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Land value in Benito Juarez municipallity (Mexico City). Video at https://youtu.be/KXs8HzzIPOg
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{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from keplergl import KeplerGl\n",
"anaconda_dir = gpd.__file__.split('lib')[0]\n",
"os.environ[\"PROJ_LIB\"] = os.path.join(anaconda_dir, 'Library/share')"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"# Calcula precio promedio manzana"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"Collapsed": "false"
},
"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>fid</th>\n",
" <th>anio_construccion</th>\n",
" <th>geometry</th>\n",
" <th>alcaldia_cumplimiento</th>\n",
" <th>alcaldia_cumplimiento</th>\n",
" <th>valor_unitario_suelo</th>\n",
" <th>superficie_construccion</th>\n",
" <th>superficie_terreno</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1156094</td>\n",
" <td>1979.0</td>\n",
" <td>POINT (-99.09912 19.26405)</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>2091.08</td>\n",
" <td>98.0</td>\n",
" <td>164.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1156091</td>\n",
" <td>1982.0</td>\n",
" <td>POINT (-99.09912 19.26395)</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>2091.08</td>\n",
" <td>91.0</td>\n",
" <td>150.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1156080</td>\n",
" <td>1986.0</td>\n",
" <td>POINT (-99.09913 19.26387)</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>2091.08</td>\n",
" <td>225.0</td>\n",
" <td>90.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1156081</td>\n",
" <td>1979.0</td>\n",
" <td>POINT (-99.09913 19.26382)</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>2091.08</td>\n",
" <td>275.0</td>\n",
" <td>92.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1156078</td>\n",
" <td>1970.0</td>\n",
" <td>POINT (-99.09914 19.26376)</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>XOCHIMILCO</td>\n",
" <td>2091.08</td>\n",
" <td>80.0</td>\n",
" <td>90.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fid anio_construccion geometry \\\n",
"0 1156094 1979.0 POINT (-99.09912 19.26405) \n",
"1 1156091 1982.0 POINT (-99.09912 19.26395) \n",
"2 1156080 1986.0 POINT (-99.09913 19.26387) \n",
"3 1156081 1979.0 POINT (-99.09913 19.26382) \n",
"4 1156078 1970.0 POINT (-99.09914 19.26376) \n",
"\n",
" alcaldia_cumplimiento alcaldia_cumplimiento valor_unitario_suelo \\\n",
"0 XOCHIMILCO XOCHIMILCO 2091.08 \n",
"1 XOCHIMILCO XOCHIMILCO 2091.08 \n",
"2 XOCHIMILCO XOCHIMILCO 2091.08 \n",
"3 XOCHIMILCO XOCHIMILCO 2091.08 \n",
"4 XOCHIMILCO XOCHIMILCO 2091.08 \n",
"\n",
" superficie_construccion superficie_terreno \n",
"0 98.0 164.0 \n",
"1 91.0 150.0 \n",
"2 225.0 90.0 \n",
"3 275.0 92.0 \n",
"4 80.0 90.0 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Para convertir el encoding\n",
"# ogr2ogr .\\manzanas.shp .\\09m.shp -lco ENCODING=UTF-8\n",
"dir_datos = 'D:/datos/catastro_cdmx'\n",
"dir_manzanas = 'D:/mapas/manzanas_cdmx/conjunto de datos/'\n",
"centroides = pd.read_pickle(f'{dir_datos}/centroides_completa.pkl')\n",
"manzanas = gpd.read_file(f'{dir_manzanas}/manzanas.shp')\\\n",
" .assign(cve_manzana=lambda x: x[[\"CVE_MUN\", \"CVE_LOC\", \"CVE_AGEB\", \"CVE_MZA\"]].sum(axis=1))\n",
"centroides.head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"centroides.crs = {'init': 'EPSG:4326'}\n",
"centroides_lcc = centroides.to_crs(manzanas.crs)\n",
"BJ_puntos = centroides_lcc.query(\"alcaldia_cumplimiento=='BENITO JUAREZ'\")#.head(20000)\n",
"BJ_manzana = manzanas.query('CVE_MUN==\"014\"')\\\n",
" .assign(cve_manzana=lambda x: x[[\"CVE_MUN\", \"CVE_LOC\", \"CVE_AGEB\", \"CVE_MZA\"]].sum(axis=1))\\\n",
" .filter([\"CVE_MUN\", \"CVE_LOC\", \"CVE_AGEB\", \"CVE_MZA\", 'cve_manzana', \"geometry\"])\n",
"# Unión espacial para asignar una manzana a cada predio\n",
"BJ_manzana_puntos = gpd.sjoin(BJ_manzana, BJ_puntos, op='intersects')\n",
"# Calcula el valor del suelo promedio por manzana\n",
"valor_promedio_manzana = BJ_manzana_puntos.groupby(['cve_manzana'])['valor_unitario_suelo'].mean().to_frame()\n",
"# exporta como csv\n",
"valor_promedio_manzana.to_csv('datos/valor_promedio_manzana_BJ.csv')\n",
"# Guarda manzanas\n",
"BJ_manzana_valor = BJ_manzana.merge(valor_promedio_manzana, on='cve_manzana')\n",
"BJ_manzana_valor.to_file('datos/valor_manzanas_BJ.shp')"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"# Mapa manzanas"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"Collapsed": "false"
},
"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>CVE_MUN</th>\n",
" <th>CVE_LOC</th>\n",
" <th>CVE_AGEB</th>\n",
" <th>CVE_MZA</th>\n",
" <th>cve_manzan</th>\n",
" <th>valor_unit</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>014</td>\n",
" <td>0001</td>\n",
" <td>0670</td>\n",
" <td>009</td>\n",
" <td>01400010670009</td>\n",
" <td>3683.520000</td>\n",
" <td>POLYGON ((2799670.579 822251.186, 2799688.149 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>014</td>\n",
" <td>0001</td>\n",
" <td>0670</td>\n",
" <td>007</td>\n",
" <td>01400010670007</td>\n",
" <td>3683.520000</td>\n",
" <td>POLYGON ((2799834.281 822469.899, 2799837.093 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>014</td>\n",
" <td>0001</td>\n",
" <td>101A</td>\n",
" <td>011</td>\n",
" <td>0140001101A011</td>\n",
" <td>2977.270000</td>\n",
" <td>POLYGON ((2798987.855 820943.380, 2799000.745 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>014</td>\n",
" <td>0001</td>\n",
" <td>0933</td>\n",
" <td>014</td>\n",
" <td>01400010933014</td>\n",
" <td>8060.006806</td>\n",
" <td>POLYGON ((2796104.968 821291.041, 2796147.356 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>014</td>\n",
" <td>0001</td>\n",
" <td>0863</td>\n",
" <td>034</td>\n",
" <td>01400010863034</td>\n",
" <td>2806.420000</td>\n",
" <td>POLYGON ((2798625.523 822013.924, 2798691.143 ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CVE_MUN CVE_LOC CVE_AGEB CVE_MZA cve_manzan valor_unit \\\n",
"0 014 0001 0670 009 01400010670009 3683.520000 \n",
"1 014 0001 0670 007 01400010670007 3683.520000 \n",
"2 014 0001 101A 011 0140001101A011 2977.270000 \n",
"3 014 0001 0933 014 01400010933014 8060.006806 \n",
"4 014 0001 0863 034 01400010863034 2806.420000 \n",
"\n",
" geometry \n",
"0 POLYGON ((2799670.579 822251.186, 2799688.149 ... \n",
"1 POLYGON ((2799834.281 822469.899, 2799837.093 ... \n",
"2 POLYGON ((2798987.855 820943.380, 2799000.745 ... \n",
"3 POLYGON ((2796104.968 821291.041, 2796147.356 ... \n",
"4 POLYGON ((2798625.523 822013.924, 2798691.143 ... "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BJ_manzana_valor = gpd.read_file('datos/valor_manzanas_BJ.shp')\n",
"BJ_manzana_valor.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## Matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = BJ_manzana_valor.plot(column='valor_unit', legend=True)\n",
"ax.figure.set_size_inches(6, 6)\n",
"sns.despine(left=True, bottom=True)\n",
"ax.set(xticks=[], yticks=[])\n",
"ax.set_title('Valor unitario promedio por manzana, Benito Juárez', pad=70)\n",
"ax.figure.savefig('graficas/valor_unitario_manzana_BJ.png', dpi=200, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## Kepler"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"map_config = {\n",
" \"version\": \"v1\",\n",
" \"config\": {\n",
" \"visState\": {\n",
" \"filters\": [],\n",
" \"layers\": [\n",
" {\n",
" \"id\": \"nujbhg9\",\n",
" \"type\": \"geojson\",\n",
" \"config\": {\n",
" \"dataId\": \"valor_unitario\",\n",
" \"label\": \"valor_unitario\",\n",
" \"color\": [\n",
" 18,\n",
" 147,\n",
" 154\n",
" ],\n",
" \"columns\": {\n",
" \"geojson\": \"geometry\"\n",
" },\n",
" \"isVisible\": True,\n",
" \"visConfig\": {\n",
" \"opacity\": 0.8,\n",
" \"strokeOpacity\": 0.8,\n",
" \"thickness\": 0.5,\n",
" \"strokeColor\": [\n",
" 221,\n",
" 178,\n",
" 124\n",
" ],\n",
" \"colorRange\": {\n",
" \"name\": \"Global Warming\",\n",
" \"type\": \"sequential\",\n",
" \"category\": \"Uber\",\n",
" \"colors\": [\n",
" \"#FFC300\",\n",
" \"#F1920E\",\n",
" \"#E3611C\",\n",
" \"#C70039\",\n",
" \"#900C3F\",\n",
" \"#5A1846\"\n",
" ],\n",
" \"reversed\": True\n",
" },\n",
" \"strokeColorRange\": {\n",
" \"name\": \"Global Warming\",\n",
" \"type\": \"sequential\",\n",
" \"category\": \"Uber\",\n",
" \"colors\": [\n",
" \"#5A1846\",\n",
" \"#900C3F\",\n",
" \"#C70039\",\n",
" \"#E3611C\",\n",
" \"#F1920E\",\n",
" \"#FFC300\"\n",
" ]\n",
" },\n",
" \"radius\": 10,\n",
" \"sizeRange\": [\n",
" 0,\n",
" 10\n",
" ],\n",
" \"radiusRange\": [\n",
" 0,\n",
" 50\n",
" ],\n",
" \"heightRange\": [\n",
" 0,\n",
" 500\n",
" ],\n",
" \"elevationScale\": 5,\n",
" \"stroked\": True,\n",
" \"filled\": True,\n",
" \"enable3d\": True,\n",
" \"wireframe\": False\n",
" },\n",
" \"hidden\": False,\n",
" \"textLabel\": [\n",
" {\n",
" \"field\": None,\n",
" \"color\": [\n",
" 255,\n",
" 255,\n",
" 255\n",
" ],\n",
" \"size\": 18,\n",
" \"offset\": [\n",
" 0,\n",
" 0\n",
" ],\n",
" \"anchor\": \"start\",\n",
" \"alignment\": \"center\"\n",
" }\n",
" ]\n",
" },\n",
" \"visualChannels\": {\n",
" \"colorField\": {\n",
" \"name\": \"valor_unit\",\n",
" \"type\": \"real\"\n",
" },\n",
" \"colorScale\": \"quantile\",\n",
" \"sizeField\": None,\n",
" \"sizeScale\": \"linear\",\n",
" \"strokeColorField\": None,\n",
" \"strokeColorScale\": \"quantile\",\n",
" \"heightField\": {\n",
" \"name\": \"valor_unit\",\n",
" \"type\": \"real\"\n",
" },\n",
" \"heightScale\": \"linear\",\n",
" \"radiusField\": None,\n",
" \"radiusScale\": \"linear\"\n",
" }\n",
" }\n",
" ],\n",
" \"interactionConfig\": {\n",
" \"tooltip\": {\n",
" \"fieldsToShow\": {\n",
" \"valor_unitario\": [\n",
" {\n",
" \"name\": \"cve_manzan\",\n",
" \"format\": None\n",
" },\n",
" {\n",
" \"name\": \"valor_unit\",\n",
" \"format\": None\n",
" }\n",
" ]\n",
" },\n",
" \"compareMode\": False,\n",
" \"compareType\": \"absolute\",\n",
" \"enabled\": True\n",
" },\n",
" \"brush\": {\n",
" \"size\": 0.5,\n",
" \"enabled\": False\n",
" },\n",
" \"geocoder\": {\n",
" \"enabled\": False\n",
" },\n",
" \"coordinate\": {\n",
" \"enabled\": False\n",
" }\n",
" },\n",
" \"layerBlending\": \"normal\",\n",
" \"splitMaps\": [],\n",
" \"animationConfig\": {\n",
" \"currentTime\": None,\n",
" \"speed\": 1\n",
" }\n",
" },\n",
" \"mapState\": {\n",
" \"bearing\": 24,\n",
" \"dragRotate\": True,\n",
" \"latitude\": 19.37667542360155,\n",
" \"longitude\": -99.16529802339682,\n",
" \"pitch\": 50,\n",
" \"zoom\": 13.32086487633853,\n",
" \"isSplit\": False\n",
" },\n",
" \"mapStyle\": {\n",
" \"styleType\": \"dark\",\n",
" \"topLayerGroups\": {},\n",
" \"visibleLayerGroups\": {\n",
" \"label\": True,\n",
" \"road\": True,\n",
" \"border\": False,\n",
" \"building\": True,\n",
" \"water\": True,\n",
" \"land\": True,\n",
" \"3d building\": True\n",
" },\n",
" \"threeDBuildingColor\": [\n",
" 9.665468314072013,\n",
" 17.18305478057247,\n",
" 31.1442867897876\n",
" ],\n",
" \"mapStyles\": {}\n",
" }\n",
" }\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"User Guide: https://docs.kepler.gl/docs/keplergl-jupyter\n",
"Map saved to graficas/valor_unitario_manzana_BJ.html!\n"
]
}
],
"source": [
"map_1 = KeplerGl(height=900, latitude=19.391975, longitude=-99.151376) #create map object\n",
"map_1.add_data(data=BJ_manzana_valor.to_crs(epsg=4326).filter(['cve_manzan', 'geometry', 'valor_unit']), name=\"valor_unitario\") #add our data\n",
"map_1.save_to_html(file_name='graficas/valor_unitario_manzana_BJ.html', config=map_config, read_only=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.10"
},
"toc-autonumbering": true
},
"nbformat": 4,
"nbformat_minor": 4
}
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