Cleaned up province segmentation
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H.T. Kruitbosch committed
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Segment provinces\n",
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"\n",
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"\n",
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"Create wijk and gemeente level segmentations for all Dutch provinces and save as geojson and Gabmap KML.\n",
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"\n",
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"All is based on CBS data.\n",
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"\n",
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"For Friesland, several wijken are merged.\n",
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"\n",
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"Note: only applied to Groningen and Friesland, because other provinces give gemetry errors."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%load_ext autoreload\n",
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"\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"sys.path.append('../')\n",
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"\n",
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"from stimmen.latitude_longitude import reverse_latitude_longitude\n",
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"from stimmen.shapefile import shapefiles_to_geojson\n",
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"from stimmen.cbs import gwb_in_province, get_available_provinces\n",
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"from stimmen.geojson import merge_features\n",
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"from gabmap import as_gabmap_kml\n",
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"\n",
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"from shapely.geometry import shape, box, mapping\n",
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"\n",
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"import json\n",
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"import folium\n",
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"import pickle\n",
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"\n",
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"from collections import defaultdict"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [],
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"source": [
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"for province in ['Groningen', 'Friesland']:\n",
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" wijken_geojson = gwb_in_province(province, 'wijk', 2018)\n",
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" gemeente_geojson = gwb_in_province(province, 'gem', 2018)\n",
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"\n",
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" if province == 'Friesland':\n",
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" for gemeente in {'Ameland', 'Harlingen', 'Schiermonnikoog', 'Terschelling', 'Vlieland'}:\n",
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" merged_geojson = merge_features(\n",
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" wijken_geojson.copy(),\n",
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" condition=lambda feature: feature['properties']['GM_NAAM'] == gemeente,\n",
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" aggregate={'WK_NAAM': ' '.join}\n",
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" )\n",
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"\n",
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" merge_leeuwarden_only_above_latitude = 53.167\n",
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" wijken_geojson = merge_features(\n",
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" wijken_geojson,\n",
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" condition=lambda feature: (\n",
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" feature['properties']['GM_NAAM'] == 'Leeuwarden' and\n",
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" shape(feature['geometry']).centroid.y > merge_leeuwarden_only_above_latitude\n",
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" ),\n",
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" aggregate={'WK_NAAM': ' '.join}\n",
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" )\n",
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" \n",
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" #Some gemeentes appear twice in the cbs data.\n",
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" for gemeente in [feature['properties']['GM_NAAM'] for feature in gemeente_geojson['features']]:\n",
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" gemeente_geojson = merge_features(\n",
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" gemeente_geojson, condition=lambda feature: feature['properties']['GM_NAAM'] == gemeente)\n",
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" \n",
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" for feature in wijken_geojson['features']:\n",
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" feature['properties']['gemeente_en_wijk_naam'] = (\n",
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" feature['properties']['GM_NAAM'] +\n",
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" ', ' +\n",
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" feature['properties'].get('WK_NAAM', '')\n",
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" ).replace('&', 'en').replace('/', ' ').replace('\"', ' ').replace(\"'\", ' ')\n",
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" \n",
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" for feature in gemeente_geojson['features']:\n",
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" feature['properties']['gemeente_naam'] = (\n",
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" feature['properties']['GM_NAAM']\n",
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" ).replace('&', 'en').replace('/', ' ').replace('\"', ' ').replace(\"'\", ' ')\n",
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" \n",
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" with open('../data/{}_wijken.geojson'.format(province), 'w') as f:\n",
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" json.dump(wijken_geojson, f)\n",
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" with open('../data/{}_gemeentes.geojson'.format(province), 'w') as f:\n",
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" json.dump(gemeente_geojson, f)\n",
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" \n",
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" with open('../data/{}_wijken.kml'.format(province), 'w') as f:\n",
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" f.write(as_gabmap_kml(wijken_geojson, name_property='gemeente_en_wijk_naam'))\n",
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" with open('../data/{}_gemeentes.kml'.format(province), 'w') as f:\n",
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" f.write(as_gabmap_kml(gemeente_geojson, name_property='gemeente_naam'))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.6.5"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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@@ -0,0 +1,115 @@
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%load_ext autoreload\n",
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"\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"sys.path.append('../')\n",
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"import json\n",
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"\n",
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"from stimmen.latitude_longitude import reverse_latitude_longitude\n",
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"import folium\n",
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"\n",
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"from stimmen.cbs import get_available_provinces, province_geojson\n",
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"from shapely.geometry import shape\n",
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"\n",
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"import folium\n",
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"from IPython.display import display"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Groningen\n"
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]
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},
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{
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"data": {
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"text/html": [
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],
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"text/plain": [
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"ename": "FileNotFoundError",
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"evalue": "[Errno 2] No such file or directory: '../data/Friesland_gemeentes.geojson'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
|
||||
"\u001b[0;32m<ipython-input-5-4015368e13b0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfolium\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcenter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcenter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtiles\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'stamentoner'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mzoom_start\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m9\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../data/{}_gemeentes.geojson'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprovince\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mgemeentes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../data/{}_wijken.geojson'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprovince\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../data/Friesland_gemeentes.geojson'"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for province in ['Groningen', 'Friesland', 'Zeeland']:\n",
|
||||
" center = shape(province_geojson(province, with_water=True)['geometry']).centroid\n",
|
||||
"\n",
|
||||
" m = folium.Map((center.y, center.x), tiles='stamentoner', zoom_start=9)\n",
|
||||
" \n",
|
||||
" with open('../data/{}_gemeentes.geojson'.format(province), 'r') as f:\n",
|
||||
" gemeentes = json.load(f)\n",
|
||||
" with open('../data/{}_wijken.geojson'.format(province), 'r') as f:\n",
|
||||
" wijken = json.load(f)\n",
|
||||
" \n",
|
||||
" for feature in wijken['features']:\n",
|
||||
" coordinates = reverse_latitude_longitude(feature['geometry']['coordinates'])\n",
|
||||
" polygon = folium.Polygon(coordinates, fill_color=None, color='blue').add_to(m)\n",
|
||||
" \n",
|
||||
" for feature in gemeentes['features']:\n",
|
||||
" coordinates = reverse_latitude_longitude(feature['geometry']['coordinates'])\n",
|
||||
" polygon = folium.Polygon(coordinates, fill_color=None, color='red').add_to(m)\n",
|
||||
" \n",
|
||||
" print(province)\n",
|
||||
" display(m)"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.6.5"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
Reference in new issue
Block a user