{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['USE_PYGEOS'] = '0'\n", "os.environ['USE_PATH_FOR_GDAL_PYTHON'] = 'YES'\n", "import pandas as pd\n", "import numpy as np\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import folium\n", "import georaster\n", "from osgeo import gdal, ogr, osr\n", "\n", "os.chdir('C:/Users/jtrum/world_bank/data/')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#import IHME raster\n", "ihme = gdal.Open('sanitation/Percent/IHME_LMIC_WASH_2000_2017_S_IMP_PERCENT_MEAN_2017_Y2020M06D02.tif')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#visualize raster\n", "ihme_array = ihme.ReadAsArray()\n", "plt.imshow(ihme_array)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "band = ihme.GetRasterBand(1)\n", "\n", "# converting raster to shapefile\n", "proj = raster.GetProjection()\n", "shp_proj = osr.SpatialReference()\n", "shp_proj.ImportFromWkt(proj)\n", "\n", "out = 'output/WSF_Luanda.shp'\n", "call_drive = ogr.GetDriverByName('ESRI Shapefile')\n", "create_shp = call_drive.CreateDataSource(out)\n", "shp = create_shp.CreateLayer('layername', srs=shp_proj)\n", "new_field = ogr.FieldDefn(str('ID'), ogr.OFTInteger)\n", "shp.CreateField(new_field)\n", "\n", "gdal.Polygonize(band, None, shp, 0, [], callback=None)\n", "create_shp.Destroy()\n", "raster = None" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shapefile created successfully.\n" ] } ], "source": [ "out = 'output/IHME_Luanda.shp'\n", "raster_path = 'sanitation/Percent/IHME_LMIC_WASH_2000_2017_S_IMP_PERCENT_MEAN_2017_Y2020M06D02.tif'\n", "## Check if the output directory exists, and create it if necessary\n", "output_dir = os.path.dirname(out)\n", "if not os.path.exists(output_dir):\n", " os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Open the raster dataset\n", "raster = gdal.Open(raster_path)\n", "\n", "if raster is None:\n", " print(\"Failed to open the raster dataset.\")\n", "else:\n", " proj = raster.GetProjection()\n", " shp_proj = osr.SpatialReference()\n", " shp_proj.ImportFromWkt(proj)\n", "\n", " call_drive = ogr.GetDriverByName('ESRI Shapefile')\n", " create_shp = call_drive.CreateDataSource(out)\n", "\n", " if create_shp is None:\n", " print(\"Failed to create the shapefile.\")\n", " else:\n", " shp = create_shp.CreateLayer('layername', srs=shp_proj)\n", " new_field = ogr.FieldDefn('ID', ogr.OFTInteger)\n", " shp.CreateField(new_field)\n", "\n", " # Assuming 'band' is correctly defined\n", " gdal.Polygonize(band, None, shp, 0, [], callback=None)\n", "\n", " # Clean up\n", " create_shp.Destroy()\n", " raster = None\n", "\n", " print(\"Shapefile created successfully.\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ihme = gpd.read_file('output/IHME_Luanda.shp')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDgeometry
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1235104-999999POLYGON ((-118.37500 53.58333, 123.16670 53.58...
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1235105 rows × 2 columns

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" ], "text/plain": [ " ID geometry\n", "0 86 POLYGON ((123.16670 53.58333, 123.20836 53.583...\n", "1 86 POLYGON ((123.25003 53.58333, 123.37503 53.583...\n", "2 -999999 POLYGON ((123.37503 53.58333, 123.45836 53.583...\n", "3 85 POLYGON ((122.95836 53.54166, 123.00003 53.541...\n", "4 85 POLYGON ((123.04170 53.54166, 123.08336 53.541...\n", "... ... ...\n", "1235100 75 POLYGON ((19.95835 -34.79167, 20.00002 -34.791...\n", "1235101 80 POLYGON ((20.00002 -34.79167, 20.04168 -34.791...\n", "1235102 76 POLYGON ((20.04168 -34.79167, 20.08335 -34.791...\n", "1235103 77 POLYGON ((19.95835 -34.83333, 20.04168 -34.833...\n", "1235104 -999999 POLYGON ((-118.37500 53.58333, 123.16670 53.58...\n", "\n", "[1235105 rows x 2 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ihme" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "aoi = gpd.read_file('aoiLuanda.geojson')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]\n", "GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]\n" ] } ], "source": [ "ihme = ihme.to_crs(aoi.crs)\n", "print(ihme.crs)\n", "print(aoi.crs)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "join = gpd.sjoin(ihme, aoi, how='inner', predicate='intersects')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "142" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(join)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDgeometryindex_rightNAME_1GID_0COUNTRYGID_1NL_NAME_1GID_2NAME_2VARNAME_2NL_NAME_2TYPE_2ENGTYPE_2CC_2HASC_2
94618965POLYGON ((13.37502 -8.62500, 13.41668 -8.62500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94619059POLYGON ((13.41668 -8.62500, 13.45835 -8.62500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94619165POLYGON ((13.45835 -8.62500, 13.50002 -8.62500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94619258POLYGON ((13.50002 -8.62500, 13.54168 -8.62500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94619349POLYGON ((13.54168 -8.62500, 13.58335 -8.62500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94704462POLYGON ((13.37502 -8.66667, 13.41668 -8.66667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94704541POLYGON ((13.41668 -8.66667, 13.45835 -8.66667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94704658POLYGON ((13.45835 -8.66667, 13.50002 -8.66667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94704757POLYGON ((13.50002 -8.66667, 13.54168 -8.66667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94787159POLYGON ((13.37502 -8.70833, 13.41668 -8.70833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94787267POLYGON ((13.41668 -8.70833, 13.45835 -8.70833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94787347POLYGON ((13.45835 -8.70833, 13.50002 -8.70833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94787453POLYGON ((13.50002 -8.70833, 13.54168 -8.70833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94787554POLYGON ((13.54168 -8.70833, 13.58335 -8.70833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868487POLYGON ((13.20835 -8.75000, 13.29168 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868588POLYGON ((13.29168 -8.75000, 13.33335 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868680POLYGON ((13.33335 -8.75000, 13.37502 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868770POLYGON ((13.37502 -8.75000, 13.41668 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868846POLYGON ((13.41668 -8.75000, 13.45835 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94868920POLYGON ((13.45835 -8.75000, 13.50002 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94869018POLYGON ((13.50002 -8.75000, 13.54168 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94869128POLYGON ((13.54168 -8.75000, 13.58335 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94869246POLYGON ((13.58335 -8.75000, 13.62502 -8.75000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94949697POLYGON ((13.20835 -8.79167, 13.25002 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94949794POLYGON ((13.25002 -8.79167, 13.29168 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94949884POLYGON ((13.29168 -8.79167, 13.33335 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94949979POLYGON ((13.33335 -8.79167, 13.37502 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950067POLYGON ((13.37502 -8.79167, 13.41668 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950142POLYGON ((13.41668 -8.79167, 13.45835 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950229POLYGON ((13.45835 -8.79167, 13.50002 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950317POLYGON ((13.50002 -8.79167, 13.54168 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950420POLYGON ((13.54168 -8.79167, 13.58335 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950547POLYGON ((13.58335 -8.79167, 13.62502 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
94950638POLYGON ((13.62502 -8.79167, 13.66668 -8.79167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030072POLYGON ((13.12502 -8.83333, 13.16668 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030175POLYGON ((13.16668 -8.83333, 13.20835 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030292POLYGON ((13.20835 -8.83333, 13.25002 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030387POLYGON ((13.25002 -8.83333, 13.29168 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030492POLYGON ((13.29168 -8.83333, 13.33335 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030578POLYGON ((13.33335 -8.83333, 13.37502 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030657POLYGON ((13.37502 -8.83333, 13.41668 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030740POLYGON ((13.41668 -8.83333, 13.45835 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030838POLYGON ((13.45835 -8.83333, 13.50002 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95030934POLYGON ((13.50002 -8.83333, 13.54168 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95031045POLYGON ((13.54168 -8.83333, 13.58335 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95031143POLYGON ((13.58335 -8.83333, 13.62502 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95031236POLYGON ((13.62502 -8.83333, 13.66668 -8.83333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95107564POLYGON ((13.08335 -8.87500, 13.12502 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95107665POLYGON ((13.12502 -8.87500, 13.16668 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95107787POLYGON ((13.16668 -8.87500, 13.20835 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95107885POLYGON ((13.20835 -8.87500, 13.25002 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95107986POLYGON ((13.25002 -8.87500, 13.29168 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108081POLYGON ((13.29168 -8.87500, 13.33335 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108176POLYGON ((13.33335 -8.87500, 13.37502 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108273POLYGON ((13.37502 -8.87500, 13.41668 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108367POLYGON ((13.41668 -8.87500, 13.45835 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108466POLYGON ((13.45835 -8.87500, 13.50002 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108547POLYGON ((13.50002 -8.87500, 13.54168 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95108650POLYGON ((13.54168 -8.87500, 13.58335 -8.87500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178360POLYGON ((13.04168 -8.91667, 13.08335 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178469POLYGON ((13.08335 -8.91667, 13.12502 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178560POLYGON ((13.12502 -8.91667, 13.16668 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178677POLYGON ((13.16668 -8.91667, 13.20835 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178789POLYGON ((13.20835 -8.91667, 13.25002 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178881POLYGON ((13.25002 -8.91667, 13.29168 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95178984POLYGON ((13.29168 -8.91667, 13.33335 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95179079POLYGON ((13.33335 -8.91667, 13.37502 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95179176POLYGON ((13.37502 -8.91667, 13.41668 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95179277POLYGON ((13.41668 -8.91667, 13.45835 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95179365POLYGON ((13.45835 -8.91667, 13.50002 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95179458POLYGON ((13.50002 -8.91667, 13.54168 -8.91667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259156POLYGON ((13.00002 -8.95833, 13.08335 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259249POLYGON ((13.08335 -8.95833, 13.12502 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259372POLYGON ((13.12502 -8.95833, 13.16668 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259481POLYGON ((13.16668 -8.95833, 13.20835 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259574POLYGON ((13.20835 -8.95833, 13.25002 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259675POLYGON ((13.25002 -8.95833, 13.29168 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259781POLYGON ((13.29168 -8.95833, 13.33335 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259862POLYGON ((13.33335 -8.95833, 13.37502 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95259979POLYGON ((13.37502 -8.95833, 13.41668 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95260085POLYGON ((13.41668 -8.95833, 13.45835 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95260186POLYGON ((13.45835 -8.95833, 13.50002 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95260262POLYGON ((13.50002 -8.95833, 13.54168 -8.95833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95332655POLYGON ((13.00002 -9.00000, 13.04168 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95332753POLYGON ((13.04168 -9.00000, 13.08335 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95332854POLYGON ((13.08335 -9.00000, 13.12502 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95332965POLYGON ((13.12502 -9.00000, 13.16668 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333058POLYGON ((13.16668 -9.00000, 13.20835 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333178POLYGON ((13.20835 -9.00000, 13.25002 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333269POLYGON ((13.25002 -9.00000, 13.29168 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333359POLYGON ((13.29168 -9.00000, 13.33335 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333460POLYGON ((13.33335 -9.00000, 13.37502 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333577POLYGON ((13.37502 -9.00000, 13.41668 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333673POLYGON ((13.41668 -9.00000, 13.45835 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95333767POLYGON ((13.45835 -9.00000, 13.50002 -9.00000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409149POLYGON ((12.95835 -9.04167, 13.04168 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409252POLYGON ((13.04168 -9.04167, 13.12502 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409353POLYGON ((13.12502 -9.04167, 13.16668 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409454POLYGON ((13.16668 -9.04167, 13.20835 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409558POLYGON ((13.20835 -9.04167, 13.25002 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409659POLYGON ((13.25002 -9.04167, 13.29168 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409756POLYGON ((13.29168 -9.04167, 13.33335 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409850POLYGON ((13.33335 -9.04167, 13.37502 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95409944POLYGON ((13.37502 -9.04167, 13.41668 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95410061POLYGON ((13.41668 -9.04167, 13.45835 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95410151POLYGON ((13.45835 -9.04167, 13.50002 -9.04167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95479953POLYGON ((13.08335 -9.08333, 13.12502 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480052POLYGON ((13.12502 -9.08333, 13.16668 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480153POLYGON ((13.16668 -9.08333, 13.20835 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480255POLYGON ((13.20835 -9.08333, 13.25002 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480352POLYGON ((13.25002 -9.08333, 13.29168 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480448POLYGON ((13.29168 -9.08333, 13.33335 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480540POLYGON ((13.33335 -9.08333, 13.37502 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480639POLYGON ((13.37502 -9.08333, 13.41668 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480746POLYGON ((13.41668 -9.08333, 13.45835 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95480849POLYGON ((13.45835 -9.08333, 13.50002 -9.08333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95550948POLYGON ((13.00002 -9.12500, 13.04168 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551047POLYGON ((13.04168 -9.12500, 13.08335 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551150POLYGON ((13.08335 -9.12500, 13.12502 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551253POLYGON ((13.12502 -9.12500, 13.16668 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551351POLYGON ((13.16668 -9.12500, 13.25002 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551446POLYGON ((13.29168 -9.12500, 13.33335 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551539POLYGON ((13.33335 -9.12500, 13.37502 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551637POLYGON ((13.37502 -9.12500, 13.41668 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551745POLYGON ((13.41668 -9.12500, 13.45835 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95551850POLYGON ((13.45835 -9.12500, 13.50002 -9.12500...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621446POLYGON ((13.04168 -9.16667, 13.08335 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621547POLYGON ((13.08335 -9.16667, 13.12502 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621648POLYGON ((13.12502 -9.16667, 13.16668 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621747POLYGON ((13.16668 -9.16667, 13.29168 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621849POLYGON ((13.29168 -9.16667, 13.33335 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95621954POLYGON ((13.33335 -9.16667, 13.37502 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95622051POLYGON ((13.37502 -9.16667, 13.41668 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95622247POLYGON ((13.45835 -9.16667, 13.50002 -9.16667...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95691645POLYGON ((13.16668 -9.20833, 13.25002 -9.20833...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95757043POLYGON ((13.08335 -9.25000, 13.12502 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95757145POLYGON ((13.12502 -9.25000, 13.16668 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95757244POLYGON ((13.20835 -9.25000, 13.25002 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95810743POLYGON ((13.16668 -9.25000, 13.20835 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95832455POLYGON ((13.12502 -9.29167, 13.16668 -9.29167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95899857POLYGON ((13.12502 -9.33333, 13.16668 -9.33333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
1235104-999999POLYGON ((-118.37500 53.58333, 123.16670 53.58...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
\n", "
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-8.75000, 13.29168 -8.75000... \n", "948685 88 POLYGON ((13.29168 -8.75000, 13.33335 -8.75000... \n", "948686 80 POLYGON ((13.33335 -8.75000, 13.37502 -8.75000... \n", "948687 70 POLYGON ((13.37502 -8.75000, 13.41668 -8.75000... \n", "948688 46 POLYGON ((13.41668 -8.75000, 13.45835 -8.75000... \n", "948689 20 POLYGON ((13.45835 -8.75000, 13.50002 -8.75000... \n", "948690 18 POLYGON ((13.50002 -8.75000, 13.54168 -8.75000... \n", "948691 28 POLYGON ((13.54168 -8.75000, 13.58335 -8.75000... \n", "948692 46 POLYGON ((13.58335 -8.75000, 13.62502 -8.75000... \n", "949496 97 POLYGON ((13.20835 -8.79167, 13.25002 -8.79167... \n", "949497 94 POLYGON ((13.25002 -8.79167, 13.29168 -8.79167... \n", "949498 84 POLYGON ((13.29168 -8.79167, 13.33335 -8.79167... \n", "949499 79 POLYGON ((13.33335 -8.79167, 13.37502 -8.79167... \n", "949500 67 POLYGON ((13.37502 -8.79167, 13.41668 -8.79167... \n", "949501 42 POLYGON ((13.41668 -8.79167, 13.45835 -8.79167... \n", "949502 29 POLYGON ((13.45835 -8.79167, 13.50002 -8.79167... \n", "949503 17 POLYGON ((13.50002 -8.79167, 13.54168 -8.79167... \n", "949504 20 POLYGON ((13.54168 -8.79167, 13.58335 -8.79167... \n", "949505 47 POLYGON ((13.58335 -8.79167, 13.62502 -8.79167... \n", "949506 38 POLYGON ((13.62502 -8.79167, 13.66668 -8.79167... \n", "950300 72 POLYGON ((13.12502 -8.83333, 13.16668 -8.83333... \n", "950301 75 POLYGON ((13.16668 -8.83333, 13.20835 -8.83333... \n", "950302 92 POLYGON ((13.20835 -8.83333, 13.25002 -8.83333... \n", "950303 87 POLYGON ((13.25002 -8.83333, 13.29168 -8.83333... \n", "950304 92 POLYGON ((13.29168 -8.83333, 13.33335 -8.83333... \n", "950305 78 POLYGON ((13.33335 -8.83333, 13.37502 -8.83333... \n", "950306 57 POLYGON ((13.37502 -8.83333, 13.41668 -8.83333... \n", "950307 40 POLYGON ((13.41668 -8.83333, 13.45835 -8.83333... \n", "950308 38 POLYGON ((13.45835 -8.83333, 13.50002 -8.83333... \n", "950309 34 POLYGON ((13.50002 -8.83333, 13.54168 -8.83333... \n", "950310 45 POLYGON ((13.54168 -8.83333, 13.58335 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-8.95833... \n", "952595 74 POLYGON ((13.20835 -8.95833, 13.25002 -8.95833... \n", "952596 75 POLYGON ((13.25002 -8.95833, 13.29168 -8.95833... \n", "952597 81 POLYGON ((13.29168 -8.95833, 13.33335 -8.95833... \n", "952598 62 POLYGON ((13.33335 -8.95833, 13.37502 -8.95833... \n", "952599 79 POLYGON ((13.37502 -8.95833, 13.41668 -8.95833... \n", "952600 85 POLYGON ((13.41668 -8.95833, 13.45835 -8.95833... \n", "952601 86 POLYGON ((13.45835 -8.95833, 13.50002 -8.95833... \n", "952602 62 POLYGON ((13.50002 -8.95833, 13.54168 -8.95833... \n", "953326 55 POLYGON ((13.00002 -9.00000, 13.04168 -9.00000... \n", "953327 53 POLYGON ((13.04168 -9.00000, 13.08335 -9.00000... \n", "953328 54 POLYGON ((13.08335 -9.00000, 13.12502 -9.00000... \n", "953329 65 POLYGON ((13.12502 -9.00000, 13.16668 -9.00000... \n", "953330 58 POLYGON ((13.16668 -9.00000, 13.20835 -9.00000... \n", "953331 78 POLYGON ((13.20835 -9.00000, 13.25002 -9.00000... \n", "953332 69 POLYGON ((13.25002 -9.00000, 13.29168 -9.00000... \n", "953333 59 POLYGON ((13.29168 -9.00000, 13.33335 -9.00000... \n", "953334 60 POLYGON ((13.33335 -9.00000, 13.37502 -9.00000... \n", "953335 77 POLYGON ((13.37502 -9.00000, 13.41668 -9.00000... \n", "953336 73 POLYGON ((13.41668 -9.00000, 13.45835 -9.00000... \n", "953337 67 POLYGON ((13.45835 -9.00000, 13.50002 -9.00000... \n", "954091 49 POLYGON ((12.95835 -9.04167, 13.04168 -9.04167... \n", "954092 52 POLYGON ((13.04168 -9.04167, 13.12502 -9.04167... \n", "954093 53 POLYGON ((13.12502 -9.04167, 13.16668 -9.04167... \n", "954094 54 POLYGON ((13.16668 -9.04167, 13.20835 -9.04167... \n", "954095 58 POLYGON ((13.20835 -9.04167, 13.25002 -9.04167... \n", "954096 59 POLYGON ((13.25002 -9.04167, 13.29168 -9.04167... \n", "954097 56 POLYGON ((13.29168 -9.04167, 13.33335 -9.04167... \n", "954098 50 POLYGON ((13.33335 -9.04167, 13.37502 -9.04167... \n", "954099 44 POLYGON ((13.37502 -9.04167, 13.41668 -9.04167... \n", "954100 61 POLYGON ((13.41668 -9.04167, 13.45835 -9.04167... \n", "954101 51 POLYGON ((13.45835 -9.04167, 13.50002 -9.04167... \n", "954799 53 POLYGON ((13.08335 -9.08333, 13.12502 -9.08333... \n", "954800 52 POLYGON ((13.12502 -9.08333, 13.16668 -9.08333... \n", "954801 53 POLYGON ((13.16668 -9.08333, 13.20835 -9.08333... \n", "954802 55 POLYGON ((13.20835 -9.08333, 13.25002 -9.08333... \n", "954803 52 POLYGON ((13.25002 -9.08333, 13.29168 -9.08333... \n", "954804 48 POLYGON ((13.29168 -9.08333, 13.33335 -9.08333... \n", "954805 40 POLYGON ((13.33335 -9.08333, 13.37502 -9.08333... \n", "954806 39 POLYGON ((13.37502 -9.08333, 13.41668 -9.08333... \n", "954807 46 POLYGON ((13.41668 -9.08333, 13.45835 -9.08333... \n", "954808 49 POLYGON ((13.45835 -9.08333, 13.50002 -9.08333... \n", "955509 48 POLYGON ((13.00002 -9.12500, 13.04168 -9.12500... \n", "955510 47 POLYGON ((13.04168 -9.12500, 13.08335 -9.12500... \n", "955511 50 POLYGON ((13.08335 -9.12500, 13.12502 -9.12500... \n", "955512 53 POLYGON ((13.12502 -9.12500, 13.16668 -9.12500... \n", "955513 51 POLYGON ((13.16668 -9.12500, 13.25002 -9.12500... \n", "955514 46 POLYGON ((13.29168 -9.12500, 13.33335 -9.12500... \n", "955515 39 POLYGON ((13.33335 -9.12500, 13.37502 -9.12500... \n", "955516 37 POLYGON ((13.37502 -9.12500, 13.41668 -9.12500... \n", "955517 45 POLYGON ((13.41668 -9.12500, 13.45835 -9.12500... \n", "955518 50 POLYGON ((13.45835 -9.12500, 13.50002 -9.12500... \n", "956214 46 POLYGON ((13.04168 -9.16667, 13.08335 -9.16667... \n", "956215 47 POLYGON ((13.08335 -9.16667, 13.12502 -9.16667... \n", "956216 48 POLYGON ((13.12502 -9.16667, 13.16668 -9.16667... \n", "956217 47 POLYGON ((13.16668 -9.16667, 13.29168 -9.16667... \n", "956218 49 POLYGON ((13.29168 -9.16667, 13.33335 -9.16667... \n", "956219 54 POLYGON ((13.33335 -9.16667, 13.37502 -9.16667... \n", "956220 51 POLYGON ((13.37502 -9.16667, 13.41668 -9.16667... \n", "956222 47 POLYGON ((13.45835 -9.16667, 13.50002 -9.16667... \n", "956916 45 POLYGON ((13.16668 -9.20833, 13.25002 -9.20833... \n", "957570 43 POLYGON ((13.08335 -9.25000, 13.12502 -9.25000... \n", "957571 45 POLYGON ((13.12502 -9.25000, 13.16668 -9.25000... \n", "957572 44 POLYGON ((13.20835 -9.25000, 13.25002 -9.25000... \n", "958107 43 POLYGON ((13.16668 -9.25000, 13.20835 -9.25000... \n", "958324 55 POLYGON ((13.12502 -9.29167, 13.16668 -9.29167... \n", "958998 57 POLYGON ((13.12502 -9.33333, 13.16668 -9.33333... \n", "1235104 -999999 POLYGON ((-118.37500 53.58333, 123.16670 53.58... \n", "\n", " index_right NAME_1 GID_0 COUNTRY GID_1 NL_NAME_1 GID_2 \\\n", "946189 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "946190 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "946191 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "946192 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "946193 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947044 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947045 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947046 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947047 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947871 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947872 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947873 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947874 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "947875 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948684 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948685 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948686 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948687 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948688 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948689 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948690 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948691 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "948692 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949496 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949497 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949498 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949499 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949500 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949501 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949502 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949503 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949504 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949505 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "949506 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950300 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950301 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950302 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950303 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950304 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950305 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950306 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950307 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950308 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950309 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950310 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950311 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "950312 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951075 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951076 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951077 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951078 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951079 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951080 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951081 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951082 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951083 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951084 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951085 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951086 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951783 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951784 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951785 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951786 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951787 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951788 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951789 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951790 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951791 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951792 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951793 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "951794 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952591 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952592 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952593 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952594 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952595 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952596 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952597 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952598 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952599 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952600 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952601 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "952602 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953326 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953327 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953328 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953329 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953330 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953331 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953332 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953333 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953334 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953335 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953336 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "953337 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954091 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954092 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954093 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954094 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954095 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954096 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954097 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954098 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954099 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954100 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954101 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954799 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954800 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954801 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954802 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954803 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954804 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954805 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954806 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954807 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "954808 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955509 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955510 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955511 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955512 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955513 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955514 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955515 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955516 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955517 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "955518 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956214 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956215 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956216 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956217 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956218 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956219 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956220 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956222 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "956916 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "957570 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "957571 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "957572 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "958107 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "958324 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "958998 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "1235104 0 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 \n", "\n", " NAME_2 VARNAME_2 NL_NAME_2 TYPE_2 ENGTYPE_2 \\\n", "946189 Cacuaco NA NA Município Municpality|City Council \n", "946190 Cacuaco NA NA Município Municpality|City Council \n", "946191 Cacuaco NA NA Município Municpality|City Council \n", "946192 Cacuaco NA NA Município Municpality|City Council \n", "946193 Cacuaco NA NA Município Municpality|City Council \n", "947044 Cacuaco NA NA Município Municpality|City Council \n", "947045 Cacuaco NA NA Município Municpality|City Council \n", "947046 Cacuaco NA NA Município Municpality|City Council \n", "947047 Cacuaco NA NA Município Municpality|City Council \n", "947871 Cacuaco NA NA Município Municpality|City Council \n", "947872 Cacuaco NA NA Município Municpality|City Council \n", "947873 Cacuaco NA NA Município Municpality|City Council \n", "947874 Cacuaco NA NA Município Municpality|City Council \n", "947875 Cacuaco NA NA Município Municpality|City Council \n", "948684 Cacuaco NA NA Município Municpality|City Council \n", "948685 Cacuaco NA NA Município Municpality|City Council \n", "948686 Cacuaco NA NA Município Municpality|City Council \n", "948687 Cacuaco NA NA Município Municpality|City Council \n", "948688 Cacuaco NA NA Município Municpality|City Council \n", "948689 Cacuaco NA NA Município Municpality|City Council \n", "948690 Cacuaco NA NA Município Municpality|City Council \n", "948691 Cacuaco NA NA Município Municpality|City Council \n", "948692 Cacuaco NA NA Município Municpality|City Council \n", "949496 Cacuaco NA NA Município Municpality|City Council \n", "949497 Cacuaco NA NA Município Municpality|City Council \n", "949498 Cacuaco NA NA Município Municpality|City Council \n", "949499 Cacuaco NA NA Município Municpality|City Council \n", "949500 Cacuaco NA NA Município Municpality|City Council \n", "949501 Cacuaco NA NA Município Municpality|City Council \n", "949502 Cacuaco NA NA Município Municpality|City Council \n", "949503 Cacuaco NA NA Município Municpality|City Council \n", "949504 Cacuaco NA NA Município Municpality|City Council \n", "949505 Cacuaco NA NA Município Municpality|City Council \n", "949506 Cacuaco NA NA Município Municpality|City Council \n", "950300 Cacuaco NA NA Município Municpality|City Council \n", "950301 Cacuaco NA NA Município Municpality|City Council \n", "950302 Cacuaco NA NA Município Municpality|City Council \n", "950303 Cacuaco NA NA Município Municpality|City Council \n", "950304 Cacuaco NA NA Município Municpality|City Council \n", "950305 Cacuaco NA NA Município Municpality|City Council \n", "950306 Cacuaco NA NA Município Municpality|City Council \n", "950307 Cacuaco NA NA Município Municpality|City Council \n", "950308 Cacuaco NA NA Município Municpality|City Council \n", "950309 Cacuaco NA NA Município Municpality|City Council \n", "950310 Cacuaco NA NA Município Municpality|City Council \n", "950311 Cacuaco NA NA Município Municpality|City Council \n", "950312 Cacuaco NA NA Município Municpality|City Council \n", "951075 Cacuaco NA NA Município Municpality|City Council \n", "951076 Cacuaco NA NA Município Municpality|City Council \n", "951077 Cacuaco NA NA Município Municpality|City Council \n", "951078 Cacuaco NA NA Município Municpality|City Council \n", "951079 Cacuaco NA NA Município Municpality|City Council \n", "951080 Cacuaco NA NA Município Municpality|City Council \n", "951081 Cacuaco NA NA Município Municpality|City Council \n", "951082 Cacuaco NA NA Município Municpality|City Council \n", "951083 Cacuaco NA NA Município Municpality|City Council \n", "951084 Cacuaco NA NA Município Municpality|City Council \n", "951085 Cacuaco NA NA Município Municpality|City Council \n", "951086 Cacuaco NA NA Município Municpality|City Council \n", "951783 Cacuaco NA NA Município Municpality|City Council \n", "951784 Cacuaco NA NA Município Municpality|City Council \n", "951785 Cacuaco NA NA Município Municpality|City Council \n", "951786 Cacuaco NA NA Município Municpality|City Council \n", "951787 Cacuaco NA NA Município Municpality|City Council \n", "951788 Cacuaco NA NA Município Municpality|City Council \n", "951789 Cacuaco NA NA Município Municpality|City Council \n", "951790 Cacuaco NA NA Município Municpality|City Council \n", "951791 Cacuaco NA NA Município Municpality|City Council \n", "951792 Cacuaco NA NA Município Municpality|City Council \n", "951793 Cacuaco NA NA Município Municpality|City Council \n", "951794 Cacuaco NA NA Município Municpality|City Council \n", "952591 Cacuaco NA NA Município Municpality|City Council \n", "952592 Cacuaco NA NA Município Municpality|City Council \n", "952593 Cacuaco NA NA Município Municpality|City Council \n", "952594 Cacuaco NA NA Município Municpality|City Council \n", "952595 Cacuaco NA NA Município Municpality|City Council \n", "952596 Cacuaco NA NA Município Municpality|City Council \n", "952597 Cacuaco NA NA Município Municpality|City Council \n", "952598 Cacuaco NA NA Município Municpality|City Council \n", "952599 Cacuaco NA NA Município Municpality|City Council \n", "952600 Cacuaco NA NA Município Municpality|City Council \n", "952601 Cacuaco NA NA Município Municpality|City Council \n", "952602 Cacuaco NA NA Município Municpality|City Council \n", "953326 Cacuaco NA NA Município Municpality|City Council \n", "953327 Cacuaco NA NA Município Municpality|City Council \n", "953328 Cacuaco NA NA Município Municpality|City Council \n", "953329 Cacuaco NA NA Município Municpality|City Council \n", "953330 Cacuaco NA NA Município Municpality|City Council \n", "953331 Cacuaco NA NA Município Municpality|City Council \n", "953332 Cacuaco NA NA Município Municpality|City Council \n", "953333 Cacuaco NA NA Município Municpality|City Council \n", "953334 Cacuaco NA NA Município Municpality|City Council \n", "953335 Cacuaco NA NA Município Municpality|City Council \n", "953336 Cacuaco NA NA Município Municpality|City Council \n", "953337 Cacuaco NA NA Município Municpality|City Council \n", "954091 Cacuaco NA NA Município Municpality|City Council \n", "954092 Cacuaco NA NA Município Municpality|City Council \n", "954093 Cacuaco NA NA Município Municpality|City Council \n", "954094 Cacuaco NA NA Município Municpality|City Council \n", "954095 Cacuaco NA NA Município Municpality|City Council \n", "954096 Cacuaco NA NA Município Municpality|City Council \n", "954097 Cacuaco NA NA Município Municpality|City Council \n", "954098 Cacuaco NA NA Município Municpality|City Council \n", "954099 Cacuaco NA NA Município Municpality|City Council \n", "954100 Cacuaco NA NA Município Municpality|City Council \n", "954101 Cacuaco NA NA Município Municpality|City Council \n", "954799 Cacuaco NA NA Município Municpality|City Council \n", "954800 Cacuaco NA NA Município Municpality|City Council \n", "954801 Cacuaco NA NA Município Municpality|City Council \n", "954802 Cacuaco NA NA Município Municpality|City Council \n", "954803 Cacuaco NA NA Município Municpality|City Council \n", "954804 Cacuaco NA NA Município Municpality|City Council \n", "954805 Cacuaco NA NA Município Municpality|City Council \n", "954806 Cacuaco NA NA Município Municpality|City Council \n", "954807 Cacuaco NA NA Município Municpality|City Council \n", "954808 Cacuaco NA NA Município Municpality|City Council \n", "955509 Cacuaco NA NA Município Municpality|City Council \n", "955510 Cacuaco NA NA Município Municpality|City Council \n", "955511 Cacuaco NA NA Município Municpality|City Council \n", "955512 Cacuaco NA NA Município Municpality|City Council \n", "955513 Cacuaco NA NA Município Municpality|City Council \n", "955514 Cacuaco NA NA Município Municpality|City Council \n", "955515 Cacuaco NA NA Município Municpality|City Council \n", "955516 Cacuaco NA NA Município Municpality|City Council \n", "955517 Cacuaco NA NA Município Municpality|City Council \n", "955518 Cacuaco NA NA Município Municpality|City Council \n", "956214 Cacuaco NA NA Município Municpality|City Council \n", "956215 Cacuaco NA NA Município Municpality|City Council \n", "956216 Cacuaco NA NA Município Municpality|City Council \n", "956217 Cacuaco NA NA Município Municpality|City Council \n", "956218 Cacuaco NA NA Município Municpality|City Council \n", "956219 Cacuaco NA NA Município Municpality|City Council \n", "956220 Cacuaco NA NA Município Municpality|City Council \n", "956222 Cacuaco NA NA Município Municpality|City Council \n", "956916 Cacuaco NA NA Município Municpality|City Council \n", "957570 Cacuaco NA NA Município Municpality|City Council \n", "957571 Cacuaco NA NA Município Municpality|City Council \n", "957572 Cacuaco NA NA Município Municpality|City Council \n", "958107 Cacuaco NA NA Município Municpality|City Council \n", "958324 Cacuaco NA NA Município Municpality|City Council \n", "958998 Cacuaco NA NA Município Municpality|City Council \n", "1235104 Cacuaco NA NA Município Municpality|City Council \n", "\n", " CC_2 HASC_2 \n", "946189 1108 AO.LU.CC \n", "946190 1108 AO.LU.CC \n", "946191 1108 AO.LU.CC \n", "946192 1108 AO.LU.CC \n", "946193 1108 AO.LU.CC \n", "947044 1108 AO.LU.CC \n", "947045 1108 AO.LU.CC \n", "947046 1108 AO.LU.CC \n", "947047 1108 AO.LU.CC \n", "947871 1108 AO.LU.CC \n", "947872 1108 AO.LU.CC \n", "947873 1108 AO.LU.CC \n", "947874 1108 AO.LU.CC \n", "947875 1108 AO.LU.CC \n", "948684 1108 AO.LU.CC \n", "948685 1108 AO.LU.CC \n", "948686 1108 AO.LU.CC \n", "948687 1108 AO.LU.CC \n", "948688 1108 AO.LU.CC \n", "948689 1108 AO.LU.CC \n", "948690 1108 AO.LU.CC \n", "948691 1108 AO.LU.CC \n", "948692 1108 AO.LU.CC \n", "949496 1108 AO.LU.CC \n", "949497 1108 AO.LU.CC \n", "949498 1108 AO.LU.CC \n", "949499 1108 AO.LU.CC \n", "949500 1108 AO.LU.CC \n", "949501 1108 AO.LU.CC \n", "949502 1108 AO.LU.CC \n", "949503 1108 AO.LU.CC \n", "949504 1108 AO.LU.CC \n", "949505 1108 AO.LU.CC \n", "949506 1108 AO.LU.CC \n", "950300 1108 AO.LU.CC \n", "950301 1108 AO.LU.CC \n", "950302 1108 AO.LU.CC \n", "950303 1108 AO.LU.CC \n", "950304 1108 AO.LU.CC \n", "950305 1108 AO.LU.CC \n", "950306 1108 AO.LU.CC \n", "950307 1108 AO.LU.CC \n", "950308 1108 AO.LU.CC \n", "950309 1108 AO.LU.CC \n", "950310 1108 AO.LU.CC \n", "950311 1108 AO.LU.CC \n", "950312 1108 AO.LU.CC \n", "951075 1108 AO.LU.CC \n", "951076 1108 AO.LU.CC \n", "951077 1108 AO.LU.CC \n", "951078 1108 AO.LU.CC \n", "951079 1108 AO.LU.CC \n", "951080 1108 AO.LU.CC \n", "951081 1108 AO.LU.CC \n", "951082 1108 AO.LU.CC \n", "951083 1108 AO.LU.CC \n", "951084 1108 AO.LU.CC \n", "951085 1108 AO.LU.CC \n", "951086 1108 AO.LU.CC \n", "951783 1108 AO.LU.CC \n", "951784 1108 AO.LU.CC \n", "951785 1108 AO.LU.CC \n", "951786 1108 AO.LU.CC \n", "951787 1108 AO.LU.CC \n", "951788 1108 AO.LU.CC \n", "951789 1108 AO.LU.CC \n", "951790 1108 AO.LU.CC \n", "951791 1108 AO.LU.CC \n", "951792 1108 AO.LU.CC \n", "951793 1108 AO.LU.CC \n", "951794 1108 AO.LU.CC \n", "952591 1108 AO.LU.CC \n", "952592 1108 AO.LU.CC \n", "952593 1108 AO.LU.CC \n", "952594 1108 AO.LU.CC \n", "952595 1108 AO.LU.CC \n", "952596 1108 AO.LU.CC \n", "952597 1108 AO.LU.CC \n", "952598 1108 AO.LU.CC \n", "952599 1108 AO.LU.CC \n", "952600 1108 AO.LU.CC \n", "952601 1108 AO.LU.CC \n", "952602 1108 AO.LU.CC \n", "953326 1108 AO.LU.CC \n", "953327 1108 AO.LU.CC \n", "953328 1108 AO.LU.CC \n", "953329 1108 AO.LU.CC \n", "953330 1108 AO.LU.CC \n", "953331 1108 AO.LU.CC \n", "953332 1108 AO.LU.CC \n", "953333 1108 AO.LU.CC \n", "953334 1108 AO.LU.CC \n", "953335 1108 AO.LU.CC \n", "953336 1108 AO.LU.CC \n", "953337 1108 AO.LU.CC \n", "954091 1108 AO.LU.CC \n", "954092 1108 AO.LU.CC \n", "954093 1108 AO.LU.CC \n", "954094 1108 AO.LU.CC \n", "954095 1108 AO.LU.CC \n", "954096 1108 AO.LU.CC \n", "954097 1108 AO.LU.CC \n", "954098 1108 AO.LU.CC \n", "954099 1108 AO.LU.CC \n", "954100 1108 AO.LU.CC \n", "954101 1108 AO.LU.CC \n", "954799 1108 AO.LU.CC \n", "954800 1108 AO.LU.CC \n", "954801 1108 AO.LU.CC \n", "954802 1108 AO.LU.CC \n", "954803 1108 AO.LU.CC \n", "954804 1108 AO.LU.CC \n", "954805 1108 AO.LU.CC \n", "954806 1108 AO.LU.CC \n", "954807 1108 AO.LU.CC \n", "954808 1108 AO.LU.CC \n", "955509 1108 AO.LU.CC \n", "955510 1108 AO.LU.CC \n", "955511 1108 AO.LU.CC \n", "955512 1108 AO.LU.CC \n", "955513 1108 AO.LU.CC \n", "955514 1108 AO.LU.CC \n", "955515 1108 AO.LU.CC \n", "955516 1108 AO.LU.CC \n", "955517 1108 AO.LU.CC \n", "955518 1108 AO.LU.CC \n", "956214 1108 AO.LU.CC \n", "956215 1108 AO.LU.CC \n", "956216 1108 AO.LU.CC \n", "956217 1108 AO.LU.CC \n", "956218 1108 AO.LU.CC \n", "956219 1108 AO.LU.CC \n", "956220 1108 AO.LU.CC \n", "956222 1108 AO.LU.CC \n", "956916 1108 AO.LU.CC \n", "957570 1108 AO.LU.CC \n", "957571 1108 AO.LU.CC \n", "957572 1108 AO.LU.CC \n", "958107 1108 AO.LU.CC \n", "958324 1108 AO.LU.CC \n", "958998 1108 AO.LU.CC \n", "1235104 1108 AO.LU.CC " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#set max display rows to 142\n", "pd.set_option('display.max_rows', 142)\n", "join" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "141" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop last row of data\n", "join = join[:-1]\n", "len(join)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDgeometryindex_rightNAME_1GID_0COUNTRYGID_1NL_NAME_1GID_2NAME_2VARNAME_2NL_NAME_2TYPE_2ENGTYPE_2CC_2HASC_2
95757145POLYGON ((13.12502 -9.25000, 13.16668 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95757244POLYGON ((13.20835 -9.25000, 13.25002 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95810743POLYGON ((13.16668 -9.25000, 13.20835 -9.25000...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95832455POLYGON ((13.12502 -9.29167, 13.16668 -9.29167...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
95899857POLYGON ((13.12502 -9.33333, 13.16668 -9.33333...0LuandaAGOAngolaAGO.11_1NAAGO.11.1_1CacuacoNANAMunicípioMunicpality|City Council1108AO.LU.CC
\n", "
" ], "text/plain": [ " ID geometry index_right \\\n", "957571 45 POLYGON ((13.12502 -9.25000, 13.16668 -9.25000... 0 \n", "957572 44 POLYGON ((13.20835 -9.25000, 13.25002 -9.25000... 0 \n", "958107 43 POLYGON ((13.16668 -9.25000, 13.20835 -9.25000... 0 \n", "958324 55 POLYGON ((13.12502 -9.29167, 13.16668 -9.29167... 0 \n", "958998 57 POLYGON ((13.12502 -9.33333, 13.16668 -9.33333... 0 \n", "\n", " NAME_1 GID_0 COUNTRY GID_1 NL_NAME_1 GID_2 NAME_2 \\\n", "957571 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 Cacuaco \n", "957572 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 Cacuaco \n", "958107 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 Cacuaco \n", "958324 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 Cacuaco \n", "958998 Luanda AGO Angola AGO.11_1 NA AGO.11.1_1 Cacuaco \n", "\n", " VARNAME_2 NL_NAME_2 TYPE_2 ENGTYPE_2 CC_2 \\\n", "957571 NA NA Município Municpality|City Council 1108 \n", "957572 NA NA Município Municpality|City Council 1108 \n", "958107 NA NA Município Municpality|City Council 1108 \n", "958324 NA NA Município Municpality|City Council 1108 \n", "958998 NA NA Município Municpality|City Council 1108 \n", "\n", " HASC_2 \n", "957571 AO.LU.CC \n", "957572 AO.LU.CC \n", "958107 AO.LU.CC \n", "958324 AO.LU.CC \n", "958998 AO.LU.CC " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "join.tail(5)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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mCg0N1datW/XUU09dtPH4K/Ocfm/79u2S/vdFrjLO9+2331ZKSor69OmjESNGKDo6WoGBgUpLS3PejG+Wp1+MK3tEp7KOW1RU5PLeeHvulfm+fv7557r99tt14403atq0aapfv76CgoI0Z86cEoMteGrPnj3Om8RLS2oWLFhQIqHwxWfVTELky88hYFVWnEjOavEUI6EAfCgsLEx9+vTR22+/re7du5da5fClOnXqqGnTps4vuseOHdOaNWv03HPPadSoUc7t9uzZU6nHLesLyyeffKJff/1VS5Ys0Y033uhcv2/fPo9fw11xC1lmZmaJ53bt2qV69eq5VCd86a233pLNZlOXLl0kVc75/uc//1F8fLyWLFniss3o0aNNx9moUSM5HA7t2bPHebO8JGVnZ+v48ePltuVVhjp16uj48eMl1u/fv1/x8fHOx5V97sXnVdrn3f3z89577yk0NFQrV650GRZ5zpw5po4tnUsYgoKC9NZbb5VIFNavX6/XXntNBw4cKLUqUZbo6GiFhoZq7969JZ5zX1eR990Xn0MA1Qf3UAA+9sQTT2j06NF69tlnfXaMr7/+utTRofbv36+dO3c624GKv8S4/7pZ2TM0F3+Bd//SWNrxCwsLNW3atFJfw5OWoPr166t169aaN2+ey/G2b9+ujz/+WP/v//0/E2fgvXHjxunjjz/WPffc4/z1uTLOt7TXyMjI0IYNG0zHWnxN3N/3SZMmSVKFRjDyRNOmTbVx40aX+VFWrFihgwcPumxX2ef++8/K76/1qlWrtHPnzhLHttlsLsP7/vjjj1q2bJmpY0vnEoobbrhB99xzj+68806Xpfj+p+J7rjxV3Ca5bNkyHTp0yLl+7969+uijj1y2rcj77ovPIYDqgwoF4GOtWrVSq1atPNr27Nmzevvtt0t9rm/fvmX+0r5q1SqNHj1at99+u66//nrVrFlTP/zwg958800VFBRozJgxkqSIiAjdeOONmjBhgs6cOaNLL71UH3/8cam/mFdE69atFRgYqPHjxysnJ0chISHq3LmzOnTooDp16ig5OVlDhgyRzWbTW2+9VWr7Rps2bfTuu+9q2LBhateunWrWrKlevXqVeryJEyeqe/fuSkxM1IMPPugcNtZutzvPvbL8/j3Kz8/X/v379f777+ubb77RLbfcolmzZjm3rYzz7dmzp5YsWaK+ffuqR48e2rdvn2bMmKGrrrrKec+Gt1q1aqXk5GTNmjXL2Za1adMmzZs3T3369NEtt9xi7uKcd+bMGWeL3e/VrVtXjzzyiB566CH95z//Ubdu3XT33Xfr+++/19tvv+1y87Ekn5x7WlqaevTooU6dOmngwIH67bff9Prrr6tFixYur9mjRw9NmjRJ3bp1U//+/XXkyBFNnTpVzZo10zfffOPymmPGjNFzzz2ndevWucyj8XsZGRnau3evHn300VKfv/TSS3XddddpwYIFeuqpp7w6pzFjxujjjz9Wx44d9fDDD6uoqEhTpkzR1VdfrW3btjm3q8j77ov3ArA6h2wqkvl7pnzBYbF4ipFQABZSUFCgAQMGlPrcvn37ykwo+vXrpxMnTujjjz/W2rVr9dtvv6lOnTr605/+pOHDh7t8UVi4cKEee+wxTZ06VYZh6LbbbtNHH33kMkJMRcXGxmrGjBlKS0vTgw8+qKKiIueXrRUrVmj48OF65plnVKdOHf35z3/WrbfeWmIUoUceeUTbtm3TnDlz9Oqrr6pRo0ZlJhRJSUlKT0/X6NGjNWrUKAUFBemmm27S+PHjK/2G0d+/R5dccomio6PVpk0bjRo1Sn379lVAwP8Kv5GRkRU+35SUFGVlZWnmzJlauXKlrrrqKr399ttavHixc7JAM/71r38pPj5ec+fO1dKlSxUbG6uRI0dWSgtLYWFhqRW5pk2b6pFHHlHXrl31yiuvaNKkSRo6dKjatm3rvE6/54tz79atmxYvXqxnnnlGI0eOVNOmTTVnzhwtX77c5TU7d+6s2bNna9y4cRo6dKiaNGmi8ePH68cffyyRUOTl5clmsyk2NrbM4y5YsECSyvwMFz83ZswYffPNN2rZsqXH59SmTRt99NFHeuKJJ/Tss88qLi5OY8eO1XfffVdiJDGz77uvPocAqgebUdG7EAEA+AP705/+pEaNGmnx4sX+DsVFnz59tGPHjkq/Rwqo7nJzc2W327V1Z4xq1rLW3QF5Jxy67qps5eTkVGhUwspGhQIAAJNyc3P19ddfa968eX6N4/Tp0y6jce3Zs0f//e9/lZyc7MeogKrNYZxbrMRq8RQjoQAAwKSIiAiXOSr8JT4+XikpKYqPj9f+/fs1ffp0BQcH68knn/R3aAD+AEgoAACo4rp166Z33nlHWVlZCgkJUWJiol566aVS57sAgMpGQgEAQBVXkfkxAJSuyIKjPFktnmLWutMEAAAAQJVCQgEAAADANFqeAAAAADe0PHmu2iUUDodDhw4dUq1atWSzWfOiAwAA/JEZhqETJ06oQYMGLhOComqqdgnFoUOHFBcX5+8wAAAAcAEHDx7UZZdd5u8wUEHVLqGoVauWpHMfUCvNIAgAAIBzcnNzFRcX5/zeZkUOwyaHYa1uF6vFU6zaJRTFbU4REREkFAAAABZGe3r1QNMaAAAAANOqXYUCAAAAqChGefKczyoUu3fvVu/evVWvXj1FRESoU6dOWrdu3QX3++6773T77bfLbrcrPDxc7dq104EDB3wVJgAAAIAK8FlC0bNnT509e1Zr167Vli1b1KpVK/Xs2VNZWVll7vP999+rU6dOSkhI0CeffKJvvvlGzz77rEJDQ30VJgAAAIAKsBmGYVT2ix49elRRUVH67LPPdMMNN0iSTpw4oYiICK1atUpJSUml7nfvvfcqKChIb731lulj5+bmym63Kycnh5uyAQAALMjK39eKY1u7PU41a1nrduO8Ew51vvqg5a6bT65SZGSkmjdvrvnz5+vkyZM6e/asZs6cqejoaLVp06bUfRwOhz788ENdccUV6tq1q6Kjo9W+fXstW7bMFyECAAAAqAQ+SShsNptWr16tr776SrVq1VJoaKgmTZqk9PR01alTp9R9jhw5ory8PI0bN07dunXTxx9/rL59++qOO+7Qp59+WuaxCgoKlJub67IAAAAAuDi8SihSU1Nls9nKXXbt2iXDMDR48GBFR0fr888/16ZNm9SnTx/16tVLhw8fLvW1HQ6HJKl37956/PHH1bp1a6Wmpqpnz56aMWNGmTGlpaXJbrc7F2bJBgAAQEUZ5ye2s9JieDmx3YkTJzR06FA1atRIYWFh6tChgzZv3vy7czQ0atQo1a9fX2FhYUpKStKePXu8vlZeJRTDhw/Xd999V+4SHx+vtWvXasWKFVq0aJE6duyo6667TtOmTVNYWJjmzZtX6mvXq1dPNWrU0FVXXeWy/sorryx3lKeRI0cqJyfHuRw8eNCbUwIAAACqpYceekirVq3SW2+9pW+//Va33XabkpKS9PPPP0uSJkyYoNdee00zZsxQRkaGwsPD1bVrV+Xn53t1HK/moYiKilJUVNQFtzt16pQkKSDANV8JCAhwViLcBQcHq127dsrMzHRZv3v3bjVq1KjMY4WEhCgkJOSCMQEAAAB/FKdPn9Z7772n5cuX68Ybb5QkjRkzRh988IGmT5+u559/XpMnT9Yzzzyj3r17S5Lmz5+vmJgYLVu2TPfee6/Hx/LJPRSJiYmqU6eOkpOT9fXXX2v37t0aMWKE9u3bpx49eji3S0hI0NKlS52PR4wYoXfffVdvvPGG9u7dqylTpuiDDz7QI4884oswAQAAgFIVT2xntUVSifuHCwoKSsR/9uxZFRUVlZh+ISwsTOvXr9e+ffuUlZXlMvqq3W5X+/bttWHDBq+ulU8Sinr16ik9PV15eXnq3Lmz2rZtq/Xr12v58uVq1aqVc7vMzEzl5OQ4H/ft21czZszQhAkTdM011+hf//qX3nvvPXXq1MkXYQIAAABVTlxcnMs9xGlpaSW2qVWrlhITE/X888/r0KFDKioq0ttvv60NGzbo8OHDzrnhYmJiXPaLiYkpd9640njV8uSNtm3bauXKleVuU9oUGAMHDtTAgQN9FRYAAABQpR08eNBlHoqy2v/feustDRw4UJdeeqkCAwN13XXX6b777tOWLVsqNR6fJRQAAABAVVVkBKjIsNbEdkXnf4uPiIjwaGK7pk2b6tNPP9XJkyeVm5ur+vXr65577lF8fLxiY2MlSdnZ2apfv75zn+zsbLVu3dqruKx1lQAAAABUqvDwcNWvX1/Hjh3TypUr1bt3bzVp0kSxsbFas2aNc7vc3FxlZGQoMTHRq9enQgEAAABUQytXrpRhGGrevLn27t2rESNGKCEhQQ888IBsNpuGDh2qF154QZdffrmaNGmiZ599Vg0aNFCfPn28Og4JBQAAAODGIZscFmvmcajk/cflycnJ0ciRI/XTTz+pbt266tevn1588UUFBQVJkp588kmdPHlSgwYN0vHjx9WpUyelp6eXGBnqQmxGaXdGV2G5ubmy2+3KycnxqLcMAAAAF5eVv68Vx/bhN/EKrxXo73BcnDxRpB4tf7DcdbNW2gUAAACgSqHlCQAAAHDz+4nkrMJq8RSjQgEAAADANBIKAAAAAKbR8gQAAAC4sebEdtYcS8laVwkAAABAlUJCAQAAAMA0Wp4AAAAAN+cmtrPWqEpWi6cYFQoAAAAAplGhAABcNE3ffdHfIajotxB/hyBJCqxb4O8Q5Pgl1N8h6JKf/f/b5o60x/0dAlClkVAAAAAAbhwKUJHFmnkcYpQnAAAAANUMCQUAAAAA02h5AgAAANwwsZ3nrHWVAAAAAFQpJBQAAAAATKPlCQAAAHDjUIAcFvvtnVGeAAAAAFQ7JBQAAAAATKPlCQAAAHBTZNhUZNj8HYYLq8VTjAoFAAAAANNIKAAAAACYRssTAAAA4KZIASqy2G/vRYzyBAAAAKC6IaEAAAAAYBotTwAAAIAbhxEgh2Gt394dBi1PAAAAAKoZEgoAAAAAptHyBAAAALhhlCfPWesqAQAAAKhSSCgAAAAAmEbLEwAAAODGIanIsPk7DBcOfwdQBioUAAAAAEwjoQAAAABgGi1PAAAAgBuHAuSw2G/vVounmDWjAgAAAFAlkFAAAAAAMI2WJwAAAMBNkRGgIsNav71bLZ5i1owKAAAAQJVAQgEAAADANFqeAAAAADcO2eSQ1Sa2s1Y8xahQAAAAADCNCgUA4KIpyvf/PzvRGdb4Le2XtqH+DkE2h78jAFAd+P8vOwAAAGAxjPLkOWtGBQAAAKBKIKEAAAAAYBotTwAAAICbIgWoyGK/vVstnmLWjAoAAABAlUBCAQAAAMA0Wp4AAAAANw7DJodhrYnkrBZPMSoUAAAAAEwjoQAAAABgGi1PAAAAgBuHBUd5clgsnmLWjAoAAABAlUBCAQAAAMA0Wp4AAAAANw4jQA7DWr+9Wy2eYtaMCgAAAECVQEIBAAAAwDRangAAAAA3RbKpSNaaSM5q8RSjQgEAAADANBIKAAAAAKbR8gQAAAC4YZQnz1kzKgAAAABVAgkFAAAAANNoeQIAAADcFMl6oyoV+TuAMvi0QrF792717t1b9erVU0REhDp16qR169aVu4/NZit1mThxoi9DBQAAAGCCTxOKnj176uzZs1q7dq22bNmiVq1aqWfPnsrKyipzn8OHD7ssb775pmw2m/r16+fLUAEAAACY4LOWp6NHj2rPnj2aPXu2WrZsKUkaN26cpk2bpu3btys2NrbU/dzXL1++XLfccovi4+N9FSoAAADgglGePOezqCIjI9W8eXPNnz9fJ0+e1NmzZzVz5kxFR0erTZs2Hr1Gdna2PvzwQz344INlblNQUKDc3FyXBQAAAMDF4bMKhc1m0+rVq9WnTx/VqlVLAQEBio6OVnp6uurUqePRa8ybN0+1atXSHXfcUeY2aWlpeu655yorbAAAAABe8LpCkZqaWuaN08XLrl27ZBiGBg8erOjoaH3++efatGmT+vTpo169eunw4cMeHevNN9/U/fffr9DQ0DK3GTlypHJycpzLwYMHvT0lAAAAwEWREWDJxYq8rlAMHz5cKSkp5W4THx+vtWvXasWKFTp27JgiIiIkSdOmTdOqVas0b948paamlvsan3/+uTIzM/Xuu++Wu11ISIhCQkK8OgcAAAAAlcPrhCIqKkpRUVEX3O7UqVOSpIAA10wqICBADofjgvvPnj1bbdq0UatWrbwNEQAAAMBF4rO6SWJiourUqaPk5GR9/fXX2r17t0aMGKF9+/apR48ezu0SEhK0dOlSl31zc3O1ePFiPfTQQ74KDwAAACiTIZscFlsMi020V8xnCUW9evWUnp6uvLw8de7cWW3bttX69eu1fPlyl6pDZmamcnJyXPZdtGiRDMPQfffd56vwAAAAAFQCn43yJElt27bVypUry93GMIwS6wYNGqRBgwb5KiwAAAAAlcSnCQUAAC5OBfo7Ap3ofcLfIUiSaq6P8HcIKqjr7wikQru/IwBKZ8VRlawWTzFrRgUAAACgSiChAAAAAGAaLU8AAACAG4dhk8Ow1qhKVounGBUKAAAAAKaRUAAAAAAwjZYnAAAAwE2RAlRksd/erRZPMWtGBQAAAKBKIKEAAAAAYBoJBQAAAOCmeJQnqy2eKioq0rPPPqsmTZooLCxMTZs21fPPPy/DMJzbGIahUaNGqX79+goLC1NSUpL27Nnj9bUioQAAAACqmfHjx2v69OmaMmWKvvvuO40fP14TJkzQ66+/7txmwoQJeu211zRjxgxlZGQoPDxcXbt2VX5+vlfH4qZsAAAAoJr54osv1Lt3b/Xo0UOS1LhxY73zzjvatGmTpHPVicmTJ+uZZ55R7969JUnz589XTEyMli1bpnvvvdfjY1GhAAAAANw4FGDJxVMdOnTQmjVrtHv3bknS119/rfXr16t79+6SpH379ikrK0tJSUnOfex2u9q3b68NGzZ4da2oUAAAAABVSG5ursvjkJAQhYSEuKxLTU1Vbm6uEhISFBgYqKKiIr344ou6//77JUlZWVmSpJiYGJf9YmJinM95igoFAAAAUIXExcXJbrc7l7S0tBLb/Pvf/9aCBQu0cOFCbd26VfPmzdPLL7+sefPmVXo8VCgAAAAAN0WGTUVejKp0MRTHc/DgQUVERDjXu1cnJGnEiBFKTU113gtxzTXXaP/+/UpLS1NycrJiY2MlSdnZ2apfv75zv+zsbLVu3dqruKhQAAAAAFVIRESEy1JaQnHq1CkFBLh+1Q8MDJTD4ZAkNWnSRLGxsVqzZo3z+dzcXGVkZCgxMdGreKhQAAAAANVMr1699OKLL6phw4Zq0aKFvvrqK02aNEkDBw6UJNlsNg0dOlQvvPCCLr/8cjVp0kTPPvusGjRooD59+nh1LBIKAAAAwI23E8ldDN7E8/rrr+vZZ5/VI488oiNHjqhBgwb629/+plGjRjm3efLJJ3Xy5EkNGjRIx48fV6dOnZSenq7Q0FCv4iKhAAAAAKqZWrVqafLkyZo8eXKZ29hsNo0dO1Zjx46t0LG4hwIAAACAaVQoAAAAADeGESCHYa3f3g2LxVPMmlEBAAAAqBJIKAAAAACYRssTAAAA4KZINhXJWqM8WS2eYlQoAAAAAJhGQgEAAADANFqeAAAAADcOw7uJ5C4Gh+HvCEpHhQIAAACAaSQUAAAAAEyj5QkAAABw47DgxHZWi6eYNaMCAAAAUCWQUAAAAAAwjZYnAAAAwI1DNjksNpGc1eIpRkIBwKeWfH+tv0OwhNCAM/4OQWtzW/g7BEU1burvEFS4MsrfIUiS6s/51t8hyHE6398hyNbicn+HoFZZr/o7BH09+XF/hwCYRssTAAAAANOoUAAAAABuigybiiw2sZ3V4ilGhQIAAACAaSQUAAAAAEyj5QkAAABww8R2nrNmVAAAAACqBBIKAAAAAKaRUAAAAAAwjXsoAAAAADcO2eSw2DCtVp0pmwoFAAAAANNIKAAAAACYRssTAAAA4MaQzXItRobF4ilGhQIAAACAaSQUAAAAAEyj5QkAAABw4zAsOMqTxeIpRoUCAAAAgGkkFAAAAABMo+UJAAAAcOMwAuQwrPXbu9XiKWbNqAAAAABUCSQUAAAAAEyj5QkAAABwwyhPnqNCAQAAAMA0EgoAAAAAptHyBAAAALhxyCaHrNViZLV4ilGhAAAAAGAaCQUAAAAA02h5AgAAANwwypPnqFAAAAAAMI2EAgAAAIBptDwBAAAAbmh58hwVCgAAAACmkVAAAAAAMI2WJwA+1Sf8pL9D0JGiPH+HoP+cSPB3CCoo8v+f/Lz8EH+HoPA8w98hSJKMKxr5OwQZW7b7OwQF/HDQ3yHI0bm2v0NQh7tf8XcI+uLfw/0dgqXQ8uQ5KhQAAAAATPNZQrF792717t1b9erVU0REhDp16qR169aVu09eXp4effRRXXbZZQoLC9NVV12lGTNm+CpEAAAAABXks4SiZ8+eOnv2rNauXastW7aoVatW6tmzp7KyssrcZ9iwYUpPT9fbb7+t7777TkOHDtWjjz6q999/31dhAgAAACUUtzxZbbEinyQUR48e1Z49e5SamqqWLVvq8ssv17hx43Tq1Clt3152v+YXX3yh5ORk3XzzzWrcuLEGDRqkVq1aadOmTb4IEwAAAEAF+SShiIyMVPPmzTV//nydPHlSZ8+e1cyZMxUdHa02bdqUuV+HDh30/vvv6+eff5ZhGFq3bp12796t2267zRdhAgAAAKggnwz5YbPZtHr1avXp00e1atVSQECAoqOjlZ6erjp16pS53+uvv65BgwbpsssuU40aNRQQEKA33nhDN954Y5n7FBQUqKCgwPk4Nze3Us8FAAAAfzyGJIes1WJkjTHqSvKqQpGamiqbzVbusmvXLhmGocGDBys6Olqff/65Nm3apD59+qhXr146fPhwma//+uuva+PGjXr//fe1ZcsWvfLKKxo8eLBWr15d5j5paWmy2+3OJS4uzptTAgAAAFABXlUohg8frpSUlHK3iY+P19q1a7VixQodO3ZMERERkqRp06Zp1apVmjdvnlJTU0vsd/r0aT399NNaunSpevToIUlq2bKltm3bppdffllJSUmlHm/kyJEaNmyY83Fubi5JBQAAAHCReJVQREVFKSoq6oLbnTp1SpIUEOBaAAkICJDD4Sh1nzNnzujMmTMl9gkMDCxzH0kKCQlRSIj/J0oCAABA9WHFUZWsFk8xn9yUnZiYqDp16ig5OVlff/21du/erREjRmjfvn3O6oMkJSQkaOnSpZKkiIgI3XTTTRoxYoQ++eQT7du3T3PnztX8+fPVt29fX4QJAAAAoIJ8klDUq1dP6enpysvLU+fOndW2bVutX79ey5cvV6tWrZzbZWZmKicnx/l40aJFateune6//35dddVVGjdunF588UX9/e9/90WYAAAAACrIJ6M8SVLbtm21cuXKcrcxDNd71WNjYzVnzhxfhQQAAAB4hJYnz/lspmwAAAAA1R8JBQAAAADTfNbyBAAAAFRVtDx5jgoFAAAAANNIKAAAAACYRssTAAAA4IaWJ89RoQAAAABgGgkFAAAAANNoeQIAAADcGIZNhsVajKwWTzEqFAAAAABMI6EAAAAAYBotTwAAAIAbh2xyyFotRlaLpxgVCgAAAACmkVAAAAAAMI2WJwAAAMANE9t5jgoFAAAAANNIKAAAAACYRssTAAAA4IaJ7TxHhQIAAACAaSQUAAAAAEyj5QkAAABwwyhPniOhAHzg5jVP+DsE1Qk97e8QJEnjGub5OwTtKIzxdwjqEr7L3yHom7w4f4eggoM1/R2CIgr8HcE5J5r4/1oER7b1dwj65fJgf4egIP//mVKNAoe/QwBMo+UJAAAAgGlUKAAAAAA3jPLkOSoUAAAAAEwjoQAAAACqocaNG8tms5VYBg8eLEnKz8/X4MGDFRkZqZo1a6pfv37Kzs72+jgkFAAAAIAb4/woT1ZavG152rx5sw4fPuxcVq1aJUm66667JEmPP/64PvjgAy1evFiffvqpDh06pDvuuMPra8U9FAAAAEA1FBUV5fJ43Lhxatq0qW666Sbl5ORo9uzZWrhwoTp37ixJmjNnjq688kpt3LhR119/vcfHoUIBAAAAVHOFhYV6++23NXDgQNlsNm3ZskVnzpxRUlKSc5uEhAQ1bNhQGzZs8Oq1qVAAAAAAbgxJhuHvKFwVh5Obm+uyPiQkRCEhIeXuu2zZMh0/flwpKSmSpKysLAUHB6t27dou28XExCgrK8uruKhQAAAAAFVIXFyc7Ha7c0lLS7vgPrNnz1b37t3VoEGDSo+HCgUAAABQhRw8eFARERHOxxeqTuzfv1+rV6/WkiVLnOtiY2NVWFio48ePu1QpsrOzFRsb61U8VCgAAAAANw7ZLLlIUkREhMtyoYRizpw5io6OVo8ePZzr2rRpo6CgIK1Zs8a5LjMzUwcOHFBiYqJX14oKBQAAAFBNORwOzZkzR8nJyapR439f/e12ux588EENGzZMdevWVUREhB577DElJiZ6NcKTREIBAAAAVFurV6/WgQMHNHDgwBLPvfrqqwoICFC/fv1UUFCgrl27atq0aV4fg4QCAAAAcGOYmEjO18zEc9ttt8koY7iq0NBQTZ06VVOnTq1QXNxDAQAAAMA0EgoAAAAAptHyBAAAALhxGDbZLNby5LBYPMWoUAAAAAAwjYQCAAAAgGm0PAEAAABuDOPcYiVWi6cYFQoAAAAAppFQAAAAADCNlicAAADATXWZ2O5ioEIBAAAAwDQSCgAAAACm0fIEAAAAuKHlyXNUKAAAAACYRkIBAAAAwDRangAAAAA3DsMmm8VajBwWi6cYFQoAAAAAppFQAAAAADCNlicAAADAjWGcW6zEavEUI6FAtRO/8CV/hyBbYB1/h6Ahbdf4OwRJ0uenm/o7BIXYzvg7BM0/dr2/Q1DOmTB/h6CmLX/ydwj6Ka62v0OQJBUV+b9JIGRDTX+HoCL/fyy184XH/R0CUKX5/68ZAAAAgCqLCgUAAADg5lzLk7VGVbJqyxMVCgAAAACmkVAAAAAAMI2WJwAAAMCNYdgs2PJkrXiKUaEAAAAAYBoJBQAAAADTaHkCAAAA3BjnFyuxWjzFqFAAAAAAMI2EAgAAAIBptDwBAAAAbhjlyXNUKAAAAACYRkIBAAAAwDRangAAAAB3DPPkMSoUAAAAAEzzWUKxe/du9e7dW/Xq1VNERIQ6deqkdevWlbtPdna2UlJS1KBBA11yySXq1q2b9uzZ46sQAQAAAFSQzxKKnj176uzZs1q7dq22bNmiVq1aqWfPnsrKyip1e8Mw1KdPH/3www9avny5vvrqKzVq1EhJSUk6efKkr8IEAAAASjo/ypOVFv2RRnk6evSo9uzZo9TUVLVs2VKXX365xo0bp1OnTmn79u2l7rNnzx5t3LhR06dPV7t27dS8eXNNnz5dp0+f1jvvvOOLMAEAAABUkE8SisjISDVv3lzz58/XyZMndfbsWc2cOVPR0dFq06ZNqfsUFBRIkkJDQ/8XXECAQkJCtH79+jKPVVBQoNzcXJcFAAAAwMXhk4TCZrNp9erV+uqrr1SrVi2FhoZq0qRJSk9PV506dUrdJyEhQQ0bNtTIkSN17NgxFRYWavz48frpp590+PDhMo+VlpYmu93uXOLi4nxxSgAAAPgDMQxrLlbkVUKRmpoqm81W7rJr1y4ZhqHBgwcrOjpan3/+uTZt2qQ+ffqoV69eZSYHQUFBWrJkiXbv3q26devqkksu0bp169S9e3cFBJQd5siRI5WTk+NcDh486N0VAAAAAGCaV/NQDB8+XCkpKeVuEx8fr7Vr12rFihU6duyYIiIiJEnTpk3TqlWrNG/ePKWmppa6b5s2bbRt2zbl5OSosLBQUVFRat++vdq2bVvm8UJCQhQSEuLNaQAAAACoJF4lFFFRUYqKirrgdqdOnZKkEpWFgIAAORyOC+5vt9slnbtR+8svv9Tzzz/vTZgAAABAhThHVrIQq8VTzCf3UCQmJqpOnTpKTk7W119/rd27d2vEiBHat2+fevTo4dwuISFBS5cudT5evHixPvnkE+fQsV26dFGfPn102223+SJMAAAAABXkk4SiXr16Sk9PV15enjp37qy2bdtq/fr1Wr58uVq1auXcLjMzUzk5Oc7Hhw8f1oABA5SQkKAhQ4ZowIABDBkLAAAAWJhXLU/eaNu2rVauXFnuNobbrepDhgzRkCFDfBUSAAAA4BkrTiRntXjO89lM2QAAAACqPxIKAAAAAKb5rOUJAAAAqKqsOJGc1eIpRoUCAAAAgGkkFAAAAABMo+UJAAAAcGecX6zEavGcR4UCAAAAgGlUKFCpGs+a6O8QVPvS0/4OQcd/jvB3CFr+63X+DkGSlBy93t8haE1uC3+HoPrBx/0dgnLPhvk7BEtocGmuv0OQJK3fF+/vEJTXxOHvELTv0eH+DgFABZFQAAAAAG4MwybDYhPJWS2eYrQ8AQAAADCNhAIAAACAabQ8AQAAAKWx6KhKVkOFAgAAAIBpJBQAAAAATKPlCQAAAHDDKE+eo0IBAAAAwDQSCgAAAACm0fIEAAAAuDNkvVGerBbPeVQoAAAAAJhGQgEAAADANFqeAAAAgBJs5xcrsVo851ChAAAAAGAaCQUAAAAA02h5AgAAANwxypPHqFAAAAAAMI2EAgAAAIBptDwBAAAA7mh58hgVCgAAAACmkVAAAAAAMI2WJwAAAMCdYTu3WInV4jmPCgUAAAAA00goAAAAAJhGyxMAAADgxjDOLVZitXiKUaEAAAAAYBoJBQAAAADTaHkCAAAA3DGxnceoUAAAAAAwjYQCAAAAgGm0PAEAAADumNjOY1QoAAAAAJhGhaIaaTppkr9DUKAC/R2Czqyv6+8Q1DjpZ3+HoMtCj/k7BEnSKwe6+jsEBQcW+TsEqZa/A5A++Lalv0NQr2u+8XcIalXzgL9DkCQlXbfD3yHo2S/6+jsEANUAFQoAAADAjc2w5uKNn3/+WX/+858VGRmpsLAwXXPNNfryyy+dzxuGoVGjRql+/foKCwtTUlKS9uzZ4/W1IqEAAAAAqpljx46pY8eOCgoK0kcffaSdO3fqlVdeUZ06dZzbTJgwQa+99ppmzJihjIwMhYeHq2vXrsrPz/fqWLQ8AQAAANXM+PHjFRcXpzlz5jjXNWnSxPn/DcPQ5MmT9cwzz6h3796SpPnz5ysmJkbLli3Tvffe6/GxqFAAAAAA7gyLLpJyc3NdloKCghLhv//++2rbtq3uuusuRUdH69prr9Ubb7zhfH7fvn3KyspSUlKSc53dblf79u21YcMGry4VCQUAAABQhcTFxclutzuXtLS0Etv88MMPmj59ui6//HKtXLlSDz/8sIYMGaJ58+ZJkrKysiRJMTExLvvFxMQ4n/MULU8AAABAFXLw4EFFREQ4H4eEhJTYxuFwqG3btnrppZckSddee622b9+uGTNmKDk5uVLjoUIBAAAAuCue2M5qi6SIiAiXpbSEon79+rrqqqtc1l155ZU6cODc0NmxsbGSpOzsbJdtsrOznc95ioQCAAAAqGY6duyozMxMl3W7d+9Wo0aNJJ27QTs2NlZr1qxxPp+bm6uMjAwlJiZ6dSxangAAAIBq5vHHH1eHDh300ksv6e6779amTZs0a9YszZo1S5Jks9k0dOhQvfDCC7r88svVpEkTPfvss2rQoIH69Onj1bFIKAAAAAB3vxtVyTK8iKddu3ZaunSpRo4cqbFjx6pJkyaaPHmy7r//fuc2Tz75pE6ePKlBgwbp+PHj6tSpk9LT0xUaGupVWCQUAAAAQDXUs2dP9ezZs8znbTabxo4dq7Fjx1boONxDAQAAAMA0KhQAAACAuyre8nQxUaEAAAAAYBoJBQAAAADTaHkCAAAA3NHy5DEqFAAAAABMI6EAAAAAYBotTwAAAIA7w3ZusRKrxXMeFQoAAAAAppFQAAAAADCNlicAAADAjc04t1iJ1eIpRoUCAAAAgGkkFAAAAABMo+UJAAAAcMfEdh6jQgEAAADANBIKAAAAAKaRUAAAAAAwzacJxdatW9WlSxfVrl1bkZGRGjRokPLy8srdxzAMjRo1SvXr11dYWJiSkpK0Z88eX4YJAAAAwCSfJRSHDh1SUlKSmjVrpoyMDKWnp2vHjh1KSUkpd78JEybotdde04wZM5SRkaHw8HB17dpV+fn5vgoVAAAAgEk+G+VpxYoVCgoK0tSpUxUQcC5vmTFjhlq2bKm9e/eqWbNmJfYxDEOTJ0/WM888o969e0uS5s+fr5iYGC1btkz33nuvr8IFAAAAnGyy3kRyNn8HUAafVSgKCgoUHBzsTCYkKSwsTJK0fv36UvfZt2+fsrKylJSU5Fxnt9vVvn17bdiwwVehAgAAADDJZwlF586dlZWVpYkTJ6qwsFDHjh1TamqqJOnw4cOl7pOVlSVJiomJcVkfExPjfM5dQUGBcnNzXRYAAAAAF4fXLU+pqakaP358udt89913atGihebNm6dhw4Zp5MiRCgwM1JAhQxQTE+NStaiotLQ0Pffcc5X2elWZrcjfEUgBhf4vxhXa/R2BdPBoHX+HoIXfdfR3CJKkLtd/4+8QtCm7ob9D0FffNPF3CFKg/2v3uWdD/R2C3j3U1t8hSJJ+Olbb3yHox+Sn/B0CYF2G7dxiJVaL5zyvE4rhw4df8Mbq+Ph4SVL//v3Vv39/ZWdnKzw8XDabTZMmTXI+7y42NlaSlJ2drfr16zvXZ2dnq3Xr1qXuM3LkSA0bNsz5ODc3V3FxcV6cEQAAAACzvE4ooqKiFBUV5dU+xS1Mb775pkJDQ9WlS5dSt2vSpIliY2O1Zs0aZwKRm5urjIwMPfzww6XuExISopCQEK/iAQAAAFA5fDoPxZQpU7R161bt3r1bU6dO1aOPPqq0tDTVrl3buU1CQoKWLl0qSbLZbBo6dKheeOEFvf/++/r222/1l7/8RQ0aNFCfPn18GSoAAADwP4ZFFwvy2bCxkrRp0yaNHj1aeXl5SkhI0MyZMzVgwACXbTIzM5WTk+N8/OSTT+rkyZMaNGiQjh8/rk6dOik9PV2hof7vuwUAAADgyqcJxfz58y+4jWG4plo2m01jx47V2LFjfRUWAAAAgEri04QCAAAAqJKs2GJktXjO8+k9FAAAAACqNxIKAAAAAKbR8gQAAAC4sRnnFiuxWjzFqFAAAAAAMI2EAgAAAIBptDwBAAAA7hjlyWNUKAAAAACYRkIBAAAAwDRangAAAAB3tDx5jAoFAAAAANNIKAAAAACYRssTAAAA4IaJ7TxHhQIAAACAaSQUAAAAAEyj5QkAAABwZ9jOLVZitXjOo0IBAAAAwDQSCgAAAACm0fIEAAAAuGNiO49RoQAAAABgGgkFAAAAANNoeQIAAADcMLGd56hQAAAAADCNhAIAAACAabQ8AQAAAO4Y5cljVCgAAAAAmEZCAQAAAMA0Wp4AAAAAdxYc5cmqLU8kFJWkxchX/R2CQmTzdwg6e4m/I5BsDn9HINn2+v9CBAT6O4JzVm1s6e8QZAT6/y9w4Gn/F4RDfvP/34hvtl3t7xD0W5sz/g5BkhR2IMjfIUh9/R0AgOrA///CAQAAAKiyqFAAAAAA7hjlyWNUKAAAAACYRkIBAAAAwDRangAAAAB3tDx5jAoFAAAAANNIKAAAAACYRssTAAAA4MZmwYntrBZPMSoUAAAAAEwjoQAAAABgGgkFAAAAANNIKAAAAACYRkIBAAAAwDRGeQIAAADcMbGdx6hQAAAAADCNhAIAAACAabQ8AQAAAG6Y2M5zVCgAAAAAmEZCAQAAAMA0Wp4AAACA0li0xchqqFAAAAAAMI2EAgAAAIBptDwBAAAA7pjYzmNUKAAAAACYRkIBAAAAwDRangAAAAA3TGznOSoUAAAAAEwjoQAAAABgGgkFAAAA4M6w6OKFMWPGyGazuSwJCQnO5/Pz8zV48GBFRkaqZs2a6tevn7Kzs707iEgoAAAAgGqrRYsWOnz4sHNZv36987nHH39cH3zwgRYvXqxPP/1Uhw4d0h133OH1MbgpGwAAAKimatSoodjY2BLrc3JyNHv2bC1cuFCdO3eWJM2ZM0dXXnmlNm7cqOuvv97jY1ChAAAAANwUj/JktUWScnNzXZaCgoIyz2PPnj1q0KCB4uPjdf/99+vAgQOSpC1btujMmTNKSkpybpuQkKCGDRtqw4YNXl0rKhSVZEfa4/4OQS1GvurvEFTjlL8jkM7U9HcEks3h7wisI/C0zd8hKDDf/7+dBJ3wdwRS+GH/jzcYUOT/GGp/G+TvECRJZ8P8HQGAqiouLs7l8ejRozVmzJgS27Vv315z585V8+bNdfjwYT333HO64YYbtH37dmVlZSk4OFi1a9d22ScmJkZZWVlexUNCAQAAAFQhBw8eVEREhPNxSEhIqdt1797d+f9btmyp9u3bq1GjRvr3v/+tsLDK+1XD/z/bAQAAAFbj79GcyhnlKSIiwmUpK6FwV7t2bV1xxRXau3evYmNjVVhYqOPHj7tsk52dXeo9F+UhoQAAAAD+APLy8vT999+rfv36atOmjYKCgrRmzRrn85mZmTpw4IASExO9el1angAAAIBq6IknnlCvXr3UqFEjHTp0SKNHj1ZgYKDuu+8+2e12Pfjggxo2bJjq1q2riIgIPfbYY0pMTPRqhCeJhAIAAAAoycREcj7nZTw//fST7rvvPv3666+KiopSp06dtHHjRkVFRUmSXn31VQUEBKhfv34qKChQ165dNW3aNK/DIqEAAAAAqqFFixaV+3xoaKimTp2qqVOnVug43EMBAAAAwDQqFAAAAICb308kZxVWi6eYzyoUW7duVZcuXVS7dm1FRkZq0KBBysvLK3efJUuW6LbbblNkZKRsNpu2bdvmq/AAAAAAVAKfJBSHDh1SUlKSmjVrpoyMDKWnp2vHjh1KSUkpd7+TJ0+qU6dOGj9+vC/CAgAAAFDJfNLytGLFCgUFBWnq1KkKCDiXs8yYMUMtW7bU3r171axZs1L3GzBggCTpxx9/9EVYAAAAgGeqwShPF4tPKhQFBQUKDg52JhOSnNN7r1+/3heHBAAAAOAHPkkoOnfurKysLE2cOFGFhYU6duyYUlNTJUmHDx+u1GMVFBQoNzfXZQEAAABwcXiVUKSmpspms5W77Nq1Sy1atNC8efP0yiuv6JJLLlFsbKyaNGmimJgYl6pFZUhLS5PdbncucXFxlfr6AAAA+AMyLLpYkFf3UAwfPvyCN1bHx8dLkvr376/+/fsrOztb4eHhstlsmjRpkvP5yjJy5EgNGzbM+Tg3N5ekAgAAALhIvEoooqKinFN1eyomJkaS9Oabbyo0NFRdunTxav8LCQkJUUhISKW+JgAAAADP+GxiuylTpqhDhw6qWbOmVq1apREjRmjcuHGqXbu2c5uEhASlpaWpb9++kqTffvtNBw4c0KFDhyRJmZmZkqTY2FjFxsb6KlQAAADABRPbec5nE9tt2rRJXbp00TXXXKNZs2Zp5syZGjJkiMs2mZmZysnJcT5+//33de2116pHjx6SpHvvvVfXXnutZsyY4aswAQAAAFSAzyoU8+fPv+A2huGaZqWkpFzwHg0AAAAA1uGzhAIAAACosqw4qpLV4jnPZy1PAAAAAKo/EgoAAAAAptHyBAAAALhhlCfPUaEAAAAAYBoJBQAAAADTaHkCAAAA3DHKk8eoUAAAAAAwjYQCAAAAgGm0PAEAAADuaHnyGBUKAAAAAKaRUAAAAAAwjZYnAAAAwI3t/GIlVounGBUKAAAAAKZRoahGbEX+jsAaMdQ47e8IpLNh/o5ACij0dwTnBBT6//cUwwJ/6QIt8H4EFPn/br7AAv/HYIW/U5JkBPo7AgCoHBb4ZxYAAACwGEZ58hgtTwAAAABMI6EAAAAAYBotTwAAAIAbm3FusRKrxVOMCgUAAAAA00goAAAAAJhGyxMAAADgjlGePEaFAgAAAIBpJBQAAAAATKPlCQAAACiNRVuMrIYKBQAAAADTSCgAAAAAmEbLEwAAAOCGie08R4UCAAAAgGkkFAAAAABMo+UJAAAAcMfEdh6jQgEAAADANBIKAAAAAKbR8gQAAAC4YZQnz1GhAAAAAGAaCQUAAAAA02h5AgAAANwxypPHqFAAAAAAMI2EAgAAAIBptDwBAAAAbhjlyXNUKAAAAACYRkIBAAAAwDRangAAAAB3jPLkMSoUAAAAAEwjoQAAAABgGi1PAAAAgDtanjxGhQIAAACAaVQoqpHtEx73dwhqNfRVf4cgnfZ3AFJAob8jkGxF/o4Av3c2zN8RSEdb+v83pEAL/Pe56zn//62UpGuGW+DvJQBUAhIKAAAAwA0T23nO/z9XAQAAAKiySCgAAAAAmEbLEwAAAOCOUZ48RoUCAAAAgGkkFAAAAABMo+UJAAAAcGMzDNkMa/UYWS2eYlQoAAAAAJhGQgEAAADANFqeAAAAAHeM8uQxKhQAAAAATCOhAAAAAGAaLU8AAACAG5txbrESq8VTjAoFAAAAANNIKAAAAACYRssTAAAA4I5RnjxGhQIAAACAaSQUAAAAAEyj5QkAAABwwyhPnqNCAQAAAMA0EgoAAAAAptHyBAAAALhjlCeP+bRCsXXrVnXp0kW1a9dWZGSkBg0apLy8vDK3P3PmjJ566ildc801Cg8PV4MGDfSXv/xFhw4d8mWYAAAAAEzyWUJx6NAhJSUlqVmzZsrIyFB6erp27NihlJSUMvc5deqUtm7dqmeffVZbt27VkiVLlJmZqdtvv91XYQIAAACoAJ8lFCtWrFBQUJCmTp2q5s2bq127dpoxY4bee+897d27t9R97Ha7Vq1apbvvvlvNmzfX9ddfrylTpmjLli06cOCAr0IFAAAAXBSP8mS1xaxx48bJZrNp6NChznX5+fkaPHiwIiMjVbNmTfXr10/Z2dlev7bPEoqCggIFBwcrIOB/hwgLC5MkrV+/3uPXycnJkc1mU+3atcs8Tm5urssCAAAA4JzNmzdr5syZatmypcv6xx9/XB988IEWL16sTz/9VIcOHdIdd9zh9ev7LKHo3LmzsrKyNHHiRBUWFurYsWNKTU2VJB0+fNij18jPz9dTTz2l++67TxEREaVuk5aWJrvd7lzi4uIq7RwAAACAqiwvL0/333+/3njjDdWpU8e5PicnR7Nnz9akSZPUuXNntWnTRnPmzNEXX3yhjRs3enUMrxOK1NRU2Wy2cpddu3apRYsWmjdvnl555RVdcsklio2NVZMmTRQTE+NStSjLmTNndPfdd8swDE2fPr3M7UaOHKmcnBzncvDgQW9PCQAAAHBlWHTx0uDBg9WjRw8lJSW5rN+yZYvOnDnjsj4hIUENGzbUhg0bvDqG18PGDh8+vNwbqyUpPj5ektS/f3/1799f2dnZCg8Pl81m06RJk5zPl6U4mdi/f7/Wrl1bZnVCkkJCQhQSEuLtaQAAAABVknuLf1nfhxctWqStW7dq8+bNJZ7LyspScHBwidsKYmJilJWV5VU8XicUUVFRioqK8mqfmJgYSdKbb76p0NBQdenSpcxti5OJPXv2aN26dYqMjPQ2RAAAAKDacm/xHz16tMaMGeOy7uDBg/rHP/6hVatWKTQ01Kfx+HRiuylTpqhDhw6qWbOmVq1apREjRmjcuHEumVBCQoLS0tLUt29fnTlzRnfeeae2bt2qFStWqKioyJkh1a1bV8HBwb4MFwAAAHCqyKhKvnTw4EGXDp7SqhNbtmzRkSNHdN111znXFRUV6bPPPtOUKVO0cuVKFRYW6vjx4y7fzbOzsxUbG+tVPD5NKDZt2qTRo0crLy9PCQkJmjlzpgYMGOCyTWZmpnJyciRJP//8s95//31JUuvWrV22W7dunW6++WZfhgsAAABYXkRERLm3BEjSrbfeqm+//dZl3QMPPKCEhAQ99dRTiouLU1BQkNasWaN+/fpJOve9/MCBA0pMTPQqHp8mFPPnz7/gNobxv9SvcePGLo8BAAAAeK9WrVq6+uqrXdaFh4crMjLSuf7BBx/UsGHDVLduXUVEROixxx5TYmKirr/+eq+O5dOEAn88X09+3N8h6Jrhr/o7BNmK/B2BFFjo7wisY9vr/v9cAu6+fYXPJWBphnFusZJKjufVV19VQECA+vXrp4KCAnXt2lXTpk3z+nVIKAAAAIA/gE8++cTlcWhoqKZOnaqpU6dW6HV9NrEdAAAAgOqPCgUAAADgxmZYb5Qnq8VTjAoFAAAAANNIKAAAAACYRssTAAAA4M44v1iJ1eI5jwoFAAAAANNIKAAAAACYRssTAAAA4MbmOLdYidXiKUaFAgAAAIBpJBQAAAAATKPlCQAAAHDHKE8eo0IBAAAAwDQSCgAAAACm0fIEAAAAuLEZ5xYrsVo8xahQAAAAADCNhAIAAACAabQ8AQAAAO4M49xiJVaL5zwqFAAAAABMI6EAAAAAYBotTwAAAIAbRnnyHBUKAAAAAKaRUAAAAAAwjYQCAAAAgGncQwEAAAC4M84vVmK1eM6jQgEAAADANBIKAAAAAKbR8gQAAAC4YdhYz1GhAAAAAGAaCQUAAAAA02h5AgAAANwZxrnFSqwWz3lUKAAAAACYRoUC1U5Qnr8jkBzB/o5ACij0dwTnGIH+jgAAAPgSCQUAAADghlGePEfLEwAAAADTSCgAAAAAmEbLEwAAAODOOL9YidXiOY8KBQAAAADTSCgAAAAAmEbLEwAAAOCGUZ48R4UCAAAAgGkkFAAAAABMo+UJAAAAcOcwzi1WYrV4zqNCAQAAAMA0EgoAAAAAptHyBAAAALhjYjuPUaEAAAAAYBoJBQAAAADTaHkCAAAA3NhkvYnkbP4OoAxUKAAAAACYRkIBAAAAwDRangAAAAB3hnFusRKrxXMeFQoAAAAAppFQAAAAADCNlicAAADAjc2w4ChPFounGBUKAAAAAKaRUAAAAAAwjZYnAAAAwJ1xfrESq8VzHhUKAAAAAKaRUAAAAAAwjZYnAAAAwI3NMGSz2ERyVounGBUKAAAAAKaRUAAAAAAwjZYnAAAAwJ3j/GIlVovnPCoUAAAAAEwjoQAAAABgGi1PqHa2znzc3yGo2cRJ/g5BEXtt/g5BkvTVNP+/HwAAeItRnjxHhQIAAACAaT5NKLZu3aouXbqodu3aioyM1KBBg5SXl1fuPmPGjFFCQoLCw8NVp04dJSUlKSMjw5dhAgAAADDJZwnFoUOHlJSUpGbNmikjI0Pp6enasWOHUlJSyt3viiuu0JQpU/Ttt99q/fr1aty4sW677Tb98ssvvgoVAAAAcGVYdLEgn91DsWLFCgUFBWnq1KkKCDiXt8yYMUMtW7bU3r171axZs1L369+/v8vjSZMmafbs2frmm2906623+ipcAAAAACb4rEJRUFCg4OBgZzIhSWFhYZKk9evXe/QahYWFmjVrlux2u1q1auWTOAEAAACY57OEonPnzsrKytLEiRNVWFioY8eOKTU1VZJ0+PDhcvddsWKFatasqdDQUL366qtatWqV6tWrV+q2BQUFys3NdVkAAACACjEMay4W5HVCkZqaKpvNVu6ya9cutWjRQvPmzdMrr7yiSy65RLGxsWrSpIliYmJcqhalueWWW7Rt2zZ98cUX6tatm+6++24dOXKk1G3T0tJkt9udS1xcnLenBAAAAMAkm2F4l+r88ssv+vXXX8vdJj4+XsHBwc7H2dnZCg8Pl81mU0REhBYtWqS77rrL42NefvnlGjhwoEaOHFniuYKCAhUUFDgf5+bmKi4uTjk5OYqIiPD4GEBlYh6K/7HCvCAAAGvJzc2V3W635Pe14thu7PisatQI9Xc4Ls6ezddn//e85a6b1zdlR0VFKSoqyqt9YmJiJElvvvmmQkND1aVLF6/2dzgcLknD74WEhCgkJMSr1wMAAADKYzPOLVZitXiK+XQeiilTpmjr1q3avXu3pk6dqkcffVRpaWmqXbu2c5uEhAQtXbpUknTy5Ek9/fTT2rhxo/bv368tW7Zo4MCB+vnnn72qaAAAAAC4OHw2bKwkbdq0SaNHj1ZeXp4SEhI0c+ZMDRgwwGWbzMxM5eTkSJICAwO1a9cuzZs3T0ePHlVkZKTatWunzz//XC1atPBlqAAAAABM8GlCMX/+/Atu8/tbOEJDQ7VkyRJfhgQAAABcmBVHVbJaPOf5tOUJAAAAQPVGQgEAAADANJ+2PAEAAABVkc1xbrESq8VTjAoFAAAAANNIKAAAAACYRssTAAAA4I5RnjxGhQIAAACAaSQUAAAAQDU0ffp0tWzZUhEREYqIiFBiYqI++ugj5/P5+fkaPHiwIiMjVbNmTfXr10/Z2dleH4eEAgAAAHBnWHTxwmWXXaZx48Zpy5Yt+vLLL9W5c2f17t1bO3bskCQ9/vjj+uCDD7R48WJ9+umnOnTokO644w7vDiLuoQAAAACqpV69erk8fvHFFzV9+nRt3LhRl112mWbPnq2FCxeqc+fOkqQ5c+boyiuv1MaNG3X99dd7fBwqFAAAAEA1V1RUpEWLFunkyZNKTEzUli1bdObMGSUlJTm3SUhIUMOGDbVhwwavXpsKBQAAAODGZhiyWWxUpeJ4cnNzXdaHhIQoJCSk1H2+/fZbJSYmKj8/XzVr1tTSpUt11VVXadu2bQoODlbt2rVdto+JiVFWVpZXcVGhAAAAAKqQuLg42e1255KWllbmts2bN9e2bduUkZGhhx9+WMnJydq5c2elxkOFAgAAAKhCDh48qIiICOfjsqoTkhQcHKxmzZpJktq0aaPNmzfrn//8p+655x4VFhbq+PHjLlWK7OxsxcbGehUPFQoAAADAXfHEdlZbJOcwsMVLeQmFO4fDoYKCArVp00ZBQUFas2aN87nMzEwdOHBAiYmJXl0qKhQAAABANTRy5Eh1795dDRs21IkTJ7Rw4UJ98sknWrlypex2ux588EENGzZMdevWVUREhB577DElJiZ6NcKTREIBAAAAVEtHjhzRX/7yFx0+fFh2u10tW7bUypUr1aVLF0nSq6++qoCAAPXr108FBQXq2rWrpk2b5vVxSCgAAAAAd4Ykh7+DcOPloFOzZ88u9/nQ0FBNnTpVU6dOrUBQ3EMBAAAAoAJIKAAAAACYRssTAAAA4MbKE9tZDQkF4AOOEP//B7915jB/hwAAAP4AaHkCAAAAYBoVCgAAAMCdIedEcpZhsXCKUaEAAAAAYBoJBQAAAADTaHkCAAAA3BmGBVueLBbPeVQoAAAAAJhGQgEAAADANFqeAAAAAHcOSTZ/B+HG4e8ASkeFAgAAAIBpJBQAAAAATKPlCQAAAHBjMwzZLDaqktXiKUaFAgAAAIBpJBQAAAAATKPlCQAAAHDHxHYeo0IBAAAAwDQSCgAAAACm0fIEAAAAuKPlyWNUKAAAAACYRkIBAAAAwDRangAAAAB3tDx5jAoFAAAAANNIKAAAAACYRssTAAAA4M4hyebvINw4/B1A6ahQAAAAADCNhAIAAACAabQ8AQAAAG5shiGbxUZVslo8xahQAAAAADCNhAIAAACAabQ8AQAAAO6Y2M5jVCgAAAAAmEZCAQAAAMA0Wp4AAAAAdw5DslmsxchhsXjOI6EAfOCHIcP9HQIAAMBFQcsTAAAAANOoUAAAAADuGOXJY1QoAAAAAJhGQgEAAADANFqeAAAAgBIs2PIkq8VzDhUKAAAAAKaRUAAAAAAwjZYnAAAAwB2jPHmMCgUAAAAA00goAAAAAJhGyxMAAADgzmHIcqMqOSwWz3lUKAAAAACYRkIBAAAAwDRangAAAAB3huPcYiVWi+c8KhQAAAAATPNpQrF161Z16dJFtWvXVmRkpAYNGqS8vDyP9//73/8um82myZMn+y5IAAAAAKb5LKE4dOiQkpKS1KxZM2VkZCg9PV07duxQSkqKR/svXbpUGzduVIMGDXwVIgAAAFC64ontrLZYkM/uoVixYoWCgoI0depUBQScy1tmzJihli1bau/evWrWrFmZ+/7888967LHHtHLlSvXo0cNXIQIAAACoIJ9VKAoKChQcHOxMJiQpLCxMkrR+/foy93M4HBowYIBGjBihFi1aeHSc3NxclwUAAADAxeGzhKJz587KysrSxIkTVVhYqGPHjik1NVWSdPjw4TL3Gz9+vGrUqKEhQ4Z4dJy0tDTZ7XbnEhcXVynxAwAA4A/MYVhzsSCvE4rU1FTZbLZyl127dqlFixaaN2+eXnnlFV1yySWKjY1VkyZNFBMT41K1+L0tW7bon//8p+bOnSubzeZRPCNHjlROTo5zOXjwoLenBAAAAMAkm2F4d3fHL7/8ol9//bXcbeLj4xUcHOx8nJ2drfDwcNlsNkVERGjRokW66667Suw3efJkDRs2zCXhKCoqUkBAgOLi4vTjjz9eML7c3FzZ7Xbl5OQoIiLC8xMDAADARWHl72vFsSVd+nfVCAjxdzguzjoKtPrnGZa7bl7flB0VFaWoqCiv9omJiZEkvfnmmwoNDVWXLl1K3W7AgAFKSkpyWde1a1cNGDBADzzwgLehAgAAAOZYcVQlq8Vznk9nyp4yZYo6dOigmjVratWqVRoxYoTGjRun2rVrO7dJSEhQWlqa+vbtq8jISEVGRrq8RlBQkGJjY9W8eXNfhgoAAADABJ8mFJs2bdLo0aOVl5enhIQEzZw5UwMGDHDZJjMzUzk5Ob4MAwAAAICP+DShmD9//gW3udAtHJ7cNwEAAABUKkPWazGyWDjFfDZsLAAAAIDqj4QCAAAAgGk+bXnyh+IWKmbMBgAAsKbi72lezl5wcTHKk8eqXUJx4sQJSWLGbAAAAIs7ceKE7Ha7v8NABVW7hKJBgwY6ePCgatWq5fFs29VBbm6u4uLidPDgQUtNdFIVcO0qhutXMVw/87h2FcP1M49rVzHF12/nzp1q0KCBv8NBJah2CUVAQIAuu+wyf4fhNxEREfxxM4lrVzFcv4rh+pnHtasYrp95XLuKufTSSxUQYOHbeR0OSQ5/R+HKYbF4zrPwuwgAAADA6kgoAAAAAJhW7Vqe/qhCQkI0evRohYSE+DuUKodrVzFcv4rh+pnHtasYrp95XLuKqTLXj1GePGYzLD1eFwAAAHDx5Obmym63KynqQdUICPZ3OC7OOgq1+pfZysnJsdT9O7Q8AQAAADCNlicAAADAHS1PHqNCAQAAAMA0EgoAAAAAppFQWNBnn32mXr16qUGDBrLZbFq2bJnL82PGjFFCQoLCw8NVp04dJSUlKSMj44KvO3XqVDVu3FihoaFq3769Nm3a5KMz8B9fXLsLvWZ14ovrl5aWpnbt2qlWrVqKjo5Wnz59lJmZ6cOz8B9fXL/p06erZcuWzgm0EhMT9dFHH/nwLPzDV3/3io0bN042m01Dhw6t3MAtwhfXb8yYMbLZbC5LQkKCD8/CP3z12fv555/15z//WZGRkQoLC9M111yjL7/80kdn4T++uH6NGzcu8dmz2WwaPHiwD8+kFA7DmosFkVBY0MmTJ9WqVStNnTq11OevuOIKTZkyRd9++63Wr1+vxo0b67bbbtMvv/xS5mu+++67GjZsmEaPHq2tW7eqVatW6tq1q44cOeKr0/ALX1y7C71mdeKL6/fpp59q8ODB2rhxo1atWqUzZ87otttu08mTJ311Gn7ji+t32WWXady4cdqyZYu+/PJLde7cWb1799aOHTt8dRp+4YtrV2zz5s2aOXOmWrZsWdlhW4avrl+LFi10+PBh57J+/XpfhO9Xvrh2x44dU8eOHRUUFKSPPvpIO3fu1CuvvKI6der46jT8xhfXb/PmzS6fu1WrVkmS7rrrLp+cAyqOYWMtzmazaenSperTp0+Z2xQPb7Z69WrdeuutpW7Tvn17tWvXTlOmTJEkORwOxcXF6bHHHlNqaqovQve7yrp23r5mdeGL6ydJv/zyi6Kjo/Xpp5/qxhtvrKRorcdX10+S6tatq4kTJ+rBBx+shEitpzKvXV5enq677jpNmzZNL7zwglq3bq3JkydXftAWUlnXb8yYMVq2bJm2bdvmm0AtqLKuXWpqqv7v//5Pn3/+uY8itSZf/d0bOnSoVqxYoT179shms1VStGVzDhtb9wFrDhv72xyGjUXlKiws1KxZs2S329WqVasyt9myZYuSkpKc6wICApSUlKQNGzZcrFAtx5Nrh7KZvX45OTmSzn0p/iMzc/2Kioq0aNEinTx5UomJiT6O0Lq8uXaDBw9Wjx49XP7+/dF5c/327NmjBg0aKD4+Xvfff78OHDhwkaK0Jk+v3fvvv6+2bdvqrrvuUnR0tK699lq98cYbFzFSazLzd6+wsFBvv/22Bg4ceFGSid8zDIclFyti2NgqasWKFbr33nt16tQp1a9fX6tWrVK9evVK3fbo0aMqKipSTEyMy/qYmBjt2rXrYoRrKd5cO5RUkevncDg0dOhQdezYUVdffbWPI7UmM9fv22+/VWJiovLz81WzZk0tXbpUV1111UWK2Dq8vXaLFi3S1q1btXnz5osYpXV5e/3at2+vuXPnqnnz5jp8+LCee+453XDDDdq+fbtq1ap1ESP3P2+v3Q8//KDp06dr2LBhevrpp7V582YNGTJEwcHBSk5OvoiRW0NF/t1YtmyZjh8/rpSUFN8GiQqhQlFF3XLLLdq2bZu++OILdevWTXfffXe1ux/CV7h2FVOR6zd48GBt375dixYt8nGU1mXm+jVv3lzbtm1TRkaGHn74YSUnJ2vnzp0XKWLr8ObaHTx4UP/4xz+0YMEChYaGXuRIrcnbz1737t111113qWXLluratav++9//6vjx4/r3v/99EaO2Bm+vncPh0HXXXaeXXnpJ1157rQYNGqS//vWvmjFjxkWM2joq8u/G7Nmz1b17dzVo0MDHUaIiSCiqqPDwcDVr1kzXX3+9Zs+erRo1amj27NmlbluvXj0FBgYqOzvbZX12drZiY2MvRriW4s21Q0lmr9+jjz6qFStWaN26dbrssssuQqTWZOb6BQcHq1mzZmrTpo3S0tLUqlUr/fOf/7xIEVuHN9duy5YtOnLkiK677jrVqFFDNWrU0KeffqrXXntNNWrUUFFR0UWO3v8q+revdu3auuKKK7R3714fRmlN3l67+vXrl6giXnnllX/YljGzn739+/dr9erVeuihhy5ClKUwLDCik/ti0VufSSiqCYfDoYKCglKfCw4OVps2bbRmzRqX7desWfOH7sMuVt61w4Vd6PoZhqFHH31US5cu1dq1a9WkSZOLGJ31mfn88Zk9p7zrcOutt+rbb7/Vtm3bnEvbtm11//33a9u2bQoMDLzI0VqPt5+jvLw8ff/996pfv74Po6oaLnTtOnbsWGJ47N27d6tRo0a+Dq1K8PSzN2fOHEVHR6tHjx4XISpUBPdQWFBeXp7LL0D79u3Ttm3bVLduXUVGRurFF1/U7bffrvr16+vo0aOaOnWqfv75Z5fh1G699Vb17dtXjz76qCRp2LBhSk5OVtu2bfWnP/1JkydP1smTJ/XAAw9c9PPzJV9cu/Jes2HDhhfv5C4CX1y/wYMHa+HChVq+fLlq1aqlrKwsSZLdbldYWNjFPUEf88X1GzlypLp3766GDRvqxIkTWrhwoT755BOtXLnyop+fL1X2tatVq1aJ+3TCw8MVGRlZLe/f8cVn74knnlCvXr3UqFEjHTp0SKNHj1ZgYKDuu+++i35+vuSLa/f444+rQ4cOeumll3T33Xdr06ZNmjVrlmbNmnXRz8/XfHH9pHNJx5w5c5ScnKwaNfi6anW8Qxb05Zdf6pZbbnE+HjZsmCQpOTlZM2bM0K5duzRv3jwdPXpUkZGRateunT7//HO1aNHCuc/333+vo0ePOh/fc889+uWXXzRq1ChlZWWpdevWSk9PL3GjdlXni2tX3mvOnTvXx2d0cfni+k2fPl2SdPPNN7sca86cOdXuJjtfXL8jR47oL3/5iw4fPiy73a6WLVtq5cqV6tKly8U7sYvAF9fuj8QX1++nn37Sfffdp19//VVRUVHq1KmTNm7cqKioqIt3YheBL65du3bttHTpUo0cOVJjx45VkyZNNHnyZN1///0X78QuEl/9t7t69WodOHBAAwcOvDgnUhrDkGSxFiMvWp7S0tK0ZMkS7dq1S2FhYerQoYPGjx+v5s2bO7fJz8/X8OHDtWjRIhUUFKhr166aNm2a198PmYcCAAAAOK94Hopb7QNUw2axeSiMQq3JecujeSi6deume++9V+3atdPZs2f19NNPa/v27dq5c6fCw8MlSQ8//LA+/PBDzZ07V3a7XY8++qgCAgL0f//3f17FRUIBAAAAnFddEgp37hPL5uTkKCoqSgsXLtSdd94pSdq1a5euvPJKbdiwQddff73Hr03LEwAAAODO4ZBsFptI7vzEdrm5uS6rQ0JCFBISUu6u7hPLbtmyRWfOnHGZ+DMhIUENGzb0OqFglCcAAACgComLi5PdbncuaWlp5W5f2sSyWVlZCg4OVu3atV22jYmJcQ6g4ikqFAAAAEAVcvDgQZeWpwtVJ4onll2/fr1P4iGhAAAAANxZeJSniIgIj++hKJ5Y9rPPPnOZWDY2NlaFhYU6fvy4S5XCzMTHtDwBAAAA1cyFJpZt06aNgoKCXCY+zszM1IEDB7ye+JgKBQAAAFDNXGhiWbvdrgcffFDDhg1T3bp1FRERoccee0yJiYle3ZAtkVAAAAAAJRgOhwyLjfJkGJ7H48nEsq+++qoCAgLUr18/l4ntvMU8FAAAAMB5xfNQdL7kXkvOQ7H21CJT81D4EvdQAAAAADCNlicAAADAnYVHebIaKhQAAAAATCOhAAAAAGAaLU8AAACAO4ch2SzWYkTLEwAAAIDqhoQCAAAAgGm0PAEAAADuDEOStSa2o+UJAAAAQLVDQgEAAADANFqeAAAAADeGw5BhsVGeDFqeAAAAAFQ3JBQAAAAATKPlCQAAAHBnOGS9UZ4sFs95VCgAAAAAmEZCAQAAAMA0Wp4AAAAAN4zy5DkqFAAAAABMI6EAAAAAYBotTwAAAIA7RnnyGBUKAAAAAKZRoQAAAADcnNUZyWL3QJ/VGX+HUCoSCgAAAOC84OBgxcbGan3Wf/0dSqliY2MVHBzs7zBc2Ayrjj8FAAAA+EF+fr4KCwv9HUapgoODFRoa6u8wXJBQAAAAADCNm7IBAAAAmEZCAQAAAMA0EgoAAAAAppFQAAAAADCNhAIAAACAaSQUAAAAAEwjoQAAAABg2v8P+jtoFXuy6AsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot join\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_aspect('equal')\n", "join.plot(ax=ax, column='ID', legend=True)\n", "plt.title('IHME Sanitation Data for Luanda, Angola')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "ufunc 'isnan' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32mc:\\Users\\jtrum\\world_bank\\notebooks\\ihme-data.ipynb Cell 17\u001b[0m line \u001b[0;36m4\n\u001b[0;32m 1\u001b[0m \u001b[39m# make a folium map of the data with a colorbar\u001b[39;00m\n\u001b[0;32m 2\u001b[0m m \u001b[39m=\u001b[39m folium\u001b[39m.\u001b[39mMap(location\u001b[39m=\u001b[39m[\u001b[39m-\u001b[39m\u001b[39m8.8383\u001b[39m, \u001b[39m13.2344\u001b[39m], zoom_start\u001b[39m=\u001b[39m\u001b[39m11\u001b[39m)\n\u001b[1;32m----> 4\u001b[0m folium\u001b[39m.\u001b[39;49mChoropleth(\n\u001b[0;32m 5\u001b[0m geo_data\u001b[39m=\u001b[39;49mjoin,\n\u001b[0;32m 6\u001b[0m name\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mchoropleth\u001b[39;49m\u001b[39m'\u001b[39;49m,\n\u001b[0;32m 7\u001b[0m data\u001b[39m=\u001b[39;49mjoin,\n\u001b[0;32m 8\u001b[0m columns\u001b[39m=\u001b[39;49m[\u001b[39m'\u001b[39;49m\u001b[39mID\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39mCOUNTRY\u001b[39;49m\u001b[39m'\u001b[39;49m],\n\u001b[0;32m 9\u001b[0m key_on\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mfeature.properties.ID\u001b[39;49m\u001b[39m'\u001b[39;49m,\n\u001b[0;32m 10\u001b[0m fill_color\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mYlGn\u001b[39;49m\u001b[39m'\u001b[39;49m,\n\u001b[0;32m 11\u001b[0m fill_opacity\u001b[39m=\u001b[39;49m\u001b[39m0.7\u001b[39;49m,\n\u001b[0;32m 12\u001b[0m line_opacity\u001b[39m=\u001b[39;49m\u001b[39m0.2\u001b[39;49m,\n\u001b[0;32m 13\u001b[0m legend_name\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mSanitation Data\u001b[39;49m\u001b[39m'\u001b[39;49m\n\u001b[0;32m 14\u001b[0m )\u001b[39m.\u001b[39madd_to(m)\n\u001b[0;32m 16\u001b[0m folium\u001b[39m.\u001b[39mLayerControl()\u001b[39m.\u001b[39madd_to(m)\n\u001b[0;32m 18\u001b[0m m\n", "File \u001b[1;32mc:\\Users\\jtrum\\miniconda3\\envs\\wash\\lib\\site-packages\\folium\\features.py:1487\u001b[0m, in \u001b[0;36mChoropleth.__init__\u001b[1;34m(self, geo_data, data, columns, key_on, bins, fill_color, nan_fill_color, fill_opacity, nan_fill_opacity, line_color, line_weight, line_opacity, name, legend_name, overlay, control, show, topojson, smooth_factor, highlight, use_jenks, **kwargs)\u001b[0m\n\u001b[0;32m 1485\u001b[0m \u001b[39mif\u001b[39;00m color_data \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m key_on \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 1486\u001b[0m real_values \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray(\u001b[39mlist\u001b[39m(color_data\u001b[39m.\u001b[39mvalues()))\n\u001b[1;32m-> 1487\u001b[0m real_values \u001b[39m=\u001b[39m real_values[\u001b[39m~\u001b[39mnp\u001b[39m.\u001b[39;49misnan(real_values)]\n\u001b[0;32m 1488\u001b[0m \u001b[39mif\u001b[39;00m use_jenks:\n\u001b[0;32m 1489\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mjenkspy\u001b[39;00m \u001b[39mimport\u001b[39;00m jenks_breaks\n", "\u001b[1;31mTypeError\u001b[0m: ufunc 'isnan' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''" ] } ], "source": [ "# make a folium map of the data with a colorbar\n", "m = folium.Map(location=[-8.8383, 13.2344], zoom_start=11)\n", "\n", "folium.Choropleth(\n", " geo_data=join,\n", " name='choropleth',\n", " data=join,\n", " columns=['ID', 'COUNTRY'],\n", " key_on='feature.properties.ID',\n", " fill_color='YlGn',\n", " fill_opacity=0.7,\n", " line_opacity=0.2,\n", " legend_name='Sanitation Data'\n", ").add_to(m)\n", "\n", "folium.LayerControl().add_to(m)\n", "\n", "m" ] } ], "metadata": { "kernelspec": { "display_name": "wash", "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": "3.8.18" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }