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@k-nut
Created February 10, 2019 08:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"from collections import Counter\n",
"from multiprocessing import Pool\n",
"\n",
"from shapely.geometry import Point, Polygon\n",
"import geopandas\n",
"import geoplot "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"path = geopandas.datasets.get_path('naturalearth_lowres')\n",
"df = geopandas.read_file(path)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot = geoplot.polyplot(df, figsize=(16,8))"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"def antipode(p):\n",
" y = -1 * p.y\n",
" x = p.x - 180 if p.x > 0 else p.x + 180\n",
" return Point(x, y)\n",
"\n",
"def df_contains(df, point):\n",
" for index, row in df.iterrows():\n",
" if point.within(row.geometry):\n",
" return True\n",
" return False\n",
"\n",
"def generate_points():\n",
" for x in range(0, 1805, 5):\n",
" for y in range(-900, 905,5):\n",
" yield Point(x/10, y/10)\n",
" \n",
"def check_point(point):\n",
" if df_contains(df, point):\n",
" if df_contains(df, antipode(point)):\n",
" return True\n",
" return False\n",
"\n",
"def workon(point):\n",
" if point.x % 10 == 0 and point.y == 0:\n",
" print(point)\n",
" return check_point(point)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"POINT (0 0)\n",
"POINT (40 0)\n",
"POINT (30 0)\n",
"POINT (20 0)\n",
"POINT (10 0)\n",
"POINT (80 0)\n",
"POINT (70 0)\n",
"POINT (60 0)\n",
"POINT (50 0)\n",
"POINT (90 0)\n",
"POINT (130 0)\n",
"POINT (120 0)\n",
"POINT (110 0)\n",
"POINT (100 0)\n",
"POINT (170 0)\n",
"POINT (160 0)\n",
"POINT (150 0)\n",
"POINT (140 0)\n",
"POINT (180 0)\n"
]
}
],
"source": [
"p = Pool(4)\n",
"result = p.map(workon, generate_points())"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.054703386253942186"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c = Counter(result)\n",
"c[True] / (c[False]+c[True])"
]
}
],
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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