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@martinfleis
Created September 14, 2023 10:04
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2-dimensional KDE with sklearn
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2-dimensional KDE with sklearn"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.neighbors import KernelDensity"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read file with points"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"df = gpd.read_file('/Users/martin/Downloads/Portugal_data.gpkg') "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Specify KDE estimator."
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"kde = KernelDensity(bandwidth=15000, kernel=\"linear\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fit coordinates."
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KernelDensity(bandwidth=15000, kernel=&#x27;linear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KernelDensity</label><div class=\"sk-toggleable__content\"><pre>KernelDensity(bandwidth=15000, kernel=&#x27;linear&#x27;)</pre></div></div></div></div></div>"
],
"text/plain": [
"KernelDensity(bandwidth=15000, kernel='linear')"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kde.fit(df.get_coordinates().values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a mesh to predict on."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [],
"source": [
"bds = df.total_bounds\n",
"x_mesh, y_mesh = np.meshgrid(\n",
" np.arange(bds[0]-20000, bds[2]+20000, 2000),\n",
" np.arange(bds[1]-20000, bds[3]+20000, 2000),\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get KDE values on the grid."
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [],
"source": [
"pred = kde.score_samples(np.vstack([x_mesh.flatten(), y_mesh.flatten()]).T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get levels for contours."
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"levels = np.linspace(-30, pred.max(), 7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x15f55a620>"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1500x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df.plot(zorder=2, markersize=.01, figsize=(15, 15), color='k')\n",
"plt.contourf(x_mesh, y_mesh, pred.reshape(x_mesh.shape), levels=levels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "stable",
"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": "3.10.11"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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