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@apoorvalal
Created March 22, 2018 15:23
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notebook from geopandas examples repo with additional code to label polygons"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-15T21:09:36.236298Z",
"start_time": "2017-12-15T21:09:34.256318Z"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from shapely.geometry import Point\n",
"from geopandas import datasets, GeoDataFrame, read_file\n",
"from geopandas.tools import overlay"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-15T21:09:36.236298Z",
"start_time": "2017-12-15T21:09:34.256318Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'zip:///home/alal/anaconda3/envs/gds/lib/python3.5/site-packages/geopandas/datasets/nybb_16a.zip'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# NYC Boros\n",
"zippath = datasets.get_path('nybb')\n",
"zippath"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-15T21:09:36.236298Z",
"start_time": "2017-12-15T21:09:34.256318Z"
}
},
"outputs": [],
"source": [
"polydf = read_file(zippath)\n",
"\n",
"# Generate some circles\n",
"b = [int(x) for x in polydf.total_bounds]\n",
"N = 10\n",
"polydf2 = GeoDataFrame([\n",
" {'geometry': Point(x, y).buffer(10000), 'value1': x + y, 'value2': x - y}\n",
" for x, y in zip(range(b[0], b[2], int((b[2] - b[0]) / N)),\n",
" range(b[1], b[3], int((b[3] - b[1]) / N)))])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first dataframe contains multipolygons of the NYC boros"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-15T21:09:36.526295Z",
"start_time": "2017-12-15T21:09:36.236298Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1090544518>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1090541128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"polydf.plot(edgecolor='k')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>BoroCode</th>\n",
" <th>BoroName</th>\n",
" <th>Shape_Leng</th>\n",
" <th>Shape_Area</th>\n",
" <th>geometry</th>\n",
" <th>coords</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>Staten Island</td>\n",
" <td>330470.010332</td>\n",
" <td>1.623820e+09</td>\n",
" <td>(POLYGON ((970217.0223999023 145643.3322143555...</td>\n",
" <td>(943802.6851148934, 147890.05410766602)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4</td>\n",
" <td>Queens</td>\n",
" <td>896344.047763</td>\n",
" <td>3.045213e+09</td>\n",
" <td>(POLYGON ((1029606.076599121 156073.8142089844...</td>\n",
" <td>(1033983.965822806, 196127.3905029297)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>Brooklyn</td>\n",
" <td>741080.523166</td>\n",
" <td>1.937479e+09</td>\n",
" <td>(POLYGON ((1021176.479003906 151374.7969970703...</td>\n",
" <td>(998506.9400731353, 177674.6976928711)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>Manhattan</td>\n",
" <td>359299.096471</td>\n",
" <td>6.364715e+08</td>\n",
" <td>(POLYGON ((981219.0557861328 188655.3157958984...</td>\n",
" <td>(995258.5039826182, 226631.0523071289)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>Bronx</td>\n",
" <td>464392.991824</td>\n",
" <td>1.186925e+09</td>\n",
" <td>(POLYGON ((1012821.805786133 229228.2645874023...</td>\n",
" <td>(1021230.8252189507, 251186.33629250404)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BoroCode BoroName Shape_Leng Shape_Area \\\n",
"0 5 Staten Island 330470.010332 1.623820e+09 \n",
"1 4 Queens 896344.047763 3.045213e+09 \n",
"2 3 Brooklyn 741080.523166 1.937479e+09 \n",
"3 1 Manhattan 359299.096471 6.364715e+08 \n",
"4 2 Bronx 464392.991824 1.186925e+09 \n",
"\n",
" geometry \\\n",
"0 (POLYGON ((970217.0223999023 145643.3322143555... \n",
"1 (POLYGON ((1029606.076599121 156073.8142089844... \n",
"2 (POLYGON ((1021176.479003906 151374.7969970703... \n",
"3 (POLYGON ((981219.0557861328 188655.3157958984... \n",
"4 (POLYGON ((1012821.805786133 229228.2645874023... \n",
"\n",
" coords \n",
"0 (943802.6851148934, 147890.05410766602) \n",
"1 (1033983.965822806, 196127.3905029297) \n",
"2 (998506.9400731353, 177674.6976928711) \n",
"3 (995258.5039826182, 226631.0523071289) \n",
"4 (1021230.8252189507, 251186.33629250404) "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polydf['coords'] = polydf['geometry'].apply(lambda x: x.representative_point().coords[:])\n",
"polydf['coords'] = [coords[0] for coords in polydf['coords']]\n",
"\n",
"polydf.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-15T21:09:36.526295Z",
"start_time": "2017-12-15T21:09:36.236298Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(905464.7390380859, 1075092.8783935546, 112485.76063504723, 280480.4142594267)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f109052b518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f , ax = plt.subplots(1, dpi=250)\n",
"polydf.plot(cmap='viridis',edgecolor='k',ax=ax)\n",
"for idx, row in polydf.iterrows():\n",
" plt.annotate(s=row['BoroName'], xy=row['coords'],\n",
" horizontalalignment='center')\n",
"plt.axis('off')"
]
},
{
"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": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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