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@sfsheath
Created April 17, 2019 21:57
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import descartes\n",
"import geopandas as gpd\n",
"from geopandas.tools import sjoin\n",
"import pandas as pd\n",
"from shapely.geometry import Point, Polygon\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'init': 'epsg:4326'}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"world_ll = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
"\n",
"world_ll.crs"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/usr/local/lib/python3.7/site-packages/geopandas/datasets/naturalearth_lowres/naturalearth_lowres.shp'"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gpd.datasets.get_path('naturalearth_lowres')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Reproject into Robinson\n",
"\n",
"proj = {\"init\":\"ESRI:54030\"}\n",
"\n",
"world_projected = world_ll.to_crs(proj)"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# The bounds here assume the projection is ESRI:54030\n",
"left = -3000000\n",
"right = 4000000\n",
"top = 6500000\n",
"bottom = 3000000\n",
"\n",
"map_bounds_robinson = gpd.GeoDataFrame({'geometry':gpd.GeoSeries(Polygon([(left,bottom),\n",
" (right,bottom),\n",
" (right,top),\n",
" (left,top)])), 'id':'bounds'})\n",
"\n",
"map_bounds_robinson.crs = proj"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12163bd68>"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_projected = gpd.overlay(world_projected,\n",
" map_bounds_robinson, how = \"intersection\")\n",
"\n",
"map_projected.plot(color = 'gray', alpha = .5)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"roads_ll = gpd.read_file(\"shapefiles/ba_roads.shp\")\n",
"\n",
"major_roads_projected = roads_ll.query('Major_or_M == \"1\"').to_crs(proj)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x122796cc0>"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = major_roads_projected.plot(color = 'red', linewidth = .3, alpha = .8, figsize = (10,10))\n",
"\n",
"map_projected.plot(ax = ax, color = 'gray', alpha = .5)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"roads_by_country = sjoin(major_roads_projected, map_projected, how = \"left\")"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x122421240>"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roads_by_country.query(\"name in ['Spain', 'Portugal']\").plot()"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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