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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import mplleaflet"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"final_df2 = gpd.read_file(\"india_district.geojson\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5a5b897278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# GeoPandas' plot function can take a column and colour-code by this column\n",
"ax = final_df2.plot(column='NAME_1', colormap='Accent')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (venv_geopandas)",
"language": "python",
"name": "geopandas_venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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