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OpenStreetMap - "landuse = winter_sports"
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osm_winter_sports.geojson
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preprocess.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "1bc0a0cd",
"metadata": {},
"source": [
"# OpenStreetMap - \"landuse = winter_sports\"\n",
"\n",
"\n",
"- Data source: ©️ OpenStreetMap contributors\n",
"- [OpenStreetMap](https://www.openstreetmap.org/)\n",
"- [Tag:landuse=winter_sports - OpenStreetMap Wiki](https://wiki.openstreetmap.org/wiki/Tag:landuse%3Dwinter_sports)"
]
},
{
"cell_type": "markdown",
"id": "fa5d9f74",
"metadata": {},
"source": [
"## Load"
]
},
{
"cell_type": "markdown",
"id": "8e210875",
"metadata": {},
"source": [
"Polygon data, acquired by [Overpass API](https://wiki.openstreetmap.org/wiki/Overpass_API) (using [QGIS QuickOSM plugin](https://github.com/3liz/QuickOSM)), with a query\n",
"\n",
"```sql\n",
"[timeout:180];\n",
"(\n",
" node[\"landuse\"=\"winter_sports\"];\n",
" way[\"landuse\"=\"winter_sports\"];\n",
" relation[\"landuse\"=\"winter_sports\"];\n",
");\n",
"(._;>;);\n",
"out body;\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "62892385",
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f34d1b2c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2770, 258)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src = gpd.read_file(\"./data/planes.geojson\")\n",
"df_src.shape"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d2ea83e9",
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>full_id</th>\n",
" <th>osm_id</th>\n",
" <th>osm_type</th>\n",
" <th>contact:tiktok</th>\n",
" <th>name:hu</th>\n",
" <th>building:colour</th>\n",
" <th>height</th>\n",
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" <th>...</th>\n",
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" <th>website</th>\n",
" <th>leisure</th>\n",
" <th>type</th>\n",
" <th>sport</th>\n",
" <th>piste:type</th>\n",
" <th>name</th>\n",
" <th>landuse</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>r1100414</td>\n",
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" <td>None</td>\n",
" <td>multipolygon</td>\n",
" <td>skiing</td>\n",
" <td>downhill</td>\n",
" <td>Ribnica na Pohorju</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((15.26704 46.53098, 15.26669 46...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>r1396183</td>\n",
" <td>1396183</td>\n",
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" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>pitch</td>\n",
" <td>multipolygon</td>\n",
" <td>skiing</td>\n",
" <td>None</td>\n",
" <td>Estación Invernal Fuentes de Invierno</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((-5.38685 43.06343, -5.38700 43...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>r1410326</td>\n",
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" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>https://www.leirskallen.no/</td>\n",
" <td>recreation_ground</td>\n",
" <td>multipolygon</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Leirskallen skisenter</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((10.82917 59.85790, 10.82919 59...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>r1462651</td>\n",
" <td>1462651</td>\n",
" <td>relation</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>Estación Invernal y de Montaña Valgrande-Pajares</td>\n",
" <td>Estación Invernal y de Montaña Valgrande-Payares</td>\n",
" <td>None</td>\n",
" <td>pitch</td>\n",
" <td>multipolygon</td>\n",
" <td>skiing</td>\n",
" <td>None</td>\n",
" <td>Estación Invernal y de Montaña Valgrande-Pajares</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((-5.77337 42.96791, -5.77039 42...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>r1463009</td>\n",
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" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>pitch</td>\n",
" <td>multipolygon</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Estación de Esquí Lunada</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((-3.66676 43.16284, -3.66291 43...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>www.risoul.com</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Risoul</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((6.63432 44.62542, 6.62685 44.6...</td>\n",
" </tr>\n",
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" <td>w1137622669</td>\n",
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" <td>None</td>\n",
" <td>...</td>\n",
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" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>SławicSki Raj</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((20.08664 50.31347, 20.08639 50...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2767</th>\n",
" <td>w1137686002</td>\n",
" <td>1137686002</td>\n",
" <td>way</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>orcieres.com</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Orcières Merlette</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((6.30168 44.70050, 6.30188 44.6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2768</th>\n",
" <td>w1137686932</td>\n",
" <td>1137686932</td>\n",
" <td>way</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>https://www.champsaur-valgaudemar.com/hiver/sk...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Saint Léger les Mélèzes</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((6.19783 44.64248, 6.19597 44.6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2769</th>\n",
" <td>w1137687339</td>\n",
" <td>1137687339</td>\n",
" <td>way</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>https://www.champsaur-valgaudemar.com/hiver/sk...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Laye</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((6.07277 44.64249, 6.07030 44.6...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2770 rows × 258 columns</p>\n",
"</div>"
],
"text/plain": [
" full_id osm_id osm_type contact:tiktok name:hu \\\n",
"0 r1100414 1100414 relation None None \n",
"1 r1396183 1396183 relation None None \n",
"2 r1410326 1410326 relation None None \n",
"3 r1462651 1462651 relation None None \n",
"4 r1463009 1463009 relation None None \n",
"... ... ... ... ... ... \n",
"2765 w1137551498 1137551498 way None None \n",
"2766 w1137622669 1137622669 way None None \n",
"2767 w1137686002 1137686002 way None None \n",
"2768 w1137686932 1137686932 way None None \n",
"2769 w1137687339 1137687339 way None None \n",
"\n",
" building:colour height closed seasonal:winter charge ... \\\n",
"0 None None None None None ... \n",
"1 None None None None None ... \n",
"2 None None None None None ... \n",
"3 None None None None None ... \n",
"4 None None None None None ... \n",
"... ... ... ... ... ... ... \n",
"2765 None None None None None ... \n",
"2766 None None None None None ... \n",
"2767 None None None None None ... \n",
"2768 None None None None None ... \n",
"2769 None None None None None ... \n",
"\n",
" name:es \\\n",
"0 None \n",
"1 None \n",
"2 None \n",
"3 Estación Invernal y de Montaña Valgrande-Pajares \n",
"4 None \n",
"... ... \n",
"2765 None \n",
"2766 None \n",
"2767 None \n",
"2768 None \n",
"2769 None \n",
"\n",
" name:ast \\\n",
"0 None \n",
"1 None \n",
"2 None \n",
"3 Estación Invernal y de Montaña Valgrande-Payares \n",
"4 None \n",
"... ... \n",
"2765 None \n",
"2766 None \n",
"2767 None \n",
"2768 None \n",
"2769 None \n",
"\n",
" website leisure \\\n",
"0 None None \n",
"1 None pitch \n",
"2 https://www.leirskallen.no/ recreation_ground \n",
"3 None pitch \n",
"4 None pitch \n",
"... ... ... \n",
"2765 www.risoul.com None \n",
"2766 None None \n",
"2767 orcieres.com None \n",
"2768 https://www.champsaur-valgaudemar.com/hiver/sk... None \n",
"2769 https://www.champsaur-valgaudemar.com/hiver/sk... None \n",
"\n",
" type sport piste:type \\\n",
"0 multipolygon skiing downhill \n",
"1 multipolygon skiing None \n",
"2 multipolygon None None \n",
"3 multipolygon skiing None \n",
"4 multipolygon None None \n",
"... ... ... ... \n",
"2765 None None None \n",
"2766 None None None \n",
"2767 None None None \n",
"2768 None None None \n",
"2769 None None None \n",
"\n",
" name landuse \\\n",
"0 Ribnica na Pohorju winter_sports \n",
"1 Estación Invernal Fuentes de Invierno winter_sports \n",
"2 Leirskallen skisenter winter_sports \n",
"3 Estación Invernal y de Montaña Valgrande-Pajares winter_sports \n",
"4 Estación de Esquí Lunada winter_sports \n",
"... ... ... \n",
"2765 Risoul winter_sports \n",
"2766 SławicSki Raj winter_sports \n",
"2767 Orcières Merlette winter_sports \n",
"2768 Saint Léger les Mélèzes winter_sports \n",
"2769 Laye winter_sports \n",
"\n",
" geometry \n",
"0 MULTIPOLYGON (((15.26704 46.53098, 15.26669 46... \n",
"1 MULTIPOLYGON (((-5.38685 43.06343, -5.38700 43... \n",
"2 MULTIPOLYGON (((10.82917 59.85790, 10.82919 59... \n",
"3 MULTIPOLYGON (((-5.77337 42.96791, -5.77039 42... \n",
"4 MULTIPOLYGON (((-3.66676 43.16284, -3.66291 43... \n",
"... ... \n",
"2765 MULTIPOLYGON (((6.63432 44.62542, 6.62685 44.6... \n",
"2766 MULTIPOLYGON (((20.08664 50.31347, 20.08639 50... \n",
"2767 MULTIPOLYGON (((6.30168 44.70050, 6.30188 44.6... \n",
"2768 MULTIPOLYGON (((6.19783 44.64248, 6.19597 44.6... \n",
"2769 MULTIPOLYGON (((6.07277 44.64249, 6.07030 44.6... \n",
"\n",
"[2770 rows x 258 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d497ff1b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Geographic 2D CRS: EPSG:4326>\n",
"Name: WGS 84\n",
"Axis Info [ellipsoidal]:\n",
"- Lat[north]: Geodetic latitude (degree)\n",
"- Lon[east]: Geodetic longitude (degree)\n",
"Area of Use:\n",
"- name: World.\n",
"- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
"Datum: World Geodetic System 1984 ensemble\n",
"- Ellipsoid: WGS 84\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.crs"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6a9b6cde",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>full_id</th>\n",
" </tr>\n",
" <tr>\n",
" <th>osm_type</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>relation</th>\n",
" <td>252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>way</th>\n",
" <td>2518</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" full_id\n",
"osm_type \n",
"relation 252\n",
"way 2518"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.groupby(\"osm_type\").count()[[\"full_id\"]]"
]
},
{
"cell_type": "markdown",
"id": "6fdbc034",
"metadata": {},
"source": [
"### Properties"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "eac4af12",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"706"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.loc[df_src[\"name\"].isna()].shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2883df2a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2 https://www.leirskallen.no/\n",
"5 http://www.oslo-skisenter.no/\n",
"7 https://www.castlegarnordic.ca/\n",
"18 http://krasnaya-glinka.ru/\n",
"19 https://summitatsnoqualmie.com/\n",
" ... \n",
"2764 www.vars.com\n",
"2765 www.risoul.com\n",
"2767 orcieres.com\n",
"2768 https://www.champsaur-valgaudemar.com/hiver/sk...\n",
"2769 https://www.champsaur-valgaudemar.com/hiver/sk...\n",
"Name: website, Length: 973, dtype: object"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.loc[~df_src[\"website\"].isna(), \"website\"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fa7f235b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 downhill\n",
"26 downhill\n",
"28 downhill\n",
"29 downhill\n",
"32 downhill\n",
" ... \n",
"2684 downhill\n",
"2703 downhill\n",
"2708 playground\n",
"2715 downhill\n",
"2762 downhill\n",
"Name: piste:type, Length: 271, dtype: object"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.loc[~df_src[\"piste:type\"].isna(), \"piste:type\"]"
]
},
{
"cell_type": "markdown",
"id": "793a7445",
"metadata": {},
"source": [
"### Example"
]
},
{
"cell_type": "markdown",
"id": "c34fb665",
"metadata": {},
"source": [
"[リレーション: ‪ニセコユナイテッド‬ (‪14756845‬) | OpenStreetMap](https://www.openstreetmap.org/relation/14756845)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6b9920c6",
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" <th></th>\n",
" <th>full_id</th>\n",
" <th>osm_id</th>\n",
" <th>osm_type</th>\n",
" <th>contact:tiktok</th>\n",
" <th>name:hu</th>\n",
" <th>building:colour</th>\n",
" <th>height</th>\n",
" <th>closed</th>\n",
" <th>seasonal:winter</th>\n",
" <th>charge</th>\n",
" <th>...</th>\n",
" <th>name:es</th>\n",
" <th>name:ast</th>\n",
" <th>website</th>\n",
" <th>leisure</th>\n",
" <th>type</th>\n",
" <th>sport</th>\n",
" <th>piste:type</th>\n",
" <th>name</th>\n",
" <th>landuse</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>r14756845</td>\n",
" <td>14756845</td>\n",
" <td>relation</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>https://www.niseko.ne.jp/</td>\n",
" <td>None</td>\n",
" <td>multipolygon</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>ニセコユナイテッド</td>\n",
" <td>winter_sports</td>\n",
" <td>MULTIPOLYGON (((140.64810 42.84878, 140.64796 ...</td>\n",
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" full_id osm_id osm_type contact:tiktok name:hu building:colour \\\n",
"239 r14756845 14756845 relation None None None \n",
"\n",
" height closed seasonal:winter charge ... name:es name:ast \\\n",
"239 None None None None ... None None \n",
"\n",
" website leisure type sport piste:type \\\n",
"239 https://www.niseko.ne.jp/ None multipolygon None None \n",
"\n",
" name landuse \\\n",
"239 ニセコユナイテッド winter_sports \n",
"\n",
" geometry \n",
"239 MULTIPOLYGON (((140.64810 42.84878, 140.64796 ... \n",
"\n",
"[1 rows x 258 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_src.loc[df_src[\"osm_id\"] == \"14756845\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7429f570",
"metadata": {},
"outputs": [
{
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"text/plain": [
"<shapely.geometry.multipolygon.MultiPolygon at 0x1277d0730>"
]
},
"execution_count": 10,
"metadata": {},
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}
],
"source": [
"df_src.loc[df_src[\"osm_id\"] == \"14756845\"].iloc[0].geometry"
]
},
{
"cell_type": "markdown",
"id": "c642f822",
"metadata": {},
"source": [
"## Area & Centroid"
]
},
{
"cell_type": "markdown",
"id": "6c6ae681",
"metadata": {},
"source": [
"Project to \"Equal Area Cylindrical\", which preserves area, to calculate area and centroid.\n",
"\n",
"cf. [python - UserWarning when trying to get centroid from a polygon GeoPandas - Geographic Information Systems Stack Exchange](https://gis.stackexchange.com/questions/372564/userwarning-when-trying-to-get-centroid-from-a-polygon-geopandas)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "101d5594",
"metadata": {},
"outputs": [
{
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" <th>name</th>\n",
" <th>geometry</th>\n",
" <th>area</th>\n",
" <th>website</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1100414</td>\n",
" <td>relation</td>\n",
" <td>Ribnica na Pohorju</td>\n",
" <td>POINT (15.26484 46.53009)</td>\n",
" <td>8.573094e+04</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1396183</td>\n",
" <td>relation</td>\n",
" <td>Estación Invernal Fuentes de Invierno</td>\n",
" <td>POINT (-5.39562 43.05467)</td>\n",
" <td>1.660474e+06</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1410326</td>\n",
" <td>relation</td>\n",
" <td>Leirskallen skisenter</td>\n",
" <td>POINT (10.82883 59.85909)</td>\n",
" <td>1.589114e+04</td>\n",
" <td>https://www.leirskallen.no/</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1462651</td>\n",
" <td>relation</td>\n",
" <td>Estación Invernal y de Montaña Valgrande-Pajares</td>\n",
" <td>POINT (-5.77855 42.97301)</td>\n",
" <td>1.618663e+06</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1463009</td>\n",
" <td>relation</td>\n",
" <td>Estación de Esquí Lunada</td>\n",
" <td>POINT (-3.65858 43.16445)</td>\n",
" <td>6.362338e+05</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2765</th>\n",
" <td>1137551498</td>\n",
" <td>way</td>\n",
" <td>Risoul</td>\n",
" <td>POINT (6.63212 44.60278)</td>\n",
" <td>1.197375e+07</td>\n",
" <td>www.risoul.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2766</th>\n",
" <td>1137622669</td>\n",
" <td>way</td>\n",
" <td>SławicSki Raj</td>\n",
" <td>POINT (20.08794 50.31470)</td>\n",
" <td>4.892560e+04</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2767</th>\n",
" <td>1137686002</td>\n",
" <td>way</td>\n",
" <td>Orcières Merlette</td>\n",
" <td>POINT (6.32875 44.71447)</td>\n",
" <td>1.214441e+07</td>\n",
" <td>orcieres.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2768</th>\n",
" <td>1137686932</td>\n",
" <td>way</td>\n",
" <td>Saint Léger les Mélèzes</td>\n",
" <td>POINT (6.21777 44.64578)</td>\n",
" <td>3.870761e+06</td>\n",
" <td>https://www.champsaur-valgaudemar.com/hiver/sk...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2769</th>\n",
" <td>1137687339</td>\n",
" <td>way</td>\n",
" <td>Laye</td>\n",
" <td>POINT (6.06295 44.63471)</td>\n",
" <td>1.849554e+06</td>\n",
" <td>https://www.champsaur-valgaudemar.com/hiver/sk...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2770 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" osm_id osm_type name \\\n",
"0 1100414 relation Ribnica na Pohorju \n",
"1 1396183 relation Estación Invernal Fuentes de Invierno \n",
"2 1410326 relation Leirskallen skisenter \n",
"3 1462651 relation Estación Invernal y de Montaña Valgrande-Pajares \n",
"4 1463009 relation Estación de Esquí Lunada \n",
"... ... ... ... \n",
"2765 1137551498 way Risoul \n",
"2766 1137622669 way SławicSki Raj \n",
"2767 1137686002 way Orcières Merlette \n",
"2768 1137686932 way Saint Léger les Mélèzes \n",
"2769 1137687339 way Laye \n",
"\n",
" geometry area \\\n",
"0 POINT (15.26484 46.53009) 8.573094e+04 \n",
"1 POINT (-5.39562 43.05467) 1.660474e+06 \n",
"2 POINT (10.82883 59.85909) 1.589114e+04 \n",
"3 POINT (-5.77855 42.97301) 1.618663e+06 \n",
"4 POINT (-3.65858 43.16445) 6.362338e+05 \n",
"... ... ... \n",
"2765 POINT (6.63212 44.60278) 1.197375e+07 \n",
"2766 POINT (20.08794 50.31470) 4.892560e+04 \n",
"2767 POINT (6.32875 44.71447) 1.214441e+07 \n",
"2768 POINT (6.21777 44.64578) 3.870761e+06 \n",
"2769 POINT (6.06295 44.63471) 1.849554e+06 \n",
"\n",
" website \n",
"0 None \n",
"1 None \n",
"2 https://www.leirskallen.no/ \n",
"3 None \n",
"4 None \n",
"... ... \n",
"2765 www.risoul.com \n",
"2766 None \n",
"2767 orcieres.com \n",
"2768 https://www.champsaur-valgaudemar.com/hiver/sk... \n",
"2769 https://www.champsaur-valgaudemar.com/hiver/sk... \n",
"\n",
"[2770 rows x 6 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_points = df_src[\n",
" [\"osm_id\", \"osm_type\", \"name\", \"website\", \"geometry\"]\n",
"].copy()\n",
"\n",
"df_points[\"area\"] = df_points.to_crs('+proj=cea').area\n",
"df_points[\"geometry\"] = df_points.to_crs('+proj=cea').centroid.to_crs(df_points.crs)\n",
"\n",
"df_points = df_points[[\"osm_id\", \"osm_type\", \"name\", \"geometry\", \"area\", \"website\"]]\n",
"df_points"
]
},
{
"cell_type": "markdown",
"id": "651bf1cb",
"metadata": {},
"source": [
"## Countries"
]
},
{
"cell_type": "markdown",
"id": "fd74f777",
"metadata": {},
"source": [
"Determine in which cuntry the place is in. Note that there are some ski resports that span across multiple countries.\n",
"\n",
"In this example, we use the centroid (point) to determine the country."
]
},
{
"cell_type": "markdown",
"id": "c19d51c2",
"metadata": {},
"source": [
"[topojson/world-atlas: Pre-built TopoJSON from Natural Earth.](https://github.com/topojson/world-atlas)\n",
"\n",
"Using \"1:10m\" large scale, instead of smaller \"1:50m\" or \"1:110m\", as some places near the boundaries will be determined as \"not within\"."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c117b271",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>360</td>\n",
" <td>Indonesia</td>\n",
" <td>MULTIPOLYGON (((117.70498 4.16290, 117.73738 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>458</td>\n",
" <td>Malaysia</td>\n",
" <td>MULTIPOLYGON (((117.70498 4.16290, 117.69778 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>152</td>\n",
" <td>Chile</td>\n",
" <td>MULTIPOLYGON (((-69.51130 -17.50661, -69.50770...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>068</td>\n",
" <td>Bolivia</td>\n",
" <td>POLYGON ((-69.51130 -17.50661, -69.51130 -17.5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>604</td>\n",
" <td>Peru</td>\n",
" <td>MULTIPOLYGON (((-69.51130 -17.50661, -69.63730...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>446</td>\n",
" <td>Macao</td>\n",
" <td>MULTIPOLYGON (((113.55774 22.16313, 113.56854 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251</th>\n",
" <td>036</td>\n",
" <td>Ashmore and Cartier Is.</td>\n",
" <td>POLYGON ((123.59824 -12.42906, 123.59824 -12.4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252</th>\n",
" <td>None</td>\n",
" <td>Bajo Nuevo Bank</td>\n",
" <td>POLYGON ((-79.99100 15.79551, -79.98740 15.795...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>253</th>\n",
" <td>None</td>\n",
" <td>Serranilla Bank</td>\n",
" <td>POLYGON ((-78.63739 15.86136, -78.64099 15.864...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>None</td>\n",
" <td>Scarborough Reef</td>\n",
" <td>POLYGON ((117.75538 15.15385, 117.75538 15.152...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>255 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" id name \\\n",
"0 360 Indonesia \n",
"1 458 Malaysia \n",
"2 152 Chile \n",
"3 068 Bolivia \n",
"4 604 Peru \n",
".. ... ... \n",
"250 446 Macao \n",
"251 036 Ashmore and Cartier Is. \n",
"252 None Bajo Nuevo Bank \n",
"253 None Serranilla Bank \n",
"254 None Scarborough Reef \n",
"\n",
" geometry \n",
"0 MULTIPOLYGON (((117.70498 4.16290, 117.73738 4... \n",
"1 MULTIPOLYGON (((117.70498 4.16290, 117.69778 4... \n",
"2 MULTIPOLYGON (((-69.51130 -17.50661, -69.50770... \n",
"3 POLYGON ((-69.51130 -17.50661, -69.51130 -17.5... \n",
"4 MULTIPOLYGON (((-69.51130 -17.50661, -69.63730... \n",
".. ... \n",
"250 MULTIPOLYGON (((113.55774 22.16313, 113.56854 ... \n",
"251 POLYGON ((123.59824 -12.42906, 123.59824 -12.4... \n",
"252 POLYGON ((-79.99100 15.79551, -79.98740 15.795... \n",
"253 POLYGON ((-78.63739 15.86136, -78.64099 15.864... \n",
"254 POLYGON ((117.75538 15.15385, 117.75538 15.152... \n",
"\n",
"[255 rows x 3 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_countries = gpd.read_file(\"https://cdn.jsdelivr.net/npm/world-atlas@2/countries-10m.json\")\n",
"df_countries"
]
},
{
"cell_type": "markdown",
"id": "4c60e028",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"id": "dcbfd72e",
"metadata": {},
"source": [
"[python - TopologicalError: The operation 'GEOSIntersection_r' could not be performed - Stack Overflow](https://stackoverflow.com/questions/63955752/topologicalerror-the-operation-geosintersection-r-could-not-be-performed)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "e2fd09ee",
"metadata": {},
"outputs": [],
"source": [
"from shapely.validation import make_valid"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ab69c61f",
"metadata": {},
"outputs": [],
"source": [
"df_countries[\"geometry\"] = df_countries[\"geometry\"].apply(lambda geom: make_valid(geom))"
]
},
{
"cell_type": "markdown",
"id": "053fda20",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1f0b8f63",
"metadata": {},
"outputs": [
{
"data": {
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