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@tiwo
Created July 6, 2020 02:21
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"Zooming" into a GeoPandas map plot
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import geopandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# \"Zooming\" into a GeoPandas map plot"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['naturalearth_lowres', 'naturalearth_cities', 'nybb']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geopandas.datasets.available"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"world = geopandas.read_file(geopandas.datasets.get_path(\"naturalearth_lowres\"))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"selection = (world.name.isin((\"Kazakhstan\", \"Mongolia\",\"Japan\")))\n",
"world[\"color\"] = selection.apply(lambda x: \"#a80\" if x else \"#cd7\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2200e411d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"world.plot(color=world.color)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(46.46644575377627, 145.5431372418027, 31.029579169228246, 55.38525014914353)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lonmin, latmin, lonmax, latmax = world[selection].total_bounds\n",
"ax = world.plot(color=world.color, figsize=(4,4))\n",
"ax.axis(\"equal\")\n",
"ax.axis([lonmin, lonmax, latmin, latmax])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(36.55877660497363, 155.45080639060535, 28.59401207123672, 57.82081724713506)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lonmin, latmin, lonmax, latmax = world[selection].total_bounds\n",
"lonpad, latpad = .1 * (lonmax - lonmin), .1 * (latmax - latmin)\n",
"ax = world.plot(color=world.color, figsize=(4,4))\n",
"ax.axis(\"scaled\")\n",
"ax.axis([lonmin-lonpad, lonmax+lonpad, latmin-latpad, latmax+latpad])"
]
}
],
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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