Skip to content

Instantly share code, notes, and snippets.

@kstrempel
Created June 24, 2018 15:53
Show Gist options
  • Save kstrempel/71bfea54f4e79544f38d909df224e2ff to your computer and use it in GitHub Desktop.
Save kstrempel/71bfea54f4e79544f38d909df224e2ff to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"import shapely as sp\n",
"import geopandas as gp"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"class MyGeometry:\n",
" def __init__(self, geometry):\n",
" self.geometry = geometry\n",
" def __lt__(self, other):\n",
" return other.geometry.within(self.geometry)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def show_list(geo_list):\n",
" for geo in geo_list:\n",
" gs = gp.GeoSeries()\n",
" gs['entry'] = geo.geometry\n",
" gs.plot(cmap='OrRd')"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"circle1 = MyGeometry(sp.geometry.Point(1,1).buffer(3))\n",
"circle2 = MyGeometry(sp.geometry.Point(1,1).buffer(4))\n",
"circle3 = MyGeometry(sp.geometry.Point(1,1).buffer(1))\n",
"circle4 = MyGeometry(sp.geometry.Point(1,1).buffer(2))\n",
"\n",
"geo_list = (circle1,circle2,circle3,circle4)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_list(geo_list)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"geo_sorted = sorted((circle1,circle2,circle3,circle4))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_list(geo_sorted)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"result = []\n",
"for i in range(len(geo_sorted)-1):\n",
" result.append(MyGeometry(geo_sorted[i].geometry.difference(geo_sorted[i+1].geometry)))\n",
"result.append(geo_sorted[-1]) "
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_list(result)"
]
},
{
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment