may be preferable for partners whose requirements include:\\n* **System agnosticism/data centralization** \\u2013 i.e., partners who are simultaneously selling products from vendors other than Viator, have existing product databases or are likely to want to maintain a central product catalogue with a unified taxonomy / data structure\\n* **Enhanced search capability** \\u2013 i.e., the ability to apply different categorization rules, filters, exclusions or search optimizations to the product catalogue; e.g., grouping or filtering products according to criteria other than those supported directly by the Viator API (destination, attraction-link or category)\\n\\n#### Frequency of content ingestion\\nWe recommend that you perform an ingestion of the product catalogue once every 24 hours.\\n\\n#### How to retrieve product codes\\n\\nMake a call to one of the product search services:\\n\\n* [/search/products](#operation/searchProducts) \\u2013 to search by `destId` (destination), `catId` (category), `subCatId` (subcategory) or `seoId` (attraction)\\n* [/search/freetext](#operation/searchFreetext) \\u2013 free-text search across all identifying fields \\n\\n#### How to retrieve all products in the catalogue\\n\\nTo retrieve all products from the Viator catalogue:\\n\\n* Retrieve all available destination identifiers (`destId`) from the [/taxonomy/destinations](#operation/taxonomyDestinations) service\\n* Iterate through the complete list of `destId`s you retrieved in the previous step, and call [/search/products](#operation/searchProducts) for each `destId`\\n\\n**Note**: As some products operate in multiple destinations, the same product code may be returned for a range of different destinations. Therefore, make sure your list of product codes only contains one copy of each code.\\n\\nYou may then iterate through this list of product codes to retrieve any other product details necessary in order to properly populate your local database with the information you require.\\n\\n#### Retrieving a subsection of the product catalogue\\n\\nYou may wish to retrieve only some of the products available in the Viator catalogue; for example, if your organization is only interested in selling products that operate locally.\\n\\nYour top level search using [/search/products](#operation/searchProducts) is restricted to one of the three main categorization methods for products; i.e., destination, category/subcategory, or attraction-link; however, you may employ your own methods to filter the selection of products based on any attribute in the product data structure.\\n\\n#### Dealing with pagination using `totalCount` and `topX`\\n\\nDue to the large number of results that can be returned by the [/search/products](#operation/searchProducts) service, the request might exceed the 30-second time-out limitation on both sandbox and live servers. Therefore, you will need to make multiple requests to this service including pagination information in order to retrieve all products that match your search criteria.\\n\\nThis is accomplished by sequentially requesting successive segments of the results using the `topX` request parameter together with the `totalCount` response field; i.e.:\\n\\n* For your first request, specify a `topX` of `\\\"1-100\\\"`\\n - **Note**: this range is *inclusive*; i.e., `\\\"topX\\\": 1-100\\\"` will yield the first 100 records \\n* The first response will indicate the total number of records available through the value of the `totalCount` field in the response object; e.g.: `\\\"totalCount\\\": 13843`\\n* For each subsequent request, specify the next logical 'chunk' of data via the `topX` parameter of the request; e.g.:\\n - \\\"topX\\\": \\\"1-100\\\"\\n - \\\"topX\\\": \\\"101-200\\\"\\n - ...\\n - \\\"topX\\\": \\\"13801-13843\\\"\\n\\n#### Rate limiting\\n\\nDue to the heavy load that pre-caching can place on Viator's servers and the downstream servers we connect to, we apply a rate limit of **150 requests per 10 second time window**.\\n\\nRequest rates exceeding this limit will result in a **HTTP 429 (Too Many Requests)** status code being returned.\\n\\n**Note**: The rate is calculated over a rolling 10-second time window\\n\\n* In order to avoid running-up against rate limits:\\n - insert a delay of 2s if you receive a HTTP 429 status code\\n - do not run this as a multi-threaded process\\n\\n## Categorization of content\\n\\nThe products available in Viator\\u2019s catalogue are mainly categorized according to:\\n\\n1. **Destination**: every product in the Viator catalogue is categorized according to the destination/locale in which it operates. There are three kinds of destination:\\n<table>\\n <thead>\\n <th>Destination type</th>\\n <th>Meaning</th>\\n </thead>\\n <tbody>\\n <tr>\\n <td>\\u201cCOUNTRY\\u201d</td>\\n <td>A country; e.g., \\u201cAustralia\\u201d, \\u201cJapan\\u201d, \\u201cUSA\\u201d</td>\\n </tr>\\n <tr>\\n <td>\\\"REGION\\\"</td>\\n <td>A geographical region or state; e.g., \\u201cSouth Australia\\u201d, \\u201cFrench Riviera\\u201d, \\u201cPunjab\\u201d</td>\\n </tr>\\n <tr>\\n <td>\\\"CITY\\\"</td>\\n <td>A city within a state; e.g., \\u201cTownsville\\u201d, \\u201cOsaka\\u201d, \\u201cSingapore\\u201d</td>\\n </tr>\\n </tbody>\\n</table>\\n<table>\\n <thead>\\n <tr>\\n <th><code>destinationName</code></th>\\n <th><code>destId</code></th>\\n <th><code>destinationType</code></th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <td>USA</td>\\n <td>77</td>\\n <td>COUNTRY</td>\\n </tr>\\n <tr>\\n <td>Wisconsin</td>\\n <td>22231</td>\\n <td>REGION</td>\\n </tr>\\n <tr>\\n <td>Madison</td>\\n <td>24146</td>\\n <td>CITY</td>\\n </tr>\\n <tr>\\n <td>France</td>\\n <td>51</td>\\n <td>COUNTRY</td>\\n </tr>\\n <tr>\\n <td>Brittany</td>\\n <td>21942</td>\\n <td>REGION</td>\\n </tr>\\n <tr>\\n <td>Rennes</td>\\n <td>21943</td>\\n <td>CITY</td>\\n </tr>\\n </tbody>\\n</table>\\n\\n1. **Category and subcategory**: the products in the Viator catalogue are grouped according to the kind of activity they entail and may be subcategorized further to provide greater specificity; for example:\\n<table>\\n <thead>\\n <tr>\\n <th>Category</th>\\n <th>Subcategories</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <td rowspan=3>Air, Helicopter & Balloon Tours</td>\\n <td>Air Tours</td>\\n </tr>\\n <tr>\\n <td>Helicopter Tours</td>\\n </tr>\\n <tr>\\n <td>Balloon Rides</td>\\n </tr>\\n <tr>\\n <td rowspan=2>Weddings & Honeymoons</td>\\n <td>Wedding Packages</td>\\n </tr>\\n <tr>\\n <td>Honeymoon Packages</td>\\n </tr>\\n </tbody>\\n</table>\\n1. **Attraction link** (i.e., association to a particular \\\"point of interest\\\"); e.g.:\\n<table>\\n <thead>\\n <tr>\\n <th>Attraction</th>\\n <th>`seoId`</th>\\n <tr>\\n </thead>\\n <tbody>\\n <tr>\\n <td>Bellagio Fountains</td>\\n <td>1243</td>\\n </tr>\\n <tr>\\n <td>Black Canyon</td>\\n <td>4437</td>\\n </tr>\\n <tr>\\n <td>Epcot Centre</td>\\n <td>1141</td>\\n </tr>\\n </tbody>\\n</table>\\n\\n\\n## Booking concepts\\n\\n### Booking types - *on-request* and *freesale*\\n\\nBookings made with Viator can be either *freesale* (immediate confirmation) or *on-request*, which require us to confirm with our product supplier that the product has not sold out and is still available. This difference must be clearly communicated to the customer during the price check and on the *order summary* post-purchase page.\\n\\nFor *freesale* bookings, the voucher becomes available immediately, and the customer's credit card will be charged at the time of booking. For *on-request* bookings, confirmation will be sent to the customer within a timeframe supplied in the [/booking/calculateprice](#operation/bookingCalculateprice) and [/booking](#operation/bookingBook) service responses.\\n\\nThe customer's credit card will be charged once their *on-request* booking is confirmed.\\n\\n### bookingEngineId\\n\\n`bookingEngineId` is a field returned in the responses from several endpoints documented in this manual. It is a **booking type specifier** indicating whether, when the product in question is booked, the booking will be `CONFIRMED` immediately or if it will remain `PENDING` even after the booking has been made, indicating that it is an on-request product.\\n\\n`bookingEngineId` takes *one of* the following values:\\n\\n - `\\\"FreesaleBE\\\"` \\u2013 the product will be confirmed immediately and the supplier will be sent a notification.\\n\\n - `\\\"UnconditionalBE\\\"` - the product will be confirmed immediately and the supplier will not be notified.\\n\\n - `\\\"DeferredCRMBE\\\"` - the product is an on-request product and the booking will not be confirmed immediately. The booking will remain with a `PENDING` status after it is made, to be confirmed by the supplier within the time specified in the `hoursConfirmed` field available in the booking response and post-booking services.\\n\\n - `\\\"FreesaleOnRequestBE\\\"` - The product is freesale up until a certain number of days before the travel date, after which it becomes on-request. It is then referred to as being within the *on-request period*. If a booking is made within the on-request period, the product can be considered to be an on-request product. Once the booking has been made, the `bookingEngineId` will change to either `\\\"FreesaleOnRequestBE:OnRequest\\\"` or `\\\"FreesaleOnRequestBE:Freesold\\\"` depending on the travel date and the on-request period. \\n\\n### Tour grades\\n\\nProducts can have one or more *tour grades*. Each tour grade might represent a departure time or different tour option, such as additional meals, transport and so forth. If the tour grade code is `\\\"DEFAULT\\\"`, *do not* display this to the customer, simply hide the product's tour grade information.\\n\\n### Language options\\n\\nMany tours deliver a commentary in multiple languages using multilingual tour guides or with written or prerecorded information. Where available, the customer can preselect their preferred language option.\\n\\n### Traveler mix (pax)\\n\\nSome tour grades have defined traveler mixes used to price family passes; or, they might have special mixes for limited passenger tours, such as small buggies or weddings.\\n\\nThese traveler mixes are provided by the [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) service. You may need to display these to your customers so that they are able to understand why they can or cannot select a particular tour grade if there is a traveler mix mismatch.\\n\\n### Pick-up location and hotel lists\\n\\nSome products have pick-up and return shuttle bus services. For these tours, you will need the customer to supply a pick-up hotel, or they must select *live locally* or *hotel not yet booked* options.\\n\\nViator maintains pick-up hotel lists for many popular destinations. These lists are available for customers to select their pick-up location for various tours. For destinations without hotel lists, customers can enter the name of their hotel. If a customer's hotel is not listed, they should be able to enter a hotel name; however, pick-up may not be possible for that hotel.\\n\\n### Lead traveler\\n\\nEach tour booking requires a lead traveler to be identified. To identify the lead traveler in your request, set the `leadTraveller` flag to `true` in the traveler class.\\n\\n### Booking questions\\n\\nSome products have a list of one or more [booking questions](#section/Appendices/Booking-questions) that need to be asked. Some are mandatory. The question, a description, etc are provided in the product details object. The answers need to be included with the booking request.\\n\\n### SSL/HTTPS\\n\\nCalls to the [/booking/book](#operation/bookingBook) service *must* use a secure channel (https) as they contain credit card information.\\n\\n### Promo codes\\n\\nViator can create promotional (promo) codes for discounts and other purposes. As it's unlikely for you to wish to support this feature, we recommend supplying `null` in the `promoCode` field and not including any customer-entered fields during the checkout process.\\n\\n### Partner data\\n\\nPartners can also supply additional information for their own internal purposes. These are attached to booking reports and other materials for use in allocating commissions to agents and so forth.\\n\\n## Availability services\\n\\nProduct availability information can be retrieved with the following services:\\n\\n- [/booking/availability](#operation/bookingAvailability): get the tourgrade with the lowest price available on a day\\n- [/booking/availability/dates](#operation/bookingAvailabilityDates): get all available dates for a product excluding days it does not operate and blockouts\\n- [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades): list all available tour grades for a specific day\\n- [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix): returns available days only (ie days which have at least one tour grade available), and the pricing matrix for that tour grade on that day\\n\\n### Example: multiple departures in a single day\\n\\nMultiple departures in a single day (each represented by a tour grade) and the language options (langServices).\\n\\nThis request is for 3 adults on a helicopter tour:\\n- **Note:** No prices are returned if the tour grade is unavailable.\\n\\n**Request object** ([/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades)):\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"2280AAHT\\\",\\n \\\"bookingDate\\\": \\\"2013-05-11\\\",\\n \\\"currencyCode\\\": \\\"EUR\\\",\\n \\\"ageBands\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"count\\\": 3\\n }]\\n}\\n```\\n\\n**Response object** ([/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades))\\n:\\n\\n```javascript\\n{\\n \\\"data\\\": [{\\n \\\"available\\\": false,\\n \\\"ageBands\\\": null,\\n \\\"langServices\\\": null,\\n \\\"gradeCode\\\": \\\"EARLYM\\\",\\n \\\"unavailableReason\\\": \\\"BOOKING_CUTOFF_EXPIRED\\\",\\n \\\"gradeTitle\\\": \\\"Early Morning Departure\\\",\\n \\\"gradeDepartureTime\\\": \\\"\\\",\\n \\\"gradeDescription\\\": \\\"Flight departs Las Vegas between 7am & 8am\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\",\\n \\\"ageBandsRequired\\\": null,\\n \\\"currencyCode\\\": \\\"ERROR\\\",\\n \\\"retailPrice\\\": 0,\\n \\\"bookingDate\\\": \\\"2013-05-11\\\",\\n \\\"retailPriceFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"\\\",\\n \\\"sortOrder\\\": 1\\n },\\n {\\n \\\"available\\\": false,\\n \\\"ageBands\\\": null,\\n \\\"langServices\\\": null,\\n \\\"gradeCode\\\": \\\"LATEM\\\",\\n \\\"unavailableReason\\\": \\\"BOOKING_CUTOFF_EXPIRED\\\",\\n \\\"gradeTitle\\\": \\\"Late Morning Departure\\\",\\n \\\"gradeDepartureTime\\\": \\\"\\\",\\n \\\"gradeDescription\\\": \\\"Flight departs Las Vegas between 9:45am & 10:45am\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\",\\n \\\"ageBandsRequired\\\": null,\\n \\\"currencyCode\\\": \\\"ERROR\\\",\\n \\\"retailPrice\\\": 0,\\n \\\"bookingDate\\\": \\\"2013-05-11\\\",\\n \\\"retailPriceFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"\\\",\\n \\\"sortOrder\\\": 2\\n },\\n {\\n \\\"available\\\": false,\\n \\\"ageBands\\\": null,\\n \\\"langServices\\\": null,\\n \\\"gradeCode\\\": \\\"EARLYA\\\",\\n \\\"unavailableReason\\\": \\\"BOOKING_CUTOFF_EXPIRED\\\",\\n \\\"gradeTitle\\\": \\\"Early Afternoon Departure\\\",\\n \\\"gradeDepartureTime\\\": \\\"2:50 PM\\\",\\n \\\"gradeDescription\\\": \\\"Flight departs Las Vegas between 12:30pm & 1:30pm\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\",\\n \\\"ageBandsRequired\\\": null,\\n \\\"currencyCode\\\": \\\"ERROR\\\",\\n \\\"retailPrice\\\": 0,\\n \\\"bookingDate\\\": \\\"2013-05-11\\\",\\n \\\"retailPriceFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"\\\",\\n \\\"sortOrder\\\": 3\\n },\\n {\\n \\\"available\\\": false,\\n \\\"ageBands\\\": null,\\n \\\"langServices\\\": null,\\n \\\"gradeCode\\\": \\\"LATEA\\\",\\n \\\"unavailableReason\\\": \\\"BOOKING_CUTOFF_EXPIRED\\\",\\n \\\"gradeTitle\\\": \\\"Late Afternoon Departure\\\",\\n \\\"gradeDepartureTime\\\": \\\"\\\",\\n \\\"gradeDescription\\\": \\\"Flight departs Las Vegas between 3:15pm & 4:15pm; available Ap\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\",\\n \\\"ageBandsRequired\\\": null,\\n \\\"currencyCode\\\": \\\"ERROR\\\",\\n \\\"retailPrice\\\": 0,\\n \\\"bookingDate\\\": \\\"2013-05-11\\\",\\n \\\"retailPriceFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"\\\",\\n \\\"sortOrder\\\": 4\\n }],\\n \\\"vmid\\\": \\\"221001\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-06-04T17:01:34+0000\\\",\\n \\\"totalCount\\\": 1,\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n### Example: traveler mix mismatch\\n\\nThe request is for five adults, but this product only support up to four adults.\\n\\n**Example request object** ([/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades)):\\n```javascript\\n{\\n \\\"productCode\\\": \\\"2280ULTWED\\\",\\n \\\"bookingDate\\\": \\\"2013-12-11\\\",\\n \\\"currencyCode\\\": \\\"EUR\\\",\\n \\\"ageBands\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"count\\\": 5\\n }]\\n}\\n```\\n\\n**Example response object**\\nThe response contains `\\\"TRAVELLER_MISMATCH\\\"` and you can see the `ageBandsRequired` values for the adult (1) age band in the available tour grade.\\n\\n```javascript\\n{\\n \\\"data\\\": [{\\n \\\"available\\\": false,\\n \\\"ageBands\\\": null,\\n \\\"langServices\\\": null,\\n \\\"gradeCode\\\": \\\"DEFAULT\\\",\\n \\\"unavailableReason\\\": \\\"TRAVELLER_MISMATCH\\\",\\n \\\"gradeTitle\\\": \\\"DEFAULT\\\",\\n \\\"gradeDepartureTime\\\": \\\"12:00 AM\\\",\\n \\\"gradeDescription\\\": \\\"DEFAULT\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\",\\n \\\"ageBandsRequired\\\": [\\n [{\\n \\\"bandId\\\": 1,\\n \\\"minimumCountRequired\\\": 2,\\n \\\"maximumCountRequired\\\": 2\\n }],\\n [{\\n \\\"bandId\\\": 1,\\n \\\"minimumCountRequired\\\": 3,\\n \\\"maximumCountRequired\\\": 3\\n }],\\n [{\\n \\\"bandId\\\": 1,\\n \\\"minimumCountRequired\\\": 4,\\n \\\"maximumCountRequired\\\": 4\\n }]],\\n \\\"currencyCode\\\": \\\"ERROR\\\",\\n \\\"retailPrice\\\": 0,\\n \\\"bookingDate\\\": \\\"2013-12-11\\\",\\n \\\"retailPriceFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"\\\",\\n \\\"sortOrder\\\": 1\\n }],\\n \\\"vmid\\\": \\\"221001\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-06-04T17:02:35+0000\\\",\\n \\\"totalCount\\\": 1,\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n## Understanding the pricingUnit field\\n\\nThis section explains the meaning and function of the `pricingUnit` field in the response object received from the [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service.\\n\\n### Request body\\nThe [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service takes the following parameters as input in its request body:\\n\\n| Parameter | Type | Meaning |\\n|-----------|------|---------|\\n| `productCode` | string | unique alphanumeric identifier of the product to enquire about; e.g., `10040WORLD` |\\n| `month` | string | **month** of the year by which to filter results |\\n| `year` | string | **year** by which to filter results |\\n| `currencyCode` | string | **currency code** for the currency in which to display pricing information |\\n\\n#### Example request body\\n\\nSending the following request body to the [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service will retrieve pricing information for \\\"Skip the Line: World of Discoveries Entrance Ticket in Porto\\\" (product code: 10040WORLD).\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"10040WORLD\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n### Response object\\n\\nWithin each object item of the `tourGrades` array \\u2013 each of which gives the pricing details for a specific tour grade \\u2013 is a `pricingMatrix` array. Each object in this array details the per-age-band pricing for a specific pricing unit (`pricingUnit`) associated with that product.\\n\\nUsing this information, you should be able to calculate the total cost of the booking \\u2013 considering any booking options \\u2013 with regard to the number of participants.\\n\\nHow to identify the fundamental unit prices for a booking, which are then summed in order to calculate a total price, is detailed below.\\n\\nNote that in the response object received from the service, pricing schedules are organized hierarchically as follows:\\n\\n```c\\nbookingDate\\n--tourGrade\\n----ageBand\\n------price\\n```\\n\\n### Types of pricing unit\\nThere are two fundamental types of pricing unit \\u2013 **per-person** and **per-group**.\\n\\n#### Per-person pricing schedule\\nIf the pricing is *per-person*, then the total price of the booking will be directly proportional to the number of participants (passengers) of each type that are booking the product; i.e., a direct multiple of the per-person price.\\n\\nThe only pricing unit specifier for *per-person* pricing is \\u201cper person\\u201d, given in the `pricingUnit` field; i.e.:\\n\\n- `\\\"pricingUnit\\\": \\\"per person\\\"`\\n\\n| Pricing unit | Example product | Meaning |\\n|--------------|---------|---------|\\n| `\\\"per person\\\"` | **10040WORLD** | **Per-person pricing** \\u2013 the unit price refers to the price for an individual participant.<br />Some products have tiered pricing arrangements; i.e., a different per-person price can apply if certain numbers and combinations of participants in a particular age band are booking the product; e.g.:<br /><ul><li>**1-2 adults**: $50 per person</li><li>**3-4 adults**: $45 per person</li></ul><br />Whether a range is available to be booked depends on whether the customer\\u2019s desired passenger mix satisfies the `minimumCountRequired` and `maximumCountRequired` fields in each item of the `ageBandPrices` array. |\\n\\n#### Per-group pricing\\nIf the pricing is per-group, then the total price of the booking will depend on the number of groups and types of group that ideally accommodate the participant mix.\\n\\nThe following pricing schedules follow \\u201cper-group\\u201d logic:\\n\\n- `\\\"pricingUnit\\\": \\\"per vehicle\\\"`\\n- `\\\"pricingUnit\\\": \\\"per car\\\"`\\n- `\\\"pricingUnit\\\": \\\"per group\\\"`\\n- `\\\"pricingUnit\\\": \\\"per boat\\\"`\\n- `\\\"pricingUnit\\\": \\\"per package\\\"`\\n- `\\\"pricingUnit\\\": \\\"per jetski\\\"`\\n- `\\\"pricingUnit\\\": \\\"per vessel\\\"`\\n- `\\\"pricingUnit\\\": \\\"per helicopter\\\"`\\n- `\\\"pricingUnit\\\": \\\"per room\\\"`\\n- `\\\"pricingUnit\\\": \\\"per bike\\\"`\\n- `\\\"pricingUnit\\\": \\\"per flight\\\"`\\n- `\\\"pricingUnit\\\": \\\"per plane\\\"`\\n- `\\\"pricingUnit\\\": \\\"per couple\\\"`\\n\\nEligibility for a certain individual pricing schedule; or, for inclusion in a particular group type, depends on the tour grade for the product, the type of participant (e.g., the age-band they fall into) and the date of the booking.\\n\\n#### Group pricing schedules\\n\\n| Pricing unit | Example product | Meaning |\\n|---------------|-----------|---------|\\n| `\\\"per group\\\"` | **10847P42** | **Per-group** pricing \\u2013 the unit price is calculated according to the number of groups the specified passenger will fit into rather than the exact number of participants. `minimumCountRequired` and `maximumCountRequired` must be considered as these fields relate to the available group sizes. |\\n| `\\\"per room\\\"` | **6279P26** | **Per-room** pricing relates the room price, which depends on the number of participants making the booking. |\\n| `\\\"per package\\\"` | **25941P70** | **Per-package** pricing refers to products that are sold as part of a package; for example a family package stipulating a passenger mix of two adults and two children |\\n| `\\\"per vehicle\\\"` | **6154SHOP** | **Per-vehicle** pricing is calculated according to the number of vehicles required for the specified passenger mix rather than the exact number of participants. `minimumCountRequired` and `maximumCountRequired` must be considered as these fields relate to the occupancy limitations for each vehicle. The minimum price will depend on the rate for a single vehicle. |\\n| `\\\"per car\\\"` | **10175P10** | **Per-car** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are cars. |\\n| `\\\"per boat\\\"` | **11121P40** | **Per-boat** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are boats. |\\n| `\\\"per jetski\\\"` | **28965P127** | **Per-jetski** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are jet-skis. |\\n| `\\\"per vessel\\\"` | **17295P24** | **Per-vessel** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to maritime vessels that are not strictly boats. |\\n| `\\\"per helicopter\\\"` | **12189P23** | **Per-helicopter** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are helicopters. |\\n| `\\\"per bike\\\"` | **17448P8** | **Per-bike** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are bikes. |\\n| `\\\"per flight\\\"` | **28965P134** | **Per-flight** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to the act of being aboard a flying vehicle. |\\n| `\\\"per plane\\\"` | **14876P5** | **Per-plane** pricing \\u2013 identical to \\\"per vehicle\\\", but refers specifically to vehicles that are aeroplanes. |\\n\\n### Interpreting response objects by example\\n\\nIn this section, we\\u2019ll have a look at snippets from the response objects received from the [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service and interpret the results.\\n\\n#### Per-person pricing\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"10040WORLD\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n#### Response snippet\\n\\n**Note:** `pricingMatrix` is an array of objects that detail the available pricing schedules for the product:\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 13.85,\\n \\\"priceFormatted\\\": \\\"$13.85\\\",\\n \\\"merchantNetPrice\\\": 11.05,\\n \\\"merchantNetPriceFormatted\\\": \\\"$11.05\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": 15\\n },\\n {\\n \\\"bandId\\\": 2,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 6.92,\\n \\\"priceFormatted\\\": \\\"$6.92\\\",\\n \\\"merchantNetPrice\\\": 5.53,\\n \\\"merchantNetPriceFormatted\\\": \\\"$5.53\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 2,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": 15\\n },\\n {\\n \\\"bandId\\\": 3,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 0,\\n \\\"priceFormatted\\\": \\\"$0.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 3,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": 15\\n },\\n {\\n \\\"bandId\\\": 5,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 10.39,\\n \\\"priceFormatted\\\": \\\"$10.39\\\",\\n \\\"merchantNetPrice\\\": 8.3,\\n \\\"merchantNetPriceFormatted\\\": \\\"$8.30\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 4,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": 15\\n }\\n ]\\n }\\n]\\n```\\n\\nIn this example, four age bands (1, 2, 3 and 5) have pricing information available. These numerically-identified age bands are the age bands allowed to book the product. Details of the age ranges that the product operator has defined are available from the **/product** service.\\n\\nA call to **/product** regarding `10040WORLD` yields the following information:\\n\\n```javascript\\n\\\"ageBands\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"ageFrom\\\": 13,\\n \\\"ageTo\\\": 64,\\n \\\"adult\\\": true,\\n \\\"bandId\\\": 1,\\n \\\"pluralDescription\\\": \\\"Adults\\\",\\n \\\"treatAsAdult\\\": true,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Adult\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"ageFrom\\\": 65,\\n \\\"ageTo\\\": 99,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 5,\\n \\\"pluralDescription\\\": \\\"Seniors\\\",\\n \\\"treatAsAdult\\\": true,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Senior\\\"\\n },\\n {\\n \\\"sortOrder\\\": 3,\\n \\\"ageFrom\\\": 4,\\n \\\"ageTo\\\": 12,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 2,\\n \\\"pluralDescription\\\": \\\"Children\\\",\\n \\\"treatAsAdult\\\": false,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Child\\\"\\n },\\n {\\n \\\"sortOrder\\\": 4,\\n \\\"ageFrom\\\": 0,\\n \\\"ageTo\\\": 3,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 3,\\n \\\"pluralDescription\\\": \\\"Infants\\\",\\n \\\"treatAsAdult\\\": false,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Infant\\\"\\n }\\n```\\n\\nProduct operators choose the age bands available for their product from the following five categories and define the age ranges that pertain to each band; i.e.:\\n\\n| `bandId` | `description` |\\n|:----------:|:-----------:|\\n| **1** | Adult |\\n| **2** | Child |\\n| **3** | Infant |\\n| **4** | Youth |\\n| **5** | Senior |\\n\\nFor this product, the age bands have been defined as follows:\\n\\n| `bandId` | `description` | `ageFrom` | `ageTo` |\\n|:--------:|:-----------:|:-------:|:-----:|\\n| **1** | Adult | 13 | 64 |\\n| **5** | Senior | 65 | 99 |\\n| **2** | Child | 4 | 12 |\\n| **3** | Infant | 0 | 3 |\\n\\nTherefore, for this product, the following pricing applies:\\n\\n| Passenger type | Number | Price |\\n|----------------|:------:|-------|\\n| **Adult** | 1-15 | $13.85 per person |\\n| **Senior** | 1-15 | $10.39 per person |\\n| **Child** | 1-15 | $6.92 per person |\\n| **Infant** | 1-15 | free ($0) |\\n\\nPer-person pricing might depend on the mix of passengers booking the tour. In the following example (`5010SYDNEY`), a \\\"48 Hour Family Pass Ticket\\\" has a different price for children depending on how many are participating, which we'll see in the following snippet.\\n\\n##### Response snippet\\n```javascript\\n\\\"tourGrades\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"gradeCode\\\": \\\"14HFAM\\\",\\n \\\"gradeTitle\\\": \\\"48 Hour Family Pass Ticket\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 133.47,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$133.47\\\",\\n \\\"merchantNetPrice\\\": 106.62,\\n \\\"merchantNetPriceFormatted\\\": \\\"$106.62\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 1\\n },\\n {\\n \\\"bandId\\\": 2,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 0,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$0.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 2,\\n \\\"minimumCountRequired\\\": 2,\\n \\\"maximumCountRequired\\\": 2\\n },\\n {\\n \\\"bandId\\\": 3,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 0,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$0.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 3,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": null\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 133.47,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$133.47\\\",\\n \\\"merchantNetPrice\\\": 106.62,\\n \\\"merchantNetPriceFormatted\\\": \\\"$106.62\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 1\\n },\\n {\\n \\\"bandId\\\": 2,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 3.71,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$3.71\\\",\\n \\\"merchantNetPrice\\\": 2.96,\\n \\\"merchantNetPriceFormatted\\\": \\\"$2.96\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 2,\\n \\\"minimumCountRequired\\\": 3,\\n \\\"maximumCountRequired\\\": 4\\n },\\n {\\n \\\"bandId\\\": 3,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 0,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$0.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 3,\\n \\\"minimumCountRequired\\\": 0,\\n \\\"maximumCountRequired\\\": null\\n }\\n ]\\n }\\n ]\\n },\\n \\u2026\\n]\\n```\\n\\n##### Interpretation\\n\\nTo be eligible for a family pass ticket, the group must consist of an adult and at least two children.\\n\\n| Passenger mix | Adult price | Child price | Infant price |\\n|---------------|:-----------:|:-----------:|:------------:|\\n| 1 Adult +<br />1 Child | N/A | N/A | N/A |\\n| 1 Adult +<br />2 Children +<br />Any infants | $133.47 | FREE | FREE |\\n| 1 Adult +<br />3-4 Children +<br />Any infants | $133.47 | $3.71 | FREE |\\n\\n#### Tiered per-person pricing\\n\\nIn this example, we see a per-person pricing schedule with a tiered arrangement, where the per-person price decreases depending on how many people are booking the tour, but the total price is still calculated as the sum of the individual per-person prices rather than an overall 'group' price.\\n\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"17972P102\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n##### Response snippet\\n\\n```javascript\\n\\\"tourGrades\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"gradeCode\\\": \\\"TG1\\\",\\n \\\"gradeTitle\\\": \\\"Arrival transfer\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 52.45,\\n \\\"priceFormatted\\\": \\\"$52.45\\\",\\n \\\"merchantNetPrice\\\": 40.87,\\n \\\"merchantNetPriceFormatted\\\": \\\"$40.87\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 1,\\n \\\"minimumCountRequired\\\": 1\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 26.22,\\n \\\"priceFormatted\\\": \\\"$26.22\\\",\\n \\\"merchantNetPrice\\\": 20.44,\\n \\\"merchantNetPriceFormatted\\\": \\\"$20.44\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 2,\\n \\\"minimumCountRequired\\\": 2\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 3,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 17.91,\\n \\\"priceFormatted\\\": \\\"$17.91\\\",\\n \\\"merchantNetPrice\\\": 13.62,\\n \\\"merchantNetPriceFormatted\\\": \\\"$13.62\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 3,\\n \\\"minimumCountRequired\\\": 3\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 4,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 19.19,\\n \\\"priceFormatted\\\": \\\"$19.19\\\",\\n \\\"merchantNetPrice\\\": 14.99,\\n \\\"merchantNetPriceFormatted\\\": \\\"$14.99\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 4,\\n \\\"minimumCountRequired\\\": 4\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 5,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 15.35,\\n \\\"priceFormatted\\\": \\\"$15.35\\\",\\n \\\"merchantNetPrice\\\": 12.25,\\n \\\"merchantNetPriceFormatted\\\": \\\"$12.25\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 5,\\n \\\"minimumCountRequired\\\": 5\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 6,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 12.66,\\n \\\"priceFormatted\\\": \\\"$12.66\\\",\\n \\\"merchantNetPrice\\\": 10.08,\\n \\\"merchantNetPriceFormatted\\\": \\\"$10.08\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 6,\\n \\\"minimumCountRequired\\\": 6\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 7,\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 10.94,\\n \\\"priceFormatted\\\": \\\"$10.94\\\",\\n \\\"merchantNetPrice\\\": 8.72,\\n \\\"merchantNetPriceFormatted\\\": \\\"$8.72\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"maximumCountRequired\\\": 7,\\n \\\"minimumCountRequired\\\": 7\\n }\\n ]\\n }\\n ]\\n }\\n```\\n\\n##### Interpretation\\n\\n| Travelers | Per-person price | Total price |\\n|:----------------:|:----------------:|:-----------:|\\n| 1 | $52.45 | $52.45 |\\n| 2 | $26.22 | $52.44 |\\n| 3 | $17.91 | $53.73 |\\n| 4 | $19.19 | $76.76 |\\n| 5 | $15.35 | $76.75 |\\n| 6 | $12.66 | $75.96 |\\n| 7 | $10.94 | $76.58 |\\n\\n#### Per-group pricing\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"10847P42\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n##### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per group\\\",\\n \\\"bookingDate\\\": \\\"2019-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 390,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$390.00\\\",\\n \\\"merchantNetPrice\\\": 339.74,\\n \\\"merchantNetPriceFormatted\\\": \\\"$339.74\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 390,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2,\\n \\\"priceFormatted\\\": \\\"$390.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 10\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n\\n- \\\"$390 per group of up to 10 adults\\\"\\n\\n#### Per-room pricing\\n\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"100245P40\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n##### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n{\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per room\\\",\\n \\\"bookingDate\\\": \\\"2019-08-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 110,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$110.00\\\",\\n \\\"merchantNetPrice\\\": 95.85,\\n \\\"merchantNetPriceFormatted\\\": \\\"$95.85\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 110,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2,\\n \\\"priceFormatted\\\": \\\"$110.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 10\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$110 per group of up to 10 adults\\\"\\n\\n#### Per-package pricing\\n\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"25941P70\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"02\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n##### Response snippet\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per package\\\",\\n \\\"bookingDate\\\": \\\"2019-02-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 87.7,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$87.70\\\",\\n \\\"merchantNetPrice\\\": 67.23,\\n \\\"merchantNetPriceFormatted\\\": \\\"$67.23\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 87.7,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2,\\n \\\"priceFormatted\\\": \\\"$87.70\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 10\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$87.70 per group of up to 10 adults\\\"\\n\\n#### Per-vehicle pricing\\n\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"20190P4\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n##### Response snippet\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per vehicle\\\",\\n \\\"bookingDate\\\": \\\"2019-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 250,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$250.00\\\",\\n \\\"merchantNetPrice\\\": 186.38,\\n \\\"merchantNetPriceFormatted\\\": \\\"$186.38\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 250,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2,\\n \\\"priceFormatted\\\": \\\"$250.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 7\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$250 per group of up to 7 adults\\\"\\n\\n#### Per-car pricing\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"10175P10\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n#### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per car\\\",\\n \\\"bookingDate\\\": \\\"2019-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 98.08,\\n \\\"priceFormatted\\\": \\\"$98.08\\\",\\n \\\"merchantNetPrice\\\": 78.34,\\n \\\"merchantNetPriceFormatted\\\": \\\"$78.34\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 98.08,\\n \\\"priceFormatted\\\": \\\"$98.08\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 3\\n }\\n ]\\n }\\n]\\n```\\n##### Interpretation\\n- \\\"$98.08 per group of up to 3 adults\\\"\\n\\n#### Per-boat pricing\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"11121P40\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2018\\\"\\n}\\n```\\n##### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per boat\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 266.21,\\n \\\"merchantNetPrice\\\": 226.81,\\n \\\"merchantNetPriceFormatted\\\": \\\"$226.81\\\",\\n \\\"priceFormatted\\\": \\\"$266.21\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 266.21,\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"priceFormatted\\\": \\\"$266.21\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 2\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$266.21 per group of up to 2 adults\\\"\\n\\n#### Per-jetski pricing\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"28965P127\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2018\\\"\\n}\\n```\\n##### Response snippet\\n```javascript\\n\\\"tourGrades\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"gradeCode\\\": \\\"TG1\\\",\\n \\\"gradeTitle\\\": \\\"20 minutes for 1 person\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per jetski\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 55.46,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$55.46\\\",\\n \\\"merchantNetPrice\\\": 47.25,\\n \\\"merchantNetPriceFormatted\\\": \\\"$47.25\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 1\\n }\\n ]\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"gradeCode\\\": \\\"TG3\\\",\\n \\\"gradeTitle\\\": \\\"20 minutes for 2 persons\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per jetski\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 66.55,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1,\\n \\\"priceFormatted\\\": \\\"$66.55\\\",\\n \\\"merchantNetPrice\\\": 56.7,\\n \\\"merchantNetPriceFormatted\\\": \\\"$56.70\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 66.55,\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2,\\n \\\"priceFormatted\\\": \\\"$66.55\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\"\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 2\\n }\\n ]\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n\\nThis example shows how group prices can differ according to the size of the group in question. In this case, two adults can ride together on a two-person jet ski, whereas a single adult requires his or her own jet ski, and therefore the unit price is slightly higher for the single adult.\\n\\n| Travelers | Vehicle type | Price per jet ski | Price per person |\\n|:----------:|--------------|:-----------------:|:----------------:|\\n| 1 | Single-person jet ski | $55.46 | $55.46 |\\n| 2 | Two-person jet ski | $66.55 | $33.275 |\\n\\n#### Per-vessel pricing\\n\\n##### Request object\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"17295P24\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n##### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per vessel\\\",\\n \\\"bookingDate\\\": \\\"2019-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 799,\\n \\\"priceFormatted\\\": \\\"$799.00\\\",\\n \\\"merchantNetPrice\\\": 680.75,\\n \\\"merchantNetPriceFormatted\\\": \\\"$680.75\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 799,\\n \\\"priceFormatted\\\": \\\"$799.00\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 12\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$799.00 per group of up to 12 adults\\\"\\n\\n#### Per-helicopter pricing\\n\\n##### Request object\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"12189P23\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2018\\\"\\n}\\n```\\n\\n##### Response snippet\\n```javascript\\n\\\"tourGrades\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"gradeCode\\\": \\\"TG1\\\",\\n \\\"gradeTitle\\\": \\\"Private Helicopter 1 to 2 Pax\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per helicopter\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 1714.83,\\n \\\"priceFormatted\\\": \\\"$1,714.83\\\",\\n \\\"merchantNetPrice\\\": 1461.03,\\n \\\"merchantNetPriceFormatted\\\": \\\"$1,461.03\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 1714.83,\\n \\\"priceFormatted\\\": \\\"$1,714.83\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 2\\n }\\n ]\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"gradeCode\\\": \\\"TG2\\\",\\n \\\"gradeTitle\\\": \\\"Private Helicopter 1 to 3 Pax\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per helicopter\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 2047.41,\\n \\\"priceFormatted\\\": \\\"$2,047.41\\\",\\n \\\"merchantNetPrice\\\": 1744.4,\\n \\\"merchantNetPriceFormatted\\\": \\\"$1,744.40\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 2047.41,\\n \\\"priceFormatted\\\": \\\"$2,047.41\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 3\\n }\\n ]\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n| Travelers | Vehicle type | Price per helicopter | Price per person |\\n|:----------:|--------------|:--------------------:|:----------------:|\\n| 1 | 1-2-person helicopter | $1,714.83 | $1,714.83 |\\n| 2 | 1-2-person helicopter | $1,714.83 | $857.415 |\\n| 3 | 1-3-person helicopter | $2,047.41 | $682.47 |\\n\\n#### Per-bike pricing\\n\\n##### Request object\\n```javascript\\n{\\n \\\"productCode\\\": \\\"17448P8\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2018\\\"\\n}\\n```\\n\\n#### Response snippet\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per bike\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 208.53,\\n \\\"priceFormatted\\\": \\\"$208.53\\\",\\n \\\"merchantNetPrice\\\": 177.67,\\n \\\"merchantNetPriceFormatted\\\": \\\"$177.67\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 208.53,\\n \\\"priceFormatted\\\": \\\"$208.53\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 2\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n\\n- \\\"$208.53 per bike, with up to two adults per bike\\\"\\n\\n#### Per-flight pricing\\n\\n##### Request object\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"28965P134\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"08\\\",\\n \\\"year\\\": \\\"2018\\\"\\n}\\n```\\n\\n##### Response snippet\\n\\n```javascript\\n\\\"tourGrades\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"gradeCode\\\": \\\"TG1\\\",\\n \\\"gradeTitle\\\": \\\"Individual flight\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per flight\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 61.01,\\n \\\"merchantNetPrice\\\": 51.98,\\n \\\"merchantNetPriceFormatted\\\": \\\"$51.98\\\",\\n \\\"priceFormatted\\\": \\\"$61.01\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 1\\n }\\n ]\\n }\\n ]\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"gradeCode\\\": \\\"TG2\\\",\\n \\\"gradeTitle\\\": \\\"Double\\\",\\n \\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per flight\\\",\\n \\\"bookingDate\\\": \\\"2018-06-01\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 94.28,\\n \\\"merchantNetPrice\\\": 80.33,\\n \\\"merchantNetPriceFormatted\\\": \\\"$80.33\\\",\\n \\\"priceFormatted\\\": \\\"$94.28\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 94.28,\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"priceFormatted\\\": \\\"$94.28\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 2\\n }\\n ]\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n\\n| Travelers | `gradeTitle` | Price per flight | Price per person |\\n|:----------:|-----------|:----------------:|:----------------:|\\n| 1 | Individual flight | $61.01 | $61.01 |\\n| 2 | Double | $94.28 | $47.14 |\\n\\n#### Per-plane pricing\\n\\n##### Request object\\n\\n```javascript\\n{\\n \\\"productCode\\\": \\\"14876P5\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"month\\\": \\\"06\\\",\\n \\\"year\\\": \\\"2019\\\"\\n}\\n```\\n\\n##### Response snippet\\n\\n```javascript\\n\\\"pricingMatrix\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"pricingUnit\\\": \\\"per plane\\\",\\n \\\"bookingDate\\\": \\\"2019-01-02\\\",\\n \\\"ageBandPrices\\\": [\\n {\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 433.03,\\n \\\"priceFormatted\\\": \\\"$433.03\\\",\\n \\\"merchantNetPrice\\\": 391.99,\\n \\\"merchantNetPriceFormatted\\\": \\\"$391.99\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 433.03,\\n \\\"priceFormatted\\\": \\\"$433.03\\\",\\n \\\"merchantNetPrice\\\": 0,\\n \\\"merchantNetPriceFormatted\\\": \\\"$0.00\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 2\\n }\\n ],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 3\\n }\\n ]\\n }\\n]\\n```\\n\\n##### Interpretation\\n- \\\"$433.03 per group of up to three people\\\"\\n\\n## Working with age bands\\n\\n### Age bands\\n\\nThe available age bands for a product, such as *adult*, *child*, *infant*, etc., are returned by the [/product](#operation/product) service. The customer can select a different number of people from each age band during the price check and checkout process.\\n\\n### Why have age bands?\\n\\nTour and experience product operators can set different prices for (and impose different rules on) those wishing to make a booking for their product according to how old they are. \\n\\nFor example, suppliers might choose to charge people 18 years and older ('adults') the full ticket price, while 'children' can book at a lower price. \\n\\nOr, the tour operator may only allow children to make a group booking for the tour so long as the group contains 'at least one adult'.\\n\\nViator provides five categories (age bands) that product operators can use to segregate travelers into age groups (the limits of which they also define) in order to set pricing and traveler-count participation rules for their product according to the age band categories.\\n\\n### Supported age band categories\\n\\nThe age bands supported by the Viator API are as follows:\\n\\n| `bandId` | Description |\\n|:------:|-------|\\n| **1** | Adult |\\n| **2** | Child |\\n| **3** | Infant |\\n| **4** | Youth |\\n| **5** | Senior |\\n\\nThe names and corresponding numeric identifiers of these categories are fixed as in the table above (i.e., `1` is always `Adult`); however, the exact age range to which each category pertains must be defined manually by the supplier.\\n\\nThe maximum and minimum ages that each age band describes for each product can be retrieved from the [/product](#operation/product) service.\\n\\n### Example of age band definitions\\n\\nFor example, a call to [/product](#operation/product) regarding `10040WORLD` yields the following `ageBands` array within its response object:\\n\\n```javascript\\n\\\"ageBands\\\": [\\n {\\n \\\"sortOrder\\\": 1,\\n \\\"ageFrom\\\": 13,\\n \\\"ageTo\\\": 64,\\n \\\"adult\\\": true,\\n \\\"bandId\\\": 1,\\n \\\"pluralDescription\\\": \\\"Adults\\\",\\n \\\"treatAsAdult\\\": true,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Adult\\\"\\n },\\n {\\n \\\"sortOrder\\\": 2,\\n \\\"ageFrom\\\": 65,\\n \\\"ageTo\\\": 99,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 5,\\n \\\"pluralDescription\\\": \\\"Seniors\\\",\\n \\\"treatAsAdult\\\": true,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Senior\\\"\\n },\\n {\\n \\\"sortOrder\\\": 3,\\n \\\"ageFrom\\\": 4,\\n \\\"ageTo\\\": 12,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 2,\\n \\\"pluralDescription\\\": \\\"Children\\\",\\n \\\"treatAsAdult\\\": false,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Child\\\"\\n },\\n {\\n \\\"sortOrder\\\": 4,\\n \\\"ageFrom\\\": 0,\\n \\\"ageTo\\\": 3,\\n \\\"adult\\\": false,\\n \\\"bandId\\\": 3,\\n \\\"pluralDescription\\\": \\\"Infants\\\",\\n \\\"treatAsAdult\\\": false,\\n \\\"count\\\": 0,\\n \\\"description\\\": \\\"Infant\\\"\\n }\\n```\\n\\nFor this product, the age bands have been defined as follows:\\n\\n| `bandId` | `description` | `ageFrom` | `ageTo` |\\n|:--------:|:-----------:|:-------:|:-----:|\\n| **1** | Adult | 13 | 64 |\\n| **5** | Senior | 65 | 99 |\\n| **2** | Child | 4 | 12 |\\n| **3** | Infant | 0 | 3 |\\n\\nProduct operators must define at least one age band for their tour, and there are no 'default' age ranges. Therefore, if the product operator has only specified a single 'adult' age band covering ages 18-99, it must be assumed that only people aged 18-99 are eligible to book the tour, essentially excluding children and centenarians in this case.\\n\\n| Field | Type | Definition |\\n|-------|------|------|\\n| `sortOrder` | integer | the sort order for *this* age band |\\n| `adult` | boolean | `true` if this age band is the 'adult' age band |\\n| `treatAsAdult` | boolean | `true` if this age band can book the tour without the need for adult accompaniment |\\n\\n**Note**: `bandId` must be supplied in the request body of the following services:\\n\\n- [/booking/availability](#operation/bookingAvailability)\\n- [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades)\\n- [/booking/calculateprice](#operation/bookingCalculateprice)\\n- [/booking/book](#operation/bookingBook)\\n\\nAge bands are referenced by their `bandId` in the responses from the following services:\\n\\n- [/product](#operation/product)\\n- [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades)\\n- [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix)\\n- [/booking/book](#operation/bookingBook)\\n- [/booking/pastbooking](#operation/bookingPastbooking)\\n- [/booking/mybookings](#operation/bookingMybookings)\\n- [/booking/calculateprice](#operation/bookingCalculateprice)\\n\\n## How to report a product issue\\n\\nOccasionally, a product schema in the Viator database will contain incorrect or invalid information. Usually, this occurs due to a mistake made by the supplier of the product when creating the product or updating its details.\\n\\nNonetheless, it's in all our best interests for product information to be accurate and up-to-date; therefore, if you discover a problem with a product, we would greatly appreciate it if you could report the error through our [product issue reporting form](https://www.tfaforms.com/433240).\\n\\n### How to use the product issue reporting form\\n\\n1. Navigate to the [product issue reporting page](https://www.tfaforms.com/433240)\\n2. Fill in the **Reporter**, **Supplier ID**, **Product Code** and **Booking ID** fields:\\n\\n| Field | How to fill it in | Example |\\n|-------|-------------------|---------|\\n| Reporter | Enter your email address for tracking or correspondence | `you@emailserver.com` |\\n| Supplier ID | Enter the value returned in the `supplierCode` field by the [/product](#operation/product) service for the product in question. | `3072` |\\n| Product Code | Enter the value returned in the `code` field by the [/product](#operation/product) service for the product in question. | `3072LASALL` |\\n| Booking ID | Leave this field blank | |\\n\\n3. In the **Reason** box below, choose **Content** by clicking on its radio selector. A list of categories will appear, with meanings as follows:\\n\\n| Category | Included issues | \\n|----------|---------|\\n| Additional Info | clauses in the `additionalInfo` array in the response from [/product](#operation/product); e.g., departure time or hotel pick-up information |\\n| Availability & Blockouts | N/A |\\n| Booking Details | N/A |\\n| Highlights | `highlights` array items in the response from [/product](#operation/product) |\\n| Inclusions / Exclusions | `inclusions` or `exclusions` array items in the response from [/product](#operation/product) |\\n| Images | `productPhotos` and `userPhotos` returned by [/product](#operation/product) or [/product/photos](#operation/productPhotos) |\\n| Product Title | `title` in the response from [/product](#operation/product), [/search/products](#operation/searchProducts), [/search/products/codes](#operation/searchProductsCodes) and [/search/products/freetext](#operation/searchFreetext) |\\n| Product Descriptions | `description` and `shortDescription` in the response from [/product](#operation/product)|\\n| SAPI | N/A |\\n| Tour Options & Pricing | pricing issues; e.g. when the value of `merchantNetPrice` is `0`; or, if `merchantNetPrice` > `price` |\\n| Taxonomy | <ul><li>destination issues in response from [/taxonomy/destination](#operation/taxonomyDestinations)</li><li>category / subcategory issues in response from [/taxonomy/categories](#operation/taxonomyCategories)</li></ul> |\\n| Translation Incorrect | mistakes in any natural-language field in the response from any service where `translationLevel` is non-zero |\\n| TVRM | N/A |\\n| VUC incorrect | N/A |\\n\\n4. After selecting the category of issue from the options shown, fill-in the **Description / Action Required** box with a good, clear description of the problem and any specific additional actions you would like us to take\\n5. Click **Submit** to send the report\\n\\n<figure>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/tae-report-a-product-issue.jpg\\\" alt=\\\"Tripadvisor experiences report a product form\\\"/>\\n <figcaption>Example Report a Product Issue form</figcaption>\\n</figure>\\n\\nOnce your report has been submitted, a member of our Supplier Support Team will contact the supplier of the product in question to resolve any problems with their listing.\\n\\n## Selling on-request products\\n\\nThis section explains what merchant API partners need to do in order to be granted access to (and, ultimately, sell) the many on-request products available in Viator's product catalogue.\\n\\n### 'Freesale' vs 'on-request' products\\n\\nAmong the products in our inventory, a major differentiating feature is whether they are 'freesale' or 'on-request':\\n\\n- **Freesale** products are always available to be booked on their days of operation; therefore, when a freesale product is purchased, the booking is confirmed and the customer is charged immediately.\\n- **On-request** products only operate at the discretion of the supplier, who must confirm (or reject) each booking request, which will remain 'pending' in the interim. The customer is only charged once confirmation is received.\\n\\n#### Access to on-request products\\n\\nBy default, you will only have access to the freesale product range; access to the on-request product range is restricted on account of the extra complexities involved with handling this kind of booking.\\n\\n### Should I elect to sell on-request products?\\n\\n#### Business case for including on-request products in your inventory\\n\\nWhile the majority of products in our inventory are 'freesale', a significant proportion remain 'on-request'. Upgrading your booking platform to support on-request products can lead to an increase in revenue of between 5% and 13%, depending on the locale(s) in which you operate.\\n\\n| Locale | Revenue increase % |\\n|:------:|:------------------------:|\\n| en | 8% |\\n| es | 8% |\\n| fr | 11% |\\n| de | 10% |\\n| pt | 5% |\\n| nl | 12% |\\n| it | 10% |\\n| ja | 10% |\\n| sv | 8% |\\n| no | 8% |\\n| da | 13% |\\n| tw | 13% |\\n| zh | 6% |\\n\\nHaving a wider range of products on offer can be a key differentiator with respect to your competitors. \\n\\nCustomers often purchase multiple products in the same session \\u2013 if the product they're looking for isn't available on your platform, they are likely to seek a competitor with a more complete range of products for sale.\\n\\n#### Logistical considerations to enable on-request products\\n\\nIn order to sell on-request products, you will need to:\\n\\n- Modify your back-end systems to support extra logic and API requests\\n- Establish and support an extra, email-based communications channel with your customers\\n- Create some email templates\\n- Modify your platform's front end to accommodate the extra steps required in the booking process\\n- Write copy that ensures customers clearly understand that they are booking a product that will not be confirmed or charged immediately\\n\\nHowever, as the on-request booking confirmation process is fully automated, you will not need to:\\n\\n- Undertake any additional manual steps compared with booking a freesale product\\n- Personally contact the product supplier or our partner support team\\n\\nInstead, checking the status of bookings (whether confirmed or not) can be accomplished using the [/booking/status](#operation/bookingStatus) and [/booking/status/items](#operation/bookingStatusItems) services. These services can be polled periodically to determine the confirmation status of your bookings.\\n\\n<u>**Note**</u>: We recommend using the [/booking/status/items](#operation/bookingStatusItems) service to poll for booking statuses, as it is both faster and can be polled more frequently than [/booking/status](#operation/bookingStatus), which can only be polled once every thirty minutes.\\n\\n### How to support on-request products\\n\\n#### Product detail page\\n\\nManaging customer expectations is a key factor in supporting on-request products on your booking platform. \\n\\nMake clear mention that this is a product for which confirmation will not be received immediately, but rather within 48 hours of making the booking.\\n\\nThis fact, as well as other pertinent tidbits, can be found in the `additionalInfo` array in the response from **/product**. It is mandatory that all clauses in the `additionalInfo` array are clearly displayed on your product detail page.\\n\\n<figure>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/additional-info-on-request-clause.jpg\\\" alt=\\\"Additional info displayed on a product page on the Viator site\\\"/>\\n <figcaption>Additional info displayed on a product page on the Viator site\\n </figcaption>\\n</figure>\\n\\n#### Check-out\\n\\nAs you will only charge the customer's credit card once the on-request booking is confirmed (i.e., after we have received confirmation of the booking from the product supplier) it's best to display a message to this effect at a prominent point of the check-out flow for all on-request products.\\n\\n<figure>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/checkout-flow-confirmation-info.jpg\\\" alt=\\\"Example checkout-flow instruction on the Viator site\\\"/>\\n <figcaption>Example checkout-flow instruction on the Viator site</figcaption>\\n</figure>\\n\\nIn this way, customers can be reassured that they are not being charged for a booking that may never be confirmed, thereby minimizing needless calls to your customer service team.\\n\\n#### Combination purchases\\n\\nIf a single booking includes both freesale (instantly confirmed) and on-request products, only the amount for the freesale product should be charged immediately; the portion corresponding to the on-request booking should only be charged once confirmation is received. \\n\\nUntil that time, a pre-authorization should be held against the customer\\u2019s credit card until confirmation is received.\\n\\nIt is important that you clearly differentiate between products that are confirmed and those that are pending confirmation, and communicate the status of each and that the pre-authorization will only finalize once the on-request products are confirmed.\\n\\n#### Confirmation page\\n\\nChanges will need to be made to your confirmation page because it will not be possible for your customer to download a voucher after completing an on-request booking.\\n\\nVouchers for freesale products, however, must be made available immediately following the completion of the booking process.\\n\\n#### Email communications\\n\\nYou will need to create email templates for <u>all</u> the following scenarios:\\n\\n- Confirmation emails for bookings with on-request products should indicate that the item is pending confirmation from the supplier; and, that confirmation for this activity will take up to 48 hours, depending on availability.\\n- If the on-request booking is confirmed by the supplier (this time including the voucher details)\\n- If the on-request booking is rejected\\n- If multiple on-request products have been booked:\\n + If all items have been accepted/confirmed\\n + If all items were rejected\\n + If there is a mixture of acceptance and rejection; i.e., 'pending' + 'rejected' + 'cancelled' + 'amended' and so forth.\\n- If a mixture of freesale and on-request products are booked at the same time; i.e., in the same cart or booking\\n\\n<u>**Note**</u>: When a booking is declined, it is useful to mention that the customer's card was not charged.\\n\\n##### Example email for an on-request booking pending confirmation:\\n\\n<figure>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/on-request-confirmation-email-1.jpg\\\" alt=\\\"Viator website showing translation attribution\\\"/>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/on-request-confirmation-email-2.jpg\\\" alt=\\\"Viator website showing translation attribution\\\"/>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/on-request-confirmation-email-3.jpg\\\" alt=\\\"Viator website showing translation attribution\\\"/>\\n</figure>\\n\\n### Confirmation time-outs resulting in rejection\\n\\nAs mentioned above, once a booking for an on-request product is made, it remains in a 'pending' state, awaiting confirmation by the supplier. The supplier has the option of 'confirming' or 'rejecting' the booking.\\n\\nSuch bookings will not remain 'pending' indefinitely, however. If the supplier has not confirmed the booking within 72 hours \\u2013 or if they have not confirmed the booking by the time it reaches 24 hours from departure \\u2013 our systems will automatically reject the booking, and this will be reflected in the response from the [/booking/status/items](#operation/bookingStatusItems) and [/booking/status](#operation/bookingStatus) services.\\n\\nThere will be no indication that the rejection occurred on account of the supplier being unable to perform their duties. Therefore, you should simply inform the customer that, for reasons out of your control, this on-request tour was unavailable.\\n\\n### Building in the sandbox environment\\n\\nUpgrading your booking platform to support on-request products will require you to build and test this functionality in the sandbox environment. However, as no actual booking requests are made with the supplier when using a sandbox-only API-key, you will need to contact our API tech support team at [apitechsupport@viator.com](mailto:apitechsupport@viator.com) and request that the booking be confirmed or rejected as you require.\\n\\nWhile necessary, this is a manual process. We'd genuinely appreciate your effort in keeping the number of these requests to a minimum.\\n\\n### Certification and going live\\n\\nOnce you have completed all tasks mentioned here and sent your Viator account manager the email copy for the different scenarios [described above](#email-communications), we will change the status of your product API-key to include on-request products.\\n\\n## Localization and translation\\n\\n### Foreign language products\\n\\nThe products available through the Viator API have been created in a variety of languages, often by the suppliers of those products themselves. \\n\\nAlthough the majority of these have been created in English, many have been created in other languages. For example, a tour that operates in Paris might have been created in French.\\n\\nViator provides translation services to localize product descriptions to the language of the locale in which they are being presented. In this way, products with descriptions \\u2013 for example, in French \\u2013 can be displayed in English on English-language websites. Conversely, products with English-language-descriptions can be displayed in French on French-language websites.\\n\\n * **Note**: product descriptions are translated into the language specified in the `Accept-Language` header parameter in the request to each endpoint. \\n\\n### Human and machine translation\\n\\nSome products have been translated by actual humans \\u2013 'human translated' \\u2013 while others have been automatically translated using Google Translate \\u2013 'machine translated'.\\n\\nThe type of translation that has been applied to a product (if any) is indicated by its `translationLevel`, a numeric specifer with meanings as follows:\\n\\n| `translationLevel` | Meaning |\\n|-----------------|---------|\\n| `0` | The product was created by the supplier in the language you specifed using the `Accept-Language` header parameter in the request; i.e., the natural-language text in this response has not been translated |\\n| `80` | All product information has been <u>machine translated</u> |\\n| `90` or `100` | All product information has been <u>human translated</u> |\\n\\nTherefore, any product with a non-zero `translationLevel` has been translated either by a human or via an automatic process.\\n\\nThe `translationLevel` field is returned in the response objects from the following services:\\n\\n* [/search/products](#operation/searchProducts)\\n* [/search/products/codes](#operation/searchProductsCodes)\\n* [/search/freetext](#operation/searchFreetext)\\n* [/product](#operation/product)\\n* [/available/products](#operation/availableProducts)\\n\\nWhen performing a product search using any of these services, you will receive - by default - products with a `translationLevel` of:\\n\\n* `0` (products that are in the language you specified in `Accept-Language` and are configured for your API-keys), and\\n* `90` or `100` (products that have been <u>fully human translated</u>)\\n\\n### Accessing machine-translated products\\n\\nIf your implementation can support the large number of products available that are machine translated, you can.\\n\\nHowever, access to the considerable volume of machine-translated products (level `80`), is <u>not granted by default</u>.\\n\\nTo access machine-translated products, you will need to: \\n\\n1. Request access to machine-translated products in sandbox from your Business Development account manager.\\n2. Test your site with sandbox to ensure that you can download and display all the available content.\\n3. Have your Business Development account manager review your implementation and grant access in the production environment.\\n\\n## Merchant pricing\\n\\nMany of the endpoints in the Viator API return pricing information. Due to the necessity of supporting legacy implementations, some pricing fields may not be named in an intuitive way.\\n\\nThis section seeks to clarify what each of the pricing fields returned by each endpoint actually refer to and how you need to use this information in your implementation.\\n\\n### Categories of pricing\\n\\n| Category | Meaning |\\n|----------|---------|\\n| **Suggested retail price** | The recommended retail price for the product and the price that the product is sold at on the Viator site |\\n| **Merchant net rate** | The amount that Viator will invoice the merchant for this sale, **excluding the transaction fee** |\\n| **Merchant total price** | The total amount that Viator will invoice the merchant for this sale, **including the transaction fee** |\\n\\n| Service | Suggested retail price | Merchant net rate |\\n|---------|------------------------|-------------------|\\n| [/search/products](#operation/searchProducts) | `price`, `priceFormatted` | `merchantNetPriceFrom`, `merchantNetPriceFromFormatted` |\\n| [/product](#operation/product) | `price`, `priceFormatted`, `priceFrom`, `priceFromFormatted` | `merchantNetPriceFrom`, `merchantNetPriceFromFormatted` |\\n| [/booking/availability](#operation/bookingAvailability) | `retailPrice`, `retailPriceFormatted` | `merchantNetPrice`, `merchantNetPriceFormatted` |\\n| [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) | `retailPrice`, `retailPriceFormatted` | `merchantNetPrice`, `merchantNetPriceFormatted` |\\n| [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) | `price`, `priceFormatted` | `merchantNetPrice`, `merchantNetPriceFormatted` |\\n| [/booking/book](#operation/bookingBook) | N/A | `merchantNetPrice`, `merchantNetPriceFormatted`, `lastRetailPrice`, `lastRetailPriceFormatted` |\\n| [/booking/pricingmatrix](#operation/bookingPricingmatrix) | `price`, `priceFormatted` | `merchantNetPrice`, `merchantNetPriceFormatted` |\\n| [/booking/calculateprice](#operation/bookingCalculateprice) | N/A | `merchantNetPrice`, `merchantNetPriceFormatted`, `lastRetailPrice`, `lastRetailPriceFormatted`, `itineraryFromPrice`, `itineraryFromPriceFormatted`, `itineraryNewPrice`, `itineraryNewPriceFormatted` |\\n| [/booking/pastbooking](#operation/bookingPastbooking) | N/A | `merchantNetPrice`, `merchantNetPriceFormatted`, `lastRetailPrice`, `lastRetailPriceFormatted`, |\\n| [/booking/mybookings](#operation/bookingMybookings) | N/A | `merchantNetPrice`, `merchantNetPriceFormatted`, `lastRetailPrice`, `lastRetailPriceFormatted` |\\n\\nThe following services return the **merchant total price** (i.e., the merchant net rate + transaction fee) in the fields shown:\\n\\n| Service | Merchant total price fields |\\n|---------|-----------------------------|\\n| [/booking/book](#operation/bookingBook) | `price`, `priceFormatted`, `totalPrice`, `totalPriceFormatted`, `priceUSD`, `totalPriceUSD` |\\n| [/booking/calculateprice](#operation/bookingCalculateprice) | `price`, `priceFormatted`, `priceUSD`, `totalPrice`, `totalPriceFormatted`, `totalPriceUSD` |\\n| [/booking/pastbooking](#operation/bookingPastbooking) | `price`, `priceFormatted`, `totalPrice`, `totalPriceFormatted`, `priceUSD`, `totalPriceUSD`, |\\n| [/booking/mybookings](#operation/bookingMybookings) | `price`, `priceFormatted`, `priceUSD`, `totalPrice`, `totalPriceFormatted`, `totalPriceUSD` |\\n\\n### Using the pricing fields\\n\\nLet's have a look at the various pricing fields for a specific product - the Grand Canyon All-American Helicopter Tour (product code: 2280AAHT).\\n\\nA search for this product (at the time of writing) on the Viator.com site gives the 'from' price of the tour as **$601.11**:\\n\\n<figure>\\n <img src=\\\"https://docs.viator.com/partner-api/resources/merchant/technical/img/suggested-retail-price.jpg\\\" alt=\\\"'from' price on viator.com product detail page\\\"/>\\n <figcaption>Retail price shown on viator.com</figcaption>\\n</figure>\\n\\nThis value comes from the `price` or `priceFormatted` fields in the response from [/product](#operation/product) for this tour; i.e.,:\\n\\n```javascript\\n{\\n ...,\\n \\\"price\\\": 601.11,\\n \\\"priceFormatted\\\": \\\"$601.11\\\",\\n ...\\n}\\n```\\n\\nEssentially, this value is the price that the product is sold at on the viator site, and is therefore the **suggested retail price**; i.e., the price at which we recommend you advertise and sell the product for.\\n\\nIt is also the price of the tour grade with the lowest price; in this case, the \\\"Earlybird A-Star\\\" tour grade detailed here:\\n\\n```javascript\\n{\\n \\\"sortOrder\\\": 5,\\n \\\"currencyCode\\\": \\\"AUD\\\",\\n \\\"langServices\\\": {\\n \\\"en/SERVICE_AUDIO\\\": \\\"English - Audio\\\"\\n },\\n \\\"gradeCode\\\": \\\"EB_ASTAR_SP\\\",\\n \\\"merchantNetPriceFrom\\\": 555.37,\\n \\\"priceFrom\\\": 601.11,\\n \\\"priceFromFormatted\\\": \\\"$601.11\\\",\\n \\\"merchantNetPriceFromFormatted\\\": \\\"$555.37\\\",\\n \\\"gradeTitle\\\": \\\"Special: Earlybird A-Star\\\",\\n \\\"gradeDepartureTime\\\": \\\"\\\",\\n \\\"gradeDescription\\\": \\\"Special Offer: Receive a discounted seat for the Grand Canyon All American Helicopter Tour departing between 6:45am and 7am on an A-Star helicopter\\\",\\n \\\"defaultLanguageCode\\\": \\\"en\\\"\\n},\\n```\\n\\nAs you can see, the \\\"suggested retail price\\\" is given in the `priceFrom` field.\\n\\n#### Low and zero-margin products\\n\\nWhen setting the retail price at which you sell products on your site, it\\u2019s important to remember that the \\u201csuggested sell price\\u201d is the price at which the product is currently advertised on the Viator site and reflects the current standard industry price for the product. It <u>does not</u> take into consideration the merchant net price (i.e., the price at which you as a merchant partner will be invoiced for the sale) and, in the case of discounting scenarios, may in fact be less than the merchant net price.\\n\\nTherefore, to ensure that you sell the product at a price which guarantees that you receive at least as much as you will be invoiced for, as well as any extra profit margin that you desire to generate, we recommend you include a check in your implementation that these requirements are satisfied by comparing the suggested retail and merchant net prices and adjusting the retail price at which you advertise the product accordingly.\\n\\nFor example, if the merchant net price for a product is $100, the suggested sell price is $101, and your requirement for a minimum margin is 5%, you should adjust the price at which you advertise the product to $105.\\n\\nWhile we recommend that you charge your customers this amount, it is ultimately up to you as to the price you set for the product, bearing in mind that Viator will then invoice you for the **merchant net rate** (`merchantNetPriceFrom`) of $555.37 <u>plus</u> a **transaction fee** calculated as a percentage of the net rate; i.e., the **merchant total price**. \\n\\n**The exact value of this transaction fee is detailed in your contract with Viator.**\\n\\n## Special offers and on-sale pricing\\n\\nSuppliers have the option of setting special pricing deals for their products. When a product is 'on sale'; i.e., has a temporarily lowered price, it will be reflected in the product content response, as follows:\\n\\n| Field name | Standard pricing | Special offer / on-sale pricing |\\n|------------|----------------|-------------------------|\\n| `specialOfferAvailable` | `false` | `true` |\\n| `specialOffer` | `\\\"\\\"` (empty string) | e.g.: `\\\"Book by February 28 to save 10%\\\"` |\\n| `rrp` | `0.0` | pre-discount price |\\n| `rrpFormatted` | `\\\"\\\"` (empty string) | currency-formatted pre-discount price |\\n| `price` | standard price | special offer price |\\n| `priceFormatted` | currency-formatted **standard price** | currency-formatted **special-offer price** |\\n| `merchantNetPriceFrom` | standard merchant net rate | special offer merchant net rate |\\n| `merchantNetPriceFromFormatted` | currency formatted standard merchant net rate | currency formatted special offer merchant net rate |\\n| `priceFormatted` | currency-formatted **standard price** | currency-formatted **special-offer price** |\\n| `priceFrom` (in `tourgrades`) | standard price | special offer price |\\n| `priceFromFormatted` (in `tourgrades`) | currency-formatted **standard price** | currency-formatted **special-offer price** |\\n\\nYou can use this information to highlight which products are on special and provide details to the user about the special offer.\\n\\n## Supplier communications\\n\\n### How can suppliers communicate with end customers?\\n\\nSuppliers occasionally need to reach out to customers for a variety of reasons, such as:\\n\\n* Requesting pick-up locations, flight details or passenger weight information\\n* Providing weather alerts, sold-out notifications or general messaging\\n\\nTo allow suppliers to contact customers directly, Viator provides a **Closed Loop Communication (CLC)** system. \\n\\n### How to enable CLC\\n\\nCLC is enabled per-booking and at the time of booking by supplying the customer\\u2019s `email` and either `homePhone` or [`cellphone` + `cellPhoneCountryCode`] \\u2013 or both \\u2013 in the `booker` object in the request body sent to the [/booking/book](#operation/bookingBook) service when making a booking.\\n\\nThis will allow suppliers to send CLC messages directly to the end customer.\\n\\n#### Note:\\n\\n* You will receive a CC of each supplier message to your customer support email address in case further assistance is required, but no action from your support team will be necessary for suppliers to communicate with customers.\\n\\n* Merchants choosing this option should mention to their customers that they are purchasing a product from a third-party supplier, and that they may therefore receive communications regarding the purchase directly from that supplier. \\n\\n#### Example request body snippet to enable direct CLC\\n```javascript\\n{\\n ...\\n \\\"booker\\\": {\\n \\\"homePhone\\\": \\\"(02)66987564\\\",\\n \\\"firstname\\\": \\\"Homer Test\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\",\\n \\\"cellPhoneCountryCode\\\": \\\"61\\\",\\n \\\"cellPhone\\\": \\\"431532778\\\",\\n \\\"email\\\": \\\"hsimpson@customeremail.com\\\"\\n }\\n ...\\n}\\n```\\n\\n### Supplier communications without CLC\\n\\nTo have CLCs from the supplier sent <u>only</u> to your (the merchant's) customer support team:\\n\\n* Leave the `cellPhone`, `cellPhoneCountryCode` and `homePhone` fields blank in the request to the [/booking/book](#operation/bookingBook) service when making a booking.\\n\\n**Note:** Utilizing this option requires merchants to manage the final loop of communication with the end customer to ensure that their tour/activity can be fulfilled successfully.\\n\\n## Cancellation policy\\n\\nAs well as *making* bookings, merchant partners are also able to *cancel* bookings through the Viator API using the [/bookings/cancel-reasons](#operation/cancellationReasons), [/bookings/{booking-ref}/cancel-quote](#operation/cancelBookingQuote) and [/bookings/{booking-ref}/cancel](#operation/cancelBooking) endpoints. Items cancelled via the [/bookings/{booking-ref}/cancel](#operation/cancelBooking) endpoint will be cancelled in full, and only one booking can be cancelled at a time.\\n\\nFor more information about the content of the new `merchantTermsAndConditions` object, see [Cancellation policy](#section/Key-concepts/Cancellation-policy).\\n\\n\\n### Cancellation policies\\n\\nAll products can be cancelled by the merchant; however, the refund granted by the supplier to the customer differs depending on the cancellation policy for the product in question.\\n\\nThere are <u>three</u> cancellation policy categories, **standard**, **custom** and **all sales final**, represented by an integer in the `merchantTermsAndConditionsType` field in the `merchantTermsAndConditions` object returned by [/product](#operation/product): `1`, `2` or `3`, respectively.\\n\\n**Note:** *These policies are those provided by Viator to our merchant partners. Merchants can choose whether to extend these terms to their customers unchanged or set their own cancellation terms. For example, the merchant partner can choose to make all products non-refundable; or, they might change the full-refund cancellation window to 72 hours instead of 24 hours, and so forth.*\\n\\n### `1` \\u2013 Standard cancellation policy\\nProducts in this category are cancellable up to 24 hours before the travel date (local supplier time) for a full refund. However, a <u>100% cancellation penalty</u> applies for cancellations submitted less than 24 hours before the start time. Most products (about 85%) fall into this category.\\n\\n#### Example response snippet\\n\\n- **Source endpoint**: [/product](#operation/product)\\n- **Product**: `5010SYDNEY`\\n\\n```javascript\\n{\\n \\\"data\\\": {\\n \\\"merchantTermsAndConditions\\\": {\\n \\\"termsAndConditions\\\": \\\"For a full refund, cancel at least 24 hours in advance of the start date of the experience.\\\",\\n \\\"merchantTermsAndConditionsType\\\": 1,\\n \\\"amountRefundable\\\": null,\\n \\\"cancellationFromTourDate\\\": [\\n {\\n \\\"dayRangeMin\\\": 0,\\n \\\"dayRangeMax\\\": 1,\\n \\\"percentageRefundable\\\": 0,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n },\\n {\\n \\\"dayRangeMin\\\": 1,\\n \\\"dayRangeMax\\\": null,\\n \\\"percentageRefundable\\\": 100,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n }\\n ]\\n },\\n \\\"...\\\": \\\"...\\\"\\n }\\n}\\n```\\n\\nThis product has the *standard* cancellation policy; i.e., when a booking is cancelled:\\n\\n| Policy | **dayRangeMin** | **dayRangeMax** | Logic | **percentageRefundable** |\\n|--------|:-----------:|:-----------:|-------|:--------------------------:|\\n| *less than* <u>one</u> day (24 hours) before the start time | 0 | 1 | (product_start_time - cancellation_time) >= 0 days && (product_start_time - cancellation_time) < 1 days | 0 |\\n| *more than* <u>one</u> day (24 hours) before the start time | 1 | null | (product_start_time - cancellation_time) >= 1 day | 100 |\\n\\n### `2` \\u2013 Custom cancellation policy\\nThe refund amount for products in this category varies depending on how long before its start time the product is cancelled. Many products on a custom policy are multi-day tours, which require more sophisticated planning on the supplier\\u2019s end. Only a small number of products (around 5%) fall into this category.\\n\\n#### Example response snippet\\n\\n- **Source endpoint**: [/product](#operation/product)\\n- **Product**: `2264RJ410`\\n\\n```javascript\\n\\\"data\\\": {\\n \\\"merchantTermsAndConditions\\\": {\\n \\\"termsAndConditions\\\": \\\"If you cancel at least 30 day(s) in advance of the scheduled departure, there is no cancellation fee.<br>If you cancel between 10 and 29 day(s) in advance of the scheduled departure, there is a 50 percent cancellation fee.<br>If you cancel within 9 day(s) of the scheduled departure, there is a 100 percent cancellation fee.<br>\\\",\\n \\\"merchantTermsAndConditionsType\\\": 2,\\n \\\"amountRefundable\\\": null,\\n \\\"cancellationFromTourDate\\\": [\\n {\\n \\\"dayRangeMin\\\": 10,\\n \\\"dayRangeMax\\\": 30,\\n \\\"percentageRefundable\\\": 50,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n },\\n {\\n \\\"dayRangeMin\\\": 30,\\n \\\"dayRangeMax\\\": null,\\n \\\"percentageRefundable\\\": 100,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n },\\n {\\n \\\"dayRangeMin\\\": 0,\\n \\\"dayRangeMax\\\": 10,\\n \\\"percentageRefundable\\\": 0,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n }\\n ]\\n },\\n \\\"...\\\": \\\"...\\\"\\n}\\n```\\n\\nThis product has a complex cancellation policy; where cancellations processed:\\n\\n| Policy | **dayRangeMin** | **dayRangeMax** | Logic | **percentageRefundable** |\\n|--------|:-----------:|:-----------:|-------|:--------------------------:|\\n| <u>30</u> days or more before the start time | 30 | null | (product_start_time - cancellation_time) >= 30 days | 100 |\\n| <u>10</u> days and *less than* <u>30</u> days (10 to 30 days) *before* the start time or more | 10 | 30 | (product_start_time - cancellation_time) >= 10 days && (product_start_time - cancellation_time) < 30 days | 50 |\\n| *less than* <u>10</u> days *before* the start time | 0 | 10 | (product_start_time - cancellation_time) < 10 days | 0 |\\n\\n**Note:** `null` in the `dateRangeMax` field means *negative infinity*; i.e., *infinitely far in the past with respect to* `dateRangeMin`.\\n\\nAdditional clauses will be included in the `termsAndConditions` field in natural language. This field is for human consumption and is not classically machine-interpretable.\\n\\n### `3` \\u2013 All sales final (100% cancellation penalty / no refund offered)\\n\\nProducts in this category cannot be cancelled or amended without incurring a 100% penalty; i.e., the refund amount will be zero. Around 10% of products fall into this category.\\n\\n#### Example response snippet\\n\\n- **Source endpoint**: [/product](#operation/product)\\n- **Product**: `5985P7`\\n\\n```javascript\\n{\\n \\\"data\\\": {\\n \\\"merchantTermsAndConditions\\\": {\\n \\\"termsAndConditions\\\": \\\"All sales are final and incur 100% cancellation penalties.<br>\\\",\\n \\\"merchantTermsAndConditionsType\\\": 3,\\n \\\"amountRefundable\\\": null,\\n \\\"cancellationFromTourDate\\\": [\\n {\\n \\\"dayRangeMin\\\": 0,\\n \\\"dayRangeMax\\\": null,\\n \\\"percentageRefundable\\\": 0,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": null\\n }\\n ]\\n },\\n \\\"...\\\": \\\"...\\\"\\n }\\n}\\n```\\nProducts in this category can be cancelled, but no refund will be granted (in most cases...)\\n\\n### Canceling items with a 'pending' booking status\\n\\nAs alluded, there is an exception to this rule. Products with an 'on-request' [booking type](#section/Key-concepts/Booking) can still be cancelled when their booking status is `\\\"pending\\\"` \\u2013 i.e., before the supplier has confirmed the booking \\u2013 and a full refund will be granted.\\n\\nIt is impossible to predict how long an 'on-request' booking will remain 'pending'. However, it is possible to check by enquiring about the booking using one of the post-booking services; i.e.:\\n\\n* [/booking/status](#operation/bookingStatus)\\n* [/booking/status/items](#operation/bookingStatusItems)\\n* [/booking/pastbooking](#operation/bookingPastbooking)\\n* [/booking/mybookings](#operation/bookingMybookings)\\n\\nAn 'all sales final' product in a 'pending' state that can be cancelled and a refund granted will have the following characteristics:\\n\\n1. The `bookingStatus` object returned from one of the services above will have a `type` of `\\\"PENDING\\\"`, and `pending` will be `true`.\\n2. The `amountRefundable` field of the `merchantTermsAndConditions` object will be non-zero and non-null. Rather, it will contain a currency-formatted string showing the amount that would be refunded if the cancellation were performed immediately; e.g., \\\"USD 55.33\\\".\\n\\n\\n### Policy start and end times\\n\\nWithin the `merchantTermsAndConditions` object returned in the response from [/booking/book](#operation/bookingBook), [/booking/pastbooking](#operation/bookingPastbooking) and [/booking/mybookings](#operation/bookingMybookings), the `amountRefundable` field shows the amount of money in the selected currency that will be refunded if the cancellation is processed now, while the `policyStartTimestamp` and `policyEndTimestamp` fields indicate the exact times between which the different cancellation refund rates apply.\\n\\n#### Example response snippet (`merchantTermsAndConditions`) from [/booking/book](#operation/bookingBook)\\n\\n- **Product**: `5010SYDNEY`\\n- **Note**: observe that `amountRefundable`, `policyStartTimestamp` and `policyEndTimestamp` are populated here.\\n\\n```javascript\\n\\\"data\\\": {\\n \\\"merchantTermsAndConditions\\\": {\\n \\\"termsAndConditions\\\": \\\"For a full refund, cancel at least 24 hours in advance of the start date of the experience.\\\",\\n \\\"amountRefundable\\\": \\\"USD 55.33\\\",\\n \\\"cancellationFromTourDate\\\": [\\n {\\n \\\"dayRangeMin\\\": 1,\\n \\\"dayRangeMax\\\": null,\\n \\\"percentageRefundable\\\": 100,\\n \\\"policyStartTimestamp\\\": null,\\n \\\"policyEndTimestamp\\\": 1551513600000\\n },\\n {\\n \\\"dayRangeMin\\\": 0,\\n \\\"dayRangeMax\\\": 1,\\n \\\"percentageRefundable\\\": 0,\\n \\\"policyStartTimestamp\\\": 1551340800000,\\n \\\"policyEndTimestamp\\\": 1551427200000\\n }\\n ]\\n },\\n \\\"...\\\": \\\"...\\\"\\n}\\n```\\n\\n### Post-travel cancellations\\n\\nOccasionally, customers seek a refund for a product **after** completing their travels.\\n\\nThe reason for this might be because they were unable to attend the tour due to the supplier having cancelled the tour due to bad weather or some other reason out of the customer's control; or, the customer might have been extremely dissatisfied with the tour itself, felt that it was misrepresented in its advertising, or some other serious complaint.\\n\\nWhen this occurs, you will need to [send a refund request by email to dpsupport](mailto:dpsupport@viator.com) and include both \\\"CANCEL\\\" and the booking reference number in the subject line.\\n\\nFor **all** post-travel cancellation requests, you will need to include a detailed description of the issue. \\n\\nExcept in cases of known service interruptions (e.g., due to extreme weather events), we will first verify the issue and seek authorization from the product supplier. \\n\\nOnce a decision regarding the refund has been made, we will notify your Customer Services Department with this information. You will then need to advise your customer directly and process the refund if granted.\\n\\n### Interpreting `policyStartTimestamp` and `policyEndTimestamp`\\n\\nThe integers that populate the `policyStartTimestamp` and `policyEndTimestamp` fields represent points in time that mark the boundaries of the policy time period in the [Unix time format](https://en.wikipedia.org/wiki/Unix_time); i.e., the number of seconds that have elapsed since 00:00:00 Thursday, 1 January 1970, Coordinated Universal Time (UTC), minus leap seconds.\\n\\nUnix timestamps can be easily read and interpreted using the 'time' (or similar) library of your favorite programming language. For human purposes, an [online conversion tool](https://www.epochconverter.com/) can be used.\\n\\nAs per the example above, canceling this booking between the following times yields zero refund (because it is within the 24 hour window):\\n\\n| **Field name** | `policyStartTimestamp` | `policyEndTimestamp` |\\n|----------------|------------------------|----------------------|\\n| **Unix time** | 1551340800000 | 1551427200000 |\\n| **Human readable time** | GMT: Thursday, February 28, 2019 8:00:00 AM | GMT: Friday, March 1, 2019 8:00:00 AM |\\n\\n* **Note**: Please use `policyStartTimestamp` and `policyEndTimestamp`, rather than `dayRangeMin` and `dayRangeMax`, to determine which cancellation policy is in effect.\\n\\n### Partial refunds\\n\\nWhile we recommend that you, as a merchant partner, support the processing of partial refunds for your customers, it is up to your whether you implement this functionality. \\n\\nIf you would prefer to only grant the full (100%) refund that is offered on most products so long as the cancellation is processed more than 24 hours prior to the product's start time, we recommend that you implement logic that checks whether a 100% refund is available for the product at the time the customer wishes to cancel their booking.\\n\\n| **Type 1: Standard policy** (`merchantTermsAndConditionsType` is `1`) |\\n|-------------------------------------------------------------|\\n| The 100% refund is available so long as the cancellation is performed more than 24 hours prior to the product start time |\\n\\n| **Type 2: Custom policy** (`merchantTermsAndConditionsType` is `2`) |\\n|-----------------------------------------------------------|\\n| You will need to check whether any of the object-items in the `cancellationFromTourDate` array have: <ul><li>a `percentageRefundable` value of `100`, and</li><li>`dayRangeMin` and `dayRangeMax` **or** `policyStartTimestamp` and `policyEndTimestamp` values that include the present time</li></ul> |\\n\\n| **Type 3: All sales final** (`merchantTermsAndConditionsType` is `3`) |\\n|-------------------------------------------------------------|\\n| No refunds are available; therefore, granting a refund to your customer for this kind of product will be solely at *your* expense (i.e., you will still be invoiced for the cost of the tour by Viator). Therefore, we recommend that you do not allow refunds for products with this policy. |\\n\\n## Booking references \\n\\nWhen a booking is made successfully via the [/booking/book](#operation/bookingBook) endpoint, Viator assigns it a numeric identifier, now known as the **booking reference**.\\n\\nThis booking reference is returned in the service's response in the `itemId` field; however, this `itemId` is found in different locations depending on the endpoint used:\\n\\n| Endpoint | itemId element location |\\n|----------|-------------------|\\n| [/booking/book](#operation/bookingBook) | `data.itemSummaries[].itemId` |\\n| [/booking/status](#operation/bookingStatus) | `data.itemSummaries[].itemId` |\\n| [/booking/status/items](#operation/bookingStatusItems) | `data[].itemId` |\\n| [/booking/pastbooking](#operation/bookingPastbooking) | `data.itemSummaries[].itemId` |\\n| [/booking/mybookings](#operation/bookingMybookings) | `data[].itemSummaries[].itemId` |\\n\\nThe booking reference can used in the **request** in the following endpoints as the value in the `itemId` field or in the `itemIds` array:\\n\\n- [/booking/status](#operation/bookingStatus)\\n- [/booking/status/items](#operation/bookingStatusItems)\\n- [/booking/pastbooking](#operation/bookingPastbooking)\\n- [/booking/mybookings](#operation/bookingMybookings)\\n- [/booking/voucher](#operation/bookingVoucher)\\n\\n### New booking references\\n\\nThe new booking cancellation endpoints; i.e.: \\n\\n- [/bookings/{booking-reference}/cancel-quote](#operation/cancelBookingQuote)\\n- [/bookings/{booking-reference}/cancel](#operation/cancelBooking)\\n\\n...use this booking reference value as an in-URL request parameter, but its format is slightly different. \\n\\nEssentially, it is the booking's numeric identifier (`itemId`), but prepended with `BR-`. For example, if the `itemId` is `580254558`, the `bookingId` value in the cancellation request should be `BR-580254558`. \\n\\nThe booking cancellation endpoints confirm the booking reference in the response in the `bookingId` field; e.g.:\\n\\n```json\\n{\\n \\\"bookingId\\\": \\\"BR-580669678\\\",\\n \\\"refundDetails\\\": {\\n \\\"itemPrice\\\": 412.04,\\n \\\"refundAmount\\\": 412.04,\\n \\\"refundPercentage\\\": 100,\\n \\\"currencyCode\\\": \\\"USD\\\"\\n },\\n \\\"status\\\": \\\"CANCELLABLE\\\"\\n}\\n```\\n\\n# Common workflows and data validation\\n\\nUsers of the API usually implement a booking process workflow. The common workflows are:\\n- [add to cart](#section/Common-workflows-and-data-validation/Add-to-cart)\\n- [checkout](#section/Common-workflows-and-data-validation/Checkout)\\n- [view voucher or confirmation status](#section/Common-workflows-and-data-validation/View-voucher-or-confirmation-status)\\n- [make a booking](#section/Common-workflows-and-data-validation/Booking-process-flow)\\n\\n## Add to cart\\n\\n### Summary\\n\\nBecause the Viator API is both stateless and does not include services for managing a customer's shopping cart, this functionality must be fully managed on the merchant's side.\\n\\nViator's servers can generate a price quote for one or several items, but this collection will not be saved by the server.\\n\\nWe recommend the following process:\\n\\n1. **View product** - allow the customer to browse products and product details\\n2. **Select date and passengers** - allow the customer to check available dates and select the type and number of passengers\\n3. **Select tourgrade** - display the available tour grades\\n4. **View cart** -> **price quote** - display a total price (including multiple items)\\n\\n### View product\\nFrom your *view product details* section, a button should be presented to **check availability** or **book now** or something similar. Use the [/product](#operation/product) service to retrieve product details and schedules.\\n\\n### Select date and passengers\\nHere, the customer is presented with the dates that remain available for the product. Available dates can be obtained via a request to [/booking/availability/dates](#operation/bookingAvailabilityDates). The list of [age bands](#section/Key-concepts/Working-with-age-bands) (i.e.: 'adult', 'child'; and, each band's maximum and minimum age) is available from the [/product](#operation/product) service.\\n\\n**Validation** \\u2013 ensure that:\\n1. The total number of travelers being booked does not exceed the limit returned in the `maxTravellerCount` field of the [/product](#operation/product) service\\n2. *At least one* adult (or adult equivalent) passenger has been selected\\n3. The selected dates are available (use [/booking/availability/dates](#operation/bookingAvailabilityDates))\\n\\n### Select tour grade\\n\\nOnce the date and traveler mix have been selected, the customer may need to select a tour grade. Products that do not have this information recorded in the Viator database are assigned a tour grade of `\\\"DEFAULT\\\"`. For these products, it is unnecessary to select a tour grade.\\n\\nTour grade options must be displayed to the customer when the product has multiple tour grades, due to:\\n- different departure times\\n- traveler mix price deals, like family passes\\n- different inclusions and prices - e.g., limo pickup, different language delivery options), or...\\n- non-default tour grades \\u2013 these tour grades *must* be presented to the customer.\\n\\nThe tour grades for a product are retrieved with the [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) service. If a tour grade is available (check the `available` flag), an 'add to cart' button can be displayed. For unavailable tour grades (`available` is `false`), a reason (`unavailableReason`) is provided, which will be one of:\\n\\n- `\\\"TRAVELLER_MISMATCH\\\"`\\n- `\\\"BLOCKED_OUT\\\"`, or\\n- `\\\"UNAVAILABLE\\\"`\\n\\nYou may choose to hide the blocked-out tour grades (if all tour grades are unavailable on a particular day, a day's tour grades are all `\\\"BLOCKED_OUT\\\"`, or the product is not operating that day, the [/booking/availability/dates](#operation/bookingAvailabilityDates) service will not return that date).\\n\\nYou may also find that a product has no bookable tour grades on a day if the traveler mix does not meet that tour grade's traveler mix restrictions. For example, a honeymoon might require two adults as the only possible traveler mix.\\n\\nYou can choose to hide the `\\\"BLOCKED_OUT\\\"` tour grades, but you will probably want to display the `\\\"TRAVELLER_MISMATCH\\\"` grades with the traveler mix requirements listed so that the customer can elect to alter their traveler mix to suit (e.g., for family passes, etc.) You cannot allow the passenger to book with an incompatible traveler mix.\\n\\nThe return object includes information about tour grade restrictions:\\n\\n`ageBandsRequired`:\\n- `minimumCountRequired`: minimum number of travelers for an [age band](#section/Key-concepts/Working-with-age-bands)\\n- `maximumCountRequired`: maximum number of travelers for an [age band](#section/Key-concepts/Working-with-age-bands). If this field is `null`, any number of travelers may be booked.\\n\\nYou will need to present the `ageBandsRequired` information as in the following examples:\\n\\n| In 'Adult' age band | Meaning |\\n|---------------------|---------|\\n| `minimumCountRequired` = 1<br>`maximumCountRequired` = 3 | From 1 to 3 adults |\\n| `minimumCountRequired` = 0<br>`maximumCountRequired` = 3 | up to three adults |\\n| `minimumCountRequired` = 3<br>`MaximumCountRequired` = | 3 or more adults |\\n| `minimumCountRequired` = 2<br>`MaximumCountRequired` = 2 | 2 adults |\\n\\n\\n**Note:** There is a singular and plural version for each age band definition. We recommend automatically generating language that ensures the samples above are grammatically correct using this information.\\n\\nThe user can click **back** and change their traveler mix; or, they can try selecting another day.\\n\\n### View cart / price quote\\n\\nOnce the item has been added to the cart, you will need to preserve this information as part of the session data in your back-end, or as a browser cookie. In particular, you will need to store the *product code* and *age band to quantity traveler mix*.\\n\\n#### Sample PHP shopping cart item class\\n**Note:** this is only an example and is implementation dependent. Alternatively, you could use the item class (as used in the API calls), but much of the information it contains does not need to be stored:\\n\\n```javascript\\nclass shoppingCartItem {\\n var $productCode;\\n var $tourGrade;\\n var $date;\\n var $ageBandIdToQty; // assoc array\\n}\\n```\\n\\nTo obtain a price quote, you must call the [/booking/calculateprice](#operation/bookingCalculateprice) service. This service requires a currency code and an array of items to be specified. Each item contains the date, product code, tour grade code and an associative array of `ageBandIds` -> `quantity`.\\n\\n**Validation** \\u2013 the data must contain [valid age bands](#section/Key-concepts/Working-with-age-bands), tour codes, dates, etc. acquired in previous requests to the API.\\n\\n**Note:** A product's availability can change in the time between API calls as tour grades or products may be blocked out, or the booking window may close for upcoming dates.\\n\\n## Checkout\\n\\n### Summary\\n\\nThe checkout process can be accomplished using the [/booking/book](#operation/bookingBook) service, but you may need to make requests to other services to calculate prices, display product information (age-band names, etc.) and list available pick-up hotels for user selection.\\n\\nThe Viator mobile website breaks the workflow down into three steps. For multiple items, some steps will need to be repeated, such as capturing the traveler names for each tour. In your implementation, you can reorganize/reorder the data collection to better suit your needs.\\n\\n**Example workflow:**\\n\\n1. **Collect traveler details** - collect the names of the lead traveler and all other travelers\\n2. **Collect travel details** - ask any additional questions, including those about any special requirements, and select pick-up options.\\n - **Note:** the aforementioned steps will need to be repeated for each item)\\n3. **Collect booking details**\\n - **Note:** billing and payment details *should not* be sent to Viator.\\n\\nThe classes for the booking request are defined here in Booking Data Classes. You will need implement these in your chosen programming language and verify that the correct JSON objects are generated during serialization.\\n\\n### Traveler details\\n\\nThe traveler details are used to populate the `booking->items[]->travellers[]` objects.\\n\\nOne passenger must be identified as the \\\"lead traveler\\\". A boolean field in the traveler object represents this flag. The lead traveler must be an adult or have the age band `treatAsAdult` flag set to `true`.\\n\\nAll other travelers must be included.\\n\\n**Validation** \\n\\nEnsure that:\\n\\n - `bandId` is a [valid age band ID](#section/Key-concepts/Working-with-age-bands) for the product\\n - `firstname` is less than 16 chars\\n - `surname` is less than 36 chars\\n - `title` is not included unnecessarily (it is optional)\\n - `leadTraveller` is set to `true` for one of the travelers who is in an [age band](#section/Key-concepts/Working-with-age-bands) that has the `treatAsAdult` flag set to `true`\\n\\n### Other details\\n\\n#### Booking questions\\n\\nThe travel details include the [booking questions](#section/Appendices/Booking-questions) that are supplied in the [/product](#operation/product) service.\\n\\n**Sample question**\\n\\n**Note:** There may be more than one.\\n\\n```javascript\\nbookingQuestions: [{\\n \\\"message\\\": \\\"For safety reasons you must enter the weight of <b>all</b> passengers\\\",\\n \\\"required\\\": true,\\n \\\"questionId\\\": 23,\\n \\\"title\\\": \\\"Passenger Weights\\\",\\n \\\"subTitle\\\": \\\"(e.g. 127 pounds, 145 kilos, etc)\\\",\\n \\\"sortOrder\\\": 1\\n}]\\n```\\nThe questions should be displayed with the title, message, subtitle and whether it is mandatory (required) or not.\\n\\n**Validation** \\u2013 if the question is mandatory, the user must enter at least one character.\\n\\n#### Special requirements\\n\\n'Special requirements' should be presented as a text input field so that customers can record whether they require wheelchair assistance, for example. It is not mandatory for the customer to enter any text.\\n\\n#### Pick-up information\\n\\nThe last thing that must be collected for each item being booked is the pick-up information. If the product includes pick-up, the `hotelPickup` flag will be set to `true` (in the product object).\\n\\nIf pick-up is included, you will need to make a request to [/booking/hotels](#operation/bookingHotels) to determine if a hotel list exists. If it does, the list must be displayed so that the customer can make their selection. If not, a text input field should be displayed for hotel name collection.\\n\\nPlease note that the *first three results* in the list are *not* hotels; rather, these three are alternative selections, comprising:\\n\\n- 'Hotel not listed'\\n- 'Live locally or staying with family/friends'\\n- 'Hotel not yet booked'\\n\\nIf the customer selects 'hotel not listed', you *must* provide a hotel selection text input field. For the other two options, no hotel name is required. In all cases, the hotel ID must be updated with either a hotel ID or the IDs of the three items listed.\\n\\nIf no hotel list is available, you must provide a text input field for collecting the customer's hotel name. Please include instructions to enter 'live locally' or 'hotel not yet booked' if they cannot provide a hotel name.\\n\\n**Validation** \\u2013 if hotel list is available, the `hotelId` must be supplied. If the `hotelId` is `notListed` the, `pickupPoint` field *must* have at least one character.\\n\\nIf a hotel list is not available, then `pickupPoint` must contain a value.\\n\\n#### Language services\\n\\nIf the response from the [/product](#operation/product) service contains information in the `languageServices` field, e.g.:\\n\\n```javascript\\n\\\"langServices\\\": {\\n \\\"en/SERVICE_AUDIO\\\": \\\"English - Audio\\\"\\n}\\n```\\n\\n...you must specify which language option you wish to book for this tour in the `languageOptionCode` field (see request body schema of the [/booking/book service](#operation/bookingBook)).\\n\\n## View voucher or confirmation status\\n\\nThe object returned by the [/booking/book](#operation/bookingBook) service contains booking details that can be used to display an order summary to the customer.\\n\\nConfirmed bookings of freesale products will return a `voucherKey` and `voucherURL`. The `voucherURL` is accessible by the customer to view their voucher.\\n\\nPending bookings of on-request products will return `null` in the `voucherKey`/`voucherURL` fields. These fields will only contain values once the booking is confirmed.\\n\\nA `bookingStatus` object is included in the response that contains the status of the booking.\\n\\n```javascript\\n\\\"bookingStatus\\\": {\\n \\\"status\\\": 1,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"failed\\\": false,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false,\\n \\\"cancelled\\\": false\\n}\\n```\\n\\nThe status field corresponds to a number described in [bookingStatus field values and meanings](#section/Appendices/bookingStatus-field-values-and-meanings).\\n\\nBoolean flags that you can inspect to determine the booking status of the item:\\n- `failed`\\n- `cancelled`\\n- `confirmed`\\n- `amended`\\n- `pending`\\n\\n### Pending bookings\\nA booking is considered *pending* if the booking process is 'in progress'. For example, an on-request booking would be *pending* until it is confirmed/rejected by the supplier.\\n\\nIf a customer has made an amendment to an on-request booking that is yet to be accepted by the supplier, the booking would then have a status of *amended* when the supplier or customer service accepts the amendment.\\n\\n**Example response object:**\\n\\n```javascript\\n{\\n \\\"errorReference\\\": null,\\n \\\"data\\\": {\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": [],\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 3,\\n \\\"text\\\": \\\"Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITINERARY\\\",\\n \\\"confirmed\\\": true,\\n \\\"pending\\\": false,\\n \\\"amended\\\": false,\\n \\\"cancelled\\\": false,\\n \\\"failed\\\": false\\n },\\n \\\"itemSummaries\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": [],\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 1,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"pending\\\": false,\\n \\\"failed\\\": false,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"cancelled\\\": false\\n },\\n \\\"travellerAgeBands\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"count\\\": 1,\\n \\\"pluralDescription\\\": \\\"Adults\\\",\\n \\\"description\\\": \\\"Adult\\\",\\n \\\"ageBandId\\\": 1\\n }],\\n \\\"voucherKey\\\": \\\"1005851866:4af44c13ecf3f1a7d3f9ef2fc00c2257e08fa42ae20f877f3039ff9b52aba24e:580669678\\\",\\n \\\"voucherURL\\\": \\\"https://viatorapi.live.rc.viator.com/service/merchant/voucher.jspa?code=1005851866:4af44c13ecf3f1a7d3f9ef2fc00c2257e08fa42ae20f877f3039ff9b52aba24e:580669678&embedResources=false\\\",\\n \\\"voucherRequirements\\\": \\\"You must present a paper voucher for this to\\\",\\n \\\"productPulledDown\\\": false,\\n \\\"merchantCancellable\\\": true,\\n \\\"productWidgetList\\\": null,\\n \\\"savingAmount\\\": 0,\\n \\\"passbooks\\\": null,\\n \\\"termsAndConditions\\\": null,\\n \\\"itineraryId\\\": 1000024753,\\n \\\"tourGradeCode\\\": \\\"1DAYBOAT\\\",\\n \\\"productCode\\\": \\\"2065CPT\\\",\\n \\\"leadTravellerSurname\\\": \\\"Test\\\",\\n \\\"distributorItemRef\\\": \\\"distroItemRefJDP1803151135\\\",\\n \\\"languageServicesLanguageCode\\\": \\\"en\\\",\\n \\\"travelDate\\\": \\\"2016-02-01\\\",\\n \\\"price\\\": 3.72,\\n \\\"bookingEngineId\\\": \\\"UF\\\",\\n \\\"merchantNetPrice\\\": 3.51,\\n \\\"merchantNetPriceFormatted\\\": \\\"$3.51\\\",\\n \\\"leadTravellerTitle\\\": \\\"Mr\\\",\\n \\\"leadTravellerFirstname\\\": \\\"Homer\\\",\\n \\\"lastRetailPrice\\\": 3.51,\\n \\\"destId\\\": 318,\\n \\\"voucherOption\\\": \\\"VOUCHER_PAPER_ONLY\\\",\\n \\\"productTitle\\\": \\\"Cape Town City Hop-on Hop-off Tour\\\",\\n \\\"itemId\\\": 700025496,\\n \\\"barcodeOption\\\": \\\"perperson\\\",\\n \\\"barcodeType\\\": \\\"code128\\\",\\n \\\"obfsId\\\": 3696,\\n \\\"priceFormatted\\\": \\\"$3.72\\\",\\n \\\"savingAmountFormated\\\": \\\"\\\",\\n \\\"priceUSD\\\": 3.72,\\n \\\"lastRetailPriceFormatted\\\": \\\"$3.51\\\",\\n \\\"departsFrom\\\": \\\"Cape Town, South Africa\\\",\\n \\\"hoursConfirmed\\\": 0,\\n \\\"currencyCode\\\": \\\"USD\\\"\\n }],\\n \\\"voucherKey\\\": \\\"1005851866:4af44c13ecf3f1a7d3f9ef2fc00c2257e08fa42ae20f877f3039ff9b52aba24e:580669678\\\",\\n \\\"voucherURL\\\": \\\"https://viatorapi.live.rc.viator.com/service/merchant/voucher.jspa?code=1005851866:4af44c13ecf3f1a7d3f9ef2fc00c2257e08fa42ae20f877f3039ff9b52aba24e:580669678&embedResources=false\\\",\\n \\\"bookerEmail\\\": \\\"apitest@viator.com\\\",\\n \\\"userId\\\": null,\\n \\\"itineraryId\\\": 1000024753,\\n \\\"exchangeRate\\\": 1,\\n \\\"totalPriceFormatted\\\": \\\"$3.51\\\",\\n \\\"totalPriceUSD\\\": 3.51,\\n \\\"bookingDate\\\": \\\"2015-03-17\\\",\\n \\\"distributorRef\\\": \\\"distroRefJDP1803151135\\\",\\n \\\"totalPrice\\\": 3.51,\\n \\\"hasVoucher\\\": true,\\n \\\"currencyCode\\\": \\\"USD\\\"\\n },\\n \\\"dateStamp\\\": \\\"2015-03-17T17:36:32+0000\\\",\\n \\\"errorType\\\": null,\\n \\\"errorMessage\\\": null,\\n \\\"errorName\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 1,\\n \\\"vmid\\\": \\\"321003\\\",\\n \\\"errorMessageText\\\": null\\n}\\n```\\n\\n### Checking the status of bookings\\n\\n#### Checking the status of a single booking:\\n\\n- [/booking/mybookings](#operation/bookingMybookings) can be used to check the status of a booking after it has been purchased. This is useful for checking the status of a pending booking, particularly if there are multiple items within the booking.\\n\\n It is recommended that you poll the service no more than once per hour.\\n\\n#### Checking the status of multiple bookings:\\n\\n- [/booking/status](#operation/bookingStatus) will return the status of all bookings, based on the following:\\n - booking date range\\n - travel date range\\n - specific distributor/distributor item references\\n - lead traveler date/first name\\n\\nThis is useful for checking the status of recently-made, but still *pending* bookings, or those that will commence soon.\\n\\n**Note:** You can only poll this service (successful calls) once every 30 minutes.\\n\\n### Confirming the booking via email\\n\\nUpon receiving a successful response from [/booking/book](#operation/bookingBook), merchant partners should confirm the booking with the customer via email. This email must be sent by the merchant partner (not Viator).\\n\\n#### Sample confirmation email\\n\\n<pre>\\nDear Traveller,\\n\\nThank you for booking with [PARTNER NAME] on [www.domain.com]. Your booking is confirmed. This is your booking notification and receipt. Please retain this email for your records.\\n\\nPlease note:\\n\\nWe offer three types of vouchers. Be sure to check below for what type of voucher your tour / activity requires. Voucher requirements vary by tour, so if you've booked more than one tour, be sure to check each one. See below for instructions.\\n\\nHOTEL/FLIGHT ITINERARY\\n-----------------------------------------------------------------------\\n[Your standard reply here]\\n\\nTOURS\\n-----------------------------------------------------------------------\\n\\n1. Name: Whale Watching Cruise\\n e-Voucher or Paper Voucher Accepted\\n You can present either a paper or an electronic voucher for this activity.\\n Voucher: [VOUCHERURL]\\n Please click on the above link, follow the directions, and print your voucher to present as per instructions on the voucher under 'Important Information'.\\n2. Name: Boston City Pass\\n Paper Voucher Required\\n You must present a paper voucher for this tour. Voucher: [VOUCHERURL]\\n Please click on the above link, follow the directions, and print your voucher to present as per instructions on the voucher under 'Important Information'.\\n3. Name: SuperShuttle Airport Transfer\\n Voucher Not Required\\n You must present a paper voucher for this tour. Voucher: [VOUCHERURL]\\n You can present a paper or electronic voucher for this activity, or you can simply present the Lead Traveller\\u2019s Photo ID. Our supplier has your reservation on file and only requires proof of identity on the day of travel.\\n\\nIMPORTANT INFORMATION\\n-----------------------------------------------------------------------\\n[Your standard reply here]\\n\\nTERMS AND CONDITIONS\\n-----------------------------------------------------------------------\\n[Your standard reply here]\\n</pre>\\n\\n## Booking process flow\\n\\nIn this section, we show a sample booking process flow using Viator API services.\\n\\n### Search for a product\\n\\n1. Determine the `destinationId` for the desired destination using the [/taxonomy/destinations](#operation/taxonomyDestinations) service.\\n2. Search for products in the destination with the [/search/products](#operation/searchProducts) service using the `destinationId`, along with optional parameters like the date range (`startDate` and `endDate`), attraction link (`seoId`), category (`catId`) and subcategory (`subCatId`).\\n\\n#### Example [/search/products](#operation/searchProducts) POST request body:\\n\\n```javascript\\n{\\n \\\"startDate\\\": \\\"2018-12-25\\\",\\n \\\"endDate\\\": \\\"2018-12-28\\\",\\n \\\"topX\\\": \\\"1-15\\\", \\n \\\"destId\\\": 684, \\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"sortOrder\\\": \\\"TOP_SELLERS\\\"\\n}\\n```\\n**Note**: the `startDate` and `endDate` must be in the future.\\n\\n3. Get the product details with the [/product](#operation/product) service.\\n\\n#### Example parameters for a [/product](#operation/product) GET request:\\n\\n```html\\ncode=5010SYDNEY&currencyCode=USD\\n```\\n\\n### Determine the product's available dates\\n\\nUse the [/booking/availability/dates](#operation/bookingAvailabilityDates) service to retrieve a list of dates on which the product is operating. This list can be used to populate a calendar display of available dates.\\n\\n#### Example parameters for an availability check using the [/booking/availability/dates](#operation/bookingAvailabilityDates) service:\\n\\n```html\\nproductCode=5010SYDNEY\\n```\\n\\n### Determine the available age bands for the product\\n\\nBecause the product option (tour grade) availability check requires the desired passenger mix, the user will first need to select the number of travelers and the age band into which each can be classified.\\n\\nNote: The exact ages to which each age band refers to differs between products. See [Working with age bands](#section/Key-concepts/Working-with-age-bands) for more information.\\n\\n1. Determine the number of passengers/travelers (and their respective agebands) by having the user input the passenger mix for which they wish to make a booking.\\n2. Check for available tour grades for the date chosen using the [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) service; or, check for available tour grades by month using the [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service\\n\\n#### [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) POST request:\\n```javascript\\n{\\n \\\"productCode\\\": \\\"5010SYDNEY\\\",\\n \\\"bookingDate\\\": \\\"2018-12-05\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"ageBands\\\": [\\n { \\n \\\"bandId\\\": 1,\\n \\\"count\\\": 2 \\n } \\n ]\\n}\\n```\\n\\n#### [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgrades) POST request:\\n```javascript\\n{\\n \\\"productCode\\\": \\\"5010SYDNEY\\\",\\n \\\"month\\\": \\\"12\\\",\\n \\\"year\\\": \\\"2018\\\",\\n \\\"currencyCode\\\": \\\"USD\\\"\\n}\\n```\\n3. Finalize pricing using the [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix) service. \\n - **Note**: we strongly recommend using the [/booking/calculateprice](#operation/bookingCalculateprice) service prior to making the booking, as it reconfirms the product availability for the specified dates and passenger mix.\\n\\n4. Make the booking\\n - Note that the [/booking/book](#operation/bookingBook) service supports multi-item bookings. The response from the [/product](#operation/product) service indicates mandatory information that must be sent when making the booking, such as required [booking questions](#section/Appendices/Booking-questions) and hotel pick-up options.\\n - For hotel pick-up:\\n - Send a hotel ID to the [/booking/book](#operation/bookingBook) service if `hotelPickup` is `true` for the product.\\n - [/booking/hotels](#operation/bookingHotels) can be used to return a list of hotels available for the product.\\n - The `hotelId` is the `id` field in the response from the [/booking/hotels](#operation/bookingHotels) service. This can be:\\n - a number (represented as a string) \\u2013 e.g., `'4119'`\\n - `'local'` \\u2013 if the customer resides near the location in which the product operates \\n - `'notBooked'` \\u2013 if the customer's hotel is not yet booked\\n - `'notListed'` \\u2013 if the customer's hotel is not listed in the response from [/booking/hotels](#operation/bookingHotels). If this is the case, capture the customer\\u2019s hotel details in a text box and pass this information in the `pickupPoint` field in the request body of the [/booking/book](#operation/bookingBook) service.\\n\\n#### [/booking/book](#operation/bookingBook) POST request example:\\n\\n```javascript\\n{\\n \\\"demo\\\": true,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"partnerDetail\\\": {\\n \\\"distributorRef\\\": \\\"distributorRef1550616101308\\\"\\n },\\n \\\"booker\\\": {\\n \\\"firstname\\\": \\\"Homer Test\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\",\\n \\\"email\\\": \\\"apitest@viator.com\\\",\\n \\\"homePhone\\\": \\\"(02)66987564\\\"\\n },\\n \\\"items\\\": [\\n {\\n \\\"partnerItemDetail\\\": {\\n \\\"distributorItemRef\\\": \\\"distributorItemRef1550616101308\\\"\\n },\\n \\\"hotelId\\\": null,\\n \\\"pickupPoint\\\": null,\\n \\\"travelDate\\\": \\\"2019-03-19\\\",\\n \\\"productCode\\\": \\\"5010SYDNEY\\\",\\n \\\"tourGradeCode\\\": \\\"24HOUR\\\",\\n \\\"languageOptionCode\\\": \\\"en/SERVICE_GUIDE\\\",\\n \\\"bookingQuestionAnswers\\\": [\\n {\\n \\\"questionId\\\": 100,\\n \\\"answer\\\": \\\"120 kgs\\\"\\n }\\n ],\\n \\\"specialRequirements\\\": \\\"\\\",\\n \\\"travellers\\\": [\\n {\\n \\\"bandId\\\":1,\\n \\\"firstname\\\": \\\"Homer\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\",\\n \\\"leadTraveller\\\": true\\n }, {\\n \\\"bandId\\\": 1,\\n \\\"firstname\\\": \\\"Marge\\\",\\n \\\"surname\\\": \\\"Merchant Viator Test\\\",\\n \\\"title\\\": \\\"Mrs\\\"\\n }\\n ]\\n }\\n ]\\n}\\n```\\n\\n#### [/booking/hotels](#operation/bookingHotels) GET example parameters:\\n\\n```html\\nproductCode=5010SYDNEY\\n```\\nor\\n```html\\ndestId=684\\n```\\n\\n5. You will receive different booking statuses depending on the product's booking engine. \\n - For products that are free-sale (`'FreesaleBE'`), unconditional free-sale (`'UnconditionalBE'`) and free-sale / on-request (`'FreesaleOnRequestBE'`) - i.e., during the free-sale period, confirmation should occur instantly. \\n - The `'FreesaleOnRequestBE'` status means that the product will only remain free-sale up until a certain number of days before the travel date, after which it becomes on-request. \\n - Normally, if the product is on-request, its booking status will be `'Pending'`.\\n\\n### Post-booking\\n\\n#### Displaying vouchers\\n\\nTo display the voucher to your customer, direct them to the URL returned in the `voucherURL` field in the response from the [/booking/book](#operation/bookingBook) service.\\n\\n**Note**: the voucher will not be available until the booking is confirmed \\u2013 the value of the `hoursConfirmed` field in the response from the [/booking/book](#operation/bookingBook) service can be shown to the customer to indicate the time frame within which they are likely to be notified as to their booking confirmation.\\n\\n#### Viewing bookings\\n\\n- To view a **single** booking, use the [/booking/pastbooking](#operation/bookingPastbooking) service, which returns one booking at a time. \\n- To retrieve **all** bookings for a customer, use the [/booking/mybookings](#operation/bookingMybookings) service.\\n\\n#### Viewing booking statuses\\n\\nTo view the booking statuses for multiple items based on various criteria, use the [/booking/status](#operation/bookingStatus) service.\\n\\nNote that this service can only be polled once every five minutes. Ideally, this service should be used by your software implementation to perform bulk updates of pending itineraries. The maximum number of itinerary results returned is 1,000.\\n\\n#### `merchantNetPrice` and `price` in the [/search/products](#operation/searchProducts) service\\n\\nThe difference between these fields is as follows:\\n\\n- `merchantNetPrice` is the amount you, as the merchant partner will be invoiced for, excluding any fees.\\n- `price` is the price at which Viator sells the product\\n\\n**Note**: these prices are also returned (per age band) by the following services:\\n\\n- [/booking/availability/tourgrades/pricingmatrix](#operation/bookingAvailabilityTourgradesPricingmatrix)\\n- [/booking/pricingmatrix](#operation/bookingPricingmatrix)\\n- [/booking/book](#operation/bookingBook)\\n\\n### Currency considerations for bookings\\n\\nIf the booking shows prices converted to and formatted according to a different currency to that in which it was made, it is because each API partner has a particular 'base currency', and all bookings will be made in that currency.\\n\\n### Booking and transaction fees\\n\\nThe total price may be different to the `merchantNetPrice` due to the fact that a booking fee \\u2013 i.e., a transaction fee or commission \\u2013 is added to all bookings.\\n\\nThis fee is a fixed percentage with a capped maximum. The exact percentage depends on your merchant partner agreement with Viator and can be found in your contract with Viator.\\n\\n### Making demo bookings\\n\\nTo make a demo booking, simply set the `demo` field to `true` in the [/booking/book](#operation/bookingBook) service.\\n\\nWhile demo bookings are allowed on the live production environment, we recommend not doing so as it is possible that a notification could be sent to the supplier. Performing a cancellation of the demo booking is therefore recommended.\\n\\nTo cancel the booking, partners should use the [/bookings/{id}/cancel](#operation/cancelBooking) service. For details on canceling a booking, see: [Cancellation API workflow](#section/Common-workflows-and-data-validation/Cancellation-API-workflow)\\n\\n## Cancellation UX\\n\\nOn the Viator.com website, once the customer has made a booking, they are able to access the details of all their upcoming, past and cancelled bookings by navigating to the **bookings** section of the website.\\n\\nYou must communicate to the user the terms and conditions that pertain to canceling their booking; i.e., what to expect in terms of the refund they will receive if they were to cancel their booking now.\\n\\nOn the Viator website, this information is communicated in the cancellation button text. In the following example, the user has booked the \\\"San Francisco City Tour with Alcatraz\\\", and is viewing their **bookings** page.\\n\\nIn this way, the user is told that they can \\\"cancel for free by Oct 22\\\" \\u2013 i.e., they will be issued a full refund if they cancel the product prior to October 22:\\n\\n![user bookings](https://docs.viator.com/partner-api/resources/merchant/technical/img/user-bookings.png)\\n\\nThis text is programmatically generated by inspecting the product's cancellation policy, which is contained within the `merchantTermsAndConditions` object, which is included in the response object from the following endpoints:\\n\\n- [/booking/book](/partner-api/merchant/technical/#operation/bookingBook)\\n- [/booking/pastbooking](/partner-api/merchant/technical/#operation/bookingPastbooking)\\n- [/booking/mybookings](/partner-api/merchant/technical/#operation/bookingMybookings)\\n\\nFor details on how to interpret the `merchantTermsAndConditions` object, see: [Cancellation policy](#section/Key-concepts/Cancellation-policy)\\n\\nOnce the user clicks the button labelled: **Cancel for free by Oct 22**, they are brought to the cancellation confirmation page, where they are provided a more formal cancellation quote prior to confirming their intention to cancel the product.\\n\\n### Cancellation refund display\\n\\nAs the merchant of record, the amount your customer was charged for the product was your decision; therefore, the amount that you elect to grant the customer as a refund is also up to you, so you will need to retrieve the amount the customer has paid for the product from your own records/databases.\\n\\nThe amount that Viator would have invoiced you for the booking \\u2013 equivalent to the merchant net price at the time of booking plus the transaction fee \\u2013 can be retrieved using the [/bookings/{booking-ref}/cancel-quote](#operation/cancelBookingQuote) endpoint. For more information see: [Get a cancellation quote](#get-a-cancellation-quote)\\n\\nHere, the customer is shown that they will receive a full refund if they cancel the product now:\\n\\n![cancellation quote](https://docs.viator.com/partner-api/resources/merchant/technical/img/cancellation-quote.png)\\n\\n### Displaying and choosing cancellation reasons\\n\\nAt this point in the workflow, the user must select a reason for their cancellation. Viator's systems require that a reason for the cancellation be given in order to carry out the cancellation process.\\n\\nAs the set of acceptable reasons for canceling a booking are formally specified by the Viator Partner API and are not necessarily immutable (new reasons may be added at any time) you should retrieve the presently available cancellation reasons from the [/bookings/cancel-reasons](#operation/cancellationReasons) endpoint. We require you to present these to the customer for them to select.\\n\\nUse the `cancellationReasonText` fields in the response to populate the list from which the customer can select the most-appropriate match for why they are canceling, as on the Viator website:\\n\\n![user bookings](https://docs.viator.com/partner-api/resources/merchant/technical/img/cancellation-reasons.png)\\n\\nFor more information about getting cancellation reasons, see: [Getting cancellation reasons](#getting-cancellation-reasons)\\n\\n**Note**: As it is necessary for the user to provide a cancellation reason, it is required that the **Cancel Booking** button remain disabled until a reason has been selected by the customer.\\n\\n### Completing the cancellation\\n\\nOnce the user has selected a reason, the **Cancel Booking** button can be activated:\\n\\n![cancel booking](https://docs.viator.com/partner-api/resources/merchant/technical/img/cancel-booking.png)\\n\\nClicking the **Cancel Booking** button is the final action required of the customer to complete the cancellation.\\n\\nAt this point, you will want to cancel the booking using the [/bookings/{booking-ref}/cancel](#operation/cancelBooking) API endpoint. For more information on using this service, see: [Cancel the booking](#cancel-the-booking)\\n\\n### Obtaining confirmation for the cancellation\\n\\nOn the Viator.com site, the following confirmation message is displayed on the page that loads after the **Cancel Booking** button is clicked:\\n\\n![cancellation confirmation](https://docs.viator.com/partner-api/resources/merchant/technical/img/cancellation-confirmation.png)\\n\\n### Cancellation confirmation email\\n\\nOnce the cancellation is accepted, a short, succinct email informing the customer that their booking has been successfully canceled is sent immediately:\\n\\n![cancellation confirmation email](https://docs.viator.com/partner-api/resources/merchant/technical/img/cancellation-email.png)\\n\\n### Viewing canceled bookings\\n\\nClicking on the **View reservation details** button in the cancellation confirmation email returns the customer to their bookings page, where the fact of the booking being canceled is communicated clearly:\\n\\n![canceled booking](https://docs.viator.com/partner-api/resources/merchant/technical/img/canceled-booking.png)\\n\\n## Cancellation API workflow\\n\\n### Note:\\n\\n- All booking cancellations (except for those requested after the date of travel) must now be performed via the API. Viator no longer offers ordinary cancellation services via our customer support function.\\n- To cancel a booking after the tour or activity has occurred, please contact [Viator Partner Support](mailto:dpsupport@viator.com)\\n- **Legacy API keys:** Bookings made via the [v1 /booking/book](#operation/bookingBook) endpoint using a [v1 legacy API key](#section/Authentication/Legacy-API-keys) can be canceled using the [v2 cancellation endpoint](#operation/cancelBooking) and a [v2 API key](#section/Authentication/API-key) so long as the [legacy (v1) API key](#section/Authentication/Legacy-API-keys) used to make the booking is linked to the partner's [v2 API key](#section/Authentication/API-key).\\n\\n\\n### Getting cancellation reasons\\n<a id=\\\"getting-cancellation-reasons\\\"></a>\\n\\nWhen canceling a booking, you are required to submit a valid 'reason for the cancellation' to assist with Viator's internal processes. This is accomplished via the inclusion of a valid reason code in the body of the request. The reason codes can be retrieved from the [/bookings/cancel-reasons](#operation/cancellationReasons) endpoint.\\n\\nAs the acceptable reasons for cancellation may be extended at any point (existing reasons will not change or be removed), we recommend retrieving an up-to-date list from this endpoint at least weekly.\\n\\nThe output from the [/bookings/cancel-reasons](#operation/cancellationReasons) endpoint at the time of writing is as follows:\\n\\n```javascript\\n{\\n \\\"reasons\\\": [\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.I_canceled_my_entire_trip\\\",\\n \\\"cancellationReasonText\\\": \\\"I canceled my entire trip\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Booked_wrong_tour_date\\\",\\n \\\"cancellationReasonText\\\": \\\"Booked wrong tour/date\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Duplicate_Booking\\\",\\n \\\"cancellationReasonText\\\": \\\"Duplicate Booking\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Chose_a_different_cheaper_tour\\\",\\n \\\"cancellationReasonText\\\": \\\"Chose a different/cheaper tour\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Weather\\\",\\n \\\"cancellationReasonText\\\": \\\"Weather\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Unexpected_medical_circumstances\\\",\\n \\\"cancellationReasonText\\\": \\\"Unexpected/medical circumstances\\\"\\n },\\n {\\n \\\"cancellationReasonCode\\\": \\\"Customer_Service.Tour operator asked me to cancel\\\",\\n \\\"cancellationReasonText\\\": \\\"Tour operator asked me to cancel\\\"\\n }\\n ]\\n}\\n```\\n\\n### Canceling a booking\\n\\n#### Getting a cancellation quote\\n<a id=\\\"get-a-booking-cancellation-quote\\\"></a>\\n\\nBefore canceling the booking, call the [/bookings/{booking-reference}/cancel-quote](#operation/cancelBookingQuote) endpoint to get information about whether the booking can be canceled using this endpoint and what the refund will be, for example:\\n\\n```html\\nGET https://api.viator.com/partner/bookings/BR-580254558/cancel-quote\\n```\\n\\n**Note**: For information about the **{booking-reference}** in URL parameter, see [Key concepts: Booking references](#section/Key-concepts/Booking-references)\\n\\nYou will receive a cancellation quote object, e.g.:\\n\\n```javascript\\n{\\n \\\"bookingId\\\": \\\"BR-580254558\\\",\\n \\\"status\\\": \\\"CANCELLABLE\\\",\\n \\\"refundDetails\\\": {\\n \\\"itemPrice\\\": 109.77,\\n \\\"refundAmount\\\": 109.77,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"refundPercentage\\\": 100.00\\n }\\n}\\n```\\n\\n **Note**: Bookings that have not been confirmed by the supplier and have a status of `\\\"PENDING\\\"` will report an `itemPrice`, `refundAmount` and `refundPercentage` of `0`, as no fees are charged until the booking's status is `\\\"CONFIRMED\\\"`.\\n\\nThe data elements in this object have meanings as follows:\\n\\n| Element | Meaning | Example |\\n|---------|---------|---------|\\n| `bookingId` | the booking reference number prepended with `BR-` | `BR-580254556` |\\n| `status` | One of the following: <ul><li>`CANCELLABLE`: the booking is eligible to be cancelled</li><li>`CANCELLED`: the booking has already been cancelled</li><li>`NOT_CANCELLABLE`: the booking is for a product that operated in the past, and therefore cannot be cancelled using this endpoint (you will need to [send an email to dpsupport](mailto:dpsupport@viator.com) including both \\\"CANCEL\\\" and the booking reference number in the subject line in order to request a refund for such a booking)</li></ul> | `CANCELLABLE` |\\n| `refundDetails` | object containing information about the refund | |\\n| `itemPrice` | the **merchant net price** + **transaction fee** for this product at the time of booking in the currency specified by `currencyCode` | `109.77` |\\n| `refundAmount` | the amount that will be deducted from your invoice if the booking is cancelled now | `109.77` |\\n| `currencyCode` | the currency code for the currency in which pricing information is displayed | `USD` |\\n| `refundPercentage` | the refund amount expressed as a percentage of the `itemPrice` | `100.00` |\\n\\n#### Canceling the booking\\n<a id=\\\"cancel-the-booking\\\"></a>\\n\\nIf the `status` field has a value of `CANCELLABLE` and you are happy with the `refundAmount`, call the [/bookings/{booking-ref}/cancel](#operation/cancelBooking) endpoint to cancel the booking, e.g.:\\n\\n```html\\nPOST https://api.viator.com/partner/bookings/BR-580254558/cancel\\n```\\n\\nA reason code corresponding to the reason for cancellation must be included in the request body; e.g.:\\n\\n```javascript\\n{\\n \\\"reasonCode\\\":\\\"Customer_Service.Chose_a_different_cheaper_tour\\\"\\n}\\n```\\n\\nYou should receive a response indicating that the cancellation was successful, e.g.:\\n\\n```javascript\\n{\\n \\\"bookingId\\\": \\\"BR-580254558\\\",\\n \\\"status\\\": \\\"ACCEPTED\\\"\\n}\\n```\\n\\nA `status` of `ACCEPTED` indicates that the booking was successfully canceled.\\n\\n## Calculating prices\\n\\nThe [/booking/calculateprice](#operation/bookingCalculateprice) service is used to calculate a total price for one or more products, with the ability to specify the date and passenger mix for each product individually. \\n\\nIt also reconfirms the availability and pricing of the products for the requested dates and passenger mixes. We strongly recommended that you call this service prior to [making a booking](#section/Common-workflows-and-data-validation/Making-a-booking) to establish that the booking will succeed once submitted.\\n\\nThis endpoint is useful when implementing a shopping cart, as multiple product bookings can be enquired about in a single call to this service.\\n\\n#### Example request body (JSON)\\n\\n```javascript\\n{\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"items\\\": [{\\n \\\"travelDate\\\": \\\"2015-03-01\\\",\\n \\\"productCode\\\": \\\"2916ROME\\\",\\n \\\"tourGradeCode\\\":\\\"24HR\\\",\\n \\\"travellers\\\": [\\n {\\n \\\"bandId\\\": 1\\n },\\n {\\n \\\"bandId\\\": 1\\n }\\n ]\\n }]\\n}\\n```\\nThe quirky `travellers` array is used to specify the number of travellers in each age band. Each member object of this array corresponds to a single traveller. The example above signifies \\\"two adults from bandId: 1\\\".\\n\\nAnother example might be \\\"three travelers from bandId:1 and two travelers from bandId:2\\\". That would be as follows:\\n\\n```javascript\\n\\\"travellers\\\": [\\n {\\n \\\"bandId\\\": 1\\n },\\n {\\n \\\"bandId\\\": 1\\n },\\n {\\n \\\"bandId\\\": 1\\n },\\n {\\n \\\"bandId\\\": 2\\n },\\n {\\n \\\"bandId\\\": 2\\n }\\n]\\n```\\n\\n- **Note**: See [Working with age bands](#section/Key-concepts/Working-with-age-bands) for more information.\\n\\n#### Price information\\n\\nThe **total price** (i.e., including the transaction fee) that you will be invoiced for the products to be booked is given in the following fields in the response from this service:\\n\\n- `data.itemSummaries[].price` (numeric total price of item)\\n- `data.itemSummaries[].priceFormatted` (currency formatted total price of item) \\n- `data.itinerary.totalPrice` (numeric total price of item)\\n- `data.itinerary.totalPriceFormatted` (currency-formatted total price of item)\\n\\nFor more information about pricing fields and their meaning throughout this API, see: [Merchant pricing](#section/Key-concepts/Merchant-pricing).\\n\\n#### Determining whether the product is 'freesale' or 'on request'\\n\\nYou can determine whether the booking is *freesale* or *on-request* by examining the response from this endpoint. 'Freesale' bookings are those that are confirmed immediately (with a status of `\\\"CONFIRMED\\\"`) when booked, while *on-request* bookings are instead confirmed by the supplier at a later time. \\n\\nThe approximate time window for confirmation is provided in the `hoursConfirmed` (integer) field. This can be presented to the customer. \\n\\n- An `hoursConfirmed` of `0` means that the booking is *freesale*. \\n- An `hoursConfirmed` greater than `0` indicates that the booking is *on-request*.\\n\\n## Finding hotel pick-up points\\n\\n### Hotel pickup example:\\n\\n#### Example response body ([/booking/hotels](#operation/bookingHotels))\\n```javascript\\n{\\n \\\"vmid\\\":\\\"221002\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2012-04-12T13:48:27+0000\\\",\\n \\\"success\\\": true,\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"totalCount\\\": 1,\\n \\\"errorName\\\": null\\n \\\"data\\\": [\\n {\\n \\\"address\\\": null,\\n \\\"name\\\": \\\"I live locally / I'm staying with friends, relatives\\\",\\n \\\"id\\\": \\\"local\\\",\\n \\\"phone\\\": null,\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 0,\\n \\\"city\\\": null,\\n \\\"notes\\\": null,\\n \\\"latitude\\\": null,\\n \\\"longitude\\\": null,\\n \\\"postcode\\\": null,\\n \\\"brand\\\": null,\\n \\\"hotelString\\\": \\\"I live locally / I'm staying with friends, relatives\\\",\\n \\\"sortOrder\\\": 1\\n },\\n {\\n \\\"address\\\": null,\\n \\\"name\\\": \\\"My hotel is not yet booked\\\",\\n \\\"id\\\": \\\"notBooked\\\",\\n \\\"phone\\\": null,\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 0,\\n \\\"city\\\": null,\\n \\\"notes\\\": null,\\n \\\"latitude\\\": null,\\n \\\"longitude\\\": null,\\n \\\"postcode\\\": null,\\n \\\"brand\\\": null,\\n \\\"hotelString\\\": \\\"My hotel is not yet booked\\\",\\n \\\"sortOrder\\\": 2\\n },\\n {\\n \\\"address\\\": null,\\n \\\"name\\\": \\\"My hotel is not listed\\\",\\n \\\"id\\\": \\\"notListed\\\",\\n \\\"phone\\\": null,\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 0,\\n \\\"city\\\": null,\\n \\\"notes\\\": null,\\n \\\"latitude\\\": null,\\n \\\"longitude\\\": null,\\n \\\"postcode\\\": null,\\n \\\"brand\\\": null,\\n \\\"hotelString\\\": \\\"My hotel is not listed\\\",\\n \\\"sortOrder\\\": 3\\n },\\n {\\n \\\"address\\\": \\\"375 East Harmon Avenue\\\",\\n \\\"name\\\": \\\"Alexis Park Resort Hotel\\\",\\n \\\"id\\\": \\\"684_2\\\",\\n \\\"phone\\\": \\\"\\\",\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 684,\\n \\\"city\\\": \\\"Las Vegas\\\",\\n \\\"notes\\\": null,\\n \\\"latitude\\\": 36.106258,\\n \\\"longitude\\\": -115.156146,\\n \\\"postcode\\\": \\\"89169\\\",\\n \\\"brand\\\": \\\"\\\",\\n \\\"hotelString\\\": null,\\n \\\"sortOrder\\\": 4\\n },\\n {\\n \\\"address\\\": \\\"167 East Tropicana Avenue\\\",\\n \\\"name\\\": \\\"Americas Best Value Inn\\\",\\n \\\"id\\\": \\\"684_3\\\",\\n \\\"phone\\\": \\\"\\\",\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 684,\\n \\\"city\\\": \\\"Las Vegas\\\",\\n \\\"notes\\\": null,\\n \\\"latitude\\\": 36.100778,\\n \\\"longitude\\\": -115.165522,\\n \\\"postcode\\\": \\\"89109\\\",\\n \\\"brand\\\": \\\"\\\",\\n \\\"hotelString\\\": null,\\n \\\"sortOrder\\\": 5\\n },\\n {\\n \\\"address\\\": \\\"3131 Las Vegas Boulevard South\\\",\\n \\\"name\\\": \\\"Wynn Resort\\\",\\n \\\"id\\\": \\\"684_126\\\",\\n \\\"phone\\\": \\\"\\\",\\n \\\"productCodes\\\": null,\\n \\\"destinationId\\\": 684,\\n \\\"city\\\": \\\"Las Vegas\\\",\\n \\\"notes\\\": null,\\n \\\"latitude\\\": 36.127563,\\n \\\"longitude\\\": -115.167704,\\n \\\"postcode\\\": \\\"89109\\\",\\n \\\"brand\\\": \\\"\\\",\\n \\\"hotelString\\\": null,\\n \\\"sortOrder\\\": 119\\n }\\n ]\\n}\\n```\\n## Making a booking\\n\\nTo make a booking, use the [/booking/book](#operation/bookingBook) service.\\n\\nTo make a *real* booking, ensure `demo` is set to `false` in the booking request.\\n\\nDemo bookings will enter our system as a test booking and will not charge the merchant. To enable demo bookings, set `demo` to `true` in the booking request and pass `\\\"test\\\"` as the traveler's first or last name.\\n\\n**Note:** Avoid testing on **Live**, as the booking may be sent to the supplier (depending on the product). Any test bookings on live must be cancelled via the [/bookings/{id}/cancel](#operation/cancelBooking) service; or, contact dpsupport@viator.com if you experience any other issues.\\n\\n### distrbutorRef and distributorItemRef\\n\\nThe `distributorRef` and `distrbutorItemRef` fields are the merchant partner's own reference for the booking. All merchant partners must pass a `distributorRef` and a `distributorItemRef` in all bookings.\\n\\nIt can be any alphanumeric string, and in for the `distrbutorRef`, it must be unique to bookings made by the merchant.\\n\\nIf an existing `distributorRef` is passed, the booking with the matching `distributorRef` will be returned in the response, and a new booking will not be made.\\n\\nPlease see the description for these fields in the table below for more information.\\n\\n**Example request**\\n\\n```javascript\\n{\\n \\\"demo\\\": true,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"partnerDetail\\\": {\\n \\\"distributorRef\\\": \\\"distroRef0412141435\\\"\\n },\\n \\\"booker\\\": {\\n \\\"email\\\": \\\"apitest@viator.com\\\",\\n \\\"firstname\\\": \\\"Homer Test\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\"\\n },\\n \\\"items\\\": [{\\n \\\"partnerItemDetail\\\": {\\n \\\"distributorItemRef\\\": \\\"distroItemRef0412141435_1\\\"\\n },\\n \\\"hotelId\\\": null,\\n \\\"pickupPoint\\\": null,\\n \\\"travelDate\\\": \\\"2015-03-31\\\",\\n \\\"productCode\\\": \\\"2916ROME\\\",\\n \\\"tourGradeCode\\\": \\\"24HR\\\",\\n \\\"languageOptionCode\\\": \\\"en/SERVICE_GUIDE\\\",\\n \\\"bookingQuestionAnswers\\\": [{\\n \\\"questionId\\\": 100,\\n \\\"answer\\\": \\\"120 kgs\\\"\\n }],\\n \\\"specialRequirements\\\": \\\"\\\",\\n \\\"travellers\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"firstname\\\": \\\"Homer\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\",\\n \\\"leadTraveller\\\": true\\n }]\\n }]\\n}\\n```\\n\\n**Description of JSON request parameters**\\n\\n| Object name | Element name | Type | Comments | Mandatory |\\n|-------------|--------------|:----:|----------|:---------:|\\n| | `demo` | boolean | If this is set to True, then it is a demo booking only. Full demos do not send any notifications, are automatically confirmed and OnRequest products become freesale products. Default value is true. Production must have `demo` set to `false`. | ❌ |\\n| | `currencyCode` | string | The currency the booking will be submitted in. You will be billed in this currency. | ❌ |\\n| `partnerDetail` | | object | Applicable only for extra partner detail for either partner or merchant partner for sending partner specific information | ❌ |\\n| | `distributorRef` | string | Merchant API partners must pass a `distributorRef` at itinerary level in the `partnerDetails` object. The `distributorRef` passed must be alphanumeric and unique to bookings made by the merchant. Passing an existing `distributorRef`: If an existing distributorRef is passed, the booking with the matching `distributorRef` will be returned in the response and a new booking will not be made. The fields in the response are identical to the response for a new booking.| ✅ |\\n| `partnerItemDetail` | | object | For extra partner detail at an item level, for either partner or merchant partner. | ❌ |\\n| | `distributorItemRef` | string | Merchant API partners must pass a `distributorItemRef` into the `partnerItemDetails` object for each item in the items object. The `distributorItemRef` passed must be alphanumeric and unique to the itinerary. | ✅ |\\n| `booker` | | object | The information of the primary contact. This contact does not have to be a traveler. | ✅ |\\n| | `email` | string | Email address of the primary contact | ❌ |\\n| | `homePhone` | string | Home phone number of the primary contact | ❌ |\\n| | `firstname` | string | First name of the primary contact | ✅ |\\n| | `surname` | string | Surname of the primary contact | ✅ |\\n| | `title` | string | Title of the primary contact | ❌ |\\n| `items` | | | Array of items in itinerary to be booked | ✅ |\\n| | `productCode` | string | product code of the itinerary to be booked | ✅ |\\n| | `tourGradeCode` | string | `tourGradeCode` of the item to be booked. If tour grades are supplied in [/product](#operation/product), you must allow the customer to select a tour grade code. If no tour grades are available for the product, pass `\\\"DEFAULT\\\"`. | ✅ |\\n| | `languageOptionCode` | string | The language service provided for this product that has been chosen for this booking. Usually in the format langcode/Service eg `\\\"en/SERVICE_GUIDE\\\"`. If the product details service [/product](#operation/product) for the product returns a langService, this must be provided. | ✅<br />(if `languageServices` are provided in [/product](#operation/product)) |\\n| | `travelDate` | date | date of travel for the item (format is YYYY-MM-DD; e.g. 2013-12-25) | ✅ |\\n| | `hotelId` | string | If [/product](#operation/product) returns `hotelPickup`: `true` and a list of hotels is available for this product in [/booking/hotels](#operation/bookingHotels), a `hotelId` must be captured. The hotel id as per the hotel service (id field) or use one of these alternative hotel ids:<br />`local`: customer lives locally<br />`notBooked`: Customer has not booked their hotel yet<br />`notListed`: Hotel not listed | ✅<br />(if [/product](#operation/product) returns `hotelPickup`: `true` for `productCode` and hotels available) |\\n| | `pickupPoint` | string | Pickup point information related to hotel pickup. Details of the hotel or pickup point must be provided if the `hotelId` selected by the user is `\\\"notListed\\\"` or if no hotels are returned for the product in [/booking/hotels](#operation/bookingHotels) where `hotelPickup`: `true` | ✅<br />(if `hotelId` = `\\\"notListed\\\"` or no hotels returned) |\\n| | `specialRequirements` | string | Capture any additional requirements for the booking, such as dietary requirements or if a wheelchair is required. Suggested workflow is if there are no `bookingQuestionAnswers` for the product, to collect `specialRequirements`. | ❌ |\\n| `travellers` | | | Array of traveller names with a required lead traveller selected per item. | ✅ |\\n| | `bandId` | integer | [Age band id](#section/Key-concepts/Working-with-age-bands). Available age band details for the product is listed in [/product](#operation/product). | ✅ |\\n| | `firstname` | string | First name of the traveller | ✅ |\\n| | `surname` | string | Surname of the traveller | ✅ |\\n| | `title` | string | Title of the traveller. Suggested options: Mr, Mrs, Ms, Miss, Mstr, Dr | ✅ |\\n| | `leadTraveller` | boolean | Each item must have one traveller assigned as the lead traveller for the tour. The lead traveller will have a value of true, all other travellers will have a value of false. The lead traveller can have a mobile phone number added to the booking. | ✅ |\\n| | `cellPhoneCountryCode` | string | Ideally only collect the phone number country code for the lead traveller. Alternatively, collect the phone number of the booker instead. | ❌ |\\n| | `cellPhone` | string | Ideally only collect the phone number country code for the lead traveller. Alternatively, collect the phone number of the booker instead. | ❌ |\\n| `bookingQuestionAnswers` | | object | Answers to [booking questions](#section/Appendices/Booking-questions) for the particular item. If a booking question is available in the `bookingQuestions` array in [/product](#operation/product) for the product, the matching `bookingQuestionAnswers` must be passed. If a product does not have any `bookingQuestion` items, you can omit the `bookingQuestionAnswers` field completely. Any invalid or unnecessary `bookingQuestionAnswers` that are passed to [/booking/book](#operation/bookingBook) will be ignored (no exceptions will be raised) | ✅<br />(if [/product](#operation/product) returns `bookingQuestions`) |\\n| | `questionId` | integer | `questionId` (provided in [/product](#operation/product)) | ✅ |\\n| | `answer` | string | Answer to the question at the `questionId` listed. Recommended length for the answer is 500 characters. | ✅ |\\n\\n**JSON Response**\\n\\nThe prices returned in the booking response represent the net rate, which is the amount merchant API partners will be invoiced for. See [merchant pricing](#section/Key-concepts/Merchant-pricing) for more information.\\n\\n### Booking errors\\n\\nA number of errors may be returned in the response to the [/booking/book](#operation/bookingBook) service. If any errors are reported, NO items will be booked, NO items/data will be returned in the response, and NO billing will occur.\\n\\nThere are two error types:\\n- `\\\"VALIDATION\\\"` - occurs if a required field is missing or a field is not formatted properly\\n- `\\\"EXCEPTION\\\"` - occurs when there are issues with the booking date, product / tour grade code or the payment.\\n\\nExample of an error message:\\n\\n```javascript\\n{\\n \\\"data\\\": null,\\n \\\"vmid\\\": \\\"221001\\\",\\n \\\"errorMessage\\\": [ \\\"Missing distributor reference\\\" ],\\n \\\"errorType\\\": \\\"EXCEPTION\\\",\\n \\\"dateStamp\\\": \\\"2013-04-24T15:50:05+0000\\\",\\n \\\"errorReference\\\": \\\"~3713624959841553334512668\\\",\\n \\\"errorMessageText\\\": [\\\"Missing distributor reference\\\" ],\\n \\\"success\\\": false,\\n \\\"totalCount\\\": 1,\\n \\\"errorName\\\": \\\"Exception\\\"\\n}\\n```\\n\\nPlease see \\\"Standard JSON fields\\\" in the Appendix for an explanation of the fields.\\n\\n| Scenario | `errorType` | Example error message text |\\n|----------|-----------|----------------------------|\\n| Lead traveller is not specified | `VALIDATION` | A traveler needs to be selected as lead traveler. Lead Traveler's name must match credit card name. |\\n| Traveller names are not provided | `VALIDATION` | First name of traveler 1 is required, Last name of traveler 1 is required |\\n| No travellers provided | `VALIDATION` | A traveler needs to be selected as lead traveler. Lead Traveler's name must match credit card name. |\\n| Product code does not exist | `EXCEPTION` | We're sorry, we cannot find the tour, activity or attraction you are looking for\\n| Product code exists, but tour grade code does not exist | `EXCEPTION` | SICInvalidTourGrade |\\n| Booking date is in the past | `EXCEPTION` | We're sorry, the following tour you are trying to book is sold out and no longer available: Grand Canyon All American Helicopter Tour (2280AAHT) |\\n| `languageOptionCode` is in the wrong format | `EXCEPTION` | languageOptionCode should be LangCode/LangServices |\\n| Missing required answers for item | `EXCEPTION` | Additional questions missing |\\n| Unsupported currency | `EXCEPTION` | Could not lookup SGD:java.lang.RuntimeException: Could not lookup SGDf:au.com.fim.v3.etravel.PiusRecordNotFoundException: No currency found: select * from CurrencyFormat where currencyID = 'SGD' |\\n| `distributorRef` not provided in `partnerDetail` object | `EXCEPTION` | Missing distributor reference |\\n| `distributorItemRef` not provided in `partnerItemDetail` object | `EXCEPTION` | Missing distributor item reference |\\n| `partnerItemDetail` object not provided for the item | `EXCEPTION` | Missing partner item details! |\\n\\n## Get the booking status for multiple items\\n\\nThe [/booking/status](#operation/bookingStatus) service retrieves the booking status for multiple items based on different criteria.\\n\\nThis service can only be polled every 30 minutes. This would ideally be used in software for bulk updates of pending itineraries.\\n\\nThe maximum number of results returned is 1,000 itineraries. Narrow your search if you expect results greater than this.\\n\\n**NOTE:** This will return both live and test bookings.\\n\\n**Example request body**\\n\\n```javascript\\n{\\n \\\"bookingDateFrom\\\": \\\"2013-03-22\\\",\\n \\\"bookingDateTo\\\": \\\"2013-03-25\\\",\\n \\\"itineraryIds\\\": null,\\n \\\"itemIds\\\": null,\\n \\\"distributorRefs\\\": [\\\"Ref20132603_1\\\",\\\"Ref20132603_5\\\"],\\n \\\"distributorItemRefs\\\": null,\\n \\\"leadFirstName\\\": null,\\n \\\"leadSurname\\\": null,\\n \\\"test\\\": true\\n}\\n```\\n\\nAll fields are optional and can be omitted, however at least one needs to be provided.\\n\\n| Field | Meaning |\\n|-------|---------|\\n| `bookingDateFrom` | The booking date is greater than or equal this date |\\n| `bookingDateTo` | The booking date is less than or equal this date |\\n| `itemIds` | Array of item ids (AKA Viator Item Reference) to check for; e.g., `[1234657,2345267,3245154]` |\\n| `distributorRefs` | Array of partner-defined distributor references; e.g., `[\\\"ref1\\\",\\\"ref2\\\",\\\"ref3\\\"]` |\\n| `distributorItemRefs` | Array of partner-defined distributor item references; e.g., `[\\\"refItem1\\\",\\\"refItem2\\\",\\\"refItem3\\\"]` |\\n| `leadFirstName` | The lead traveller's first name |\\n| `leadSurname` | The lead traveller's surname |\\n| `test` | Setting `test` to `true` will bypass the poll limit on the sandbox environment only. The default value for `test` is `false`. |\\n\\n**Example response object** ([/booking/status](#operation/bookingStatus))\\n\\n```javascript\\n{\\n \\\"data\\\": [\\n {\\n \\\"itineraryId\\\": 3332064,\\n \\\"bookingStatus\\\": {\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITINERARY\\\",\\n \\\"failed\\\": false,\\n \\\"text\\\": \\\"Confirmed\\\",\\n \\\"cancelled\\\": false,\\n \\\"status\\\": 3,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false\\n },\\n \\\"bookingDate\\\": \\\"2013-03-25\\\",\\n \\\"distributorRef\\\": \\\"Ref20132603_1\\\",\\n \\\"itemSummaries\\\": [{\\n \\\"itineraryId\\\": 3332064,\\n \\\"itemId\\\": 600088886,\\n \\\"bookingStatus\\\": {\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"failed\\\": false,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\",\\n \\\"cancelled\\\": false,\\n \\\"status\\\": 1,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false\\n },\\n \\\"travelDate\\\": \\\"2013-12-03\\\",\\n \\\"distributorItemRef\\\": \\\"ItemRefA\\\",\\n \\\"sortOrder\\\": 0\\n }],\\n \\\"sortOrder\\\": 1\\n },\\n {\\n \\\"itineraryId\\\": 3332076,\\n \\\"bookingStatus\\\": {\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITINERARY\\\",\\n \\\"failed\\\": false,\\n \\\"text\\\": \\\"Confirmed\\\",\\n \\\"cancelled\\\": false,\\n \\\"status\\\": 3,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false\\n },\\n \\\"bookingDate\\\": \\\"2013-03-26\\\",\\n \\\"distributorRef\\\": \\\"Ref20132603_5\\\",\\n \\\"itemSummaries\\\": [{\\n \\\"itineraryId\\\": 3332076,\\n \\\"itemId\\\": 600088907,\\n \\\"bookingStatus\\\": {\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"failed\\\": false,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\",\\n \\\"cancelled\\\": false,\\n \\\"status\\\": 1,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false\\n },\\n \\\"travelDate\\\": \\\"2013-12-03\\\",\\n \\\"distributorItemRef\\\": \\\"ItemRefA\\\",\\n \\\"sortOrder\\\": 0\\n }],\\n \\\"sortOrder\\\": 2\\n }],\\n \\\"vmid\\\": \\\"221002\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-03-26T10:25:57+0000\\\",\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 2,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n### Exceeding the poll limit\\n\\nYou will receive the following error if you exceed the number of calls allowed to the service within the timeframe:\\n\\n```javascript\\n{\\n \\\"data\\\": null,\\n \\\"vmid\\\": \\\"221002\\\",\\n \\\"errorMessage\\\": [\\n \\\"Access allowed every 30 minutes\\\"\\n ],\\n \\\"errorType\\\": \\\"EXCEPTION\\\",\\n \\\"dateStamp\\\": \\\"2013-03-26T10:28:51+0000\\\",\\n \\\"errorReference\\\": \\\"~55315512721712161381352771\\\",\\n \\\"errorMessageText\\\": [\\n \\\"Access allowed every 30 minutes\\\"\\n ],\\n \\\"success\\\": false,\\n \\\"totalCount\\\": 1,\\n \\\"errorName\\\": \\\"PollingDeniedException\\\"\\n}\\n```\\n\\n## Get the tour grade pricing matrix\\n\\nThe [/booking/pricingmatrix](#operation/bookingPricingmatrix) service retrieves the pricing matrix for tour grades, product age bands and pax (passenger) mixes.\\n\\n**Example request object** ([/booking/pricingmatrix](#operation/bookingPricingmatrix))\\n\\n```javascript\\n \\\"productCode\\\": \\\"5261HTLAP\\\",\\n \\\"tourGradeCode\\\": \\\"Zone 1\\\",\\n \\\"bookingDate\\\": \\\"2013-12-01\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"specialReservation\\\": false\\n```\\n\\n`bookingDate`: The date to check for pricing data. This is an optional parameter for a normal product.\\n\\nIf the date is not provided then the nearest available date is determined (i.e. not blocked out or unavailable for any reason)\\n\\n**Example response object** ([/booking/pricingmatrix](#operation/bookingPricingmatrix))\\n\\n```javascript\\n{\\n \\\"data\\\": [{\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2013-12-01\\\",\\n \\\"sortOrder\\\": 1,\\n \\\"ageBandPrices\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [{\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 81.94,\\n \\\"priceFormatted\\\": \\\"$81.94\\\",\\n \\\"merchantNetPrice\\\": 65.44,\\n \\\"merchantNetPriceFormatted\\\": \\\"$65.44\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 1,\\n \\\"maximumCountRequired\\\": 1\\n }]\\n },\\n {\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2013-12-01\\\",\\n \\\"sortOrder\\\": 2,\\n \\\"ageBandPrices\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [{\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 40.97,\\n \\\"priceFormatted\\\": \\\"$40.97\\\",\\n \\\"merchantNetPrice\\\": 32.73,\\n \\\"merchantNetPriceFormatted\\\": \\\"$32.73\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 2,\\n \\\"maximumCountRequired\\\": 2\\n }]\\n },\\n {\\n \\\"pricingUnit\\\": \\\"per person\\\",\\n \\\"bookingDate\\\": \\\"2013-12-01\\\",\\n \\\"sortOrder\\\": 3,\\n \\\"ageBandPrices\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"prices\\\": [{\\n \\\"sortOrder\\\": 1,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"price\\\": 27.32,\\n \\\"priceFormatted\\\": \\\"$27.32\\\",\\n \\\"merchantNetPrice\\\": 21.81,\\n \\\"merchantNetPriceFormatted\\\": \\\"$65.44\\\",\\n \\\"minNoOfTravellersRequiredForPrice\\\": 1\\n }],\\n \\\"sortOrder\\\": 1,\\n \\\"minimumCountRequired\\\": 3,\\n \\\"maximumCountRequired\\\": 3\\n }]\\n }],\\n \\\"errorReference\\\": null,\\n \\\"dateStamp\\\": \\\"2017-11-24T21:30:47+0000\\\",\\n \\\"errorType\\\": null,\\n \\\"errorCodes\\\": null,\\n \\\"errorMessage\\\": null,\\n \\\"errorName\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 3,\\n \\\"errorMessageText\\\": null,\\n \\\"vmid\\\": \\\"321050\\\"\\n}\\n```\\n\\n**Description of elements in JSON response object**\\n\\n| Object | Element | Type | Comments | To be viewed by customer | Required field |\\n|--------|---------|------|----------|:------------------------:|:--------------:|\\n| `data` | | object | main response object | ❌ | ✅ |\\n| | `sortOrder` | integer | order in which to show the pricing | ✅ | ✅ |\\n| | `bookingDate` | date | booking date criteria | ✅ | ✅ |\\n| | `pricingUnit` | string | unit for pricing: currently, only \\\"per person\\\" is supported | ✅ | ✅ |\\n| `ageBandPrices` | | object | available age bands and their pricing | ❌ | ✅ |\\n| | `sortOrder` | integer | sort order for age band display | ✅ | ✅ |\\n| | `bandId` | integer | **Note**: the numeric `bandId` is associated with an age band description (e.g., `\\\"Adult\\\"`, `\\\"Infant\\\"` etc.) and a corresponding age range (e.g., from 12 to 99) - these details are available from the [/product](#operation/product) service. See [Working with age bands](#section/Key-concepts/Working-with-age-bands) | ❌ | ✅ |\\n| | `minimumCountRequired` | integer | minimum number of pricing units that apply to these prices | | ✅ |\\n| | `maximumCountRequired` | integer | maximum number of pricing units that apply to these prices | | ✅ |\\n| `prices` | | object | pricing available for the age band (based on the min and max count requirements) | ✅ | ✅ |\\n| | `currencyCode` | string | currency of the pricing | ✅ | ✅ |\\n| | `sortOrder` | integer | order the pricing is to be shown within the `bandId` | ✅ | ✅ |\\n| | `price` | number | price in decimal format (for merchant API partners, this is the 'suggested sell price') | ❌ | ✅ |\\n| | `priceFormatted` | string | suggested sell price formatted according to the currency selected (with two decimal places where applicable) | ✅ | ✅ |\\n| | `merchantNetPrice` | number | merchant net price in decimal format | ❌ | ✅ |\\n| | `merchantNetPriceFormatted` | string | merchant net price formatted according to the selected currency | ❌ | ✅ |\\n| | `minNoOfTravellersRequiredForPrice` | integer | number of units that the pricing applies to (e.g., a `minNoOfTravellersRequiredForPrice` of `3` means that the price is for three people) | ✅ | ✅ |\\n\\n\\n\\n## Dealing with vouchers\\n\\nThe [/booking/voucher](#operation/bookingVoucher) service retrieves details for a complete itinerary or a single itinerary item. The data is returned as HTML that can be wrapped in a header/footer.\\n\\n### Sample URL parameters\\n\\n`leadLastName=DP&itemId=600033670`\\n\\nor\\n\\n`voucherKey=3299307:93c7f36a56b18ba1068787ba7fb7988da5c8ad08db77604110141ff21498603e:600033670`\\n\\n### Key concepts\\n\\n#### `voucherKey`\\n- Use either the `voucherKey` or the three separate parameters.\\n- If `voucherKey` is provided as well as other parameters, then the `voucherKey` overrides the other parameters.\\n- The `voucherKey` is obtained from [/booking/mybookings](#operation/bookingMybookings) or in the [/booking/book](#operation/bookingBook) response object when a booking is made.\\n\\n#### `fullHTML`\\nThis is an optional parameter: \\n- If `true`, the full HTML (including `<!DOCTYPE>`, `<html>` and `<head>` tags) will be returned.\\n- If `false`, an HTML `<div>` element will be returned.\\n- The default for this parameter is `false`\\n\\n#### `mobileVoucher`\\n- Optional parameter. Defaults to `true`. If `true`, the mobile (cut down) voucher HTML is returned; otherwise, the full voucher HTML is returned and `fullHTML` is ignored\\n- This field should only be enabled for products that have a `voucherOption` of `\\\"VOUCHER_E\\\"` (electronic voucher). Do not enable `mobileVouchers` for paper vouchers (`voucherOption` of `\\\"VOUCHER_PAPER_ONLY\\\"`) as no barcode is returned.\\n- The voucher information is available in the responses for:\\n - [/product](#operation/product)\\n - [/booking/book](#operation/bookingBook)\\n - [/booking/pastbooking](#operation/bookingPastbooking)\\n - [/booking/mybookings](#operation/bookingMybookings)\\n- Voucher information is also displayed under the **Redemption Info** heading in the response from this service.\\n\\n**Example response object** ([/booking/voucher](#operation/bookingVoucher))\\n\\n```javascript\\n{\\n \\\"data\\\": \\\"<div style=\\\\'line-height: 1.5;font-family:\\\\'Arial\\\\',\\\\'Helvetica\\\\',\\\\'Verdana\\\\',sans-serif; font-size: 12px; padding: 0 10px; border-bottom: 1pxsolid #CAE2EA;\\\\'><h2 style=\\\\'font-size:16px;font-weight:bold;margin:0.5em 0;padding:0;\\\\'>San FranciscoBay Sunset Catamaran Cruise &reg;</h2><h2 style=\\\\'font-size:16px;font-weight:bold;margin:0.5em0;padding:0;\\\\'>SAMPLE ONLY</h2><ul style=\\\\'margin:0 0 1em 1em; padding:0;\\\\'> <li><strong>Date:</strong>Friday April 13, 2012 </li><li><strong>Time:</strong><strong>2011:</strong><br><ul><li><strong>Nov. 6 to Nov. 27</strong>: 4:00pm (Fri., Sat. &amp; Sun)</li></ul><p><strong>2012:</strong></p><ul><li><strong>March 2 to March 10:</strong>&nbsp; 5:00 pm (Fri., Sat. &amp; Sun)</li><li><strong>March 11 to April 15:</strong> 6:00pm Daily</li><li><strong>April 16 to May 20:</strong> 6:30 pm Daily</li><li><strong>May 21 to July 22:</strong> 7:00 pm Daily</li><li><strong>July 23 to Aug 26: </strong>6:30 pm Daily</li><li><strong>Aug 27 to Sept 23:</strong>6:00 pm Daily</li><li><strong>Sept. 24 to Nov. 3:</strong> 5:30 pm Daily</li><li><strong>Nov 4 to Dec 2:</strong> 4:00pm (Friday, Sat., &amp; Sun.)</li></ul><p>Please arrive 30 minutes prior to cruise departure.</li></ul> <ul style=\\\\'margin:0 0 1em 1em; padding:0;\\\\'> <li><strong>Lead Traveler: </strong> jos dp</li><li><strong>Number of Travelers: </strong> 1 Adult</li> <li><strong>Booking Reference: </strong>VIATOR600033672</li><li><strong>Product Code: </strong>2316SUN</li><li><strong>Confirmation Details:</strong>SUN </li> <li><strong>Location </strong><div><p>Pier 39</p></div><div></div><div>When you get to Pier 39, stand on the sidewalk &amp; look towards the water, do NOT go down the center wherethe shops are, but take the left OUTSIDE walkway. Go towards the sea lions &amp; look for a gate with the letter J on it</div></li></ul><h3 style=\\\\'font-size:14px;font-weight:bold;margin:0.5em 0;padding:0;\\\\'> Redemption Info</h3><ul style=\\\\'margin:0 0 1em 1em; padding:0;\\\\'> <li>You can present either a paper or an electronic voucherfor this activity. </li> </ul> <h3 style=\\\\'font-size:14px;font-weight:bold;margin:0.5em 0;padding:0;\\\\'>Important</h3> <ul><li>Your local contact is Adventure Cat Sailing Charters on +1 800 498 4228.</li><li>Please note: You mustreconfirm directly with Adventure Cat Sailing Charters at <ul> <li>Locally on 415 777 1630</li></ul> at least 24 Hour(s)prior to your tour/activity date. If you are not arriving within the specified timeframe, please contact Adventure CatSailing Charters prior to your travels, or immediately upon arrival at your destination.</li></ul><ul><li>Duringthe months of March, April and November, the weather in San Francisco can be unpredictable and sailings are subject tocancellation or rescheduling. Please ensure that you call the operator 1 day prior to sailing to confirm your tour</li></ul><h3 style=\\\\'font-size:14px;font-weight:bold;margin:0.5em 0;padding:0;\\\\'>Inclusions</h3><ul><li>1.5-hour Sunset Cruise</li><li>Light hors d\\\\'oeuvres</li><li>Two complimentary drinks</li></ul><h3 style=\\\\'font-size:14px;font-weight:bold;margin:0.5em 0;padding:0;\\\\'>Terms and Conditions </h3> Read our completeTerms & Conditions for information on cancellations, date changes and other modifications to this confirmed reservation. </div><!-- end of voucher_item --></div>\\\",\\n \\\"vmid\\\": \\\"221001\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2012-04-13T10:40:47+0000\\\",\\n \\\"success\\\": true,\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"totalCount\\\": 1,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n## Reviewing bookings\\n\\nThe [/booking/pastbooking](#operation/bookingPastbooking) service gets the details of a single specific past booking based on the `voucherKey` or `itemId` passed into it.\\n\\n### Sample query Parameters\\n\\n`\\\"email=john.doe@viator.com&itemId=600033670\\\"`\\n\\nor\\n\\n`\\\"voucherKey=3299307:93c7f36a56b18ba1068787ba7fb7988da5c8ad08db77604110141ff21498603e:600033670\\\"`\\n\\n### Key concepts\\n#### Email\\n\\nThe email address passed must match the email address associated to the itinerary\\n\\n#### Departure Details\\n\\nDeparture details, such as the `departurePoint`, `departurePointAddress` and `departurePointDirections`, will be included in the response. These fields may contain HTML escape characters, such as `&amp;` and special characters that are escaped by a backslash. Ensure that these fields are parsed after receiving the response, or it may cause your JSON to be invalid.\\n\\n\\n**Example response object** ([/booking/pastbooking](#operation/bookingPastbooking)):\\n\\n```javascript\\n{\\n \\\"errorReference\\\": null,\\n \\\"data\\\": {\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": null,\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 3,\\n \\\"text\\\": \\\"Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITINERARY\\\",\\n \\\"confirmed\\\": true,\\n \\\"pending\\\": false,\\n \\\"amended\\\": false,\\n \\\"cancelled\\\": false,\\n \\\"failed\\\": false\\n },\\n \\\"itemSummaries\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": null,\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 1,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\", \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"failed\\\": false,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false,\\n \\\"cancelled\\\": false\\n },\\n \\\"travellerAgeBands\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"count\\\": 2,\\n \\\"pluralDescription\\\": \\\"Adults\\\",\\n \\\"description\\\": \\\"Adult\\\",\\n \\\"ageBandId\\\": 1\\n }],\\n \\\"voucherKey\\\": \\\"1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69:700179574\\\",\\n \\\"voucherURL\\\": \\\"https://viatorapi.sandbox.viator.com/service/merchant/voucher.jspa?code=1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69:700179574&embedResources=false\\\",\\n \\\"voucherRequirements\\\": \\\"You must present a paper voucher for this tour. We will email a link to access and print your voucher at the Lead Travelers email address.\\\",\\n \\\"productPulledDown\\\": false,\\n \\\"merchantCancellable\\\": true,\\n \\\"productWidgetList\\\": null,\\n \\\"savingAmount\\\": 0,\\n \\\"vouchers\\\": null,\\n \\\"passbooks\\\": null,\\n \\\"termsAndConditions\\\": null,\\n \\\"itineraryId\\\": 1000308214,\\n \\\"productCode\\\": \\\"2065CPT\\\",\\n \\\"tourGradeCode\\\": \\\"1DAY\\\",\\n \\\"distributorItemRef\\\": \\\"distroItemRefJDP1006151732\\\",\\n \\\"languageServicesLanguageCode\\\": \\\"en\\\",\\n \\\"travelDate\\\": \\\"2015-09-03\\\",\\n \\\"price\\\": 26.28,\\n \\\"leadTravellerSurname\\\": \\\"Test\\\",\\n \\\"barcodeOption\\\": \\\"tour\\\",\\n \\\"barcodeType\\\": \\\"code128\\\",\\n \\\"destId\\\": 318,\\n \\\"voucherOption\\\": \\\"VOUCHER_PAPER_ONLY\\\",\\n \\\"productTitle\\\": \\\"City Sightseeing Cape Town Hop-On Hop-Off Tour\\\",\\n \\\"itemId\\\": 700179574,\\n \\\"obfsId\\\": 27643,\\n \\\"departurePoint\\\": \\\"Tour starts at V&amp;A Waterfront, outside the Two Oceans Aquarium, however you may board the bus at any one of the stops throughout the city (see the Itinerary section below for a list of stops)\\\",\\n \\\"departurePointAddress\\\": \\\"\\\",\\n \\\"departurePointDirections\\\": \\\"\\\",\\n \\\"leadTravellerTitle\\\": \\\"Mr\\\",\\n \\\"leadTravellerFirstname\\\": \\\"Homer\\\",\\n \\\"lastRetailPrice\\\": 26.28,\\n \\\"bookingEngineId\\\": \\\"UF\\\",\\n \\\"priceFormatted\\\": \\\"$26.28\\\",\\n \\\"savingAmountFormated\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 26.28,\\n \\\"merchantNetPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"lastRetailPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"departsFrom\\\": \\\"Cape Town, South Africa\\\",\\n \\\"tourGradeDescription\\\": \\\"1-Day Bus Tour (1DAY)\\\",\\n \\\"hoursConfirmed\\\": 0,\\n \\\"priceUSD\\\": 26.28\\n }],\\n \\\"voucherURL\\\": \\\"https://viatorapi.sandbox.viator.com/service/merchant/voucher.jspa?code=1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69&embedResources=false\\\",\\n \\\"voucherKey\\\": \\\"1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69\\\",\\n \\\"bookerEmail\\\": \\\"jocelyn@viator.com\\\",\\n \\\"itineraryId\\\": 1000308214,\\n \\\"exchangeRate\\\": 1,\\n \\\"distributorRef\\\": \\\"distroRefJDP1006151732\\\",\\n \\\"totalPrice\\\": 26.28,\\n \\\"bookingDate\\\": \\\"2015-06-10\\\",\\n \\\"totalPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"totalPriceUSD\\\": 26.28,\\n \\\"hasVoucher\\\": true,\\n \\\"userId\\\": null,\\n \\\"currencyCode\\\": \\\"USD\\\"\\n }\\n}\\n\\n```\\n\\n\\n## Checking bookings\\n\\nThe [/booking/mybookings](#operation/bookingMybookings) service gets a user's future bookings; i.e., those with travel dates in the future. This service can also be used to check the status of a booking.\\n\\n### Key concepts\\n#### Sample URL parameters\\n\\n- `\\\"sessionId=xxx\\\"`, or\\n- `\\\"voucherKey=xxx\\\"`, or\\n- `\\\"email=terry.smith@viator.com&lastCCFourDigits=4242\\\"`, or\\n- `\\\"email=terry.smith@viator.com&itineraryOrItemId=3299307\\\"`\\n\\nProvide *one* of:\\n- a `sessionId` for all bookings related to a user account, or\\n- a `voucherKey`, or\\n- an email address (`email`) and the last four digits of the credit card number (`lastCCFourDigits`) used to make the booking to get all associated bookings, or\\n- an email address (`email`) and `itemId`\\n\\n...in that order\\n\\nFor `\\\"Failed\\\"` items, display a message that communicates the following information to your customers:\\n\\n<pre>\\\"The booking has failed either because this tour or activity was not available or there was a technical issue. Please contact Customer Service if you need more information.\\\"</pre>\\n\\n**See also**: [Booking and item status list](#section/Appendix/bookingStatus-field-values-and-meanings)\\n\\n#### Departure details\\n\\nDeparture details, such as the `departurePoint`, `departurePointAddress` and `departurePointDirections` will be included in the response. These fields may contain HTML escape characters, such as `&amp;` and special characters that are escaped using a backslash. Ensure that these fields are parsed after receiving the response or it may cause your JSON to be invalid.\\n\\n**Example response object** ([/booking/mybookings](#operation/bookingMybookings)):\\n\\n```javascript\\n{\\n \\\"errorReference\\\": null,\\n \\\"data\\\": {\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": null,\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 3,\\n \\\"text\\\": \\\"Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITINERARY\\\",\\n \\\"confirmed\\\": true,\\n \\\"pending\\\": false,\\n \\\"amended\\\": false,\\n \\\"cancelled\\\": false,\\n \\\"failed\\\": false\\n },\\n \\\"itemSummaries\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"rulesApplied\\\": null,\\n \\\"bookingStatus\\\": {\\n \\\"status\\\": 1,\\n \\\"text\\\": \\\"Paid &amp; Confirmed\\\",\\n \\\"type\\\": \\\"CONFIRMED\\\",\\n \\\"level\\\": \\\"ITEM\\\",\\n \\\"failed\\\": false,\\n \\\"confirmed\\\": true,\\n \\\"amended\\\": false,\\n \\\"pending\\\": false,\\n \\\"cancelled\\\": false\\n },\\n \\\"travellerAgeBands\\\": [{\\n \\\"sortOrder\\\": 0,\\n \\\"count\\\": 2,\\n \\\"pluralDescription\\\": \\\"Adults\\\",\\n \\\"description\\\": \\\"Adult\\\",\\n \\\"ageBandId\\\": 1\\n }],\\n \\\"voucherKey\\\": \\\"1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69:700179574\\\",\\n \\\"voucherURL\\\": \\\"https://viatorapi.sandbox.viator.com/service/merchant/voucher.jspa?code=1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69:700179574&embedResources=false\\\",\\n \\\"voucherRequirements\\\": \\\"You must present a paper voucher for this tour. We will email a link to access and print your voucher at the Lead Travelers email address.\\\",\\n \\\"productPulledDown\\\": false,\\n \\\"merchantCancellable\\\": true,\\n \\\"productWidgetList\\\": null,\\n \\\"savingAmount\\\": 0,\\n \\\"vouchers\\\": null,\\n \\\"passbooks\\\": null,\\n \\\"termsAndConditions\\\": null,\\n \\\"itineraryId\\\": 1000308214,\\n \\\"productCode\\\": \\\"2065CPT\\\",\\n \\\"tourGradeCode\\\": \\\"1DAY\\\",\\n \\\"distributorItemRef\\\": \\\"distroItemRefJDP1006151732\\\",\\n \\\"languageServicesLanguageCode\\\": \\\"en\\\",\\n \\\"travelDate\\\": \\\"2015-09-03\\\",\\n \\\"price\\\": 26.28,\\n \\\"leadTravellerSurname\\\": \\\"Test\\\",\\n \\\"barcodeOption\\\": \\\"tour\\\",\\n \\\"barcodeType\\\": \\\"code128\\\",\\n \\\"destId\\\": 318,\\n \\\"voucherOption\\\": \\\"VOUCHER_PAPER_ONLY\\\",\\n \\\"productTitle\\\": \\\"City Sightseeing Cape Town Hop-On Hop-Off Tour\\\",\\n \\\"itemId\\\": 700179574,\\n \\\"obfsId\\\": 27643,\\n \\\"departurePoint\\\": \\\"Tour starts at V&amp;A Waterfront, outside the Two Oceans Aquarium, however you may board the bus at any one of the stops throughout the city (see the Itinerary section below for a list of stops)\\\",\\n \\\"departurePointAddress\\\": \\\"\\\",\\n \\\"departurePointDirections\\\": \\\"\\\",\\n \\\"leadTravellerTitle\\\": \\\"Mr\\\",\\n \\\"leadTravellerFirstname\\\": \\\"Homer\\\",\\n \\\"lastRetailPrice\\\": 26.28,\\n \\\"bookingEngineId\\\": \\\"UF\\\",\\n \\\"priceFormatted\\\": \\\"$26.28\\\",\\n \\\"savingAmountFormatted\\\": \\\"\\\",\\n \\\"merchantNetPrice\\\": 26.28,\\n \\\"merchantNetPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"lastRetailPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"departsFrom\\\": \\\"Cape Town, South Africa\\\",\\n \\\"tourGradeDescription\\\": \\\"1-Day Bus Tour (1DAY)\\\",\\n \\\"hoursConfirmed\\\": 0,\\n \\\"priceUSD\\\": 26.28\\n }],\\n \\\"voucherURL\\\": \\\"https://viatorapi.sandbox.viator.com/service/merchant/voucher.jspa?code=1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69&embedResources=false\\\",\\n \\\"voucherKey\\\": \\\"1000308214:899757cf8b419ed11f39045636b0b30af986d19126d04547097f4b9c05fb4b69\\\",\\n \\\"bookerEmail\\\": \\\"jocelyn@viator.com\\\",\\n \\\"itineraryId\\\": 1000308214,\\n \\\"exchangeRate\\\": 1,\\n \\\"distributorRef\\\": \\\"distroRefJDP1006151732\\\",\\n \\\"totalPrice\\\": 26.28,\\n \\\"bookingDate\\\": \\\"2015-06-10\\\",\\n \\\"totalPriceFormatted\\\": \\\"$26.28\\\",\\n \\\"totalPriceUSD\\\": 26.28,\\n \\\"hasVoucher\\\": true,\\n \\\"userId\\\": null,\\n \\\"currencyCode\\\": \\\"USD\\\"\\n },\\n \\\"dateStamp\\\": \\\"2015-06-10T00:33:24+0000\\\", \\\"errorType\\\": null,\\n \\\"errorMessage\\\": null,\\n \\\"errorName\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 1,\\n \\\"vmid\\\": \\\"321004\\\",\\n \\\"errorMessageText\\\": null\\n}\\n```\\n\\n# Testing\\n\\n## Postman collection for testing\\n\\nTo facilitate your testing of the APIs functionality in the sandbox environment, please use the following file, which can be loaded into the [Postman](https://www.getpostman.com/) API development environment via its **import** function:\\n\\n - [Merchant partner API Postman collection](https://docs.viator.com/partner-api/resources/merchant/technical/postman/Viator-API-merchant-Postman.json)\\n\\n### Setting up API-key authentication in Postman\\n\\nBefore you start using the linked Postman collection for testing, you will need to set up the authorization method you wish to use. This can be either the new method (the `exp-api-key` <u>header</u> parameter) or, the legacy method (the `apiKey` <u>query</u> parameter).\\n\\nWhile both methods remain available, we strongly recommend that you use the new method, as it:\\n\\n1. Provides access to all languages available for your organization with a single API-key as opposed to one API-key per language\\n2. Allows access to the new [booking cancellation endpoints](#section/Common-workflows-and-data-validation/Cancellation-API-workflow), as well as all newly-created endpoints in future\\n \\nPlease speak to your account manager if you are still using the legacy apiKey and would like to switch to our new authentication mechanism.\\n\\n#### How to set up the new exp-api-key header parameter\\n\\n1. Select **Edit** from the collection menu:\\n\\n![postman-testing-1](/partner-api/resources/merchant/technical/img/postman-testing-1.png)\\n\\n2. Set the following values:\\n\\n* **Key**: `exp-api-key`\\n* **Value**: Your organization's single exp-api-key, which will have an identical format to that shown in the image below\\n* **Add to**: Header\\n\\n![postman-testing-2](/partner-api/resources/merchant/technical/img/postman-testing-2.png)\\n\\n3. Click **Update**\\n\\n#### How to set up the legacy apiKey query parameter\\n\\n1. Select **Edit** from the collection menu:\\n\\n![postman-testing-1](/partner-api/resources/merchant/technical/img/postman-testing-1.png)\\n\\n2. Set the following values:\\n\\n* **Key**: `apiKey`\\n* **Value**: One of your organization's legacy apiKeys, which will have an identical format to that shown in the image below\\n* **Add to**: Query Params\\n\\n![postman-testing-3](/partner-api/resources/merchant/technical/img/postman-testing-2.png)\\n\\n3. Click **Update**\\n\\n# FAQs\\n\\n**Is a confirmation email sent to the customer or supplier when a booking is made in the sandbox environment?**\\n\\n* No.\\n\\n**How do I make a demo booking?**\\n\\n* To make a demo booking, make sure you set `demo` to `true` in your request to the [/booking/book](#operation/bookingBook) service.\\n\\n**What should I do if I successfully create a test booking in the Live environment?**\\n\\n* Firstly, please don't make test bookings in the Live environment, as doing so may cause a confirmation email to be sent to the product supplier. Nonetheless, if you have made a test booking, cancel it using the [/bookings/{id}/cancel](#operation/cancelBooking) service; or, send an email to dpsupport@viator.com and include both \\\"CANCEL\\\" and the booking reference number in the subject line.\\n\\n**Which currencies can I use when making a booking?**\\n\\n* You can make a booking using the [/booking/book](#operation/bookingBook) endpoint using any of the [supported currencies](#section/Appendices/Supported-currency-codes).\\n* If you attempt to use a non-supported currency, you will receive an error message similar to the following:\\n\\n```json\\n{\\n \\\"errorReference\\\": \\\"3D45567E:2D4A_0A5D033A:01BB_5F616D10_1FBBC9:7035\\\",\\n \\\"data\\\": null,\\n \\\"dateStamp\\\": \\\"2020-09-15T18:41:00+0000\\\",\\n \\\"errorType\\\": \\\"EXCEPTION\\\",\\n \\\"errorCodes\\\": [\\n \\\"UNKNOWN_ERROR\\\"\\n ],\\n \\\"errorMessage\\\": [\\n \\\"Merchant API does not allow the specified currency\\\"\\n ],\\n \\\"errorName\\\": \\\"RuntimeException\\\",\\n \\\"extraInfo\\\": {},\\n \\\"extraObject\\\": null,\\n \\\"success\\\": false,\\n \\\"totalCount\\\": 1,\\n \\\"errorMessageText\\\": [\\n \\\"Merchant API does not allow the specified currency\\\"\\n ],\\n \\\"vmid\\\": \\\"331001\\\"\\n}\\n```\\n\\n**Why am I having an SSL handshake issue?**\\n\\n* It may be that your SSL certificates have expired. Check this. Also, if you are using Java, make sure that it's [updated to the latest version](https://www.java.com/en/download/).\\n\\n**What is the difference between `merchantNetPrice` and `price` in the response from the [/search/products](#operation/searchProducts) service?**\\n\\n* `merchantNetPrice` is the amount you, as the merchant partner, will be invoiced for, excluding any fees.\\n* `price` is the price at which Viator sells the product\\n\\n**Why is a different price displayed in [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) and [/product](#operation/product)**\\n\\n* [/product](#operation/product) displays the lowest possible price per traveller; whereas, [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) shows the per-traveller price based on the age-band and number of travellers within that age-band.\\n\\n**A destination is missing its latitude, longitude or time zone**\\n\\n* Some destinations in the **sandbox** environment may be missing geolocation or time zone data. However, if you encounter a destination in the **Live** environment with missing information, this can be regarded as an unintended omission \\u2013 please contact us so that we can update our destination information.\\n\\n**How do I make a test booking?**\\n\\nTo make a test booking, make sure you:\\n\\n- set `firstname` and/or `surname` in the `booker` object to `'test'`.\\n- set `demo` to `true`\\n\\nExample:\\n\\n```javascript\\n{\\n \\\"demo\\\": true,\\n \\\"currencyCode\\\": \\\"USD\\\",\\n \\\"partnerDetail\\\": {\\n \\\"distributorRef\\\": \\\"distroRef0412141435\\\"\\n },\\n \\\"booker\\\": {\\n \\\"email\\\": \\\"apitest@viator.com\\\",\\n \\\"firstname\\\": \\\"Test\\\",\\n \\\"surname\\\": \\\"Test\\\",\\n \\\"title\\\": \\\"Mr\\\"\\n },\\n \\\"items\\\": [{\\n \\\"partnerItemDetail\\\": {\\n \\\"distributorItemRef\\\": \\\"distroItemRef0412141435_1\\\"\\n },\\n \\\"hotelId\\\": null,\\n \\\"pickupPoint\\\": null,\\n \\\"travelDate\\\": \\\"2015-03-31\\\",\\n \\\"productCode\\\": \\\"2916ROME\\\",\\n \\\"tourGradeCode\\\": \\\"24HR\\\",\\n \\\"languageOptionCode\\\": \\\"en/SERVICE_GUIDE\\\",\\n \\\"bookingQuestionAnswers\\\": [{\\n \\\"questionId\\\": 100,\\n \\\"answer\\\": \\\"120 kgs\\\"\\n }],\\n \\\"specialRequirements\\\": \\\"\\\",\\n \\\"travellers\\\": [{\\n \\\"bandId\\\": 1,\\n \\\"firstname\\\": \\\"Homer\\\",\\n \\\"surname\\\": \\\"Simpson Test\\\",\\n \\\"title\\\": \\\"Mr\\\",\\n \\\"leadTraveller\\\": true\\n }]\\n }]\\n}\\n```\\n\\n**Is it possible to use a custom value for `distributorRef` and `distributorItemRef`**\\n\\n* Yes! In fact, this is what you're supposed to do. You can pass anything you like in these fields; however, if you use a `distributorRef` that has already been used, the API will return the previous booking made with that `distributorRef` rather than creating a new booking.\\n* **Note**: `distributorRef` must be fewer than 40 characters\\n\\n**What are some common reasons for bookings to fail in the Viator API?**\\n\\n- `homePhone` or any phone field in the booking request contains spaces. The only acceptable non-numeric characters are: \\u201c-\\u201c, \\u201c+\\u201d , \\u201c(\\u201c, and \\u201c)\\u201d\\n\\n- `distributorRef` has been re-used. When making a booking request, a `distributorRef` and `distributorItemRef` must be provided. This is the partner\\u2019s ID for the booking, and it must be unique. If a `distributorRef` has been re-used, a booking will not be made and instead, the existing booking will be returned in the response.\\n\\n- `distributorRef` exceeds 40 characters\\n\\n- No traveller or an incorrect traveller has been set as the lead traveller in the booking request;\\n + `leadTraveller`:`true` must be set for one traveller\\n + the `leadTraveller` must be from an `ageBand` that has `treatAsAdult` set to `true`. The data is available in the `ageBands` object in the product details service.\\n\\n- `languageOptionCode` is invalid\\n + To find the valid language option codes for a particular product, have a look at the `langServices` object in the response from the [/product](#operation/product) service; e.g.,\\n\\n```javascript\\n\\\"langServices\\\": {\\n \\\"en/SERVICE_AUDIO\\\": \\\"English - Audio\\\"\\n}\\n```\\n + You must then ensure that the `languageOptionCode` in the request to the [/booking/book](#operation/bookingBook) service is populated in the same way; i.e.,\\n\\n```javascript\\n\\\"languageOptionCode\\\": \\\"en/SERVICE_AUDIO\\\"\\n```\\n\\n**What does it mean if I receive a \\\"Section level access denied\\\" error message?**\\n\\n- This means that your API-key does not have the correct permissions to access the particular service you were attempting to access when you received this error message. If you feel you would like to use this service nonetheless in your implementation, please contact your account manager to discuss having access granted.\\n\\n**What does it mean if I receive a \\\"503 Service Unavailable\\\" response?**\\n\\n- This means that there was a temporary service outage on our end at that time. We recommend that you re-try the operation until you no longer receive this error.\\n\\n**Does API rate limiting apply to all services?**\\n\\n- Yes, it does. Regardless of the service you are making requests to, the fundamental rate limits apply equally.\\n\\n**Can I cancel multiple bookings or items at the same time using the Viator API?**\\n\\n- No, you may only cancel one booking at a time.\\n\\n**How many concurrent requests can be made of the API from the same IP address?**\\n\\n- Three.\\n\\n**Will my API-key expire?**\\n\\n- If any API-key is not used for a period of six months, that key is automatically deactivated as a security measure. If this has happened to you, contact your account manager to have the key reactivated or a new key issued to you.\\n\\n**Why am I getting an empty response when checking booking details?**\\n\\n- If you are attempting to check a booking using the [/booking/status](#operation/bookingStatus) or [/booking/status/items](#operation/bookingStatusItems) endpoints and receive an empty response, it may be that the booking was made with the demo parameter set to `true`, as the booking status endpoints will ignore demo bookings. Please try making the booking again, ensuring the demo parameter is set to `false`. If this also fails, please email dpsupport@viator.com and include a copy of the request and response JSON objects.\\n\\n**Must I always provide details for all travelers when booking a product where `allTravellerNamesRequired`=`true`?**\\n\\n- Approximately 45% of the products in our catalog require all traveller details to be supplied at the time of booking, and this requirement is enforced by the API. While it is technically possible to bypass this requirement \\u2013 for example, by setting the lead traveler's name, but using dummy values for the the remaining travelers' details ('traveler 2', etc.) \\u2013 we strongly advise against this, as it can cause problems for suppliers for whom this is a strict requirement. Examples include: Alcatraz tickets, theme park tickets that require a QR code, bookings for flights needing to meet TSA requirements; or, vehicle, Segway or jet-ski rentals. If you are unable to implement the collection of all traveler details on your site, we recommend filtering-out products where this is a strict requirement. You may also request that we filter-out these products for you so that they do not appear in product search results.\\n\\n**Must I always provide answers to the required booking questions when making a booking?**\\n\\n- Yes. You must provide answers to all necessary booking questions when making a booking. Approximately 40% of the products in our catalog have booking questions, some of which may be necessary to fulfil the suplier's legal requirements. In the case that the customer cannot provide specific details at the time of booking \\u2013 e.g., a departure flight number \\u2013 they may enter 'unknown' and the supplier will manually send a follow-up message to ask for this information.\\n\\n**Why is there such a big difference in price between that given in the product endpoints and the actual price at the time of booking?**\\n\\n- The price returned in the product endpoints is the 'From Price', which is the <u>lowest possible price</u> for an adult passenger when taking into account all available tour grades, group bookings and so forth. The exact price can only be determined when you check the availability for a specific date and passenger/traveler mix. We recommend using the [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) endpoint for this purpose.\\n\\n**Why doesn't the [/taxonomy/destinations](#operation/taxonomyDestinations) endpoint return continent-level information?**\\n\\n- Products are categorized according to their 'destination', which includes cities, regions and countries. The next logical grouping would be 'by continent'; however, this would be too broad a grouping, resulting in too many search results and lengthy response times if the product catalogue were to be searched by continent. For more information, see: [Categorization of content](#section/Key-concepts/Categorization-of-content)\\n\\n**Will there ever be a discrepancy between the amount charged for a tour and the amount refunded due to currency exchange-rate fluctuations?**\\n\\n- In short: no. Firstly, the cost of the booking and the refund amount are always calculated in the product supplier's native currency \\u2013 no exchange rate calculations are applied. I.e., if the cost of the booking was USD 100 and the refund percentage is 100% (full refund, as per the response from [/bookings/{booking-reference}/cancel-quote](#operation/cancelBookingQuote)), Viator will simply not invoice you for that USD 100 that we would have if the booking was not canceled. Furthermore, we do not invoice you for the cost of a booking prior to its departure date. \\n\\n# Appendices\\n\\n## Update log\\n\\n| Date | Description |\\n|------|-------------|\\n| 20 July 2020 | Added [Booking references](#section/Key-concepts/Booking-references) section |\\n| 14 July 2020 | Updated [Calculating prices](#section/Common-workflows-and-data-validation/Calculating-prices) section |\\n| 2 June 2020 | Updated Postman collections and [Testing](#section/Testing) section |\\n| 18 May 2020 | Added note regarding cancel codes to [Legacy merchant cancellation](#section/Appendices/Legacy-merchant-cancellation) section |\\n| 7 May 2020 | Upgraded search feature; enabled 'Try it Out' console |\\n| 10 Mar 2020 | Created new [Overview](#section/Overview) section; removed 'Availability services' section, moving section contents into [Key Concepts](#section/Key-concepts) section |\\n\\n## Accept-Language header\\n\\nThe `Accept-Language` header parameter controls which language the natural language fields in the response from each endpoint will be translated into.\\n\\nNote that you can only specify languages that have been configured for your API-key. Therefore, if you wish to access additional languages, you will need to contact your business development account manager.\\n\\n| Language | Accept-Language parameter value |\\n|----------|-------|\\n| English | `en`, `en-US` |\\n| Danish | `da`, `da-DK` |\\n| Dutch | `nl`, `nl-NL` |\\n| Norwegian | `no`, `no-NO` |\\n| Spanish | `es`, `es-ES` |\\n| Swedish | `sv`, `sv-SE` |\\n| French | `fr`, `fr-FR` |\\n| Italian | `it`, `it-IT` |\\n| German | `de`, `de-DE` |\\n| Portuguese | `pt`, `pt-PT` |\\n| Japanese | `ja`, `ja-JP` |\\n| Chinese (simplified) | `zh-CN` |\\n| Chinese (traditional) | `zh-TW` |\\n| Korean | `ko`, `ko-KR` |\\n\\n## Standard JSON fields\\n\\nEvery service returns a standard set of JSON fields at the end of the JSON response, which indicates if it was processed successfully by the API.\\n\\nIn addition to the `success` flag, you will also need to check the `errorMessage` values for the status of the response. \\n\\nAn error-free response will have:\\n\\n- `\\\"success\\\"`:`true`\\n- `\\\"errorType\\\"`:`null`\\n- `\\\"errorMessage\\\"`:`null`\\n\\n### Example JSON - successful:\\n\\n```javascript\\n{\\n \\\"data\\\": [],\\n \\\"vmid\\\": \\\"321001\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-03-06T19:45:10+0000\\\",\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 114,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n### Example JSON - unsuccessful:\\n\\n```javascript\\n{\\n \\\"errorReference\\\": \\\"~5793740141815885188840666\\\",\\n \\\"data\\\": null,\\n \\\"dateStamp\\\": \\\"2013-09-09T11:29:48+0000\\\",\\n \\\"errorType\\\": \\\"EXCEPTION\\\",\\n \\\"errorMessage\\\": [\\\"* Additional questions missing\\\\n\\\"],\\n \\\"errorName\\\": \\\"ValidationException\\\",\\n \\\"success\\\": false,\\n \\\"totalCount\\\": 1,\\n \\\"vmid\\\": \\\"221001\\\",\\n \\\"errorMessageText\\\": [\\\"* Additional questions missing\\\" ]\\n}\\n```\\n\\n| Element | Type | Comments | To be viewed by customer | Required |\\n|---------|------|----------|:------------------------:|:--------:|\\n| `vmid` | string | The server id that processed the service | ❌ | ✅ |\\n| `errorMessage` | string | The error message in HTML | ❌ | ✅ |\\n| `errorType` | string | Type of error: EXCEPTION | ❌ | ✅ |\\n| `dateStamp` | string | timestamp of the response | ❌ | ✅ |\\n| `errorReference` | string | The error reference is logged for future reference | ❌ | ✅ |\\n| `errorMessageText` | string | The textual version of the error message | ✅<br /> (if an error has occurred) | ✅ |\\n| `success` | boolean | <ul><li>`true` if the API request was successful with no errors</li><li>`false` if an error was encountered</li></ul> | ❌ | ✅ |\\n| `totalCount` | integer | The number of results returned (minimum = `1`) | ✅<br /> (if displaying the number of results found in a search etc.) | ✅ |\\n| `errorName` | string | The name of the error type | ❌ | ✅ |\\n\\n## Country codes\\n| Country code | Country |\\n|--------------|---------|\\n| AF | Afghanistan |\\n| AL | Albania |\\n| DZ | Algeria |\\n| AS | American Samoa |\\n| AD | Andorra |\\n| AO | Angola |\\n| AI | Anguilla |\\n| AQ | Antarctica |\\n| AG | Antigua and Barbuda |\\n| AR | Argentina |\\n| AM | Armenia |\\n| AW | Aruba |\\n| AU | Australia |\\n| AT | Austria |\\n| AZ | Azerbaijan |\\n| BS | Bahamas |\\n| BH | Bahrain |\\n| BD | Bangladesh |\\n| BB | Barbados |\\n| BY | Belarus |\\n| BE | Belgium |\\n| BZ | Belize |\\n| BJ | Benin |\\n| BM | Bermuda |\\n| BT | Bhutan |\\n| BO | Bolivia |\\n| BA | Bosnia Herzegovina |\\n| BW | Botswana |\\n| BR | Brazil |\\n| BN | Brunei |\\n| BG | Bulgaria |\\n| BF | Burkina Faso |\\n| BI | Burundi |\\n| KH | Cambodia |\\n| CM | Cameroon |\\n| CA | Canada |\\n| CV | Cape Verde |\\n| KY | Cayman Islands |\\n| CF | Central Africa |\\n| TD | Chad |\\n| CL | Chile |\\n| CN | China |\\n| CX | Christmas Island |\\n| CC | Cocos (Keeling) Islands |\\n| CO | Colombia |\\n| KM | Comoros |\\n| CK | Cook Islands |\\n| CR | Costa Rica |\\n| CI | Cote D'Ivoire |\\n| HR | Croatia |\\n| CY | Cyprus |\\n| CZ | Czech Republic |\\n| DK | Denmark |\\n| DJ | Djibouti |\\n| DM | Dominica |\\n| DO | Dominican Republic |\\n| EC | Ecuador |\\n| EG | Egypt |\\n| SV | El Salvador |\\n| GQ | Equatorial Guinea |\\n| ER | Eritrea |\\n| EE | Estonia |\\n| ET | Ethiopia |\\n| FK | Falkland Island |\\n| FO | Faroe Islands |\\n| FJ | Fiji |\\n| FI | Finland |\\n| FR | France |\\n| GF | French Guiana |\\n| PF | French Polynesia |\\n| GA | Gabon |\\n| GM | Gambia |\\n| GE | Georgia |\\n| DE | Germany |\\n| GH | Ghana |\\n| GI | Gibraltar |\\n| GR | Greece |\\n| GL | Greenland |\\n| GD | Grenada |\\n| GP | Guadeloupe |\\n| GU | Guam |\\n| GT | Guatemala |\\n| GN | Guinea |\\n| GW | Guinea Bissau |\\n| GY | Guyana |\\n| HT | Haiti |\\n| HN | Honduras |\\n| HK | Hong Kong |\\n| HU | Hungary |\\n| IS | Iceland |\\n| IN | India |\\n| ID | Indonesia |\\n| IQ | Iraq |\\n| IE | Ireland |\\n| IL | Israel |\\n| IT | Italy |\\n| JM | Jamaica |\\n| JP | Japan |\\n| JO | Jordan |\\n| KZ | Kazakhstan |\\n| KE | Kenya |\\n| KI | Kiribati |\\n| KW | Kuwait |\\n| KG | Kyrgyzstan |\\n| LA | Lao People's Democratic Republic |\\n| LV | Latvia |\\n| LB | Lebanon |\\n| LS | Lesotho |\\n| LR | Liberia |\\n| LY | Libyan Arab Jamahiriya |\\n| LI | Liechtenstein |\\n| LT | Lithuania |\\n| LU | Luxembourg |\\n| MO | Macau |\\n| MK | Macedonia |\\n| MG | Madagascar |\\n| MW | Malawi |\\n| MY | Malaysia |\\n| MV | Maldives |\\n| ML | Mali |\\n| MT | Malta |\\n| MQ | Martinique |\\n| MR | Mauritania |\\n| MU | Mauritius |\\n| YT | Mayotte |\\n| MX | Mexico |\\n| FM | Micronesia |\\n| MD | Moldova |\\n| MC | Monaco |\\n| MN | Mongolia |\\n| MS | Monserrat |\\n| MA | Morocco |\\n| MZ | Mozambique |\\n| NA | Namibia |\\n| NR | Nauru |\\n| NP | Nepal |\\n| NL | Netherlands |\\n| AN | Netherlands Antilles |\\n| KN | Nevis- St Kitts |\\n| NC | New Caledonia |\\n| NZ | New Zealand |\\n| NI | Nicaragua |\\n| NE | Niger |\\n| NG | Nigeria |\\n| NU | Niue |\\n| NF | Norfolk Island |\\n| KP | North Korea |\\n| MP | Northern Mariana Islands |\\n| NO | Norway |\\n| OM | Oman |\\n| PK | Pakistan |\\n| PW | Palau |\\n| PS | Palestinian Territory, Occupied |\\n| PA | Panama |\\n| PG | Papua New Guinea |\\n| PY | Paraguay |\\n| PE | Peru |\\n| PH | Philippines |\\n| PN | Pitcairn |\\n| PL | Poland |\\n| PT | Portugal |\\n| PR | Puerto Rico |\\n| QA | Qatar |\\n| RE | Reunion |\\n| RO | Romania |\\n| RU | Russian Federation |\\n| RW | Rwanda |\\n| SH | Saint Helena |\\n| LC | Saint Lucia |\\n| SM | San Marino |\\n| ST | Sao Tome and Principe |\\n| SA | Saudi Arabia |\\n| SN | Senegal |\\n| YU | Serbia and Montenegro |\\n| SC | Seychelles |\\n| SL | Sierra Leone |\\n| SG | Singapore |\\n| SK | Slovakia |\\n| SI | Slovenia |\\n| SB | Solomon Islands |\\n| SO | Somalia |\\n| ZA | South Africa |\\n| KR | South Korea |\\n| ES | Spain |\\n| LK | Sri Lanka |\\n| PM | St Pierre Miquelon |\\n| VC | St Vincent and Grenadines |\\n| SR | Suriname |\\n| SZ | Swaziland |\\n| SE | Sweden |\\n| CH | Switzerland |\\n| SY | Syria |\\n| TW | Taiwan |\\n| TJ | Tajikistan |\\n| TZ | Tanzania |\\n| TH | Thailand |\\n| TL | Timor-Leste |\\n| TG | Togo |\\n| TK | Tokelau |\\n| TO | Tonga |\\n| TT | Trinidad and Tobago |\\n| TN | Tunisia |\\n| TR | Turkey |\\n| TM | Turkmenistan |\\n| TC | Turks and Caicos Islands |\\n| TV | Tuvalu |\\n| UG | Uganda |\\n| UA | Ukraine |\\n| AE | United Arab Emirates |\\n| GB | United Kingdom |\\n| UY | Uruguay |\\n| UM | US Minor Outlying Islands |\\n| US | United States of America |\\n| UZ | Uzbekistan |\\n| VU | Vanuatu |\\n| VE | Venezuela |\\n| VN | Vietnam |\\n| VG | Virgin Islands-British |\\n| VI | Virgin Islands-US |\\n| WF | Wallis and Futuna Islands |\\n| WS | Western Samoa |\\n| YE | Yemen Republic |\\n| ZM | Zambia |\\n| ZW | Zimbabwe |\\n\\n## US state codes\\n| State code | State |\\n|------------|-------|\\n| AL | Alabama |\\n| AK | Alaska |\\n| AZ | Arizona |\\n| AR | Arkansas |\\n| CA | California |\\n| CO | Colorado |\\n| CT | Connecticut |\\n| DE | Delaware |\\n| DC | District of Columbia |\\n| FL | Florida |\\n| GA | Georgia |\\n| HI | Hawaii |\\n| ID | Idaho |\\n| IL | Illinois |\\n| IN | Indiana |\\n| IA | Iowa |\\n| KS | Kansas |\\n| KY | Kentucky |\\n| LA | Louisiana |\\n| ME | Maine |\\n| MD | Maryland |\\n| MA | Massachusetts |\\n| MI | Michigan |\\n| MN | Minnesota |\\n| MS | Mississippi |\\n| MO | Missouri |\\n| MT | Montana |\\n| NE | Nebraska |\\n| NV | Nevada |\\n| NH | New Hampshire |\\n| NJ | New Jersey |\\n| NM | New Mexico |\\n| NY | New York |\\n| NC | North Carolina |\\n| ND | North Dakota |\\n| OH | Ohio |\\n| OK | Oklahoma |\\n| OR | Oregon |\\n| PA | Pennsylvania |\\n| RI | Rhode Island |\\n| SC | South Carolina |\\n| SD | South Dakota |\\n| TN | Tennessee |\\n| TX | Texas |\\n| UT | Utah |\\n| VT | Vermont |\\n| VA | Virginia |\\n| WA | Washington |\\n| WV | West Virginia |\\n| WI | Wisconsin |\\n| WY | Wyoming |\\n\\n## Canadian provinces\\n\\n| Code | Province |\\n|------|----------|\\n| Alberta | Alberta |\\n| British Columbia | British Columbia |\\n| Manitoba | Manitoba |\\n| New Brunswick | New Brunswick |\\n| Newfoundland and Labrador | Newfoundland |\\n| Northwest Territories | Northwest Territories |\\n| Nova Scotia | Nova Scotia |\\n| Nunavut | Nunavut |\\n| Ontario | Ontario |\\n| Prince Edward Island | Prince Edward Island |\\n| Quebec | Quebec |\\n| Saskatchewan | Saskatchewan |\\n| Yukon | Yukon Territory |\\n\\n## Australian states\\n\\n| Code | State |\\n|------|-------|\\n| ACT | Australian Capital Territory |\\n| NSW | New South Wales |\\n| NT | Northern Territory |\\n| QLD | Queensland |\\n| SA | South Australia |\\n| TAS | Tasmania |\\n| VIC | Victoria |\\n| WA | Western Australia |\\n\\n## bookingStatus field values and meanings\\n\\n| Field: `type` | Field: `status` | Meaning |\\n|-------|:-----:|---------|\\n| `\\\"WAITING\\\"` | `0` | This item has not been booked. Part of an unfinished itinerary. |\\n| `\\\"CONFIRMED\\\"` | `1` | This item has been successfully booked |\\n| `\\\"UNAVAILABLE\\\"` | `2` | This item has been had an availability check, that came back false. |\\n| `\\\"PENDING\\\"` | `3` | This item has begun booking, but has paused in a deferred booking engine |\\n| `\\\"FAILED\\\"` | `4` | A merchant partner with a freesale-only API-key has attempted to book an on-request product |\\n| `\\\"CANCELLED\\\"` | `5` | This item has successfully been cancelled. |\\n| `\\\"EXPIRED\\\"` | `6` | This item is now expired. |\\n| `\\\"AMENDED\\\"` | `7` | This item has been amended after booking. |\\n| `\\\"PENDING_AMEND\\\"` | `8` | This item has a pending amendment which can be cancelled. |\\n| `\\\"REJECTED\\\"` | `12` | Viator only |\\n| `\\\"ON_HOLD\\\"` | `13` | Viator only |\\n\\n## Supported currency codes\\n\\nSupported currency codes for merchant partners:\\n\\n| Currency code | Currency |\\n|---------------|----------|\\n| USD | US dollar |\\n| GBP | British pound |\\n| EUR | Euro |\\n| AUD | Australian dollar |\\n\\n**Note:** Partners will be billed in the currency of the booking.\\n\\n## Viator API error codes\\n\\n| Error code | Services | Error message | Description |\\n|------------|----------|---------------|-------------|\\n| ADDRESS_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"You have not entered an address. Please enter your address information.\\\" | `ccAddress1` was empty |\\n| ADDRESS_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | \\\"Billing address is restricted to 50 characters long.\\\" | `address` field was longer than 51 characters |\\n| ATTRIBUTE_NOT_FOUND | [/product](#operation/product) | | |\\n| AGE_BAND_INVALID | [/booking/book](#operation/bookingBook) | | a `bandId` has been submitted that does not correspond to any `bandId` available for the tour grade in question |\\n| BOOKING_QUESTIONS_MISSING | [/booking/book](#operation/bookingBook) | \\\"Additional questions missing\\\" | one or more required [booking questions](#section/Appendices/Booking-questions) are missing in the booking request |\\n| CARD_EXPIRED | [/booking/book](#operation/bookingBook) | | submitted credit card details corresponding to an expired card |\\n| CITY_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"You have not entered a city in the address section. Please enter your city.\\\" | address is required in the credit card section |\\n| CITY_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | \\\"City is restricted to 40 characters long.\\\" | city name submitted was more than 40 characters long |\\n| COUNTRY_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"You have not entered a country. Please enter your country.\\\" | no country was submitted in the booking request |\\n| CREDIT_CARD_DECLINED | [/booking/book](#operation/bookingBook) | | credit card used for booking was declined by the payment processor |\\n| CREDIT_CARD_EXPIRY_DATE_INVALID | [/booking/book](#operation/bookingBook) | \\\"The expiration date for your credit card is not formatted properly. Please verify and re-enter the expiration date.\\\" | incorrectly-formatted credit card expiration date was submitted |\\n| CREDIT_CARD_HOLDER_NAME_INVALID | [/booking/book](#operation/bookingBook) | | credit card holder's name was invalid, perhaps due to the inclusion of invalid characters |\\n| CREDIT_CARD_NUMBER_INVALID | [/booking/book](#operation/bookingBook) | \\\"Please verify and re-enter the credit card details, or use a different credit card\\\" | invalid characters in credit card number |\\n| CREDIT_CARD_NUMBER_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"Credit card number is required\\\" | credit card number was omitted |\\n| CREDIT_CARD_SECURITY_NUMBER_INVALID | [/booking/book](#operation/bookingBook) | \\\"The card security number you entered for your credit card is invalid. It must contain 3 digits (or 4 with American Express cards). Please re-enter the card security number.\\\" | incorrect CCV code submitted |\\n| CREDIT_CARD_SECURITY_NUMBER_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"Credit card security number is required\\\" | CCV was not provided |\\n| DEMO_BOOKING_WITH_REAL_CARD | [/booking/pricingmatrix](#operation/bookingPricingmatrix) | | `demo` is `true`, but credit card details are real |\\n| DISTRIBUTOR_REFERENCE_MISMATCH | [/booking/pastbooking](#operation/bookingPastbooking); [/booking/mybookings](#operation/bookingMybookings) | \\\"The distributor reference associated with this itinerary does not match the one provided.\\\" | attempt to retrieve a booking with an `itineraryId` or `itemId` and `distributorRef`, but the reference doesn't match the one saved in the itinerary |\\n| EMAIL_ADDRESS_INVALID | [/booking/book](#operation/bookingBook) | \\\"Your email address format is invalid\\\" | email address is formatted incorrectly |\\n| EMAIL_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"Email is required\\\" | email address is missing in the booking request |\\n| FIRST_NAME_INVALID | [/booking/book](#operation/bookingBook) | \\\"You have entered a name for the credit-card holder that is not valid. Please verify and re-enter the name of the credit card holder.\\\" | first name is formatted incorrectly or contains invalid characters in the booking request - string length must be > 1 and must not contain the following characters: <>%;\\\"(),|\\n| FIRST_NAME_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"First name of credit card details is required\\\" | no first name specified |\\n| FIRST_NAME_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | \\\"First name of credit card details is restricted to 30 characters long\\\" | first name exceeds 30 characters |\\n| INTERNAL_ERROR | *any* | *any* | the API itself has experienced an unexpected error |\\n| LAST_NAME_INVALID | [/booking/book](#operation/bookingBook) | \\\"You have entered a name for the credit-card holder that is not valid. Please verify and re-enter the name of the credit card holder.\\\" | last name is formatted incorrectly in the booking request - string length must be > 1 and must not contain the following characters: <>%;\\\"(), |\\n| LAST_NAME_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"Last name of credit card details is required\\\" | no last name supplied in the `ccname` field of the `ccPayDetail` object |\\n| LAST_NAME_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | \\\"Last name of credit card details is restricted to 35 characters long\\\" | the surname in the `ccname` field of the `ccPayDetail` object must not exceed 35 characters in length |\\n| LEAD_TRAVELLER_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"A traveler needs to be selected as lead traveler.\\\" | one traveller object within the `travellers` array in the booking request needs to have `leadTraveller` set to `true` |\\n| PAYMENT_AMOUNTS_CHANGED | [/booking/book](#operation/bookingBook) | e.g. \\\"PAYMENT_AMOUNTS_CHANGED: HKD 2213.20 (was HKD 2210.26)\\\" | This error indicates that the exchange rate was updated while the booking was being made. Refresh the product's pricing information and retry the booking. |\\n| PAYMENT_CURRENCY_MISMATCH | [/booking/book](#operation/bookingBook) | | |\\n| PAYMENT_ENCRYPTION_ERROR | [/booking/book](#operation/bookingBook) | | Viator-only internal error - retry booking request |\\n| PAYMENT_INTERNAL_ERROR | [/booking/book](#operation/bookingBook) | | Viator-only internal error - retry booking request |\\n| PAYMENT_LIMIT_REACHED | [/booking/book](#operation/bookingBook) | | Viator-only internal error - retry booking request |\\n| PAYMENT_REJECTED | [/booking/book](#operation/bookingBook) | | triggered when expiry: `\\\"01/2018\\\"` and card number: `\\\"4539791001730106\\\"` were submitted |\\n| POSTCODE_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"You have not entered a zip code / post code. Please enter your zip code / post code.\\\", | `ccaddressZip` was empty |\\n| POSTCODE_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | \\\"Zip code / post code is restricted to 10 characters long.\\\" | `ccaddressZip` was more than 10 characters in length |\\n| PRICING_DATA_MISSING | | | Viator-only internal error - retry booking request |\\n| PRODUCT_TOUR_GRADE_UNKNOWN | [/booking/pricingmatrix](#operation/bookingPricingmatrix) | Unknown tour grade: <TOUR_GRADE> for product | an invalid tour grade code was submitted |\\n| PRODUCT_UNAVAILABLE | [/booking/book](#operation/bookingBook) | | Viator-only internal error - retry booking request |\\n| REFUND_REJECTED | | | Viator-only internal error - retry booking request |\\n| STATE_REQUIRED | [/booking/book](#operation/bookingBook) | | `ccaddressState` is required for this billing request |\\n| STATE_SIZE_EXCEEDED | [/booking/book](#operation/bookingBook) | | `ccaddressState` must be fewer than 35 characters long |\\n| TOUR_NOT_AVAILABLE | [/booking/book](#operation/bookingBook) | \\\"We're sorry, the following tour you are trying to book is sold out and no longer available\\\" | the tour is not available on the requested date |\\n| TOUR_GONE | [/product](#operation/product) | \\\"We're sorry, we cannot find the tour, activity or attraction you are looking for\\\" | no product corresponding to the supplied details was found |\\n| TOUR_NOT_AVAILABLE_BETWEEN_DATES | | | |\\n| TOUR_NOT_FOUND | [/product](#operation/product) | \\\"We're sorry, we cannot find the tour, activity or attraction you are looking for\\\" | no product corresponding to the supplied details was found |\\n| TRAVELLER_COUNT_EXCEEDED_MAX_LIMIT | | | number of travellers in the booking request was greater than the limit for the product being booked |\\n| TRAVELLER_FIRST_NAME_INVALID | [/booking/book](#operation/bookingBook) | \\\"First name of traveler 1 must only contain alphabetical characters\\\" | non-alphabetical characters were used in the traveller's first name |\\n| TRAVELLER_FIRST_NAME_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"First name of traveler 1 is required\\\" | `firstname` in the `booker` object was omitted |\\n| TRAVELLER_LAST_NAME_INVALID | [/booking/book](#operation/bookingBook) | \\\"Last name of traveler 1 should contain alphabet only\\\" | `surname` in the `booker` object contained non-alphabetical characters |\\n| TRAVELLER_LAST_NAME_REQUIRED | [/booking/book](#operation/bookingBook) | \\\"Last name of traveler 1 is required\\\" | `surname` in the `booker` object was omitted |\\n| TRAVELLER_MISMATCH | [/booking/availability/tourgrades](#operation/bookingAvailabilityTourgrades) | | the `bandId` is not available for the selected tour grade; or, the product does not support the number of travelers requested |\\n| UNKNOWN_ERROR | *any* | *any* | the API reports this error when the exception from the underlying system (e.g. booking server) is not recognized |\\n| UNKNOWN_PAYMENT_METHOD | | | |\\n| UNSUPPORTED_CARD | | | `cctype` is not one of `\\\"Visa\\\"`, `\\\"Mastercard\\\"` or `\\\"Amex\\\"` |\\n\\n## Booking questions\\n\\nExample product codes were valid at the time of writing. If you find that any of these product codes are invalid or do not include the relevant booking question, please [inform us about it via email](apitechsupport@viator.com).\\n\\n| Id | stringQuestionId | title | subtitle | message | example product |\\n|:----------:|-------------|-------|----------|----------|-----|\\n| 1 | `dateOfBirth_dob` | Date of Birth | (e.g. 20 October 1970) | Enter your date of birth. | 100009P2 |\\n| 2 | `heights_passengerHeights` | Passenger Heights | (eg. 5'2, 158cm etc) | For safety reasons you must enter the height of all passengers. Please indicate inches or centimetres. | 100009P1 |\\n| 3 | `passport_expiry` | Passport Expiry Date | (e.g. 15 September 2015. If multiple passengers, separate each entry e.g. 01 July 2012, 31 May 2014) | Enter passport expiry date for all passengers | 100014P10 |\\n| 4 | `passport_nationality` | Passport Nationality | (e.g. United States of America. If multiple passengers, separate each entry e.g. Australia, China) | Enter country of issue of passport for all passengers | 100014P10 |\\n| 5 | `passport_passportNo` | Passport Number | (e.g. 0123456789. If multiple passengers, separate each entry e.g. 0123456789, 9876543210) | Enter passport number for all passengers | 100014P10 |\\n| 6 | N/A | N/A | N/A | N/A | N/A |\\n| 7 | `transfer_air_arrival_airline` | Arrival Airline | (e.g. United, British Airways, Qantas, etc) | Enter the name of your airline. | 100006P15 |\\n| 8 | `transfer_air_arrival_flightNo` | Arrival Flight No | (e.g. UA 864, BA 923, QA 233, etc) | Enter your flight number. | 100006P15 |\\n| 9 | `transfer_air_departure_airline` | Departure Airline | (e.g. United, British Airways, Qantas, etc) | Enter the name of your airline. | 100006P17 |\\n| 10 | `transfer_air_departure_flightNo` | Departure Flight No | (e.g. UA 864, BA 923, QA 233, etc) | Enter your flight number. | 100006P17 |\\n| 11 | `transfer_arrival_dropOff` | Drop Off Location | (e.g. 1234 Cedar Way, Brooklyn, NY 00123) | Enter the address for drop off. | 100006P15 |\\n| 12 | `transfer_arrival_time` | Arrival Time | (eg. 8pm, 20:30 etc) | Enter your arrival time. Please indicate AM/PM or use the 24-hour clock. | 100006P15 |\\n| 13 | `transfer_departure_date` | Departure date | (e.g. 15 September 2015) | Enter your departure date. | 100006P15 |\\n| 14 | `transfer_departure_pickUp` | Pick up Location | (e.g. 1234 Cedar Way, Brooklyn, NY 00123) | Enter the address for pick up. | 100006P17 |\\n| 15 | `transfer_departure_time` | Departure Time | (eg. 8pm, 20:30 etc) | Enter your departure time. Please indicate AM/PM or use the 24-hour clock. | 100006P17 |\\n| 16 | `transfer_port_arrival_time` | Disembarkation Time | (eg. 8pm, 20:30 etc) | Enter your disembarkation time. Please indicate AM/PM or use the 24-hour clock. | 100014P14 |\\n| 17 | `transfer_port_cruiseShip` | Cruise Ship | (e.g. Brilliance of the Seas, etc) | Enter your cruise ship. | 100014P14 |\\n| 18 | `transfer_port_departure_time` | Boarding Time | (eg. 8pm, 20:30 etc) | Enter your boarding time. Please indicate AM/PM or use the 24-hour clock. | 100014P4 |\\n| 19 | `transfer_rail_arrival_line` | Arrival Rail Line | (e.g. Amtrak, etc) | Enter the name of the rail provider. | 100006P15 |\\n| 20 | `transfer_rail_arrival_station` | Arrival Rail Station | (e.g. Central Station, etc) | Enter name of arrival and/or departure station. | 100006P15 |\\n| 21 | `transfer_rail_departure_line` | Departure Rail Line | (e.g. Amtrak, etc) | Enter the name of the rail provider. | 100014P10 |\\n| 22 | `transfer_rail_departure_station` | Departure Rail Station | (e.g. Central Station, etc) | Enter name of arrival and/or departure station. | 100014P10 |\\n| 23 | `weights_passengerWeights` | Passenger Weights | (e.g. 127 pounds, 145 kilos, etc) | For safety reasons you must enter the weight of <b>all</b> passengers. Please indicate pounds or kilos. | 100111P12 |\\n\\n## Legacy merchant cancellation\\n\\n**Note:** This functionality has been replaced by the [cancellationReasons](#operation/cancellationReasons), [bookingQuote](#operation/bookingQuote) and [cancelBooking](#operation/cancelBooking) endpoints.\\n\\n### Requirements for cancellations\\n\\n- To successfully cancel a booking via the [/merchant/cancellation](#operation/merchantCancellation) service, you must include the itinerary item to cancel (`itemId`). \\n\\n- `itineraryItemId` and `itineraryId` need to match the `distributorRef` and `distributorItemRef`, so these four values must also be included in the request body. \\n\\n- You must also include a `cancelCode` - a number corresponding to the reason for cancellation. You can use the <a href=\\\"#suggested-cancellation-codes\\\">suggested cancel codes</a> shown in the table below.\\n\\n\\n<mark>**Note**: Post-travel cancellations **will not be processed** unless a cancel code of `62` or `66` is passed in the `cancelCode` parameter.</mark>\\n### The [/merchant/cancellation](#operation/merchantCancellation) service:\\n\\n#### Description of JSON request parameters for the [/merchant/cancellation](#operation/merchantCancellation) service:\\n\\n| Parameter | Type | Comments | Required |\\n|-----------|------|----------|:--------:|\\n| `itineraryId` | integer | Viator itinerary reference number | ✅ |\\n| `distributorRef` | string | Merchant partner's itinerary reference for booking | ✅ |\\n| `cancelItems` | array | Array of item to cancel in itinerary | ✅ |\\n| `itemId` | integer | Viator `itemId` of item to cancel in itinerary | ✅ |\\n| `distributorItemRef` | string | Merchant partner's itinerary item (booking) reference | ✅ |\\n| `cancelCode` | string | A number indicating the reason for cancelling the booking. A list of <a href=\\\"#suggested-cancellation-codes\\\">suggested cancel codes</a> is shown in the table below. | ✅ |\\n| `cancelDescription` | string | Natural-language reason for cancellation. A reason **must** be provided if a `cancelCode` of `'62'` or `'66'` is passed. | ✅ for `cancelCode` `'62'` or `'66'`; otherwise ❌ |\\n\\n#### Example [/merchant/cancellation](#operation/merchantCancellation) request:\\n\\nIn this request, we wish to cancel the booking identified by the following:\\n\\n| Parameter | Value |\\n|-----------|-------|\\n| `itneraryId` | `12345655` |\\n| `distributorRef` | `\\\"Jdp122\\\"` |\\n| `itemId` | `330056` |\\n| `distributorItemRef` | `\\\"JdpItin001\\\"` |\\n| `cancelCode` | `\\\"82\\\"` (Honest mistake - incorrect purchase) |\\n\\nThis is accomplished as follows:\\n\\n**API Service**\\n\\n```html\\nPOST /merchant/cancellation\\n```\\n\\n**Request body**\\n\\n```javascript\\n{\\n \\\"itineraryId\\\": 1234655,\\n \\\"distributorRef\\\": \\\"Jdp122\\\",\\n \\\"cancelItems\\\": [\\n {\\n \\\"itemId\\\": 330056,\\n \\\"distributorItemRef\\\": \\\"JdpItin001\\\",\\n \\\"cancelCode\\\": \\\"82\\\"\\n }]\\n}\\n```\\n\\n#### Example response\\n```javascript\\n{\\n \\\"data\\\": {\\n \\\"itineraryId\\\": 1234655,\\n \\\"cancelItems\\\": [\\n {\\n \\\"cancellationResponseStatusCode\\\": \\\"Confirmed\\\",\\n \\\"cancellationResponseDescription\\\": \\\"No further action required\\\",\\n \\\"itemId\\\": 330056,\\n \\\"distributorItemRef\\\": \\\"JdpItin001\\\"\\n }],\\n \\\"distributorRef\\\": \\\"Jdp122\\\"\\n },\\n \\\"vmid\\\": \\\"221002\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-03-21T14:28:08+0000\\\",\\n \\\"errorReference\\\": null,\\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true,\\n \\\"totalCount\\\": 1,\\n \\\"errorName\\\": null\\n}\\n```\\n\\n### <a name=\\\"suggested-cancellation-codes\\\"></a>Suggested cancellation codes:\\n\\n| cancelcode | meaning |\\n|:-:|:-|\\n| `'00'` | Testing (use for test cancellations) |\\n| `'51'` | Flight cancellation affecting customer |\\n| `'52'` | Flight schedule change unacceptable to customer |\\n| `'53'` | Death of the customer or a member of their immediate family |\\n| `'54'` | Jury duty/court summons affecting customer |\\n| `'56'` | Medical emergency/hospitalization involving the customer or their immediate family |\\n| `'57'` | Customer is required for military service |\\n| `'58'` | National disaster (insurrection, terrorism, war) affecting the customer |\\n| `'59'` | Natural disaster (earthquake, fire, flood) affecting the customer |\\n| `'62'` | **Post-travel cancellation**: the product was cancelled by the supplier and the traveller was not given sufficient notice |\\n| `'63'` | Transport strike/labor dispute affecting customer |\\n| `'66'` | **Post-travel cancellation**: the product was not cancelled, but the customer was dissatisfied with the product |\\n| `'71'` | Credit card fraud |\\n| `'72'` | Car segment cancellation affecting customer |\\n| `'73'` | Package segment cancellation affecting customer |\\n| `'74'` | Hotel segment cancellation affecting customer |\\n| `'77'` | Re-book |\\n| `'78'` | Duplicate purchase |\\n| `'82'` | Honest mistake (incorrect purchase) |\\n| `'87'` | Non-refundable cancellation more than 24 hours prior to travel |\\n| `'88'` | Non-refundable cancellation less than 24 hours prior to travel |\\n| `'98'` | Customer service/technical support response outside time limit |\\n| `'99'` | Duplicate processing |\\n\\n### Cancellation errors\\n\\nIf the cancellation was **not** successful, you will receive an error response.\\n\\n#### Example error response\\n\\n```javascript\\n{\\n \\\"data\\\": {\\n \\\"itineraryId\\\": \\\"3331605\\\", \\n \\\"cancelItems\\\": [{\\n \\\"cancellationResponseStatusCode\\\": \\\"Error.ItineraryUnknown\\\", \\n \\\"cancellationResponseDescription\\\": \\\"Please double check the details or contact...\\\"\\n \\\"itemId\\\": \\\"600088255\\\",\\n \\\"distributorItemRef\\\": \\\"ItinItemRef012\\\"\\n }],\\n \\\"distributorRef\\\": null \\n },\\n \\\"vmid\\\": \\\"221002\\\",\\n \\\"errorMessage\\\": null,\\n \\\"errorType\\\": null,\\n \\\"dateStamp\\\": \\\"2013-03-21T14:43:38+0000\\\", \\n \\\"errorReference\\\": null, \\n \\\"errorMessageText\\\": null,\\n \\\"success\\\": true, \\n \\\"totalCount\\\": 1, \\n \\\"errorName\\\": null\\n}\\n```\\n\\n### <a name=\\\"cancellation-response-status-codes-and-their-meanings\\\"></a>Cancellation response status codes and their meanings\\n\\n| `cancellationResponseStatusCode` | Meaning | Action |\\n|----------------------------------|----------|--------|\\n| `\\\"Confirmed\\\"` | The request to cancel and refund the item has been accepted and processed | No further action is required. |\\n| `\\\"Pending\\\"` | Confirmation of the request to cancel and refund the item is pending. This only applies when a `cancelCode` is `'62'` or `'66'` was sent and the booking was in a 'pending' state. | No action required. Partner will be contacted when a decision to confirm/reject has been made by the supplier. |\\n| `\\\"Rejected\\\"` | The cancellation request was denied | No action required. The item cannot be cancelled. |\\n| `\\\"Error.ItemUnknown\\\"` | Item not found | Double-check `itemId`. Contact Viator Customer Service for more information if required. |\\n| `\\\"Error.ItineraryUnknown\\\"` | Itinerary not found | Double-check `itineraryId`. Contact Viator Customer Service for more information if required. |\\n| `\\\"Error.MultipleRequests\\\"` | Cancellation request contains multiple requests | Submit **only one** item per cancellation request. |\\n| `\\\"Error.NoCancellationCodeOrDescription\\\"` | Invalid `cancelCode` | `cancelCode` is invalid \\u2013 ensure it is **two** digits long |\\n| `\\\"Error.Unknown\\\"` | An undefined error has occurred | Double-check the `distributorRef` and `distributorItemRef`. If the error is still occurring, [contact the Viator partner support team](mailto:dpsupport@viator.com). |\\n\\n### Resubmitting a cancellation request\\n\\nIf the same cancellation request is sent more than once, Viator will respond with the last known response.\",\"license\":{\"name\":\"CC BY 4.0\",\"url\":\"https://creativecommons.org/licenses/by/4.0/au\"},\"title\":\"Viator API Documentation & Specification \\u2013 Merchant Partners\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"location\",\"ecommerce\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_pbs.twimg.com_profile_images_1399749485719396353_AdiW3Ds1.jpg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"blob:https://docs.viator.com/blobId\",\"version\":\"3.0\"}],\"x-providerName\":\"viator.com\",\"x-tags\":[\"lgbt\"]},\"updated\":\"2021-06-10T09:33:56.864Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/viator.com/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/viator.com/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"}}]}},{\"key\":\"victorops.com\",\"value\":{\"added\":\"2017-06-13T10:07:43.000Z\",\"preferred\":\"0.0.3\",\"versions\":[{\"key\":\"0.0.3\",\"value\":{\"added\":\"2017-06-13T10:07:43.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"VictorOps\"},\"description\":\"This API allows you to interact with the VictorOps platform in various ways. Your account may be limited\\nto a total number of API calls per month. Also, some of these API calls have rate limits.\\n\\nNOTE: In this documentation when creating a sample curl request (clicking the TRY IT OUT! button), in some API\\nviewing interfaces, the '@' in an email address may be encoded. Please note that the REST endpoints will not\\nprocess the encoded version. 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Just make a call to our REST API each time your app needs to access face recognition and classification capabilities.\",\"license\":{\"name\":\"As per Developer Terms of Use\",\"url\":\"https://visagecloud.com/developer-terms-of-use\"},\"termsOfService\":\"https://visagecloud.com/terms-of-use\",\"title\":\"VisageCloud\",\"version\":\"1.1\",\"x-apisguru-categories\":[\"search\"],\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://visagecloud.com/v2/api-docs\",\"version\":\"2.0\"}],\"x-providerName\":\"visagecloud.com\",\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_apis.guru_assets_images_no-logo.svg\"}},\"updated\":\"2018-08-24T14:28:47.000Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/visagecloud.com/1.1/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/visagecloud.com/1.1/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"visiblethread.com\",\"value\":{\"added\":\"2018-06-11T05:59:01.000Z\",\"preferred\":\"1.0\",\"versions\":[{\"key\":\"1.0\",\"value\":{\"added\":\"2018-06-11T05:59:01.000Z\",\"info\":{\"contact\":{\"x-twitter\":\"VisibleThread\"},\"description\":\"## Introduction\\nThe VisibleThread b API provides services for analyzing/searching documents and web pages.\\nTo use the service you need an API key. \\n\\n**Contact us at support@visiblethread.com to request an API key**. \\n\\nThe services are split into **Documents** and **Webscans**.\\n\\n### Documents\\nUpload documents and dictionaries so you can :\\n- Measure the readability of your document\\n- search a document for all terms from a dictionary\\n- retrieve all paragraphs from a document or only matching paragraphs\\n\\n### Webscans\\nAnalyze web pages so you can: \\n- Measure the readability of your web content\\n- Identify & highlight content issues e.g. long sentences, passive voice\\n\\nThe VisibleThread API allows you to programatially submit webpage urls to be scanned, \\ncheck on the results of a scan, and view a list of previous scans you have performed.\\n \\n-------------\\n\\nThe VisibleThread API is a HTTP-based JSON API, accessible at https://api.visiblethread.com \\nEach request to the service requires your API key to be successful.\\n\\n## Getting Started With Webscans\\n\\nSteps:\\n1. 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Run a new scan by submitting a **POST to /documents** (document required). The scan runs asynchronously in the background but returns\\n immediately with a JSON response containins an \\\"id\\\" that represents your scan\\n3. Check on the status of a scan by submitting **GET /documents/{scanId}**, if the scan is still in progress it will return a HTTP 503. If \\n it is complete it will return a HTTP 200 with the appropriate JSON outlining the document readability results. It will contain detailed\\n analysis of each paragraph in the document\\n4. Retrieve all your previous scan results by submitting **GET /documents**\\n\\n### Searching a document for keywords\\n\\nThe VisibleThread API allows you to upload a set of keywords or a 'dictionary'. You can then perform a search of a already uploaded document \\nusing that dictionary\\n\\nSteps (Assuming you have uploaded your document using the steps above):\\n1. 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The Numbers API is a Private API and therefore not automatically available to developers. To use this API, contact your business manager who will guide you through the separate Terms and Conditions of use before you can have the API assigned to your application.\",\"license\":{\"name\":\"William Hill Online\",\"url\":\"www.williamhill.com\"},\"title\":\"Numbers API\",\"version\":\"2.0\",\"x-apisguru-categories\":[\"entertainment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_WillHillHelp_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://developer.williamhill.com/wh-docs/docs-sdks/numbers/swagger/docs\",\"version\":\"2.0\"}],\"x-providerName\":\"whapi.com\",\"x-serviceName\":\"numbers\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/whapi.com/numbers/2.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/whapi.com/numbers/2.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"whapi.com:sessions\",\"value\":{\"added\":\"2017-11-26T16:51:11.000Z\",\"preferred\":\"2.0.0\",\"versions\":[{\"key\":\"2.0.0\",\"value\":{\"added\":\"2017-11-26T16:51:11.000Z\",\"info\":{\"contact\":{\"email\":\"platform@williamhill.com\",\"name\":\"William Hill Labs\",\"url\":\"http://developer.williamhill.com\",\"x-twitter\":\"WilliamHill\"},\"description\":\"The William Hill Sessions API uses a central authentication service (CAS*) on all resources that require access to a customer\\u2019s account or betting functionality. To authenticate, you\\u2019ll need to supply a sportsbook username and password, in return you will be given an authentication ticket, which you can use on the majority of requests found within our services.


The Sessions API should be used whenever you want to login a customer and:

  • continue to use the William Hill API for that customer\\u2019s transactions
  • use other CAS-enabled William Hill services outside the suite of APIs

CAS is an enterprise Single Sign-On solution for web services (see https://wiki.jasig.org/display/CAS/Home). It is used by many William Hill services.
Note: all requests must be executed over HTTPS and include an API key and secret.


Authentication Ticket Expiration Times

When a customer is logged in using the Sessions API, they are given an Authentication Ticket; using this ticket on subsequent API requests gives you access to account activities (such as placing a bet, deposits, etc). However, this ticket is only valid for a given period of time depending on how it is used. If the ticket is used and then has a period of inactivity longer than 7,200 seconds (2 hours), then the ticket will expire and further requests using the ticket will be denied - in effect, a customer has been logged out and will need to authenticate again.


Normally, any ticket issued only has a maximum life expectancy of 28,000 seconds (8 hours) after which it can no longer be used, even if it has been used regularly. The customer again will be effectively logged out and will need to authenticate again. If you wish to avoid this, you need to set the query parameter extended to Y, which will enable your application to generate a ticket valid for 60 days without expiring due to inactivity.
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Tell us how you feel about using our API and what we can do to make it better.\\n\\n## Access to the API\\n\\nIf you have a Zuora tenant, you can access the Zuora REST API via one of the following endpoints:\\n\\n| Tenant | Base URL for REST Endpoints |\\n|-------------------------|-------------------------|\\n|US Production | https://rest.zuora.com |\\n|US API Sandbox | https://rest.apisandbox.zuora.com|\\n|US Performance Test | https://rest.pt1.zuora.com |\\n|US Production Copy | Submit a request at Zuora Global Support to enable the Zuora REST API in your tenant and obtain the base URL for REST endpoints. See [REST endpoint base URL of Production Copy (Service) Environment for existing and new customers](https://community.zuora.com/t5/API/REST-endpoint-base-URL-of-Production-Copy-Service-Environment/td-p/29611) for more information. |\\n|US Cloud Production | \\thttps://rest.na.zuora.com |\\n|US Cloud API Sandbox | \\thttps://rest.sandbox.na.zuora.com |\\n|US Central Sandbox | \\thttps://rest.test.zuora.com | \\n|EU Production | https://rest.eu.zuora.com |\\n|EU API Sandbox | https://rest.sandbox.eu.zuora.com |\\n|EU Central Sandbox | \\thttps://rest.test.eu.zuora.com |\\n\\nThe Production endpoint provides access to your live user data. Sandbox tenants are a good place to test code without affecting real-world data. If you would like Zuora to provision a Sandbox tenant for you, contact your Zuora representative for assistance.\\n\\n\\nIf you do not have a Zuora tenant, go to https://www.zuora.com/resource/zuora-test-drive and sign up for a Production Test Drive tenant. The tenant comes with seed data, including a sample product catalog.\\n\\n# API Changelog\\nYou can find the Changelog of the API Reference: Billing in the Zuora Community.\\n\\n# Authentication\\n\\n## OAuth v2.0\\n\\nZuora recommends that you use OAuth v2.0 to authenticate to the Zuora REST API. Currently, OAuth is not available in every environment. See [Zuora Testing Environments](https://knowledgecenter.zuora.com/BB_Introducing_Z_Business/D_Zuora_Environments) for more information.\\n\\nZuora recommends you to create a dedicated API user with API write access on a tenant when authenticating via OAuth, and then create an OAuth client for this user. See Create an API User for how to do this. By creating a dedicated API user, you can control permissions of the API user without affecting other non-API users.\\n\\nIf a user is deactivated, all of the user's OAuth clients will be automatically deactivated.\\n\\nAuthenticating via OAuth requires the following steps:\\n1. Create a Client\\n2. Generate a Token\\n3. Make Authenticated Requests\\n\\n### Create a Client\\n\\nYou must first [create an OAuth client](https://knowledgecenter.zuora.com/CF_Users_and_Administrators/A_Administrator_Settings/Manage_Users#Create_an_OAuth_Client_for_a_User) in the Zuora UI. To do this, you must be an administrator of your Zuora tenant. This is a one-time operation. You will be provided with a Client ID and a Client Secret. Please note this information down, as it will be required for the next step.\\n\\n**Note:** The OAuth client will be owned by a Zuora user account. If you want to perform PUT, POST, or DELETE operations using the OAuth client, the owner of the OAuth client must have a Platform role that includes the \\\"API Write Access\\\" permission.\\n\\n### Generate a Token\\n\\nAfter creating a client, you must make a call to obtain a bearer token using the [Generate an OAuth token](https://www.zuora.com/developer/api-reference/#operation/createToken) operation. This operation requires the following parameters:\\n- `client_id` - the Client ID displayed when you created the OAuth client in the previous step\\n- `client_secret` - the Client Secret displayed when you created the OAuth client in the previous step\\n- `grant_type` - must be set to `client_credentials`\\n\\n**Note**: The Client ID and Client Secret mentioned above were displayed when you created the OAuth Client in the prior step. The [Generate an OAuth token](https://www.zuora.com/developer/api-reference/#operation/createToken) response specifies how long the bearer token is valid for. You should reuse the bearer token until it is expired. When the token is expired, call [Generate an OAuth token](https://www.zuora.com/developer/api-reference/#operation/createToken) again to generate a new one.\\n\\n### Make Authenticated Requests\\n\\nTo authenticate subsequent API requests, you must provide a valid bearer token in an HTTP header:\\n\\n`Authorization: Bearer {bearer_token}`\\n\\nIf you have [Zuora Multi-entity](https://www.zuora.com/developer/api-reference/#tag/Entities) enabled, you need to set an additional header to specify the ID of the entity that you want to access. You can use the `scope` field in the [Generate an OAuth token](https://www.zuora.com/developer/api-reference/#operation/createToken) response to determine whether you need to specify an entity ID.\\n\\nIf the `scope` field contains more than one entity ID, you must specify the ID of the entity that you want to access. For example, if the `scope` field contains `entity.1a2b7a37-3e7d-4cb3-b0e2-883de9e766cc` and `entity.c92ed977-510c-4c48-9b51-8d5e848671e9`, specify one of the following headers:\\n- `Zuora-Entity-Ids: 1a2b7a37-3e7d-4cb3-b0e2-883de9e766cc`\\n- `Zuora-Entity-Ids: c92ed977-510c-4c48-9b51-8d5e848671e9`\\n\\n**Note**: For a limited period of time, Zuora will accept the `entityId` header as an alternative to the `Zuora-Entity-Ids` header. If you choose to set the `entityId` header, you must remove all \\\"-\\\" characters from the entity ID in the `scope` field.\\n\\nIf the `scope` field contains a single entity ID, you do not need to specify an entity ID.\\n\\n## Other Supported Authentication Schemes\\n\\nZuora continues to support the following additional legacy means of authentication:\\n\\n * Use username and password. Include authentication with each request in the header: \\n \\n * `apiAccessKeyId` \\n * `apiSecretAccessKey`\\n \\n Zuora recommends that you create an API user specifically for making API calls. See Create an API User for more information.\\n \\n * Use an authorization cookie. The cookie authorizes the user to make calls to the REST API for the duration specified in **Administration > Security Policies > Session timeout**. The cookie expiration time is reset with this duration after every call to the REST API. To obtain a cookie, call the [Connections](https://www.zuora.com/developer/api-reference/#tag/Connections) resource with the following API user information: \\n \\n * ID \\n * Password\\n \\n * For CORS-enabled APIs only: Include a 'single-use' token in the request header, which re-authenticates the user with each request. See below for more details.\\n\\n### Entity Id and Entity Name\\n\\nThe `entityId` and `entityName` parameters are only used for [Zuora Multi-entity](https://knowledgecenter.zuora.com/BB_Introducing_Z_Business/Multi-entity \\\"Zuora Multi-entity\\\"). These are the legacy parameters that Zuora will only continue to support for a period of time. Zuora recommends you to use the `Zuora-Entity-Ids` parameter instead.\\n\\n\\nThe `entityId` and `entityName` parameters specify the Id and the [name of the entity](https://knowledgecenter.zuora.com/BB_Introducing_Z_Business/Multi-entity/B_Introduction_to_Entity_and_Entity_Hierarchy#Name_and_Display_Name \\\"Introduction to Entity and Entity Hierarchy\\\") that you want to access, respectively. Note that you must have permission to access the entity. \\n\\nYou can specify either the `entityId` or `entityName` parameter in the authentication to access and view an entity.\\n\\n * If both `entityId` and `entityName` are specified in the authentication, an error occurs. \\n * If neither `entityId` nor `entityName` is specified in the authentication, you will log in to the entity in which your user account is created. \\n \\n\\nTo get the entity Id and entity name, you can use the GET Entities REST call. For more information, see [API User Authentication](https://knowledgecenter.zuora.com/BB_Introducing_Z_Business/Multi-entity/A_Overview_of_Multi-entity#API_User_Authentication \\\"API User Authentication\\\").\\n \\n ### Token Authentication for CORS-Enabled APIs\\n \\n The CORS mechanism enables REST API calls to Zuora to be made directly from your customer's browser, with all credit card and security information transmitted directly to Zuora. This minimizes your PCI compliance burden, allows you to implement advanced validation on your payment forms, and makes your payment forms look just like any other part of your website.\\n \\nFor security reasons, instead of using cookies, an API request via CORS uses **tokens** for authentication.\\n\\nThe token method of authentication is only designed for use with requests that must originate from your customer's browser; **it should not be considered a replacement to the existing cookie authentication** mechanism.\\n\\nSee [Zuora CORS REST](https://knowledgecenter.zuora.com/DC_Developers/C_REST_API/Zuora_CORS_REST \\\"Zuora CORS REST\\\") for details on how CORS works and how you can begin to implement customer calls to the Zuora REST APIs. See [HMAC Signatures](https://www.zuora.com/developer/api-reference/#operation/POSTHMACSignature \\\"HMAC Signatures\\\") for details on the HMAC method that returns the authentication token.\\n\\n# Requests and Responses\\n\\n## Request IDs \\nAs a general rule, when asked to supply a \\\"key\\\" for an account or subscription (accountKey, account-key, subscriptionKey, subscription-key), you can provide either the actual ID or the number of the entity.\\n\\n## HTTP Request Body\\n\\nMost of the parameters and data accompanying your requests will be contained in the body of the HTTP request. \\n\\nThe Zuora REST API accepts JSON in the HTTP request body. No other data format (e.g., XML) is supported.\\n\\n### Data Type\\n\\n([Actions](https://www.zuora.com/developer/api-reference/#tag/Actions) and CRUD operations only) We recommend that you do not specify the decimal values with quotation marks, commas, and spaces. Use characters of `+-0-9.eE`, for example, `5`, `1.9`, `-8.469`, and `7.7e2`. Also, Zuora does not convert currencies for decimal values.\\n\\n## Testing a Request\\n\\nUse a third party client, such as [curl](https://curl.haxx.se \\\"curl\\\"), [Postman](https://www.getpostman.com \\\"Postman\\\"), or [Advanced REST Client](https://advancedrestclient.com \\\"Advanced REST Client\\\"), to test the Zuora REST API.\\n\\nYou can test the Zuora REST API from the Zuora API Sandbox or Production tenants. If connecting to Production, bear in mind that you are working with your live production data, not sample data or test data.\\n\\n## Testing with Credit Cards\\n\\nSooner or later it will probably be necessary to test some transactions that involve credit cards. For suggestions on how to handle this, see [Going Live With Your Payment Gateway](https://knowledgecenter.zuora.com/CB_Billing/M_Payment_Gateways/C_Managing_Payment_Gateways/B_Going_Live_Payment_Gateways#Testing_with_Credit_Cards \\\"C_Zuora_User_Guides/A_Billing_and_Payments/M_Payment_Gateways/C_Managing_Payment_Gateways/B_Going_Live_Payment_Gateways#Testing_with_Credit_Cards\\\"\\n).\\n\\n## Concurrent Request Limits\\n\\nZuora enforces tenant-level concurrent request limits. See Concurrent Request Limits for more information.\\n\\n## Timeout Limit\\n\\nIf a request does not complete within 120 seconds, the request times out and Zuora returns a Gateway Timeout error.\\n\\n\\n# Error Handling\\n\\nIf a request to Zuora Billing REST API with an endpoint starting with `/v1` (except [Actions](https://www.zuora.com/developer/api-reference/#tag/Actions) and CRUD operations) fails, the response will contain an eight-digit error code with a corresponding error message to indicate the details of the error.\\n\\nThe following code snippet is a sample error response that contains an error code and message pair:\\n\\n```\\n {\\n \\\"success\\\": false,\\n \\\"processId\\\": \\\"CBCFED6580B4E076\\\",\\n \\\"reasons\\\": [\\n {\\n \\\"code\\\": 53100320,\\n \\\"message\\\": \\\"'termType' value should be one of: TERMED, EVERGREEN\\\"\\n }\\n ]\\n }\\n```\\nThe `success` field indicates whether the API request has succeeded. The `processId` field is a Zuora internal ID that you can provide to Zuora Global Support for troubleshooting purposes.\\n\\nThe `reasons` field contains the actual error code and message pair. The error code begins with `5` or `6` means that you encountered a certain issue that is specific to a REST API resource in Zuora Billing. For example, `53100320` indicates that an invalid value is specified for the `termType` field of the `subscription` object.\\n\\nThe error code beginning with `9` usually indicates that an authentication-related issue occurred, and it can also indicate other unexpected errors depending on different cases. For example, `90000011` indicates that an invalid credential is provided in the request header. \\n\\nWhen troubleshooting the error, you can divide the error code into two components: REST API resource code and error category code. See the following Zuora error code sample:\\n\\n\\\"Zuora\\n\\n\\n**Note:** Zuora determines resource codes based on the request payload. Therefore, if GET and DELETE requests that do not contain payloads fail, you will get `500000` as the resource code, which indicates an unknown object and an unknown field. \\nThe error category code of these requests is valid and follows the rules described in the [Error Category Code](https://www.zuora.com/developer/api-reference/#section/Error-Handling/Error-Category-Code) section. \\nIn such case, you can refer to the returned error message to troubleshoot.\\n\\n\\n## REST API Resource Code\\n\\nThe 6-digit resource code indicates the REST API resource, typically a field of a Zuora object, on which the issue occurs. In the preceding example, `531003` refers to the `termType` field of the `subscription` object. \\n\\nThe value range for all REST API resource codes is from `500000` to `679999`. See [Resource Codes](https://knowledgecenter.zuora.com/Central_Platform/API/AA_REST_API/Resource_Codes) in the Knowledge Center for a full list of resource codes.\\n\\n## Error Category Code\\n\\nThe 2-digit error category code identifies the type of error, for example, resource not found or missing required field. \\n\\nThe following table describes all error categories and the corresponding resolution:\\n\\n| Code | Error category | Description | Resolution |\\n|:--------|:--------|:--------|:--------|\\n| 10 | Permission or access denied | The request cannot be processed because a certain tenant or user permission is missing. | Check the missing tenant or user permission in the response message and contact [Zuora Global Support](https://support.zuora.com) for enablement. |\\n| 11 | Authentication failed | Authentication fails due to invalid API authentication credentials. | Ensure that a valid API credential is specified. |\\n| 20 | Invalid format or value | The request cannot be processed due to an invalid field format or value. | Check the invalid field in the error message, and ensure that the format and value of all fields you passed in are valid. |\\n| 21 | Unknown field in request | The request cannot be processed because an unknown field exists in the request body. | Check the unknown field name in the response message, and ensure that you do not include any unknown field in the request body. |\\n| 22 | Missing required field | The request cannot be processed because a required field in the request body is missing. | Check the missing field name in the response message, and ensure that you include all required fields in the request body. |\\n| 30 | Rule restriction | The request cannot be processed due to the violation of a Zuora business rule. | Check the response message and ensure that the API request meets the specified business rules. |\\n| 40 | Not found | The specified resource cannot be found. | Check the response message and ensure that the specified resource exists in your Zuora tenant. |\\n| 45 | Unsupported request | The requested endpoint does not support the specified HTTP method. | Check your request and ensure that the endpoint and method matches. |\\n| 50 | Locking contention | This request cannot be processed because the objects this request is trying to modify are being modified by another API request, UI operation, or batch job process. |

Resubmit the request first to have another try.

If this error still occurs, contact [Zuora Global Support](https://support.zuora.com) with the returned `Zuora-Request-Id` value in the response header for assistance.

|\\n| 60 | Internal error | The server encounters an internal error. | Contact [Zuora Global Support](https://support.zuora.com) with the returned `Zuora-Request-Id` value in the response header for assistance. |\\n| 70 | Request exceeded limit | The total number of concurrent requests exceeds the limit allowed by the system. |

Resubmit the request after the number of seconds specified by the `Retry-After` value in the response header.

Check [Concurrent request limits](https://knowledgecenter.zuora.com/BB_Introducing_Z_Business/Policies/Concurrent_Request_Limits) for details about Zuora\\u2019s concurrent request limit policy.

|\\n| 90 | Malformed request | The request cannot be processed due to JSON syntax errors. | Check the syntax error in the JSON request body and ensure that the request is in the correct JSON format. |\\n| 99 | Integration error | The server encounters an error when communicating with an external system, for example, payment gateway, tax engine provider. | Check the response message and take action accordingly. |\\n\\n\\n# Pagination\\n\\nWhen retrieving information (using GET methods), the optional `pageSize` query parameter sets the maximum number of rows to return in a response. The maximum is `40`; larger values are treated as `40`. If this value is empty or invalid, `pageSize` typically defaults to `10`.\\n\\nThe default value for the maximum number of rows retrieved can be overridden at the method level.\\n\\nIf more rows are available, the response will include a `nextPage` element, which contains a URL for requesting the next page. If this value is not provided, no more rows are available. No \\\"previous page\\\" element is explicitly provided; to support backward paging, use the previous call.\\n\\n## Array Size\\n\\nFor data items that are not paginated, the REST API supports arrays of up to 300 rows. Thus, for instance, repeated pagination can retrieve thousands of customer accounts, but within any account an array of no more than 300 rate plans is returned.\\n\\n# API Versions\\n\\nThe Zuora REST API are version controlled. Versioning ensures that Zuora REST API changes are backward compatible. Zuora uses a major and minor version nomenclature to manage changes. By specifying a version in a REST request, you can get expected responses regardless of future changes to the API.\\n\\n## Major Version\\n\\nThe major version number of the REST API appears in the REST URL. Currently, Zuora only supports the **v1** major version. For example, `POST https://rest.zuora.com/v1/subscriptions`.\\n\\n## Minor Version\\n\\nZuora uses minor versions for the REST API to control small changes. For example, a field in a REST method is deprecated and a new field is used to replace it. \\n\\nSome fields in the REST methods are supported as of minor versions. If a field is not noted with a minor version, this field is available for all minor versions. If a field is noted with a minor version, this field is in version control. You must specify the supported minor version in the request header to process without an error. \\n\\nIf a field is in version control, it is either with a minimum minor version or a maximum minor version, or both of them. You can only use this field with the minor version between the minimum and the maximum minor versions. For example, the `invoiceCollect` field in the POST Subscription method is in version control and its maximum minor version is 189.0. You can only use this field with the minor version 189.0 or earlier.\\n\\nIf you specify a version number in the request header that is not supported, Zuora will use the minimum minor version of the REST API. In our REST API documentation, if a field or feature requires a minor version number, we note that in the field description.\\n\\nYou only need to specify the version number when you use the fields require a minor version. To specify the minor version, set the `zuora-version` parameter to the minor version number in the request header for the request call. For example, the `collect` field is in 196.0 minor version. If you want to use this field for the POST Subscription method, set the `zuora-version` parameter to `196.0` in the request header. The `zuora-version` parameter is case sensitive.\\n\\nFor all the REST API fields, by default, if the minor version is not specified in the request header, Zuora will use the minimum minor version of the REST API to avoid breaking your integration. \\n\\n### Minor Version History\\n\\nThe supported minor versions are not serial. This section documents the changes made to each Zuora REST API minor version.\\n\\nThe following table lists the supported versions and the fields that have a Zuora REST API minor version.\\n\\n| Fields | Minor Version | REST Methods | Description |\\n|:--------|:--------|:--------|:--------|\\n| invoiceCollect | 189.0 and earlier | [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Generates an invoice and collects a payment for a subscription. |\\n| collect | 196.0 and later | [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Collects an automatic payment for a subscription. |\\n| invoice | 196.0 and 207.0| [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Generates an invoice for a subscription. |\\n| invoiceTargetDate | 196.0 and earlier | [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\") |Date through which charges are calculated on the invoice, as `yyyy-mm-dd`. |\\n| invoiceTargetDate | 207.0 and earlier | [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Date through which charges are calculated on the invoice, as `yyyy-mm-dd`. |\\n| targetDate | 207.0 and later | [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\") |Date through which charges are calculated on the invoice, as `yyyy-mm-dd`. |\\n| targetDate | 211.0 and later | [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Date through which charges are calculated on the invoice, as `yyyy-mm-dd`. |\\n| includeExisting DraftInvoiceItems | 196.0 and earlier| [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\") | Specifies whether to include draft invoice items in subscription previews. Specify it to be `true` (default) to include draft invoice items in the preview result. Specify it to be `false` to excludes draft invoice items in the preview result. |\\n| includeExisting DraftDocItems | 207.0 and later | [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\") | Specifies whether to include draft invoice items in subscription previews. Specify it to be `true` (default) to include draft invoice items in the preview result. Specify it to be `false` to excludes draft invoice items in the preview result. |\\n| previewType | 196.0 and earlier| [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\") | The type of preview you will receive. The possible values are `InvoiceItem`(default), `ChargeMetrics`, and `InvoiceItemChargeMetrics`. |\\n| previewType | 207.0 and later | [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\") | The type of preview you will receive. The possible values are `LegalDoc`(default), `ChargeMetrics`, and `LegalDocChargeMetrics`. |\\n| runBilling | 211.0 and later | [Create Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_Subscription \\\"Create Subscription\\\"); [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\"); [Renew Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_RenewSubscription \\\"Renew Subscription\\\"); [Cancel Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_CancelSubscription \\\"Cancel Subscription\\\"); [Suspend Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_SuspendSubscription \\\"Suspend Subscription\\\"); [Resume Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_ResumeSubscription \\\"Resume Subscription\\\"); [Create Account](https://www.zuora.com/developer/api-reference/#operation/POST_Account \\\"Create Account\\\")|Generates an invoice or credit memo for a subscription. **Note:** Credit memos are only available if you have the Invoice Settlement feature enabled. |\\n| invoiceDate | 214.0 and earlier | [Invoice and Collect](https://www.zuora.com/developer/api-reference/#operation/POST_TransactionInvoicePayment \\\"Invoice and Collect\\\") |Date that should appear on the invoice being generated, as `yyyy-mm-dd`. |\\n| invoiceTargetDate | 214.0 and earlier | [Invoice and Collect](https://www.zuora.com/developer/api-reference/#operation/POST_TransactionInvoicePayment \\\"Invoice and Collect\\\") |Date through which to calculate charges on this account if an invoice is generated, as `yyyy-mm-dd`. |\\n| documentDate | 215.0 and later | [Invoice and Collect](https://www.zuora.com/developer/api-reference/#operation/POST_TransactionInvoicePayment \\\"Invoice and Collect\\\") |Date that should appear on the invoice and credit memo being generated, as `yyyy-mm-dd`. |\\n| targetDate | 215.0 and later | [Invoice and Collect](https://www.zuora.com/developer/api-reference/#operation/POST_TransactionInvoicePayment \\\"Invoice and Collect\\\") |Date through which to calculate charges on this account if an invoice or a credit memo is generated, as `yyyy-mm-dd`. |\\n| memoItemAmount | 223.0 and earlier | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\") | Amount of the memo item. |\\n| amount | 224.0 and later | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\") | Amount of the memo item. |\\n| subscriptionNumbers | 222.4 and earlier | [Create order](https://www.zuora.com/developer/api-reference/#operation/POST_Order \\\"Create order\\\") | Container for the subscription numbers of the subscriptions in an order. |\\n| subscriptions | 223.0 and later | [Create order](https://www.zuora.com/developer/api-reference/#operation/POST_Order \\\"Create order\\\") | Container for the subscription numbers and statuses in an order. |\\n| creditTaxItems | 238.0 and earlier | [Get credit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItems \\\"Get credit memo items\\\"); [Get credit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItem \\\"Get credit memo item\\\") | Container for the taxation items of the credit memo item. |\\n| taxItems | 238.0 and earlier | [Get debit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItems \\\"Get debit memo items\\\"); [Get debit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItem \\\"Get debit memo item\\\") | Container for the taxation items of the debit memo item. |\\n| taxationItems | 239.0 and later | [Get credit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItems \\\"Get credit memo items\\\"); [Get credit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItem \\\"Get credit memo item\\\"); [Get debit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItems \\\"Get debit memo items\\\"); [Get debit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItem \\\"Get debit memo item\\\") | Container for the taxation items of the memo item. |\\n| chargeId | 256.0 and earlier | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\") | ID of the product rate plan charge that the memo is created from. |\\n| productRatePlanChargeId | 257.0 and later | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\") | ID of the product rate plan charge that the memo is created from. |\\n| comment | 256.0 and earlier | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\"); [Create credit memo from invoice](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromInvoice \\\"Create credit memo from invoice\\\"); [Create debit memo from invoice](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromInvoice \\\"Create debit memo from invoice\\\"); [Get credit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItems \\\"Get credit memo items\\\"); [Get credit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItem \\\"Get credit memo item\\\"); [Get debit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItems \\\"Get debit memo items\\\"); [Get debit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItem \\\"Get debit memo item\\\") | Comments about the product rate plan charge, invoice item, or memo item. |\\n| description | 257.0 and later | [Create credit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromPrpc \\\"Create credit memo from charge\\\"); [Create debit memo from charge](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromPrpc \\\"Create debit memo from charge\\\"); [Create credit memo from invoice](https://www.zuora.com/developer/api-reference/#operation/POST_CreditMemoFromInvoice \\\"Create credit memo from invoice\\\"); [Create debit memo from invoice](https://www.zuora.com/developer/api-reference/#operation/POST_DebitMemoFromInvoice \\\"Create debit memo from invoice\\\"); [Get credit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItems \\\"Get credit memo items\\\"); [Get credit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_CreditMemoItem \\\"Get credit memo item\\\"); [Get debit memo items](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItems \\\"Get debit memo items\\\"); [Get debit memo item](https://www.zuora.com/developer/api-reference/#operation/GET_DebitMemoItem \\\"Get debit memo item\\\") | Description of the the product rate plan charge, invoice item, or memo item. |\\n\\n\\n#### Version 207.0 and Later\\n\\nThe response structure of the [Preview Subscription](https://www.zuora.com/developer/api-reference/#operation/POST_SubscriptionPreview \\\"Preview Subscription\\\") and [Update Subscription](https://www.zuora.com/developer/api-reference/#operation/PUT_Subscription \\\"Update Subscription\\\") methods are changed. The following invoice related response fields are moved to the invoice container:\\n\\n * amount\\n * amountWithoutTax\\n * taxAmount\\n * invoiceItems\\n * targetDate\\n * chargeMetrics\\n\\n# Zuora Billing Object Model\\n\\nThe following diagram is a high-level view of how key business objects are related to one another within Zuora Billing.\\n\\nClick the diagram to open it in a new tab and zoom in.\\nFor more information about the different sections of the diagram, see\\nZuora Billing business object model.\\n\\n\\\"Zuora\\n\\nThis diagram is intended to provide a conceptual understanding; it does not illustrate a specific way to integrate with Zuora.\\n\\nThe diagram includes the Orders feature and the Invoice Settlement feature.\\nIf your organization does not use either of these features, see\\nZuora Billing business object model prior to Orders and Invoice Settlement\\nfor an alternative diagram.\\n\\n## API Names\\n\\nYou can use the [Describe object](https://www.zuora.com/developer/api-reference/#operation/GET_Describe) operation to list the fields of each Zuora object that is available in your tenant. When you call the operation, you must specify the API name of the Zuora object.\\n\\nThe following table provides the API name of each Zuora object:\\n\\n| Object | API Name |\\n|-----------------------------------------------|--------------------------------------------|\\n| Account | `Account` |\\n| Accounting Code | `AccountingCode` |\\n| Accounting Period | `AccountingPeriod` |\\n| Amendment | `Amendment` |\\n| Application Group | `ApplicationGroup` |\\n| Billing Run |

`BillingRun` - API name used in the [Describe object](https://www.zuora.com/developer/api-reference/#operation/GET_Describe) operation, Export ZOQL queries, and Data Query.

`BillRun` - API name used in the [Actions](https://www.zuora.com/developer/api-reference/#tag/Actions). See the CRUD oprations of [Bill Run](https://www.zuora.com/developer/api-reference/#tag/Bill-Run) for more information about the `BillRun` object. `BillingRun` and `BillRun` have different fields. |\\n| Contact | `Contact` |\\n| Contact Snapshot | `ContactSnapshot` |\\n| Credit Balance Adjustment | `CreditBalanceAdjustment` |\\n| Credit Memo | `CreditMemo` |\\n| Credit Memo Application | `CreditMemoApplication` |\\n| Credit Memo Application Item | `CreditMemoApplicationItem` |\\n| Credit Memo Item | `CreditMemoItem` |\\n| Credit Memo Part | `CreditMemoPart` |\\n| Credit Memo Part Item | `CreditMemoPartItem` |\\n| Credit Taxation Item | `CreditTaxationItem` |\\n| Custom Exchange Rate | `FXCustomRate` |\\n| Debit Memo | `DebitMemo` |\\n| Debit Memo Item | `DebitMemoItem` |\\n| Debit Taxation Item | `DebitTaxationItem` |\\n| Discount Applied Metrics | `DiscountAppliedMetrics` |\\n| Entity | `Tenant` |\\n| Feature | `Feature` |\\n| Gateway Reconciliation Event | `PaymentGatewayReconciliationEventLog` |\\n| Gateway Reconciliation Job | `PaymentReconciliationJob` |\\n| Gateway Reconciliation Log | `PaymentReconciliationLog` |\\n| Invoice | `Invoice` |\\n| Invoice Adjustment | `InvoiceAdjustment` |\\n| Invoice Item | `InvoiceItem` |\\n| Invoice Item Adjustment | `InvoiceItemAdjustment` |\\n| Invoice Payment | `InvoicePayment` |\\n| Journal Entry | `JournalEntry` |\\n| Journal Entry Item | `JournalEntryItem` |\\n| Journal Run | `JournalRun` |\\n| Order | `Order` |\\n| Order Action | `OrderAction` |\\n| Order ELP | `OrderElp` |\\n| Order Line Items | `OrderLineItems` | \\n| Order Item | `OrderItem` |\\n| Order MRR | `OrderMrr` |\\n| Order Quantity | `OrderQuantity` |\\n| Order TCB | `OrderTcb` |\\n| Order TCV | `OrderTcv` |\\n| Payment | `Payment` |\\n| Payment Application | `PaymentApplication` |\\n| Payment Application Item | `PaymentApplicationItem` |\\n| Payment Method | `PaymentMethod` |\\n| Payment Method Snapshot | `PaymentMethodSnapshot` |\\n| Payment Method Transaction Log | `PaymentMethodTransactionLog` |\\n| Payment Method Update | `UpdaterDetail` |\\n| Payment Part | `PaymentPart` |\\n| Payment Part Item | `PaymentPartItem` |\\n| Payment Run | `PaymentRun` |\\n| Payment Transaction Log | `PaymentTransactionLog` |\\n| Processed Usage | `ProcessedUsage` |\\n| Product | `Product` |\\n| Product Feature | `ProductFeature` |\\n| Product Rate Plan | `ProductRatePlan` |\\n| Product Rate Plan Charge | `ProductRatePlanCharge` |\\n| Product Rate Plan Charge Tier | `ProductRatePlanChargeTier` |\\n| Rate Plan | `RatePlan` |\\n| Rate Plan Charge | `RatePlanCharge` |\\n| Rate Plan Charge Tier | `RatePlanChargeTier` |\\n| Refund | `Refund` |\\n| Refund Application | `RefundApplication` |\\n| Refund Application Item | `RefundApplicationItem` |\\n| Refund Invoice Payment | `RefundInvoicePayment` |\\n| Refund Part | `RefundPart` |\\n| Refund Part Item | `RefundPartItem` |\\n| Refund Transaction Log | `RefundTransactionLog` |\\n| Revenue Charge Summary | `RevenueChargeSummary` |\\n| Revenue Charge Summary Item | `RevenueChargeSummaryItem` |\\n| Revenue Event | `RevenueEvent` |\\n| Revenue Event Credit Memo Item | `RevenueEventCreditMemoItem` |\\n| Revenue Event Debit Memo Item | `RevenueEventDebitMemoItem` |\\n| Revenue Event Invoice Item | `RevenueEventInvoiceItem` |\\n| Revenue Event Invoice Item Adjustment | `RevenueEventInvoiceItemAdjustment` |\\n| Revenue Event Item | `RevenueEventItem` |\\n| Revenue Event Item Credit Memo Item | `RevenueEventItemCreditMemoItem` |\\n| Revenue Event Item Debit Memo Item | `RevenueEventItemDebitMemoItem` |\\n| Revenue Event Item Invoice Item | `RevenueEventItemInvoiceItem` |\\n| Revenue Event Item Invoice Item Adjustment | `RevenueEventItemInvoiceItemAdjustment` |\\n| Revenue Event Type | `RevenueEventType` |\\n| Revenue Schedule | `RevenueSchedule` |\\n| Revenue Schedule Credit Memo Item | `RevenueScheduleCreditMemoItem` |\\n| Revenue Schedule Debit Memo Item | `RevenueScheduleDebitMemoItem` |\\n| Revenue Schedule Invoice Item | `RevenueScheduleInvoiceItem` |\\n| Revenue Schedule Invoice Item Adjustment | `RevenueScheduleInvoiceItemAdjustment` |\\n| Revenue Schedule Item | `RevenueScheduleItem` |\\n| Revenue Schedule Item Credit Memo Item | `RevenueScheduleItemCreditMemoItem` |\\n| Revenue Schedule Item Debit Memo Item | `RevenueScheduleItemDebitMemoItem` |\\n| Revenue Schedule Item Invoice Item | `RevenueScheduleItemInvoiceItem` |\\n| Revenue Schedule Item Invoice Item Adjustment | `RevenueScheduleItemInvoiceItemAdjustment` |\\n| Subscription | `Subscription` |\\n| Subscription Product Feature | `SubscriptionProductFeature` |\\n| Taxable Item Snapshot | `TaxableItemSnapshot` |\\n| Taxation Item | `TaxationItem` |\\n| Updater Batch | `UpdaterBatch` |\\n| Usage | `Usage` |\\n\",\"title\":\"API Reference: Billing\",\"version\":\"2021-08-20\",\"x-apisguru-categories\":[\"financial\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_www.zuora.com_wp-content_uploads_2016_10_zuora-dev-logo-api-ref.svg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://www.zuora.com/wp-content/themes/zuora/yaml/swagger.yaml?v-7.0\",\"version\":\"3.0\"}],\"x-providerName\":\"zuora.com\"},\"updated\":\"2021-08-23T09:34:59.789Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/zuora.com/2021-08-20/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/zuora.com/2021-08-20/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}}]}]}" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "val _df1 = DataFrame.readJson(\n", " path = \"../../idea-examples/json/src/main/resources/api_guru_list.json\",\n", @@ -99,10 +85,834 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:33.514783897Z", - "start_time": 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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. 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Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. 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To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-22T23:16:57.458Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"50\",\"versions\":{\"data\":[{\"key\":\"50\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"converter\":{\"data\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":4,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-18T13:57:32.889Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:FundService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:HopService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"data\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. Subscriptions are managed through the Notification Configuration API. The API specifications listed here detail the format of each notification.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notifications\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/MarketPayNotificationService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"MarketPayNotificationService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:NotificationConfigurationService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Notification Configuration API provides endpoints for setting up and testing notifications that inform you of events on your platform, for example when a KYC check or a payout has been completed.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\\n## Authentication\\nTo connect to the Notification Configuration API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Notification/v6/createNotificationConfiguration\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notification Configuration API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/NotificationConfigurationService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"NotificationConfigurationService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PaymentService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to initiate, settle, and modify payments on the Adyen payments platform. You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. 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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"adafruit.com\"},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"}}]}},{\"key\":\"adobe.com:aem\",\"value\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"preferred\":\"3.5.0-pre.0\",\"versions\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"info\":{\"contact\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. 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You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"updated\":\"2021-11-22T23:16:57.458Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"50\",\"versions\":[{\"key\":\"50\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. 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For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"updated\":\"2021-06-18T13:57:32.889Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"}}]}},{\"key\":\"adyen.com:FundService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:HopService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2021-06-21T10:54:37.877Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. 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If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Notification/v6/createNotificationConfiguration\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notification Configuration API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/NotificationConfigurationService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"NotificationConfigurationService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:PaymentService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"A set of API endpoints that allow you to initiate, settle, and modify payments on the Adyen payments platform. You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"}}]}}]}" - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "val df1 = _df1.value.first()\n", "df1" @@ -135,10 +933,1347 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:34.029627885Z", - "start_time": "2024-01-15T11:04:33.225471419Z" + "end_time": "2024-03-12T14:49:15.987545911Z", + "start_time": "2024-03-12T14:49:14.799169421Z" } - } + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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Extra information can be retrieved like the currency, flag or language associated to an IP.\",\"title\":\"IP geolocation API\",\"version\":\"1.0.0\",\"x-apisguru-categories\":[\"location\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_global-uploads.webflow.com_5ebbd0a566a3996636e55959_5ec2ba29feeeb05d69160e7b_webclip.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://documentation.abstractapi.com/ip-geolocation-openapi.json\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"abstractapi.com\",\"x-serviceName\":\"geolocation\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"externalDocs\":{\"data\":{\"description\":\"API Documentation\",\"url\":\"https://www.abstractapi.com/ip-geolocation-api#docs\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/abstractapi.com/geolocation/1.0.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/abstractapi.com/geolocation/1.0.0/openapi.yaml\",\"openapiVer\":\"3.0.1\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adafruit.com\",\"value\":{\"data\":{\"added\":\"2018-02-10T10:41:43.000Z\",\"preferred\":\"2.0.0\",\"versions\":{\"data\":[{\"key\":\"2.0.0\",\"value\":{\"data\":{\"added\":\"2018-02-10T10:41:43.000Z\",\"info\":{\"data\":{\"description\":\"### The Internet of Things for Everyone\\n\\nThe Adafruit IO HTTP API provides access to your Adafruit IO data from any programming language or hardware environment that can speak HTTP. The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adafruit.com\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adobe.com:aem\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"preferred\":\"3.5.0-pre.0\",\"versions\":{\"data\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34.000Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-22T23:16:57.458Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"50\",\"versions\":{\"data\":[{\"key\":\"50\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"converter\":{\"data\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":4,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-18T13:57:32.889Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:FundService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:HopService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. 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If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Notification/v6/createNotificationConfiguration\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notification Configuration API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/NotificationConfigurationService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"NotificationConfigurationService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PaymentService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to initiate, settle, and modify payments on the Adyen payments platform. You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475Z\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544Z\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\"},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 }, { "cell_type": "markdown", @@ -159,26 +2294,28 @@ }, { "cell_type": "code", - "execution_count": 13, + "source": [ + "val ApiGuru = importDataSchema(File(\"ApiGuruOpenApi.yaml\"))" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-03-12T14:49:21.509015209Z", + "start_time": "2024-03-12T14:49:15.996993684Z" + } + }, "outputs": [ { "data": { - "text/plain": "Data schema successfully imported as ApiGuru: ApiGuruDataSchema" + "text/plain": [ + "Data schema successfully imported as ApiGuru: ApiGuruDataSchema" + ] }, "metadata": {}, "output_type": "display_data" } ], - "source": [ - "val ApiGuru = importDataSchema(File(\"ApiGuruOpenApi.yaml\"))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-01-15T11:04:36.402936260Z", - "start_time": "2024-01-15T11:04:33.412710816Z" - } - } + "execution_count": 5 }, { "cell_type": "markdown", @@ -191,18 +2328,6 @@ }, { "cell_type": "code", - "execution_count": 14, - "outputs": [ - { - "data": { - "text/html": " \n \n \n \n \n \n
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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"adafruit.com\"},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\",\"externalDocs\":null}}]}},{\"key\":\"adobe.com:aem\",\"value\":{\"added\":\"2019-01-03T07:01:34\",\"preferred\":\"3.5.0-pre.0\",\"versions\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"added\":\"2019-01-03T07:01:34\",\"info\":{\"contact\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"added\":\"2021-06-14T12:42:12.263\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-14T12:42:12.263\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"updated\":\"2021-11-22T23:16:57.458\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"50\",\"versions\":[{\"key\":\"50\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"added\":\"2021-06-18T13:57:32.889\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-18T13:57:32.889\",\"info\":{\"contact\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"updated\":\"2021-06-18T13:57:32.889\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:FundService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:HopService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"added\":\"2021-06-21T10:54:37.877\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2021-06-21T10:54:37.877\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. Subscriptions are managed through the Notification Configuration API. 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You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. 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If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}}]}" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "val df2 = ApiGuru.APIs.readJson(\"../../idea-examples/json/src/main/resources/api_guru_list.json\")\n", "\n", @@ -211,34 +2336,1409 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:40.201248612Z", - "start_time": "2024-01-15T11:04:36.278471819Z" + "end_time": "2024-03-12T14:49:26.648942079Z", + "start_time": "2024-03-12T14:49:21.533321565Z" } - } - }, - { - "cell_type": "code", - "execution_count": 15, + }, "outputs": [ { "data": { - "text/plain": "key: String\nvalue:\n added: kotlinx.datetime.LocalDateTime\n preferred: String\n versions: *\n key: String\n value:\n added: kotlinx.datetime.LocalDateTime\n externalDocs:\n\n info:\n\n openapiVer: String\n swaggerUrl: String\n swaggerYamlUrl: String\n updated: kotlinx.datetime.LocalDateTime?\n\n\n" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adafruit.com\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adobe.com:aem\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34\",\"preferred\":\"3.5.0-pre.0\",\"versions\":{\"data\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-22T23:16:57.458\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"50\",\"versions\":{\"data\":[{\"key\":\"50\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"converter\":{\"data\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":4,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-18T13:57:32.889\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:FundService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. 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Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. 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If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. 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You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, - "execution_count": 15, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], + "execution_count": 6 + }, + { + "cell_type": "code", "source": [ "df2.schema()" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:40.271084739Z", - "start_time": "2024-01-15T11:04:40.205286229Z" + "end_time": "2024-03-12T14:49:26.741346671Z", + "start_time": "2024-03-12T14:49:26.656580455Z" } - } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "key: String\n", + "value:\n", + " added: kotlinx.datetime.LocalDateTime\n", + " preferred: String\n", + " versions: *\n", + " key: String\n", + " value:\n", + " added: kotlinx.datetime.LocalDateTime\n", + " externalDocs:\n", + "\n", + " info:\n", + "\n", + " openapiVer: String\n", + " swaggerUrl: String\n", + " swaggerYamlUrl: String\n", + " updated: kotlinx.datetime.LocalDateTime?\n", + "\n", + "\n" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 7 }, { "cell_type": "markdown", @@ -251,18 +3751,6 @@ }, { "cell_type": "code", - "execution_count": 16, - "outputs": [ - { - "data": { - "text/html": " \n \n \n \n \n \n
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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"x-providerName\":\"adafruit.com\"},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\",\"externalDocs\":null}}]}},{\"key\":\"adobe.com:aem\",\"value\":{\"added\":\"2019-01-03T07:01:34\",\"preferred\":\"3.5.0-pre.0\",\"versions\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"added\":\"2019-01-03T07:01:34\",\"info\":{\"contact\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"added\":\"2021-06-14T12:42:12.263\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-14T12:42:12.263\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"updated\":\"2021-11-22T23:16:57.458\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"50\",\"versions\":[{\"key\":\"50\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"added\":\"2021-06-18T13:57:32.889\",\"preferred\":\"1\",\"versions\":[{\"key\":\"1\",\"value\":{\"added\":\"2021-06-18T13:57:32.889\",\"info\":{\"contact\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"converter\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"updated\":\"2021-06-18T13:57:32.889\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:FundService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:HopService\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"added\":\"2021-06-21T10:54:37.877\",\"preferred\":\"6\",\"versions\":[{\"key\":\"6\",\"value\":{\"added\":\"2021-06-21T10:54:37.877\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. Subscriptions are managed through the Notification Configuration API. 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If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. 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You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. 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If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}},{\"key\":\"adyen.com:RecurringService\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":[{\"key\":\"68\",\"value\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"contact\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"description\":\"The Recurring APIs allow you to manage and remove your tokens or saved payment details. Tokens should be created with validation during a payment request.\\n\\nFor more information, refer to our [Tokenization documentation](https://docs.adyen.com/online-payments/tokenization).\\n## Authentication\\nTo connect to the Recurring API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nRecurring API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Recurring/v68/disable\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Recurring API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"x-origin\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/RecurringService-v68.json\",\"version\":\"3.1\"}],\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"RecurringService\"},\"updated\":\"2021-11-02T23:15:52.596\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":null}}]}}]}" - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "// For instance: filter the APIs for having recent updates.\n", "df2.filter {\n", @@ -274,10 +3762,1370 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-01-15T11:04:41.302240820Z", - "start_time": "2024-01-15T11:04:40.264827498Z" + "end_time": "2024-03-12T14:49:27.222410125Z", + "start_time": "2024-03-12T14:49:26.746585643Z" } - } + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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The easiest way to get started is with [an Adafruit IO learn guide](https://learn.adafruit.com/series/adafruit-io-basics) and [a simple Internet of Things capable device like the Feather Huzzah](https://www.adafruit.com/product/2821).\\n\\nThis API documentation is hosted on GitHub Pages and is available at [https://github.com/adafruit/io-api](https://github.com/adafruit/io-api). For questions or comments visit the [Adafruit IO Forums](https://forums.adafruit.com/viewforum.php?f=56) or the [adafruit-io channel on the Adafruit Discord server](https://discord.gg/adafruit).\\n\\n#### Authentication\\n\\nAuthentication for every API request happens through the `X-AIO-Key` header or query parameter and your IO API key. A simple cURL request to get all available feeds for a user with the username \\\"io_username\\\" and the key \\\"io_key_12345\\\" could look like this:\\n\\n $ curl -H \\\"X-AIO-Key: io_key_12345\\\" https://io.adafruit.com/api/v2/io_username/feeds\\n\\nOr like this:\\n\\n $ curl \\\"https://io.adafruit.com/api/v2/io_username/feeds?X-AIO-Key=io_key_12345\\n\\nUsing the node.js [request](https://github.com/request/request) library, IO HTTP requests are as easy as:\\n\\n```js\\nvar request = require('request');\\n\\nvar options = {\\n url: 'https://io.adafruit.com/api/v2/io_username/feeds',\\n headers: {\\n 'X-AIO-Key': 'io_key_12345',\\n 'Content-Type': 'application/json'\\n }\\n};\\n\\nfunction callback(error, response, body) {\\n if (!error && response.statusCode == 200) {\\n var feeds = JSON.parse(body);\\n console.log(feeds.length + \\\" FEEDS AVAILABLE\\\");\\n\\n feeds.forEach(function (feed) {\\n console.log(feed.name, feed.key);\\n })\\n }\\n}\\n\\nrequest(options, callback);\\n```\\n\\nUsing the ESP8266 Arduino HTTPClient library, an HTTPS GET request would look like this (replacing `---` with your own values in the appropriate locations):\\n\\n```arduino\\n/// based on\\n/// https://github.com/esp8266/Arduino/blob/master/libraries/ESP8266HTTPClient/examples/Authorization/Authorization.ino\\n\\n#include \\n#include \\n#include \\n#include \\n\\nESP8266WiFiMulti WiFiMulti;\\n\\nconst char* ssid = \\\"---\\\";\\nconst char* password = \\\"---\\\";\\n\\nconst char* host = \\\"io.adafruit.com\\\";\\n\\nconst char* io_key = \\\"---\\\";\\nconst char* path_with_username = \\\"/api/v2/---/dashboards\\\";\\n\\n// Use web browser to view and copy\\n// SHA1 fingerprint of the certificate\\nconst char* fingerprint = \\\"77 00 54 2D DA E7 D8 03 27 31 23 99 EB 27 DB CB A5 4C 57 18\\\";\\n\\nvoid setup() {\\n Serial.begin(115200);\\n\\n for(uint8_t t = 4; t > 0; t--) {\\n Serial.printf(\\\"[SETUP] WAIT %d...\\\\n\\\", t);\\n Serial.flush();\\n delay(1000);\\n }\\n\\n WiFi.mode(WIFI_STA);\\n WiFiMulti.addAP(ssid, password);\\n\\n // wait for WiFi connection\\n while(WiFiMulti.run() != WL_CONNECTED) {\\n Serial.print('.');\\n delay(1000);\\n }\\n\\n Serial.println(\\\"[WIFI] connected!\\\");\\n\\n HTTPClient http;\\n\\n // start request with URL and TLS cert fingerprint for verification\\n http.begin(\\\"https://\\\" + String(host) + String(path_with_username), fingerprint);\\n\\n // IO API authentication\\n http.addHeader(\\\"X-AIO-Key\\\", io_key);\\n\\n // start connection and send HTTP header\\n int httpCode = http.GET();\\n\\n // httpCode will be negative on error\\n if(httpCode > 0) {\\n // HTTP header has been send and Server response header has been handled\\n Serial.printf(\\\"[HTTP] GET response: %d\\\\n\\\", httpCode);\\n\\n // HTTP 200 OK\\n if(httpCode == HTTP_CODE_OK) {\\n String payload = http.getString();\\n Serial.println(payload);\\n }\\n\\n http.end();\\n }\\n}\\n\\nvoid loop() {}\\n```\\n\\n#### Client Libraries\\n\\nWe have client libraries to help you get started with your project: [Python](https://github.com/adafruit/io-client-python), [Ruby](https://github.com/adafruit/io-client-ruby), [Arduino C++](https://github.com/adafruit/Adafruit_IO_Arduino), [Javascript](https://github.com/adafruit/adafruit-io-node), and [Go](https://github.com/adafruit/io-client-go) are available. They're all open source, so if they don't already do what you want, you can fork and add any feature you'd like.\\n\\n\",\"title\":\"Adafruit IO REST API\",\"version\":\"2.0.0\",\"x-apisguru-categories\":[\"iot\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_adafruit_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"swagger\",\"url\":\"https://raw.githubusercontent.com/adafruit/io-api/gh-pages/v2.json\",\"version\":\"2.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adafruit.com\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adafruit.com/2.0.0/swagger.yaml\",\"openapiVer\":\"2.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adobe.com:aem\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34\",\"preferred\":\"3.5.0-pre.0\",\"versions\":{\"data\":[{\"key\":\"3.5.0-pre.0\",\"value\":{\"data\":{\"added\":\"2019-01-03T07:01:34\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"opensource@shinesolutions.com\",\"name\":\"Shine Solutions\",\"url\":\"http://shinesolutions.com\",\"x-twitter\":\"Adobe\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Swagger AEM is an OpenAPI specification for Adobe Experience Manager (AEM) API\",\"title\":\"Adobe Experience Manager (AEM) API\",\"version\":\"3.5.0-pre.0\",\"x-apisguru-categories\":[\"marketing\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adobe_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/shinesolutions/swagger-aem/master/conf/api.yml\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adobe.com\",\"x-serviceName\":\"aem\",\"x-unofficialSpec\":true},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-21T12:16:53.715\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adobe.com/aem/3.5.0-pre.0/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:AccountService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Account API provides endpoints for managing account-related entities on your platform. These related entities include account holders, accounts, bank accounts, shareholders, and KYC-related documents. The management operations include actions such as creation, retrieval, updating, and deletion of them.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Account API, you must use basic authentication credentials of your web service user. If you don't have one, contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Account API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Account/v6/createAccountHolder\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Account API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/AccountService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"AccountService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/AccountService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BalancePlatformService\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-14T12:42:12.263\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Balance Platform API enables you to create a platform, onboard users as account holders, create balance accounts, and issue cards.\\n\\nFor information about use cases, refer to [Adyen Issuing](https://docs.adyen.com/issuing).\\n\\n ## Authentication\\nYour Adyen contact will provide your API credential and an API key. To connect to the API, add an `X-API-Key` header with the API key as the value, for example:\\n\\n ```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: YOUR_API_KEY\\\" \\\\\\n...\\n```\\n\\nAlternatively, you can use the username and password to connect to the API using basic authentication. For example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-U \\\"ws@BalancePlatform.YOUR_BALANCE_PLATFORM\\\":\\\"YOUR_WS_PASSWORD\\\" \\\\\\n...\\n```\\n## Versioning\\nBalance Platform API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://balanceplatform-api-test.adyen.com/bcl/v1\\n```\\n## Going live\\nWhen going live, your Adyen contact will provide your API credential for the live environment. You can then use the API key or the username and password to send requests to `https://balanceplatform-api-live.adyen.com/bcl/v1`.\\n\\nFor more information, refer to our [Going live documentation](https://docs.adyen.com/issuing/integration-checklist#going-live).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Issuing: Balance Platform API\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BalancePlatformService-v1.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BalancePlatformService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-22T23:16:57.458\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BalancePlatformService/1/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:BinLookupService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"50\",\"versions\":{\"data\":[{\"key\":\"50\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The BIN Lookup API provides endpoints for retrieving information, such as cost estimates, and 3D Secure supported version based on a given BIN.\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen BinLookup API\",\"version\":\"50\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/BinLookupService-v50.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"BinLookupService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/BinLookupService/50/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"Adyen Checkout API provides a simple and flexible way to initiate and authorise online payments. You can use the same integration for payments made with cards (including 3D Secure), mobile wallets, and local payment methods (for example, iDEAL and Sofort).\\n\\nThis API reference provides information on available endpoints and how to interact with them. To learn more about the API, visit [Checkout documentation](https://docs.adyen.com/online-payments).\\n\\n## Authentication\\nEach request to the Checkout API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the API key](https://docs.adyen.com/development-resources/api-credentials#generate-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v68/payments\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Checkout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_adyen.com_.resources_adyen-website_themes_images_apple-icon-180x180.png\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/CheckoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"CheckoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:CheckoutUtilityService\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889\",\"preferred\":\"1\",\"versions\":{\"data\":[{\"key\":\"1\",\"value\":{\"data\":{\"added\":\"2021-06-18T13:57:32.889\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"support@adyen.com\",\"name\":\"Adyen Support\",\"url\":\"https://support.adyen.com/\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A web service containing utility functions available for merchants integrating with Checkout APIs.\\n## Authentication\\nEach request to the Checkout Utility API must be signed with an API key. For this, obtain an API Key from your Customer Area, as described in [How to get the Checkout API key](https://docs.adyen.com/developers/user-management/how-to-get-the-checkout-api-key). Then set this key to the `X-API-Key` header value, for example:\\n\\n```\\ncurl\\n-H \\\"Content-Type: application/json\\\" \\\\\\n-H \\\"X-API-Key: Your_Checkout_API_key\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate a new API Key to access the [live endpoints](https://docs.adyen.com/developers/api-reference/live-endpoints).\\n\\n## Versioning\\nCheckout API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://checkout-test.adyen.com/v1/originKeys\\n```\",\"termsOfService\":\"https://docs.adyen.com/legal/terms-conditions\",\"title\":\"Adyen Checkout Utility Service\",\"version\":\"1\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"converter\":{\"data\":{\"url\":\"https://github.com/lucybot/api-spec-converter\",\"version\":\"2.7.11\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/adyen/adyen-openapi/master/specs/3.0/CheckoutUtilityService-v1.json\",\"version\":\"3.0\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":4,\"nrow\":1}},\"x-providerName\":\"adyen.com\",\"x-serviceName\":\"CheckoutUtilityService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-06-18T13:57:32.889\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/CheckoutUtilityService/1/openapi.yaml\",\"openapiVer\":\"3.0.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:FundService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Fund API provides endpoints for managing the funds in the accounts on your platform. These management operations include actions such as the transfer of funds from one account to another, the payout of funds to an account holder, and the retrieval of balances in an account.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms).\\n## Authentication\\nTo connect to the Fund API, you must use basic authentication credentials of your web service user. If you don't have one, please contact the [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Fund API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Fund/v6/accountHolderBalance\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Fund API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/FundService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"FundService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/FundService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:HopService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Hosted onboarding API provides endpoints that you can use to generate links to Adyen-hosted pages, such as an [onboarding page](https://docs.adyen.com/platforms/hosted-onboarding-page) or a [PCI compliance questionnaire](https://docs.adyen.com/platforms/platforms-for-partners). Then you can provide the link to your account holder so they can complete their onboarding.\\n\\n## Authentication\\nTo connect to the Hosted onboarding API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use your credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Hosted onboarding API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Hop/v6/getOnboardingUrl\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Hosted Onboarding\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/HopService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"HopService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-01T23:17:40.475\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/HopService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:MarketPayNotificationService\",\"value\":{\"data\":{\"added\":\"2021-06-21T10:54:37.877\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2021-06-21T10:54:37.877\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Notification API sends notifications to the endpoints specified in a given subscription. Subscriptions are managed through the Notification Configuration API. The API specifications listed here detail the format of each notification.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notifications\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/MarketPayNotificationService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"MarketPayNotificationService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/MarketPayNotificationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:NotificationConfigurationService\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"preferred\":\"6\",\"versions\":{\"data\":[{\"key\":\"6\",\"value\":{\"data\":{\"added\":\"2020-11-03T12:51:40.318\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Notification Configuration API provides endpoints for setting up and testing notifications that inform you of events on your platform, for example when a KYC check or a payout has been completed.\\n\\nFor more information, refer to our [documentation](https://docs.adyen.com/platforms/notifications).\\n## Authentication\\nTo connect to the Notification Configuration API, you must use basic authentication credentials of your web service user. If you don't have one, contact our [Adyen Support Team](https://support.adyen.com/hc/en-us/requests/new). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@MarketPlace.YourMarketPlace\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nThe Notification Configuration API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://cal-test.adyen.com/cal/services/Notification/v6/createNotificationConfiguration\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen for Platforms: Notification Configuration API\",\"version\":\"6\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image.jpeg\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/NotificationConfigurationService-v6.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"NotificationConfigurationService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/NotificationConfigurationService/6/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PaymentService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to initiate, settle, and modify payments on the Adyen payments platform. You can use the API to accept card payments (including One-Click and 3D Secure), bank transfers, ewallets, and many other payment methods.\\n\\nTo learn more about the API, visit [Classic integration](https://docs.adyen.com/classic-integration).\\n\\n## Authentication\\nTo connect to the Payments API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nPayments API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Payment/v68/authorise\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payment API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PaymentService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PaymentService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PaymentService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:PayoutService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"A set of API endpoints that allow you to store payout details, confirm, or decline a payout.\\n\\nFor more information, refer to [Online payouts](https://docs.adyen.com/online-payments/online-payouts).\\n## Authentication\\nTo use the Payout API, you need to have [two API credentials](https://docs.adyen.com/online-payments/online-payouts#payouts-to-bank-accounts-and-wallets): one for storing payout details and submitting payouts, and another one for confirming or declining payouts. If you don't have the required API credentials, contact our [Support Team](https://support.adyen.com/hc/en-us/requests/new).\\n\\nBoth of these API credentials must be authenticated with [basic authentication](https://docs.adyen.com/development-resources/api-credentials#basic-authentication).The following example shows how to authenticate your request when submitting a payout:\\n\\n```\\ncurl\\n-U \\\"storePayout@Company.[YourCompany]\\\":\\\"YourBasicAuthenticationPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nWhen going live, you need to generate new API credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Payout API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/PayoutService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"PayoutService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-12T23:18:19.544\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/PayoutService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"key\":\"adyen.com:RecurringService\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"preferred\":\"68\",\"versions\":{\"data\":[{\"key\":\"68\",\"value\":{\"data\":{\"added\":\"2021-11-01T23:17:40.475\",\"info\":{\"data\":{\"contact\":{\"data\":{\"email\":\"developer-experience@adyen.com\",\"name\":\"Adyen Developer Experience team\",\"url\":\"https://www.adyen.help/hc/en-us/community/topics\",\"x-twitter\":\"Adyen\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"description\":\"The Recurring APIs allow you to manage and remove your tokens or saved payment details. Tokens should be created with validation during a payment request.\\n\\nFor more information, refer to our [Tokenization documentation](https://docs.adyen.com/online-payments/tokenization).\\n## Authentication\\nTo connect to the Recurring API, you must use your basic authentication credentials. For this, create your web service user, as described in [How to get the WS user password](https://docs.adyen.com/development-resources/api-credentials). Then use its credentials to authenticate your request, for example:\\n\\n```\\ncurl\\n-U \\\"ws@Company.YourCompany\\\":\\\"YourWsPassword\\\" \\\\\\n-H \\\"Content-Type: application/json\\\" \\\\\\n...\\n```\\nNote that when going live, you need to generate new web service user credentials to access the [live endpoints](https://docs.adyen.com/development-resources/live-endpoints).\\n\\n## Versioning\\nRecurring API supports versioning of its endpoints through a version suffix in the endpoint URL. This suffix has the following format: \\\"vXX\\\", where XX is the version number.\\n\\nFor example:\\n```\\nhttps://pal-test.adyen.com/pal/servlet/Recurring/v68/disable\\n```\",\"termsOfService\":\"https://www.adyen.com/legal/terms-and-conditions\",\"title\":\"Adyen Recurring API\",\"version\":\"68\",\"x-apisguru-categories\":[\"payment\"],\"x-logo\":{\"data\":{\"url\":\"https://api.apis.guru/v2/cache/logo/https_twitter.com_Adyen_profile_image\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"x-origin\":{\"data\":[{\"format\":\"openapi\",\"url\":\"https://raw.githubusercontent.com/Adyen/adyen-openapi/master/json/RecurringService-v68.json\",\"version\":\"3.1\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":3,\"nrow\":1}},\"x-preferred\":true,\"x-providerName\":\"adyen.com\",\"x-publicVersion\":true,\"x-serviceName\":\"RecurringService\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"updated\":\"2021-11-02T23:15:52.596\",\"swaggerUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.json\",\"swaggerYamlUrl\":\"https://api.apis.guru/v2/specs/adyen.com/RecurringService/68/openapi.yaml\",\"openapiVer\":\"3.1.0\",\"externalDocs\":{\"data\":null,\"metadata\":{\"kind\":\"ColumnGroup\"}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}}},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 8 }, { "cell_type": "markdown", @@ -290,18 +5138,6 @@ }, { "cell_type": "code", - "execution_count": 17, - "outputs": [ - { - "data": { - "text/html": " \n \n \n \n \n \n
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... showing only top 3 of 19 rows

2964206123119
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"numSpecs\",\"numAPIs\",\"numEndpoints\",\"unreachable\",\"invalid\",\"unofficial\",\"fixes\",\"fixedPct\",\"datasets\",\"stars\",\"issues\",\"thisWeek\"],\"nrow\":1,\"ncol\":12},\"kotlin_dataframe\":[{\"numSpecs\":3809,\"numAPIs\":2362,\"numEndpoints\":79405,\"unreachable\":138,\"invalid\":634,\"unofficial\":24,\"fixes\":34001,\"fixedPct\":21.0,\"datasets\":{\"data\":[{\"title\":\"providerCount\",\"data\":{\"data\":[{\"key\":\"adyen.com\",\"value\":69},{\"key\":\"amazonaws.com\",\"value\":295},{\"key\":\"apideck.com\",\"value\":14},{\"key\":\"apisetu.gov.in\",\"value\":181},{\"key\":\"azure.com\",\"value\":1832},{\"key\":\"ebay.com\",\"value\":20},{\"key\":\"fungenerators.com\",\"value\":12},{\"key\":\"googleapis.com\",\"value\":443},{\"key\":\"hubapi.com\",\"value\":11},{\"key\":\"interzoid.com\",\"value\":20},{\"key\":\"mastercard.com\",\"value\":14},{\"key\":\"microsoft.com\",\"value\":27},{\"key\":\"nexmo.com\",\"value\":20},{\"key\":\"nytimes.com\",\"value\":11},{\"key\":\"parliament.uk\",\"value\":11},{\"key\":\"sportsdata.io\",\"value\":35},{\"key\":\"twilio.com\",\"value\":41},{\"key\":\"windows.net\",\"value\":10},{\"key\":\"Others\",\"value\":743}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":19}}}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":1}},\"stars\":2964,\"issues\":206,\"thisWeek\":{\"data\":{\"added\":123,\"updated\":119},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 9 }, { "cell_type": "code", @@ -338,6 +5853,9 @@ "pygments_lexer": "kotlin", "codemirror_mode": "text/x-kotlin", "nbconvert_exporter": "" + }, + "ktnbPluginMetadata": { + "projectLibraries": [] } }, "nbformat": 4, diff --git a/examples/notebooks/movies/movies.ipynb b/examples/notebooks/movies/movies.ipynb index 3a22ec135e..47e9b9ea0e 100644 --- a/examples/notebooks/movies/movies.ipynb +++ b/examples/notebooks/movies/movies.ipynb @@ -45,20 +45,20 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "1fd729ad8300a646", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:15:07.960745751Z", - "start_time": "2023-12-04T19:14:59.420374279Z" + "end_time": "2024-03-13T13:50:58.365138192Z", + "start_time": "2024-03-13T13:50:52.345567953Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors\n", "%use dataframe" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "markdown", @@ -70,18 +70,18 @@ }, { "cell_type": "code", - "execution_count": 2, "id": "4aef5dd1", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:09.913494841Z", - "start_time": "2023-12-04T19:15:07.963790167Z" + "end_time": "2024-03-13T13:50:59.496283013Z", + "start_time": "2024-03-13T13:50:58.387114817Z" } }, - "outputs": [], "source": [ "val rawMovies = DataFrame.read(\"../../idea-examples/movies/src/main/resources/movies.csv\")" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "markdown", @@ -95,14 +95,16 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "ca3dda7f", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:10.251096966Z", - "start_time": "2023-12-04T19:15:09.915149289Z" + "end_time": "2024-03-13T13:50:59.782515511Z", + "start_time": "2024-03-13T13:50:59.507105554Z" } }, + "source": [ + "rawMovies.head()" + ], "outputs": [ { "data": { @@ -285,7 +287,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751936"></table>\n", + " <table class="dataframe" id="df_1962934272"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 3</p>\n", "\n", @@ -569,10 +571,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"movieId: String\">movieId</span>", children: [], rightAlign: false, values: ["9b30aff7943f44579e92c261f3adc193","2a1ba1fc5caf492a80188e032995843e","f44ceb4771504342bb856d76c112d5a6","43d02fb064514ff3bd30d1e3a7398357","6aa0d26a483148998c250b9c80ddf550"] }, \n", "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black (1997)","Bumblebee Movie (2007)","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men (2001)\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel (2001)\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Sun Conflicts: Part IV: A Novel Espair (1977)\">Sun Conflicts: Part IV: A Novel Espai<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy|Suspenseful|Comedy","Comedy|Jazz|Family|Animation","Fantasy|Growing up|Magic","Fantasy|Magic|Suspenseful","Fantasy"] }, \n", - "], id: 771751936, rootId: 771751936, totalRows: 5 } ) });\n", + "], id: 1962934272, rootId: 1962934272, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751936) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934272) });\n", "\n", "\n", " </script>\n", @@ -744,23 +746,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenres
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy
\n", + "
movieIdtitlegenres
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":3,\"columns\":[\"movieId\",\"title\",\"genres\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\"],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\"}]}" }, + "execution_count": 3, "metadata": {}, - "output_type": "execute_result", - "execution_count": 3 + "output_type": "execute_result" } ], - "source": [ - "rawMovies.head()" - ] + "execution_count": 3 }, { "cell_type": "markdown", @@ -793,15 +793,13 @@ }, { "cell_type": "code", - "execution_count": 4, "id": "c6e55d9e", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:11.299669616Z", - "start_time": "2023-12-04T19:15:10.228491322Z" + "end_time": "2024-03-13T13:51:00.596453756Z", + "start_time": "2024-03-13T13:50:59.790778870Z" } }, - "outputs": [], "source": [ "val moviesWithYear = rawMovies\n", " .add(\"year\"/*①*/) { \n", @@ -812,7 +810,9 @@ " ?.toInt()/*⑤*/\n", " ?: -1 /*⑥*/\n", " }" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "markdown", @@ -833,14 +833,16 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "6bcdbe7e", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:11.671323172Z", - "start_time": "2023-12-04T19:15:11.294103236Z" + "end_time": "2024-03-13T13:51:00.716107396Z", + "start_time": "2024-03-13T13:51:00.605616622Z" } }, + "source": [ + "moviesWithYear.head()" + ], "outputs": [ { "data": { @@ -1023,7 +1025,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751938"></table>\n", + " <table class="dataframe" id="df_1962934274"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 4</p>\n", "\n", @@ -1308,10 +1310,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black (1997)","Bumblebee Movie (2007)","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men (2001)\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel (2001)\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Sun Conflicts: Part IV: A Novel Espair (1977)\">Sun Conflicts: Part IV: A Novel Espai<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy|Suspenseful|Comedy","Comedy|Jazz|Family|Animation","Fantasy|Growing up|Magic","Fantasy|Magic|Suspenseful","Fantasy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>"] }, \n", - "], id: 771751938, rootId: 771751938, totalRows: 5 } ) });\n", + "], id: 1962934274, rootId: 1962934274, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751938) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934274) });\n", "\n", "\n", " </script>\n", @@ -1483,23 +1485,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy1977
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy1977
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":4,\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\",\"year\":1977}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"nrow\":5,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\",\"year\":1977}]}" }, + "execution_count": 5, "metadata": {}, - "output_type": "execute_result", - "execution_count": 5 + "output_type": "execute_result" } ], - "source": [ - "moviesWithYear.head()" - ] + "execution_count": 5 }, { "cell_type": "markdown", @@ -1527,21 +1527,21 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "e9d93026", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:12.110393808Z", - "start_time": "2023-12-04T19:15:11.461326766Z" + "end_time": "2024-03-13T13:51:00.947042656Z", + "start_time": "2024-03-13T13:51:00.720957345Z" } }, - "outputs": [], "source": [ "val movies = moviesWithYear\n", " .update(\"title\") {\n", " \"\\\\s*\\\\(\\\\d{4}\\\\)\\\\s*$\".toRegex().replace(title, \"\")\n", " }" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "markdown", @@ -1555,14 +1555,16 @@ }, { "cell_type": "code", - "execution_count": 7, "id": "b1c3ea1b", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:12.373554502Z", - "start_time": "2023-12-04T19:15:11.692874632Z" + "end_time": "2024-03-13T13:51:01.181682082Z", + "start_time": "2024-03-13T13:51:00.953205517Z" } }, + "source": [ + "movies.filter { year >= 1920 }" + ], "outputs": [ { "data": { @@ -1745,7 +1747,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751940"></table>\n", + " <table class="dataframe" id="df_1962934276"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 20, columnsCount = 4</p>\n", "\n", @@ -2030,10 +2032,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an Iceberg","Vehicles","Playthings Tale","Metal Man 2","Surgeon Odd in the Omniverse of Crazy","Bad Dream on Pine Street","The Shimmering","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>","This is No Movie"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy|Suspenseful|Comedy","Comedy|Jazz|Family|Animation","Fantasy|Growing up|Magic","Fantasy|Magic|Suspenseful","Fantasy","Fantasy|Superhero|Family","Horror|Existential","Sci-fi|Futuristic","Family|Drama","Superhero|Fantasy|Family|Growing up","Comedy|Drama","Drama|History|Family|Romance","Animation|Family","Animation|Family","Fantasy|Superhero|Family","Fantasy|Superhero|Family|Horror","Horror","Horror","Comedy","(no genres listed)"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2002</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2003</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1995</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2022</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1984</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1980</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1950</span></span>"] }, \n", - "], id: 771751940, rootId: 771751940, totalRows: 20 } ) });\n", + "], id: 1962934276, rootId: 1962934276, totalRows: 20 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751940) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934276) });\n", "\n", "\n", " </script>\n", @@ -2205,23 +2207,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie(no genres listed)1950
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
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c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
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c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
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d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie(no genres listed)1950
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genres != \"(no genres listed)\" }" + ], "outputs": [ { "data": { @@ -2425,7 +2429,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751942"></table>\n", + " <table class="dataframe" id="df_1962934278"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 19, columnsCount = 4</p>\n", "\n", @@ -2710,10 +2714,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an 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class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2002</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2003</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1995</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2022</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1984</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1980</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>"] }, \n", - "], id: 771751942, rootId: 771751942, totalRows: 19 } ) });\n", + "], id: 1962934278, rootId: 1962934278, totalRows: 19 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751942) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934278) });\n", "\n", "\n", " </script>\n", @@ -2885,25 +2889,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
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Uzbekistan\",\"genres\":\"Comedy\",\"year\":2006}]}" }, + "execution_count": 8, "metadata": {}, - "output_type": "execute_result", - "execution_count": 8 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 }\n", - " .filter { genres != \"(no genres listed)\" }" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -2915,14 +2915,16 @@ }, { "cell_type": "code", - "execution_count": 9, "id": "ea387005", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:13.081442926Z", - "start_time": "2023-12-04T19:15:12.281772108Z" + "end_time": "2024-03-13T13:51:01.575481239Z", + "start_time": "2024-03-13T13:51:01.415061728Z" } }, + "source": [ + "movies.filter { year >= 1920 && genres != \"(no genres listed)\" }" + ], "outputs": [ { "data": { @@ -3105,7 +3107,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751944"></table>\n", + " <table class="dataframe" id="df_1962934280"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 19, columnsCount = 4</p>\n", "\n", @@ -3390,10 +3392,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an Iceberg","Vehicles","Playthings Tale","Metal Man 2","Surgeon Odd in the Omniverse of Crazy","Bad Dream on Pine Street","The Shimmering","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy|Suspenseful|Comedy","Comedy|Jazz|Family|Animation","Fantasy|Growing up|Magic","Fantasy|Magic|Suspenseful","Fantasy","Fantasy|Superhero|Family","Horror|Existential","Sci-fi|Futuristic","Family|Drama","Superhero|Fantasy|Family|Growing up","Comedy|Drama","Drama|History|Family|Romance","Animation|Family","Animation|Family","Fantasy|Superhero|Family","Fantasy|Superhero|Family|Horror","Horror","Horror","Comedy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2002</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2003</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1995</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2022</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1984</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1980</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>"] }, \n", - "], id: 771751944, rootId: 771751944, totalRows: 19 } ) });\n", + "], id: 1962934280, rootId: 1962934280, totalRows: 19 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751944) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934280) });\n", "\n", "\n", " </script>\n", @@ -3565,23 +3567,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
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Uzbekistan\",\"genres\":\"Comedy\",\"year\":2006}]}" }, + "execution_count": 9, "metadata": {}, - "output_type": "execute_result", - "execution_count": 9 + "output_type": "execute_result" } ], - "source": [ - "movies.filter { year >= 1920 && genres != \"(no genres listed)\" }" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -3595,14 +3595,18 @@ }, { "cell_type": "code", - "execution_count": 10, "id": "a9010baa", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:13.628204373Z", - "start_time": "2023-12-04T19:15:12.548193050Z" + "end_time": "2024-03-13T13:51:01.949239329Z", + "start_time": "2024-03-13T13:51:01.581956445Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").inplace()" + ], "outputs": [ { "data": { @@ -3785,7 +3789,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751946"></table>\n", + " <table class="dataframe" id="df_1962934282"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 19, columnsCount = 4</p>\n", "\n", @@ -4070,10 +4074,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an Iceberg","Vehicles","Playthings Tale","Metal Man 2","Surgeon Odd in the Omniverse of Crazy","Bad Dream on Pine Street","The Shimmering","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: List<String>\">genres</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Fantasy\nSuspenseful\nComedy\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Suspenseful<span class=\"structural\">, </span>Comedy<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Comedy\nJazz\nFamily\nAnimation\"><span class=\"structural\">[</span>Comedy<span class=\"structural\">, </span>Jazz<span class=\"structural\">, </span>Family<span class=\"structural\">, </span>Animation<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\nGrowing up\nMagic\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Growing up<span class=\"structural\">, </span>Magic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\nMagic\nSuspenseful\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Magic<span class=\"structural\">, </span>Suspenseful<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\nSuperhero\nFamily\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Superhero<span class=\"structural\">, </span>Family<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Horror\nExistential\"><span class=\"structural\">[</span>Horror<span class=\"structural\">, </span>Existential<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Sci-fi\nFuturistic\"><span class=\"structural\">[</span>Sci-fi<span class=\"structural\">, </span>Futuristic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Family\nDrama\"><span class=\"structural\">[</span>Family<span class=\"structural\">, </span>Drama<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Superhero\nFantasy\nFamily\nGrowing up\"><span class=\"structural\">[</span>Superhero<span class=\"structural\">, </span>Fantasy<span class=\"structural\">, </span>Family<span class=\"structural\">, </span>Growing up<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Comedy\nDrama\"><span class=\"structural\">[</span>Comedy<span class=\"structural\">, </span>Drama<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Drama\nHistory\nFamily\nRomance\"><span class=\"structural\">[</span>Drama<span class=\"structural\">, </span>History<span class=\"structural\">, </span>Family<span class=\"structural\">, </span>Romance<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Animation\nFamily\"><span class=\"structural\">[</span>Animation<span class=\"structural\">, </span>Family<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Animation\nFamily\"><span class=\"structural\">[</span>Animation<span class=\"structural\">, </span>Family<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\nSuperhero\nFamily\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Superhero<span class=\"structural\">, </span>Family<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Fantasy\nSuperhero\nFamily\nHorror\"><span class=\"structural\">[</span>Fantasy<span class=\"structural\">, </span>Superhero<span class=\"structural\">, </span>Family<span class=\"structural\">, </span>Horror<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Horror\"><span class=\"structural\">[</span>Horror<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Horror\"><span class=\"structural\">[</span>Horror<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Comedy\"><span class=\"structural\">[</span>Comedy<span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2002</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2003</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1995</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2022</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1984</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1980</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>"] }, \n", - "], id: 771751946, rootId: 771751946, totalRows: 19 } ) });\n", + "], id: 1962934282, rootId: 1962934282, totalRows: 19 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751946) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934282) });\n", "\n", "\n", " </script>\n", @@ -4245,25 +4249,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black[Fantasy, Suspenseful, Comedy]1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[Comedy, Jazz, Family, Animation]2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[Fantasy, Growing up, Magic]2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[Fantasy, Magic, Suspenseful]2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[Fantasy]1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[Fantasy, Superhero, Family]2008
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[Horror, Existential]2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[Sci-fi, Futuristic]2014
9595b771f87f42a3b8dd07d91e7cb328Woods Run[Family, Drama]1994
aa9fc400e068443488b259ea0802a975Anthropod-Dude[Superhero, Fantasy, Family, Growing up]2002
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[Comedy, Drama]2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[Drama, History, Family, Romance]1997
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[Animation, Family]2006
ce06175106af4105945f245161eac3c7Playthings Tale[Animation, Family]1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[Fantasy, Superhero, Family]2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[Fantasy, Superhero, Family, Horror]2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[Horror]1984
60ebe74947234ddcab49dea1a958faedThe Shimmering[Horror]1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[Comedy]2006
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black[Fantasy, Suspenseful, Comedy]1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[Comedy, Jazz, Family, Animation]2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[Fantasy, Growing up, Magic]2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[Fantasy, Magic, Suspenseful]2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[Fantasy]1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[Fantasy, Superhero, Family]2008
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[Horror, Existential]2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[Sci-fi, Futuristic]2014
9595b771f87f42a3b8dd07d91e7cb328Woods Run[Family, Drama]1994
aa9fc400e068443488b259ea0802a975Anthropod-Dude[Superhero, Fantasy, Family, Growing up]2002
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[Comedy, Drama]2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[Drama, History, Family, Romance]1997
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[Animation, Family]2006
ce06175106af4105945f245161eac3c7Playthings Tale[Animation, Family]1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[Fantasy, Superhero, Family]2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[Fantasy, Superhero, Family, Horror]2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[Horror]1984
60ebe74947234ddcab49dea1a958faedThe Shimmering[Horror]1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[Comedy]2006
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Do Many Good Amazing Country of Uzbekistan\",\"genres\":[\"Comedy\"],\"year\":2006}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"nrow\":19,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":[\"Fantasy\",\"Suspenseful\",\"Comedy\"],\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":[\"Comedy\",\"Jazz\",\"Family\",\"Animation\"],\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":[\"Fantasy\",\"Growing up\",\"Magic\"],\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":[\"Fantasy\",\"Magic\",\"Suspenseful\"],\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part 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Iceberg\",\"genres\":[\"Drama\",\"History\",\"Family\",\"Romance\"],\"year\":1997},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"genres\":[\"Animation\",\"Family\"],\"year\":2006},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"genres\":[\"Animation\",\"Family\"],\"year\":1995},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"genres\":[\"Fantasy\",\"Superhero\",\"Family\"],\"year\":2010},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"genres\":[\"Fantasy\",\"Superhero\",\"Family\",\"Horror\"],\"year\":2022},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"genres\":[\"Horror\"],\"year\":1984},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"genres\":[\"Horror\"],\"year\":1980},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"genres\":[\"Comedy\"],\"year\":2006}]}" }, + "execution_count": 10, "metadata": {}, - "output_type": "execute_result", - "execution_count": 10 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").inplace()" - ] + "execution_count": 10 }, { "cell_type": "markdown", @@ -4287,14 +4287,19 @@ }, { "cell_type": "code", - "execution_count": 11, "id": "92cba457", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:14.328486929Z", - "start_time": "2023-12-04T19:15:12.871353680Z" + "end_time": "2024-03-13T13:51:02.248606541Z", + "start_time": "2024-03-13T13:51:01.956614171Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").inplace()\n", + " .explode { genres }" + ], "outputs": [ { "data": { @@ -4477,7 +4482,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751948"></table>\n", + " <table class="dataframe" id="df_1962934284"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 47 rows</p><p class="dataframe_description">DataFrame: rowsCount = 47, columnsCount = 4</p>\n", "\n", @@ -4762,10 +4767,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Women in Black","Women in Black","Bumblebee Movie","Bumblebee Movie","Bumblebee Movie","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","The Outstanding Bulk","The Outstanding Bulk","In Automata","In Automata","Interplanetary"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy","Suspenseful","Comedy","Comedy","Jazz","Family","Animation","Fantasy","Growing up","Magic","Fantasy","Magic","Suspenseful","Fantasy","Fantasy","Superhero","Family","Horror","Existential","Sci-fi"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751948, rootId: 771751948, totalRows: 47 } ) });\n", + "], id: 1962934284, rootId: 1962934284, totalRows: 47 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751948) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934284) });\n", "\n", "\n", " </script>\n", @@ -4937,26 +4942,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":47,\"ncol\":4,\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"nrow\":47,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" }, + "execution_count": 11, "metadata": {}, - "output_type": "execute_result", - "execution_count": 11 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").inplace()\n", - " .explode { genres }" - ] + "execution_count": 11 }, { "cell_type": "markdown", @@ -4968,14 +4968,18 @@ }, { "cell_type": "code", - "execution_count": 12, "id": "744c8f49", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:14.535434292Z", - "start_time": "2023-12-04T19:15:13.214634564Z" + "end_time": "2024-03-13T13:51:02.532478365Z", + "start_time": "2024-03-13T13:51:02.255469730Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").intoRows()" + ], "outputs": [ { "data": { @@ -5158,7 +5162,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751950"></table>\n", + " <table class="dataframe" id="df_1962934286"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 47 rows</p><p class="dataframe_description">DataFrame: rowsCount = 47, columnsCount = 4</p>\n", "\n", @@ -5443,10 +5447,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Women in Black","Women in Black","Bumblebee Movie","Bumblebee Movie","Bumblebee Movie","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","The Outstanding Bulk","The Outstanding Bulk","In Automata","In Automata","Interplanetary"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy","Suspenseful","Comedy","Comedy","Jazz","Family","Animation","Fantasy","Growing up","Magic","Fantasy","Magic","Suspenseful","Fantasy","Fantasy","Superhero","Family","Horror","Existential","Sci-fi"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751950, rootId: 771751950, totalRows: 47 } ) });\n", + "], id: 1962934286, rootId: 1962934286, totalRows: 47 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751950) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934286) });\n", "\n", "\n", " </script>\n", @@ -5618,25 +5622,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", + "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":47,\"ncol\":4,\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"nrow\":47,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" }, + "execution_count": 12, "metadata": {}, - "output_type": "execute_result", - "execution_count": 12 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").intoRows()" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -5652,14 +5652,19 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "0e7e5b3a", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:14.642851134Z", - "start_time": "2023-12-04T19:15:13.504535215Z" + "end_time": "2024-03-13T13:51:02.905729971Z", + "start_time": "2024-03-13T13:51:02.537359587Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").intoRows()\n", + " .groupBy { year and genres }" + ], "outputs": [ { "data": { @@ -5842,7 +5847,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751952"></table>\n", + " <table class="dataframe" id="df_1962934288"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 45 rows</p><p class="dataframe_description">GroupBy</p>\n", "\n", @@ -6125,8 +6130,8 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy","Suspenseful","Comedy","Comedy","Jazz","Family","Animation","Fantasy","Growing up","Magic","Suspenseful","Fantasy","Fantasy","Superhero","Family","Horror","Existential","Sci-fi","Futuristic","Family"] }, \n", - "{ name: "<span title=\"group: DataFrame<*>\">group</span>", children: [], rightAlign: false, values: [{ frameId: 771751953, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751954, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751955, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751956, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751957, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751958, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751959, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751960, value: "<b>DataFrame 2 x 4</b>" },{ frameId: 771751961, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751962, value: "<b>DataFrame 2 x 4</b>" },{ frameId: 771751963, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751964, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751965, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751966, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751967, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751968, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751969, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751970, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751971, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 771751972, value: "<b>DataFrame 1 x 4</b>" }] }, \n", - "], id: 771751952, rootId: 771751952, totalRows: 45 } ) });\n", + "{ name: "<span title=\"group: DataFrame<*>\">group</span>", children: [], rightAlign: false, values: [{ frameId: 1962934289, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934290, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934291, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934292, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934293, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934294, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934295, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934296, value: "<b>DataFrame 2 x 4</b>" },{ frameId: 1962934297, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934298, value: "<b>DataFrame 2 x 4</b>" },{ frameId: 1962934299, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934300, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934301, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934302, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934303, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934304, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934305, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934306, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934307, value: "<b>DataFrame 1 x 4</b>" },{ frameId: 1962934308, value: "<b>DataFrame 1 x 4</b>" }] }, \n", + "], id: 1962934288, rootId: 1962934288, totalRows: 45 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6134,7 +6139,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>"] }, \n", - "], id: 771751953, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934289, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6142,7 +6147,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Suspenseful"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>"] }, \n", - "], id: 771751954, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934290, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6150,7 +6155,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Comedy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>"] }, \n", - "], id: 771751955, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934291, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6158,7 +6163,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Bumblebee Movie"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Comedy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>"] }, \n", - "], id: 771751956, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934292, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6166,7 +6171,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Bumblebee Movie"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Jazz"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>"] }, \n", - "], id: 771751957, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934293, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6174,7 +6179,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Bumblebee Movie"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Family"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>"] }, \n", - "], id: 771751958, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934294, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6182,7 +6187,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Bumblebee Movie"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Animation"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>"] }, \n", - "], id: 771751959, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934295, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6190,7 +6195,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy","Fantasy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>"] }, \n", - "], id: 771751960, rootId: 771751952, totalRows: 2 } ) });\n", + "], id: 1962934296, rootId: 1962934288, totalRows: 2 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6198,7 +6203,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Growing up"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>"] }, \n", - "], id: 771751961, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934297, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6206,7 +6211,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Magic","Magic"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>"] }, \n", - "], id: 771751962, rootId: 771751952, totalRows: 2 } ) });\n", + "], id: 1962934298, rootId: 1962934288, totalRows: 2 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6214,7 +6219,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Suspenseful"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>"] }, \n", - "], id: 771751963, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934299, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6222,7 +6227,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Sun Conflicts: Part IV: A Novel Espair"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>"] }, \n", - "], id: 771751964, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934300, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6230,7 +6235,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["The Outstanding Bulk"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>"] }, \n", - "], id: 771751965, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934301, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6238,7 +6243,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["The Outstanding Bulk"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Superhero"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>"] }, \n", - "], id: 771751966, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934302, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6246,7 +6251,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["The Outstanding Bulk"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Family"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>"] }, \n", - "], id: 771751967, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934303, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6254,7 +6259,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["In Automata"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Horror"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751968, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934304, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6262,7 +6267,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["In Automata"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Existential"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751969, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934305, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6270,7 +6275,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Interplanetary"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Sci-fi"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751970, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934306, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6278,7 +6283,7 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Interplanetary"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Futuristic"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>"] }, \n", - "], id: 771751971, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934307, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -6286,10 +6291,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Woods Run"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Family"] }, \n", "{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>"] }, \n", - "], id: 771751972, rootId: 771751952, totalRows: 1 } ) });\n", + "], id: 1962934308, rootId: 1962934288, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751952) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934288) });\n", "\n", "\n", " </script>\n", @@ -6461,26 +6466,21 @@ " \n", " \n", " \n", - "
yeargenresgroup
1997Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
1997Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
1997Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2007Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2007Jazz
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2007Family
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2007Animation
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
2001Fantasy
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
2001Growing up
DataFrame [1 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
2001Magic
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
2001Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
1977Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
2008Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
2008Superhero
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
2008Family
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
2014Horror
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
2014Existential
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
2014Sci-fi
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
2014Futuristic
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetaryFuturistic2014
1994Family
DataFrame [1 x 4]
movieIdtitlegenresyear
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily1994
\n", + "
yeargenresgroup
1997Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
1997Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
1997Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2007Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2007Jazz
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2007Family
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2007Animation
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
2001Fantasy
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
2001Growing up
DataFrame [1 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
2001Magic
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
2001Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
1977Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
2008Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
2008Superhero
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
2008Family
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
2014Horror
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
2014Existential
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
2014Sci-fi
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
2014Futuristic
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetaryFuturistic2014
1994Family
DataFrame [1 x 4]
movieIdtitlegenresyear
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily1994
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"movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").intoRows()\n", - " .groupBy { year and genres }" - ] + "execution_count": 13 }, { "cell_type": "markdown", @@ -6497,14 +6497,20 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "99826ece", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:15.514287873Z", - "start_time": "2023-12-04T19:15:14.038702365Z" + "end_time": "2024-03-13T13:51:03.486426685Z", + "start_time": "2024-03-13T13:51:02.910656768Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").intoRows()\n", + " .groupBy { year and genres }.count()\n", + " .sortBy { it[\"count\"].desc() }" + ], "outputs": [ { "data": { @@ -6687,7 +6693,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751994"></table>\n", + " <table class="dataframe" id="df_1962934330"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 45 rows</p><p class="dataframe_description">DataFrame: rowsCount = 45, columnsCount = 3</p>\n", "\n", @@ -6971,10 +6977,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"year: Int\">year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1997</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2001</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1994</span></span>"] }, \n", "{ name: "<span title=\"genres: String\">genres</span>", children: [], rightAlign: false, values: ["Fantasy","Magic","Fantasy","Suspenseful","Comedy","Comedy","Jazz","Family","Animation","Growing up","Suspenseful","Fantasy","Fantasy","Superhero","Family","Horror","Existential","Sci-fi","Futuristic","Family"] }, \n", "{ name: "<span title=\"count: Int\">count</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", - "], id: 771751994, rootId: 771751994, totalRows: 45 } ) });\n", + "], id: 1962934330, rootId: 1962934330, totalRows: 45 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751994) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934330) });\n", "\n", "\n", " </script>\n", @@ -7146,27 +7152,21 @@ " \n", " \n", " \n", - "
yeargenrescount
2001Fantasy2
2001Magic2
1997Fantasy1
1997Suspenseful1
1997Comedy1
2007Comedy1
2007Jazz1
2007Family1
2007Animation1
2001Growing up1
2001Suspenseful1
1977Fantasy1
2008Fantasy1
2008Superhero1
2008Family1
2014Horror1
2014Existential1
2014Sci-fi1
2014Futuristic1
1994Family1
\n", + "
yeargenrescount
2001Fantasy2
2001Magic2
1997Fantasy1
1997Suspenseful1
1997Comedy1
2007Comedy1
2007Jazz1
2007Family1
2007Animation1
2001Growing up1
2001Suspenseful1
1977Fantasy1
2008Fantasy1
2008Superhero1
2008Family1
2014Horror1
2014Existential1
2014Sci-fi1
2014Futuristic1
1994Family1
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":45,\"ncol\":3,\"columns\":[\"year\",\"genres\",\"count\"],\"kotlin_dataframe\":[{\"year\":2001,\"genres\":\"Fantasy\",\"count\":2},{\"year\":2001,\"genres\":\"Magic\",\"count\":2},{\"year\":1997,\"genres\":\"Fantasy\",\"count\":1},{\"year\":1997,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1997,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Jazz\",\"count\":1},{\"year\":2007,\"genres\":\"Family\",\"count\":1},{\"year\":2007,\"genres\":\"Animation\",\"count\":1},{\"year\":2001,\"genres\":\"Growing up\",\"count\":1},{\"year\":2001,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1977,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Superhero\",\"count\":1},{\"year\":2008,\"genres\":\"Family\",\"count\":1},{\"year\":2014,\"genres\":\"Horror\",\"count\":1},{\"year\":2014,\"genres\":\"Existential\",\"count\":1},{\"year\":2014,\"genres\":\"Sci-fi\",\"count\":1},{\"year\":2014,\"genres\":\"Futuristic\",\"count\":1},{\"year\":1994,\"genres\":\"Family\",\"count\":1}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"year\",\"genres\",\"count\"],\"nrow\":45,\"ncol\":3},\"kotlin_dataframe\":[{\"year\":2001,\"genres\":\"Fantasy\",\"count\":2},{\"year\":2001,\"genres\":\"Magic\",\"count\":2},{\"year\":1997,\"genres\":\"Fantasy\",\"count\":1},{\"year\":1997,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1997,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Jazz\",\"count\":1},{\"year\":2007,\"genres\":\"Family\",\"count\":1},{\"year\":2007,\"genres\":\"Animation\",\"count\":1},{\"year\":2001,\"genres\":\"Growing up\",\"count\":1},{\"year\":2001,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1977,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Superhero\",\"count\":1},{\"year\":2008,\"genres\":\"Family\",\"count\":1},{\"year\":2014,\"genres\":\"Horror\",\"count\":1},{\"year\":2014,\"genres\":\"Existential\",\"count\":1},{\"year\":2014,\"genres\":\"Sci-fi\",\"count\":1},{\"year\":2014,\"genres\":\"Futuristic\",\"count\":1},{\"year\":1994,\"genres\":\"Family\",\"count\":1}]}" }, + "execution_count": 14, "metadata": {}, - "output_type": "execute_result", - "execution_count": 14 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").intoRows()\n", - " .groupBy { year and genres }.count()\n", - " .sortBy { it[\"count\"].desc() }" - ] + "execution_count": 14 }, { "cell_type": "markdown", @@ -7188,14 +7188,20 @@ }, { "cell_type": "code", - "execution_count": 15, "id": "21e73488", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:16.408663200Z", - "start_time": "2023-12-04T19:15:14.597274174Z" + "end_time": "2024-03-13T13:51:03.910794826Z", + "start_time": "2024-03-13T13:51:03.492396179Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").intoRows()\n", + " .sortBy { year and genres }\n", + " .groupBy { year }.pivot { genres }.count()" + ], "outputs": [ { "data": { @@ -7378,7 +7384,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751996"></table>\n", + " <table class="dataframe" id="df_1962934332"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 15, columnsCount = 2</p>\n", "\n", @@ -7677,10 +7683,10 @@ "{ name: "<span title=\"Futuristic: Int\">Futuristic</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>"] }, \n", "{ name: "<span title=\"Sci-fi: Int\">Sci-fi</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>"] }, \n", "{ name: "<span title=\"genres: DataRow<*>\">genres</span>", children: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], rightAlign: false, values: ["<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 1\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 1\nFamily: 1\nAnimation: 0\nComedy: 1\nHistory: 1\nRomance: 1\nSuspenseful: 1\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 2\nHorror: 0\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 1\nGrowing up: 1\nMagic: 2\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">2</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 1\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 1\nFamily: 0\nAnimation: 0\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 1\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 1\nFuturistic: 1\nSci-fi: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 1\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: 771751996, rootId: 771751996, totalRows: 15 } ) });\n", + "], id: 1962934332, rootId: 1962934332, totalRows: 15 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751996) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934332) });\n", "\n", "\n", " </script>\n", @@ -7852,27 +7858,21 @@ " \n", " \n", " \n", - "
yeargenres
FantasyHorrorDramaFamilyAnimationComedyHistoryRomanceSuspensefulGrowing upMagicSuperheroJazzExistentialFuturisticSci-fi
19771000000000000000
19800100000000000000
19840100000000000000
19940011000000000000
19950001100000000000
19971011011110000000
20012000000011200000
20021001000001010000
20030010010000000000
20060001110000000000
20070001110000001000
20081001000000010000
20101001000000010000
20140100000000000111
20221101000000010000
\n", + "
yeargenres
FantasyHorrorDramaFamilyAnimationComedyHistoryRomanceSuspensefulGrowing upMagicSuperheroJazzExistentialFuturisticSci-fi
19771000000000000000
19800100000000000000
19840100000000000000
19940011000000000000
19950001100000000000
19971011011110000000
20012000000011200000
20021001000001010000
20030010010000000000
20060001110000000000
20070001110000001000
20081001000000010000
20101001000000010000
20140100000000000111
20221101000000010000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":15,\"ncol\":2,\"columns\":[\"year\",\"genres\"],\"kotlin_dataframe\":[{\"year\":1977,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1980,\"genres\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1984,\"genres\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1994,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1995,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1997,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":1,\"History\":1,\"Romance\":1,\"Suspenseful\":1,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2001,\"genres\":{\"Fantasy\":2,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":1,\"Growing up\":1,\"Magic\":2,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2002,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":1,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2003,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":0,\"Animation\":0,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2006,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2007,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":1,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2008,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2010,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2014,\"genres\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":1,\"Futuristic\":1,\"Sci-fi\":1}},{\"year\":2022,\"genres\":{\"Fantasy\":1,\"Horror\":1,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"year\",\"genres\"],\"nrow\":15,\"ncol\":2},\"kotlin_dataframe\":[{\"year\":1977,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1980,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1984,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1994,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1995,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1997,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":1,\"History\":1,\"Romance\":1,\"Suspenseful\":1,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2001,\"genres\":{\"data\":{\"Fantasy\":2,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":1,\"Growing up\":1,\"Magic\":2,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2002,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":1,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2003,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":0,\"Animation\":0,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2006,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2007,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":1,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2008,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2010,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2014,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":1,\"Futuristic\":1,\"Sci-fi\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2022,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":1,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 15, "metadata": {}, - "output_type": "execute_result", - "execution_count": 15 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").intoRows()\n", - " .sortBy { year and genres }\n", - " .groupBy { year }.pivot { genres }.count()" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -7884,14 +7884,20 @@ }, { "cell_type": "code", - "execution_count": 16, "id": "50cbf68b", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:16.821508815Z", - "start_time": "2023-12-04T19:15:15.124630734Z" + "end_time": "2024-03-13T13:51:04.439257753Z", + "start_time": "2024-03-13T13:51:03.921326424Z" } }, + "source": [ + "movies\n", + " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", + " .split { genres }.by(\"|\").intoRows()\n", + " .sortBy { year and genres }\n", + " .groupBy { year }.pivotCounts { genres }" + ], "outputs": [ { "data": { @@ -8074,7 +8080,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771751998"></table>\n", + " <table class="dataframe" id="df_1962934334"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 15, columnsCount = 2</p>\n", "\n", @@ -8373,10 +8379,10 @@ "{ name: "<span title=\"Futuristic: Int\">Futuristic</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>"] }, \n", "{ name: "<span title=\"Sci-fi: Int\">Sci-fi</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>"] }, \n", "{ name: "<span title=\"genres: DataRow<*>\">genres</span>", children: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], rightAlign: false, values: ["<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 1\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 1\nFamily: 1\nAnimation: 0\nComedy: 1\nHistory: 1\nRomance: 1\nSuspenseful: 1\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 2\nHorror: 0\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 1\nGrowing up: 1\nMagic: 2\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">2</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 1\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 1\nFamily: 0\nAnimation: 0\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 1\nComedy: 1\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 1\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 0\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 0\nHorror: 1\nDrama: 0\nFamily: 0\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 0\nJazz: 0\nExistential: 1\nFuturistic: 1\nSci-fi: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Fantasy: 1\nHorror: 1\nDrama: 0\nFamily: 1\nAnimation: 0\nComedy: 0\nHistory: 0\nRomance: 0\nSuspenseful: 0\nGrowing up: 0\nMagic: 0\nSuperhero: 1\nJazz: 0\nExistential: 0\nFuturistic: 0\nSci-fi: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Fantasy: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Horror: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">Drama: </span><span class=\"numbers\">0</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: 771751998, rootId: 771751998, totalRows: 15 } ) });\n", + "], id: 1962934334, rootId: 1962934334, totalRows: 15 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771751998) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934334) });\n", "\n", "\n", " </script>\n", @@ -8548,27 +8554,21 @@ " \n", " \n", " \n", - "
yeargenres
FantasyHorrorDramaFamilyAnimationComedyHistoryRomanceSuspensefulGrowing upMagicSuperheroJazzExistentialFuturisticSci-fi
19771000000000000000
19800100000000000000
19840100000000000000
19940011000000000000
19950001100000000000
19971011011110000000
20012000000011200000
20021001000001010000
20030010010000000000
20060001110000000000
20070001110000001000
20081001000000010000
20101001000000010000
20140100000000000111
20221101000000010000
\n", + "
yeargenres
FantasyHorrorDramaFamilyAnimationComedyHistoryRomanceSuspensefulGrowing upMagicSuperheroJazzExistentialFuturisticSci-fi
19771000000000000000
19800100000000000000
19840100000000000000
19940011000000000000
19950001100000000000
19971011011110000000
20012000000011200000
20021001000001010000
20030010010000000000
20060001110000000000
20070001110000001000
20081001000000010000
20101001000000010000
20140100000000000111
20221101000000010000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":15,\"ncol\":2,\"columns\":[\"year\",\"genres\"],\"kotlin_dataframe\":[{\"year\":1977,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1980,\"genres\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1984,\"genres\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1994,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1995,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":1997,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":1,\"Family\":1,\"Animation\":0,\"Comedy\":1,\"History\":1,\"Romance\":1,\"Suspenseful\":1,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2001,\"genres\":{\"Fantasy\":2,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":1,\"Growing up\":1,\"Magic\":2,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2002,\"genres\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":1,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0}},{\"year\":2003,\"genres\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":1,\"Family\":0,\"Animation\":0,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing 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"{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"year\",\"genres\"],\"nrow\":15,\"ncol\":2},\"kotlin_dataframe\":[{\"year\":1977,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1980,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":1984,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing 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up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2006,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2007,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":1,\"Comedy\":1,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":1,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2008,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2010,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":0,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2014,\"genres\":{\"data\":{\"Fantasy\":0,\"Horror\":1,\"Drama\":0,\"Family\":0,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":0,\"Jazz\":0,\"Existential\":1,\"Futuristic\":1,\"Sci-fi\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"year\":2022,\"genres\":{\"data\":{\"Fantasy\":1,\"Horror\":1,\"Drama\":0,\"Family\":1,\"Animation\":0,\"Comedy\":0,\"History\":0,\"Romance\":0,\"Suspenseful\":0,\"Growing up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 16, "metadata": {}, - "output_type": "execute_result", - "execution_count": 16 + "output_type": "execute_result" } ], - "source": [ - "movies\n", - " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", - " .split { genres }.by(\"|\").intoRows()\n", - " .sortBy { year and genres }\n", - " .groupBy { year }.pivotCounts { genres }" - ] + "execution_count": 16 }, { "cell_type": "markdown", @@ -8596,14 +8596,17 @@ }, { "cell_type": "code", - "execution_count": 17, "id": "8c4bde5b", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:17.076652653Z", - "start_time": "2023-12-04T19:15:15.540132443Z" + "end_time": "2024-03-13T13:51:05.001074269Z", + "start_time": "2024-03-13T13:51:04.445905628Z" } }, + "source": [ + "val tags = DataFrame.read(\"../../idea-examples/movies/src/main/resources/tags.csv\")\n", + "tags.schema()" + ], "outputs": [ { "data": { @@ -8614,15 +8617,12 @@ "timestamp: Int" ] }, + "execution_count": 17, "metadata": {}, - "output_type": "execute_result", - "execution_count": 17 + "output_type": "execute_result" } ], - "source": [ - "val tags = DataFrame.read(\"../../idea-examples/movies/src/main/resources/tags.csv\")\n", - "tags.schema()" - ] + "execution_count": 17 }, { "cell_type": "markdown", @@ -8634,14 +8634,17 @@ }, { "cell_type": "code", - "execution_count": 18, "id": "81769f72", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:17.869155527Z", - "start_time": "2023-12-04T19:15:16.268358613Z" + "end_time": "2024-03-13T13:51:05.469493040Z", + "start_time": "2024-03-13T13:51:05.004967606Z" } }, + "source": [ + "val moviesWithTags = movies.leftJoin(tags) { movieId }\n", + "moviesWithTags" + ], "outputs": [ { "data": { @@ -8824,7 +8827,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771752000"></table>\n", + " <table class="dataframe" id="df_1962934336"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 41 rows</p><p class="dataframe_description">DataFrame: rowsCount = 41, columnsCount = 7</p>\n", "\n", @@ -9112,10 +9115,10 @@ "{ name: "<span title=\"userId: Int?\">userId</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">91</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">91</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>"] }, \n", "{ name: "<span title=\"tag: String?\">tag</span>", children: [], rightAlign: false, values: ["Oscar (Best Supporting Actress)","bah","fantasy","based on book","adventure","sci-fi","sci-fi","science fiction","space","bad science","great dialogue","artificial intelligence","philosophical","android(s)/cyborg(s)","artificial intelligence","philosophical issues","thought-provoking","tense","post-apocalyptic","sci-fi"] }, \n", "{ name: "<span title=\"timestamp: Int?\">timestamp</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1446909853</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1155082282</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1445286144</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1414248543</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1445286141</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1439472256</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1522676660</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1522676703</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1522676664</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1522676752</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1573943604</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1573942979</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1573943033</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1542309549</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1542309599</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1522676687</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1415131203</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1573943042</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1445286136</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1542308464</span></span>"] }, \n", - "], id: 771752000, rootId: 771752000, totalRows: 41 } ) });\n", + "], id: 1962934336, rootId: 1962934336, totalRows: 41 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771752000) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934336) });\n", "\n", "\n", " </script>\n", @@ -9287,24 +9290,21 @@ " \n", " \n", " \n", - "
movieIdtitlegenresyearuserIdtagtimestamp
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy199719Oscar (Best Supporting Actress)1446909853
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation200720bah1155082282
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200119fantasy1445286144
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200191based on book1414248543
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful200119adventure1445286141
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy19773sci-fi1439472256
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787sci-fi1522676660
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787science fiction1522676703
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787space1522676664
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family200887bad science1522676752
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144great dialogue1573943604
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144artificial intelligence1573942979
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144philosophical1573943033
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487android(s)/cyborg(s)1542309549
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487artificial intelligence1542309599
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487philosophical issues1522676687
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201491thought-provoking1415131203
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic20144tense1573943042
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201419post-apocalyptic1445286136
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201487sci-fi1542308464
\n", + "
movieIdtitlegenresyearuserIdtagtimestamp
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy199719Oscar (Best Supporting Actress)1446909853
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation200720bah1155082282
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200119fantasy1445286144
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200191based on book1414248543
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful200119adventure1445286141
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy19773sci-fi1439472256
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787sci-fi1522676660
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787science fiction1522676703
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787space1522676664
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family200887bad science1522676752
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144great dialogue1573943604
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144artificial intelligence1573942979
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144philosophical1573943033
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487android(s)/cyborg(s)1542309549
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487artificial intelligence1542309599
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487philosophical issues1522676687
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201491thought-provoking1415131203
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic20144tense1573943042
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201419post-apocalyptic1445286136
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201487sci-fi1542308464
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":41,\"ncol\":7,\"columns\":[\"movieId\",\"title\",\"genres\",\"year\",\"userId\",\"tag\",\"timestamp\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997,\"userId\":19,\"tag\":\"Oscar (Best Supporting Actress)\",\"timestamp\":1446909853},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007,\"userId\":20,\"tag\":\"bah\",\"timestamp\":1155082282},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":19,\"tag\":\"fantasy\",\"timestamp\":1445286144},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":91,\"tag\":\"based on book\",\"timestamp\":1414248543},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001,\"userId\":19,\"tag\":\"adventure\",\"timestamp\":1445286141},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":3,\"tag\":\"sci-fi\",\"timestamp\":1439472256},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1522676660},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"science fiction\",\"timestamp\":1522676703},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun 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Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"android(s)/cyborg(s)\",\"timestamp\":1542309549},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"artificial intelligence\",\"timestamp\":1542309599},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"philosophical issues\",\"timestamp\":1522676687},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":91,\"tag\":\"thought-provoking\",\"timestamp\":1415131203},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":4,\"tag\":\"tense\",\"timestamp\":1573943042},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":19,\"tag\":\"post-apocalyptic\",\"timestamp\":1445286136},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1542308464}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\",\"userId\",\"tag\",\"timestamp\"],\"nrow\":41,\"ncol\":7},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997,\"userId\":19,\"tag\":\"Oscar (Best Supporting Actress)\",\"timestamp\":1446909853},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007,\"userId\":20,\"tag\":\"bah\",\"timestamp\":1155082282},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":19,\"tag\":\"fantasy\",\"timestamp\":1445286144},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":91,\"tag\":\"based on book\",\"timestamp\":1414248543},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001,\"userId\":19,\"tag\":\"adventure\",\"timestamp\":1445286141},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":3,\"tag\":\"sci-fi\",\"timestamp\":1439472256},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1522676660},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"science fiction\",\"timestamp\":1522676703},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"space\",\"timestamp\":1522676664},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2008,\"userId\":87,\"tag\":\"bad science\",\"timestamp\":1522676752},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"great dialogue\",\"timestamp\":1573943604},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"artificial intelligence\",\"timestamp\":1573942979},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"philosophical\",\"timestamp\":1573943033},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"android(s)/cyborg(s)\",\"timestamp\":1542309549},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"artificial intelligence\",\"timestamp\":1542309599},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"philosophical issues\",\"timestamp\":1522676687},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":91,\"tag\":\"thought-provoking\",\"timestamp\":1415131203},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":4,\"tag\":\"tense\",\"timestamp\":1573943042},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":19,\"tag\":\"post-apocalyptic\",\"timestamp\":1445286136},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1542308464}]}" }, + "execution_count": 18, "metadata": {}, - "output_type": "execute_result", - "execution_count": 18 + "output_type": "execute_result" } ], - "source": [ - "val moviesWithTags = movies.leftJoin(tags) { movieId }\n", - "moviesWithTags" - ] + "execution_count": 18 }, { "cell_type": "markdown", @@ -9318,14 +9318,21 @@ }, { "cell_type": "code", - "execution_count": 19, "id": "12733c1c", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:18.002192094Z", - "start_time": "2023-12-04T19:15:16.852919141Z" + "end_time": "2024-03-13T13:51:05.816755911Z", + "start_time": "2024-03-13T13:51:05.474166449Z" } }, + "source": [ + "moviesWithTags\n", + " .groupBy { movieId }\n", + " .aggregate {\n", + " title.first() into \"title\"\n", + " tag.dropNulls().toSet() into \"tags\"\n", + " }" + ], "outputs": [ { "data": { @@ -9508,7 +9515,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771752002"></table>\n", + " <table class="dataframe" id="df_1962934338"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 20, columnsCount = 3</p>\n", "\n", @@ -9792,10 +9799,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"movieId: String\">movieId</span>", children: [], rightAlign: false, values: ["9b30aff7943f44579e92c261f3adc193","2a1ba1fc5caf492a80188e032995843e","f44ceb4771504342bb856d76c112d5a6","43d02fb064514ff3bd30d1e3a7398357","6aa0d26a483148998c250b9c80ddf550","eace16e59ce24eff90bf8924eb6a926c","ae916bc4844a4bb7b42b70d9573d05cd","c1f0a868aeb44c5ea8d154ec3ca295ac","9595b771f87f42a3b8dd07d91e7cb328","aa9fc400e068443488b259ea0802a975","22d20c2ba11d44cab83aceea39dc00bd","8cf4d0c1bd7b41fab6af9d92c892141f","c2f3e7588da84684a7d78d6bd8d8e1f4","ce06175106af4105945f245161eac3c7","ee28d7e69103485c83e10b8055ef15fb","c32bdeed466f4ec09de828bb4b6fc649","d4a325ab648a42c4a2d6f35dfabb387f","60ebe74947234ddcab49dea1a958faed","f24327f2b05147b197ca34bf13ae3524","2bb29b3a245e434fa80542e711fd2cee"] }, \n", "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an Iceberg","Vehicles","Playthings Tale","Metal Man 2","Surgeon Odd in the Omniverse of Crazy","Bad Dream on Pine Street","The Shimmering","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>","This is No Movie"] }, \n", "{ name: "<span title=\"tags: Set<String>\">tags</span>", children: [], rightAlign: false, values: ["[Oscar (Best Supporting Actress)]","[bah]","[fantasy, based on book]","[adventure]","[sci-fi, science fiction, space]","[bad science]","<span class=\"formatted\" title=\"[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]\">[great dialogue, artificial intellige<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"[tense, post-apocalyptic, sci-fi, apocalypse, space travel, visually appealing]\">[tense, post-apocalyptic, sci-fi, apo<span class=\"structural\">...</span></span>","[classic]","[quirky]","[so bad it&#39;s good]","[cliche, romantic]","[]","[]","[franchise, sci-fi, science fiction]","[]","[tense]","[horror]","<span class=\"formatted\" title=\"[dark comedy, so bad it&#39;s good, documentary]\">[dark comedy, so bad it&#39;s good, docum<span class=\"structural\">...</span></span>","[musical, unpredictable]"] }, \n", - "], id: 771752002, rootId: 771752002, totalRows: 20 } ) });\n", + "], id: 1962934338, rootId: 1962934338, totalRows: 20 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771752002) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934338) });\n", "\n", "\n", " </script>\n", @@ -9967,28 +9974,21 @@ " \n", " \n", " \n", - "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[]
ce06175106af4105945f245161eac3c7Playthings Tale[]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", + "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[]
ce06175106af4105945f245161eac3c7Playthings Tale[]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":20,\"ncol\":3,\"columns\":[\"movieId\",\"title\",\"tags\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":\"[Oscar (Best Supporting Actress)]\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":\"[bah]\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":\"[fantasy, based on book]\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":\"[adventure]\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":\"[sci-fi, science fiction, space]\"},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":\"[bad science]\"},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":\"[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]\"},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":\"[tense, post-apocalyptic, sci-fi, apocalypse, space travel, visually appealing]\"},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":\"[classic]\"},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":\"[quirky]\"},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":\"[so bad it's good]\"},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":\"[cliche, romantic]\"},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":\"[]\"},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":\"[]\"},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":\"[franchise, sci-fi, science fiction]\"},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":\"[]\"},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":\"[tense]\"},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":\"[horror]\"},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":\"[dark comedy, so bad it's good, documentary]\"},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":\"[musical, unpredictable]\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"nrow\":20,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":\"[Oscar (Best Supporting Actress)]\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":\"[bah]\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":\"[fantasy, based on book]\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":\"[adventure]\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":\"[sci-fi, science fiction, space]\"},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":\"[bad science]\"},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":\"[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]\"},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":\"[tense, post-apocalyptic, sci-fi, apocalypse, space travel, visually appealing]\"},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":\"[classic]\"},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":\"[quirky]\"},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":\"[so bad it's good]\"},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":\"[cliche, romantic]\"},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":\"[]\"},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":\"[]\"},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":\"[franchise, sci-fi, science fiction]\"},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":\"[]\"},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":\"[tense]\"},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":\"[horror]\"},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":\"[dark comedy, so bad it's good, documentary]\"},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":\"[musical, unpredictable]\"}]}" }, + "execution_count": 19, "metadata": {}, - "output_type": "execute_result", - "execution_count": 19 + "output_type": "execute_result" } ], - "source": [ - "moviesWithTags\n", - " .groupBy { movieId }\n", - " .aggregate {\n", - " title.first() into \"title\"\n", - " tag.dropNulls().toSet() into \"tags\"\n", - " }" - ] + "execution_count": 19 }, { "cell_type": "markdown", @@ -10012,14 +10012,19 @@ }, { "cell_type": "code", - "execution_count": 20, "id": "33006264", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:18.450904612Z", - "start_time": "2023-12-04T19:15:17.289062688Z" + "end_time": "2024-03-13T13:51:06.163386067Z", + "start_time": "2024-03-13T13:51:05.821558182Z" } }, + "source": [ + "moviesWithTags\n", + " .groupBy { movieId and title }.values(dropNA = true, distinct = true) {\n", + " tag into \"tags\"\n", + " }" + ], "outputs": [ { "data": { @@ -10202,7 +10207,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771752004"></table>\n", + " <table class="dataframe" id="df_1962934340"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 20, columnsCount = 3</p>\n", "\n", @@ -10486,10 +10491,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"movieId: String\">movieId</span>", children: [], rightAlign: false, values: ["9b30aff7943f44579e92c261f3adc193","2a1ba1fc5caf492a80188e032995843e","f44ceb4771504342bb856d76c112d5a6","43d02fb064514ff3bd30d1e3a7398357","6aa0d26a483148998c250b9c80ddf550","eace16e59ce24eff90bf8924eb6a926c","ae916bc4844a4bb7b42b70d9573d05cd","c1f0a868aeb44c5ea8d154ec3ca295ac","9595b771f87f42a3b8dd07d91e7cb328","aa9fc400e068443488b259ea0802a975","22d20c2ba11d44cab83aceea39dc00bd","8cf4d0c1bd7b41fab6af9d92c892141f","c2f3e7588da84684a7d78d6bd8d8e1f4","ce06175106af4105945f245161eac3c7","ee28d7e69103485c83e10b8055ef15fb","c32bdeed466f4ec09de828bb4b6fc649","d4a325ab648a42c4a2d6f35dfabb387f","60ebe74947234ddcab49dea1a958faed","f24327f2b05147b197ca34bf13ae3524","2bb29b3a245e434fa80542e711fd2cee"] }, \n", "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","Sun Conflicts: Part IV: A Novel Espair","The Outstanding Bulk","In Automata","Interplanetary","Woods Run","Anthropod-Dude","The Chamber","That Thing About an Iceberg","Vehicles","Playthings Tale","Metal Man 2","Surgeon Odd in the Omniverse of Crazy","Bad Dream on Pine Street","The Shimmering","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>","This is No Movie"] }, \n", "{ name: "<span title=\"tags: List<String>\">tags</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Oscar (Best Supporting Actress)\"><span class=\"structural\">[</span>Oscar (Best Supporting Actress)<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"bah\"><span class=\"structural\">[</span>bah<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"fantasy\nbased on book\"><span class=\"structural\">[</span>fantasy<span class=\"structural\">, </span>based on book<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"adventure\"><span class=\"structural\">[</span>adventure<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"sci-fi\nscience fiction\nspace\"><span class=\"structural\">[</span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">, </span>space<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"bad science\"><span class=\"structural\">[</span>bad science<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"great dialogue\nartificial intelligence\nphilosophical\nandroid(s)/cyborg(s)\nphilosophical issues\nthought-provoking\"><span class=\"structural\">[</span>great dialogue<span class=\"structural\">, </span>artificial int<span class=\"structural\">...</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"tense\npost-apocalyptic\nsci-fi\napocalypse\nspace travel\nvisually appealing\"><span class=\"structural\">[</span>tense<span class=\"structural\">, </span>post-apocalyptic<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"classic\"><span class=\"structural\">[</span>classic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"quirky\"><span class=\"structural\">[</span>quirky<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"so bad it&#39;s good\"><span class=\"structural\">[</span>so bad it&#39;s good<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"cliche\nromantic\"><span class=\"structural\">[</span>cliche<span class=\"structural\">, </span>romantic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"franchise\nsci-fi\nscience fiction\"><span class=\"structural\">[</span>franchise<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"tense\"><span class=\"structural\">[</span>tense<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"horror\"><span class=\"structural\">[</span>horror<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"dark comedy\nso bad it&#39;s good\ndocumentary\"><span class=\"structural\">[</span>dark comedy<span class=\"structural\">, </span>so bad it&#39;s good<span class=\"structural\">, </span>docu<span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"musical\nunpredictable\"><span class=\"structural\">[</span>musical<span class=\"structural\">, </span>unpredictable<span class=\"structural\">]</span></span>"] }, \n", - "], id: 771752004, rootId: 771752004, totalRows: 20 } ) });\n", + "], id: 1962934340, rootId: 1962934340, totalRows: 20 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771752004) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934340) });\n", "\n", "\n", " </script>\n", @@ -10661,26 +10666,21 @@ " \n", " \n", " \n", - "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]
ce06175106af4105945f245161eac3c7Playthings Tale[ ]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", + "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]
ce06175106af4105945f245161eac3c7Playthings Tale[ ]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":20,\"ncol\":3,\"columns\":[\"movieId\",\"title\",\"tags\"],\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"]},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"]},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"]},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[]},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[]},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"]},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"nrow\":20,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"]},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"]},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"]},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[]},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[]},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"]},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]}]}" }, + "execution_count": 20, "metadata": {}, - "output_type": "execute_result", - "execution_count": 20 + "output_type": "execute_result" } ], - "source": [ - "moviesWithTags\n", - " .groupBy { movieId and title }.values(dropNA = true, distinct = true) {\n", - " tag into \"tags\"\n", - " }" - ] + "execution_count": 20 }, { "cell_type": "markdown", @@ -10692,14 +10692,19 @@ }, { "cell_type": "code", - "execution_count": 21, "id": "83b17906", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:19.024254175Z", - "start_time": "2023-12-04T19:15:17.576994584Z" + "end_time": "2024-03-13T13:51:06.551178871Z", + "start_time": "2024-03-13T13:51:06.166340628Z" } }, + "source": [ + "moviesWithTags\n", + " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", + " .sortByDesc { expr { \"tags\">().count() } }\n", + " .take(10)\n" + ], "outputs": [ { "data": { @@ -10882,7 +10887,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771752006"></table>\n", + " <table class="dataframe" id="df_1962934342"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 3</p>\n", "\n", @@ -11166,10 +11171,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"movieId: String\">movieId</span>", children: [], rightAlign: false, values: ["ae916bc4844a4bb7b42b70d9573d05cd","c1f0a868aeb44c5ea8d154ec3ca295ac","6aa0d26a483148998c250b9c80ddf550","ee28d7e69103485c83e10b8055ef15fb","f24327f2b05147b197ca34bf13ae3524","f44ceb4771504342bb856d76c112d5a6","8cf4d0c1bd7b41fab6af9d92c892141f","2bb29b3a245e434fa80542e711fd2cee","9b30aff7943f44579e92c261f3adc193","2a1ba1fc5caf492a80188e032995843e"] }, \n", "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["In Automata","Interplanetary","Sun Conflicts: Part IV: A Novel Espair","Metal Man 2","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","That Thing About an Iceberg","This is No Movie","Women in Black","Bumblebee Movie"] }, \n", "{ name: "<span title=\"tags: List<String>\">tags</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"great dialogue\nartificial intelligence\nphilosophical\nandroid(s)/cyborg(s)\nphilosophical issues\nthought-provoking\"><span class=\"structural\">[</span>great dialogue<span class=\"structural\">, </span>artificial int<span class=\"structural\">...</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"tense\npost-apocalyptic\nsci-fi\napocalypse\nspace travel\nvisually appealing\"><span class=\"structural\">[</span>tense<span class=\"structural\">, </span>post-apocalyptic<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"sci-fi\nscience fiction\nspace\"><span class=\"structural\">[</span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">, </span>space<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"franchise\nsci-fi\nscience fiction\"><span class=\"structural\">[</span>franchise<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"dark comedy\nso bad it&#39;s good\ndocumentary\"><span class=\"structural\">[</span>dark comedy<span class=\"structural\">, </span>so bad it&#39;s good<span class=\"structural\">, </span>docu<span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"fantasy\nbased on book\"><span class=\"structural\">[</span>fantasy<span class=\"structural\">, </span>based on book<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"cliche\nromantic\"><span class=\"structural\">[</span>cliche<span class=\"structural\">, </span>romantic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"musical\nunpredictable\"><span class=\"structural\">[</span>musical<span class=\"structural\">, </span>unpredictable<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Oscar (Best Supporting Actress)\"><span class=\"structural\">[</span>Oscar (Best Supporting Actress)<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"bah\"><span class=\"structural\">[</span>bah<span class=\"structural\">]</span></span>"] }, \n", - "], id: 771752006, rootId: 771752006, totalRows: 10 } ) });\n", + "], id: 1962934342, rootId: 1962934342, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771752006) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934342) });\n", "\n", "\n", " </script>\n", @@ -11341,26 +11346,21 @@ " \n", " \n", " \n", - "
movieIdtitletags
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
\n", + "
movieIdtitletags
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":3,\"columns\":[\"movieId\",\"title\",\"tags\"],\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"nrow\":10,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]}]}" }, + "execution_count": 21, "metadata": {}, - "output_type": "execute_result", - "execution_count": 21 + "output_type": "execute_result" } ], - "source": [ - "moviesWithTags\n", - " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", - " .sortByDesc { expr { \"tags\">().count() } }\n", - " .take(10)\n" - ] + "execution_count": 21 }, { "cell_type": "markdown", @@ -11372,14 +11372,22 @@ }, { "cell_type": "code", - "execution_count": 22, "id": "27c8ea28", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:19.184752306Z", - "start_time": "2023-12-04T19:15:17.957431795Z" + "end_time": "2024-03-13T13:51:07.402724934Z", + "start_time": "2024-03-13T13:51:06.555963592Z" } }, + "source": [ + "val tagsPerMovie = moviesWithTags\n", + " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", + " .add(\"tagsCount\") {\n", + " \"tags\">().count()\n", + " }\n", + " .sortByDesc(\"tagsCount\")\n", + "tagsPerMovie" + ], "outputs": [ { "data": { @@ -11562,7 +11570,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_771752008"></table>\n", + " <table class="dataframe" id="df_1962934344"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 20, columnsCount = 4</p>\n", "\n", @@ -11847,10 +11855,10 @@ "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["In Automata","Interplanetary","Sun Conflicts: Part IV: A Novel Espair","Metal Man 2","<span class=\"formatted\" title=\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\">Krubit: Societal Teachings for Do Man<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Magical School Boy and the Rock of Wise Men\">Magical School Boy and the Rock of Wi<span class=\"structural\">...</span></span>","That Thing About an Iceberg","This is No Movie","Women in Black","Bumblebee Movie","<span class=\"formatted\" title=\"Master of the Jewlery: The Company of the Jewel\">Master of the Jewlery: The Company of<span class=\"structural\">...</span></span>","The Outstanding Bulk","Woods Run","Anthropod-Dude","The Chamber","Bad Dream on Pine Street","The Shimmering","Vehicles","Playthings Tale","Surgeon Odd in the Omniverse of Crazy"] }, \n", "{ name: "<span title=\"tags: List<String>\">tags</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"great dialogue\nartificial intelligence\nphilosophical\nandroid(s)/cyborg(s)\nphilosophical issues\nthought-provoking\"><span class=\"structural\">[</span>great dialogue<span class=\"structural\">, </span>artificial int<span class=\"structural\">...</span><span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"tense\npost-apocalyptic\nsci-fi\napocalypse\nspace travel\nvisually appealing\"><span class=\"structural\">[</span>tense<span class=\"structural\">, </span>post-apocalyptic<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span><span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"sci-fi\nscience fiction\nspace\"><span class=\"structural\">[</span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">, </span>space<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"franchise\nsci-fi\nscience fiction\"><span class=\"structural\">[</span>franchise<span class=\"structural\">, </span>sci-fi<span class=\"structural\">, </span>science fiction<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"dark comedy\nso bad it&#39;s good\ndocumentary\"><span class=\"structural\">[</span>dark comedy<span class=\"structural\">, </span>so bad it&#39;s good<span class=\"structural\">, </span>docu<span class=\"structural\">...</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"fantasy\nbased on book\"><span class=\"structural\">[</span>fantasy<span class=\"structural\">, </span>based on book<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"cliche\nromantic\"><span class=\"structural\">[</span>cliche<span class=\"structural\">, </span>romantic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"musical\nunpredictable\"><span class=\"structural\">[</span>musical<span class=\"structural\">, </span>unpredictable<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"Oscar (Best Supporting Actress)\"><span class=\"structural\">[</span>Oscar (Best Supporting Actress)<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"bah\"><span class=\"structural\">[</span>bah<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"adventure\"><span class=\"structural\">[</span>adventure<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"bad science\"><span class=\"structural\">[</span>bad science<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"classic\"><span class=\"structural\">[</span>classic<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"quirky\"><span class=\"structural\">[</span>quirky<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"so bad it&#39;s good\"><span class=\"structural\">[</span>so bad it&#39;s good<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"tense\"><span class=\"structural\">[</span>tense<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"horror\"><span class=\"structural\">[</span>horror<span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>"] }, \n", "{ name: "<span title=\"tagsCount: Int\">tagsCount</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>"] }, \n", - "], id: 771752008, rootId: 771752008, totalRows: 20 } ) });\n", + "], id: 1962934344, rootId: 1962934344, totalRows: 20 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(771752008) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1962934344) });\n", "\n", "\n", " </script>\n", @@ -12022,40 +12030,34 @@ " \n", " \n", " \n", - "
movieIdtitletagstagsCount
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...6
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...6
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]3
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]3
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...3
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]2
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]2
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]2
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]1
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]1
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]1
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]1
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]1
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]1
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]1
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]1
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]1
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]0
ce06175106af4105945f245161eac3c7Playthings Tale[ ]0
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]0
\n", + "
movieIdtitletagstagsCount
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...6
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...6
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]3
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]3
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...3
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]2
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]2
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]2
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]1
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]1
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]1
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]1
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]1
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]1
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]1
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]1
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]1
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]0
ce06175106af4105945f245161eac3c7Playthings Tale[ ]0
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]0
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":20,\"ncol\":4,\"columns\":[\"movieId\",\"title\",\"tags\",\"tagsCount\"],\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"],\"tagsCount\":6},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"],\"tagsCount\":6},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"],\"tagsCount\":3},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"],\"tagsCount\":3},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"],\"tagsCount\":3},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"],\"tagsCount\":2},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"],\"tagsCount\":2},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"],\"tagsCount\":2},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"],\"tagsCount\":1},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"],\"tagsCount\":1},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"],\"tagsCount\":1},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"],\"tagsCount\":1},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"],\"tagsCount\":1},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"],\"tagsCount\":1},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"],\"tagsCount\":1},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"],\"tagsCount\":1},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"],\"tagsCount\":1},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[],\"tagsCount\":0}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\",\"tagsCount\"],\"nrow\":20,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"],\"tagsCount\":6},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"],\"tagsCount\":6},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"],\"tagsCount\":3},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"],\"tagsCount\":3},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"],\"tagsCount\":3},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"],\"tagsCount\":2},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"],\"tagsCount\":2},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"],\"tagsCount\":2},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"],\"tagsCount\":1},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"],\"tagsCount\":1},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"],\"tagsCount\":1},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"],\"tagsCount\":1},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"],\"tagsCount\":1},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"],\"tagsCount\":1},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"],\"tagsCount\":1},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"],\"tagsCount\":1},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"],\"tagsCount\":1},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[],\"tagsCount\":0}]}" }, + "execution_count": 22, "metadata": {}, - "output_type": "execute_result", - "execution_count": 22 + "output_type": "execute_result" } ], - "source": [ - "val tagsPerMovie = moviesWithTags\n", - " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", - " .add(\"tagsCount\") {\n", - " \"tags\">().count()\n", - " }\n", - " .sortByDesc(\"tagsCount\")\n", - "tagsPerMovie" - ] + "execution_count": 22 }, { "cell_type": "code", - "execution_count": 23, "id": "01cbbed1", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:19.382458049Z", - "start_time": "2023-12-04T19:15:18.686319053Z" + "end_time": "2024-03-13T13:51:07.549834736Z", + "start_time": "2024-03-13T13:51:07.409910359Z" } }, + "source": [ + "tagsPerMovie.tagsCount.sum()" + ], "outputs": [ { "data": { @@ -12063,14 +12065,12 @@ "36" ] }, + "execution_count": 23, "metadata": {}, - "output_type": "execute_result", - "execution_count": 23 + "output_type": "execute_result" } ], - "source": [ - "tagsPerMovie.tagsCount.sum()" - ] + "execution_count": 23 }, { "cell_type": "markdown", @@ -12080,14 +12080,16 @@ }, { "cell_type": "code", - "execution_count": 24, "id": "accea0d3", "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:15:19.532621252Z", - "start_time": "2023-12-04T19:15:18.790371344Z" + "end_time": "2024-03-13T13:51:07.658126902Z", + "start_time": "2024-03-13T13:51:07.553725661Z" } }, + "source": [ + "tagsPerMovie[0].tags" + ], "outputs": [ { "data": { @@ -12095,14 +12097,12 @@ "[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]" ] }, + "execution_count": 24, "metadata": {}, - "output_type": "execute_result", - "execution_count": 24 + "output_type": "execute_result" } ], - "source": [ - "tagsPerMovie[0].tags" - ] + "execution_count": 24 }, { "cell_type": "markdown", diff --git a/examples/notebooks/netflix/netflix.ipynb b/examples/notebooks/netflix/netflix.ipynb index 086b9a471c..a44a0a2b7b 100644 --- a/examples/notebooks/netflix/netflix.ipynb +++ b/examples/notebooks/netflix/netflix.ipynb @@ -38,20 +38,20 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "pycharm": { "is_executing": true }, "ExecuteTime": { - "end_time": "2023-12-04T19:36:11.447728644Z", - "start_time": "2023-12-04T19:36:11.132795239Z" + "end_time": "2024-03-14T13:25:15.321949061Z", + "start_time": "2024-03-14T13:25:15.301989937Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "markdown", @@ -62,17 +62,15 @@ }, { "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:19.921564082Z", - "start_time": "2023-12-04T19:36:11.183329334Z" + "end_time": "2024-03-14T13:25:24.412834448Z", + "start_time": "2024-03-14T13:25:16.495479515Z" } }, + "source": "%use dataframe", "outputs": [], - "source": [ - "%use dataframe" - ] + "execution_count": 2 }, { "cell_type": "markdown", @@ -83,17 +81,15 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:25.067131187Z", - "start_time": "2023-12-04T19:36:19.922945652Z" + "end_time": "2024-03-14T13:25:28.732238473Z", + "start_time": "2024-03-14T13:25:24.441520878Z" } }, + "source": "%use kandy", "outputs": [], - "source": [ - "%use kandy" - ] + "execution_count": 3 }, { "cell_type": "markdown", @@ -111,17 +107,17 @@ }, { "cell_type": "code", - "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:28.900851544Z", - "start_time": "2023-12-04T19:36:25.068061760Z" + "end_time": "2024-03-14T13:25:31.482479600Z", + "start_time": "2024-03-14T13:25:28.756261565Z" } }, - "outputs": [], "source": [ "val rawDf = DataFrame.read(\"netflix_titles.csv\")" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "markdown", @@ -132,13 +128,16 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:29.225797822Z", - "start_time": "2023-12-04T19:36:28.903857840Z" + "end_time": "2024-03-14T13:25:31.620329736Z", + "start_time": "2024-03-14T13:25:31.491353373Z" } }, + "source": [ + "// taking a look at types and columns\n", + "rawDf.schema()" + ], "outputs": [ { "data": { @@ -157,25 +156,24 @@ "description: String" ] }, + "execution_count": 5, "metadata": {}, - "output_type": "execute_result", - "execution_count": 5 + "output_type": "execute_result" } ], - "source": [ - "// taking a look at types and columns\n", - "rawDf.schema()" - ] + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:29.416181452Z", - "start_time": "2023-12-04T19:36:29.022894540Z" + "end_time": "2024-03-14T13:25:31.753009483Z", + "start_time": "2024-03-14T13:25:31.625672142Z" } }, + "source": [ + "rawDf.size() // rowsCount x columnsCount" + ], "outputs": [ { "data": { @@ -183,24 +181,24 @@ "7787 x 12" ] }, + "execution_count": 6, "metadata": {}, - "output_type": "execute_result", - "execution_count": 6 + "output_type": "execute_result" } ], - "source": [ - "rawDf.size() // rowsCount x columnsCount" - ] + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:29.853681988Z", - "start_time": "2023-12-04T19:36:29.130732056Z" + "end_time": "2024-03-14T13:25:32.201816087Z", + "start_time": "2024-03-14T13:25:31.759667350Z" } }, + "source": [ + "rawDf.head() // return first five rows" + ], "outputs": [ { "data": { @@ -383,7 +381,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534208"></table>\n", + " <table class="dataframe" id="df_-1073741824"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 12</p>\n", "\n", @@ -676,10 +674,10 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["4 Seasons","93 min","78 min","80 min","123 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"International TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\">International TV Shows, TV Dramas, TV<span class=\"structural\">...</span></span>","Dramas, International Movies","Horror Movies, International Movies","<span class=\"formatted\" title=\"Action &#38; Adventure, Independent Movies, Sci-Fi &#38; Fantasy\">Action &#38; Adventure, Independent Movie<span class=\"structural\">...</span></span>","Dramas"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\">In a future where the elite inhabit a<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\">After a devastating earthquake hits M<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that&#39;s haunting their jungle island training camp.\">When an army recruit is found dead, h<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\">In a postapocalyptic world, rag-doll <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\">A brilliant group of students become <span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534208, rootId: -637534208, totalRows: 5 } ) });\n", + "], id: -1073741824, rootId: -1073741824, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534208) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741824) });\n", "\n", "\n", " </script>\n", @@ -851,33 +849,34 @@ " \n", " \n", " \n", - "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s1TV Show3%nullJoão Miguel, Bianca Comparato, Michel...BrazilAugust 14, 20202020TV-MA4 SeasonsInternational TV Shows, TV Dramas, TV...In a future where the elite inhabit a...
s2Movie7:19Jorge Michel GrauDemián Bichir, Héctor Bonilla, Oscar ...MexicoDecember 23, 20162016TV-MA93 minDramas, International MoviesAfter a devastating earthquake hits M...
s3Movie23:59Gilbert ChanTedd Chan, Stella Chung, Henley Hii, ...SingaporeDecember 20, 20182011R78 minHorror Movies, International MoviesWhen an army recruit is found dead, h...
s4Movie9Shane AckerElijah Wood, John C. Reilly, Jennifer...United StatesNovember 16, 20172009PG-1380 minAction & Adventure, Independent Movie...In a postapocalyptic world, rag-doll ...
s5Movie21Robert LuketicJim Sturgess, Kevin Spacey, Kate Bosw...United StatesJanuary 1, 20202008PG-13123 minDramasA brilliant group of students become ...
\n", + "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s1TV Show3%nullJoão Miguel, Bianca Comparato, Michel...BrazilAugust 14, 20202020TV-MA4 SeasonsInternational TV Shows, TV Dramas, TV...In a future where the elite inhabit a...
s2Movie7:19Jorge Michel GrauDemián Bichir, Héctor Bonilla, Oscar ...MexicoDecember 23, 20162016TV-MA93 minDramas, International MoviesAfter a devastating earthquake hits M...
s3Movie23:59Gilbert ChanTedd Chan, Stella Chung, Henley Hii, ...SingaporeDecember 20, 20182011R78 minHorror Movies, International MoviesWhen an army recruit is found dead, h...
s4Movie9Shane AckerElijah Wood, John C. Reilly, Jennifer...United StatesNovember 16, 20172009PG-1380 minAction & Adventure, Independent Movie...In a postapocalyptic world, rag-doll ...
s5Movie21Robert LuketicJim Sturgess, Kevin Spacey, Kate Bosw...United StatesJanuary 1, 20202008PG-13123 minDramasA brilliant group of students become ...
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":12,\"columns\":[\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\"],\"kotlin_dataframe\":[{\"show_id\":\"s1\",\"type\":\"TV Show\",\"title\":\"3%\",\"director\":null,\"cast\":\"João Miguel, Bianca Comparato, Michel Gomes, Rodolfo Valente, Vaneza Oliveira, Rafael Lozano, Viviane Porto, Mel Fronckowiak, Sergio Mamberti, Zezé Motta, Celso Frateschi\",\"country\":\"Brazil\",\"date_added\":\"August 14, 2020\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"4 Seasons\",\"listed_in\":\"International TV Shows, TV Dramas, TV Sci-Fi & Fantasy\",\"description\":\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\"},{\"show_id\":\"s2\",\"type\":\"Movie\",\"title\":\"7:19\",\"director\":\"Jorge Michel Grau\",\"cast\":\"Demián Bichir, Héctor Bonilla, Oscar Serrano, Azalia Ortiz, Octavio Michel, Carmen Beato\",\"country\":\"Mexico\",\"date_added\":\"December 23, 2016\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\"},{\"show_id\":\"s3\",\"type\":\"Movie\",\"title\":\"23:59\",\"director\":\"Gilbert Chan\",\"cast\":\"Tedd Chan, Stella Chung, Henley Hii, Lawrence Koh, Tommy Kuan, Josh Lai, Mark Lee, Susan Leong, Benjamin Lim\",\"country\":\"Singapore\",\"date_added\":\"December 20, 2018\",\"release_year\":2011,\"rating\":\"R\",\"duration\":\"78 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that's haunting their jungle island training camp.\"},{\"show_id\":\"s4\",\"type\":\"Movie\",\"title\":\"9\",\"director\":\"Shane Acker\",\"cast\":\"Elijah Wood, John C. Reilly, Jennifer Connelly, Christopher Plummer, Crispin Glover, Martin Landau, Fred Tatasciore, Alan Oppenheimer, Tom Kane\",\"country\":\"United States\",\"date_added\":\"November 16, 2017\",\"release_year\":2009,\"rating\":\"PG-13\",\"duration\":\"80 min\",\"listed_in\":\"Action & Adventure, Independent Movies, Sci-Fi & Fantasy\",\"description\":\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\"},{\"show_id\":\"s5\",\"type\":\"Movie\",\"title\":\"21\",\"director\":\"Robert Luketic\",\"cast\":\"Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo, Liza Lapira, Jacob Pitts, Laurence Fishburne, Jack McGee, Josh Gad, Sam Golzari, Helen Carey, Jack Gilpin\",\"country\":\"United States\",\"date_added\":\"January 1, 2020\",\"release_year\":2008,\"rating\":\"PG-13\",\"duration\":\"123 min\",\"listed_in\":\"Dramas\",\"description\":\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\"],\"nrow\":5,\"ncol\":12},\"kotlin_dataframe\":[{\"show_id\":\"s1\",\"type\":\"TV Show\",\"title\":\"3%\",\"director\":null,\"cast\":\"João Miguel, Bianca Comparato, Michel Gomes, Rodolfo Valente, Vaneza Oliveira, Rafael Lozano, Viviane Porto, Mel Fronckowiak, Sergio Mamberti, Zezé Motta, Celso Frateschi\",\"country\":\"Brazil\",\"date_added\":\"August 14, 2020\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"4 Seasons\",\"listed_in\":\"International TV Shows, TV Dramas, TV Sci-Fi & Fantasy\",\"description\":\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\"},{\"show_id\":\"s2\",\"type\":\"Movie\",\"title\":\"7:19\",\"director\":\"Jorge Michel Grau\",\"cast\":\"Demián Bichir, Héctor Bonilla, Oscar Serrano, Azalia Ortiz, Octavio Michel, Carmen Beato\",\"country\":\"Mexico\",\"date_added\":\"December 23, 2016\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\"},{\"show_id\":\"s3\",\"type\":\"Movie\",\"title\":\"23:59\",\"director\":\"Gilbert Chan\",\"cast\":\"Tedd Chan, Stella Chung, Henley Hii, Lawrence Koh, Tommy Kuan, Josh Lai, Mark Lee, Susan Leong, Benjamin Lim\",\"country\":\"Singapore\",\"date_added\":\"December 20, 2018\",\"release_year\":2011,\"rating\":\"R\",\"duration\":\"78 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that's haunting their jungle island training camp.\"},{\"show_id\":\"s4\",\"type\":\"Movie\",\"title\":\"9\",\"director\":\"Shane Acker\",\"cast\":\"Elijah Wood, John C. Reilly, Jennifer Connelly, Christopher Plummer, Crispin Glover, Martin Landau, Fred Tatasciore, Alan Oppenheimer, Tom Kane\",\"country\":\"United States\",\"date_added\":\"November 16, 2017\",\"release_year\":2009,\"rating\":\"PG-13\",\"duration\":\"80 min\",\"listed_in\":\"Action & Adventure, Independent Movies, Sci-Fi & Fantasy\",\"description\":\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\"},{\"show_id\":\"s5\",\"type\":\"Movie\",\"title\":\"21\",\"director\":\"Robert Luketic\",\"cast\":\"Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo, Liza Lapira, Jacob Pitts, Laurence Fishburne, Jack McGee, Josh Gad, Sam Golzari, Helen Carey, Jack Gilpin\",\"country\":\"United States\",\"date_added\":\"January 1, 2020\",\"release_year\":2008,\"rating\":\"PG-13\",\"duration\":\"123 min\",\"listed_in\":\"Dramas\",\"description\":\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\"}]}" }, + "execution_count": 7, "metadata": {}, - "output_type": "execute_result", - "execution_count": 7 + "output_type": "execute_result" } ], - "source": [ - "rawDf.head() // return first five rows" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:30.251373633Z", - "start_time": "2023-12-04T19:36:29.499633824Z" + "end_time": "2024-03-14T13:25:32.768769157Z", + "start_time": "2024-03-14T13:25:32.211717723Z" } }, + "source": [ + "// Getting general statistics and info for each columns\n", + "rawDf.describe()" + ], "outputs": [ { "data": { @@ -1060,7 +1059,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534206"></table>\n", + " <table class="dataframe" id="df_-1073741822"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 12, columnsCount = 12</p>\n", "\n", @@ -1353,10 +1352,10 @@ "{ name: "<span title=\"min: Comparable<*>\">min</span>", children: [], rightAlign: false, values: ["s1","Movie","#Alive","A. L. Vijay","<span class=\"formatted\" title=\"&#39;Najite Dede, Jude Chukwuka, Taiwo Arimoro, Odenike Odetola, Funmi Eko, Keppy Ekpenyong\">&#39;Najite Dede, Jude Chukwuka, Taiwo Ar<span class=\"structural\">...</span></span>","Argentina"," April 15, 2018","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1925</span></span>","G","1 Season","Action &#38; Adventure","<span class=\"formatted\" title=\"&#34;Brooklyn Nine-Nine&#34; star Chelsea Peretti showcases her diverse talents in this dark yet silly reimagining of the comedy special.\">&#34;Brooklyn Nine-Nine&#34; star Chelsea Per<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"median: Comparable<*>\">median</span>", children: [], rightAlign: false, values: ["s4502","Movie","Manglehorn","Lance Bangs","<span class=\"formatted\" title=\"Kay Kay Menon, Shiney Ahuja, Chitrangada Singh, Ram Kapoor, Saurabh Shukla, Yashpal Sharma, Jasbir Malik, Sohrab Ardeshir, Aditya Bhattacharya, Arif Zakaria\">Kay Kay Menon, Shiney Ahuja, Chitrang<span class=\"structural\">...</span></span>","Thailand","July 6, 2020","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>","TV-MA","148 min","Documentaries, Sports Movies","<span class=\"formatted\" title=\"In a 1950s orphanage, a young girl reveals an astonishing talent for chess and begins an unlikely journey to stardom while grappling with addiction.\">In a 1950s orphanage, a young girl re<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"max: Comparable<*>\">max</span>", children: [], rightAlign: false, values: ["s999","TV Show","&#52572;&#44053;&#51204;&#49324; &#48120;&#45768;&#53945;&#44277;&#45824; : &#50689;&#50885;&#51032; &#53444;&#49373;","&#350;enol S&#246;nmez","<span class=\"formatted\" title=\"&#7778;&#7885;p&#7865;&#769; D&#236;r&#237;s&#249;, Wunmi Mosaku, Matt Smith, Malaika Wakoli-Abigaba\">&#7778;&#7885;p&#7865;&#769; D&#236;r&#237;s&#249;, Wunmi Mosaku, Matt Smit<span class=\"structural\">...</span></span>","Zimbabwe","September 9, 2020","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>","UR","99 min","Thrillers","<span class=\"formatted\" title=\"Zoe Walker leaves her quiet life behind to investigate her brother&#39;s disappearance in Ibiza, where she quickly heads down a decadent and dangerous path.\">Zoe Walker leaves her quiet life behi<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534206, rootId: -637534206, totalRows: 12 } ) });\n", + "], id: -1073741822, rootId: -1073741822, totalRows: 12 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534206) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741822) });\n", "\n", "\n", " </script>\n", @@ -1528,24 +1527,21 @@ " \n", " \n", " \n", - "
nametypecountuniquenullstopfreqmeanstdminmedianmax
show_idString778777870s11nullnulls1s4502s999
typeString778720Movie5377nullnullMovieMovieTV Show
titleString7787778703%1nullnull#AliveManglehorn최강전사 미니특공대 : 영웅의 탄생
directorString?778740502389Raúl Campos, Jan Suter18nullnullA. L. VijayLance BangsŞenol Sönmez
castString?77876832718David Attenborough18nullnull'Najite Dede, Jude Chukwuka, Taiwo Ar...Kay Kay Menon, Shiney Ahuja, Chitrang...Ṣọpẹ́ Dìrísù, Wunmi Mosaku, Matt Smit...
countryString?7787682507United States2555nullnullArgentinaThailandZimbabwe
date_addedString?7787156610January 1, 2020118nullnull April 15, 2018July 6, 2020September 9, 2020
release_yearInt7787730201811212013.9325808.757395192520172021
ratingString?7787157TV-MA2863nullnullGTV-MAUR
durationString778721601 Season1608nullnull1 Season148 min99 min
listed_inString77874920Documentaries334nullnullAction & AdventureDocumentaries, Sports MoviesThrillers
descriptionString778777690Multiple women report their husbands ...3nullnull"Brooklyn Nine-Nine" star Chelsea Per...In a 1950s orphanage, a young girl re...Zoe Walker leaves her quiet life behi...
\n", + "
nametypecountuniquenullstopfreqmeanstdminmedianmax
show_idString778777870s11nullnulls1s4502s999
typeString778720Movie5377nullnullMovieMovieTV Show
titleString7787778703%1nullnull#AliveManglehorn최강전사 미니특공대 : 영웅의 탄생
directorString?778740502389Raúl Campos, Jan Suter18nullnullA. L. VijayLance BangsŞenol Sönmez
castString?77876832718David Attenborough18nullnull'Najite Dede, Jude Chukwuka, Taiwo Ar...Kay Kay Menon, Shiney Ahuja, Chitrang...Ṣọpẹ́ Dìrísù, Wunmi Mosaku, Matt Smit...
countryString?7787682507United States2555nullnullArgentinaThailandZimbabwe
date_addedString?7787156610January 1, 2020118nullnull April 15, 2018July 6, 2020September 9, 2020
release_yearInt7787730201811212013.9325808.757395192520172021
ratingString?7787157TV-MA2863nullnullGTV-MAUR
durationString778721601 Season1608nullnull1 Season148 min99 min
listed_inString77874920Documentaries334nullnullAction & AdventureDocumentaries, Sports MoviesThrillers
descriptionString778777690Multiple women report their husbands ...3nullnull"Brooklyn Nine-Nine" star Chelsea Per...In a 1950s orphanage, a young girl re...Zoe Walker leaves her quiet life behi...
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Talk Shows","Dramas, International Movies","Horror Movies","Cult Movies, Horror Movies","Dramas, International Movies","<span class=\"formatted\" title=\"Children &#38; Family Movies, Dramas, Faith &#38; Spirituality\">Children &#38; Family Movies, Dramas, Fai<span class=\"structural\">...</span></span>","Dramas","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas, Thrillers","Documentaries","Comedies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\">In each episode, four celebrities joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\">When he causes a car accident that le<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\">After committing suicide, a washed-up<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\">This collection cherry-picks trailers<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"While making a film about the incursion of Christopher Columbus in the New World, a director finds the Bolivian locals protesting modern exploitation.\">While making a film about the incursi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"With his gift of dream interpretation and his brilliantly colored coat, Joseph inspires jealousy in his brothers in this animated Bible story.\">With his gift of dream interpretation<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After reckless teens kill an Amish child, a prosecutor attempts to bring the youths to justice despite the condemnation he faces from the community.\">After reckless teens kill an Amish ch<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After their child was abducted and murdered, John and Reve Walsh fought to raise national awareness of the problem of missing children.\">After their child was abducted and mu<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama based on real-life events tells the story of George McKenna, the tough, determined new principal of a notorious Los Angeles high school.\">This drama based on real-life events <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A lawyer&#39;s husband is having an affair. When his mistress is found dead, he becomes the prime suspect &#8211; and his wife must take charge of his defense.\">A lawyer&#39;s husband is having an affai<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When high school football coach Charlie Wedemeyer is diagnosed with Lou Gehrig&#39;s disease, he perseveres in leading his team despite becoming disabled.\">When high school football coach Charl<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When their college-age daughter suddenly begins acting erratically and is diagnosed with schizophrenia, a desperate couple seeks treatment for her.\">When their college-age daughter sudde<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After contracting HIV from a tainted blood treatment, teenaged hemophiliac Ryan White is forced to fight for his right to attend public school.\">After contracting HIV from a tainted <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Twelve-year-old Calvin manages to join the navy and serves in the battle of Guadalcanal. But when his age is revealed, the boy is sent to the brig.\">Twelve-year-old Calvin manages to joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama tells the tale of Ricky Bell, a pro running back with the Tampa Bay Buccaneers who died of a muscle disease in the prime of his career.\">This drama tells the tale of Ricky Be<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Laurie and Joseph are doctors who interview sexually abused children. With a lot of energy they track down a pedophile who has abused many toddlers.\">Laurie and Joseph are doctors who int<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A beauty pageant winner is stalked by a serial killer who kidnaps her sister and torments her family in this thriller based on a shocking true story.\">A beauty pageant winner is stalked by<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Whoopi Goldberg narrates Elmo creator Kevin Clash&#39;s remarkable journey from a working-class Baltimore neighborhood to Jim Henson&#39;s &#34;Sesame Street.&#34;\">Whoopi Goldberg narrates Elmo creator<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Will Ferrell stars as a Spanish-speaking cowboy in this comedy about a Mexican clan trying to rescue their ranch from greedy creditors.\">Will Ferrell stars as a Spanish-speak<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534204, rootId: -637534204, totalRows: 7777 } ) });\n", + "], id: -1073741820, rootId: -1073741820, totalRows: 7777 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534204) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741820) });\n", "\n", "\n", " </script>\n", @@ -2232,30 +2233,34 @@ " \n", " \n", " \n", - "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...
s2963MovieIn Defense of a Married ManJoel OlianskyJudith Light, Michael Ontkean, Jerry ...United States2011-10-011990TV-1494 minDramasA lawyer's husband is having an affai...
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella IIPam Dawber, Michael Nouri, Bess Meyer...United States2011-10-011988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...
s5833MovieStrange VoicesArthur Allan SeidelmanNancy McKeon, Valerie Harper, Stephen...United States2011-10-011987TV-PG96 minDramasWhen their college-age daughter sudde...
s6846MovieThe Ryan White StoryJohn HerzfeldJudith Light, Lukas Haas, Michael Bow...United States2011-10-011989TV-PG94 minDramasAfter contracting HIV from a tainted ...
s7150MovieToo Young the HeroBuzz KulikRicky Schroder, Jon DeVries, Debra Mo...United States2011-10-011988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...
s7231MovieTriumph of the HeartRichard MichaelsMario Van Peebles, Susan Ruttan, Lane...United States2011-10-011991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...
s7363MovieUnspeakable ActsLinda OttoJill Clayburgh, Brad Davis, Sam BehrensUnited States2011-10-011990TV-1495 minDramasLaurie and Joseph are doctors who int...
s7415MovieVictim of BeautyRoger YoungWilliam Devane, Jeri Ryan, Michele Ab...United States2011-10-011991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...
s1230MovieCasa de mi PadreMatt PiedmontWill Ferrell, Gael García Bernal, Die...United States, Mexico2012-11-142012R84 minComediesWill Ferrell stars as a Spanish-speak...
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show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...
s2963MovieIn Defense of a Married ManJoel OlianskyJudith Light, Michael Ontkean, Jerry ...United States2011-10-011990TV-1494 minDramasA lawyer's husband is having an affai...
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella IIPam Dawber, Michael Nouri, Bess Meyer...United States2011-10-011988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...
s5833MovieStrange VoicesArthur Allan SeidelmanNancy McKeon, Valerie Harper, Stephen...United States2011-10-011987TV-PG96 minDramasWhen their college-age daughter sudde...
s6846MovieThe Ryan White StoryJohn HerzfeldJudith Light, Lukas Haas, Michael Bow...United States2011-10-011989TV-PG94 minDramasAfter contracting HIV from a tainted ...
s7150MovieToo Young the HeroBuzz KulikRicky Schroder, Jon DeVries, Debra Mo...United States2011-10-011988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...
s7231MovieTriumph of the HeartRichard MichaelsMario Van Peebles, Susan Ruttan, Lane...United States2011-10-011991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...
s7363MovieUnspeakable ActsLinda OttoJill Clayburgh, Brad Davis, Sam BehrensUnited States2011-10-011990TV-1495 minDramasLaurie and Joseph are doctors who int...
s7415MovieVictim of BeautyRoger YoungWilliam Devane, Jeri Ryan, Michele Ab...United States2011-10-011991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...
s1230MovieCasa de mi PadreMatt PiedmontWill Ferrell, Gael García Bernal, Die...United States, Mexico2012-11-142012R84 minComediesWill Ferrell stars as a Spanish-speak...
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Davis, Lynn Whitfield, Adam Faraizl, Polly Holliday, Jay Pennison, John Schuhmacher\",\"country\":\"United States\",\"date_added\":\"2011-10-01\",\"release_year\":1991,\"rating\":\"TV-PG\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, Sports Movies\",\"description\":\"This drama tells the tale of Ricky Bell, a pro running back with the Tampa Bay Buccaneers who died of a muscle disease in the prime of his career.\"},{\"show_id\":\"s7363\",\"type\":\"Movie\",\"title\":\"Unspeakable Acts\",\"director\":\"Linda Otto\",\"cast\":\"Jill Clayburgh, Brad Davis, Sam Behrens\",\"country\":\"United States\",\"date_added\":\"2011-10-01\",\"release_year\":1990,\"rating\":\"TV-14\",\"duration\":\"95 min\",\"listed_in\":\"Dramas\",\"description\":\"Laurie and Joseph are doctors who interview sexually abused children. With a lot of energy they track down a pedophile who has abused many toddlers.\"},{\"show_id\":\"s7415\",\"type\":\"Movie\",\"title\":\"Victim of Beauty\",\"director\":\"Roger Young\",\"cast\":\"William Devane, Jeri Ryan, Michele Abrams, Nick Searcy, Linda Pierce, J. Don Ferguson, Butch Slade, Joyce Bowden-Kirby\",\"country\":\"United States\",\"date_added\":\"2011-10-01\",\"release_year\":1991,\"rating\":\"TV-14\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"A beauty pageant winner is stalked by a serial killer who kidnaps her sister and torments her family in this thriller based on a shocking true story.\"},{\"show_id\":\"s819\",\"type\":\"Movie\",\"title\":\"Being Elmo: A Puppeteer's Journey\",\"director\":\"Constance Marks\",\"cast\":\"Kevin Clash, Whoopi Goldberg\",\"country\":\"United States\",\"date_added\":\"2012-02-21\",\"release_year\":2011,\"rating\":\"PG\",\"duration\":\"76 min\",\"listed_in\":\"Documentaries\",\"description\":\"Whoopi Goldberg narrates Elmo creator Kevin Clash's remarkable journey from a working-class Baltimore neighborhood to Jim Henson's \\\"Sesame Street.\\\"\"},{\"show_id\":\"s1230\",\"type\":\"Movie\",\"title\":\"Casa de mi Padre\",\"director\":\"Matt Piedmont\",\"cast\":\"Will Ferrell, Gael García Bernal, Diego Luna, Genesis Rodriguez, Pedro Armendáriz Jr., Nick Offerman, Efren Ramirez, Adrian Martinez\",\"country\":\"United States, Mexico\",\"date_added\":\"2012-11-14\",\"release_year\":2012,\"rating\":\"R\",\"duration\":\"84 min\",\"listed_in\":\"Comedies\",\"description\":\"Will Ferrell stars as a Spanish-speaking cowboy in this comedy about a Mexican clan trying to rescue their ranch from greedy creditors.\"}]}" }, + "execution_count": 9, "metadata": {}, - "output_type": "execute_result", - "execution_count": 9 + "output_type": "execute_result" } ], - "source": [ - "val df = rawDf.dropNulls { date_added } // remove rows where `date_added` is not specified\n", - " .convert { date_added }.toLocalDate(\"MMMM d, yyyy\") // convert date_added to LocalDate using date pattern\n", - " .sortBy { date_added } // and let's also sort by date for easy operation later\n", - "df" - ] + "execution_count": 9 }, { "cell_type": "code", - "execution_count": 10, + "source": [ + "// let's look at what type of column it turned out\n", + "df.date_added.type() " + ], + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-14T13:25:35.420751104Z", + "start_time": "2024-03-14T13:25:35.268621917Z" + } + }, "outputs": [ { "data": { @@ -2263,21 +2268,12 @@ "kotlinx.datetime.LocalDate" ] }, + "execution_count": 10, "metadata": {}, - "output_type": "execute_result", - "execution_count": 10 + "output_type": "execute_result" } ], - "source": [ - "// let's look at what type of column it turned out\n", - "df.date_added.type() " - ], - "metadata": { - "ExecuteTime": { - "end_time": "2023-12-04T19:36:33.744377502Z", - "start_time": "2023-12-04T19:36:33.298318993Z" - } - } + "execution_count": 10 }, { "cell_type": "markdown", @@ -2295,24 +2291,42 @@ }, { "cell_type": "code", - "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:35.290039767Z", - "start_time": "2023-12-04T19:36:33.410659577Z" + "end_time": "2024-03-14T13:25:38.267333181Z", + "start_time": "2024-03-14T13:25:35.426158866Z" } }, + "source": [ + "rawDf\n", + " .valueCounts(sort = false) { type }\n", + " .plot {\n", + " bars {\n", + " x(type)\n", + " y(\"count\")\n", + " fillColor(type) {\n", + " scale = categorical(range = listOf(Color.hex(\"#00BCD4\"), Color.hex(\"#009688\")))\n", + " }\n", + " }\n", + "\n", + " layout {\n", + " title = \"Count of TV Shows and Movies\"\n", + " size = 900 to 550\n", + " }\n", + " }" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -2506,7 +2522,7 @@ " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -2514,116 +2530,118 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,500\n", + " 1,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,500\n", + " 2,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,000\n", + " 3,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,500\n", + " 3,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,000\n", + " 4,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,500\n", + " 4,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 5,000\n", + " 5,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 5,500\n", + " 5,500\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2636,17 +2654,17 @@ " \n", " \n", " \n", - " Count of TV Shows and Movies\n", + " Count of TV Shows and Movies\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " type\n", + " type\n", " \n", " \n", " \n", @@ -2655,7 +2673,7 @@ " \n", " \n", " \n", - " type\n", + " type\n", " \n", " \n", " \n", @@ -2674,7 +2692,7 @@ " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -2693,7 +2711,7 @@ " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -2703,10 +2721,10 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -2768,29 +2786,12 @@ "swing_enabled": true } }, + "execution_count": 11, "metadata": {}, - "output_type": "execute_result", - "execution_count": 11 + "output_type": "execute_result" } ], - "source": [ - "rawDf\n", - " .valueCounts(sort = false) { type }\n", - " .plot {\n", - " bars {\n", - " x(type)\n", - " y(\"count\")\n", - " fillColor(type) {\n", - " scale = categorical(range = listOf(Color.hex(\"#00BCD4\"), Color.hex(\"#009688\")))\n", - " }\n", - " }\n", - "\n", - " layout {\n", - " title = \"Count of TV Shows and Movies\"\n", - " size = 900 to 550\n", - " }\n", - " }" - ] + "execution_count": 11 }, { "cell_type": "markdown", @@ -2801,13 +2802,22 @@ }, { "cell_type": "code", - "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:36.352953469Z", - "start_time": "2023-12-04T19:36:35.280458887Z" + "end_time": "2024-03-14T13:25:40.464980420Z", + "start_time": "2024-03-14T13:25:38.291374659Z" } }, + "source": [ + "val df_date_count = df\n", + " .convert { date_added }.with { it.year } // converting `date_added` to extract `year`\n", + " .groupBy { date_added } // grouping by `year` stored in `date_added`\n", + " .aggregate {\n", + " count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n", + " count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n", + " }\n", + "df_date_count" + ], "outputs": [ { "data": { @@ -2990,7 +3000,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534202"></table>\n", + " <table class="dataframe" id="df_-1073741818"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 3</p>\n", "\n", @@ -3274,10 +3284,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"date_added: Int\">date_added</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2009</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2011</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2012</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2013</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2015</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2020</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>"] }, \n", "{ name: "<span title=\"tvshows: Int\">tvshows</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">185</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">430</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">656</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", "{ name: "<span title=\"movies: Int\">movies</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">258</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">864</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1255</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1497</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>"] }, \n", - "], id: -637534202, rootId: -637534202, totalRows: 14 } ) });\n", + "], id: -1073741818, rootId: -1073741818, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534202) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741818) });\n", "\n", "\n", " </script>\n", @@ -3449,30 +3459,21 @@ " \n", " \n", " \n", - "
date_addedtvshowsmovies
200811
200902
201001
2011013
201203
201356
2014619
20153058
2016185258
2017361864
20184301255
20196561497
20206971312
20212988
\n", + "
date_addedtvshowsmovies
200811
200902
201001
2011013
201203
201356
2014619
20153058
2016185258
2017361864
20184301255
20196561497
20206971312
20212988
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":3,\"columns\":[\"date_added\",\"tvshows\",\"movies\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"tvshows\":1,\"movies\":1},{\"date_added\":2009,\"tvshows\":0,\"movies\":2},{\"date_added\":2010,\"tvshows\":0,\"movies\":1},{\"date_added\":2011,\"tvshows\":0,\"movies\":13},{\"date_added\":2012,\"tvshows\":0,\"movies\":3},{\"date_added\":2013,\"tvshows\":5,\"movies\":6},{\"date_added\":2014,\"tvshows\":6,\"movies\":19},{\"date_added\":2015,\"tvshows\":30,\"movies\":58},{\"date_added\":2016,\"tvshows\":185,\"movies\":258},{\"date_added\":2017,\"tvshows\":361,\"movies\":864},{\"date_added\":2018,\"tvshows\":430,\"movies\":1255},{\"date_added\":2019,\"tvshows\":656,\"movies\":1497},{\"date_added\":2020,\"tvshows\":697,\"movies\":1312},{\"date_added\":2021,\"tvshows\":29,\"movies\":88}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"tvshows\",\"movies\"],\"nrow\":14,\"ncol\":3},\"kotlin_dataframe\":[{\"date_added\":2008,\"tvshows\":1,\"movies\":1},{\"date_added\":2009,\"tvshows\":0,\"movies\":2},{\"date_added\":2010,\"tvshows\":0,\"movies\":1},{\"date_added\":2011,\"tvshows\":0,\"movies\":13},{\"date_added\":2012,\"tvshows\":0,\"movies\":3},{\"date_added\":2013,\"tvshows\":5,\"movies\":6},{\"date_added\":2014,\"tvshows\":6,\"movies\":19},{\"date_added\":2015,\"tvshows\":30,\"movies\":58},{\"date_added\":2016,\"tvshows\":185,\"movies\":258},{\"date_added\":2017,\"tvshows\":361,\"movies\":864},{\"date_added\":2018,\"tvshows\":430,\"movies\":1255},{\"date_added\":2019,\"tvshows\":656,\"movies\":1497},{\"date_added\":2020,\"tvshows\":697,\"movies\":1312},{\"date_added\":2021,\"tvshows\":29,\"movies\":88}]}" }, + "execution_count": 12, "metadata": {}, - "output_type": "execute_result", - "execution_count": 12 + "output_type": "execute_result" } ], - "source": [ - "val df_date_count = df\n", - " .convert { date_added }.with { it.year } // converting `date_added` to extract `year`\n", - " .groupBy { date_added } // grouping by `year` stored in `date_added`\n", - " .aggregate {\n", - " count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n", - " count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n", - " }\n", - "df_date_count" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -3483,13 +3484,21 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:37.435085149Z", - "start_time": "2023-12-04T19:36:36.350589788Z" + "end_time": "2024-03-14T13:25:41.660337293Z", + "start_time": "2024-03-14T13:25:40.612383756Z" } }, + "source": [ + "val df_date_count = df\n", + " .groupBy { date_added.map { it.year } } // grouping by year added extracted from `date_added`\n", + " .aggregate {\n", + " count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n", + " count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n", + " }\n", + "df_date_count" + ], "outputs": [ { "data": { @@ -3672,7 +3681,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534200"></table>\n", + " <table class="dataframe" id="df_-1073741816"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 3</p>\n", "\n", @@ -3956,10 +3965,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"date_added: Int\">date_added</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2009</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2011</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2012</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2013</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2015</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2020</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>"] }, \n", "{ name: "<span title=\"tvshows: Int\">tvshows</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">185</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">430</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">656</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", "{ name: "<span title=\"movies: Int\">movies</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">258</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">864</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1255</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1497</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>"] }, \n", - "], id: -637534200, rootId: -637534200, totalRows: 14 } ) });\n", + "], id: -1073741816, rootId: -1073741816, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534200) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741816) });\n", "\n", "\n", " </script>\n", @@ -4131,29 +4140,21 @@ " \n", " \n", " \n", - "
date_addedtvshowsmovies
200811
200902
201001
2011013
201203
201356
2014619
20153058
2016185258
2017361864
20184301255
20196561497
20206971312
20212988
\n", + "
date_addedtvshowsmovies
200811
200902
201001
2011013
201203
201356
2014619
20153058
2016185258
2017361864
20184301255
20196561497
20206971312
20212988
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":3,\"columns\":[\"date_added\",\"tvshows\",\"movies\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"tvshows\":1,\"movies\":1},{\"date_added\":2009,\"tvshows\":0,\"movies\":2},{\"date_added\":2010,\"tvshows\":0,\"movies\":1},{\"date_added\":2011,\"tvshows\":0,\"movies\":13},{\"date_added\":2012,\"tvshows\":0,\"movies\":3},{\"date_added\":2013,\"tvshows\":5,\"movies\":6},{\"date_added\":2014,\"tvshows\":6,\"movies\":19},{\"date_added\":2015,\"tvshows\":30,\"movies\":58},{\"date_added\":2016,\"tvshows\":185,\"movies\":258},{\"date_added\":2017,\"tvshows\":361,\"movies\":864},{\"date_added\":2018,\"tvshows\":430,\"movies\":1255},{\"date_added\":2019,\"tvshows\":656,\"movies\":1497},{\"date_added\":2020,\"tvshows\":697,\"movies\":1312},{\"date_added\":2021,\"tvshows\":29,\"movies\":88}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"tvshows\",\"movies\"],\"nrow\":14,\"ncol\":3},\"kotlin_dataframe\":[{\"date_added\":2008,\"tvshows\":1,\"movies\":1},{\"date_added\":2009,\"tvshows\":0,\"movies\":2},{\"date_added\":2010,\"tvshows\":0,\"movies\":1},{\"date_added\":2011,\"tvshows\":0,\"movies\":13},{\"date_added\":2012,\"tvshows\":0,\"movies\":3},{\"date_added\":2013,\"tvshows\":5,\"movies\":6},{\"date_added\":2014,\"tvshows\":6,\"movies\":19},{\"date_added\":2015,\"tvshows\":30,\"movies\":58},{\"date_added\":2016,\"tvshows\":185,\"movies\":258},{\"date_added\":2017,\"tvshows\":361,\"movies\":864},{\"date_added\":2018,\"tvshows\":430,\"movies\":1255},{\"date_added\":2019,\"tvshows\":656,\"movies\":1497},{\"date_added\":2020,\"tvshows\":697,\"movies\":1312},{\"date_added\":2021,\"tvshows\":29,\"movies\":88}]}" }, + "execution_count": 13, "metadata": {}, - "output_type": "execute_result", - "execution_count": 13 + "output_type": "execute_result" } ], - "source": [ - "val df_date_count = df\n", - " .groupBy { date_added.map { it.year } } // grouping by year added extracted from `date_added`\n", - " .aggregate {\n", - " count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n", - " count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n", - " }\n", - "df_date_count" - ] + "execution_count": 13 }, { "cell_type": "markdown", @@ -4164,13 +4165,16 @@ }, { "cell_type": "code", - "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:39.953988594Z", - "start_time": "2023-12-04T19:36:37.151235490Z" + "end_time": "2024-03-14T13:25:42.631572522Z", + "start_time": "2024-03-14T13:25:41.667335811Z" } }, + "source": [ + "df.groupBy { date_added.map { it.year } }\n", + " .pivot { type }" + ], "outputs": [ { "data": { @@ -4353,7 +4357,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534198"></table>\n", + " <table class="dataframe" id="df_-1073741814"></table>\n", "\n", "<p class="dataframe_description">PivotGroupBy</p>\n", "\n", @@ -4635,10 +4639,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"date_added: Int\">date_added</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2009</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2011</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2012</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2013</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2015</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2020</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>"] }, \n", - "{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -637534197, value: "<b>DataFrame 1 x 12</b>" },{ frameId: -637534196, value: "<b>DataFrame 2 x 12</b>" },{ frameId: -637534195, value: "<b>DataFrame 1 x 12</b>" },{ frameId: -637534194, value: "<b>DataFrame 13 x 12</b>" },{ frameId: -637534193, value: "<b>DataFrame 3 x 12</b>" },{ frameId: -637534192, value: "<b>DataFrame 6 x 12</b>" },{ frameId: -637534191, value: "<b>DataFrame 19 x 12</b>" },{ frameId: -637534190, value: "<b>DataFrame 58 x 12</b>" },{ frameId: -637534189, value: "<b>DataFrame 258 x 12</b>" },{ frameId: -637534188, value: "<b>DataFrame 864 x 12</b>" },{ frameId: -637534187, value: "<b>DataFrame 1255 x 12</b>" },{ frameId: -637534186, value: "<b>DataFrame 1497 x 12</b>" },{ frameId: -637534185, value: "<b>DataFrame 1312 x 12</b>" },{ frameId: -637534184, value: "<b>DataFrame 88 x 12</b>" }] }, \n", - "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -637534183, value: "<b>DataFrame 1 x 12</b>" },"","","","",{ frameId: -637534182, value: "<b>DataFrame 5 x 12</b>" },{ frameId: -637534181, value: "<b>DataFrame 6 x 12</b>" },{ frameId: -637534180, value: "<b>DataFrame 30 x 12</b>" },{ frameId: -637534179, value: "<b>DataFrame 185 x 12</b>" },{ frameId: -637534178, value: "<b>DataFrame 361 x 12</b>" },{ frameId: -637534177, value: "<b>DataFrame 430 x 12</b>" },{ frameId: -637534176, value: "<b>DataFrame 656 x 12</b>" },{ frameId: -637534175, value: "<b>DataFrame 697 x 12</b>" },{ frameId: -637534174, value: "<b>DataFrame 29 x 12</b>" }] }, \n", + "{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -1073741813, value: "<b>DataFrame 1 x 12</b>" },{ frameId: -1073741812, value: "<b>DataFrame 2 x 12</b>" },{ frameId: -1073741811, value: "<b>DataFrame 1 x 12</b>" },{ frameId: -1073741810, value: "<b>DataFrame 13 x 12</b>" },{ frameId: -1073741809, value: "<b>DataFrame 3 x 12</b>" },{ frameId: -1073741808, value: "<b>DataFrame 6 x 12</b>" },{ frameId: -1073741807, value: "<b>DataFrame 19 x 12</b>" },{ frameId: -1073741806, value: "<b>DataFrame 58 x 12</b>" },{ frameId: -1073741805, value: "<b>DataFrame 258 x 12</b>" },{ frameId: -1073741804, value: "<b>DataFrame 864 x 12</b>" },{ frameId: -1073741803, value: "<b>DataFrame 1255 x 12</b>" },{ frameId: -1073741802, value: "<b>DataFrame 1497 x 12</b>" },{ frameId: -1073741801, value: "<b>DataFrame 1312 x 12</b>" },{ frameId: -1073741800, value: "<b>DataFrame 88 x 12</b>" }] }, \n", + "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -1073741799, value: "<b>DataFrame 1 x 12</b>" },"","","","",{ frameId: -1073741798, value: "<b>DataFrame 5 x 12</b>" },{ frameId: -1073741797, value: "<b>DataFrame 6 x 12</b>" },{ frameId: -1073741796, value: "<b>DataFrame 30 x 12</b>" },{ frameId: -1073741795, value: "<b>DataFrame 185 x 12</b>" },{ frameId: -1073741794, value: "<b>DataFrame 361 x 12</b>" },{ frameId: -1073741793, value: "<b>DataFrame 430 x 12</b>" },{ frameId: -1073741792, value: "<b>DataFrame 656 x 12</b>" },{ frameId: -1073741791, value: "<b>DataFrame 697 x 12</b>" },{ frameId: -1073741790, value: "<b>DataFrame 29 x 12</b>" }] }, \n", "{ name: "<span title=\"type: DataRow<*>\">type</span>", children: [1, 2], rightAlign: false, values: ["<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s7114 Movie To and From New York Sorin Dan Mihalcescu Barbara King, Shaana Diya, John Krisi... United States 2008-01-01 2006 TV-MA 81 min Dramas, Independent Movies, Thrillers While covering a story in New York Ci...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s1766 TV Show Dinner for Five null null United States 2008-02-04 2007 TV-MA 1 Season Stand-Up Comedy &#38; Talk Shows In each episode, four celebrities joi...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [1 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sho...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s3249 Movie Just Another Love Story Ole Bornedal Anders W. Berthelsen, Rebecka Hemse, ... Denmark 2009-05-05 2007 TV-MA 104 min Dramas, International Movies When he causes a car accident that le...\n 1 s5766 Movie Splatter Joe Dante Corey Feldman, Tony Todd, Tara Leigh,... United States 2009-11-18 2009 TV-MA 29 min Horror Movies After committing suicide, a washed-up...\n\nTV Show: \n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [2 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sho...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s3841 Movie Mad Ron&#39;s Prevues from Hell Jim Monaco Nick Pawlow, Jordu Schell, Jay Kushwa... United States 2010-11-01 1987 NR 84 min Cult Movies, Horror Movies This collection cherry-picks trailers...\n\nTV Show: \n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [1 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sho...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s2042 Movie Even the Rain Ic&#237;ar Bolla&#237;n Luis Tosar, Gael Garc&#237;a Bernal, Juan ... Spain, Mexico, France 2011-05-17 2010 TV-MA 103 min Dramas, International Movies While making a film about the incursi...\n 1 s3222 Movie Joseph: King of Dreams Rob LaDuca, Robert C. Ramirez Ben Affleck, Mark Hamill, Richard Her... United States 2011-09-27 2000 TV-PG 75 min Children &#38; Family Movies, Dramas, Fai... With his gift of dream interpretation...\n 2 s233 Movie A Stoning in Fulham County Larry Elikann Ken Olin, Jill Eikenberry, Maureen Mu... United States 2011-10-01 1988 TV-14 95 min Dramas After reckless teens kill an Amish ch...\n 3 s309 Movie Adam: His Song Continues Robert Markowitz Daniel J. Travanti, JoBeth Williams, ... United States 2011-10-01 1986 TV-MA 96 min Dramas After their child was abducted and mu...\n 4 s2623 Movie Hard Lessons Eric Laneuville Denzel Washington, Lynn Whitfield, Ri... United States 2011-10-01 1986 TV-14 94 min Dramas This drama based on real-life events ...\n 5 s2963 Movie In Defense of a Married Man Joel Oliansky Judith Light, Michael Ontkean, Jerry ... United States 2011-10-01 1990 TV-14 94 min Dramas A lawyer&#39;s husband is having an affai...\n 6 s5042 Movie Quiet Victory: The Charlie Wedemeyer ... Roy Campanella II Pam Dawber, Michael Nouri, Bess Meyer... United States 2011-10-01 1988 TV-PG 93 min Dramas, Sports Movies When high school football coach Charl...\n 7 s5833 Movie Strange Voices Arthur Allan Seidelman Nancy McKeon, Valerie Harper, Stephen... United States 2011-10-01 1987 TV-PG 96 min Dramas When their college-age daughter sudde...\n 8 s6846 Movie The Ryan White Story John Herzfeld Judith Light, Lukas Haas, Michael Bow... United States 2011-10-01 1989 TV-PG 94 min Dramas After contracting HIV from a tainted ...\n 9 s7150 Movie Too Young the Hero Buzz Kulik Ricky Schroder, Jon DeVries, Debra Mo... United States 2011-10-01 1988 TV-MA 94 min Dramas Twelve-year-old Calvin manages to joi...\n 10 s7231 Movie Triumph of the Heart Richard Michaels Mario Van Peebles, Susan Ruttan, Lane... United States 2011-10-01 1991 TV-PG 93 min Dramas, Sports Movies This drama tells the tale of Ricky Be...\n 11 s7363 Movie Unspeakable Acts Linda Otto Jill Clayburgh, Brad Davis, Sam Behrens United States 2011-10-01 1990 TV-14 95 min Dramas Laurie and Joseph are doctors who int...\n 12 s7415 Movie Victim of Beauty Roger Young William Devane, Jeri Ryan, Michele Ab... United States 2011-10-01 1991 TV-14 93 min Dramas, Thrillers A beauty pageant winner is stalked by...\n\nTV Show: \n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [13 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sh...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s819 Movie Being Elmo: A Puppeteer&#39;s Journey Constance Marks Kevin Clash, Whoopi Goldberg United States 2012-02-21 2011 PG 76 min Documentaries Whoopi Goldberg narrates Elmo creator...\n 1 s1230 Movie Casa de mi Padre Matt Piedmont Will Ferrell, Gael Garc&#237;a Bernal, Die... United States, Mexico 2012-11-14 2012 R 84 min Comedies Will Ferrell stars as a Spanish-speak...\n 2 s3467 Movie Kung Fu Panda: Holiday Tim Johnson Jack Black, Angelina Jolie, Dustin Ho... United States 2012-12-01 2010 TV-PG 26 min Children &#38; Family Movies, Comedies As preparations for the Winter Feast ...\n\nTV Show: \n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [3 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sho...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s2949 Movie Iliza Shlesinger: War Paint Jay Chapman Iliza Shlesinger United States 2013-09-01 2013 NR 75 min Stand-Up Comedy &#34;Last Comic Standing&#34; winner Iliza Sh...\n 1 s5315 Movie Russell Peters: Notorious Dave Higby Russell Peters United States 2013-10-14 2013 NR 72 min Stand-Up Comedy Global comedy star Russell Peters lea...\n 2 s221 Movie A Russell Peters Christmas Henry Sarwer-Foner Russell Peters, Pamela Anderson, Mich... Canada 2013-11-01 2011 NR 44 min Stand-Up Comedy Inspired by the variety shows of the ...\n 3 s650 Movie Aziz Ansari: Buried Alive Will Lovelace, Dylan Southern Aziz Ansari United States 2013-11-01 2013 TV-MA 80 min Stand-Up Comedy &#34;Parks and Recreation&#34; star Aziz Ansa...\n 4 s6865 Movie The Short Game Josh Greenbaum Sky Sudberry, Allan Kournikova, Jed D... United States 2013-12-12 2013 PG 100 min Children &#38; Family Movies, Documentari... They are fiercely competitive athlete...\n 5 s5588 Movie Shrek the Musical Jason Moore Brian d&#39;Arcy James, Daniel Breaker, S... United States 2013-12-29 2013 TV-G 130 min Children &#38; Family Movies, Comedies, M... The greatest fairy tale never told co...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s3099 TV Show Jack Taylor Stuart Orme Iain Glen, Killian Scott, Nora-Jane N... United States, Ireland 2013-03-31 2016 TV-MA 1 Season Crime TV Shows, International TV Show... Ken Bruen&#39;s bestselling crime novels ...\n 1 s1090 TV Show Breaking Bad null Bryan Cranston, Aaron Paul, Anna Gunn... United States 2013-08-02 2013 TV-MA 5 Seasons Crime TV Shows, TV Dramas, TV Thrillers A high school chemistry teacher dying...\n 2 s6057 TV Show The 4400 null Joel Gretsch, Jacqueline McKenzie, Pa... United States, United Kingdom 2013-09-01 2007 TV-14 4 Seasons TV Dramas, TV Mysteries, TV Sci-Fi &#38; ... 4400 people who vanished over the cou...\n 3 s2504 TV Show Gossip Girl null Blake Lively, Leighton Meester, Penn ... United States 2013-10-08 2012 TV-14 6 Seasons TV Dramas, Teen TV Shows A group of hyperprivileged Manhattan ...\n 4 s5313 TV Show Russell Peters vs. the World null Russell Peters United States 2013-10-14 2013 NR 1 Season Docuseries, Stand-Up Comedy &#38; Talk Shows A four-part docu-series that&#39;s an exc...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [6 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sho...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s6899 Movie The Square Jehane Noujaim Ahmed Hassan, Khalid Abdalla, Magdy A... United Kingdom, Egypt, United States 2014-01-17 2013 TV-MA 105 min Documentaries, International Movies This Emmy-winning, street-level view ...\n 1 s4154 Movie Mitt Greg Whiteley Mitt Romney United States 2014-01-24 2014 TV-PG 93 min Documentaries The real Mitt Romney is revealed in t...\n 2 s3967 Movie Marvel&#39;s Iron Man &#38; Hulk: Heroes United Leo Riley, Eric Radomski Adrian Pasdar, Fred Tatasciore, Dee B... United States 2014-02-16 2013 PG 72 min Action &#38; Adventure, Sci-Fi &#38; Fantasy When scientists join Hulk&#39;s gamma ene...\n 3 s2295 Movie From One Second to the Next Werner Herzog null United States 2014-04-15 2013 TV-14 35 min Documentaries Werner Herzog chronicles the devastat...\n 4 s6759 Movie The Pirate Fairy Peggy Holmes Mae Whitman, Christina Hendricks, Tom... United States 2014-06-15 2014 G 78 min Children &#38; Family Movies In this spritely tale, Tinker Bell an...\n 5 s6117 Movie The Battered Bastards of Baseball Chapman Way, Maclain Way Todd Field, Kurt Russell United States 2014-07-11 2014 TV-MA 80 min Documentaries, Sports Movies The colorful true story of the Portla...\n 6 s4148 Movie Mission Blue Robert Nixon, Fisher Stevens James Cameron, Michael deGruy, Sylvia... United States, Bermuda, Ecuador 2014-08-15 2014 TV-PG 94 min Documentaries This documentary follows oceanographe...\n 7 s4977 Movie Print the Legend Luis Lopez, Clay Tweel null United States 2014-09-26 2014 TV-14 100 min Documentaries This award-winning, original document...\n 8 s1310 Movie Chelsea Handler: Uganda Be Kidding Me... James Yukich Chelsea Handler United States 2014-10-10 2014 TV-MA 71 min Stand-Up Comedy In her first Netflix stand-up comedy ...\n 9 s3058 Movie Iron Man &#38; Captain America: Heroes Un... Leo Riley Adrian Pasdar, Roger Craig Smith, Fre... United States 2014-10-12 2014 PG 71 min Children &#38; Family Movies, Sci-Fi &#38; Fa... While battling to keep the Red Skull ...\n 10 s7681 Movie Wyatt Cenac: Brooklyn Wyatt Cenac Wyatt Cenac United States 2014-10-21 2014 TV-MA 68 min Stand-Up Comedy Wyatt Cenac heads to Brooklyn to shar...\n 11 s1903 Movie E-Team Katy Chevigny, Ross Kauffman null United States 2014-10-24 2014 TV-MA 90 min Documentaries The courageous investigators of Human...\n 12 s7434 Movie Virunga Orlando von Einsiedel null United Kingdom, 2014-11-07 2014 TV-MA 100 min Documentaries, International Movies The Oscar-nominated true story of the...\n 13 s1311 Movie Chelsea Peretti: One of the Greats Lance Bangs Chelsea Peretti United States 2014-11-14 2014 TV-MA 75 min Stand-Up Comedy &#34;Brooklyn Nine-Nine&#34; star Chelsea Per...\n 14 s915 Movie Bill Burr: I&#39;m Sorry You Feel That Way Jay Karas Bill Burr United States 2014-12-05 2014 TV-MA 81 min Stand-Up Comedy Bill Burr escapes the zombie apocalyp...\n 15 s2387 Movie Get Santa Christopher Smith Jodie Whittaker, Warwick Davis, Jim B... United Kingdom, United States 2014-12-12 2014 PG 103 min Children &#38; Family Movies, Comedies When Santa gets arrested for trespass...\n 16 s4334 Movie My Little Pony Equestria Girls: Rainb... Jayson Thiessen, Ishi Rudell Tara Strong, Ashleigh Ball, Andrea Li... United States, Canada 2014-12-17 2014 TV-Y 73 min Children &#38; Family Movies, Comedies Rainbow Dash, Applejack, Pinkie Pie, ...\n 17 s4813 Movie Pee-wee&#39;s Playhouse: Christmas Special Paul Reubens, Wayne Orr Paul Reubens, Annette Funicello, Fran... United States 2014-12-18 1988 TV-PG 48 min Movies Amid an avalanche of stars, Pee-wee s...\n 18 s1027 Movie BoJack Horseman Christmas Special: Sa... null Will Arnett, Aaron Paul, Alison Brie,... United States 2014-12-19 2014 TV-MA 26 min Movies It&#39;s Christmas, and BoJack wants noth...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s6158 TV Show The Borgias null Jeremy Irons, Fran&#231;ois Arnaud, Hollid... United States, Hungary, Ireland, Canada 2014-02-01 2013 TV-MA 3 Seasons TV Dramas Follow the lives of the notorious Bor...\n 1 s7521 TV Show Weeds null Mary-Louise Parker, Hunter Parrish, A... United States 2014-04-01 2012 TV-MA 8 Seasons TV Comedies, TV Dramas A suburban mother starts selling mari...\n 2 s2499 TV Show Goosebumps null R.L. Stine Canada 2014-11-19 1998 TV-G 5 Seasons Kids&#39; TV, TV Thrillers R.L. Stine&#39;s tales take on a life of ...\n 3 s6630 TV Show The Magic School Bus null Lily Tomlin, Daniel DeSanto, Erica Lu... Canada, United States 2014-11-19 1997 TV-Y 4 Seasons Kids&#39; TV Join Ms. Frizzle as the Magic School ...\n 4 s3644 TV Show Lilyhammer null Steven Van Zandt, Trond Fausa, Steina... Norway, United States 2014-11-21 2014 TV-MA 3 Seasons Crime TV Shows, TV Comedies, TV Dramas After testifying against the Mafia, e...\n 5 s4812 TV Show Pee-wee&#39;s Playhouse null Paul Reubens United States 2014-12-18 1990 TV-PG 5 Seasons Classic &#38; Cult TV, Kids&#39; TV, TV Comedies Pee-wee Herman brings his stage show ...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [19 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sh...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s2947 Movie Iliza Shlesinger: Freezing Hot null Iliza Shlesinger null 2015-01-23 2015 TV-MA 72 min Stand-Up Comedy Smart and brazen comedian Iliza Shles...\n 1 s7435 Movie Virunga: Gorillas in Peril null null United States 2015-02-13 2015 TV-14 29 min Documentaries The team behind the searing documenta...\n 2 s5826 Movie Stop at Nothing: The Lance Armstrong ... Alex Holmes null Australia, United Kingdom, United Sta... 2015-02-15 2014 NR 100 min Documentaries, International Movies, ... An athlete dupes the world with his t...\n 3 s5087 Movie Ralphie May: Unruly John Asher Ralphie May United States 2015-02-27 2015 TV-MA 83 min Stand-Up Comedy Filmed in front of a raucous crowd, c...\n 4 s649 Movie Aziz Ansari Live at Madison Square Ga... Aziz Ansari Aziz Ansari United States 2015-03-06 2015 TV-MA 58 min Stand-Up Comedy Stand-up comedian and TV star Aziz An...\n 5 s4346 Movie My Own Man David Sampliner David Sampliner United States 2015-03-06 2015 TV-MA 82 min Documentaries When a man discovers he will be the f...\n 6 s3959 Movie Marvel &#38; ESPN Films Present: 1 of 1: ... Eric Drath Manny Pacquiao, Michael Smith, Tony H... null 2015-03-15 2014 TV-PG 77 min Documentaries, Sports Movies This documentary explores the connect...\n 7 s1353 Movie Chris D&#39;Elia: Incorrigible Bill D&#39;Elia Chris D&#39;Elia United States 2015-04-17 2015 TV-MA 84 min Stand-Up Comedy Stand-up comedian Chris D&#39;Elia covers...\n 8 s5312 Movie Russell Madness Robert Vince David Milchard, John Ratzenberger, Wi... United States 2015-05-10 2015 PG 93 min Children &#38; Family Movies, Comedies, S... A spunky terrier named Russell with s...\n 9 s7104 Movie Tinker Bell and the Legend of the Nev... Steve Loter Ginnifer Goodwin, Mae Whitman, Rosari... United States 2015-05-17 2014 G 78 min Children &#38; Family Movies When suspicious scout fairies scheme ...\n 10 s3146 Movie Jen Kirkman: I&#39;m Gonna Die Alone (And... Lance Bangs Jen Kirkman United States 2015-05-22 2015 TV-MA 78 min Stand-Up Comedy Jen Kirkman delivers some sharp, hila...\n 11 s6731 Movie The Other One: The Long Strange Trip ... Mike Fleiss Bob Weir United States 2015-05-22 2015 TV-14 84 min Documentaries, Music &#38; Musicals This chronicle of Bob Weir highlights...\n 12 s2821 Movie Hot Girls Wanted Jill Bauer, Ronna Gradus null United States 2015-05-29 2015 TV-MA 83 min Documentaries This 2015 Sundance Film Festival brea...\n 13 s6749 Movie The Perfect Dictatorship Luis Estrada Dami&#225;n Alc&#225;zar, Alfonso Herrera, Joaq... Mexico 2015-06-01 2014 TV-MA 143 min Comedies, Dramas, International Movies After accepting a colossal bribe, a p...\n 14 s317 Movie Advantageous Jennifer Phang Jacqueline Kim, James Urbaniak, Freya... United States 2015-06-23 2015 TV-MA 92 min Dramas, Independent Movies, Sci-Fi &#38; ... In order to keep her job at a biomedi...\n 15 s7553 Movie What Happened, Miss Simone? Liz Garbus null United States 2015-06-26 2015 TV-14 103 min Documentaries, Music &#38; Musicals Using never-before-heard recordings, ...\n 16 s5086 Movie Ralphie May: Imperfectly Yours Anthony Pierce Ralphie May United States 2015-06-29 2015 TV-MA 69 min Stand-Up Comedy Comedian Ralphie May takes to the Las...\n 17 s4198 Movie Monster High: Scaris, City of Frights Dustin McKenzie, Andrew Duncan, Audu ... Laura Bailey, Cam Clarke, Erin Fitzge... United States 2015-07-07 2013 TV-G 60 min Children &#38; Family Movies When Clawdeen gets a chance to study ...\n 18 s1358 Movie Chris Tucker Live Phil Joanou Chris Tucker United States 2015-07-10 2015 TV-MA 92 min Stand-Up Comedy Filmed in his hometown of Atlanta, Ch...\n 19 s1531 Movie Creep Patrick Brice Mark Duplass, Patrick Brice United States 2015-07-14 2014 R 78 min Horror Movies, Independent Movies, Th... When a cash-strapped videographer tak...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s5742 TV Show Spartacus null Andy Whitfield, Liam McIntyre, Dustin... United States 2015-02-01 2013 TV-MA 4 Seasons TV Action &#38; Adventure, TV Dramas A Thracian man is condemned to a brut...\n 1 s4686 TV Show Oscar&#39;s Oasis null null France 2015-03-15 2011 TV-Y 1 Season Kids&#39; TV Plucky lizard Oscar spends his time t...\n 2 s3839 TV Show Mad Men null Jon Hamm, Elisabeth Moss, Vincent Kar... United States 2015-03-22 2014 TV-14 7 Seasons TV Dramas Set in 1960s New York City, this awar...\n 3 s5792 TV Show Star-Crossed null Aimee Teegarden, Matt Lanter, Grey Da... United States 2015-04-16 2014 TV-14 1 Season Romantic TV Shows, TV Dramas, TV Sci-... The passionate love between an alien ...\n 4 s3629 TV Show Life on Location null David Attenborough United States 2015-04-22 2009 TV-G 1 Season British TV Shows, Docuseries, Science... Members of the BBC&#39;s &#34;Life&#34; productio...\n 5 s4433 TV Show Nature&#39;s Great Events: Diaries null David Attenborough United States, United Kingdom 2015-04-22 2009 TV-PG 1 Season British TV Shows, Docuseries, Science... Look behind the scenes of this wildli...\n 6 s4877 TV Show Planet Earth: The Complete Collection Alastair Fothergill David Attenborough United Kingdom 2015-04-22 2006 TV-PG 1 Season British TV Shows, Docuseries, Interna... This landmark series transports natur...\n 7 s5202 TV Show Richie Rich null Jake Brennan, Joshua Carlon, Lauren T... United States 2015-05-22 2015 TV-G 2 Seasons Kids&#39; TV, TV Comedies After turning his veggies into green ...\n 8 s4590 TV Show Oh No! It&#39;s an Alien Invasion null Al Mukadam, Dan Chameroy, Se&#225;n Cullen... Canada 2015-05-31 2014 TV-Y7-FV 2 Seasons Kids&#39; TV, TV Action &#38; Adventure, TV S... Nate and his Super Wicked Extreme Eme...\n 9 s3213 TV Show Johnny Test null James Arnold Taylor, Louis Chirillo, ... United States, Canada 2015-06-01 2013 TV-Y7 6 Seasons Kids&#39; TV Crafty 11-year-old Johnny Test and hi...\n 10 s1598 TV Show Danger Mouse: Classic Collection null David Jason, Terry Scott, Edward Kels... United Kingdom 2015-06-15 1992 TV-Y 10 Seasons British TV Shows, Kids&#39; TV, TV Comedies Follow the adventures of superspy Dan...\n 11 s6275 TV Show The Day My Butt Went Psycho! null Mac Heywood, Robert Tinkler, Bryn McA... Canada, Australia 2015-06-30 2015 TV-Y7 2 Seasons Kids&#39; TV, TV Comedies A boy and his best friend &#8211; his newly...\n 12 s2569 TV Show H2O: Mermaid Adventures null Sonja Ball, Holly Gauthier-Frankel, T... Germany, Australia, France, China 2015-07-15 2015 TV-Y7 2 Seasons Kids&#39; TV Three high school friends who turn in...\n 13 s2436 TV Show Glee null Lea Michele, Chris Colfer, Jane Lynch... United States 2015-07-18 2015 TV-14 6 Seasons TV Comedies, TV Dramas, Teen TV Shows Amid relationship woes and personal a...\n 14 s7543 TV Show Wet Hot American Summer null Elizabeth Banks, Lake Bell, H. Jon Be... United States 2015-07-31 2015 TV-MA 1 Season TV Comedies It&#39;s the first day of camp in this ou...\n 15 s2659 TV Show Haven null Emily Rose, Lucas Bryant, Nicholas Ca... Canada, United States 2015-09-08 2015 TV-14 5 Seasons Classic &#38; Cult TV, TV Horror, TV Myst... Residents of Haven, Maine, are plague...\n 16 s7466 TV Show Wakfu: The Quest for the Six Eliatrop... null Fanny Bloc, Jules De Jongh, Patrick B... null 2015-10-01 2014 TV-PG 1 Season Kids&#39; TV Six years after Yugo and his team def...\n 17 s4432 TV Show Nature&#39;s Great Events (2009) null David Attenborough United States, United Kingdom 2015-10-10 2009 TV-PG 1 Season British TV Shows, Docuseries, Science... This series looks at how seasonal cha...\n 18 s6149 TV Show The Blue Planet: A Natural History of... Alastair Fothergill David Attenborough United Kingdom 2015-10-10 2001 TV-G 1 Season British TV Shows, Docuseries, Interna... David Attenborough narrates this defi...\n 19 s5702 TV Show Some Assembly Required null Kolton Stewart, Harrison Houde, Charl... Canada 2015-10-16 2015 TV-Y 2 Seasons Kids&#39; TV, TV Comedies A 14-year-old takes ownership of a to...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [58 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sh...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s2843 Movie How to Change the World Jerry Rothwell null Canada, United Kingdom, Netherlands 2016-01-01 2015 NR 110 min Documentaries, International Movies In the 1970s, a group of activists wh...\n 1 s4943 Movie Power Rangers Samurai: Christmas Toge... null Alex Heartman, Erika Fong, Hector Dav... United States 2016-01-01 2011 TV-Y7 24 min Movies On Christmas Eve, as the teens at Shi...\n 2 s4944 Movie Power Rangers Samurai: Clash of the R... null Alex Heartman, Erika Fong, Hector Dav... United States 2016-01-01 2011 TV-Y7 46 min Children &#38; Family Movies The Samurai Rangers team up with the ...\n 3 s4945 Movie Power Rangers Samurai: Party Monsters... null Alex Heartman, Erika Fong, Hector Dav... United States 2016-01-01 2011 TV-Y7 24 min Movies On Halloween night, the creepiest cre...\n 4 s4947 Movie Power Rangers Super Megaforce: The Le... Charlie Haskell, Koichi Sakamoto Andrew M. Gray, Ciara Hanna, John Mar... United States 2016-01-01 2014 TV-Y7 55 min Movies New footage augments the tale of the ...\n 5 s4949 Movie Power Rangers Super Samurai: Stuck on... null Alex Heartman, Najee De-Tiege, Hector... United States 2016-01-01 2012 TV-Y7 24 min Children &#38; Family Movies, Sci-Fi &#38; Fa... The Samurai Rangers get stuck in the ...\n 6 s4950 Movie Power Rangers Super Samurai: Trickste... null Alex Heartman, Najee De-Tiege, Hector... United States 2016-01-01 2012 TV-Y7 23 min Movies When a Nighlok invades the Samurai Ra...\n 7 s4956 Movie Power Rangers: Megaforce: Raising Spi... null Andrew M. Gray, John Mark Loudermilk,... United States 2016-01-01 2013 TV-Y7 24 min Children &#38; Family Movies On Halloween, the scariest night of t...\n 8 s4957 Movie Power Rangers: Megaforce: The Robo Kn... James Barr Andrew M. Gray, Ciara Hanna, John Mar... United States 2016-01-01 2013 TV-Y7 24 min Children &#38; Family Movies Robo Knight learns the meaning of Chr...\n 9 s7141 Movie Tom Segura: Mostly Stories Jay Karas Tom Segura United States 2016-01-08 2016 TV-MA 74 min Stand-Up Comedy The bearded, bawdy and comically bitt...\n 10 s3048 Movie Ip Man Wilson Yip Donnie Yen, Simon Yam, Louis Fan, Lam... Hong Kong, China 2016-01-15 2008 R 107 min Action &#38; Adventure, Dramas, Internati... An occupying Japanese general challen...\n 11 s3049 Movie Ip Man 2 Wilson Yip Donnie Yen, Sammo Kam-Bo Hung, Huang ... Hong Kong, China 2016-01-15 2010 R 108 min Action &#38; Adventure, International Movies New in Hong Kong, martial arts instru...\n 12 s5196 Movie Ricardo O&#39;Farrill Abrazo Genial Ra&#250;l Campos, Jan Suter Ricardo O&#39;Farrill Mexico 2016-01-22 2016 TV-MA 92 min Stand-Up Comedy Ricardo O&#39;Farrill brings his sharp, o...\n 13 s2301 Movie Frozen Planet: On Thin Ice null David Attenborough United Kingdom, United States, Spain,... 2016-01-28 2011 TV-PG 47 min Movies David Attenborough journeys to both p...\n 14 s2302 Movie Frozen Planet: The Epic Journey null David Attenborough United Kingdom, United States, Spain,... 2016-01-28 2011 TV-PG 52 min Movies Collecting highlights from the epic d...\n 15 s2281 Movie French Dirty Wade Allain-Marcus, Jesse Allain-Marcus Wade Allain-Marcus, Arjun Gupta, Meli... United States 2016-02-04 2015 TV-MA 72 min Dramas, Independent Movies An aimless, unemployed millennial han...\n 16 s2602 Movie Hannibal Buress: Comedy Camisado Lance Bangs Hannibal Buress United States 2016-02-05 2016 TV-MA 68 min Stand-Up Comedy In a special packed with stealthy hum...\n 17 s3642 Movie Lila &#38; Eve Charles Stone III Viola Davis, Jennifer Lopez, Andre Ro... United States 2016-02-06 2015 R 94 min Dramas, Thrillers After each of them loses a child to m...\n 18 s5640 Movie Sister Code Corey Grant Drew Sidora, Eva Marcille, Amber Rose... United States 2016-02-14 2015 R 95 min Comedies, Dramas, Romantic Movies After the death of their beloved moth...\n 19 s286 Movie Abominable Christmas Chad Van De Keere Isabella Acres, Drake Bell, Emilio Es... United States 2016-02-18 2012 TV-Y7 44 min Children &#38; Family Movies, Comedies Two small abominable snowmen flee the...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s900 TV Show Big Bad Beetleborgs null Wesley Barker, Herbie Baez, Elisabeth... United States, France, Japan 2016-01-01 1997 TV-G 2 Seasons Kids&#39; TV, TV Comedies When three teens free a spirit that o...\n 1 s4088 TV Show Mighty Morphin Alien Rangers null Julia Jordan, Matthew Sakimoto, Sicil... null 2016-01-01 1996 TV-Y7 1 Season Kids&#39; TV Visitors arrive from space to help Re...\n 2 s4089 TV Show Mighty Morphin Power Rangers null Austin St. John, Thuy Trang, Walter J... United States, Japan 2016-01-01 2010 TV-Y7 4 Seasons Kids&#39; TV Five average teens are chosen by an i...\n 3 s4480 TV Show Ninja Turtles: The Next Mutation null Jarred Blancard, Mitchell A. Lee Yuen... Canada, United States 2016-01-01 1997 TV-G 1 Season Kids&#39; TV, TV Comedies Everyone&#39;s favorite teenage mutants a...\n 4 s4931 TV Show Power Rangers Dino Thunder null James Napier, Kevin Duhaney, Emma Lah... United States 2016-01-01 2004 TV-Y7 1 Season Kids&#39; TV Dr. Tommy Oliver returns when his stu...\n 5 s4932 TV Show Power Rangers in Space null Tracy Lynn Cruz, Patricia Ja Lee, Chr... United States, France, Japan 2016-01-01 1998 TV-Y7 1 Season Kids&#39; TV With the Power Chamber destroyed, for...\n 6 s4933 TV Show Power Rangers Jungle Fury null Jason Smith, Aljin Abella, Anna Hutch... United States 2016-01-01 2008 TV-Y7 1 Season Kids&#39; TV The Power Rangers travel to Californi...\n 7 s4934 TV Show Power Rangers Lightspeed Rescue null Michael Chaturantabut, Sean CW Johnso... France, Japan, United States 2016-01-01 2000 TV-Y7 1 Season Kids&#39; TV As demons rumble from their graves be...\n 8 s4935 TV Show Power Rangers Lost Galaxy null Archie Kao, Reggie Rolle, Danny Slavi... United States, France, Japan 2016-01-01 1999 TV-Y7 1 Season Kids&#39; TV Five teenagers, transformed by the my...\n 9 s4936 TV Show Power Rangers Mystic Force null Firass Dirani, Angie Diaz, Richard Br... United States 2016-01-01 2006 TV-Y7 1 Season Kids&#39; TV When the wicked Undead Army is unleas...\n 10 s4938 TV Show Power Rangers Ninja Storm null Pua Magasiva, Sally Martin, Glenn McM... United States, New Zealand 2016-01-01 2003 TV-Y7 1 Season Kids&#39; TV When the elite warriors from the Wind...\n 11 s4939 TV Show Power Rangers Operation Overdrive null James Maclurcan, Caitlin Murphy, Samu... United States, New Zealand, Japan 2016-01-01 2007 TV-Y7 1 Season Kids&#39; TV To keep powerful jewels from falling ...\n 12 s4940 TV Show Power Rangers RPM null Eka Darville, Ari Boyland, Rose McIve... United States 2016-01-01 2009 TV-Y7 1 Season Kids&#39; TV The Power Rangers&#39; new member, Dillon...\n 13 s4941 TV Show Power Rangers S.P.D. null Brandon Jay McLaren, Chris Violette, ... United States, New Zealand 2016-01-01 2005 TV-Y7 1 Season Kids&#39; TV When the Troobian Empire attacks Eart...\n 14 s4942 TV Show Power Rangers Samurai null Alex Heartman, Erika Fong, Hector Dav... United States 2016-01-01 2011 TV-Y7 1 Season Kids&#39; TV A new generation of Power Rangers mus...\n 15 s4946 TV Show Power Rangers Super Megaforce null Andrew M. Gray, Ciara Hanna, John Mar... null 2016-01-01 2014 TV-Y7 1 Season Kids&#39; TV Armed with a key that allows them to ...\n 16 s4948 TV Show Power Rangers Super Samurai null Alex Heartman, Erika Fong, Hector Dav... null 2016-01-01 2012 TV-Y7 1 Season Kids&#39; TV The Samurai Power Rangers continue th...\n 17 s4951 TV Show Power Rangers Time Force null Jason Faunt, Erin Cahill, Kevin Klein... United States 2016-01-01 2001 TV-Y7 1 Season Kids&#39; TV The team launches a new campaign agai...\n 18 s4952 TV Show Power Rangers Turbo null Johnny Yong Bosch, Nakia Burrise, Bla... United States, France, Japan 2016-01-01 1997 TV-Y7 1 Season Kids&#39; TV The Rangers use high-tech battle cars...\n 19 s4953 TV Show Power Rangers Wild Force null Ricardo Medina Jr., Alyson Kiperman, ... 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Smith Jerry Seinfeld, Ren&#233;e Zellweger, Matt... United States, Australia 2017-01-01 2007 PG 92 min Children &#38; Family Movies, Comedies Barry, a worker bee stuck in a dead-e...\n 3 s2674 Movie Headwinds Jalil Lespert Beno&#238;t Magimel, Isabelle Carr&#233;, Antoi... France, Belgium 2017-01-01 2011 TV-MA 92 min Dramas, Independent Movies, Internati... After his wife inexplicably disappear...\n 4 s2875 Movie Hurricane Bianca Matt Kugelman Roy Haylock, Bianca Leigh, Denton Bla... United States 2017-01-01 2016 TV-MA 85 min Comedies, Independent Movies, LGBTQ M... Fired for being gay, schoolteacher Ri...\n 5 s5059 Movie Radiopetti Hari Viswanath Lakshmanan, TVV Ramanujam, Shobana, N... India 2017-01-01 2015 TV-PG 83 min Dramas, International Movies An elderly, hearing-impaired Indian m...\n 6 s5343 Movie Saheb Bibi Golaam Pratim D. Gupta Anjan Dutt, Swastika Mukherjee, Ritwi... India 2017-01-01 2016 TV-MA 118 min Dramas, International Movies A charming cabbie, a cop turned assas...\n 7 s6549 Movie The Land of the Enlightened Pieter-Jan De Pue Sohrab Nazari Belgium, Ireland, Netherlands, German... 2017-01-01 2016 TV-MA 84 min Documentaries, International Movies In the rugged mountains of Afghanista...\n 8 s6804 Movie The Rat Race Miriam Chandy Menacherry null India 2017-01-01 2010 TV-PG 52 min Documentaries, International Movies Examine the troublesome coexistence o...\n 9 s7115 Movie To Be a Miss Edward Ellis, Flor Salcedo, Aaron Woolf null United States, Venezuela 2017-01-01 2016 TV-14 84 min Documentaries Explore how the media and nationalism...\n 10 s7298 Movie Udta Punjab Abhishek Chaubey Shahid Kapoor, Kareena Kapoor, Alia B... India 2017-01-01 2016 TV-MA 146 min Dramas, International Movies Drug abuse and the darker side of Pun...\n 11 s3147 Movie Jen Kirkman: Just Keep Livin&#8217;? Lance Bangs Jen Kirkman United States 2017-01-03 2017 TV-MA 69 min Stand-Up Comedy Incisive comic Jen Kirkman gets real ...\n 12 s3965 Movie Marvel&#39;s Hulk: Where Monsters Dwell Mitch Schauer Fred Tatasciore, Liam O&#39;Brien, Jesse ... United States 2017-01-04 2016 PG 75 min Children &#38; Family Movies, Sci-Fi &#38; Fa... On Halloween, the Hulk and Dr. Strang...\n 13 s675 Movie Back and Forth Jos&#233; Eduardo Belmonte Ingrid Guimar&#227;es, F&#225;bio Assun&#231;&#227;o, Ali... Brazil 2017-01-05 2016 NR 95 min Comedies, Dramas, International Movies When their car breaks down en route t...\n 14 s3444 Movie Kraftidioten Hans Petter Moland Stellan Skarsg&#229;rd, P&#229;l Sverre Hagen, ... Norway, Denmark, Sweden 2017-01-05 2014 TV-MA 117 min Comedies, International Movies, Thril... When he sets out to avenge his son&#39;s ...\n 15 s5095 Movie Rampage: President Down Uwe Boll Brendan Fletcher, Steve Baran, Ryan M... Canada 2017-01-05 2016 TV-MA 100 min Action &#38; Adventure, International Movies Lone-wolf vigilante Bill Williamson i...\n 16 s1454 Movie Coin Heist Emily Hagins Sasha Pieterse, Alexis G. Zall, Alex ... United States 2017-01-06 2017 TV-14 98 min Children &#38; Family Movies, Dramas When a crisis threatens to destroy th...\n 17 s2545 Movie Growing Up Coy Eric Juhola null United States 2017-01-06 2016 TV-PG 82 min Documentaries, LGBTQ Movies Filmmakers follow a Colorado family&#39;s...\n 18 s3596 Movie LEGO: Marvel Super Heroes: Maximum Ov... Greg Richardson Troy Baker, Drake Bell, Fred Tatascio... United States 2017-01-06 2013 TV-Y7 22 min Children &#38; Family Movies Villainous Loki is amassing an army t...\n 19 s5319 Movie Rustom Dharmendra Suresh Desai Akshay Kumar, Ileana D&#39;Cruz, Arjan Ba... India 2017-01-06 2016 TV-14 141 min Dramas, International Movies A decorated naval officer kills his w...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s181 TV Show A Good Wife null Tien Hsin, Christopher Lee, Darren Ch... Taiwan 2017-01-01 2013 TV-14 1 Season International TV Shows, Romantic TV S... As her seemingly idyllic life begins ...\n 1 s495 TV Show An Innocent Mistake null Jason Wang, Mathilde Lin, Mo Tzu Yi, ... Taiwan 2017-01-01 2012 TV-14 1 Season International TV Shows, Romantic TV S... Raised by three mothers, a self-assur...\n 2 s2057 TV Show Ex-Boyfriend null Tony Yang, Nana Lee, Jerry Huang, Lia... China 2017-01-01 2011 TV-14 1 Season International TV Shows, Romantic TV S... Still haunted by the traumatic event ...\n 3 s2607 TV Show Happy 300 Days null Tammy Chen, Kingone Wang, Hsieh Kun D... Taiwan 2017-01-01 2013 TV-14 1 Season International TV Shows, Romantic TV S... An unexpected pregnancy sends a woman...\n 4 s2961 TV Show In Between null Janel Tsai, Johnny Lu, Darren Chiu, V... Taiwan 2017-01-01 2012 TV-14 1 Season International TV Shows, Romantic TV S... An author having trouble finishing hi...\n 5 s5787 TV Show Star Trek: Deep Space Nine null Avery Brooks, Nana Visitor, Rene Aube... United States 2017-01-01 1999 TV-14 7 Seasons TV Action &#38; Adventure, TV Sci-Fi &#38; Fa... In this &#34;Star Trek&#34; spin-off, Command...\n 6 s7557 TV Show What Is Love? null Chris Wu, Jade Chou, Duncan Lai, King... Taiwan 2017-01-01 2012 TV-14 1 Season International TV Shows, Romantic TV S... A 32-year-old romantic looking for a ...\n 7 s7611 TV Show Who&#39;s the One null Tien Hsin, Weber Yang, Pink Yang, Joh... Taiwan 2017-01-01 2011 TV-14 1 Season International TV Shows, Romantic TV S... A doctor performs plastic surgery on ...\n 8 s7514 TV Show We&#39;re Lalaloopsy null Mariee Devereux, Kazumi Evans, Maryke... United States 2017-01-10 2017 TV-Y 1 Season Kids&#39; TV, TV Comedies The Lalaloopsy gang and their adorabl...\n 9 s2750 TV Show Historia de un clan null Alejandro Awada, Cecilia Roth, Chino ... Argentina 2017-01-13 2015 TV-MA 1 Season Crime TV Shows, International TV Show... This drama based on a true story foll...\n 10 s46 TV Show &#350;ubat null Alican Y&#252;cesoy, Melisa S&#246;zen, Musa Uz... Turkey 2017-01-17 2013 TV-MA 1 Season Crime TV Shows, International TV Show... An orphan subjected to tests that gav...\n 11 s7754 TV Show Yunus Emre null G&#246;khan Atalay, Payidar T&#252;fek&#231;ioglu, B... Turkey 2017-01-17 2016 TV-PG 2 Seasons International TV Shows, TV Dramas During the Mongol invasions, Yunus Em...\n 12 s3229 TV Show Juana In&#233;s null Arcelia Ram&#237;rez, Arantza Ruiz, Hern&#225;n... Mexico 2017-01-27 2016 TV-14 1 Season International TV Shows, Spanish-Langu... Juana In&#233;s de la Cruz, a powerful fem...\n 13 s5534 TV Show Shadow of Truth null null Israel 2017-01-27 2016 TV-MA 1 Season Crime TV Shows, Docuseries, Internati... This documentary series explores the ...\n 14 s1187 TV Show Camelia la Texana Carlos Bolado Sara Maldonado, Erik Hayser, Andr&#233;s P... Mexico, United States 2017-02-01 2014 TV-14 1 Season Crime TV Shows, Romantic TV Shows, Sp... Inspired by the famous song &#34;Contraba...\n 15 s4060 TV Show Mexico Dise&#241;a null null United States 2017-02-01 2016 TV-PG 1 Season International TV Shows, Reality TV, S... Young fashion designers vie for the c...\n 16 s4867 TV Show Pioneers of African-American Cinema Oscar Micheaux, Spencer Williams, Ric... null United States 2017-02-01 1946 TV-14 1 Season TV Shows This newly preserved collection featu...\n 17 s6380 TV Show The Furchester Hotel null Sarah Burgess, Ryan Dillon, Louise Go... United Kingdom, United States 2017-02-01 2015 TV-Y 2 Seasons British TV Shows, Kids&#39; TV Elmo hops across the pond to help his...\n 18 s1562 TV Show Cyborg 009: Call of Justice null Keisuke Koumoto, Risa Taneda, Misato ... Japan 2017-02-10 2017 TV-14 1 Season Anime Series, International TV Shows Years after taking up normal lives in...\n 19 s4056 TV Show Metallica: Some Kind of Monster Joe Berlinger, Bruce Sinofsky James Hetfield, Lars Ulrich, Kirk Ham... United States 2017-02-10 2014 TV-MA 1 Season TV Shows This collection includes the acclaime...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [864 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV S...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s267 Movie Aajcha Divas Majha Chandrakant Kulkarni Sachin Khedekar, Ashwini Bhave, Mahes... India 2018-01-01 2013 TV-PG 126 min Comedies, Dramas, International Movies A conscientious politician helps an e...\n 1 s275 Movie Aata Pita Uttung Shelar Sanjay Narvekar, Bharat Jadhav, Satis... India 2018-01-01 2010 TV-14 133 min Comedies, Dramas, International Movies A municipal clerk with literary ambit...\n 2 s436 Movie AlphaGo Greg Kohs null United States 2018-01-01 2017 TV-G 90 min Documentaries Seemingly simple but deceptively comp...\n 3 s700 Movie Badha Sumitra Bhave, Sunil Sukthankar Amruta Subhash, Rajesh More, Devika D... India 2018-01-01 2006 TV-14 91 min Dramas, International Movies A young woman who is suspected of pra...\n 4 s1189 Movie Camp Cool Kids Lisa Arnold Connor Rosen, Logan Shroyer, Michael ... United States 2018-01-01 2017 TV-G 104 min Children &#38; Family Movies, Comedies, D... A young boy attends summer camp, wher...\n 5 s1344 Movie Chittagong Bedabrata Pain Manoj Bajpayee, Barry John, Delzad Hi... United States, India, Bangladesh 2018-01-01 2012 NR 105 min Dramas, Independent Movies, Internati... In the turbulent 1930s of British col...\n 6 s1731 Movie Devrai Sumitra Bhave, Sunil Sukthankar Atul Kulkarni, Sonali Kulkarni, Tusha... India 2018-01-01 2004 TV-PG 123 min Dramas, International Movies After science student Shesh Shahi &#8211; a...\n 7 s1875 Movie Dries Reiner Holzemer Dries Van Noten Germany, Belgium 2018-01-01 2017 TV-PG 89 min Documentaries, International Movies This documentary explores the intense...\n 8 s1997 Movie Empire of Scents Kim Nguyen null Canada, France, Italy, Morocco, Unite... 2018-01-01 2014 TV-14 87 min Documentaries, International Movies This documentary explores the extent ...\n 9 s2040 Movie Eve&#39;s Apple Jose Manuel Col&#243;n null Spain 2018-01-01 2017 TV-MA 91 min Documentaries, International Movies Interviews with global policymakers a...\n 10 s2112 Movie Fandry Nagraj Manjule Somnath Awghade, Suraj Pawar, Chhaya ... India 2018-01-01 2014 NR 102 min Dramas, Independent Movies, Internati... Spunky, lower-caste lad Jabya falls f...\n 11 s2317 Movie Functional Fitness Bob Rose null United States 2018-01-01 2016 TV-MA 106 min Documentaries This documentary explores the challen...\n 12 s2534 Movie Green White Green (And All the Beauti... Abba T. Makama Ifeanyi Dike Jr., Jamal Ibrahim, Samu... Nigeria 2018-01-01 2016 TV-MA 102 min Comedies, Independent Movies, Interna... Three young Nigerian bohemians, each ...\n 13 s2612 Movie Happy Hunting Joe Dietsch, Louie Gibson Martin Dingle-Wall, Ken Lally, Kenny ... United States 2018-01-01 2017 TV-MA 91 min Horror Movies, Independent Movies On the run from his meth-dealing empl...\n 14 s2680 Movie Heartthrob Chris Sivertson Aubrey Peeples, Keir Gilchrist, Peter... United States 2018-01-01 2017 TV-MA 87 min Thrillers A shy, brilliant boy and a popular gi...\n 15 s2855 Movie Hridaynath Amar Gupte Jackie Shroff, Aditya Pancholi, Swara... India 2018-01-01 2012 TV-14 103 min Dramas, International Movies A schoolteacher known for his good de...\n 16 s2861 Movie Hum Saath-Saath Hain Sooraj R. Barjatya Salman Khan, Karisma Kapoor, Saif Ali... India 2018-01-01 1999 TV-G 176 min Dramas, International Movies, Music &#38;... A scheming matriarch plots to cut off...\n 17 s2938 Movie Ideachi Kalpana Sachin Bhargavi Chirmuley, Mahesh Kothare, S... India 2018-01-01 2010 TV-14 124 min Comedies, International Movies, Roman... After an actor is hit by a car driven...\n 18 s3221 Movie Jora 10 Numbaria Amardeep Singh Gill Deep Sidhu, Dharmendra, Ashish Duggal... India 2018-01-01 2017 TV-MA 135 min Action &#38; Adventure, International Movies The wounds of a traumatic childhood a...\n 19 s3257 Movie Justin Bieber: Never Say Never Jon M. Chu Justin Bieber, Ludacris, Usher Raymon... United States 2018-01-01 2011 G 106 min Documentaries, Music &#38; Musicals Teen idol Justin Bieber provides pers...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s1732 TV Show Dexter null Michael C. Hall, Jennifer Carpenter, ... United States 2018-01-01 2013 TV-MA 8 Seasons Crime TV Shows, TV Dramas, TV Mysteries By day, mild-mannered Dexter is a blo...\n 1 s2314 TV Show Fullmetal Alchemist: Brotherhood Yasuhiro Irie Romi Park, Rie Kugimiya, Megumi Takam... Japan 2018-01-01 2010 TV-14 5 Seasons Anime Series, International TV Shows After both suffer physical damage &#8211; b...\n 2 s2874 TV Show Huntik: Secrets and Seekers null Yuri Lowenthal, Drew Aaron, Karen Str... United States, Italy 2018-01-01 2011 TV-Y7 2 Seasons Kids&#39; TV A high school student searching for h...\n 3 s4900 TV Show Pok&#233;mon: Indigo League null Rica Matsumoto, Ikue Otani, Mayumi Ii... Japan 2018-01-01 2000 TV-Y7 1 Season Anime Series, Kids&#39; TV Explore the world of Pok&#233;mon with 10-...\n 4 s6377 TV Show The Frozen Dead null Charles Berling, Julia Piaton, Pascal... France 2018-01-01 2017 TV-MA 1 Season Crime TV Shows, International TV Show... A grisly find atop a mountain in the ...\n 5 s6484 TV Show The Inbetweeners null Simon Bird, James Buckley, Blake Harr... United Kingdom 2018-01-01 2010 TV-MA 3 Seasons British TV Shows, TV Comedies This rib-tickling series follows four...\n 6 s1729 TV Show Devilman Crybaby Masaaki Yuasa Kouki Uchiyama, Ayumu Murase, Megumi ... Japan 2018-01-05 2018 TV-MA 1 Season Anime Series, International TV Shows,... With demons reawakened and humanity i...\n 7 s2016 TV Show Episodes null Matt LeBlanc, Tamsin Greig, Stephen M... United Kingdom, United States 2018-01-06 2017 TV-MA 5 Seasons Classic &#38; Cult TV, TV Comedies Hoping to create an American version ...\n 8 s6951 TV Show The Tudors null Jonathan Rhys Meyers, Henry Cavill, J... Ireland, Canada, United States, Unite... 2018-01-08 2010 TV-MA 4 Seasons TV Dramas All the splendor and scandal of Engla...\n 9 s7267 TV Show Tundukkan Playboy Itu null Hafidz Roshdi, Uqasha Senrose, Alif S... null 2018-01-08 2016 TV-PG 1 Season International TV Shows, Romantic TV S... Under pressure from his parents to se...\n 10 s1782 TV Show Disjointed null Kathy Bates, Aaron Moten, Tone Bell, ... United States 2018-01-12 2018 TV-MA 2 Seasons TV Comedies Pot activist Ruth Whitefeather Feldma...\n 11 s2286 TV Show Friday Night Tykes null null United States 2018-01-17 2017 TV-PG 4 Seasons Docuseries, Reality TV This docuseries dives into the cutthr...\n 12 s2459 TV Show Godzilla Kobun Shizuno, Hiroyuki Seshita Mamoru Miyano, Takahiro Sakurai, Kana... Japan 2018-01-17 2017 TV-14 1 Season TV Shows A desperate group of refugees attempt...\n 13 s7076 TV Show Tiempos de guerra null Amaia Salamanca, &#193;lex Garc&#237;a, Alicia ... Spain 2018-01-18 2017 TV-MA 1 Season International TV Shows, Romantic TV S... In 1921, nurse trainees from Madrid&#39;s...\n 14 s3747 TV Show Love and Hong Kong null Eiko Koike, Ryo Yoshizawa, Fumika Bab... Japan 2018-01-20 2017 TV-PG 1 Season International TV Shows, Romantic TV S... The lives of five strangers become in...\n 15 s6863 TV Show The Shannara Chronicles null Austin Butler, Poppy Drayton, Ivana B... United States, New Zealand 2018-01-22 2018 TV-MA 2 Seasons TV Action &#38; Adventure, TV Dramas, TV ... After the destruction of civilization...\n 16 s6937 TV Show The Traffickers null Nelufar Hedayat United States 2018-01-22 2016 TV-MA 1 Season Crime TV Shows, Docuseries In this hard-hitting series, journali...\n 17 s4978 TV Show Prison Playbook null Hae-soo Park, Kyung-ho Jung, Dong-il ... South Korea 2018-01-24 2017 TV-MA 1 Season International TV Shows, Korean TV Sho... With his major league baseball debut ...\n 18 s6067 TV Show The Adventures of Puss in Boots null Eric Bauza, Jayma Mays, Grey DeLisle,... United States 2018-01-26 2018 TV-Y7 6 Seasons Kids&#39; TV, TV Comedies The world&#39;s greatest feline fighter, ...\n 19 s6674 TV Show The Ministry of Time null Rodolfo Sancho, Aura Garrido, Nacho F... Spain 2018-01-28 2017 TV-MA 3 Seasons International TV Shows, Spanish-Langu... Three officers from different eras wo...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [1255 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV ...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s215 Movie A Perfect Ending Nicole Conn Barbara Niven, Jessica Clark, John He... United States 2019-01-01 2012 TV-MA 110 min Dramas, Independent Movies, LGBTQ Movies After confessing an unusual secret, a...\n 1 s298 Movie Across the Universe Julie Taymor Evan Rachel Wood, Jim Sturgess, Joe A... United States, United Kingdom 2019-01-01 2007 PG-13 133 min Dramas, Music &#38; Musicals, Romantic Mo... An American girl and a British lad fa...\n 2 s667 Movie Babel Alejandro G. I&#241;&#225;rritu Brad Pitt, Cate Blanchett, Gael Garc&#237;... France, United States, Mexico 2019-01-01 2006 R 143 min Dramas, Independent Movies When an American couple vacationing i...\n 3 s680 Movie Back to the 90s Yanyong Kuruaungkoul Dan Aaron Ramnarong, Pimchanok Leuwis... Thailand 2019-01-01 2015 TV-14 111 min Comedies, International Movies, Music... When a teenager is transported back t...\n 4 s952 Movie Black Hawk Down Ridley Scott Josh Hartnett, Ewan McGregor, Tom Siz... United States, United Kingdom 2019-01-01 2001 R 144 min Action &#38; Adventure, Dramas When U.S. forces attempt to capture t...\n 5 s1277 Movie Chappie Neill Blomkamp Sharlto Copley, Hugh Jackman, Sigourn... South Africa, United States 2019-01-01 2015 R 121 min Action &#38; Adventure, Sci-Fi &#38; Fantasy In a futuristic society where a robot...\n 6 s1373 Movie Christmas with the Kranks Joe Roth Tim Allen, Jamie Lee Curtis, Dan Aykr... United States 2019-01-01 2004 PG 99 min Children &#38; Family Movies, Comedies When Luther Krank and his wife opt to...\n 7 s1579 Movie Daddy Day Care Steve Carr Eddie Murphy, Jeff Garlin, Steve Zahn... United States 2019-01-01 2003 PG 93 min Children &#38; Family Movies, Comedies When a conscientious father loses his...\n 8 s2474 Movie Gone are the Days Mark Landre Gould Lance Henriksen, Tom Berenger, Meg St... United States 2019-01-01 2018 R 100 min Independent Movies As a notorious outlaw comes to grips ...\n 9 s2691 Movie Hell or High Water David Mackenzie Jeff Bridges, Chris Pine, Ben Foster,... United States 2019-01-01 2016 R 102 min Dramas, Independent Movies In a desperate bid to save their fami...\n 10 s2991 Movie Indiana Jones and the Kingdom of the ... Steven Spielberg Harrison Ford, Cate Blanchett, Karen ... United States 2019-01-01 2008 PG-13 123 min Action &#38; Adventure, Children &#38; Family... Indiana Jones is drawn into a Russian...\n 11 s2992 Movie Indiana Jones and the Last Crusade Steven Spielberg Harrison Ford, Sean Connery, Denholm ... United States 2019-01-01 1989 PG-13 127 min Action &#38; Adventure, Children &#38; Family... Accompanied by his father, Indiana Jo...\n 12 s2993 Movie Indiana Jones and the Raiders of the ... Steven Spielberg Harrison Ford, Karen Allen, Paul Free... United States 2019-01-01 1981 PG 116 min Action &#38; Adventure, Children &#38; Family... When Indiana Jones is hired by the go...\n 13 s2994 Movie Indiana Jones and the Temple of Doom Steven Spielberg Harrison Ford, Kate Capshaw, Amrish P... United States 2019-01-01 1984 PG 119 min Action &#38; Adventure, Children &#38; Family... Indiana Jones, his young sidekick and...\n 14 s3131 Movie Jay and Silent Bob Strike Back Kevin Smith Jason Mewes, Kevin Smith, Ben Affleck... United States 2019-01-01 2001 R 105 min Comedies, Cult Movies Jay and Silent Bob&#39;s comic book alter...\n 15 s3158 Movie Jersey Boys Clint Eastwood John Lloyd Young, Erich Bergen, Micha... United States 2019-01-01 2014 R 134 min Dramas, Music &#38; Musicals Adapted from the hit Broadway musical...\n 16 s3352 Movie Kevyn Aucoin: Beauty &#38; the Beast in Me Lori Kaye Kevyn Aucoin, Cindy Crawford, Naomi C... United States 2019-01-01 2017 TV-MA 90 min Documentaries, LGBTQ Movies Makeup artist Kevyn Aucoin worked wit...\n 17 s3459 Movie Krystal William H. Macy Rosario Dawson, Nick Robinson, Jacob ... United States 2019-01-01 2017 R 93 min Comedies, Dramas A kid with a heart condition falls fo...\n 18 s3544 Movie Last Night Massy Tadjedin Keira Knightley, Sam Worthington, Gui... United States, France 2019-01-01 2010 R 93 min Dramas, Independent Movies, Romantic ... During an evening apart, married coup...\n 19 s3696 Movie Lock, Stock and Two Smoking Barrels Guy Ritchie Jason Flemyng, Dexter Fletcher, Nick ... United Kingdom 2019-01-01 1998 R 108 min Action &#38; Adventure, Comedies, Indepen... Hoping to make a bundle in a high-sta...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s226 TV Show A Series of Unfortunate Events null Neil Patrick Harris, Patrick Warburto... United States 2019-01-01 2019 TV-PG 3 Seasons Kids&#39; TV, TV Action &#38; Adventure, TV C... The extraordinary Baudelaire orphans ...\n 1 s1472 TV Show COMEDIANS of the world null Neal Brennan, Chris D&#39;Elia, Nicole By... United States 2019-01-01 2019 TV-MA 13 Seasons Stand-Up Comedy &#38; Talk Shows, TV Come... This global stand-up comedy series fe...\n 2 s6740 TV Show The Paper null Branka Kati&#263;, Trpimir Jurkic, Aleksan... Croatia 2019-01-01 2018 TV-MA 2 Seasons International TV Shows, TV Dramas A construction magnate takes over a s...\n 3 s7075 TV Show Tidying Up with Marie Kondo null Marie Kondo United States 2019-01-01 2019 TV-PG 1 Season Reality TV In a series of inspiring home makeove...\n 4 s1566 TV Show D&#233;j&#224; Vu null Mandy Wei, Yao Yuan Hao, Wang Si Ping... null 2019-01-02 2013 TV-14 1 Season International TV Shows, Romantic TV S... After losing everything, a prima ball...\n 5 s1181 TV Show Call My Agent! null Camille Cottin, Thibault De Montalemb... France 2019-01-04 2018 TV-MA 3 Seasons International TV Shows, TV Comedies, ... At a top Paris talent firm, agents sc...\n 6 s1234 TV Show Case Closed null Minami Takayama, Alison Retzloff, Wak... Japan 2019-01-04 2015 TV-14 1 Season Anime Series, Crime TV Shows, TV Thri... Turned into a young boy by a sinister...\n 7 s5481 TV Show See You in Time null Hans Chung, Mini Tsai, Albee Huang, D... null 2019-01-04 2017 TV-14 1 Season International TV Shows, Romantic TV S... A series of mysterious text messages ...\n 8 s5971 TV Show Tales by Light null Darren Jew, Art Wolfe, Krystle Wright... Australia 2019-01-05 2018 TV-14 3 Seasons Docuseries, International TV Shows, S... Follow renowned photographers as they...\n 9 s4888 TV Show Pocoyo null Stephen Fry, Alex Marty Spain, United Kingdom 2019-01-10 2017 TV-Y 4 Seasons Kids&#39; TV, Spanish-Language TV Shows Discovery is the name of the game for...\n 10 s5537 TV Show Shaka Zulu null Edward Fox, Robert Powell, Trevor How... Italy, South Africa, West Germany, Au... 2019-01-10 1986 TV-14 1 Season TV Dramas This miniseries recounts the early 19...\n 11 s7581 TV Show When Heroes Fly null Tomer Kapon, Ninet Tayeb, Michael Alo... Israel 2019-01-10 2018 TV-MA 1 Season International TV Shows, TV Action &#38; A... Years after a bitter falling out, fou...\n 12 s681 TV Show Back with the Ex null null null 2019-01-11 2018 TV-MA 1 Season International TV Shows, Reality TV, R... New beginnings or old baggage? Four s...\n 13 s2290 TV Show Friends from College null Keegan-Michael Key, Cobie Smulders, B... United States 2019-01-11 2019 TV-MA 2 Seasons Romantic TV Shows, TV Comedies Twenty years after graduation, a tigh...\n 14 s2626 TV Show Hardy Bucks null Martin Maloney, Owen Colgan, Chris To... Ireland 2019-01-11 2018 TV-MA 4 Seasons TV Comedies A circle of young men entertain vague...\n 15 s2809 TV Show Horrid Henry null Lizzie Waterworth, Joanna Ruiz, Emma ... United Kingdom 2019-01-11 2019 TV-Y7 2 Seasons British TV Shows, Kids&#39; TV, TV Comedies To his family&#39;s frustration, Henry is...\n 16 s5619 TV Show Sin Senos s&#237; Hay Para&#237;so null Majida Issa, Fabi&#225;n R&#237;os, Catherine S... United States, Colombia 2019-01-11 2018 TV-MA 3 Seasons International TV Shows, Spanish-Langu... Born into a small town controlled by ...\n 17 s5966 TV Show Taken null Clive Standen, Jennifer Beals, Gaius ... France, United States 2019-01-12 2018 TV-14 2 Seasons Crime TV Shows, TV Action &#38; Adventure... After a personal tragedy upends his l...\n 18 s3496 TV Show La Grande Chaumi&#232;re Violette null Eli Shi, Alice Ko, Jen-Shuo Cheng, Ch... Taiwan 2019-01-14 2016 TV-14 1 Season International TV Shows, TV Dramas Reminiscing about his youth in Taiwan...\n 19 s3506 TV Show La Rosa de Guadalupe null Milia Nader, Francisco Avenda&#241;o, Dieg... Mexico 2019-01-15 2010 TV-PG 1 Season Classic &#38; Cult TV, Crime TV Shows, In... This series responds to the need to b...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [1497 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV ...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s5 Movie 21 Robert Luketic Jim Sturgess, Kevin Spacey, Kate Bosw... United States 2020-01-01 2008 PG-13 123 min Dramas A brilliant group of students become ...\n 1 s164 Movie A Cinderella Story Mark Rosman Hilary Duff, Chad Michael Murray, Jen... United States, Canada 2020-01-01 2004 PG 95 min Children &#38; Family Movies, Comedies Teen Sam meets the boy of her dreams ...\n 2 s434 Movie Alpha and Omega: The Legend of the Sa... Richard Rich Debi Derryberry, Ben Diskin, Kate Hig... United States, India 2020-01-01 2014 TV-Y7 45 min Children &#38; Family Movies When a wolf pup named Runt sneaks off...\n 3 s456 Movie American Beauty Sam Mendes Kevin Spacey, Annette Bening, Thora B... United States 2020-01-01 1999 R 122 min Dramas While struggling to endure his tightl...\n 4 s589 Movie Arthur Christmas Sarah Smith James McAvoy, Hugh Laurie, Bill Nighy... United Kingdom, United States 2020-01-01 2011 PG 98 min Children &#38; Family Movies, Comedies At Santa Claus&#39;s super-secret toy-mak...\n 5 s591 Movie Aruna &#38; Her Palate Edwin Dian Sastrowardoyo, Oka Antara, Hanna... Indonesia, South Korea, Singapore 2020-01-01 2018 TV-14 106 min Dramas, International Movies An epidemiologist turns her nationwid...\n 6 s593 Movie As Good as It Gets James L. Brooks Jack Nicholson, Helen Hunt, Greg Kinn... United States 2020-01-01 1997 PG-13 139 min Comedies, Romantic Movies The structured world of a sour, obses...\n 7 s1092 Movie Breaking the Bank Vadim Jean Kelsey Grammer, Tamsin Greig, John Mi... United Kingdom 2020-01-01 2014 TV-PG 105 min Comedies, International Movies Bank chairman Charles Bunbury &#8211; who k...\n 8 s1257 Movie Center Stage Nicholas Hytner Amanda Schull, Zoe Saldana, Susan May... United States 2020-01-01 2000 PG-13 116 min Dramas Vying for a spot in the American Ball...\n 9 s1280 Movie Charlie and the Chocolate Factory Tim Burton Johnny Depp, Freddie Highmore, David ... United Kingdom, United States 2020-01-01 2005 PG 115 min Children &#38; Family Movies, Comedies The eccentric Willy Wonka opens the d...\n 10 s1289 Movie Chasing Amy Kevin Smith Ben Affleck, Joey Lauren Adams, Jason... United States 2020-01-01 1997 R 113 min Comedies, Cult Movies, Dramas Comic book artist Holden meets the pe...\n 11 s1345 Movie Chitty Chitty Bang Bang Ken Hughes Dick Van Dyke, Sally Ann Howes, Lione... United Kingdom, United States 2020-01-01 1968 G 146 min Children &#38; Family Movies, Classic Mov... Quirky inventor Caractacus Potts and ...\n 12 s1346 Movie Chloe Atom Egoyan Julianne Moore, Liam Neeson, Amanda S... United States, Canada, France 2020-01-01 2009 R 96 min Independent Movies, Thrillers Suspecting her husband of infidelity,...\n 13 s1401 Movie City of God Fernando Meirelles, Katia Lund Alexandre Rodrigues, Leandro Firmino,... Brazil, France, Germany 2020-01-01 2002 R 130 min Dramas, Independent Movies, Internati... Growing up in a Rio de Janeiro slum, ...\n 14 s1417 Movie Click Frank Coraci Adam Sandler, Kate Beckinsale, Christ... United States 2020-01-01 2006 PG-13 108 min Comedies, Sci-Fi &#38; Fantasy Overworked Michael Newman stumbles on...\n 15 s1429 Movie Cloverfield Matt Reeves Lizzy Caplan, Jessica Lucas, T.J. Mil... United States 2020-01-01 2008 PG-13 85 min Action &#38; Adventure, Horror Movies, Sc... A going-away party in Manhattan is in...\n 16 s1439 Movie Coach Carter Thomas Carter Samuel L. Jackson, Rob Brown, Robert ... United States, Germany 2020-01-01 2005 PG-13 137 min Dramas, Sports Movies Controversial basketball coach Ken Ca...\n 17 s1767 Movie Dinner for Schmucks Jay Roach Steve Carell, Paul Rudd, Zach Galifia... United States 2020-01-01 2010 PG-13 115 min Comedies The host of a dinner party invites hi...\n 18 s1824 Movie Donnie Brasco Mike Newell Al Pacino, Johnny Depp, Michael Madse... United States 2020-01-01 1997 R 127 min Dramas, Thrillers When FBI agent Joe Pistone goes under...\n 19 s1850 Movie Dragonheart Rob Cohen Sean Connery, Dennis Quaid, David The... United States 2020-01-01 1996 PG-13 103 min Action &#38; Adventure, Sci-Fi &#38; Fantasy In ancient times when majestic fire-b...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s798 TV Show Because This Is My First Life null Lee Min-ki, Jung So-min, Esom, Kim Ga... South Korea 2020-01-01 2017 TV-14 1 Season International TV Shows, Korean TV Sho... Two housemates get married for financ...\n 1 s1048 TV Show Border Security: America&#39;s Front Line null null Canada 2020-01-01 2018 TV-14 1 Season Crime TV Shows, International TV Show... This reality series chronicles the be...\n 2 s1254 TV Show Cells at Work! null Kana Hanazawa, Tomoaki Maeno, Daisuke... Japan 2020-01-01 2018 TV-PG 1 Season Anime Series, Teen TV Shows One newcomer red blood cell just want...\n 3 s1322 TV Show Chhota Bheem Kung Fu Dhamaka Series null Pinky Pal Rajput, Sonal Kaushal, Juli... null 2020-01-01 2019 TV-Y7 1 Season Kids&#39; TV From kung fu battles to run-ins with ...\n 4 s3683 TV Show Live Up To Your Name null Kim Nam-gil, Kim Ah-joong, Yoo Min-ky... South Korea 2020-01-01 2017 TV-MA 1 Season International TV Shows, Korean TV Sho... Pushed together by twists of time, a ...\n 5 s4054 TV Show Messiah null Michelle Monaghan, Mehdi Dehbi, John ... United States 2020-01-01 2020 TV-MA 1 Season TV Dramas, TV Thrillers A wary CIA officer investigates a cha...\n 6 s4066 TV Show Mia and Me null Rosabell Laurenti Sellers, Adrian Moo... Netherlands, Germany, Italy, Canada 2020-01-01 2017 TV-Y7 2 Seasons Kids&#39; TV A mysterious gift from her late paren...\n 7 s4482 TV Show Nisman: The Prosecutor, the President... Justin Webster null Spain, Germany, Denmark, United States 2020-01-01 2020 TV-MA 1 Season Crime TV Shows, Docuseries, Internati... This docuseries details the suspiciou...\n 8 s5162 TV Show Reply 1988 null Lee Hye-ri, Park Bo-gum, Ryu Jun-yeol... South Korea 2020-01-01 2015 TV-14 1 Season International TV Shows, Korean TV Sho... Take a nostalgic trip back to the lat...\n 9 s5308 TV Show Rurouni Kenshin null Mayo Suzukaze, Miki Fujitani, Miina T... Japan 2020-01-01 1998 TV-14 3 Seasons Anime Series, International TV Shows A nomadic swordsman arrives at a mart...\n 10 s5413 TV Show Save Me null Taecyeon, Seo Ye-ji, Cho Seong-ha, Wo... South Korea 2020-01-01 2017 TV-MA 1 Season International TV Shows, Korean TV Sho... Four young men come to the rescue of ...\n 11 s5756 TV Show Spinning Out null Kaya Scodelario, January Jones, Will ... United States 2020-01-01 2020 TV-MA 1 Season TV Dramas A figure skating Olympic hopeful stru...\n 12 s6180 TV Show The Bride of Habaek null Shin Sae-kyeong, Nam Joo-hyuk, Lim Ju... South Korea 2020-01-01 2017 TV-14 1 Season International TV Shows, Korean TV Sho... When a quest for divine stones in the...\n 13 s6223 TV Show The Circle null Michelle Buteau United States, United Kingdom 2020-01-01 2020 TV-MA 1 Season Reality TV Status and strategy collide in this s...\n 14 s5526 TV Show Sex, Explained null Janelle Mon&#225;e United States 2020-01-02 2020 TV-MA 1 Season Docuseries, Science &#38; Nature TV From the biology of attraction to the...\n 15 s7046 TV Show Thieves of the Wood null Matteo Simoni, Tom Van Dyck, Stef Aer... Belgium 2020-01-02 2019 TV-MA 1 Season International TV Shows, TV Action &#38; A... Charismatic highwayman Jan de Lichte ...\n 16 s540 TV Show Anne with an E null Amybeth McNulty, Geraldine James, R.H... Canada 2020-01-03 2019 TV-PG 3 Seasons International TV Shows, TV Dramas, Te... A plucky orphan whose passions run de...\n 17 s1845 TV Show Dracula null Claes Bang, Dolly Wells, John Heffernan United Kingdom 2020-01-04 2020 TV-14 1 Season British TV Shows, International TV Sh... The Count Dracula legend transforms w...\n 18 s1299 TV Show Cheer null null United States 2020-01-08 2020 TV-MA 1 Season Docuseries, Reality TV, Teen TV Shows This gripping docuseries follows the ...\n 19 s358 TV Show AJ and the Queen null RuPaul Charles, Izzy G., Michael-Leon... United States 2020-01-10 2020 TV-14 1 Season TV Comedies, TV Dramas While traveling across the country in...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [1312 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV ...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s73 Movie 17 Again Burr Steers Zac Efron, Leslie Mann, Matthew Perry... United States 2021-01-01 2009 PG-13 102 min Comedies Nearing a midlife crisis, thirty-some...\n 1 s105 Movie 30 Minutes or Less Ruben Fleischer Jesse Eisenberg, Danny McBride, Aziz ... United States 2021-01-01 2011 R 83 min Action &#38; Adventure, Comedies Two crooks planning a bank heist wind...\n 2 s693 Movie Bad Grandpa .5 Jeff Tremaine Johnny Knoxville, Jackson Nicoll, Gre... United States 2021-01-01 2014 TV-MA 87 min Comedies The geriatric antics of Irving Zisman...\n 3 s1003 Movie Blue Streak Les Mayfield Martin Lawrence, Luke Wilson, Peter G... Germany, United States 2021-01-01 1999 PG-13 94 min Action &#38; Adventure, Comedies A jewel thief returns to his hiding p...\n 4 s1042 Movie Bonnie and Clyde Arthur Penn Warren Beatty, Faye Dunaway, Michael ... United States 2021-01-01 1967 R 111 min Action &#38; Adventure, Classic Movies, D... Bonnie Parker and Clyde Barrow are yo...\n 5 s1195 Movie Can&#39;t Hardly Wait Harry Elfont, Deborah Kaplan Jennifer Love Hewitt, Ethan Embry, Ch... United States 2021-01-01 1998 PG-13 101 min Comedies, Romantic Movies At a wild high school graduation part...\n 6 s1233 Movie Case 39 Christian Alvart Ren&#233;e Zellweger, Jodelle Ferland, Ian... United States, Canada 2021-01-01 2009 R 111 min Horror Movies, Thrillers A na&#239;ve social worker brings a 10-yea...\n 7 s1243 Movie Catch Me If You Can Steven Spielberg Leonardo DiCaprio, Tom Hanks, Christo... United States, Canada 2021-01-01 2002 PG-13 141 min Dramas An FBI agent makes it his mission to ...\n 8 s1427 Movie Cloudy with a Chance of Meatballs Phil Lord, Christopher Miller Bill Hader, Anna Faris, James Caan, A... United States 2021-01-01 2009 PG 90 min Children &#38; Family Movies, Comedies, S... When inventor Flint Lockwood makes cl...\n 9 s1498 Movie Cool Hand Luke Stuart Rosenberg Paul Newman, George Kennedy, J.D. Can... United States 2021-01-01 1967 TV-14 127 min Classic Movies, Dramas Luke Jackson likes to do things his o...\n 10 s1920 Movie Eddie Murphy: Raw Robert Townsend Eddie Murphy United States 2021-01-01 1987 R 90 min Stand-Up Comedy This stand-up comedy classic features...\n 11 s2014 Movie Enter the Dragon Robert Clouse Bruce Lee, John Saxon, Jim Kelly, Ahn... Hong Kong, United States 2021-01-01 1973 R 103 min Action &#38; Adventure, Classic Movies Recruited by a British agent, Shaolin...\n 12 s2249 Movie Four Christmases Seth Gordon Vince Vaughn, Reese Witherspoon, Robe... Germany, United States 2021-01-01 2008 PG-13 88 min Comedies, Romantic Movies A dating couple is forced to spend th...\n 13 s2270 Movie Fred Claus David Dobkin Vince Vaughn, Paul Giamatti, John Mic... United States 2021-01-01 2007 PG 115 min Children &#38; Family Movies, Comedies The holiday season is ruined for Sant...\n 14 s2311 Movie Full Out 2: You Got This! Jeff Deverett Sydney Cope, Logan Edra, Liza Wilk, B... United States 2021-01-01 2020 TV-Y 91 min Children &#38; Family Movies, Dramas, Spo... With a championship on the line, Chay...\n 15 s2414 Movie Gimme Shelter Ron Krauss Vanessa Hudgens, James Earl Jones, Ro... United States 2021-01-01 2013 PG-13 101 min Dramas, Independent Movies After running away from her abusive m...\n 16 s2477 Movie Good Burger Brian Robbins Kenan Thompson, Kel Mitchell, Abe Vig... United States 2021-01-01 1997 PG 96 min Children &#38; Family Movies, Comedies Working at a neighborhood fast-food j...\n 17 s2480 Movie Good Hair Jeff Stilson Chris Rock, Nia Long, Maya Angelou, I... United States 2021-01-01 2009 PG-13 96 min Documentaries Chris Rock hops around the world goin...\n 18 s2494 Movie GoodFellas Martin Scorsese Robert De Niro, Ray Liotta, Joe Pesci... United States 2021-01-01 1990 R 145 min Classic Movies, Dramas Former mobster Henry Hill recounts hi...\n 19 s2506 Movie Gothika Mathieu Kassovitz Halle Berry, Robert Downey Jr., Charl... United States, France, Canada, Spain 2021-01-01 2003 R 98 min Horror Movies, Thrillers After a car crash, a criminal psychia...\n...\n\nTV Show: show_id type title director cast country date_added release_year rating duration listed_in description\n 0 s1441 TV Show Cobra Kai null Ralph Macchio, William Zabka, Xolo Ma... United States 2021-01-01 2021 TV-14 3 Seasons TV Action &#38; Adventure, TV Dramas Decades after the tournament that cha...\n 1 s1865 TV Show Dream Home Makeover null null United States 2021-01-01 2021 TV-G 2 Seasons Reality TV Dreams come true for real families lo...\n 2 s2673 TV Show Headspace Guide to Meditation null Andy Puddicombe United States 2021-01-01 2021 TV-G 1 Season Docuseries, Science &#38; Nature TV Headspace takes a friendly, animated ...\n 3 s3148 TV Show Jenni Rivera: Mariposa de Barrio null Ang&#233;lica Celaya, Gabriel Porras, Rosa... United States 2021-01-01 2017 TV-MA 1 Season Spanish-Language TV Shows, TV Dramas This drama follows Mexican-American s...\n 4 s4174 TV Show Monarca null Irene Azuela, Juan Manuel Bernal, Osv... Mexico 2021-01-01 2021 TV-MA 2 Seasons International TV Shows, Spanish-Langu... After 20 years, Ana Mar&#237;a returns to ...\n 5 s5305 TV Show Running Man null Kim Seo-yeong, Um Sang-hyun, Kwon Cha... null 2021-01-01 2020 TV-Y7 1 Season Kids&#39; TV, TV Comedies Wanting to bring home the ultimate pr...\n 6 s6204 TV Show The Cat in the Hat Knows a Lot About ... Tony Collingwood Martin Short, Alexa Torrington, Jacob... Canada, United Kingdom, United States 2021-01-01 2014 TV-Y 1 Season Kids&#39; TV The Cat in the Hat is back &#8211; and this...\n 7 s6439 TV Show The Haunted Hathaways null Amber Frank, Curtis Harris, Benjamin ... United States 2021-01-01 2013 TV-G 2 Seasons Kids&#39; TV, TV Comedies, TV Sci-Fi &#38; Fa... Single mom Michelle Hathaway and her ...\n 8 s6702 TV Show The Netflix Afterparty null David Spade, London Hughes, Fortune F... United States 2021-01-02 2021 TV-MA 1 Season Stand-Up Comedy &#38; Talk Shows, TV Come... Hosts David Spade, Fortune Feimster a...\n 9 s3442 TV Show Korean Pork Belly Rhapsody null Paik Jong-won null 2021-01-04 2020 TV-G 1 Season Docuseries, International TV Shows A love letter to pork belly &#8212; a peren...\n 10 s5022 TV Show QB1: Beyond the Lights null null United States 2021-01-04 2019 TV-14 1 Season Docuseries This riveting series follows three st...\n 11 s2328 TV Show Gabby&#39;s Dollhouse null Laila Lockhart Kraner, Tucker Chandle... null 2021-01-05 2021 TV-Y 1 Season Kids&#39; TV Cute cats, quirky crafts and colorful...\n 12 s2754 TV Show History of Swear Words null Nicolas Cage United States 2021-01-05 2021 TV-MA 1 Season Docuseries, TV Comedies Nicolas Cage hosts this proudly profa...\n 13 s3484 TV Show L.A.&#8217;s Finest null Jessica Alba, Gabrielle Union United States 2021-01-05 2019 TV-14 1 Season Crime TV Shows, TV Action &#38; Adventure... In this spinoff of the &#34;Bad Boys&#34; fra...\n 14 s4391 TV Show Nailed It! Mexico null Omar Chaparro, Anna Ruiz Mexico, United States 2021-01-05 2021 TV-PG 3 Seasons International TV Shows, Reality TV, S... The fun, fondant and hilarious cake f...\n 15 s5922 TV Show Surviving Death null null United States 2021-01-06 2021 TV-MA 1 Season Docuseries, Reality TV What happens after we die? This docus...\n 16 s3019 TV Show Inside the World&#8217;s Toughest Prisons null Paul Connolly United Kingdom 2021-01-08 2021 TV-MA 5 Seasons British TV Shows, Crime TV Shows, Doc... Investigative journalist Paul Connoll...\n 17 s3823 TV Show Lupin null Omar Sy, Ludivine Sagnier, Clotilde H... United States 2021-01-08 2021 TV-MA 1 Season Crime TV Shows, International TV Show... Inspired by the adventures of Ars&#232;ne ...\n 18 s4087 TV Show Mighty Little Bheem: Kite Festival null Sumruddhi Shukla, Aranya Kaur, Nishka... India 2021-01-08 2021 TV-Y 1 Season Kids&#39; TV, TV Comedies With winter behind them, Bheem and hi...\n 19 s4966 TV Show Pretend It&#8217;s a City null Fran Lebowitz United States 2021-01-08 2021 TV-14 1 Season Docuseries Wander the New York City streets and ...\n...\n\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"dataFrameCaption\">DataFrame [88 x 12]</span><span class=\"structural\">, </span><span class=\"structural\">TV Sh...</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -637534198, rootId: -637534198, totalRows: 14 } ) });\n", + "], id: -1073741814, rootId: -1073741814, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4654,7 +4658,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["81 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, Independent Movies, Thrillers"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534197, rootId: -637534198, totalRows: 1 } ) });\n", + "], id: -1073741813, rootId: -1073741814, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4670,7 +4674,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["104 min","29 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, International Movies","Horror Movies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\">When he causes a car accident that le<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\">After committing suicide, a washed-up<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534196, rootId: -637534198, totalRows: 2 } ) });\n", + "], id: -1073741812, rootId: -1073741814, totalRows: 2 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4686,7 +4690,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["84 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Cult Movies, Horror Movies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\">This collection cherry-picks trailers<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534195, rootId: -637534198, totalRows: 1 } ) });\n", + "], id: -1073741811, rootId: -1073741814, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4702,7 +4706,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["103 min","75 min","95 min","96 min","94 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, International Movies","<span class=\"formatted\" title=\"Children &#38; 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And they&#39;re still in grade school.\">They are fiercely competitive athlete<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534192, rootId: -637534198, totalRows: 6 } ) });\n", + "], id: -1073741808, rootId: -1073741814, totalRows: 6 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4750,7 +4754,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["105 min","93 min","72 min","35 min","78 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Documentaries, International Movies","Documentaries","Action &#38; Adventure, Sci-Fi &#38; Fantasy","Documentaries","Children &#38; Family Movies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"This Emmy-winning, street-level view of the 2011 Egyptian Revolution captures the astonishing uprising that led to the collapse of two governments.\">This Emmy-winning, street-level view <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The real Mitt Romney is revealed in this documentary that goes beyond the sound bites with unprecedented access to his 2012 presidential campaign.\">The real Mitt Romney is revealed in t<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When scientists join Hulk&#39;s gamma energy with Tony Stark&#39;s Arc Reactor, the resulting force creates a foe that only the two Marvel heroes can combat.\">When scientists join Hulk&#39;s gamma ene<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Werner Herzog chronicles the devastating consequences of texting and driving. The film examines how lives can be forever altered by a trivial text.\">Werner Herzog chronicles the devastat<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In this spritely tale, Tinker Bell and her friends set out to find free-spirited fairy Zarina after she makes off with some precious Blue Pixie Dust.\">In this spritely tale, Tinker Bell an<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534191, rootId: -637534198, totalRows: 19 } ) });\n", + "], id: -1073741807, rootId: -1073741814, totalRows: 19 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4766,7 +4770,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["72 min","29 min","100 min","83 min","58 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Stand-Up Comedy","Documentaries","<span class=\"formatted\" title=\"Documentaries, International Movies, Sports Movies\">Documentaries, International Movies, <span class=\"structural\">...</span></span>","Stand-Up Comedy","Stand-Up Comedy"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Smart and brazen comedian Iliza Shlesinger applies her fresh, laugh-out-loud perspective to the universal struggles between men and women.\">Smart and brazen comedian Iliza Shles<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The team behind the searing documentary reveals what inspired them to tell the story of Virunga and the lethal fight to save the gorillas&#39; 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Dungan, who spent 15 years in India and helped define Tamil cinema.\">Extensive film clips and interviews t<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A production crew that thinks it&#39;s making a documentary about a humble Mumbai rickshaw driver unmasks a horrifying truth about their film&#39;s subject.\">A production crew that thinks it&#39;s ma<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Barry, a worker bee stuck in a dead-end job making honey, sues humans when he learns they&#39;ve been stealing bees&#39; nectar all along.\">Barry, a worker bee stuck in a dead-e<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After his wife inexplicably disappears, a man takes their two children and relocates to his hometown in an attempt to end their grief and move on.\">After his wife inexplicably disappear<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Fired for being gay, schoolteacher Richard returns in drag as force-of-nature Bianca, gets hired for the same job and plots sweet, scornful revenge.\">Fired for being gay, schoolteacher Ri<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534188, rootId: -637534198, totalRows: 864 } ) });\n", + "], id: -1073741804, rootId: -1073741814, totalRows: 864 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4814,7 +4818,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["126 min","133 min","90 min","91 min","104 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Comedies, Dramas, International Movies","Comedies, Dramas, International Movies","Documentaries","Dramas, International Movies","<span class=\"formatted\" title=\"Children &#38; 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high school days, he has the chance to alter the events that led to their unhappy marriage.\">When a teenager is transported back t<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When U.S. forces attempt to capture two underlings of a Somali warlord, their helicopters are shot down and the Americans suffer heavy casualties.\">When U.S. forces attempt to capture t<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534186, rootId: -637534198, totalRows: 1497 } ) });\n", + "], id: -1073741802, rootId: -1073741814, totalRows: 1497 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4846,7 +4850,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["123 min","95 min","45 min","122 min","98 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas","Children &#38; Family Movies, Comedies","Children &#38; Family Movies","Dramas","Children &#38; Family Movies, Comedies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\">A brilliant group of students become <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Teen Sam meets the boy of her dreams at a dance before returning to toil in her stepmother&#39;s diner. Can her lost cell phone bring them together?\">Teen Sam meets the boy of her dreams <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When a wolf pup named Runt sneaks off to explore a mysterious cave, he meets and befriends a wolf driven from her pack because she&#39;s blind.\">When a wolf pup named Runt sneaks off<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"While struggling to endure his tightly wound wife, an unfulfilling job and a surly teen, a man becomes obsessed with one of his daughter&#39;s friends.\">While struggling to endure his tightl<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"At Santa Claus&#39;s super-secret toy-making facility, Mr. Claus entrusts his son, Arthur, to carry out an ultra-important Christmas mission.\">At Santa Claus&#39;s super-secret toy-mak<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534185, rootId: -637534198, totalRows: 1312 } ) });\n", + "], id: -1073741801, rootId: -1073741814, totalRows: 1312 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4862,7 +4866,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["102 min","83 min","87 min","94 min","111 min"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Comedies","Action &#38; Adventure, Comedies","Comedies","Action &#38; Adventure, Comedies","<span class=\"formatted\" title=\"Action &#38; Adventure, Classic Movies, Dramas\">Action &#38; Adventure, Classic Movies, D<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Nearing a midlife crisis, thirty-something Mike wishes for a &#34;do-over&#34; &#8211; and that&#39;s exactly what he gets when he wakes up to find he&#39;s 17 again.\">Nearing a midlife crisis, thirty-some<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Two crooks planning a bank heist wind up abducting a pizza delivery driver and force him to commit the robbery &#8212; with a strict time limit.\">Two crooks planning a bank heist wind<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The geriatric antics of Irving Zisman continue in this next installment of the Jackass franchise, which features unused footage from the first film.\">The geriatric antics of Irving Zisman<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A jewel thief returns to his hiding place after a stint in jail &#8212; only to find that his diamond is buried under a newly constructed police station.\">A jewel thief returns to his hiding p<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Bonnie Parker and Clyde Barrow are young, in love and on the run during a bullet-riddled bank robbery spree across Depression-ravaged America.\">Bonnie Parker and Clyde Barrow are yo<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534184, rootId: -637534198, totalRows: 88 } ) });\n", + "], id: -1073741800, rootId: -1073741814, totalRows: 88 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4878,7 +4882,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Stand-Up Comedy &#38; Talk Shows"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\">In each episode, four celebrities joi<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534183, rootId: -637534198, totalRows: 1 } ) });\n", + "], id: -1073741799, rootId: -1073741814, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4894,7 +4898,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season","5 Seasons","4 Seasons","6 Seasons","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Crime TV Shows, International TV Shows, TV Dramas\">Crime TV Shows, International TV Show<span class=\"structural\">...</span></span>","Crime TV Shows, TV Dramas, TV Thrillers","<span class=\"formatted\" title=\"TV Dramas, TV Mysteries, TV Sci-Fi &#38; Fantasy\">TV Dramas, TV Mysteries, TV Sci-Fi &#38; <span class=\"structural\">...</span></span>","TV Dramas, Teen TV Shows","Docuseries, Stand-Up Comedy &#38; Talk Shows"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Ken Bruen&#39;s bestselling crime novels leap to life in this series of TV movies featuring Irish cop-turned-private-investigator Jack Taylor.\">Ken Bruen&#39;s bestselling crime novels <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A high school chemistry teacher dying of cancer teams with a former student to secure his family&#39;s future by manufacturing and selling crystal meth.\">A high school chemistry teacher dying<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"4400 people who vanished over the course of five decades suddenly reappear. None have aged, and slowly it&#39;s revealed that they have mysterious powers.\">4400 people who vanished over the cou<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A group of hyperprivileged Manhattan private-school kids seem to get away with everything. Except an anonymous blogger is watching their every move.\">A group of hyperprivileged Manhattan <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A four-part docu-series that&#39;s an exclusive, backstage pass to global comedy superstar Russell Peters&#39; record-breaking &#34;Notorious&#34; world tour.\">A four-part docu-series that&#39;s an exc<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534182, rootId: -637534198, totalRows: 5 } ) });\n", + "], id: -1073741798, rootId: -1073741814, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4910,7 +4914,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["3 Seasons","8 Seasons","5 Seasons","4 Seasons","3 Seasons"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["TV Dramas","TV Comedies, TV Dramas","Kids&#39; TV, TV Thrillers","Kids&#39; TV","Crime TV Shows, TV Comedies, TV Dramas"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Follow the lives of the notorious Borgia family, a clan headed by plotting patriarch Rodrigo and his beautiful but treacherous daughter, Lucrezia.\">Follow the lives of the notorious Bor<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A suburban mother starts selling marijuana to her affluent neighbors so she can maintain her comfortable lifestyle after her husband&#39;s sudden death.\">A suburban mother starts selling mari<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"R.L. Stine&#39;s tales take on a life of their own in a series that combines original stories with adaptations drawn from the popular books.\">R.L. Stine&#39;s tales take on a life of <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Join Ms. Frizzle as the Magic School Bus travels to outer space, under the sea, through an anthill &#8211; and even inside the human body!\">Join Ms. Frizzle as the Magic School <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After testifying against the Mafia, ex-gangster Frank Tagliano enters witness protection and asks to be sent to Norway.\">After testifying against the Mafia, e<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534181, rootId: -637534198, totalRows: 6 } ) });\n", + "], id: -1073741797, rootId: -1073741814, totalRows: 6 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4926,7 +4930,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["4 Seasons","1 Season","7 Seasons","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["TV Action &#38; Adventure, TV Dramas","Kids&#39; TV","TV Dramas","<span class=\"formatted\" title=\"Romantic TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\">Romantic TV Shows, TV Dramas, TV Sci-<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"British TV Shows, Docuseries, Science &#38; Nature TV\">British TV Shows, Docuseries, Science<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"A Thracian man is condemned to a brutal death in the arena, only to outlast his executioners and be reborn as the enslaved gladiator Spartacus.\">A Thracian man is condemned to a brut<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Plucky lizard Oscar spends his time trying to avoid the hazards of the desert, including marauding chickens and bumbling adversaries.\">Plucky lizard Oscar spends his time t<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Set in 1960s New York City, this award-winning series takes a peek inside an ad agency during an era when the cutthroat business had a glamorous lure.\">Set in 1960s New York City, this awar<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The passionate love between an alien boy and a human girl grows more and more dangerous as they face the wrath of their families and communities.\">The passionate love between an alien <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Members of the BBC&#39;s &#34;Life&#34; production crew go behind the scenes to explain just what it took to capture key sequences of the program.\">Members of the BBC&#39;s &#34;Life&#34; productio<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534180, rootId: -637534198, totalRows: 30 } ) });\n", + "], id: -1073741796, rootId: -1073741814, totalRows: 30 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4942,7 +4946,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["2 Seasons","1 Season","4 Seasons","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Kids&#39; TV, TV Comedies","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV, TV Comedies","Kids&#39; TV"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"When three teens free a spirit that offers to grant each a wish, they choose to become their favorite superheroes, launching a series of adventures.\">When three teens free a spirit that o<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Visitors arrive from space to help Red Ranger and his squad &#8211; temporarily stripped of their powers &#8211; fight against Lord Zedd and Rita Repulsa.\">Visitors arrive from space to help Re<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Five average teens are chosen by an intergalactic wizard to become the Power Rangers, who must use their new powers to fight the evil Rita Repulsa.\">Five average teens are chosen by an i<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Everyone&#39;s favorite teenage mutants are back in live action to fight crime with help from a new ninja turtle &#8211; a female named Venus De Milo.\">Everyone&#39;s favorite teenage mutants a<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Dr. Tommy Oliver returns when his students discover the Dino Gems that morph them into the Dino Power Rangers, enabling them to stop the evil Mesogog.\">Dr. Tommy Oliver returns when his stu<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534179, rootId: -637534198, totalRows: 185 } ) });\n", + "], id: -1073741795, rootId: -1073741814, totalRows: 185 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4958,7 +4962,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season","1 Season","1 Season","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Dramas\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Dramas\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Comedies\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Comedies\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Comedies\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"As her seemingly idyllic life begins to crumble, a lonely woman in a restrictive marriage starts an affair with a gentle bookstore owner.\">As her seemingly idyllic life begins <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Raised by three mothers, a self-assured teen in turmoil meets the father figure she never had. But she also stands to drive the man and his son apart.\">Raised by three mothers, a self-assur<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Still haunted by the traumatic event that ended her high school romance, a young professional gets a new subordinate: her former sweetheart.\">Still haunted by the traumatic event <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"An unexpected pregnancy sends a woman back to her hometown to share a house with three nice guys. Each has problems, but each would make a great dad.\">An unexpected pregnancy sends a woman<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"An author having trouble finishing his new romance novel because he&#39;s lost faith in love regains his romantic soul after meeting a flight attendant.\">An author having trouble finishing hi<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534178, rootId: -637534198, totalRows: 361 } ) });\n", + "], id: -1073741794, rootId: -1073741814, totalRows: 361 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4974,7 +4978,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["8 Seasons","5 Seasons","2 Seasons","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Crime TV Shows, TV Dramas, TV Mysteries","Anime Series, International TV Shows","Kids&#39; TV","Anime Series, Kids&#39; TV","<span class=\"formatted\" title=\"Crime TV Shows, International TV Shows, TV Dramas\">Crime TV Shows, International TV Show<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"By day, mild-mannered Dexter is a blood-spatter analyst for the Miami police. But at night, he is a serial killer who only targets other murderers.\">By day, mild-mannered Dexter is a blo<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After both suffer physical damage &#8211; brothers Edward and Alphonse battle nefarious forces to try to reclaim their bodies in this supernatural anime.\">After both suffer physical damage &#8211; b<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A high school student searching for his missing father joins a secret group known as the Seekers, who ally with aliens to protect the world from evil.\">A high school student searching for h<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Explore the world of Pok&#233;mon with 10-year-old Ash Ketchum and his partner, Pikachu, as they aim for Ash&#39;s ultimate goal: becoming a Pok&#233;mon master.\">Explore the world of Pok&#233;mon with 10-<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A grisly find atop a mountain in the French Pyrenees leads investigator Martin Servaz into a twisted dance with a serial killer in this icy thriller.\">A grisly find atop a mountain in the <span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534177, rootId: -637534198, totalRows: 430 } ) });\n", + "], id: -1073741793, rootId: -1073741814, totalRows: 430 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -4990,7 +4994,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["3 Seasons","13 Seasons","2 Seasons","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Kids&#39; TV, TV Action &#38; Adventure, TV Comedies\">Kids&#39; TV, TV Action &#38; Adventure, TV C<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Stand-Up Comedy &#38; Talk Shows, TV Comedies\">Stand-Up Comedy &#38; Talk Shows, TV Come<span class=\"structural\">...</span></span>","International TV Shows, TV Dramas","Reality TV","<span class=\"formatted\" title=\"International TV Shows, Romantic TV Shows, TV Dramas\">International TV Shows, Romantic TV S<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"The extraordinary Baudelaire orphans face trials, tribulations and the evil Count Olaf in their fateful quest to unlock long-held family secrets.\">The extraordinary Baudelaire orphans <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This global stand-up comedy series features a diverse set of comics from 13 regions bringing their perspectives on what&#39;s funny around the world.\">This global stand-up comedy series fe<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A construction magnate takes over a struggling newspaper and attempts to wield editorial influence for power and personal gain.\">A construction magnate takes over a s<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In a series of inspiring home makeovers, world-renowned tidying expert Marie Kondo helps clients clear out the clutter &#8211; and choose joy.\">In a series of inspiring home makeove<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After losing everything, a prima ballerina accepts a stranger&#39;s offer to dial back time and reclaim what was taken from her &#8211; but at a great price.\">After losing everything, a prima ball<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534176, rootId: -637534198, totalRows: 656 } ) });\n", + "], id: -1073741792, rootId: -1073741814, totalRows: 656 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -5006,7 +5010,7 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season","1 Season","1 Season","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"International TV Shows, Korean TV Shows, Romantic TV Shows\">International TV Shows, Korean TV Sho<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Crime TV Shows, International TV Shows, Reality TV\">Crime TV Shows, International TV Show<span class=\"structural\">...</span></span>","Anime Series, Teen TV Shows","Kids&#39; TV","<span class=\"formatted\" title=\"International TV Shows, Korean TV Shows, Romantic TV Shows\">International TV Shows, Korean TV Sho<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Two housemates get married for financial convenience, but discover nothing is simple when it comes to demanding in-laws, or facing their growing bond.\">Two housemates get married for financ<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This reality series chronicles the behind-the-scenes action as U.S. Customs and Border Protection agents safeguard the nation&#39;s crossings and ports.\">This reality series chronicles the be<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"One newcomer red blood cell just wants to do her job. Between bacteria incursions and meeting a certain white blood cell, she&#39;s got a lot to learn!\">One newcomer red blood cell just want<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"From kung fu battles to run-ins with bandits, life in an empire far away from home is an endless adventure for Chhota Bheem and his buddies.\">From kung fu battles to run-ins with <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Pushed together by twists of time, a Joseon doctor and a cardiac surgeon overcome their 400-year divide as they learn and heal through each other.\">Pushed together by twists of time, a <span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534175, rootId: -637534198, totalRows: 697 } ) });\n", + "], id: -1073741791, rootId: -1073741814, totalRows: 697 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", @@ -5022,10 +5026,10 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["3 Seasons","2 Seasons","1 Season","1 Season","2 Seasons"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["TV Action &#38; Adventure, TV Dramas","Reality TV","Docuseries, Science &#38; Nature TV","Spanish-Language TV Shows, TV Dramas","<span class=\"formatted\" title=\"International TV Shows, Spanish-Language TV Shows, TV Dramas\">International TV Shows, Spanish-Langu<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Decades after the tournament that changed their lives, the rivalry between Johnny and Daniel reignites in this sequel to the &#34;Karate Kid&#34; films.\">Decades after the tournament that cha<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Dreams come true for real families looking for the perfect home tailored to their own unique style, thanks to Shea and Syd McGee of Studio McGee.\">Dreams come true for real families lo<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Headspace takes a friendly, animated look at the benefits of meditation while offering techniques and guided meditations to jump-start your practice.\">Headspace takes a friendly, animated <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama follows Mexican-American singer Jenni Rivera&#39;s unlikely rise from suicidal pregnant teen and abused wife to banda superstar.\">This drama follows Mexican-American s<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After 20 years, Ana Mar&#237;a returns to Mexico and vies for control of her family&#39;s tequila empire as it threatens to crumble under corruption and secrets.\">After 20 years, Ana Mar&#237;a returns to <span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534174, rootId: -637534198, totalRows: 29 } ) });\n", + "], id: -1073741790, rootId: -1073741814, totalRows: 29 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534198) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741814) });\n", "\n", "\n", " </script>\n", @@ -5197,24 +5201,21 @@ " \n", " \n", " \n", - "
date_addedtype
MovieTV Show
2008
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
2009
DataFrame [2 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...
DataFrame [0 x 0]
2010
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...
DataFrame [0 x 0]
2011
DataFrame [13 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...

... showing only top 5 of 13 rows

DataFrame [0 x 0]
2012
DataFrame [3 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...
s1230MovieCasa de mi PadreMatt PiedmontWill Ferrell, Gael García Bernal, Die...United States, Mexico2012-11-142012R84 minComediesWill Ferrell stars as a Spanish-speak...
s3467MovieKung Fu Panda: HolidayTim JohnsonJack Black, Angelina Jolie, Dustin Ho...United States2012-12-012010TV-PG26 minChildren & Family Movies, ComediesAs preparations for the Winter Feast ...
DataFrame [0 x 0]
2013
DataFrame [6 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s2949MovieIliza Shlesinger: War PaintJay ChapmanIliza ShlesingerUnited States2013-09-012013NR75 minStand-Up Comedy"Last Comic Standing" winner Iliza Sh...
s5315MovieRussell Peters: NotoriousDave HigbyRussell PetersUnited States2013-10-142013NR72 minStand-Up ComedyGlobal comedy star Russell Peters lea...
s221MovieA Russell Peters ChristmasHenry Sarwer-FonerRussell Peters, Pamela Anderson, Mich...Canada2013-11-012011NR44 minStand-Up ComedyInspired by the variety shows of the ...
s650MovieAziz Ansari: Buried AliveWill Lovelace, Dylan SouthernAziz AnsariUnited States2013-11-012013TV-MA80 minStand-Up Comedy"Parks and Recreation" star Aziz Ansa...
s6865MovieThe Short GameJosh GreenbaumSky Sudberry, Allan Kournikova, Jed D...United States2013-12-122013PG100 minChildren & Family Movies, Documentari...They are fiercely competitive athlete...

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DataFrame [5 x 12]
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s3099TV ShowJack TaylorStuart OrmeIain Glen, Killian Scott, Nora-Jane N...United States, Ireland2013-03-312016TV-MA1 SeasonCrime TV Shows, International TV Show...Ken Bruen's bestselling crime novels ...
s1090TV ShowBreaking BadnullBryan Cranston, Aaron Paul, Anna Gunn...United States2013-08-022013TV-MA5 SeasonsCrime TV Shows, TV Dramas, TV ThrillersA high school chemistry teacher dying...
s6057TV ShowThe 4400nullJoel Gretsch, Jacqueline McKenzie, Pa...United States, United Kingdom2013-09-012007TV-144 SeasonsTV Dramas, TV Mysteries, TV Sci-Fi & ...4400 people who vanished over the cou...
s2504TV ShowGossip GirlnullBlake Lively, Leighton Meester, Penn ...United States2013-10-082012TV-146 SeasonsTV Dramas, Teen TV ShowsA group of hyperprivileged Manhattan ...
s5313TV ShowRussell Peters vs. the WorldnullRussell PetersUnited States2013-10-142013NR1 SeasonDocuseries, Stand-Up Comedy & Talk ShowsA four-part docu-series that's an exc...
2014
DataFrame [19 x 12]
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s6899MovieThe SquareJehane NoujaimAhmed Hassan, Khalid Abdalla, Magdy A...United Kingdom, Egypt, United States2014-01-172013TV-MA105 minDocumentaries, International MoviesThis Emmy-winning, street-level view ...
s4154MovieMittGreg WhiteleyMitt RomneyUnited States2014-01-242014TV-PG93 minDocumentariesThe real Mitt Romney is revealed in t...
s3967MovieMarvel's Iron Man & Hulk: Heroes UnitedLeo Riley, Eric RadomskiAdrian Pasdar, Fred Tatasciore, Dee B...United States2014-02-162013PG72 minAction & Adventure, Sci-Fi & FantasyWhen scientists join Hulk's gamma ene...
s2295MovieFrom One Second to the NextWerner HerzognullUnited States2014-04-152013TV-1435 minDocumentariesWerner Herzog chronicles the devastat...
s6759MovieThe Pirate FairyPeggy HolmesMae Whitman, Christina Hendricks, Tom...United States2014-06-152014G78 minChildren & Family MoviesIn this spritely tale, Tinker Bell an...

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DataFrame [6 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s6158TV ShowThe BorgiasnullJeremy Irons, François Arnaud, Hollid...United States, Hungary, Ireland, Canada2014-02-012013TV-MA3 SeasonsTV DramasFollow the lives of the notorious Bor...
s7521TV ShowWeedsnullMary-Louise Parker, Hunter Parrish, A...United States2014-04-012012TV-MA8 SeasonsTV Comedies, TV DramasA suburban mother starts selling mari...
s2499TV ShowGoosebumpsnullR.L. StineCanada2014-11-191998TV-G5 SeasonsKids' TV, TV ThrillersR.L. Stine's tales take on a life of ...
s6630TV ShowThe Magic School BusnullLily Tomlin, Daniel DeSanto, Erica Lu...Canada, United States2014-11-191997TV-Y4 SeasonsKids' TVJoin Ms. Frizzle as the Magic School ...
s3644TV ShowLilyhammernullSteven Van Zandt, Trond Fausa, Steina...Norway, United States2014-11-212014TV-MA3 SeasonsCrime TV Shows, TV Comedies, TV DramasAfter testifying against the Mafia, e...

... showing only top 5 of 6 rows

2015
DataFrame [58 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s2947MovieIliza Shlesinger: Freezing HotnullIliza Shlesingernull2015-01-232015TV-MA72 minStand-Up ComedySmart and brazen comedian Iliza Shles...
s7435MovieVirunga: Gorillas in PerilnullnullUnited States2015-02-132015TV-1429 minDocumentariesThe team behind the searing documenta...
s5826MovieStop at Nothing: The Lance Armstrong ...Alex HolmesnullAustralia, United Kingdom, United Sta...2015-02-152014NR100 minDocumentaries, International Movies, ...An athlete dupes the world with his t...
s5087MovieRalphie May: UnrulyJohn AsherRalphie MayUnited States2015-02-272015TV-MA83 minStand-Up ComedyFilmed in front of a raucous crowd, c...
s649MovieAziz Ansari Live at Madison Square Ga...Aziz AnsariAziz AnsariUnited States2015-03-062015TV-MA58 minStand-Up ComedyStand-up comedian and TV star Aziz An...

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DataFrame [30 x 12]
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s5742TV ShowSpartacusnullAndy Whitfield, Liam McIntyre, Dustin...United States2015-02-012013TV-MA4 SeasonsTV Action & Adventure, TV DramasA Thracian man is condemned to a brut...
s4686TV ShowOscar's OasisnullnullFrance2015-03-152011TV-Y1 SeasonKids' TVPlucky lizard Oscar spends his time t...
s3839TV ShowMad MennullJon Hamm, Elisabeth Moss, Vincent Kar...United States2015-03-222014TV-147 SeasonsTV DramasSet in 1960s New York City, this awar...
s5792TV ShowStar-CrossednullAimee Teegarden, Matt Lanter, Grey Da...United States2015-04-162014TV-141 SeasonRomantic TV Shows, TV Dramas, TV Sci-...The passionate love between an alien ...
s3629TV ShowLife on LocationnullDavid AttenboroughUnited States2015-04-222009TV-G1 SeasonBritish TV Shows, Docuseries, Science...Members of the BBC's "Life" productio...

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2016
DataFrame [258 x 12]
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s2843MovieHow to Change the WorldJerry RothwellnullCanada, United Kingdom, Netherlands2016-01-012015NR110 minDocumentaries, International MoviesIn the 1970s, a group of activists wh...
s4943MoviePower Rangers Samurai: Christmas Toge...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y724 minMoviesOn Christmas Eve, as the teens at Shi...
s4944MoviePower Rangers Samurai: Clash of the R...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y746 minChildren & Family MoviesThe Samurai Rangers team up with the ...
s4945MoviePower Rangers Samurai: Party Monsters...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y724 minMoviesOn Halloween night, the creepiest cre...
s4947MoviePower Rangers Super Megaforce: The Le...Charlie Haskell, Koichi SakamotoAndrew M. Gray, Ciara Hanna, John Mar...United States2016-01-012014TV-Y755 minMoviesNew footage augments the tale of the ...

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DataFrame [185 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s900TV ShowBig Bad BeetleborgsnullWesley Barker, Herbie Baez, Elisabeth...United States, France, Japan2016-01-011997TV-G2 SeasonsKids' TV, TV ComediesWhen three teens free a spirit that o...
s4088TV ShowMighty Morphin Alien RangersnullJulia Jordan, Matthew Sakimoto, Sicil...null2016-01-011996TV-Y71 SeasonKids' TVVisitors arrive from space to help Re...
s4089TV ShowMighty Morphin Power RangersnullAustin St. John, Thuy Trang, Walter J...United States, Japan2016-01-012010TV-Y74 SeasonsKids' TVFive average teens are chosen by an i...
s4480TV ShowNinja Turtles: The Next MutationnullJarred Blancard, Mitchell A. Lee Yuen...Canada, United States2016-01-011997TV-G1 SeasonKids' TV, TV ComediesEveryone's favorite teenage mutants a...
s4931TV ShowPower Rangers Dino ThundernullJames Napier, Kevin Duhaney, Emma Lah...United States2016-01-012004TV-Y71 SeasonKids' TVDr. Tommy Oliver returns when his stu...

... showing only top 5 of 185 rows

2017
DataFrame [864 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s485MovieAn American in MadrasKaran BalinullIndia2017-01-012013TV-PG80 minDocumentaries, International MoviesExtensive film clips and interviews t...
s629MovieAutoheadRohit MittalDeepak Sampat, Ronjini Chakroborty, V...India2017-01-012016TV-MA97 minDramas, International Movies, ThrillersA production crew that thinks it's ma...
s804MovieBee MovieSteve Hickner, Simon J. SmithJerry Seinfeld, Renée Zellweger, Matt...United States, Australia2017-01-012007PG92 minChildren & Family Movies, ComediesBarry, a worker bee stuck in a dead-e...
s2674MovieHeadwindsJalil LespertBenoît Magimel, Isabelle Carré, Antoi...France, Belgium2017-01-012011TV-MA92 minDramas, Independent Movies, Internati...After his wife inexplicably disappear...
s2875MovieHurricane BiancaMatt KugelmanRoy Haylock, Bianca Leigh, Denton Bla...United States2017-01-012016TV-MA85 minComedies, Independent Movies, LGBTQ M...Fired for being gay, schoolteacher Ri...

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DataFrame [361 x 12]
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s181TV ShowA Good WifenullTien Hsin, Christopher Lee, Darren Ch...Taiwan2017-01-012013TV-141 SeasonInternational TV Shows, Romantic TV S...As her seemingly idyllic life begins ...
s495TV ShowAn Innocent MistakenullJason Wang, Mathilde Lin, Mo Tzu Yi, ...Taiwan2017-01-012012TV-141 SeasonInternational TV Shows, Romantic TV S...Raised by three mothers, a self-assur...
s2057TV ShowEx-BoyfriendnullTony Yang, Nana Lee, Jerry Huang, Lia...China2017-01-012011TV-141 SeasonInternational TV Shows, Romantic TV S...Still haunted by the traumatic event ...
s2607TV ShowHappy 300 DaysnullTammy Chen, Kingone Wang, Hsieh Kun D...Taiwan2017-01-012013TV-141 SeasonInternational TV Shows, Romantic TV S...An unexpected pregnancy sends a woman...
s2961TV ShowIn BetweennullJanel Tsai, Johnny Lu, Darren Chiu, V...Taiwan2017-01-012012TV-141 SeasonInternational TV Shows, Romantic TV S...An author having trouble finishing hi...

... showing only top 5 of 361 rows

2018
DataFrame [1255 x 12]
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s267MovieAajcha Divas MajhaChandrakant KulkarniSachin Khedekar, Ashwini Bhave, Mahes...India2018-01-012013TV-PG126 minComedies, Dramas, International MoviesA conscientious politician helps an e...
s275MovieAata PitaUttung ShelarSanjay Narvekar, Bharat Jadhav, Satis...India2018-01-012010TV-14133 minComedies, Dramas, International MoviesA municipal clerk with literary ambit...
s436MovieAlphaGoGreg KohsnullUnited States2018-01-012017TV-G90 minDocumentariesSeemingly simple but deceptively comp...
s700MovieBadhaSumitra Bhave, Sunil SukthankarAmruta Subhash, Rajesh More, Devika D...India2018-01-012006TV-1491 minDramas, International MoviesA young woman who is suspected of pra...
s1189MovieCamp Cool KidsLisa ArnoldConnor Rosen, Logan Shroyer, Michael ...United States2018-01-012017TV-G104 minChildren & Family Movies, Comedies, D...A young boy attends summer camp, wher...

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DataFrame [430 x 12]
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s1732TV ShowDexternullMichael C. Hall, Jennifer Carpenter, ...United States2018-01-012013TV-MA8 SeasonsCrime TV Shows, TV Dramas, TV MysteriesBy day, mild-mannered Dexter is a blo...
s2314TV ShowFullmetal Alchemist: BrotherhoodYasuhiro IrieRomi Park, Rie Kugimiya, Megumi Takam...Japan2018-01-012010TV-145 SeasonsAnime Series, International TV ShowsAfter both suffer physical damage – b...
s2874TV ShowHuntik: Secrets and SeekersnullYuri Lowenthal, Drew Aaron, Karen Str...United States, Italy2018-01-012011TV-Y72 SeasonsKids' TVA high school student searching for h...
s4900TV ShowPokémon: Indigo LeaguenullRica Matsumoto, Ikue Otani, Mayumi Ii...Japan2018-01-012000TV-Y71 SeasonAnime Series, Kids' TVExplore the world of Pokémon with 10-...
s6377TV ShowThe Frozen DeadnullCharles Berling, Julia Piaton, Pascal...France2018-01-012017TV-MA1 SeasonCrime TV Shows, International TV Show...A grisly find atop a mountain in the ...

... showing only top 5 of 430 rows

2019
DataFrame [1497 x 12]
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s215MovieA Perfect EndingNicole ConnBarbara Niven, Jessica Clark, John He...United States2019-01-012012TV-MA110 minDramas, Independent Movies, LGBTQ MoviesAfter confessing an unusual secret, a...
s298MovieAcross the UniverseJulie TaymorEvan Rachel Wood, Jim Sturgess, Joe A...United States, United Kingdom2019-01-012007PG-13133 minDramas, Music & Musicals, Romantic Mo...An American girl and a British lad fa...
s667MovieBabelAlejandro G. IñárrituBrad Pitt, Cate Blanchett, Gael Garcí...France, United States, Mexico2019-01-012006R143 minDramas, Independent MoviesWhen an American couple vacationing i...
s680MovieBack to the 90sYanyong KuruaungkoulDan Aaron Ramnarong, Pimchanok Leuwis...Thailand2019-01-012015TV-14111 minComedies, International Movies, Music...When a teenager is transported back t...
s952MovieBlack Hawk DownRidley ScottJosh Hartnett, Ewan McGregor, Tom Siz...United States, United Kingdom2019-01-012001R144 minAction & Adventure, DramasWhen U.S. forces attempt to capture t...

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DataFrame [656 x 12]
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s226TV ShowA Series of Unfortunate EventsnullNeil Patrick Harris, Patrick Warburto...United States2019-01-012019TV-PG3 SeasonsKids' TV, TV Action & Adventure, TV C...The extraordinary Baudelaire orphans ...
s1472TV ShowCOMEDIANS of the worldnullNeal Brennan, Chris D'Elia, Nicole By...United States2019-01-012019TV-MA13 SeasonsStand-Up Comedy & Talk Shows, TV Come...This global stand-up comedy series fe...
s6740TV ShowThe PapernullBranka Katić, Trpimir Jurkic, Aleksan...Croatia2019-01-012018TV-MA2 SeasonsInternational TV Shows, TV DramasA construction magnate takes over a s...
s7075TV ShowTidying Up with Marie KondonullMarie KondoUnited States2019-01-012019TV-PG1 SeasonReality TVIn a series of inspiring home makeove...
s1566TV ShowDéjà VunullMandy Wei, Yao Yuan Hao, Wang Si Ping...null2019-01-022013TV-141 SeasonInternational TV Shows, Romantic TV S...After losing everything, a prima ball...

... showing only top 5 of 656 rows

2020
DataFrame [1312 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s5Movie21Robert LuketicJim Sturgess, Kevin Spacey, Kate Bosw...United States2020-01-012008PG-13123 minDramasA brilliant group of students become ...
s164MovieA Cinderella StoryMark RosmanHilary Duff, Chad Michael Murray, Jen...United States, Canada2020-01-012004PG95 minChildren & Family Movies, ComediesTeen Sam meets the boy of her dreams ...
s434MovieAlpha and Omega: The Legend of the Sa...Richard RichDebi Derryberry, Ben Diskin, Kate Hig...United States, India2020-01-012014TV-Y745 minChildren & Family MoviesWhen a wolf pup named Runt sneaks off...
s456MovieAmerican BeautySam MendesKevin Spacey, Annette Bening, Thora B...United States2020-01-011999R122 minDramasWhile struggling to endure his tightl...
s589MovieArthur ChristmasSarah SmithJames McAvoy, Hugh Laurie, Bill Nighy...United Kingdom, United States2020-01-012011PG98 minChildren & Family Movies, ComediesAt Santa Claus's super-secret toy-mak...

... showing only top 5 of 1312 rows

DataFrame [697 x 12]
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s798TV ShowBecause This Is My First LifenullLee Min-ki, Jung So-min, Esom, Kim Ga...South Korea2020-01-012017TV-141 SeasonInternational TV Shows, Korean TV Sho...Two housemates get married for financ...
s1048TV ShowBorder Security: America's Front LinenullnullCanada2020-01-012018TV-141 SeasonCrime TV Shows, International TV Show...This reality series chronicles the be...
s1254TV ShowCells at Work!nullKana Hanazawa, Tomoaki Maeno, Daisuke...Japan2020-01-012018TV-PG1 SeasonAnime Series, Teen TV ShowsOne newcomer red blood cell just want...
s1322TV ShowChhota Bheem Kung Fu Dhamaka SeriesnullPinky Pal Rajput, Sonal Kaushal, Juli...null2020-01-012019TV-Y71 SeasonKids' TVFrom kung fu battles to run-ins with ...
s3683TV ShowLive Up To Your NamenullKim Nam-gil, Kim Ah-joong, Yoo Min-ky...South Korea2020-01-012017TV-MA1 SeasonInternational TV Shows, Korean TV Sho...Pushed together by twists of time, a ...

... showing only top 5 of 697 rows

2021
DataFrame [88 x 12]
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s73Movie17 AgainBurr SteersZac Efron, Leslie Mann, Matthew Perry...United States2021-01-012009PG-13102 minComediesNearing a midlife crisis, thirty-some...
s105Movie30 Minutes or LessRuben FleischerJesse Eisenberg, Danny McBride, Aziz ...United States2021-01-012011R83 minAction & Adventure, ComediesTwo crooks planning a bank heist wind...
s693MovieBad Grandpa .5Jeff TremaineJohnny Knoxville, Jackson Nicoll, Gre...United States2021-01-012014TV-MA87 minComediesThe geriatric antics of Irving Zisman...
s1003MovieBlue StreakLes MayfieldMartin Lawrence, Luke Wilson, Peter G...Germany, United States2021-01-011999PG-1394 minAction & Adventure, ComediesA jewel thief returns to his hiding p...
s1042MovieBonnie and ClydeArthur PennWarren Beatty, Faye Dunaway, Michael ...United States2021-01-011967R111 minAction & Adventure, Classic Movies, D...Bonnie Parker and Clyde Barrow are yo...

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DataFrame [29 x 12]
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s1441TV ShowCobra KainullRalph Macchio, William Zabka, Xolo Ma...United States2021-01-012021TV-143 SeasonsTV Action & Adventure, TV DramasDecades after the tournament that cha...
s1865TV ShowDream Home MakeovernullnullUnited States2021-01-012021TV-G2 SeasonsReality TVDreams come true for real families lo...
s2673TV ShowHeadspace Guide to MeditationnullAndy PuddicombeUnited States2021-01-012021TV-G1 SeasonDocuseries, Science & Nature TVHeadspace takes a friendly, animated ...
s3148TV ShowJenni Rivera: Mariposa de BarrionullAngélica Celaya, Gabriel Porras, Rosa...United States2021-01-012017TV-MA1 SeasonSpanish-Language TV Shows, TV DramasThis drama follows Mexican-American s...
s4174TV ShowMonarcanullIrene Azuela, Juan Manuel Bernal, Osv...Mexico2021-01-012021TV-MA2 SeasonsInternational TV Shows, Spanish-Langu...After 20 years, Ana María returns to ...

... showing only top 5 of 29 rows

\n", + "
date_addedtype
MovieTV Show
2008
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
2009
DataFrame [2 x 12]
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s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...
DataFrame [0 x 0]
2010
DataFrame [1 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...
DataFrame [0 x 0]
2011
DataFrame [13 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...

... showing only top 5 of 13 rows

DataFrame [0 x 0]
2012
DataFrame [3 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...
s1230MovieCasa de mi PadreMatt PiedmontWill Ferrell, Gael García Bernal, Die...United States, Mexico2012-11-142012R84 minComediesWill Ferrell stars as a Spanish-speak...
s3467MovieKung Fu Panda: HolidayTim JohnsonJack Black, Angelina Jolie, Dustin Ho...United States2012-12-012010TV-PG26 minChildren & Family Movies, ComediesAs preparations for the Winter Feast ...
DataFrame [0 x 0]
2013
DataFrame [6 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s2949MovieIliza Shlesinger: War PaintJay ChapmanIliza ShlesingerUnited States2013-09-012013NR75 minStand-Up Comedy"Last Comic Standing" winner Iliza Sh...
s5315MovieRussell Peters: NotoriousDave HigbyRussell PetersUnited States2013-10-142013NR72 minStand-Up ComedyGlobal comedy star Russell Peters lea...
s221MovieA Russell Peters ChristmasHenry Sarwer-FonerRussell Peters, Pamela Anderson, Mich...Canada2013-11-012011NR44 minStand-Up ComedyInspired by the variety shows of the ...
s650MovieAziz Ansari: Buried AliveWill Lovelace, Dylan SouthernAziz AnsariUnited States2013-11-012013TV-MA80 minStand-Up Comedy"Parks and Recreation" star Aziz Ansa...
s6865MovieThe Short GameJosh GreenbaumSky Sudberry, Allan Kournikova, Jed D...United States2013-12-122013PG100 minChildren & Family Movies, Documentari...They are fiercely competitive athlete...

... showing only top 5 of 6 rows

DataFrame [5 x 12]
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s3099TV ShowJack TaylorStuart OrmeIain Glen, Killian Scott, Nora-Jane N...United States, Ireland2013-03-312016TV-MA1 SeasonCrime TV Shows, International TV Show...Ken Bruen's bestselling crime novels ...
s1090TV ShowBreaking BadnullBryan Cranston, Aaron Paul, Anna Gunn...United States2013-08-022013TV-MA5 SeasonsCrime TV Shows, TV Dramas, TV ThrillersA high school chemistry teacher dying...
s6057TV ShowThe 4400nullJoel Gretsch, Jacqueline McKenzie, Pa...United States, United Kingdom2013-09-012007TV-144 SeasonsTV Dramas, TV Mysteries, TV Sci-Fi & ...4400 people who vanished over the cou...
s2504TV ShowGossip GirlnullBlake Lively, Leighton Meester, Penn ...United States2013-10-082012TV-146 SeasonsTV Dramas, Teen TV ShowsA group of hyperprivileged Manhattan ...
s5313TV ShowRussell Peters vs. the WorldnullRussell PetersUnited States2013-10-142013NR1 SeasonDocuseries, Stand-Up Comedy & Talk ShowsA four-part docu-series that's an exc...
2014
DataFrame [19 x 12]
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
s6899MovieThe SquareJehane NoujaimAhmed Hassan, Khalid Abdalla, Magdy A...United Kingdom, Egypt, United States2014-01-172013TV-MA105 minDocumentaries, International MoviesThis Emmy-winning, street-level view ...
s4154MovieMittGreg WhiteleyMitt RomneyUnited States2014-01-242014TV-PG93 minDocumentariesThe real Mitt Romney is revealed in t...
s3967MovieMarvel's Iron Man & Hulk: Heroes UnitedLeo Riley, Eric RadomskiAdrian Pasdar, Fred Tatasciore, Dee B...United States2014-02-162013PG72 minAction & Adventure, Sci-Fi & FantasyWhen scientists join Hulk's gamma ene...
s2295MovieFrom One Second to the NextWerner HerzognullUnited States2014-04-152013TV-1435 minDocumentariesWerner Herzog chronicles the devastat...
s6759MovieThe Pirate FairyPeggy HolmesMae Whitman, Christina Hendricks, Tom...United States2014-06-152014G78 minChildren & Family MoviesIn this spritely tale, Tinker Bell an...

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s6158TV ShowThe BorgiasnullJeremy Irons, François Arnaud, Hollid...United States, Hungary, Ireland, Canada2014-02-012013TV-MA3 SeasonsTV DramasFollow the lives of the notorious Bor...
s7521TV ShowWeedsnullMary-Louise Parker, Hunter Parrish, A...United States2014-04-012012TV-MA8 SeasonsTV Comedies, TV DramasA suburban mother starts selling mari...
s2499TV ShowGoosebumpsnullR.L. StineCanada2014-11-191998TV-G5 SeasonsKids' TV, TV ThrillersR.L. Stine's tales take on a life of ...
s6630TV ShowThe Magic School BusnullLily Tomlin, Daniel DeSanto, Erica Lu...Canada, United States2014-11-191997TV-Y4 SeasonsKids' TVJoin Ms. Frizzle as the Magic School ...
s3644TV ShowLilyhammernullSteven Van Zandt, Trond Fausa, Steina...Norway, United States2014-11-212014TV-MA3 SeasonsCrime TV Shows, TV Comedies, TV DramasAfter testifying against the Mafia, e...

... showing only top 5 of 6 rows

2015
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s2947MovieIliza Shlesinger: Freezing HotnullIliza Shlesingernull2015-01-232015TV-MA72 minStand-Up ComedySmart and brazen comedian Iliza Shles...
s7435MovieVirunga: Gorillas in PerilnullnullUnited States2015-02-132015TV-1429 minDocumentariesThe team behind the searing documenta...
s5826MovieStop at Nothing: The Lance Armstrong ...Alex HolmesnullAustralia, United Kingdom, United Sta...2015-02-152014NR100 minDocumentaries, International Movies, ...An athlete dupes the world with his t...
s5087MovieRalphie May: UnrulyJohn AsherRalphie MayUnited States2015-02-272015TV-MA83 minStand-Up ComedyFilmed in front of a raucous crowd, c...
s649MovieAziz Ansari Live at Madison Square Ga...Aziz AnsariAziz AnsariUnited States2015-03-062015TV-MA58 minStand-Up ComedyStand-up comedian and TV star Aziz An...

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DataFrame [30 x 12]
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s5742TV ShowSpartacusnullAndy Whitfield, Liam McIntyre, Dustin...United States2015-02-012013TV-MA4 SeasonsTV Action & Adventure, TV DramasA Thracian man is condemned to a brut...
s4686TV ShowOscar's OasisnullnullFrance2015-03-152011TV-Y1 SeasonKids' TVPlucky lizard Oscar spends his time t...
s3839TV ShowMad MennullJon Hamm, Elisabeth Moss, Vincent Kar...United States2015-03-222014TV-147 SeasonsTV DramasSet in 1960s New York City, this awar...
s5792TV ShowStar-CrossednullAimee Teegarden, Matt Lanter, Grey Da...United States2015-04-162014TV-141 SeasonRomantic TV Shows, TV Dramas, TV Sci-...The passionate love between an alien ...
s3629TV ShowLife on LocationnullDavid AttenboroughUnited States2015-04-222009TV-G1 SeasonBritish TV Shows, Docuseries, Science...Members of the BBC's "Life" productio...

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2016
DataFrame [258 x 12]
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s2843MovieHow to Change the WorldJerry RothwellnullCanada, United Kingdom, Netherlands2016-01-012015NR110 minDocumentaries, International MoviesIn the 1970s, a group of activists wh...
s4943MoviePower Rangers Samurai: Christmas Toge...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y724 minMoviesOn Christmas Eve, as the teens at Shi...
s4944MoviePower Rangers Samurai: Clash of the R...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y746 minChildren & Family MoviesThe Samurai Rangers team up with the ...
s4945MoviePower Rangers Samurai: Party Monsters...nullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-012011TV-Y724 minMoviesOn Halloween night, the creepiest cre...
s4947MoviePower Rangers Super Megaforce: The Le...Charlie Haskell, Koichi SakamotoAndrew M. Gray, Ciara Hanna, John Mar...United States2016-01-012014TV-Y755 minMoviesNew footage augments the tale of the ...

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s900TV ShowBig Bad BeetleborgsnullWesley Barker, Herbie Baez, Elisabeth...United States, France, Japan2016-01-011997TV-G2 SeasonsKids' TV, TV ComediesWhen three teens free a spirit that o...
s4088TV ShowMighty Morphin Alien RangersnullJulia Jordan, Matthew Sakimoto, Sicil...null2016-01-011996TV-Y71 SeasonKids' TVVisitors arrive from space to help Re...
s4089TV ShowMighty Morphin Power RangersnullAustin St. John, Thuy Trang, Walter J...United States, Japan2016-01-012010TV-Y74 SeasonsKids' TVFive average teens are chosen by an i...
s4480TV ShowNinja Turtles: The Next MutationnullJarred Blancard, Mitchell A. Lee Yuen...Canada, United States2016-01-011997TV-G1 SeasonKids' TV, TV ComediesEveryone's favorite teenage mutants a...
s4931TV ShowPower Rangers Dino ThundernullJames Napier, Kevin Duhaney, Emma Lah...United States2016-01-012004TV-Y71 SeasonKids' TVDr. Tommy Oliver returns when his stu...

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2017
DataFrame [864 x 12]
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s629MovieAutoheadRohit MittalDeepak Sampat, Ronjini Chakroborty, V...India2017-01-012016TV-MA97 minDramas, International Movies, ThrillersA production crew that thinks it's ma...
s804MovieBee MovieSteve Hickner, Simon J. SmithJerry Seinfeld, Renée Zellweger, Matt...United States, Australia2017-01-012007PG92 minChildren & Family Movies, ComediesBarry, a worker bee stuck in a dead-e...
s2674MovieHeadwindsJalil LespertBenoît Magimel, Isabelle Carré, Antoi...France, Belgium2017-01-012011TV-MA92 minDramas, Independent Movies, Internati...After his wife inexplicably disappear...
s2875MovieHurricane BiancaMatt KugelmanRoy Haylock, Bianca Leigh, Denton Bla...United States2017-01-012016TV-MA85 minComedies, Independent Movies, LGBTQ M...Fired for being gay, schoolteacher Ri...

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s495TV ShowAn Innocent MistakenullJason Wang, Mathilde Lin, Mo Tzu Yi, ...Taiwan2017-01-012012TV-141 SeasonInternational TV Shows, Romantic TV S...Raised by three mothers, a self-assur...
s2057TV ShowEx-BoyfriendnullTony Yang, Nana Lee, Jerry Huang, Lia...China2017-01-012011TV-141 SeasonInternational TV Shows, Romantic TV S...Still haunted by the traumatic event ...
s2607TV ShowHappy 300 DaysnullTammy Chen, Kingone Wang, Hsieh Kun D...Taiwan2017-01-012013TV-141 SeasonInternational TV Shows, Romantic TV S...An unexpected pregnancy sends a woman...
s2961TV ShowIn BetweennullJanel Tsai, Johnny Lu, Darren Chiu, V...Taiwan2017-01-012012TV-141 SeasonInternational TV Shows, Romantic TV S...An author having trouble finishing hi...

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2018
DataFrame [1255 x 12]
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s275MovieAata PitaUttung ShelarSanjay Narvekar, Bharat Jadhav, Satis...India2018-01-012010TV-14133 minComedies, Dramas, International MoviesA municipal clerk with literary ambit...
s436MovieAlphaGoGreg KohsnullUnited States2018-01-012017TV-G90 minDocumentariesSeemingly simple but deceptively comp...
s700MovieBadhaSumitra Bhave, Sunil SukthankarAmruta Subhash, Rajesh More, Devika D...India2018-01-012006TV-1491 minDramas, International MoviesA young woman who is suspected of pra...
s1189MovieCamp Cool KidsLisa ArnoldConnor Rosen, Logan Shroyer, Michael ...United States2018-01-012017TV-G104 minChildren & Family Movies, Comedies, D...A young boy attends summer camp, wher...

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s2314TV ShowFullmetal Alchemist: BrotherhoodYasuhiro IrieRomi Park, Rie Kugimiya, Megumi Takam...Japan2018-01-012010TV-145 SeasonsAnime Series, International TV ShowsAfter both suffer physical damage – b...
s2874TV ShowHuntik: Secrets and SeekersnullYuri Lowenthal, Drew Aaron, Karen Str...United States, Italy2018-01-012011TV-Y72 SeasonsKids' TVA high school student searching for h...
s4900TV ShowPokémon: Indigo LeaguenullRica Matsumoto, Ikue Otani, Mayumi Ii...Japan2018-01-012000TV-Y71 SeasonAnime Series, Kids' TVExplore the world of Pokémon with 10-...
s6377TV ShowThe Frozen DeadnullCharles Berling, Julia Piaton, Pascal...France2018-01-012017TV-MA1 SeasonCrime TV Shows, International TV Show...A grisly find atop a mountain in the ...

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2019
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s298MovieAcross the UniverseJulie TaymorEvan Rachel Wood, Jim Sturgess, Joe A...United States, United Kingdom2019-01-012007PG-13133 minDramas, Music & Musicals, Romantic Mo...An American girl and a British lad fa...
s667MovieBabelAlejandro G. IñárrituBrad Pitt, Cate Blanchett, Gael Garcí...France, United States, Mexico2019-01-012006R143 minDramas, Independent MoviesWhen an American couple vacationing i...
s680MovieBack to the 90sYanyong KuruaungkoulDan Aaron Ramnarong, Pimchanok Leuwis...Thailand2019-01-012015TV-14111 minComedies, International Movies, Music...When a teenager is transported back t...
s952MovieBlack Hawk DownRidley ScottJosh Hartnett, Ewan McGregor, Tom Siz...United States, United Kingdom2019-01-012001R144 minAction & Adventure, DramasWhen U.S. forces attempt to capture t...

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s1472TV ShowCOMEDIANS of the worldnullNeal Brennan, Chris D'Elia, Nicole By...United States2019-01-012019TV-MA13 SeasonsStand-Up Comedy & Talk Shows, TV Come...This global stand-up comedy series fe...
s6740TV ShowThe PapernullBranka Katić, Trpimir Jurkic, Aleksan...Croatia2019-01-012018TV-MA2 SeasonsInternational TV Shows, TV DramasA construction magnate takes over a s...
s7075TV ShowTidying Up with Marie KondonullMarie KondoUnited States2019-01-012019TV-PG1 SeasonReality TVIn a series of inspiring home makeove...
s1566TV ShowDéjà VunullMandy Wei, Yao Yuan Hao, Wang Si Ping...null2019-01-022013TV-141 SeasonInternational TV Shows, Romantic TV S...After losing everything, a prima ball...

... showing only top 5 of 656 rows

2020
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s5Movie21Robert LuketicJim Sturgess, Kevin Spacey, Kate Bosw...United States2020-01-012008PG-13123 minDramasA brilliant group of students become ...
s164MovieA Cinderella StoryMark RosmanHilary Duff, Chad Michael Murray, Jen...United States, Canada2020-01-012004PG95 minChildren & Family Movies, ComediesTeen Sam meets the boy of her dreams ...
s434MovieAlpha and Omega: The Legend of the Sa...Richard RichDebi Derryberry, Ben Diskin, Kate Hig...United States, India2020-01-012014TV-Y745 minChildren & Family MoviesWhen a wolf pup named Runt sneaks off...
s456MovieAmerican BeautySam MendesKevin Spacey, Annette Bening, Thora B...United States2020-01-011999R122 minDramasWhile struggling to endure his tightl...
s589MovieArthur ChristmasSarah SmithJames McAvoy, Hugh Laurie, Bill Nighy...United Kingdom, United States2020-01-012011PG98 minChildren & Family Movies, ComediesAt Santa Claus's super-secret toy-mak...

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s1048TV ShowBorder Security: America's Front LinenullnullCanada2020-01-012018TV-141 SeasonCrime TV Shows, International TV Show...This reality series chronicles the be...
s1254TV ShowCells at Work!nullKana Hanazawa, Tomoaki Maeno, Daisuke...Japan2020-01-012018TV-PG1 SeasonAnime Series, Teen TV ShowsOne newcomer red blood cell just want...
s1322TV ShowChhota Bheem Kung Fu Dhamaka SeriesnullPinky Pal Rajput, Sonal Kaushal, Juli...null2020-01-012019TV-Y71 SeasonKids' TVFrom kung fu battles to run-ins with ...
s3683TV ShowLive Up To Your NamenullKim Nam-gil, Kim Ah-joong, Yoo Min-ky...South Korea2020-01-012017TV-MA1 SeasonInternational TV Shows, Korean TV Sho...Pushed together by twists of time, a ...

... showing only top 5 of 697 rows

2021
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s105Movie30 Minutes or LessRuben FleischerJesse Eisenberg, Danny McBride, Aziz ...United States2021-01-012011R83 minAction & Adventure, ComediesTwo crooks planning a bank heist wind...
s693MovieBad Grandpa .5Jeff TremaineJohnny Knoxville, Jackson Nicoll, Gre...United States2021-01-012014TV-MA87 minComediesThe geriatric antics of Irving Zisman...
s1003MovieBlue StreakLes MayfieldMartin Lawrence, Luke Wilson, Peter G...Germany, United States2021-01-011999PG-1394 minAction & Adventure, ComediesA jewel thief returns to his hiding p...
s1042MovieBonnie and ClydeArthur PennWarren Beatty, Faye Dunaway, Michael ...United States2021-01-011967R111 minAction & Adventure, Classic Movies, D...Bonnie Parker and Clyde Barrow are yo...

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s2673TV ShowHeadspace Guide to MeditationnullAndy PuddicombeUnited States2021-01-012021TV-G1 SeasonDocuseries, Science & Nature TVHeadspace takes a friendly, animated ...
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But the sinister Nefera has other plans.\"},{\"show_id\":\"s536\",\"type\":\"Movie\",\"title\":\"Anjelah Johnson: Not Fancy\",\"director\":\"Jay Karas\",\"cast\":\"Anjelah Johnson-Reyes\",\"country\":\"United States\",\"date_added\":\"2015-10-02\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"64 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"The actress, comedian and YouTube sensation riffs on everything from nail salons and Gypsies to Mexican moms and super-sleuthing Liam Neeson.\"},{\"show_id\":\"s7637\",\"type\":\"Movie\",\"title\":\"Winter on Fire: Ukraine's Fight for Freedom\",\"director\":\"Evgeny Afineevsky\",\"cast\":null,\"country\":\"United Kingdom, Ukraine, United States\",\"date_added\":\"2015-10-09\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Over 93 days in Ukraine, what started as peaceful student demonstrations became a violent revolution and full-fledged civil rights movement.\"},{\"show_id\":\"s5867\",\"type\":\"Movie\",\"title\":\"Suburra\",\"director\":\"Stefano Sollima\",\"cast\":\"Pierfrancesco Favino, Elio Germano, Claudio Amendola, Alessandro Borghi, Greta Scarano, Giulia Gorietti, Jean-Hugues Anglade, Antonello Fassari, Lidia Vitale\",\"country\":\"Italy, France\",\"date_added\":\"2015-10-14\",\"release_year\":2015,\"rating\":\"NR\",\"duration\":\"135 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"A grueling battle over turning a seaside town near Rome into a gambling paradise exposes criminal rivalries and endemic corruption on a grand scale.\"},{\"show_id\":\"s552\",\"type\":\"Movie\",\"title\":\"Anthony Jeselnik: Thoughts and Prayers\",\"director\":\"Adam Dubin\",\"cast\":\"Anthony Jeselnik\",\"country\":\"United States\",\"date_added\":\"2015-10-16\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"59 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"There's no subject too dark as the comedian skewers taboos and riffs on national tragedies before pulling back the curtain on his provocative style.\"},{\"show_id\":\"s786\",\"type\":\"Movie\",\"title\":\"Beasts of No Nation\",\"director\":\"Cary Joji Fukunaga\",\"cast\":\"Idris Elba, Abraham Attah, Kurt Egyiawan, Jude Akuwudike, Emmanuel \\\"King Kong\\\" Nii Adom Quaye, Ama K. Abebrese, Kobina Amissah Sam, Francis Weddey, Richard Pepple\",\"country\":\"United States\",\"date_added\":\"2015-10-16\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"137 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"When civil war tears his family apart, a young West African boy is forced to join a unit of mercenary fighters and transform into a child soldier.\"},{\"show_id\":\"s1395\",\"type\":\"Movie\",\"title\":\"Circle\",\"director\":\"Aaron Hann, Mario Miscione\",\"cast\":\"Julie Benz, Mercy Malick, Carter Jenkins, Molly Jackson, Michael Nardelli, Sara Sanderson, Kevin Sheridan, Cesar Garcia, Lisa Pelikan, Zachary James Rukavina, Lawrence Kao, Jordi Vilasuso, Kaiwi Lyman-Mersereau, Michael McLafferty, Allegra Masters, Autumn Federici, John Edward Lee, Matt Corboy\",\"country\":\"United States\",\"date_added\":\"2015-10-16\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"86 min\",\"listed_in\":\"Dramas, Independent Movies, Sci-Fi & Fantasy\",\"description\":\"When a group of strangers is seized and awaits execution, they face the impossible task of choosing the one person among them worthy of being spared.\"},{\"show_id\":\"s5172\",\"type\":\"Movie\",\"title\":\"Results\",\"director\":\"Andrew Bujalski\",\"cast\":\"Guy Pearce, Cobie Smulders, Kevin Corrigan, Giovanni Ribisi, Anthony Michael Hall, Brooklyn Decker, Constance Zimmer, Tishuan Scott\",\"country\":\"United States\",\"date_added\":\"2015-10-22\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"105 min\",\"listed_in\":\"Comedies, Independent Movies\",\"description\":\"After an ugly divorce, a wealthy but unhappy man trains at a local gym and develops a strange relationship with the owner and a captivating trainer.\"},{\"show_id\":\"s7471\",\"type\":\"Movie\",\"title\":\"Walt Disney Animation Studios Short Films Collection\",\"director\":\"Chris Buck, Jennifer Lee, Patrick Osborne, Lauren MacMullan, John Kahrs, Nathan Greno, Byron Howard, Stevie Wermers, Dean Wellins, Kevin Deters, Roger Allers, Mike Gabriel, Mark Henn\",\"cast\":\"Kristen Bell, Josh Gad, Jonathan Groff, Idina Menzel, Geoffrey Jones, Alfre Woodard, Carrie Harrington, Tim Hodge, David Murray, Sarah Chalke, Dave Foley, Derek Richardson, Betty White, Zachary Levi, Mandy Moore\",\"country\":\"United States\",\"date_added\":\"2015-10-25\",\"release_year\":2015,\"rating\":\"TV-Y\",\"duration\":\"90 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"This collection of 12 short films from Disney includes \\\"Frozen Fever,\\\" the Mickey Mouse short \\\"Get a Horse!\\\" and Oscar winners \\\"Paperman\\\" and \\\"Feast.\\\"\"},{\"show_id\":\"s3918\",\"type\":\"Movie\",\"title\":\"Manson Family Vacation\",\"director\":\"J. Davis\",\"cast\":\"Jay Duplass, Linas Phillips, Leonora Pitts, Adam Chernick, Davie-Blue, Suzanne Ford, Tobin Bell\",\"country\":\"United States\",\"date_added\":\"2015-10-27\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"85 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"The pleasant family life of an L.A. attorney is disrupted by the sudden arrival of his brother, who is obsessed with the Charles Manson murders.\"},{\"show_id\":\"s3457\",\"type\":\"Movie\",\"title\":\"Kristy\",\"director\":\"Oliver Blackburn\",\"cast\":\"Haley Bennett, Ashley Greene, Erica Ash, Lucas Till, Chris Coy, Al Vicente, Wayne Pére, Jon Arthur, Mike Seal\",\"country\":\"United States\",\"date_added\":\"2015-10-31\",\"release_year\":2013,\"rating\":\"NR\",\"duration\":\"85 min\",\"listed_in\":\"Horror Movies\",\"description\":\"Opting to stay on campus over the Thanksgiving holiday, coed Justine and a handful of friends find their break violently disrupted by a sadistic gang.\"},{\"show_id\":\"s3211\",\"type\":\"Movie\",\"title\":\"John Mulaney: The Comeback Kid\",\"director\":\"Rhys Thomas\",\"cast\":\"John Mulaney\",\"country\":\"United States\",\"date_added\":\"2015-11-13\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"62 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Armed with boyish charm and a sharp wit, the former \\\"SNL\\\" writer offers sly takes on marriage, his beef with babies and the time he met Bill Clinton.\"},{\"show_id\":\"s4400\",\"type\":\"Movie\",\"title\":\"Naomi and Ely's No Kiss List\",\"director\":\"Kristin Hanggi\",\"cast\":\"Victoria Justice, Pierson Fode, Matthew Daddario, Ryan Ward, Griffin Newman, Monique Coleman, Danny Flaherty\",\"country\":\"United States\",\"date_added\":\"2015-11-18\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"91 min\",\"listed_in\":\"Comedies, Dramas, LGBTQ Movies\",\"description\":\"Naomi and her gay best friend, Ely, have been inseparable since childhood, but their bond faces its biggest test yet when they fall for the same guy.\"},{\"show_id\":\"s4332\",\"type\":\"Movie\",\"title\":\"My Little Pony Equestria Girls: Friendship Games\",\"director\":\"Ishi Rudell, Jayson Thiessen\",\"cast\":\"Tara Strong, Rebecca Shoichet, Ashleigh Ball, Andrea Libman, Tabitha St. Germain, Cathy Weseluck, Iris Quinn, Nicole Oliver\",\"country\":\"United States, Canada\",\"date_added\":\"2015-12-01\",\"release_year\":2015,\"rating\":\"TV-Y\",\"duration\":\"72 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Rainbow Dash, Applejack and friends compete against Crystal Prep Academy and their lead athlete, this world's Twilight Sparkle, in sporting events.\"},{\"show_id\":\"s7292\",\"type\":\"Movie\",\"title\":\"Tyke Elephant Outlaw\",\"director\":\"Susan Lambert, Stefan Moore\",\"cast\":null,\"country\":\"Australia\",\"date_added\":\"2015-12-01\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"78 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This documentary recounts a 1994 incident in Honolulu in which a circus elephant attacked and killed its trainer, then ran loose on the city streets.\"},{\"show_id\":\"s248\",\"type\":\"Movie\",\"title\":\"A Very Murray Christmas\",\"director\":\"Sofia Coppola\",\"cast\":\"Bill Murray, Miley Cyrus, George Clooney, Chris Rock, Amy Poehler, Michael Cera, Maya Rudolph, Rashida Jones, Jason Schwartzman, Paul Shaffer, Jenny Lewis, Phoenix\",\"country\":\"United States\",\"date_added\":\"2015-12-04\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"57 min\",\"listed_in\":\"Comedies, Music & Musicals\",\"description\":\"Bill Murray rounds up an all-star cast for an evening of music, mischief and barroom camaraderie in this irreverent twist on holiday variety shows.\"},{\"show_id\":\"s7174\",\"type\":\"Movie\",\"title\":\"Trailer Park Boys: Drunk, High and Unemployed: Live in Austin\",\"director\":\"Gary Howsam, Mike Smith, John Paul Tremblay, Robb Wells\",\"cast\":\"Mike Smith, John Paul Tremblay, Robb Wells, John Dunsworth, Pat Roach, Tom Green, Verne Troyer, Jonathan Torrens\",\"country\":\"Canada\",\"date_added\":\"2015-12-09\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"74 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"Ricky, Julian and Bubbles bring their trailer park humor out onto the stage for a night of bravado, schemes and an intoxicated acting demo.\"},{\"show_id\":\"s6820\",\"type\":\"Movie\",\"title\":\"The Ridiculous 6\",\"director\":\"Frank Coraci\",\"cast\":\"Adam Sandler, Terry Crews, Jorge Garcia, Taylor Lautner, Rob Schneider, Luke Wilson, Will Forte, Steve Zahn, Harvey Keitel, Nick Nolte, Jon Lovitz, Whitney Cummings, David Spade, Danny Trejo, Nick Swardson, Blake Shelton, Vanilla Ice, Julia Jones, Saginaw Grant, Lavell Crawford, Steve Buscemi\",\"country\":\"United States\",\"date_added\":\"2015-12-11\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"120 min\",\"listed_in\":\"Action & Adventure, Comedies\",\"description\":\"When his outlaw dad is kidnapped, Tommy \\u201cWhite Knife\\u201d Stockburn sets off across the West on a rescue mission with five brothers he never knew he had.\"},{\"show_id\":\"s6684\",\"type\":\"Movie\",\"title\":\"The Monster of Mangatiti\",\"director\":\"John Banas\",\"cast\":\"Greta Gregory, Mark Mitchinson, Bruce Hopkins, John Sumner, Flynn Allen, Harriet Beattie, Carolyn Dando, Laurie Dee, Ruth Dudding\",\"country\":\"New Zealand\",\"date_added\":\"2015-12-15\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"70 min\",\"listed_in\":\"Dramas\",\"description\":\"Real events are dramatized in the unthinkable story of a resilient teenager held prisoner by a seasoned predator on a remote farm in the 1980s.\"},{\"show_id\":\"s7052\",\"type\":\"Movie\",\"title\":\"This Was Tomorrow\",\"director\":\"Wim Bonte\",\"cast\":null,\"country\":\"Belgium\",\"date_added\":\"2015-12-15\",\"release_year\":2015,\"rating\":\"NR\",\"duration\":\"77 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"The Tomorrowland music festival marks its 10th anniversary in Belgium, the U.S. and Brazil, with all the diverse excitement of the annual event.\"},{\"show_id\":\"s1014\",\"type\":\"Movie\",\"title\":\"Bob's Broken Sleigh\",\"director\":\"Jay Surridge\",\"cast\":\"Cole Howard, Bruce Greenwood, Victor Garber, Michael Adamthwaite, Raini Rodriguez, Colin Murdock, Maryke Hendrikse, Sam Vincent, Gabe Khouth\",\"country\":\"Canada\",\"date_added\":\"2015-12-17\",\"release_year\":2015,\"rating\":\"TV-G\",\"duration\":\"47 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"An overly eager elf improves Santa's sleigh, but when he crash lands far from home, three odd critters pitch in to send him back to the North 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Brown\",\"cast\":\"Snoop Dogg, Wiz Khalifa, Mike Epps, Teairra Mari, Derek Kane, Luenell, Teni Panosian, Paul Iacono, Andy Milonakis, Mystikal\",\"country\":\"United States\",\"date_added\":\"2016-04-20\",\"release_year\":2012,\"rating\":\"R\",\"duration\":\"76 min\",\"listed_in\":\"Comedies\",\"description\":\"Devin Overstreet may be the class valedictorian, but he hasn't had much life experience. 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Woods\",\"country\":\"Canada\",\"date_added\":\"2016-07-14\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"114 min\",\"listed_in\":\"Action & Adventure\",\"description\":\"An embittered cop is tasked with baby-sitting a spoiled actor, but the two must learn to fight together when they run afoul of a group of mercenaries.\"},{\"show_id\":\"s2776\",\"type\":\"Movie\",\"title\":\"Holidays\",\"director\":\"Anthony Scott Burns, Nicholas McCarthy, Adam Egypt Mortimer, Gary Shore, Kevin Smith, Sarah Adina Smith, Scott Stewart, Kevin Kolsch, Dennis Widmyer\",\"cast\":\"Madeleine Coghlan, Savannah Kennick, Ruth Bradley, Ava Acres, Sophie Traub, Jocelin Donahue, Harley Morenstein, Harley Quinn Smith, Ashley Greene, Olivia Roush, Seth Green, Clare Grant, Lorenza Izzo, Andrew Bowen\",\"country\":\"United States, Ireland\",\"date_added\":\"2016-07-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"106 min\",\"listed_in\":\"Comedies, Horror Movies\",\"description\":\"Eight gleefully grim short tales set on Halloween, Mother's Day, St. Patrick's Day and other holidays comprise this chilling horror anthology.\"},{\"show_id\":\"s3826\",\"type\":\"Movie\",\"title\":\"Lusers\",\"director\":\"Ticoy Rodriguez\",\"cast\":\"Carlos Alcántara, Pablo Granados, Felipe Izquierdo, Gaby Espino, Cristián de la Fuente, Marcela Guerty, Claudio Torres\",\"country\":\"Argentina, Chile, Peru\",\"date_added\":\"2016-07-15\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"100 min\",\"listed_in\":\"Comedies, International Movies, Sports Movies\",\"description\":\"Three men from different nations must find their way out of the Amazon jungle \\u2013 on foot \\u2013 when they get lost on the way to Brazil's World Cup Final.\"},{\"show_id\":\"s5126\",\"type\":\"Movie\",\"title\":\"Rebirth\",\"director\":\"Karl Mueller\",\"cast\":\"Fran Kranz, Adam Goldberg, Nicky Whelan, Luis Gerardo Méndez, Harry Hamlin, Pat Healy, Kat Foster, Andrew J. West, Eric Ladin, Steve Agee\",\"country\":\"United States\",\"date_added\":\"2016-07-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"101 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"Long-lost buddy Zack gets suburban dad Kyle on a bus to a Rebirth seminar, sending him down a rabbit hole of psychodrama, seduction and violence.\"},{\"show_id\":\"s7147\",\"type\":\"Movie\",\"title\":\"Tony Robbins: I Am Not Your Guru\",\"director\":\"Joe Berlinger\",\"cast\":\"Tony Robbins\",\"country\":\"United States\",\"date_added\":\"2016-07-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"117 min\",\"listed_in\":\"Documentaries\",\"description\":\"Tony Robbins' clients swear by his unorthodox life coaching methods. 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Musial, Josh Vietze\",\"cast\":\"Zachary Levi\",\"country\":\"United States\",\"date_added\":\"2016-08-01\",\"release_year\":2016,\"rating\":\"NR\",\"duration\":\"86 min\",\"listed_in\":\"Documentaries\",\"description\":\"A visionary carmaker introduces his fuel-efficient, high-performance hypercar to a market filled with big-name competitors like Ferrari and Porsche.\"},{\"show_id\":\"s1334\",\"type\":\"Movie\",\"title\":\"Children of God\",\"director\":\"John Smithson\",\"cast\":null,\"country\":\"United Kingdom\",\"date_added\":\"2016-08-01\",\"release_year\":1994,\"rating\":\"TV-MA\",\"duration\":\"63 min\",\"listed_in\":\"Documentaries\",\"description\":\"A former member examines the lingering effects of being raised in the Family, a cult whose disturbing practices include the sexual abuse of children.\"},{\"show_id\":\"s2760\",\"type\":\"Movie\",\"title\":\"Hitler's Olympics\",\"director\":\"Daniel Kontur\",\"cast\":null,\"country\":\"United 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from a demon \\u2013 but to do so, he must die.\"},{\"show_id\":\"s170\",\"type\":\"Movie\",\"title\":\"A Family Affair\",\"director\":\"Tom Fassaert\",\"cast\":\"Tom Fassaert\",\"country\":\"Netherlands, Denmark, South Africa\",\"date_added\":\"2016-10-16\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"111 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"The filmmaker hunts for the missing puzzle pieces of his family history during a visit with a complex and controversial figure: his grandmother.\"},{\"show_id\":\"s3200\",\"type\":\"Movie\",\"title\":\"Joe Rogan: Triggered\",\"director\":\"Anthony Giordano\",\"cast\":\"Joe Rogan\",\"country\":\"United States\",\"date_added\":\"2016-10-21\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"64 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Unleashing his inquisitive, intense comedic style, Rogan explores everything from raising kids and Santa Claus to pot gummies and talking to dolphins.\"},{\"show_id\":\"s134\",\"type\":\"Movie\",\"title\":\"7 años\",\"director\":\"Roger Gual\",\"cast\":\"Paco León, Juana Acosta, Juan Pablo Raba, Alex Brendemühl, Manuel Morón\",\"country\":\"Spain\",\"date_added\":\"2016-10-27\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"77 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Loyalties are tested and cruelties revealed when four business partners spend a tense evening debating who will pay for the crime they committed.\"},{\"show_id\":\"s2903\",\"type\":\"Movie\",\"title\":\"I Am the Pretty Thing That Lives in the House\",\"director\":\"Osgood Perkins\",\"cast\":\"Ruth Wilson, Bob Balaban, Lucy Boynton, Paula Prentiss\",\"country\":\"Canada, United States\",\"date_added\":\"2016-10-28\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"89 min\",\"listed_in\":\"Horror Movies, International Movies, Thrillers\",\"description\":\"A nervous nurse who scares easily finds herself caring for an ailing horror novelist while living in a house with hidden secrets.\"},{\"show_id\":\"s3033\",\"type\":\"Movie\",\"title\":\"Into the Inferno\",\"director\":\"Werner Herzog\",\"cast\":\"Werner Herzog\",\"country\":\"United Kingdom, Germany, Canada\",\"date_added\":\"2016-10-28\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"107 min\",\"listed_in\":\"Documentaries\",\"description\":\"With stunning views of eruptions and lava flows, Werner Herzog captures the raw power of volcanoes and their ties to indigenous spiritual practices.\"},{\"show_id\":\"s6072\",\"type\":\"Movie\",\"title\":\"The African Doctor\",\"director\":\"Julien Rambaldi\",\"cast\":\"Marc Zinga, Aïssa Maïga, Bayron Lebli, Médina Diarra, Rufus, Jonathan Lambert, Jean-Benoît Ugeux\",\"country\":\"France\",\"date_added\":\"2016-10-28\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"94 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Happily escaping a dictatorship, a Congolese doctor transplants his family to a small French village, where culture shock sets in for everyone.\"},{\"show_id\":\"s7041\",\"type\":\"Movie\",\"title\":\"They Are Everywhere\",\"director\":\"Yvan Attal\",\"cast\":\"Yvan Attal, Benoît Poelvoorde, Charlotte Gainsbourg, Valérie Bonneton, Dany Boon, Grégory Gadebois, Denis Podalydès, François Damiens, Yamée Couture, Freya Mavor, Rivka Michaeli\",\"country\":\"France, Belgium\",\"date_added\":\"2016-10-28\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"110 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"In counseling sessions with his therapist, preoccupied Yvan shares stories of anti-Semitism and what it's like to live as a Jew in modern France.\"},{\"show_id\":\"s7537\",\"type\":\"Movie\",\"title\":\"West Coast\",\"director\":\"Benjamin Weill\",\"cast\":\"Devi Couzigou, Mathis Crusson, Victor Le Blond, Sullivan Loyez, Pierre-François Martin-Laval, Hugo Chalan-Marchio\",\"country\":\"France\",\"date_added\":\"2016-10-28\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Four small-town French teens who style themselves after American rappers set out to avenge a classroom insult and end up on a mind-blowing adventure.\"},{\"show_id\":\"s5006\",\"type\":\"Movie\",\"title\":\"Pup Star\",\"director\":\"Robert Vince\",\"cast\":\"Makenzie Moss, Jed Rees, David DeLuise, Carla Jimenez, Tom Everett Scott, Diedrich Bader, George Newbern, Bonnie Somerville, John Ratzenberger\",\"country\":\"Canada\",\"date_added\":\"2016-10-29\",\"release_year\":2016,\"rating\":\"G\",\"duration\":\"92 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"After a singing pup with big dreams of stardom gets dognapped and escapes with a friend's help, her journey home is a fun, music-filled adventure.\"},{\"show_id\":\"s182\",\"type\":\"Movie\",\"title\":\"A Grand Night In: The Story of Aardman\",\"director\":\"Richard Mears\",\"cast\":\"Julie Walters\",\"country\":\"United Kingdom\",\"date_added\":\"2016-11-01\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"59 min\",\"listed_in\":\"Documentaries\",\"description\":\"Aardman Animations icons Wallace & Gromit, Morph and more join fans and collaborators for a retrospective celebrating the studio's 40th anniversary.\"},{\"show_id\":\"s4511\",\"type\":\"Movie\",\"title\":\"Norman Lear: Just Another Version of You\",\"director\":\"Heidi Ewing, Rachel Grady\",\"cast\":\"Norman Lear, George Clooney, Bill Moyers, John Amos, Russell Simmons, Louise Lasser, Rob Reiner, Jon Stewart, Amy Poehler\",\"country\":\"United States\",\"date_added\":\"2016-11-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"91 min\",\"listed_in\":\"Documentaries\",\"description\":\"This documentary turns the spotlight on the man behind the iconic \\\"All in the Family,\\\" with comments from friends, family and famous collaborators.\"},{\"show_id\":\"s5384\",\"type\":\"Movie\",\"title\":\"Santa Pac's Merry Berry Day\",\"director\":\"Moto Sakakibara\",\"cast\":\"Erin Mathews, Sam Vincent, Andrea Libman, Ashleigh Ball, Ian James Corlett, Brian Drummond, Lee Tockar, Matt Hill, Richard Newman\",\"country\":null,\"date_added\":\"2016-11-01\",\"release_year\":2016,\"rating\":\"TV-Y\",\"duration\":\"44 min\",\"listed_in\":\"Movies\",\"description\":\"Pac aims to keep Berry Day the happiest day ever by unraveling a curious mystery about his parents and thwarting Betrayus's plan to capture Santa Pac.\"},{\"show_id\":\"s5737\",\"type\":\"Movie\",\"title\":\"Spanish Affair 2\",\"director\":\"Emilio Martínez Lázaro\",\"cast\":\"Dani Rovira, Clara Lago, Karra Elejalde, Carmen Machi, Belén Cuesta, Berto Romero, Rosa María Sardà, Alfonso Sánchez, Alberto López, Josep Maria 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Dreams\",\"director\":\"John Duigan\",\"cast\":\"Judy Davis, Bryan Brown, Cathy Downes, Baz Luhrmann, Peter Mochrie, Mervyn Drake, Margie McCrae\",\"country\":\"Australia\",\"date_added\":\"2016-11-01\",\"release_year\":1981,\"rating\":\"NR\",\"duration\":\"86 min\",\"listed_in\":\"Classic Movies, Dramas\",\"description\":\"After the death of a long-ago lover, married philanderer Rob tracks down her friend, a drug-addicted prostitute desperate to escape her dead-end life.\"},{\"show_id\":\"s7738\",\"type\":\"Movie\",\"title\":\"Young Tiger\",\"director\":\"Mu Chu\",\"cast\":\"Qiu Yuen, Charlie Chin, Jackie Chan, Hu Chin, Nan Chiang\",\"country\":\"Hong Kong\",\"date_added\":\"2016-11-01\",\"release_year\":1973,\"rating\":\"NR\",\"duration\":\"81 min\",\"listed_in\":\"Action & Adventure, International Movies\",\"description\":\"Aided only by a tough female police officer, a Hong Kong taxi driver tries to escape from gangsters pursuing incriminating evidence left in his 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The wife is unreasonable, and the husband won't stop hitting on her.\"},{\"show_id\":\"s5190\",\"type\":\"Movie\",\"title\":\"Rezeta\",\"director\":\"Fernando Frías De La Parra\",\"cast\":\"Rezeta Veliu, Roger Mendoza, Emiliano Becerríl, Sebastián Cordova, Paulina Dávila\",\"country\":\"Mexico\",\"date_added\":\"2016-12-03\",\"release_year\":2012,\"rating\":\"NR\",\"duration\":\"84 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Gorgeous and free-spirited Albanian model Rezeta arrives in Mexico City, and soon uses her charms to take up a carefree new life in the metropolis.\"},{\"show_id\":\"s4040\",\"type\":\"Movie\",\"title\":\"Mercenary\",\"director\":\"Sacha Wolff\",\"cast\":\"Toki Pilioko, Iliana Zabeth, Mikaele Tuugahala, Laurent Pakihivatau, Petelo Sealeu, Maoni Talalua, Teotola Maka, Bessarion Udesiani\",\"country\":\"France\",\"date_added\":\"2016-12-04\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Dramas, International Movies, Sports Movies\",\"description\":\"When he defies his cruel father and leaves New Caledonia to play rugby in France, young Soane learns hard lessons about life, love and success.\"},{\"show_id\":\"s6405\",\"type\":\"Movie\",\"title\":\"The Good Neighbor\",\"director\":\"Kasra Farahani\",\"cast\":\"James Caan, Logan Miller, Keir Gilchrist, Laura Innes, Edwin Hodge, Anne Dudek, Bailey Noble, Lili Reinhart, Mindy Sterling\",\"country\":\"United States\",\"date_added\":\"2016-12-05\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"97 min\",\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"Two tech-savvy teens plot to fool a cranky old neighbor into believing his house is haunted, but their cruel prank soon takes some unexpected turns.\"},{\"show_id\":\"s999\",\"type\":\"Movie\",\"title\":\"Blue Jay\",\"director\":\"Alex Lehmann\",\"cast\":\"Sarah Paulson, Mark Duplass, Clu Gulager\",\"country\":\"United States\",\"date_added\":\"2016-12-06\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, Independent Movies, Romantic Movies\",\"description\":\"Two former high school sweethearts unexpectedly reunite in their old hometown, where they rediscover their magical bond and face a shared regret.\"},{\"show_id\":\"s4645\",\"type\":\"Movie\",\"title\":\"One in a Billion\",\"director\":\"Roman Gackowski\",\"cast\":\"Satnam Singh Bhamara, Mark Cuban, Adam Silver, Vivek Ranadivé\",\"country\":\"United States\",\"date_added\":\"2016-12-06\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"70 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"Follow the journey of Satnam Singh Bhamara as he works to fulfill his dream of becoming the first India-born player to be drafted into the NBA.\"},{\"show_id\":\"s5143\",\"type\":\"Movie\",\"title\":\"Reggie Watts: Spatial\",\"director\":\"Benjamin Dickinson\",\"cast\":\"Reggie Watts\",\"country\":\"United States\",\"date_added\":\"2016-12-06\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"62 min\",\"listed_in\":\"Music & Musicals, Stand-Up Comedy\",\"description\":\"The comic innovator delivers a surreal set blending experimental songs, jokes about grits, guns and drugs, and other improvised comedy adventures.\"},{\"show_id\":\"s6682\",\"type\":\"Movie\",\"title\":\"The Model\",\"director\":\"Mads Matthiesen\",\"cast\":\"Maria Palm, Ed Skrein, Yvonnick Muller, Charlotte Tomaszewska, Virgile Bramly, Marco Ilsø, Dominic Allburn\",\"country\":\"Denmark\",\"date_added\":\"2016-12-06\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"104 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Danish teen Emma moves to Paris hoping to become a top model, but her dreams soon unravel when her affair with photographer Shane turns obsessive.\"},{\"show_id\":\"s3367\",\"type\":\"Movie\",\"title\":\"Kickboxer: Vengeance\",\"director\":\"John Stockwell\",\"cast\":\"Alain Moussi, Jean-Claude Van Damme, Dave Bautista, Gina Carano, Georges St-Pierre, Sara Malakul Lane, Matthew Ziff, T.J. 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Stevens, Derek Boone\",\"country\":\"United States\",\"date_added\":\"2017-03-16\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"97 min\",\"listed_in\":\"Action & Adventure\",\"description\":\"New straight-arrow sheriff Wallace finds he must join forces with brutal ex-lawman Leland to protect a troubled border town from a cartel hit man.\"},{\"show_id\":\"s6824\",\"type\":\"Movie\",\"title\":\"The Riot Club\",\"director\":\"Lone Scherfig\",\"cast\":\"Sam Claflin, Max Irons, Douglas Booth, Jessica Brown Findlay, Holliday Grainger, Natalie Dormer, Olly Alexander, Matthew Beard, Gordon Brown, Jack Farthing, Freddie Fox\",\"country\":\"United Kingdom\",\"date_added\":\"2017-03-16\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"107 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"After being drafted into an elite secret society, a pair of students at Oxford University see the group's extreme debauchery spiral out of control.\"},{\"show_id\":\"s1689\",\"type\":\"Movie\",\"title\":\"Deidra & Laney Rob a Train\",\"director\":\"Sydney Freeland\",\"cast\":\"Rachel Crow, Ashleigh Murray, Sasheer Zamata, Danielle Nicolet, David Sullivan, Tim Blake Nelson, Missi Pyle, Arturo Castro, Sharon Lawrence, Brooke Markham, Kinna McInroe, Myko Olivier, Lance Gray\",\"country\":\"United States\",\"date_added\":\"2017-03-17\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"92 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"With their mother in jail and bills piling up, ambitious small-town teens Deidra and Laney plot a series of train robberies to keep themselves afloat.\"},{\"show_id\":\"s4753\",\"type\":\"Movie\",\"title\":\"Pandora\",\"director\":\"Jung-woo Park\",\"cast\":\"Nam-gil Kim, Young-ae Kim, Jeong-hee Moon, Joo-hyun Kim, Jin-young Jung, Kyeong-yeong Lee, Shin-il Kang, Dae-Myung Kim, Seung-mok Yoo, Myung-min Kim\",\"country\":\"South Korea\",\"date_added\":\"2017-03-17\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"137 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"When an earthquake hits a Korean village housing a run-down nuclear power plant, a man risks his life to save the country from imminent disaster.\"},{\"show_id\":\"s855\",\"type\":\"Movie\",\"title\":\"Best Worst Thing That Ever Could Have Happened\",\"director\":\"Lonny Price\",\"cast\":\"Stephen Sondheim, Harold Prince, Jason Alexander, Mandy Patinkin, Lonny Price\",\"country\":\"United States\",\"date_added\":\"2017-03-18\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"97 min\",\"listed_in\":\"Documentaries\",\"description\":\"The cast and crew of the 1981 Broadway musical \\\"Merrily We Roll Along\\\" recall joy and heartbreak during the production of a surefire hit that wasn't.\"},{\"show_id\":\"s7182\",\"type\":\"Movie\",\"title\":\"Train to Busan\",\"director\":\"Sang-ho Yeon\",\"cast\":\"Gong Yoo, Yu-mi Jung, Dong-seok Ma, Soo-an Kim, Woo Shik Choi, Sohee, Eui-sung Kim\",\"country\":\"South Korea\",\"date_added\":\"2017-03-18\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"118 min\",\"listed_in\":\"Action & Adventure, Horror Movies, International Movies\",\"description\":\"As a zombie outbreak sweeps the country, a dad and his daughter take a harrowing train journey in an attempt to reach the only city that's still safe.\"},{\"show_id\":\"s543\",\"type\":\"Movie\",\"title\":\"Another Forever\",\"director\":\"Juan Zapata\",\"cast\":\"Daniela Escobar, Marlon Moreno, Peter Ketnath, Barbara Scolaro\",\"country\":\"Brazil, Netherlands, United States, Colombia, Austria, Germany\",\"date_added\":\"2017-03-21\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"72 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Overtaken by the death of her beloved, a grieving woman decides to take a spontaneous trip to visit her friend and get her life back on track.\"},{\"show_id\":\"s2171\",\"type\":\"Movie\",\"title\":\"Fire at Sea\",\"director\":\"Gianfranco Rosi\",\"cast\":\"Samuele Caruana, Giuseppe Fragapane\",\"country\":\"Italy, France\",\"date_added\":\"2017-03-21\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"114 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Heartbreak, hope and nostalgia collide in this complex portrait of Lampedusa, a Mediterranean island where thousands of migrants land each year.\"},{\"show_id\":\"s5333\",\"type\":\"Movie\",\"title\":\"Sacro GRA\",\"director\":\"Gianfranco Rosi\",\"cast\":null,\"country\":\"Italy, France\",\"date_added\":\"2017-03-21\",\"release_year\":2013,\"rating\":\"TV-MA\",\"duration\":\"91 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Italian filmmaker Gianfranco Rosi turns his eye to his own country, roaming and filming for over two years in a minivan on Rome's giant ring road.\"},{\"show_id\":\"s7528\",\"type\":\"Movie\",\"title\":\"Welcome to New York\",\"director\":\"Abel Ferrara\",\"cast\":\"Gérard Depardieu, Jacqueline Bisset, Marie Mouté, Paul Calderon, Paul Hipp, Pamela Afesi, Chris Zois, Shanyn Leigh, Drena De Niro, Amy Ferguson, Aurelie Claudel, Nikki James\",\"country\":\"United States, France\",\"date_added\":\"2017-03-23\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"108 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"A lecherous World Bank official sees his reputation crumbling when he's accused of raping a hotel maid during a trip to New York.\"},{\"show_id\":\"s2145\",\"type\":\"Movie\",\"title\":\"Felipe Neto: My Life Makes No Sense\",\"director\":\"Diego Pignataro\",\"cast\":\"Felipe Neto\",\"country\":\"Brazil\",\"date_added\":\"2017-03-24\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"91 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"YouTube sensation Felipe Neto brings the stories from his autobiographical book \\\"Não Faz Sentido!\\\" to the stage in this comedy special.\"},{\"show_id\":\"s6193\",\"type\":\"Movie\",\"title\":\"The C Word\",\"director\":\"Meghan O'Hara\",\"cast\":\"Morgan Freeman\",\"country\":\"United States\",\"date_added\":\"2017-03-24\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"93 min\",\"listed_in\":\"Documentaries\",\"description\":\"To solve the mystery of cancer, challenging the status quo is a must. Witness how lifestyle and societal changes may help beat the disease.\"},{\"show_id\":\"s6688\",\"type\":\"Movie\",\"title\":\"The Most Hated Woman in America\",\"director\":\"Tommy O'Haver\",\"cast\":\"Melissa Leo, Josh Lucas, Vincent Kartheiser, Juno Temple, Adam Scott, Peter Fonda, Sally Kirkland, Rory Cochrane\",\"country\":\"United States\",\"date_added\":\"2017-03-24\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Dramas\",\"description\":\"This drama follows the controversial life of outspoken atheist Madalyn Murray O'Hair, from her landmark court battles to her infamous abduction.\"},{\"show_id\":\"s3191\",\"type\":\"Movie\",\"title\":\"Jo Koy: Live from Seattle\",\"director\":\"Shannon Hartman\",\"cast\":\"Jo Koy\",\"country\":\"United States\",\"date_added\":\"2017-03-28\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"63 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Between raising a teenage boy and growing up with a Filipino mother, stand-up comic Jo Koy has been through a lot. He's here to tell you all about it.\"},{\"show_id\":\"s682\",\"type\":\"Movie\",\"title\":\"Backcountry\",\"director\":\"Adam MacDonald\",\"cast\":\"Missy Peregrym, Jeff Roop, Eric Balfour, Nicholas Campbell\",\"country\":\"Canada\",\"date_added\":\"2017-03-30\",\"release_year\":2014,\"rating\":\"NR\",\"duration\":\"92 min\",\"listed_in\":\"Horror Movies, Independent Movies, Thrillers\",\"description\":\"A weekend hike for urbanites Alex and Jenn takes a dangerous turn when they become lost deep in the remote territory of a menacing bear.\"},{\"show_id\":\"s1462\",\"type\":\"Movie\",\"title\":\"Colkatay Columbus\",\"director\":\"Saurav Palodhi\",\"cast\":\"Mir Afsar Ali, Gaurav Chakrabarty, Tanusree Chakraborty, Anirban Bhattacharya, Ritabhari Chakraborty, Suchandra Vaaniya, Arijit Dutt\",\"country\":\"India\",\"date_added\":\"2017-03-30\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"118 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"When Christopher Columbus mysteriously appears in modern-day Kolkata, India, two struggling young men look to him for advice on achieving success.\"},{\"show_id\":\"s4580\",\"type\":\"Movie\",\"title\":\"Officer Downe\",\"director\":\"Shawn Crahan\",\"cast\":\"Kim Coates, Tyler Ross, Lauren Vélez, Reno Wilson, Bruno Gunn, Tracy Vilar, Sona Eyambe, Corey Taylor, Meadow Williams\",\"country\":\"United States\",\"date_added\":\"2017-03-30\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"91 min\",\"listed_in\":\"Action & Adventure\",\"description\":\"Fallen Los Angeles police officer Terrence Downe finds new life as a secret weapon: a scientifically altered super-cop with unlimited lives.\"},{\"show_id\":\"s1102\",\"type\":\"Movie\",\"title\":\"Bridget Christie: Stand Up for Her\",\"director\":null,\"cast\":\"Bridget Christie\",\"country\":\"United Kingdom\",\"date_added\":\"2017-03-31\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"51 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Performing stand-up for a packed house in London's Hoxton Hall, comedian Bridget Christie dives into the politics of gender, sex and equality.\"},{\"show_id\":\"s2189\",\"type\":\"Movie\",\"title\":\"FirstBorn\",\"director\":\"Nirpal Bhogal\",\"cast\":\"Antonia Thomas, Luke Norris, Thea Petrie, Eileen Davies, Jonathan Hyde\",\"country\":\"United Kingdom\",\"date_added\":\"2017-03-31\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"90 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"A young couple fights supernatural foes in an attempt to save their daughter from the dark and mysterious forces that follow her every move.\"},{\"show_id\":\"s2443\",\"type\":\"Movie\",\"title\":\"GLOW: The Story of the Gorgeous Ladies of Wrestling\",\"director\":\"Brett Whitcomb\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":2012,\"rating\":\"NR\",\"duration\":\"77 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"This engaging documentary chronicles the 1980s phenomenon \\\"The Gorgeous Ladies of Wrestling,\\\" which elevated its female grapplers to star status.\"},{\"show_id\":\"s2747\",\"type\":\"Movie\",\"title\":\"Hiroshima: The Real History\",\"director\":\"Lucy van Beek\",\"cast\":\"John Sessions\",\"country\":\"United Kingdom\",\"date_added\":\"2017-03-31\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"95 min\",\"listed_in\":\"Documentaries\",\"description\":\"This detailed examination of the 1945 Hiroshima bombing includes the prelude to and aftermath of history's controversial first use of atomic weapons.\"},{\"show_id\":\"s3426\",\"type\":\"Movie\",\"title\":\"Know Your Enemy - Japan\",\"director\":\"Frank Capra, Joris Ivens\",\"cast\":\"Walter Huston, Dana Andrews\",\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1945,\"rating\":\"TV-14\",\"duration\":\"63 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"Though culturally insensitive by modern standards, this propaganda film examines the history of Japan from the 16th century through the 1930s.\"},{\"show_id\":\"s3609\",\"type\":\"Movie\",\"title\":\"Let There Be Light\",\"director\":\"John Huston\",\"cast\":\"Walter Huston\",\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1946,\"rating\":\"TV-PG\",\"duration\":\"58 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"Some returning combat veterans suffer scars that are more psychological than physical. This film follows patients and staff during their treatment.\"},{\"show_id\":\"s4437\",\"type\":\"Movie\",\"title\":\"Nazi Concentration Camps\",\"director\":\"George Stevens\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1945,\"rating\":\"TV-MA\",\"duration\":\"59 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"Shocking footage shows Nazi concentration camps after liberation, including Buchenwald and Ohrdruf, where Gen. Eisenhower ordered local Nazis to tour.\"},{\"show_id\":\"s4961\",\"type\":\"Movie\",\"title\":\"Prelude to War\",\"director\":\"Frank Capra\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1942,\"rating\":\"TV-14\",\"duration\":\"52 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"Frank Capra's documentary chronicles the rise of authoritarianism in Germany, Italy and Japan as America prepares for a defense of liberty.\"},{\"show_id\":\"s5372\",\"type\":\"Movie\",\"title\":\"San Pietro\",\"director\":\"John Huston\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1945,\"rating\":\"TV-14\",\"duration\":\"32 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"After the Allies invade Italy, the Liri Valley town of San Pietro becomes an example of the brutal effects of combat, both for soldiers and civilians.\"},{\"show_id\":\"s6118\",\"type\":\"Movie\",\"title\":\"The Battle of Midway\",\"director\":\"John Ford\",\"cast\":\"Henry Fonda, Jane Darwell\",\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1942,\"rating\":\"TV-14\",\"duration\":\"18 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"Director John Ford captures combat footage of the Battle of Midway, an air and sea campaign that was a turning point in the war in the Pacific.\"},{\"show_id\":\"s6306\",\"type\":\"Movie\",\"title\":\"The Discovery\",\"director\":\"Charlie McDowell\",\"cast\":\"Jason Segel, Rooney Mara, Robert Redford, Riley Keough, Jesse Plemons, Ron Canada\",\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"102 min\",\"listed_in\":\"Dramas, Independent Movies, Romantic Movies\",\"description\":\"A scientist whose proof of an afterlife caused a rash of suicides forges ahead with his research, while his disapproving son falls for a troubled woman.\"},{\"show_id\":\"s6658\",\"type\":\"Movie\",\"title\":\"The Memphis Belle: A Story of a\\nFlying Fortress\",\"director\":\"William Wyler\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1944,\"rating\":\"TV-PG\",\"duration\":\"40 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"This documentary centers on the crew of the B-17 Flying Fortress Memphis Belle as it prepares to execute a strategic bombing mission over Germany.\"},{\"show_id\":\"s6700\",\"type\":\"Movie\",\"title\":\"The Negro Soldier\",\"director\":\"Stuart Heisler\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1944,\"rating\":\"TV-14\",\"duration\":\"40 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"This documentary urged African Americans to enlist and join in the effort to be part of America's continuing fight in World War II.\"},{\"show_id\":\"s7073\",\"type\":\"Movie\",\"title\":\"Thunderbolt\",\"director\":\"William Wyler, John Sturges\",\"cast\":\"James Stewart, Lloyd Bridges\",\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1947,\"rating\":\"TV-PG\",\"duration\":\"42 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"A P-47 Thunderbolt squadron is shown in preparation, at play and in bombing raids aiming to halt Nazi supply lines and aid Allied ground troops.\"},{\"show_id\":\"s7269\",\"type\":\"Movie\",\"title\":\"Tunisian Victory\",\"director\":\"Frank Capra, John Huston, Hugh Stewart, Roy Boulting, Anthony Veiller\",\"cast\":\"Burgess Meredith\",\"country\":\"United States, United Kingdom\",\"date_added\":\"2017-03-31\",\"release_year\":1944,\"rating\":\"TV-14\",\"duration\":\"76 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"British and American troops join forces to liberate a Nazi stranglehold in North Africa, sharing battles, hard work and a peaceful Christmas dinner.\"},{\"show_id\":\"s7343\",\"type\":\"Movie\",\"title\":\"Undercover: How to Operate Behind Enemy Lines\",\"director\":\"John Ford\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1943,\"rating\":\"TV-PG\",\"duration\":\"61 min\",\"listed_in\":\"Classic Movies, Documentaries\",\"description\":\"This World War II-era training film dramatizes how secret agents should act while undercover and how to avoid capture by enemies.\"},{\"show_id\":\"s7617\",\"type\":\"Movie\",\"title\":\"Why We Fight: The Battle of Russia\",\"director\":\"Frank Capra, Anatole Litvak\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1943,\"rating\":\"TV-PG\",\"duration\":\"82 min\",\"listed_in\":\"Documentaries\",\"description\":\"This installment of Frank Capra's acclaimed documentary series highlights the need for a Russo-American alliance to defeat the Nazis.\"},{\"show_id\":\"s7680\",\"type\":\"Movie\",\"title\":\"WWII: Report from the Aleutians\",\"director\":\"John Huston\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-03-31\",\"release_year\":1943,\"rating\":\"TV-PG\",\"duration\":\"45 min\",\"listed_in\":\"Documentaries\",\"description\":\"Filmmaker John Huston narrates this Oscar-nominated World War II-era film about life among the U.S. soldiers protecting Alaska\\u2019s Aleutian Islands.\"},{\"show_id\":\"s875\",\"type\":\"Movie\",\"title\":\"Beyond All Boundaries\",\"director\":\"Sushrut Jain\",\"cast\":\"Kunal Nayyar\",\"country\":\"United States, India\",\"date_added\":\"2017-04-01\",\"release_year\":2013,\"rating\":\"TV-14\",\"duration\":\"98 min\",\"listed_in\":\"Documentaries, International Movies, Sports Movies\",\"description\":\"As the 2011 Cricket World Cup begins, three Indians demonstrate their passion and the sacrifices they've made for the country's most popular sport.\"},{\"show_id\":\"s1059\",\"type\":\"Movie\",\"title\":\"Born to Be Free\",\"director\":\"Gayane Petrosyan\",\"cast\":\"Casting a light on the mistreatment of sea mammals, this documentary follows the plight of 18 Beluga whales kept in captivity for years.\",\"country\":\"United Kingdom, Russia\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"74 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Casting a light on the mistreatment of sea mammals, this documentary follows the plight of 18 Beluga whales kept in captivity for years.\"},{\"show_id\":\"s1255\",\"type\":\"Movie\",\"title\":\"Celluloid Man\",\"director\":\"Shivendra Singh Dungarpur\",\"cast\":\"P.K. Nair\",\"country\":\"India\",\"date_added\":\"2017-04-01\",\"release_year\":2012,\"rating\":\"TV-PG\",\"duration\":\"156 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This documentary chronicles the philosophy and life's work of archivist P.K. Nair, who made a mission of preserving Indian cinema\\u2019s rich history.\"},{\"show_id\":\"s1511\",\"type\":\"Movie\",\"title\":\"Couples Counseling\",\"director\":\"Alexandre Reinecke\",\"cast\":\"Zezé Polessa, Daniel Dantas, Paulo Vilhena, Fernanda Paes Leme, Juliana Mesquita\",\"country\":\"Brazil\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"88 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"A seasoned couples therapist comes to realize she might need help with her own marriage after meeting a new pair of young clients.\"},{\"show_id\":\"s1593\",\"type\":\"Movie\",\"title\":\"Dancing Quietly\",\"director\":\"Philipp Eichholtz\",\"cast\":\"Martina Schöne-Radunski, Hans-Heinrich Hardt, Sebastian Fräsdorf, Claudia Jacob, Deleila Piasko, Tobias Borchers, Ruth Bickelhaupt\",\"country\":\"Germany\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"70 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"After years of battling a deep depression, a young woman attempts to pass an important exam with the help of a fellow student.\"},{\"show_id\":\"s1724\",\"type\":\"Movie\",\"title\":\"Deuces\",\"director\":\"Jamal Hill\",\"cast\":\"Larenz Tate, Meagan Good, Lance Gross, Antonique Smith, La La Anthony, Rick Gonzalez, Rotimi, Andra Fuller\",\"country\":\"United States\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"88 min\",\"listed_in\":\"Dramas\",\"description\":\"Assigned to go undercover to take down an impenetrable crime ring, a detective finds himself falling under the sway of its enigmatic leader.\"},{\"show_id\":\"s1820\",\"type\":\"Movie\",\"title\":\"Don't Look Down\",\"director\":\"Daniel Gordon\",\"cast\":\"Richard Branson\",\"country\":\"United Kingdom\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Aided by dramatic reconstructions and archive footage, Sir Richard Branson recounts his daring attempts to break hot air balloon records.\"},{\"show_id\":\"s1971\",\"type\":\"Movie\",\"title\":\"Elaan\",\"director\":\"K. Ramanlal\",\"cast\":\"Vinod Mehra, Rekha, Vinod Khanna, Helen, Madan Puri, Brahm Bhardwaj\",\"country\":\"India\",\"date_added\":\"2017-04-01\",\"release_year\":1971,\"rating\":\"TV-14\",\"duration\":\"143 min\",\"listed_in\":\"Action & Adventure, Cult Movies, International Movies\",\"description\":\"Journalist Naresh is hired to probe illegal activities on an island. When he's captured, a fellow prisoner gives him a ring with magic powers.\"},{\"show_id\":\"s2199\",\"type\":\"Movie\",\"title\":\"Five Nights in Maine\",\"director\":\"Maris Curran\",\"cast\":\"David Oyelowo, Dianne Wiest, Rosie Perez, Teyonah Parris, Hani Furstenberg, Bill Raymond\",\"country\":\"United States\",\"date_added\":\"2017-04-01\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"83 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"After his wife dies in a car accident, a grief-stricken man visits his estranged mother-in-law in Maine, where they try to help each other heal.\"},{\"show_id\":\"s3197\",\"type\":\"Movie\",\"title\":\"Joe Cocker: Mad Dog with Soul\",\"director\":\"John Edginton\",\"cast\":null,\"country\":\"United Kingdom\",\"date_added\":\"2017-04-01\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"90 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"From his star turn at Woodstock to his battles with addiction, this film chronicles the stormy life and unique talent of soulful singer Joe Cocker.\"},{\"show_id\":\"s3385\",\"type\":\"Movie\",\"title\":\"Killa\",\"director\":\"Avinash Arun\",\"cast\":\"Amruta Subhash, Archit Deodhar, Parth Bhalerao, Gaurish Gawade, Atharva Upasni, Swandand Raikar, Shrikant Yadav, Umesh Jagtap, Shivalati Bokil, Jui Kahate\",\"country\":\"India\",\"date_added\":\"2017-04-01\",\"release_year\":2014,\"rating\":\"TV-14\",\"duration\":\"107 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Growing up poses challenges for Chinu when he moves from city to country and encounters a youth culture far different from what he's used to.\"},{\"show_id\":\"s3623\",\"type\":\"Movie\",\"title\":\"Life 2.0\",\"director\":\"Jason Spingarn-Koff\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-01\",\"release_year\":2010,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Documentaries\",\"description\":\"Computer users across the globe log onto the virtual world of Second Life. But some users' lives are dramatically consumed by this alternate reality.\"},{\"show_id\":\"s5351\",\"type\":\"Movie\",\"title\":\"Salaakhen\",\"director\":\"A. Salaam\",\"cast\":\"Shashi Kapoor, Sulakshana Pandit, Mehmood, Sudhir, Anjana Mumtaz, Sajjan, M. Rajan, Mac Mohan, Amrish Puri, Ramesh Deo\",\"country\":\"India\",\"date_added\":\"2017-04-01\",\"release_year\":1975,\"rating\":\"TV-14\",\"duration\":\"134 min\",\"listed_in\":\"Action & Adventure, International Movies, Music & Musicals\",\"description\":\"Two close childhood friends take drastically different paths in life, but meet by chance years later and fall in love, unaware of their past bond.\"},{\"show_id\":\"s5608\",\"type\":\"Movie\",\"title\":\"Silicon Cowboys\",\"director\":\"Jason Cohen\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"77 min\",\"listed_in\":\"Documentaries\",\"description\":\"This documentary tells the story of Compaq Computer and its three founders, who in 1982, took on Goliath IBM at the height of its PC dominance.\"},{\"show_id\":\"s5651\",\"type\":\"Movie\",\"title\":\"Skins\",\"director\":\"Eduardo Casanova\",\"cast\":\"Ana Polvorosa, Candela Peña, Macarena Gómez, Carmen Machi, Jon Kortajarena, Secun de la Rosa, Itziar Castro, Antonio Durán 'Morris', Joaquín Climent, Ana María Ayala, Eloi Costa\",\"country\":\"Spain\",\"date_added\":\"2017-04-01\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"78 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Deformed, disfigured characters must find a way to deal with society shunning their differences in this darkly comic social drama.\"},{\"show_id\":\"s6110\",\"type\":\"Movie\",\"title\":\"The Bad Kids\",\"director\":\"Keith Fulton, Louis Pepe\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"101 min\",\"listed_in\":\"Documentaries\",\"description\":\"In this documentary, teachers at a Mojave Desert high school adhere to a belief that compassion and life skills can profoundly help at-risk students.\"},{\"show_id\":\"s6470\",\"type\":\"Movie\",\"title\":\"The Human Factor: The Untold Story of the Bombay Film Orchestras\",\"director\":\"Rudradeep Bhattacharjee\",\"cast\":null,\"country\":\"India\",\"date_added\":\"2017-04-01\",\"release_year\":2013,\"rating\":\"TV-PG\",\"duration\":\"53 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"A family of Parsi musicians collectively works for over 60 years scoring the orchestral soundtracks for some of Bollywood's most memorable films.\"},{\"show_id\":\"s6922\",\"type\":\"Movie\",\"title\":\"The Tenth Man\",\"director\":\"Daniel Burman\",\"cast\":\"Alan Sabbagh, Julieta Zylberberg, Usher Barilka, Elvira Onetto, Adrián Stoppelman, Dan Breitman, Elisa Carricajo\",\"country\":\"Argentina\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"After spending much of his adult life in New York, an affable economist returns home to Buenos Aires and tries to reconnect with his aloof father.\"},{\"show_id\":\"s7159\",\"type\":\"Movie\",\"title\":\"Toro\",\"director\":\"Kike Maíllo\",\"cast\":\"Mario Casas, Luis Tosar, José Sacristán, Claudia Canal, José Manuel Poga, Ingrid García Jonsson, Luichi Macías\",\"country\":\"Spain\",\"date_added\":\"2017-04-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"106 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"Ex-con Toro's brother and former partner in crime makes a desperate plea for help that may put Toro back behind bars ... if he survives at all.\"},{\"show_id\":\"s2482\",\"type\":\"Movie\",\"title\":\"Good Kill\",\"director\":\"Andrew Niccol\",\"cast\":\"Ethan Hawke, January Jones, Bruce Greenwood, Zoë Kravitz, Jake Abel, Ryan Montano, Dylan Kenin, Stafford Douglas\",\"country\":\"United States\",\"date_added\":\"2017-04-02\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"103 min\",\"listed_in\":\"Dramas\",\"description\":\"As Tommy Egan pilots armed drones over Afghanistan from the safe comfort of Las Vegas, the remote nature of his work begins to raise moral questions.\"},{\"show_id\":\"s6262\",\"type\":\"Movie\",\"title\":\"The D Train\",\"director\":\"Jarrad Paul, Andrew Mogel\",\"cast\":\"Jack Black, James Marsden, Kathryn Hahn, Jeffrey Tambor, Russell Posner, Henry Zebrowski, Kyle Bornheimer, Mike White\",\"country\":\"United Kingdom, United States\",\"date_added\":\"2017-04-02\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"101 min\",\"listed_in\":\"Comedies\",\"description\":\"A loser in charge of planning his high school class's 20-year reunion thinks he's scored a major coup when he gets a marginally famous alum to attend.\"},{\"show_id\":\"s3737\",\"type\":\"Movie\",\"title\":\"Louis C.K. 2017\",\"director\":\"Louis C.K.\",\"cast\":\"Louis C.K.\",\"country\":\"United States\",\"date_added\":\"2017-04-04\",\"release_year\":2017,\"rating\":null,\"duration\":\"74 min\",\"listed_in\":\"Movies\",\"description\":\"Louis C.K. muses on religion, eternal love, giving dogs drugs, email fights, teachers and more in a live performance from Washington, D.C.\"},{\"show_id\":\"s6341\",\"type\":\"Movie\",\"title\":\"The Eyes of My Mother\",\"director\":\"Nicolas Pesce\",\"cast\":\"Kika Magalhães, Olivia Bond, Will Brill, Flora Diaz, Paul Nazak, Clara Wong, Diana Agostini\",\"country\":\"United States\",\"date_added\":\"2017-04-06\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"76 min\",\"listed_in\":\"Horror Movies, Independent Movies\",\"description\":\"At the remote farmhouse where she once witnessed a traumatic childhood event, a young woman develops a grisly fascination with violence.\"},{\"show_id\":\"s4456\",\"type\":\"Movie\",\"title\":\"Newtown\",\"director\":\"Kim A. Snyder\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-07\",\"release_year\":2016,\"rating\":\"NR\",\"duration\":\"84 min\",\"listed_in\":\"Documentaries\",\"description\":\"This intimate portrait sheds light on the trauma experienced and strength displayed by those affected by the 2012 massacre in Newtown, Connecticut.\"},{\"show_id\":\"s5848\",\"type\":\"Movie\",\"title\":\"Strike a Pose\",\"director\":\"Ester Gould, Reijer Zwaan\",\"cast\":null,\"country\":\"Netherlands, Belgium\",\"date_added\":\"2017-04-07\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"85 min\",\"listed_in\":\"Documentaries, International Movies, LGBTQ Movies\",\"description\":\"A quarter-century later, this documentary relocates the male dancers who backed Madonna on her 1990 Blond Ambition tour, as seen in \\\"Truth or Dare.\\\"\"},{\"show_id\":\"s6598\",\"type\":\"Movie\",\"title\":\"The Lighthouse of the Orcas\",\"director\":\"Gerardo Olivares\",\"cast\":\"Maribel Verdú, Joaquín Furriel, Joaquín Rapalini\",\"country\":\"Spain, Argentina\",\"date_added\":\"2017-04-07\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"110 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"A mother travels to Patagonia with her autistic son with the hopes that a ranger and a pod of wild orcas can help him find an emotional connection.\"},{\"show_id\":\"s7630\",\"type\":\"Movie\",\"title\":\"Win It All\",\"director\":\"Joe Swanberg\",\"cast\":\"Jake Johnson, Aislinn Derbez, Joe Lo Truglio, Keegan-Michael Key, Nicky Excitement\",\"country\":\"United States\",\"date_added\":\"2017-04-07\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Comedies, Independent Movies, Romantic Movies\",\"description\":\"After losing $50,000 that wasn't his, gambling addict Eddie starts to rebuild his life. But an unwelcome surprise pushes him toward his old ways.\"},{\"show_id\":\"s1958\",\"type\":\"Movie\",\"title\":\"El fin de ETA\",\"director\":\"Justin Webster\",\"cast\":null,\"country\":\"Spain\",\"date_added\":\"2017-04-08\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"106 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This documentary chronicles the decade-long process that led to the end of the ETA, a Basque terrorist group that operated for more than 50 years.\"},{\"show_id\":\"s2983\",\"type\":\"Movie\",\"title\":\"Incomplete\",\"director\":\"Suman Mukhopadhyay\",\"cast\":\"Ritwick Chakraborty, Swastika Mukherjee, Paoli Dam, Bratya Basu, Santu Mukherjee, Dibyendu Bhattacharya, Anindya Bandopadhyay, Poulomi Das, Nigel Akkara, Bhed Sinha\",\"country\":\"India\",\"date_added\":\"2017-04-08\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"A man returns to his childhood hometown, where he meets the happily married woman he once jilted, while his best friend endures a more volatile union.\"},{\"show_id\":\"s2265\",\"type\":\"Movie\",\"title\":\"Frat Star\",\"director\":\"Grant S. Johnson, Ippsie Jones\",\"cast\":\"Connor Lawrence, Justin Mark, Cathryn Dylan, Chris Elliott, Tyler Weaks, Max Sheldon, Austin Ramsey, Peter O'Connor, Nicole Balsam, Kaitlin Mesh\",\"country\":\"United States\",\"date_added\":\"2017-04-10\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"85 min\",\"listed_in\":\"Comedies\",\"description\":\"A freshman uninterested in joining a fraternity is convinced to pledge by a rich roommate who introduces him to a world darker than he ever dreamed.\"},{\"show_id\":\"s3347\",\"type\":\"Movie\",\"title\":\"Kevin Hart: What Now?\",\"director\":\"Leslie Small\",\"cast\":\"Kevin Hart, Don Cheadle, Halle Berry, Ed Helms, David Meunier\",\"country\":\"United States\",\"date_added\":\"2017-04-11\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"96 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Frenetic comic Kevin Hart hits Philadelphia and dishes on suburban wildlife, jean shorts and the fine art of getting even with a 7-year-old.\"},{\"show_id\":\"s3837\",\"type\":\"Movie\",\"title\":\"Macho\",\"director\":\"Antonio Serrano\",\"cast\":\"Miguel Rodarte, Cecilia Suárez, Aislinn Derbez, Renato López, Mario Iván Martínez, Valeria Vera, David Zorrilla, Ana de la Reguera, Manolo Cardona, Ofelia Medina\",\"country\":\"Mexico\",\"date_added\":\"2017-04-12\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"101 min\",\"listed_in\":\"Comedies, International Movies, LGBTQ Movies\",\"description\":\"A famous designer who's always pretended to be gay finds himself in crisis mode when threatened with exposure as the woman-chasing straight guy he is.\"},{\"show_id\":\"s5057\",\"type\":\"Movie\",\"title\":\"Radical: the Controversial Saga of Dada Figueiredo\",\"director\":\"Raphael Erichsen\",\"cast\":null,\"country\":\"Brazil\",\"date_added\":\"2017-04-12\",\"release_year\":2013,\"rating\":\"TV-MA\",\"duration\":\"71 min\",\"listed_in\":\"Documentaries, International Movies, Sports Movies\",\"description\":\"This film chronicles the career of surfer Dadá Figueiredo, whose stormy personal life upended his status as a trendsetting '70s sports hero.\"},{\"show_id\":\"s573\",\"type\":\"Movie\",\"title\":\"Arctic Heart\",\"director\":\"Marie Madinier\",\"cast\":\"Charlotte Le Bon, Guillaume Canet, Anne Le Ny, Patrick d'Assumçao, Damien Chapelle, Xavier Beauvois, Vincent Launay-Franceschini\",\"country\":\"France, Belgium\",\"date_added\":\"2017-04-14\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"Madly in love with a brilliant scientist studying an immunizing protein produced by penguins, a timid med student offers her body to his research.\"},{\"show_id\":\"s4696\",\"type\":\"Movie\",\"title\":\"Our Lovers\",\"director\":\"Miguel Ángel Lamata\",\"cast\":\"Eduardo Noriega, Michelle Jenner, Fele Martínez, Amaia Salamanca\",\"country\":\"Spain\",\"date_added\":\"2017-04-14\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"92 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"A love-challenged man and a woman he meets at a bookshop bar begin dating, but only at the shop \\u2013 and without knowing anything about each other.\"},{\"show_id\":\"s5376\",\"type\":\"Movie\",\"title\":\"Sandy Wexler\",\"director\":\"Steven Brill\",\"cast\":\"Adam Sandler, Jennifer Hudson, Kevin James, Terry Crews, Rob Schneider, Colin Quinn, Nick Swardson, Lamorne Morris, Arsenio Hall, Jamie Gray Hyder\",\"country\":\"United States\",\"date_added\":\"2017-04-14\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"131 min\",\"listed_in\":\"Comedies\",\"description\":\"When a hapless but dedicated talent manager signs his first client who actually has talent, his career finally starts to take off.\"},{\"show_id\":\"s6215\",\"type\":\"Movie\",\"title\":\"The Chosen\",\"director\":\"Antonio Chavarrías\",\"cast\":\"Alfonso Herrera, Hannah Murray, Henry Goodman, Julian Sands, Frances Barber, Emilio Echevarría, Alejandro Calva, Elvira Mínguez, Roger Casamajor, Luis Rosales, Javier Godino, Alexander Holtmann, Brontis Jodorowsky\",\"country\":\"Spain, Mexico\",\"date_added\":\"2017-04-14\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"111 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"In 1937, Spanish revolutionary Ramón trains as a Soviet spy, impersonating a wealthy Belgian as part of a plot to assassinate Leon Trotsky in Mexico.\"},{\"show_id\":\"s6861\",\"type\":\"Movie\",\"title\":\"The Seven Five\",\"director\":\"Tiller Russell\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-14\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"104 min\",\"listed_in\":\"Documentaries\",\"description\":\"This riveting film examines the case of Mike Dowd, a corrupt Brooklyn cop who became dirtier than the drug dealers he was supposed to be policing.\"},{\"show_id\":\"s213\",\"type\":\"Movie\",\"title\":\"A Patch of Fog\",\"director\":\"Michael Lennox\",\"cast\":\"Stephen Graham, Conleth Hill, Lara Pulver, Arsher Ali, Stuart Graham, Ian McElhinney\",\"country\":\"United Kingdom\",\"date_added\":\"2017-04-15\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"92 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"When a guard catches a writer-television host shoplifting, instead of turning him in, he only asks to be a friend, then begins to rule his life.\"},{\"show_id\":\"s895\",\"type\":\"Movie\",\"title\":\"Bibi & Tina\",\"director\":\"Detlev Buck\",\"cast\":\"Lina Larissa Strahl, Lisa-Marie Koroll, Louis Held, Ruby O. Fee, Charly Hübner, Michael Maertens, Winnie Böwe, Fabian Buch, Max von der Groeben, Martin Seifert\",\"country\":\"Germany\",\"date_added\":\"2017-04-15\",\"release_year\":2014,\"rating\":\"TV-PG\",\"duration\":\"97 min\",\"listed_in\":\"Children & Family Movies, Music & Musicals\",\"description\":\"Teen witch Bibi and horse-loving Tina face trouble when a posh girl flirts with Tina's boyfriend and a crook sets his greedy eyes on a promising foal.\"},{\"show_id\":\"s896\",\"type\":\"Movie\",\"title\":\"Bibi & Tina II\",\"director\":\"Detlev Buck\",\"cast\":\"Lina Larissa Strahl, Lisa-Marie Koroll, Louis Held, Emilio Moutaoukkil, Michael Maertens, Martin Seifert, Winnie Böwe, Fabian Buch, Mavie Hörbiger, Olli Schulz, Charly Hübner, Milan Peschel\",\"country\":\"Germany\",\"date_added\":\"2017-04-15\",\"release_year\":2014,\"rating\":\"TV-14\",\"duration\":\"105 min\",\"listed_in\":\"Children & Family Movies, Music & Musicals\",\"description\":\"When robbers hit Falkenstein castle, teen witch Bibi and pal Tina hunt for the crooks, then devise a plan to save the neighbors' failing ranch.\"},{\"show_id\":\"s897\",\"type\":\"Movie\",\"title\":\"Bibi & Tina: Girls Versus Boys\",\"director\":\"Detlev Buck\",\"cast\":\"Lina Larissa Strahl, Lisa-Marie Koroll, Tilman Pörzgen, Philipp Laude, Charly Hübner, Louis Held, Benjamin Lutzke, Max von der Groeben, Kostja Ullmann, Michael Maertens, Fabian Buch, Winnie Böwe\",\"country\":\"Germany\",\"date_added\":\"2017-04-15\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"107 min\",\"listed_in\":\"Children & Family Movies, Music & Musicals\",\"description\":\"At summer camp, young Bibi and her friends are pitted against the boys in a treasure hunt. But what's a witch to do when she loses her powers?\"},{\"show_id\":\"s5660\",\"type\":\"Movie\",\"title\":\"Slam\",\"director\":\"Andrea Molaioli\",\"cast\":\"Ludovico Tersigni, Jasmine Trinca, Luca Marinelli, Barbara Ramella, Gianluca Broccatelli, Pietro Ragusa, Fiorenza Tessari\",\"country\":\"Italy\",\"date_added\":\"2017-04-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Teen father-to-be Sam imagines his future as a young parent and finds a surprising mentor while reading about his idol, pro skateboarder Tony Hawk.\"},{\"show_id\":\"s6993\",\"type\":\"Movie\",\"title\":\"The Wedding Party\",\"director\":\"Kemi Adetiba\",\"cast\":\"Adesua Etomi, Banky Wellington, Richard Mofe-Damijo, Sola Sobowale, Iretiola Doyle, Alibaba Akporobome, Zainab Balogun, Beverly Naya, Enyinna Nwigwe\",\"country\":\"Nigeria\",\"date_added\":\"2017-04-15\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"101 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"As their big day arrives, a couple's lavish wedding plans turn into a nightmare of exes, fighting parents and uninvited guests.\"},{\"show_id\":\"s3903\",\"type\":\"Movie\",\"title\":\"Manglehorn\",\"director\":\"David Gordon Green\",\"cast\":\"Al Pacino, Holly Hunter, Harmony Korine, Chris Messina, Skylar Gasper, Brian D. Mays, Herculano Trevino, Angela Woods\",\"country\":\"United States\",\"date_added\":\"2017-04-16\",\"release_year\":2014,\"rating\":\"PG-13\",\"duration\":\"97 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"A reclusive small-town locksmith who can't stop writing letters to a lost love meets a kindly bank teller who challenges him to look to the future.\"},{\"show_id\":\"s912\",\"type\":\"Movie\",\"title\":\"Bigger Fatter Liar\",\"director\":\"Ron Oliver\",\"cast\":\"Ricky Garcia, Jodelle Ferland, Barry Bostwick, Fiona Vroom, Kevin O'Grady, Karen Holness\",\"country\":\"United States\",\"date_added\":\"2017-04-18\",\"release_year\":2017,\"rating\":\"PG\",\"duration\":\"95 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"When his video game concept is stolen by a dishonest executive, a teenage chronic liar sets out to prove that he's telling the truth, for once.\"},{\"show_id\":\"s3800\",\"type\":\"Movie\",\"title\":\"Lucas Brothers: On Drugs\",\"director\":\"Jay Chapman\",\"cast\":\"Keith Lucas, Kenny Lucas\",\"country\":\"United States\",\"date_added\":\"2017-04-18\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"50 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Deadpan twin comics Keith and Kenny Lucas take the stage in Brooklyn with a set that touches on drugs, race, Deion Sanders, teachers and O.J. Simpson.\"},{\"show_id\":\"s460\",\"type\":\"Movie\",\"title\":\"American Experience: Ruby Ridge\",\"director\":\"Barak Goodman\",\"cast\":\"Dave Hunt, Bo Gritz, Sara Weaver\",\"country\":\"United States\",\"date_added\":\"2017-04-19\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"53 min\",\"listed_in\":\"Documentaries\",\"description\":\"A botched attempt to arrest a white supremacist in Idaho results in a gun battle, a standoff and three deaths that galvanize public opinion in 1992.\"},{\"show_id\":\"s4601\",\"type\":\"Movie\",\"title\":\"Oklahoma City\",\"director\":\"Barak Goodman\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-19\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"102 min\",\"listed_in\":\"Documentaries\",\"description\":\"Domestic terrorist Timothy McVeigh's bomb attack on an Oklahoma City federal building in 1995 is chronicled in this examination of the shocking event.\"},{\"show_id\":\"s5374\",\"type\":\"Movie\",\"title\":\"Sand Castle\",\"director\":\"Fernando Coimbra\",\"cast\":\"Nicholas Hoult, Logan Marshall-Green, Henry Cavill, Glen Powell, Neil Brown Jr., Beau Knapp, Sammy Sheik, Gonzalo Menendez\",\"country\":\"United States\",\"date_added\":\"2017-04-21\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"113 min\",\"listed_in\":\"Action & Adventure, Dramas, Independent Movies\",\"description\":\"After the invasion of Iraq in 2003, a reluctant soldier's platoon is dispatched on a dangerous mission to repair a hostile village's water system.\"},{\"show_id\":\"s7186\",\"type\":\"Movie\",\"title\":\"Tramps\",\"director\":\"Adam Leon\",\"cast\":\"Callum Turner, Grace Van Patten, Michal Vondel, Mike Birbiglia, Margaret Colin, Louis Cancelmi, Rachel Zeiger-Haag, Dane Martinez\",\"country\":\"United States\",\"date_added\":\"2017-04-21\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"83 min\",\"listed_in\":\"Dramas, 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New York and New Delhi.\"},{\"show_id\":\"s6272\",\"type\":\"Movie\",\"title\":\"The Daughter\",\"director\":\"Simon Stone\",\"cast\":\"Geoffrey Rush, Ewen Leslie, Paul Schneider, Miranda Otto, Anna Torv, Odessa Young, Sam Neill\",\"country\":\"Australia\",\"date_added\":\"2017-04-26\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"95 min\",\"listed_in\":\"Dramas\",\"description\":\"Having returned home for his cagey father's wedding, an estranged man gets to know his childhood friend's family and uncovers a devastating secret.\"},{\"show_id\":\"s82\",\"type\":\"Movie\",\"title\":\"2015 Dream Concert\",\"director\":null,\"cast\":\"4Minute, B1A4, BtoB, ELSIE, EXID, EXO, Got7, INFINITE, KARA, Shinee, Sistar, VIXX, Nine Muses, BTS, Secret, Topp Dogg\",\"country\":\"South Korea\",\"date_added\":\"2017-04-28\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"107 min\",\"listed_in\":\"International Movies, Music & Musicals\",\"description\":\"The world's biggest K-pop festival marked its 21st year in 2015, with groups such as EXO, 4Minute and SHINee electrifying the Seoul World Cup Stadium.\"},{\"show_id\":\"s208\",\"type\":\"Movie\",\"title\":\"A Murder in the Park\",\"director\":\"Christopher S. Rech, Brandon Kimber\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-04-28\",\"release_year\":2014,\"rating\":\"PG-13\",\"duration\":\"91 min\",\"listed_in\":\"Documentaries\",\"description\":\"This documentary excoriates a noted anti-death-penalty activist and his team, whose questionable methods got a convicted killer freed in 1999.\"},{\"show_id\":\"s1238\",\"type\":\"Movie\",\"title\":\"Casting JonBenet\",\"director\":\"Kitty Green\",\"cast\":null,\"country\":\"United States, Australia, China\",\"date_added\":\"2017-04-28\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"81 min\",\"listed_in\":\"Documentaries\",\"description\":\"Local actors from JonBenet Ramsey's hometown offer multiple perspectives on her 1996 murder as they vie to play roles in a dramatization of the case.\"},{\"show_id\":\"s5252\",\"type\":\"Movie\",\"title\":\"Rodney King\",\"director\":\"Spike Lee\",\"cast\":\"Roger Guenveur Smith\",\"country\":\"United States\",\"date_added\":\"2017-04-28\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"53 min\",\"listed_in\":\"Dramas\",\"description\":\"Roger Guenveur Smith gives voice to the man at the center of the brutal police beating that helped fuel the 1992 LA riots. 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Rajagopal\",\"cast\":\"Sivakumar Palakrishnan, Huang Lu, Seema Biswas, Udaya Soundari, Nithiyia Rao, Indra Chandran\",\"country\":\"Singapore, France\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"111 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"In Singapore, a homeless ex-convict hoping to reunite with his family forms a bond with a Chinese sex worker while serving as her bodyguard.\"},{\"show_id\":\"s278\",\"type\":\"Movie\",\"title\":\"Abby Sen\",\"director\":\"Atanu Ghosh\",\"cast\":\"Abir Chatterjee, Raima Sen, Arunima Ghosh, Priyanka Sarkar, Sujan Mukherjee, Kanchan Mullick, Biswanath Basu, Bhaswar Chatterjee, Swagata Basu, Tuhin Mitra, Paran Banerjee, Kharaj Mukherjee, Chiranjit\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"127 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"After losing his seventh job in a row, a TV producer and sci-fi buff travels back in time to 1980, where his employment prospects improve.\"},{\"show_id\":\"s1258\",\"type\":\"Movie\",\"title\":\"Chaahat\",\"director\":\"Mahesh Bhatt\",\"cast\":\"Naseeruddin Shah, Shah Rukh Khan, Pooja Bhatt, Anupam Kher, Ramya Krishnan, Avtar Gill, Mushtaq Khan\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":1996,\"rating\":\"TV-14\",\"duration\":\"148 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"A vulnerable singer is forced to choose between the girl he loves and another who has developed an unhealthy obsession with him.\"},{\"show_id\":\"s1288\",\"type\":\"Movie\",\"title\":\"Chashme Buddoor\",\"director\":\"David Dhawan\",\"cast\":\"Ali Zafar, Siddharth, Divyendu Sharma, Tapsee Pannu, Rishi Kapoor, Anupam Kher, Bharati Achrekar, Varun Dhawan, Lillete Dubey, Ayaz Khan, Ashish 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Jacobs, Mike Birbiglia, Kate Micucci, Chris Gethard, Richard Masur, Tami Sagher, Erin Darke\",\"country\":\"United States\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"92 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"Six talented but struggling improv comics see a sudden shift in their troupe's dynamic after one of them lands a much-coveted gig on television.\"},{\"show_id\":\"s2007\",\"type\":\"Movie\",\"title\":\"English Babu Desi Mem\",\"director\":\"Praveen Nischol\",\"cast\":\"Shah Rukh Khan, Sonali Bendre, Rajeshwari, Saeed Jaffrey, Kiran Kumar, Baba Brahmbhatt, Ishita Haria, Sunny Singh, Gulshan Bawra\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":1996,\"rating\":\"TV-14\",\"duration\":\"163 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"After his brother dies, wealthy Vikram reluctantly returns to India and forms a surprise bond with his orphaned nephew and the showgirl raising him.\"},{\"show_id\":\"s2586\",\"type\":\"Movie\",\"title\":\"HALO Legends\",\"director\":\"Shinji Aramaki, Mamoru Oshii, Hideki Futamura, Toshiyuki Kanno, Tomoki Kyoda, Koichi Mashimo, Yasushi Muraki, Daisuke Nishio, Frank O'Connor, Koji Sawai, Joseph Chou, Hiroshi Yamazaki\",\"cast\":\"Andy McAvin, James Faulkner, Luci Christian, John Swasey\",\"country\":\"United States, Japan\",\"date_added\":\"2017-05-01\",\"release_year\":2009,\"rating\":\"PG-13\",\"duration\":\"117 min\",\"listed_in\":\"Action & Adventure, Anime Features, Sci-Fi & Fantasy\",\"description\":\"This anthology features seven independent anime shorts from renowned directors, delving into the futuristic universe of the video game franchise Halo.\"},{\"show_id\":\"s2638\",\"type\":\"Movie\",\"title\":\"Harry Benson: Shoot First\",\"director\":\"Justin Bare, Matthew Miele\",\"cast\":\"Harry Benson\",\"country\":\"United 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Kennedy's worldview was influenced by his younger years, when he endured poor health, family tragedy and a demanding father.\"},{\"show_id\":\"s3412\",\"type\":\"Movie\",\"title\":\"Kiss & Cry\",\"director\":\"Sean Cisterna\",\"cast\":\"Sarah Fisher, Luke Bilyk, Chantal Kreviazuk, Sergio Di Zio, Denis Akiyama, Julia Tomasone, Brittany Bristow, Zoë Belkin, Lauren Esdale, Naomi Snieckus\",\"country\":\"Canada\",\"date_added\":\"2017-05-01\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"Faced with a rare form of throat cancer, teen figure skater Carley Allison finds strength in singing for an online audience in this biopic.\"},{\"show_id\":\"s3704\",\"type\":\"Movie\",\"title\":\"Loev\",\"director\":\"Sudhanshu Saria\",\"cast\":\"Shiv Pandit, Dhruv Ganesh, Siddharth Menon, Rishabh Chaddha\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Lives are upended when a hiking trip leads a Wall Street hotshot to explore his true feelings for an old pal who\\u2019s disenchanted with his boyfriend.\"},{\"show_id\":\"s3728\",\"type\":\"Movie\",\"title\":\"Losing Sight of Shore\",\"director\":\"Sarah Moshman\",\"cast\":null,\"country\":\"United States, Australia, Samoa, United Kingdom\",\"date_added\":\"2017-05-01\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"92 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"This documentary recounts the feats of the Coxless Crew, a team of four women who rowed from San Francisco to Australia in support of two charities.\"},{\"show_id\":\"s3999\",\"type\":\"Movie\",\"title\":\"Maya Angelou: And Still I Rise\",\"director\":\"Bob Hercules, Rita Coburn Whack\",\"cast\":\"Maya Angelou, Cicely Tyson, Common, John Singleton, Alfre Woodard, Oprah Winfrey, Quincy Jones\",\"country\":\"United States\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"114 min\",\"listed_in\":\"Documentaries\",\"description\":\"Poet and civil rights activist Maya Angelou is celebrated using her own words set over rare photographs and video illustrating her remarkable life.\"},{\"show_id\":\"s4162\",\"type\":\"Movie\",\"title\":\"Moh Maya Money\",\"director\":\"Munish Bhardwaj\",\"cast\":\"Ranvir Shorey, Neha Dhupia, Devendra Chowhan, Ashwath Bhatt, Vidushi Mehra, Anant Raina\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"109 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"After investing in a shady deal that quickly falls apart, a morally flexible real estate agent involves his wife in a dangerous recovery plan.\"},{\"show_id\":\"s4235\",\"type\":\"Movie\",\"title\":\"Mostly Sunny\",\"director\":\"Dilip Mehta\",\"cast\":\"Sunny Leone\",\"country\":\"Canada\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"83 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"Explore the unconventional career of Sunny Leone, who transitioned from adult film star to Bollywood actress and reality TV star.\"},{\"show_id\":\"s5015\",\"type\":\"Movie\",\"title\":\"Pyaar Ka Punchnama\",\"director\":\"Luv Ranjan\",\"cast\":\"Kartik Aaryan, Divyendu Sharma, Raayo S. Bakhirta, Nushrat Bharucha, Sonalli Sehgall, Ishita Raj\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2011,\"rating\":\"TV-14\",\"duration\":\"149 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Matters of the heart introduce chaos into the once-idyllic bachelor existence of three young men who share an apartment.\"},{\"show_id\":\"s5078\",\"type\":\"Movie\",\"title\":\"Raja Hindustani\",\"director\":\"Dharmesh Darshan\",\"cast\":\"Aamir Khan, Karisma Kapoor, Suresh Oberoi, Johnny Lever, Navneet Nishan, Veeru Krishnan, Kunal Khemu, Pramod Moutho, Mohnish Bahl\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":1996,\"rating\":\"TV-14\",\"duration\":\"177 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"When a poor taxi driver falls in love with a wealthy young woman, he must stand up to her family and contend with his own insecurities.\"},{\"show_id\":\"s5339\",\"type\":\"Movie\",\"title\":\"Saeed Mirza: The Leftist Sufi\",\"director\":\"Kireet Khurana, Padmakumar Narasimhamurthy\",\"cast\":\"Saeed Akhtar Mirza\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"61 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This documentary profiles the celebrated Hindi film director known as much for his embrace of leftist politics and social concerns as lyrical cinema.\"},{\"show_id\":\"s6707\",\"type\":\"Movie\",\"title\":\"The Next Skin\",\"director\":\"Isaki Lacuesta, Isa Campo\",\"cast\":\"Àlex Monner, Emma Suárez, Sergi López, Bruno Todeschini, Igor Szpakowski, Sílvia Bel, Greta Fernández, Mikel Iglesias\",\"country\":\"Spain, Switzerland\",\"date_added\":\"2017-05-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"104 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"When a withdrawn, long-missing teenager reappears in a chilly alpine town, his heartbroken family begins to wonder if he's actually who he says he is.\"},{\"show_id\":\"s7697\",\"type\":\"Movie\",\"title\":\"Yamla Pagla Deewana 2\",\"director\":\"Sangeeth Sivan\",\"cast\":\"Dharmendra, Sunny Deol, Bobby Deol, Neha Sharma, Kristina Akheeva, Annu Kapoor, Johnny Lever, Sucheta Khanna, Aidan Cook, Anupam Kher\",\"country\":\"India\",\"date_added\":\"2017-05-01\",\"release_year\":2013,\"rating\":\"TV-14\",\"duration\":\"147 min\",\"listed_in\":\"Action & Adventure, Comedies, International Movies\",\"description\":\"Up to his old tricks, con man Dharam poses as a millionaire to get his younger son married to the daughter of a wealthy businessman.\"},{\"show_id\":\"s3939\",\"type\":\"Movie\",\"title\":\"Maria Bamford: Old Baby\",\"director\":\"Jessica Yu\",\"cast\":\"Maria Bamford\",\"country\":\"United States\",\"date_added\":\"2017-05-02\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"64 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Maria Bamford performs a rapid-fire, playful stand-up set for crowds at park benches, bowling alleys and LA theaters in this roving comedy special.\"},{\"show_id\":\"s7289\",\"type\":\"Movie\",\"title\":\"Two Lovers and a Bear\",\"director\":\"Kim Nguyen\",\"cast\":\"Dane DeHaan, Tatiana Maslany, Gordon Pinsent, John Ralston\",\"country\":\"Canada\",\"date_added\":\"2017-05-02\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"95 min\",\"listed_in\":\"Dramas, Independent Movies, Romantic Movies\",\"description\":\"A troubled couple living near the North Pole begins a perilous journey south in an attempt to find peace and vanquish ghosts from the past.\"},{\"show_id\":\"s2595\",\"type\":\"Movie\",\"title\":\"Handsome: A Netflix Mystery Movie\",\"director\":\"Jeff Garlin\",\"cast\":\"Jeff Garlin, Natasha Lyonne, Amy Sedaris, Steven Weber, Christine Woods, Eddie Pepitone, Timm Sharp, Brad Morris, Leah Remini, Ava Acres\",\"country\":\"United States\",\"date_added\":\"2017-05-05\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Comedies\",\"description\":\"Homicide detective Gene Handsome sets out to solve a woman's murder while searching for clues about what's missing from his personal life.\"},{\"show_id\":\"s5616\",\"type\":\"Movie\",\"title\":\"Simplemente Manu NNa\",\"director\":\"Jan Suter, Raúl Campos\",\"cast\":\"Manu NNa\",\"country\":\"Mexico\",\"date_added\":\"2017-05-05\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"72 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Eclectic stand-up comic Manu NNa relays everyday tales about the struggles of being gay in Mexico and shares his love of telenovelas and mezcal.\"},{\"show_id\":\"s6644\",\"type\":\"Movie\",\"title\":\"The Mars Generation\",\"director\":\"Michael Barnett\",\"cast\":\"Neil deGrasse Tyson, Bill Nye, Michio Kaku\",\"country\":\"United 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to webcams and voyeurism, a married man gets more than he bargained for when an online stranger tries to force him to watch a suicide.\"},{\"show_id\":\"s3658\",\"type\":\"Movie\",\"title\":\"Little Boxes\",\"director\":\"Rob Meyer\",\"cast\":\"Melanie Lynskey, Nelsan Ellis, Armani Jackson, Oona Laurence, Janeane Garofalo, Christine Taylor, Nadia Dajani, Veanne Cox, Will Janowitz, Julie Hays\",\"country\":\"United States\",\"date_added\":\"2017-06-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"After moving from New York City to a small town in Washington state, an interracial couple and their preteen son struggle to adjust to their new life.\"},{\"show_id\":\"s3789\",\"type\":\"Movie\",\"title\":\"Love.com\",\"director\":\"Anita Barbosa\",\"cast\":\"Isis Valverde, Gil Coelho, Joaquim Lopes, Carol Portes, Alexandra Richter, Marcos Mion, João Côrtes, César 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But their political ideologies couldn't have been any farther apart.\"},{\"show_id\":\"s7691\",\"type\":\"Movie\",\"title\":\"Y Tu Mamá También\",\"director\":\"Alfonso Cuarón\",\"cast\":\"Maribel Verdú, Gael García Bernal, Diego Luna, Daniel Giménez Cacho, Ana López Mercado, Nathan Grinberg, Verónica Langer, María Aura, Giselle Audirac, Arturo Ríos, Andrés Almeida, Diana Bracho, Emilio Echevarría\",\"country\":\"Mexico\",\"date_added\":\"2017-06-01\",\"release_year\":2001,\"rating\":\"R\",\"duration\":\"106 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"When rich teens Tenoch and Julio meet the alluring, older Luisa, they try to impress her with stories of a road trip, then convince her to join them.\"},{\"show_id\":\"s75\",\"type\":\"Movie\",\"title\":\"1898: Our Last Men in the Philippines\",\"director\":\"Salvador Calvo\",\"cast\":\"Luis Tosar, Javier Gutiérrez, Álvaro Cervantes, Karra Elejalde, Carlos Hipólito, Ricardo Gómez, Patrick Criado, Eduard Fernández, Miguel Herrán, Emilio Palacios\",\"country\":\"Spain\",\"date_added\":\"2017-06-02\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"130 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"While Spain relinquishes its last colonies, a battle-fatigued outpost engages in a long, brutal and sometimes bizarre clash with Filipino insurgents.\"},{\"show_id\":\"s3807\",\"type\":\"Movie\",\"title\":\"Lucid Dream\",\"director\":\"Jun-seong Kim\",\"cast\":\"Ko Soo, Kyung-gu Seol, Yu-chun Park, Hye-jung Kang, In-hwan Park, Ho-jin Chun\",\"country\":\"South Korea\",\"date_added\":\"2017-06-02\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"102 min\",\"listed_in\":\"International Movies, Sci-Fi & Fantasy, Thrillers\",\"description\":\"After searching for his abducted son for three years, a devastated father attempts to track down his missing child through lucid dreams.\"},{\"show_id\":\"s293\",\"type\":\"Movie\",\"title\":\"Acapulco La 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memories of brutal violence begin to surface, putting his life \\u2013 and that of his doctor \\u2013 in jeopardy.\"},{\"show_id\":\"s7064\",\"type\":\"Movie\",\"title\":\"Three\",\"director\":\"Johnnie To\",\"cast\":\"Louis Koo, Zhao Wei, Wallace Chung, Lam Suet, Lo Hoi-pang, Eddie Cheung, Timmy Hung, Michael Tse, Raymond Wong Ho-Yin\",\"country\":\"Hong Kong, China\",\"date_added\":\"2017-06-03\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"88 min\",\"listed_in\":\"Action & Adventure, International Movies\",\"description\":\"A master criminal engineers his own shooting during a police raid, then refuses treatment while awaiting rescue in a tense standoff at a hospital.\"},{\"show_id\":\"s5877\",\"type\":\"Movie\",\"title\":\"Suite Française\",\"director\":\"Saul Dibb\",\"cast\":\"Michelle Williams, Matthias Schoenaerts, Kristin Scott Thomas, Sam Riley, Ruth Wilson, Tom Schilling, Harriet Walter, Alexandra Maria Lara, Margot Robbie, Lambert Wilson\",\"country\":\"United Kingdom, France, Canada, Belgium, United States\",\"date_added\":\"2017-06-05\",\"release_year\":2014,\"rating\":\"TV-MA\",\"duration\":\"107 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"Waiting for news of her prisoner-of-war husband, a French woman in Nazi-occupied France reluctantly falls for a German officer quartering in her home.\"},{\"show_id\":\"s7003\",\"type\":\"Movie\",\"title\":\"The Wishing Tree\",\"director\":\"Manika Sharma\",\"cast\":\"Shabana Azmi, Makrand Deshpande, Harshpreet Kaur, Aabhas Yadav, Shivani Joshi, Saurabh Shukla\",\"country\":\"India\",\"date_added\":\"2017-06-05\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"117 min\",\"listed_in\":\"Children & Family Movies, Dramas, Music & Musicals\",\"description\":\"Five children living on the edge of a forest band together to save a magical wishing tree from destruction and find their own paths to happiness.\"},{\"show_id\":\"s2885\",\"type\":\"Movie\",\"title\":\"Hypersomnia\",\"director\":\"Gabriel Grieco\",\"cast\":\"Yamila Saud, Gerardo Romano, Jimena Barón, Vanesa González, Candela Vetrano, Florencia Torrente, Nazareno Casero, Sofía Gala, Gustavo Garzón, Belén Chavanne, Fabiana Cantilo, Peter Lanzani\",\"country\":\"Argentina\",\"date_added\":\"2017-06-08\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"84 min\",\"listed_in\":\"Horror Movies, International Movies, Thrillers\",\"description\":\"A young actress rehearsing for a play about human trafficking begins to relive terrifying scenes that may be dreams \\u2013 or an alternate reality.\"},{\"show_id\":\"s5567\",\"type\":\"Movie\",\"title\":\"Shimmer Lake\",\"director\":\"Oren Uziel\",\"cast\":\"Benjamin Walker, Rainn Wilson, Rob Corddry, Adam Pally, Ron Livingston, John Michael Higgins, Wyatt Russell, Stephanie Sigman, Mark Rendall, Isabel Dove, Angela Vint\",\"country\":\"Canada, United States\",\"date_added\":\"2017-06-09\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"87 min\",\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"Unfolding in reverse time, this darkly comic crime thriller follows a local sheriff hunting three bank robbery suspects, one of whom is his brother.\"},{\"show_id\":\"s1629\",\"type\":\"Movie\",\"title\":\"Daughters of the Dust\",\"director\":\"Julie Dash\",\"cast\":\"Cora Lee Day, Alva Rogers, Barbarao, Trula Hoosier, Adisa Anderson, Kaycee Moore, Bahni Turpin, Cheryl Lynn Bruce, Tommy Redmond Hicks, Cornell Royal\",\"country\":\"United Kingdom, United States\",\"date_added\":\"2017-06-10\",\"release_year\":1991,\"rating\":\"NR\",\"duration\":\"112 min\",\"listed_in\":\"Classic Movies, Dramas, Independent Movies\",\"description\":\"An African American Gullah family leaves their coastal island home in 1902 and risks losing their culture to start a new life on the U.S. mainland.\"},{\"show_id\":\"s2660\",\"type\":\"Movie\",\"title\":\"Havenhurst\",\"director\":\"Andrew C. Erin\",\"cast\":\"Julie Benz, Belle Shouse, Josh Stamberg, Danielle Harris, Douglas Tait, Matt Lasky, Dendrie Taylor, Toby Huss, Jennifer Blanc, Fionnula Flanagan\",\"country\":\"United States\",\"date_added\":\"2017-06-10\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"85 min\",\"listed_in\":\"Horror Movies, Thrillers\",\"description\":\"An alcoholic with a tragic past rents an apartment in a building for those in recovery, but soon learns the truth about residents who get \\\"evicted.\\\"\"},{\"show_id\":\"s5947\",\"type\":\"Movie\",\"title\":\"Sword Master\",\"director\":\"Derek Yee\",\"cast\":\"Kenny Lin, Peter Ho, Jiang Mengjie, Jiang Yiyan, Paw Hee Ching\",\"country\":\"China, Hong Kong\",\"date_added\":\"2017-06-10\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"108 min\",\"listed_in\":\"Action & Adventure, Dramas, International Movies\",\"description\":\"Haunted by the past, a master swordsman masks his identity to work anonymously as a janitor in a brothel, setting in motion a violent chain of events.\"},{\"show_id\":\"s1853\",\"type\":\"Movie\",\"title\":\"Dragonheart: Battle for the Heartfire\",\"director\":\"Patrik Syversen\",\"cast\":\"Tom Rhys Harries, Jessamine-Bliss Bell, Patrick Stewart, André Eriksen, Richard Cordery, Martin Hutson, Turlough Convery, Delroy Brown, Tamzin Merchant\",\"country\":\"United States\",\"date_added\":\"2017-06-13\",\"release_year\":2017,\"rating\":\"PG-13\",\"duration\":\"98 min\",\"listed_in\":\"Action & Adventure, Sci-Fi & Fantasy\",\"description\":\"When the king of Brittania dies, the dragon who shares his heart must find a new ruler, but the monarch's grandchildren go to war over the throne.\"},{\"show_id\":\"s4592\",\"type\":\"Movie\",\"title\":\"Oh, Hello On Broadway\",\"director\":\"Michael John Warren\",\"cast\":\"Nick Kroll, John Mulaney\",\"country\":\"United States\",\"date_added\":\"2017-06-13\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"102 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Two delusional geriatrics reveal curious pasts, share a love of tuna and welcome a surprise guest in this filming of the popular Broadway comedy show.\"},{\"show_id\":\"s1251\",\"type\":\"Movie\",\"title\":\"Cave\",\"director\":\"Henrik Martin Dahlsbakken\",\"cast\":\"Heidi Toini, Benjamin Helstad, Mads Sjogard Pettersen, Ingar Helge Gimle\",\"country\":\"Norway\",\"date_added\":\"2017-06-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"77 min\",\"listed_in\":\"Action & Adventure, International Movies, Thrillers\",\"description\":\"Torn between old camaraderie and recent tensions, three ex-soldiers reunite to explore a deadly cave but soon discover terror beyond all expectations.\"},{\"show_id\":\"s3299\",\"type\":\"Movie\",\"title\":\"Kanavu Variyam\",\"director\":\"Arun Chidambaram\",\"cast\":\"Jiya Anil Manne, Arun Chidambaram, T.P. Gajendran, Gnanasambandam, M. Ilavarasu, Yog Japee, Mayilsamy, Black Pandi\",\"country\":\"India\",\"date_added\":\"2017-06-15\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"104 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Despite doubts from fellow villagers who think he\\u2019s crazy, an ambitious dropout commits himself to solving a persistent local electricity crisis.\"},{\"show_id\":\"s3935\",\"type\":\"Movie\",\"title\":\"Marco Luque: Tamo Junto\",\"director\":\"Caio Cobra\",\"cast\":\"Marco Luque\",\"country\":\"Brazil\",\"date_added\":\"2017-06-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"73 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Eclectic character comedian Marco Luque plays himself in this stand-up special about relationships, regional differences and his own love of movies.\"},{\"show_id\":\"s4252\",\"type\":\"Movie\",\"title\":\"Mr. Gaga: A True Story of Love and Dance\",\"director\":\"Tomer Heymann\",\"cast\":\"Ohad Naharin\",\"country\":\"Israel, Sweden, Germany, Netherlands\",\"date_added\":\"2017-06-15\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"102 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"World-renowned choreographer Ohad Naharin is profiled in this vivid documentary that mixes rehearsal footage with insights about his influence.\"},{\"show_id\":\"s5321\",\"type\":\"Movie\",\"title\":\"S Is for Stanley\",\"director\":\"Alex Infascelli\",\"cast\":null,\"country\":\"Italy\",\"date_added\":\"2017-06-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"82 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This film examines the complex life of iconic filmmaker Stanley Kubrick, as seen through the eyes of his devoted longtime driver, Emilio D'Alessandro.\"},{\"show_id\":\"s6844\",\"type\":\"Movie\",\"title\":\"The Russian Revolution\",\"director\":\"Cal Seville\",\"cast\":\"Jonathan Kydd\",\"country\":\"United Kingdom\",\"date_added\":\"2017-06-15\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"47 min\",\"listed_in\":\"Documentaries\",\"description\":\"Starting in 1881, this film describes how the personal battle between the royal Romanovs and Lenin's Ulyanov family led to the Russian Revolution.\"},{\"show_id\":\"s1508\",\"type\":\"Movie\",\"title\":\"Counterpunch\",\"director\":\"Jay Bulger\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-06-16\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"91 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"As boxing's popularity wanes, three fighters at different stages of their career make sacrifices to pursue their dreams of becoming champions.\"},{\"show_id\":\"s6806\",\"type\":\"Movie\",\"title\":\"The Real Miyagi\",\"director\":\"Kevin Derek\",\"cast\":\"Fumio Demura\",\"country\":\"United States, Canada, Japan, Panama\",\"date_added\":\"2017-06-16\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"81 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"A look at the life of karate master Fumio Demura shows how he spread the discipline in the West, winning countless devotees and influencing Hollywood.\"},{\"show_id\":\"s7565\",\"type\":\"Movie\",\"title\":\"What the Health\",\"director\":\"Kip Andersen, Keegan Kuhn\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-06-16\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"92 min\",\"listed_in\":\"Documentaries\",\"description\":\"This film examines the link between diet and disease, and the billions of dollars at stake in the healthcare, pharmaceutical and food industries.\"},{\"show_id\":\"s6904\",\"type\":\"Movie\",\"title\":\"The Stanford Prison Experiment\",\"director\":\"Kyle Patrick Alvarez\",\"cast\":\"Billy Crudup, Michael Angarano, Ezra Miller, Tye Sheridan, Keir Gilchrist, Olivia Thirlby, Nelsan Ellis, Thomas Mann, Moises Arias, Gaius Charles\",\"country\":\"United States\",\"date_added\":\"2017-06-17\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"122 min\",\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"Conducting a study on the psychology of incarceration, a Stanford professor assigns guard and prisoner roles to 24 male test subjects in a mock jail.\"},{\"show_id\":\"s6485\",\"type\":\"Movie\",\"title\":\"The Incident\",\"director\":\"Isaac Ezban\",\"cast\":\"Raúl Méndez, Nailea Norvind, Hernán Mendoza, Humberto Busto, Fernando Álvarez Rebeil, Gabriel Santoyo, Paulina Montemayor, Héctor Mendoza, Leonel Tinajero, Marcos Moreno\",\"country\":\"Mexico\",\"date_added\":\"2017-06-19\",\"release_year\":2014,\"rating\":\"TV-MA\",\"duration\":\"100 min\",\"listed_in\":\"International Movies, Sci-Fi & Fantasy, Thrillers\",\"description\":\"Two criminals race down a stairwell, a cop close behind. A bickering family begins a road trip. Their journeys will take far longer than expected.\"},{\"show_id\":\"s446\",\"type\":\"Movie\",\"title\":\"Amar Akbar & Tony\",\"director\":\"Atul Malhotra\",\"cast\":\"Rez Kempton, Sam Vincenti, Martin Delaney, Karen David, Laura Aikman, Goldy Notay, Meera Syal, Nina Wadia, Tanveer Ghani, Amrita Acharia\",\"country\":\"United Kingdom\",\"date_added\":\"2017-06-20\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"92 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"The brotherly bond between three childhood friends \\u2013 one Sikh, one Muslim and one Catholic \\u2013 is tested by the often comic absurdities of adulthood.\"},{\"show_id\":\"s5012\",\"type\":\"Movie\",\"title\":\"Puss in Book: Trapped in an Epic Tale\",\"director\":\"Roy Burdine, Johnny Castuciano\",\"cast\":\"Eric Bauza, Jayma Mays, Maria Bamford, Jeff Bennett, Grey Griffin, Carla Jimenez, Paul Rugg, Joshua Rush\",\"country\":\"United States\",\"date_added\":\"2017-06-20\",\"release_year\":2017,\"rating\":\"TV-Y7\",\"duration\":\"24 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"After tumbling into a magic storybook, Puss in Boots must fight, dance and romance his way through wild adventures as he searches for an escape.\"},{\"show_id\":\"s5283\",\"type\":\"Movie\",\"title\":\"Rory Scovel Tries Stand-Up for the First Time\",\"director\":\"Scott Moran\",\"cast\":\"Rory Scovel\",\"country\":\"United States\",\"date_added\":\"2017-06-20\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"66 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Comedian Rory Scovel storms the stage in Atlanta, where he shares unfocused thoughts about things that mystify him, relationships and the \\\"Thong Song.\\\"\"},{\"show_id\":\"s1596\",\"type\":\"Movie\",\"title\":\"Dangal\",\"director\":\"Nitesh Tiwari\",\"cast\":\"Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh, Sanya Malhotra, Aparshakti Khurana, Zaira Wasim, Suhani Bhatnagar, Ritwik Sahore\",\"country\":\"India\",\"date_added\":\"2017-06-21\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"161 min\",\"listed_in\":\"Dramas, International Movies, Sports Movies\",\"description\":\"A once-promising wrestler pursues the gold medal he never won by training two of his daughters to compete at the Commonwealth Games.\"},{\"show_id\":\"s1028\",\"type\":\"Movie\",\"title\":\"Bokeh\",\"director\":\"Geoffrey Orthwein, Andrew Sullivan\",\"cast\":\"Maika Monroe, Matt O'Leary, Arnar Jónsson, Gunnar Helgason, Berglind Rós Sigurðardóttir\",\"country\":\"United States, Iceland\",\"date_added\":\"2017-06-22\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"92 min\",\"listed_in\":\"Dramas, Independent Movies, Sci-Fi & Fantasy\",\"description\":\"After learning they are the sole survivors of an eerie apocalypse, a young American couple on vacation in Iceland ponder their love and the future.\"},{\"show_id\":\"s7688\",\"type\":\"Movie\",\"title\":\"XX\",\"director\":\"Jovanka Vuckovic, Annie Clark, Roxanne Benjamin, Karyn Kusama\",\"cast\":\"Natalie Brown, Jonathan Watton, Melanie Lynskey, Lindsay Burdge, Sheila Vand, Casey Adams, Breeda Wool, Angela Trimbur, Morgan Krantz, Christina Kirk, Kyle Allen, Mike Doyle\",\"country\":\"Canada, United States\",\"date_added\":\"2017-06-22\",\"release_year\":2017,\"rating\":\"R\",\"duration\":\"81 min\",\"listed_in\":\"Horror Movies\",\"description\":\"This four-part anthology of short horror films features stories that include some traditional themes but all are shown from a female point of view.\"},{\"show_id\":\"s454\",\"type\":\"Movie\",\"title\":\"American Anarchist\",\"director\":\"Charlie Siskel\",\"cast\":\"William Powell\",\"country\":\"United States\",\"date_added\":\"2017-06-23\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Documentaries\",\"description\":\"This documentary profiles William Powell, who wrote the \\\"The Anarchist Cookbook\\\" in the early 1970s and spent his later life regretting his actions.\"},{\"show_id\":\"s4502\",\"type\":\"Movie\",\"title\":\"Nobody Speak: Trials of the Free Press\",\"director\":\"Brian Knappenberger\",\"cast\":null,\"country\":\"Netherlands, United States\",\"date_added\":\"2017-06-23\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"96 min\",\"listed_in\":\"Documentaries\",\"description\":\"Hulk Hogan's court case against Gawker Media sheds light on wealthy, powerful figures who challenge freedom of the press in order to silence critics.\"},{\"show_id\":\"s5990\",\"type\":\"Movie\",\"title\":\"Tarzan 2\",\"director\":\"Brian Smith\",\"cast\":\"Harrison Chad, George Carlin, Brad Garrett, Ron Perlman, Estelle Harris, Glenn Close, Lance Henriksen, Brenda Grate, Harrison Fahn\",\"country\":\"United States\",\"date_added\":\"2017-06-23\",\"release_year\":2005,\"rating\":\"G\",\"duration\":\"72 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"How did the King of the Jungle ascend to the throne? Find out in this charming prequel to the hit animated movie that catches Tarzan as a young child.\"},{\"show_id\":\"s7730\",\"type\":\"Movie\",\"title\":\"You Get Me\",\"director\":\"Brent Bonacorso\",\"cast\":\"Bella Thorne, Halston Sage, Taylor John Smith, Nash Grier, Anna Akana, Kathryn Morris, Brigid Brannagh, Kimberly Williams-Paisley, Tyler Hanson\",\"country\":\"United States\",\"date_added\":\"2017-06-23\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"After a one-night stand, Holly develops a dangerous obsession with Tyler and transfers to his high school, desperate to keep their \\\"romance\\\" alive.\"},{\"show_id\":\"s1120\",\"type\":\"Movie\",\"title\":\"Bruno and Boots: Go Jump in the Pool\",\"director\":\"Vivieno Caldinelli\",\"cast\":\"Jonny Gray, Callan Potter, Peter Keleghan, Hannah Vandenbygaart, Kiana Madeira, Joshua Kilimnik, Drew Haytaoglu, Isiah Lea, Scott Thompson, Caroline Rhea\",\"country\":\"Canada\",\"date_added\":\"2017-06-24\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"91 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"To keep pal Boots from being sent to a rival school with better athletics, prankster Bruno leads an epic campaign to build a pool at Macdonald Hall.\"},{\"show_id\":\"s1122\",\"type\":\"Movie\",\"title\":\"Bruno and Boots: This Can't Be Happening at Macdonald Hall\",\"director\":\"Vivieno Caldinelli\",\"cast\":\"Jonny Gray, Callan Potter, Peter Keleghan, Caroline Rhea\",\"country\":\"Canada\",\"date_added\":\"2017-06-24\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"90 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"The biggest troublemakers at Macdonald Hall are Bruno and Boots, who are caught and face an unthinkable punishment: separation into different dorms.\"},{\"show_id\":\"s3271\",\"type\":\"Movie\",\"title\":\"Kaabil\",\"director\":\"Sanjay 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Codina\",\"country\":\"Spain\",\"date_added\":\"2017-07-01\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"105 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"At Christmas, Zip and Zap take a trip with their parents to a remote island, where a friendly woman runs a children's home and mystery awaits.\"},{\"show_id\":\"s961\",\"type\":\"Movie\",\"title\":\"Black Rose\",\"director\":\"Alexander Nevsky\",\"cast\":\"Alexander Nevsky, Kristanna Loken, Adrian Paul, Robert Davi, Robert Madrid, Matthias Hues, Oksana Sidorenko, Emmanuil Vitorgan, Olga Rodionova, Polina Butorina\",\"country\":\"Russia, United States\",\"date_added\":\"2017-07-02\",\"release_year\":2014,\"rating\":\"TV-MA\",\"duration\":\"83 min\",\"listed_in\":\"Action & Adventure, International Movies\",\"description\":\"When a number of Russian women are brutally murdered in Los Angeles, the police call on a Moscow detective to help track down the serial killer.\"},{\"show_id\":\"s7398\",\"type\":\"Movie\",\"title\":\"Vegas Baby\",\"director\":\"Amanda Micheli\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-07-04\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"78 min\",\"listed_in\":\"Documentaries\",\"description\":\"A Las Vegas doctor's controversial online contest sees anxious entrants vie for free in vitro fertilization, a procedure rarely covered by insurance.\"},{\"show_id\":\"s4242\",\"type\":\"Movie\",\"title\":\"Motu Patlu: King of Kings\",\"director\":\"Suhas Kadav\",\"cast\":\"Saurav Chakrabarty, Vinay Pathak\",\"country\":\"India\",\"date_added\":\"2017-07-06\",\"release_year\":2016,\"rating\":\"TV-Y7-FV\",\"duration\":\"109 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Motu and Patlu want to help a circus lion get back to the jungle. On the way, the three become caught up in an exciting adventure in the forest.\"},{\"show_id\":\"s5748\",\"type\":\"Movie\",\"title\":\"Speech & Debate\",\"director\":\"Dan Harris\",\"cast\":\"Liam James, Sarah Steele, Austin McKenzie, Roger Bart, Janeane Garofalo, Wendi McLendon-Covey, Kal Penn, Kimberly Williams-Paisley, Skylar Astin, Edgar Arreola, Sarah Baker\",\"country\":\"United States\",\"date_added\":\"2017-07-06\",\"release_year\":2017,\"rating\":\"PG-13\",\"duration\":\"96 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"Fed up with the hypocrisy of the adults around them, three creative high school misfits revive an old debate club as a way to fight back.\"},{\"show_id\":\"s48\",\"type\":\"Movie\",\"title\":\"1 Mile to You\",\"director\":\"Leif Tilden\",\"cast\":\"Billy Crudup, Graham Rogers, Liana Liberato, Stefanie Scott, Tim Roth, Melanie Lynskey, Thomas Cocquerel, Peter Coyote\",\"country\":\"United States\",\"date_added\":\"2017-07-07\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"105 min\",\"listed_in\":\"Dramas, Romantic Movies, Sports Movies\",\"description\":\"After escaping the bus accident that killed his girlfriend, a high school student channels his grief into running, with the help of a new coach.\"},{\"show_id\":\"s5960\",\"type\":\"Movie\",\"title\":\"Take Me\",\"director\":\"Pat Healy\",\"cast\":\"Taylor Schilling, Pat Healy, Alycia Delmore, Jim O'Heir, Brooke Dillman, Mark Kelly, Toby Huss, Alejandro Patiño\",\"country\":\"United States\",\"date_added\":\"2017-07-07\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"84 min\",\"listed_in\":\"Comedies, Independent Movies\",\"description\":\"With his simulated kidnapping business flagging, an entrepreneur jumps at a weekend abduction opportunity \\u2013 only to find the job isn't what it seems.\"},{\"show_id\":\"s5523\",\"type\":\"Movie\",\"title\":\"Sex Doll\",\"director\":\"Sylvie Verheyde\",\"cast\":\"Hafsia Herzi, Ash Stymest, Karole Rocher, Paul Hamy, Ira Max, Lindsay Karamoh, Myriam Djeljeli\",\"country\":\"United Kingdom, France\",\"date_added\":\"2017-07-10\",\"release_year\":2016,\"rating\":\"UR\",\"duration\":\"103 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"A high-end call girl falls for a handsome man she meets at a nightclub, but he harbors a secret that throws a wrench in their relationship.\"},{\"show_id\":\"s1564\",\"type\":\"Movie\",\"title\":\"D.L. 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Hughley entertains with his hilarious take on current affairs and more.\"},{\"show_id\":\"s4353\",\"type\":\"Movie\",\"title\":\"My Scientology Movie\",\"director\":\"John Dower\",\"cast\":\"Louis Theroux\",\"country\":\"United Kingdom\",\"date_added\":\"2017-07-13\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Documentaries\",\"description\":\"After speaking with former Scientology members and being stonewalled by higher-ups, filmmaker Louis Theroux hires actors to re-create alleged events.\"},{\"show_id\":\"s7139\",\"type\":\"Movie\",\"title\":\"Tom Segura: Completely Normal\",\"director\":\"Jay Chapman\",\"cast\":\"Tom Segura\",\"country\":\"United States\",\"date_added\":\"2017-07-13\",\"release_year\":2014,\"rating\":\"TV-MA\",\"duration\":\"74 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Levelheaded stand-up Tom Segura shares offhand appraisals on hotels and opens up about his hobbies and digestive ailments in this comedy special.\"},{\"show_id\":\"s1129\",\"type\":\"Movie\",\"title\":\"Buddy Thunderstruck: The Maybe Pile\",\"director\":\"Harry Chaskin\",\"cast\":\"Brian Atkinson, Ted Raimi, Harry Chaskin, Debi Derryberry, Philip Maurice Hayes, Leigh Kelly, J.D. Ryznar, Nick Shakoour, Ryan Wiesbrock, Clark Wiesbrock\",\"country\":\"United States\",\"date_added\":\"2017-07-14\",\"release_year\":2017,\"rating\":\"TV-Y7\",\"duration\":\"14 min\",\"listed_in\":\"Movies\",\"description\":\"Champion truck-racing dog Buddy and his best friend, ferret mechanic Darnell, paw through the \\\"maybe pile\\\" and test out a bunch of crazy stunts.\"},{\"show_id\":\"s1291\",\"type\":\"Movie\",\"title\":\"Chasing Coral\",\"director\":\"Jeff Orlowski\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-07-14\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"89 min\",\"listed_in\":\"Documentaries\",\"description\":\"Divers, scientists and photographers around the world mount an epic underwater campaign to document the disappearance of coral reefs.\"},{\"show_id\":\"s7118\",\"type\":\"Movie\",\"title\":\"To the Bone\",\"director\":\"Marti Noxon\",\"cast\":\"Lily Collins, Keanu Reeves, Carrie Preston, Lili Taylor, Alex Sharp, Liana 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romance.\"},{\"show_id\":\"s5627\",\"type\":\"Movie\",\"title\":\"Singh Saab the Great\",\"director\":\"Anil Sharma\",\"cast\":\"Sunny Deol, Urvashi Rautela, Prakash Raj, Amrita Rao, Anjali Abrol, Johnny Lever, Sanjay Mishra, Yashpal Sharma, Manoj Pahwa, Raj Premi\",\"country\":\"India\",\"date_added\":\"2017-07-15\",\"release_year\":2013,\"rating\":\"TV-14\",\"duration\":\"143 min\",\"listed_in\":\"Action & Adventure, Dramas, International Movies\",\"description\":\"As the result of a TV journalist's curiosity, the amazing saga of an honorable government tax collector's past comes to light.\"},{\"show_id\":\"s7437\",\"type\":\"Movie\",\"title\":\"Vitti Dandu\",\"director\":\"Ganesh Kadam\",\"cast\":\"Dilip Prabhavalkar, Ashok Samarth, Yatin Karyekar, Nishant Bhavsar, Mrunal Thakur, Vikas Kadam, Utpal Sawant, Ravindra Mankani, Shubhankar Atre, Charudatta Bhagwat\",\"country\":\"India\",\"date_added\":\"2017-07-15\",\"release_year\":2014,\"rating\":\"TV-14\",\"duration\":\"116 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Fernandez, Fabián López, Justin Nesbitt, Pedro Rodman Rodriguez\",\"country\":\"Mexico\",\"date_added\":\"2017-09-15\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"92 min\",\"listed_in\":\"Action & Adventure, Independent Movies\",\"description\":\"An ex-MMA champion reduced to fixing fights in Mexico must win one last match to save his girlfriend, who's been kidnapped by the mob.\"},{\"show_id\":\"s5853\",\"type\":\"Movie\",\"title\":\"Strong Island\",\"director\":\"Yance Ford\",\"cast\":null,\"country\":\"United States, Denmark\",\"date_added\":\"2017-09-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"108 min\",\"listed_in\":\"Documentaries\",\"description\":\"The forces of family, grief and racial injustice converge in this powerful documentary exploring the murder of filmmaker Yance Ford's brother.\"},{\"show_id\":\"s735\",\"type\":\"Movie\",\"title\":\"Barbie Dolphin Magic\",\"director\":\"Conrad Helten\",\"cast\":\"Erica Lindbeck, Shannon Chan-Kent, Kazumi Evans, Claire Corlett, Ciana Swales, Adrian Petriw, Maryke Hendrikse, Paul Dobson, Garry Chalk\",\"country\":\"United States, Canada\",\"date_added\":\"2017-09-18\",\"release_year\":2017,\"rating\":\"TV-Y\",\"duration\":\"64 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"While visiting Ken and exploring a coral reef, Barbie and her sisters make an amazing discovery and meet a mysterious new friend.\"},{\"show_id\":\"s3154\",\"type\":\"Movie\",\"title\":\"Jerry Before Seinfeld\",\"director\":\"Michael Bonfiglio\",\"cast\":\"Jerry Seinfeld\",\"country\":\"United States\",\"date_added\":\"2017-09-19\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"62 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Jerry Seinfeld returns to the club that gave him his start in the 1970s, mixing iconic jokes with stories from his childhood and early days in comedy.\"},{\"show_id\":\"s2336\",\"type\":\"Movie\",\"title\":\"Gaga: Five Foot Two\",\"director\":\"Chris Moukarbel\",\"cast\":\"Lady Gaga\",\"country\":\"United States\",\"date_added\":\"2017-09-22\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"101 min\",\"listed_in\":\"Documentaries, Music & Musicals\",\"description\":\"Follow pop provocateur Lady Gaga as she releases a new album, preps for her Super Bowl halftime show, and confronts physical and emotional struggles.\"},{\"show_id\":\"s6108\",\"type\":\"Movie\",\"title\":\"The Bad Batch\",\"director\":\"Ana Lily Amirpour\",\"cast\":\"Suki Waterhouse, Jason Momoa, Keanu Reeves, Jim Carrey, Giovanni Ribisi, Yolonda Ross\",\"country\":\"United States\",\"date_added\":\"2017-09-22\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"Banished to a wasteland of undesirables, a young woman struggles to find her feet among a drug-soaked desert society and an enclave of cannibals.\"},{\"show_id\":\"s5937\",\"type\":\"Movie\",\"title\":\"Swearnet: The Movie\",\"director\":\"Warren P. 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Smoove, Joe Torry, Kid Capri, Mike Epps, Sheryl Underwood, Tracy Morgan, Deon Cole\",\"country\":\"United States\",\"date_added\":\"2017-09-26\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"82 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"In this special live event, giants of stand-up come together to commemorate the 25th anniversary of Russell Simmons's groundbreaking \\\"Def Comedy Jam.\\\"\"},{\"show_id\":\"s5171\",\"type\":\"Movie\",\"title\":\"Restless Creature: Wendy Whelan\",\"director\":\"Linda Saffire, Adam Schlesinger\",\"cast\":\"Peter Martins, Sean Suozzi, Gretchen Smith, Ashley Laracey, Tiler Peck, Damian Woetzel, Albert Evans, Sterling Hyltin, Craig Hall, Peter Boal, Karen Young, Michelle Rodriguez, Jock Soto, Adam Barrett\",\"country\":\"United States\",\"date_added\":\"2017-09-26\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"94 min\",\"listed_in\":\"Documentaries\",\"description\":\"After 30 years with the New York City Ballet, celebrated dancer Wendy Whelan redefines herself as an artist in a new stage of life.\"},{\"show_id\":\"s4267\",\"type\":\"Movie\",\"title\":\"Much Loved\",\"director\":\"Nabil Ayouch\",\"cast\":\"Loubna Abidar, Asmaa Lazrak, Halima Karaouane, Sara El Mhamdi Elaaloui, Abdellah Didane, Danny Boushebel, Carlo Brandt, Camélia Montassere\",\"country\":\"France, Morocco\",\"date_added\":\"2017-09-27\",\"release_year\":2015,\"rating\":\"TV-MA\",\"duration\":\"104 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Four friends who make their living as prostitutes in Morocco deal with both the dangers and stigma that come with their profession.\"},{\"show_id\":\"s1021\",\"type\":\"Movie\",\"title\":\"Bobby Sands: 66 Days\",\"director\":\"Brendan Byrne\",\"cast\":null,\"country\":\"Ireland, United Kingdom\",\"date_added\":\"2017-09-28\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"106 min\",\"listed_in\":\"Documentaries\",\"description\":\"In 1981, an imprisoned Irish Republican Army soldier went on a hunger strike that galvanized his movement and made him a controversial global icon.\"},{\"show_id\":\"s2380\",\"type\":\"Movie\",\"title\":\"Gerald's Game\",\"director\":\"Mike Flanagan\",\"cast\":\"Carla Gugino, Bruce Greenwood, Henry Thomas, Carel Struycken, Chiara Aurelia\",\"country\":\"United States\",\"date_added\":\"2017-09-29\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"103 min\",\"listed_in\":\"Horror Movies, Thrillers\",\"description\":\"When her husband's sex game goes wrong, Jessie \\u2013 handcuffed to a bed in a remote lake house \\u2013 faces warped visions, dark secrets and a dire choice.\"},{\"show_id\":\"s3713\",\"type\":\"Movie\",\"title\":\"Long Shot\",\"director\":\"Jacob LaMendola\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-09-29\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"40 min\",\"listed_in\":\"Documentaries\",\"description\":\"When Juan Catalan is arrested for a murder he didn't commit, he builds his case for innocence around raw footage from a popular TV show. 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Simmons, Tony Robinow, Mark Camacho, Tod Fennell, Carlos Alazraqui, Kari Wahlgren\",\"country\":\"France, Canada, Belgium\",\"date_added\":\"2017-10-01\",\"release_year\":2015,\"rating\":\"PG\",\"duration\":\"107 min\",\"listed_in\":\"Action & Adventure, Comedies, International Movies\",\"description\":\"After the world's top scientists disappear, orphaned April secretly forges ahead with a family experiment and gets tangled up in a vast conspiracy.\"},{\"show_id\":\"s734\",\"type\":\"Movie\",\"title\":\"Barbie & Her Sisters in a Pony Tale\",\"director\":\"Kyran Kelly\",\"cast\":\"Kelly Sheridan, Kazumi Evans, Claire Corlett, Ashlyn Drummond, Alex Kelly, Tabitha St. Germain, Shannon Chan-Kent\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2013,\"rating\":\"TV-Y\",\"duration\":\"74 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Barbie and her sisters set off on a Swiss adventure to the majestic Alps, where they're excited to spend the summer at a fun-filled riding academy!\"},{\"show_id\":\"s738\",\"type\":\"Movie\",\"title\":\"Barbie in A Mermaid Tale\",\"director\":\"Adam Wood\",\"cast\":\"Kelly Sheridan, Kathleen Barr, Tabitha St. Germain, Peter Mel, Nakia Burrise, Maryke Hendrikse, Emma Pierson, Ciara Janson, Garry Chalk, Nicole Oliver\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2010,\"rating\":\"TV-Y\",\"duration\":\"74 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Surf champ Merliah discovers she's actually a mermaid in a girl's body. With the help of a dolphin, Merliah must rescue her mom, the Queen of Oceana.\"},{\"show_id\":\"s739\",\"type\":\"Movie\",\"title\":\"Barbie in Princess Power\",\"director\":\"Zeke Norton\",\"cast\":\"Kelly Sheridan, Britt Irvin, Michael Kopsa, Rebecca Husain, Kira Tozer\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2015,\"rating\":\"TV-Y\",\"duration\":\"74 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"A princess with a predictable life finds herself transformed by a magical butterfly's kiss into Super Sparkle, a crime-fighting superhero.\"},{\"show_id\":\"s740\",\"type\":\"Movie\",\"title\":\"Barbie in Rock 'N Royals\",\"director\":\"Karen J. 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When a famous pop star visits the kingdom, they decide to switch places.\"},{\"show_id\":\"s748\",\"type\":\"Movie\",\"title\":\"Barbie: Video Game Hero\",\"director\":\"Conrad Helten, Ezekiel Norton, Michael Goguen\",\"cast\":\"Erica Lindbeck, Sienna Bohn, Shannon Chan-Kent, Michael Dobson, Alyssya Swales, Rebekah Asselstine, Brad Swaile, Sam Vincent, Ingrid Nilson, Nesta Cooper\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2017,\"rating\":\"TV-Y\",\"duration\":\"72 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Pulled into her favorite video game, Barbie becomes a fun, roller-skating heroine who's battling a sinister emoji that's trying to take over.\"},{\"show_id\":\"s1067\",\"type\":\"Movie\",\"title\":\"Boy and the World\",\"director\":\"Alê Abreu\",\"cast\":\"Vinícius Garcia, Felipe Zilse, Alê Abreu, Lu Horta, Marco Aurélio Campos, Cassius Romero, Alfredo Rollo\",\"country\":\"Brazil\",\"date_added\":\"2017-10-01\",\"release_year\":2013,\"rating\":\"PG\",\"duration\":\"80 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Young Cuca leaves his idyllic village on a grand adventure to find his father, who has traveled to the city seeking work.\"},{\"show_id\":\"s2232\",\"type\":\"Movie\",\"title\":\"For Your Own Good\",\"director\":\"Carlos Therón\",\"cast\":\"Jose Coronado, Javier Cámara, Roberto Álamo, Pilar Castro, María Pujalte, Carmen Ruiz, Silvia Alonso, Georgina Amorós, Andrea Ros, Miki Esparbé\",\"country\":\"Spain\",\"date_added\":\"2017-10-01\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"Three brothers-in-law join forces to secretly drive away their daughters' undesirable boyfriends: anarchist Álex, bad-boy Dani and playboy Ernesto.\"},{\"show_id\":\"s2255\",\"type\":\"Movie\",\"title\":\"Franca: Chaos and Creation\",\"director\":\"Francesco Carrozzini\",\"cast\":null,\"country\":\"United States, Italy\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"79 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"A documentary filmmaker chronicles the life and times of his mother, Franca Sozzani, the editor of Italian Vogue and a fashion-world provocateur.\"},{\"show_id\":\"s2256\",\"type\":\"Movie\",\"title\":\"Frances Ha\",\"director\":\"Noah Baumbach\",\"cast\":\"Greta Gerwig, Mickey Sumner, Charlotte d'Amboise, Adam Driver, Hannah Dunne, Michael Esper, Grace Gummer, Patrick Heusinger, Josh Hamilton, Cindy Katz, Maya Kazan, Justine Lupe, Britta Phillips, Juliet Rylance, Dean Wareham, Michael Zegen\",\"country\":\"United States, Brazil\",\"date_added\":\"2017-10-01\",\"release_year\":2012,\"rating\":\"R\",\"duration\":\"86 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"Determined to make it as a modern dancer in New York, a young woman pursues her unlikely goal with more enthusiasm than natural talent.\"},{\"show_id\":\"s2371\",\"type\":\"Movie\",\"title\":\"Generation Iron 2\",\"director\":\"Vlad Yudin\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2017,\"rating\":\"PG-13\",\"duration\":\"107 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"New-generation bodybuilding stars \\u2013 including Rich Piana, Kai Greene and Calum von Moger \\u2013 share their experiences competing in the demanding sport.\"},{\"show_id\":\"s2399\",\"type\":\"Movie\",\"title\":\"Ghost Patrol\",\"director\":\"Karen J. Lloyd\",\"cast\":\"Scott McNeil, Vincent Tong, Travis Turner, Shannon Chan-Kent, Lili Beaudoin\",\"country\":\"Canada\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-Y7\",\"duration\":\"47 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Two kids and their pet dog (aka the Ghost Patrol) get a call about an old manor and soon find they are investigating their first real haunted house.\"},{\"show_id\":\"s2889\",\"type\":\"Movie\",\"title\":\"I Am Bolt\",\"director\":\"Benjamin Turner, Gabe Turner\",\"cast\":\"Usain Bolt\",\"country\":\"United Kingdom\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"PG\",\"duration\":\"107 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"Mixing archival footage with present-day interviews, Olympic champion and global icon Usain Bolt opens up about his athletic legacy.\"},{\"show_id\":\"s2924\",\"type\":\"Movie\",\"title\":\"I'm in Love with a Church Girl\",\"director\":\"Steve Race\",\"cast\":\"Ja Rule, Adrienne Bailon, Stephen Baldwin, Vincent Pastore, Michael Madsen, T-Bone, Martin Kove, Toby Mac\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2013,\"rating\":\"PG\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, Faith & Spirituality, Romantic Movies\",\"description\":\"When a tough-minded ex-drug dealer falls for a beautiful but highly devout woman, their mutual attraction takes them both down a twisty path.\"},{\"show_id\":\"s2935\",\"type\":\"Movie\",\"title\":\"Ice Guardians\",\"director\":\"Brett Harvey\",\"cast\":\"Dave Brown, Brett Hull, Rob Ray, Jarome Iginla, Wendel Clark, Scott Parker, Dave schultz, Jay Baruchel\",\"country\":\"Canada, Ireland, United States\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"108 min\",\"listed_in\":\"Documentaries, International Movies, Sports Movies\",\"description\":\"This film explores the controversial role of ice hockey \\\"enforcers,\\\" as well as the physical and mental price paid by the game's notorious tough guys.\"},{\"show_id\":\"s3287\",\"type\":\"Movie\",\"title\":\"Kahlil Gibran's The Prophet\",\"director\":\"Roger Allers, Gaëtan Brizzi, Paul Brizzi, Joan C. Gratz, Mohammed Saeed Harib, Tomm Moore, Nina Paley, Bill Plympton, Joann Sfar, Michael Socha\",\"cast\":\"Liam Neeson, Salma Hayek, John Krasinski, Frank Langella, Alfred Molina, John Rhys-Davies, Quvenzhané Wallis\",\"country\":\"United States, France, Canada, Lebanon, Qatar\",\"date_added\":\"2017-10-01\",\"release_year\":2014,\"rating\":\"PG\",\"duration\":\"85 min\",\"listed_in\":\"Children & Family Movies, Dramas\",\"description\":\"A troubled young girl and her mother find solace on a journey with a subversive poet whose words captivate their hearts and imaginations.\"},{\"show_id\":\"s4136\",\"type\":\"Movie\",\"title\":\"Miss Hokusai\",\"director\":\"Keiichi Hara\",\"cast\":\"Anne Watanabe, Yutaka Matsushige, Gaku Hamada, Kengo Kora, Jun Miho, Shion Shimizu, Michitaka Tsutsui, Ethan Murray, Kevin T. Collins, Barbara Goodson, Cindy Robinson, Mike Pollock, Robbie Daymond, Marc Diraison, Richard Epcar, Erica Lindbeck\",\"country\":\"Japan\",\"date_added\":\"2017-10-01\",\"release_year\":2015,\"rating\":\"PG-13\",\"duration\":\"90 min\",\"listed_in\":\"Anime Features\",\"description\":\"Herself a talented artist, O-Ei works with her father, Tetsuzo, later known as Hokusai, on the woodblock prints that would make Edo famous worldwide.\"},{\"show_id\":\"s4195\",\"type\":\"Movie\",\"title\":\"Monster High: Great Scarrier Reef\",\"director\":\"William Lau\",\"cast\":\"Larissa Galagher, Kate Higgins, Debi Derryberry, Salli Saffioti, America Young, Evan Smith, Lyndsy Kail, Rachel Staman, Cherami Leigh, Paula Rhodes, Erin Fitzgerald\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-Y7\",\"duration\":\"72 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"At a Monster High party, Lagoona and pals are sucked into the reef, where she'll have to come to terms with her flaws and confront an old frenemy.\"},{\"show_id\":\"s4197\",\"type\":\"Movie\",\"title\":\"Monster High: New Ghoul at School\",\"director\":\"Audu Paden, Eric Radomski\",\"cast\":\"Kate Higgins, Salli Saffioti, Debi Derryberry, Laura Bailey, Yuri Lowenthal, Audu Paden, Troy Baker, Erin Fitzgerald\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2010,\"rating\":\"TV-Y7\",\"duration\":\"23 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Insecure new student Frankie Stein struggles to fit in at Monster High, where ultra-cool ghoul Cleo De Nile and hunky monster Deuce rule the roost.\"},{\"show_id\":\"s4328\",\"type\":\"Movie\",\"title\":\"My Life as a Zucchini\",\"director\":\"Claude Barras\",\"cast\":\"Gaspard Schlatter, Sixtine Murat, Paulin Jaccoud, Michel Vuillermoz, Raul Ribera, Estelle Hennard, Elliot Sanchez, Lou Wick, Brigitte Rosset, Natacha Koutchoumov, Monica Budde, Adrien Barazzone, Will Forte, Nick Offerman, Ellen Page, Amy Sedaris\",\"country\":\"Switzerland, France\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"PG-13\",\"duration\":\"68 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"A 9-year-old boy finds his life upended when he's sent to live in an orphanage in this stop-motion animated tale of loss, friendship and young love.\"},{\"show_id\":\"s4844\",\"type\":\"Movie\",\"title\":\"Phantom Boy\",\"director\":\"Jean-Loup Felicioli, Alain Gagnol\",\"cast\":\"Marcus D'Angelo, Vincent D'Onofrio, Fred Armisen, Jared Padalecki, Joey Camen, Brian T. Delaney, Melissa Disney, Bill Lobley, Amanda Céline Miller, Dana Snyder, Stephanie Sheh\",\"country\":\"France, Belgium\",\"date_added\":\"2017-10-01\",\"release_year\":2015,\"rating\":\"PG\",\"duration\":\"85 min\",\"listed_in\":\"Action & Adventure, Dramas, International Movies\",\"description\":\"A boy whose illness allows him to float outside his body uses his newfound skill to help a cop take on a madman who's terrorizing New York City.\"},{\"show_id\":\"s6376\",\"type\":\"Movie\",\"title\":\"The Free Man\",\"director\":\"Toa Fraser\",\"cast\":\"Jossi Wells\",\"country\":\"New Zealand\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-PG\",\"duration\":\"84 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"Olympic freestyle skier Jossi Wells learns the dangerous extreme sport of highlining with help from death-defying daredevils the Flying Frenchies.\"},{\"show_id\":\"s6599\",\"type\":\"Movie\",\"title\":\"The Lion Woman\",\"director\":\"Vibeke Idsøe\",\"cast\":\"Rolf Lassgård, Kjersti Tveterås, Rolf Kristian Larsen, Ole Johan Skjelbred-Knutsen, Karen-Lise Mynster, Ida Ursin-Holm, Lisa Loven Kongsli, Connie Nielsen, Henrik Mestad, Kåre Conradi, Mathilde Thomine Storm\",\"country\":\"Norway, Germany\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"118 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A girl born with a condition that causes abnormal hair growth across her body tries to cope with the challenges of being different.\"},{\"show_id\":\"s6774\",\"type\":\"Movie\",\"title\":\"The President's Barber\",\"director\":\"Chan-sang Lim\",\"cast\":\"Kang-ho Song, So-ri Moon, Jae-eung Lee, Yeong-jin Jo, Byung-ho Son, Yong-soo park, Seung-soo Ryu, Ju-sang Yun, Gyu-su Jeong, Dal-su Oh\",\"country\":\"South Korea\",\"date_added\":\"2017-10-01\",\"release_year\":2004,\"rating\":\"TV-MA\",\"duration\":\"116 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"The personal barber to the president, as well as his wife and only son, get tangled in the political chaos that gripped South Korea in the late 1900s.\"},{\"show_id\":\"s7132\",\"type\":\"Movie\",\"title\":\"Tokyo Idols\",\"director\":\"Kyoko Miyake\",\"cast\":null,\"country\":\"United Kingdom, Canada, Japan\",\"date_added\":\"2017-10-01\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"89 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"This documentary follows J-Pop idol Rio and her predominantly middle-aged fans, and their seemingly transactional interactions.\"},{\"show_id\":\"s7405\",\"type\":\"Movie\",\"title\":\"Verónica\",\"director\":\"Carlos Algara, Alejandro Martinez-Beltran\",\"cast\":\"Arcelia Ramírez, Olga Segura, Sofía Garza\",\"country\":\"Mexico\",\"date_added\":\"2017-10-01\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"A reclusive psychologist agrees to treat a patient \\u2013 whose therapist is missing \\u2013 at her remote cabin, where the women test each other's boundaries.\"},{\"show_id\":\"s7527\",\"type\":\"Movie\",\"title\":\"Welcome to Monster High: The Origin Story\",\"director\":\"Stephen Donnelly, Olly Reid, Jun Falkenstein\",\"cast\":\"Debi Derryberry, Cassandra Morris, Salli Saffioti, Larissa Gallagher, Cristina Milizia, Michael Sorich, Jonquil Goode, Travis Dresden, Evan Smith\",\"country\":\"United States\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-Y7\",\"duration\":\"73 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Dracula's daughter Draculaura sets out to create a new kind of school where monsters of all kinds can be themselves and have a scary good time.\"},{\"show_id\":\"s7677\",\"type\":\"Movie\",\"title\":\"Wrong Side Raju\",\"director\":\"Mikhil Musale\",\"cast\":\"Pratik Gandhi, Kimberley Louisa McBeath, Asif Basra, Kavi Shastri, Hetal Puniwala, Ragi Jani, Makarand Shukla, Alok Gagdekar, Jayesh More, Siddharth Randeria, Kenneth Desai\",\"country\":\"India\",\"date_added\":\"2017-10-01\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"140 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"The life of a chauffeur and part-time bootlegger takes a turn toward the dramatic when a girl approaches him to buy illicit alcohol.\"},{\"show_id\":\"s5662\",\"type\":\"Movie\",\"title\":\"Sleeping with Other People\",\"director\":\"Leslye Headland\",\"cast\":\"Jason Sudeikis, Alison Brie, Adam Scott, Jason Mantzoukas, Natasha Lyonne, Adam Brody, Amanda Peet\",\"country\":\"United States\",\"date_added\":\"2017-10-02\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"101 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"Many years after hooking up in 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humanity.\"},{\"show_id\":\"s2233\",\"type\":\"Movie\",\"title\":\"Forbidden Games: The Justin Fashanu Story\",\"director\":\"Jon Carey, Adam Darke\",\"cast\":\"Justin Fashanu, John Fashanu\",\"country\":\"United Kingdom\",\"date_added\":\"2017-12-01\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"81 min\",\"listed_in\":\"Documentaries, International Movies, LGBTQ Movies\",\"description\":\"This documentary chronicles the tragic, true story of Justin Fashanu, the first \\u2013 and only \\u2013 openly gay man to have played professional soccer.\"},{\"show_id\":\"s2749\",\"type\":\"Movie\",\"title\":\"Hisss\",\"director\":\"Jennifer Lynch\",\"cast\":\"Mallika Sherawat, Irrfan Khan, Jeff Doucette, Divya Dutta, Raman Trikha, Mahmoud Babai, Raj Bhansali, Sunny Charles, Tony Ciccone, Parvez Khan\",\"country\":\"India, United States\",\"date_added\":\"2017-12-01\",\"release_year\":2010,\"rating\":\"TV-MA\",\"duration\":\"97 min\",\"listed_in\":\"Horror Movies, International 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Smoove, Vanessa Bayer, Robert Capron, Willie Garson, Lew Schneider\",\"country\":\"United States\",\"date_added\":\"2018-01-12\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"94 min\",\"listed_in\":\"Comedies, Independent Movies\",\"description\":\"Determined to make it big in America, Polish-born bandleader Jan Lewan draws his fans into a Ponzi scheme in this comedy based on a true story.\"},{\"show_id\":\"s6816\",\"type\":\"Movie\",\"title\":\"The Reservoir Game\",\"director\":\"Choi Jin-seong\",\"cast\":null,\"country\":\"South Korea\",\"date_added\":\"2018-01-12\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"100 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"An investigative reporter seeks to expose the whereabouts of a slush fund belonging to the former president of South Korea, Lee Myung-bak.\"},{\"show_id\":\"s7140\",\"type\":\"Movie\",\"title\":\"Tom Segura: Disgraceful\",\"director\":\"Jay Karas\",\"cast\":\"Tom Segura\",\"country\":\"United States\",\"date_added\":\"2018-01-12\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"71 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Tom Segura gives voice to the sordid thoughts you'd never say out loud, with blunt musings on porn, parking lot power struggles, parenthood and more.\"},{\"show_id\":\"s152\",\"type\":\"Movie\",\"title\":\"A Boy Called Po\",\"director\":\"John Asher\",\"cast\":\"Christopher Gorham, Julian Feder, Kaitlin Doubleday, Andrew Bowen, Caitlin Carmichael, Sean Gunn, Bryan Batt, Fay Masterson, Brian George\",\"country\":\"United States\",\"date_added\":\"2018-01-15\",\"release_year\":2016,\"rating\":\"PG\",\"duration\":\"94 min\",\"listed_in\":\"Dramas, Sci-Fi & Fantasy\",\"description\":\"After his wife's death, an overworked engineer struggles to care for his son with autism, who regresses into a fantasy world to escape real-life bullying.\"},{\"show_id\":\"s392\",\"type\":\"Movie\",\"title\":\"Alibaba Aur 40 Chor\",\"director\":\"Latif Faiziyev, Umesh Mehra\",\"cast\":\"Dharmendra, Hema Malini, Zeenat Aman, Rolan Bykov, Prem Chopra, Yakub Akhmedov, Madan Puri, Sofiko Chiaureli\",\"country\":\"Soviet Union, India\",\"date_added\":\"2018-01-15\",\"release_year\":1980,\"rating\":\"TV-14\",\"duration\":\"147 min\",\"listed_in\":\"Action & Adventure, International Movies, Sci-Fi & Fantasy\",\"description\":\"A simple village man is thrown into a web of political intrigue after he takes on a powerful and ruthless gang of bandits.\"},{\"show_id\":\"s1839\",\"type\":\"Movie\",\"title\":\"Down The Fence\",\"director\":\"M.J. 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Smith, Michael Soulema\",\"country\":\"United States\",\"date_added\":\"2018-01-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"Two former friends, who now live far apart, learn about each other's insecurities and secrets over a series of video chats.\"},{\"show_id\":\"s3914\",\"type\":\"Movie\",\"title\":\"Manolo: The Boy Who Made Shoes for Lizards\",\"director\":\"Michael Roberts\",\"cast\":\"Manolo Blahnik, Anna Wintour, André Leon Talley, Paloma Picasso, Candace Bushnell, Iman, Rihanna, Naomi Campbell, Isaac Mizrahi, Rupert Everett, Sofia Coppola, John Galliano\",\"country\":\"United Kingdom\",\"date_added\":\"2018-01-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"As legendary shoe designer Manolo Blahnik speaks about his creative process, his celebrity admirers chime in with their own takes on his work.\"},{\"show_id\":\"s4648\",\"type\":\"Movie\",\"title\":\"One More Shot\",\"director\":\"Noah Moskin\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2018-01-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Documentaries\",\"description\":\"Infertility affects millions. 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Lee\",\"cast\":\"Jung-jae Lee, Beom-su Lee, Liam Neeson, Se-yeon Jin, Jun-ho Jeong, Cheol-min Park\",\"country\":\"South Korea\",\"date_added\":\"2018-01-15\",\"release_year\":2016,\"rating\":\"NR\",\"duration\":\"111 min\",\"listed_in\":\"Action & Adventure, Dramas, International Movies\",\"description\":\"To pave the way for a major amphibious invasion, a team of South Korean spies goes behind enemy lines to steal a map of North Korean coastal defenses.\"},{\"show_id\":\"s4848\",\"type\":\"Movie\",\"title\":\"Phir Se\",\"director\":\"Ajay Bhuyan, Kunal Kohli\",\"cast\":\"Kunal Kohli, Jennifer Winget, Sumona Chakravarti, Sushmita Mukherjee, Kanwaljit Singh, Dalip Tahil, Rajit Kapoor\",\"country\":\"India\",\"date_added\":\"2018-01-15\",\"release_year\":2015,\"rating\":\"TV-14\",\"duration\":\"118 min\",\"listed_in\":\"International Movies, Romantic Movies\",\"description\":\"The paths of a man and a woman, who have both been recently divorced from their spouses, intersect at an art exhibition in London.\"},{\"show_id\":\"s5019\",\"type\":\"Movie\",\"title\":\"Pyar Ke Do Pal\",\"director\":\"Rajiv Mehra\",\"cast\":\"Mithun Chakraborty, Jayapradha, Simple Kapadia, Krishan Dhawan, Jagdeep, Bindu, Satyendra Kapoor, Shubha Khote, Amrit Pal, Lalita Pawar\",\"country\":\"India\",\"date_added\":\"2018-01-15\",\"release_year\":1986,\"rating\":\"TV-14\",\"duration\":\"153 min\",\"listed_in\":\"Dramas, International Movies, Music & Musicals\",\"description\":\"Twins separated by a court order meet at camp and decide to reunite their parents, unaware of the dark secret that drove them apart years before.\"},{\"show_id\":\"s5214\",\"type\":\"Movie\",\"title\":\"Rip Tide\",\"director\":\"Rhiannon Bannenberg\",\"cast\":\"Debby Ryan, Genevieve Hegney, Andrew Creer, Naomi Sequeira, Aaron Jeffery, Valerie Bader, Jeremy Lindsay Taylor, Danielle Carter, Marcus Graham, Kimie Tsukakoshi\",\"country\":\"Australia, United Arab Emirates\",\"date_added\":\"2018-01-15\",\"release_year\":2017,\"rating\":\"TV-PG\",\"duration\":\"87 min\",\"listed_in\":\"Children & Family Movies, Dramas, Sports Movies\",\"description\":\"Following an embarrassing viral video, a New York model decides to escape from her suffocating existence by visiting her faraway aunt in Australia.\"},{\"show_id\":\"s7058\",\"type\":\"Movie\",\"title\":\"Thong Dee Fun Khao\",\"director\":\"Bin Bunluerit\",\"cast\":\"Buakaw Banchamek, Sornsin Maneewan, Phutharit Prombandal, Nantawut Boonrubsub, Vannapoom Songsuparp, Chutirada Junthit, Jaran Ngamdee, Kochakorn Nimakorn, Rapeepat Ekpankul, Manop Aswathep\",\"country\":\"Thailand\",\"date_added\":\"2018-01-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"122 min\",\"listed_in\":\"Action & Adventure, International Movies, Sports Movies\",\"description\":\"After losing a boxing match, a talented Muay Thai fighter leaves home to train with the best. 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Steve Zahn, Michael O'Neill, Dallas Roberts, Griffin Dunne, Kevin Rankin, Donna DuPlantier\",\"country\":\"United States\",\"date_added\":\"2018-01-16\",\"release_year\":2013,\"rating\":\"R\",\"duration\":\"117 min\",\"listed_in\":\"Dramas, Independent Movies, LGBTQ Movies\",\"description\":\"Refusing to accept a death sentence from his doctor after being diagnosed with AIDS in 1986, Ron Woodroof smuggles medications from abroad.\"},{\"show_id\":\"s3323\",\"type\":\"Movie\",\"title\":\"Katt Williams: Great America\",\"director\":null,\"cast\":\"Katt Williams\",\"country\":\"United States\",\"date_added\":\"2018-01-16\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"60 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"The King of underground comedy delivers unflinching riffs on the American political climate, racial tensions, sex and his disdain for roast beef.\"},{\"show_id\":\"s569\",\"type\":\"Movie\",\"title\":\"Arango y Sanint: Ríase el show\",\"director\":\"Raúl 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Reilly, Molly Shannon, Cheryl Hines, Paul Reiser, Matthew Gray Gubler, Anna Kendrick, Paul Weitz\",\"country\":\"United States\",\"date_added\":\"2018-07-21\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"89 min\",\"listed_in\":\"Comedies, Horror Movies, Independent Movies\",\"description\":\"Following the death of his beloved girlfriend, Beth, Zach is first shattered and then overjoyed when she inexplicably comes back to life.\"},{\"show_id\":\"s5181\",\"type\":\"Movie\",\"title\":\"Revenge of the Green Dragons\",\"director\":\"Andrew Lau Wai-Keung, Andrew Loo\",\"cast\":\"Ray Liotta, Justin Chon, Kevin Wu, Harry Shum Jr., Eugenia Yuan, Leonard Wu, Jin Auyeung, Jon Kit Lee, Shuya Chang, Geoff Pierson\",\"country\":\"Hong Kong, United States\",\"date_added\":\"2018-07-21\",\"release_year\":2014,\"rating\":\"R\",\"duration\":\"95 min\",\"listed_in\":\"Action & Adventure, Dramas, Independent Movies\",\"description\":\"In gritty 1980s New York, two Chinese immigrant boys rise through the ranks of the infamous Green Dragons gang, where they're trained to kill.\"},{\"show_id\":\"s207\",\"type\":\"Movie\",\"title\":\"A Most Violent Year\",\"director\":\"J.C. 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Terry Gilliam animations feature in this live-to-tape performance of greatest hits, including \\\"Travel Agent\\\" and \\\"Solo Wrestling.\\\"\"},{\"show_id\":\"s4215\",\"type\":\"Movie\",\"title\":\"Monty Python: The Meaning of Live\",\"director\":\"Roger Graef, James Rogan\",\"cast\":\"John Cleese, Terry Gilliam, Eric Idle, Terry Jones, Michael Palin, Mike Myers, Graham Chapman, Stephen Hawking\",\"country\":\"United Kingdom\",\"date_added\":\"2018-10-02\",\"release_year\":2014,\"rating\":\"TV-MA\",\"duration\":\"94 min\",\"listed_in\":\"Documentaries\",\"description\":\"From heyday to curtain call, this documentary offers a rare glimpse of the legendary Monty Python troupe as it stages live shows after a long hiatus.\"},{\"show_id\":\"s4219\",\"type\":\"Movie\",\"title\":\"Monty Python's Life of Brian\",\"director\":\"Terry Jones\",\"cast\":\"Graham Chapman, John Cleese, Terry Gilliam, Eric Idle, Terry Jones, Michael Palin, Terence Bayler, Carol Cleveland\",\"country\":\"United 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Noer, Shafira Umm\",\"country\":\"Indonesia\",\"date_added\":\"2018-10-09\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"98 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"Hoping to fulfill her deceased mother's final wish, a young woman travels to Prague to deliver an old letter to a mysterious man.\"},{\"show_id\":\"s18\",\"type\":\"Movie\",\"title\":\"22-Jul\",\"director\":\"Paul Greengrass\",\"cast\":\"Anders Danielsen Lie, Jon Øigarden, Jonas Strand Gravli, Ola G. Furuseth, Maria Bock, Thorbjørn Harr, Jaden Smith\",\"country\":\"Norway, Iceland, United States\",\"date_added\":\"2018-10-10\",\"release_year\":2018,\"rating\":\"R\",\"duration\":\"144 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"After devastating terror attacks in Norway, a young survivor, grieving families and the country rally for justice and healing. 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Noer, Slamet Rahardjo, Otig Pakis, Arash Buana, Hazel Raditya, Dimas Harya, Westny Dj\",\"country\":\"Indonesia\",\"date_added\":\"2018-10-11\",\"release_year\":2015,\"rating\":\"TV-PG\",\"duration\":\"118 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"The level-headed owner of a struggling coffee shop finds his future at risk when his partner \\u2013 a talented but cocky barista \\u2013 makes a major bet.\"},{\"show_id\":\"s7748\",\"type\":\"Movie\",\"title\":\"اشتباك\",\"director\":\"Mohamed Diab\",\"cast\":\"Nelly Karim, Hany Adel, Tarek Abdel Aziz, Ahmed Malek, Ahmed Dash, Husni Sheta, Aly Eltayeb, Amr El Kady, Mohamed Abd El Azim, Gameel Barsoum, Ashraf Hamdy\",\"country\":\"Egypt, France\",\"date_added\":\"2018-10-11\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"98 min\",\"listed_in\":\"Dramas, Independent Movies, International Movies\",\"description\":\"Amid the tumult following Egyptian President Morsi's ouster, demonstrators from divergent backgrounds are brought together inside a police truck.\"},{\"show_id\":\"s564\",\"type\":\"Movie\",\"title\":\"Apostle\",\"director\":\"Gareth Evans\",\"cast\":\"Dan Stevens, Lucy Boynton, Michael Sheen, Mark Lewis Jones, Bill Milner, Kristine Froseth, Paul Higgins, Richard Elfyn, Elen Rhys, Ross O'Hennessy\",\"country\":\"United Kingdom, United States\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"130 min\",\"listed_in\":\"Horror Movies, International Movies, Thrillers\",\"description\":\"In 1905, a drifter on a dangerous mission to rescue his kidnapped sister tangles with a sinister religious cult on an isolated island.\"},{\"show_id\":\"s2024\",\"type\":\"Movie\",\"title\":\"Errementari: The Blacksmith and the Devil\",\"director\":\"Paul Urkijo Alijo\",\"cast\":\"Kandido Uranga, Uma Bracaglia, Eneko Sagardoy, Ramón Agirre, Josean Bengoetxea, Gotzon Sánchez, José Ramón Argoitia, Gorka Aguinagalde, Iñigo de la Iglesia, Aitor Urtzelai\",\"country\":\"Spain, France\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"99 min\",\"listed_in\":\"Horror Movies, International Movies, Sci-Fi & Fantasy\",\"description\":\"A brutal blacksmith tortures a demon he blames for his misery, unaware a trespassing orphan is about to change everything. Based on Basque folklore.\"},{\"show_id\":\"s2147\",\"type\":\"Movie\",\"title\":\"Feminists: What Were They Thinking?\",\"director\":\"Johanna Demetrakas\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"86 min\",\"listed_in\":\"Documentaries, LGBTQ Movies\",\"description\":\"Revisiting 1970s photos of women that captured a feminist awakening, this film explores those women's lives and examines the continued need for change.\"},{\"show_id\":\"s3470\",\"type\":\"Movie\",\"title\":\"Kuntilanak\",\"director\":\"Rizal Mantovani\",\"cast\":\"Sandrinna M Skornicki, Aurélie Moeremans, Fero Walandouw, Andryan Bima, Ciara Nadine Brosnan, Ali Fikry, Adlu Fahrezy, Nena Rosier, Naufal Ho, Aqi Singgih\",\"country\":\"Indonesia\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"106 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"Five youngsters discover that an antique mirror found in their orphanage is home to an evil ghost who kidnaps children and imprisons them inside it.\"},{\"show_id\":\"s5156\",\"type\":\"Movie\",\"title\":\"ReMastered: Who Shot the Sheriff\",\"director\":\"Kief Davidson\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"57 min\",\"listed_in\":\"Documentaries, Music & Musicals\",\"description\":\"In 1976, reggae icon Bob Marley survived an assassination attempt as rival political groups battled in Jamaica. But who exactly was responsible?\"},{\"show_id\":\"s6529\",\"type\":\"Movie\",\"title\":\"The Kindergarten Teacher\",\"director\":\"Sara Colangelo\",\"cast\":\"Maggie Gyllenhaal, Parker Sevak, Gael García Bernal, Michael Chernus, Anna Baryshnikov, Rosa Salazar, Ajay Naidu\",\"country\":\"United States, Israel, United Kingdom, Canada\",\"date_added\":\"2018-10-12\",\"release_year\":2018,\"rating\":\"R\",\"duration\":\"97 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"A devoted teacher takes interest in a young student's creative potential after hearing his poetry. But she soon crosses the line into obsession.\"},{\"show_id\":\"s5723\",\"type\":\"Movie\",\"title\":\"Soorma\",\"director\":\"Shaad Ali\",\"cast\":\"Diljit Dosanjh, Tapsee Pannu, Angad Bedi, Kulbhushan Kharbanda, Satish Kaushik, Vijay Raaz, Seema Kaushal, Mahabir Bhullar, Alka Badola Kaushal, Jimmy Moses\",\"country\":\"India\",\"date_added\":\"2018-10-13\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"131 min\",\"listed_in\":\"Dramas, International Movies, Sports Movies\",\"description\":\"This biopic on former Indian field hockey player Sandeep Singh follows the athlete\\u2019s hard-fought comeback after an accidental gunshot left him paralyzed.\"},{\"show_id\":\"s4022\",\"type\":\"Movie\",\"title\":\"Meghnadbodh Rohoshyo\",\"director\":\"Anik Datta\",\"cast\":\"Barun Chanda, Sabyasachi Chakraborty\",\"country\":\"India\",\"date_added\":\"2018-10-15\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"150 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A professor mysteriously vanishes, leaving behind a host of suspects, a shadowy history and a clue: the anonymous birthday gift of a Bengali classic.\"},{\"show_id\":\"s5378\",\"type\":\"Movie\",\"title\":\"Sanju\",\"director\":\"Rajkumar Hirani\",\"cast\":\"Ranbir Kapoor, Vicky Kaushal, Paresh Rawal, Sonam Kapoor, Dia Mirza, Jim Sarbh, Anushka Sharma, Manisha Koirala, Boman Irani\",\"country\":\"India\",\"date_added\":\"2018-10-15\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"159 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"From the depths of addiction to the heights of stardom to underworld entanglements, this biopic traces the checkered past of Indian actor Sanjay Dutt.\"},{\"show_id\":\"s5271\",\"type\":\"Movie\",\"title\":\"Ron White: If You Quit Listening, I'll Shut Up\",\"director\":\"Tom Forrest\",\"cast\":\"Ron White\",\"country\":\"United States\",\"date_added\":\"2018-10-16\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"63 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Ron \\u201cTater Salad\\u201d White dishes out his signature brand of cynicism, riffing on sex, celebrity and the sinister habits of wild geese.\"},{\"show_id\":\"s4305\",\"type\":\"Movie\",\"title\":\"My Babysitter's a Vampire: The Movie\",\"director\":\"Bruce McDonald\",\"cast\":\"Matthew Knight, Vanessa Morgan, Atticus Mitchell, Cameron Kennedy, Kate Todd, Joe Dinicol, Ella Jonas Farlinger, Ari Cohen, Laura de Carteret, Hrant Alianak\",\"country\":\"Canada\",\"date_added\":\"2018-10-17\",\"release_year\":2010,\"rating\":\"TV-PG\",\"duration\":\"80 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"When their parents head out for the evening, Ethan and his little sister get the babysitter of their nightmares: a fledgling vampire named Sarah.\"},{\"show_id\":\"s4249\",\"type\":\"Movie\",\"title\":\"Mr. Chandramouli\",\"director\":\"Thiru\",\"cast\":\"Karthik, Gautam Karthik, Regina Cassandra, Varalakshmi Sarathkumar, Santhosh Prathap, Mime Gopi, J. Mahendran, Viji Chandrasekhar\",\"country\":\"India\",\"date_added\":\"2018-10-18\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"131 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"When the lives of a carefree boxer and his cabdriver dad collide with the ambitions of a ruthless businessman, a search for answers turns to revenge.\"},{\"show_id\":\"s1430\",\"type\":\"Movie\",\"title\":\"Club de Cuervos Presents: I, Potro\",\"director\":\"Marcos Bucay\",\"cast\":\"Joaquín Ferreira, Marcela Álvarez, Benjamín Alfonso, Emilia Claudeville, Mauricio Llera, Sol Gaschetto, Martín Seefeld, Martín Rocco, Gonzalo VIzán\",\"country\":\"Mexico, Argentina\",\"date_added\":\"2018-10-19\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"51 min\",\"listed_in\":\"Movies\",\"description\":\"Former Club de Cuervos player Potro returns home to Argentina to crash the wedding of his famous soccer-star brother and confront his estranged family.\"},{\"show_id\":\"s1709\",\"type\":\"Movie\",\"title\":\"Derren Brown: Sacrifice\",\"director\":null,\"cast\":\"Derren Brown\",\"country\":null,\"date_added\":\"2018-10-19\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"50 min\",\"listed_in\":\"Movies\",\"description\":\"Illusionist Derren Brown concocts a psychological experiment in which he tries to manipulate an ordinary person into taking a bullet for a stranger.\"},{\"show_id\":\"s2445\",\"type\":\"Movie\",\"title\":\"Gnome Alone\",\"director\":\"Peter Lepeniotis\",\"cast\":\"Becky G., Josh Peck, Tara Strong, Olivia Holt, David Koechner, Jeff Dunham, Patrick Stump, Nash Grier, Madison De La Garza, George Lopez\",\"country\":\"United Kingdom, Canada, United States, Cayman Islands\",\"date_added\":\"2018-10-19\",\"release_year\":2018,\"rating\":\"PG\",\"duration\":\"86 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"After moving into a new house with her mom, high schooler Chloe discovers a troupe of talking garden gnomes who need her help saving the world.\"},{\"show_id\":\"s2950\",\"type\":\"Movie\",\"title\":\"Illang: The Wolf Brigade\",\"director\":\"Kim Jee-woon\",\"cast\":\"Gang Dong-won, Han Hyo-joo, Jung Woo-sung, Kim Mu-yeol, Han Ye-ri, Choi Min-ho, Shin Eun-soo, Kim Beop-rae, Lee Dong-ha, Jung Won-joong, Choi Jin-ho\",\"country\":\"South Korea\",\"date_added\":\"2018-10-19\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"140 min\",\"listed_in\":\"Action & Adventure, International Movies, Sci-Fi & Fantasy\",\"description\":\"In 2029, the elite police squad Illang combats a terrorist group opposing reunification of the two Koreas. But another enemy may be lurking nearby.\"},{\"show_id\":\"s4380\",\"type\":\"Movie\",\"title\":\"Naa Bangaaru Talli\",\"director\":\"Rajesh Touchriver\",\"cast\":\"Siddique, Anjali Patil, Lakshmi Menon, Nina Kurup, Rathna Shekar Reddy, Anoop Aravindan\",\"country\":\"India\",\"date_added\":\"2018-10-19\",\"release_year\":2013,\"rating\":\"TV-14\",\"duration\":\"122 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A father leading a dark double life and his daughter, who's eager to pursue her studies in Hyderabad, face the tragic consequences of sex trafficking.\"},{\"show_id\":\"s4573\",\"type\":\"Movie\",\"title\":\"Oddbods: Party Monsters\",\"director\":null,\"cast\":\"Nadia Ramlee, Chio Su-Ping, Jeremy Linn, Marlon Dance-Hooi\",\"country\":null,\"date_added\":\"2018-10-19\",\"release_year\":2018,\"rating\":\"TV-Y\",\"duration\":\"23 min\",\"listed_in\":\"Movies\",\"description\":\"Dressed up as detective Sherlock Holmes, Slick must crack the case when a magician turns Jeff's spooky-costume party guests into their scary alter egos.\"},{\"show_id\":\"s5322\",\"type\":\"Movie\",\"title\":\"S Storm\",\"director\":\"David Lam\",\"cast\":\"Louis Koo, Julian Cheung, Vic Chou, Ada Choi, Bowie Lam, Dada Chan, Janelle Sing, Lo Hoi-pang\",\"country\":\"Hong Kong, China\",\"date_added\":\"2018-10-19\",\"release_year\":2016,\"rating\":\"TV-MA\",\"duration\":\"95 min\",\"listed_in\":\"Action & Adventure, International Movies\",\"description\":\"Anti-corruption investigator William Luk must join forces with detective Lau Po-keung to bring down a crime syndicate involved in sports betting.\"},{\"show_id\":\"s6410\",\"type\":\"Movie\",\"title\":\"The Gospel of Luke\",\"director\":\"David Batty\",\"cast\":\"Selva Rasalingam, Karima Gouit, Mourad Zaoui, El Mahmoudi M'Barek, Abdelilah Wahbi, Abdelaziz N'Mila, Ait Youssef Youssef, Mohamed El Korchi, Ramdane Aala\",\"country\":\"United States, United Kingdom, 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Dyck\",\"cast\":\"Stephen Huszar, Kelly Rutherford\",\"country\":\"Canada\",\"date_added\":\"2018-11-15\",\"release_year\":2017,\"rating\":\"PG\",\"duration\":\"86 min\",\"listed_in\":\"Comedies, International Movies, Romantic Movies\",\"description\":\"A wedding planner\\u2019s world is turned upside down when a handsome private investigator is hired to disrupt one of her biggest jobs.\"},{\"show_id\":\"s2585\",\"type\":\"Movie\",\"title\":\"Halkaa\",\"director\":\"Nila Madhab Panda\",\"cast\":\"Tathastu, Aryan Preet, Ranvir Shorey, Paoli Dam, Kumud Mishra, Devender Chaudhary, Shrikant Verma\",\"country\":\"India\",\"date_added\":\"2018-11-15\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"111 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"Up against a corrupt government official and crushing poverty, a young boy in the Delhi slums attempts to raise funds to build himself his own 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Kin Wah, Along Eyzendy, Nam Ron\",\"country\":\"Malaysia\",\"date_added\":\"2018-12-01\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"In Kuala Lumpur, an abused domestic worker tries to escape to Indonesia, while an idealistic cop insists on fighting corruption \\u2013 at a heavy price.\"},{\"show_id\":\"s1817\",\"type\":\"Movie\",\"title\":\"Don't Go Breaking My Heart\",\"director\":\"Johnnie To\",\"cast\":\"Louis Koo, Gao Yuanyuan, Daniel Wu\",\"country\":\"Hong Kong\",\"date_added\":\"2018-12-01\",\"release_year\":2011,\"rating\":\"TV-PG\",\"duration\":\"115 min\",\"listed_in\":\"Comedies, International Movies, Romantic Movies\",\"description\":\"A financial analyst succumbs to a love triangle with a hard-drinking architect and a promiscuous investment bro, who soon becomes her boss.\"},{\"show_id\":\"s1818\",\"type\":\"Movie\",\"title\":\"Don't Go Breaking My Heart 2\",\"director\":\"Johnnie 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Radhakrishnan\",\"country\":\"India\",\"date_added\":\"2018-12-15\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"145 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"Shyam wakes to discover he's suspected in a murder that one journalist believes may have ties to a mysterious gangster.\"},{\"show_id\":\"s457\",\"type\":\"Movie\",\"title\":\"American Circumcision\",\"director\":\"Brendon Marotta\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2018-12-16\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"101 min\",\"listed_in\":\"Documentaries\",\"description\":\"With interviews from experts on both sides of the debate, this film questions the routine practice of non-religious infant circumcision in the U.S.\"},{\"show_id\":\"s509\",\"type\":\"Movie\",\"title\":\"Andhadhun\",\"director\":\"Sriram Raghavan\",\"cast\":\"Tabu, Ayushmann Khurrana, Radhika Apte, Anil Dhawan, Manav Vij, Zakir Hussain, Ashwini Kalsekar, Chhaya 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Reilly, Molly Shannon, Fred Armisen, Jemima Kirke, Lauren Weedman, Nick Offerman, Paul Reiser, Adam Pally, Paul Weitz, Jon Gabrus\",\"country\":\"Canada, United States\",\"date_added\":\"2018-12-23\",\"release_year\":2017,\"rating\":\"R\",\"duration\":\"89 min\",\"listed_in\":\"Comedies, Independent Movies\",\"description\":\"Life at a convent takes an unruly turn when three unconventionally opinionated nuns cross paths with a tempting new gardener.\"},{\"show_id\":\"s636\",\"type\":\"Movie\",\"title\":\"Avengers: Infinity War\",\"director\":\"Anthony Russo, Joe Russo\",\"cast\":\"Robert Downey Jr., Josh Brolin, Mark Ruffalo, Tom Hiddleston, Chris Evans, Chris Hemsworth, Jeremy Renner, Chris Pratt, Elizabeth Olsen, Sebastian Stan, Benedict Cumberbatch, Paul Bettany, Cobie Smulders, Benedict Wong, Zoe Saldana, Karen Gillan, Vin Diesel, Dave Bautista, Bradley Cooper, Pom Klementieff, Scarlett Johansson, Benicio Del Toro, Anthony Mackie, Chadwick Boseman, Danai Gurira, Paul Rudd, Don Cheadle, Tom Holland\",\"country\":\"United States\",\"date_added\":\"2018-12-25\",\"release_year\":2018,\"rating\":\"PG-13\",\"duration\":\"150 min\",\"listed_in\":\"Action & Adventure, Sci-Fi & Fantasy\",\"description\":\"Superheroes amass to stop intergalactic sociopath Thanos from acquiring a full set of Infinity Stones and wiping out half of all life in the universe.\"},{\"show_id\":\"s685\",\"type\":\"Movie\",\"title\":\"Backtrack\",\"director\":\"Michael Petroni\",\"cast\":\"Adrien Brody, Sam Neill, Robin McLeavy, Bruce Spence, Jenni Baird, Chloe Bayliss, Anna Lise Phillips, George Shevtsov\",\"country\":\"Australia, United Kingdom, United Arab Emirates, Canada\",\"date_added\":\"2018-12-25\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"90 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"Haunted by visions of the dead, psychologist Peter returns home to confront a long-ago trauma. But will the trip exorcise or embolden the ghosts?\"},{\"show_id\":\"s3568\",\"type\":\"Movie\",\"title\":\"Left Behind\",\"director\":\"Vic Armstrong\",\"cast\":\"Nicolas Cage, Chad Michael Murray, Cassi Thomson, Nicky Whelan, Jordin Sparks, Lea Thompson, Gary Grubbs, Quinton Aaron\",\"country\":\"United States, Canada\",\"date_added\":\"2018-12-26\",\"release_year\":2014,\"rating\":\"PG-13\",\"duration\":\"110 min\",\"listed_in\":\"Action & Adventure, Faith & Spirituality, Sci-Fi & Fantasy\",\"description\":\"After millions of people on Earth suddenly disappear, a pilot flying a plane stuck at 30,000 feet must find a way to ensure the passengers' survival.\"},{\"show_id\":\"s609\",\"type\":\"Movie\",\"title\":\"At First Light\",\"director\":\"Jason Stone\",\"cast\":\"Stefanie Scott, Theodore Pellerin, Percy Hynes White, Kate Burton, Saïd Taghmaoui, Kristin Booth, James Wotherspoon\",\"country\":\"Canada\",\"date_added\":\"2018-12-27\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"91 min\",\"listed_in\":\"Dramas, Sci-Fi & Fantasy\",\"description\":\"After mysterious lights imbue her with extraordinary powers, a teenager goes on the run from authorities with the friend who harbors a crush on her.\"},{\"show_id\":\"s246\",\"type\":\"Movie\",\"title\":\"A Twelve Year Night\",\"director\":\"Álvaro Brechner\",\"cast\":\"Antonio de la Torre, Chino Darín, Alfonso Tort, Soledad Villamil, César Troncoso, Silvia Pérez Cruz, César Bordón, Mirella Pascual, Nidia Telles, Eduardo Recabarren\",\"country\":\"Uruguay, Argentina, Spain\",\"date_added\":\"2018-12-28\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"122 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Future Uruguayan president José Mujica and his fellow Tupamaro political prisoners fight to survive 12 years of solitary confinement and torture.\"},{\"show_id\":\"s637\",\"type\":\"Movie\",\"title\":\"Avicii: True Stories\",\"director\":\"Levan Tsikurishvili\",\"cast\":\"Avicii\",\"country\":\"Sweden, Netherlands\",\"date_added\":\"2018-12-28\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"97 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"Follow the meteoric rise of Tim Bergling, aka Avicii, from Swedish teenager to the creative force behind \\\"Wake Me Up,\\\" \\\"You Make Me\\\" and other hits.\"},{\"show_id\":\"s958\",\"type\":\"Movie\",\"title\":\"Black Mirror: Bandersnatch\",\"director\":null,\"cast\":\"Fionn Whitehead, Will Poulter, Craig Parkinson, Alice Lowe, Asim Chaudhry\",\"country\":\"United States\",\"date_added\":\"2018-12-28\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"312 min\",\"listed_in\":\"Dramas, International Movies, Sci-Fi & Fantasy\",\"description\":\"In 1984, a young programmer begins to question reality as he adapts a dark fantasy novel into a video game. A mind-bending tale with multiple endings.\"},{\"show_id\":\"s3627\",\"type\":\"Movie\",\"title\":\"Life Ki Toh Lag Gayi\",\"director\":\"Rakesh Mehta\",\"cast\":\"Kay Kay Menon, Ranvir Shorey, Manu Rishi Chadha, Pradhuman Singh, Neha Bhasin, Jackie Shroff, Asrani, Neeraj Vora, Sharat Saxena, Tom Alter\",\"country\":\"India\",\"date_added\":\"2018-12-28\",\"release_year\":2012,\"rating\":\"TV-MA\",\"duration\":\"109 min\",\"listed_in\":\"Action & Adventure, Comedies, Dramas\",\"description\":\"A vengeful son, a cop on a mission, a wannabe actress and a jilted lover find their lives intermingling in unexpected ways over 24 hours in Mumbai.\"},{\"show_id\":\"s4559\",\"type\":\"Movie\",\"title\":\"Oasis: Supersonic\",\"director\":\"Mat Whitecross\",\"cast\":\"Oasis, Alan McGee, Paul McGuigan, Liam Gallagher, Noel Gallagher\",\"country\":\"United Kingdom\",\"date_added\":\"2018-12-28\",\"release_year\":2016,\"rating\":\"R\",\"duration\":\"122 min\",\"listed_in\":\"Documentaries, International Movies, Music & Musicals\",\"description\":\"This film details the rise of British rock group Oasis and the creativity and chaos that brothers Noel and Liam Gallagher brought to the iconic band.\"},{\"show_id\":\"s5146\",\"type\":\"Movie\",\"title\":\"Rehmataan\",\"director\":null,\"cast\":\"Sukhjinder Shera, Guggu Gill, Deep Dhillon, Raj Virk, Surinder Shinda\",\"country\":\"India\",\"date_added\":\"2018-12-28\",\"release_year\":2012,\"rating\":\"TV-14\",\"duration\":\"116 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"As unemployment, drug addiction and corruption plague a society, this drama depicts the people who believe there\\u2019s still good in the world.\"},{\"show_id\":\"s6135\",\"type\":\"Movie\",\"title\":\"The Birth Reborn 3\",\"director\":\"Eduardo Chauvet\",\"cast\":null,\"country\":null,\"date_added\":\"2018-12-28\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"73 min\",\"listed_in\":\"Documentaries, International Movies\",\"description\":\"This intimate look at a São Paulo birth center features interviews with mothers, activists, doctors and midwives. 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Brother Steve Hicks is the star witness.\"},{\"show_id\":\"s922\",\"type\":\"Movie\",\"title\":\"Bill Hicks: Relentless\",\"director\":\"Chris Bould\",\"cast\":\"Bill Hicks\",\"country\":\"United Kingdom\",\"date_added\":\"2018-12-31\",\"release_year\":1992,\"rating\":\"TV-MA\",\"duration\":\"61 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"In one of his most iconic performances, late comedian Bill Hicks demonstrates what made him such a singular talent and a force to be reckoned with.\"},{\"show_id\":\"s923\",\"type\":\"Movie\",\"title\":\"Bill Hicks: Revelations\",\"director\":\"Chris Bould\",\"cast\":\"Bill Hicks\",\"country\":\"United Kingdom\",\"date_added\":\"2018-12-31\",\"release_year\":1993,\"rating\":\"TV-MA\",\"duration\":\"56 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"In his final recorded special, the iconoclastic comedian channels Goat Boy and tackles provocative topics like British porn, pot and the priesthood.\"},{\"show_id\":\"s924\",\"type\":\"Movie\",\"title\":\"Bill Hicks: Sane Man\",\"director\":\"Kevin Booth, David Johndrow\",\"cast\":\"Bill Hicks\",\"country\":\"United States\",\"date_added\":\"2018-12-31\",\"release_year\":1989,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Filmed in 1989 at a turning point in comedian Bill Hicks's career, this rare onstage performance captures him spouting off on a variety of topics.\"},{\"show_id\":\"s2416\",\"type\":\"Movie\",\"title\":\"Gina Yashere: Laughing to America\",\"director\":\"Paul M. 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dimming career with a yearning to be a better father.\"},{\"show_id\":\"s1978\",\"type\":\"Movie\",\"title\":\"Elisa & Marcela\",\"director\":\"Isabel Coixet\",\"cast\":\"Natalia de Molina, Greta Fernández, Sara Casasnovas, Tamar Novas, Kelly Lua, Manuel Lourenzo, Jorge Suquet, Ana Santos, Mariana Carballal, Roberto Leal, Luisa Merelas, Amparo Moreno, Lluís Homar, Manolo Solo, María Pujalte, Francesc Orella\",\"country\":\"Spain\",\"date_added\":\"2019-06-07\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, International Movies, LGBTQ Movies\",\"description\":\"In 1901 Spain, Elisa Sánchez Loriga adopts a male identity in order to marry the woman she loves, Marcela Gracia Ibeas. 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A young tailor dismisses the idea of the ghost \\u2013 until he falls for her.\"},{\"show_id\":\"s6137\",\"type\":\"Movie\",\"title\":\"The Black Godfather\",\"director\":\"Reginald Hudlin\",\"cast\":\"Clarence Avant, Quincy Jones\",\"country\":\"United States\",\"date_added\":\"2019-06-07\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"118 min\",\"listed_in\":\"Documentaries, Music & Musicals\",\"description\":\"This documentary follows the life of Clarence Avant, the ultimate, uncensored mentor and behind-the-scenes rainmaker in music, film, TV and politics.\"},{\"show_id\":\"s6792\",\"type\":\"Movie\",\"title\":\"The Push\",\"director\":\"Grant Korgan, Brian Niles\",\"cast\":\"Grant Korgan\",\"country\":\"United States\",\"date_added\":\"2019-06-07\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"90 min\",\"listed_in\":\"Documentaries, Sports Movies\",\"description\":\"After a snowmobile accident paralyzed him, Grant Korgan became the first athlete with a spinal cord injury to push himself to the South Pole.\"},{\"show_id\":\"s834\",\"type\":\"Movie\",\"title\":\"Beneath the Leaves\",\"director\":\"Adam Marino\",\"cast\":\"Mira Sorvino, Kristoffer Polaha, Doug Jones, Paul Sorvino, Aaron Farb, Ser'Darius Blain, Christopher Backus, Christopher Masterson, Tommy Kijas, Kee Seymore, Marla Adams\",\"country\":\"United States\",\"date_added\":\"2019-06-08\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"90 min\",\"listed_in\":\"Independent Movies, Thrillers\",\"description\":\"An escaped psychopathic child killer faces off against one of his former victims, who has since become a hard-nosed detective.\"},{\"show_id\":\"s843\",\"type\":\"Movie\",\"title\":\"Berlin, I Love You\",\"director\":null,\"cast\":null,\"country\":\"Germany\",\"date_added\":\"2019-06-08\",\"release_year\":2019,\"rating\":\"R\",\"duration\":\"120 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"Set in the Grey City, this \\\"Cities of Love\\\" installment is a star-studded, 10-story collection of redemptive love, crushing loss and everyday romances.\"},{\"show_id\":\"s2019\",\"type\":\"Movie\",\"title\":\"Equilibrium\",\"director\":\"Kurt Wimmer\",\"cast\":\"Christian Bale, Emily Watson, Taye Diggs, Angus Macfadyen, Sean Bean, Sean Pertwee, Matthew Harbour, William Fichtner\",\"country\":\"United States\",\"date_added\":\"2019-06-08\",\"release_year\":2002,\"rating\":\"R\",\"duration\":\"107 min\",\"listed_in\":\"Action & Adventure, Dramas, Sci-Fi & Fantasy\",\"description\":\"In a dystopian future, a totalitarian regime maintains peace by subduing the populace with a drug, and displays of emotion are punishable by death.\"},{\"show_id\":\"s5085\",\"type\":\"Movie\",\"title\":\"Ralph Breaks the Internet: Wreck-It Ralph 2\",\"director\":\"Phil Johnston, Rich Moore\",\"cast\":\"John C. Reilly, Sarah Silverman, Taraji P. Henson, Gal Gadot, Jack McBrayer, Jane Lynch, Alan Tudyk, Ed O'Neill, Susan Lucci, Jason Lee, Idina Menzel, Anika Noni Rose, Judy Reyes, Grant Show, Ana Ortiz, Ming-Na Wen, Rebecca Wisocky, Paige O'Hara, Linda Larkin, Mariana Klaveno, Daria Ramirez, Tom Irwin, Edy Ganem, Irene Bedard, Jodi Benson, Anthony Daniels\",\"country\":\"United States\",\"date_added\":\"2019-06-11\",\"release_year\":2018,\"rating\":\"PG\",\"duration\":\"113 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"When video-game bad guy Ralph and best friend Vanellope discover a way onto the internet, they set off on a mission to save her broken game.\"},{\"show_id\":\"s3189\",\"type\":\"Movie\",\"title\":\"Jo Koy: Comin' In Hot\",\"director\":\"Shannon Hartman\",\"cast\":\"Jo Koy\",\"country\":\"United States\",\"date_added\":\"2019-06-12\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"60 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Comedian Jo Koy takes center stage in Hawaii and shares his candid take on cultural curiosities, filter-free fatherhood and more.\"},{\"show_id\":\"s5261\",\"type\":\"Movie\",\"title\":\"Rolling Thunder Revue: A Bob Dylan Story by Martin Scorsese\",\"director\":\"Martin Scorsese\",\"cast\":\"Bob Dylan, Allen Ginsberg, Joan Baez, Patti Smith, Roger McGuinn, Sam Shepard, Sharon Stone, Joni Mitchell, Scarlet Rivera, Ramblin' Jack Elliott, Ronnie Hawkins, Anne Waldman, Ronee Blakley\",\"country\":\"United States\",\"date_added\":\"2019-06-12\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"142 min\",\"listed_in\":\"Documentaries, Music & Musicals\",\"description\":\"In an alchemic mix of fact and fantasy, Martin Scorsese looks back at Bob Dylan's 1975 Rolling Thunder Revue tour and a country ripe for reinvention.\"},{\"show_id\":\"s1493\",\"type\":\"Movie\",\"title\":\"Convict\",\"director\":\"Abdul Aziz Hashad\",\"cast\":\"Bassem Samra, Ahmad Wafiq, Ahmed Azmy, Dina Fouad, Mohamed Sharaf, Ahmed Rateb, Maha Sabry, Diaa El Merghany, Inas Ezz El Din, Said Tarabeek\",\"country\":null,\"date_added\":\"2019-06-13\",\"release_year\":2014,\"rating\":\"TV-14\",\"duration\":\"97 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Sentenced to death for committing rape, a convict navigates his final trying days alongside his allies and enemies in prison.\"},{\"show_id\":\"s2206\",\"type\":\"Movie\",\"title\":\"Flimflam\",\"director\":\"Khaled Marei\",\"cast\":\"Ahmed Helmy, Donia Samir Ghanim, Sabrine, Bayyumi Fuad, Jamila Adel Awad, Bea, Yasser El Tobgy, Enaam Salousa\",\"country\":\"Egypt\",\"date_added\":\"2019-06-13\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"102 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"Nosy family in tow, a fun-loving bachelor goes on a romantic getaway, but he ends up pretending to be married to a complete stranger to avoid trouble.\"},{\"show_id\":\"s4677\",\"type\":\"Movie\",\"title\":\"Oprah Presents When They See Us Now\",\"director\":\"Mark Ritchie\",\"cast\":\"Oprah Winfrey, Ava DuVernay\",\"country\":\"United States\",\"date_added\":\"2019-06-13\",\"release_year\":2019,\"rating\":\"TV-PG\",\"duration\":\"61 min\",\"listed_in\":\"Documentaries\",\"description\":\"Oprah Winfrey talks with the exonerated men once known as the Central Park Five, plus the cast and producers who tell their story in \\\"When They See Us.\\\"\"},{\"show_id\":\"s5412\",\"type\":\"Movie\",\"title\":\"Savage Raghda\",\"director\":\"Mahmoud Karim\",\"cast\":\"Ramez Galal, Riham Hagag, Bayyumi Fuad, Entessar, Ahmed Fathy, Mohammed Tharwat\",\"country\":\"Egypt\",\"date_added\":\"2019-06-13\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"93 min\",\"listed_in\":\"Comedies, International Movies, Romantic Movies\",\"description\":\"Desperate to support his son, a single father uses his talent with makeup to dress up as a woman to try out for a part in a commercial.\"},{\"show_id\":\"s6055\",\"type\":\"Movie\",\"title\":\"The 3rd Eye 2\",\"director\":\"Rocky Soraya\",\"cast\":\"Jessica Mila, Bianca Hello, Nabilah Ayu, Sophia Latjuba, Jeremy Thomas\",\"country\":\"Indonesia\",\"date_added\":\"2019-06-13\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"117 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"Working in an orphanage, Alia meets teen Nadia, who says she hears a strange voice in the walls. 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Reilly, Henry Thomas, Liam Neeson, Brendan Gleeson, Gary Lewis, Stephen Graham\",\"country\":\"United States, Italy\",\"date_added\":\"2019-08-20\",\"release_year\":2002,\"rating\":\"R\",\"duration\":\"167 min\",\"listed_in\":\"Dramas\",\"description\":\"In the crime-ridden slums of New York in the 1860s, vengeful orphan Amsterdam Vallon joins the cutthroat gang of his father's killer, Bill the Butcher.\"},{\"show_id\":\"s4698\",\"type\":\"Movie\",\"title\":\"Our Planet - Behind The Scenes\",\"director\":null,\"cast\":\"David Attenborough\",\"country\":\"United Kingdom\",\"date_added\":\"2019-08-20\",\"release_year\":2019,\"rating\":\"TV-G\",\"duration\":\"63 min\",\"listed_in\":\"Documentaries\",\"description\":\"Years spent recording footage of creatures from every corner of the globe is bound to produce a bit of drama. 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Smith\",\"cast\":\"Denyce Lawton, Hosea Chanchez, Michelle Mitchenor, Darius McCrary, Shawne Merriman, Sticky Fingaz, Miguel A. Núñez Jr., Masika Kalysha, Zac Titus\",\"country\":\"United States\",\"date_added\":\"2019-08-24\",\"release_year\":2019,\"rating\":\"TV-14\",\"duration\":\"91 min\",\"listed_in\":\"Thrillers\",\"description\":\"When a successful young rap star has an affair with an obsessive fan, his life is turned upside down when she kidnaps him.\"},{\"show_id\":\"s4647\",\"type\":\"Movie\",\"title\":\"One Last Thing\",\"director\":\"Tim Rouhana\",\"cast\":\"Wendell Pierce, Jurnee Smollett-Bell, Joanne Froggatt, April Billingsley, Elizabeth Ludlow, David Kronawitter, Adora Dei, Eric Mendenhall, Ed Amatrudo, Kate Kovach\",\"country\":\"United States\",\"date_added\":\"2019-08-25\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"92 min\",\"listed_in\":\"Dramas\",\"description\":\"After 25 years of searching, a lonely dentist finds his long-lost daughter but learns that she suffers from a rare medical condition.\"},{\"show_id\":\"s1632\",\"type\":\"Movie\",\"title\":\"Dave Chappelle: Sticks & 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Pagan, Robert Joy\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":1998,\"rating\":\"R\",\"duration\":\"124 min\",\"listed_in\":\"Thrillers\",\"description\":\"A tough homicide cop faces his most dangerous assignment when he must stop a murderous evil spirit who can move from one host to the next.\"},{\"show_id\":\"s2136\",\"type\":\"Movie\",\"title\":\"Fear and Loathing in Las Vegas\",\"director\":\"Terry Gilliam\",\"cast\":\"Johnny Depp, Benicio Del Toro, Tobey Maguire, Ellen Barkin, Gary Busey, Christina Ricci, Mark Harmon, Cameron Diaz, Katherine Helmond, Michael Jeter, Craig Bierko, Lyle Lovett, Flea, Christopher Meloni, Harry Dean Stanton, Tim Thomerson\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":1998,\"rating\":\"R\",\"duration\":\"118 min\",\"listed_in\":\"Comedies, Cult Movies, Dramas\",\"description\":\"A sportswriter and his Samoan lawyer embark on a hallucinogenic three-day romp from Los Angeles to Las Vegas in this counterculture cult favorite.\"},{\"show_id\":\"s2173\",\"type\":\"Movie\",\"title\":\"Fire in Paradise\",\"director\":\"Drea Cooper, Zackary Canepari\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"40 min\",\"listed_in\":\"Documentaries\",\"description\":\"In this documentary, survivors recall the catastrophic 2018 Camp Fire, which razed the town of Paradise and became California\\u2019s deadliest wildfire.\"},{\"show_id\":\"s2234\",\"type\":\"Movie\",\"title\":\"Forbidden Planet\",\"director\":\"Fred M. 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Scott, Michael Jai White, Sheryl Underwood, Earthquake\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":2005,\"rating\":\"PG-13\",\"duration\":\"85 min\",\"listed_in\":\"Comedies, Romantic Movies\",\"description\":\"Tired of dealing with boyfriends who wrong them, gal pals Lauren, Emily and Andrea decide to turn the tables and become the players themselves.\"},{\"show_id\":\"s2411\",\"type\":\"Movie\",\"title\":\"Gigi\",\"director\":\"Vincente Minnelli, Charles Walters\",\"cast\":\"Leslie Caron, Maurice Chevalier, Louis Jourdan, Hermione Gingold, Eva Gabor, Jacques Bergerac, Isabel Jeans, John Abbott, Edwin Jerome, Corinne Marchand\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":1958,\"rating\":\"G\",\"duration\":\"115 min\",\"listed_in\":\"Classic Movies, Comedies, Music & Musicals\",\"description\":\"Gigi's an avant-garde French waif being groomed as the fille de joie of affluent and handsome Gaston. 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Jackson, Jon Lovitz, Tim Curry, Kathy Ireland, Frank McRae, William Shatner, Dhiru Shah, Gokul, Thomas Bruggemann\",\"country\":null,\"date_added\":\"2019-11-01\",\"release_year\":1993,\"rating\":\"PG-13\",\"duration\":\"82 min\",\"listed_in\":\"Action & Adventure, Comedies, Independent Movies\",\"description\":\"In this parody of the Lethal Weapon franchise, criminals murder a detective and steal her prized evidence: microfilm with a recipe for cocaine cookies. 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Walsh, John Ritter, Lucas Black, Natalie Canerday, James Hampton, Robert Duvall, Rick Dial, Brent Briscoe\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":1996,\"rating\":\"R\",\"duration\":\"135 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"A man returns home after being released from a psychiatric hospital, where he'd been confined since age 12 for murdering his mother and her lover.\"},{\"show_id\":\"s5739\",\"type\":\"Movie\",\"title\":\"Sparkle\",\"director\":\"Sam O'Steen\",\"cast\":\"Tony King, Mary Alice, Irene Cara, Dorian Harewood, Paul Lambert, Beatrice Winde, Lonette McKee\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":1976,\"rating\":\"PG\",\"duration\":\"98 min\",\"listed_in\":\"Dramas, Music & Musicals\",\"description\":\"In 1950s Harlem, three singing sisters hit the big time and end up losing one another in this musical melodrama inspired by the Supremes.\"},{\"show_id\":\"s5754\",\"type\":\"Movie\",\"title\":\"Spider-Man 3\",\"director\":\"Sam Raimi\",\"cast\":\"Tobey Maguire, Kirsten Dunst, James Franco, Thomas Haden Church, Topher Grace, Bryce Dallas Howard, Rosemary Harris, J.K. Simmons, James Cromwell, Theresa Russell, Dylan Baker, Bill Nunn, Bruce Campbell, Elizabeth Banks\",\"country\":\"United States\",\"date_added\":\"2019-11-01\",\"release_year\":2007,\"rating\":\"PG-13\",\"duration\":\"139 min\",\"listed_in\":\"Action & Adventure, Sci-Fi & Fantasy\",\"description\":\"The seemingly invincible Spider-Man goes up against an all-new crop of villains in the third installment of the blockbuster adventure series.\"},{\"show_id\":\"s5763\",\"type\":\"Movie\",\"title\":\"Spitfire: The Plane that Saved the World\",\"director\":\"David Fairhead, Anthony Palmer\",\"cast\":\"Charles Dance\",\"country\":\"United Kingdom\",\"date_added\":\"2019-11-01\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"95 min\",\"listed_in\":\"Documentaries\",\"description\":\"In this epic documentary, last-surviving veterans trace the history of a legendary fighter aircraft that dominated the air during the Battle of Britain.\"},{\"show_id\":\"s5810\",\"type\":\"Movie\",\"title\":\"Step Brothers\",\"director\":\"Adam McKay\",\"cast\":\"Will Ferrell, John C. 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But feelings grow complicated when an old crush reenters her life.\"},{\"show_id\":\"s1847\",\"type\":\"Movie\",\"title\":\"Dragon Quest Your Story\",\"director\":\"Takashi Yamazaki, Ryuichi Yagi, Makoto Hanafusa\",\"cast\":\"Takeru Sato, Kasumi Arimura, Haru, Kentaro Sakaguchi, Takayuki Yamada, Kendo Kobayashi, Ken Yasuda, Arata Furuta, Suzuki Matsuo, Koichi Yamadera, Arata Iura, Chikako Kaku, Kotaro Yoshida\",\"country\":\"Japan\",\"date_added\":\"2020-02-13\",\"release_year\":2019,\"rating\":\"TV-PG\",\"duration\":\"103 min\",\"listed_in\":\"Action & Adventure, Anime Features, Children & Family Movies\",\"description\":\"Luca follows in his father's footsteps to rescue his mother from evil Ladja. Finding the heavenly hero who wields the Zenithian sword is his only hope.\"},{\"show_id\":\"s149\",\"type\":\"Movie\",\"title\":\"A Bad Moms Christmas\",\"director\":\"Jon Lucas, Scott Moore\",\"cast\":\"Mila Kunis, Kristen Bell, Kathryn Hahn, Susan Sarandon, Christine Baranski, Jay Hernandez, Cheryl Hines, Peter Gallagher, Justin Hartley\",\"country\":\"United States, China\",\"date_added\":\"2020-02-14\",\"release_year\":2017,\"rating\":\"R\",\"duration\":\"104 min\",\"listed_in\":\"Comedies\",\"description\":\"Stressed-out moms Amy, Carla and Kiki are back, and the looming Christmas holiday gets even more daunting when their mothers show up for a visit.\"},{\"show_id\":\"s228\",\"type\":\"Movie\",\"title\":\"A Shaun the Sheep Movie: Farmageddon\",\"director\":\"Richard Phelan, Will Becher\",\"cast\":\"Justin Fletcher, John Sparkes, Amalia Vitale, Kate Harbour, David Holt\",\"country\":\"United Kingdom, France, Belgium, United States, China\",\"date_added\":\"2020-02-14\",\"release_year\":2020,\"rating\":\"G\",\"duration\":\"87 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Shaun and the flock race to help an adorable alien find her way home after her ship crash-lands near Mossy Bottom Farm and sparks a UFO frenzy.\"},{\"show_id\":\"s1551\",\"type\":\"Movie\",\"title\":\"Cuddle Weather\",\"director\":\"Rod Cabatana Marmol\",\"cast\":\"Sue Ramirez, RK Bagatsing, Mark Anthony Fernandez, Aleck Bovick, Dexter Doria, Nino Muhlach, Lui Manansala, Dolly De Leon\",\"country\":\"Philippines\",\"date_added\":\"2020-02-14\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"95 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"When a seasoned sex worker sleeps with a rookie call boy, they soon find that a strictly physical relationship doesn't completely satisfy them.\"},{\"show_id\":\"s2111\",\"type\":\"Movie\",\"title\":\"Fanatyk\",\"director\":\"Michał Tylka\",\"cast\":\"Piotr Cyrwus, Mikołaj Kubacki, Anna Radwan, Marian Dziędziel, Jan Nowicki, Juliusz Chrząstowski, Małgorzata Krzysica, Jacek Strama\",\"country\":\"Poland\",\"date_added\":\"2020-02-14\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"33 min\",\"listed_in\":\"Comedies, Dramas, Independent Movies\",\"description\":\"As a son deals with his own struggles, he must calm his father's obsession with fishing before his outlandish behavior ruins the entire family.\"},{\"show_id\":\"s3068\",\"type\":\"Movie\",\"title\":\"Isi & Ossi\",\"director\":\"Oliver Kienle\",\"cast\":\"Lisa Vicari, Dennis Mojen, Walid Al-Atiyat, Christina Hecke, Zoë Straub, Lisa Hagmeister, Hans-Jochen Wagner, André Eisermann, Ernst Stötzner\",\"country\":\"Germany\",\"date_added\":\"2020-02-14\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"113 min\",\"listed_in\":\"Comedies, International Movies, Romantic Movies\",\"description\":\"A billionaire's daughter fakes a relationship with a cash-strapped boxer in order to coerce her parents into letting her pursue her culinary dreams.\"},{\"show_id\":\"s3621\",\"type\":\"Movie\",\"title\":\"Liefling\",\"director\":\"Brian Webber\",\"cast\":\"Lika Berning, Bobby van Jaarsveld, Marlee van der Merwe, Sonja Herholdt, Elize Cawood, Rouel Beukes, Kevin Leo, Paul du Toit, Sylvaine Strike\",\"country\":\"South Africa\",\"date_added\":\"2020-02-14\",\"release_year\":2010,\"rating\":\"TV-PG\",\"duration\":\"118 min\",\"listed_in\":\"Comedies, International Movies, Music & Musicals\",\"description\":\"An adventure-loving young woman catches the attention of a handsome beau in this musical celebration of love, friends and fate.\"},{\"show_id\":\"s4755\",\"type\":\"Movie\",\"title\":\"Panipat - 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Kelly docuseries is explored in this special featuring journalists and experts.\"},{\"show_id\":\"s156\",\"type\":\"Movie\",\"title\":\"A Champion Heart\",\"director\":\"David de Vos\",\"cast\":\"Mandy Grace, David de Vos, Donna Rusch, Devan Key, Isabella Mancuso, Ariana Guido\",\"country\":\"United States\",\"date_added\":\"2020-04-14\",\"release_year\":2018,\"rating\":\"G\",\"duration\":\"90 min\",\"listed_in\":\"Children & Family Movies, Dramas\",\"description\":\"When a grieving teen must work off her debt to a ranch, she cares for a wounded horse that teaches her more about healing than she expected.\"},{\"show_id\":\"s1355\",\"type\":\"Movie\",\"title\":\"Chris D'Elia: No Pain\",\"director\":\"Matt D'Elia\",\"cast\":\"Chris D'Elia\",\"country\":\"United States\",\"date_added\":\"2020-04-14\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"55 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Chris D'Elia takes the stage in Minneapolis to offer his thoughts on everything from self-censorship to problematic dolphins to lame mutant powers.\"},{\"show_id\":\"s4453\",\"type\":\"Movie\",\"title\":\"New Money\",\"director\":\"Tope Oshin\",\"cast\":\"Jemima Osunde, Blossom Chukwujekwu, Kate Henshaw-Nuttal, Dakore Akande, Wale Ojo, Wofai Fada, Osas Ighodaro Ajibade, Falz, Daniel Effiong, Adeolu Adefarasin\",\"country\":\"Nigeria\",\"date_added\":\"2020-04-14\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"107 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"An aspiring fashion designer's life is transformed after she discovers she\\u2019s the heiress of a billion-dollar empire left by her estranged father.\"},{\"show_id\":\"s2196\",\"type\":\"Movie\",\"title\":\"Fittest in Dubai\",\"director\":\"Gerry Blaksley\",\"cast\":null,\"country\":\"United Arab Emirates\",\"date_added\":\"2020-04-15\",\"release_year\":2019,\"rating\":\"TV-14\",\"duration\":\"60 min\",\"listed_in\":\"Documentaries, International Movies, Sports Movies\",\"description\":\"Top athletes from around the globe test their fitness in a four-day competition at the first-ever CrossFit Sanctional event. Let the games begin.\"},{\"show_id\":\"s2228\",\"type\":\"Movie\",\"title\":\"For the Broken Hearted\",\"director\":\"Digo Ricio\",\"cast\":\"Yassi Pressman, Sam Concepcion, Louise De Los Reyes, Shy Carlos, Marco Gumabao, Katya Santos, Andrea Del Rosario, Lander Vera Perez, Christopher Roxas\",\"country\":\"Philippines\",\"date_added\":\"2020-04-15\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"In three interwoven stories, love ends up in limbo as romantic partners navigate bliss, loss, failures and feelings while trying to make happiness last.\"},{\"show_id\":\"s3560\",\"type\":\"Movie\",\"title\":\"LeapFrog: Letter Factory\",\"director\":\"Roy Allen Smith\",\"cast\":\"Joey Camen, Marie Danielle, Mark Cacciatore, Dave Fennoy, Debi Derryberry\",\"country\":\"United States\",\"date_added\":\"2020-04-15\",\"release_year\":2003,\"rating\":\"TV-Y\",\"duration\":\"37 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Mammukoya, Jaffer Idukki, Baburaj, Sudhi Koppa, Irshad\",\"country\":\"India\",\"date_added\":\"2020-04-15\",\"release_year\":2019,\"rating\":\"TV-PG\",\"duration\":\"120 min\",\"listed_in\":\"Comedies, Dramas, International Movies\",\"description\":\"Mistaking the sleeping passenger on his train for a drunk, a young man posts a picture of him online, unaware of his impulsive act's ugly repercussions.\"},{\"show_id\":\"s4633\",\"type\":\"Movie\",\"title\":\"Once Upon a Time in London\",\"director\":\"Simon Rumley\",\"cast\":\"Leo Gregory, Terry Stone, Doug Allen, Andy Beckwith, Kate Braithwaite, Holly Earl, Joe Egan, Nadia Forde\",\"country\":\"United Kingdom\",\"date_added\":\"2020-04-15\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"111 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Organized crime came to London in the 1930s, ushering in three decades ruled by two legendary gangsters whose legacy outlived their reign.\"},{\"show_id\":\"s5773\",\"type\":\"Movie\",\"title\":\"Sprinter\",\"director\":\"Storm Saulter\",\"cast\":\"Dale Elliott, Kadeem Wilson, Dennis Titus, David Alan Grier, Shantol Jackson, Lorraine Toussaint, Bryshere Gray, Quera South, Aiden Moodie\",\"country\":\"Jamaica, United States\",\"date_added\":\"2020-04-15\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"112 min\",\"listed_in\":\"Dramas, International Movies, Sports Movies\",\"description\":\"When a Jamaican teen hopes to use track to reunite him with his mother in America, family dysfunction at home threatens to knock his plans off course.\"},{\"show_id\":\"s7060\",\"type\":\"Movie\",\"title\":\"Thor: Tales of Asgard\",\"director\":\"Sam Liu\",\"cast\":\"Matthew Wolf, Rick Gomez, Tara Strong, Alistair Abell, Paul Dobson, Brent Chapman, Chris Britton, Ron Halder, Cathy Weseluck, Michael Dobson\",\"country\":\"United States, Canada\",\"date_added\":\"2020-04-15\",\"release_year\":2011,\"rating\":\"TV-Y7\",\"duration\":\"77 min\",\"listed_in\":\"Children & Family Movies\",\"description\":\"Thor, the Marvel comic book character, comes to life in this animated feature that explores his earliest adventures with his brother Loki.\"},{\"show_id\":\"s7666\",\"type\":\"Movie\",\"title\":\"World Famous Lover\",\"director\":\"Kranthi Madhav\",\"cast\":\"Vijay Deverakonda, Raashi Khanna, Aishwarya Rajesh, Catherine Tresa, Izabelle Leite\",\"country\":\"India\",\"date_added\":\"2020-04-15\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"147 min\",\"listed_in\":\"Dramas, International Movies, Romantic Movies\",\"description\":\"When his frustrated girlfriend decides to leave him, a struggling writer gets down to work on stories of romance he hopes will win her back.\"},{\"show_id\":\"s378\",\"type\":\"Movie\",\"title\":\"Alelí\",\"director\":\"Leticia Jorge Romero\",\"cast\":\"Néstor Guzzini, Mirella 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Chu\",\"cast\":\"Aubrey Peeples, Stefanie Scott, Hayley Kiyoko, Aurora Perrineau, Juliette Lewis, Molly Ringwald, Ryan Guzman, Nathan Moore, Barnaby Carpenter, Nicholas Braun\",\"country\":\"United States\",\"date_added\":\"2020-04-16\",\"release_year\":2015,\"rating\":\"PG\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, Music & Musicals, Sci-Fi & Fantasy\",\"description\":\"After becoming an overnight star via the internet, teenage rocker Jem and her sisters journey to LA, where fame, fun and a family mystery await.\"},{\"show_id\":\"s3994\",\"type\":\"Movie\",\"title\":\"Maurício Meirelles: Generating Chaos\",\"director\":\"Diego Pignataro\",\"cast\":\"Maurício Meirelles\",\"country\":\"Brazil\",\"date_added\":\"2020-04-16\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"63 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Comedian Maurício Meirelles explores his chaotic mind with scathingly funny views on family, prejudices, turtles and more in this stand-up special.\"},{\"show_id\":\"s4999\",\"type\":\"Movie\",\"title\":\"Puerto Ricans in Paris\",\"director\":\"Ian Edelman\",\"cast\":\"Luis Guzmán, Edgar Garcia, Alice Taglioni, Rosie Perez, Miriam Shor, Frédéric Anscombre, Rosario Dawson, Julie Ferrier, Michaël Cohen, Ravi Patel\",\"country\":\"United States\",\"date_added\":\"2020-04-16\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"82 min\",\"listed_in\":\"Comedies\",\"description\":\"New York police detectives Luis and Eddie experience culture shock and adventure when they head to Paris to track down a stolen couture handbag.\"},{\"show_id\":\"s5862\",\"type\":\"Movie\",\"title\":\"Stunt School\",\"director\":\"Ali Yorgancıoğlu\",\"cast\":\"Aslı İnandık, Toygan Avanoğlu, Tuna Orhan, Caner Özyurtlu, Melis İşiten, Aslı Turanlı, Ahmet Olgun Sünear, Seda Türkmen, Ayten Uncuoğlu\",\"country\":\"Turkey\",\"date_added\":\"2020-04-16\",\"release_year\":2019,\"rating\":\"TV-G\",\"duration\":\"95 min\",\"listed_in\":\"Children & Family Movies, Comedies, International Movies\",\"description\":\"An aspiring actress is admitted to a prestigious conservatory but must pay her tuition by working as a performer for an unusual company.\"},{\"show_id\":\"s666\",\"type\":\"Movie\",\"title\":\"Babamın Ceketi\",\"director\":\"Müfit Can Saçıntı\",\"cast\":\"Müfit Can Saçıntı, Mert Turak, Ünal Yeter, Elif Nur Kerkük, Uğur Demirpehlivan, Ayşen Gruda, Erkan Can, Banu Manioğlu\",\"country\":\"Turkey\",\"date_added\":\"2020-04-17\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"101 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"Facing pressure to marry immediately, an unemployed man must find a way to pay for a wedding by any means necessary.\"},{\"show_id\":\"s1904\",\"type\":\"Movie\",\"title\":\"Earth and Blood\",\"director\":\"Julien Leclercq\",\"cast\":\"Sami Bouajila, Eriq Ebouaney, Samy Seghir, Sofia Lesaffre\",\"country\":\"France, Belgium\",\"date_added\":\"2020-04-17\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"A sawmill owner and his teenage daughter become tangled in a deadly feud when a drug dealer stashes stolen cocaine on their remote property.\"},{\"show_id\":\"s5221\",\"type\":\"Movie\",\"title\":\"Rising High\",\"director\":\"Cüneyt Kaya\",\"cast\":\"David Kross, Frederick Lau, Janina Uhse, Anne Schäfer, Sophia Thomalla\",\"country\":\"Germany\",\"date_added\":\"2020-04-17\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"95 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"Ready to do anything to get rich, a young man upends the Berlin property market with his shady pal, till the good times threaten to destroy it all.\"},{\"show_id\":\"s5499\",\"type\":\"Movie\",\"title\":\"Sergio\",\"director\":\"Greg Barker\",\"cast\":\"Wagner Moura, Ana de Armas, Brían F. O'Byrne, Clemens Schick, Bradley Whitford\",\"country\":\"United States\",\"date_added\":\"2020-04-17\",\"release_year\":2020,\"rating\":\"R\",\"duration\":\"119 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"Passions, ideals and bitter realities collide as charismatic UN diplomat Sergio Vieira de Mello becomes trapped in a life-threatening situation in Iraq.\"},{\"show_id\":\"s6580\",\"type\":\"Movie\",\"title\":\"The Legacy of the Bones\",\"director\":\"Fernando González Molina\",\"cast\":\"Marta Etura, Carlos Librado \\\"Nene\\\", Leonardo Sbaraglia, Francesc Orella, Imanol Arias, Benn Northover, Itziar Aizpuru, Patricia López Arnaiz, Alicia Sánchez, Eduardo Rosa\",\"country\":\"Spain, Germany\",\"date_added\":\"2020-04-17\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"121 min\",\"listed_in\":\"International Movies, Thrillers\",\"description\":\"A year after solving a series of murders, detective Amaia is faced with a related mystery in the Baztán Valley that ends up hitting very close to home.\"},{\"show_id\":\"s6426\",\"type\":\"Movie\",\"title\":\"The Green Hornet\",\"director\":\"Michel Gondry\",\"cast\":\"Seth Rogen, Jay Chou, Cameron Diaz, Tom Wilkinson, Christoph Waltz, David Harbour, Edward James Olmos, Jamie Harris, Chad L. 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man undergoes a heart transplant following a serious injury and begins to take on some of the donor's motherly characteristics.\"},{\"show_id\":\"s6227\",\"type\":\"Movie\",\"title\":\"The Claudia Kishi Club\",\"director\":\"Sue Ding\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2020-07-10\",\"release_year\":2020,\"rating\":\"TV-14\",\"duration\":\"17 min\",\"listed_in\":\"Documentaries\",\"description\":\"Asian American creatives pay passionate tribute to the iconic, stereotype-busting \\\"Baby-Sitters Club\\\" character in this heartfelt documentary short.\"},{\"show_id\":\"s6720\",\"type\":\"Movie\",\"title\":\"The Old Guard\",\"director\":\"Gina Prince-Bythewood\",\"cast\":\"Charlize Theron, KiKi Layne, Marwan Kenzari, Luca Marinelli, Harry Melling, Van Veronica Ngo, Matthias Schoenaerts, Chiwetel Ejiofor\",\"country\":\"United States\",\"date_added\":\"2020-07-10\",\"release_year\":2020,\"rating\":\"R\",\"duration\":\"126 min\",\"listed_in\":\"Action & 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an old flame as he hesitates to propose to his girlfriend.\"},{\"show_id\":\"s3674\",\"type\":\"Movie\",\"title\":\"Little Singham: Legend of Dugabakka\",\"director\":null,\"cast\":null,\"country\":null,\"date_added\":\"2020-07-15\",\"release_year\":2020,\"rating\":\"TV-Y7\",\"duration\":\"68 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"As fears rise over a ghost known for nighttime abductions, Mirchi Nagar residents look to the only person they know can save them: Little Singham!\"},{\"show_id\":\"s5951\",\"type\":\"Movie\",\"title\":\"Sylvia\",\"director\":\"Daniel Oriahi\",\"cast\":\"Chris Attoh, Zainab Balogun, Ini Dima-Okojie, Udoka Onyeka, Lord Frank, Bolaji Ogunmola, Ijeoma Grace Agu, Omotunde Adebowale David\",\"country\":\"Nigeria\",\"date_added\":\"2020-07-15\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"104 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"When a man outgrows a childhood friendship and commits to marrying his girlfriend, obsession and spiritual warfare soon disrupt his peaceful life.\"},{\"show_id\":\"s6769\",\"type\":\"Movie\",\"title\":\"The Players\",\"director\":\"Stefano Mordini\",\"cast\":\"Valerio Mastandrea, Riccardo Scamarcio, Laura Chiatti, Valentina Cervi, Marina Foïs, Euridice Axen, Massimiliano Gallo, Alessia Giuliani\",\"country\":\"Italy\",\"date_added\":\"2020-07-15\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"89 min\",\"listed_in\":\"Comedies, International Movies\",\"description\":\"From campy lies to sexy surprises, this collection of vignettes captures the follies of several men as they fumble with fidelity and relationships.\"},{\"show_id\":\"s1728\",\"type\":\"Movie\",\"title\":\"Devil's Gate\",\"director\":\"Clay Staub\",\"cast\":\"Amanda Schull, Milo Ventimiglia, Shawn Ashmore, Bridget Regan, Jonathan Frakes, Sarah Constible, Spencer Drever, Javier Botet\",\"country\":\"Canada\",\"date_added\":\"2020-07-16\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"94 min\",\"listed_in\":\"Horror Movies, Sci-Fi & Fantasy, Thrillers\",\"description\":\"Seeking a missing woman in North Dakota, an FBI agent and a sheriff focus on her religious zealot husband but discover something far more sinister.\"},{\"show_id\":\"s2124\",\"type\":\"Movie\",\"title\":\"Fatal Affair\",\"director\":\"Peter Sullivan\",\"cast\":\"Nia Long, Omar Epps, Stephen Bishop, Maya Stojan, Aubrey Cleland, Carolyn Hennesy\",\"country\":\"United States\",\"date_added\":\"2020-07-16\",\"release_year\":2020,\"rating\":\"TV-14\",\"duration\":\"90 min\",\"listed_in\":\"Thrillers\",\"description\":\"A lawyer is caught in a terrifying game of cat and mouse when a drink with an old friend escalates into an obsession that jeopardizes everyone she loves.\"},{\"show_id\":\"s4101\",\"type\":\"Movie\",\"title\":\"MILF\",\"director\":\"Axelle Laffont\",\"cast\":\"Virginie Ledoyen, Marie-Josée Croze, Axelle Laffont, Matthias Dandois, Victor Meutelet, Waël Sersoub, Florence Thomassin\",\"country\":\"France, Belgium\",\"date_added\":\"2020-07-16\",\"release_year\":2018,\"rating\":\"TV-MA\",\"duration\":\"102 min\",\"listed_in\":\"Comedies, International Movies, Romantic Movies\",\"description\":\"In the south of France, three best friends in their 40s navigate loss and heartbreak while embarking on steamy affairs with much younger men.\"},{\"show_id\":\"s2133\",\"type\":\"Movie\",\"title\":\"Father Soldier Son\",\"director\":\"Leslye Davis, Catrin Einhorn\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2020-07-17\",\"release_year\":2020,\"rating\":\"R\",\"duration\":\"100 min\",\"listed_in\":\"Documentaries\",\"description\":\"After a single father is severely wounded in Afghanistan, he and his sons embark on a journey of sacrifice and a search for redemption.\"},{\"show_id\":\"s6668\",\"type\":\"Movie\",\"title\":\"The 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Kingdom\",\"date_added\":\"2020-07-21\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"58 min\",\"listed_in\":\"Stand-Up Comedy\",\"description\":\"Jack Whitehall hits the stage with hilarious tales about happy couples, life in hotels, human stupidity and his well-traveled father.\"},{\"show_id\":\"s5770\",\"type\":\"Movie\",\"title\":\"Spotlight\",\"director\":\"Tom McCarthy\",\"cast\":\"Mark Ruffalo, Michael Keaton, Rachel McAdams, Liev Schreiber, John Slattery, Brian d'Arcy James, Stanley Tucci, Billy Crudup, Paul Guilfoyle, Jamey Sheridan\",\"country\":\"United States\",\"date_added\":\"2020-07-22\",\"release_year\":2015,\"rating\":\"R\",\"duration\":\"129 min\",\"listed_in\":\"Dramas, Independent Movies\",\"description\":\"A team of reporters and editors at the Boston Globe relentlessly investigate a shocking child molestation cover-up by the Catholic Church.\"},{\"show_id\":\"s6813\",\"type\":\"Movie\",\"title\":\"The Remix: Hip Hop X Fashion\",\"director\":\"Lisa Cortés, Farah X\",\"cast\":null,\"country\":\"United States\",\"date_added\":\"2020-07-22\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"67 min\",\"listed_in\":\"Documentaries, Music & Musicals\",\"description\":\"This documentary profiles Black visionaries in fashion who rewrote narratives on the runway and turned hip-hop style into a global phenomenon.\"},{\"show_id\":\"s6550\",\"type\":\"Movie\",\"title\":\"The Larva Island Movie\",\"director\":\"Ahn Byoung-wook\",\"cast\":\"Hong Bum-ki, Eddy Lee, Kang Shi-hyun, Ahn Hyo-min, Kim Yeon-woo, Choi Nak-yoon, Tom Wayland, Erica Schroeder\",\"country\":\"South Korea\",\"date_added\":\"2020-07-23\",\"release_year\":2020,\"rating\":\"TV-Y7\",\"duration\":\"91 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"In this movie sequel to the hit series, Chuck returns home and talks to a reporter about life on the island with zany larva pals Red and Yellow.\"},{\"show_id\":\"s6590\",\"type\":\"Movie\",\"title\":\"The Letter Reader\",\"director\":\"Sibusiso Khuzwayo\",\"cast\":\"Bahle Mashinini, Nomalanga Shabane, Andile Gumbi, Nokuthula Mazibuko\",\"country\":\"South Africa\",\"date_added\":\"2020-07-23\",\"release_year\":2019,\"rating\":\"TV-PG\",\"duration\":\"30 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A young boy from Johannesburg arrives in KwaZulu-Natal and begins to read letters for villagers \\u2014 then falls in love with one of the recipients.\"},{\"show_id\":\"s529\",\"type\":\"Movie\",\"title\":\"Animal Crackers\",\"director\":\"Tony Bancroft, Scott Christian Sava\",\"cast\":\"Emily Blunt, John Krasinski, Ian McKellen, Danny DeVito, Raven-Symoné, Patrick Warburton, Wallace Shawn, Gilbert Gottfried, Tara Strong, Harvey Fierstein, James Arnold Taylor, Kevin Grevioux, Sylvester Stallone, Lydia Rose Taylor\",\"country\":\"China, Spain, South Korea, United States\",\"date_added\":\"2020-07-24\",\"release_year\":2020,\"rating\":\"TV-Y7\",\"duration\":\"106 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Enchanted animal crackers turn Owen into whatever shape he eats! But to save the family circus, he'll have to keep them out of his evil uncle's hands.\"},{\"show_id\":\"s1861\",\"type\":\"Movie\",\"title\":\"Dragons: Rescue Riders: Secrets of the Songwing\",\"director\":\"Greg Rankin, TJ Sullivan\",\"cast\":\"Noah Kaye Bentley, Brennley Brown, Zach Callison, Nicolas Cantu, Skai Jackson, Marsai Martin, Andre Robinson, Carlos Alazraqui, Renée Elise Goldsberry\",\"country\":\"United States\",\"date_added\":\"2020-07-24\",\"release_year\":2020,\"rating\":\"TV-Y\",\"duration\":\"46 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"When a musical dragon with a beautiful voice hypnotizes the dragons and people of Huttsgalor, the Rescue Riders have to find a way to break the spell.\"},{\"show_id\":\"s2718\",\"type\":\"Movie\",\"title\":\"Hickok\",\"director\":\"Timothy Woodward Jr.\",\"cast\":\"Luke Hemsworth, Trace Adkins, Kris Kristofferson, Bruce Dern, Cameron Richardson, Kaiwi Lyman, Hunter Fischer, Robert Catrini, Britain Simons\",\"country\":\"United States\",\"date_added\":\"2020-07-24\",\"release_year\":2017,\"rating\":\"TV-MA\",\"duration\":\"88 min\",\"listed_in\":\"Action & Adventure\",\"description\":\"While serving as the marshal of rowdy Abilene, Kansas, \\\"Wild Bill\\\" Hickok uses guns and gall to tidy up the lawless frontier town.\"},{\"show_id\":\"s4477\",\"type\":\"Movie\",\"title\":\"Nimbe\",\"director\":\"Tope Alake\",\"cast\":\"Odunlade Adekola, Chimezie Imo, Sani Danja, Rachael Okonkwo, Broda Shaggi, Toyin Abraham, Kelechi Udegbe, Doyin Abiola, Molawa Davis\",\"country\":\"Nigeria\",\"date_added\":\"2020-07-24\",\"release_year\":2019,\"rating\":\"TV-MA\",\"duration\":\"115 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A bullied teenager gravitates toward the acceptance he finds in a street gang but soon ends up involved in a world of drug abuse and organized crime.\"},{\"show_id\":\"s4578\",\"type\":\"Movie\",\"title\":\"Offering to the Storm\",\"director\":\"Fernando González Molina\",\"cast\":\"Marta Etura, Leonardo Sbaraglia, Carlos Librado \\\"Nene\\\", Francesc Orella, Imanol Arias, Álvaro Cervantes, Itziar Aizpuru, Benn Northover, Marta Larralde, Alicia Sánchez, Eduardo Rosa, Angel Alkain, Ana Wagener, Paco Tous, Patricia López Arnaiz, Pedro Casablanc\",\"country\":\"Spain, Germany\",\"date_added\":\"2020-07-24\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"140 min\",\"listed_in\":\"International Movies, Thrillers\",\"description\":\"Amaia investigates several suspicious infant deaths and horrific rituals. 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Chiu, John Cho, Sandra Oh, Ruthie Ann Miles, Margaret Cho, Kimiko Glenn, Artt Butler, Irene Tsu, Clem Cheung, Conrad Ricamora\",\"country\":\"China, United States\",\"date_added\":\"2020-10-23\",\"release_year\":2020,\"rating\":\"PG\",\"duration\":\"100 min\",\"listed_in\":\"Children & Family Movies, Music & Musicals\",\"description\":\"Fueled by memories of her mother, resourceful Fei Fei builds a rocket to the moon on a mission to prove the existence of a legendary moon goddess.\"},{\"show_id\":\"s5545\",\"type\":\"Movie\",\"title\":\"Shattered Memories\",\"director\":\"Chris Sivertson\",\"cast\":\"Elizabeth Bogush, Brad Schmidt, Sarah Lind, Eddie Kaye Thomas, Phillip Boyd, Victoria Barabas, Mark Famiglietti, Walker Borba, Meg DeLacy\",\"country\":\"United States\",\"date_added\":\"2020-10-23\",\"release_year\":2018,\"rating\":\"TV-14\",\"duration\":\"86 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"When her former lover's mysteriously murdered, a woman must clear her 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Trump lip-synching sensation Sarah Cooper tackles politics, race and other light topics in a sketch special packed with celebrity guests.\"},{\"show_id\":\"s2771\",\"type\":\"Movie\",\"title\":\"Holidate\",\"director\":\"John Whitesell\",\"cast\":\"Emma Roberts, Luke Bracey, Kristin Chenoweth, Frances Fisher, Jessica Capshaw, Andrew Bachelor, Cynthy Wu, Alex Moffat, Manish Dayal\",\"country\":\"United States\",\"date_added\":\"2020-10-28\",\"release_year\":2020,\"rating\":\"TV-MA\",\"duration\":\"105 min\",\"listed_in\":\"Comedies, Romantic Movies\",\"description\":\"Fed up with being single on holidays, two strangers agree to be each other's platonic plus-ones all year long, only to catch real feelings along the way.\"},{\"show_id\":\"s3495\",\"type\":\"Movie\",\"title\":\"La Gran Ilusión\",\"director\":\"Antonio Díaz\",\"cast\":\"Antonio Díaz\",\"country\":null,\"date_added\":\"2020-10-28\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"50 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But his mission soon takes a surreal turn.\"},{\"show_id\":\"s4501\",\"type\":\"Movie\",\"title\":\"Nobody Sleeps in the Woods Tonight\",\"director\":\"Bartosz M. 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Sika Osei, Leonora Okien, Shawn Faqua, Tina Mba\",\"country\":\"Nigeria\",\"date_added\":\"2020-10-30\",\"release_year\":2017,\"rating\":\"TV-14\",\"duration\":\"114 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"A convicted murderer gets out of prison and reunites with his wife, who is plotting revenge against him after years of physical and emotional abuse.\"},{\"show_id\":\"s3276\",\"type\":\"Movie\",\"title\":\"Kaali Khuhi\",\"director\":\"Terrie Samundra\",\"cast\":\"Shabana Azmi, Leela Samson, Sanjeeda Sheikh, Satyadeep Misra, Riva Arora, Hetvi Bhanushali, Rose Rathod\",\"country\":\"India\",\"date_added\":\"2020-10-30\",\"release_year\":2020,\"rating\":\"TV-14\",\"duration\":\"91 min\",\"listed_in\":\"Horror Movies, International Movies\",\"description\":\"When a restless spirit curses a village that has a history of female infanticide, the town's fate lies in the hands of a 10-year-old girl.\"},{\"show_id\":\"s5254\",\"type\":\"Movie\",\"title\":\"Rogue 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Dyck\",\"cast\":\"Bea Santos, Greyston Holt, Greg Vaughan, Deana Carter, Allison Hossack\",\"country\":\"United States, Canada\",\"date_added\":\"2020-11-15\",\"release_year\":2017,\"rating\":\"TV-G\",\"duration\":\"84 min\",\"listed_in\":\"Music & Musicals, Romantic Movies\",\"description\":\"When an unfulfilled country music star hides out in his hometown, he meets a budding interior designer who finds her way into his heart.\"},{\"show_id\":\"s1428\",\"type\":\"Movie\",\"title\":\"Cloudy with a Chance of Meatballs 2\",\"director\":\"Cody Cameron, Kris Pearn\",\"cast\":\"Bill Hader, Anna Faris, James Caan, Will Forte, Andy Samberg, Benjamin Bratt, Neil Patrick Harris, Terry Crews, Kristen Schaal\",\"country\":\"United States\",\"date_added\":\"2020-11-15\",\"release_year\":2013,\"rating\":\"PG\",\"duration\":\"95 min\",\"listed_in\":\"Children & Family Movies, Comedies\",\"description\":\"Inventor Flint Lockwood battles mutant food beasts created by his notorious machine, including shrimpanzees, tacodiles and jellyfish sandwiches.\"},{\"show_id\":\"s2793\",\"type\":\"Movie\",\"title\":\"Hometown Holiday\",\"director\":\"Justin G. Dyck\",\"cast\":\"Sarah Troyer, Bradley Hamilton, Kevin McGarry, Samantha Gracie\",\"country\":\"Canada\",\"date_added\":\"2020-11-15\",\"release_year\":2018,\"rating\":\"TV-G\",\"duration\":\"84 min\",\"listed_in\":\"Romantic Movies\",\"description\":\"An ambitious entertainment lawyer tries to sign a singing sensation in his sister's small town, but a local soon captures his attention \\u2014 and heart.\"},{\"show_id\":\"s7596\",\"type\":\"Movie\",\"title\":\"White Christmas\",\"director\":\"Michael Curtiz\",\"cast\":\"Bing Crosby, Danny Kaye, Rosemary Clooney, Vera-Ellen, Dean Jagger, Mary Wickes, John Brascia, Anne Whitfield, George Chakiris\",\"country\":\"United States\",\"date_added\":\"2020-11-15\",\"release_year\":1954,\"rating\":\"TV-G\",\"duration\":\"120 min\",\"listed_in\":\"Children & Family Movies, Classic Movies, Comedies\",\"description\":\"Two war buddies fall for two sisters and follow the girls to a resort owned by their former commanding officer, who is in danger of losing the place.\"},{\"show_id\":\"s3794\",\"type\":\"Movie\",\"title\":\"Loving\",\"director\":\"Jeff Nichols\",\"cast\":\"Joel Edgerton, Ruth Negga, Marton Csokas, Nick Kroll, Michael Shannon, Terri Abney, Alano Miller, Jon Bass, Bill Camp, David Jensen\",\"country\":\"United Kingdom, United States\",\"date_added\":\"2020-11-16\",\"release_year\":2016,\"rating\":\"PG-13\",\"duration\":\"124 min\",\"listed_in\":\"Dramas, Romantic Movies\",\"description\":\"A young couple's interracial marriage in 1958 sparks a case that leads to the Supreme Court. 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Thrillers\",\"description\":\"A corrupt cop and a serial killer obsessed with a psychopath from the '60s get caught up in a ruthless cat-and-mouse game in this Indian thriller.\"},{\"show_id\":\"s5628\",\"type\":\"Movie\",\"title\":\"Singham\",\"director\":\"Rohit Shetty\",\"cast\":\"Ajay Devgn, Kajal Aggarwal, Prakash Raj, Sonali Kulkarni, Sachin Khedekar, Sudhanshu Pandey, Anant Jog\",\"country\":\"India\",\"date_added\":\"2020-11-19\",\"release_year\":2011,\"rating\":\"TV-14\",\"duration\":\"142 min\",\"listed_in\":\"Action & Adventure, Dramas, International Movies\",\"description\":\"A police inspector kills himself after a powerful gangster frames him for corruption \\u2013 but soon the thug faces the full force of cop Bajirao Singham.\"},{\"show_id\":\"s6001\",\"type\":\"Movie\",\"title\":\"TE3N\",\"director\":\"Ribhu Dasgupta\",\"cast\":\"Amitabh Bachchan, Nawazuddin Siddiqui, Vidya Balan, Mukesh Chhabra, Sabyasachi Chakraborty, Prakash Belawadi, Tota Roy Chowdhury, Padmavati Rao, Suneel Sinha\",\"country\":\"India\",\"date_added\":\"2020-11-19\",\"release_year\":2016,\"rating\":\"TV-14\",\"duration\":\"128 min\",\"listed_in\":\"Dramas, International Movies, Thrillers\",\"description\":\"Still desperate to find his granddaughter nearly a decade after her kidnapping, a devoted grandfather chases a dangerous new lead.\"},{\"show_id\":\"s6782\",\"type\":\"Movie\",\"title\":\"The Princess Switch: Switched Again\",\"director\":\"Mike Rohl\",\"cast\":\"Vanessa Hudgens, Nick Sagar, Sam Palladio, Mia Lloyd, Lachlan Nieboer, Ricky Norwood, Florence Hall, Suanne Braun, Mark Fleischmann\",\"country\":\"United States\",\"date_added\":\"2020-11-19\",\"release_year\":2020,\"rating\":\"TV-G\",\"duration\":\"97 min\",\"listed_in\":\"Children & Family Movies, Dramas, Romantic Movies\",\"description\":\"When Margaret's Christmas coronation complicates her love life, her double Stacy steps in to save the day. 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Comedies, TV Sci-Fi & Fantasy\",\"description\":\"Single mom Michelle Hathaway and her daughters find that they share their New Orleans home with the ghosts of single dad Ray Preston and his two sons.\"},{\"show_id\":\"s6702\",\"type\":\"TV Show\",\"title\":\"The Netflix Afterparty\",\"director\":null,\"cast\":\"David Spade, London Hughes, Fortune Feimster\",\"country\":\"United States\",\"date_added\":\"2021-01-02\",\"release_year\":2021,\"rating\":\"TV-MA\",\"duration\":\"1 Season\",\"listed_in\":\"Stand-Up Comedy & Talk Shows, TV Comedies\",\"description\":\"Hosts David Spade, Fortune Feimster and London Hughes welcome guests from the newest and biggest Netflix titles for fun conversations, skits and more.\"},{\"show_id\":\"s3442\",\"type\":\"TV Show\",\"title\":\"Korean Pork Belly Rhapsody\",\"director\":null,\"cast\":\"Paik Jong-won\",\"country\":null,\"date_added\":\"2021-01-04\",\"release_year\":2020,\"rating\":\"TV-G\",\"duration\":\"1 Season\",\"listed_in\":\"Docuseries, International TV Shows\",\"description\":\"A love letter to pork belly \\u2014 a perennial favorite among Koreans of every generation \\u2014 unfolds with an exploration of its history and cooking methods.\"},{\"show_id\":\"s5022\",\"type\":\"TV Show\",\"title\":\"QB1: Beyond the Lights\",\"director\":null,\"cast\":null,\"country\":\"United States\",\"date_added\":\"2021-01-04\",\"release_year\":2019,\"rating\":\"TV-14\",\"duration\":\"1 Season\",\"listed_in\":\"Docuseries\",\"description\":\"This riveting series follows three star high school quarterbacks as they play their final season before moving on to Division I college football.\"},{\"show_id\":\"s2328\",\"type\":\"TV Show\",\"title\":\"Gabby's Dollhouse\",\"director\":null,\"cast\":\"Laila Lockhart Kraner, Tucker Chandler, Juliet Donenfeld, Maggi Lowe, Donovan Patton, Eduardo Franco, Tara Strong, Secunda Wood, Carla Tassara, Sainty Nelsen\",\"country\":null,\"date_added\":\"2021-01-05\",\"release_year\":2021,\"rating\":\"TV-Y\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"Cute cats, quirky crafts and colorful magic! Join kitty enthusiast Gabby and her sidekick Pandy Paws as they team up for a series of animated adventures.\"},{\"show_id\":\"s2754\",\"type\":\"TV Show\",\"title\":\"History of Swear Words\",\"director\":null,\"cast\":\"Nicolas Cage\",\"country\":\"United States\",\"date_added\":\"2021-01-05\",\"release_year\":2021,\"rating\":\"TV-MA\",\"duration\":\"1 Season\",\"listed_in\":\"Docuseries, TV Comedies\",\"description\":\"Nicolas Cage hosts this proudly profane, funny and engagingly educational series about the history and impact of the most notorious English swear words.\"},{\"show_id\":\"s3484\",\"type\":\"TV Show\",\"title\":\"L.A.\\u2019s Finest\",\"director\":null,\"cast\":\"Jessica Alba, Gabrielle Union\",\"country\":\"United States\",\"date_added\":\"2021-01-05\",\"release_year\":2019,\"rating\":\"TV-14\",\"duration\":\"1 Season\",\"listed_in\":\"Crime TV Shows, TV Action & Adventure, TV Comedies\",\"description\":\"In this spinoff of the \\\"Bad Boys\\\" franchise, two police detectives team up while trying to keep their stormy pasts \\u2014 and differences \\u2014 from interfering.\"},{\"show_id\":\"s4391\",\"type\":\"TV Show\",\"title\":\"Nailed It! Mexico\",\"director\":null,\"cast\":\"Omar Chaparro, Anna Ruiz\",\"country\":\"Mexico, United States\",\"date_added\":\"2021-01-05\",\"release_year\":2021,\"rating\":\"TV-PG\",\"duration\":\"3 Seasons\",\"listed_in\":\"International TV Shows, Reality TV, Spanish-Language TV Shows\",\"description\":\"The fun, fondant and hilarious cake fails head to Mexico, where very amateur bakers compete to re-create elaborate sweet treats for a cash prize.\"},{\"show_id\":\"s5922\",\"type\":\"TV Show\",\"title\":\"Surviving Death\",\"director\":null,\"cast\":null,\"country\":\"United States\",\"date_added\":\"2021-01-06\",\"release_year\":2021,\"rating\":\"TV-MA\",\"duration\":\"1 Season\",\"listed_in\":\"Docuseries, Reality TV\",\"description\":\"What happens after we die? This docuseries explores personal stories and research on near-death experiences, reincarnation and paranormal phenomena.\"},{\"show_id\":\"s3019\",\"type\":\"TV Show\",\"title\":\"Inside the World\\u2019s Toughest Prisons\",\"director\":null,\"cast\":\"Paul Connolly\",\"country\":\"United Kingdom\",\"date_added\":\"2021-01-08\",\"release_year\":2021,\"rating\":\"TV-MA\",\"duration\":\"5 Seasons\",\"listed_in\":\"British TV Shows, Crime TV Shows, Docuseries\",\"description\":\"Investigative journalist Paul Connolly becomes a voluntary inmate in the world's most volatile prisons, where intimidation and brutality rule.\"},{\"show_id\":\"s3823\",\"type\":\"TV Show\",\"title\":\"Lupin\",\"director\":null,\"cast\":\"Omar Sy, Ludivine Sagnier, Clotilde Hesme, Nicole Garcia, Hervé Pierre, Soufiane Guerrab, Antoine Gouy, Fargass Assandé, Vincent Londez, Shirine Boutella\",\"country\":\"United States\",\"date_added\":\"2021-01-08\",\"release_year\":2021,\"rating\":\"TV-MA\",\"duration\":\"1 Season\",\"listed_in\":\"Crime TV Shows, International TV Shows, TV Action & Adventure\",\"description\":\"Inspired by the adventures of Arsène Lupin, gentleman thief Assane Diop sets out to avenge his father for an injustice inflicted by a wealthy family.\"},{\"show_id\":\"s4087\",\"type\":\"TV Show\",\"title\":\"Mighty Little Bheem: Kite Festival\",\"director\":null,\"cast\":\"Sumruddhi Shukla, Aranya Kaur, Nishka Raheja\",\"country\":\"India\",\"date_added\":\"2021-01-08\",\"release_year\":2021,\"rating\":\"TV-Y\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV, TV Comedies\",\"description\":\"With winter behind them, Bheem and his townspeople usher in a sunny new season in all their favorite ways during the Makar Sankranti festival.\"},{\"show_id\":\"s4966\",\"type\":\"TV Show\",\"title\":\"Pretend It\\u2019s a City\",\"director\":null,\"cast\":\"Fran Lebowitz\",\"country\":\"United 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}, + "source": [ + "df.groupBy { date_added.map { it.year } }\n", + " .pivot { type }.aggregate { count() }" + ], "outputs": [ { "data": { @@ -5414,7 +5418,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534144"></table>\n", + " <table class="dataframe" id="df_-1073741760"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 2</p>\n", "\n", @@ -5699,10 +5703,10 @@ "{ name: "<span title=\"Movie: Int\">Movie</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">258</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">864</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1255</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1497</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>"] }, \n", "{ name: "<span title=\"TV Show: Int?\">TV Show</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">185</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">430</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">656</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", "{ name: "<span title=\"type: DataRow<*>\">type</span>", children: [1, 2], rightAlign: false, values: ["<span class=\"formatted\" title=\"Movie: 1\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 2\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">2</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 13\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">13</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 3\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">3</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 6\nTV Show: 5\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">6</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">5</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 19\nTV Show: 6\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">19</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">6</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 58\nTV Show: 30\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">58</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">30</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 258\nTV Show: 185\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">258</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">185</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 864\nTV Show: 361\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">864</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">361</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1255\nTV Show: 430\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1255</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">430</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1497\nTV Show: 656\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1497</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">656</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1312\nTV Show: 697\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1312</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">697</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 88\nTV Show: 29\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">88</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">29</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -637534144, rootId: -637534144, totalRows: 14 } ) });\n", + "], id: -1073741760, rootId: -1073741760, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534144) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741760) });\n", "\n", "\n", " </script>\n", @@ -5874,24 +5878,21 @@ " \n", " \n", " \n", - "
date_addedtype
MovieTV Show
200811
20092null
20101null
201113null
20123null
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", + "
date_addedtype
MovieTV Show
200811
20092null
20101null
201113null
20123null
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":2,\"columns\":[\"date_added\",\"type\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"Movie\":1,\"TV Show\":1}},{\"date_added\":2009,\"type\":{\"Movie\":2,\"TV Show\":null}},{\"date_added\":2010,\"type\":{\"Movie\":1,\"TV Show\":null}},{\"date_added\":2011,\"type\":{\"Movie\":13,\"TV Show\":null}},{\"date_added\":2012,\"type\":{\"Movie\":3,\"TV Show\":null}},{\"date_added\":2013,\"type\":{\"Movie\":6,\"TV Show\":5}},{\"date_added\":2014,\"type\":{\"Movie\":19,\"TV Show\":6}},{\"date_added\":2015,\"type\":{\"Movie\":58,\"TV Show\":30}},{\"date_added\":2016,\"type\":{\"Movie\":258,\"TV Show\":185}},{\"date_added\":2017,\"type\":{\"Movie\":864,\"TV Show\":361}},{\"date_added\":2018,\"type\":{\"Movie\":1255,\"TV Show\":430}},{\"date_added\":2019,\"type\":{\"Movie\":1497,\"TV Show\":656}},{\"date_added\":2020,\"type\":{\"Movie\":1312,\"TV Show\":697}},{\"date_added\":2021,\"type\":{\"Movie\":88,\"TV Show\":29}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"type\"],\"nrow\":14,\"ncol\":2},\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2009,\"type\":{\"data\":{\"Movie\":2,\"TV Show\":null},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2010,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":null},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2011,\"type\":{\"data\":{\"Movie\":13,\"TV Show\":null},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2012,\"type\":{\"data\":{\"Movie\":3,\"TV Show\":null},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2013,\"type\":{\"data\":{\"Movie\":6,\"TV Show\":5},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2014,\"type\":{\"data\":{\"Movie\":19,\"TV Show\":6},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2015,\"type\":{\"data\":{\"Movie\":58,\"TV Show\":30},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2016,\"type\":{\"data\":{\"Movie\":258,\"TV Show\":185},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2017,\"type\":{\"data\":{\"Movie\":864,\"TV Show\":361},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2018,\"type\":{\"data\":{\"Movie\":1255,\"TV Show\":430},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2019,\"type\":{\"data\":{\"Movie\":1497,\"TV Show\":656},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2020,\"type\":{\"data\":{\"Movie\":1312,\"TV Show\":697},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2021,\"type\":{\"data\":{\"Movie\":88,\"TV Show\":29},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 15, "metadata": {}, - "output_type": "execute_result", - "execution_count": 15 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { date_added.map { it.year } }\n", - " .pivot { type }.aggregate { count() }" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -5902,13 +5903,16 @@ }, { "cell_type": "code", - "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:40.689254108Z", - "start_time": "2023-12-04T19:36:39.893045040Z" + "end_time": "2024-03-14T13:25:43.223764074Z", + "start_time": "2024-03-14T13:25:42.952363330Z" } }, + "source": [ + "df.groupBy { date_added.map { it.year } }\n", + " .pivot { type }.count()" + ], "outputs": [ { "data": { @@ -6091,7 +6095,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534142"></table>\n", + " <table class="dataframe" id="df_-1073741758"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 2</p>\n", "\n", @@ -6376,10 +6380,10 @@ "{ name: "<span title=\"Movie: Int\">Movie</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">258</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">864</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1255</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1497</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>"] }, \n", "{ name: "<span title=\"TV Show: Int\">TV Show</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">185</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">430</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">656</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", "{ name: "<span title=\"type: DataRow<*>\">type</span>", children: [1, 2], rightAlign: false, values: ["<span class=\"formatted\" title=\"Movie: 1\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 2\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">2</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 13\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">13</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 3\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">3</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 6\nTV Show: 5\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">6</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">5</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 19\nTV Show: 6\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">19</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">6</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 58\nTV Show: 30\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">58</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">30</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 258\nTV Show: 185\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">258</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">185</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 864\nTV Show: 361\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">864</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">361</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1255\nTV Show: 430\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1255</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">430</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1497\nTV Show: 656\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1497</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">656</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1312\nTV Show: 697\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1312</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">697</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 88\nTV Show: 29\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">88</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">29</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -637534142, rootId: -637534142, totalRows: 14 } ) });\n", + "], id: -1073741758, rootId: -1073741758, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534142) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741758) });\n", "\n", "\n", " </script>\n", @@ -6551,24 +6555,21 @@ " \n", " \n", " \n", - "
date_addedtype
MovieTV Show
200811
200920
201010
2011130
201230
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", + "
date_addedtype
MovieTV Show
200811
200920
201010
2011130
201230
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":2,\"columns\":[\"date_added\",\"type\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"Movie\":1,\"TV Show\":1}},{\"date_added\":2009,\"type\":{\"Movie\":2,\"TV Show\":0}},{\"date_added\":2010,\"type\":{\"Movie\":1,\"TV Show\":0}},{\"date_added\":2011,\"type\":{\"Movie\":13,\"TV Show\":0}},{\"date_added\":2012,\"type\":{\"Movie\":3,\"TV Show\":0}},{\"date_added\":2013,\"type\":{\"Movie\":6,\"TV Show\":5}},{\"date_added\":2014,\"type\":{\"Movie\":19,\"TV Show\":6}},{\"date_added\":2015,\"type\":{\"Movie\":58,\"TV Show\":30}},{\"date_added\":2016,\"type\":{\"Movie\":258,\"TV Show\":185}},{\"date_added\":2017,\"type\":{\"Movie\":864,\"TV Show\":361}},{\"date_added\":2018,\"type\":{\"Movie\":1255,\"TV Show\":430}},{\"date_added\":2019,\"type\":{\"Movie\":1497,\"TV Show\":656}},{\"date_added\":2020,\"type\":{\"Movie\":1312,\"TV Show\":697}},{\"date_added\":2021,\"type\":{\"Movie\":88,\"TV Show\":29}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"type\"],\"nrow\":14,\"ncol\":2},\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2009,\"type\":{\"data\":{\"Movie\":2,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2010,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2011,\"type\":{\"data\":{\"Movie\":13,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2012,\"type\":{\"data\":{\"Movie\":3,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2013,\"type\":{\"data\":{\"Movie\":6,\"TV Show\":5},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2014,\"type\":{\"data\":{\"Movie\":19,\"TV Show\":6},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2015,\"type\":{\"data\":{\"Movie\":58,\"TV Show\":30},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2016,\"type\":{\"data\":{\"Movie\":258,\"TV Show\":185},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2017,\"type\":{\"data\":{\"Movie\":864,\"TV Show\":361},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2018,\"type\":{\"data\":{\"Movie\":1255,\"TV Show\":430},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2019,\"type\":{\"data\":{\"Movie\":1497,\"TV Show\":656},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2020,\"type\":{\"data\":{\"Movie\":1312,\"TV Show\":697},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2021,\"type\":{\"data\":{\"Movie\":88,\"TV Show\":29},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 16, "metadata": {}, - "output_type": "execute_result", - "execution_count": 16 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { date_added.map { it.year } }\n", - " .pivot { type }.count()" - ] + "execution_count": 16 }, { "cell_type": "markdown", @@ -6581,13 +6582,17 @@ }, { "cell_type": "code", - "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:41.454312858Z", - "start_time": "2023-12-04T19:36:40.129998465Z" + "end_time": "2024-03-14T13:25:43.998484816Z", + "start_time": "2024-03-14T13:25:43.228177330Z" } }, + "source": [ + "val df_date_count = df\n", + " .groupBy { date_added.map { it.year } }.pivotCounts { type }\n", + "df_date_count" + ], "outputs": [ { "data": { @@ -6770,7 +6775,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534140"></table>\n", + " <table class="dataframe" id="df_-1073741756"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 2</p>\n", "\n", @@ -7055,10 +7060,10 @@ "{ name: "<span title=\"Movie: Int\">Movie</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">258</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">864</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1255</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1497</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>"] }, \n", "{ name: "<span title=\"TV Show: Int\">TV Show</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">185</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">430</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">656</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", "{ name: "<span title=\"type: DataRow<*>\">type</span>", children: [1, 2], rightAlign: false, values: ["<span class=\"formatted\" title=\"Movie: 1\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 2\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">2</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 13\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">13</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 3\nTV Show: 0\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">3</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">0</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 6\nTV Show: 5\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">6</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">5</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 19\nTV Show: 6\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">19</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">6</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 58\nTV Show: 30\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">58</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">30</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 258\nTV Show: 185\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">258</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">185</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 864\nTV Show: 361\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">864</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">361</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1255\nTV Show: 430\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1255</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">430</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1497\nTV Show: 656\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1497</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">656</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1312\nTV Show: 697\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1312</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">697</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 88\nTV Show: 29\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">88</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">29</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -637534140, rootId: -637534140, totalRows: 14 } ) });\n", + "], id: -1073741756, rootId: -1073741756, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534140) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741756) });\n", "\n", "\n", " </script>\n", @@ -7230,25 +7235,21 @@ " \n", " \n", " \n", - "
date_addedtype
MovieTV Show
200811
200920
201010
2011130
201230
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", + "
date_addedtype
MovieTV Show
200811
200920
201010
2011130
201230
201365
2014196
20155830
2016258185
2017864361
20181255430
20191497656
20201312697
20218829
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":2,\"columns\":[\"date_added\",\"type\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"Movie\":1,\"TV Show\":1}},{\"date_added\":2009,\"type\":{\"Movie\":2,\"TV Show\":0}},{\"date_added\":2010,\"type\":{\"Movie\":1,\"TV Show\":0}},{\"date_added\":2011,\"type\":{\"Movie\":13,\"TV Show\":0}},{\"date_added\":2012,\"type\":{\"Movie\":3,\"TV Show\":0}},{\"date_added\":2013,\"type\":{\"Movie\":6,\"TV Show\":5}},{\"date_added\":2014,\"type\":{\"Movie\":19,\"TV Show\":6}},{\"date_added\":2015,\"type\":{\"Movie\":58,\"TV Show\":30}},{\"date_added\":2016,\"type\":{\"Movie\":258,\"TV Show\":185}},{\"date_added\":2017,\"type\":{\"Movie\":864,\"TV Show\":361}},{\"date_added\":2018,\"type\":{\"Movie\":1255,\"TV Show\":430}},{\"date_added\":2019,\"type\":{\"Movie\":1497,\"TV Show\":656}},{\"date_added\":2020,\"type\":{\"Movie\":1312,\"TV Show\":697}},{\"date_added\":2021,\"type\":{\"Movie\":88,\"TV Show\":29}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"type\"],\"nrow\":14,\"ncol\":2},\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2009,\"type\":{\"data\":{\"Movie\":2,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2010,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2011,\"type\":{\"data\":{\"Movie\":13,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2012,\"type\":{\"data\":{\"Movie\":3,\"TV Show\":0},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2013,\"type\":{\"data\":{\"Movie\":6,\"TV Show\":5},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2014,\"type\":{\"data\":{\"Movie\":19,\"TV Show\":6},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2015,\"type\":{\"data\":{\"Movie\":58,\"TV Show\":30},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2016,\"type\":{\"data\":{\"Movie\":258,\"TV Show\":185},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2017,\"type\":{\"data\":{\"Movie\":864,\"TV Show\":361},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2018,\"type\":{\"data\":{\"Movie\":1255,\"TV Show\":430},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2019,\"type\":{\"data\":{\"Movie\":1497,\"TV Show\":656},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2020,\"type\":{\"data\":{\"Movie\":1312,\"TV Show\":697},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2021,\"type\":{\"data\":{\"Movie\":88,\"TV Show\":29},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 17, "metadata": {}, - "output_type": "execute_result", - "execution_count": 17 + "output_type": "execute_result" } ], - "source": [ - "val df_date_count = df\n", - " .groupBy { date_added.map { it.year } }.pivotCounts { type }\n", - "df_date_count" - ] + "execution_count": 17 }, { "cell_type": "markdown", @@ -7259,24 +7260,57 @@ }, { "cell_type": "code", - "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:43.530449278Z", - "start_time": "2023-12-04T19:36:40.860492498Z" + "end_time": "2024-03-14T13:25:45.216626607Z", + "start_time": "2024-03-14T13:25:44.005597541Z" } }, + "source": [ + "df_date_count.plot {\n", + " x(date_added) { axis.name = \"year\" }\n", + "\n", + " area {\n", + " y(type.`TV Show`) { axis.name = \"count\" }\n", + " fillColor = Color.hex(\"#BF360C\")\n", + " borderLine.color = Color.hex(\"#BF360C\")\n", + " alpha = .5\n", + " }\n", + "\n", + " area {\n", + " y(type.Movie)\n", + " fillColor = Color.hex(\"#01579B\")\n", + " borderLine.color = Color.hex(\"#01579B\")\n", + " alpha = .5\n", + " }\n", + "\n", + " layout {\n", + " title = \"Number of titles by year\"\n", + " size = 800 to 500\n", + " style {\n", + " panel {\n", + " background {\n", + " fillColor = Color.hex(\"#ECEFF1\")\n", + " borderLineColor = Color.hex(\"#ECEFF1\")\n", + " }\n", + " grid.lineGlobal { blank = true }\n", + " }\n", + " }\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,008\n", + " 2,008\n", " \n", " \n", " \n", @@ -7504,7 +7540,7 @@ " \n", " \n", " \n", - " 2,010\n", + " 2,010\n", " \n", " \n", " \n", @@ -7513,7 +7549,7 @@ " \n", " \n", " \n", - " 2,012\n", + " 2,012\n", " \n", " \n", " \n", @@ -7522,7 +7558,7 @@ " \n", " \n", " \n", - " 2,014\n", + " 2,014\n", " \n", " \n", " \n", @@ -7531,7 +7567,7 @@ " \n", " \n", " \n", - " 2,016\n", + " 2,016\n", " \n", " \n", " \n", @@ -7540,7 +7576,7 @@ " \n", " \n", " \n", - " 2,018\n", + " 2,018\n", " \n", " \n", " \n", @@ -7549,7 +7585,7 @@ " \n", " \n", " \n", - " 2,020\n", + " 2,020\n", " \n", " \n", " \n", @@ -7557,66 +7593,68 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,400\n", + " 1,400\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -7630,9 +7668,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -7649,26 +7687,26 @@ " \n", " \n", " \n", - " Number of titles by year\n", + " Number of titles by year\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " year\n", + " year\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -7811,44 +7849,12 @@ "swing_enabled": true } }, + "execution_count": 18, "metadata": {}, - "output_type": "execute_result", - "execution_count": 18 + "output_type": "execute_result" } ], - "source": [ - "df_date_count.plot {\n", - " x(date_added) { axis.name = \"year\" }\n", - "\n", - " area {\n", - " y(type.`TV Show`) { axis.name = \"count\" }\n", - " fillColor = Color.hex(\"#BF360C\")\n", - " borderLine.color = Color.hex(\"#BF360C\")\n", - " alpha = .5\n", - " }\n", - "\n", - " area {\n", - " y(type.Movie)\n", - " fillColor = Color.hex(\"#01579B\")\n", - " borderLine.color = Color.hex(\"#01579B\")\n", - " alpha = .5\n", - " }\n", - "\n", - " layout {\n", - " title = \"Number of titles by year\"\n", - " size = 800 to 500\n", - " theme {\n", - " panel {\n", - " background {\n", - " fillColor = Color.hex(\"#ECEFF1\")\n", - " borderLineColor = Color.hex(\"#ECEFF1\")\n", - " }\n", - " grid.lineGlobal { blank = true }\n", - " }\n", - " }\n", - " }\n", - "}" - ] + "execution_count": 18 }, { "cell_type": "markdown", @@ -7859,13 +7865,18 @@ }, { "cell_type": "code", - "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:43.797367369Z", - "start_time": "2023-12-04T19:36:41.755366082Z" + "end_time": "2024-03-14T13:25:45.447997322Z", + "start_time": "2024-03-14T13:25:45.222652100Z" } }, + "source": [ + "val df_cumsum_titles = df_date_count\n", + " .sortBy { date_added } // sorting by date_added\n", + " .cumSum { type.allCols() } // count cumulative sum for columns `TV Show` and `Movie` that are nested under column `type`\n", + "df_cumsum_titles" + ], "outputs": [ { "data": { @@ -8048,7 +8059,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534138"></table>\n", + " <table class="dataframe" id="df_-1073741754"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 14, columnsCount = 2</p>\n", "\n", @@ -8333,10 +8344,10 @@ "{ name: "<span title=\"Movie: Int\">Movie</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">26</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">45</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">103</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">361</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1225</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2480</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3977</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5289</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5377</span></span>"] }, \n", "{ name: "<span title=\"TV Show: Int\">TV Show</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">12</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">42</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">227</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">588</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1674</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2371</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2400</span></span>"] }, \n", "{ name: "<span title=\"type: DataRow<*>\">type</span>", children: [1, 2], rightAlign: false, values: ["<span class=\"formatted\" title=\"Movie: 1\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 3\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">3</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 4\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">4</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 17\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">17</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 20\nTV Show: 1\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">20</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 26\nTV Show: 6\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">26</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">6</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 45\nTV Show: 12\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">45</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">12</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 103\nTV Show: 42\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">103</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">42</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 361\nTV Show: 227\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">361</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">227</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 1225\nTV Show: 588\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">1225</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">588</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 2480\nTV Show: 1018\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">2480</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1018</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 3977\nTV Show: 1674\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">3977</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">1674</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 5289\nTV Show: 2371\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">5289</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">2371</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"Movie: 5377\nTV Show: 2400\"><span class=\"structural\">{ </span><span class=\"structural\">Movie: </span><span class=\"numbers\">5377</span><span class=\"structural\">, </span><span class=\"structural\">TV Show: </span><span class=\"numbers\">2400</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -637534138, rootId: -637534138, totalRows: 14 } ) });\n", + "], id: -1073741754, rootId: -1073741754, totalRows: 14 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534138) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741754) });\n", "\n", "\n", " </script>\n", @@ -8508,47 +8519,76 @@ " \n", " \n", " \n", - "
date_addedtype
MovieTV Show
200811
200931
201041
2011171
2012201
2013266
20144512
201510342
2016361227
20171225588
201824801018
201939771674
202052892371
202153772400
\n", + "
date_addedtype
MovieTV Show
200811
200931
201041
2011171
2012201
2013266
20144512
201510342
2016361227
20171225588
201824801018
201939771674
202052892371
202153772400
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":14,\"ncol\":2,\"columns\":[\"date_added\",\"type\"],\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"Movie\":1,\"TV Show\":1}},{\"date_added\":2009,\"type\":{\"Movie\":3,\"TV Show\":1}},{\"date_added\":2010,\"type\":{\"Movie\":4,\"TV Show\":1}},{\"date_added\":2011,\"type\":{\"Movie\":17,\"TV Show\":1}},{\"date_added\":2012,\"type\":{\"Movie\":20,\"TV Show\":1}},{\"date_added\":2013,\"type\":{\"Movie\":26,\"TV Show\":6}},{\"date_added\":2014,\"type\":{\"Movie\":45,\"TV Show\":12}},{\"date_added\":2015,\"type\":{\"Movie\":103,\"TV Show\":42}},{\"date_added\":2016,\"type\":{\"Movie\":361,\"TV Show\":227}},{\"date_added\":2017,\"type\":{\"Movie\":1225,\"TV Show\":588}},{\"date_added\":2018,\"type\":{\"Movie\":2480,\"TV Show\":1018}},{\"date_added\":2019,\"type\":{\"Movie\":3977,\"TV Show\":1674}},{\"date_added\":2020,\"type\":{\"Movie\":5289,\"TV Show\":2371}},{\"date_added\":2021,\"type\":{\"Movie\":5377,\"TV Show\":2400}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"date_added\",\"type\"],\"nrow\":14,\"ncol\":2},\"kotlin_dataframe\":[{\"date_added\":2008,\"type\":{\"data\":{\"Movie\":1,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2009,\"type\":{\"data\":{\"Movie\":3,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2010,\"type\":{\"data\":{\"Movie\":4,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2011,\"type\":{\"data\":{\"Movie\":17,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2012,\"type\":{\"data\":{\"Movie\":20,\"TV Show\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2013,\"type\":{\"data\":{\"Movie\":26,\"TV Show\":6},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2014,\"type\":{\"data\":{\"Movie\":45,\"TV Show\":12},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2015,\"type\":{\"data\":{\"Movie\":103,\"TV Show\":42},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2016,\"type\":{\"data\":{\"Movie\":361,\"TV Show\":227},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2017,\"type\":{\"data\":{\"Movie\":1225,\"TV Show\":588},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2018,\"type\":{\"data\":{\"Movie\":2480,\"TV Show\":1018},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2019,\"type\":{\"data\":{\"Movie\":3977,\"TV Show\":1674},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2020,\"type\":{\"data\":{\"Movie\":5289,\"TV Show\":2371},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"date_added\":2021,\"type\":{\"data\":{\"Movie\":5377,\"TV Show\":2400},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 19, "metadata": {}, - "output_type": "execute_result", - "execution_count": 19 + "output_type": "execute_result" } ], - "source": [ - "val df_cumsum_titles = df_date_count\n", - " .sortBy { date_added } // sorting by date_added\n", - " .cumSum { type.all() } // count cumulative sum for columns `TV Show` and `Movie` that are nested under column `type`\n", - "df_cumsum_titles" - ] + "execution_count": 19 }, { "cell_type": "code", - "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:43.888552790Z", - "start_time": "2023-12-04T19:36:41.946267666Z" + "end_time": "2024-03-14T13:25:46.016002910Z", + "start_time": "2024-03-14T13:25:45.452684591Z" } }, + "source": [ + "df_cumsum_titles.plot {\n", + " x(date_added) { axis.name = \"year\" }\n", + "\n", + " area {\n", + " y(type.`TV Show`) { axis.name = \"cumulative count\" }\n", + " fillColor = Color.hex(\"#BF360C\")\n", + " borderLine.color = Color.hex(\"#BF360C\")\n", + " alpha = .5\n", + " }\n", + "\n", + " area {\n", + " y(type.Movie)\n", + " fillColor = Color.hex(\"#01579B\")\n", + " borderLine.color = Color.hex(\"#01579B\")\n", + " alpha = .5\n", + " }\n", + "\n", + " layout {\n", + " title = \"Cumulative count of titles by year\"\n", + " size = 800 to 500\n", + "\n", + " style {\n", + " panel {\n", + " background {\n", + " fillColor = Color.hex(\"#ECEFF1\")\n", + " borderLineColor = Color.hex(\"#ECEFF1\")\n", + " }\n", + " grid.lineGlobal { blank = true }\n", + " }\n", + " }\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,008\n", + " 2,008\n", " \n", " \n", " \n", @@ -8776,7 +8818,7 @@ " \n", " \n", " \n", - " 2,010\n", + " 2,010\n", " \n", " \n", " \n", @@ -8785,7 +8827,7 @@ " \n", " \n", " \n", - " 2,012\n", + " 2,012\n", " \n", " \n", " \n", @@ -8794,7 +8836,7 @@ " \n", " \n", " \n", - " 2,014\n", + " 2,014\n", " \n", " \n", " \n", @@ -8803,7 +8845,7 @@ " \n", " \n", " \n", - " 2,016\n", + " 2,016\n", " \n", " \n", " \n", @@ -8812,7 +8854,7 @@ " \n", " \n", " \n", - " 2,018\n", + " 2,018\n", " \n", " \n", " \n", @@ -8821,7 +8863,7 @@ " \n", " \n", " \n", - " 2,020\n", + " 2,020\n", " \n", " \n", " \n", @@ -8829,94 +8871,96 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,500\n", + " 1,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,500\n", + " 2,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,000\n", + " 3,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,500\n", + " 3,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,000\n", + " 4,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,500\n", + " 4,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 5,000\n", + " 5,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 5,500\n", + " 5,500\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8930,9 +8974,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -8949,26 +8993,26 @@ " \n", " \n", " \n", - " Cumulative count of titles by year\n", + " Cumulative count of titles by year\n", " \n", " \n", " \n", " \n", - " cumulative count\n", + " cumulative count\n", " \n", " \n", " \n", " \n", - " year\n", + " year\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -9111,45 +9155,12 @@ "swing_enabled": true } }, + "execution_count": 20, "metadata": {}, - "output_type": "execute_result", - "execution_count": 20 + "output_type": "execute_result" } ], - "source": [ - "df_cumsum_titles.plot {\n", - " x(date_added) { axis.name = \"year\" }\n", - "\n", - " area {\n", - " y(type.`TV Show`) { axis.name = \"cumulative count\" }\n", - " fillColor = Color.hex(\"#BF360C\")\n", - " borderLine.color = Color.hex(\"#BF360C\")\n", - " alpha = .5\n", - " }\n", - "\n", - " area {\n", - " y(type.Movie)\n", - " fillColor = Color.hex(\"#01579B\")\n", - " borderLine.color = Color.hex(\"#01579B\")\n", - " alpha = .5\n", - " }\n", - "\n", - " layout {\n", - " title = \"Cumulative count of titles by year\"\n", - " size = 800 to 500\n", - "\n", - " theme {\n", - " panel {\n", - " background {\n", - " fillColor = Color.hex(\"#ECEFF1\")\n", - " borderLineColor = Color.hex(\"#ECEFF1\")\n", - " }\n", - " grid.lineGlobal { blank = true }\n", - " }\n", - " }\n", - " }\n", - "}" - ] + "execution_count": 20 }, { "cell_type": "markdown", @@ -9167,28 +9178,26 @@ }, { "cell_type": "code", - "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:43.963263039Z", - "start_time": "2023-12-04T19:36:42.426547029Z" + "end_time": "2024-03-14T13:25:46.086976496Z", + "start_time": "2024-03-14T13:25:46.021159479Z" } }, - "outputs": [], "source": [ "import kotlinx.datetime.*" - ] + ], + "outputs": [], + "execution_count": 21 }, { "cell_type": "code", - "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:44.406578415Z", - "start_time": "2023-12-04T19:36:42.465455221Z" + "end_time": "2024-03-14T13:25:46.731104268Z", + "start_time": "2024-03-14T13:25:46.091568186Z" } }, - "outputs": [], "source": [ "val maxDate = df.date_added.max()\n", "val df_days = df.add {\n", @@ -9196,28 +9205,72 @@ " \"months_on_platform\" from { date_added.monthsUntil(maxDate) } // adding column for number of months on the platform\n", " \"years_on_platform\" from { date_added.yearsUntil(maxDate) } // adding column for number of years on the platform\n", "}" - ] + ], + "outputs": [], + "execution_count": 22 }, { "cell_type": "code", - "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:46.658576510Z", - "start_time": "2023-12-04T19:36:43.149623570Z" + "end_time": "2024-03-14T13:25:48.895636459Z", + "start_time": "2024-03-14T13:25:46.735732249Z" } }, + "source": [ + "val p1 = df_days.select { type and days_on_platform }.plot {\n", + " histogram(days_on_platform, binsOption = BinsOption.byNumber(30)) {\n", + " y(Stat.density)\n", + " fillColor = Color.hex(\"#ef0b0b\")\n", + " borderLine.color = Color.hex(\"#ECEFF1\")\n", + " }\n", + "\n", + " statBin(days_on_platform, binsOption = BinsOption.byNumber(30)) {\n", + " area {\n", + " x(Stat.x)\n", + " y(Stat.density)\n", + " alpha = .5\n", + " fillColor = Color.hex(\"#0befef\")\n", + " }\n", + " }\n", + "\n", + " layout {\n", + " xAxisLabel = \"days\"\n", + " title = \"Age distribution (in days) on Netflix\"\n", + " }\n", + "}\n", + "\n", + "val p2 = df_days.select { type and days_on_platform }.plot {\n", + " boxplot(x = type, y = days_on_platform) {\n", + " boxes {\n", + " fillColor(Stat.x) {\n", + " scale = categorical(range = listOf(Color.hex(\"#792020\"), Color.hex(\"#207979\")))\n", + " }\n", + " }\n", + " }\n", + " layout {\n", + " yAxisLabel = \"days\"\n", + " title = \"Boxplot for age (in days) by type\"\n", + " }\n", + "}\n", + "\n", + "plotBunch {\n", + " add(p1, 0, 0, 500, 450)\n", + " add(p2, 500, 0, 500, 450)\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -9651,7 +9706,7 @@ " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", @@ -9660,7 +9715,7 @@ " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", @@ -9669,7 +9724,7 @@ " \n", " \n", " \n", - " 3,000\n", + " 3,000\n", " \n", " \n", " \n", @@ -9678,7 +9733,7 @@ " \n", " \n", " \n", - " 4,000\n", + " 4,000\n", " \n", " \n", " \n", @@ -9686,98 +9741,100 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0.0000\n", + " 0.0000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0001\n", + " 0.0001\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0002\n", + " 0.0002\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0003\n", + " 0.0003\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0004\n", + " 0.0004\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0005\n", + " 0.0005\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0006\n", + " 0.0006\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0007\n", + " 0.0007\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0008\n", + " 0.0008\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.0009\n", + " 0.0009\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -9843,9 +9900,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -9862,40 +9919,42 @@ " \n", " \n", " \n", - " Age distribution (in days) on Netflix\n", + " Age distribution (in days) on Netflix\n", " \n", " \n", " \n", " \n", - " density\n", + " density\n", " \n", " \n", " \n", " \n", - " days\n", + " days\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -9904,7 +9963,7 @@ " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -9912,107 +9971,109 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,500\n", + " 1,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,500\n", + " 2,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,000\n", + " 3,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,500\n", + " 3,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,000\n", + " 4,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 4,500\n", + " 4,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 5,000\n", + " 5,000\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -10042,15 +10103,14 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -10118,17 +10178,17 @@ " \n", " \n", " \n", - " Boxplot for age (in days) by type\n", + " Boxplot for age (in days) by type\n", " \n", " \n", " \n", " \n", - " days\n", + " days\n", " \n", " \n", " \n", " \n", - " type\n", + " type\n", " \n", " \n", " \n", @@ -10137,7 +10197,7 @@ " \n", " \n", " \n", - " x\n", + " x\n", " \n", " \n", " \n", @@ -10162,7 +10222,7 @@ " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -10187,7 +10247,7 @@ " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -10197,11 +10257,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -10702,53 +10762,12 @@ "swing_enabled": true } }, + "execution_count": 23, "metadata": {}, - "output_type": "execute_result", - "execution_count": 23 + "output_type": "execute_result" } ], - "source": [ - "val p1 = df_days.select { type and days_on_platform }.plot {\n", - " histogram(days_on_platform, binsOption = BinsOption.byNumber(30)) {\n", - " y(Stat.density)\n", - " fillColor = Color.hex(\"#ef0b0b\")\n", - " borderLine.color = Color.hex(\"#ECEFF1\")\n", - " }\n", - "\n", - " statBin(days_on_platform, binsOption = BinsOption.byNumber(30)) {\n", - " area {\n", - " x(Stat.x)\n", - " y(Stat.density)\n", - " alpha = .5\n", - " fillColor = Color.hex(\"#0befef\")\n", - " }\n", - " }\n", - "\n", - " layout {\n", - " xAxisLabel = \"days\"\n", - " title = \"Age distribution (in days) on Netflix\"\n", - " }\n", - "}\n", - "\n", - "val p2 = df_days.select { type and days_on_platform }.plot {\n", - " boxplot(x = type, y = days_on_platform) {\n", - " boxes {\n", - " fillColor(Stat.x) {\n", - " scale = categorical(range = listOf(Color.hex(\"#792020\"), Color.hex(\"#207979\")))\n", - " }\n", - " }\n", - " }\n", - " layout {\n", - " yAxisLabel = \"days\"\n", - " title = \"Boxplot for age (in days) by type\"\n", - " }\n", - "}\n", - "\n", - "plotBunch {\n", - " add(p1, 0, 0, 500, 450)\n", - " add(p2, 500, 0, 500, 450)\n", - "}" - ] + "execution_count": 23 }, { "cell_type": "markdown", @@ -10759,24 +10778,40 @@ }, { "cell_type": "code", - "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:46.849360952Z", - "start_time": "2023-12-04T19:36:44.640841920Z" + "end_time": "2024-03-14T13:25:49.430083943Z", + "start_time": "2024-03-14T13:25:48.914646922Z" } }, + "source": [ + "df_days.valueCounts(sort = false) { type and years_on_platform }.plot {\n", + " bars {\n", + " x(years_on_platform) { axis.name = \"years\" }\n", + " y(\"count\")\n", + " fillColor(type) {\n", + " scale = categorical(range = listOf(Color.hex(\"#bc3076\"), Color.hex(\"#30bc76\")))\n", + " }\n", + " position = Position.dodge()\n", + " }\n", + " layout {\n", + " title = \"Years of Movies and TV Shows on Netflix\"\n", + " size = 900 to 500\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -10984,7 +11021,7 @@ " \n", " \n", " \n", - " 2\n", + " 2\n", " \n", " \n", " \n", @@ -10993,7 +11030,7 @@ " \n", " \n", " \n", - " 4\n", + " 4\n", " \n", " \n", " \n", @@ -11002,7 +11039,7 @@ " \n", " \n", " \n", - " 6\n", + " 6\n", " \n", " \n", " \n", @@ -11011,7 +11048,7 @@ " \n", " \n", " \n", - " 8\n", + " 8\n", " \n", " \n", " \n", @@ -11020,7 +11057,7 @@ " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", @@ -11029,7 +11066,7 @@ " \n", " \n", " \n", - " 12\n", + " 12\n", " \n", " \n", " \n", @@ -11038,7 +11075,7 @@ " \n", " \n", " \n", - " 14\n", + " 14\n", " \n", " \n", " \n", @@ -11046,89 +11083,91 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,400\n", + " 1,400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,600\n", + " 1,600\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -11181,26 +11220,26 @@ " \n", " \n", " \n", - " Years of Movies and TV Shows on Netflix\n", + " Years of Movies and TV Shows on Netflix\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " years\n", + " years\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " type\n", + " type\n", " \n", " \n", " \n", @@ -11219,7 +11258,7 @@ " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -11238,7 +11277,7 @@ " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -11248,10 +11287,10 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -11381,27 +11420,12 @@ "swing_enabled": true } }, + "execution_count": 24, "metadata": {}, - "output_type": "execute_result", - "execution_count": 24 + "output_type": "execute_result" } ], - "source": [ - "df_days.valueCounts(sort = false) { type and years_on_platform }.plot {\n", - " bars {\n", - " x(years_on_platform) { axis.name = \"years\" }\n", - " y(\"count\")\n", - " fillColor(type) {\n", - " scale = categorical(range = listOf(Color.hex(\"#bc3076\"), Color.hex(\"#30bc76\")))\n", - " }\n", - " position = Position.dodge()\n", - " }\n", - " layout {\n", - " title = \"Years of Movies and TV Shows on Netflix\"\n", - " size = 900 to 500\n", - " }\n", - "}" - ] + "execution_count": 24 }, { "cell_type": "markdown", @@ -11413,13 +11437,22 @@ }, { "cell_type": "code", - "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:47.609191223Z", - "start_time": "2023-12-04T19:36:45.017734632Z" + "end_time": "2024-03-14T13:25:50.035656086Z", + "start_time": "2024-03-14T13:25:49.435042223Z" } }, + "source": [ + "val df_years = df\n", + " // adding a new column of the difference between the year of release and the year of addition\n", + " .add(\"years_off_platform\") {\n", + " date_added.year - release_year\n", + " }\n", + " // dropping negative values and equal to zero\n", + " .filter { \"years_off_platform\"() > 0 }\n", + "df_years" + ], "outputs": [ { "data": { @@ -11602,7 +11635,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534136"></table>\n", + " <table class="dataframe" id="df_-1073741752"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 4940 rows</p><p class="dataframe_description">DataFrame: rowsCount = 4940, columnsCount = 13</p>\n", "\n", @@ -11896,10 +11929,10 @@ "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, Independent Movies, Thrillers","Stand-Up Comedy &#38; Talk Shows","Dramas, International Movies","Cult Movies, Horror Movies","Dramas, International Movies","<span class=\"formatted\" title=\"Children &#38; Family Movies, Dramas, Faith &#38; Spirituality\">Children &#38; Family Movies, Dramas, Fai<span class=\"structural\">...</span></span>","Dramas","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas, Thrillers","Documentaries","Children &#38; Family Movies, Comedies","<span class=\"formatted\" title=\"TV Dramas, TV Mysteries, TV Sci-Fi &#38; Fantasy\">TV Dramas, TV Mysteries, TV Sci-Fi &#38; <span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\">In each episode, four celebrities joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\">When he causes a car accident that le<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\">This collection cherry-picks trailers<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"While making a film about the incursion of Christopher Columbus in the New World, a director finds the Bolivian locals protesting modern exploitation.\">While making a film about the incursi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"With his gift of dream interpretation and his brilliantly colored coat, Joseph inspires jealousy in his brothers in this animated Bible story.\">With his gift of dream interpretation<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After reckless teens kill an Amish child, a prosecutor attempts to bring the youths to justice despite the condemnation he faces from the community.\">After reckless teens kill an Amish ch<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After their child was abducted and murdered, John and Reve Walsh fought to raise national awareness of the problem of missing children.\">After their child was abducted and mu<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama based on real-life events tells the story of George McKenna, the tough, determined new principal of a notorious Los Angeles high school.\">This drama based on real-life events <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A lawyer&#39;s husband is having an affair. When his mistress is found dead, he becomes the prime suspect &#8211; and his wife must take charge of his defense.\">A lawyer&#39;s husband is having an affai<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When high school football coach Charlie Wedemeyer is diagnosed with Lou Gehrig&#39;s disease, he perseveres in leading his team despite becoming disabled.\">When high school football coach Charl<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When their college-age daughter suddenly begins acting erratically and is diagnosed with schizophrenia, a desperate couple seeks treatment for her.\">When their college-age daughter sudde<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After contracting HIV from a tainted blood treatment, teenaged hemophiliac Ryan White is forced to fight for his right to attend public school.\">After contracting HIV from a tainted <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Twelve-year-old Calvin manages to join the navy and serves in the battle of Guadalcanal. But when his age is revealed, the boy is sent to the brig.\">Twelve-year-old Calvin manages to joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama tells the tale of Ricky Bell, a pro running back with the Tampa Bay Buccaneers who died of a muscle disease in the prime of his career.\">This drama tells the tale of Ricky Be<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Laurie and Joseph are doctors who interview sexually abused children. With a lot of energy they track down a pedophile who has abused many toddlers.\">Laurie and Joseph are doctors who int<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A beauty pageant winner is stalked by a serial killer who kidnaps her sister and torments her family in this thriller based on a shocking true story.\">A beauty pageant winner is stalked by<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Whoopi Goldberg narrates Elmo creator Kevin Clash&#39;s remarkable journey from a working-class Baltimore neighborhood to Jim Henson&#39;s &#34;Sesame Street.&#34;\">Whoopi Goldberg narrates Elmo creator<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"As preparations for the Winter Feast build, Po is caught between his obligations as the Dragon Warrior and his family holiday traditions.\">As preparations for the Winter Feast <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"4400 people who vanished over the course of five decades suddenly reappear. None have aged, and slowly it&#39;s revealed that they have mysterious powers.\">4400 people who vanished over the cou<span class=\"structural\">...</span></span>"] }, \n", "{ name: "<span title=\"years_off_platform: Int\">years_off_platform</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">11</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">25</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">25</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">24</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>"] }, \n", - "], id: -637534136, rootId: -637534136, totalRows: 4940 } ) });\n", + "], id: -1073741752, rootId: -1073741752, totalRows: 4940 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534136) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741752) });\n", "\n", "\n", " </script>\n", @@ -12071,30 +12104,21 @@ " \n", " \n", " \n", - "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescriptionyears_off_platform
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...2
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...1
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...2
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...23
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...1
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...11
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...23
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...25
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...25
s2963MovieIn Defense of a Married ManJoel OlianskyJudith Light, Michael Ontkean, Jerry ...United States2011-10-011990TV-1494 minDramasA lawyer's husband is having an affai...21
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella IIPam Dawber, Michael Nouri, Bess Meyer...United States2011-10-011988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...23
s5833MovieStrange VoicesArthur Allan SeidelmanNancy McKeon, Valerie Harper, Stephen...United States2011-10-011987TV-PG96 minDramasWhen their college-age daughter sudde...24
s6846MovieThe Ryan White StoryJohn HerzfeldJudith Light, Lukas Haas, Michael Bow...United States2011-10-011989TV-PG94 minDramasAfter contracting HIV from a tainted ...22
s7150MovieToo Young the HeroBuzz KulikRicky Schroder, Jon DeVries, Debra Mo...United States2011-10-011988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...23
s7231MovieTriumph of the HeartRichard MichaelsMario Van Peebles, Susan Ruttan, Lane...United States2011-10-011991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...20
s7363MovieUnspeakable ActsLinda OttoJill Clayburgh, Brad Davis, Sam BehrensUnited States2011-10-011990TV-1495 minDramasLaurie and Joseph are doctors who int...21
s7415MovieVictim of BeautyRoger YoungWilliam Devane, Jeri Ryan, Michele Ab...United States2011-10-011991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...20
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...1
s3467MovieKung Fu Panda: HolidayTim JohnsonJack Black, Angelina Jolie, Dustin Ho...United States2012-12-012010TV-PG26 minChildren & Family Movies, ComediesAs preparations for the Winter Feast ...2
s6057TV ShowThe 4400nullJoel Gretsch, Jacqueline McKenzie, Pa...United States, United Kingdom2013-09-012007TV-144 SeasonsTV Dramas, TV Mysteries, TV Sci-Fi & ...4400 people who vanished over the cou...6
\n", + "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescriptionyears_off_platform
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...2
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...1
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...2
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...23
s2042MovieEven the RainIcíar BollaínLuis Tosar, Gael García Bernal, Juan ...Spain, Mexico, France2011-05-172010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...1
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. RamirezBen Affleck, Mark Hamill, Richard Her...United States2011-09-272000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...11
s233MovieA Stoning in Fulham CountyLarry ElikannKen Olin, Jill Eikenberry, Maureen Mu...United States2011-10-011988TV-1495 minDramasAfter reckless teens kill an Amish ch...23
s309MovieAdam: His Song ContinuesRobert MarkowitzDaniel J. Travanti, JoBeth Williams, ...United States2011-10-011986TV-MA96 minDramasAfter their child was abducted and mu...25
s2623MovieHard LessonsEric LaneuvilleDenzel Washington, Lynn Whitfield, Ri...United States2011-10-011986TV-1494 minDramasThis drama based on real-life events ...25
s2963MovieIn Defense of a Married ManJoel OlianskyJudith Light, Michael Ontkean, Jerry ...United States2011-10-011990TV-1494 minDramasA lawyer's husband is having an affai...21
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella IIPam Dawber, Michael Nouri, Bess Meyer...United States2011-10-011988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...23
s5833MovieStrange VoicesArthur Allan SeidelmanNancy McKeon, Valerie Harper, Stephen...United States2011-10-011987TV-PG96 minDramasWhen their college-age daughter sudde...24
s6846MovieThe Ryan White StoryJohn HerzfeldJudith Light, Lukas Haas, Michael Bow...United States2011-10-011989TV-PG94 minDramasAfter contracting HIV from a tainted ...22
s7150MovieToo Young the HeroBuzz KulikRicky Schroder, Jon DeVries, Debra Mo...United States2011-10-011988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...23
s7231MovieTriumph of the HeartRichard MichaelsMario Van Peebles, Susan Ruttan, Lane...United States2011-10-011991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...20
s7363MovieUnspeakable ActsLinda OttoJill Clayburgh, Brad Davis, Sam BehrensUnited States2011-10-011990TV-1495 minDramasLaurie and Joseph are doctors who int...21
s7415MovieVictim of BeautyRoger YoungWilliam Devane, Jeri Ryan, Michele Ab...United States2011-10-011991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...20
s819MovieBeing Elmo: A Puppeteer's JourneyConstance MarksKevin Clash, Whoopi GoldbergUnited States2012-02-212011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...1
s3467MovieKung Fu Panda: HolidayTim JohnsonJack Black, Angelina Jolie, Dustin Ho...United States2012-12-012010TV-PG26 minChildren & Family Movies, ComediesAs preparations for the Winter Feast ...2
s6057TV ShowThe 4400nullJoel Gretsch, Jacqueline McKenzie, Pa...United States, United Kingdom2013-09-012007TV-144 SeasonsTV Dramas, TV Mysteries, TV Sci-Fi & ...4400 people who vanished over the cou...6
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":4940,\"ncol\":13,\"columns\":[\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\",\"years_off_platform\"],\"kotlin_dataframe\":[{\"show_id\":\"s7114\",\"type\":\"Movie\",\"title\":\"To and From New York\",\"director\":\"Sorin Dan Mihalcescu\",\"cast\":\"Barbara King, Shaana Diya, John Krisiukenas, Yoriko Haraguchi, David Crane, Chad Thomas\",\"country\":\"United States\",\"date_added\":\"2008-01-01\",\"release_year\":2006,\"rating\":\"TV-MA\",\"duration\":\"81 min\",\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\",\"years_off_platform\":2},{\"show_id\":\"s1766\",\"type\":\"TV Show\",\"title\":\"Dinner for Five\",\"director\":null,\"cast\":null,\"country\":\"United States\",\"date_added\":\"2008-02-04\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":\"1 Season\",\"listed_in\":\"Stand-Up Comedy & Talk Shows\",\"description\":\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\",\"years_off_platform\":1},{\"show_id\":\"s3249\",\"type\":\"Movie\",\"title\":\"Just Another Love Story\",\"director\":\"Ole Bornedal\",\"cast\":\"Anders W. Berthelsen, Rebecka Hemse, Nikolaj Lie Kaas, Charlotte Fich, Dejan Cukic, Karsten Jansfort, Flemming Enevold, Bent Mejding, Ewa Fröling, Josephine Raahauge, Timm Vladimir, Ditte Hansen\",\"country\":\"Denmark\",\"date_added\":\"2009-05-05\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":\"104 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\",\"years_off_platform\":2},{\"show_id\":\"s3841\",\"type\":\"Movie\",\"title\":\"Mad Ron's Prevues from Hell\",\"director\":\"Jim Monaco\",\"cast\":\"Nick Pawlow, Jordu Schell, Jay Kushwara, Michael Townsend Wright, Anthony Kelly, Happy Goldsplatt, Ron Roccia, Fred Pomerleau, Joe Amodei, Nicholas Kitsopoulos\",\"country\":\"United States\",\"date_added\":\"2010-11-01\",\"release_year\":1987,\"rating\":\"NR\",\"duration\":\"84 min\",\"listed_in\":\"Cult Movies, Horror Movies\",\"description\":\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\",\"years_off_platform\":23},{\"show_id\":\"s2042\",\"type\":\"Movie\",\"title\":\"Even the Rain\",\"director\":\"Icíar Bollaín\",\"cast\":\"Luis Tosar, Gael García Bernal, Juan Carlos Aduviri, Karra Elejalde, Raúl Arévalo, Carlos Santos, Cassandra Ciangherotti, Milena Soliz, Leónidas Chiri, Vicente Romero, Daniel Currás, Pau Cólera\",\"country\":\"Spain, Mexico, France\",\"date_added\":\"2011-05-17\",\"release_year\":2010,\"rating\":\"TV-MA\",\"duration\":\"103 min\",\"listed_in\":\"Dramas, International Movies\",\"description\":\"While making a film about the incursion of Christopher Columbus in the New World, a director finds the Bolivian locals protesting modern exploitation.\",\"years_off_platform\":1},{\"show_id\":\"s3222\",\"type\":\"Movie\",\"title\":\"Joseph: King of Dreams\",\"director\":\"Rob LaDuca, Robert C. Ramirez\",\"cast\":\"Ben Affleck, Mark Hamill, Richard Herd, Maureen McGovern, Jodi Benson, Judith Light, James Eckhouse, Richard McGonagle, David Campbell, Steven Weber, Dan Castellaneta, Rene Auberjonois, Ken Hudson Campbell, Tom Virtue, Jeff Bennett\",\"country\":\"United States\",\"date_added\":\"2011-09-27\",\"release_year\":2000,\"rating\":\"TV-PG\",\"duration\":\"75 min\",\"listed_in\":\"Children & Family Movies, Dramas, Faith & Spirituality\",\"description\":\"With his gift of dream interpretation and his brilliantly colored coat, Joseph inspires jealousy in his brothers in this animated Bible story.\",\"years_off_platform\":11},{\"show_id\":\"s233\",\"type\":\"Movie\",\"title\":\"A Stoning in Fulham County\",\"director\":\"Larry Elikann\",\"cast\":\"Ken Olin, Jill Eikenberry, Maureen Mueller, Gregg Henry, Nicholas Pryor, Noble Willingham, Peter Michael Goetz, Ron Perlman, Theodore Bikel, Olivia Burnette, Bill Allen, Brad Pitt\",\"country\":\"United States\",\"date_added\":\"2011-10-01\",\"release_year\":1988,\"rating\":\"TV-14\",\"duration\":\"95 min\",\"listed_in\":\"Dramas\",\"description\":\"After reckless teens kill an Amish child, a prosecutor attempts to bring the youths to justice despite the condemnation he faces from the community.\",\"years_off_platform\":23},{\"show_id\":\"s309\",\"type\":\"Movie\",\"title\":\"Adam: His Song Continues\",\"director\":\"Robert Markowitz\",\"cast\":\"Daniel J. 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None have aged, and slowly it's revealed that they have mysterious powers.\",\"years_off_platform\":6}]}" }, + "execution_count": 25, "metadata": {}, - "output_type": "execute_result", - "execution_count": 25 + "output_type": "execute_result" } ], - "source": [ - "val df_years = df\n", - " // adding a new column of the difference between the year of release and the year of addition\n", - " .add(\"years_off_platform\") {\n", - " date_added.year - release_year\n", - " }\n", - " // dropping negative values and equal to zero\n", - " .filter { \"years_off_platform\"() > 0 }\n", - "df_years" - ] + "execution_count": 25 }, { "cell_type": "markdown", @@ -12105,24 +12129,40 @@ }, { "cell_type": "code", - "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:47.663770825Z", - "start_time": "2023-12-04T19:36:45.491108817Z" + "end_time": "2024-03-14T13:25:50.593610943Z", + "start_time": "2024-03-14T13:25:50.041155038Z" } }, + "source": [ + "df_years.valueCounts(false) { years_off_platform }.plot {\n", + " x(years_off_platform) { axis.name = \"years\" }\n", + " points {\n", + " y(\"count\")\n", + " size = 7.5\n", + " color(years_off_platform) {\n", + " scale = continuous(range = Color.hex(\"#97a6d9\")..Color.hex(\"#00256e\"))\n", + " }\n", + " }\n", + " layout {\n", + " title = \"How long does it take for a title to be added to Netflix?\"\n", + " size = 1000 to 500\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - 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" 80\n", + " 80\n", " \n", " \n", " \n", @@ -12409,7 +12451,7 @@ " \n", " \n", " \n", - " 90\n", + " 90\n", " \n", " \n", " \n", @@ -12417,176 +12459,177 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,400\n", + " 1,400\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - 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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " How long does it take for a title to be added to Netflix?\n", + " How long does it take for a title to be added to Netflix?\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " years\n", + " years\n", " \n", " \n", " \n", @@ -12595,50 +12638,50 @@ " \n", " \n", " \n", - " years_off_platform\n", + " years_off_platform\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -12646,7 +12689,7 @@ " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", @@ -12655,7 +12698,7 @@ " \n", " \n", " \n", - " 40\n", + " 40\n", " \n", " \n", " \n", @@ -12664,7 +12707,7 @@ " \n", " \n", " \n", - " 60\n", + " 60\n", " \n", " \n", " \n", @@ -12673,7 +12716,7 @@ " \n", " \n", " \n", - " 80\n", + " 80\n", " \n", " \n", " \n", @@ -12683,10 +12726,10 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -12890,29 +12933,14 @@ }, "apply_color_scheme": true, "swing_enabled": true - } - }, - "metadata": {}, - "output_type": "execute_result", - "execution_count": 26 - } - ], - "source": [ - "df_years.valueCounts(false) { years_off_platform }.plot {\n", - " x(years_off_platform) { axis.name = \"years\" }\n", - " points {\n", - " y(\"count\")\n", - " size = 7.5\n", - " color(years_off_platform) {\n", - " scale = continuous(range = Color.hex(\"#97a6d9\")..Color.hex(\"#00256e\"))\n", - " }\n", - " }\n", - " layout {\n", - " title = \"How long does it take for a title to be added to Netflix?\"\n", - " size = 1000 to 500\n", - " }\n", - "}" - ] + } + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 26 }, { "cell_type": "markdown", @@ -12930,13 +12958,20 @@ }, { "cell_type": "code", - "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:47.711309789Z", - "start_time": "2023-12-04T19:36:45.880825201Z" + "end_time": "2024-03-14T13:25:50.988695437Z", + "start_time": "2024-03-14T13:25:50.597786021Z" } }, + "source": [ + "// Top 5 oldest movies\n", + "df_days\n", + " .filter { type == \"Movie\" } // filtering by type\n", + " .sortByDesc { days_on_platform } // sorting by number of days on Netflix\n", + " .select { cols(type, title, country, date_added, release_year, duration) } // selecting required columns\n", + " .head() // taking first five rows" + ], "outputs": [ { "data": { @@ -13119,7 +13154,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534134"></table>\n", + " <table class="dataframe" id="df_-1073741750"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -13406,10 +13441,10 @@ "{ name: "<span title=\"date_added: kotlinx.datetime.LocalDate\">date_added</span>", children: [], rightAlign: false, values: ["2008-01-01","2009-05-05","2009-11-18","2010-11-01","2011-05-17"] }, \n", "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2006</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2009</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1987</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2010</span></span>"] }, \n", "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["81 min","104 min","29 min","84 min","103 min"] }, \n", - "], id: -637534134, rootId: -637534134, totalRows: 5 } ) });\n", + "], id: -1073741750, rootId: -1073741750, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534134) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741750) });\n", "\n", "\n", " </script>\n", @@ -13581,28 +13616,21 @@ " \n", " \n", " \n", - "
typetitlecountrydate_addedrelease_yearduration
MovieTo and From New YorkUnited States2008-01-01200681 min
MovieJust Another Love StoryDenmark2009-05-052007104 min
MovieSplatterUnited States2009-11-18200929 min
MovieMad Ron's Prevues from HellUnited States2010-11-01198784 min
MovieEven the RainSpain, Mexico, France2011-05-172010103 min
\n", + "
typetitlecountrydate_addedrelease_yearduration
MovieTo and From New YorkUnited States2008-01-01200681 min
MovieJust Another Love StoryDenmark2009-05-052007104 min
MovieSplatterUnited States2009-11-18200929 min
MovieMad Ron's Prevues from HellUnited States2010-11-01198784 min
MovieEven the RainSpain, Mexico, France2011-05-172010103 min
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"kotlin_dataframe\":[{\"type\":\"Movie\",\"title\":\"To and From New York\",\"country\":\"United States\",\"date_added\":\"2008-01-01\",\"release_year\":2006,\"duration\":\"81 min\"},{\"type\":\"Movie\",\"title\":\"Just Another Love Story\",\"country\":\"Denmark\",\"date_added\":\"2009-05-05\",\"release_year\":2007,\"duration\":\"104 min\"},{\"type\":\"Movie\",\"title\":\"Splatter\",\"country\":\"United States\",\"date_added\":\"2009-11-18\",\"release_year\":2009,\"duration\":\"29 min\"},{\"type\":\"Movie\",\"title\":\"Mad Ron's Prevues from Hell\",\"country\":\"United States\",\"date_added\":\"2010-11-01\",\"release_year\":1987,\"duration\":\"84 min\"},{\"type\":\"Movie\",\"title\":\"Even the Rain\",\"country\":\"Spain, Mexico, France\",\"date_added\":\"2011-05-17\",\"release_year\":2010,\"duration\":\"103 min\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"type\":\"Movie\",\"title\":\"To and From New York\",\"country\":\"United States\",\"date_added\":\"2008-01-01\",\"release_year\":2006,\"duration\":\"81 min\"},{\"type\":\"Movie\",\"title\":\"Just Another Love Story\",\"country\":\"Denmark\",\"date_added\":\"2009-05-05\",\"release_year\":2007,\"duration\":\"104 min\"},{\"type\":\"Movie\",\"title\":\"Splatter\",\"country\":\"United States\",\"date_added\":\"2009-11-18\",\"release_year\":2009,\"duration\":\"29 min\"},{\"type\":\"Movie\",\"title\":\"Mad Ron's Prevues from Hell\",\"country\":\"United States\",\"date_added\":\"2010-11-01\",\"release_year\":1987,\"duration\":\"84 min\"},{\"type\":\"Movie\",\"title\":\"Even the Rain\",\"country\":\"Spain, Mexico, France\",\"date_added\":\"2011-05-17\",\"release_year\":2010,\"duration\":\"103 min\"}]}" }, + "execution_count": 27, "metadata": {}, - "output_type": "execute_result", - "execution_count": 27 + "output_type": "execute_result" } ], - "source": [ - "// Top 5 oldest movies\n", - "df_days\n", - " .filter { type == \"Movie\" } // filtering by type\n", - " .sortByDesc { days_on_platform } // sorting by number of days on Netflix\n", - " .select { cols(type, title, country, date_added, release_year, duration) } // selecting required columns\n", - " .head() // taking first five rows" - ] + "execution_count": 27 }, { "cell_type": "markdown", @@ -13613,13 +13641,20 @@ }, { "cell_type": "code", - "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:47.748372824Z", - "start_time": "2023-12-04T19:36:46.149875516Z" + "end_time": "2024-03-14T13:25:51.231728709Z", + "start_time": "2024-03-14T13:25:50.991454248Z" } }, + "source": [ + "// Top 5 newest movies\n", + "df_days\n", + " .filter { type == \"Movie\" }\n", + " .sortBy { days_on_platform }\n", + " .select { cols(type, title, country, date_added, release_year, duration) }\n", + " .head()" + ], "outputs": [ { "data": { @@ -13802,7 +13837,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534132"></table>\n", + " <table class="dataframe" id="df_-1073741748"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -14089,10 +14124,10 @@ "{ name: "<span title=\"date_added: kotlinx.datetime.LocalDate\">date_added</span>", children: [], rightAlign: false, values: ["2021-01-16","2021-01-16","2021-01-16","2021-01-15","2021-01-15"] }, \n", "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2020</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2020</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1991</span></span>"] }, \n", "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["108 min","94 min","103 min","105 min","142 min"] }, \n", - "], id: -637534132, rootId: -637534132, totalRows: 5 } ) });\n", + "], id: -1073741748, rootId: -1073741748, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534132) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741748) });\n", "\n", "\n", " </script>\n", @@ -14264,28 +14299,21 @@ " \n", " \n", " \n", - "
typetitlecountrydate_addedrelease_yearduration
MovieA Monster CallsUnited Kingdom, Spain, United States2021-01-162016108 min
MovieDeath of MeUnited States, Thailand2021-01-16202094 min
MovieRadium GirlsUnited States2021-01-162018103 min
MovieDouble DadBrazil2021-01-152020105 min
MovieHookUnited States2021-01-151991142 min
\n", + "
typetitlecountrydate_addedrelease_yearduration
MovieA Monster CallsUnited Kingdom, Spain, United States2021-01-162016108 min
MovieDeath of MeUnited States, Thailand2021-01-16202094 min
MovieRadium GirlsUnited States2021-01-162018103 min
MovieDouble DadBrazil2021-01-152020105 min
MovieHookUnited States2021-01-151991142 min
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"kotlin_dataframe\":[{\"type\":\"Movie\",\"title\":\"A Monster Calls\",\"country\":\"United Kingdom, Spain, United States\",\"date_added\":\"2021-01-16\",\"release_year\":2016,\"duration\":\"108 min\"},{\"type\":\"Movie\",\"title\":\"Death of Me\",\"country\":\"United States, Thailand\",\"date_added\":\"2021-01-16\",\"release_year\":2020,\"duration\":\"94 min\"},{\"type\":\"Movie\",\"title\":\"Radium Girls\",\"country\":\"United States\",\"date_added\":\"2021-01-16\",\"release_year\":2018,\"duration\":\"103 min\"},{\"type\":\"Movie\",\"title\":\"Double Dad\",\"country\":\"Brazil\",\"date_added\":\"2021-01-15\",\"release_year\":2020,\"duration\":\"105 min\"},{\"type\":\"Movie\",\"title\":\"Hook\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":1991,\"duration\":\"142 min\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"type\":\"Movie\",\"title\":\"A Monster Calls\",\"country\":\"United Kingdom, Spain, United States\",\"date_added\":\"2021-01-16\",\"release_year\":2016,\"duration\":\"108 min\"},{\"type\":\"Movie\",\"title\":\"Death of Me\",\"country\":\"United States, Thailand\",\"date_added\":\"2021-01-16\",\"release_year\":2020,\"duration\":\"94 min\"},{\"type\":\"Movie\",\"title\":\"Radium Girls\",\"country\":\"United States\",\"date_added\":\"2021-01-16\",\"release_year\":2018,\"duration\":\"103 min\"},{\"type\":\"Movie\",\"title\":\"Double Dad\",\"country\":\"Brazil\",\"date_added\":\"2021-01-15\",\"release_year\":2020,\"duration\":\"105 min\"},{\"type\":\"Movie\",\"title\":\"Hook\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":1991,\"duration\":\"142 min\"}]}" }, + "execution_count": 28, "metadata": {}, - "output_type": "execute_result", - "execution_count": 28 + "output_type": "execute_result" } ], - "source": [ - "// Top 5 newest movies\n", - "df_days\n", - " .filter { type == \"Movie\" }\n", - " .sortBy { days_on_platform }\n", - " .select { cols(type, title, country, date_added, release_year, duration) }\n", - " .head()" - ] + "execution_count": 28 }, { "cell_type": "markdown", @@ -14296,13 +14324,20 @@ }, { "cell_type": "code", - "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:47.997197594Z", - "start_time": "2023-12-04T19:36:46.424750060Z" + "end_time": "2024-03-14T13:25:51.470337261Z", + "start_time": "2024-03-14T13:25:51.234966330Z" } }, + "source": [ + "// Top 5 oldest shows\n", + "df_days\n", + " .filter { type == \"TV Show\" }\n", + " .sortByDesc { days_on_platform }\n", + " .select { cols(type, title, country, date_added, release_year, duration) }\n", + " .head()" + ], "outputs": [ { "data": { @@ -14485,7 +14520,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534130"></table>\n", + " <table class="dataframe" id="df_-1073741746"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -14772,10 +14807,10 @@ "{ name: "<span title=\"date_added: kotlinx.datetime.LocalDate\">date_added</span>", children: [], rightAlign: false, values: ["2008-02-04","2013-03-31","2013-08-02","2013-09-01","2013-10-08"] }, \n", "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2013</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2007</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2012</span></span>"] }, \n", "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season","1 Season","5 Seasons","4 Seasons","6 Seasons"] }, \n", - "], id: -637534130, rootId: -637534130, totalRows: 5 } ) });\n", + "], id: -1073741746, rootId: -1073741746, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534130) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741746) });\n", "\n", "\n", " </script>\n", @@ -14947,28 +14982,21 @@ " \n", " \n", " \n", - "
typetitlecountrydate_addedrelease_yearduration
TV ShowDinner for FiveUnited States2008-02-0420071 Season
TV ShowJack TaylorUnited States, Ireland2013-03-3120161 Season
TV ShowBreaking BadUnited States2013-08-0220135 Seasons
TV ShowThe 4400United States, United Kingdom2013-09-0120074 Seasons
TV ShowGossip GirlUnited States2013-10-0820126 Seasons
\n", + "
typetitlecountrydate_addedrelease_yearduration
TV ShowDinner for FiveUnited States2008-02-0420071 Season
TV ShowJack TaylorUnited States, Ireland2013-03-3120161 Season
TV ShowBreaking BadUnited States2013-08-0220135 Seasons
TV ShowThe 4400United States, United Kingdom2013-09-0120074 Seasons
TV ShowGossip GirlUnited States2013-10-0820126 Seasons
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"kotlin_dataframe\":[{\"type\":\"TV Show\",\"title\":\"Dinner for Five\",\"country\":\"United States\",\"date_added\":\"2008-02-04\",\"release_year\":2007,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Jack Taylor\",\"country\":\"United States, Ireland\",\"date_added\":\"2013-03-31\",\"release_year\":2016,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Breaking Bad\",\"country\":\"United States\",\"date_added\":\"2013-08-02\",\"release_year\":2013,\"duration\":\"5 Seasons\"},{\"type\":\"TV Show\",\"title\":\"The 4400\",\"country\":\"United States, United Kingdom\",\"date_added\":\"2013-09-01\",\"release_year\":2007,\"duration\":\"4 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Gossip Girl\",\"country\":\"United States\",\"date_added\":\"2013-10-08\",\"release_year\":2012,\"duration\":\"6 Seasons\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"type\":\"TV Show\",\"title\":\"Dinner for Five\",\"country\":\"United States\",\"date_added\":\"2008-02-04\",\"release_year\":2007,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Jack Taylor\",\"country\":\"United States, Ireland\",\"date_added\":\"2013-03-31\",\"release_year\":2016,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Breaking Bad\",\"country\":\"United States\",\"date_added\":\"2013-08-02\",\"release_year\":2013,\"duration\":\"5 Seasons\"},{\"type\":\"TV Show\",\"title\":\"The 4400\",\"country\":\"United States, United Kingdom\",\"date_added\":\"2013-09-01\",\"release_year\":2007,\"duration\":\"4 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Gossip Girl\",\"country\":\"United States\",\"date_added\":\"2013-10-08\",\"release_year\":2012,\"duration\":\"6 Seasons\"}]}" }, + "execution_count": 29, "metadata": {}, - "output_type": "execute_result", - "execution_count": 29 + "output_type": "execute_result" } ], - "source": [ - "// Top 5 oldest shows\n", - "df_days\n", - " .filter { type == \"TV Show\" }\n", - " .sortByDesc { days_on_platform }\n", - " .select { cols(type, title, country, date_added, release_year, duration) }\n", - " .head()" - ] + "execution_count": 29 }, { "cell_type": "markdown", @@ -14979,13 +15007,20 @@ }, { "cell_type": "code", - "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:49.366637578Z", - "start_time": "2023-12-04T19:36:46.712912969Z" + "end_time": "2024-03-14T13:25:51.791556234Z", + "start_time": "2024-03-14T13:25:51.474897017Z" } }, + "source": [ + "// Top 5 newest shows\n", + "df_days\n", + " .filter { type == \"TV Show\" }\n", + " .sortBy { days_on_platform }\n", + " .select { cols(type, title, country, date_added, release_year, duration) }\n", + " .head()" + ], "outputs": [ { "data": { @@ -15168,7 +15203,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534128"></table>\n", + " <table class="dataframe" id="df_-1073741744"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -15455,10 +15490,10 @@ "{ name: "<span title=\"date_added: kotlinx.datetime.LocalDate\">date_added</span>", children: [], rightAlign: false, values: ["2021-01-15","2021-01-15","2021-01-15","2021-01-15","2021-01-15"] }, \n", "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2021</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2016</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2013</span></span>"] }, \n", "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["1 Season","4 Seasons","3 Seasons","3 Seasons","1 Season"] }, \n", - "], id: -637534128, rootId: -637534128, totalRows: 5 } ) });\n", + "], id: -1073741744, rootId: -1073741744, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534128) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741744) });\n", "\n", "\n", " </script>\n", @@ -15630,28 +15665,21 @@ " \n", " \n", " \n", - "
typetitlecountrydate_addedrelease_yearduration
TV ShowBling Empirenull2021-01-1520211 Season
TV ShowCarmen SandiegoUnited States2021-01-1520214 Seasons
TV ShowDisenchantmentUnited States2021-01-1520213 Seasons
TV ShowHenry DangerUnited States2021-01-1520163 Seasons
TV ShowKuroko's BasketballJapan2021-01-1520131 Season
\n", + "
typetitlecountrydate_addedrelease_yearduration
TV ShowBling Empirenull2021-01-1520211 Season
TV ShowCarmen SandiegoUnited States2021-01-1520214 Seasons
TV ShowDisenchantmentUnited States2021-01-1520213 Seasons
TV ShowHenry DangerUnited States2021-01-1520163 Seasons
TV ShowKuroko's BasketballJapan2021-01-1520131 Season
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"kotlin_dataframe\":[{\"type\":\"TV Show\",\"title\":\"Bling Empire\",\"country\":null,\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Carmen Sandiego\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"4 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Disenchantment\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"3 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Henry Danger\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2016,\"duration\":\"3 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Kuroko's Basketball\",\"country\":\"Japan\",\"date_added\":\"2021-01-15\",\"release_year\":2013,\"duration\":\"1 Season\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"type\",\"title\",\"country\",\"date_added\",\"release_year\",\"duration\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"type\":\"TV Show\",\"title\":\"Bling Empire\",\"country\":null,\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"1 Season\"},{\"type\":\"TV Show\",\"title\":\"Carmen Sandiego\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"4 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Disenchantment\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2021,\"duration\":\"3 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Henry Danger\",\"country\":\"United States\",\"date_added\":\"2021-01-15\",\"release_year\":2016,\"duration\":\"3 Seasons\"},{\"type\":\"TV Show\",\"title\":\"Kuroko's Basketball\",\"country\":\"Japan\",\"date_added\":\"2021-01-15\",\"release_year\":2013,\"duration\":\"1 Season\"}]}" }, + "execution_count": 30, "metadata": {}, - "output_type": "execute_result", - "execution_count": 30 + "output_type": "execute_result" } ], - "source": [ - "// Top 5 newest shows\n", - "df_days\n", - " .filter { type == \"TV Show\" }\n", - " .sortBy { days_on_platform }\n", - " .select { cols(type, title, country, date_added, release_year, duration) }\n", - " .head()" - ] + "execution_count": 30 }, { "cell_type": "markdown", @@ -15662,13 +15690,20 @@ }, { "cell_type": "code", - "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:50.243313863Z", - "start_time": "2023-12-04T19:36:46.975198877Z" + "end_time": "2024-03-14T13:25:52.996916055Z", + "start_time": "2024-03-14T13:25:51.797647268Z" } }, + "source": [ + "val df_split_date = df\n", + " // splitting dates into four columns\n", + " .split { date_added }.by { listOf(it, it.dayOfWeek, it.month, it.year) }\n", + " .into(\"date\", \"day\", \"month\", \"year\")\n", + " .sortBy(\"month\") // sorting by month\n", + "df_split_date" + ], "outputs": [ { "data": { @@ -15851,7 +15886,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534126"></table>\n", + " <table class="dataframe" id="df_-1073741742"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 7777 rows</p><p class="dataframe_description">DataFrame: rowsCount = 7777, columnsCount = 15</p>\n", "\n", @@ -16147,10 +16182,10 @@ "{ name: "<span title=\"duration: String\">duration</span>", children: [], rightAlign: false, values: ["81 min","105 min","93 min","72 min","2 Seasons","110 min","1 Season","4 Seasons","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season","1 Season"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, Independent Movies, Thrillers","Documentaries, International Movies","Documentaries","Stand-Up Comedy","Kids&#39; TV, TV Comedies","Documentaries, International Movies","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV, TV Comedies","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV","Kids&#39; TV"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This Emmy-winning, street-level view of the 2011 Egyptian Revolution captures the astonishing uprising that led to the collapse of two governments.\">This Emmy-winning, street-level view <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The real Mitt Romney is revealed in this documentary that goes beyond the sound bites with unprecedented access to his 2012 presidential campaign.\">The real Mitt Romney is revealed in t<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Smart and brazen comedian Iliza Shlesinger applies her fresh, laugh-out-loud perspective to the universal struggles between men and women.\">Smart and brazen comedian Iliza Shles<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When three teens free a spirit that offers to grant each a wish, they choose to become their favorite superheroes, launching a series of adventures.\">When three teens free a spirit that o<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In the 1970s, a group of activists who gathered to protest nuclear testing formed the iconic Greenpeace environmental organization.\">In the 1970s, a group of activists wh<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Visitors arrive from space to help Red Ranger and his squad &#8211; temporarily stripped of their powers &#8211; fight against Lord Zedd and Rita Repulsa.\">Visitors arrive from space to help Re<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Five average teens are chosen by an intergalactic wizard to become the Power Rangers, who must use their new powers to fight the evil Rita Repulsa.\">Five average teens are chosen by an i<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Everyone&#39;s favorite teenage mutants are back in live action to fight crime with help from a new ninja turtle &#8211; a female named Venus De Milo.\">Everyone&#39;s favorite teenage mutants a<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Dr. Tommy Oliver returns when his students discover the Dino Gems that morph them into the Dino Power Rangers, enabling them to stop the evil Mesogog.\">Dr. Tommy Oliver returns when his stu<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"With the Power Chamber destroyed, former Turbo Power Rangers T.J., Cassie, Carlos and Ashley search for Zordon, who&#39;s been abducted by Dark Specter.\">With the Power Chamber destroyed, for<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The Power Rangers travel to California in search of their new master and find him running a pizza parlor &#8211; so they join the staff to be trained.\">The Power Rangers travel to Californi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"As demons rumble from their graves beneath Mariner Bay, a government organization called Lightspeed recruits five civilians to defend the city.\">As demons rumble from their graves be<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Five teenagers, transformed by the mystical powers of the Quasar Sabers into the Galaxy Power Rangers, battle the evil Scorpius and Captain Mutiny.\">Five teenagers, transformed by the my<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When the wicked Undead Army is unleashed, sorceress Udonna empowers five teenagers &#8211; the Mystic Force Power Rangers &#8211; to save mankind.\">When the wicked Undead Army is unleas<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When the elite warriors from the Wind Ninja Academy are captured by the evil Lothor, Shane, Tori and Waldo become Wind Power Rangers to fight back.\">When the elite warriors from the Wind<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"To keep powerful jewels from falling into the hands of two wicked brothers, five young Power Rangers set out on a dangerous global adventure.\">To keep powerful jewels from falling <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"The Power Rangers&#39; new member, Dillon, isn&#39;t sure he wants to be on the team until he has a dream that sets the Rangers into action.\">The Power Rangers&#39; new member, Dillon<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When the Troobian Empire attacks Earth, the B-Squad Power Rangers Space Patrol Delta morphs into action to squash the alien threat and save the world.\">When the Troobian Empire attacks Eart<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A new generation of Power Rangers must master the Symbols of Samurai Power, which give them control over the Earth&#39;s elements to battle dark forces.\">A new generation of Power Rangers mus<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534126, rootId: -637534126, totalRows: 7777 } ) });\n", + "], id: -1073741742, rootId: -1073741742, totalRows: 7777 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534126) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741742) });\n", "\n", "\n", " </script>\n", @@ -16322,49 +16357,70 @@ " \n", " \n", " \n", - "
show_idtypetitledirectorcastcountrydatedaymonthyearrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-01TUESDAYJANUARY20082006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s6899MovieThe SquareJehane NoujaimAhmed Hassan, Khalid Abdalla, Magdy A...United Kingdom, Egypt, United States2014-01-17FRIDAYJANUARY20142013TV-MA105 minDocumentaries, International MoviesThis Emmy-winning, street-level view ...
s4154MovieMittGreg WhiteleyMitt RomneyUnited States2014-01-24FRIDAYJANUARY20142014TV-PG93 minDocumentariesThe real Mitt Romney is revealed in t...
s2947MovieIliza Shlesinger: Freezing HotnullIliza Shlesingernull2015-01-23FRIDAYJANUARY20152015TV-MA72 minStand-Up ComedySmart and brazen comedian Iliza Shles...
s900TV ShowBig Bad BeetleborgsnullWesley Barker, Herbie Baez, Elisabeth...United States, France, Japan2016-01-01FRIDAYJANUARY20161997TV-G2 SeasonsKids' TV, TV ComediesWhen three teens free a spirit that o...
s2843MovieHow to Change the WorldJerry RothwellnullCanada, United Kingdom, Netherlands2016-01-01FRIDAYJANUARY20162015NR110 minDocumentaries, International MoviesIn the 1970s, a group of activists wh...
s4088TV ShowMighty Morphin Alien RangersnullJulia Jordan, Matthew Sakimoto, Sicil...null2016-01-01FRIDAYJANUARY20161996TV-Y71 SeasonKids' TVVisitors arrive from space to help Re...
s4089TV ShowMighty Morphin Power RangersnullAustin St. John, Thuy Trang, Walter J...United States, Japan2016-01-01FRIDAYJANUARY20162010TV-Y74 SeasonsKids' TVFive average teens are chosen by an i...
s4480TV ShowNinja Turtles: The Next MutationnullJarred Blancard, Mitchell A. Lee Yuen...Canada, United States2016-01-01FRIDAYJANUARY20161997TV-G1 SeasonKids' TV, TV ComediesEveryone's favorite teenage mutants a...
s4931TV ShowPower Rangers Dino ThundernullJames Napier, Kevin Duhaney, Emma Lah...United States2016-01-01FRIDAYJANUARY20162004TV-Y71 SeasonKids' TVDr. Tommy Oliver returns when his stu...
s4932TV ShowPower Rangers in SpacenullTracy Lynn Cruz, Patricia Ja Lee, Chr...United States, France, Japan2016-01-01FRIDAYJANUARY20161998TV-Y71 SeasonKids' TVWith the Power Chamber destroyed, for...
s4933TV ShowPower Rangers Jungle FurynullJason Smith, Aljin Abella, Anna Hutch...United States2016-01-01FRIDAYJANUARY20162008TV-Y71 SeasonKids' TVThe Power Rangers travel to Californi...
s4934TV ShowPower Rangers Lightspeed RescuenullMichael Chaturantabut, Sean CW Johnso...France, Japan, United States2016-01-01FRIDAYJANUARY20162000TV-Y71 SeasonKids' TVAs demons rumble from their graves be...
s4935TV ShowPower Rangers Lost GalaxynullArchie Kao, Reggie Rolle, Danny Slavi...United States, France, Japan2016-01-01FRIDAYJANUARY20161999TV-Y71 SeasonKids' TVFive teenagers, transformed by the my...
s4936TV ShowPower Rangers Mystic ForcenullFirass Dirani, Angie Diaz, Richard Br...United States2016-01-01FRIDAYJANUARY20162006TV-Y71 SeasonKids' TVWhen the wicked Undead Army is unleas...
s4938TV ShowPower Rangers Ninja StormnullPua Magasiva, Sally Martin, Glenn McM...United States, New Zealand2016-01-01FRIDAYJANUARY20162003TV-Y71 SeasonKids' TVWhen the elite warriors from the Wind...
s4939TV ShowPower Rangers Operation OverdrivenullJames Maclurcan, Caitlin Murphy, Samu...United States, New Zealand, Japan2016-01-01FRIDAYJANUARY20162007TV-Y71 SeasonKids' TVTo keep powerful jewels from falling ...
s4940TV ShowPower Rangers RPMnullEka Darville, Ari Boyland, Rose McIve...United States2016-01-01FRIDAYJANUARY20162009TV-Y71 SeasonKids' TVThe Power Rangers' new member, Dillon...
s4941TV ShowPower Rangers S.P.D.nullBrandon Jay McLaren, Chris Violette, ...United States, New Zealand2016-01-01FRIDAYJANUARY20162005TV-Y71 SeasonKids' TVWhen the Troobian Empire attacks Eart...
s4942TV ShowPower Rangers SamurainullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-01FRIDAYJANUARY20162011TV-Y71 SeasonKids' TVA new generation of Power Rangers mus...
\n", + "
show_idtypetitledirectorcastcountrydatedaymonthyearrelease_yearratingdurationlisted_indescription
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-01TUESDAYJANUARY20082006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s6899MovieThe SquareJehane NoujaimAhmed Hassan, Khalid Abdalla, Magdy A...United Kingdom, Egypt, United States2014-01-17FRIDAYJANUARY20142013TV-MA105 minDocumentaries, International MoviesThis Emmy-winning, street-level view ...
s4154MovieMittGreg WhiteleyMitt RomneyUnited States2014-01-24FRIDAYJANUARY20142014TV-PG93 minDocumentariesThe real Mitt Romney is revealed in t...
s2947MovieIliza Shlesinger: Freezing HotnullIliza Shlesingernull2015-01-23FRIDAYJANUARY20152015TV-MA72 minStand-Up ComedySmart and brazen comedian Iliza Shles...
s900TV ShowBig Bad BeetleborgsnullWesley Barker, Herbie Baez, Elisabeth...United States, France, Japan2016-01-01FRIDAYJANUARY20161997TV-G2 SeasonsKids' TV, TV ComediesWhen three teens free a spirit that o...
s2843MovieHow to Change the WorldJerry RothwellnullCanada, United Kingdom, Netherlands2016-01-01FRIDAYJANUARY20162015NR110 minDocumentaries, International MoviesIn the 1970s, a group of activists wh...
s4088TV ShowMighty Morphin Alien RangersnullJulia Jordan, Matthew Sakimoto, Sicil...null2016-01-01FRIDAYJANUARY20161996TV-Y71 SeasonKids' TVVisitors arrive from space to help Re...
s4089TV ShowMighty Morphin Power RangersnullAustin St. John, Thuy Trang, Walter J...United States, Japan2016-01-01FRIDAYJANUARY20162010TV-Y74 SeasonsKids' TVFive average teens are chosen by an i...
s4480TV ShowNinja Turtles: The Next MutationnullJarred Blancard, Mitchell A. Lee Yuen...Canada, United States2016-01-01FRIDAYJANUARY20161997TV-G1 SeasonKids' TV, TV ComediesEveryone's favorite teenage mutants a...
s4931TV ShowPower Rangers Dino ThundernullJames Napier, Kevin Duhaney, Emma Lah...United States2016-01-01FRIDAYJANUARY20162004TV-Y71 SeasonKids' TVDr. Tommy Oliver returns when his stu...
s4932TV ShowPower Rangers in SpacenullTracy Lynn Cruz, Patricia Ja Lee, Chr...United States, France, Japan2016-01-01FRIDAYJANUARY20161998TV-Y71 SeasonKids' TVWith the Power Chamber destroyed, for...
s4933TV ShowPower Rangers Jungle FurynullJason Smith, Aljin Abella, Anna Hutch...United States2016-01-01FRIDAYJANUARY20162008TV-Y71 SeasonKids' TVThe Power Rangers travel to Californi...
s4934TV ShowPower Rangers Lightspeed RescuenullMichael Chaturantabut, Sean CW Johnso...France, Japan, United States2016-01-01FRIDAYJANUARY20162000TV-Y71 SeasonKids' TVAs demons rumble from their graves be...
s4935TV ShowPower Rangers Lost GalaxynullArchie Kao, Reggie Rolle, Danny Slavi...United States, France, Japan2016-01-01FRIDAYJANUARY20161999TV-Y71 SeasonKids' TVFive teenagers, transformed by the my...
s4936TV ShowPower Rangers Mystic ForcenullFirass Dirani, Angie Diaz, Richard Br...United States2016-01-01FRIDAYJANUARY20162006TV-Y71 SeasonKids' TVWhen the wicked Undead Army is unleas...
s4938TV ShowPower Rangers Ninja StormnullPua Magasiva, Sally Martin, Glenn McM...United States, New Zealand2016-01-01FRIDAYJANUARY20162003TV-Y71 SeasonKids' TVWhen the elite warriors from the Wind...
s4939TV ShowPower Rangers Operation OverdrivenullJames Maclurcan, Caitlin Murphy, Samu...United States, New Zealand, Japan2016-01-01FRIDAYJANUARY20162007TV-Y71 SeasonKids' TVTo keep powerful jewels from falling ...
s4940TV ShowPower Rangers RPMnullEka Darville, Ari Boyland, Rose McIve...United States2016-01-01FRIDAYJANUARY20162009TV-Y71 SeasonKids' TVThe Power Rangers' new member, Dillon...
s4941TV ShowPower Rangers S.P.D.nullBrandon Jay McLaren, Chris Violette, ...United States, New Zealand2016-01-01FRIDAYJANUARY20162005TV-Y71 SeasonKids' TVWhen the Troobian Empire attacks Eart...
s4942TV ShowPower Rangers SamurainullAlex Heartman, Erika Fong, Hector Dav...United States2016-01-01FRIDAYJANUARY20162011TV-Y71 SeasonKids' TVA new generation of Power Rangers mus...
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Rotolo, Hiroshi Tsuchida, Tom Whyte, Bob Papenbrook, Mari Maruta\",\"country\":\"United States, France, Japan\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":1999,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"Five teenagers, transformed by the mystical powers of the Quasar Sabers into the Galaxy Power Rangers, battle the evil Scorpius and Captain Mutiny.\"},{\"show_id\":\"s4936\",\"type\":\"TV Show\",\"title\":\"Power Rangers Mystic Force\",\"director\":null,\"cast\":\"Firass Dirani, Angie Diaz, Richard Brancatisano, Melanie Vallejo, Nic Sampson, John Tui, Peta Rutter, Antonia Prebble, Barnie Duncan, Kelson Henderson, Donogh Rees, Geoff Dolan, Holly Shanahan\",\"country\":\"United States\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2006,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"When the wicked Undead Army is unleashed, sorceress Udonna empowers five teenagers \\u2013 the Mystic Force Power Rangers \\u2013 to save mankind.\"},{\"show_id\":\"s4938\",\"type\":\"TV Show\",\"title\":\"Power Rangers Ninja Storm\",\"director\":null,\"cast\":\"Pua Magasiva, Sally Martin, Glenn McMillan, Adam Tuominen, Jorgito Vargas Jr., Jason Chan, Katrina Browne, Katrina Devine, Grant McFarland, Peter Rowley, Megan Nicol, Bruce Hopkins\",\"country\":\"United States, New Zealand\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2003,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"When the elite warriors from the Wind Ninja Academy are captured by the evil Lothor, Shane, Tori and Waldo become Wind Power Rangers to fight back.\"},{\"show_id\":\"s4939\",\"type\":\"TV Show\",\"title\":\"Power Rangers Operation Overdrive\",\"director\":null,\"cast\":\"James Maclurcan, Caitlin Murphy, Samuell Benta, Rhoda Montemayor, Gareth Yuen, Dwayne Cameron, Rod Lousich, David Weatherley, Kelson Henderson, Gerald Urquhart, Ria Vandervis, Mark Ferguson\",\"country\":\"United States, New Zealand, Japan\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2007,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"To keep powerful jewels from falling into the hands of two wicked brothers, five young Power Rangers set out on a dangerous global adventure.\"},{\"show_id\":\"s4940\",\"type\":\"TV Show\",\"title\":\"Power Rangers RPM\",\"director\":null,\"cast\":\"Eka Darville, Ari Boyland, Rose McIver, Milo Cawthorne, Daniel Ewing, Mike Ginn, Li Ming Hu, Olivia Tennet, James Gaylyn, Adelaide Kane, Andrew Laing, Charlie McDermott, Mark Mitchinson\",\"country\":\"United States\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2009,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"The Power Rangers' new member, Dillon, isn't sure he wants to be on the team until he has a dream that sets the Rangers into action.\"},{\"show_id\":\"s4941\",\"type\":\"TV Show\",\"title\":\"Power Rangers S.P.D.\",\"director\":null,\"cast\":\"Brandon Jay McLaren, Chris Violette, Matt Austin, Monica May, Alycia Purrott, John Tui, Rene Naufahu, Michelle Langstone, Barnie Duncan, Kelson Henderson, Jim McLarty, Olivia James-Baird, Josephine Davison, Derek Judge, James Gaylyn\",\"country\":\"United States, New Zealand\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2005,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"When the Troobian Empire attacks Earth, the B-Squad Power Rangers Space Patrol Delta morphs into action to squash the alien threat and save the world.\"},{\"show_id\":\"s4942\",\"type\":\"TV Show\",\"title\":\"Power Rangers Samurai\",\"director\":null,\"cast\":\"Alex Heartman, Erika Fong, Hector David Jr., Najee De-Tiege, Brittany Anne Pirtle, Rene Naufahu, Jeff Szusterman, Felix Ryan, Paul Schrier\",\"country\":\"United States\",\"date\":\"2016-01-01\",\"day\":\"FRIDAY\",\"month\":\"JANUARY\",\"year\":2016,\"release_year\":2011,\"rating\":\"TV-Y7\",\"duration\":\"1 Season\",\"listed_in\":\"Kids' TV\",\"description\":\"A new generation of Power Rangers must master the Symbols of Samurai Power, which give them control over the Earth's elements to battle dark forces.\"}]}" }, + "execution_count": 31, "metadata": {}, - "output_type": "execute_result", - "execution_count": 31 + "output_type": "execute_result" } ], - "source": [ - "val df_split_date = df\n", - " // splitting dates into four columns\n", - " .split { date_added }.by { listOf(it, it.dayOfWeek, it.month, it.year) }\n", - " .into(\"date\", \"day\", \"month\", \"year\")\n", - " .sortBy(\"month\") // sorting by month\n", - "df_split_date" - ] + "execution_count": 31 }, { "cell_type": "code", - "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:50.277761426Z", - "start_time": "2023-12-04T19:36:48.356221611Z" + "end_time": "2024-03-14T13:25:53.575072992Z", + "start_time": "2024-03-14T13:25:53.008439815Z" } }, + "source": [ + "df_split_date\n", + " .valueCounts(false) { year and month }\n", + " .plot {\n", + " tiles {\n", + " x(year)\n", + " y(month)\n", + " width = .9\n", + " height = .9\n", + " fillColor(\"count\") {\n", + " scale = continuous(range = Color.hex(\"#FFF3E0\")..Color.hex(\"#E65100\"))\n", + " }\n", + " }\n", + "\n", + " layout {\n", + " title = \"Content additions by month and year\"\n", + " size = 900 to 700\n", + " style {\n", + " panel {\n", + " background {\n", + " blank = true\n", + " }\n", + " grid.lineGlobal { blank = true }\n", + " }\n", + " }\n", + " }\n", + " }" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,008\n", + " 2,008\n", " \n", " \n", " \n", @@ -16571,7 +16629,7 @@ " \n", " \n", " \n", - " 2,010\n", + " 2,010\n", " \n", " \n", " \n", @@ -16580,7 +16638,7 @@ " \n", " \n", " \n", - " 2,012\n", + " 2,012\n", " \n", " \n", " \n", @@ -16589,7 +16647,7 @@ " \n", " \n", " \n", - " 2,014\n", + " 2,014\n", " \n", " \n", " \n", @@ -16598,7 +16656,7 @@ " \n", " \n", " \n", - " 2,016\n", + " 2,016\n", " \n", " \n", " \n", @@ -16607,7 +16665,7 @@ " \n", " \n", " \n", - " 2,018\n", + " 2,018\n", " \n", " \n", " \n", @@ -16616,7 +16674,7 @@ " \n", " \n", " \n", - " 2,020\n", + " 2,020\n", " \n", " \n", " \n", @@ -16625,7 +16683,7 @@ " \n", " \n", " \n", - " 2,022\n", + " 2,022\n", " \n", " \n", " \n", @@ -16633,270 +16691,271 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " JANUARY\n", + " JANUARY\n", " \n", " \n", " \n", " \n", " \n", " \n", - " FEBRUARY\n", + " FEBRUARY\n", " \n", " \n", " \n", " \n", " \n", " \n", - " MARCH\n", + " MARCH\n", " \n", " \n", " \n", " \n", " \n", " \n", - " APRIL\n", + " APRIL\n", " \n", " \n", " \n", " \n", " \n", " \n", - " MAY\n", + " MAY\n", " \n", " \n", " \n", " \n", " \n", " \n", - " JUNE\n", + " JUNE\n", " \n", " \n", " \n", " \n", " \n", " \n", - " JULY\n", + " JULY\n", " \n", " \n", " \n", " \n", " \n", " \n", - " AUGUST\n", + " AUGUST\n", " \n", " \n", " \n", " \n", " \n", " \n", - " SEPTEMBER\n", + " SEPTEMBER\n", " \n", " \n", " \n", " \n", " \n", " \n", - " OCTOBER\n", + " OCTOBER\n", " \n", " \n", " \n", " \n", " \n", " \n", - " NOVEMBER\n", + " NOVEMBER\n", " \n", " \n", " \n", " \n", " \n", " \n", - " DECEMBER\n", + " DECEMBER\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " Content additions by month and year\n", + " Content additions by month and year\n", " \n", " \n", - " \n", + " \n", " \n", - " month\n", + " month\n", " \n", " \n", - " \n", + " \n", " \n", - " year\n", + " year\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -16904,7 +16963,7 @@ " \n", " \n", " \n", - " 50\n", + " 50\n", " \n", " \n", " \n", @@ -16913,7 +16972,7 @@ " \n", " \n", " \n", - " 100\n", + " 100\n", " \n", " \n", " \n", @@ -16922,7 +16981,7 @@ " \n", " \n", " \n", - " 150\n", + " 150\n", " \n", " \n", " \n", @@ -16931,7 +16990,7 @@ " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", @@ -16940,7 +16999,7 @@ " \n", " \n", " \n", - " 250\n", + " 250\n", " \n", " \n", " \n", @@ -16950,10 +17009,10 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -17332,39 +17391,12 @@ "swing_enabled": true } }, + "execution_count": 32, "metadata": {}, - "output_type": "execute_result", - "execution_count": 32 + "output_type": "execute_result" } ], - "source": [ - "df_split_date\n", - " .valueCounts(false) { year and month }\n", - " .plot {\n", - " tiles {\n", - " x(year)\n", - " y(month)\n", - " width = .9\n", - " height = .9\n", - " fillColor(\"count\") {\n", - " scale = continuous(range = Color.hex(\"#FFF3E0\")..Color.hex(\"#E65100\"))\n", - " }\n", - " }\n", - "\n", - " layout {\n", - " title = \"Content additions by month and year\"\n", - " size = 900 to 700\n", - " theme {\n", - " panel {\n", - " background {\n", - " blank = true\n", - " }\n", - " grid.lineGlobal { blank = true }\n", - " }\n", - " }\n", - " }\n", - " }" - ] + "execution_count": 32 }, { "cell_type": "markdown", @@ -17382,13 +17414,21 @@ }, { "cell_type": "code", - "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:51.001224248Z", - "start_time": "2023-12-04T19:36:48.850299308Z" + "end_time": "2024-03-14T13:25:54.706290686Z", + "start_time": "2024-03-14T13:25:53.580469615Z" } }, + "source": [ + "// splitting cast and couting number of actors\n", + "val cast_df = df\n", + " .split { cast }.by(',').inplace()\n", + " .add(\"size_cast\") { \"cast\">().size }\n", + " .convert { date_added } // Since we need the time in milliseconds since epoch for the plots, let's convert date_added to an Instant\n", + " .with { it.atStartOfDayIn(TimeZone.UTC) } \n", + "cast_df" + ], "outputs": [ { "data": { @@ -17571,7 +17611,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534124"></table>\n", + " <table class="dataframe" id="df_-1073741740"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 7777 rows</p><p class="dataframe_description">DataFrame: rowsCount = 7777, columnsCount = 13</p>\n", "\n", @@ -17865,10 +17905,10 @@ "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, Independent Movies, Thrillers","Stand-Up Comedy &#38; Talk Shows","Dramas, International Movies","Horror Movies","Cult Movies, Horror Movies","Dramas, International Movies","<span class=\"formatted\" title=\"Children &#38; Family Movies, Dramas, Faith &#38; Spirituality\">Children &#38; Family Movies, Dramas, Fai<span class=\"structural\">...</span></span>","Dramas","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas","Dramas","Dramas, Sports Movies","Dramas","Dramas, Thrillers","Documentaries","Comedies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\">In each episode, four celebrities joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\">When he causes a car accident that le<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\">After committing suicide, a washed-up<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\">This collection cherry-picks trailers<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"While making a film about the incursion of Christopher Columbus in the New World, a director finds the Bolivian locals protesting modern exploitation.\">While making a film about the incursi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"With his gift of dream interpretation and his brilliantly colored coat, Joseph inspires jealousy in his brothers in this animated Bible story.\">With his gift of dream interpretation<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After reckless teens kill an Amish child, a prosecutor attempts to bring the youths to justice despite the condemnation he faces from the community.\">After reckless teens kill an Amish ch<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After their child was abducted and murdered, John and Reve Walsh fought to raise national awareness of the problem of missing children.\">After their child was abducted and mu<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama based on real-life events tells the story of George McKenna, the tough, determined new principal of a notorious Los Angeles high school.\">This drama based on real-life events <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"A lawyer&#39;s husband is having an affair. When his mistress is found dead, he becomes the prime suspect &#8211; and his wife must take charge of his defense.\">A lawyer&#39;s husband is having an affai<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When high school football coach Charlie Wedemeyer is diagnosed with Lou Gehrig&#39;s disease, he perseveres in leading his team despite becoming disabled.\">When high school football coach Charl<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When their college-age daughter suddenly begins acting erratically and is diagnosed with schizophrenia, a desperate couple seeks treatment for her.\">When their college-age daughter sudde<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After contracting HIV from a tainted blood treatment, teenaged hemophiliac Ryan White is forced to fight for his right to attend public school.\">After contracting HIV from a tainted <span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Twelve-year-old Calvin manages to join the navy and serves in the battle of Guadalcanal. But when his age is revealed, the boy is sent to the brig.\">Twelve-year-old Calvin manages to joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This drama tells the tale of Ricky Bell, a pro running back with the Tampa Bay Buccaneers who died of a muscle disease in the prime of his career.\">This drama tells the tale of Ricky Be<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Laurie and Joseph are doctors who interview sexually abused children. 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show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescriptionsize_cast
s7114MovieTo and From New YorkSorin Dan Mihalcescu[Barbara King, Shaana Diya, John Kris...United States2008-01-01T00:00:00Z2006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...6
s1766TV ShowDinner for Fivenull[ ]United States2008-02-04T00:00:00Z2007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...0
s3249MovieJust Another Love StoryOle Bornedal[Anders W. Berthelsen, Rebecka Hemse,...Denmark2009-05-05T00:00:00Z2007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...12
s5766MovieSplatterJoe Dante[Corey Feldman, Tony Todd, Tara Leigh...United States2009-11-18T00:00:00Z2009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...6
s3841MovieMad Ron's Prevues from HellJim Monaco[Nick Pawlow, Jordu Schell, Jay Kushw...United States2010-11-01T00:00:00Z1987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...10
s2042MovieEven the RainIcíar Bollaín[Luis Tosar, Gael García Bernal, Juan...Spain, Mexico, France2011-05-17T00:00:00Z2010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...12
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. Ramirez[Ben Affleck, Mark Hamill, Richard He...United States2011-09-27T00:00:00Z2000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...15
s233MovieA Stoning in Fulham CountyLarry Elikann[Ken Olin, Jill Eikenberry, Maureen M...United States2011-10-01T00:00:00Z1988TV-1495 minDramasAfter reckless teens kill an Amish ch...12
s309MovieAdam: His Song ContinuesRobert Markowitz[Daniel J. Travanti, JoBeth Williams,...United States2011-10-01T00:00:00Z1986TV-MA96 minDramasAfter their child was abducted and mu...5
s2623MovieHard LessonsEric Laneuville[Denzel Washington, Lynn Whitfield, R...United States2011-10-01T00:00:00Z1986TV-1494 minDramasThis drama based on real-life events ...4
s2963MovieIn Defense of a Married ManJoel Oliansky[Judith Light, Michael Ontkean, Jerry...United States2011-10-01T00:00:00Z1990TV-1494 minDramasA lawyer's husband is having an affai...8
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella II[Pam Dawber, Michael Nouri, Bess Meye...United States2011-10-01T00:00:00Z1988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...6
s5833MovieStrange VoicesArthur Allan Seidelman[Nancy McKeon, Valerie Harper, Stephe...United States2011-10-01T00:00:00Z1987TV-PG96 minDramasWhen their college-age daughter sudde...5
s6846MovieThe Ryan White StoryJohn Herzfeld[Judith Light, Lukas Haas, Michael Bo...United States2011-10-01T00:00:00Z1989TV-PG94 minDramasAfter contracting HIV from a tainted ...8
s7150MovieToo Young the HeroBuzz Kulik[Ricky Schroder, Jon DeVries, Debra M...United States2011-10-01T00:00:00Z1988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...7
s7231MovieTriumph of the HeartRichard Michaels[Mario Van Peebles, Susan Ruttan, Lan...United States2011-10-01T00:00:00Z1991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...8
s7363MovieUnspeakable ActsLinda Otto[Jill Clayburgh, Brad Davis, Sam Behr...United States2011-10-01T00:00:00Z1990TV-1495 minDramasLaurie and Joseph are doctors who int...3
s7415MovieVictim of BeautyRoger Young[William Devane, Jeri Ryan, Michele A...United States2011-10-01T00:00:00Z1991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...8
s819MovieBeing Elmo: A Puppeteer's JourneyConstance Marks[Kevin Clash, Whoopi Goldberg]United States2012-02-21T00:00:00Z2011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...2
s1230MovieCasa de mi PadreMatt Piedmont[Will Ferrell, Gael García Bernal, Di...United States, Mexico2012-11-14T00:00:00Z2012R84 minComediesWill Ferrell stars as a Spanish-speak...8
\n", + "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescriptionsize_cast
s7114MovieTo and From New YorkSorin Dan Mihalcescu[Barbara King, Shaana Diya, John Kris...United States2008-01-01T00:00:00Z2006TV-MA81 minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...6
s1766TV ShowDinner for Fivenull[ ]United States2008-02-04T00:00:00Z2007TV-MA1 SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...0
s3249MovieJust Another Love StoryOle Bornedal[Anders W. Berthelsen, Rebecka Hemse,...Denmark2009-05-05T00:00:00Z2007TV-MA104 minDramas, International MoviesWhen he causes a car accident that le...12
s5766MovieSplatterJoe Dante[Corey Feldman, Tony Todd, Tara Leigh...United States2009-11-18T00:00:00Z2009TV-MA29 minHorror MoviesAfter committing suicide, a washed-up...6
s3841MovieMad Ron's Prevues from HellJim Monaco[Nick Pawlow, Jordu Schell, Jay Kushw...United States2010-11-01T00:00:00Z1987NR84 minCult Movies, Horror MoviesThis collection cherry-picks trailers...10
s2042MovieEven the RainIcíar Bollaín[Luis Tosar, Gael García Bernal, Juan...Spain, Mexico, France2011-05-17T00:00:00Z2010TV-MA103 minDramas, International MoviesWhile making a film about the incursi...12
s3222MovieJoseph: King of DreamsRob LaDuca, Robert C. Ramirez[Ben Affleck, Mark Hamill, Richard He...United States2011-09-27T00:00:00Z2000TV-PG75 minChildren & Family Movies, Dramas, Fai...With his gift of dream interpretation...15
s233MovieA Stoning in Fulham CountyLarry Elikann[Ken Olin, Jill Eikenberry, Maureen M...United States2011-10-01T00:00:00Z1988TV-1495 minDramasAfter reckless teens kill an Amish ch...12
s309MovieAdam: His Song ContinuesRobert Markowitz[Daniel J. Travanti, JoBeth Williams,...United States2011-10-01T00:00:00Z1986TV-MA96 minDramasAfter their child was abducted and mu...5
s2623MovieHard LessonsEric Laneuville[Denzel Washington, Lynn Whitfield, R...United States2011-10-01T00:00:00Z1986TV-1494 minDramasThis drama based on real-life events ...4
s2963MovieIn Defense of a Married ManJoel Oliansky[Judith Light, Michael Ontkean, Jerry...United States2011-10-01T00:00:00Z1990TV-1494 minDramasA lawyer's husband is having an affai...8
s5042MovieQuiet Victory: The Charlie Wedemeyer ...Roy Campanella II[Pam Dawber, Michael Nouri, Bess Meye...United States2011-10-01T00:00:00Z1988TV-PG93 minDramas, Sports MoviesWhen high school football coach Charl...6
s5833MovieStrange VoicesArthur Allan Seidelman[Nancy McKeon, Valerie Harper, Stephe...United States2011-10-01T00:00:00Z1987TV-PG96 minDramasWhen their college-age daughter sudde...5
s6846MovieThe Ryan White StoryJohn Herzfeld[Judith Light, Lukas Haas, Michael Bo...United States2011-10-01T00:00:00Z1989TV-PG94 minDramasAfter contracting HIV from a tainted ...8
s7150MovieToo Young the HeroBuzz Kulik[Ricky Schroder, Jon DeVries, Debra M...United States2011-10-01T00:00:00Z1988TV-MA94 minDramasTwelve-year-old Calvin manages to joi...7
s7231MovieTriumph of the HeartRichard Michaels[Mario Van Peebles, Susan Ruttan, Lan...United States2011-10-01T00:00:00Z1991TV-PG93 minDramas, Sports MoviesThis drama tells the tale of Ricky Be...8
s7363MovieUnspeakable ActsLinda Otto[Jill Clayburgh, Brad Davis, Sam Behr...United States2011-10-01T00:00:00Z1990TV-1495 minDramasLaurie and Joseph are doctors who int...3
s7415MovieVictim of BeautyRoger Young[William Devane, Jeri Ryan, Michele A...United States2011-10-01T00:00:00Z1991TV-1493 minDramas, ThrillersA beauty pageant winner is stalked by...8
s819MovieBeing Elmo: A Puppeteer's JourneyConstance Marks[Kevin Clash, Whoopi Goldberg]United States2012-02-21T00:00:00Z2011PG76 minDocumentariesWhoopi Goldberg narrates Elmo creator...2
s1230MovieCasa de mi PadreMatt Piedmont[Will Ferrell, Gael García Bernal, Di...United States, Mexico2012-11-14T00:00:00Z2012R84 minComediesWill Ferrell stars as a Spanish-speak...8
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Don Ferguson\",\"Butch Slade\",\"Joyce Bowden-Kirby\"],\"country\":\"United States\",\"date_added\":\"2011-10-01T00:00:00Z\",\"release_year\":1991,\"rating\":\"TV-14\",\"duration\":\"93 min\",\"listed_in\":\"Dramas, Thrillers\",\"description\":\"A beauty pageant winner is stalked by a serial killer who kidnaps her sister and torments her family in this thriller based on a shocking true story.\",\"size_cast\":8},{\"show_id\":\"s819\",\"type\":\"Movie\",\"title\":\"Being Elmo: A Puppeteer's Journey\",\"director\":\"Constance Marks\",\"cast\":[\"Kevin Clash\",\"Whoopi Goldberg\"],\"country\":\"United States\",\"date_added\":\"2012-02-21T00:00:00Z\",\"release_year\":2011,\"rating\":\"PG\",\"duration\":\"76 min\",\"listed_in\":\"Documentaries\",\"description\":\"Whoopi Goldberg narrates Elmo creator Kevin Clash's remarkable journey from a working-class Baltimore neighborhood to Jim Henson's \\\"Sesame Street.\\\"\",\"size_cast\":2},{\"show_id\":\"s1230\",\"type\":\"Movie\",\"title\":\"Casa de mi Padre\",\"director\":\"Matt Piedmont\",\"cast\":[\"Will Ferrell\",\"Gael García Bernal\",\"Diego Luna\",\"Genesis Rodriguez\",\"Pedro Armendáriz Jr.\",\"Nick Offerman\",\"Efren Ramirez\",\"Adrian Martinez\"],\"country\":\"United States, Mexico\",\"date_added\":\"2012-11-14T00:00:00Z\",\"release_year\":2012,\"rating\":\"R\",\"duration\":\"84 min\",\"listed_in\":\"Comedies\",\"description\":\"Will Ferrell stars as a Spanish-speaking cowboy in this comedy about a Mexican clan trying to rescue their ranch from greedy creditors.\",\"size_cast\":8}]}" }, + "execution_count": 33, "metadata": {}, - "output_type": "execute_result", - "execution_count": 33 + "output_type": "execute_result" } ], - "source": [ - "// splitting cast and couting number of actors\n", - "val cast_df = df\n", - " .split { cast }.by(',').inplace()\n", - " .add(\"size_cast\") { \"cast\">().size }\n", - " .convert { date_added } // Since we need the time in milliseconds since epoch for the plots, let's convert date_added to an Instant\n", - " .with { it.atStartOfDayIn(TimeZone.UTC) } \n", - "cast_df" - ] + "execution_count": 33 }, { "cell_type": "code", - "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:51.525026796Z", - "start_time": "2023-12-04T19:36:50.072865835Z" + "end_time": "2024-03-14T13:25:55.122283047Z", + "start_time": "2024-03-14T13:25:54.712697434Z" } }, + "source": [ + "cast_df.plot { \n", + " histogram(size_cast, binsOption = BinsOption.byNumber(50)) {\n", + " fillColor(Stat.count) { \n", + " scale = continuous(range = Color.hex(\"#E0F7FA\")..Color.hex(\"#006064\"))\n", + " legend {\n", + " type = LegendType.None\n", + " }\n", + " }\n", + " }\n", + " layout {\n", + " xAxisLabel = \"actors\"\n", + " title = \"Number of people on cast\"\n", + " size = 950 to 650\n", + " }\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - 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" 40\n", + " 40\n", " \n", " \n", " \n", @@ -18378,7 +18429,7 @@ " \n", " \n", " \n", - " 45\n", + " 45\n", " \n", " \n", " \n", @@ -18387,7 +18438,7 @@ " \n", " \n", " \n", - " 50\n", + " 50\n", " \n", " \n", " \n", @@ -18395,144 +18446,146 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 100\n", + " 100\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 300\n", + " 300\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 700\n", + " 700\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 900\n", + " 900\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,100\n", + " 1,100\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -18542,23 +18595,23 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -18574,74 +18627,74 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Number of people on cast\n", + " Number of people on cast\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " actors\n", + " actors\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -18819,28 +18872,12 @@ "swing_enabled": true } }, + "execution_count": 34, "metadata": {}, - "output_type": "execute_result", - "execution_count": 34 + "output_type": "execute_result" } ], - "source": [ - "cast_df.plot { \n", - " histogram(size_cast, binsOption = BinsOption.byNumber(50)) {\n", - " fillColor(Stat.count) { \n", - " scale = continuous(range = Color.hex(\"#E0F7FA\")..Color.hex(\"#006064\"))\n", - " legend {\n", - " type = LegendType.None\n", - " }\n", - " }\n", - " }\n", - " layout {\n", - " xAxisLabel = \"actors\"\n", - " title = \"Number of people on cast\"\n", - " size = 950 to 650\n", - " }\n", - "}" - ] + "execution_count": 34 }, { "cell_type": "markdown", @@ -18853,13 +18890,17 @@ }, { "cell_type": "code", - "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.191968785Z", - "start_time": "2023-12-04T19:36:50.436932091Z" + "end_time": "2024-03-14T13:25:55.591298192Z", + "start_time": "2024-03-14T13:25:55.126812591Z" } }, + "source": [ + "// counting the participation of each actor\n", + "val actors_df = cast_df.cast.explode().valueCounts()\n", + "actors_df" + ], "outputs": [ { "data": { @@ -19042,7 +19083,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534122"></table>\n", + " <table class="dataframe" id="df_-1073741738"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 32847 rows</p><p class="dataframe_description">DataFrame: rowsCount = 32847, columnsCount = 2</p>\n", "\n", @@ -19325,10 +19366,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"cast: String\">cast</span>", children: [], rightAlign: false, values: ["Anupam Kher","Shah Rukh Khan","Om Puri","Naseeruddin Shah","Takahiro Sakurai","Akshay Kumar","Yuki Kaji","Amitabh Bachchan","Boman Irani","Paresh Rawal","Kareena Kapoor","Andrea Libman","John Cleese","Vincent Tong","Tara Strong","Ashleigh Ball","Nawazuddin Siddiqui","Ajay Devgn","Daisuke Ono","Salman Khan"] }, \n", "{ name: "<span title=\"count: Int\">count</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">42</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">35</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">27</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">27</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">27</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">27</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">25</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">24</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">24</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">24</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">20</span></span>"] }, \n", - "], id: -637534122, rootId: -637534122, totalRows: 32847 } ) });\n", + "], id: -1073741738, rootId: -1073741738, totalRows: 32847 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534122) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741738) });\n", "\n", "\n", " </script>\n", @@ -19500,46 +19541,58 @@ " \n", " \n", " \n", - "
castcount
Anupam Kher42
Shah Rukh Khan35
Om Puri30
Naseeruddin Shah30
Takahiro Sakurai29
Akshay Kumar29
Yuki Kaji27
Amitabh Bachchan27
Boman Irani27
Paresh Rawal27
Kareena Kapoor25
Andrea Libman24
John Cleese24
Vincent Tong24
Tara Strong22
Ashleigh Ball22
Nawazuddin Siddiqui21
Ajay Devgn21
Daisuke Ono20
Salman Khan20
\n", + "
castcount
Anupam Kher42
Shah Rukh Khan35
Om Puri30
Naseeruddin Shah30
Takahiro Sakurai29
Akshay Kumar29
Yuki Kaji27
Amitabh Bachchan27
Boman Irani27
Paresh Rawal27
Kareena Kapoor25
Andrea Libman24
John Cleese24
Vincent Tong24
Tara Strong22
Ashleigh Ball22
Nawazuddin Siddiqui21
Ajay Devgn21
Daisuke Ono20
Salman Khan20
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":32847,\"ncol\":2,\"columns\":[\"cast\",\"count\"],\"kotlin_dataframe\":[{\"cast\":\"Anupam Kher\",\"count\":42},{\"cast\":\"Shah Rukh Khan\",\"count\":35},{\"cast\":\"Om Puri\",\"count\":30},{\"cast\":\"Naseeruddin Shah\",\"count\":30},{\"cast\":\"Takahiro Sakurai\",\"count\":29},{\"cast\":\"Akshay Kumar\",\"count\":29},{\"cast\":\"Yuki Kaji\",\"count\":27},{\"cast\":\"Amitabh Bachchan\",\"count\":27},{\"cast\":\"Boman Irani\",\"count\":27},{\"cast\":\"Paresh Rawal\",\"count\":27},{\"cast\":\"Kareena Kapoor\",\"count\":25},{\"cast\":\"Andrea Libman\",\"count\":24},{\"cast\":\"John Cleese\",\"count\":24},{\"cast\":\"Vincent Tong\",\"count\":24},{\"cast\":\"Tara Strong\",\"count\":22},{\"cast\":\"Ashleigh Ball\",\"count\":22},{\"cast\":\"Nawazuddin Siddiqui\",\"count\":21},{\"cast\":\"Ajay Devgn\",\"count\":21},{\"cast\":\"Daisuke Ono\",\"count\":20},{\"cast\":\"Salman Khan\",\"count\":20}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"cast\",\"count\"],\"nrow\":32847,\"ncol\":2},\"kotlin_dataframe\":[{\"cast\":\"Anupam Kher\",\"count\":42},{\"cast\":\"Shah Rukh Khan\",\"count\":35},{\"cast\":\"Om Puri\",\"count\":30},{\"cast\":\"Naseeruddin Shah\",\"count\":30},{\"cast\":\"Takahiro Sakurai\",\"count\":29},{\"cast\":\"Akshay Kumar\",\"count\":29},{\"cast\":\"Yuki Kaji\",\"count\":27},{\"cast\":\"Amitabh Bachchan\",\"count\":27},{\"cast\":\"Boman Irani\",\"count\":27},{\"cast\":\"Paresh Rawal\",\"count\":27},{\"cast\":\"Kareena Kapoor\",\"count\":25},{\"cast\":\"Andrea Libman\",\"count\":24},{\"cast\":\"John Cleese\",\"count\":24},{\"cast\":\"Vincent Tong\",\"count\":24},{\"cast\":\"Tara Strong\",\"count\":22},{\"cast\":\"Ashleigh Ball\",\"count\":22},{\"cast\":\"Nawazuddin Siddiqui\",\"count\":21},{\"cast\":\"Ajay Devgn\",\"count\":21},{\"cast\":\"Daisuke Ono\",\"count\":20},{\"cast\":\"Salman Khan\",\"count\":20}]}" }, + "execution_count": 35, "metadata": {}, - "output_type": "execute_result", - "execution_count": 35 + "output_type": "execute_result" } ], - "source": [ - "// counting the participation of each actor\n", - "val actors_df = cast_df.cast.explode().valueCounts()\n", - "actors_df" - ] + "execution_count": 35 }, { "cell_type": "code", - "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.380515823Z", - "start_time": "2023-12-04T19:36:50.922806657Z" + "end_time": "2024-03-14T13:25:55.997989532Z", + "start_time": "2024-03-14T13:25:55.594294664Z" } }, + "source": [ + "actors_df.take(30).plot { \n", + " barsH {\n", + " y(cast) { scale = categorical() }\n", + " x(count)\n", + " fillColor(cast) { \n", + " scale = categoricalColorHue()\n", + " legend {\n", + " type = LegendType.None\n", + " }\n", + " }\n", + " }\n", + " layout.title = \"Top 30 actors\"\n", + " layout.size = 950 to 900\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -19747,7 +19802,7 @@ " \n", " \n", " \n", - " 5\n", + " 5\n", " \n", " \n", " \n", @@ -19756,7 +19811,7 @@ " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", @@ -19765,7 +19820,7 @@ " \n", " \n", " \n", - " 15\n", + " 15\n", " \n", " \n", " \n", @@ -19774,7 +19829,7 @@ " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", @@ -19783,7 +19838,7 @@ " \n", " \n", " \n", - " 25\n", + " 25\n", " \n", " \n", " \n", @@ -19792,7 +19847,7 @@ " \n", " \n", " \n", - " 30\n", + " 30\n", " \n", " \n", " \n", @@ -19801,7 +19856,7 @@ " \n", " \n", " \n", - " 35\n", + " 35\n", " \n", " \n", " \n", @@ -19810,7 +19865,7 @@ " \n", " \n", " \n", - " 40\n", + " 40\n", " \n", " \n", " \n", @@ -19818,368 +19873,370 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " Anupam Kher\n", + " Anupam Kher\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Shah Rukh Khan\n", + " Shah Rukh Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Om Puri\n", + " Om Puri\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Naseeruddin Shah\n", + " Naseeruddin Shah\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Takahiro Sakurai\n", + " Takahiro Sakurai\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Akshay Kumar\n", + " Akshay Kumar\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yuki Kaji\n", + " Yuki Kaji\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Amitabh Bachchan\n", + " Amitabh Bachchan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Boman Irani\n", + " Boman Irani\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Paresh Rawal\n", + " Paresh Rawal\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kareena Kapoor\n", + " Kareena Kapoor\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Andrea Libman\n", + " Andrea Libman\n", " \n", " \n", " \n", " \n", " \n", " \n", - " John Cleese\n", + " John Cleese\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Vincent Tong\n", + " Vincent Tong\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Tara Strong\n", + " Tara Strong\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ashleigh Ball\n", + " Ashleigh Ball\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Nawazuddin Siddiqui\n", + " Nawazuddin Siddiqui\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ajay Devgn\n", + " Ajay Devgn\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Daisuke Ono\n", + " Daisuke Ono\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Salman Khan\n", + " Salman Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Nicolas Cage\n", + " Nicolas Cage\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kay Kay Menon\n", + " Kay Kay Menon\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Samuel L. Jackson\n", + " Samuel L. Jackson\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Fred Tatasciore\n", + " Fred Tatasciore\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Adam Sandler\n", + " Adam Sandler\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Gulshan Grover\n", + " Gulshan Grover\n", " \n", " \n", " \n", " \n", " \n", " \n", - " David Attenborough\n", + " David Attenborough\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Erin Fitzgerald\n", + " Erin Fitzgerald\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Debi Derryberry\n", + " Debi Derryberry\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ai Kayano\n", + " Ai Kayano\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Top 30 actors\n", + " Top 30 actors\n", " \n", " \n", " \n", " \n", - " cast\n", + " cast\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -20296,27 +20353,12 @@ "swing_enabled": true } }, + "execution_count": 36, "metadata": {}, - "output_type": "execute_result", - "execution_count": 36 + "output_type": "execute_result" } ], - "source": [ - "actors_df.take(30).plot { \n", - " barsH {\n", - " y(cast) { scale = categorical() }\n", - " x(count)\n", - " fillColor(cast) { \n", - " scale = categoricalColorHue()\n", - " legend {\n", - " type = LegendType.None\n", - " }\n", - " }\n", - " }\n", - " layout.title = \"Top 30 actors\"\n", - " layout.size = 950 to 900\n", - "}" - ] + "execution_count": 36 }, { "cell_type": "markdown", @@ -20327,13 +20369,18 @@ }, { "cell_type": "code", - "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.661009713Z", - "start_time": "2023-12-04T19:36:51.271096182Z" + "end_time": "2024-03-14T13:25:56.568019938Z", + "start_time": "2024-03-14T13:25:56.001908662Z" } }, + "source": [ + "val actors = cast_df.pivot { type }.aggregate {\n", + " cast.explode().valueCounts()\n", + "}\n", + "actors" + ], "outputs": [ { "data": { @@ -20516,7 +20563,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534120"></table>\n", + " <table class="dataframe" id="df_-1073741736"></table>\n", "\n", "<p class="dataframe_description">DataRow: index = 0, columnsCount = 2</p>\n", "\n", @@ -20797,24 +20844,24 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -637534119, value: "<b>DataFrame 23049 x 2</b>" }] }, \n", - "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -637534118, value: "<b>DataFrame 13538 x 2</b>" }] }, \n", - "], id: -637534120, rootId: -637534120, totalRows: 1 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -1073741735, value: "<b>DataFrame 23049 x 2</b>" }] }, \n", + "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -1073741734, value: "<b>DataFrame 13538 x 2</b>" }] }, \n", + "], id: -1073741736, rootId: -1073741736, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"cast: String\">cast</span>", children: [], rightAlign: false, values: ["Anupam Kher","Shah Rukh Khan","Om Puri","Naseeruddin Shah","Akshay Kumar"] }, \n", "{ name: "<span title=\"count: Int\">count</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">41</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">35</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">30</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>"] }, \n", - "], id: -637534119, rootId: -637534120, totalRows: 23049 } ) });\n", + "], id: -1073741735, rootId: -1073741736, totalRows: 23049 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"cast: String\">cast</span>", children: [], rightAlign: false, values: ["Takahiro Sakurai","Yuki Kaji","Daisuke Ono","Ai Kayano","Junichi Suwabe"] }, \n", "{ name: "<span title=\"count: Int\">count</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">15</span></span>"] }, \n", - "], id: -637534118, rootId: -637534120, totalRows: 13538 } ) });\n", + "], id: -1073741734, rootId: -1073741736, totalRows: 13538 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534120) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741736) });\n", "\n", "\n", " </script>\n", @@ -20986,47 +21033,72 @@ " \n", " \n", " \n", - "
MovieTV Show
DataFrame [23049 x 2]
castcount
Anupam Kher41
Shah Rukh Khan35
Om Puri30
Naseeruddin Shah30
Akshay Kumar29

... showing only top 5 of 23049 rows

DataFrame [13538 x 2]
castcount
Takahiro Sakurai22
Yuki Kaji17
Daisuke Ono16
Ai Kayano16
Junichi Suwabe15

... showing only top 5 of 13538 rows

\n", + "
MovieTV Show
DataFrame [23049 x 2]
castcount
Anupam Kher41
Shah Rukh Khan35
Om Puri30
Naseeruddin Shah30
Akshay Kumar29

... showing only top 5 of 23049 rows

DataFrame [13538 x 2]
castcount
Takahiro Sakurai22
Yuki Kaji17
Daisuke Ono16
Ai Kayano16
Junichi Suwabe15

... showing only top 5 of 13538 rows

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Greatorex\",\"count\":1},{\"cast\":\"Josh Bolt\",\"count\":1},{\"cast\":\"Michael Hawley\",\"count\":1},{\"cast\":\"Michael Goldsmith\",\"count\":1},{\"cast\":\"Sharon Muthu\",\"count\":1},{\"cast\":\"Liam O'Brien\",\"count\":1},{\"cast\":\"Rafael Petardi\",\"count\":1},{\"cast\":\"Abbi Jacobson\",\"count\":1},{\"cast\":\"Eric André\",\"count\":1},{\"cast\":\"Lucy Montgomery\",\"count\":1},{\"cast\":\"Jace Norman\",\"count\":1},{\"cast\":\"Cooper Barnes\",\"count\":1},{\"cast\":\"Riele Downs\",\"count\":1},{\"cast\":\"Sean Ryan Fox\",\"count\":1},{\"cast\":\"Ella Anderson\",\"count\":1},{\"cast\":\"Michael D. Cohen\",\"count\":1},{\"cast\":\"Go Inoue\",\"count\":1},{\"cast\":\"Arjun Gupta\",\"count\":1},{\"cast\":\"Hale Appleman\",\"count\":1},{\"cast\":\"Stella Maeve\",\"count\":1},{\"cast\":\"Summer Bishil\",\"count\":1},{\"cast\":\"Olivia Taylor Dudley\",\"count\":1},{\"cast\":\"Jade Tailor\",\"count\":1},{\"cast\":\"Rick Worthy\",\"count\":1},{\"cast\":\"Kacey Rohl\",\"count\":1},{\"cast\":\"Charles Mesure\",\"count\":1},{\"cast\":\"Trevor Einhorn\",\"count\":1}]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"Movie\",\"TV Show\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"Movie\":{\"data\":[{\"cast\":\"Anupam Kher\",\"count\":41},{\"cast\":\"Shah Rukh Khan\",\"count\":35},{\"cast\":\"Om Puri\",\"count\":30},{\"cast\":\"Naseeruddin Shah\",\"count\":30},{\"cast\":\"Akshay Kumar\",\"count\":29},{\"cast\":\"Amitabh Bachchan\",\"count\":27},{\"cast\":\"Boman Irani\",\"count\":27},{\"cast\":\"Paresh Rawal\",\"count\":27},{\"cast\":\"Kareena Kapoor\",\"count\":25},{\"cast\":\"Ajay Devgn\",\"count\":21},{\"cast\":\"Salman Khan\",\"count\":20},{\"cast\":\"Nawazuddin Siddiqui\",\"count\":20},{\"cast\":\"Kay Kay Menon\",\"count\":20},{\"cast\":\"Adam Sandler\",\"count\":19},{\"cast\":\"John Cleese\",\"count\":19},{\"cast\":\"Nicolas Cage\",\"count\":19},{\"cast\":\"Gulshan Grover\",\"count\":19},{\"cast\":\"Samuel L. Jackson\",\"count\":19},{\"cast\":\"James Franco\",\"count\":18},{\"cast\":\"Yashpal Sharma\",\"count\":18}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":23049}},\"TV Show\":{\"data\":[{\"cast\":\"Takahiro Sakurai\",\"count\":22},{\"cast\":\"Yuki Kaji\",\"count\":17},{\"cast\":\"Daisuke Ono\",\"count\":16},{\"cast\":\"Ai Kayano\",\"count\":16},{\"cast\":\"Junichi Suwabe\",\"count\":15},{\"cast\":\"Yuichi Nakamura\",\"count\":14},{\"cast\":\"Yoshimasa Hosoya\",\"count\":14},{\"cast\":\"David Attenborough\",\"count\":13},{\"cast\":\"Jun Fukuyama\",\"count\":13},{\"cast\":\"Vincent Tong\",\"count\":13},{\"cast\":\"Kana Hanazawa\",\"count\":13},{\"cast\":\"Hiroshi Kamiya\",\"count\":13},{\"cast\":\"Ashleigh Ball\",\"count\":12},{\"cast\":\"Tomokazu Sugita\",\"count\":12},{\"cast\":\"Natsuki Hanae\",\"count\":11},{\"cast\":\"Mamoru Miyano\",\"count\":11},{\"cast\":\"Tay Ping Hui\",\"count\":11},{\"cast\":\"Ryohei Kimura\",\"count\":10},{\"cast\":\"Katsuyuki Konishi\",\"count\":10},{\"cast\":\"Miyuki Sawashiro\",\"count\":10}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":13538}}}]}" }, + "execution_count": 37, "metadata": {}, - "output_type": "execute_result", - "execution_count": 37 + "output_type": "execute_result" } ], - "source": [ - "val actors = cast_df.pivot { type }.aggregate {\n", - " cast.explode().valueCounts()\n", - "}\n", - "actors" - ] + "execution_count": 37 }, { "cell_type": "code", - "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.702467993Z", - "start_time": "2023-12-04T19:36:52.215059354Z" + "end_time": "2024-03-14T13:25:57.266312469Z", + "start_time": "2024-03-14T13:25:56.572105509Z" } }, + "source": [ + "val p1 = actors.`TV Show`.take(30).plot {\n", + " barsH {\n", + " x(count)\n", + " y(cast)\n", + " fillColor(cast) {\n", + " scale = continuous(Color.hex(\"#263238\")..Color.hex(\"#ECEFF1\"))\n", + " legend { type = LegendType.None }\n", + " }\n", + " }\n", + " layout.title = \"Top 30 actors in Shows\"\n", + "}\n", + "\n", + "val p2 = actors.Movie.take(30).plot {\n", + " barsH {\n", + " x(count)\n", + " y(cast)\n", + " fillColor(cast) {\n", + " scale = continuousColorGradientN(listOf(Color.hex(\"#006064\"), Color.hex(\"#E0F7FA\")))\n", + " legend { type = LegendType.None }\n", + " }\n", + " }\n", + " layout.title = \"Top 30 actors in Movies\"\n", + "}\n", + "\n", + "plotBunch {\n", + " add(p1, 0, 0, 500, 700)\n", + " add(p2, 500, 0, 500, 700)\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -21405,7 +21479,7 @@ " \n", " \n", " \n", - " 5\n", + " 5\n", " \n", " \n", " \n", @@ -21414,7 +21488,7 @@ " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", @@ -21423,7 +21497,7 @@ " \n", " \n", " \n", - " 15\n", + " 15\n", " \n", " \n", " \n", @@ -21432,7 +21506,7 @@ " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", @@ -21440,341 +21514,343 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " Takahiro Sakurai\n", + " Takahiro Sakurai\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yuki Kaji\n", + " Yuki Kaji\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Daisuke Ono\n", + " Daisuke Ono\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ai Kayano\n", + " Ai Kayano\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Junichi Suwabe\n", + " Junichi Suwabe\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yuichi Nakamura\n", + " Yuichi Nakamura\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yoshimasa Hosoya\n", + " Yoshimasa Hosoya\n", " \n", " \n", " \n", " \n", " \n", " \n", - " David Attenborough\n", + " David Attenborough\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Jun Fukuyama\n", + " Jun Fukuyama\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Vincent Tong\n", + " Vincent Tong\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kana Hanazawa\n", + " Kana Hanazawa\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Hiroshi Kamiya\n", + " Hiroshi Kamiya\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ashleigh Ball\n", + " Ashleigh Ball\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Tomokazu Sugita\n", + " Tomokazu Sugita\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Natsuki Hanae\n", + " Natsuki Hanae\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Mamoru Miyano\n", + " Mamoru Miyano\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Tay Ping Hui\n", + " Tay Ping Hui\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ryohei Kimura\n", + " Ryohei Kimura\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Katsuyuki Konishi\n", + " Katsuyuki Konishi\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Miyuki Sawashiro\n", + " Miyuki Sawashiro\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Nobuhiko Okamoto\n", + " Nobuhiko Okamoto\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Johnny Yong Bosch\n", + " Johnny Yong Bosch\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Saori Hayami\n", + " Saori Hayami\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kaito Ishikawa\n", + " Kaito Ishikawa\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yoko Hikasa\n", + " Yoko Hikasa\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Takehito Koyasu\n", + " Takehito Koyasu\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Sayaka Ohara\n", + " Sayaka Ohara\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Daisuke Namikawa\n", + " Daisuke Namikawa\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kenjiro Tsuda\n", + " Kenjiro Tsuda\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Eri Kitamura\n", + " Eri Kitamura\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -21782,44 +21858,46 @@ " \n", " \n", " \n", - " Top 30 actors in Shows\n", + " Top 30 actors in Shows\n", " \n", " \n", " \n", " \n", - " cast\n", + " cast\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -21828,7 +21906,7 @@ " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", @@ -21837,7 +21915,7 @@ " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", @@ -21846,7 +21924,7 @@ " \n", " \n", " \n", - " 30\n", + " 30\n", " \n", " \n", " \n", @@ -21855,7 +21933,7 @@ " \n", " \n", " \n", - " 40\n", + " 40\n", " \n", " \n", " \n", @@ -21863,369 +21941,371 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " Anupam Kher\n", + " Anupam Kher\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Shah Rukh Khan\n", + " Shah Rukh Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Om Puri\n", + " Om Puri\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Naseeruddin Shah\n", + " Naseeruddin Shah\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Akshay Kumar\n", + " Akshay Kumar\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Amitabh Bachchan\n", + " Amitabh Bachchan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Boman Irani\n", + " Boman Irani\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Paresh Rawal\n", + " Paresh Rawal\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kareena Kapoor\n", + " Kareena Kapoor\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Ajay Devgn\n", + " Ajay Devgn\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Salman Khan\n", + " Salman Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Nawazuddin Siddiqui\n", + " Nawazuddin Siddiqui\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Kay Kay Menon\n", + " Kay Kay Menon\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Adam Sandler\n", + " Adam Sandler\n", " \n", " \n", " \n", " \n", " \n", " \n", - " John Cleese\n", + " John Cleese\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Nicolas Cage\n", + " Nicolas Cage\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Gulshan Grover\n", + " Gulshan Grover\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Samuel L. Jackson\n", + " Samuel L. Jackson\n", " \n", " \n", " \n", " \n", " \n", " \n", - " James Franco\n", + " James Franco\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Yashpal Sharma\n", + " Yashpal Sharma\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Anil Kapoor\n", + " Anil Kapoor\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Jackie Shroff\n", + " Jackie Shroff\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Asrani\n", + " Asrani\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Andrea Libman\n", + " Andrea Libman\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Amrish Puri\n", + " Amrish Puri\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Aamir Khan\n", + " Aamir Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Saif Ali Khan\n", + " Saif Ali Khan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Rajpal Yadav\n", + " Rajpal Yadav\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Manoj Joshi\n", + " Manoj Joshi\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Priyanka Chopra\n", + " Priyanka Chopra\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Top 30 actors in Movies\n", + " Top 30 actors in Movies\n", " \n", " \n", " \n", " \n", - " cast\n", + " cast\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -22474,41 +22554,12 @@ "swing_enabled": true } }, + "execution_count": 38, "metadata": {}, - "output_type": "execute_result", - "execution_count": 38 + "output_type": "execute_result" } ], - "source": [ - "val p1 = actors.`TV Show`.take(30).plot {\n", - " barsH {\n", - " x(count)\n", - " y(cast)\n", - " fillColor(cast) {\n", - " scale = continuous(Color.hex(\"#263238\")..Color.hex(\"#ECEFF1\"))\n", - " legend { type = LegendType.None }\n", - " }\n", - " }\n", - " layout.title = \"Top 30 actors in Shows\"\n", - "}\n", - "\n", - "val p2 = actors.Movie.take(30).plot {\n", - " barsH {\n", - " x(count)\n", - " y(cast)\n", - " fillColor(cast) {\n", - " scale = continuousColorGradientN(listOf(Color.hex(\"#006064\"), Color.hex(\"#E0F7FA\")))\n", - " legend { type = LegendType.None }\n", - " }\n", - " }\n", - " layout.title = \"Top 30 actors in Movies\"\n", - "}\n", - "\n", - "plotBunch {\n", - " add(p1, 0, 0, 500, 700)\n", - " add(p2, 500, 0, 500, 700)\n", - "}" - ] + "execution_count": 38 }, { "cell_type": "markdown", @@ -22519,38 +22570,52 @@ }, { "cell_type": "code", - "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.802993153Z", - "start_time": "2023-12-04T19:36:52.649493597Z" + "end_time": "2024-03-14T13:25:57.836438986Z", + "start_time": "2024-03-14T13:25:57.296663966Z" } }, - "outputs": [], "source": [ "val directors_df = df.valueCounts { director }" - ] + ], + "outputs": [], + "execution_count": 39 }, { "cell_type": "code", - "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:36:53.881050941Z", - "start_time": "2023-12-04T19:36:53.018522219Z" + "end_time": "2024-03-14T13:25:58.347713694Z", + "start_time": "2024-03-14T13:25:57.844725285Z" } }, + "source": [ + "directors_df.take(10).plot {\n", + " barsH {\n", + " x(count)\n", + " y(director) { axis.name = \"Name\" }\n", + " fillColor(director) { \n", + " scale = categoricalColorHue()\n", + " legend { type = LegendType.None }\n", + " }\n", + " }\n", + " layout.title = \"Top 10 directors\"\n", + " layout.size = 850 to 500\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 2\n", + " 2\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 4\n", + " 4\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 6\n", + " 6\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 8\n", + " 8\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 12\n", + " 12\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 14\n", + " 14\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 16\n", + " 16\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " 18\n", + " 18\n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " Raúl Campos, Jan Sut..\n", + " Raúl Campos, Jan Suter\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Marcus Raboy\n", + " Marcus Raboy\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Jay Karas\n", + " Jay Karas\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Cathy Garcia-Molina\n", + " Cathy Garcia-Molina\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Jay Chapman\n", + " Jay Chapman\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Martin Scorsese\n", + " Martin Scorsese\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Youssef Chahine\n", + " Youssef Chahine\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Steven Spielberg\n", + " Steven Spielberg\n", " \n", " \n", " \n", " \n", " \n", " \n", - " David Dhawan\n", + " David Dhawan\n", " \n", " \n", " \n", " \n", " \n", " \n", - " Lance Bangs\n", + " Lance Bangs\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " Top 10 directors\n", + " Top 10 directors\n", " \n", " \n", " \n", " \n", - " Name\n", + " Name\n", " \n", " \n", - " \n", + " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -23060,25 +23129,12 @@ "swing_enabled": true } }, + "execution_count": 40, "metadata": {}, - "output_type": "execute_result", - "execution_count": 40 + "output_type": "execute_result" } ], - "source": [ - "directors_df.take(10).plot {\n", - " barsH {\n", - " x(count)\n", - " y(director) { axis.name = \"Name\" }\n", - " fillColor(director) { \n", - " scale = categoricalColorHue()\n", - " legend { type = LegendType.None }\n", - " }\n", - " }\n", - " layout.title = \"Top 10 directors\"\n", - " layout.size = 850 to 500\n", - "}" - ] + "execution_count": 40 }, { "cell_type": "markdown", @@ -23103,19 +23159,22 @@ }, { "cell_type": "code", - "execution_count": 41, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:37:03.090468108Z", - "start_time": "2023-12-04T19:36:53.258266484Z" + "end_time": "2024-03-14T13:26:03.724851764Z", + "start_time": "2024-03-14T13:25:58.359759815Z" } }, + "source": [ + "%use lets-plot\n", + "%use lets-plot-gt(gt=30.1)" + ], "outputs": [ { "data": { "text/html": [ - "

\n", + "
\n", " " @@ -23152,72 +23211,67 @@ "output_type": "display_data" } ], - "source": [ - "%use lets-plot\n", - "%use lets-plot-gt(gt=23.5)" - ] + "execution_count": 41 }, { "cell_type": "code", - "execution_count": 42, - "outputs": [], "source": [ "USE {\n", " repository(\"https://repo.osgeo.org/repository/release\")\n", " dependencies {\n", - " implementation(\"org.geotools:gt-shapefile:23.5\")\n", - " implementation(\"org.geotools:gt-cql:23.5\")\n", + " implementation(\"org.geotools:gt-shapefile:30.1\")\n", + " implementation(\"org.geotools:gt-cql:30.1\")\n", " }\n", "}" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:37:08.138337280Z", - "start_time": "2023-12-04T19:37:03.067657185Z" + "end_time": "2024-03-14T13:26:07.772980235Z", + "start_time": "2024-03-14T13:26:03.728700500Z" } - } + }, + "outputs": [], + "execution_count": 42 }, { "cell_type": "code", - "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:08.328404984Z", - "start_time": "2023-12-04T19:37:08.138805935Z" + "end_time": "2024-03-14T13:26:07.843898331Z", + "start_time": "2024-03-14T13:26:07.777315472Z" } }, - "outputs": [], "source": [ "import org.geotools.data.shapefile.ShapefileDataStoreFactory\n", "import org.geotools.data.simple.SimpleFeatureCollection\n", "import java.net.URL" - ] + ], + "outputs": [], + "execution_count": 43 }, { "cell_type": "code", - "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:08.585490705Z", - "start_time": "2023-12-04T19:37:08.179908978Z" + "end_time": "2024-03-14T13:26:08.511214447Z", + "start_time": "2024-03-14T13:26:07.847357441Z" } }, - "outputs": [], "source": [ "val factory = ShapefileDataStoreFactory()" - ] + ], + "outputs": [], + "execution_count": 44 }, { "cell_type": "code", - "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:12.550745060Z", - "start_time": "2023-12-04T19:37:08.466190472Z" + "end_time": "2024-03-14T13:26:12.642526137Z", + "start_time": "2024-03-14T13:26:08.513502910Z" } }, - "outputs": [], "source": [ "val worldFeatures: SimpleFeatureCollection = with(\"naturalearth_lowres\") {\n", " val url = \"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/shp/${this}/${this}.shp\"\n", @@ -23234,7 +23288,9 @@ " axisText = \"blank\",\n", ")\n", "val worldLimits = coordMap(ylim = -55 to 85)" - ] + ], + "outputs": [], + "execution_count": 45 }, { "cell_type": "markdown", @@ -23245,13 +23301,16 @@ }, { "cell_type": "code", - "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:13.633248535Z", - "start_time": "2023-12-04T19:37:12.267828445Z" + "end_time": "2024-03-14T13:26:13.153570834Z", + "start_time": "2024-03-14T13:26:12.645190265Z" } }, + "source": [ + "val countries = DataFrame.readCSV(\"country_codes.csv\")\n", + "countries.head()" + ], "outputs": [ { "data": { @@ -23434,7 +23493,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534114"></table>\n", + " <table class="dataframe" id="df_-1073741730"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 5</p>\n", "\n", @@ -23720,10 +23779,10 @@ "{ name: "<span title=\"iso: String\">iso</span>", children: [], rightAlign: false, values: ["USA","IND","GBR","Unknown","CAN"] }, \n", "{ name: "<span title=\"lat: Double\">lat</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">39.783730</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22.351115</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">54.702355</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">51.146139</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">61.066692</span></span>"] }, \n", "{ name: "<span title=\"lon: Double\">lon</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-100.445883</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">78.667743</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-3.276575</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">12.233285</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-107.991707</span></span>"] }, \n", - "], id: -637534114, rootId: -637534114, totalRows: 5 } ) });\n", + "], id: -1073741730, rootId: -1073741730, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534114) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741730) });\n", "\n", "\n", " </script>\n", @@ -23895,34 +23954,35 @@ " \n", " \n", " \n", - "
countrycodeisolatlon
United StatesUSUSA39.783730-100.445883
IndiaININD22.35111578.667743
United KingdomGBGBR54.702355-3.276575
nullUnknownUnknown51.14613912.233285
CanadaCACAN61.066692-107.991707
\n", + "
countrycodeisolatlon
United StatesUSUSA39.783730-100.445883
IndiaININD22.35111578.667743
United KingdomGBGBR54.702355-3.276575
nullUnknownUnknown51.14613912.233285
CanadaCACAN61.066692-107.991707
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"country\",\"code\",\"iso\",\"lat\",\"lon\"],\"kotlin_dataframe\":[{\"country\":\"United States\",\"code\":\"US\",\"iso\":\"USA\",\"lat\":39.7837304,\"lon\":-100.4458825},{\"country\":\"India\",\"code\":\"IN\",\"iso\":\"IND\",\"lat\":22.3511148,\"lon\":78.6677428},{\"country\":\"United Kingdom\",\"code\":\"GB\",\"iso\":\"GBR\",\"lat\":54.7023545,\"lon\":-3.2765753},{\"country\":null,\"code\":\"Unknown\",\"iso\":\"Unknown\",\"lat\":51.1461391,\"lon\":12.233285},{\"country\":\"Canada\",\"code\":\"CA\",\"iso\":\"CAN\",\"lat\":61.0666922,\"lon\":-107.991707}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"country\",\"code\",\"iso\",\"lat\",\"lon\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"country\":\"United States\",\"code\":\"US\",\"iso\":\"USA\",\"lat\":39.7837304,\"lon\":-100.4458825},{\"country\":\"India\",\"code\":\"IN\",\"iso\":\"IND\",\"lat\":22.3511148,\"lon\":78.6677428},{\"country\":\"United Kingdom\",\"code\":\"GB\",\"iso\":\"GBR\",\"lat\":54.7023545,\"lon\":-3.2765753},{\"country\":null,\"code\":\"Unknown\",\"iso\":\"Unknown\",\"lat\":51.1461391,\"lon\":12.233285},{\"country\":\"Canada\",\"code\":\"CA\",\"iso\":\"CAN\",\"lat\":61.0666922,\"lon\":-107.991707}]}" }, + "execution_count": 46, "metadata": {}, - "output_type": "execute_result", - "execution_count": 46 + "output_type": "execute_result" } ], - "source": [ - "val countries = DataFrame.readCSV(\"country_codes.csv\")\n", - "countries.head()" - ] + "execution_count": 46 }, { "cell_type": "code", - "execution_count": 47, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:14.302589123Z", - "start_time": "2023-12-04T19:37:13.322755928Z" + "end_time": "2024-03-14T13:26:13.654419342Z", + "start_time": "2024-03-14T13:26:13.157320102Z" } }, + "source": [ + "// counting number of titles by county and joining them with country codes dataframe\n", + "val df_country = df.valueCounts { country }.join(countries)\n", + "df_country" + ], "outputs": [ { "data": { @@ -24105,7 +24165,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534112"></table>\n", + " <table class="dataframe" id="df_-1073741728"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 68 rows</p><p class="dataframe_description">DataFrame: rowsCount = 68, columnsCount = 6</p>\n", "\n", @@ -24392,10 +24452,10 @@ "{ name: "<span title=\"iso: String\">iso</span>", children: [], rightAlign: false, values: ["USA","IND","GBR","JPN","KOR","CAN","ESP","FRA","EGY","MEX","TUR","AUS","TWN","BRA","PHL","NGA","IDN","DEU","CHN","THA"] }, \n", "{ name: "<span title=\"lat: Double\">lat</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">39.783730</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22.351115</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">54.702355</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">36.574844</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">36.638392</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">61.066692</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">39.326069</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">46.603354</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">26.254049</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22.500049</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">38.959759</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-24.776109</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23.973937</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-10.333333</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">12.750349</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">9.600036</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-2.483383</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">51.083420</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">35.000074</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">14.897192</span></span>"] }, \n", "{ name: "<span title=\"lon: Double\">lon</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-100.445883</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">78.667743</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-3.276575</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">139.239418</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">127.696119</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-107.991707</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-4.837979</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.888334</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29.267547</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-100.000038</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">34.924965</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">134.755000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">120.982018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-53.200000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">122.731210</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.999972</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">117.890285</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10.423447</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">104.999927</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">100.832730</span></span>"] }, \n", - "], id: -637534112, rootId: -637534112, totalRows: 68 } ) });\n", + "], id: -1073741728, rootId: -1073741728, totalRows: 68 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534112) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741728) });\n", "\n", "\n", " </script>\n", @@ -24567,40 +24627,52 @@ " \n", " \n", " \n", - "
countrycountcodeisolatlon
United States2549USUSA39.783730-100.445883
India923ININD22.35111578.667743
United Kingdom396GBGBR54.702355-3.276575
Japan225JPJPN36.574844139.239418
South Korea183KRKOR36.638392127.696119
Canada177CACAN61.066692-107.991707
Spain134ESESP39.326069-4.837979
France115FRFRA46.6033541.888334
Egypt101EGEGY26.25404929.267547
Mexico100MXMEX22.500049-100.000038
Turkey100TRTUR38.95975934.924965
Australia82AUAUS-24.776109134.755000
Taiwan78TWTWN23.973937120.982018
Brazil72BRBRA-10.333333-53.200000
Philippines71PHPHL12.750349122.731210
Nigeria70NGNGA9.6000367.999972
Indonesia70IDIDN-2.483383117.890285
Germany61DEDEU51.08342010.423447
China57CNCHN35.000074104.999927
Thailand57THTHA14.897192100.832730
\n", + "
countrycountcodeisolatlon
United States2549USUSA39.783730-100.445883
India923ININD22.35111578.667743
United Kingdom396GBGBR54.702355-3.276575
Japan225JPJPN36.574844139.239418
South Korea183KRKOR36.638392127.696119
Canada177CACAN61.066692-107.991707
Spain134ESESP39.326069-4.837979
France115FRFRA46.6033541.888334
Egypt101EGEGY26.25404929.267547
Mexico100MXMEX22.500049-100.000038
Turkey100TRTUR38.95975934.924965
Australia82AUAUS-24.776109134.755000
Taiwan78TWTWN23.973937120.982018
Brazil72BRBRA-10.333333-53.200000
Philippines71PHPHL12.750349122.731210
Nigeria70NGNGA9.6000367.999972
Indonesia70IDIDN-2.483383117.890285
Germany61DEDEU51.08342010.423447
China57CNCHN35.000074104.999927
Thailand57THTHA14.897192100.832730
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":68,\"ncol\":6,\"columns\":[\"country\",\"count\",\"code\",\"iso\",\"lat\",\"lon\"],\"kotlin_dataframe\":[{\"country\":\"United States\",\"count\":2549,\"code\":\"US\",\"iso\":\"USA\",\"lat\":39.7837304,\"lon\":-100.4458825},{\"country\":\"India\",\"count\":923,\"code\":\"IN\",\"iso\":\"IND\",\"lat\":22.3511148,\"lon\":78.6677428},{\"country\":\"United Kingdom\",\"count\":396,\"code\":\"GB\",\"iso\":\"GBR\",\"lat\":54.7023545,\"lon\":-3.2765753},{\"country\":\"Japan\",\"count\":225,\"code\":\"JP\",\"iso\":\"JPN\",\"lat\":36.5748441,\"lon\":139.2394179},{\"country\":\"South Korea\",\"count\":183,\"code\":\"KR\",\"iso\":\"KOR\",\"lat\":36.638392,\"lon\":127.6961188},{\"country\":\"Canada\",\"count\":177,\"code\":\"CA\",\"iso\":\"CAN\",\"lat\":61.0666922,\"lon\":-107.991707},{\"country\":\"Spain\",\"count\":134,\"code\":\"ES\",\"iso\":\"ESP\",\"lat\":39.3260685,\"lon\":-4.8379791},{\"country\":\"France\",\"count\":115,\"code\":\"FR\",\"iso\":\"FRA\",\"lat\":46.603354,\"lon\":1.8883335},{\"country\":\"Egypt\",\"count\":101,\"code\":\"EG\",\"iso\":\"EGY\",\"lat\":26.2540493,\"lon\":29.2675469},{\"country\":\"Mexico\",\"count\":100,\"code\":\"MX\",\"iso\":\"MEX\",\"lat\":22.5000485,\"lon\":-100.0000375},{\"country\":\"Turkey\",\"count\":100,\"code\":\"TR\",\"iso\":\"TUR\",\"lat\":38.9597594,\"lon\":34.9249653},{\"country\":\"Australia\",\"count\":82,\"code\":\"AU\",\"iso\":\"AUS\",\"lat\":-24.7761086,\"lon\":134.755},{\"country\":\"Taiwan\",\"count\":78,\"code\":\"TW\",\"iso\":\"TWN\",\"lat\":23.9739374,\"lon\":120.9820179},{\"country\":\"Brazil\",\"count\":72,\"code\":\"BR\",\"iso\":\"BRA\",\"lat\":-10.3333333,\"lon\":-53.2},{\"country\":\"Philippines\",\"count\":71,\"code\":\"PH\",\"iso\":\"PHL\",\"lat\":12.7503486,\"lon\":122.7312101},{\"country\":\"Nigeria\",\"count\":70,\"code\":\"NG\",\"iso\":\"NGA\",\"lat\":9.6000359,\"lon\":7.9999721},{\"country\":\"Indonesia\",\"count\":70,\"code\":\"ID\",\"iso\":\"IDN\",\"lat\":-2.4833826,\"lon\":117.8902853},{\"country\":\"Germany\",\"count\":61,\"code\":\"DE\",\"iso\":\"DEU\",\"lat\":51.0834196,\"lon\":10.4234469},{\"country\":\"China\",\"count\":57,\"code\":\"CN\",\"iso\":\"CHN\",\"lat\":35.000074,\"lon\":104.999927},{\"country\":\"Thailand\",\"count\":57,\"code\":\"TH\",\"iso\":\"THA\",\"lat\":14.8971921,\"lon\":100.83273}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"country\",\"count\",\"code\",\"iso\",\"lat\",\"lon\"],\"nrow\":68,\"ncol\":6},\"kotlin_dataframe\":[{\"country\":\"United States\",\"count\":2549,\"code\":\"US\",\"iso\":\"USA\",\"lat\":39.7837304,\"lon\":-100.4458825},{\"country\":\"India\",\"count\":923,\"code\":\"IN\",\"iso\":\"IND\",\"lat\":22.3511148,\"lon\":78.6677428},{\"country\":\"United Kingdom\",\"count\":396,\"code\":\"GB\",\"iso\":\"GBR\",\"lat\":54.7023545,\"lon\":-3.2765753},{\"country\":\"Japan\",\"count\":225,\"code\":\"JP\",\"iso\":\"JPN\",\"lat\":36.5748441,\"lon\":139.2394179},{\"country\":\"South Korea\",\"count\":183,\"code\":\"KR\",\"iso\":\"KOR\",\"lat\":36.638392,\"lon\":127.6961188},{\"country\":\"Canada\",\"count\":177,\"code\":\"CA\",\"iso\":\"CAN\",\"lat\":61.0666922,\"lon\":-107.991707},{\"country\":\"Spain\",\"count\":134,\"code\":\"ES\",\"iso\":\"ESP\",\"lat\":39.3260685,\"lon\":-4.8379791},{\"country\":\"France\",\"count\":115,\"code\":\"FR\",\"iso\":\"FRA\",\"lat\":46.603354,\"lon\":1.8883335},{\"country\":\"Egypt\",\"count\":101,\"code\":\"EG\",\"iso\":\"EGY\",\"lat\":26.2540493,\"lon\":29.2675469},{\"country\":\"Mexico\",\"count\":100,\"code\":\"MX\",\"iso\":\"MEX\",\"lat\":22.5000485,\"lon\":-100.0000375},{\"country\":\"Turkey\",\"count\":100,\"code\":\"TR\",\"iso\":\"TUR\",\"lat\":38.9597594,\"lon\":34.9249653},{\"country\":\"Australia\",\"count\":82,\"code\":\"AU\",\"iso\":\"AUS\",\"lat\":-24.7761086,\"lon\":134.755},{\"country\":\"Taiwan\",\"count\":78,\"code\":\"TW\",\"iso\":\"TWN\",\"lat\":23.9739374,\"lon\":120.9820179},{\"country\":\"Brazil\",\"count\":72,\"code\":\"BR\",\"iso\":\"BRA\",\"lat\":-10.3333333,\"lon\":-53.2},{\"country\":\"Philippines\",\"count\":71,\"code\":\"PH\",\"iso\":\"PHL\",\"lat\":12.7503486,\"lon\":122.7312101},{\"country\":\"Nigeria\",\"count\":70,\"code\":\"NG\",\"iso\":\"NGA\",\"lat\":9.6000359,\"lon\":7.9999721},{\"country\":\"Indonesia\",\"count\":70,\"code\":\"ID\",\"iso\":\"IDN\",\"lat\":-2.4833826,\"lon\":117.8902853},{\"country\":\"Germany\",\"count\":61,\"code\":\"DE\",\"iso\":\"DEU\",\"lat\":51.0834196,\"lon\":10.4234469},{\"country\":\"China\",\"count\":57,\"code\":\"CN\",\"iso\":\"CHN\",\"lat\":35.000074,\"lon\":104.999927},{\"country\":\"Thailand\",\"count\":57,\"code\":\"TH\",\"iso\":\"THA\",\"lat\":14.8971921,\"lon\":100.83273}]}" }, + "execution_count": 47, "metadata": {}, - "output_type": "execute_result", - "execution_count": 47 + "output_type": "execute_result" } ], - "source": [ - "// counting number of titles by county and joining them with country codes dataframe\n", - "val df_country = df.valueCounts { country }.join(countries)\n", - "df_country" - ] + "execution_count": 47 }, { "cell_type": "code", - "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:16.844422817Z", - "start_time": "2023-12-04T19:37:13.836572364Z" + "end_time": "2024-03-14T13:26:13.972798823Z", + "start_time": "2024-03-14T13:26:13.658240056Z" } }, + "source": [ + "ggplot() +\n", + " geomMap(\n", + " data = df_country.toMap(),\n", + " map = world,\n", + " mapJoin = \"iso\" to \"iso_a3\",\n", + " color = \"white\",\n", + " ) { fill = \"count\" } +\n", + " scaleFillGradient(\n", + " low = \"#FFF3E0\",\n", + " high = \"#E65100\",\n", + " name = \"Number of Titles\",\n", + " ) +\n", + " ggsize(width = 1000, height = 800) +\n", + " voidTheme +\n", + " worldLimits" + ], "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", " " ] }, + "execution_count": 48, "metadata": {}, - "output_type": "execute_result", - "execution_count": 48 + "output_type": "execute_result" } ], - "source": [ - "ggplot() +\n", - " geomMap(\n", - " data = df_country.toMap(),\n", - " map = world,\n", - " mapJoin = \"iso\" to \"iso_a3\",\n", - " color = \"white\",\n", - " ) { fill = \"count\" } +\n", - " scaleFillGradient(\n", - " low = \"#FFF3E0\",\n", - " high = \"#E65100\",\n", - " name = \"Number of Titles\",\n", - " ) +\n", - " ggsize(width = 1000, height = 800) +\n", - " voidTheme +\n", - " worldLimits" - ] + "execution_count": 48 }, { "cell_type": "markdown", @@ -24697,24 +24753,35 @@ }, { "cell_type": "code", - "execution_count": 49, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:17.032466656Z", - "start_time": "2023-12-04T19:37:14.233134586Z" + "end_time": "2024-03-14T13:26:14.320978728Z", + "start_time": "2024-03-14T13:26:13.975676127Z" } }, + "source": [ + "df_country[0..9].sortByDesc { count }.plot {\n", + " bars {\n", + " x(country)\n", + " y(count)\n", + " fillColor = Color.hex(\"#00796B\")\n", + " }\n", + " layout.title = \"Top 10 Countries\"\n", + " layout.size = 900 to 450\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " United States\n", + " United States\n", " \n", " \n", " \n", @@ -24921,7 +24990,7 @@ " \n", " \n", " \n", - " India\n", + " India\n", " \n", " \n", " \n", @@ -24930,7 +24999,7 @@ " \n", " \n", " \n", - " United Kingdom\n", + " United Kingdom\n", " \n", " \n", " \n", @@ -24939,7 +25008,7 @@ " \n", " \n", " \n", - " Japan\n", + " Japan\n", " \n", " \n", " \n", @@ -24948,7 +25017,7 @@ " \n", " \n", " \n", - " South Korea\n", + " South Korea\n", " \n", " \n", " \n", @@ -24957,7 +25026,7 @@ " \n", " \n", " \n", - " Canada\n", + " Canada\n", " \n", " \n", " \n", @@ -24966,7 +25035,7 @@ " \n", " \n", " \n", - " Spain\n", + " Spain\n", " \n", " \n", " \n", @@ -24975,7 +25044,7 @@ " \n", " \n", " \n", - " France\n", + " France\n", " \n", " \n", " \n", @@ -24984,7 +25053,7 @@ " \n", " \n", " \n", - " Egypt\n", + " Egypt\n", " \n", " \n", " \n", @@ -24993,7 +25062,7 @@ " \n", " \n", " \n", - " Mexico\n", + " Mexico\n", " \n", " \n", " \n", @@ -25001,62 +25070,64 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,500\n", + " 1,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,500\n", + " 2,500\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -25085,26 +25156,26 @@ " \n", " \n", " \n", - " Top 10 Countries\n", + " Top 10 Countries\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " country\n", + " country\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -25175,22 +25246,12 @@ "swing_enabled": true } }, + "execution_count": 49, "metadata": {}, - "output_type": "execute_result", - "execution_count": 49 + "output_type": "execute_result" } ], - "source": [ - "df_country[0..9].sortByDesc { count }.plot {\n", - " bars {\n", - " x(country)\n", - " y(count)\n", - " fillColor = Color.hex(\"#00796B\")\n", - " }\n", - " layout.title = \"Top 10 Countries\"\n", - " layout.size = 900 to 450\n", - "}" - ] + "execution_count": 49 }, { "cell_type": "markdown", @@ -25208,13 +25269,19 @@ }, { "cell_type": "code", - "execution_count": 50, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:17.687407552Z", - "start_time": "2023-12-04T19:37:14.572452301Z" + "end_time": "2024-03-14T13:26:15.403008422Z", + "start_time": "2024-03-14T13:26:14.323503215Z" } }, + "source": [ + "val df_dur = df\n", + " .split { duration }.by(\" \").inward(\"duration_num\", \"duration_scale\") // splitting duration by time and scale inward\n", + " .convert { \"duration\"[\"duration_num\"] }.toInt() // converting by column path\n", + " .update { \"duration\"[\"duration_scale\"] }.with { if (it == \"Seasons\") \"Season\" else it }\n", + "df_dur.head()" + ], "outputs": [ { "data": { @@ -25397,7 +25464,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534110"></table>\n", + " <table class="dataframe" id="df_-1073741726"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 12</p>\n", "\n", @@ -25692,10 +25759,10 @@ "{ name: "<span title=\"duration: DataRow<*>\">duration</span>", children: [9, 10], rightAlign: false, values: ["<span class=\"formatted\" title=\"duration_num: 81\nduration_scale: min\"><span class=\"structural\">{ </span><span class=\"structural\">duration_num: </span><span class=\"numbers\">81</span><span class=\"structural\">, </span><span class=\"structural\">duration_scale:...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"duration_num: 1\nduration_scale: Season\"><span class=\"structural\">{ </span><span class=\"structural\">duration_num: </span><span class=\"numbers\">1</span><span class=\"structural\">, </span><span class=\"structural\">duration_scale: </span><span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"duration_num: 104\nduration_scale: min\"><span class=\"structural\">{ </span><span class=\"structural\">duration_num: </span><span class=\"numbers\">104</span><span class=\"structural\">, </span><span class=\"structural\">duration_scale...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"duration_num: 29\nduration_scale: min\"><span class=\"structural\">{ </span><span class=\"structural\">duration_num: </span><span class=\"numbers\">29</span><span class=\"structural\">, </span><span class=\"structural\">duration_scale:...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"duration_num: 84\nduration_scale: min\"><span class=\"structural\">{ </span><span class=\"structural\">duration_num: </span><span class=\"numbers\">84</span><span class=\"structural\">, </span><span class=\"structural\">duration_scale:...</span><span class=\"structural\"> }</span></span>"] }, \n", "{ name: "<span title=\"listed_in: String\">listed_in</span>", children: [], rightAlign: false, values: ["Dramas, Independent Movies, Thrillers","Stand-Up Comedy &#38; Talk Shows","Dramas, International Movies","Horror Movies","Cult Movies, Horror Movies"] }, \n", "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\">While covering a story in New York Ci<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\">In each episode, four celebrities joi<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\">When he causes a car accident that le<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\">After committing suicide, a washed-up<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\">This collection cherry-picks trailers<span class=\"structural\">...</span></span>"] }, \n", - "], id: -637534110, rootId: -637534110, totalRows: 5 } ) });\n", + "], id: -1073741726, rootId: -1073741726, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534110) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741726) });\n", "\n", "\n", " </script>\n", @@ -25867,37 +25934,34 @@ " \n", " \n", " \n", - "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
duration_numduration_scale
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29minHorror MoviesAfter committing suicide, a washed-up...
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84minCult Movies, Horror MoviesThis collection cherry-picks trailers...
\n", + "
show_idtypetitledirectorcastcountrydate_addedrelease_yearratingdurationlisted_indescription
duration_numduration_scale
s7114MovieTo and From New YorkSorin Dan MihalcescuBarbara King, Shaana Diya, John Krisi...United States2008-01-012006TV-MA81minDramas, Independent Movies, ThrillersWhile covering a story in New York Ci...
s1766TV ShowDinner for FivenullnullUnited States2008-02-042007TV-MA1SeasonStand-Up Comedy & Talk ShowsIn each episode, four celebrities joi...
s3249MovieJust Another Love StoryOle BornedalAnders W. Berthelsen, Rebecka Hemse, ...Denmark2009-05-052007TV-MA104minDramas, International MoviesWhen he causes a car accident that le...
s5766MovieSplatterJoe DanteCorey Feldman, Tony Todd, Tara Leigh,...United States2009-11-182009TV-MA29minHorror MoviesAfter committing suicide, a washed-up...
s3841MovieMad Ron's Prevues from HellJim MonacoNick Pawlow, Jordu Schell, Jay Kushwa...United States2010-11-011987NR84minCult Movies, Horror MoviesThis collection cherry-picks trailers...
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":12,\"columns\":[\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\"],\"kotlin_dataframe\":[{\"show_id\":\"s7114\",\"type\":\"Movie\",\"title\":\"To and From New York\",\"director\":\"Sorin Dan Mihalcescu\",\"cast\":\"Barbara King, Shaana Diya, John Krisiukenas, Yoriko Haraguchi, David Crane, Chad Thomas\",\"country\":\"United States\",\"date_added\":\"2008-01-01\",\"release_year\":2006,\"rating\":\"TV-MA\",\"duration\":{\"duration_num\":81,\"duration_scale\":\"min\"},\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\"},{\"show_id\":\"s1766\",\"type\":\"TV Show\",\"title\":\"Dinner for Five\",\"director\":null,\"cast\":null,\"country\":\"United States\",\"date_added\":\"2008-02-04\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":{\"duration_num\":1,\"duration_scale\":\"Season\"},\"listed_in\":\"Stand-Up Comedy & Talk Shows\",\"description\":\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\"},{\"show_id\":\"s3249\",\"type\":\"Movie\",\"title\":\"Just Another Love Story\",\"director\":\"Ole Bornedal\",\"cast\":\"Anders W. Berthelsen, Rebecka Hemse, Nikolaj Lie Kaas, Charlotte Fich, Dejan Cukic, Karsten Jansfort, Flemming Enevold, Bent Mejding, Ewa Fröling, Josephine Raahauge, Timm Vladimir, Ditte Hansen\",\"country\":\"Denmark\",\"date_added\":\"2009-05-05\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":{\"duration_num\":104,\"duration_scale\":\"min\"},\"listed_in\":\"Dramas, International Movies\",\"description\":\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\"},{\"show_id\":\"s5766\",\"type\":\"Movie\",\"title\":\"Splatter\",\"director\":\"Joe Dante\",\"cast\":\"Corey Feldman, Tony Todd, Tara Leigh, Erin Way, Mark Alan, Stuart Pankin\",\"country\":\"United States\",\"date_added\":\"2009-11-18\",\"release_year\":2009,\"rating\":\"TV-MA\",\"duration\":{\"duration_num\":29,\"duration_scale\":\"min\"},\"listed_in\":\"Horror Movies\",\"description\":\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\"},{\"show_id\":\"s3841\",\"type\":\"Movie\",\"title\":\"Mad Ron's Prevues from Hell\",\"director\":\"Jim Monaco\",\"cast\":\"Nick Pawlow, Jordu Schell, Jay Kushwara, Michael Townsend Wright, Anthony Kelly, Happy Goldsplatt, Ron Roccia, Fred Pomerleau, Joe Amodei, Nicholas Kitsopoulos\",\"country\":\"United States\",\"date_added\":\"2010-11-01\",\"release_year\":1987,\"rating\":\"NR\",\"duration\":{\"duration_num\":84,\"duration_scale\":\"min\"},\"listed_in\":\"Cult Movies, Horror Movies\",\"description\":\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\"],\"nrow\":5,\"ncol\":12},\"kotlin_dataframe\":[{\"show_id\":\"s7114\",\"type\":\"Movie\",\"title\":\"To and From New York\",\"director\":\"Sorin Dan Mihalcescu\",\"cast\":\"Barbara King, Shaana Diya, John Krisiukenas, Yoriko Haraguchi, David Crane, Chad Thomas\",\"country\":\"United States\",\"date_added\":\"2008-01-01\",\"release_year\":2006,\"rating\":\"TV-MA\",\"duration\":{\"data\":{\"duration_num\":81,\"duration_scale\":\"min\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"listed_in\":\"Dramas, Independent Movies, Thrillers\",\"description\":\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\"},{\"show_id\":\"s1766\",\"type\":\"TV Show\",\"title\":\"Dinner for Five\",\"director\":null,\"cast\":null,\"country\":\"United States\",\"date_added\":\"2008-02-04\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":{\"data\":{\"duration_num\":1,\"duration_scale\":\"Season\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"listed_in\":\"Stand-Up Comedy & Talk Shows\",\"description\":\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\"},{\"show_id\":\"s3249\",\"type\":\"Movie\",\"title\":\"Just Another Love Story\",\"director\":\"Ole Bornedal\",\"cast\":\"Anders W. Berthelsen, Rebecka Hemse, Nikolaj Lie Kaas, Charlotte Fich, Dejan Cukic, Karsten Jansfort, Flemming Enevold, Bent Mejding, Ewa Fröling, Josephine Raahauge, Timm Vladimir, Ditte Hansen\",\"country\":\"Denmark\",\"date_added\":\"2009-05-05\",\"release_year\":2007,\"rating\":\"TV-MA\",\"duration\":{\"data\":{\"duration_num\":104,\"duration_scale\":\"min\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"listed_in\":\"Dramas, International Movies\",\"description\":\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\"},{\"show_id\":\"s5766\",\"type\":\"Movie\",\"title\":\"Splatter\",\"director\":\"Joe Dante\",\"cast\":\"Corey Feldman, Tony Todd, Tara Leigh, Erin Way, Mark Alan, Stuart Pankin\",\"country\":\"United States\",\"date_added\":\"2009-11-18\",\"release_year\":2009,\"rating\":\"TV-MA\",\"duration\":{\"data\":{\"duration_num\":29,\"duration_scale\":\"min\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"listed_in\":\"Horror Movies\",\"description\":\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\"},{\"show_id\":\"s3841\",\"type\":\"Movie\",\"title\":\"Mad Ron's Prevues from Hell\",\"director\":\"Jim Monaco\",\"cast\":\"Nick Pawlow, Jordu Schell, Jay Kushwara, Michael Townsend Wright, Anthony Kelly, Happy Goldsplatt, Ron Roccia, Fred Pomerleau, Joe Amodei, Nicholas Kitsopoulos\",\"country\":\"United States\",\"date_added\":\"2010-11-01\",\"release_year\":1987,\"rating\":\"NR\",\"duration\":{\"data\":{\"duration_num\":84,\"duration_scale\":\"min\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"listed_in\":\"Cult Movies, Horror Movies\",\"description\":\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\"}]}" }, + "execution_count": 50, "metadata": {}, - "output_type": "execute_result", - "execution_count": 50 + "output_type": "execute_result" } ], - "source": [ - "val df_dur = df\n", - " .split { duration }.by(\" \").inward(\"duration_num\", \"duration_scale\") // splitting duration by time and scale inward\n", - " .convert { \"duration\"[\"duration_num\"] }.toInt() // converting by column path\n", - " .update { \"duration\"[\"duration_scale\"] }.with { if (it == \"Seasons\") \"Season\" else it }\n", - "df_dur.head()" - ] + "execution_count": 50 }, { "cell_type": "code", - "execution_count": 51, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:18.032979027Z", - "start_time": "2023-12-04T19:37:16.165615625Z" + "end_time": "2024-03-14T13:26:15.987448662Z", + "start_time": "2024-03-14T13:26:15.409125227Z" } }, + "source": [ + "val durations = df_dur.pivot { type }.values { duration }\n", + "durations" + ], "outputs": [ { "data": { @@ -26080,7 +26144,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534108"></table>\n", + " <table class="dataframe" id="df_-1073741724"></table>\n", "\n", "<p class="dataframe_description">DataRow: index = 0, columnsCount = 2</p>\n", "\n", @@ -26361,24 +26425,24 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -637534107, value: "<b>DataFrame 5377 x 2</b>" }] }, \n", - "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -637534106, value: "<b>DataFrame 2400 x 2</b>" }] }, \n", - "], id: -637534108, rootId: -637534108, totalRows: 1 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -1073741723, value: "<b>DataFrame 5377 x 2</b>" }] }, \n", + "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -1073741722, value: "<b>DataFrame 2400 x 2</b>" }] }, \n", + "], id: -1073741724, rootId: -1073741724, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"duration_num: Int\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">81</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">104</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">84</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">103</span></span>"] }, \n", "{ name: "<span title=\"duration_scale: String\">duration_scale</span>", children: [], rightAlign: false, values: ["min","min","min","min","min"] }, \n", - "], id: -637534107, rootId: -637534108, totalRows: 5377 } ) });\n", + "], id: -1073741723, rootId: -1073741724, totalRows: 5377 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"duration_num: Int\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>"] }, \n", "{ name: "<span title=\"duration_scale: String\">duration_scale</span>", children: [], rightAlign: false, values: ["Season","Season","Season","Season","Season"] }, \n", - "], id: -637534106, rootId: -637534108, totalRows: 2400 } ) });\n", + "], id: -1073741722, rootId: -1073741724, totalRows: 2400 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534108) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741724) });\n", "\n", "\n", " </script>\n", @@ -26550,45 +26614,77 @@ " \n", " \n", " \n", - "
MovieTV Show
DataFrame [5377 x 2]
duration_numduration_scale
81min
104min
29min
84min
103min

... showing only top 5 of 5377 rows

DataFrame [2400 x 2]
duration_numduration_scale
1Season
1Season
5Season
4Season
6Season

... showing only top 5 of 2400 rows

\n", + "
MovieTV Show
DataFrame [5377 x 2]
duration_numduration_scale
81min
104min
29min
84min
103min

... showing only top 5 of 5377 rows

DataFrame [2400 x 2]
duration_numduration_scale
1Season
1Season
5Season
4Season
6Season

... showing only top 5 of 2400 rows

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Show\":{\"data\":[{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":5,\"duration_scale\":\"Season\"},{\"duration_num\":4,\"duration_scale\":\"Season\"},{\"duration_num\":6,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":3,\"duration_scale\":\"Season\"},{\"duration_num\":8,\"duration_scale\":\"Season\"},{\"duration_num\":5,\"duration_scale\":\"Season\"},{\"duration_num\":4,\"duration_scale\":\"Season\"},{\"duration_num\":3,\"duration_scale\":\"Season\"},{\"duration_num\":5,\"duration_scale\":\"Season\"},{\"duration_num\":4,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":7,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":1,\"duration_scale\":\"Season\"},{\"duration_num\":2,\"duration_scale\":\"Season\"}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":2400}}}]}" }, + "execution_count": 51, "metadata": {}, - "output_type": "execute_result", - "execution_count": 51 + "output_type": "execute_result" + } + ], + "execution_count": 51 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-14T13:26:16.572569383Z", + "start_time": "2024-03-14T13:26:15.991018596Z" } + }, + "source": [ + "val p1 = durations.Movie.plot {\n", + " histogram(duration_num, binsOption = BinsOption.byNumber(100)) {\n", + " y(Stat.density)\n", + " fillColor = Color.hex(\"#00BCD4\")\n", + " }\n", + "\n", + " statBin(duration_num, binsOption = BinsOption.byNumber(25)) {\n", + " line {\n", + " x(Stat.x) { axis.name = \"minutes\" }\n", + " y(Stat.density) { axis.name = \"density\" }\n", + " alpha = 1.0\n", + " width = 1.0\n", + " color = Color.hex(\"#d41900\")\n", + " }\n", + " }\n", + "\n", + " layout.title = \"Distribution of movies duration in minutes\"\n", + "}\n", + "\n", + "val p2 = durations.`TV Show`.plot {\n", + " statBin(duration_num, binsOption = BinsOption.byNumber(15)) {\n", + " bars {\n", + " x(Stat.x)\n", + " y(Stat.count)\n", + " fillColor = Color.hex(\"#00BCD4\")\n", + " }\n", + " }\n", + "}\n", + "\n", + "plotBunch {\n", + " add(p1, 0, 0, 1000, 500)\n", + " add(p2, 0, 500, 1000, 500)\n", + "}" ], - "source": [ - "val durations = df_dur.pivot { type }.values { duration }\n", - "durations" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "ExecuteTime": { - "end_time": "2023-12-04T19:37:20.436362395Z", - "start_time": "2023-12-04T19:37:16.799944797Z" - } - }, "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", @@ -27003,7 +27101,7 @@ " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", @@ -27012,7 +27110,7 @@ " \n", " \n", " \n", - " 40\n", + " 40\n", " \n", " \n", " \n", @@ -27021,7 +27119,7 @@ " \n", " \n", " \n", - " 60\n", + " 60\n", " \n", " \n", " \n", @@ -27030,7 +27128,7 @@ " \n", " \n", " \n", - " 80\n", + " 80\n", " \n", " \n", " \n", @@ -27039,7 +27137,7 @@ " \n", " \n", " \n", - " 100\n", + " 100\n", " \n", " \n", " \n", @@ -27048,7 +27146,7 @@ " \n", " \n", " \n", - " 120\n", + " 120\n", " \n", " \n", " \n", @@ -27057,7 +27155,7 @@ " \n", " \n", " \n", - " 140\n", + " 140\n", " \n", " \n", " \n", @@ -27066,7 +27164,7 @@ " \n", " \n", " \n", - " 160\n", + " 160\n", " \n", " \n", " \n", @@ -27075,7 +27173,7 @@ " \n", " \n", " \n", - " 180\n", + " 180\n", " \n", " \n", " \n", @@ -27084,7 +27182,7 @@ " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", @@ -27093,7 +27191,7 @@ " \n", " \n", " \n", - " 220\n", + " 220\n", " \n", " \n", " \n", @@ -27102,7 +27200,7 @@ " \n", " \n", " \n", - " 240\n", + " 240\n", " \n", " \n", " \n", @@ -27111,7 +27209,7 @@ " \n", " \n", " \n", - " 260\n", + " 260\n", " \n", " \n", " \n", @@ -27120,7 +27218,7 @@ " \n", " \n", " \n", - " 280\n", + " 280\n", " \n", " \n", " \n", @@ -27129,7 +27227,7 @@ " \n", " \n", " \n", - " 300\n", + " 300\n", " \n", " \n", " \n", @@ -27138,7 +27236,7 @@ " \n", " \n", " \n", - " 320\n", + " 320\n", " \n", " \n", " \n", @@ -27146,116 +27244,118 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0.000\n", + " 0.000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.002\n", + " 0.002\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.004\n", + " 0.004\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.006\n", + " 0.006\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.008\n", + " 0.008\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.010\n", + " 0.010\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.012\n", + " 0.012\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.014\n", + " 0.014\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.016\n", + " 0.016\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.018\n", + " 0.018\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.020\n", + " 0.020\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.022\n", + " 0.022\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -27461,9 +27561,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -27476,68 +27576,70 @@ " \n", " \n", " \n", - " Distribution of movies duration in minutes\n", + " Distribution of movies duration in minutes\n", " \n", " \n", " \n", " \n", - " density\n", + " density\n", " \n", " \n", " \n", " \n", - " minutes\n", + " minutes\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " 1\n", + " 1\n", " \n", " \n", " \n", @@ -27546,7 +27648,7 @@ " \n", " \n", " \n", - " 2\n", + " 2\n", " \n", " \n", " \n", @@ -27555,7 +27657,7 @@ " \n", " \n", " \n", - " 3\n", + " 3\n", " \n", " \n", " \n", @@ -27564,7 +27666,7 @@ " \n", " \n", " \n", - " 4\n", + " 4\n", " \n", " \n", " \n", @@ -27573,7 +27675,7 @@ " \n", " \n", " \n", - " 5\n", + " 5\n", " \n", " \n", " \n", @@ -27582,7 +27684,7 @@ " \n", " \n", " \n", - " 6\n", + " 6\n", " \n", " \n", " \n", @@ -27591,7 +27693,7 @@ " \n", " \n", " \n", - " 7\n", + " 7\n", " \n", " \n", " \n", @@ -27600,7 +27702,7 @@ " \n", " \n", " \n", - " 8\n", + " 8\n", " \n", " \n", " \n", @@ -27609,7 +27711,7 @@ " \n", " \n", " \n", - " 9\n", + " 9\n", " \n", " \n", " \n", @@ -27618,7 +27720,7 @@ " \n", " \n", " \n", - " 10\n", + " 10\n", " \n", " \n", " \n", @@ -27627,7 +27729,7 @@ " \n", " \n", " \n", - " 11\n", + " 11\n", " \n", " \n", " \n", @@ -27636,7 +27738,7 @@ " \n", " \n", " \n", - " 12\n", + " 12\n", " \n", " \n", " \n", @@ -27645,7 +27747,7 @@ " \n", " \n", " \n", - " 13\n", + " 13\n", " \n", " \n", " \n", @@ -27654,7 +27756,7 @@ " \n", " \n", " \n", - " 14\n", + " 14\n", " \n", " \n", " \n", @@ -27663,7 +27765,7 @@ " \n", " \n", " \n", - " 15\n", + " 15\n", " \n", " \n", " \n", @@ -27672,7 +27774,7 @@ " \n", " \n", " \n", - " 16\n", + " 16\n", " \n", " \n", " \n", @@ -27680,89 +27782,91 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,400\n", + " 1,400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,600\n", + " 1,600\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -27801,22 +27905,22 @@ " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " x\n", + " x\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -28349,46 +28453,12 @@ "swing_enabled": true } }, + "execution_count": 52, "metadata": {}, - "output_type": "execute_result", - "execution_count": 52 + "output_type": "execute_result" } ], - "source": [ - "val p1 = durations.Movie.plot {\n", - " histogram(duration_num, binsOption = BinsOption.byNumber(100)) {\n", - " y(Stat.density)\n", - " fillColor = Color.hex(\"#00BCD4\")\n", - " }\n", - "\n", - " statBin(duration_num, binsOption = BinsOption.byNumber(25)) {\n", - " line {\n", - " x(Stat.x) { axis.name = \"minutes\" }\n", - " y(Stat.density) { axis.name = \"density\" }\n", - " alpha = 1.0\n", - " width = 1.0\n", - " color = Color.hex(\"#d41900\")\n", - " }\n", - " }\n", - "\n", - " layout.title = \"Distribution of movies duration in minutes\"\n", - "}\n", - "\n", - "val p2 = durations.`TV Show`.plot {\n", - " statBin(duration_num, binsOption = BinsOption.byNumber(15)) {\n", - " bars {\n", - " x(Stat.x)\n", - " y(Stat.count)\n", - " fillColor = Color.hex(\"#00BCD4\")\n", - " }\n", - " }\n", - "}\n", - "\n", - "plotBunch {\n", - " add(p1, 0, 0, 1000, 500)\n", - " add(p2, 0, 500, 1000, 500)\n", - "}" - ] + "execution_count": 52 }, { "cell_type": "markdown", @@ -28406,13 +28476,17 @@ }, { "cell_type": "code", - "execution_count": 53, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:20.787892179Z", - "start_time": "2023-12-04T19:37:17.829775549Z" + "end_time": "2024-03-14T13:26:16.825901972Z", + "start_time": "2024-03-14T13:26:16.577597692Z" } }, + "source": [ + "df_dur.xs(\"Movie\") { type }\n", + " .sortByDesc { duration.duration_num }.head()\n", + " .select { title and country and date_added and release_year and duration.all() }" + ], "outputs": [ { "data": { @@ -28595,7 +28669,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534102"></table>\n", + " <table class="dataframe" id="df_-1073741718"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -28882,10 +28956,10 @@ "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1973</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1979</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1982</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1984</span></span>"] }, \n", "{ name: "<span title=\"duration_num: Int\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">312</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">253</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">237</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">233</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">230</span></span>"] }, \n", "{ name: "<span title=\"duration_scale: String\">duration_scale</span>", children: [], rightAlign: false, values: ["min","min","min","min","min"] }, \n", - "], id: -637534102, rootId: -637534102, totalRows: 5 } ) });\n", + "], id: -1073741718, rootId: -1073741718, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534102) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741718) });\n", "\n", "\n", " </script>\n", @@ -29057,25 +29131,21 @@ " \n", " \n", " \n", - "
titlecountrydate_addedrelease_yearduration_numduration_scale
Black Mirror: BandersnatchUnited States2018-12-282018312min
The School of MischiefEgypt2020-05-211973253min
No Longer kidsEgypt2020-05-211979237min
Lock Your Girls Innull2020-05-211982233min
Raya and Sakinanull2020-05-211984230min
\n", + "
titlecountrydate_addedrelease_yearduration_numduration_scale
Black Mirror: BandersnatchUnited States2018-12-282018312min
The School of MischiefEgypt2020-05-211973253min
No Longer kidsEgypt2020-05-211979237min
Lock Your Girls Innull2020-05-211982233min
Raya and Sakinanull2020-05-211984230min
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"title\",\"country\",\"date_added\",\"release_year\",\"duration_num\",\"duration_scale\"],\"kotlin_dataframe\":[{\"title\":\"Black Mirror: Bandersnatch\",\"country\":\"United States\",\"date_added\":\"2018-12-28\",\"release_year\":2018,\"duration_num\":312,\"duration_scale\":\"min\"},{\"title\":\"The School of Mischief\",\"country\":\"Egypt\",\"date_added\":\"2020-05-21\",\"release_year\":1973,\"duration_num\":253,\"duration_scale\":\"min\"},{\"title\":\"No Longer kids\",\"country\":\"Egypt\",\"date_added\":\"2020-05-21\",\"release_year\":1979,\"duration_num\":237,\"duration_scale\":\"min\"},{\"title\":\"Lock Your Girls In\",\"country\":null,\"date_added\":\"2020-05-21\",\"release_year\":1982,\"duration_num\":233,\"duration_scale\":\"min\"},{\"title\":\"Raya and Sakina\",\"country\":null,\"date_added\":\"2020-05-21\",\"release_year\":1984,\"duration_num\":230,\"duration_scale\":\"min\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"country\",\"date_added\",\"release_year\",\"duration_num\",\"duration_scale\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"title\":\"Black Mirror: Bandersnatch\",\"country\":\"United States\",\"date_added\":\"2018-12-28\",\"release_year\":2018,\"duration_num\":312,\"duration_scale\":\"min\"},{\"title\":\"The School of Mischief\",\"country\":\"Egypt\",\"date_added\":\"2020-05-21\",\"release_year\":1973,\"duration_num\":253,\"duration_scale\":\"min\"},{\"title\":\"No Longer kids\",\"country\":\"Egypt\",\"date_added\":\"2020-05-21\",\"release_year\":1979,\"duration_num\":237,\"duration_scale\":\"min\"},{\"title\":\"Lock Your Girls In\",\"country\":null,\"date_added\":\"2020-05-21\",\"release_year\":1982,\"duration_num\":233,\"duration_scale\":\"min\"},{\"title\":\"Raya and Sakina\",\"country\":null,\"date_added\":\"2020-05-21\",\"release_year\":1984,\"duration_num\":230,\"duration_scale\":\"min\"}]}" }, + "execution_count": 53, "metadata": {}, - "output_type": "execute_result", - "execution_count": 53 + "output_type": "execute_result" } ], - "source": [ - "df_dur.xs(\"Movie\") { type }\n", - " .sortByDesc { duration.duration_num }.head()\n", - " .select { title and country and date_added and release_year and duration.all() }" - ] + "execution_count": 53 }, { "cell_type": "markdown", @@ -29086,13 +29156,17 @@ }, { "cell_type": "code", - "execution_count": 54, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:20.803570607Z", - "start_time": "2023-12-04T19:37:18.194076080Z" + "end_time": "2024-03-14T13:26:17.133773728Z", + "start_time": "2024-03-14T13:26:16.828005949Z" } }, + "source": [ + "df_dur.xs(\"TV Show\") { type }\n", + " .sortByDesc { duration.duration_num }.head()\n", + " .select { title and country and date_added and release_year and duration.all() }" + ], "outputs": [ { "data": { @@ -29275,7 +29349,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534100"></table>\n", + " <table class="dataframe" id="df_-1073741716"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 6</p>\n", "\n", @@ -29562,10 +29636,10 @@ "{ name: "<span title=\"release_year: Int\">release_year</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2019</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2017</span></span>"] }, \n", "{ name: "<span title=\"duration_num: Int\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">15</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">15</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">13</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">12</span></span>"] }, \n", "{ name: "<span title=\"duration_scale: String\">duration_scale</span>", children: [], rightAlign: false, values: ["Season","Season","Season","Season","Season"] }, \n", - "], id: -637534100, rootId: -637534100, totalRows: 5 } ) });\n", + "], id: -1073741716, rootId: -1073741716, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534100) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741716) });\n", "\n", "\n", " </script>\n", @@ -29737,25 +29811,21 @@ " \n", " \n", " \n", - "
titlecountrydate_addedrelease_yearduration_numduration_scale
Grey's AnatomyUnited States2020-05-09201916Season
NCISUnited States2018-07-01201715Season
SupernaturalUnited States, Canada2020-06-05201915Season
COMEDIANS of the worldUnited States2019-01-01201913Season
Criminal MindsUnited States, Canada2017-06-30201712Season
\n", + "
titlecountrydate_addedrelease_yearduration_numduration_scale
Grey's AnatomyUnited States2020-05-09201916Season
NCISUnited States2018-07-01201715Season
SupernaturalUnited States, Canada2020-06-05201915Season
COMEDIANS of the worldUnited States2019-01-01201913Season
Criminal MindsUnited States, Canada2017-06-30201712Season
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"title\",\"country\",\"date_added\",\"release_year\",\"duration_num\",\"duration_scale\"],\"kotlin_dataframe\":[{\"title\":\"Grey's Anatomy\",\"country\":\"United States\",\"date_added\":\"2020-05-09\",\"release_year\":2019,\"duration_num\":16,\"duration_scale\":\"Season\"},{\"title\":\"NCIS\",\"country\":\"United States\",\"date_added\":\"2018-07-01\",\"release_year\":2017,\"duration_num\":15,\"duration_scale\":\"Season\"},{\"title\":\"Supernatural\",\"country\":\"United States, Canada\",\"date_added\":\"2020-06-05\",\"release_year\":2019,\"duration_num\":15,\"duration_scale\":\"Season\"},{\"title\":\"COMEDIANS of the world\",\"country\":\"United States\",\"date_added\":\"2019-01-01\",\"release_year\":2019,\"duration_num\":13,\"duration_scale\":\"Season\"},{\"title\":\"Criminal Minds\",\"country\":\"United States, Canada\",\"date_added\":\"2017-06-30\",\"release_year\":2017,\"duration_num\":12,\"duration_scale\":\"Season\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"country\",\"date_added\",\"release_year\",\"duration_num\",\"duration_scale\"],\"nrow\":5,\"ncol\":6},\"kotlin_dataframe\":[{\"title\":\"Grey's Anatomy\",\"country\":\"United States\",\"date_added\":\"2020-05-09\",\"release_year\":2019,\"duration_num\":16,\"duration_scale\":\"Season\"},{\"title\":\"NCIS\",\"country\":\"United States\",\"date_added\":\"2018-07-01\",\"release_year\":2017,\"duration_num\":15,\"duration_scale\":\"Season\"},{\"title\":\"Supernatural\",\"country\":\"United States, Canada\",\"date_added\":\"2020-06-05\",\"release_year\":2019,\"duration_num\":15,\"duration_scale\":\"Season\"},{\"title\":\"COMEDIANS of the world\",\"country\":\"United States\",\"date_added\":\"2019-01-01\",\"release_year\":2019,\"duration_num\":13,\"duration_scale\":\"Season\"},{\"title\":\"Criminal Minds\",\"country\":\"United States, Canada\",\"date_added\":\"2017-06-30\",\"release_year\":2017,\"duration_num\":12,\"duration_scale\":\"Season\"}]}" }, + "execution_count": 54, "metadata": {}, - "output_type": "execute_result", - "execution_count": 54 + "output_type": "execute_result" } ], - "source": [ - "df_dur.xs(\"TV Show\") { type }\n", - " .sortByDesc { duration.duration_num }.head()\n", - " .select { title and country and date_added and release_year and duration.all() }" - ] + "execution_count": 54 }, { "cell_type": "markdown", @@ -29766,13 +29836,22 @@ }, { "cell_type": "code", - "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:20.902009067Z", - "start_time": "2023-12-04T19:37:18.587806013Z" + "end_time": "2024-03-14T13:26:17.827918277Z", + "start_time": "2024-03-14T13:26:17.137471130Z" } }, + "source": [ + "val list_top_countries = df_country.country.take(10).toSet()\n", + "\n", + "val df_cntr = df_dur\n", + " .filter { country in list_top_countries }\n", + " .pivot { type }.aggregate { \n", + " groupBy { country }.mean { duration.duration_num }\n", + " }\n", + "df_cntr" + ], "outputs": [ { "data": { @@ -29955,7 +30034,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-637534098"></table>\n", + " <table class="dataframe" id="df_-1073741714"></table>\n", "\n", "<p class="dataframe_description">DataRow: index = 0, columnsCount = 2</p>\n", "\n", @@ -30236,24 +30315,24 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -637534097, value: "<b>DataFrame 10 x 2</b>" }] }, \n", - "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -637534096, value: "<b>DataFrame 10 x 2</b>" }] }, \n", - "], id: -637534098, rootId: -637534098, totalRows: 1 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Movie: DataFrame<*>\">Movie</span>", children: [], rightAlign: false, values: [{ frameId: -1073741713, value: "<b>DataFrame 10 x 2</b>" }] }, \n", + "{ name: "<span title=\"TV Show: DataFrame<*>\">TV Show</span>", children: [], rightAlign: false, values: [{ frameId: -1073741712, value: "<b>DataFrame 10 x 2</b>" }] }, \n", + "], id: -1073741714, rootId: -1073741714, totalRows: 1 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"country: String\">country</span>", children: [], rightAlign: false, values: ["United States","Canada","Mexico","Spain","United Kingdom"] }, \n", "{ name: "<span title=\"duration_num: Double\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">89.393514</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">82.372881</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">86.830769</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">99.932584</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">84.378238</span></span>"] }, \n", - "], id: -637534097, rootId: -637534098, totalRows: 10 } ) });\n", + "], id: -1073741713, rootId: -1073741714, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"country: String\">country</span>", children: [], rightAlign: false, values: ["United States","Canada","France","United Kingdom","Japan"] }, \n", "{ name: "<span title=\"duration_num: Double\">duration_num</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.276109</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.491525</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.326087</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.847291</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.570513</span></span>"] }, \n", - "], id: -637534096, rootId: -637534098, totalRows: 10 } ) });\n", + "], id: -1073741712, rootId: -1073741714, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-637534098) });\n", + "call_DataFrame(function() { DataFrame.renderTable(-1073741714) });\n", "\n", "\n", " </script>\n", @@ -30425,51 +30504,72 @@ " \n", " \n", " \n", - "
MovieTV Show
DataFrame [10 x 2]
countryduration_num
United States89.393514
Canada82.372881
Mexico86.830769
Spain99.932584
United Kingdom84.378238

... showing only top 5 of 10 rows

DataFrame [10 x 2]
countryduration_num
United States2.276109
Canada2.491525
France1.326087
United Kingdom1.847291
Japan1.570513

... showing only top 5 of 10 rows

\n", + "
MovieTV Show
DataFrame [10 x 2]
countryduration_num
United States89.393514
Canada82.372881
Mexico86.830769
Spain99.932584
United Kingdom84.378238

... showing only top 5 of 10 rows

DataFrame [10 x 2]
countryduration_num
United States2.276109
Canada2.491525
France1.326087
United Kingdom1.847291
Japan1.570513

... showing only top 5 of 10 rows

\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":2,\"columns\":[\"Movie\",\"TV Show\"],\"kotlin_dataframe\":[{\"Movie\":[{\"country\":\"United States\",\"duration_num\":89.39351351351351},{\"country\":\"Canada\",\"duration_num\":82.37288135593221},{\"country\":\"Mexico\",\"duration_num\":86.83076923076923},{\"country\":\"Spain\",\"duration_num\":99.93258426966293},{\"country\":\"United Kingdom\",\"duration_num\":84.37823834196891},{\"country\":\"France\",\"duration_num\":93.23188405797102},{\"country\":\"India\",\"duration_num\":127.41431924882629},{\"country\":\"Japan\",\"duration_num\":96.20289855072464},{\"country\":\"South Korea\",\"duration_num\":116.94444444444444},{\"country\":\"Egypt\",\"duration_num\":109.34831460674157}],\"TV Show\":[{\"country\":\"United States\",\"duration_num\":2.2761087267525038},{\"country\":\"Canada\",\"duration_num\":2.4915254237288136},{\"country\":\"France\",\"duration_num\":1.326086956521739},{\"country\":\"United Kingdom\",\"duration_num\":1.8472906403940887},{\"country\":\"Japan\",\"duration_num\":1.5705128205128205},{\"country\":\"South Korea\",\"duration_num\":1.163265306122449},{\"country\":\"Spain\",\"duration_num\":1.7333333333333334},{\"country\":\"Mexico\",\"duration_num\":1.2857142857142858},{\"country\":\"India\",\"duration_num\":1.1549295774647887},{\"country\":\"Egypt\",\"duration_num\":1.0}]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"Movie\",\"TV Show\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"Movie\":{\"data\":[{\"country\":\"United States\",\"duration_num\":89.39351351351351},{\"country\":\"Canada\",\"duration_num\":82.37288135593221},{\"country\":\"Mexico\",\"duration_num\":86.83076923076923},{\"country\":\"Spain\",\"duration_num\":99.93258426966293},{\"country\":\"United Kingdom\",\"duration_num\":84.37823834196891},{\"country\":\"France\",\"duration_num\":93.23188405797102},{\"country\":\"India\",\"duration_num\":127.41431924882629},{\"country\":\"Japan\",\"duration_num\":96.20289855072464},{\"country\":\"South Korea\",\"duration_num\":116.94444444444444},{\"country\":\"Egypt\",\"duration_num\":109.34831460674157}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":10}},\"TV Show\":{\"data\":[{\"country\":\"United States\",\"duration_num\":2.2761087267525038},{\"country\":\"Canada\",\"duration_num\":2.4915254237288136},{\"country\":\"France\",\"duration_num\":1.326086956521739},{\"country\":\"United Kingdom\",\"duration_num\":1.8472906403940887},{\"country\":\"Japan\",\"duration_num\":1.5705128205128205},{\"country\":\"South Korea\",\"duration_num\":1.163265306122449},{\"country\":\"Spain\",\"duration_num\":1.7333333333333334},{\"country\":\"Mexico\",\"duration_num\":1.2857142857142858},{\"country\":\"India\",\"duration_num\":1.1549295774647887},{\"country\":\"Egypt\",\"duration_num\":1.0}],\"metadata\":{\"kind\":\"FrameColumn\",\"ncol\":2,\"nrow\":10}}}]}" }, + "execution_count": 55, "metadata": {}, - "output_type": "execute_result", - "execution_count": 55 + "output_type": "execute_result" } ], - "source": [ - "val list_top_countries = df_country.country.take(10).toSet()\n", - "\n", - "val df_cntr = df_dur\n", - " .filter { country in list_top_countries }\n", - " .pivot { type }.aggregate { \n", - " groupBy { country }.mean { duration.duration_num }\n", - " }\n", - "df_cntr" - ] + "execution_count": 55 }, { "cell_type": "code", - "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:21.698829644Z", - "start_time": "2023-12-04T19:37:19.964425290Z" + "end_time": "2024-03-14T13:26:18.463762975Z", + "start_time": "2024-03-14T13:26:17.832068537Z" } }, + "source": [ + "val p1 = df_cntr.Movie.sortBy { duration_num }.plot {\n", + " bars {\n", + " x(country) { axis.name = \"Name\" }\n", + " y(duration_num) { axis.name = \"Minute\" }\n", + " fillColor(duration_num) {\n", + " scale = continuous(Color.hex(\"#ECEFF1\")..Color.hex(\"#263238\"))\n", + " legend.type = LegendType.None\n", + " }\n", + " }\n", + " layout.title = \"Top 10 cast on Movies by country\"\n", + "}\n", + "\n", + "val p2 = df_cntr.`TV Show`.sortBy { duration_num }.plot {\n", + " bars {\n", + " x(country) { axis.name = \"Name\" }\n", + " y(duration_num) { axis.name = \"Season\" }\n", + " fillColor(duration_num) {\n", + " scale = continuous(Color.hex(\"#E0F7FA\")..Color.hex(\"#006064\"))\n", + " legend.type = LegendType.None\n", + " }\n", + " }\n", + " layout.title = \"Top 10 cast on TV Shows by country\"\n", + "}\n", + "\n", + "plotBunch {\n", + " add(p1, 0, 0, 900, 550)\n", + " add(p2, 0, 550, 900, 550)\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Canada\n", + " Canada\n", " \n", " \n", " \n", @@ -30863,7 +30965,7 @@ " \n", " \n", " \n", - " United Kingdom\n", + " United Kingdom\n", " \n", " \n", " \n", @@ -30872,7 +30974,7 @@ " \n", " \n", " \n", - " Mexico\n", + " Mexico\n", " \n", " \n", " \n", @@ -30881,7 +30983,7 @@ " \n", " \n", " \n", - " United States\n", + " United States\n", " \n", " \n", " \n", @@ -30890,7 +30992,7 @@ " \n", " \n", " \n", - " France\n", + " France\n", " \n", " \n", " \n", @@ -30899,7 +31001,7 @@ " \n", " \n", " \n", - " Japan\n", + " Japan\n", " \n", " \n", " \n", @@ -30908,7 +31010,7 @@ " \n", " \n", " \n", - " Spain\n", + " Spain\n", " \n", " \n", " \n", @@ -30917,7 +31019,7 @@ " \n", " \n", " \n", - " Egypt\n", + " Egypt\n", " \n", " \n", " \n", @@ -30926,7 +31028,7 @@ " \n", " \n", " \n", - " South Korea\n", + " South Korea\n", " \n", " \n", " \n", @@ -30935,7 +31037,7 @@ " \n", " \n", " \n", - " India\n", + " India\n", " \n", " \n", " \n", @@ -30943,149 +31045,153 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 20\n", + " 20\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 40\n", + " 40\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 60\n", + " 60\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 80\n", + " 80\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 100\n", + " 100\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 120\n", + " 120\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Top 10 cast on Movies by country\n", + " Top 10 cast on Movies by country\n", " \n", " \n", " \n", " \n", - " Minute\n", + " Minute\n", " \n", " \n", " \n", " \n", - " Name\n", + " Name\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - "\n", + "\n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Egypt\n", + " Egypt\n", " \n", " \n", " \n", @@ -31094,7 +31200,7 @@ " \n", " \n", " \n", - " India\n", + " India\n", " \n", " \n", " \n", @@ -31103,7 +31209,7 @@ " \n", " \n", " \n", - " South Korea\n", + " South Korea\n", " \n", " \n", " \n", @@ -31112,7 +31218,7 @@ " \n", " \n", " \n", - " Mexico\n", + " Mexico\n", " \n", " \n", " \n", @@ -31121,7 +31227,7 @@ " \n", " \n", " \n", - " France\n", + " France\n", " \n", " \n", " \n", @@ -31130,7 +31236,7 @@ " \n", " \n", " \n", - " Japan\n", + " Japan\n", " \n", " \n", " \n", @@ -31139,7 +31245,7 @@ " \n", " \n", " \n", - " Spain\n", + " Spain\n", " \n", " \n", " \n", @@ -31148,7 +31254,7 @@ " \n", " \n", " \n", - " United Kingdom\n", + " United Kingdom\n", " \n", " \n", " \n", @@ -31157,7 +31263,7 @@ " \n", " \n", " \n", - " United States\n", + " United States\n", " \n", " \n", " \n", @@ -31166,7 +31272,7 @@ " \n", " \n", " \n", - " Canada\n", + " Canada\n", " \n", " \n", " \n", @@ -31174,111 +31280,113 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0.0\n", + " 0.0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 0.5\n", + " 0.5\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1.0\n", + " 1.0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1.5\n", + " 1.5\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2.0\n", + " 2.0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2.5\n", + " 2.5\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Top 10 cast on TV Shows by country\n", + " Top 10 cast on TV Shows by country\n", " \n", " \n", " \n", " \n", - " Season\n", + " Season\n", " \n", " \n", " \n", " \n", - " Name\n", + " Name\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -31447,41 +31555,12 @@ "swing_enabled": true } }, + "execution_count": 56, "metadata": {}, - "output_type": "execute_result", - "execution_count": 56 + "output_type": "execute_result" } ], - "source": [ - "val p1 = df_cntr.Movie.sortBy { duration_num }.plot {\n", - " bars {\n", - " x(country) { axis.name = \"Name\" }\n", - " y(duration_num) { axis.name = \"Minute\" }\n", - " fillColor(duration_num) {\n", - " scale = continuous(Color.hex(\"#ECEFF1\")..Color.hex(\"#263238\"))\n", - " legend.type = LegendType.None\n", - " }\n", - " }\n", - " layout.title = \"Top 10 cast on Movies by country\"\n", - "}\n", - "\n", - "val p2 = df_cntr.`TV Show`.sortBy { duration_num }.plot {\n", - " bars {\n", - " x(country) { axis.name = \"Name\" }\n", - " y(duration_num) { axis.name = \"Season\" }\n", - " fillColor(duration_num) {\n", - " scale = continuous(Color.hex(\"#E0F7FA\")..Color.hex(\"#006064\"))\n", - " legend.type = LegendType.None\n", - " }\n", - " }\n", - " layout.title = \"Top 10 cast on TV Shows by country\"\n", - "}\n", - "\n", - "plotBunch {\n", - " add(p1, 0, 0, 900, 550)\n", - " add(p2, 0, 550, 900, 550)\n", - "}" - ] + "execution_count": 56 }, { "cell_type": "markdown", @@ -31500,38 +31579,52 @@ }, { "cell_type": "code", - "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:23.058891269Z", - "start_time": "2023-12-04T19:37:20.672791149Z" + "end_time": "2024-03-14T13:26:19.303320069Z", + "start_time": "2024-03-14T13:26:18.467236803Z" } }, - "outputs": [], "source": [ "val dfInstants = df.convert { date_added }.with { it.atStartOfDayIn(TimeZone.UTC) }" - ] + ], + "outputs": [], + "execution_count": 57 }, { "cell_type": "code", - "execution_count": 58, "metadata": { "ExecuteTime": { - "end_time": "2023-12-04T19:37:23.194382687Z", - "start_time": "2023-12-04T19:37:21.687006884Z" + "end_time": "2024-03-14T13:26:19.663909241Z", + "start_time": "2024-03-14T13:26:19.310472010Z" } }, + "source": [ + "dfInstants.valueCounts(false) { rating }.sortBy(\"count\").plot {\n", + " bars {\n", + " x(rating)\n", + " y(\"count\")\n", + " fillColor(rating) { \n", + " scale = categoricalColorHue()\n", + " legend.type = LegendType.None\n", + " }\n", + " }\n", + " layout.title = \"Rating of Titles\"\n", + " layout.size = 950 to 500\n", + "}" + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " NC-17\n", + " NC-17\n", " \n", " \n", " \n", @@ -31750,7 +31845,7 @@ " \n", " \n", " \n", - " UR\n", + " UR\n", " \n", " \n", " \n", @@ -31759,7 +31854,7 @@ " \n", " \n", " \n", - " TV-Y7-FV\n", + " TV-Y7-FV\n", " \n", " \n", " \n", @@ -31768,7 +31863,7 @@ " \n", " \n", " \n", - " G\n", + " G\n", " \n", " \n", " \n", @@ -31777,7 +31872,7 @@ " \n", " \n", " \n", - " NR\n", + " NR\n", " \n", " \n", " \n", @@ -31786,7 +31881,7 @@ " \n", " \n", " \n", - " TV-G\n", + " TV-G\n", " \n", " \n", " \n", @@ -31795,7 +31890,7 @@ " \n", " \n", " \n", - " PG\n", + " PG\n", " \n", " \n", " \n", @@ -31804,7 +31899,7 @@ " \n", " \n", " \n", - " TV-Y7\n", + " TV-Y7\n", " \n", " \n", " \n", @@ -31813,7 +31908,7 @@ " \n", " \n", " \n", - " TV-Y\n", + " TV-Y\n", " \n", " \n", " \n", @@ -31822,7 +31917,7 @@ " \n", " \n", " \n", - " PG-13\n", + " PG-13\n", " \n", " \n", " \n", @@ -31831,7 +31926,7 @@ " \n", " \n", " \n", - " R\n", + " R\n", " \n", " \n", " \n", @@ -31840,7 +31935,7 @@ " \n", " \n", " \n", - " TV-PG\n", + " TV-PG\n", " \n", " \n", " \n", @@ -31849,7 +31944,7 @@ " \n", " \n", " \n", - " TV-14\n", + " TV-14\n", " \n", " \n", " \n", @@ -31858,7 +31953,7 @@ " \n", " \n", " \n", - " TV-MA\n", + " TV-MA\n", " \n", " \n", " \n", @@ -31866,125 +31961,127 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 500\n", + " 500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,500\n", + " 1,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,000\n", + " 2,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 2,500\n", + " 2,500\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 3,000\n", + " 3,000\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " Rating of Titles\n", + " Rating of Titles\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " rating\n", + " rating\n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -32068,46 +32165,45 @@ "swing_enabled": true } }, + "execution_count": 58, "metadata": {}, - "output_type": "execute_result", - "execution_count": 58 + "output_type": "execute_result" } ], + "execution_count": 58 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-14T13:26:20.109640473Z", + "start_time": "2024-03-14T13:26:19.669651398Z" + } + }, "source": [ - "dfInstants.valueCounts(false) { rating }.sortBy(\"count\").plot {\n", + "dfInstants.valueCounts(sort = false) { rating and type }.plot {\n", " bars {\n", " x(rating)\n", " y(\"count\")\n", - " fillColor(rating) { \n", - " scale = categoricalColorHue()\n", - " legend.type = LegendType.None\n", - " }\n", + " fillColor(type) { scale = categorical(listOf(Color.hex(\"#607D8B\"), Color.hex(\"#00BCD4\"))) }\n", + " position = Position.dodge()\n", " }\n", " layout.title = \"Rating of Titles\"\n", " layout.size = 950 to 500\n", "}" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "ExecuteTime": { - "end_time": "2023-12-04T19:37:23.270792146Z", - "start_time": "2023-12-04T19:37:21.931275923Z" - } - }, + ], "outputs": [ { "data": { "text/html": [ " \n", + "</html>\"> \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " TV-MA\n", + " TV-MA\n", " \n", " \n", " \n", @@ -32326,7 +32424,7 @@ " \n", " \n", " \n", - " NR\n", + " NR\n", " \n", " \n", " \n", @@ -32335,7 +32433,7 @@ " \n", " \n", " \n", - " TV-PG\n", + " TV-PG\n", " \n", " \n", " \n", @@ -32344,7 +32442,7 @@ " \n", " \n", " \n", - " TV-14\n", + " TV-14\n", " \n", " \n", " \n", @@ -32353,7 +32451,7 @@ " \n", " \n", " \n", - " PG\n", + " PG\n", " \n", " \n", " \n", @@ -32362,7 +32460,7 @@ " \n", " \n", " \n", - " R\n", + " R\n", " \n", " \n", " \n", @@ -32371,7 +32469,7 @@ " \n", " \n", " \n", - " TV-G\n", + " TV-G\n", " \n", " \n", " \n", @@ -32380,7 +32478,7 @@ " \n", " \n", " \n", - " G\n", + " G\n", " \n", " \n", " \n", @@ -32389,7 +32487,7 @@ " \n", " \n", " \n", - " TV-Y\n", + " TV-Y\n", " \n", " \n", " \n", @@ -32398,7 +32496,7 @@ " \n", " \n", " \n", - " TV-Y7-FV\n", + " TV-Y7-FV\n", " \n", " \n", " \n", @@ -32407,7 +32505,7 @@ " \n", " \n", " \n", - " TV-Y7\n", + " TV-Y7\n", " \n", " \n", " \n", @@ -32416,7 +32514,7 @@ " \n", " \n", " \n", - " PG-13\n", + " PG-13\n", " \n", " \n", " \n", @@ -32425,7 +32523,7 @@ " \n", " \n", " \n", - " NC-17\n", + " NC-17\n", " \n", " \n", " \n", @@ -32434,7 +32532,7 @@ " \n", " \n", " \n", - " UR\n", + " UR\n", " \n", " \n", " \n", @@ -32442,98 +32540,100 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", - " 0\n", + " 0\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 200\n", + " 200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 400\n", + " 400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 600\n", + " 600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 800\n", + " 800\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,000\n", + " 1,000\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,200\n", + " 1,200\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,400\n", + " 1,400\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,600\n", + " 1,600\n", " \n", " \n", " \n", " \n", " \n", " \n", - " 1,800\n", + " 1,800\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -32588,17 +32688,17 @@ " \n", " \n", " \n", - " Rating of Titles\n", + " Rating of Titles\n", " \n", " \n", " \n", " \n", - " count\n", + " count\n", " \n", " \n", " \n", " \n", - " rating\n", + " rating\n", " \n", " \n", " \n", @@ -32607,7 +32707,7 @@ " \n", " \n", " \n", - " type\n", + " type\n", " \n", " \n", " \n", @@ -32626,7 +32726,7 @@ " \n", " \n", " \n", - " Movie\n", + " Movie\n", " \n", " \n", " \n", @@ -32645,7 +32745,7 @@ " \n", " \n", " \n", - " TV Show\n", + " TV Show\n", " \n", " \n", " \n", @@ -32655,10 +32755,10 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", - " " + " " ], "application/plot+json": { "output_type": "lets_plot_spec", @@ -32787,36 +32887,25 @@ "swing_enabled": true } }, + "execution_count": 59, "metadata": {}, - "output_type": "execute_result", - "execution_count": 59 + "output_type": "execute_result" } ], - "source": [ - "dfInstants.valueCounts(sort = false) { rating and type }.plot {\n", - " bars {\n", - " x(rating)\n", - " y(\"count\")\n", - " fillColor(type) { scale = categorical(listOf(Color.hex(\"#607D8B\"), Color.hex(\"#00BCD4\"))) }\n", - " position = Position.dodge()\n", - " }\n", - " layout.title = \"Rating of Titles\"\n", - " layout.size = 950 to 500\n", - "}" - ] + "execution_count": 59 }, { "cell_type": "code", - "execution_count": 60, - "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-04T19:37:23.291268352Z", - "start_time": "2023-12-04T19:37:22.206884979Z" + "end_time": "2024-03-14T13:26:20.119673800Z", + "start_time": "2024-03-14T13:26:20.115543304Z" } - } + }, + "outputs": [], + "execution_count": 60 } ], "metadata": { diff --git a/examples/notebooks/puzzles/40 puzzles.ipynb b/examples/notebooks/puzzles/40 puzzles.ipynb index b64567c92d..3e4450bdbd 100644 --- a/examples/notebooks/puzzles/40 puzzles.ipynb +++ b/examples/notebooks/puzzles/40 puzzles.ipynb @@ -21,18 +21,18 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:10.411610037Z", - "start_time": "2023-12-05T11:04:04.432644089Z" + "end_time": "2024-03-15T10:03:23.171947190Z", + "start_time": "2024-03-15T10:03:19.479811362Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors\n", "%use dataframe" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "markdown", @@ -54,13 +54,21 @@ }, { "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:13.475610933Z", - "start_time": "2023-12-05T11:04:10.407845645Z" + "end_time": "2024-03-15T10:03:24.141061973Z", + "start_time": "2024-03-15T10:03:23.180451606Z" } }, + "source": [ + "val animal by columnOf(\"cat\", \"cat\", \"snake\", \"dog\", \"dog\", \"cat\", \"snake\", \"cat\", \"dog\", \"dog\")\n", + "val age by columnOf(2.5, 3.0, 0.5, Double.NaN, 5.0, 2.0, 4.5, Double.NaN, 7.0, 3.0)\n", + "val visits by columnOf(1, 3, 2, 3, 2, 3, 1, 1, 2, 1)\n", + "val priority by columnOf(\"yes\", \"yes\", \"no\", \"yes\", \"no\", \"no\", \"no\", \"yes\", \"no\", \"no\")\n", + "\n", + "val df = dataFrameOf(animal, age, visits, priority)\n", + "df" + ], "outputs": [ { "data": { @@ -243,7 +251,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048192"></table>\n", + " <table class="dataframe" id="df_1140850688"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -528,10 +536,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","yes","no","no","no","yes","no","no"] }, \n", - "], id: -1879048192, rootId: -1879048192, totalRows: 10 } ) });\n", + "], id: 1140850688, rootId: 1140850688, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048192) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850688) });\n", "\n", "\n", " </script>\n", @@ -703,29 +711,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" }, + "execution_count": 2, "metadata": {}, - "output_type": "execute_result", - "execution_count": 2 + "output_type": "execute_result" } ], - "source": [ - "val animal by columnOf(\"cat\", \"cat\", \"snake\", \"dog\", \"dog\", \"cat\", \"snake\", \"cat\", \"dog\", \"dog\")\n", - "val age by columnOf(2.5, 3.0, 0.5, Double.NaN, 5.0, 2.0, 4.5, Double.NaN, 7.0, 3.0)\n", - "val visits by columnOf(1, 3, 2, 3, 2, 3, 1, 1, 2, 1)\n", - "val priority by columnOf(\"yes\", \"yes\", \"no\", \"yes\", \"no\", \"no\", \"no\", \"yes\", \"no\", \"no\")\n", - "\n", - "val df = dataFrameOf(animal, age, visits, priority)\n", - "df" - ] + "execution_count": 2 }, { "cell_type": "markdown", @@ -736,13 +736,15 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:13.587332699Z", - "start_time": "2023-12-05T11:04:13.333769110Z" + "end_time": "2024-03-15T10:03:24.219149246Z", + "start_time": "2024-03-15T10:03:24.144959248Z" } }, + "source": [ + "df.schema()" + ], "outputs": [ { "data": { @@ -753,24 +755,24 @@ "priority: String" ] }, + "execution_count": 3, "metadata": {}, - "output_type": "execute_result", - "execution_count": 3 + "output_type": "execute_result" } ], - "source": [ - "df.schema()" - ] + "execution_count": 3 }, { "cell_type": "code", - "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.030265093Z", - "start_time": "2023-12-05T11:04:13.415838236Z" + "end_time": "2024-03-15T10:03:24.366088419Z", + "start_time": "2024-03-15T10:03:24.221637365Z" } }, + "source": [ + "df.describe()" + ], "outputs": [ { "data": { @@ -953,7 +955,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048190"></table>\n", + " <table class="dataframe" id="df_1140850690"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 4, columnsCount = 12</p>\n", "\n", @@ -1246,10 +1248,10 @@ "{ name: "<span title=\"min: Comparable<*>\">min</span>", children: [], rightAlign: false, values: ["cat","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","no"] }, \n", "{ name: "<span title=\"median: Comparable<*>\">median</span>", children: [], rightAlign: false, values: ["dog","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.8</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","no"] }, \n", "{ name: "<span title=\"max: Comparable<*>\">max</span>", children: [], rightAlign: false, values: ["snake","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","yes"] }, \n", - "], id: -1879048190, rootId: -1879048190, totalRows: 4 } ) });\n", + "], id: 1140850690, rootId: 1140850690, totalRows: 4 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048190) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850690) });\n", "\n", "\n", " </script>\n", @@ -1421,23 +1423,21 @@ " \n", " \n", " \n", - "
nametypecountuniquenullstopfreqmeanstdminmedianmax
animalString1030cat4nullnullcatdogsnake
ageDouble10803.0000002NaNNaN0.5000003.750000NaN
visitsInt1030141.9000000.875595123
priorityString1020no6nullnullnonoyes
\n", + "
nametypecountuniquenullstopfreqmeanstdminmedianmax
animalString1030cat4nullnullcatdogsnake
ageDouble10803.0000002NaNNaN0.5000003.750000NaN
visitsInt1030141.9000000.875595123
priorityString1020no6nullnullnonoyes
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":4,\"ncol\":12,\"columns\":[\"name\",\"type\",\"count\",\"unique\",\"nulls\",\"top\",\"freq\",\"mean\",\"std\",\"min\",\"median\",\"max\"],\"kotlin_dataframe\":[{\"name\":\"animal\",\"type\":\"String\",\"count\":10,\"unique\":3,\"nulls\":0,\"top\":\"cat\",\"freq\":4,\"mean\":null,\"std\":null,\"min\":\"cat\",\"median\":\"dog\",\"max\":\"snake\"},{\"name\":\"age\",\"type\":\"Double\",\"count\":10,\"unique\":8,\"nulls\":0,\"top\":\"3.0\",\"freq\":2,\"mean\":\"NaN\",\"std\":\"NaN\",\"min\":\"0.5\",\"median\":\"3.75\",\"max\":\"NaN\"},{\"name\":\"visits\",\"type\":\"Int\",\"count\":10,\"unique\":3,\"nulls\":0,\"top\":\"1\",\"freq\":4,\"mean\":1.9,\"std\":0.8755950357709131,\"min\":\"1\",\"median\":\"2\",\"max\":\"3\"},{\"name\":\"priority\",\"type\":\"String\",\"count\":10,\"unique\":2,\"nulls\":0,\"top\":\"no\",\"freq\":6,\"mean\":null,\"std\":null,\"min\":\"no\",\"median\":\"no\",\"max\":\"yes\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"name\",\"type\",\"count\",\"unique\",\"nulls\",\"top\",\"freq\",\"mean\",\"std\",\"min\",\"median\",\"max\"],\"nrow\":4,\"ncol\":12},\"kotlin_dataframe\":[{\"name\":\"animal\",\"type\":\"String\",\"count\":10,\"unique\":3,\"nulls\":0,\"top\":\"cat\",\"freq\":4,\"mean\":null,\"std\":null,\"min\":\"cat\",\"median\":\"dog\",\"max\":\"snake\"},{\"name\":\"age\",\"type\":\"Double\",\"count\":10,\"unique\":8,\"nulls\":0,\"top\":\"3.0\",\"freq\":2,\"mean\":\"NaN\",\"std\":\"NaN\",\"min\":\"0.5\",\"median\":\"3.75\",\"max\":\"NaN\"},{\"name\":\"visits\",\"type\":\"Int\",\"count\":10,\"unique\":3,\"nulls\":0,\"top\":\"1\",\"freq\":4,\"mean\":1.9,\"std\":0.8755950357709131,\"min\":\"1\",\"median\":\"2\",\"max\":\"3\"},{\"name\":\"priority\",\"type\":\"String\",\"count\":10,\"unique\":2,\"nulls\":0,\"top\":\"no\",\"freq\":6,\"mean\":null,\"std\":null,\"min\":\"no\",\"median\":\"no\",\"max\":\"yes\"}]}" }, + "execution_count": 4, "metadata": {}, - "output_type": "execute_result", - "execution_count": 4 + "output_type": "execute_result" } ], - "source": [ - "df.describe()" - ] + "execution_count": 4 }, { "cell_type": "markdown", @@ -1448,13 +1448,23 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.314839621Z", - "start_time": "2023-12-05T11:04:13.630908015Z" + "end_time": "2024-03-15T10:03:24.491251360Z", + "start_time": "2024-03-15T10:03:24.368170633Z" } }, + "source": [ + "df[0 ..< 3] // df[0..2]\n", + "\n", + "// or equivalently\n", + "\n", + "df.head(3)\n", + "\n", + "// or\n", + "\n", + "df.take(3)" + ], "outputs": [ { "data": { @@ -1637,7 +1647,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048188"></table>\n", + " <table class="dataframe" id="df_1140850692"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 4</p>\n", "\n", @@ -1922,10 +1932,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no"] }, \n", - "], id: -1879048188, rootId: -1879048188, totalRows: 3 } ) });\n", + "], id: 1140850692, rootId: 1140850692, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048188) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850692) });\n", "\n", "\n", " </script>\n", @@ -2097,31 +2107,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":3,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"}]}" }, + "execution_count": 5, "metadata": {}, - "output_type": "execute_result", - "execution_count": 5 + "output_type": "execute_result" } ], - "source": [ - "df[0 ..< 3] // df[0..2]\n", - "\n", - "// or equivalently\n", - "\n", - "df.head(3)\n", - "\n", - "// or\n", - "\n", - "df.take(3)" - ] + "execution_count": 5 }, { "cell_type": "markdown", @@ -2132,13 +2132,15 @@ }, { "cell_type": "code", - "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.369400114Z", - "start_time": "2023-12-05T11:04:13.880329756Z" + "end_time": "2024-03-15T10:03:24.572395271Z", + "start_time": "2024-03-15T10:03:24.494392242Z" } }, + "source": [ + "df[animal, age]" + ], "outputs": [ { "data": { @@ -2321,7 +2323,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048186"></table>\n", + " <table class="dataframe" id="df_1140850694"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 2</p>\n", "\n", @@ -2604,10 +2606,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"animal: String\">animal</span>", children: [], rightAlign: false, values: ["cat","cat","snake","dog","dog","cat","snake","cat","dog","dog"] }, \n", "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", - "], id: -1879048186, rootId: -1879048186, totalRows: 10 } ) });\n", + "], id: 1140850694, rootId: 1140850694, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048186) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850694) });\n", "\n", "\n", " </script>\n", @@ -2779,23 +2781,21 @@ " \n", " \n", " \n", - "
animalage
cat2.500000
cat3.000000
snake0.500000
dogNaN
dog5.000000
cat2.000000
snake4.500000
catNaN
dog7.000000
dog3.000000
\n", + "
animalage
cat2.500000
cat3.000000
snake0.500000
dogNaN
dog5.000000
cat2.000000
snake4.500000
catNaN
dog7.000000
dog3.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":2,\"columns\":[\"animal\",\"age\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5},{\"animal\":\"cat\",\"age\":3.0},{\"animal\":\"snake\",\"age\":0.5},{\"animal\":\"dog\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":5.0},{\"animal\":\"cat\",\"age\":2.0},{\"animal\":\"snake\",\"age\":4.5},{\"animal\":\"cat\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":7.0},{\"animal\":\"dog\",\"age\":3.0}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\"],\"nrow\":10,\"ncol\":2},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5},{\"animal\":\"cat\",\"age\":3.0},{\"animal\":\"snake\",\"age\":0.5},{\"animal\":\"dog\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":5.0},{\"animal\":\"cat\",\"age\":2.0},{\"animal\":\"snake\",\"age\":4.5},{\"animal\":\"cat\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":7.0},{\"animal\":\"dog\",\"age\":3.0}]}" }, + "execution_count": 6, "metadata": {}, - "output_type": "execute_result", - "execution_count": 6 + "output_type": "execute_result" } ], - "source": [ - "df[animal, age]" - ] + "execution_count": 6 }, { "cell_type": "markdown", @@ -2806,13 +2806,15 @@ }, { "cell_type": "code", - "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.648881882Z", - "start_time": "2023-12-05T11:04:14.015193171Z" + "end_time": "2024-03-15T10:03:24.653613962Z", + "start_time": "2024-03-15T10:03:24.574459701Z" } }, + "source": [ + "df[3, 4, 8][animal, age]" + ], "outputs": [ { "data": { @@ -2995,7 +2997,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048184"></table>\n", + " <table class="dataframe" id="df_1140850696"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -3278,10 +3280,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"animal: String\">animal</span>", children: [], rightAlign: false, values: ["dog","dog","dog"] }, \n", "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>"] }, \n", - "], id: -1879048184, rootId: -1879048184, totalRows: 3 } ) });\n", + "], id: 1140850696, rootId: 1140850696, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048184) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850696) });\n", "\n", "\n", " </script>\n", @@ -3453,23 +3455,21 @@ " \n", " \n", " \n", - "
animalage
dogNaN
dog5.000000
dog7.000000
\n", + "
animalage
dogNaN
dog5.000000
dog7.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"animal\",\"age\"],\"kotlin_dataframe\":[{\"animal\":\"dog\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":5.0},{\"animal\":\"dog\",\"age\":7.0}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"animal\":\"dog\",\"age\":\"NaN\"},{\"animal\":\"dog\",\"age\":5.0},{\"animal\":\"dog\",\"age\":7.0}]}" }, + "execution_count": 7, "metadata": {}, - "output_type": "execute_result", - "execution_count": 7 + "output_type": "execute_result" } ], - "source": [ - "df[3, 4, 8][animal, age]" - ] + "execution_count": 7 }, { "cell_type": "markdown", @@ -3480,13 +3480,15 @@ }, { "cell_type": "code", - "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.693316724Z", - "start_time": "2023-12-05T11:04:14.134379752Z" + "end_time": "2024-03-15T10:03:24.802846474Z", + "start_time": "2024-03-15T10:03:24.655602216Z" } }, + "source": [ + "df.filter { visits > 2 }" + ], "outputs": [ { "data": { @@ -3669,7 +3671,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048182"></table>\n", + " <table class="dataframe" id="df_1140850698"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 4</p>\n", "\n", @@ -3954,10 +3956,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no"] }, \n", - "], id: -1879048182, rootId: -1879048182, totalRows: 3 } ) });\n", + "], id: 1140850698, rootId: 1140850698, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048182) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850698) });\n", "\n", "\n", " </script>\n", @@ -4129,23 +4131,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat3.0000003yes
dogNaN3yes
cat2.0000003no
\n", + "
animalagevisitspriority
cat3.0000003yes
dogNaN3yes
cat2.0000003no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":3,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"}]}" }, + "execution_count": 8, "metadata": {}, - "output_type": "execute_result", - "execution_count": 8 + "output_type": "execute_result" } ], - "source": [ - "df.filter { visits > 2 }" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -4156,13 +4156,15 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:14.959050472Z", - "start_time": "2023-12-05T11:04:14.321019845Z" + "end_time": "2024-03-15T10:03:24.921796692Z", + "start_time": "2024-03-15T10:03:24.804712632Z" } }, + "source": [ + "df.filter { age.isNaN() }" + ], "outputs": [ { "data": { @@ -4345,7 +4347,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048180"></table>\n", + " <table class="dataframe" id="df_1140850700"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 2, columnsCount = 4</p>\n", "\n", @@ -4630,10 +4632,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes"] }, \n", - "], id: -1879048180, rootId: -1879048180, totalRows: 2 } ) });\n", + "], id: 1140850700, rootId: 1140850700, totalRows: 2 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048180) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850700) });\n", "\n", "\n", " </script>\n", @@ -4805,23 +4807,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
dogNaN3yes
catNaN1yes
\n", + "
animalagevisitspriority
dogNaN3yes
catNaN1yes
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":2,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":2,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"}]}" }, + "execution_count": 9, "metadata": {}, - "output_type": "execute_result", - "execution_count": 9 + "output_type": "execute_result" } ], - "source": [ - "df.filter { age.isNaN() }" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -4832,13 +4832,15 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:15.388425709Z", - "start_time": "2023-12-05T11:04:14.489743390Z" + "end_time": "2024-03-15T10:03:25.069712814Z", + "start_time": "2024-03-15T10:03:24.924477005Z" } }, + "source": [ + "df.filter { animal == \"cat\" && age < 3 }" + ], "outputs": [ { "data": { @@ -5021,7 +5023,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048178"></table>\n", + " <table class="dataframe" id="df_1140850702"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 2, columnsCount = 4</p>\n", "\n", @@ -5306,10 +5308,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","no"] }, \n", - "], id: -1879048178, rootId: -1879048178, totalRows: 2 } ) });\n", + "], id: 1140850702, rootId: 1140850702, totalRows: 2 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048178) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850702) });\n", "\n", "\n", " </script>\n", @@ -5481,23 +5483,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat2.0000003no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat2.0000003no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":2,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":2,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"}]}" }, + "execution_count": 10, "metadata": {}, - "output_type": "execute_result", - "execution_count": 10 + "output_type": "execute_result" } ], - "source": [ - "df.filter { animal == \"cat\" && age < 3 }" - ] + "execution_count": 10 }, { "cell_type": "markdown", @@ -5508,13 +5508,15 @@ }, { "cell_type": "code", - "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:15.685391396Z", - "start_time": "2023-12-05T11:04:14.676707886Z" + "end_time": "2024-03-15T10:03:25.211342722Z", + "start_time": "2024-03-15T10:03:25.072679551Z" } }, + "source": [ + "df.filter { age in 2.0..4.0 }" + ], "outputs": [ { "data": { @@ -5697,7 +5699,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048176"></table>\n", + " <table class="dataframe" id="df_1140850704"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 4, columnsCount = 4</p>\n", "\n", @@ -5982,10 +5984,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","no"] }, \n", - "], id: -1879048176, rootId: -1879048176, totalRows: 4 } ) });\n", + "], id: 1140850704, rootId: 1140850704, totalRows: 4 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048176) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850704) });\n", "\n", "\n", " </script>\n", @@ -6157,23 +6159,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
cat2.0000003no
dog3.0000001no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
cat2.0000003no
dog3.0000001no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":4,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":4,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" }, + "execution_count": 11, "metadata": {}, - "output_type": "execute_result", - "execution_count": 11 + "output_type": "execute_result" } ], - "source": [ - "df.filter { age in 2.0..4.0 }" - ] + "execution_count": 11 }, { "cell_type": "markdown", @@ -6184,13 +6184,15 @@ }, { "cell_type": "code", - "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.086299441Z", - "start_time": "2023-12-05T11:04:14.901624871Z" + "end_time": "2024-03-15T10:03:25.391832879Z", + "start_time": "2024-03-15T10:03:25.213640766Z" } }, + "source": [ + "df.update { age }.at(5).with { 1.5 }" + ], "outputs": [ { "data": { @@ -6373,7 +6375,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048174"></table>\n", + " <table class="dataframe" id="df_1140850706"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -6658,10 +6660,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","yes","no","no","no","yes","no","no"] }, \n", - "], id: -1879048174, rootId: -1879048174, totalRows: 10 } ) });\n", + "], id: 1140850706, rootId: 1140850706, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048174) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850706) });\n", "\n", "\n", " </script>\n", @@ -6833,23 +6835,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat1.5000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat1.5000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":1.5,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":1.5,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" }, + "execution_count": 12, "metadata": {}, - "output_type": "execute_result", - "execution_count": 12 + "output_type": "execute_result" } ], - "source": [ - "df.update { age }.at(5).with { 1.5 }" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -6860,13 +6860,15 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.355692109Z", - "start_time": "2023-12-05T11:04:15.137768449Z" + "end_time": "2024-03-15T10:03:25.465087062Z", + "start_time": "2024-03-15T10:03:25.394434900Z" } }, + "source": [ + "df.visits.sum()" + ], "outputs": [ { "data": { @@ -6874,14 +6876,12 @@ "19" ] }, + "execution_count": 13, "metadata": {}, - "output_type": "execute_result", - "execution_count": 13 + "output_type": "execute_result" } ], - "source": [ - "df.visits.sum()" - ] + "execution_count": 13 }, { "cell_type": "markdown", @@ -6892,13 +6892,15 @@ }, { "cell_type": "code", - "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.483367496Z", - "start_time": "2023-12-05T11:04:15.292356458Z" + "end_time": "2024-03-15T10:03:25.597220636Z", + "start_time": "2024-03-15T10:03:25.467217536Z" } }, + "source": [ + "df.groupBy { animal }.mean { age }" + ], "outputs": [ { "data": { @@ -7081,7 +7083,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048172"></table>\n", + " <table class="dataframe" id="df_1140850708"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -7364,10 +7366,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"animal: String\">animal</span>", children: [], rightAlign: false, values: ["cat","snake","dog"] }, \n", "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>"] }, \n", - "], id: -1879048172, rootId: -1879048172, totalRows: 3 } ) });\n", + "], id: 1140850708, rootId: 1140850708, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048172) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850708) });\n", "\n", "\n", " </script>\n", @@ -7539,23 +7541,21 @@ " \n", " \n", " \n", - "
animalage
catNaN
snake2.500000
dogNaN
\n", + "
animalage
catNaN
snake2.500000
dogNaN
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"animal\",\"age\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":\"NaN\"},{\"animal\":\"snake\",\"age\":2.5},{\"animal\":\"dog\",\"age\":\"NaN\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":\"NaN\"},{\"animal\":\"snake\",\"age\":2.5},{\"animal\":\"dog\",\"age\":\"NaN\"}]}" }, + "execution_count": 14, "metadata": {}, - "output_type": "execute_result", - "execution_count": 14 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { animal }.mean { age }" - ] + "execution_count": 14 }, { "cell_type": "markdown", @@ -7566,13 +7566,16 @@ }, { "cell_type": "code", - "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.522069144Z", - "start_time": "2023-12-05T11:04:15.525981085Z" + "end_time": "2024-03-15T10:03:25.680012303Z", + "start_time": "2024-03-15T10:03:25.599821934Z" } }, + "source": [ + "val modifiedDf = df.append(\"dog\", 5.5, 2, \"no\")\n", + "modifiedDf.dropLast()" + ], "outputs": [ { "data": { @@ -7755,7 +7758,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048170"></table>\n", + " <table class="dataframe" id="df_1140850710"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -8040,10 +8043,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","yes","no","no","no","yes","no","no"] }, \n", - "], id: -1879048170, rootId: -1879048170, totalRows: 10 } ) });\n", + "], id: 1140850710, rootId: 1140850710, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048170) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850710) });\n", "\n", "\n", " </script>\n", @@ -8215,24 +8218,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
dogNaN3yes
dog5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
dog7.0000002no
dog3.0000001no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" }, + "execution_count": 15, "metadata": {}, - "output_type": "execute_result", - "execution_count": 15 + "output_type": "execute_result" } ], - "source": [ - "val modifiedDf = df.append(\"dog\", 5.5, 2, \"no\")\n", - "modifiedDf.dropLast()" - ] + "execution_count": 15 }, { "cell_type": "markdown", @@ -8243,13 +8243,15 @@ }, { "cell_type": "code", - "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.628070214Z", - "start_time": "2023-12-05T11:04:15.678107229Z" + "end_time": "2024-03-15T10:03:25.764868095Z", + "start_time": "2024-03-15T10:03:25.681501661Z" } }, + "source": [ + "df.groupBy { animal }.count()" + ], "outputs": [ { "data": { @@ -8432,7 +8434,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048168"></table>\n", + " <table class="dataframe" id="df_1140850712"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -8715,10 +8717,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"animal: String\">animal</span>", children: [], rightAlign: false, values: ["cat","snake","dog"] }, \n", "{ name: "<span title=\"count: Int\">count</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>"] }, \n", - "], id: -1879048168, rootId: -1879048168, totalRows: 3 } ) });\n", + "], id: 1140850712, rootId: 1140850712, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048168) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850712) });\n", "\n", "\n", " </script>\n", @@ -8890,23 +8892,21 @@ " \n", " \n", " \n", - "
animalcount
cat4
snake2
dog4
\n", + "
animalcount
cat4
snake2
dog4
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"animal\",\"count\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"count\":4},{\"animal\":\"snake\",\"count\":2},{\"animal\":\"dog\",\"count\":4}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"count\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"count\":4},{\"animal\":\"snake\",\"count\":2},{\"animal\":\"dog\",\"count\":4}]}" }, + "execution_count": 16, "metadata": {}, - "output_type": "execute_result", - "execution_count": 16 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { animal }.count()" - ] + "execution_count": 16 }, { "cell_type": "markdown", @@ -8917,13 +8917,15 @@ }, { "cell_type": "code", - "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:16.902001504Z", - "start_time": "2023-12-05T11:04:15.846984557Z" + "end_time": "2024-03-15T10:03:25.914836769Z", + "start_time": "2024-03-15T10:03:25.767568811Z" } }, + "source": [ + "df.sortBy { age.desc() and visits }" + ], "outputs": [ { "data": { @@ -9106,7 +9108,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048166"></table>\n", + " <table class="dataframe" id="df_1140850714"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -9391,10 +9393,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","no","no","no","yes","yes","no","no"] }, \n", - "], id: -1879048166, rootId: -1879048166, totalRows: 10 } ) });\n", + "], id: 1140850714, rootId: 1140850714, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048166) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850714) });\n", "\n", "\n", " </script>\n", @@ -9566,23 +9568,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
catNaN1yes
dogNaN3yes
dog7.0000002no
dog5.0000002no
snake4.5000001no
dog3.0000001no
cat3.0000003yes
cat2.5000001yes
cat2.0000003no
snake0.5000002no
\n", + "
animalagevisitspriority
catNaN1yes
dogNaN3yes
dog7.0000002no
dog5.0000002no
snake4.5000001no
dog3.0000001no
cat3.0000003yes
cat2.5000001yes
cat2.0000003no
snake0.5000002no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"}]}" }, + "execution_count": 17, "metadata": {}, - "output_type": "execute_result", - "execution_count": 17 + "output_type": "execute_result" } ], - "source": [ - "df.sortBy { age.desc() and visits }" - ] + "execution_count": 17 }, { "cell_type": "markdown", @@ -9593,13 +9593,15 @@ }, { "cell_type": "code", - "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:17.086989248Z", - "start_time": "2023-12-05T11:04:16.091220219Z" + "end_time": "2024-03-15T10:03:26.037129332Z", + "start_time": "2024-03-15T10:03:25.916817338Z" } }, + "source": [ + "df.convert { priority }.with { it == \"yes\" }" + ], "outputs": [ { "data": { @@ -9782,7 +9784,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048164"></table>\n", + " <table class="dataframe" id="df_1140850716"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -10067,10 +10069,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: Boolean\">priority</span>", children: [], rightAlign: false, values: ["true","true","false","true","false","false","false","true","false","false"] }, \n", - "], id: -1879048164, rootId: -1879048164, totalRows: 10 } ) });\n", + "], id: 1140850716, rootId: 1140850716, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048164) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850716) });\n", "\n", "\n", " </script>\n", @@ -10242,23 +10244,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001true
cat3.0000003true
snake0.5000002false
dogNaN3true
dog5.0000002false
cat2.0000003false
snake4.5000001false
catNaN1true
dog7.0000002false
dog3.0000001false
\n", + "
animalagevisitspriority
cat2.5000001true
cat3.0000003true
snake0.5000002false
dogNaN3true
dog5.0000002false
cat2.0000003false
snake4.5000001false
catNaN1true
dog7.0000002false
dog3.0000001false
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":true},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":true},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":false},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":true},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":false},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":false},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":false},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":true},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":false},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":false}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":true},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":true},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":false},{\"animal\":\"dog\",\"age\":\"NaN\",\"visits\":3,\"priority\":true},{\"animal\":\"dog\",\"age\":5.0,\"visits\":2,\"priority\":false},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":false},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":false},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":true},{\"animal\":\"dog\",\"age\":7.0,\"visits\":2,\"priority\":false},{\"animal\":\"dog\",\"age\":3.0,\"visits\":1,\"priority\":false}]}" }, + "execution_count": 18, "metadata": {}, - "output_type": "execute_result", - "execution_count": 18 + "output_type": "execute_result" } ], - "source": [ - "df.convert { priority }.with { it == \"yes\" }" - ] + "execution_count": 18 }, { "cell_type": "markdown", @@ -10269,13 +10269,15 @@ }, { "cell_type": "code", - "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:17.533347372Z", - "start_time": "2023-12-05T11:04:16.242780904Z" + "end_time": "2024-03-15T10:03:26.158624670Z", + "start_time": "2024-03-15T10:03:26.039125062Z" } }, + "source": [ + "df.update { animal }.where { it == \"dog\" }.with { \"corgi\" }" + ], "outputs": [ { "data": { @@ -10458,7 +10460,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048162"></table>\n", + " <table class="dataframe" id="df_1140850718"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 4</p>\n", "\n", @@ -10743,10 +10745,10 @@ "{ name: "<span title=\"age: Double\">age</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>"] }, \n", "{ name: "<span title=\"visits: Int\">visits</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"priority: String\">priority</span>", children: [], rightAlign: false, values: ["yes","yes","no","yes","no","no","no","yes","no","no"] }, \n", - "], id: -1879048162, rootId: -1879048162, totalRows: 10 } ) });\n", + "], id: 1140850718, rootId: 1140850718, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048162) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850718) });\n", "\n", "\n", " </script>\n", @@ -10918,23 +10920,21 @@ " \n", " \n", " \n", - "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
corgiNaN3yes
corgi5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
corgi7.0000002no
corgi3.0000001no
\n", + "
animalagevisitspriority
cat2.5000001yes
cat3.0000003yes
snake0.5000002no
corgiNaN3yes
corgi5.0000002no
cat2.0000003no
snake4.5000001no
catNaN1yes
corgi7.0000002no
corgi3.0000001no
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":4,\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"corgi\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"corgi\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"corgi\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"corgi\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"age\",\"visits\",\"priority\"],\"nrow\":10,\"ncol\":4},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"age\":2.5,\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"cat\",\"age\":3.0,\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"snake\",\"age\":0.5,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"corgi\",\"age\":\"NaN\",\"visits\":3,\"priority\":\"yes\"},{\"animal\":\"corgi\",\"age\":5.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":2.0,\"visits\":3,\"priority\":\"no\"},{\"animal\":\"snake\",\"age\":4.5,\"visits\":1,\"priority\":\"no\"},{\"animal\":\"cat\",\"age\":\"NaN\",\"visits\":1,\"priority\":\"yes\"},{\"animal\":\"corgi\",\"age\":7.0,\"visits\":2,\"priority\":\"no\"},{\"animal\":\"corgi\",\"age\":3.0,\"visits\":1,\"priority\":\"no\"}]}" }, + "execution_count": 19, "metadata": {}, - "output_type": "execute_result", - "execution_count": 19 + "output_type": "execute_result" } ], - "source": [ - "df.update { animal }.where { it == \"dog\" }.with { \"corgi\" }" - ] + "execution_count": 19 }, { "cell_type": "markdown", @@ -10945,13 +10945,15 @@ }, { "cell_type": "code", - "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:17.638856031Z", - "start_time": "2023-12-05T11:04:16.387408858Z" + "end_time": "2024-03-15T10:03:26.312044998Z", + "start_time": "2024-03-15T10:03:26.161129957Z" } }, + "source": [ + "df.pivot { visits }.groupBy { animal }.mean(skipNA = true) { age }" + ], "outputs": [ { "data": { @@ -11134,7 +11136,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048160"></table>\n", + " <table class="dataframe" id="df_1140850720"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -11420,10 +11422,10 @@ "{ name: "<span title=\"3: Double?\">3</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>"] }, \n", "{ name: "<span title=\"2: Double?\">2</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6.0</span></span>"] }, \n", "{ name: "<span title=\"visits: DataRow<*>\">visits</span>", children: [1, 2, 3], rightAlign: false, values: ["<span class=\"formatted\" title=\"1: 2.5\n3: 2.5\"><span class=\"structural\">{ </span><span class=\"structural\">1: </span><span class=\"numbers\">2.5</span><span class=\"structural\">, </span><span class=\"structural\">3: </span><span class=\"numbers\">2.5</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"1: 4.5\n2: 0.5\"><span class=\"structural\">{ </span><span class=\"structural\">1: </span><span class=\"numbers\">4.5</span><span class=\"structural\">, </span><span class=\"structural\">2: </span><span class=\"numbers\">0.5</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"1: 3.0\n3: NaN\n2: 6.0\"><span class=\"structural\">{ </span><span class=\"structural\">1: </span><span class=\"numbers\">3.0</span><span class=\"structural\">, </span><span class=\"structural\">3: </span><span class=\"numbers\">NaN</span><span class=\"structural\">, </span><span class=\"structural\">2: </span><span class=\"numbers\">6.0</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -1879048160, rootId: -1879048160, totalRows: 3 } ) });\n", + "], id: 1140850720, rootId: 1140850720, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048160) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850720) });\n", "\n", "\n", " </script>\n", @@ -11595,23 +11597,21 @@ " \n", " \n", " \n", - "
animalvisits
132
cat2.5000002.500000null
snake4.500000null0.500000
dog3.000000NaN6.000000
\n", + "
animalvisits
132
cat2.5000002.500000null
snake4.500000null0.500000
dog3.000000NaN6.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"animal\",\"visits\"],\"kotlin_dataframe\":[{\"animal\":\"cat\",\"visits\":{\"1\":2.5,\"3\":2.5,\"2\":null}},{\"animal\":\"snake\",\"visits\":{\"1\":4.5,\"3\":null,\"2\":0.5}},{\"animal\":\"dog\",\"visits\":{\"1\":3.0,\"3\":\"NaN\",\"2\":6.0}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"animal\",\"visits\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"animal\":\"cat\",\"visits\":{\"data\":{\"1\":2.5,\"3\":2.5,\"2\":null},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"animal\":\"snake\",\"visits\":{\"data\":{\"1\":4.5,\"3\":null,\"2\":0.5},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"animal\":\"dog\",\"visits\":{\"data\":{\"1\":3.0,\"3\":\"NaN\",\"2\":6.0},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 20, "metadata": {}, - "output_type": "execute_result", - "execution_count": 20 + "output_type": "execute_result" } ], - "source": [ - "df.pivot { visits }.groupBy { animal }.mean(skipNA = true) { age }" - ] + "execution_count": 20 }, { "cell_type": "markdown", @@ -11642,13 +11642,16 @@ }, { "cell_type": "code", - "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:17.789069601Z", - "start_time": "2023-12-05T11:04:16.576062730Z" + "end_time": "2024-03-15T10:03:26.510127013Z", + "start_time": "2024-03-15T10:03:26.315711592Z" } }, + "source": [ + "val df = dataFrameOf(\"A\")(1, 2, 2, 3, 4, 5, 5, 5, 6, 7, 7)\n", + "df" + ], "outputs": [ { "data": { @@ -11831,7 +11834,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048158"></table>\n", + " <table class="dataframe" id="df_1140850722"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 11, columnsCount = 1</p>\n", "\n", @@ -12113,10 +12116,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"A: Int\">A</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>"] }, \n", - "], id: -1879048158, rootId: -1879048158, totalRows: 11 } ) });\n", + "], id: 1140850722, rootId: 1140850722, totalRows: 11 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048158) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850722) });\n", "\n", "\n", " </script>\n", @@ -12288,34 +12291,33 @@ " \n", " \n", " \n", - "
A
1
2
2
3
4
5
5
5
6
7
7
\n", + "
A
1
2
2
3
4
5
5
5
6
7
7
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":11,\"ncol\":1,\"columns\":[\"A\"],\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":5},{\"A\":5},{\"A\":6},{\"A\":7},{\"A\":7}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"A\"],\"nrow\":11,\"ncol\":1},\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":5},{\"A\":5},{\"A\":6},{\"A\":7},{\"A\":7}]}" }, + "execution_count": 21, "metadata": {}, - "output_type": "execute_result", - "execution_count": 21 + "output_type": "execute_result" } ], - "source": [ - "val df = dataFrameOf(\"A\")(1, 2, 2, 3, 4, 5, 5, 5, 6, 7, 7)\n", - "df" - ] + "execution_count": 21 }, { "cell_type": "code", - "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:17.945566433Z", - "start_time": "2023-12-05T11:04:16.876923779Z" + "end_time": "2024-03-15T10:03:26.600270482Z", + "start_time": "2024-03-15T10:03:26.512442116Z" } }, + "source": [ + "df.filter { prev()?.A != A }" + ], "outputs": [ { "data": { @@ -12498,7 +12500,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048156"></table>\n", + " <table class="dataframe" id="df_1140850724"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 7, columnsCount = 1</p>\n", "\n", @@ -12780,10 +12782,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"A: Int\">A</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>"] }, \n", - "], id: -1879048156, rootId: -1879048156, totalRows: 7 } ) });\n", + "], id: 1140850724, rootId: 1140850724, totalRows: 7 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048156) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850724) });\n", "\n", "\n", " </script>\n", @@ -12955,33 +12957,33 @@ " \n", " \n", " \n", - "
A
1
2
3
4
5
6
7
\n", + "
A
1
2
3
4
5
6
7
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":7,\"ncol\":1,\"columns\":[\"A\"],\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"A\"],\"nrow\":7,\"ncol\":1},\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" }, + "execution_count": 22, "metadata": {}, - "output_type": "execute_result", - "execution_count": 22 + "output_type": "execute_result" } ], - "source": [ - "df.filter { prev()?.A != A }" - ] + "execution_count": 22 }, { "cell_type": "code", - "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:18.143935795Z", - "start_time": "2023-12-05T11:04:16.998177750Z" + "end_time": "2024-03-15T10:03:26.690612769Z", + "start_time": "2024-03-15T10:03:26.601971466Z" } }, + "source": [ + "df.filter { diffOrNull { A } != 0 }" + ], "outputs": [ { "data": { @@ -13164,7 +13166,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048154"></table>\n", + " <table class="dataframe" id="df_1140850726"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 7, columnsCount = 1</p>\n", "\n", @@ -13446,10 +13448,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"A: Int\">A</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>"] }, \n", - "], id: -1879048154, rootId: -1879048154, totalRows: 7 } ) });\n", + "], id: 1140850726, rootId: 1140850726, totalRows: 7 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048154) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850726) });\n", "\n", "\n", " </script>\n", @@ -13621,23 +13623,21 @@ " \n", " \n", " \n", - "
A
1
2
3
4
5
6
7
\n", + "
A
1
2
3
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6
7
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":7,\"ncol\":1,\"columns\":[\"A\"],\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"A\"],\"nrow\":7,\"ncol\":1},\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" }, + "execution_count": 23, "metadata": {}, - "output_type": "execute_result", - "execution_count": 23 + "output_type": "execute_result" } ], - "source": [ - "df.filter { diffOrNull { A } != 0 }" - ] + "execution_count": 23 }, { "cell_type": "markdown", @@ -13648,13 +13648,15 @@ }, { "cell_type": "code", - "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:18.248856010Z", - "start_time": "2023-12-05T11:04:17.125536822Z" + "end_time": "2024-03-15T10:03:26.744801029Z", + "start_time": "2024-03-15T10:03:26.692943549Z" } }, + "source": [ + "df.distinct()" + ], "outputs": [ { "data": { @@ -13837,7 +13839,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048152"></table>\n", + " <table class="dataframe" id="df_1140850728"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 7, columnsCount = 1</p>\n", "\n", @@ -14119,10 +14121,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"A: Int\">A</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">6</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>"] }, \n", - "], id: -1879048152, rootId: -1879048152, totalRows: 7 } ) });\n", + "], id: 1140850728, rootId: 1140850728, totalRows: 7 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048152) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850728) });\n", "\n", "\n", " </script>\n", @@ -14294,23 +14296,21 @@ " \n", " \n", " \n", - "
A
1
2
3
4
5
6
7
\n", + "
A
1
2
3
4
5
6
7
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":7,\"ncol\":1,\"columns\":[\"A\"],\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"A\"],\"nrow\":7,\"ncol\":1},\"kotlin_dataframe\":[{\"A\":1},{\"A\":2},{\"A\":3},{\"A\":4},{\"A\":5},{\"A\":6},{\"A\":7}]}" }, + "execution_count": 24, "metadata": {}, - "output_type": "execute_result", - "execution_count": 24 + "output_type": "execute_result" } ], - "source": [ - "df.distinct()" - ] + "execution_count": 24 }, { "cell_type": "markdown", @@ -14326,13 +14326,16 @@ }, { "cell_type": "code", - "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:19.097361601Z", - "start_time": "2023-12-05T11:04:17.225696654Z" + "end_time": "2024-03-15T10:03:26.965112136Z", + "start_time": "2024-03-15T10:03:26.747057025Z" } }, + "source": [ + "val df = dataFrameOf(\"a\", \"b\", \"c\").randomDouble(5)\n", + "df" + ], "outputs": [ { "data": { @@ -14515,7 +14518,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048150"></table>\n", + " <table class="dataframe" id="df_1140850730"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 3</p>\n", "\n", @@ -14796,13 +14799,13 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.096357</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.190667</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.446014</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.261463</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.033244</span></span>"] }, \n", - "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.386490</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.005224</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.890018</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.012480</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.526359</span></span>"] }, \n", - "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.810100</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.746004</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.966560</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.507288</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.534912</span></span>"] }, \n", - "], id: -1879048150, rootId: -1879048150, totalRows: 5 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.682530</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.075831</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.752424</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.930886</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.199927</span></span>"] }, \n", + "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.559326</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.511407</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.449415</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.374057</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.155728</span></span>"] }, \n", + "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.456841</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.124771</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.489974</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.632198</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.609424</span></span>"] }, \n", + "], id: 1140850730, rootId: 1140850730, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048150) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850730) });\n", "\n", "\n", " </script>\n", @@ -14974,34 +14977,34 @@ " \n", " \n", " \n", - "
abc
0.0963570.3864900.810100
0.1906670.0052240.746004
0.4460140.8900180.966560
0.2614630.0124800.507288
0.0332440.5263590.534912
\n", + "
abc
0.6825300.5593260.456841
0.0758310.5114070.124771
0.7524240.4494150.489974
0.9308860.3740570.632198
0.1999270.1557280.609424
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":3,\"columns\":[\"a\",\"b\",\"c\"],\"kotlin_dataframe\":[{\"a\":0.0963570301712352,\"b\":0.3864904579721795,\"c\":0.8100999461137015},{\"a\":0.1906669015986161,\"b\":0.005224413441622389,\"c\":0.7460035539188116},{\"a\":0.4460138704858553,\"b\":0.8900176546830856,\"c\":0.9665604612875264},{\"a\":0.26146289964542735,\"b\":0.012480401043431066,\"c\":0.5072875243141673},{\"a\":0.033243637834483364,\"b\":0.526358998516807,\"c\":0.5349119500706295}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"a\",\"b\",\"c\"],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"a\":0.6825297964339392,\"b\":0.5593259806440737,\"c\":0.4568414449611621},{\"a\":0.07583084680802044,\"b\":0.5114065449471575,\"c\":0.12477121168785732},{\"a\":0.7524244871555168,\"b\":0.4494151850261241,\"c\":0.48997370059666134},{\"a\":0.9308855645292716,\"b\":0.3740566747916707,\"c\":0.6321976282846478},{\"a\":0.19992674898141005,\"b\":0.1557281375402464,\"c\":0.6094241681228092}]}" }, + "execution_count": 25, "metadata": {}, - "output_type": "execute_result", - "execution_count": 25 + "output_type": "execute_result" } ], - "source": [ - "val df = dataFrameOf(\"a\", \"b\", \"c\").randomDouble(5)\n", - "df" - ] + "execution_count": 25 }, { "cell_type": "code", - "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:19.282459002Z", - "start_time": "2023-12-05T11:04:17.672206814Z" + "end_time": "2024-03-15T10:03:27.083691374Z", + "start_time": "2024-03-15T10:03:26.967974686Z" } }, + "source": [ + "df.update { colsOf() }\n", + " .with { it - rowMean() }" + ], "outputs": [ { "data": { @@ -15184,7 +15187,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048148"></table>\n", + " <table class="dataframe" id="df_1140850732"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 3</p>\n", "\n", @@ -15465,13 +15468,13 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.334625</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.123298</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.321517</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.001053</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.331595</span></span>"] }, \n", - "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.044492</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.308741</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.122487</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.247930</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.161521</span></span>"] }, \n", - "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.379117</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.432039</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.199030</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.246877</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.170074</span></span>"] }, \n", - "], id: -1879048148, rootId: -1879048148, totalRows: 5 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.116297</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.161505</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.188487</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.285172</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.121766</span></span>"] }, \n", + "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.006906</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.274070</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.114523</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.271657</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.165965</span></span>"] }, \n", + "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.109391</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.112565</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.073964</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-0.013516</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.287731</span></span>"] }, \n", + "], id: 1140850732, rootId: 1140850732, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048148) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850732) });\n", "\n", "\n", " </script>\n", @@ -15643,24 +15646,21 @@ " \n", " \n", " \n", - "
abc
-0.334625-0.0444920.379117
-0.123298-0.3087410.432039
-0.3215170.1224870.199030
0.001053-0.2479300.246877
-0.3315950.1615210.170074
\n", + "
abc
0.116297-0.006906-0.109391
-0.1615050.274070-0.112565
0.188487-0.114523-0.073964
0.285172-0.271657-0.013516
-0.121766-0.1659650.287731
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":3,\"columns\":[\"a\",\"b\",\"c\"],\"kotlin_dataframe\":[{\"a\":-0.33462544791447024,\"b\":-0.04449202011352593,\"c\":0.37911746802799606},{\"a\":-0.12329805472106725,\"b\":-0.30874054287806096,\"c\":0.4320385975991282},{\"a\":-0.3215167916663004,\"b\":0.12248699253092987,\"c\":0.19902979913537067},{\"a\":0.0010526246444187426,\"b\":-0.24792987395757754,\"c\":0.24687724931315874},{\"a\":-0.3315945576394899,\"b\":0.16152080304283373,\"c\":0.17007375459665625}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"a\",\"b\",\"c\"],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"a\":0.11629738908754761,\"b\":-0.006906426702317892,\"c\":-0.1093909623852295},{\"a\":-0.16150535433965799,\"b\":0.27407034379947914,\"c\":-0.1125649894598211},{\"a\":0.18848669622941605,\"b\":-0.11452260589997665,\"c\":-0.0739640903294394},{\"a\":0.2851722753274083,\"b\":-0.2716566144101926,\"c\":-0.013515660917215566},{\"a\":-0.12176626923341183,\"b\":-0.1659648806745755,\"c\":0.2877311499079873}]}" }, + "execution_count": 26, "metadata": {}, - "output_type": "execute_result", - "execution_count": 26 + "output_type": "execute_result" } ], - "source": [ - "df.update { colsOf() }\n", - " .with { it - rowMean() }" - ] + "execution_count": 26 }, { "cell_type": "markdown", @@ -15677,13 +15677,17 @@ }, { "cell_type": "code", - "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:20.707742271Z", - "start_time": "2023-12-05T11:04:17.850810032Z" + "end_time": "2024-03-15T10:03:27.453752146Z", + "start_time": "2024-03-15T10:03:27.085839986Z" } }, + "source": [ + "val names = ('a'..'j').map { it.toString() }\n", + "val df = dataFrameOf(names).randomDouble(5)\n", + "df" + ], "outputs": [ { "data": { @@ -15866,7 +15870,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048146"></table>\n", + " <table class="dataframe" id="df_1140850734"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 10</p>\n", "\n", @@ -16147,20 +16151,20 @@ "})()\n", "\n", "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.604933</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.592879</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.485642</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.941317</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.875962</span></span>"] }, \n", - "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.777559</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.913687</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.752008</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.324251</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.787980</span></span>"] }, \n", - "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.835637</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.279940</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.757240</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.286981</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.221643</span></span>"] }, \n", - "{ name: "<span title=\"d: Double\">d</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.725405</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.436960</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.278498</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.145576</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.773677</span></span>"] }, \n", - "{ name: "<span title=\"e: Double\">e</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.841654</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.735536</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.526090</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.675710</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.970562</span></span>"] }, \n", - "{ name: "<span title=\"f: Double\">f</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.685344</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.751215</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.628191</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.176527</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.108622</span></span>"] }, \n", - "{ name: "<span title=\"g: Double\">g</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.364554</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.540920</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.159608</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.156373</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.589654</span></span>"] }, \n", - "{ name: "<span title=\"h: Double\">h</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.004073</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.305721</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.151816</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.760172</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.618524</span></span>"] }, \n", - "{ name: "<span title=\"i: Double\">i</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.819438</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.235161</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.527197</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.620371</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.870860</span></span>"] }, \n", - "{ name: "<span title=\"j: Double\">j</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.978532</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.501724</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.908160</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.765868</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.821311</span></span>"] }, \n", - "], id: -1879048146, rootId: -1879048146, totalRows: 5 } ) });\n", + "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"a: Double\">a</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.898877</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.417628</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.995972</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.048310</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.464593</span></span>"] }, \n", + "{ name: "<span title=\"b: Double\">b</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.590024</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.148119</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.285697</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.924678</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.203448</span></span>"] }, \n", + "{ name: "<span title=\"c: Double\">c</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.958025</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.368928</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.362700</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.846278</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.541723</span></span>"] }, \n", + "{ name: "<span title=\"d: Double\">d</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.071774</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.433956</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.967917</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.314148</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.985808</span></span>"] }, \n", + "{ name: "<span title=\"e: Double\">e</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.822633</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.873538</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.359299</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.335966</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.601741</span></span>"] }, \n", + "{ name: "<span title=\"f: Double\">f</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.859174</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.333630</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.379058</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.675147</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.142861</span></span>"] }, \n", + "{ name: "<span title=\"g: Double\">g</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.326514</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.646027</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.886955</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.748474</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.981661</span></span>"] }, \n", + "{ name: "<span title=\"h: Double\">h</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.084377</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.043052</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.043638</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.336895</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.630928</span></span>"] }, \n", + "{ name: "<span title=\"i: Double\">i</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.652415</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.842224</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.075933</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.937938</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.918304</span></span>"] }, \n", + "{ name: "<span title=\"j: Double\">j</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.145659</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.965164</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.484418</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.205177</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.086290</span></span>"] }, \n", + "], id: 1140850734, rootId: 1140850734, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048146) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850734) });\n", "\n", "\n", " </script>\n", @@ -16332,50 +16336,46 @@ " \n", " \n", " \n", - "
abcdefghij
0.6049330.7775590.8356370.7254050.8416540.6853440.3645540.0040730.8194380.978532
0.5928790.9136870.2799400.4369600.7355360.7512150.5409200.3057210.2351610.501724
0.4856420.7520080.7572400.2784980.5260900.6281910.1596080.1518160.5271970.908160
0.9413170.3242510.2869810.1455760.6757100.1765270.1563730.7601720.6203710.765868
0.8759620.7879800.2216430.7736770.9705620.1086220.5896540.6185240.8708600.821311
\n", + "
abcdefghij
0.8988770.5900240.9580250.0717740.8226330.8591740.3265140.0843770.6524150.145659
0.4176280.1481190.3689280.4339560.8735380.3336300.6460270.0430520.8422240.965164
0.9959720.2856970.3627000.9679170.3592990.3790580.8869550.0436380.0759330.484418
0.0483100.9246780.8462780.3141480.3359660.6751470.7484740.3368950.9379380.205177
0.4645930.2034480.5417230.9858080.6017410.1428610.9816610.6309280.9183040.086290
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":10,\"columns\":[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\"],\"kotlin_dataframe\":[{\"a\":0.6049327545634038,\"b\":0.7775585194011209,\"c\":0.8356374807891876,\"d\":0.7254045555978689,\"e\":0.8416541358783219,\"f\":0.6853435272138121,\"g\":0.3645544901923927,\"h\":0.004072829455324056,\"i\":0.8194379126008539,\"j\":0.9785315848712003},{\"a\":0.5928787151551731,\"b\":0.9136870034420821,\"c\":0.2799398744817778,\"d\":0.436959783040917,\"e\":0.7355364816457812,\"f\":0.7512151254227893,\"g\":0.5409199459720879,\"h\":0.30572127571671004,\"i\":0.23516096913469164,\"j\":0.5017236697177242},{\"a\":0.4856424551893048,\"b\":0.7520076308167485,\"c\":0.7572397560133283,\"d\":0.2784976509665723,\"e\":0.5260903616113843,\"f\":0.6281907684158774,\"g\":0.1596083055688985,\"h\":0.15181599883209385,\"i\":0.5271969483909723,\"j\":0.9081595621181288},{\"a\":0.9413167965203951,\"b\":0.32425140929124274,\"c\":0.2869813411218296,\"d\":0.14557572609987413,\"e\":0.6757095758414805,\"f\":0.17652738769824794,\"g\":0.15637329766773422,\"h\":0.7601724385183883,\"i\":0.6203707579584822,\"j\":0.7658678708891982},{\"a\":0.8759616455653261,\"b\":0.7879803468720069,\"c\":0.2216426318669873,\"d\":0.7736769205681295,\"e\":0.9705617406900036,\"f\":0.10862193170060885,\"g\":0.5896537916647995,\"h\":0.6185238388860308,\"i\":0.8708601408176504,\"j\":0.8213114240355897}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\"],\"nrow\":5,\"ncol\":10},\"kotlin_dataframe\":[{\"a\":0.8988769722253105,\"b\":0.5900238261722491,\"c\":0.9580247577775288,\"d\":0.07177366785825257,\"e\":0.8226328638573424,\"f\":0.8591744816111395,\"g\":0.32651439409650795,\"h\":0.08437712019618027,\"i\":0.6524146324045303,\"j\":0.14565878385815245},{\"a\":0.4176279097244826,\"b\":0.14811919415226904,\"c\":0.368927607526753,\"d\":0.4339564679193696,\"e\":0.8735378971483179,\"f\":0.33363003669018243,\"g\":0.6460274422907089,\"h\":0.0430516958629239,\"i\":0.8422244049627792,\"j\":0.965164081812648},{\"a\":0.9959718584301421,\"b\":0.2856969846849178,\"c\":0.3626999133549209,\"d\":0.9679169061230001,\"e\":0.35929867576461316,\"f\":0.37905801666865935,\"g\":0.8869553661657879,\"h\":0.04363750524848642,\"i\":0.0759329179759437,\"j\":0.48441825300793717},{\"a\":0.048310392809725156,\"b\":0.9246779622182482,\"c\":0.8462775948643242,\"d\":0.3141475809833484,\"e\":0.33596573318630096,\"f\":0.6751466008054512,\"g\":0.748474151617095,\"h\":0.3368948922032413,\"i\":0.9379384070994035,\"j\":0.20517732176689574},{\"a\":0.46459284109230947,\"b\":0.20344784982013875,\"c\":0.5417229024948602,\"d\":0.9858078200026996,\"e\":0.601741482968464,\"f\":0.1428606778346012,\"g\":0.9816606602802083,\"h\":0.6309281751153204,\"i\":0.9183041242933018,\"j\":0.08629005173877302}]}" }, + "execution_count": 27, "metadata": {}, - "output_type": "execute_result", - "execution_count": 27 + "output_type": "execute_result" } ], - "source": [ - "val names = ('a'..'j').map { it.toString() }\n", - "val df = dataFrameOf(names).randomDouble(5)\n", - "df" - ] + "execution_count": 27 }, { "cell_type": "code", - "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:21.395055218Z", - "start_time": "2023-12-05T11:04:18.745588713Z" + "end_time": "2024-03-15T10:03:27.552141284Z", + "start_time": "2024-03-15T10:03:27.455787786Z" } }, + "source": [ + "df.sum().transpose().minBy(\"value\")[\"name\"]" + ], "outputs": [ { "data": { "text/plain": [ - "g" + "h" ] }, + "execution_count": 28, "metadata": {}, - "output_type": "execute_result", - "execution_count": 28 + "output_type": "execute_result" } ], - "source": [ - "df.sum().transpose().minBy(\"value\")[\"name\"]" - ] + "execution_count": 28 }, { "cell_type": "markdown", @@ -16386,29 +16386,29 @@ }, { "cell_type": "code", - "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:21.648365463Z", - "start_time": "2023-12-05T11:04:18.898129904Z" + "end_time": "2024-03-15T10:03:27.788491174Z", + "start_time": "2024-03-15T10:03:27.554010764Z" } }, + "source": [ + "val df = dataFrameOf(\"a\", \"b\", \"c\").randomInt(30, 0..2)\n", + "df.distinct().count()" + ], "outputs": [ { "data": { "text/plain": [ - "17" + "18" ] }, + "execution_count": 29, "metadata": {}, - "output_type": "execute_result", - "execution_count": 29 + "output_type": "execute_result" } ], - "source": [ - "val df = dataFrameOf(\"a\", \"b\", \"c\").randomInt(30, 0..2)\n", - "df.distinct().count()" - ] + "execution_count": 29 }, { "cell_type": "markdown", @@ -16423,13 +16423,25 @@ }, { "cell_type": "code", - "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:21.861828907Z", - "start_time": "2023-12-05T11:04:19.401586035Z" + "end_time": "2024-03-15T10:03:28.034300153Z", + "start_time": "2024-03-15T10:03:27.790855454Z" } }, + "source": [ + "val nan = Double.NaN\n", + "val names = ('a'..'j').map { it.toString() }\n", + "val data = listOf(\n", + " 0.04, nan, nan, 0.25, nan, 0.43, 0.71, 0.51, nan, nan,\n", + " nan, nan, nan, 0.04, 0.76, nan, nan, 0.67, 0.76, 0.16,\n", + " nan, nan, 0.5, nan, 0.31, 0.4, nan, nan, 0.24, 0.01,\n", + " 0.49, nan, nan, 0.62, 0.73, 0.26, 0.85, nan, nan, nan,\n", + " nan, nan, 0.41, nan, 0.05, nan, 0.61, nan, 0.48, 0.68,\n", + ")\n", + "val df = dataFrameOf(names)(*data.toTypedArray())\n", + "df" + ], "outputs": [ { "data": { @@ -16612,7 +16624,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048144"></table>\n", + " <table class="dataframe" id="df_1140850736"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 10</p>\n", "\n", @@ -16903,10 +16915,10 @@ "{ name: "<span title=\"h: Double\">h</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.51</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.67</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>"] }, \n", "{ name: "<span title=\"i: Double\">i</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.76</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.24</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.48</span></span>"] }, \n", "{ name: "<span title=\"j: Double\">j</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.01</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.68</span></span>"] }, \n", - "], id: -1879048144, rootId: -1879048144, totalRows: 5 } ) });\n", + "], id: 1140850736, rootId: 1140850736, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048144) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850736) });\n", "\n", "\n", " </script>\n", @@ -17078,43 +17090,37 @@ " \n", " \n", " \n", - "
abcdefghij
0.040000NaNNaN0.250000NaN0.4300000.7100000.510000NaNNaN
NaNNaNNaN0.0400000.760000NaNNaN0.6700000.7600000.160000
NaNNaN0.500000NaN0.3100000.400000NaNNaN0.2400000.010000
0.490000NaNNaN0.6200000.7300000.2600000.850000NaNNaNNaN
NaNNaN0.410000NaN0.050000NaN0.610000NaN0.4800000.680000
\n", + "
abcdefghij
0.040000NaNNaN0.250000NaN0.4300000.7100000.510000NaNNaN
NaNNaNNaN0.0400000.760000NaNNaN0.6700000.7600000.160000
NaNNaN0.500000NaN0.3100000.400000NaNNaN0.2400000.010000
0.490000NaNNaN0.6200000.7300000.2600000.850000NaNNaNNaN
NaNNaN0.410000NaN0.050000NaN0.610000NaN0.4800000.680000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":10,\"columns\":[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\"],\"kotlin_dataframe\":[{\"a\":0.04,\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.25,\"e\":\"NaN\",\"f\":0.43,\"g\":0.71,\"h\":0.51,\"i\":\"NaN\",\"j\":\"NaN\"},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.04,\"e\":0.76,\"f\":\"NaN\",\"g\":\"NaN\",\"h\":0.67,\"i\":0.76,\"j\":0.16},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":0.5,\"d\":\"NaN\",\"e\":0.31,\"f\":0.4,\"g\":\"NaN\",\"h\":\"NaN\",\"i\":0.24,\"j\":0.01},{\"a\":0.49,\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.62,\"e\":0.73,\"f\":0.26,\"g\":0.85,\"h\":\"NaN\",\"i\":\"NaN\",\"j\":\"NaN\"},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":0.41,\"d\":\"NaN\",\"e\":0.05,\"f\":\"NaN\",\"g\":0.61,\"h\":\"NaN\",\"i\":0.48,\"j\":0.68}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\"],\"nrow\":5,\"ncol\":10},\"kotlin_dataframe\":[{\"a\":0.04,\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.25,\"e\":\"NaN\",\"f\":0.43,\"g\":0.71,\"h\":0.51,\"i\":\"NaN\",\"j\":\"NaN\"},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.04,\"e\":0.76,\"f\":\"NaN\",\"g\":\"NaN\",\"h\":0.67,\"i\":0.76,\"j\":0.16},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":0.5,\"d\":\"NaN\",\"e\":0.31,\"f\":0.4,\"g\":\"NaN\",\"h\":\"NaN\",\"i\":0.24,\"j\":0.01},{\"a\":0.49,\"b\":\"NaN\",\"c\":\"NaN\",\"d\":0.62,\"e\":0.73,\"f\":0.26,\"g\":0.85,\"h\":\"NaN\",\"i\":\"NaN\",\"j\":\"NaN\"},{\"a\":\"NaN\",\"b\":\"NaN\",\"c\":0.41,\"d\":\"NaN\",\"e\":0.05,\"f\":\"NaN\",\"g\":0.61,\"h\":\"NaN\",\"i\":0.48,\"j\":0.68}]}" }, + "execution_count": 30, "metadata": {}, - "output_type": "execute_result", - "execution_count": 30 + "output_type": "execute_result" } ], - "source": [ - "val nan = Double.NaN\n", - "val names = ('a'..'j').map { it.toString() }\n", - "val data = listOf(\n", - " 0.04, nan, nan, 0.25, nan, 0.43, 0.71, 0.51, nan, nan,\n", - " nan, nan, nan, 0.04, 0.76, nan, nan, 0.67, 0.76, 0.16,\n", - " nan, nan, 0.5 , nan, 0.31, 0.4 , nan, nan, 0.24, 0.01,\n", - " 0.49, nan, nan, 0.62, 0.73, 0.26, 0.85, nan, nan, nan,\n", - " nan, nan, 0.41, nan, 0.05, nan, 0.61, nan, 0.48, 0.68,\n", - ")\n", - "val df = dataFrameOf(names)(*data.toTypedArray())\n", - "df" - ] + "execution_count": 30 }, { "cell_type": "code", - "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:22.355871662Z", - "start_time": "2023-12-05T11:04:19.898509843Z" + "end_time": "2024-03-15T10:03:28.189912616Z", + "start_time": "2024-03-15T10:03:28.036735802Z" } }, + "source": [ + "df.mapToColumn(\"res\") { \n", + " namedValuesOf()\n", + " .filter { it.value.isNaN() }.drop(2)\n", + " .firstOrNull()?.name \n", + "}" + ], "outputs": [ { "data": { @@ -17297,7 +17303,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048142"></table>\n", + " <table class="dataframe" id="df_1140850738"></table>\n", "\n", "<p class="dataframe_description">DataColumn: name = "res", type = String, size = 5</p>\n", "\n", @@ -17579,10 +17585,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"res: String\">res</span>", children: [], rightAlign: false, values: ["e","c","d","h","d"] }, \n", - "], id: -1879048142, rootId: -1879048142, totalRows: 5 } ) });\n", + "], id: 1140850738, rootId: 1140850738, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048142) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850738) });\n", "\n", "\n", " </script>\n", @@ -17754,27 +17760,21 @@ " \n", " \n", " \n", - "
res
e
c
d
h
d
\n", + "
res
e
c
d
h
d
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":1,\"columns\":[\"res\"],\"kotlin_dataframe\":[{\"res\":\"e\"},{\"res\":\"c\"},{\"res\":\"d\"},{\"res\":\"h\"},{\"res\":\"d\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"res\"],\"nrow\":5,\"ncol\":1},\"kotlin_dataframe\":[{\"res\":\"e\"},{\"res\":\"c\"},{\"res\":\"d\"},{\"res\":\"h\"},{\"res\":\"d\"}]}" }, + "execution_count": 31, "metadata": {}, - "output_type": "execute_result", - "execution_count": 31 + "output_type": "execute_result" } ], - "source": [ - "df.mapToColumn(\"res\") { \n", - " namedValuesOf()\n", - " .filter { it.value.isNaN() }.drop(2)\n", - " .firstOrNull()?.name \n", - "}" - ] + "execution_count": 31 }, { "cell_type": "markdown", @@ -17799,13 +17799,19 @@ }, { "cell_type": "code", - "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:23.126296103Z", - "start_time": "2023-12-05T11:04:20.210668879Z" + "end_time": "2024-03-15T10:03:28.503848650Z", + "start_time": "2024-03-15T10:03:28.192356119Z" } }, + "source": [ + "val grps by columnOf(\"a\", \"a\", \"a\", \"b\", \"b\", \"c\", \"a\", \"a\", \"b\", \"c\", \"c\", \"c\", \"b\", \"b\", \"c\")\n", + "val vals by columnOf(12, 345, 3, 1, 45, 14, 4, 52, 54, 23, 235, 21, 57, 3, 87)\n", + "\n", + "val df = dataFrameOf(grps, vals)\n", + "df" + ], "outputs": [ { "data": { @@ -17988,7 +17994,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048140"></table>\n", + " <table class="dataframe" id="df_1140850740"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 15, columnsCount = 2</p>\n", "\n", @@ -18271,10 +18277,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"grps: String\">grps</span>", children: [], rightAlign: false, values: ["a","a","a","b","b","c","a","a","b","c","c","c","b","b","c"] }, \n", "{ name: "<span title=\"vals: Int\">vals</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">12</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">345</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">45</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">14</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">52</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">54</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">235</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">57</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>"] }, \n", - "], id: -1879048140, rootId: -1879048140, totalRows: 15 } ) });\n", + "], id: 1140850740, rootId: 1140850740, totalRows: 15 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048140) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850740) });\n", "\n", "\n", " </script>\n", @@ -18446,37 +18452,35 @@ " \n", " \n", " \n", - "
grpsvals
a12
a345
a3
b1
b45
c14
a4
a52
b54
c23
c235
c21
b57
b3
c87
\n", + "
grpsvals
a12
a345
a3
b1
b45
c14
a4
a52
b54
c23
c235
c21
b57
b3
c87
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":15,\"ncol\":2,\"columns\":[\"grps\",\"vals\"],\"kotlin_dataframe\":[{\"grps\":\"a\",\"vals\":12},{\"grps\":\"a\",\"vals\":345},{\"grps\":\"a\",\"vals\":3},{\"grps\":\"b\",\"vals\":1},{\"grps\":\"b\",\"vals\":45},{\"grps\":\"c\",\"vals\":14},{\"grps\":\"a\",\"vals\":4},{\"grps\":\"a\",\"vals\":52},{\"grps\":\"b\",\"vals\":54},{\"grps\":\"c\",\"vals\":23},{\"grps\":\"c\",\"vals\":235},{\"grps\":\"c\",\"vals\":21},{\"grps\":\"b\",\"vals\":57},{\"grps\":\"b\",\"vals\":3},{\"grps\":\"c\",\"vals\":87}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"grps\",\"vals\"],\"nrow\":15,\"ncol\":2},\"kotlin_dataframe\":[{\"grps\":\"a\",\"vals\":12},{\"grps\":\"a\",\"vals\":345},{\"grps\":\"a\",\"vals\":3},{\"grps\":\"b\",\"vals\":1},{\"grps\":\"b\",\"vals\":45},{\"grps\":\"c\",\"vals\":14},{\"grps\":\"a\",\"vals\":4},{\"grps\":\"a\",\"vals\":52},{\"grps\":\"b\",\"vals\":54},{\"grps\":\"c\",\"vals\":23},{\"grps\":\"c\",\"vals\":235},{\"grps\":\"c\",\"vals\":21},{\"grps\":\"b\",\"vals\":57},{\"grps\":\"b\",\"vals\":3},{\"grps\":\"c\",\"vals\":87}]}" }, + "execution_count": 32, "metadata": {}, - "output_type": "execute_result", - "execution_count": 32 + "output_type": "execute_result" } ], - "source": [ - "val grps by columnOf(\"a\", \"a\", \"a\", \"b\", \"b\", \"c\", \"a\", \"a\", \"b\", \"c\", \"c\", \"c\", \"b\", \"b\", \"c\")\n", - "val vals by columnOf(12, 345, 3, 1, 45, 14, 4, 52, 54, 23, 235, 21, 57, 3, 87)\n", - "\n", - "val df = dataFrameOf(grps, vals)\n", - "df" - ] + "execution_count": 32 }, { "cell_type": "code", - "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:23.552020398Z", - "start_time": "2023-12-05T11:04:20.945195728Z" + "end_time": "2024-03-15T10:03:28.627169477Z", + "start_time": "2024-03-15T10:03:28.505781899Z" } }, + "source": [ + "df.groupBy { grps }.aggregate { \n", + " vals.sortDesc().take(3).sum() into \"res\"\n", + "}" + ], "outputs": [ { "data": { @@ -18659,7 +18663,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048138"></table>\n", + " <table class="dataframe" id="df_1140850742"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -18942,10 +18946,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"grps: String\">grps</span>", children: [], rightAlign: false, values: ["a","b","c"] }, \n", "{ name: "<span title=\"res: Int\">res</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">409</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">156</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">345</span></span>"] }, \n", - "], id: -1879048138, rootId: -1879048138, totalRows: 3 } ) });\n", + "], id: 1140850742, rootId: 1140850742, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048138) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850742) });\n", "\n", "\n", " </script>\n", @@ -19117,25 +19121,21 @@ " \n", " \n", " \n", - "
grpsres
a409
b156
c345
\n", + "
grpsres
a409
b156
c345
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"grps\",\"res\"],\"kotlin_dataframe\":[{\"grps\":\"a\",\"res\":409},{\"grps\":\"b\",\"res\":156},{\"grps\":\"c\",\"res\":345}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"grps\",\"res\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"grps\":\"a\",\"res\":409},{\"grps\":\"b\",\"res\":156},{\"grps\":\"c\",\"res\":345}]}" }, + "execution_count": 33, "metadata": {}, - "output_type": "execute_result", - "execution_count": 33 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { grps }.aggregate { \n", - " vals.sortDesc().take(3).sum() into \"res\"\n", - "}" - ] + "execution_count": 33 }, { "cell_type": "markdown", @@ -19164,13 +19164,20 @@ }, { "cell_type": "code", - "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:23.920299950Z", - "start_time": "2023-12-05T11:04:21.211792705Z" + "end_time": "2024-03-15T10:03:28.865996725Z", + "start_time": "2024-03-15T10:03:28.629165927Z" } }, + "source": [ + "import kotlin.random.Random\n", + "\n", + "val random = Random(42)\n", + "val list = List(200) { random.nextInt(1, 101) }\n", + "val df = dataFrameOf(\"A\", \"B\")(*list.toTypedArray())\n", + "df" + ], "outputs": [ { "data": { @@ -19353,7 +19360,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048136"></table>\n", + " <table class="dataframe" id="df_1140850744"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 100 rows</p><p class="dataframe_description">DataFrame: rowsCount = 100, columnsCount = 2</p>\n", "\n", @@ -19636,10 +19643,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"A: Int\">A</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">34</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">42</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">42</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">70</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">53</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">80</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">59</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">45</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">27</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">70</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">11</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">51</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">46</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">56</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">58</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">48</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">73</span></span>"] }, \n", "{ name: "<span title=\"B: Int\">B</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">41</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">33</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">41</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">88</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">68</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">59</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">14</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">8</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">52</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">60</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">43</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">42</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">29</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">49</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">52</span></span>"] }, \n", - "], id: -1879048136, rootId: -1879048136, totalRows: 100 } ) });\n", + "], id: 1140850744, rootId: 1140850744, totalRows: 100 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048136) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850744) });\n", "\n", "\n", " </script>\n", @@ -19811,38 +19818,35 @@ " \n", " \n", " \n", - "
AB
3441
423
4233
2241
7088
5368
804
5959
451
2714
708
1152
5160
4643
1717
1742
5629
5849
487
7352
\n", + "
AB
3441
423
4233
2241
7088
5368
804
5959
451
2714
708
1152
5160
4643
1717
1742
5629
5849
487
7352
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AB
(0, 10]353
(10, 20]873
(20, 30]321
(30, 40]322
(40, 50]432
(50, 60]754
(60, 70]405
(70, 80]561
(80, 90]657
(90, 100]527
\n", + "
AB
(0, 10]353
(10, 20]873
(20, 30]321
(30, 40]322
(40, 50]432
(50, 60]754
(60, 70]405
(70, 80]561
(80, 90]657
(90, 100]527
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":2,\"columns\":[\"A\",\"B\"],\"kotlin_dataframe\":[{\"A\":\"(0, 10]\",\"B\":353},{\"A\":\"(10, 20]\",\"B\":873},{\"A\":\"(20, 30]\",\"B\":321},{\"A\":\"(30, 40]\",\"B\":322},{\"A\":\"(40, 50]\",\"B\":432},{\"A\":\"(50, 60]\",\"B\":754},{\"A\":\"(60, 70]\",\"B\":405},{\"A\":\"(70, 80]\",\"B\":561},{\"A\":\"(80, 90]\",\"B\":657},{\"A\":\"(90, 100]\",\"B\":527}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"A\",\"B\"],\"nrow\":10,\"ncol\":2},\"kotlin_dataframe\":[{\"A\":\"(0, 10]\",\"B\":353},{\"A\":\"(10, 20]\",\"B\":873},{\"A\":\"(20, 30]\",\"B\":321},{\"A\":\"(30, 40]\",\"B\":322},{\"A\":\"(40, 50]\",\"B\":432},{\"A\":\"(50, 60]\",\"B\":754},{\"A\":\"(60, 70]\",\"B\":405},{\"A\":\"(70, 80]\",\"B\":561},{\"A\":\"(80, 90]\",\"B\":657},{\"A\":\"(90, 100]\",\"B\":527}]}" }, + "execution_count": 35, "metadata": {}, - "output_type": "execute_result", - "execution_count": 35 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { A.map { (it - 1) / 10 } }.sum { B }\n", - " .sortBy { A }\n", - " .convert { A }.with { \"(${it * 10}, ${it * 10 + 10}]\" }" - ] + "execution_count": 35 }, { "cell_type": "markdown", @@ -20533,13 +20533,16 @@ }, { "cell_type": "code", - "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:24.233382470Z", - "start_time": "2023-12-05T11:04:22.071428506Z" + "end_time": "2024-03-15T10:03:29.398923105Z", + "start_time": "2024-03-15T10:03:29.149093104Z" } }, + "source": [ + "val df = dataFrameOf(\"X\")(7, 2, 0, 3, 4, 2, 5, 0, 3, 4)\n", + "df" + ], "outputs": [ { "data": { @@ -20722,7 +20725,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048132"></table>\n", + " <table class="dataframe" id="df_1140850748"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 10, columnsCount = 1</p>\n", "\n", @@ -21004,10 +21007,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"X: Int\">X</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">7</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">5</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>"] }, \n", - "], id: -1879048132, rootId: -1879048132, totalRows: 10 } ) });\n", + "], id: 1140850748, rootId: 1140850748, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048132) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850748) });\n", "\n", "\n", " </script>\n", @@ -21179,34 +21182,35 @@ " \n", " \n", " \n", - "
X
7
2
0
3
4
2
5
0
3
4
\n", + "
X
7
2
0
3
4
2
5
0
3
4
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":1,\"columns\":[\"X\"],\"kotlin_dataframe\":[{\"X\":7},{\"X\":2},{\"X\":0},{\"X\":3},{\"X\":4},{\"X\":2},{\"X\":5},{\"X\":0},{\"X\":3},{\"X\":4}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"X\"],\"nrow\":10,\"ncol\":1},\"kotlin_dataframe\":[{\"X\":7},{\"X\":2},{\"X\":0},{\"X\":3},{\"X\":4},{\"X\":2},{\"X\":5},{\"X\":0},{\"X\":3},{\"X\":4}]}" }, + "execution_count": 36, "metadata": {}, - "output_type": "execute_result", - "execution_count": 36 + "output_type": "execute_result" } ], - "source": [ - "val df = dataFrameOf(\"X\")(7, 2, 0, 3, 4, 2, 5, 0, 3, 4)\n", - "df" - ] + "execution_count": 36 }, { "cell_type": "code", - "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:24.310337307Z", - "start_time": "2023-12-05T11:04:22.398761865Z" + "end_time": "2024-03-15T10:03:29.570104531Z", + "start_time": "2024-03-15T10:03:29.401582384Z" } }, + "source": [ + "df.mapToColumn(\"Y\") {\n", + " if (it.X == 0) 0 else (prev()?.newValue() ?: 0) + 1\n", + "}" + ], "outputs": [ { "data": { @@ -21389,7 +21393,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048130"></table>\n", + " <table class="dataframe" id="df_1140850750"></table>\n", "\n", "<p class="dataframe_description">DataColumn: name = "Y", type = Int, size = 10</p>\n", "\n", @@ -21671,10 +21675,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"Y: Int\">Y</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>"] }, \n", - "], id: -1879048130, rootId: -1879048130, totalRows: 10 } ) });\n", + "], id: 1140850750, rootId: 1140850750, totalRows: 10 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048130) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850750) });\n", "\n", "\n", " </script>\n", @@ -21846,25 +21850,21 @@ " \n", " \n", " \n", - "
Y
1
2
0
1
2
3
4
0
1
2
\n", + "
Y
1
2
0
1
2
3
4
0
1
2
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":1,\"columns\":[\"Y\"],\"kotlin_dataframe\":[{\"Y\":1},{\"Y\":2},{\"Y\":0},{\"Y\":1},{\"Y\":2},{\"Y\":3},{\"Y\":4},{\"Y\":0},{\"Y\":1},{\"Y\":2}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"Y\"],\"nrow\":10,\"ncol\":1},\"kotlin_dataframe\":[{\"Y\":1},{\"Y\":2},{\"Y\":0},{\"Y\":1},{\"Y\":2},{\"Y\":3},{\"Y\":4},{\"Y\":0},{\"Y\":1},{\"Y\":2}]}" }, + "execution_count": 37, "metadata": {}, - "output_type": "execute_result", - "execution_count": 37 + "output_type": "execute_result" } ], - "source": [ - "df.mapToColumn(\"Y\") {\n", - " if (it.X == 0) 0 else (prev()?.newValue() ?: 0) + 1\n", - "}" - ] + "execution_count": 37 }, { "cell_type": "markdown", @@ -21880,13 +21880,19 @@ }, { "cell_type": "code", - "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:25.161915843Z", - "start_time": "2023-12-05T11:04:22.629829415Z" + "end_time": "2024-03-15T10:03:29.923612162Z", + "start_time": "2024-03-15T10:03:29.571964556Z" } }, + "source": [ + "val names = ('a'..'h').map { it.toString() } // val names = (0..7).map { it.toString() }\n", + "val random = Random(30)\n", + "val list = List(64) { random.nextInt(1, 101) }\n", + "val df = dataFrameOf(names)(*list.toTypedArray())\n", + "df" + ], "outputs": [ { "data": { @@ -22069,7 +22075,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048128"></table>\n", + " <table class="dataframe" id="df_1140850752"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 8, columnsCount = 8</p>\n", "\n", @@ -22358,10 +22364,10 @@ "{ name: "<span title=\"f: Int\">f</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">59</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">85</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">97</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">35</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">39</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">55</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">97</span></span>"] }, \n", "{ name: "<span title=\"g: Int\">g</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">74</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">9</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">63</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">14</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">80</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">65</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>"] }, \n", "{ name: "<span title=\"h: Int\">h</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">25</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">81</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">39</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">31</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">38</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">32</span></span>"] }, \n", - "], id: -1879048128, rootId: -1879048128, totalRows: 8 } ) });\n", + "], id: 1140850752, rootId: 1140850752, totalRows: 8 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048128) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850752) });\n", "\n", "\n", " </script>\n", @@ -22533,37 +22539,35 @@ " \n", " \n", " \n", - "
abcdefgh
4388661009597423
6634358485925
4959100522811981
9241135728976339
459726550351431
5574336617398038
186491398055652
197675183297132
\n", + "
abcdefgh
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6634358485925
4959100522811981
9241135728976339
459726550351431
5574336617398038
186491398055652
197675183297132
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indexname
0d
2c
3f
\n", + "
indexname
0d
2c
3f
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"index\",\"name\"],\"kotlin_dataframe\":[{\"index\":0,\"name\":\"d\"},{\"index\":2,\"name\":\"c\"},{\"index\":3,\"name\":\"f\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"index\",\"name\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"index\":0,\"name\":\"d\"},{\"index\":2,\"name\":\"c\"},{\"index\":3,\"name\":\"f\"}]}" }, + "execution_count": 39, "metadata": {}, - "output_type": "execute_result", - "execution_count": 39 + "output_type": "execute_result" } ], - "source": [ - "df.add(\"index\") { index() }\n", - " .gather { dropLast() }.into(\"name\", \"vals\")\n", - " .sortByDesc(\"vals\").take(3)[\"index\", \"name\"]" - ] + "execution_count": 39 }, { "cell_type": "markdown", @@ -23264,13 +23264,22 @@ }, { "cell_type": "code", - "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:26.268649252Z", - "start_time": "2023-12-05T11:04:23.740040862Z" + "end_time": "2024-03-15T10:03:30.422750268Z", + "start_time": "2024-03-15T10:03:30.123244502Z" } }, + "source": [ + "val random = Random(31)\n", + "val lab = listOf(\"A\", \"B\")\n", + "\n", + "val vals by columnOf(*Array(15) { random.nextInt(-30, 30) })\n", + "val grps by columnOf(*Array(15) { lab[random.nextInt(0, 2)] })\n", + "\n", + "val df = dataFrameOf(vals, grps)\n", + "df" + ], "outputs": [ { "data": { @@ -23453,7 +23462,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048124"></table>\n", + " <table class="dataframe" id="df_1140850756"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 15, columnsCount = 2</p>\n", "\n", @@ -23736,10 +23745,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"vals: Int\">vals</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-7</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">28</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">9</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-14</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>"] }, \n", "{ name: "<span title=\"grps: String\">grps</span>", children: [], rightAlign: false, values: ["B","B","A","B","A","B","B","A","A","A","B","B","A","B","A"] }, \n", - "], id: -1879048124, rootId: -1879048124, totalRows: 15 } ) });\n", + "], id: 1140850756, rootId: 1140850756, totalRows: 15 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048124) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850756) });\n", "\n", "\n", " </script>\n", @@ -23911,40 +23920,39 @@ " \n", " \n", " \n", - "
valsgrps
-17B
-7B
16A
28B
9A
16B
-21B
-14A
-19A
-22A
19B
-2B
-1A
-19B
23A
\n", + "
valsgrps
-17B
-7B
16A
28B
9A
16B
-21B
-14A
-19A
-22A
19B
-2B
-1A
-19B
23A
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":15,\"ncol\":2,\"columns\":[\"vals\",\"grps\"],\"kotlin_dataframe\":[{\"vals\":-17,\"grps\":\"B\"},{\"vals\":-7,\"grps\":\"B\"},{\"vals\":16,\"grps\":\"A\"},{\"vals\":28,\"grps\":\"B\"},{\"vals\":9,\"grps\":\"A\"},{\"vals\":16,\"grps\":\"B\"},{\"vals\":-21,\"grps\":\"B\"},{\"vals\":-14,\"grps\":\"A\"},{\"vals\":-19,\"grps\":\"A\"},{\"vals\":-22,\"grps\":\"A\"},{\"vals\":19,\"grps\":\"B\"},{\"vals\":-2,\"grps\":\"B\"},{\"vals\":-1,\"grps\":\"A\"},{\"vals\":-19,\"grps\":\"B\"},{\"vals\":23,\"grps\":\"A\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"vals\",\"grps\"],\"nrow\":15,\"ncol\":2},\"kotlin_dataframe\":[{\"vals\":-17,\"grps\":\"B\"},{\"vals\":-7,\"grps\":\"B\"},{\"vals\":16,\"grps\":\"A\"},{\"vals\":28,\"grps\":\"B\"},{\"vals\":9,\"grps\":\"A\"},{\"vals\":16,\"grps\":\"B\"},{\"vals\":-21,\"grps\":\"B\"},{\"vals\":-14,\"grps\":\"A\"},{\"vals\":-19,\"grps\":\"A\"},{\"vals\":-22,\"grps\":\"A\"},{\"vals\":19,\"grps\":\"B\"},{\"vals\":-2,\"grps\":\"B\"},{\"vals\":-1,\"grps\":\"A\"},{\"vals\":-19,\"grps\":\"B\"},{\"vals\":23,\"grps\":\"A\"}]}" }, + "execution_count": 40, "metadata": {}, - "output_type": "execute_result", - "execution_count": 40 + "output_type": "execute_result" } ], - "source": [ - "val random = Random(31)\n", - "val lab = listOf(\"A\", \"B\")\n", - "\n", - "val vals by columnOf(*Array(15) { random.nextInt(-30, 30) })\n", - "val grps by columnOf(*Array(15) { lab[random.nextInt(0, 2)] })\n", - "\n", - "val df = dataFrameOf(vals, grps)\n", - "df" - ] + "execution_count": 40 }, { "cell_type": "code", - "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:27.222919234Z", - "start_time": "2023-12-05T11:04:24.284695910Z" + "end_time": "2024-03-15T10:03:30.797496352Z", + "start_time": "2024-03-15T10:03:30.424742931Z" } }, + "source": [ + "val means = df.filter { vals >= 0 }\n", + " .groupBy { grps }.mean()\n", + " .pivot { grps }.values { vals }\n", + "\n", + "df.add(\"patched_values\") {\n", + " if (vals < 0) means[grps] else vals.toDouble()\n", + "}" + ], "outputs": [ { "data": { @@ -24127,7 +24135,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048122"></table>\n", + " <table class="dataframe" id="df_1140850758"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 15, columnsCount = 3</p>\n", "\n", @@ -24411,10 +24419,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"vals: Int\">vals</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">-17</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-7</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">28</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">9</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-21</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-14</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-22</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">-19</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23</span></span>"] }, \n", "{ name: "<span title=\"grps: String\">grps</span>", children: [], rightAlign: false, values: ["B","B","A","B","A","B","B","A","A","A","B","B","A","B","A"] }, \n", "{ name: "<span title=\"patched_values: Any\">patched_values</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">21.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">28.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">9.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">19.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">16.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">21.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">23.0</span></span>"] }, \n", - "], id: -1879048122, rootId: -1879048122, totalRows: 15 } ) });\n", + "], id: 1140850758, rootId: 1140850758, totalRows: 15 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048122) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850758) });\n", "\n", "\n", " </script>\n", @@ -24586,29 +24594,21 @@ " \n", " \n", " \n", - "
valsgrpspatched_values
-17B21.000000
-7B21.000000
16A16.000000
28B28.000000
9A9.000000
16B16.000000
-21B21.000000
-14A16.000000
-19A16.000000
-22A16.000000
19B19.000000
-2B21.000000
-1A16.000000
-19B21.000000
23A23.000000
\n", + "
valsgrpspatched_values
-17B21.000000
-7B21.000000
16A16.000000
28B28.000000
9A9.000000
16B16.000000
-21B21.000000
-14A16.000000
-19A16.000000
-22A16.000000
19B19.000000
-2B21.000000
-1A16.000000
-19B21.000000
23A23.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":15,\"ncol\":3,\"columns\":[\"vals\",\"grps\",\"patched_values\"],\"kotlin_dataframe\":[{\"vals\":-17,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-7,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":16,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":28,\"grps\":\"B\",\"patched_values\":\"28.0\"},{\"vals\":9,\"grps\":\"A\",\"patched_values\":\"9.0\"},{\"vals\":16,\"grps\":\"B\",\"patched_values\":\"16.0\"},{\"vals\":-21,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-14,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-19,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-22,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":19,\"grps\":\"B\",\"patched_values\":\"19.0\"},{\"vals\":-2,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-1,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-19,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":23,\"grps\":\"A\",\"patched_values\":\"23.0\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"vals\",\"grps\",\"patched_values\"],\"nrow\":15,\"ncol\":3},\"kotlin_dataframe\":[{\"vals\":-17,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-7,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":16,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":28,\"grps\":\"B\",\"patched_values\":\"28.0\"},{\"vals\":9,\"grps\":\"A\",\"patched_values\":\"9.0\"},{\"vals\":16,\"grps\":\"B\",\"patched_values\":\"16.0\"},{\"vals\":-21,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-14,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-19,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-22,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":19,\"grps\":\"B\",\"patched_values\":\"19.0\"},{\"vals\":-2,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":-1,\"grps\":\"A\",\"patched_values\":\"16.0\"},{\"vals\":-19,\"grps\":\"B\",\"patched_values\":\"21.0\"},{\"vals\":23,\"grps\":\"A\",\"patched_values\":\"23.0\"}]}" }, + "execution_count": 41, "metadata": {}, - "output_type": "execute_result", - "execution_count": 41 + "output_type": "execute_result" } ], - "source": [ - "val means = df.filter { vals >= 0 }\n", - " .groupBy { grps }.mean()\n", - " .pivot { grps }.values { vals }\n", - "\n", - "df.add(\"patched_values\") {\n", - " if (vals < 0) means[grps] else vals.toDouble()\n", - "}" - ] + "execution_count": 41 }, { "cell_type": "markdown", @@ -24656,13 +24656,19 @@ }, { "cell_type": "code", - "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:28.230249220Z", - "start_time": "2023-12-05T11:04:25.159085471Z" + "end_time": "2024-03-15T10:03:31.165153438Z", + "start_time": "2024-03-15T10:03:30.802139314Z" } }, + "source": [ + "val groups by columnOf(\"a\", \"a\", \"b\", \"b\", \"a\", \"b\", \"b\", \"b\", \"a\", \"b\", \"a\", \"b\")\n", + "val value by columnOf(1.0, 2.0, 3.0, Double.NaN, 2.0, 3.0, Double.NaN, 1.0, 7.0, 3.0, Double.NaN, 8.0)\n", + "\n", + "val df = dataFrameOf(groups, value)\n", + "df" + ], "outputs": [ { "data": { @@ -24845,7 +24851,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048120"></table>\n", + " <table class="dataframe" id="df_1140850760"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 12, columnsCount = 2</p>\n", "\n", @@ -25128,10 +25134,10 @@ "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"groups: String\">groups</span>", children: [], rightAlign: false, values: ["a","a","b","b","a","b","b","b","a","b","a","b"] }, \n", "{ name: "<span title=\"value: Double\">value</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">8.0</span></span>"] }, \n", - "], id: -1879048120, rootId: -1879048120, totalRows: 12 } ) });\n", + "], id: 1140850760, rootId: 1140850760, totalRows: 12 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048120) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850760) });\n", "\n", "\n", " </script>\n", @@ -25303,37 +25309,38 @@ " \n", " \n", " \n", - "
groupsvalue
a1.000000
a2.000000
b3.000000
bNaN
a2.000000
b3.000000
bNaN
b1.000000
a7.000000
b3.000000
aNaN
b8.000000
\n", + "
groupsvalue
a1.000000
a2.000000
b3.000000
bNaN
a2.000000
b3.000000
bNaN
b1.000000
a7.000000
b3.000000
aNaN
b8.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":12,\"ncol\":2,\"columns\":[\"groups\",\"value\"],\"kotlin_dataframe\":[{\"groups\":\"a\",\"value\":1.0},{\"groups\":\"a\",\"value\":2.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"b\",\"value\":\"NaN\"},{\"groups\":\"a\",\"value\":2.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"b\",\"value\":\"NaN\"},{\"groups\":\"b\",\"value\":1.0},{\"groups\":\"a\",\"value\":7.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"a\",\"value\":\"NaN\"},{\"groups\":\"b\",\"value\":8.0}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"groups\",\"value\"],\"nrow\":12,\"ncol\":2},\"kotlin_dataframe\":[{\"groups\":\"a\",\"value\":1.0},{\"groups\":\"a\",\"value\":2.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"b\",\"value\":\"NaN\"},{\"groups\":\"a\",\"value\":2.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"b\",\"value\":\"NaN\"},{\"groups\":\"b\",\"value\":1.0},{\"groups\":\"a\",\"value\":7.0},{\"groups\":\"b\",\"value\":3.0},{\"groups\":\"a\",\"value\":\"NaN\"},{\"groups\":\"b\",\"value\":8.0}]}" }, + "execution_count": 42, "metadata": {}, - "output_type": "execute_result", - "execution_count": 42 + "output_type": "execute_result" } ], - "source": [ - "val groups by columnOf(\"a\", \"a\", \"b\", \"b\", \"a\", \"b\", \"b\", \"b\", \"a\", \"b\", \"a\", \"b\")\n", - "val value by columnOf(1.0, 2.0, 3.0, Double.NaN, 2.0, 3.0, Double.NaN, 1.0, 7.0, 3.0, Double.NaN, 8.0)\n", - "\n", - "val df = dataFrameOf(groups, value)\n", - "df" - ] + "execution_count": 42 }, { "cell_type": "code", - "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:29.073240646Z", - "start_time": "2023-12-05T11:04:25.716075033Z" + "end_time": "2024-03-15T10:03:31.385856736Z", + "start_time": "2024-03-15T10:03:31.168628587Z" } }, + "source": [ + "df.add(\"id\") { index() }\n", + " .groupBy { groups }.add(\"res\") {\n", + " relative(-2..0).value.filter { !it.isNaN() }.mean()\n", + " }.concat()\n", + " .sortBy(\"id\")\n", + " .remove(\"id\")" + ], "outputs": [ { "data": { @@ -25516,7 +25523,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048118"></table>\n", + " <table class="dataframe" id="df_1140850762"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 12, columnsCount = 3</p>\n", "\n", @@ -25800,10 +25807,10 @@ "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"groups: String\">groups</span>", children: [], rightAlign: false, values: ["a","a","b","b","a","b","b","b","a","b","a","b"] }, \n", "{ name: "<span title=\"value: Double\">value</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">7.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">8.0</span></span>"] }, \n", "{ name: "<span title=\"res: Double\">res</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.500000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1.666667</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3.666667</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2.000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.500000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">4.000000</span></span>"] }, \n", - "], id: -1879048118, rootId: -1879048118, totalRows: 12 } ) });\n", + "], id: 1140850762, rootId: 1140850762, totalRows: 12 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048118) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850762) });\n", "\n", "\n", " </script>\n", @@ -25975,28 +25982,21 @@ " \n", " \n", " \n", - "
groupsvalueres
a1.0000001.000000
a2.0000001.500000
b3.0000003.000000
bNaN3.000000
a2.0000001.666667
b3.0000003.000000
bNaN3.000000
b1.0000002.000000
a7.0000003.666667
b3.0000002.000000
aNaN4.500000
b8.0000004.000000
\n", + "
groupsvalueres
a1.0000001.000000
a2.0000001.500000
b3.0000003.000000
bNaN3.000000
a2.0000001.666667
b3.0000003.000000
bNaN3.000000
b1.0000002.000000
a7.0000003.666667
b3.0000002.000000
aNaN4.500000
b8.0000004.000000
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":12,\"ncol\":3,\"columns\":[\"groups\",\"value\",\"res\"],\"kotlin_dataframe\":[{\"groups\":\"a\",\"value\":1.0,\"res\":1.0},{\"groups\":\"a\",\"value\":2.0,\"res\":1.5},{\"groups\":\"b\",\"value\":3.0,\"res\":3.0},{\"groups\":\"b\",\"value\":\"NaN\",\"res\":3.0},{\"groups\":\"a\",\"value\":2.0,\"res\":1.6666666666666667},{\"groups\":\"b\",\"value\":3.0,\"res\":3.0},{\"groups\":\"b\",\"value\":\"NaN\",\"res\":3.0},{\"groups\":\"b\",\"value\":1.0,\"res\":2.0},{\"groups\":\"a\",\"value\":7.0,\"res\":3.6666666666666665},{\"groups\":\"b\",\"value\":3.0,\"res\":2.0},{\"groups\":\"a\",\"value\":\"NaN\",\"res\":4.5},{\"groups\":\"b\",\"value\":8.0,\"res\":4.0}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"groups\",\"value\",\"res\"],\"nrow\":12,\"ncol\":3},\"kotlin_dataframe\":[{\"groups\":\"a\",\"value\":1.0,\"res\":1.0},{\"groups\":\"a\",\"value\":2.0,\"res\":1.5},{\"groups\":\"b\",\"value\":3.0,\"res\":3.0},{\"groups\":\"b\",\"value\":\"NaN\",\"res\":3.0},{\"groups\":\"a\",\"value\":2.0,\"res\":1.6666666666666667},{\"groups\":\"b\",\"value\":3.0,\"res\":3.0},{\"groups\":\"b\",\"value\":\"NaN\",\"res\":3.0},{\"groups\":\"b\",\"value\":1.0,\"res\":2.0},{\"groups\":\"a\",\"value\":7.0,\"res\":3.6666666666666665},{\"groups\":\"b\",\"value\":3.0,\"res\":2.0},{\"groups\":\"a\",\"value\":\"NaN\",\"res\":4.5},{\"groups\":\"b\",\"value\":8.0,\"res\":4.0}]}" }, + "execution_count": 43, "metadata": {}, - "output_type": "execute_result", - "execution_count": 43 + "output_type": "execute_result" } ], - "source": [ - "df.add(\"id\") { index() }\n", - " .groupBy { groups }.add(\"res\") {\n", - " relative(-2..0).value.filter { !it.isNaN() }.mean()\n", - " }.concat()\n", - " .sortBy(\"id\")\n", - " .remove(\"id\")" - ] + "execution_count": 43 }, { "cell_type": "markdown", @@ -26015,28 +26015,26 @@ }, { "cell_type": "code", - "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:29.172258969Z", - "start_time": "2023-12-05T11:04:26.162506423Z" + "end_time": "2024-03-15T10:03:31.417151487Z", + "start_time": "2024-03-15T10:03:31.388155007Z" } }, - "outputs": [], "source": [ "import kotlinx.datetime.*" - ] + ], + "outputs": [], + "execution_count": 44 }, { "cell_type": "code", - "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:29.399726790Z", - "start_time": "2023-12-05T11:04:26.235595285Z" + "end_time": "2024-03-15T10:03:31.747108395Z", + "start_time": "2024-03-15T10:03:31.418976163Z" } }, - "outputs": [], "source": [ "class DateRangeIterator(first: LocalDate, last: LocalDate, val step: Int) : Iterator {\n", " private val finalElement: LocalDate = last\n", @@ -26072,17 +26070,29 @@ " }\n", " }\n", "}" - ] + ], + "outputs": [], + "execution_count": 45 }, { "cell_type": "code", - "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:30.057693372Z", - "start_time": "2023-12-05T11:04:27.114714734Z" + "end_time": "2024-03-15T10:03:32.064949056Z", + "start_time": "2024-03-15T10:03:31.748637093Z" } }, + "source": [ + "val start = LocalDate(2015, 1, 1)\n", + "val end = LocalDate(2016, 1, 1)\n", + "\n", + "val days = (start..end).toList()\n", + "\n", + "val dti = days.toColumn(\"dti\")\n", + "val s = List(dti.size()) { Random.nextDouble() }.toColumn(\"s\")\n", + "val df = dataFrameOf(dti, s)\n", + "df.head()" + ], "outputs": [ { "data": { @@ -26265,7 +26275,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048116"></table>\n", + " <table class="dataframe" id="df_1140850764"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 2</p>\n", "\n", @@ -26547,11 +26557,11 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"dti: kotlinx.datetime.LocalDate\">dti</span>", children: [], rightAlign: false, values: ["2015-01-01","2015-01-02","2015-01-03","2015-01-04","2015-01-05"] }, \n", - "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.382682</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.636808</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.683951</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.585900</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.234791</span></span>"] }, \n", - "], id: -1879048116, rootId: -1879048116, totalRows: 5 } ) });\n", + "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.512989</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.809673</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.934442</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.019517</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.955441</span></span>"] }, \n", + "], id: 1140850764, rootId: 1140850764, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048116) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850764) });\n", "\n", "\n", " </script>\n", @@ -26723,31 +26733,21 @@ " \n", " \n", " \n", - "
dtis
2015-01-010.382682
2015-01-020.636808
2015-01-030.683951
2015-01-040.585900
2015-01-050.234791
\n", + "
dtis
2015-01-010.512989
2015-01-020.809673
2015-01-030.934442
2015-01-040.019517
2015-01-050.955441
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":2,\"columns\":[\"dti\",\"s\"],\"kotlin_dataframe\":[{\"dti\":\"2015-01-01\",\"s\":0.3826823290228212},{\"dti\":\"2015-01-02\",\"s\":0.6368076434706823},{\"dti\":\"2015-01-03\",\"s\":0.6839513875021558},{\"dti\":\"2015-01-04\",\"s\":0.5858995657124896},{\"dti\":\"2015-01-05\",\"s\":0.2347912162673258}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"dti\",\"s\"],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"dti\":\"2015-01-01\",\"s\":0.5129888047362348},{\"dti\":\"2015-01-02\",\"s\":0.8096726847822278},{\"dti\":\"2015-01-03\",\"s\":0.9344423946801819},{\"dti\":\"2015-01-04\",\"s\":0.019517353196891296},{\"dti\":\"2015-01-05\",\"s\":0.9554414093185334}]}" }, + "execution_count": 46, "metadata": {}, - "output_type": "execute_result", - "execution_count": 46 + "output_type": "execute_result" } ], - "source": [ - "val start = LocalDate(2015, 1, 1)\n", - "val end = LocalDate(2016, 1, 1)\n", - "\n", - "val days = (start..end).toList()\n", - "\n", - "val dti = days.toColumn(\"dti\")\n", - "val s = List(dti.size()) { Random.nextDouble() }.toColumn(\"s\")\n", - "val df = dataFrameOf(dti, s)\n", - "df.head()" - ] + "execution_count": 46 }, { "cell_type": "markdown", @@ -26758,28 +26758,28 @@ }, { "cell_type": "code", - "execution_count": 47, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:30.463714192Z", - "start_time": "2023-12-05T11:04:28.003982817Z" + "end_time": "2024-03-15T10:03:32.196553319Z", + "start_time": "2024-03-15T10:03:32.068381364Z" } }, + "source": [ + "df.filter { dti.dayOfWeek == DayOfWeek.TUESDAY }.sum { s }" + ], "outputs": [ { "data": { "text/plain": [ - "22.790560248640265" + "22.697750299804735" ] }, + "execution_count": 47, "metadata": {}, - "output_type": "execute_result", - "execution_count": 47 + "output_type": "execute_result" } ], - "source": [ - "df.filter { dti.dayOfWeek == DayOfWeek.TUESDAY }.sum { s }" - ] + "execution_count": 47 }, { "cell_type": "markdown", @@ -26790,13 +26790,15 @@ }, { "cell_type": "code", - "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:30.889632757Z", - "start_time": "2023-12-05T11:04:28.288770908Z" + "end_time": "2024-03-15T10:03:32.331856789Z", + "start_time": "2024-03-15T10:03:32.199063647Z" } }, + "source": [ + "df.groupBy { dti.map { it.month } named \"month\" }.mean()" + ], "outputs": [ { "data": { @@ -26979,7 +26981,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048114"></table>\n", + " <table class="dataframe" id="df_1140850766"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 12, columnsCount = 2</p>\n", "\n", @@ -27261,11 +27263,11 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"month: java.time.Month\">month</span>", children: [], rightAlign: false, values: ["JANUARY","FEBRUARY","MARCH","APRIL","MAY","JUNE","JULY","AUGUST","SEPTEMBER","OCTOBER","NOVEMBER","DECEMBER"] }, \n", - "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.501702</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.435871</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.542880</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.460959</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.414201</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.509563</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.435061</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.440988</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.558771</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.509601</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.494831</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.489381</span></span>"] }, \n", - "], id: -1879048114, rootId: -1879048114, totalRows: 12 } ) });\n", + "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.522770</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.481886</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.470962</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.565131</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.503139</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.427756</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.543503</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.422850</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.417140</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.564060</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.435645</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.507933</span></span>"] }, \n", + "], id: 1140850766, rootId: 1140850766, totalRows: 12 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048114) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850766) });\n", "\n", "\n", " </script>\n", @@ -27437,23 +27439,21 @@ " \n", " \n", " \n", - "
months
JANUARY0.501702
FEBRUARY0.435871
MARCH0.542880
APRIL0.460959
MAY0.414201
JUNE0.509563
JULY0.435061
AUGUST0.440988
SEPTEMBER0.558771
OCTOBER0.509601
NOVEMBER0.494831
DECEMBER0.489381
\n", + "
months
JANUARY0.522770
FEBRUARY0.481886
MARCH0.470962
APRIL0.565131
MAY0.503139
JUNE0.427756
JULY0.543503
AUGUST0.422850
SEPTEMBER0.417140
OCTOBER0.564060
NOVEMBER0.435645
DECEMBER0.507933
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":12,\"ncol\":2,\"columns\":[\"month\",\"s\"],\"kotlin_dataframe\":[{\"month\":\"JANUARY\",\"s\":0.5017015531837274},{\"month\":\"FEBRUARY\",\"s\":0.4358711872960179},{\"month\":\"MARCH\",\"s\":0.5428801411963989},{\"month\":\"APRIL\",\"s\":0.4609590637597155},{\"month\":\"MAY\",\"s\":0.414201432749852},{\"month\":\"JUNE\",\"s\":0.5095633415654944},{\"month\":\"JULY\",\"s\":0.43506139469628785},{\"month\":\"AUGUST\",\"s\":0.4409875946673688},{\"month\":\"SEPTEMBER\",\"s\":0.5587707859987318},{\"month\":\"OCTOBER\",\"s\":0.5096014866713857},{\"month\":\"NOVEMBER\",\"s\":0.49483105308468417},{\"month\":\"DECEMBER\",\"s\":0.489381034692045}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"month\",\"s\"],\"nrow\":12,\"ncol\":2},\"kotlin_dataframe\":[{\"month\":\"JANUARY\",\"s\":0.5227696155574868},{\"month\":\"FEBRUARY\",\"s\":0.48188550963906607},{\"month\":\"MARCH\",\"s\":0.4709620614726787},{\"month\":\"APRIL\",\"s\":0.5651308371701667},{\"month\":\"MAY\",\"s\":0.5031388046400015},{\"month\":\"JUNE\",\"s\":0.4277562929961544},{\"month\":\"JULY\",\"s\":0.5435026986959856},{\"month\":\"AUGUST\",\"s\":0.42284965165780586},{\"month\":\"SEPTEMBER\",\"s\":0.41714033936222644},{\"month\":\"OCTOBER\",\"s\":0.5640597393508036},{\"month\":\"NOVEMBER\",\"s\":0.4356449061603743},{\"month\":\"DECEMBER\",\"s\":0.5079333684012152}]}" }, + "execution_count": 48, "metadata": {}, - "output_type": "execute_result", - "execution_count": 48 + "output_type": "execute_result" } ], - "source": [ - "df.groupBy { dti.map { it.month } named \"month\" }.mean()" - ] + "execution_count": 48 }, { "cell_type": "markdown", @@ -27464,13 +27464,21 @@ }, { "cell_type": "code", - "execution_count": 49, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:31.758073665Z", - "start_time": "2023-12-05T11:04:28.602097605Z" + "end_time": "2024-03-15T10:03:32.482268466Z", + "start_time": "2024-03-15T10:03:32.333749635Z" } }, + "source": [ + "df.add(\"month4\") {\n", + " when (dti.monthNumber) {\n", + " in 1..4 -> 1\n", + " in 5..8 -> 2\n", + " else -> 3\n", + " }\n", + "}.groupBy(\"month4\").aggregate { maxBy(s) into \"max\" }" + ], "outputs": [ { "data": { @@ -27653,7 +27661,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048112"></table>\n", + " <table class="dataframe" id="df_1140850768"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 3, columnsCount = 2</p>\n", "\n", @@ -27935,14 +27943,14 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"month4: Int\">month4</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>"] }, \n", - "{ name: "<span title=\"dti: kotlinx.datetime.LocalDate\">dti</span>", children: [], rightAlign: false, values: ["2015-03-10","2015-06-17","2015-09-18"] }, \n", - "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.994687</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.966924</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.991578</span></span>"] }, \n", + "{ name: "<span title=\"dti: kotlinx.datetime.LocalDate\">dti</span>", children: [], rightAlign: false, values: ["2015-03-13","2015-07-15","2015-11-16"] }, \n", + "{ name: "<span title=\"s: Double\">s</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.992996</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.996572</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">0.983083</span></span>"] }, \n", "{ name: "<span title=\"month4: Int\">month4</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">2</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">3</span></span>"] }, \n", - "{ name: "<span title=\"max: DataRow<*>\">max</span>", children: [1, 2, 3], rightAlign: false, values: ["<span class=\"formatted\" title=\"dti: 2015-03-10\ns: 0.9946866177683608\nmonth4: 1\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-03-10<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"dti: 2015-06-17\ns: 0.9669239290529743\nmonth4: 2\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-06-17<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">2</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"dti: 2015-09-18\ns: 0.9915779405343111\nmonth4: 3\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-09-18<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">3</span><span class=\"structural\"> }</span></span>"] }, \n", - "], id: -1879048112, rootId: -1879048112, totalRows: 3 } ) });\n", + "{ name: "<span title=\"max: DataRow<*>\">max</span>", children: [1, 2, 3], rightAlign: false, values: ["<span class=\"formatted\" title=\"dti: 2015-03-13\ns: 0.9929959555960718\nmonth4: 1\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-03-13<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">1</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"dti: 2015-07-15\ns: 0.9965721716934274\nmonth4: 2\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-07-15<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">2</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"dti: 2015-11-16\ns: 0.9830830708267406\nmonth4: 3\"><span class=\"structural\">{ </span><span class=\"structural\">dti: </span>2015-11-16<span class=\"structural\">, </span><span class=\"structural\">s: </span><span class=\"numbers\">1.0</span><span class=\"structural\">, </span><span class=\"structural\">month4: </span><span class=\"numbers\">3</span><span class=\"structural\"> }</span></span>"] }, \n", + "], id: 1140850768, rootId: 1140850768, totalRows: 3 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048112) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850768) });\n", "\n", "\n", " </script>\n", @@ -28114,29 +28122,21 @@ " \n", " \n", " \n", - "
month4max
dtismonth4
12015-03-100.9946871
22015-06-170.9669242
32015-09-180.9915783
\n", + "
month4max
dtismonth4
12015-03-130.9929961
22015-07-150.9965722
32015-11-160.9830833
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"month4\",\"max\"],\"kotlin_dataframe\":[{\"month4\":1,\"max\":{\"dti\":\"2015-03-10\",\"s\":0.9946866177683608,\"month4\":1}},{\"month4\":2,\"max\":{\"dti\":\"2015-06-17\",\"s\":0.9669239290529743,\"month4\":2}},{\"month4\":3,\"max\":{\"dti\":\"2015-09-18\",\"s\":0.9915779405343111,\"month4\":3}}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"month4\",\"max\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"month4\":1,\"max\":{\"data\":{\"dti\":\"2015-03-13\",\"s\":0.9929959555960718,\"month4\":1},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"month4\":2,\"max\":{\"data\":{\"dti\":\"2015-07-15\",\"s\":0.9965721716934274,\"month4\":2},\"metadata\":{\"kind\":\"ColumnGroup\"}}},{\"month4\":3,\"max\":{\"data\":{\"dti\":\"2015-11-16\",\"s\":0.9830830708267406,\"month4\":3},\"metadata\":{\"kind\":\"ColumnGroup\"}}}]}" }, + "execution_count": 49, "metadata": {}, - "output_type": "execute_result", - "execution_count": 49 + "output_type": "execute_result" } ], - "source": [ - "df.add(\"month4\") {\n", - " when (dti.monthNumber) {\n", - " in 1..4 -> 1\n", - " in 5..8 -> 2\n", - " else -> 3\n", - " }\n", - "}.groupBy(\"month4\").aggregate { maxBy(s) into \"max\" }" - ] + "execution_count": 49 }, { "cell_type": "markdown", @@ -28147,28 +28147,36 @@ }, { "cell_type": "code", - "execution_count": 50, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:31.835748886Z", - "start_time": "2023-12-05T11:04:28.923134767Z" + "end_time": "2024-03-15T10:03:32.530002867Z", + "start_time": "2024-03-15T10:03:32.484703424Z" } }, - "outputs": [], "source": [ "import java.time.temporal.WeekFields\n", "import java.util.*" - ] + ], + "outputs": [], + "execution_count": 50 }, { "cell_type": "code", - "execution_count": 51, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:32.213207573Z", - "start_time": "2023-12-05T11:04:28.993735881Z" + "end_time": "2024-03-15T10:03:32.729480691Z", + "start_time": "2024-03-15T10:03:32.531477980Z" } }, + "source": [ + "val start = LocalDate(2015, 1, 1)\n", + "val end = LocalDate(2016, 12, 31)\n", + "\n", + "(start..end).toList().toColumn(\"3thu\").filter {\n", + " it.toJavaLocalDate()[WeekFields.of(Locale.ENGLISH).weekOfMonth()] == 3\n", + " && it.dayOfWeek.value == 4\n", + "}" + ], "outputs": [ { "data": { @@ -28351,7 +28359,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048110"></table>\n", + " <table class="dataframe" id="df_1140850770"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 24 rows</p><p class="dataframe_description">DataColumn: name = "3thu", type = kotlinx.datetime.LocalDate, size = 24</p>\n", "\n", @@ -28633,10 +28641,10 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"3thu: kotlinx.datetime.LocalDate\">3thu</span>", children: [], rightAlign: false, values: ["2015-01-15","2015-02-19","2015-03-19","2015-04-16","2015-05-14","2015-06-18","2015-07-16","2015-08-13","2015-09-17","2015-10-15","2015-11-19","2015-12-17","2016-01-14","2016-02-18","2016-03-17","2016-04-14","2016-05-19","2016-06-16","2016-07-14","2016-08-18"] }, \n", - "], id: -1879048110, rootId: -1879048110, totalRows: 24 } ) });\n", + "], id: 1140850770, rootId: 1140850770, totalRows: 24 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048110) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850770) });\n", "\n", "\n", " </script>\n", @@ -28808,29 +28816,21 @@ " \n", " \n", " \n", - "
3thu
2015-01-15
2015-02-19
2015-03-19
2015-04-16
2015-05-14
2015-06-18
2015-07-16
2015-08-13
2015-09-17
2015-10-15
2015-11-19
2015-12-17
2016-01-14
2016-02-18
2016-03-17
2016-04-14
2016-05-19
2016-06-16
2016-07-14
2016-08-18
\n", + "
3thu
2015-01-15
2015-02-19
2015-03-19
2015-04-16
2015-05-14
2015-06-18
2015-07-16
2015-08-13
2015-09-17
2015-10-15
2015-11-19
2015-12-17
2016-01-14
2016-02-18
2016-03-17
2016-04-14
2016-05-19
2016-06-16
2016-07-14
2016-08-18
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":24,\"ncol\":1,\"columns\":[\"3thu\"],\"kotlin_dataframe\":[{\"3thu\":\"2015-01-15\"},{\"3thu\":\"2015-02-19\"},{\"3thu\":\"2015-03-19\"},{\"3thu\":\"2015-04-16\"},{\"3thu\":\"2015-05-14\"},{\"3thu\":\"2015-06-18\"},{\"3thu\":\"2015-07-16\"},{\"3thu\":\"2015-08-13\"},{\"3thu\":\"2015-09-17\"},{\"3thu\":\"2015-10-15\"},{\"3thu\":\"2015-11-19\"},{\"3thu\":\"2015-12-17\"},{\"3thu\":\"2016-01-14\"},{\"3thu\":\"2016-02-18\"},{\"3thu\":\"2016-03-17\"},{\"3thu\":\"2016-04-14\"},{\"3thu\":\"2016-05-19\"},{\"3thu\":\"2016-06-16\"},{\"3thu\":\"2016-07-14\"},{\"3thu\":\"2016-08-18\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"3thu\"],\"nrow\":24,\"ncol\":1},\"kotlin_dataframe\":[{\"3thu\":\"2015-01-15\"},{\"3thu\":\"2015-02-19\"},{\"3thu\":\"2015-03-19\"},{\"3thu\":\"2015-04-16\"},{\"3thu\":\"2015-05-14\"},{\"3thu\":\"2015-06-18\"},{\"3thu\":\"2015-07-16\"},{\"3thu\":\"2015-08-13\"},{\"3thu\":\"2015-09-17\"},{\"3thu\":\"2015-10-15\"},{\"3thu\":\"2015-11-19\"},{\"3thu\":\"2015-12-17\"},{\"3thu\":\"2016-01-14\"},{\"3thu\":\"2016-02-18\"},{\"3thu\":\"2016-03-17\"},{\"3thu\":\"2016-04-14\"},{\"3thu\":\"2016-05-19\"},{\"3thu\":\"2016-06-16\"},{\"3thu\":\"2016-07-14\"},{\"3thu\":\"2016-08-18\"}]}" }, + "execution_count": 51, "metadata": {}, - "output_type": "execute_result", - "execution_count": 51 + "output_type": "execute_result" } ], - "source": [ - "val start = LocalDate(2015, 1, 1)\n", - "val end = LocalDate(2016, 12, 31)\n", - "\n", - "(start..end).toList().toColumn(\"3thu\").filter {\n", - " it.toJavaLocalDate()[WeekFields.of(Locale.ENGLISH).weekOfMonth()] == 3\n", - " && it.dayOfWeek.value == 4\n", - "}" - ] + "execution_count": 51 }, { "cell_type": "markdown", @@ -28865,13 +28865,21 @@ }, { "cell_type": "code", - "execution_count": 52, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:32.583671216Z", - "start_time": "2023-12-05T11:04:29.336450514Z" + "end_time": "2024-03-15T10:03:33.204816779Z", + "start_time": "2024-03-15T10:03:32.731753604Z" } }, + "source": [ + "val fromTo = listOf(\"LoNDon_paris\", \"MAdrid_miLAN\", \"londON_StockhOlm\", \"Budapest_PaRis\", \"Brussels_londOn\").toColumn(\"From_To\")\n", + "val flightNumber = listOf(10045.0, Double.NaN, 10065.0, Double.NaN, 10085.0).toColumn(\"FlightNumber\")\n", + "val recentDelays = listOf(listOf(23, 47), listOf(), listOf(24, 43, 87), listOf(13), listOf(67, 32)).toColumn(\"RecentDelays\")\n", + "val airline = listOf(\"KLM(!)\", \"{Air France} (12)\", \"(British Airways. )\", \"12. Air France\", \"'Swiss Air'\").toColumn(\"Airline\")\n", + "\n", + "var df = dataFrameOf(fromTo, flightNumber, recentDelays, airline)\n", + "df" + ], "outputs": [ { "data": { @@ -29054,7 +29062,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048108"></table>\n", + " <table class="dataframe" id="df_1140850772"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 4</p>\n", "\n", @@ -29339,10 +29347,10 @@ "{ name: "<span title=\"FlightNumber: Double\">FlightNumber</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">10045.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10065.0</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">NaN</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10085.0</span></span>"] }, \n", "{ name: "<span title=\"RecentDelays: List<Int>\">RecentDelays</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"23\n47\"><span class=\"structural\">[</span><span class=\"numbers\">23</span><span class=\"structural\">, </span><span class=\"numbers\">47</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"24\n43\n87\"><span class=\"structural\">[</span><span class=\"numbers\">24</span><span class=\"structural\">, </span><span class=\"numbers\">43</span><span class=\"structural\">, </span><span class=\"numbers\">87</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"13\"><span class=\"structural\">[</span><span class=\"numbers\">13</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"67\n32\"><span class=\"structural\">[</span><span class=\"numbers\">67</span><span class=\"structural\">, </span><span class=\"numbers\">32</span><span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM(!)","{Air France} (12)","(British Airways. )","12. Air France","&#39;Swiss Air&#39;"] }, \n", - "], id: -1879048108, rootId: -1879048108, totalRows: 5 } ) });\n", + "], id: 1140850772, rootId: 1140850772, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048108) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850772) });\n", "\n", "\n", " </script>\n", @@ -29514,29 +29522,21 @@ " \n", " \n", " \n", - "
From_ToFlightNumberRecentDelaysAirline
LoNDon_paris10045.000000[23, 47]KLM(!)
MAdrid_miLANNaN[ ]{Air France} (12)
londON_StockhOlm10065.000000[24, 43, 87](British Airways. )
Budapest_PaRisNaN[13]12. Air France
Brussels_londOn10085.000000[67, 32]'Swiss Air'
\n", + "
From_ToFlightNumberRecentDelaysAirline
LoNDon_paris10045.000000[23, 47]KLM(!)
MAdrid_miLANNaN[ ]{Air France} (12)
londON_StockhOlm10065.000000[24, 43, 87](British Airways. )
Budapest_PaRisNaN[13]12. Air France
Brussels_londOn10085.000000[67, 32]'Swiss Air'
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":4,\"columns\":[\"From_To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"kotlin_dataframe\":[{\"From_To\":\"LoNDon_paris\",\"FlightNumber\":10045.0,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From_To\":\"MAdrid_miLAN\",\"FlightNumber\":\"NaN\",\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From_To\":\"londON_StockhOlm\",\"FlightNumber\":10065.0,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From_To\":\"Budapest_PaRis\",\"FlightNumber\":\"NaN\",\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From_To\":\"Brussels_londOn\",\"FlightNumber\":10085.0,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From_To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"nrow\":5,\"ncol\":4},\"kotlin_dataframe\":[{\"From_To\":\"LoNDon_paris\",\"FlightNumber\":10045.0,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From_To\":\"MAdrid_miLAN\",\"FlightNumber\":\"NaN\",\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From_To\":\"londON_StockhOlm\",\"FlightNumber\":10065.0,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From_To\":\"Budapest_PaRis\",\"FlightNumber\":\"NaN\",\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From_To\":\"Brussels_londOn\",\"FlightNumber\":10085.0,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" }, + "execution_count": 52, "metadata": {}, - "output_type": "execute_result", - "execution_count": 52 + "output_type": "execute_result" } ], - "source": [ - "val fromTo = listOf(\"LoNDon_paris\", \"MAdrid_miLAN\", \"londON_StockhOlm\", \"Budapest_PaRis\", \"Brussels_londOn\").toColumn(\"From_To\")\n", - "val flightNumber = listOf(10045.0, Double.NaN, 10065.0, Double.NaN, 10085.0).toColumn(\"FlightNumber\")\n", - "val recentDelays = listOf(listOf(23, 47), listOf(), listOf(24, 43, 87), listOf(13), listOf(67, 32)).toColumn(\"RecentDelays\")\n", - "val airline = listOf(\"KLM(!)\", \"{Air France} (12)\", \"(British Airways. )\", \"12. Air France\", \"'Swiss Air'\").toColumn(\"Airline\")\n", - "\n", - "var df = dataFrameOf(fromTo, flightNumber, recentDelays, airline)\n", - "df" - ] + "execution_count": 52 }, { "cell_type": "markdown", @@ -29547,13 +29547,18 @@ }, { "cell_type": "code", - "execution_count": 53, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:33.137065663Z", - "start_time": "2023-12-05T11:04:30.394402102Z" + "end_time": "2024-03-15T10:03:33.376815743Z", + "start_time": "2024-03-15T10:03:33.208051817Z" } }, + "source": [ + "df = df.fillNaNs { FlightNumber }\n", + " .with { prev()!!.FlightNumber + (next()!!.FlightNumber - prev()!!.FlightNumber) / 2 }\n", + " .convert { FlightNumber }.toInt()\n", + "df" + ], "outputs": [ { "data": { @@ -29736,7 +29741,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048106"></table>\n", + " <table class="dataframe" id="df_1140850774"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 4</p>\n", "\n", @@ -30021,10 +30026,10 @@ "{ name: "<span title=\"FlightNumber: Int\">FlightNumber</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">10045</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10055</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10065</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10075</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10085</span></span>"] }, \n", "{ name: "<span title=\"RecentDelays: List<Int>\">RecentDelays</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"23\n47\"><span class=\"structural\">[</span><span class=\"numbers\">23</span><span class=\"structural\">, </span><span class=\"numbers\">47</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"24\n43\n87\"><span class=\"structural\">[</span><span class=\"numbers\">24</span><span class=\"structural\">, </span><span class=\"numbers\">43</span><span class=\"structural\">, </span><span class=\"numbers\">87</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"13\"><span class=\"structural\">[</span><span class=\"numbers\">13</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"67\n32\"><span class=\"structural\">[</span><span class=\"numbers\">67</span><span class=\"structural\">, </span><span class=\"numbers\">32</span><span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM(!)","{Air France} (12)","(British Airways. )","12. Air France","&#39;Swiss Air&#39;"] }, \n", - "], id: -1879048106, rootId: -1879048106, totalRows: 5 } ) });\n", + "], id: 1140850774, rootId: 1140850774, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048106) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850774) });\n", "\n", "\n", " </script>\n", @@ -30196,26 +30201,21 @@ " \n", " \n", " \n", - "
From_ToFlightNumberRecentDelaysAirline
LoNDon_paris10045[23, 47]KLM(!)
MAdrid_miLAN10055[ ]{Air France} (12)
londON_StockhOlm10065[24, 43, 87](British Airways. )
Budapest_PaRis10075[13]12. Air France
Brussels_londOn10085[67, 32]'Swiss Air'
\n", + "
From_ToFlightNumberRecentDelaysAirline
LoNDon_paris10045[23, 47]KLM(!)
MAdrid_miLAN10055[ ]{Air France} (12)
londON_StockhOlm10065[24, 43, 87](British Airways. )
Budapest_PaRis10075[13]12. Air France
Brussels_londOn10085[67, 32]'Swiss Air'
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":4,\"columns\":[\"From_To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"kotlin_dataframe\":[{\"From_To\":\"LoNDon_paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From_To\":\"MAdrid_miLAN\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From_To\":\"londON_StockhOlm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From_To\":\"Budapest_PaRis\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From_To\":\"Brussels_londOn\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From_To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"nrow\":5,\"ncol\":4},\"kotlin_dataframe\":[{\"From_To\":\"LoNDon_paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From_To\":\"MAdrid_miLAN\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From_To\":\"londON_StockhOlm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From_To\":\"Budapest_PaRis\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From_To\":\"Brussels_londOn\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" }, + "execution_count": 53, "metadata": {}, - "output_type": "execute_result", - "execution_count": 53 + "output_type": "execute_result" } ], - "source": [ - "df = df.fillNaNs { FlightNumber }\n", - " .with { prev()!!.FlightNumber + (next()!!.FlightNumber - prev()!!.FlightNumber) / 2 }\n", - " .convert { FlightNumber }.toInt()\n", - "df" - ] + "execution_count": 53 }, { "cell_type": "markdown", @@ -30226,13 +30226,16 @@ }, { "cell_type": "code", - "execution_count": 54, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:34.109507170Z", - "start_time": "2023-12-05T11:04:30.716591188Z" + "end_time": "2024-03-15T10:03:33.700433496Z", + "start_time": "2024-03-15T10:03:33.380204872Z" } }, + "source": [ + "var df2 = df.split { From_To }.by(\"_\").into(\"From\", \"To\")\n", + "df2" + ], "outputs": [ { "data": { @@ -30415,7 +30418,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048104"></table>\n", + " <table class="dataframe" id="df_1140850776"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 5</p>\n", "\n", @@ -30701,10 +30704,10 @@ "{ name: "<span title=\"FlightNumber: Int\">FlightNumber</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">10045</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10055</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10065</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10075</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10085</span></span>"] }, \n", "{ name: "<span title=\"RecentDelays: List<Int>\">RecentDelays</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"23\n47\"><span class=\"structural\">[</span><span class=\"numbers\">23</span><span class=\"structural\">, </span><span class=\"numbers\">47</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"24\n43\n87\"><span class=\"structural\">[</span><span class=\"numbers\">24</span><span class=\"structural\">, </span><span class=\"numbers\">43</span><span class=\"structural\">, </span><span class=\"numbers\">87</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"13\"><span class=\"structural\">[</span><span class=\"numbers\">13</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"67\n32\"><span class=\"structural\">[</span><span class=\"numbers\">67</span><span class=\"structural\">, </span><span class=\"numbers\">32</span><span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM(!)","{Air France} (12)","(British Airways. )","12. Air France","&#39;Swiss Air&#39;"] }, \n", - "], id: -1879048104, rootId: -1879048104, totalRows: 5 } ) });\n", + "], id: 1140850776, rootId: 1140850776, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048104) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850776) });\n", "\n", "\n", " </script>\n", @@ -30876,24 +30879,21 @@ " \n", " \n", " \n", - "
FromToFlightNumberRecentDelaysAirline
LoNDonparis10045[23, 47]KLM(!)
MAdridmiLAN10055[ ]{Air France} (12)
londONStockhOlm10065[24, 43, 87](British Airways. )
BudapestPaRis10075[13]12. Air France
BrusselslondOn10085[67, 32]'Swiss Air'
\n", + "
FromToFlightNumberRecentDelaysAirline
LoNDonparis10045[23, 47]KLM(!)
MAdridmiLAN10055[ ]{Air France} (12)
londONStockhOlm10065[24, 43, 87](British Airways. )
BudapestPaRis10075[13]12. Air France
BrusselslondOn10085[67, 32]'Swiss Air'
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"kotlin_dataframe\":[{\"From\":\"LoNDon\",\"To\":\"paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From\":\"MAdrid\",\"To\":\"miLAN\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From\":\"londON\",\"To\":\"StockhOlm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From\":\"Budapest\",\"To\":\"PaRis\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From\":\"Brussels\",\"To\":\"londOn\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"From\":\"LoNDon\",\"To\":\"paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From\":\"MAdrid\",\"To\":\"miLAN\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From\":\"londON\",\"To\":\"StockhOlm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From\":\"Budapest\",\"To\":\"PaRis\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From\":\"Brussels\",\"To\":\"londOn\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" }, + "execution_count": 54, "metadata": {}, - "output_type": "execute_result", - "execution_count": 54 + "output_type": "execute_result" } ], - "source": [ - "var df2 = df.split { From_To }.by(\"_\").into(\"From\", \"To\")\n", - "df2" - ] + "execution_count": 54 }, { "cell_type": "markdown", @@ -30904,13 +30904,16 @@ }, { "cell_type": "code", - "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:34.476895807Z", - "start_time": "2023-12-05T11:04:31.582150082Z" + "end_time": "2024-03-15T10:03:33.960952966Z", + "start_time": "2024-03-15T10:03:33.702388730Z" } }, + "source": [ + "df2 = df2.update { From and To }.with { it.lowercase().replaceFirstChar(Char::uppercase) }\n", + "df2" + ], "outputs": [ { "data": { @@ -31093,7 +31096,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048102"></table>\n", + " <table class="dataframe" id="df_1140850778"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 5</p>\n", "\n", @@ -31379,10 +31382,10 @@ "{ name: "<span title=\"FlightNumber: Int\">FlightNumber</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">10045</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10055</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10065</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10075</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10085</span></span>"] }, \n", "{ name: "<span title=\"RecentDelays: List<Int>\">RecentDelays</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"23\n47\"><span class=\"structural\">[</span><span class=\"numbers\">23</span><span class=\"structural\">, </span><span class=\"numbers\">47</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"24\n43\n87\"><span class=\"structural\">[</span><span class=\"numbers\">24</span><span class=\"structural\">, </span><span class=\"numbers\">43</span><span class=\"structural\">, </span><span class=\"numbers\">87</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"13\"><span class=\"structural\">[</span><span class=\"numbers\">13</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"67\n32\"><span class=\"structural\">[</span><span class=\"numbers\">67</span><span class=\"structural\">, </span><span class=\"numbers\">32</span><span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM(!)","{Air France} (12)","(British Airways. )","12. Air France","&#39;Swiss Air&#39;"] }, \n", - "], id: -1879048102, rootId: -1879048102, totalRows: 5 } ) });\n", + "], id: 1140850778, rootId: 1140850778, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048102) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850778) });\n", "\n", "\n", " </script>\n", @@ -31554,24 +31557,21 @@ " \n", " \n", " \n", - "
FromToFlightNumberRecentDelaysAirline
LondonParis10045[23, 47]KLM(!)
MadridMilan10055[ ]{Air France} (12)
LondonStockholm10065[24, 43, 87](British Airways. )
BudapestParis10075[13]12. Air France
BrusselsLondon10085[67, 32]'Swiss Air'
\n", + "
FromToFlightNumberRecentDelaysAirline
LondonParis10045[23, 47]KLM(!)
MadridMilan10055[ ]{Air France} (12)
LondonStockholm10065[24, 43, 87](British Airways. )
BudapestParis10075[13]12. Air France
BrusselsLondon10085[67, 32]'Swiss Air'
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM(!)\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"{Air France} (12)\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"(British Airways. )\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\"12. Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"'Swiss Air'\"}]}" }, + "execution_count": 55, "metadata": {}, - "output_type": "execute_result", - "execution_count": 55 + "output_type": "execute_result" } ], - "source": [ - "df2 = df2.update { From and To }.with { it.lowercase().replaceFirstChar(Char::uppercase) }\n", - "df2" - ] + "execution_count": 55 }, { "cell_type": "markdown", @@ -31582,13 +31582,18 @@ }, { "cell_type": "code", - "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:34.568901504Z", - "start_time": "2023-12-05T11:04:32.083940720Z" + "end_time": "2024-03-15T10:03:34.080646850Z", + "start_time": "2024-03-15T10:03:33.963035251Z" } }, + "source": [ + "df2 = df2.update { Airline }.with {\n", + " \"([a-zA-Z\\\\s]+)\".toRegex().find(it)?.value ?: \"\"\n", + "}\n", + "df2" + ], "outputs": [ { "data": { @@ -31771,7 +31776,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048100"></table>\n", + " <table class="dataframe" id="df_1140850780"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 5</p>\n", "\n", @@ -32057,10 +32062,10 @@ "{ name: "<span title=\"FlightNumber: Int\">FlightNumber</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">10045</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10055</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10065</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10075</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">10085</span></span>"] }, \n", "{ name: "<span title=\"RecentDelays: List<Int>\">RecentDelays</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"23\n47\"><span class=\"structural\">[</span><span class=\"numbers\">23</span><span class=\"structural\">, </span><span class=\"numbers\">47</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">[ ]</span></span>","<span class=\"formatted\" title=\"24\n43\n87\"><span class=\"structural\">[</span><span class=\"numbers\">24</span><span class=\"structural\">, </span><span class=\"numbers\">43</span><span class=\"structural\">, </span><span class=\"numbers\">87</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"13\"><span class=\"structural\">[</span><span class=\"numbers\">13</span><span class=\"structural\">]</span></span>","<span class=\"formatted\" title=\"67\n32\"><span class=\"structural\">[</span><span class=\"numbers\">67</span><span class=\"structural\">, </span><span class=\"numbers\">32</span><span class=\"structural\">]</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM","Air France","British Airways"," Air France","Swiss Air"] }, \n", - "], id: -1879048100, rootId: -1879048100, totalRows: 5 } ) });\n", + "], id: 1140850780, rootId: 1140850780, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048100) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850780) });\n", "\n", "\n", " </script>\n", @@ -32232,26 +32237,21 @@ " \n", " \n", " \n", - "
FromToFlightNumberRecentDelaysAirline
LondonParis10045[23, 47]KLM
MadridMilan10055[ ]Air France
LondonStockholm10065[24, 43, 87]British Airways
BudapestParis10075[13] Air France
BrusselsLondon10085[67, 32]Swiss Air
\n", + "
FromToFlightNumberRecentDelaysAirline
LondonParis10045[23, 47]KLM
MadridMilan10055[ ]Air France
LondonStockholm10065[24, 43, 87]British Airways
BudapestParis10075[13] Air France
BrusselsLondon10085[67, 32]Swiss Air
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"Air France\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"British Airways\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\" Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"Swiss Air\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From\",\"To\",\"FlightNumber\",\"RecentDelays\",\"Airline\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"RecentDelays\":[23,47],\"Airline\":\"KLM\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"RecentDelays\":[],\"Airline\":\"Air France\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"RecentDelays\":[24,43,87],\"Airline\":\"British Airways\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"RecentDelays\":[13],\"Airline\":\" Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"RecentDelays\":[67,32],\"Airline\":\"Swiss Air\"}]}" }, + "execution_count": 56, "metadata": {}, - "output_type": "execute_result", - "execution_count": 56 + "output_type": "execute_result" } ], - "source": [ - "df2 = df2.update { Airline }.with {\n", - " \"([a-zA-Z\\\\s]+)\".toRegex().find(it)?.value ?: \"\"\n", - "}\n", - "df2" - ] + "execution_count": 56 }, { "cell_type": "markdown", @@ -32264,13 +32264,16 @@ }, { "cell_type": "code", - "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:04:34.725909247Z", - "start_time": "2023-12-05T11:04:32.378557755Z" + "end_time": "2024-03-15T10:03:34.390355388Z", + "start_time": "2024-03-15T10:03:34.082656382Z" } }, + "source": [ + "val prep_df = df2.split { RecentDelays }.into { \"delay_$it\" }\n", + "prep_df" + ], "outputs": [ { "data": { @@ -32453,7 +32456,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_-1879048098"></table>\n", + " <table class="dataframe" id="df_1140850782"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 7</p>\n", "\n", @@ -32741,10 +32744,10 @@ "{ name: "<span title=\"delay_2: Int?\">delay_2</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">47</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">43</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">32</span></span>"] }, \n", "{ name: "<span title=\"delay_3: Int?\">delay_3</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">87</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>"] }, \n", "{ name: "<span title=\"Airline: String\">Airline</span>", children: [], rightAlign: false, values: ["KLM","Air France","British Airways"," Air France","Swiss Air"] }, \n", - "], id: -1879048098, rootId: -1879048098, totalRows: 5 } ) });\n", + "], id: 1140850782, rootId: 1140850782, totalRows: 5 } ) });\n", "/*-->*/\n", "\n", - "call_DataFrame(function() { DataFrame.renderTable(-1879048098) });\n", + "call_DataFrame(function() { DataFrame.renderTable(1140850782) });\n", "\n", "\n", " </script>\n", @@ -32916,24 +32919,21 @@ " \n", " \n", " \n", - "
FromToFlightNumberdelay_1delay_2delay_3Airline
LondonParis100452347nullKLM
MadridMilan10055nullnullnullAir France
LondonStockholm10065244387British Airways
BudapestParis1007513nullnull Air France
BrusselsLondon100856732nullSwiss Air
\n", + "
FromToFlightNumberdelay_1delay_2delay_3Airline
LondonParis100452347nullKLM
MadridMilan10055nullnullnullAir France
LondonStockholm10065244387British Airways
BudapestParis1007513nullnull Air France
BrusselsLondon100856732nullSwiss Air
\n", " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":7,\"columns\":[\"From\",\"To\",\"FlightNumber\",\"delay_1\",\"delay_2\",\"delay_3\",\"Airline\"],\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"delay_1\":23,\"delay_2\":47,\"delay_3\":null,\"Airline\":\"KLM\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"delay_1\":null,\"delay_2\":null,\"delay_3\":null,\"Airline\":\"Air France\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"delay_1\":24,\"delay_2\":43,\"delay_3\":87,\"Airline\":\"British Airways\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"delay_1\":13,\"delay_2\":null,\"delay_3\":null,\"Airline\":\" Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"delay_1\":67,\"delay_2\":32,\"delay_3\":null,\"Airline\":\"Swiss Air\"}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"From\",\"To\",\"FlightNumber\",\"delay_1\",\"delay_2\",\"delay_3\",\"Airline\"],\"nrow\":5,\"ncol\":7},\"kotlin_dataframe\":[{\"From\":\"London\",\"To\":\"Paris\",\"FlightNumber\":10045,\"delay_1\":23,\"delay_2\":47,\"delay_3\":null,\"Airline\":\"KLM\"},{\"From\":\"Madrid\",\"To\":\"Milan\",\"FlightNumber\":10055,\"delay_1\":null,\"delay_2\":null,\"delay_3\":null,\"Airline\":\"Air France\"},{\"From\":\"London\",\"To\":\"Stockholm\",\"FlightNumber\":10065,\"delay_1\":24,\"delay_2\":43,\"delay_3\":87,\"Airline\":\"British Airways\"},{\"From\":\"Budapest\",\"To\":\"Paris\",\"FlightNumber\":10075,\"delay_1\":13,\"delay_2\":null,\"delay_3\":null,\"Airline\":\" Air France\"},{\"From\":\"Brussels\",\"To\":\"London\",\"FlightNumber\":10085,\"delay_1\":67,\"delay_2\":32,\"delay_3\":null,\"Airline\":\"Swiss Air\"}]}" }, + "execution_count": 57, "metadata": {}, - "output_type": "execute_result", - "execution_count": 57 + "output_type": "execute_result" } ], - "source": [ - "val prep_df = df2.split { RecentDelays }.into { \"delay_$it\" }\n", - "prep_df" - ] + "execution_count": 57 }, { "cell_type": "markdown", diff --git a/examples/notebooks/titanic/Titanic.ipynb b/examples/notebooks/titanic/Titanic.ipynb index 79a1135b51..20ee782dd3 100644 --- a/examples/notebooks/titanic/Titanic.ipynb +++ b/examples/notebooks/titanic/Titanic.ipynb @@ -2,48 +2,703 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:03.098043121Z", - "start_time": "2023-12-21T18:39:56.400786438Z" + "end_time": "2024-03-15T10:31:26.917367041Z", + "start_time": "2024-03-15T10:31:20.884163256Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors\n", "%use dataframe, kandy" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:03.888697596Z", - "start_time": "2023-12-21T18:40:03.095976308Z" + "end_time": "2024-03-15T10:31:28.057798865Z", + "start_time": "2024-03-15T10:31:26.926275904Z" } }, + "source": [ + "val df = DataFrame.readCSV(\n", + " fileOrUrl = \"../../idea-examples/titanic/src/main/resources/titanic.csv\",\n", + " delimiter = ';',\n", + " parserOptions = ParserOptions(locale = java.util.Locale.FRENCH),\n", + ")\n", + "\n", + "df.head()" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":14,\"columns\":[\"pclass\",\"survived\",\"name\",\"sex\",\"age\",\"sibsp\",\"parch\",\"ticket\",\"fare\",\"cabin\",\"embarked\",\"boat\",\"body\",\"homedest\"],\"kotlin_dataframe\":[{\"pclass\":1,\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"sex\":null,\"age\":29.0,\"sibsp\":null,\"parch\":null,\"ticket\":\"24160\",\"fare\":211.3375,\"cabin\":\"B5\",\"embarked\":null,\"boat\":\"2\",\"body\":null,\"homedest\":\"St Louis, MO\"},{\"pclass\":1,\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"sex\":\"male\",\"age\":0.9167,\"sibsp\":1,\"parch\":2,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"AA\",\"boat\":\"11\",\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"sex\":\"female\",\"age\":2.0,\"sibsp\":1,\"parch\":2,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"sex\":\"male\",\"age\":30.0,\"sibsp\":1,\"parch\":2,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":135,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"sex\":\"female\",\"age\":25.0,\"sibsp\":1,\"parch\":2,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
pclasssurvivednamesexagesibspparchticketfarecabinembarkedboatbodyhomedest
11Allen, Miss. Elisabeth Waltonnull29.000000nullnull24160211.337500B5null2nullSt Louis, MO
11Allison, Master. Hudson Trevormale0.91670012113781151.550000C22 C26AA11nullMontreal, PQ / Chesterville, ON
10Allison, Miss. Helen Lorainefemale2.00000012113781151.550000C22 C26SnullnullMontreal, PQ / Chesterville, ON
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Kornelia Theodosia\",\"sex\":\"female\",\"age\":63.0,\"sibsp\":1,\"parch\":0,\"ticket\":\"13502\",\"fare\":77.9583,\"cabin\":\"D7\",\"embarked\":\"S\",\"boat\":\"10\",\"body\":null,\"homedest\":\"Hudson, NY\"},{\"pclass\":1,\"survived\":0,\"name\":\"Andrews, Mr. Thomas Jr\",\"sex\":\"male\",\"age\":39.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"112050\",\"fare\":0.0,\"cabin\":\"A36\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Belfast, NI\"},{\"pclass\":1,\"survived\":1,\"name\":\"Appleton, Mrs. Edward Dale (Charlotte Lamson)\",\"sex\":\"female\",\"age\":53.0,\"sibsp\":2,\"parch\":0,\"ticket\":\"11769\",\"fare\":51.4792,\"cabin\":\"C101\",\"embarked\":\"S\",\"boat\":\"D\",\"body\":null,\"homedest\":\"Bayside, Queens, NY\"},{\"pclass\":1,\"survived\":0,\"name\":\"Artagaveytia, Mr. Ramon\",\"sex\":\"male\",\"age\":71.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"PC 17609\",\"fare\":49.5042,\"cabin\":null,\"embarked\":\"C\",\"boat\":null,\"body\":22,\"homedest\":\"Montevideo, Uruguay\"},{\"pclass\":1,\"survived\":0,\"name\":\"Astor, Col. John Jacob\",\"sex\":\"male\",\"age\":47.0,\"sibsp\":1,\"parch\":0,\"ticket\":\"PC 17757\",\"fare\":227.525,\"cabin\":\"C62 C64\",\"embarked\":\"C\",\"boat\":null,\"body\":124,\"homedest\":\"New York, NY\"},{\"pclass\":1,\"survived\":1,\"name\":\"Astor, Mrs. John Jacob (Madeleine Talmadge Force)\",\"sex\":\"female\",\"age\":18.0,\"sibsp\":1,\"parch\":0,\"ticket\":\"PC 17757\",\"fare\":227.525,\"cabin\":\"C62 C64\",\"embarked\":\"C\",\"boat\":\"4\",\"body\":null,\"homedest\":\"New York, NY\"},{\"pclass\":1,\"survived\":1,\"name\":\"Aubart, Mme. Leontine Pauline\",\"sex\":\"female\",\"age\":24.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"PC 17477\",\"fare\":69.3,\"cabin\":\"B35\",\"embarked\":\"C\",\"boat\":\"9\",\"body\":null,\"homedest\":\"Paris, France\"},{\"pclass\":1,\"survived\":1,\"name\":\"Barber, Miss. Ellen \\\"Nellie\\\"\",\"sex\":\"female\",\"age\":26.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"19877\",\"fare\":78.85,\"cabin\":null,\"embarked\":\"S\",\"boat\":\"6\",\"body\":null,\"homedest\":null},{\"pclass\":1,\"survived\":1,\"name\":\"Barkworth, Mr. Algernon Henry Wilson\",\"sex\":\"male\",\"age\":80.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"27042\",\"fare\":30.0,\"cabin\":\"A23\",\"embarked\":\"S\",\"boat\":\"B\",\"body\":null,\"homedest\":\"Hessle, Yorks\"},{\"pclass\":1,\"survived\":0,\"name\":\"Baumann, Mr. John D\",\"sex\":\"male\",\"age\":null,\"sibsp\":0,\"parch\":0,\"ticket\":\"PC 17318\",\"fare\":25.925,\"cabin\":null,\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"New York, NY\"},{\"pclass\":1,\"survived\":0,\"name\":\"Baxter, Mr. Quigg Edmond\",\"sex\":\"male\",\"age\":24.0,\"sibsp\":0,\"parch\":1,\"ticket\":\"PC 17558\",\"fare\":247.5208,\"cabin\":\"B58 B60\",\"embarked\":\"C\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ\"},{\"pclass\":1,\"survived\":1,\"name\":\"Baxter, Mrs. James (Helene DeLaudeniere Chaput)\",\"sex\":\"female\",\"age\":50.0,\"sibsp\":0,\"parch\":1,\"ticket\":\"PC 17558\",\"fare\":247.5208,\"cabin\":\"B58 B60\",\"embarked\":\"C\",\"boat\":\"6\",\"body\":null,\"homedest\":\"Montreal, PQ\"},{\"pclass\":1,\"survived\":1,\"name\":\"Bazzani, Miss. Albina\",\"sex\":\"female\",\"age\":32.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"11813\",\"fare\":76.2917,\"cabin\":\"D15\",\"embarked\":\"C\",\"boat\":\"8\",\"body\":null,\"homedest\":null},{\"pclass\":1,\"survived\":0,\"name\":\"Beattie, Mr. Thomson\",\"sex\":\"male\",\"age\":36.0,\"sibsp\":0,\"parch\":0,\"ticket\":\"13050\",\"fare\":75.2417,\"cabin\":\"C6\",\"embarked\":\"C\",\"boat\":\"A\",\"body\":null,\"homedest\":\"Winnipeg, MN\"}]}" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "df" - ] + "execution_count": 4 }, { "cell_type": "markdown", @@ -112,108 +2075,2069 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:04.972737642Z", - "start_time": "2023-12-21T18:40:04.090218552Z" + "end_time": "2024-03-15T10:31:29.373567308Z", + "start_time": "2024-03-15T10:31:28.376978075Z" } }, + "source": [ + "val df1 = df\n", + " // imputing\n", + " .fillNulls { sibsp and parch and age and fare }.perCol { mean() }\n", + " .fillNulls { sex }.with { \"other\" }\n", + " .fillNulls { embarked }.with { \"S\" }\n", + " .convert { sibsp and parch and age and fare }.toDouble()\n", + "\n", + "df1.head()" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":14,\"columns\":[\"pclass\",\"survived\",\"name\",\"sex\",\"age\",\"sibsp\",\"parch\",\"ticket\",\"fare\",\"cabin\",\"embarked\",\"boat\",\"body\",\"homedest\"],\"kotlin_dataframe\":[{\"pclass\":1,\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"sex\":\"female\",\"age\":29.0,\"sibsp\":0.0,\"parch\":0.0,\"ticket\":\"24160\",\"fare\":211.3375,\"cabin\":\"B5\",\"embarked\":\"S\",\"boat\":\"2\",\"body\":null,\"homedest\":\"St Louis, MO\"},{\"pclass\":1,\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"sex\":\"male\",\"age\":0.9167,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"AA\",\"boat\":\"11\",\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"sex\":\"female\",\"age\":2.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"sex\":\"male\",\"age\":30.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":135,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"sex\":\"female\",\"age\":25.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
pclasssurvivednamesexagesibspparchticketfarecabinembarkedboatbodyhomedest
11Allen, Miss. Elisabeth Waltonother29.0000000.0000000.00000024160211.337500B5S2nullSt Louis, MO
11Allison, Master. Hudson Trevormale0.9167001.0000002.000000113781151.550000C22 C26AA11nullMontreal, PQ / Chesterville, ON
10Allison, Miss. Helen Lorainefemale2.0000001.0000002.000000113781151.550000C22 C26SnullnullMontreal, PQ / Chesterville, ON
10Allison, Mr. Hudson Joshua Creightonmale30.0000001.0000002.000000113781151.550000C22 C26Snull135Montreal, PQ / Chesterville, ON
10Allison, Mrs. Hudson J C (Bessie Wald...female25.0000001.0000002.000000113781151.550000C22 C26SnullnullMontreal, PQ / Chesterville, ON
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"pclass\",\"survived\",\"name\",\"sex\",\"age\",\"sibsp\",\"parch\",\"ticket\",\"fare\",\"cabin\",\"embarked\",\"boat\",\"body\",\"homedest\"],\"nrow\":5,\"ncol\":14},\"kotlin_dataframe\":[{\"pclass\":1,\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"sex\":\"other\",\"age\":29.0,\"sibsp\":0.0,\"parch\":0.0,\"ticket\":\"24160\",\"fare\":211.3375,\"cabin\":\"B5\",\"embarked\":\"S\",\"boat\":\"2\",\"body\":null,\"homedest\":\"St Louis, MO\"},{\"pclass\":1,\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"sex\":\"male\",\"age\":0.9167,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"AA\",\"boat\":\"11\",\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"sex\":\"female\",\"age\":2.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"sex\":\"male\",\"age\":30.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":135,\"homedest\":\"Montreal, PQ / Chesterville, ON\"},{\"pclass\":1,\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"sex\":\"female\",\"age\":25.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"embarked\":\"S\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\"}]}" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val df1 = df\n", - " // imputing\n", - " .fillNulls { sibsp and parch and age and fare }.perCol { mean() }\n", - " .fillNulls { sex }.with { \"female\" }\n", - " .fillNulls { embarked }.with { \"S\" }\n", - " .convert { sibsp and parch and age and fare }.toDouble()\n", - "\n", - "df1.head()" - ] + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:04.988192992Z", - "start_time": "2023-12-21T18:40:04.822686696Z" + "end_time": "2024-03-15T10:31:29.436965559Z", + "start_time": "2024-03-15T10:31:29.377486496Z" } }, + "source": [ + "df1.schema()" + ], "outputs": [ { "data": { - "text/plain": "pclass: Int\nsurvived: Int\nname: String\nsex: String\nage: Double\nsibsp: Double\nparch: Double\nticket: String\nfare: Double\ncabin: String?\nembarked: String\nboat: String?\nbody: Int?\nhomedest: String?" + "text/plain": [ + "pclass: Int\n", + "survived: Int\n", + "name: String\n", + "sex: String\n", + "age: Double\n", + "sibsp: Double\n", + "parch: Double\n", + "ticket: String\n", + "fare: Double\n", + "cabin: String?\n", + "embarked: String\n", + "boat: String?\n", + "body: Int?\n", + "homedest: String?" + ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "df1.schema()" - ] + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:05.019458150Z", - "start_time": "2023-12-21T18:40:04.855387454Z" + "end_time": "2024-03-15T10:31:29.532637610Z", + "start_time": "2024-03-15T10:31:29.439607302Z" } }, + "source": [ + "df1.corr()" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":6,\"ncol\":7,\"columns\":[\"column\",\"pclass\",\"survived\",\"age\",\"sibsp\",\"parch\",\"fare\"],\"kotlin_dataframe\":[{\"column\":\"pclass\",\"pclass\":1.0,\"survived\":-0.31246936264968,\"age\":-0.36637035869802936,\"sibsp\":0.06083200757490747,\"parch\":0.018322202009786036,\"fare\":-0.5584773475043957},{\"column\":\"survived\",\"pclass\":-0.31246936264968,\"survived\":1.0,\"age\":-0.050198983636982906,\"sibsp\":-0.02782511923058273,\"parch\":0.0826595703861011,\"fare\":0.24420775279437662},{\"column\":\"age\",\"pclass\":-0.36637035869802936,\"survived\":-0.050198983636982906,\"age\":1.0,\"sibsp\":-0.19074715633383899,\"parch\":-0.1308719630307398,\"fare\":0.17152056539956614},{\"column\":\"sibsp\",\"pclass\":0.06083200757490747,\"survived\":-0.02782511923058273,\"age\":-0.19074715633383899,\"sibsp\":1.0,\"parch\":0.3735871906264913,\"fare\":0.16022419622116035},{\"column\":\"parch\",\"pclass\":0.018322202009786036,\"survived\":0.0826595703861011,\"age\":-0.1308719630307398,\"sibsp\":0.3735871906264913,\"parch\":1.0,\"fare\":0.2215218879995723},{\"column\":\"fare\",\"pclass\":-0.5584773475043957,\"survived\":0.24420775279437662,\"age\":0.17152056539956614,\"sibsp\":0.16022419622116035,\"parch\":0.2215218879995723,\"fare\":1.0}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
columnpclasssurvivedagesibspparchfare
pclass1.000000-0.312469-0.3663700.0608320.018322-0.558477
survived-0.3124691.000000-0.050199-0.0278250.0826600.244208
age-0.366370-0.0501991.000000-0.190747-0.1308720.171521
sibsp0.060832-0.027825-0.1907471.0000000.3735870.160224
parch0.0183220.082660-0.1308720.3735871.0000000.221522
fare-0.5584770.2442080.1715210.1602240.2215221.000000
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"column\",\"pclass\",\"survived\",\"age\",\"sibsp\",\"parch\",\"fare\"],\"nrow\":6,\"ncol\":7},\"kotlin_dataframe\":[{\"column\":\"pclass\",\"pclass\":1.0,\"survived\":-0.31246936264968,\"age\":-0.36637035869802936,\"sibsp\":0.06083200757490747,\"parch\":0.018322202009786036,\"fare\":-0.5584773475043957},{\"column\":\"survived\",\"pclass\":-0.31246936264968,\"survived\":1.0,\"age\":-0.050198983636982906,\"sibsp\":-0.02782511923058273,\"parch\":0.0826595703861011,\"fare\":0.24420775279437662},{\"column\":\"age\",\"pclass\":-0.36637035869802936,\"survived\":-0.050198983636982906,\"age\":1.0,\"sibsp\":-0.19074715633383899,\"parch\":-0.1308719630307398,\"fare\":0.17152056539956614},{\"column\":\"sibsp\",\"pclass\":0.06083200757490747,\"survived\":-0.02782511923058273,\"age\":-0.19074715633383899,\"sibsp\":1.0,\"parch\":0.3735871906264913,\"fare\":0.16022419622116035},{\"column\":\"parch\",\"pclass\":0.018322202009786036,\"survived\":0.0826595703861011,\"age\":-0.1308719630307398,\"sibsp\":0.3735871906264913,\"parch\":1.0,\"fare\":0.2215218879995723},{\"column\":\"fare\",\"pclass\":-0.5584773475043957,\"survived\":0.24420775279437662,\"age\":0.17152056539956614,\"sibsp\":0.16022419622116035,\"parch\":0.2215218879995723,\"fare\":1.0}]}" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "df1.corr()" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:05.235983675Z", - "start_time": "2023-12-21T18:40:04.894328290Z" + "end_time": "2024-03-15T10:31:29.936909468Z", + "start_time": "2024-03-15T10:31:29.535464395Z" } }, + "source": [ + "val correlations = df1\n", + " .corr { all() }.with { survived }\n", + " .sortBy { survived }\n", + "correlations" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":6,\"ncol\":2,\"columns\":[\"column\",\"survived\"],\"kotlin_dataframe\":[{\"column\":\"pclass\",\"survived\":-0.31246936264968},{\"column\":\"age\",\"survived\":-0.050198983636982906},{\"column\":\"sibsp\",\"survived\":-0.02782511923058273},{\"column\":\"parch\",\"survived\":0.0826595703861011},{\"column\":\"fare\",\"survived\":0.24420775279437662},{\"column\":\"survived\",\"survived\":1.0}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
columnsurvived
pclass-0.312469
age-0.050199
sibsp-0.027825
parch0.082660
fare0.244208
survived1.000000
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"column\",\"survived\"],\"nrow\":6,\"ncol\":2},\"kotlin_dataframe\":[{\"column\":\"pclass\",\"survived\":-0.31246936264968},{\"column\":\"age\",\"survived\":-0.050198983636982906},{\"column\":\"sibsp\",\"survived\":-0.02782511923058273},{\"column\":\"parch\",\"survived\":0.0826595703861011},{\"column\":\"fare\",\"survived\":0.24420775279437662},{\"column\":\"survived\",\"survived\":1.0}]}" }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val correlations = df1\n", - " .corr { all() }.with { survived }\n", - " .sortBy { survived }\n", - "correlations" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -238,99 +4162,2671 @@ }, { "cell_type": "code", - "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:05.404263185Z", - "start_time": "2023-12-21T18:40:05.075624829Z" + "end_time": "2024-03-15T10:31:30.085096086Z", + "start_time": "2024-03-15T10:31:29.940609731Z" } }, + "source": [ + "df1.groupBy { pclass }.mean { survived }.sortBy { pclass }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":2,\"columns\":[\"pclass\",\"survived\"],\"kotlin_dataframe\":[{\"pclass\":1,\"survived\":0.6191950464396285},{\"pclass\":2,\"survived\":0.4296028880866426},{\"pclass\":3,\"survived\":0.2552891396332863}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
pclasssurvived
10.619195
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sexsurvived
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\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"sex\",\"survived\"],\"nrow\":3,\"ncol\":2},\"kotlin_dataframe\":[{\"sex\":\"male\",\"survived\":0.19098457888493475},{\"sex\":\"female\",\"survived\":0.7268817204301076},{\"sex\":\"other\",\"survived\":1.0}]}" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "df1.groupBy { sex }.mean { survived }.sortBy { survived }" - ] + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:05.510083715Z", - "start_time": "2023-12-21T18:40:05.273668998Z" + "end_time": "2024-03-15T10:31:30.379637766Z", + "start_time": "2024-03-15T10:31:30.242444498Z" } }, + "source": [ + "df1.groupBy { sibsp }.mean { survived }.sortBy { sibsp }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":7,\"ncol\":2,\"columns\":[\"sibsp\",\"survived\"],\"kotlin_dataframe\":[{\"sibsp\":0.0,\"survived\":0.3468013468013468},{\"sibsp\":1.0,\"survived\":0.5109717868338558},{\"sibsp\":2.0,\"survived\":0.4523809523809524},{\"sibsp\":3.0,\"survived\":0.3},{\"sibsp\":4.0,\"survived\":0.13636363636363635},{\"sibsp\":5.0,\"survived\":0.0},{\"sibsp\":8.0,\"survived\":0.0}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"parch\",\"survived\"],\"nrow\":8,\"ncol\":2},\"kotlin_dataframe\":[{\"parch\":0.0,\"survived\":0.33532934131736525},{\"parch\":1.0,\"survived\":0.5882352941176471},{\"parch\":2.0,\"survived\":0.504424778761062},{\"parch\":3.0,\"survived\":0.625},{\"parch\":4.0,\"survived\":0.16666666666666666},{\"parch\":5.0,\"survived\":0.16666666666666666},{\"parch\":6.0,\"survived\":0.0},{\"parch\":9.0,\"survived\":0.0}]}" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "df1.groupBy { parch }.mean { survived }.sortBy { parch }" - ] + "execution_count": 12 }, { "cell_type": "markdown", @@ -343,33 +6839,674 @@ }, { "cell_type": "code", - "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:05.766889703Z", - "start_time": "2023-12-21T18:40:05.433360614Z" + "end_time": "2024-03-15T10:31:30.776352701Z", + "start_time": "2024-03-15T10:31:30.511694512Z" } }, + "source": [ + "val byAge = df1.valueCounts { age }.sortBy { age }\n", + "byAge" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":99,\"ncol\":2,\"columns\":[\"age\",\"count\"],\"kotlin_dataframe\":[{\"age\":0.1667,\"count\":1},{\"age\":0.3333,\"count\":1},{\"age\":0.4167,\"count\":1},{\"age\":0.6667,\"count\":1},{\"age\":0.75,\"count\":3},{\"age\":0.8333,\"count\":3},{\"age\":0.9167,\"count\":2},{\"age\":1.0,\"count\":10},{\"age\":2.0,\"count\":12},{\"age\":3.0,\"count\":7},{\"age\":4.0,\"count\":10},{\"age\":5.0,\"count\":5},{\"age\":6.0,\"count\":6},{\"age\":7.0,\"count\":4},{\"age\":8.0,\"count\":6},{\"age\":9.0,\"count\":10},{\"age\":10.0,\"count\":4},{\"age\":11.0,\"count\":4},{\"age\":11.5,\"count\":1},{\"age\":12.0,\"count\":3}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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"color": "#4c4c4c", + "color": "#a6a6a6", "sampling": "none", "position": "identity", "geom": "point" @@ -642,54 +8270,487 @@ "swing_enabled": true } }, - "execution_count": 15, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], + "execution_count": 48 + }, + { + "cell_type": "code", "source": [ - "byAge.plot { \n", - " points {\n", - " x(age)\n", - " y(count)\n", - " size = 5.0\n", - " color = Color.hex(\"#4c4c4c\")\n", - " }\n", - " layout { \n", - " size = 850 to 500\n", - " }\n", - "}" + "val age = df.select { age }.dropNulls().sortBy { age }" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-21T18:40:06.198019950Z", - "start_time": "2023-12-21T18:40:05.659179454Z" + "end_time": "2024-03-15T10:31:32.244401078Z", + "start_time": "2024-03-15T10:31:32.066826329Z" } - } + }, + "outputs": [], + "execution_count": 16 }, { "cell_type": "code", - "execution_count": 16, - "outputs": [], "source": [ - "val age = df.select { age }.dropNulls().sortBy { age }" + "age.plot {\n", + " histogram(x = age, binsOption = BinsOption.byWidth(5.0)) {\n", + " fillColor = JetBrainsColors.orange\n", + " }\n", + " layout { \n", + " size = 850 to 500\n", + " }\n", + "}" ], "metadata": { "collapsed": false, "ExecuteTime": { - 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"source": [ - "age.plot {\n", - " histogram(x = age, binsOption = BinsOption.byWidth(5.0)) {\n", - " fillColor = JetBrainsColors.orange\n", - " }\n", - " layout { \n", - " size = 850 to 500\n", - " }\n", - "}" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-12-21T18:40:06.553886097Z", - "start_time": "2023-12-21T18:40:06.334404170Z" - } - } + "execution_count": 17 }, { "cell_type": "code", - "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:06.621086558Z", - "start_time": "2023-12-21T18:40:06.501815923Z" + "end_time": "2024-03-15T10:31:32.726960614Z", + "start_time": "2024-03-15T10:31:32.547553081Z" } }, + "source": [ + "df1.groupBy { age }.pivotCounts { survived }.sortBy { age }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":99,\"ncol\":2,\"columns\":[\"age\",\"survived\"],\"kotlin_dataframe\":[{\"age\":0.1667,\"survived\":{\"1\":1,\"0\":0}},{\"age\":0.3333,\"survived\":{\"1\":0,\"0\":1}},{\"age\":0.4167,\"survived\":{\"1\":1,\"0\":0}},{\"age\":0.6667,\"survived\":{\"1\":1,\"0\":0}},{\"age\":0.75,\"survived\":{\"1\":2,\"0\":1}},{\"age\":0.8333,\"survived\":{\"1\":3,\"0\":0}},{\"age\":0.9167,\"survived\":{\"1\":2,\"0\":0}},{\"age\":1.0,\"survived\":{\"1\":7,\"0\":3}},{\"age\":2.0,\"survived\":{\"1\":4,\"0\":8}},{\"age\":3.0,\"survived\":{\"1\":5,\"0\":2}},{\"age\":4.0,\"survived\":{\"1\":7,\"0\":3}},{\"age\":5.0,\"survived\":{\"1\":4,\"0\":1}},{\"age\":6.0,\"survived\":{\"1\":3,\"0\":3}},{\"age\":7.0,\"survived\":{\"1\":2,\"0\":2}},{\"age\":8.0,\"survived\":{\"1\":4,\"0\":2}},{\"age\":9.0,\"survived\":{\"1\":4,\"0\":6}},{\"age\":10.0,\"survived\":{\"1\":0,\"0\":4}},{\"age\":11.0,\"survived\":{\"1\":1,\"0\":3}},{\"age\":11.5,\"survived\":{\"1\":0,\"0\":1}},{\"age\":12.0,\"survived\":{\"1\":3,\"0\":0}}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesurvived
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"{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"survived\",\"age\"],\"nrow\":1309,\"ncol\":2},\"kotlin_dataframe\":[{\"survived\":\"Survived\",\"age\":0.1667},{\"survived\":\"Died\",\"age\":0.3333},{\"survived\":\"Survived\",\"age\":0.4167},{\"survived\":\"Survived\",\"age\":0.6667},{\"survived\":\"Survived\",\"age\":0.75},{\"survived\":\"Survived\",\"age\":0.75},{\"survived\":\"Died\",\"age\":0.75},{\"survived\":\"Survived\",\"age\":0.8333},{\"survived\":\"Survived\",\"age\":0.8333},{\"survived\":\"Survived\",\"age\":0.8333},{\"survived\":\"Survived\",\"age\":0.9167},{\"survived\":\"Survived\",\"age\":0.9167},{\"survived\":\"Survived\",\"age\":1.0},{\"survived\":\"Survived\",\"age\":1.0},{\"survived\":\"Survived\",\"age\":1.0},{\"survived\":\"Survived\",\"age\":1.0},{\"survived\":\"Died\",\"age\":1.0},{\"survived\":\"Survived\",\"age\":1.0},{\"survived\":\"Died\",\"age\":1.0},{\"survived\":\"Survived\",\"age\":1.0}]}" }, - "execution_count": 19, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val survivedByAge = df1.select { survived and age }.sortBy { age }.convert { survived }.with { if (it == 1) \"Survived\" else \"Died\" }\n", - "survivedByAge" - ] + "execution_count": 49 }, { "cell_type": "code", - "execution_count": 20, + "source": [ + "survivedByAge.groupBy { survived }" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-03-15T10:31:33.142973319Z", + "start_time": "2024-03-15T10:31:33.044840104Z" + } + }, "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": 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layout { \n", - " size = 850 to 250\n", - " }\n", - "}" + "survivedByAge.groupBy { survived }" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-21T18:40:07.240638531Z", - "start_time": "2023-12-21T18:40:06.947045551Z" + "end_time": "2024-03-15T10:31:34.014401842Z", + "start_time": "2024-03-15T10:31:33.939289412Z" } - } - }, - { - "cell_type": "code", - "execution_count": 23, + }, "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": 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"survivedByAge.groupBy { survived }" - ], - "metadata": { + "// A basic box plot\n", + "survivedByAge.plot {\n", + " boxplot(x = survived, y = age) {\n", + " boxes {\n", + " fillColor(Stat.x) {\n", + " scale = categorical(\n", + " \"Survived\" to JetBrainsColors.orange,\n", + " \"Died\" to JetBrainsColors.darkGrey,\n", + " )\n", + " }\n", + " }\n", + " }\n", + " layout {\n", + " size = 500 to 400\n", + " }\n", + "}" + ], + "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-21T18:40:07.249306137Z", - "start_time": "2023-12-21T18:40:07.226669520Z" + "end_time": "2024-03-15T10:31:34.322223334Z", + "start_time": "2024-03-15T10:31:34.015773950Z" } - } - }, - { - "cell_type": "code", - "execution_count": 24, + }, "outputs": [ { "data": { - "text/html": " \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n Survived\n \n \n \n \n \n \n \n \n Died\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 0\n \n \n \n \n \n \n 10\n \n \n \n \n \n \n 20\n \n \n \n \n \n \n 30\n \n \n \n \n \n \n 40\n \n \n \n \n \n \n 50\n \n \n \n \n \n \n 60\n \n \n \n \n \n \n 70\n \n \n \n \n \n \n 80\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n age\n \n \n \n \n survived\n \n \n \n \n \n \n \n \n x\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n Survived\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n Died\n \n \n \n \n \n \n \n \n \n \n \n\n ", + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " Survived\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " Died\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 0\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 10\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 20\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 30\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 40\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 50\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 60\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 70\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 80\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " age\n", + " \n", + " \n", + " \n", + " \n", + " survived\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " x\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " Survived\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " Died\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " " + ], "application/plot+json": { "output_type": "lets_plot_spec", "output": { @@ -10890,26 +23033,7 @@ "output_type": "execute_result" } ], - "source": [ - "// A basic box plot\n", - "survivedByAge.plot { \n", - " boxplot(x = survived, y = age) {\n", - " boxes { \n", - " fillColor(Stat.x) { scale = categorical(\"Survived\" to JetBrainsColors.orange, \"Died\" to JetBrainsColors.darkGrey) }\n", - " }\n", - " }\n", - " layout { \n", - " size = 500 to 400\n", - " }\n", - "}" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-12-21T18:40:07.504452143Z", - "start_time": "2023-12-21T18:40:07.236436170Z" - } - } + "execution_count": 24 }, { "cell_type": "markdown", @@ -10929,142 +23053,3217 @@ }, { "cell_type": "code", - "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:08.137666915Z", - "start_time": "2023-12-21T18:40:07.426039068Z" + "end_time": "2024-03-15T10:31:35.280001800Z", + "start_time": "2024-03-15T10:31:34.323657852Z" } }, + "source": [ + "val pivoted = df1.pivotMatches { pclass and sex and embarked }\n", + "pivoted.head()" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":14,\"columns\":[\"survived\",\"name\",\"age\",\"sibsp\",\"parch\",\"ticket\",\"fare\",\"cabin\",\"boat\",\"body\",\"homedest\",\"pclass\",\"sex\",\"embarked\"],\"kotlin_dataframe\":[{\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"age\":29.0,\"sibsp\":0.0,\"parch\":0.0,\"ticket\":\"24160\",\"fare\":211.3375,\"cabin\":\"B5\",\"boat\":\"2\",\"body\":null,\"homedest\":\"St Louis, MO\",\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"age\":0.9167,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"boat\":\"11\",\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\",\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sex\":{\"female\":false,\"male\":true},\"embarked\":{\"S\":false,\"AA\":true,\"C\":false,\"Q\":false}},{\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"age\":2.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\",\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"age\":30.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"boat\":null,\"body\":135,\"homedest\":\"Montreal, PQ / Chesterville, ON\",\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sex\":{\"female\":false,\"male\":true},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"age\":25.0,\"sibsp\":1.0,\"parch\":2.0,\"ticket\":\"113781\",\"fare\":151.55,\"cabin\":\"C22 C26\",\"boat\":null,\"body\":null,\"homedest\":\"Montreal, PQ / Chesterville, ON\",\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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1Allen, Miss. Elisabeth Walton29.0000000.0000000.00000024160211.337500B52nullSt Louis, MOtruefalsefalsetruefalsefalsetruefalsefalsefalse
1Allison, Master. Hudson Trevor0.9167001.0000002.000000113781151.550000C22 C2611nullMontreal, PQ / Chesterville, ONtruefalsefalsefalsetruefalsefalsetruefalsefalse
0Allison, Miss. Helen Loraine2.0000001.0000002.000000113781151.550000C22 C26nullnullMontreal, PQ / Chesterville, ONtruefalsefalsefalsefalsetruetruefalsefalsefalse
0Allison, Mr. Hudson Joshua Creighton30.0000001.0000002.000000113781151.550000C22 C26null135Montreal, PQ / Chesterville, ONtruefalsefalsefalsetruefalsetruefalsefalsefalse
0Allison, Mrs. Hudson J C (Bessie Wald...25.0000001.0000002.000000113781151.550000C22 C26nullnullMontreal, PQ / Chesterville, ONtruefalsefalsefalsefalsetruetruefalsefalsefalse
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"source": [ - "val pivoted = df1.pivotMatches { pclass and sex and embarked }\n", - "pivoted.head()" - ] + "execution_count": 25 }, { "cell_type": "code", - "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:08.447951652Z", - "start_time": "2023-12-21T18:40:08.020365960Z" + "end_time": "2024-03-15T10:35:25.097030705Z", + "start_time": "2024-03-15T10:35:24.838247866Z" } }, - "outputs": [ - { - "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":8,\"columns\":[\"survived\",\"pclass\",\"sibsp\",\"parch\",\"age\",\"fare\",\"sex\",\"embarked\"],\"kotlin_dataframe\":[{\"survived\":1.0,\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sibsp\":0.0,\"parch\":0.0,\"age\":29.0,\"fare\":211.3375,\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":1.0,\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sibsp\":1.0,\"parch\":2.0,\"age\":0.9167,\"fare\":151.55,\"sex\":{\"female\":false,\"male\":true},\"embarked\":{\"S\":false,\"AA\":true,\"C\":false,\"Q\":false}},{\"survived\":0.0,\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sibsp\":1.0,\"parch\":2.0,\"age\":2.0,\"fare\":151.55,\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":0.0,\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sibsp\":1.0,\"parch\":2.0,\"age\":30.0,\"fare\":151.55,\"sex\":{\"female\":false,\"male\":true},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}},{\"survived\":0.0,\"pclass\":{\"1\":true,\"2\":false,\"3\":false},\"sibsp\":1.0,\"parch\":2.0,\"age\":25.0,\"fare\":151.55,\"sex\":{\"female\":true,\"male\":false},\"embarked\":{\"S\":true,\"AA\":false,\"C\":false,\"Q\":false}}]}" - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "val df2 = pivoted\n", " // feature extraction\n", " .select { cols(survived, pclass, sibsp, parch, age, fare, sex, embarked) }\n", - " .convert { cols { it.isValueColumn() } /* TODO: change to valueCols() after Selection DSL overhaul */ }.toDouble()\n", + " .convert { valueCols() }.toDouble()\n", "\n", "df2.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":6,\"columns\":[\"column\",\"survived\",\"sibsp\",\"parch\",\"age\",\"fare\"],\"kotlin_dataframe\":[{\"column\":\"survived\",\"survived\":1.0,\"sibsp\":-0.02782511923058273,\"parch\":0.0826595703861011,\"age\":-0.050198983636982906,\"fare\":0.24420775279437662},{\"column\":\"sibsp\",\"survived\":-0.02782511923058273,\"sibsp\":1.0,\"parch\":0.3735871906264913,\"age\":-0.19074715633383899,\"fare\":0.16022419622116035},{\"column\":\"parch\",\"survived\":0.0826595703861011,\"sibsp\":0.3735871906264913,\"parch\":1.0,\"age\":-0.1308719630307398,\"fare\":0.2215218879995723},{\"column\":\"age\",\"survived\":-0.050198983636982906,\"sibsp\":-0.19074715633383899,\"parch\":-0.1308719630307398,\"age\":1.0,\"fare\":0.17152056539956614},{\"column\":\"fare\",\"survived\":0.24420775279437662,\"sibsp\":0.16022419622116035,\"parch\":0.2215218879995723,\"age\":0.17152056539956614,\"fare\":1.0}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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ageparch-0.130872
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agefare0.171521
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"execution_count": 29, - "outputs": [], "source": [ "fun scaleContinuousColorGradientN() = continuousColorGradientN(\n", - " listOf(\n", + " gradientColors = listOf(\n", " JetBrainsColors.orange,\n", " JetBrainsColors.lightGrey,\n", " JetBrainsColors.darkGrey,\n", " ), \n", " domainMin = -1.0, \n", - " domainMax = 1.0\n", + " domainMax = 1.0,\n", ")" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-21T18:40:08.696300494Z", - "start_time": "2023-12-21T18:40:08.530658128Z" + "end_time": "2024-03-15T10:31:36.072465657Z", + "start_time": "2024-03-15T10:31:35.999838342Z" } - } + }, + "outputs": [], + "execution_count": 29 }, { "cell_type": "code", - "execution_count": 30, + "source": [ + "correlationTable.plot {\n", + " tiles {\n", + " x(row) { axis.name = \"\" }\n", + " y(column) { axis.name = \"\" }\n", + " fillColor(value) { scale = scaleContinuousColorGradientN() }\n", + " }\n", + "}" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-03-15T10:37:00.673477478Z", + "start_time": "2024-03-15T10:37:00.555832534Z" + } + }, "outputs": [ { "data": { - 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"execution_count": 30, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], + "execution_count": 54 + }, + { + "cell_type": "code", "source": [ "correlationTable.plot {\n", - " tiles {\n", + " points {\n", + " size(value) {\n", + " legend {\n", + " breaks(emptyList())\n", + " }\n", + " }\n", + " symbol = Symbol.SQUARE\n", " x(row) {\n", " axis.name = \"\"\n", " }\n", " y(column) {\n", " axis.name = \"\"\n", " }\n", - " fillColor(value) { scale = scaleContinuousColorGradientN() }\n", + " color(value) { scale = scaleContinuousColorGradientN() }\n", + " }\n", + " layout {\n", + " style {\n", + " panel.grid {\n", + " majorLine {\n", + " blank = true\n", + " }\n", + " }\n", + " }\n", + " size = 500 to 350\n", " }\n", "}" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-12-21T18:40:08.854943450Z", - "start_time": "2023-12-21T18:40:08.566943602Z" + "end_time": "2024-03-15T10:39:01.044380642Z", + "start_time": "2024-03-15T10:39:00.713960975Z" } - } - }, - { - "cell_type": "code", - "execution_count": 31, + }, "outputs": [ { "data": { - "text/html": " \n \n \n \n \n \n \n \n \n \n \n \n survived\n \n \n \n \n \n \n \n \n sibsp\n \n \n \n \n \n \n \n \n parch\n \n \n \n \n \n \n \n \n age\n \n \n \n \n \n \n \n \n fare\n \n \n \n \n \n \n \n \n \n \n survived\n \n \n \n \n \n \n sibsp\n \n \n \n \n \n \n parch\n \n \n \n \n \n \n age\n \n \n \n \n \n \n fare\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n value\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n -1.0\n \n \n \n \n \n \n \n \n -0.5\n \n \n \n \n \n \n \n \n 0.0\n \n \n \n \n \n \n \n \n 0.5\n \n \n \n \n \n \n \n \n 1.0\n \n \n \n \n \n \n \n \n \n \n \n\n ", + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " survived\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " sibsp\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " parch\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " age\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " fare\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " survived\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " sibsp\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " parch\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " age\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " fare\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " value\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " -1.0\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " -0.5\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 0.0\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 0.5\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 1.0\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " " + ], "application/plot+json": { "output_type": "lets_plot_spec", "output": { @@ -11363,6 +27022,7 @@ "color": "value" }, "stat": "identity", + "shape": 15.0, "sampling": "none", "position": "identity", "geom": "point" @@ -11381,46 +27041,12 @@ "swing_enabled": true } }, - "execution_count": 31, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "correlationTable.plot {\n", - " points {\n", - " size(value) {\n", - " legend {\n", - " breaks(emptyList())\n", - " }\n", - " }\n", - " x(row) {\n", - " axis.name = \"\"\n", - " }\n", - " y(column) {\n", - " axis.name = \"\"\n", - " }\n", - " color(value) { scale = scaleContinuousColorGradientN() }\n", - " }\n", - " layout {\n", - " theme {\n", - " panel.grid {\n", - " this.majorLine {\n", - " blank = true\n", - " }\n", - " }\n", - " }\n", - " size = 500 to 350\n", - " }\n", - "}" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-12-21T18:40:08.986476483Z", - "start_time": "2023-12-21T18:40:08.667520004Z" - } - } + "execution_count": 59 }, { "cell_type": "markdown", @@ -11433,77 +27059,2020 @@ }, { "cell_type": "code", - "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.093577125Z", - "start_time": "2023-12-21T18:40:08.811782985Z" + "end_time": "2024-03-15T10:39:32.887895154Z", + "start_time": "2024-03-15T10:39:32.723687164Z" } }, + "source": [ + "val familyDF = df1\n", + " .add(\"familyNumber\") { sibsp + parch }\n", + "\n", + "familyDF.head()" + ], "outputs": [ { "data": { - 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columnage
familyNumber-0.196996
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"column\",\"age\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"column\":\"familyNumber\",\"age\":-0.19699624168458799}]}" }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "familyDF.corr { familyNumber }.with { age }" - ] + "execution_count": 34 }, { "cell_type": "markdown", @@ -11522,56 +29091,1343 @@ }, { "cell_type": "code", - "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.314680867Z", - "start_time": "2023-12-21T18:40:08.969986687Z" + "end_time": "2024-03-15T10:31:36.994346861Z", + "start_time": "2024-03-15T10:31:36.717446528Z" } }, + "source": [ + "val titledDF = df\n", + " .select { survived and name }\n", + " .add(\"title\") {\n", + " name.split(\".\")[0].split(\",\")[1].trim()\n", + " }\n", + "titledDF.head(100)" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":100,\"ncol\":3,\"columns\":[\"survived\",\"name\",\"title\"],\"kotlin_dataframe\":[{\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"title\":\"Miss\"},{\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"title\":\"Master\"},{\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Anderson, Mr. Harry\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Andrews, Miss. Kornelia Theodosia\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Andrews, Mr. Thomas Jr\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Appleton, Mrs. Edward Dale (Charlotte Lamson)\",\"title\":\"Mrs\"},{\"survived\":0,\"name\":\"Artagaveytia, Mr. Ramon\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Astor, Col. John Jacob\",\"title\":\"Col\"},{\"survived\":1,\"name\":\"Astor, Mrs. John Jacob (Madeleine Talmadge Force)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Aubart, Mme. Leontine Pauline\",\"title\":\"Mme\"},{\"survived\":1,\"name\":\"Barber, Miss. Ellen \\\"Nellie\\\"\",\"title\":\"Miss\"},{\"survived\":1,\"name\":\"Barkworth, Mr. Algernon Henry Wilson\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Baumann, Mr. John D\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Baxter, Mr. Quigg Edmond\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Baxter, Mrs. James (Helene DeLaudeniere Chaput)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Bazzani, Miss. Albina\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Beattie, Mr. Thomson\",\"title\":\"Mr\"}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
survivednametitle
1Allen, Miss. Elisabeth WaltonMiss
1Allison, Master. Hudson TrevorMaster
0Allison, Miss. Helen LoraineMiss
0Allison, Mr. Hudson Joshua CreightonMr
0Allison, Mrs. Hudson J C (Bessie Wald...Mrs
1Anderson, Mr. HarryMr
1Andrews, Miss. Kornelia TheodosiaMiss
0Andrews, Mr. Thomas JrMr
1Appleton, Mrs. Edward Dale (Charlotte...Mrs
0Artagaveytia, Mr. RamonMr
0Astor, Col. John JacobCol
1Astor, Mrs. John Jacob (Madeleine Tal...Mrs
1Aubart, Mme. Leontine PaulineMme
1Barber, Miss. Ellen "Nellie"Miss
1Barkworth, Mr. Algernon Henry WilsonMr
0Baumann, Mr. John DMr
0Baxter, Mr. Quigg EdmondMr
1Baxter, Mrs. James (Helene DeLaudenie...Mrs
1Bazzani, Miss. AlbinaMiss
0Beattie, Mr. ThomsonMr
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"survived\",\"name\",\"title\"],\"nrow\":100,\"ncol\":3},\"kotlin_dataframe\":[{\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"title\":\"Miss\"},{\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"title\":\"Master\"},{\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Anderson, Mr. Harry\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Andrews, Miss. Kornelia Theodosia\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Andrews, Mr. Thomas Jr\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Appleton, Mrs. Edward Dale (Charlotte Lamson)\",\"title\":\"Mrs\"},{\"survived\":0,\"name\":\"Artagaveytia, Mr. Ramon\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Astor, Col. John Jacob\",\"title\":\"Col\"},{\"survived\":1,\"name\":\"Astor, Mrs. John Jacob (Madeleine Talmadge Force)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Aubart, Mme. Leontine Pauline\",\"title\":\"Mme\"},{\"survived\":1,\"name\":\"Barber, Miss. Ellen \\\"Nellie\\\"\",\"title\":\"Miss\"},{\"survived\":1,\"name\":\"Barkworth, Mr. Algernon Henry Wilson\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Baumann, Mr. John D\",\"title\":\"Mr\"},{\"survived\":0,\"name\":\"Baxter, Mr. Quigg Edmond\",\"title\":\"Mr\"},{\"survived\":1,\"name\":\"Baxter, Mrs. James (Helene DeLaudeniere Chaput)\",\"title\":\"Mrs\"},{\"survived\":1,\"name\":\"Bazzani, Miss. Albina\",\"title\":\"Miss\"},{\"survived\":0,\"name\":\"Beattie, Mr. Thomson\",\"title\":\"Mr\"}]}" }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val titledDF = df\n", - " .select { survived and name }\n", - " .add(\"title\") {\n", - " name.split(\".\")[0].split(\",\")[1].trim()\n", - " }\n", - "titledDF.head(100)" - ] + "execution_count": 35 }, { "cell_type": "code", - "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.381817904Z", - "start_time": "2023-12-21T18:40:09.108570916Z" + "end_time": "2024-03-15T10:31:37.060304057Z", + "start_time": "2024-03-15T10:31:36.996000352Z" } }, + "source": [ + "titledDF.valueCounts { title }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":18,\"ncol\":2,\"columns\":[\"title\",\"count\"],\"kotlin_dataframe\":[{\"title\":\"Mr\",\"count\":757},{\"title\":\"Miss\",\"count\":260},{\"title\":\"Mrs\",\"count\":197},{\"title\":\"Master\",\"count\":61},{\"title\":\"Dr\",\"count\":8},{\"title\":\"Rev\",\"count\":8},{\"title\":\"Col\",\"count\":4},{\"title\":\"Major\",\"count\":2},{\"title\":\"Mlle\",\"count\":2},{\"title\":\"Ms\",\"count\":2},{\"title\":\"Mme\",\"count\":1},{\"title\":\"Capt\",\"count\":1},{\"title\":\"Lady\",\"count\":1},{\"title\":\"Sir\",\"count\":1},{\"title\":\"Dona\",\"count\":1},{\"title\":\"Jonkheer\",\"count\":1},{\"title\":\"the Countess\",\"count\":1},{\"title\":\"Don\",\"count\":1}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
titlecount
Mr757
Miss260
Mrs197
Master61
Dr8
Rev8
Col4
Major2
Mlle2
Ms2
Mme1
Capt1
Lady1
Sir1
Dona1
Jonkheer1
the Countess1
Don1
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"count\"],\"nrow\":18,\"ncol\":2},\"kotlin_dataframe\":[{\"title\":\"Mr\",\"count\":757},{\"title\":\"Miss\",\"count\":260},{\"title\":\"Mrs\",\"count\":197},{\"title\":\"Master\",\"count\":61},{\"title\":\"Dr\",\"count\":8},{\"title\":\"Rev\",\"count\":8},{\"title\":\"Col\",\"count\":4},{\"title\":\"Major\",\"count\":2},{\"title\":\"Mlle\",\"count\":2},{\"title\":\"Ms\",\"count\":2},{\"title\":\"Mme\",\"count\":1},{\"title\":\"Capt\",\"count\":1},{\"title\":\"Lady\",\"count\":1},{\"title\":\"Sir\",\"count\":1},{\"title\":\"Dona\",\"count\":1},{\"title\":\"Jonkheer\",\"count\":1},{\"title\":\"the Countess\",\"count\":1},{\"title\":\"Don\",\"count\":1}]}" }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "titledDF.valueCounts { title }" - ] + "execution_count": 36 }, { "cell_type": "markdown", @@ -11582,14 +30438,12 @@ }, { "cell_type": "code", - "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.434494897Z", - "start_time": "2023-12-21T18:40:09.135351607Z" + "end_time": "2024-03-15T10:31:37.188759858Z", + "start_time": "2024-03-15T10:31:37.064895549Z" } }, - "outputs": [], "source": [ "val rareTitles = listOf(\n", " \"Dona\", \"Lady\", \"the Countess\", \"Capt\", \"Col\", \"Don\",\n", @@ -11605,31 +30459,676 @@ " else -> it\n", " }\n", "}" - ] + ], + "outputs": [], + "execution_count": 37 }, { "cell_type": "code", - "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.438385169Z", - "start_time": "2023-12-21T18:40:09.192265636Z" + "end_time": "2024-03-15T10:31:37.253542832Z", + "start_time": "2024-03-15T10:31:37.191201503Z" } }, + "source": [ + "cleanedTitledDF.valueCounts { title }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":2,\"columns\":[\"title\",\"count\"],\"kotlin_dataframe\":[{\"title\":\"Mr\",\"count\":757},{\"title\":\"Miss\",\"count\":264},{\"title\":\"Mrs\",\"count\":198},{\"title\":\"Master\",\"count\":61},{\"title\":\"Rare Title\",\"count\":29}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
titlecount
Mr757
Miss264
Mrs198
Master61
Rare Title29
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"count\"],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"title\":\"Mr\",\"count\":757},{\"title\":\"Miss\",\"count\":264},{\"title\":\"Mrs\",\"count\":198},{\"title\":\"Master\",\"count\":61},{\"title\":\"Rare Title\",\"count\":29}]}" }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "cleanedTitledDF.valueCounts { title }" - ] + "execution_count": 38 }, { "cell_type": "markdown", @@ -11640,56 +31139,1342 @@ }, { "cell_type": "code", - "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.606937010Z", - "start_time": "2023-12-21T18:40:09.219012572Z" + "end_time": "2024-03-15T10:31:37.514431386Z", + "start_time": "2024-03-15T10:31:37.255411862Z" } }, + "source": [ + "val correlations = cleanedTitledDF\n", + " .pivotMatches { title }\n", + " .corr { title }.with { survived }\n", + "correlations" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":2,\"columns\":[\"title\",\"survived\"],\"kotlin_dataframe\":[{\"title\":\"Miss\",\"survived\":0.30606871573905226},{\"title\":\"Master\",\"survived\":0.0573179698378937},{\"title\":\"Mr\",\"survived\":-0.5287747518050332},{\"title\":\"Mrs\",\"survived\":0.3525356336629826},{\"title\":\"Rare Title\",\"survived\":-9.149409567074339E-4}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
titlesurvived
Miss0.306069
Master0.057318
Mr-0.528775
Mrs0.352536
Rare Title-0.000915
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"survived\"],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"title\":\"Miss\",\"survived\":0.30606871573905226},{\"title\":\"Master\",\"survived\":0.0573179698378937},{\"title\":\"Mr\",\"survived\":-0.5287747518050332},{\"title\":\"Mrs\",\"survived\":0.3525356336629826},{\"title\":\"Rare Title\",\"survived\":-9.149409567074339E-4}]}" }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val correlations = cleanedTitledDF\n", - " .pivotMatches { title }\n", - " .corr { title }.with { survived }\n", - "correlations" - ] + "execution_count": 39 }, { "cell_type": "code", - "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.650008685Z", - "start_time": "2023-12-21T18:40:09.373652900Z" + "end_time": "2024-03-15T10:31:37.616699857Z", + "start_time": "2024-03-15T10:31:37.516868085Z" } }, + "source": [ + "correlations\n", + " .update { title }.with { it.substringAfter('_') }\n", + " .filter { title != \"survived\" }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":2,\"columns\":[\"title\",\"survived\"],\"kotlin_dataframe\":[{\"title\":\"Miss\",\"survived\":0.30606871573905226},{\"title\":\"Master\",\"survived\":0.0573179698378937},{\"title\":\"Mr\",\"survived\":-0.5287747518050332},{\"title\":\"Mrs\",\"survived\":0.3525356336629826},{\"title\":\"Rare Title\",\"survived\":-9.149409567074339E-4}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
titlesurvived
Miss0.306069
Master0.057318
Mr-0.528775
Mrs0.352536
Rare Title-0.000915
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"survived\"],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"title\":\"Miss\",\"survived\":0.30606871573905226},{\"title\":\"Master\",\"survived\":0.0573179698378937},{\"title\":\"Mr\",\"survived\":-0.5287747518050332},{\"title\":\"Mrs\",\"survived\":0.3525356336629826},{\"title\":\"Rare Title\",\"survived\":-9.149409567074339E-4}]}" }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "correlations\n", - " .update { title }.with { it.substringAfter('_') }\n", - " .filter { title != \"survived\" }" - ] + "execution_count": 40 }, { "cell_type": "markdown", @@ -11702,30 +32487,674 @@ }, { "cell_type": "code", - "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.766907906Z", - "start_time": "2023-12-21T18:40:09.411173021Z" + "end_time": "2024-03-15T10:31:37.880715680Z", + "start_time": "2024-03-15T10:31:37.618263689Z" } }, + "source": [ + "val groupedCleanedTitledDF = cleanedTitledDF\n", + " .valueCounts { title and survived }\n", + " .sortBy { title and survived }\n", + "groupedCleanedTitledDF" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":10,\"ncol\":3,\"columns\":[\"title\",\"survived\",\"count\"],\"kotlin_dataframe\":[{\"title\":\"Master\",\"survived\":0,\"count\":30},{\"title\":\"Master\",\"survived\":1,\"count\":31},{\"title\":\"Miss\",\"survived\":0,\"count\":85},{\"title\":\"Miss\",\"survived\":1,\"count\":179},{\"title\":\"Mr\",\"survived\":0,\"count\":634},{\"title\":\"Mr\",\"survived\":1,\"count\":123},{\"title\":\"Mrs\",\"survived\":0,\"count\":42},{\"title\":\"Mrs\",\"survived\":1,\"count\":156},{\"title\":\"Rare Title\",\"survived\":0,\"count\":18},{\"title\":\"Rare Title\",\"survived\":1,\"count\":11}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
titlesurvivedcount
Master030
Master131
Miss085
Miss1179
Mr0634
Mr1123
Mrs042
Mrs1156
Rare Title018
Rare Title111
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"title\",\"survived\",\"count\"],\"nrow\":10,\"ncol\":3},\"kotlin_dataframe\":[{\"title\":\"Master\",\"survived\":0,\"count\":30},{\"title\":\"Master\",\"survived\":1,\"count\":31},{\"title\":\"Miss\",\"survived\":0,\"count\":85},{\"title\":\"Miss\",\"survived\":1,\"count\":179},{\"title\":\"Mr\",\"survived\":0,\"count\":634},{\"title\":\"Mr\",\"survived\":1,\"count\":123},{\"title\":\"Mrs\",\"survived\":0,\"count\":42},{\"title\":\"Mrs\",\"survived\":1,\"count\":156},{\"title\":\"Rare Title\",\"survived\":0,\"count\":18},{\"title\":\"Rare Title\",\"survived\":1,\"count\":11}]}" }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val groupedCleanedTitledDF = cleanedTitledDF\n", - " .valueCounts { title and survived }\n", - " .sortBy { title and survived }\n", - "groupedCleanedTitledDF" - ] + "execution_count": 41 }, { "cell_type": "markdown", @@ -11737,100 +33166,1377 @@ }, { "cell_type": "code", - "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.927456364Z", - "start_time": "2023-12-21T18:40:09.515545459Z" + "end_time": "2024-03-15T10:31:38.102282533Z", + "start_time": "2024-03-15T10:31:37.882796862Z" } }, + "source": [ + "val surnameDF = df1\n", + " .select { survived and name }\n", + " .add(\"surname\") {\n", + " name.split(\".\")[0].split(\",\")[0].trim()\n", + " }\n", + "surnameDF.head()" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":3,\"columns\":[\"survived\",\"name\",\"surname\"],\"kotlin_dataframe\":[{\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"surname\":\"Allen\"},{\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"surname\":\"Allison\"}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
survivednamesurname
1Allen, Miss. Elisabeth WaltonAllen
1Allison, Master. Hudson TrevorAllison
0Allison, Miss. Helen LoraineAllison
0Allison, Mr. Hudson Joshua CreightonAllison
0Allison, Mrs. Hudson J C (Bessie Wald...Allison
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"survived\",\"name\",\"surname\"],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"survived\":1,\"name\":\"Allen, Miss. Elisabeth Walton\",\"surname\":\"Allen\"},{\"survived\":1,\"name\":\"Allison, Master. Hudson Trevor\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Miss. Helen Loraine\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Mr. Hudson Joshua Creighton\",\"surname\":\"Allison\"},{\"survived\":0,\"name\":\"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\",\"surname\":\"Allison\"}]}" }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "val surnameDF = df1\n", - " .select { survived and name }\n", - " .add(\"surname\") {\n", - " name.split(\".\")[0].split(\",\")[0].trim()\n", - " }\n", - "surnameDF.head()" - ] + "execution_count": 42 }, { "cell_type": "code", - "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:09.946192213Z", - "start_time": "2023-12-21T18:40:09.633165734Z" + "end_time": "2024-03-15T10:31:38.163927470Z", + "start_time": "2024-03-15T10:31:38.104050480Z" } }, + "source": [ + "surnameDF.valueCounts { surname }" + ], "outputs": [ { "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":875,\"ncol\":2,\"columns\":[\"surname\",\"count\"],\"kotlin_dataframe\":[{\"surname\":\"Andersson\",\"count\":11},{\"surname\":\"Sage\",\"count\":11},{\"surname\":\"Asplund\",\"count\":8},{\"surname\":\"Goodwin\",\"count\":8},{\"surname\":\"Davies\",\"count\":7},{\"surname\":\"Brown\",\"count\":6},{\"surname\":\"Carter\",\"count\":6},{\"surname\":\"Fortune\",\"count\":6},{\"surname\":\"Smith\",\"count\":6},{\"surname\":\"Ford\",\"count\":6},{\"surname\":\"Johnson\",\"count\":6},{\"surname\":\"Panula\",\"count\":6},{\"surname\":\"Rice\",\"count\":6},{\"surname\":\"Skoog\",\"count\":6},{\"surname\":\"Ryerson\",\"count\":5},{\"surname\":\"Williams\",\"count\":5},{\"surname\":\"Kelly\",\"count\":5},{\"surname\":\"Lefebre\",\"count\":5},{\"surname\":\"Palsson\",\"count\":5},{\"surname\":\"Thomas\",\"count\":5}]}" + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surnamecount
Andersson11
Sage11
Asplund8
Goodwin8
Davies7
Brown6
Carter6
Fortune6
Smith6
Ford6
Johnson6
Panula6
Rice6
Skoog6
Ryerson5
Williams5
Kelly5
Lefebre5
Palsson5
Thomas5
\n", + " \n", + " \n", + " " + ], + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"surname\",\"count\"],\"nrow\":875,\"ncol\":2},\"kotlin_dataframe\":[{\"surname\":\"Andersson\",\"count\":11},{\"surname\":\"Sage\",\"count\":11},{\"surname\":\"Asplund\",\"count\":8},{\"surname\":\"Goodwin\",\"count\":8},{\"surname\":\"Davies\",\"count\":7},{\"surname\":\"Brown\",\"count\":6},{\"surname\":\"Carter\",\"count\":6},{\"surname\":\"Fortune\",\"count\":6},{\"surname\":\"Smith\",\"count\":6},{\"surname\":\"Ford\",\"count\":6},{\"surname\":\"Johnson\",\"count\":6},{\"surname\":\"Panula\",\"count\":6},{\"surname\":\"Rice\",\"count\":6},{\"surname\":\"Skoog\",\"count\":6},{\"surname\":\"Ryerson\",\"count\":5},{\"surname\":\"Williams\",\"count\":5},{\"surname\":\"Kelly\",\"count\":5},{\"surname\":\"Lefebre\",\"count\":5},{\"surname\":\"Palsson\",\"count\":5},{\"surname\":\"Thomas\",\"count\":5}]}" }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "surnameDF.valueCounts { surname }" - ] + "execution_count": 43 }, { "cell_type": "code", - "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:10.005856856Z", - "start_time": "2023-12-21T18:40:09.661730720Z" + "end_time": "2024-03-15T10:31:38.208008218Z", + "start_time": "2024-03-15T10:31:38.165054536Z" } }, + "source": [ + "surnameDF.surname.countDistinct()" + ], "outputs": [ { "data": { - "text/plain": "875" + "text/plain": [ + "875" + ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "surnameDF.surname.countDistinct()" - ] + "execution_count": 44 }, { "cell_type": "code", - "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2023-12-21T18:40:10.131922158Z", - "start_time": "2023-12-21T18:40:09.680643691Z" + "end_time": "2024-03-15T10:31:38.619399892Z", + "start_time": "2024-03-15T10:31:38.209239757Z" } }, - "outputs": [ - { - "data": { - "text/html": " \n ", - "application/kotlindataframe+json": "{\"nrow\":27,\"ncol\":2,\"columns\":[\"firstSymbol\",\"survived\"],\"kotlin_dataframe\":[{\"firstSymbol\":\"A\",\"survived\":-0.01791352622509756},{\"firstSymbol\":\"B\",\"survived\":0.050553943254341316},{\"firstSymbol\":\"C\",\"survived\":0.009037371118975828},{\"firstSymbol\":\"D\",\"survived\":0.05171064357839075},{\"firstSymbol\":\"E\",\"survived\":-0.03462861880002389},{\"firstSymbol\":\"F\",\"survived\":4.002707178710613E-4},{\"firstSymbol\":\"G\",\"survived\":-0.044483069276203296},{\"firstSymbol\":\"H\",\"survived\":0.04218724210575963},{\"firstSymbol\":\"I\",\"survived\":-0.008329183461658642},{\"firstSymbol\":\"J\",\"survived\":-0.026790134975567197},{\"firstSymbol\":\"K\",\"survived\":-0.014218719831367379},{\"firstSymbol\":\"L\",\"survived\":-0.021070982850893608},{\"firstSymbol\":\"M\",\"survived\":0.019040748971095155},{\"firstSymbol\":\"N\",\"survived\":0.02869766040895532},{\"firstSymbol\":\"O\",\"survived\":1.2837933079428644E-4},{\"firstSymbol\":\"P\",\"survived\":-0.05899571294487214},{\"firstSymbol\":\"R\",\"survived\":-0.021940537137738973},{\"firstSymbol\":\"S\",\"survived\":-0.020042889901563117},{\"firstSymbol\":\"T\",\"survived\":0.05226413426840335},{\"firstSymbol\":\"U\",\"survived\":-0.0217373635753353}]}" - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "val firstSymbol by column()\n", "\n", @@ -11840,7 +34546,662 @@ " }\n", " .pivotMatches(firstSymbol)\n", " .corr { firstSymbol }.with { survived }\n" - ] + ], + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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+ }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 45 } ], "metadata": { diff --git a/examples/notebooks/wine/WineNetWIthKotlinDL.ipynb b/examples/notebooks/wine/WineNetWIthKotlinDL.ipynb index 9a3252e1a6..9f41c179c2 100644 --- a/examples/notebooks/wine/WineNetWIthKotlinDL.ipynb +++ b/examples/notebooks/wine/WineNetWIthKotlinDL.ipynb @@ -16,21 +16,21 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "pycharm": { "is_executing": true }, "ExecuteTime": { - "end_time": "2023-12-05T11:16:19.227175498Z", - "start_time": "2023-12-05T11:16:10.985704525Z" + "end_time": "2024-03-15T10:42:24.209836895Z", + "start_time": "2024-03-15T10:42:23.155083355Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors\n", "%use dataframe, kotlin-dl" - ] + ], + "outputs": [], + "execution_count": 32 }, { "cell_type": "markdown", @@ -41,18 +41,21 @@ }, { "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:22.897712600Z", - "start_time": "2023-12-05T11:16:19.230308412Z" + "end_time": "2024-03-15T10:42:24.418938882Z", + "start_time": "2024-03-15T10:42:24.210686648Z" } }, + "source": [ + "val rawDf = DataFrame.readCSV(fileOrUrl = \"winequality-red.csv\", delimiter = ';')\n", + "rawDf.head()" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":12,\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"residual sugar\",\"chlorides\",\"free sulfur dioxide\",\"total sulfur dioxide\",\"density\",\"pH\",\"sulphates\",\"alcohol\",\"quality\"],\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"residual sugar\":2.6,\"chlorides\":0.098,\"free sulfur dioxide\":25.0,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"pH\":3.2,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"residual sugar\":2.3,\"chlorides\":0.092,\"free sulfur dioxide\":15.0,\"total sulfur dioxide\":54.0,\"density\":0.997,\"pH\":3.26,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"residual sugar\":1.9,\"chlorides\":0.075,\"free sulfur dioxide\":17.0,\"total sulfur dioxide\":60.0,\"density\":0.998,\"pH\":3.16,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"residual sugar\",\"chlorides\",\"free sulfur dioxide\",\"total sulfur dioxide\",\"density\",\"pH\",\"sulphates\",\"alcohol\",\"quality\"],\"nrow\":5,\"ncol\":12},\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"residual sugar\":2.6,\"chlorides\":0.098,\"free sulfur dioxide\":25.0,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"pH\":3.2,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"residual sugar\":2.3,\"chlorides\":0.092,\"free sulfur dioxide\":15.0,\"total sulfur dioxide\":54.0,\"density\":0.997,\"pH\":3.26,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"residual sugar\":1.9,\"chlorides\":0.075,\"free sulfur dioxide\":17.0,\"total sulfur dioxide\":60.0,\"density\":0.998,\"pH\":3.16,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5}]}" }, + "execution_count": 33, "metadata": {}, - "output_type": "execute_result", - "execution_count": 2 + "output_type": "execute_result" } ], - "source": [ - "val raw_df = DataFrame.readCSV(fileOrUrl = \"winequality-red.csv\", delimiter = ';')\n", - "raw_df.head()" - ] + "execution_count": 33 }, { "cell_type": "markdown", @@ -728,18 +728,22 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:23.901440325Z", - "start_time": "2023-12-05T11:16:22.875220486Z" + "end_time": "2024-03-15T10:42:24.579080775Z", + "start_time": "2024-03-15T10:42:24.421006049Z" } }, + "source": [ + "rawDf.corr().format { colsOf() }.with { \n", + " linearBg(value = it, from = -1.0 to red, to = 1.0 to green)\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":12,\"ncol\":13,\"columns\":[\"column\",\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"residual sugar\",\"chlorides\",\"free sulfur dioxide\",\"total sulfur dioxide\",\"density\",\"pH\",\"sulphates\",\"alcohol\",\"quality\"],\"kotlin_dataframe\":[{\"column\":\"fixed acidity\",\"fixed acidity\":1.0,\"volatile acidity\":-0.2561308947703819,\"citric acid\":0.6717034347641041,\"residual sugar\":0.1147767244949209,\"chlorides\":0.09370518632130498,\"free sulfur dioxide\":-0.15379419286482485,\"total sulfur 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dioxide\":0.6676664504810212,\"total sulfur dioxide\":1.0,\"density\":0.07126947620310328,\"pH\":-0.06649455901285606,\"sulphates\":0.04294683623953844,\"alcohol\":-0.20565394374367177,\"quality\":-0.18510028892653843},{\"column\":\"density\",\"fixed acidity\":0.6680472921189711,\"volatile acidity\":0.022026232195215885,\"citric acid\":0.364947175211252,\"residual sugar\":0.35528337098337653,\"chlorides\":0.200632326641512,\"free sulfur dioxide\":-0.021945831163489242,\"total sulfur dioxide\":0.07126947620310328,\"density\":1.0,\"pH\":-0.3416993347850301,\"sulphates\":0.14850641172078524,\"alcohol\":-0.4961797702417023,\"quality\":-0.1749192277833492},{\"column\":\"pH\",\"fixed acidity\":-0.6829781945685299,\"volatile acidity\":0.23493729440739436,\"citric acid\":-0.5419041447395132,\"residual sugar\":-0.08565242221887161,\"chlorides\":-0.2650261311732279,\"free sulfur dioxide\":0.07037749850494217,\"total sulfur dioxide\":-0.06649455901285606,\"density\":-0.3416993347850301,\"pH\":1.0,\"sulphates\":-0.1966476023043703,\"alcohol\":0.20563250850549894,\"quality\":-0.0577313912053823},{\"column\":\"sulphates\",\"fixed acidity\":0.18300566393215348,\"volatile acidity\":-0.26098668528329055,\"citric acid\":0.31277004385441737,\"residual sugar\":0.005527121339138363,\"chlorides\":0.371260481285427,\"free sulfur dioxide\":0.051657571842828584,\"total sulfur dioxide\":0.04294683623953844,\"density\":0.14850641172078524,\"pH\":-0.1966476023043703,\"sulphates\":1.0,\"alcohol\":0.09359475041046762,\"quality\":0.25139707906926206},{\"column\":\"alcohol\",\"fixed acidity\":-0.06166827062815111,\"volatile acidity\":-0.20228802715325686,\"citric acid\":0.10990324664156755,\"residual sugar\":0.04207543720973116,\"chlorides\":-0.22114054478828302,\"free sulfur dioxide\":-0.06940835356499997,\"total sulfur dioxide\":-0.20565394374367177,\"density\":-0.4961797702417023,\"pH\":0.20563250850549894,\"sulphates\":0.09359475041046762,\"alcohol\":1.0,\"quality\":0.47616632400114156},{\"column\":\"quality\",\"fixed acidity\":0.1240516491132247,\"volatile acidity\":-0.3905577802640094,\"citric acid\":0.2263725143180432,\"residual sugar\":0.013731637340066346,\"chlorides\":-0.12890655993005312,\"free sulfur dioxide\":-0.05065605724427643,\"total sulfur dioxide\":-0.18510028892653843,\"density\":-0.1749192277833492,\"pH\":-0.0577313912053823,\"sulphates\":0.25139707906926206,\"alcohol\":0.47616632400114156,\"quality\":1.0}]}" }, + "execution_count": 34, "metadata": {}, - "output_type": "execute_result", - "execution_count": 3 + "output_type": "execute_result" } ], - "source": [ - "raw_df.corr().format { colsOf() }.with { \n", - " linearBg(value = it, from = -1.0 to red, to = 1.0 to green)\n", - "}" - ] + "execution_count": 34 }, { "cell_type": "markdown", @@ -1415,18 +1415,21 @@ }, { "cell_type": "code", - "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:25.803086434Z", - "start_time": "2023-12-05T11:16:23.862783060Z" + "end_time": "2024-03-15T10:42:24.757607981Z", + "start_time": "2024-03-15T10:42:24.580423629Z" } }, + "source": [ + "val df = rawDf.remove { `free sulfur dioxide` and `residual sugar` and pH }\n", + "df" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1599,\"ncol\":9,\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"chlorides\",\"total sulfur dioxide\",\"density\",\"sulphates\",\"alcohol\",\"quality\"],\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"chlorides\":0.098,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"chlorides\":0.092,\"total sulfur dioxide\":54.0,\"density\":0.997,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.075,\"total sulfur dioxide\":60.0,\"density\":0.998,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.66,\"citric acid\":0.0,\"chlorides\":0.075,\"total sulfur dioxide\":40.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.9,\"volatile acidity\":0.6,\"citric acid\":0.06,\"chlorides\":0.069,\"total sulfur dioxide\":59.0,\"density\":0.9964,\"sulphates\":0.46,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.3,\"volatile acidity\":0.65,\"citric acid\":0.0,\"chlorides\":0.065,\"total sulfur dioxide\":21.0,\"density\":0.9946,\"sulphates\":0.47,\"alcohol\":10.0,\"quality\":7},{\"fixed acidity\":7.8,\"volatile acidity\":0.58,\"citric acid\":0.02,\"chlorides\":0.073,\"total sulfur dioxide\":18.0,\"density\":0.9968,\"sulphates\":0.57,\"alcohol\":9.5,\"quality\":7},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":6.7,\"volatile acidity\":0.58,\"citric acid\":0.08,\"chlorides\":0.097,\"total sulfur dioxide\":65.0,\"density\":0.9959,\"sulphates\":0.54,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":5.6,\"volatile acidity\":0.615,\"citric acid\":0.0,\"chlorides\":0.089,\"total sulfur dioxide\":59.0,\"density\":0.9943,\"sulphates\":0.52,\"alcohol\":9.9,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.61,\"citric acid\":0.29,\"chlorides\":0.114,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":1.56,\"alcohol\":9.1,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.18,\"chlorides\":0.176,\"total sulfur dioxide\":145.0,\"density\":0.9986,\"sulphates\":0.88,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.19,\"chlorides\":0.17,\"total sulfur dioxide\":148.0,\"density\":0.9986,\"sulphates\":0.93,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.5,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.092,\"total sulfur dioxide\":103.0,\"density\":0.9969,\"sulphates\":0.75,\"alcohol\":10.5,\"quality\":7},{\"fixed acidity\":8.1,\"volatile acidity\":0.56,\"citric acid\":0.28,\"chlorides\":0.368,\"total sulfur dioxide\":56.0,\"density\":0.9968,\"sulphates\":1.28,\"alcohol\":9.3,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.59,\"citric acid\":0.08,\"chlorides\":0.086,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":0.5,\"alcohol\":9.0,\"quality\":4},{\"fixed acidity\":7.9,\"volatile acidity\":0.32,\"citric acid\":0.51,\"chlorides\":0.341,\"total sulfur dioxide\":56.0,\"density\":0.9969,\"sulphates\":1.08,\"alcohol\":9.2,\"quality\":6}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"chlorides\",\"total sulfur dioxide\",\"density\",\"sulphates\",\"alcohol\",\"quality\"],\"nrow\":1599,\"ncol\":9},\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"chlorides\":0.098,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"chlorides\":0.092,\"total sulfur dioxide\":54.0,\"density\":0.997,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.075,\"total sulfur dioxide\":60.0,\"density\":0.998,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.66,\"citric acid\":0.0,\"chlorides\":0.075,\"total sulfur dioxide\":40.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.9,\"volatile acidity\":0.6,\"citric acid\":0.06,\"chlorides\":0.069,\"total sulfur dioxide\":59.0,\"density\":0.9964,\"sulphates\":0.46,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.3,\"volatile acidity\":0.65,\"citric acid\":0.0,\"chlorides\":0.065,\"total sulfur dioxide\":21.0,\"density\":0.9946,\"sulphates\":0.47,\"alcohol\":10.0,\"quality\":7},{\"fixed acidity\":7.8,\"volatile acidity\":0.58,\"citric acid\":0.02,\"chlorides\":0.073,\"total sulfur dioxide\":18.0,\"density\":0.9968,\"sulphates\":0.57,\"alcohol\":9.5,\"quality\":7},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":6.7,\"volatile acidity\":0.58,\"citric acid\":0.08,\"chlorides\":0.097,\"total sulfur dioxide\":65.0,\"density\":0.9959,\"sulphates\":0.54,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":5.6,\"volatile acidity\":0.615,\"citric acid\":0.0,\"chlorides\":0.089,\"total sulfur dioxide\":59.0,\"density\":0.9943,\"sulphates\":0.52,\"alcohol\":9.9,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.61,\"citric acid\":0.29,\"chlorides\":0.114,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":1.56,\"alcohol\":9.1,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.18,\"chlorides\":0.176,\"total sulfur dioxide\":145.0,\"density\":0.9986,\"sulphates\":0.88,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.19,\"chlorides\":0.17,\"total sulfur dioxide\":148.0,\"density\":0.9986,\"sulphates\":0.93,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.5,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.092,\"total sulfur dioxide\":103.0,\"density\":0.9969,\"sulphates\":0.75,\"alcohol\":10.5,\"quality\":7},{\"fixed acidity\":8.1,\"volatile acidity\":0.56,\"citric acid\":0.28,\"chlorides\":0.368,\"total sulfur dioxide\":56.0,\"density\":0.9968,\"sulphates\":1.28,\"alcohol\":9.3,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.59,\"citric acid\":0.08,\"chlorides\":0.086,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":0.5,\"alcohol\":9.0,\"quality\":4},{\"fixed acidity\":7.9,\"volatile acidity\":0.32,\"citric acid\":0.51,\"chlorides\":0.341,\"total sulfur dioxide\":56.0,\"density\":0.9969,\"sulphates\":1.08,\"alcohol\":9.2,\"quality\":6}]}" }, + "execution_count": 35, "metadata": {}, - "output_type": "execute_result", - "execution_count": 4 + "output_type": "execute_result" } ], - "source": [ - "val df = raw_df.remove { `free sulfur dioxide` and `residual sugar` and pH }\n", - "df" - ] + "execution_count": 35 }, { "cell_type": "markdown", @@ -2097,14 +2097,12 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:26.957258498Z", - "start_time": "2023-12-05T11:16:25.797377618Z" + "end_time": "2024-03-15T10:42:24.922653453Z", + "start_time": "2024-03-15T10:42:24.759429170Z" } }, - "outputs": [], "source": [ "// Simple converter function between DataFrame and KotlinDL data representations\n", "fun DataFrame.toOnHeapDataset(labelColumnName: String): OnHeapDataset {\n", @@ -2130,23 +2128,25 @@ " ::extractY\n", " )\n", "}" - ] + ], + "outputs": [], + "execution_count": 36 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:27.394202002Z", - "start_time": "2023-12-05T11:16:26.797989581Z" + "end_time": "2024-03-15T10:42:25.023608596Z", + "start_time": "2024-03-15T10:42:24.924282815Z" } }, - "outputs": [], "source": [ "val (train, test) = df.convert { colsOf() }.toFloat()\n", " .toOnHeapDataset(labelColumnName = \"quality\")\n", " .split(0.8)" - ] + ], + "outputs": [], + "execution_count": 37 }, { "cell_type": "markdown", @@ -2157,14 +2157,12 @@ }, { "cell_type": "code", - "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:29.483880350Z", - "start_time": "2023-12-05T11:16:27.172120668Z" + "end_time": "2024-03-15T10:42:25.152834820Z", + "start_time": "2024-03-15T10:42:25.025026640Z" } }, - "outputs": [], "source": [ "val inputNeurons = train.x[0].size.toLong()\n", "\n", @@ -2191,31 +2189,35 @@ " biasInitializer = HeNormal(),\n", " )\n", ")" - ] + ], + "outputs": [], + "execution_count": 38 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:29.682507911Z", - "start_time": "2023-12-05T11:16:29.432917424Z" + "end_time": "2024-03-15T10:42:25.211396639Z", + "start_time": "2024-03-15T10:42:25.153898551Z" } }, - "outputs": [], "source": [ "model.compile(optimizer = Adam(), loss = Losses.MSE, metric = Metrics.MAE)" - ] + ], + "outputs": [], + "execution_count": 39 }, { "cell_type": "code", - "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:29.791145300Z", - "start_time": "2023-12-05T11:16:29.626841115Z" + "end_time": "2024-03-15T10:42:25.262791316Z", + "start_time": "2024-03-15T10:42:25.212230606Z" } }, + "source": [ + "model.printSummary()" + ], "outputs": [ { "name": "stdout", @@ -2242,9 +2244,7 @@ ] } ], - "source": [ - "model.printSummary()" - ] + "execution_count": 40 }, { "cell_type": "markdown", @@ -2255,32 +2255,34 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:38.582565633Z", - "start_time": "2023-12-05T11:16:29.756612239Z" + "end_time": "2024-03-15T10:42:31.453266904Z", + "start_time": "2024-03-15T10:42:25.263701990Z" } }, - "outputs": [], "source": [ "val trainHist = model.fit(train, batchSize = 500, epochs=2000)" - ] + ], + "outputs": [], + "execution_count": 41 }, { "cell_type": "code", - "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:38.871304073Z", - "start_time": "2023-12-05T11:16:38.583131469Z" + "end_time": "2024-03-15T10:42:31.544095729Z", + "start_time": "2024-03-15T10:42:31.454527327Z" } }, + "source": [ + "trainHist.epochHistory.toDataFrame().tail()" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.3348773419857025,\"metricValues\":[0.45114806294441223],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.3348410427570343,\"metricValues\":[0.45111772418022156],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.3348047435283661,\"metricValues\":[0.45108696818351746],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.3347683250904083,\"metricValues\":[0.45105621218681335],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.33473196625709534,\"metricValues\":[0.4510253965854645],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.33468472957611084,\"metricValues\":[0.4509725272655487],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.3346482813358307,\"metricValues\":[0.4509420394897461],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.33461204171180725,\"metricValues\":[0.4509117603302002],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.3345756530761719,\"metricValues\":[0.4508810043334961],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.3345393240451813,\"metricValues\":[0.4508506953716278],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]}]}" }, + "execution_count": 42, "metadata": {}, - "output_type": "execute_result", - "execution_count": 11 + "output_type": "execute_result" } ], - "source": [ - "trainHist.epochHistory.toDataFrame().tail()" - ] + "execution_count": 42 }, { "cell_type": "markdown", @@ -2946,38 +2946,40 @@ }, { "cell_type": "code", - "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:39.115254360Z", - "start_time": "2023-12-05T11:16:38.837383297Z" + "end_time": "2024-03-15T10:42:31.619314925Z", + "start_time": "2024-03-15T10:42:31.546079387Z" } }, + "source": [ + "model.predictSoftly(test.x[9])[0]" + ], "outputs": [ { "data": { "text/plain": [ - "5.2477317" + "5.246054" ] }, + "execution_count": 43, "metadata": {}, - "output_type": "execute_result", - "execution_count": 12 + "output_type": "execute_result" } ], - "source": [ - "model.predictSoftly(test.x[9])[0]" - ] + "execution_count": 43 }, { "cell_type": "code", - "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:39.309250279Z", - "start_time": "2023-12-05T11:16:38.956283998Z" + "end_time": "2024-03-15T10:42:31.673583650Z", + "start_time": "2024-03-15T10:42:31.620960936Z" } }, + "source": [ + "test.y[9]" + ], "outputs": [ { "data": { @@ -2985,14 +2987,12 @@ "5.0" ] }, + "execution_count": 44, "metadata": {}, - "output_type": "execute_result", - "execution_count": 13 + "output_type": "execute_result" } ], - "source": [ - "test.y[9]" - ] + "execution_count": 44 }, { "cell_type": "markdown", @@ -3003,17 +3003,17 @@ }, { "cell_type": "code", - "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:39.367595540Z", - "start_time": "2023-12-05T11:16:39.021784659Z" + "end_time": "2024-03-15T10:42:31.723303489Z", + "start_time": "2024-03-15T10:42:31.675019596Z" } }, - "outputs": [], "source": [ "model.close()" - ] + ], + "outputs": [], + "execution_count": 45 }, { "cell_type": "markdown", @@ -3024,14 +3024,12 @@ }, { "cell_type": "code", - "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:39.858262608Z", - "start_time": "2023-12-05T11:16:39.092452824Z" + "end_time": "2024-03-15T10:42:32.076694150Z", + "start_time": "2024-03-15T10:42:31.725050662Z" } }, - "outputs": [], "source": [ "data class TrainTestSplitResult(\n", " val trainX: DataFrame,\n", @@ -3063,7 +3061,9 @@ "\n", " return TrainTestSplitResult(trainX, trainY, testX, testY)\n", "}" - ] + ], + "outputs": [], + "execution_count": 46 }, { "cell_type": "markdown", @@ -3074,122 +3074,95 @@ }, { "cell_type": "code", - "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:41.588501858Z", - "start_time": "2023-12-05T11:16:39.773619363Z" + "end_time": "2024-03-15T10:42:32.544626556Z", + "start_time": "2024-03-15T10:42:32.078580267Z" } }, - "outputs": [], "source": [ "val (trainX, trainY, testX, testY) =\n", " trainTestSplit(df, \"quality\", 0.8)" - ] + ], + "outputs": [], + "execution_count": 47 }, { "cell_type": "code", - "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:42.028324910Z", - "start_time": "2023-12-05T11:16:41.587739397Z" + "end_time": "2024-03-15T10:42:32.747511483Z", + "start_time": "2024-03-15T10:42:32.547554744Z" } }, - "outputs": [], "source": [ "fun DataFrame.toX(): Array =\n", " merge { colsOf() }.by { it.map { it.toFloat() }.toFloatArray() }.into(\"X\")\n", " .get { \"X\"() }\n", " .toList()\n", " .toTypedArray()" - ] + ], + "outputs": [], + "execution_count": 48 }, { "cell_type": "code", - "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:42.332839608Z", - "start_time": "2023-12-05T11:16:41.996806378Z" + "end_time": "2024-03-15T10:42:32.876171978Z", + "start_time": "2024-03-15T10:42:32.750126272Z" } }, - "outputs": [], "source": [ "fun DataFrame.toY(): FloatArray = \n", " get { \"quality\"() }\n", " .asIterable()\n", " .map { it.toFloat() }\n", " .toFloatArray()" - ] + ], + "outputs": [], + "execution_count": 49 }, { "cell_type": "code", - "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:42.527702465Z", - "start_time": "2023-12-05T11:16:42.217032792Z" + "end_time": "2024-03-15T10:42:33.004455500Z", + "start_time": "2024-03-15T10:42:32.878131616Z" } }, - "outputs": [], "source": [ "val trainXDL = trainX.toX()\n", "val trainYDL = trainY.toY()\n", "val testXDL = testX.toX()\n", "val testYDL = testY.toY()" - ] + ], + "outputs": [], + "execution_count": 50 }, { "cell_type": "code", - "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:42.774734665Z", - "start_time": "2023-12-05T11:16:42.439947039Z" + "end_time": "2024-03-15T10:42:33.104584453Z", + "start_time": "2024-03-15T10:42:33.006096910Z" } }, - "outputs": [], "source": [ "val trainKotlinDLDataset = OnHeapDataset.create({ trainXDL }, { trainYDL })\n", "val testKotlinDLDataset = OnHeapDataset.create({ testXDL }, { testYDL })" - ] + ], + "outputs": [], + "execution_count": 51 }, { "cell_type": "code", - "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:43.061367684Z", - "start_time": "2023-12-05T11:16:42.605357371Z" + "end_time": "2024-03-15T10:42:33.362351189Z", + "start_time": "2024-03-15T10:42:33.106671446Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==============================================================================\n", - "Model type: Sequential\n", - "______________________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "==============================================================================\n", - "input_1(Input) [None, 8] 0 \n", - "______________________________________________________________________________\n", - "dense_2(Dense) [None, 80] 720 \n", - "______________________________________________________________________________\n", - "dense_3(Dense) [None, 80] 6480 \n", - "______________________________________________________________________________\n", - "dense_4(Dense) [None, 1] 81 \n", - "______________________________________________________________________________\n", - "==============================================================================\n", - "Total trainable params: 7281\n", - "Total frozen params: 0\n", - "Total params: 7281\n", - "______________________________________________________________________________\n" - ] - } - ], "source": [ "val inputNeurons = train.x[0].size.toLong()\n", "\n", @@ -3218,22 +3191,52 @@ ")\n", "model2.compile(optimizer = Adam(), loss = Losses.MSE, metric = Metrics.MAE)\n", "model2.printSummary()" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==============================================================================\n", + "Model type: Sequential\n", + "______________________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "==============================================================================\n", + "input_1(Input) [None, 8] 0 \n", + "______________________________________________________________________________\n", + "dense_2(Dense) [None, 80] 720 \n", + "______________________________________________________________________________\n", + "dense_3(Dense) [None, 80] 6480 \n", + "______________________________________________________________________________\n", + "dense_4(Dense) [None, 1] 81 \n", + "______________________________________________________________________________\n", + "==============================================================================\n", + "Total trainable params: 7281\n", + "Total frozen params: 0\n", + "Total params: 7281\n", + "______________________________________________________________________________\n" + ] + } + ], + "execution_count": 52 }, { "cell_type": "code", - "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:50.819499613Z", - "start_time": "2023-12-05T11:16:42.942896113Z" + "end_time": "2024-03-15T10:42:39.014179545Z", + "start_time": "2024-03-15T10:42:33.364023404Z" } }, + "source": [ + "val trainHist = model2.fit(train, batchSize = 500, epochs = 2000)\n", + "trainHist.epochHistory.toDataFrame().tail()" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":5,\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.3347732126712799,\"metricValues\":[0.45107388496398926],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.33473655581474304,\"metricValues\":[0.45104312896728516],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.3346997797489166,\"metricValues\":[0.45101237297058105],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.33466312289237976,\"metricValues\":[0.4509815275669098],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.3346264064311981,\"metricValues\":[0.45095062255859375],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.3347410261631012,\"metricValues\":[0.45108160376548767],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.3347046673297882,\"metricValues\":[0.45105162262916565],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.33466818928718567,\"metricValues\":[0.4510214626789093],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.3346317708492279,\"metricValues\":[0.4509913921356201],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.33459532260894775,\"metricValues\":[0.4509612023830414],\"valLossValue\":\"NaN\",\"valMetricValues\":[NaN]}]}" }, + "execution_count": 53, "metadata": {}, - "output_type": "execute_result", - "execution_count": 22 + "output_type": "execute_result" } ], - "source": [ - "val trainHist = model2.fit(train, batchSize = 500, epochs = 2000)\n", - "trainHist.epochHistory.toDataFrame().tail()" - ] + "execution_count": 53 }, { "cell_type": "code", - "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:50.980777499Z", - "start_time": "2023-12-05T11:16:50.812978010Z" + "end_time": "2024-03-15T10:42:39.079689020Z", + "start_time": "2024-03-15T10:42:39.015825537Z" } }, + "source": [ + "model2.predictSoftly(testXDL[9])[0]" + ], "outputs": [ { "data": { "text/plain": [ - "6.6911993" + "6.4611983" ] }, + "execution_count": 54, "metadata": {}, - "output_type": "execute_result", - "execution_count": 23 + "output_type": "execute_result" } ], - "source": [ - "model2.predictSoftly(testXDL[9])[0]" - ] + "execution_count": 54 }, { "cell_type": "code", - "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:51.081838805Z", - "start_time": "2023-12-05T11:16:50.895468359Z" + "end_time": "2024-03-15T10:42:39.119610123Z", + "start_time": "2024-03-15T10:42:39.080689982Z" } }, + "source": [ + "testYDL[9]" + ], "outputs": [ { "data": { @@ -3932,14 +3934,12 @@ "7.0" ] }, + "execution_count": 55, "metadata": {}, - "output_type": "execute_result", - "execution_count": 24 + "output_type": "execute_result" } ], - "source": [ - "testYDL[9]" - ] + "execution_count": 55 }, { "cell_type": "markdown", @@ -3950,14 +3950,12 @@ }, { "cell_type": "code", - "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:51.523573225Z", - "start_time": "2023-12-05T11:16:50.955044609Z" + "end_time": "2024-03-15T10:42:39.461232361Z", + "start_time": "2024-03-15T10:42:39.120687605Z" } }, - "outputs": [], "source": [ "val predicted = testXDL.mapIndexed { i, _ ->\n", " round(model2.predictSoftly(testXDL[i])[0]).toInt()\n", @@ -3968,22 +3966,26 @@ "}.toColumn(\"ground_truth\")\n", "\n", "val predDf = dataFrameOf(predicted, ground_truth)" - ] + ], + "outputs": [], + "execution_count": 56 }, { "cell_type": "code", - "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:51.721871863Z", - "start_time": "2023-12-05T11:16:51.510838483Z" + "end_time": "2024-03-15T10:42:39.521761633Z", + "start_time": "2024-03-15T10:42:39.463543140Z" } }, + "source": [ + "predDf.head()" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":2,\"columns\":[\"predicted\",\"ground_truth\"],\"kotlin_dataframe\":[{\"predicted\":5,\"ground_truth\":5},{\"predicted\":5,\"ground_truth\":5},{\"predicted\":6,\"ground_truth\":5},{\"predicted\":5,\"ground_truth\":5},{\"predicted\":6,\"ground_truth\":6}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"predicted\",\"ground_truth\"],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"predicted\":5,\"ground_truth\":5},{\"predicted\":5,\"ground_truth\":5},{\"predicted\":5,\"ground_truth\":6},{\"predicted\":6,\"ground_truth\":6},{\"predicted\":5,\"ground_truth\":5}]}" }, + "execution_count": 57, "metadata": {}, - "output_type": "execute_result", - "execution_count": 26 + "output_type": "execute_result" } ], - "source": [ - "predDf.head()" - ] + "execution_count": 57 }, { "cell_type": "code", - "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:52.792811636Z", - "start_time": "2023-12-05T11:16:51.613822929Z" + "end_time": "2024-03-15T10:42:39.926966128Z", + "start_time": "2024-03-15T10:42:39.523255810Z" } }, + "source": [ + "val inds = List(10) { it + 1 }\n", + "val ctab = predDf\n", + " .groupBy { ground_truth }.pivotCounts(inward = false) { predicted }\n", + " .sortBy { ground_truth }\n", + "\n", + "ctab.format { drop(1) }.perRowCol { row, col ->\n", + " val y = col.name().toInt()\n", + " val x = row.ground_truth\n", + " val k = 1.0 - abs(x - y) / 10.0\n", + " background(RGBColor(50, (50 + k * 200).toInt().toShort(), 50))\n", + "}" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":6,\"ncol\":5,\"columns\":[\"ground_truth\",\"5\",\"6\",\"4\",\"7\"],\"kotlin_dataframe\":[{\"ground_truth\":3,\"5\":2,\"6\":0,\"4\":1,\"7\":0},{\"ground_truth\":4,\"5\":8,\"6\":2,\"4\":1,\"7\":0},{\"ground_truth\":5,\"5\":105,\"6\":42,\"4\":1,\"7\":0},{\"ground_truth\":6,\"5\":34,\"6\":78,\"4\":0,\"7\":5},{\"ground_truth\":7,\"5\":0,\"6\":20,\"4\":0,\"7\":16},{\"ground_truth\":8,\"5\":0,\"6\":1,\"4\":0,\"7\":3}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"ground_truth\",\"5\",\"6\",\"7\"],\"nrow\":5,\"ncol\":4},\"kotlin_dataframe\":[{\"ground_truth\":4,\"5\":6,\"6\":1,\"7\":0},{\"ground_truth\":5,\"5\":105,\"6\":30,\"7\":0},{\"ground_truth\":6,\"5\":29,\"6\":91,\"7\":8},{\"ground_truth\":7,\"5\":3,\"6\":21,\"7\":21},{\"ground_truth\":8,\"5\":0,\"6\":3,\"7\":1}]}" }, + "execution_count": 58, "metadata": {}, - "output_type": "execute_result", - "execution_count": 27 + "output_type": "execute_result" } ], - "source": [ - "val inds = List(10) { it + 1 }\n", - "val ctab = predDf\n", - " .groupBy { ground_truth }.pivotCounts(inward = false) { predicted }\n", - " .sortBy { ground_truth }\n", - "\n", - "ctab.format { drop(1) }.perRowCol { row, col ->\n", - " val y = col.name().toInt()\n", - " val x = row.ground_truth\n", - " val k = 1.0 - abs(x - y) / 10.0\n", - " background(RGBColor(50, (50 + k * 200).toInt().toShort(), 50))\n", - "}" - ] + "execution_count": 58 }, { "cell_type": "code", - "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:53.265516155Z", - "start_time": "2023-12-05T11:16:52.633490769Z" + "end_time": "2024-03-15T10:42:40.136553708Z", + "start_time": "2024-03-15T10:42:39.930289633Z" } }, - "outputs": [], "source": [ "val predDf2 = predDf.add(\"avg_dev\") { abs(predicted - ground_truth) }" - ] + ], + "outputs": [], + "execution_count": 59 }, { "cell_type": "code", - "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:53.466031186Z", - "start_time": "2023-12-05T11:16:53.040384705Z" + "end_time": "2024-03-15T10:42:40.225911476Z", + "start_time": "2024-03-15T10:42:40.138975418Z" } }, + "source": [ + "predDf2.avg_dev.cast().describe()" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":12,\"columns\":[\"name\",\"type\",\"count\",\"unique\",\"nulls\",\"top\",\"freq\",\"mean\",\"std\",\"min\",\"median\",\"max\"],\"kotlin_dataframe\":[{\"name\":\"avg_dev\",\"type\":\"Int\",\"count\":319,\"unique\":3,\"nulls\":0,\"top\":0,\"freq\":200,\"mean\":0.3887147335423197,\"std\":0.5194317560418836,\"min\":0,\"median\":0,\"max\":2}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"name\",\"type\",\"count\",\"unique\",\"nulls\",\"top\",\"freq\",\"mean\",\"std\",\"min\",\"median\",\"max\"],\"nrow\":1,\"ncol\":12},\"kotlin_dataframe\":[{\"name\":\"avg_dev\",\"type\":\"Int\",\"count\":319,\"unique\":3,\"nulls\":0,\"top\":0,\"freq\":217,\"mean\":0.34169278996865204,\"std\":0.5192988920530004,\"min\":0,\"median\":0,\"max\":2}]}" }, + "execution_count": 60, "metadata": {}, - "output_type": "execute_result", - "execution_count": 29 + "output_type": "execute_result" } ], - "source": [ - "predDf2.avg_dev.cast().describe()" - ] + "execution_count": 60 }, { "cell_type": "code", - "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:53.495338730Z", - "start_time": "2023-12-05T11:16:53.198655138Z" + "end_time": "2024-03-15T10:42:40.343899169Z", + "start_time": "2024-03-15T10:42:40.227216898Z" } }, + "source": [ + "predDf2.sortBy { avg_dev }[(0.7 * (319 - 1)).toInt()]" + ], "outputs": [ { "data": { "text/html": [ - " \n", " \n", " " ], - "application/kotlindataframe+json": "{\"nrow\":1,\"ncol\":3,\"columns\":[\"predicted\",\"ground_truth\",\"avg_dev\"],\"kotlin_dataframe\":[{\"predicted\":6,\"ground_truth\":5,\"avg_dev\":1}]}" + "application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"predicted\",\"ground_truth\",\"avg_dev\"],\"nrow\":1,\"ncol\":3},\"kotlin_dataframe\":[{\"predicted\":5,\"ground_truth\":6,\"avg_dev\":1}]}" }, + "execution_count": 61, "metadata": {}, - "output_type": "execute_result", - "execution_count": 30 + "output_type": "execute_result" } ], - "source": [ - "predDf2.sortBy { avg_dev }[(0.7 * (319 - 1)).toInt()]" - ] + "execution_count": 61 }, { "cell_type": "code", - "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:16:53.539689733Z", - "start_time": "2023-12-05T11:16:53.340929615Z" + "end_time": "2024-03-15T10:42:40.395874797Z", + "start_time": "2024-03-15T10:42:40.345703422Z" } }, - "outputs": [], "source": [ "model2.close()" - ] + ], + "outputs": [], + "execution_count": 62 } ], "metadata": { diff --git a/examples/notebooks/youtube/Youtube.ipynb b/examples/notebooks/youtube/Youtube.ipynb index 1008bab858..c4ee428e52 100644 --- a/examples/notebooks/youtube/Youtube.ipynb +++ b/examples/notebooks/youtube/Youtube.ipynb @@ -2,18 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:14.133933643Z", - "start_time": "2023-12-05T11:25:07.526491004Z" + "end_time": "2024-03-15T10:46:39.222253276Z", + "start_time": "2024-03-15T10:46:34.707208210Z" } }, - "outputs": [], "source": [ "%useLatestDescriptors\n", "%use dataframe" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "markdown", @@ -27,42 +27,38 @@ }, { "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:14.284862198Z", - "start_time": "2023-12-05T11:25:14.137908633Z" + "end_time": "2024-03-15T10:47:48.867810428Z", + "start_time": "2024-03-15T10:47:48.836245410Z" } }, + "source": "val apiKey = \"YOUR_KEY\"", "outputs": [], - "source": [ - "val apiKey = \"YOUR_KEY\"" - ] + "execution_count": 20 }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:14.824296028Z", - "start_time": "2023-12-05T11:25:14.291870801Z" + "end_time": "2024-03-15T10:46:39.396879147Z", + "start_time": "2024-03-15T10:46:39.278894764Z" } }, - "outputs": [], "source": [ "fun load(path: String): AnyRow = DataRow.read(\"https://www.googleapis.com/youtube/v3/$path&key=$apiKey\")" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "code", - "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:15.761162428Z", - "start_time": "2023-12-05T11:25:14.826155038Z" + "end_time": "2024-03-15T10:46:39.655861900Z", + "start_time": "2024-03-15T10:46:39.400260773Z" } }, - "outputs": [], "source": [ "fun load(path: String, maxPages: Int): AnyFrame {\n", " val rows = mutableListOf()\n", @@ -75,17 +71,22 @@ " } while (next != null && rows.size < maxPages)\n", " return rows.concat()\n", "}" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:22.106442087Z", - "start_time": "2023-12-05T11:25:15.765000360Z" + "end_time": "2024-03-15T10:46:43.413873536Z", + "start_time": "2024-03-15T10:46:39.658547957Z" } }, + "source": [ + "val df = load(\"search?q=cute%20cats&maxResults=50&part=snippet\", 5)\n", + "df" + ], "outputs": [ { "data": { @@ -268,7 +269,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_1392508928"></table>\n", + " <table class="dataframe" id="df_1895825408"></table>\n", "\n", "<p class="dataframe_description">DataFrame: rowsCount = 5, columnsCount = 7</p>\n", "\n", @@ -550,169 +551,169 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"kind: String\">kind</span>", children: [], rightAlign: false, values: ["youtube#searchListResponse","youtube#searchListResponse","youtube#searchListResponse","youtube#searchListResponse","youtube#searchListResponse"] }, \n", - "{ name: "<span title=\"etag: String\">etag</span>", children: [], rightAlign: false, values: ["BpxJI0i0rm4XH4tCDgce2ddcEuI","rMVyepnT4rWO-8Nn0UPVAgIWt6E","nEIYM0dJoLpVmnXG4KQgsYaokns","1OV_HW43uuj0_h0NqbHVTE9vq5Y","hyuRRt6Fp_idOAIMa3t4ZLV1TBw"] }, \n", + "{ name: "<span title=\"etag: String\">etag</span>", children: [], rightAlign: false, values: ["4-5cQj8aHD3-cQekXWzt5icd3KA","oddYxRS7EJkhBFWdd7tlf3GgqzM","ksUphjNanTWdxmMXaFXaaF0p1lc","i2LxtlMWyxya8FtTt3w_C6ZjofY","pNew6iq0s3nXSuXZZdk78wFwz_I"] }, \n", "{ name: "<span title=\"nextPageToken: String\">nextPageToken</span>", children: [], rightAlign: false, values: ["CDIQAA","CGQQAA","CJYBEAA","CMgBEAA","CPoBEAA"] }, \n", - "{ name: "<span title=\"regionCode: String\">regionCode</span>", children: [], rightAlign: false, values: ["BE","BE","BE","BE","BE"] }, \n", + "{ name: "<span title=\"regionCode: String\">regionCode</span>", children: [], rightAlign: false, values: ["NL","NL","NL","NL","NL"] }, \n", "{ name: "<span title=\"totalResults: Int\">totalResults</span>", children: [], rightAlign: true, values: ["<span class=\"formatted\" title=\"\"><span class=\"numbers\">1000000</span></span>","<span class=\"formatted\" title=\"\"><span class=\"numbers\">1000000</span></span>","<span 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</span><span class=\"structural\">totalResults: </span><span class=\"numbers\">1000000</span><span class=\"structural\">, </span><span class=\"structural\">resultsPer...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"totalResults: 1000000\nresultsPerPage: 50\"><span class=\"structural\">{ </span><span class=\"structural\">totalResults: </span><span class=\"numbers\">1000000</span><span class=\"structural\">, </span><span class=\"structural\">resultsPer...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"totalResults: 1000000\nresultsPerPage: 50\"><span class=\"structural\">{ </span><span class=\"structural\">totalResults: </span><span class=\"numbers\">1000000</span><span class=\"structural\">, </span><span class=\"structural\">resultsPer...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"totalResults: 1000000\nresultsPerPage: 50\"><span class=\"structural\">{ </span><span class=\"structural\">totalResults: </span><span class=\"numbers\">1000000</span><span class=\"structural\">, </span><span class=\"structural\">resultsPer...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"totalResults: 1000000\nresultsPerPage: 50\"><span class=\"structural\">{ </span><span class=\"structural\">totalResults: </span><span class=\"numbers\">1000000</span><span class=\"structural\">, </span><span class=\"structural\">resultsPer...</span><span class=\"structural\"> }</span></span>"] }, \n", - "{ name: "<span title=\"items: DataFrame<*>\">items</span>", children: [], rightAlign: false, values: [{ frameId: 1392508929, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1392508930, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1392508931, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1392508932, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1392508933, value: "<b>DataFrame 50 x 4</b>" }] }, \n", + "{ name: "<span title=\"items: DataFrame<*>\">items</span>", children: [], rightAlign: false, values: [{ frameId: 1895825409, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1895825410, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1895825411, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1895825412, value: "<b>DataFrame 50 x 4</b>" },{ frameId: 1895825413, value: "<b>DataFrame 50 x 4</b>" }] }, \n", "{ name: "<span title=\"prevPageToken: String?\">prevPageToken</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","CDIQAQ","CGQQAQ","CJYBEAE","CMgBEAE"] }, \n", - "], id: 1392508928, rootId: 1392508928, totalRows: 5 } ) });\n", - "/*-->*/\n", - "\n", - "/*<!--*/\n", - "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"kind: String\">kind</span>", children: [], rightAlign: false, values: ["youtube#searchResult","youtube#searchResult","youtube#searchResult","youtube#searchResult","youtube#searchResult"] }, \n", - "{ name: "<span title=\"etag: String\">etag</span>", children: [], rightAlign: false, values: ["2iaRe8uNk5JCDUrI2ouz0V1ZOfU","9N2W-DQWraB_HHZV8m1PRyJzjCI","NtHibT_04jzjaca7QQQq7gLUYd0","2FKZ1-kSXjHVVuHxL2pUaJLHKbk","fYKpk-z4hMPGI5Z3_7BXC_c5tPU"] }, \n", - "{ name: "<span title=\"kind: String\">kind</span>", children: [], rightAlign: false, values: ["youtube#video","youtube#video","youtube#video","youtube#video","youtube#video"] }, \n", - "{ name: "<span title=\"videoId: String?\">videoId</span>", children: [], rightAlign: false, values: ["y0sF5xhGreA","1ZNLpoglNnM","9xqg5pvJvI8","mGrCV73lBZ0","DYE3naeGEpY"] }, \n", - "{ name: "<span title=\"channelId: String?\">channelId</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>","<span class=\"formatted\" title=\"\"><span class=\"null\">null</span></span>"] }, \n", - "{ name: "<span title=\"id: DataRow<*>\">id</span>", children: [2, 3, 4], rightAlign: false, values: ["<span class=\"formatted\" title=\"kind: youtube#video\nvideoId: y0sF5xhGreA\"><span class=\"structural\">{ </span><span class=\"structural\">kind: </span>youtube#video<span class=\"structural\">, </span><span class=\"structural\">videoId: </span>y0s<span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"kind: youtube#video\nvideoId: 1ZNLpoglNnM\"><span class=\"structural\">{ </span><span class=\"structural\">kind: </span>youtube#video<span class=\"structural\">, </span><span class=\"structural\">videoId: </span>1ZN<span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"kind: youtube#video\nvideoId: 9xqg5pvJvI8\"><span class=\"structural\">{ </span><span class=\"structural\">kind: </span>youtube#video<span class=\"structural\">, </span><span class=\"structural\">videoId: </span>9xq<span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"kind: youtube#video\nvideoId: mGrCV73lBZ0\"><span class=\"structural\">{ </span><span class=\"structural\">kind: </span>youtube#video<span class=\"structural\">, </span><span class=\"structural\">videoId: </span>mGr<span class=\"structural\">...</span><span class=\"structural\"> }</span></span>","<span class=\"formatted\" title=\"kind: youtube#video\nvideoId: DYE3naeGEpY\"><span class=\"structural\">{ </span><span class=\"structural\">kind: </span>youtube#video<span class=\"structural\">, </span><span class=\"structural\">videoId: </span>DYE<span class=\"structural\">...</span><span class=\"structural\"> }</span></span>"] }, \n", - "{ name: "<span title=\"publishedAt: String\">publishedAt</span>", children: [], rightAlign: false, values: ["2023-05-28T13:00:44Z","2023-11-08T10:31:42Z","2023-10-12T13:00:17Z","2023-07-02T10:00:28Z","2023-05-15T14:50:48Z"] }, \n", - "{ name: "<span title=\"channelId: String\">channelId</span>", children: [], rightAlign: false, values: ["UCPIvT-zcQl2H0vabdXJGcpg","UC6JhCqFwuSBJfseypJ2HZMw","UCuPLku1Zrk6HMr2S51yGkpQ","UCNtnAu54xWLWGNZmmFy2Apw","UC0S1esb_U7rKNF9PbsOdLGw"] }, \n", - "{ name: "<span title=\"title: String\">title</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"20 Minutes of Adorable Kittens &#55357;&#56845; | BEST Compilation\">20 Minutes of Adorable Kittens &#55357;&#56845; | B<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"New Funny Videos 2023 &#55357;&#56845; Cutest Cats and Dogs &#55357;&#56369;&#55357;&#56374; Part 230\">New Funny Videos 2023 &#55357;&#56845; Cutest Cats <span class=\"structural\">...</span></span>","Cutest and Funniest CATS on earth!","funny and cute cats #shortvideo #shorts","<span class=\"formatted\" title=\"&#10084;&#65039;#funny #cute #cat #kitten #love #friends #happy #shorts\">&#10084;&#65039;#funny #cute #cat #kitten #love #fr<span class=\"structural\">...</span></span>"] }, \n", - "{ name: "<span title=\"description: String\">description</span>", children: [], rightAlign: false, values: ["<span class=\"formatted\" title=\"Cute, cuddly, and utterly chaotic! These adorable kittens are jumping in the dog-pile in this collection of cute and hilarious kitty ...\">Cute, cuddly, and utterly chaotic! Th<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"New Funny Videos 2023 Cutest Cats and Dogs Part 230 https://youtu.be/1ZNLpoglNnM.\">New Funny Videos 2023 Cutest Cats and<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Cutest and Funniest CATS on earth! Sit back, relax, and get ready to experience the joy and hilarity of &#34;Cutest and Funniest CATS ...\">Cutest and Funniest CATS on earth! Si<span class=\"structural\">...</span></span>","<span class=\"formatted\" title=\"Hello, I&#39;m Mirano, I want to know about the types of animals, their training, keeping and... 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load(\"search?q=cute%20cats&maxResults=50&part=snippet\", 5)\n", - "df" - ] + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:23.298945162Z", - "start_time": "2023-12-05T11:25:22.108377270Z" + "end_time": "2024-03-15T10:46:43.782950175Z", + "start_time": "2024-03-15T10:46:43.418899319Z" } }, + "source": [ + "val items = df.items.concat()\n", + "items" + ], "outputs": [ { "data": { @@ -1094,7 +1095,7 @@ " </style>\n", " </head>\n", " <body>\n", - " <table class="dataframe" id="df_1392508940"></table>\n", + " <table class="dataframe" id="df_1895825420"></table>\n", "\n", "<p class="dataframe_description">... showing only top 20 of 250 rows</p><p class="dataframe_description">DataFrame: rowsCount = 250, columnsCount = 4</p>\n", "\n", @@ -1376,36 +1377,36 @@ "\n", "/*<!--*/\n", "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: "<span title=\"kind: String\">kind</span>", children: [], 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tpiyEe_CqB4Cute and Funny Cat Videos to Keep You...2020-04-10T16:00:28ZUCzn2gx8zzhF0A4Utk8TEDNQRufus<iframe src="https://www.youtube.com/...
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"Fun and Cute", - "Sonyakisa8 TT", + "catvid-19", + "The Mannii Show", "funnybff", - "TheCatsPyjaaaamas", - "Mighty Mike", - "Funniest Animals", - "Baby Boom-Boom", + "Tiger FunnyWorks", + "Sonyakisa8 TT", + "MIRANO", + "exlittlebeans", + "Ginger and Pepper", "ThomasTrucker", + "Cuddles & Meow", + "Remus Bujor", + " Cute Cat🐱", "BBC", - "NoCAT NoLiFE 2", - "Tai Rebuilds", - "Funny Animals' Town", "cat video", - "BuzzFeedVideo", - "Funny_Petclub", - "Cute VM", + "SugarStar", + "Funny Videos", + "Kittisaurus", + "Cats being CATS!", "Teddy Kittens", - "COOL PEACHY", - "Panda Shorts", - "Shiba Cat", - "KidsAppTv", - "Lucky Paws", - "The Fluffiest", + "BuzzFeedVideo", + "Naughty Animals", + "Wild Diary", + "Munchkin", + "Sean Dubs", + "Robin Seplut", + "Lovely Kittens", + "1 Min Pet Facts", + "Meow Motion", "Calm Your Cat - Relaxing Music and Tv For Cats", - "Funny Videos", - "Cute Baby", - "An Nadhir", - "exlittlebeans", - "Rainbow Junior - English", "Princess cat 👑", - "CookieSwirlC", - "Naughty Animals", - "CatLT", - "Cute Kittens", - "Cute Cats", + "AlmO", + "Cat Cute Cat", + "Pets Stars", + "Panda Shorts", + "Rainbow Junior - English", "insani billi😻cute cats 🥳", - "Like Amagic", - "Little Pets", - "Rufus", + "Cute Kittens", + "SRH Funny cats", "Koen Funniest planet", - "Munchkin", - "Woa Doodland", - "Cats Of San Bernardino", - "Cats being CATS!", + "im_siowei", "Pawspace", - "Life Around Us", - "We Love Animals", - "ANIMAL_PLANET_2.00", - "Funny Animals' Zone", - "Mika_kit", - "AlmO", + "Woa Doodland", + "CatLT", "Topklass Animal Memes", - "土豆の日記Cat's diary", - "Kaloo & Silvery", - "MyAnimalPlanet", + "Like Amagic", + "Rufus", + "Funny Animals 2024", + "Adorable Paws", + "LorettaBritish Cat", + "Superr69", + "링고다냥", + "Eevee & Yoshi", + "Ayam Rainbow Gokil", + "Cool Tool", "Aww Animals", "NoCAT NoLiFE", - "Character Lab.", + "LITTLE KITTEN FRIENDS", "Art for Kids Hub", - "Amazing Pets", + "Morgan", + "Lulu the Cat", + "Brain Vikas", "Yuan's GamerX", + "AI_Cartoon_Animation", + "Питатошка123", "FurryFritz - Catographer", - "Bontin!!", "Every Minute Shorts ⏰", + "PEDUCK", + "CuteAnimalShare", + "Kitten Lady", + "Meowthemall", "1 Minute Animals", - "Trafalgar D. Water Law", - "Cute Easy Drawings", - "ind_cat8", + "Bontin!!", + "ANIMAL_PLANET_2.00", "Ginger Cat", - "Actual World Data", - "FailArmy", - "Funny Animals Shorts", - "Kittisaurus", - "MIRANO", + "amazen-films", + "Cartoon tubeHD", + "Sweet world🐾", + "Alegod - Funny animals", + "Happy Pets", "I'm kitting!", - "Pets My Life", + "FailArmy", + "BoopCat", "PET NATION", + "A New Dawn", + "Gameplay Gameplay", + "Dodo Kids", "Tiles Hop Mix", "Cats Pose", - "CuteAnimalShare", + "Ninja Cats", + "Tiles Hop Colors", "Poody & Fartsy", - "Ikram rahim tv", - "Kitten Lady", "Kid-E-Cats", - "Feeding Street Cats", - "Lulu the Cat", - "V O W E L S", - "Ninja Cats", - "Funny TV", - "Cute Land", - "Drohnen EW", - "Dodo Kids", - "ItsCaspi", - "HamDeGO Art", - "J", + "cat_exe", + "your cutepet", "Cute AniTv", - "ANIMAL TIKTOK", - "Kitty Lucky", - "Art IDEA", - "Tiles Hop Colors", - "SonaDrawzStuffYT", - "Tiles Hop Kitty", + "Cute Pets TV", "Funny Rhythm Games", - "Best Rhythm Games", - "RELAXATION MEDITATION LAB CHANNEL", - "Cute Drawings For Beginners", - "JoJo Art & Craft", + "Ai DNA", + "meow__cash", + "COOL PEACHY", + "HamDeGO Art", + "Buzz", + "Funny TV", + "MeowMagic", + "J", + "Cute cats ", + "Cat Trumpet", "The Pet Collective", - "Meowthemall", - "Funny And Cute Cat's Life", - "SANATANI YASH", + "Cat Stories", + "RELAXATION MEDITATION LAB CHANNEL", + "Tiles Hop Kitty", + "Walter the Catt", + "Happy Cat", + "Animal Islands", "Little Love ", - "catw", + "Little Kitten 21", + "Purr Purr Cat - Cute Cats & Songs", + "Funny And Cute Cat's Life", "Diane Antone Studio", - "#Shorts# videos!", - "REST EASY FILMS", - "Lovely Kittens", - "Morgan", - "BunnymonTV", - "MMV Cats", - "Sorry Stark", - "Redfox Folder", - "Abram Engle", - "Zero Pet Shorts", - "TVNCat", + "Cchannel", + "Cutecatfunny234", + "5 CATS ", + "The Big Cat Sanctuary", + "Dave_kittens", + "speakerman", "Myia and bebe", - "ag .salawad", - "Cute Animals Pets", + "CAT cat", + "Meowian", + "Chintu Rai", + "Nature status videos 15", "Cute Cats", "Daily videos", - " pets and animals channel ", - "Chase & Mingming", - "JordynBlox" + "JordynBlox", + "Cute cats YT 1.9", + "Bob’s Journey" ] }, "kind": "plot", @@ -7579,65 +6979,66 @@ "swing_enabled": true } }, + "execution_count": 16, "metadata": {}, - "output_type": "execute_result", - "execution_count": 16 + "output_type": "execute_result" } ], - "source": [ - "channels.sortBy { viewCount.desc() }.plot {\n", - " bars {\n", - " x(channelTitle)\n", - " y(viewCount)\n", - " }\n", - "}" - ] + "execution_count": 16 }, { "cell_type": "code", - "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:25:40.960031367Z", - "start_time": "2023-12-05T11:25:40.312778128Z" + "end_time": "2024-03-15T10:46:51.664197490Z", + "start_time": "2024-03-15T10:46:51.439238777Z" } }, - "outputs": [], "source": [ "val growth = joined\n", " .select { publishedAt and viewCount }\n", " .sortBy { publishedAt }\n", " .convert { all() }.toLong()\n", " .cumSum { viewCount }" - ] + ], + "outputs": [], + "execution_count": 17 }, { "cell_type": "code", - 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