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@benbovy
Created June 24, 2020 14:58
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Nearest neighbor lookup with lat/lon coordinates using sklearn's BallTree
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"from sklearn.neighbors import BallTree"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"lat = np.random.uniform(-90, 90, size=1_000_000)\n",
"lon = np.random.uniform(-180, 180, size=1_000_000)\n",
"\n",
"field = lat + lon"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def convert_stack_latlon(lat, lon):\n",
" return np.deg2rad(np.stack([lat, lon]).T)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"btree = BallTree(\n",
" convert_stack_latlon(lat, lon),\n",
" metric='haversine'\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sel_lat = np.random.uniform(-90, 90, size=500)\n",
"sel_lon = np.random.uniform(-180, 180, size=500)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"idx = btree.query(\n",
" convert_stack_latlon(sel_lat, sel_lon),\n",
" return_distance=False\n",
")\n",
"\n",
"sel_field = field[idx.ravel()]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(sel_lon, sel_lat, c=sel_field);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.71 s ± 46 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit\n",
"\n",
"btree = BallTree(\n",
" convert_stack_latlon(lat, lon),\n",
" metric='haversine'\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"btree.data.nbytes / 1e6"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"221 ms ± 15.7 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"\n",
"idx = btree.query(\n",
" convert_stack_latlon(sel_lat, sel_lon),\n",
" return_distance=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:esm-vfc]",
"language": "python",
"name": "conda-env-esm-vfc-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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