diff --git a/Pipfile.lock b/Pipfile.lock
index 53ef5bd..f395471 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -16,53 +16,41 @@
         ]
     },
     "default": {
-        "appnope": {
-            "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
-            ],
-            "markers": "sys_platform == 'darwin'",
-            "version": "==0.1.0"
-        },
-        "attrs": {
-            "hashes": [
-                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
-            ],
-            "version": "==19.1.0"
-        },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
-                "sha256:034740f6cb549b4e932ae1ab975581e6103ac8f942200a0e9759065984391858",
-                "sha256:945065979fb8529dd2f37dbb58f00b661bdbcbebf954f93b32fdf5263ef35348",
-                "sha256:ba6d5c59906a85ac23dadfe5c88deaf3e179ef565f4898671253e50a78680718"
+                "sha256:9a315ce70049920ea4572a4055bc4bd700c940521d36fc858205ad4fcde149bf",
+                "sha256:c23ad23c521d818955a4151a67d81580319d4bf548d3d49f4223ae041ff98891"
             ],
-            "version": "==4.7.1"
+            "markers": "python_version >= '3.1'",
+            "version": "==4.10.0"
         },
         "blis": {
             "hashes": [
-                "sha256:039129410a338be8db8cf48c54334bd7c30da7e72bad2741e59313b1d242814b",
-                "sha256:058f9109aaea9d4f88cb623a44994d96c8cf36448de3e1bd30210628d6b52e9e",
-                "sha256:278d7b95e56cf82a6bef91cd8283eadc9401f2d3bdbbf2cdfdb605cf9081c36e",
-                "sha256:2d4ca1508fd6229c7994fc17ba324083a5b83f66612c8ea62623a41a1768b030",
-                "sha256:51a54bad6175e9b154beeb628a879ed492ee2247c9e40c77bdf6fc772145130c",
-                "sha256:886b313f96d4e268a0587e98c1637d963c73defa8de51e2e6b0d0bd00f16afbb",
-                "sha256:9f12e6f1e4b10dbb1e0e34e98f60e8435058a60d544a009cb761351fe1d12cad",
-                "sha256:a54d4fa1908d586f8bce9851a453cb89d1542e9aca65b8b88e9bb9432d626f80",
-                "sha256:b9d6cef13d95e3752320cd942df25e09160a6f9dfc3d7b41af7cdc772ab18270",
-                "sha256:d571464d195a950e60bf1547c8914d4da50952e06a0f38cea7b0829d0a4b985a",
-                "sha256:d616d64c85e6be92d69a1410dc58146cb9603fd1eb148f9ee512b8fddfd789f6",
-                "sha256:e477c7eaacf7dcccbb190a29559579efb287ecf5c2a9a7a6f9acb0452899f033",
-                "sha256:e6ae1986625af86f90f111f9d2d284b9e45fddfe56cf40524cdd9417a6a33b87"
-            ],
-            "version": "==0.2.4"
+                "sha256:0c185979f8f528d634f5548b8cd84ab0366d340c27c039ad3937fab186c1c252",
+                "sha256:0e476931f0d5703a21c77e7f69b8ebdeeea493fc7858a86f627ac2b376a12c8d",
+                "sha256:2339cb19594134775bda8b86f23a893828fc7e8d63f09ba9a15f30b2b16c966c",
+                "sha256:31401da283ed42905f0fbf2f8b88ea424c6a911482426f84b5b88c54d382e4d1",
+                "sha256:5023781272e0b2868be2f92017aa6836557990f1ca5ba2af5e9f5a0acf04fd8a",
+                "sha256:5812a7c04561ae7332cf730f57d9f82cbd12c5f86a5bfad66ee244e51d06266d",
+                "sha256:5966ddf3bce84aa7bb09ce4ca059309602fa63280a5d5e5365bb2a294bd5a138",
+                "sha256:65ba723821cc57eb4227eb8dd05c57fff23d97f826d4325b316cd8a63aac8d6a",
+                "sha256:66204a19e38986645940c887498c7b5520efb5bbc6526bf1b8a58f7d3eb37da0",
+                "sha256:730952f74adb0fa7dde9f1bc11249d5a64f3a3a9cf7dfa23b189a4b767bdf2d0",
+                "sha256:833e01e9eaff4c01aa6e049bbc1e6acb9eca6ee513d7b35b5bf135d49705ad33",
+                "sha256:8345bd04777557ef385e2f2d1f14a19d53b2ea9ca5fe107a2cdc50d7bafb8eb2",
+                "sha256:9eecfce3d8fce61dede7b0ae0dffa461c22072437b6cde85587db0c1aa75b450",
+                "sha256:ad4af690c37a5953d3aea660ad89b636bfbb80ca1470995554670ca2143f0cb2",
+                "sha256:cf11c233ea5c2d30683e7c9641c5dc4cd76ed0f64755ba3321dfb8db39feb316",
+                "sha256:d9034dabce4e42e3a1a7b99cc6de430484c8c369e51556ee8d47a53c085de681"
+            ],
+            "version": "==0.7.5"
         },
         "bs4": {
             "hashes": [
@@ -73,65 +61,86 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:428266a1c0d36dc5aca63a2d7c5942e88c2c898d72139fca0e97fdd2380517ae",
-                "sha256:8ea2d3ce97850f31e4a08b0e2b5e6c34997d7216a9d2c98e0f3978630d4da69a"
+                "sha256:486471dfa8799eb7ec503a8059e263db000cdda20075ce5e48903087f79d5fd6",
+                "sha256:8fecd4203a38af17928be7b90689d8083603073622229ca7077b72d8e5a976e4"
             ],
-            "version": "==3.1.1"
+            "markers": "python_version ~= '3.7'",
+            "version": "==5.0.0"
+        },
+        "catalogue": {
+            "hashes": [
+                "sha256:336a35603f447167042ef504114d6befa46688f03f4c14dabdc633a44587b245",
+                "sha256:34ebb5cd2b98f7fa7421fa0eead3b84e577243532509b3fa8cd04abcc9f61d3c"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.6"
         },
         "certifi": {
             "hashes": [
-                "sha256:59b7658e26ca9c7339e00f8f4636cdfe59d34fa37b9b04f6f9e9926b3cece1a5",
-                "sha256:b26104d6835d1f5e49452a26eb2ff87fe7090b89dfcaee5ea2212697e1e1d7ae"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2019.3.9"
+            "version": "==2021.10.8"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:876d180e9d7432c5d1dfd4c5d26b72f099d503e8fcc0feb7532c9289be60fcbd",
+                "sha256:cb957888737fc0bbcd78e3df769addb41fd1ff8cf950dc9e7ad7793f1bf44455"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.10"
+        },
+        "click": {
+            "hashes": [
+                "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3",
+                "sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==8.0.3"
         },
         "cymem": {
             "hashes": [
-                "sha256:081c652ae1aff4759813e93a2fc4df4ba410ce214a0e542988e24c62110d4cd0",
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-                "sha256:584872fd3df176e50c90e37aaca6cb731ac0abcdea4f5b8ad77c30674cfaaa99",
-                "sha256:6e3194135b21bb268030f3473beb8b674b356c330a9fa185dced2f5006cbd5ba",
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-                "sha256:8dd169ece1629ec4db1a592321e3ae0a9bb62fda2052a351fc36871f314c3569",
-                "sha256:8e6ad29636edd559b0dfe0a19c5cb5e6257461a5df90839e8c7710ddb005f4b4",
-                "sha256:9935b233882732f03fd0fadbeb9e9aa672edcdd126e6d52c36d60adf1def8ea5",
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-                "sha256:a5966b3171bad9c84a2b19dccda5ab37ae8437c0709a6b72cb42b64ea76a4bd3",
-                "sha256:ab88b1534f06df07262d9bc5efb3ba07948cdbe9a363eb9eaa4ad42fae6c7b5e",
-                "sha256:b08b0dd7adafbff9f0fd7dc8dcad5f3ce6f23c126c81ad8d1666880cc94e6974",
-                "sha256:ba47b571d480c0b76d282ff1634372070031d4998a46ae5d8305d49563b74ca6",
-                "sha256:bf049dc9cf0d3aa4a48ba514b7f1699fb6f35b18ad8c6f018bd13e0bccd9d30c",
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-            "version": "==2.0.2"
+                "sha256:04676d696596b0db3f3c5a3936bab12fb6f24278921a6622bb185e61765b2b4d",
+                "sha256:169725b5816959d34de2545b33fee6a8021a6e08818794a426c5a4f981f17e5e",
+                "sha256:2aa3fa467d906cd2c27fa0a2e2952dd7925f5fcc7973fab6d815ef6acb25aad8",
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+                "sha256:4f87fe087f2ae36c3e20e2b1a29d7f76a28c035372d0a97655f26223d975235a",
+                "sha256:6b0d1a6b0a1296f31fa9e4b7ae5ea49394084ecc883b1ae6fec4844403c43468",
+                "sha256:700540b68e96a7056d0691d467df2bbaaf0934a3e6fe2383669998cbee19580a",
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+                "sha256:a93fba62fe79dbf6fc4d5b6d804a6e114b44af3ff3d40a28833ee39f21bd336b",
+                "sha256:af3c01e6b20f9e6c07c7d7cdb7f710e49889d3906c9a3e039546ee6636a34b9a",
+                "sha256:b8e1c18bb00800425576710468299153caad20c64ddb6819d40a6a34e21ee21c",
+                "sha256:c59293b232b53ebb47427f16cf648e937022f489cff36c11d1d8a1f0075b6609",
+                "sha256:d7a59cef8f2fa25d12e2c30138f8623acbd43ad2715e730a709e49c5eef8e1b0",
+                "sha256:dd52d8a81881804625df88453611175ab7e0099b34f52204da1f6940cf2e83c9",
+                "sha256:ea535f74ab6024e7416f93de564e5c81fb7c0964b96280de66f60aeb05f0cf53"
+            ],
+            "version": "==2.0.6"
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         "cytoolz": {
             "hashes": [
-                "sha256:84cc06fa40aa310f2df79dd440fc5f84c3e20f01f9f7783fc9c38d0a11ba00e5"
+                "sha256:ea23663153806edddce7e4153d1d407d62357c05120a4e8485bddf1bd5ab22b4"
             ],
-            "version": "==0.9.0.1"
+            "markers": "python_version >= '3.5'",
+            "version": "==0.11.2"
         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
+                "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
+        },
+        "entrypoints": {
+            "hashes": [
+                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
+                "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
             ],
-            "version": "==4.4.0"
+            "markers": "python_version >= '2.7'",
+            "version": "==0.3"
         },
         "html5lib": {
             "hashes": [
@@ -143,10 +152,19 @@
         },
         "idna": {
             "hashes": [
-                "sha256:c357b3f628cf53ae2c4c05627ecc484553142ca23264e593d327bcde5e9c3407",
-                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
+                "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
+                "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
-            "version": "==2.8"
+            "markers": "python_version >= '3'",
+            "version": "==3.3"
+        },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:899e2a40a8c4a1aec681feef45733de8a6c58f3f6a0dbed2eb6574b4387a77b6",
+                "sha256:951f0d8a5b7260e9db5e41d429285b5f451e928479f19d80818878527d36e95e"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==4.10.1"
         },
         "ipykernel": {
             "hashes": [
@@ -158,52 +176,134 @@
         },
         "ipython": {
             "hashes": [
-                "sha256:54c5a8aa1eadd269ac210b96923688ccf01ebb2d0f21c18c3c717909583579a8",
-                "sha256:e840810029224b56cd0d9e7719dc3b39cf84d577f8ac686547c8ba7a06eeab26"
+                "sha256:5ac47dc9af66fc2f5530c12069390877ae372ac905edca75a92a6e363b5d7caa",
+                "sha256:c0427ed8bc33ac481faf9d3acf7e84e0010cdaada945e0badd1e2e74cc075833"
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-            "version": "==7.5.0"
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-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
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-            "version": "==0.2.0"
+            "index": "pypi",
+            "version": "==7.16.3"
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         "jedi": {
             "hashes": [
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-                "sha256:2c6bcd9545c7d6440951b12b44d373479bf18123a401a52025cf98563fbd826c"
+                "sha256:86ed7d9b750603e4ba582ea8edc678657fb4007894a12bcf6f4bb97892f31d20",
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-            "version": "==0.13.3"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==0.17.2"
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-        "joblib": {
+        "jinja2": {
             "hashes": [
-                "sha256:21e0c34a69ad7fde4f2b1f3402290e9ec46f545f15f1541c582edfe05d87b63a",
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+                "sha256:077ce6014f7b40d03b47d1f1ca4b0fc8328a692bd284016f806ed0eaca390ad8",
+                "sha256:611bb273cd68f3b993fabdc4064fc858c5b47a973cb5aa7999ec1ba405c87cd7"
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-            "version": "==0.13.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.0.3"
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-        "jsonschema": {
+        "joblib": {
             "hashes": [
-                "sha256:0c0a81564f181de3212efa2d17de1910f8732fa1b71c42266d983cd74304e20d",
-                "sha256:a5f6559964a3851f59040d3b961de5e68e70971afb88ba519d27e6a039efff1a"
+                "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35",
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-            "version": "==3.0.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
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         "jupyter-client": {
             "hashes": [
-                "sha256:b5f9cb06105c1d2d30719db5ffb3ea67da60919fb68deaefa583deccd8813551",
-                "sha256:c44411eb1463ed77548bc2d5ec0d744c9b81c4a542d9637c7a52824e2121b987"
+                "sha256:540ca35e57e83c5ece81abd9b781a57cba39a37c60a2a30c8c1b2f6663544343",
+                "sha256:f0c576cce235c727e30b0a0da88c2755d0947d0070fa1bc45f195079ffd64e66"
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-            "version": "==5.2.4"
+            "markers": "python_full_version >= '3.6.1'",
+            "version": "==7.1.1"
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         "jupyter-core": {
             "hashes": [
-                "sha256:927d713ffa616ea11972534411544589976b2493fc7e09ad946e010aa7eb9970",
-                "sha256:ba70754aa680300306c699790128f6fbd8c306ee5927976cbe48adacf240c0b7"
-            ],
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@@ -287,55 +425,69 @@
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@@ -543,20 +782,25 @@
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@@ -567,35 +811,91 @@
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@@ -607,17 +907,17 @@
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@@ -625,6 +925,14 @@
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+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==3.7.0"
         }
     },
     "develop": {}
diff --git a/requirements.txt b/requirements.txt
index 93ec69d..6122b22 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,60 +1,80 @@
--i https://pypi.org/simple
-appnope==0.1.0 ; sys_platform == 'darwin'
-attrs==19.1.0
-backcall==0.1.0
-beautifulsoup4==4.7.1
-blis==0.2.4
+#
+# These requirements were autogenerated by pipenv
+# To regenerate from the project's Pipfile, run:
+#
+#    pipenv lock --requirements
+#
+
+-i https://pypi.org/simple/
+backcall==0.2.0
+beautifulsoup4==4.10.0; python_version >= '3.1'
+blis==0.7.5
 bs4==0.0.1
-cachetools==3.1.1
-certifi==2019.3.9
-chardet==3.0.4
-cymem==2.0.2
-cytoolz==0.9.0.1
-decorator==4.4.0
+cachetools==5.0.0; python_version ~= '3.7'
+catalogue==2.0.6; python_version >= '3.6'
+certifi==2021.10.8
+charset-normalizer==2.0.10; python_version >= '3'
+click==8.0.3; python_version >= '3.6'
+cymem==2.0.6
+cytoolz==0.11.2; python_version >= '3.5'
+decorator==5.1.1; python_version >= '3.5'
+entrypoints==0.3; python_version >= '2.7'
 html5lib==1.0.1
-idna==2.8
+idna==3.3; python_version >= '3'
+importlib-metadata==4.10.1; python_version < '3.8'
 ipykernel==5.1.1
-ipython-genutils==0.2.0
-ipython==7.5.0
-jedi==0.13.3
-joblib==0.13.2
-jsonschema==3.0.1
-jupyter-client==5.2.4
-jupyter-core==4.4.0
+ipython==7.16.3
+jedi==0.17.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+jinja2==3.0.3; python_version >= '3.6'
+joblib==1.1.0; python_version >= '3.6'
+jupyter-client==7.1.1; python_full_version >= '3.6.1'
+jupyter-core==4.9.1; python_version >= '3.6'
+langcodes==3.3.0; python_version >= '3.6'
+markupsafe==2.0.1; python_version >= '3.6'
 mistune==0.8.4
-murmurhash==1.0.2
-networkx==2.3
-numpy==1.16.4
-parso==0.4.0
-pexpect==4.7.0 ; sys_platform != 'win32'
+murmurhash==1.0.6
+nest-asyncio==1.5.4; python_version >= '3.5'
+networkx==2.6.3; python_version >= '3.7'
+numpy==1.21.5; python_version < '3.11' and python_version >= '3.7'
+packaging==21.3; python_version >= '3.6'
+parso==0.7.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pathy==0.6.1; python_version >= '3.6'
+pexpect==4.8.0; sys_platform != 'win32'
 pickleshare==0.7.5
-plac==0.9.6
-preshed==2.0.1
-prompt-toolkit==2.0.9
-ptyprocess==0.6.0
+preshed==3.0.6
+prompt-toolkit==3.0.24; python_full_version >= '3.6.2'
+ptyprocess==0.7.0
+pydantic==1.8.2; python_full_version >= '3.6.1'
 pyemd==0.5.1
-pygments==2.4.2
-pyphen==0.9.5
-pyrsistent==0.15.2
-python-dateutil==2.8.0
-python-levenshtein==0.12.0
-pyzmq==18.0.1
+pygments==2.11.2; python_version >= '3.5'
+pyparsing==3.0.7; python_version >= '3.6'
+pyphen==0.12.0; python_version >= '3.7'
+python-dateutil==2.8.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+python-levenshtein==0.12.2
+pyzmq==22.3.0; python_version >= '3.6'
 regex==2019.6.8
-requests==2.22.0
-scikit-learn==0.20.3
-scipy==1.3.0
-six==1.12.0
-soupsieve==1.9.1
-spacy==2.1.4
-srsly==0.0.7
+requests==2.27.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+scikit-learn==0.20.4
+scipy==1.7.3; python_version < '3.11' and python_version >= '3.7'
+setuptools==60.5.0; python_version >= '3.7'
+six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+smart-open==5.2.1; python_version >= '3.6' and python_version < '4.0'
+soupsieve==2.3.1; python_version >= '3.6'
+spacy-legacy==3.0.8; python_version >= '3.6'
+spacy-loggers==1.0.1; python_version >= '3.6'
+spacy==3.2.1; python_version >= '3.6'
+srsly==2.4.2; python_version >= '3.6'
 textacy==0.7.0
-thinc==7.0.4
+thinc==8.0.13; python_version >= '3.6'
 timeout-decorator==0.4.1
-toolz==0.9.0
-tornado==6.0.2
-tqdm==4.32.1
-traitlets==4.3.2
+toolz==0.11.2; python_version >= '3.5'
+tornado==6.1; python_version >= '3.5'
+tqdm==4.62.3; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+traitlets==5.1.1; python_version >= '3.7'
+typer==0.4.0; python_version >= '3.6'
+typing-extensions==3.10.0.2; python_version < '3.8'
 urllib3==1.25.3
-wasabi==0.2.2
-wcwidth==0.1.7
+wasabi==0.9.0
+wcwidth==0.2.5
 webencodings==0.5.1
+zipp==3.7.0; python_version < '3.8'