Created
July 29, 2020 20:30
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import h3\n", | |
"\n", | |
"from math import sin, cos, asin, sqrt, tan, atan, pi\n", | |
"\n", | |
"def haversine(th1, ph1, th2, ph2):\n", | |
" \"\"\" Haversine between geo points.\n", | |
" \n", | |
" Input/output: both in radians.\n", | |
" \"\"\"\n", | |
" ph1 -= ph2\n", | |
"\n", | |
" dz = sin(th1) - sin(th2)\n", | |
" dx = cos(ph1) * cos(th1) - cos(th2)\n", | |
" dy = sin(ph1) * cos(th1)\n", | |
"\n", | |
" return asin(sqrt(dx*dx + dy*dy + dz*dz) / 2)*2\n", | |
"\n", | |
"\n", | |
"def haversine_geo(g1, g2):\n", | |
" \"\"\" Haversine distance between two lat/lng points.\n", | |
" \n", | |
" input: degrees\n", | |
" output: radians\n", | |
" \"\"\"\n", | |
" th1, ph1 = g1\n", | |
" th2, ph2 = g2\n", | |
" \n", | |
" c = pi/180\n", | |
" th1 *= c\n", | |
" th2 *= c\n", | |
" ph1 *= c\n", | |
" ph2 *= c\n", | |
" \n", | |
" return haversine(th1, ph1, th2, ph2)\n", | |
" \n", | |
" \n", | |
"def area_triangle(g1, g2, g3):\n", | |
" \"\"\" Surface area of a spherical triangle given by three lat/lng points\n", | |
" \n", | |
" input: degrees\n", | |
" ouput: km^2\n", | |
" \"\"\"\n", | |
" \n", | |
" a = haversine_geo(g1, g2)\n", | |
" b = haversine_geo(g2, g3)\n", | |
" c = haversine_geo(g3, g1)\n", | |
" \n", | |
" s = (a + b + c)/2\n", | |
" \n", | |
" T = sqrt(\n", | |
" tan(s/2)\n", | |
" * tan((s-a)/2)\n", | |
" * tan((s-b)/2)\n", | |
" * tan((s-c)/2)\n", | |
" )\n", | |
" \n", | |
" E = 4*atan(T)\n", | |
" \n", | |
" R = 6371.0088\n", | |
" A = (E*R)*R\n", | |
" \n", | |
" return A\n", | |
"\n", | |
"\n", | |
"def cycle_pairs(it):\n", | |
" it = list(it)\n", | |
" it = it + [it[0]]\n", | |
" \n", | |
" return list(zip(it[:-1], it[1:]))\n", | |
"\n", | |
"def cell_to_triangles(h):\n", | |
" c = h3.h3_to_geo(h)\n", | |
" boundary = h3.h3_to_geo_boundary(h)\n", | |
" \n", | |
" pairs = cycle_pairs(boundary)\n", | |
" triples = [p + (c,)for p in pairs]\n", | |
" \n", | |
" return triples\n", | |
"\n", | |
"def cell_area(h):\n", | |
" triples = cell_to_triangles(h)\n", | |
"\n", | |
" return sum(area_triangle(*t) for t in triples)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"4357451.630819805" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# Average area of res 0 *hexagons*\n", | |
"import numpy as np\n", | |
"\n", | |
"cells = h3.get_res0_indexes()\n", | |
"hexes = {\n", | |
" c\n", | |
" for c in cells\n", | |
" if not h3.h3_is_pentagon(c)\n", | |
"}\n", | |
"\n", | |
"np.mean([cell_area(h) for h in hexes])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"4250546.848" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# Reported average area of res 0 *hexagons* (why the mismatch?)\n", | |
"\n", | |
"h3.hex_area(0)" | |
] | |
}, | |
{ | |
"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": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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