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docs: fixing formatting and adding pip (#148)
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‎docs/overture-examples.ipynb‎

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@@ -31,14 +31,25 @@
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"This notebook demonstrates how to query and analyze the [Overture Maps](https://overturemaps.org/) dataset using SedonaDB.\n",
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"\n",
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"The notebook explains how to:\n",
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"\n",
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"* Load Overture data for the `buildings` and `divisions` themes directly from S3.\n",
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"* Perform spatial queries to find features within a specific geographic area.\n",
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"* Optimize subsequent query performance by caching a subset of data in memory."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": null,
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"id": "c5e580ff",
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"metadata": {},
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"outputs": [],
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"source": [
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"%pip install lonboard"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"id": "6d6fa0ab-b4ed-4e60-b099-a1af0998b486",
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"metadata": {},
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"outputs": [],
@@ -62,7 +73,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 18,
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"id": "52855769-4872-472a-9c42-afced3d85ca8",
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"metadata": {},
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"outputs": [],
@@ -74,7 +85,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": 19,
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"id": "b45b5e5c-64ed-49ba-a8aa-9f2292f617c6",
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"metadata": {},
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"outputs": [
@@ -86,25 +97,25 @@
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"│ id ┆ geometry ┆ … ┆ roof_height │\n",
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"│ utf8 ┆ geometry ┆ ┆ float64 │\n",
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"╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡\n",
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"│ 97a89436-5295-417e-bde1-2dbf8fe10700 ┆ POLYGON((-107.0377042 28.8102782,-107.… ┆ … ┆ │\n",
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"│ afc55d29-5916-42ad-8f9c-76ba9d749be9 ┆ POLYGON((-74.5920939 4.893956,-74.5920… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ e09fcdeb-65ab-443c-bc59-4f9acf32af17 ┆ POLYGON((-107.0372022 28.8103812,-107.… ┆ … ┆ │\n",
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"│ 9c7ece54-88ff-48d4-8b48-11959fb058a1 ┆ POLYGON((-74.5906253 4.8896057,-74.590… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ cb06e75f-66a0-40ca-9029-e1a24dff1434 ┆ POLYGON((-107.0372848 28.8104923,-107.… ┆ … ┆ │\n",
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"│ 24fde8c7-6771-4205-b9da-2599d825f85f ┆ POLYGON((-74.5905666 4.8896679,-74.590… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 5b8eaaca-5628-41d2-9e74-8c4c1205ed54 ┆ POLYGON((-107.0371986 28.8104859,-107.… ┆ … ┆ │\n",
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"│ 79bdbb6f-5a9f-4b35-8e30-eb9019a6a1d7 ┆ POLYGON((-74.5905272 4.8896867,-74.590… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 1a4fba29-6160-4a98-b8f7-03395fd6466a ┆ POLYGON((-107.0373331 28.8105281,-107.… ┆ … ┆ │\n",
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"│ 45ca1264-1062-41de-9375-82d93d93ee31 ┆ POLYGON((-74.590441 4.8897205,-74.5904… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 9de2d803-ab58-46e1-9a35-7423f8d0d121 ┆ POLYGON((-107.0378928 28.8112268,-107.… ┆ … ┆ │\n",
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"│ b22e0827-bc09-439f-85cf-5401db561a23 ┆ POLYGON((-74.5903646 4.889949,-74.5903… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 1704c72b-6f2b-445b-b9a3-36fdd0c74233 ┆ POLYGON((-107.0376099 28.8112085,-107.… ┆ … ┆ │\n",
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"│ 754bf2dd-81a3-498f-910d-b2b2cc18e1a2 ┆ POLYGON((-74.589949 4.8891923,-74.5899… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ b30bf41d-479f-4ee5-bd45-d4e17ffd8875 ┆ POLYGON((-107.0377094 28.8115554,-107.… ┆ … ┆ │\n",
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"│ 77464ae4-77d9-45ac-ac28-e6f972de9363 ┆ POLYGON((-74.5898331 4.889214,-74.5897… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ c88928d4-b165-4335-9bd8-ccc5c9f79cee ┆ POLYGON((-107.0374986 28.8111847,-107.… ┆ … ┆ │\n",
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"│ 0f02d3f6-bbec-4cc0-89e5-65c3c4676cf1 ┆ POLYGON((-74.5899092 4.8892714,-74.589… ┆ … ┆ │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ ca1000b0-6af3-47fc-bdf2-61e8b1b716fc ┆ POLYGON((-107.0370972 28.8115247,-107.… ┆ … ┆ │\n",
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"│ 696976a2-ff13-4b89-9953-8fd74b400828 ┆ POLYGON((-74.5902424 4.889916,-74.5902… ┆ … ┆ │\n",
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"└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘\n"
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]
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}
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"id": "e37a023e-0e80-403a-a65b-b5a190004f72",
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"cell_type": "code",
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"id": "ebfe4776-e08f-4f38-97fc-fca8ec6fc364",
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" roof_height: float64<Float64>"
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]
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"│ id ┆ geometry ┆ bbox ┆ … ┆ is_territorial ┆ region ┆ division_id │\n",
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"│ utf8 ┆ geometry ┆ struct ┆ ┆ boolean ┆ utf8 ┆ utf8 │\n",
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"╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡\n",
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"│ cd743a89-9507-… ┆ POLYGON((111.… ┆ {xmin: 111.40… ┆ … ┆ true ┆ ┆ e08d9394-cbc8… │\n",
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"│ ae415364-9d06-… ┆ MULTIPOLYGON(… ┆ {xmin: 29.525… ┆ … ┆ true ┆ BY-MA ┆ 7665e731-6552… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ eb9f314e-1184-… ┆ POLYGON((112.… ┆ {xmin: 112.15… ┆ … ┆ true ┆ ┆ aa2561c6-a578… │\n",
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"│ d712e9e1-84c6-… ┆ POLYGON((29.5… ┆ {xmin: 29.577… ┆ … ┆ true ┆ BY-MA ┆ 4605a8a3-c576… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 89fbee90-bca0-… ┆ MULTIPOLYGON(… ┆ {xmin: 112.15… ┆ … ┆ true ┆ ┆ 1cf6b19e-756f… │\n",
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"│ bee9663a-af50-… ┆ POLYGON((29.5… ┆ {xmin: 29.587… ┆ … ┆ true ┆ BY-MA ┆ 826a2333-7584… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 758c0e1e-67aa-… ┆ POLYGON((112.… ┆ {xmin: 112.27… ┆ … ┆ true ┆ ┆ 505f563f-7aa3… │\n",
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"│ a083b661-eb7b-… ┆ POLYGON((29.4… ┆ {xmin: 29.326… ┆ … ┆ true ┆ BY-MA ┆ 17456e57-ebb6… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ e5d4c707-66d7-… ┆ POLYGON((109.… ┆ {xmin: 109.64… ┆ … ┆ true ┆ CN-HI ┆ 86939aee-1fbd… │\n",
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"│ 83ef05fa-43ad-… ┆ POLYGON((29.6… ┆ {xmin: 29.598… ┆ … ┆ true ┆ BY-MA ┆ a44666eb-c61d… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ 26015e14-62ae-… ┆ POLYGON((109.… ┆ {xmin: 109.66… ┆ … ┆ true ┆ CN-HI ┆ ed052bae-e26f… │\n",
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"│ 4d01e5b4-86f9-… ┆ POLYGON((29.5… ┆ {xmin: 29.531… ┆ … ┆ true ┆ BY-MA ┆ 77cdd054-ec26… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ eb42fd17-ad1e-… ┆ POLYGON((109.… ┆ {xmin: 109.83… ┆ … ┆ true ┆ CN-HI ┆ 201eeb03-4f5a… │\n",
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"│ c2a12db9-a1d0-… ┆ POLYGON((29.5… ┆ {xmin: 29.537… ┆ … ┆ true ┆ BY-MA ┆ 4faa3881-e9a8… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ d63e1220-a308-… ┆ POLYGON((109.… ┆ {xmin: 109.90… ┆ … ┆ true ┆ CN-HI ┆ 71e30c32-2bc1… │\n",
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"│ 7c290d7b-3f7f-… ┆ POLYGON((29.6… ┆ {xmin: 29.607… ┆ … ┆ true ┆ BY-MA ┆ e5233235-d513… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
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"│ e62cef5e-6768-… ┆ POLYGON((109.… ┆ {xmin: 109.74… ┆ … ┆ true ┆ CN-HI ┆ 24478621-6802… │\n",
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"│ 579063f0-f751-… ┆ POLYGON((29.6… ┆ {xmin: 29.614… ┆ … ┆ true ┆ BY-MA ┆ 3f0c8f4e-c9c8… │\n",
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"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
307-
"│ c6fcbed1-ad8d-… ┆ POLYGON((110.… ┆ {xmin: 110.00… ┆ … ┆ true ┆ CN-HI ┆ ac0f434d-1e10… │\n",
318+
"│ 675aab04-ed91-… ┆ POLYGON((29.6… ┆ {xmin: 29.616… ┆ … ┆ true ┆ BY-MA ┆ 02f5979e-7976… │\n",
308319
"└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘\n"
309320
]
310321
}
@@ -316,7 +327,7 @@
316327
},
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{
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"cell_type": "code",
319-
"execution_count": 11,
330+
"execution_count": 26,
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"id": "03b951de-3397-4fcf-9baf-50e139a38dd4",
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"metadata": {},
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"outputs": [],
@@ -326,7 +337,7 @@
326337
},
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{
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"cell_type": "code",
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"execution_count": 12,
340+
"execution_count": 27,
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"id": "9c6bd69d-9407-432a-bdc8-d60976237a3a",
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"metadata": {},
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"outputs": [
@@ -353,7 +364,7 @@
353364
},
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{
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"cell_type": "code",
356-
"execution_count": 13,
367+
"execution_count": 28,
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"id": "75a6d0ed-9767-4d36-a77a-4afb7952fbe4",
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"metadata": {},
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"outputs": [
@@ -376,7 +387,7 @@
376387
" division_id: utf8<Utf8View>"
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]
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},
379-
"execution_count": 13,
390+
"execution_count": 28,
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"metadata": {},
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"output_type": "execute_result"
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}
@@ -387,7 +398,7 @@
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},
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{
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"cell_type": "code",
390-
"execution_count": 14,
401+
"execution_count": 29,
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"id": "f1f7158c-ef2b-4377-9bee-180309ddd553",
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"metadata": {},
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"outputs": [],
@@ -410,7 +421,7 @@
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},
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{
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"cell_type": "code",
413-
"execution_count": 15,
424+
"execution_count": 30,
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"id": "27e6909d-06fa-438b-88e0-d300fd2fb1ec",
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"metadata": {},
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"outputs": [],
@@ -420,7 +431,7 @@
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},
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{
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"cell_type": "code",
423-
"execution_count": 16,
434+
"execution_count": 31,
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"id": "2dec92d8-a374-4021-990a-e50f5769516e",
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"metadata": {},
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"outputs": [],
@@ -434,7 +445,7 @@
434445
},
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{
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"cell_type": "code",
437-
"execution_count": 17,
448+
"execution_count": 32,
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"id": "7f39a283-0eee-4f72-a30a-8dd9fa1aaa69",
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"metadata": {
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"scrolled": true
@@ -452,8 +463,8 @@
452463
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
453464
"│ Mud Island ┆ ┆ ┆ POLYGON((-66.0222822… │\n",
454465
"└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘\n",
455-
"CPU times: user 1.31 ms, sys: 1.02 ms, total: 2.33 ms\n",
456-
"Wall time: 2.54 ms\n"
466+
"CPU times: user 1.51 ms, sys: 1.69 ms, total: 3.2 ms\n",
467+
"Wall time: 3.14 ms\n"
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]
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}
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],
@@ -473,7 +484,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 18,
487+
"execution_count": 36,
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"id": "f78583fd-a73a-4169-9c45-74d8026bb5fb",
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"metadata": {
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"collapsed": true,
@@ -485,15 +496,15 @@
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
488-
"model_id": "0dec2568b9e9420da04da4bf04eedc94",
499+
"model_id": "560eccc4e795458b815ef78a70548d82",
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"version_major": 2,
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"version_minor": 1
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},
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"text/plain": [
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"Map(basemap_style=<CartoBasemap.DarkMatter: 'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…"
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]
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},
496-
"execution_count": 18,
507+
"execution_count": 36,
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"metadata": {},
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"output_type": "execute_result"
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}

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