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@ljwolf
Last active April 4, 2018 18:52
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import libpysal as lp\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from libpysal.weights import user as u"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"baltim = gpd.read_file(lp.examples.get_path('baltim.shp'))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>STATION</th>\n",
" <th>PRICE</th>\n",
" <th>NROOM</th>\n",
" <th>DWELL</th>\n",
" <th>NBATH</th>\n",
" <th>PATIO</th>\n",
" <th>FIREPL</th>\n",
" <th>AC</th>\n",
" <th>BMENT</th>\n",
" <th>NSTOR</th>\n",
" <th>GAR</th>\n",
" <th>AGE</th>\n",
" <th>CITCOU</th>\n",
" <th>LOTSZ</th>\n",
" <th>SQFT</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>47.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>148.0</td>\n",
" <td>0.0</td>\n",
" <td>5.70</td>\n",
" <td>11.25</td>\n",
" <td>907.0</td>\n",
" <td>534.0</td>\n",
" <td>POINT (907 534)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>113.0</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>2.5</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>9.0</td>\n",
" <td>1.0</td>\n",
" <td>279.51</td>\n",
" <td>28.92</td>\n",
" <td>922.0</td>\n",
" <td>574.0</td>\n",
" <td>POINT (922 574)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>165.0</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>2.5</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>23.0</td>\n",
" <td>1.0</td>\n",
" <td>70.64</td>\n",
" <td>30.62</td>\n",
" <td>920.0</td>\n",
" <td>581.0</td>\n",
" <td>POINT (920 581)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>104.3</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>2.5</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" <td>174.63</td>\n",
" <td>26.12</td>\n",
" <td>923.0</td>\n",
" <td>578.0</td>\n",
" <td>POINT (923 578)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>62.5</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>1.5</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>19.0</td>\n",
" <td>1.0</td>\n",
" <td>107.80</td>\n",
" <td>22.04</td>\n",
" <td>918.0</td>\n",
" <td>574.0</td>\n",
" <td>POINT (918 574)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" STATION PRICE NROOM DWELL NBATH PATIO FIREPL AC BMENT NSTOR GAR \\\n",
"0 1 47.0 4.0 0.0 1.0 0.0 0.0 0.0 2.0 3.0 0.0 \n",
"1 2 113.0 7.0 1.0 2.5 1.0 1.0 1.0 2.0 2.0 2.0 \n",
"2 3 165.0 7.0 1.0 2.5 1.0 1.0 0.0 3.0 2.0 2.0 \n",
"3 4 104.3 7.0 1.0 2.5 1.0 1.0 1.0 2.0 2.0 2.0 \n",
"4 5 62.5 7.0 1.0 1.5 1.0 1.0 0.0 2.0 2.0 0.0 \n",
"\n",
" AGE CITCOU LOTSZ SQFT X Y geometry \n",
"0 148.0 0.0 5.70 11.25 907.0 534.0 POINT (907 534) \n",
"1 9.0 1.0 279.51 28.92 922.0 574.0 POINT (922 574) \n",
"2 23.0 1.0 70.64 30.62 920.0 581.0 POINT (920 581) \n",
"3 5.0 1.0 174.63 26.12 923.0 578.0 POINT (923 578) \n",
"4 19.0 1.0 107.80 22.04 918.0 574.0 POINT (918 574) "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baltim.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"coords = np.vstack(baltim.geometry.apply(lambda p : np.hstack(p.xy)).values)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"W = u.voronoiW(coords)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"def plot_weights(gdf, W, indexed_on='', ax=None, color='k'):\n",
" if ax is None:\n",
" f = plt.figure(figsize=(1.6*8, 8))\n",
" ax = plt.gca()\n",
" else:\n",
" f = plt.gcf()\n",
" gdf.plot(linewidth=.1, color='white', ax=ax)\n",
" for idx, neighbors in W:\n",
" if idx in W.islands:\n",
" continue\n",
" if indexed_on != '':\n",
" neighbors = gdf[gdf[indexed_on].isin(neighbors)].index.tolist()\n",
" idx = gdf[gdf[indexed_on] == idx].index.tolist()[0]\n",
" centroids = gdf.loc[neighbors].geometry.apply(lambda pgon: (pgon.centroid.x, pgon.centroid.y))\n",
" centroids = np.vstack(centroids.values)\n",
" focal = np.hstack(gdf.loc[idx].geometry.centroid.xy)\n",
" for neighbor in centroids:\n",
" ax.plot(*zip(focal, neighbor), color=color, linewidth=.5)\n",
" ax.set_xticks([])\n",
" ax.set_yticks([])\n",
" return f,ax"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"regions, vertices = lp.cg.voronoi(coords)\n",
"from libpysal.cg.voronoi import as_dataframes\n",
"vorframe, points = as_dataframes(regions, vertices,coords)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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Ac+bEu56zZKE2grMzDea8eY0+Z0QED2lokStXjhHZ5IwhhYLOtpkzGf3LCCK4GWmDM2c4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hZiiXkGgqVcHhTB+06l0aaOyrtTEoV65Y5StDQkLg5uaWZzMRUmxXuI8ffH3ZTUByfPnf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\ncOKpxv8DS3dGiJxl8l0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1558e4f850>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = plt.figure(figsize=(10,6))\n",
"ax = plt.gca()\n",
"vorframe.plot(edgecolor='b', facecolor='w', alpha=.5, ax=ax)\n",
"plot_weights(baltim, W, color='r', ax=ax)\n",
"baltim.plot(ax=ax, color='k', marker='.')\n",
"ax.axis(baltim.total_bounds[np.asarray([0,2,1,3])])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2 (Develop)",
"language": "python",
"name": "py2dev"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@jGaboardi
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@ljwolf this is excellent

@ljwolf
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ljwolf commented Apr 4, 2018

Thanks; this is another one of those functions like annoscatter that I think should have a permanent home somewhere, but don't know where/how.

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