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@kuanb
Created April 19, 2018 02:21
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Quick sketch of how to convert the synthetic GTFS output from blog scripts to shapefiles (& related)
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>shape_id</th>\n",
" <th>shape_pt_lat</th>\n",
" <th>shape_pt_lon</th>\n",
" <th>shape_pt_sequence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12488842_shp</td>\n",
" <td>4.633477</td>\n",
" <td>-74.208912</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12488842_shp</td>\n",
" <td>4.633477</td>\n",
" <td>-74.208912</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12488842_shp</td>\n",
" <td>4.634196</td>\n",
" <td>-74.207808</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12488842_shp</td>\n",
" <td>4.634196</td>\n",
" <td>-74.207808</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>12488842_shp</td>\n",
" <td>4.633160</td>\n",
" <td>-74.201858</td>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" shape_id shape_pt_lat shape_pt_lon shape_pt_sequence\n",
"0 12488842_shp 4.633477 -74.208912 1\n",
"1 12488842_shp 4.633477 -74.208912 2\n",
"2 12488842_shp 4.634196 -74.207808 3\n",
"3 12488842_shp 4.634196 -74.207808 4\n",
"4 12488842_shp 4.633160 -74.201858 5"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"\n",
"df = pd.read_csv('bogota_shapes.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import Point, LineString\n",
"\n",
"def convert_to_shape(sub):\n",
" sub = sub.sort_values(by=['shape_pt_sequence'])\n",
" clean_ps = []\n",
" for lat, lon in zip(sub.shape_pt_lat, sub.shape_pt_lon):\n",
" p = Point(lon, lat)\n",
" clean_ps.append(p)\n",
" \n",
" return LineString(clean_ps)\n",
"\n",
"route_lines = df.groupby('shape_id').apply(convert_to_shape)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f718cbe2eb8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Pa71XGNlN8Zgw4wy0D6D6gydhJEQfLa19m61d2/l+0YUUxRcYXU7UKmtci8r4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tvESGso4WDqWySpd9PI6XXqO/Tng7rPMqfJq1gKCk46ncLJXo02ooB3pz9Ftz6mD+3WhJSSaM4U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jNol4Frnha6PlaFIsIeoAxjfqSBuXMBytSpdegBJRjDYtJDH3W5xUXVErg2r0/kCJkO7N3MSG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\nTkSuQmCC\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gs = gpd.GeoSeries(route_lines)\n",
"\n",
"%matplotlib inline\n",
"gs.plot(figsize=(12,12), cmap='viridis')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"gs.to_file('bogota_routes/')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"gs.to_file('bogota_routes_geojson', driver='GeoJSON')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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