Created
October 3, 2020 20:39
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%reload_ext autoreload\n", | |
| "%autoreload 2\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 287, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import geopandas as gpd\n", | |
| "import numpy as np\n", | |
| "import matplotlib as mpl\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib.gridspec as gridspec\n", | |
| "import matplotlib.cm as cm\n", | |
| "import pyproj\n", | |
| "from shapely.geometry import Point \n", | |
| "from shapely.ops import cascaded_union\n", | |
| "from geovoronoi.plotting import subplot_for_map, plot_voronoi_polys_with_points_in_area\n", | |
| "from geovoronoi import voronoi_regions_from_coords, points_to_coords\n", | |
| "import fiona\n", | |
| "import rasterio\n", | |
| "import rasterio.mask\n", | |
| "import gdal\n", | |
| "from matplotlib.path import Path" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "slo = gpd.read_file(\"data/sr_UTM.shp\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 164, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "69\n", | |
| "67\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "f = open(\"asd.kml\")\n", | |
| "zds = []\n", | |
| "import re\n", | |
| "for j in re.findall(\"<coordinates>(?P<coord>.*?)</coordinates>\", f.read()):\n", | |
| " x, y, _ = str(j).split(\",\")\n", | |
| " \n", | |
| " zds.append((float(x),float(y)))\n", | |
| "print(len(zds))\n", | |
| "zds = list(set(zds))\n", | |
| "zds_orig = np.array(zds)\n", | |
| "print(len(zds))\n", | |
| "zds = [Point(*j) for j in zds]\n", | |
| "g_points = gpd.GeoDataFrame(geometry=zds)\n", | |
| "g_crs = {'init':\"epsg:4326\"}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "colors = cm.rainbow(np.linspace(0, 1, len(list(slo.SR_UIME))))\n", | |
| "slo.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 81, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "lju = slo.iloc[[2]]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 82, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/joosko/work/personal/nasaHack/venv/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
| " return _prepare_from_string(\" \".join(pjargs))\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "lju = lju.to_crs({'init':\"epsg:4326\"})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "points = [\n", | |
| " Point(14.4850023, 46.046774),\n", | |
| "]\n", | |
| "g_points = gpd.GeoDataFrame(geometry=points)\n", | |
| "g_crs = {'init':\"epsg:4326\"}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 52, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "lju.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 53, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAGYAAAD4CAYAAAAes5NRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAHxklEQVR4nO3dYWjcBx3G8e9jHGuGdp2kZWu7Gtm0fTNoIQ5BxFrRSh0uDsWJvhCZVWEoQ6pUREUYE4p26IvBpl1fbG6Ca6t0c32hDPWNkq6dVUbHwE6WDtuhZQyzMdufL3KZWb2ml7v/5Z5yzwcCvf/ln/zKl8vdhdzvVFWEnzcNeoBoL2FMJYyphDGVMKbevJTfbGxsrMbHx5fyW1o7fPjwi1W1st11SxpmfHycqamppfyW1iQ9d6Hr8qPMVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWOq4zCSRiQdkXSwdfmDkp6UdFTSHyRd378xh89ibjFfBZ6ed/ke4DNVtRH4GfCtBucaeh2FkbQW+Cjwk3mHC1je+veVwMlmRxtunf5d2d3A14G3zjt2G/CYpBngJeA97U6UtB3YDrBu3bquBx02F73FSLoJOFVVh8+76g5gW1WtBe4Hftju/Kq6t6omqmpi5cq2f3QYbXRyi3kv8DFJ24BlwHJJjwIbquqPrc/5OfB4n2YcShe9xVTVzqpaW1XjwK3Ab4GbgSslvav1aR/ijQ8Mokdd/e1yVf1H0heARySdA/4FfL7RyYbcosJU1RPAE61/7wf2Nz9SQJ7520oYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUx2/1E/SCDAFTFfVTZJ+z/9e978K+FNVTTY/4nBazGsw51aWLAeoqvfNXSHpEeCXzY423HpZWTJ33XJgC3Cg0cmGXKf3MXczu7LkXJvrJoHfVNVL7U6UtF3SlKSp06dPdzXkMOplZcmcTwMPXej8rCzpTie3mLmVJSeAh4Etkh4AkDQG3Ag82rcJh1RXK0uq6rOtqz8BHKyqV/o441Dq9XnMrSzwYyy61/XKktblzc2OE3PyzN9UwphKGFMJYyphTCWMqYQxlTCmEsZUwphKGFMJYyphTCWMqYQxlTCmEsZUwphKGFMJYyphTCWMqYQxlTCmEsZUwphKGFMJYyphTCWMqYQxlTCmunoT7EvVgSPT7Dp0nJNnZli9YpQdW9czuWnNoMdqa2jCHDgyzc59x5h57SwA02dm2LnvGIBlnI5/lEkakXRE0sHWZUm6U9Izkp6W9JX+jdm7XYeOvx5lzsxrZ9l16PiAJlpY1ytLgM8B1wIbquqcpFUNz9aok2dmFnV80HpZWfJl4HtVdQ6gqk41P15zVq8YXdTxQetlZcl1wKda60h+Lemd7U50WVmyY+t6Ri8becOx0ctG2LF1/YAmWlgvK0suB16pqgngPmBPu/NdVpZMblrDXbfcwJoVowhYs2KUu265wfKOHzq7j5lbWbINWAYsb60seR7Y1/qc/cD9/RmxOZOb1tiGOF8vK0sOAB9ofdr7gWf6NeQw6uV5zPeBByXdAbwM3NbMSAE9rCypqjPMPlKLPsjvykwljKmEMZUwphLGVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWMqYUwljKleVpbslfQ3SUdbHxv7NuUQ6mVlCcCOqvpFsyMF9LayJPqol5UlAHdK+rOk3ZIub3eiy8qSS00vK0t2AhuAdwNvA77R7nyXlSWXmk5uMXMrS04ADwNbJD1QVS/UrFeZXVdyYx/nHDpdryyRdA3MLpQDJoG/9HPQYdPLypIHJa0EBBwFvtTIRAH0trJkSx/miZY88zeVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKYSxlTCmEoYUwljKmFMJYyphDGVMKa6Xlky7/iPJL3c/GjDbTG3mLmVJa+TNAFc1ehEAfSwskTSCLCL2Y0Z0bBeVpbcDvyqql5Y6MSsLOlOVytLJK0GPgn8+GLnZ2VJdzp5nf/cypJtwDJm12L9FXgVeHZ2MQZXSHq2qq7v26RDptuVJVdV1dVVNd46/u9EaVaex5jqemXJecff0tA80ZJbjKmEMZUwphLGVMKYShhTCWMqYUwljKmEMZUwphLGVMKYShhTCWNKVbV030w6DTy3yNPGgBf7ME4/LHbWt1dV2z+EWNIw3ZA0VVUTg56jE03Omh9lphLG1KUQ5t5BD7AIjc1qfx8zrC6FW8xQShhTVmEk7ZF0StL/vRGdpK9JKkljg5jtfO1mlfRdSdPz3uZ4W7df3yoMsBf4yPkHJV0LfBj4+1IPtIC9tJkV2F1VG1sfj3X7xa3CVNXvgH+2uWo3sy8DsXmkssCsjbAK046km4Hpqnpq0LN06PbW2xzvkdT1q+2sw0i6Avgm8O1Bz9Khe4DrgI3AC8APuv1C1mGY/U++A3iq9ZbCa4EnJV090KkuoKr+UVVnq+occB89vM1xL+8c23dVdQxYNXe5FWeiqix/2yzpmnkvffw4PbzNsVUYSQ8Bm4ExSc8D36mqnw52qvbazQpslrSR2QcpJ4Avdv318ysZT+73MUMrYUwljKmEMZUwphLGVMKY+i+T8zU1XXIgUQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "g_points.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 127, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize=(12, 10))\n", | |
| "lju.plot(ax=ax)\n", | |
| "g_points.plot(ax=ax,markersize=3.5, color=\"black\")\n", | |
| "#ax.axis(\"off\")\n", | |
| "plt.axis(\"equal\")\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 387, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "14.097941304529963" | |
| ] | |
| }, | |
| "execution_count": 387, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "xam, yam= [14.030352, 46.0022043]\n", | |
| "xm" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 391, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "N, M = 10**3, 10**3\n", | |
| "\n", | |
| "xm, ym, xM, yM = lju.geometry.bounds.values[0]\n", | |
| "def map_x(x):\n", | |
| " return int((x-xm)/ (xM-xm) *N)\n", | |
| "def map_y(y):\n", | |
| " return int((y-ym)/ (yM - ym) *M)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 370, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(14.097941304529963, 45.72658216023326, 14.949047080788839, 46.36769933211434)" | |
| ] | |
| }, | |
| "execution_count": 370, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "xx = np.linspace(xm, xM, N)\n", | |
| "yy = np.linspace(ym, yM, M)\n", | |
| "grid = np.meshgrid(xx, yy)\n", | |
| "xxx, yyy = grid\n", | |
| "xxx[0][0]\n", | |
| "yyy[0][0]\n", | |
| "xm, ym, xM, yM\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 180, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img = np.stack((xxx, yyy), -1)\n", | |
| "num, _ = zds_orig.shape\n", | |
| "full_img = np.stack([img for _ in range(num)], 2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 187, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "diff = full_img - zds_orig\n", | |
| "ab = diff * diff\n", | |
| "su = np.sum(ab, -1)\n", | |
| "sq = np.sqrt(su)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 188, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "minu = np.min(su, -1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 202, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "flat = img.reshape([-1, 2])\n", | |
| "dummy_geo = gpd.GeoDataFrame(geometry=list(map(Point, flat)))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "boundary = cascaded_union(lju.geometry)\n", | |
| "print(len(g_points))\n", | |
| "selected = g_points[g_points.geometry.within(boundary)]\n", | |
| "coords = points_to_coords(selected.geometry)\n", | |
| "print(len(coords))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 223, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pp = Path(list(boundary.exterior.coords))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 226, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CPU times: user 34.1 s, sys: 552 ms, total: 34.7 s\n", | |
| "Wall time: 35.7 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "grid_mask = pp.contains_points(flat)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 229, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "grid_mask = grid_mask.reshape([N, M])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 230, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7fb5d11dc550>" | |
| ] | |
| }, | |
| "execution_count": 230, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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2z4g5QCszgmltl9Dj7jvo/FAx28Z1ZUzsAqD6b+yfBr8Bg2t/jseTV8KtK48snz/sdXYOKua8xHtpM+3XI/Ga5RahYs9AFy3dygoTbgnDk7U14OcK6hmIjL49mDJn5nHjw2W5i/mkpCu3xlZf3+hVFgvLwrnz26tJ+DqEf93/IqPCA1OzeqyOn91AxnU/1Ko0YCbEH7nXMzun849PZzMktKoov6qikuf2n870lMVHxt4PpPeKo3n031fT+pMsPHv3UXLRIC5/eCFjY7P07YANxu4eQtaNaVhr6zHL0gmcaAaioE4CeaOH8t2/n2rQTLEVyl3vaabrY01FBfddeiNq5c8n3U5O6UnKsztY8nFv0p/exK7ru7J6/JMNnhW3IdzKywWbz6PgmXY8+MiLnBWuSwF2mFWUwOuXn421xr/DtzXJacgKutDgD0VjJgCAeNONJyqEk0Vt9OlO/5fWMinxJ9xjvqJL21t5auSLtiYAqLrWC7ou4ODUElo1oQE6m5Mn8zow75bTMdasabRzBnUSUE2wb85erwuvy8ThcFTbWs/RJonU57czKbGq3sApJpnn/i+oitw6Adjni4PdcBSW05gPZYPnL68aVlqZ3SHU2SCXkxf+N42t/x6IuH7d9dZMSuTAzGieSfnu1+uDKAFo9pqT8QkjZq3CkdK20c4ZtCUBIzSUURkb7A6jXjo5I1l+5WP0ix6PM8+k43tF5HWPwnn1Pr7/zdv6Q6+d1N3xG5l99u+Jf3FPo5wveJNAm0T+EPep3WHUW5wZTtb5M/Aqi61XlZHuCPXd8+sEoJ2cU0yuu2c+M0POJfGFFfXuBFZbQfkXaYSGsnFSAqPCSmveOMiZYtDFGWF7pZ/WtNweu4sXJz6O0aXuTb3rKviSgAg77unHjyOe1cVmrUVr6/BQmRj4AV2C6lMmDgf7xw5lzs2TbZvdVtOCRaIZQeRDu9l/xzAwAleSDJokUHjlEHa/24UFE/8b0Ka9mtaUzMn4hD/fuhAzOnAlgqCoGJRQFw/+6yVf0149np2mHW3G+uF0KDh5C9SGCI6SgFJEGU2vTYCmBVqpVUnsvIh69UytreBIAh4v292t7Y5C04LO7dkjifugfr1Says4koCmadXaWRyHVRrYR+XBkQREdL91TavGLe2/wtGhXc0bNkBQJAEVFsJpYUE1DKGmBYW39g5ClQS2viwokkBFnO65pmnV2VMcg1VYGNBzBEUSMJwWed6m30RY0/zt49+8yp63O+JI7xCwcwRFEgjJqmTY8/fwcmEipVbtJ8jQtOYuzgznq/4zOTQ0OWDnCIokoCyL9g8v4d0Rp3DG2qvsDkfTgkq0Ecr+cyoCNq9FUCSBwzx793HgUJTdYWhaUHm3OIFu/3coYA2GgioJAKhcV80baVoL8hvXHqyIhk2QczJB0XfgaGH7gi4vaZqtujhD2DghgpA9Q4neCq3e/RmrZzo5wyIJKVS0emVVnSabPVbQJYHUz4u4+YLh/L+2n5KoHxtqGk4xyTp7JlA1NdlfbhlJhbWdJ9t+zBZ3As/MPw3P3n31Pn7wfe0u/4ns0xVnTf6rflKgaceINEJ5vt13vNrha7o4I0gwSrDaJDTomMGXBACrtJSk5cUUK92UWNNOZqBLGPLKGoouH1LvpwdBmQQAcntGkNDA2YI1rbkzxeDB1usZeu9yjPDweh0jOJOAYVJ8drEeY1DTaukfSd+x6b+9MCLqXo8WdBWDAGZcDON7LbI7DE1rMmKMMNZeMJ1Lul/M/tl9SFhfjiiFI78c68eTz98RVEnAc0Z/Dt5VSuvpYczZG3bCWYc1TTtepBHKwm4fwQNw0FtCuVKc/u0ddKyhEW5QJYHCtBBWDpzBuhc9pDo8gH5EqGn10cqMwKssVE7No3YHVRLwhAsVyk1fVyigWw5qWkNF7Ky5Xq3WNW8iYorIDyIy37ecLiLLRCRTRN4WkRDfepdvOdP3flptz5H0/Cr6vDOeCv1oUNMazBSDThdvweyecdLt6lL9Pg44uobhUWCaUqozkAfc6Ft/I5DnWz/Nt12tqIoKOs6tYEOlxZdlBpMPdeK78sacpFnTmpf3O3/GdXM/JefuYSfcplZJQERSgT8CL/iWBTgDmO3b5BXgQt/rC3zL+N4f6du+Vpw5hUy8/CYmjzyXRUPbMunCqxi4+rLa7q5p2jEuiywg6qy9J3y/tnUCjwP3Aof7+SYA+Uqpw9OlZgMpvtcpwC4ApZRHRAp82x88+oAiMgYYAxDKL40cvJu3AnBkHta1G6lYPIzivuV6ajJNq0GBVcZLBd1ZXdie30Tt5syI9YQbHvKKT9yQqMYkICLnAvuVUqtEZIS/glVKzQBmAERL/Ek7Sqc8vZphp17P2kFv+uv0mtYs3Zh1HqXnubFKylgU0obFbfuA00GHHVlsOsE+tSkJDAfOF5FzgFAgGpgOxIqIw1caSAUOP9TfDbQDskXEAcQAuQ35xazycrzL4mBQQ46iac3fDys70zl/KUBV9+It22rcp8Y6AaXU35RSqUqpNOAKYJFS6mpgMXCJb7PRwFzf63m+ZXzvL1Kq4UOitPrJQ/rCm0iffzMbKvWgpJpWHcMtiKNuT/4b0jh/InC3iGRSdc8/07d+JpDgW383cF8DznFE6Pzl9HhwLz27ZJNgBm5eNk1ryl675Ck2T+1fpx6FdUoZSqkvgS99r7dRTQFdKVUOXFqX49aaadAzJlsPNqJpJzAk1OT0QevYbZooj6fmHQjWXoQn4Nmxi49fH8bScq/doWha0Mopi0ZZtS8tN6kk4EhKxHFaLrmWLglo2rEqlJtsTzE7PksDq/ZflE0qCXgP5pKfFUe+N0JXDmraMd4sSuHam8bT/vE1ddqvSSUB5fHQZcJKZv3xdywrT7M7HE0LKudGZOEJN+o8lXmTSgJQlQgwDNo5G9T0QNOanVZmBK47c+o8ulCTSwIA3i3b+MvTt5D+4c0sLNVdjjXtsJcy3kR1S6vTPkE1nkCtKUXy1CW0dYbw7/nnMEkJ+9YmEd4ln2d6z2J4aJPMbZrWYPFGCMVpkUSsqv0+TTMJ+Ch3JVG3Wnh2ZNPR2gYiTLzoNuY8PpVWui2B1gKtrTSJ3F5MXZrTNfmvTE/Wjl8ehyiFO8IgVEx7g9I0m1y/6jrUDxvrtE+TTwLHitjr5qvyWLvD0DRbWBsj69RGAJphEnB+upKnLrmILi/fxqO5Jx9WSdOaE7fyEr++7v1qml0SALDWrCf9/u9569kz7Q5F0xqFV1kMWHEN8V/vrPO+zTIJHNb6hxLu2jPQ7jA0LeBMMXCYXrz79td532adBOT7H9lyUwbnbxmlRzDWmr13er9I4cUD6rxfs04CUHVr4LmoksH/Gcd+b4nd4WjNlFt52VBZilvZ18O1vSOM/EuLwajb07FmnwQAvLmHSH5+Nddu0aMWa/63vMJN/6l3ctc1Y7lj929ZV1lGqVV53HZeFZjh8zdUltLz+6vpPeNO0u84UOenA026sVBdWOXlbP+uPXSzOxKtOdnqLubyRePpMvV7AHbe3I175EYyr4xh+VWPEWdWjfL7UWko9868AWVA33M28FLap7jE2eDz53iKufbhv5L60lJQitoNI/JrLSYJAMSvV1Qot18uvtYyFVhlXLLpMg7MbUdpG0XSSovuizbi9Q2jaf24AUfHNM4+YyuGyJHJc/47/lpS5y8BIP+ZOIZcNY4Hxr3OaWE5/FgZTYnl4rSwXGKMsFrH4lUWpy0ZS8dZq2nIMJ7ihzFAGyxa4tVgGRnw85g9u9Lx5e38J/krPYeBVmfrKsu47qG7afXOWqySk9QviWD26MKmm+Po8nIhSgT1w7rjNjP6dMcTHUrIzoNQ6abklHa4JuTwXtfZlCvvCZu+j88ZQEbYPh5beSbd/ppd6ycCn6vZq5RSx9UctqgkAGDGxbHh3xlkXTCjUc6nNR/zSsJ58vrLML5dE7BzmHFxlAzPIK+LgxUTph9XavUqi6F/v51W8zdXLR+sfZf6EyWBFlExeDRvXh7tF1QV6zSttibk9OPB6ddhLPkpoOfx5uUROn85qa9t4V8H+v2yXlm4lZccbykhxRbeg7l1SgAn06LqBA4L21PCPq9FTItLgVp9PHigJxv+3JnEDd9DI5Wc3V1T+EP0J4DB/ft68/ELvyWkUGF4FTFzVtapl2BNWl4SMEw23RZGF6fuaqzBpIPdeOuNMzDcUNTZw4hTNjC69XeEipv5hX2Zm/Ubkic7kfU/NlpMZlwcJQ8U8m1JV/780Rl0n7KHxB1Ljrzv7zTU4pKAERbKuKGf2x2GFgS8ymJlXgfaz9yC98ABkoG94eFMjhsFrhDUwUO0LdrQaN/+h22/oztl2ZV8fWMGGbuX1euxX120uCRglZYyc/Mwxg/ebncoms1MMRiekMmXZucj66zS0joP1Olv6c9vxZuXj6eiolHO1+KSgOFycVrqVrvD0Gz2amErpmw8k9SJbrx7M+0O51c8e/c16vlaXBJQXosfclMhxe5INLtUKDfTp15K8gvL8daxiW1z1OLqx5W7Es8bSbZ29NDs5RInV9z1KWbrBLtDCQotLgkAtPpmD8/ld7Q7DM1Gt8duYNPEjhy4dShySk+M8HC7Q7JNi2sxeFjZBYN4+8mpJDsiG/W8WvDZUFnKi4eGM3vpQKIyHUTutjArFVFfbsabl2d3eH6jmw0fQ5wh5Nw+gEtvWMTd8WsJN0Ia9fxacPIqCwuFW3kZte5yIi8/hDe/wO6w/EI3Gz6GclfS5vElLDkjhTuzz7A7HC1ImGLgFJNwI4TPer3DhscyEGfz/oJosUngMO/BXL76thdrKipYXuFmeYWbPG8pxVY5Oz3FfjnHVncxz+WncPaGc5lZ0CZgg0to/uUSJ+GxZShP8x6arsXeDhxNnCEYHdsjFVWjwZR3ao3lNPCGCi9Mn9agJsbX7zyVPePTcezYj2ffAaRfd55473+62XITMSGnHwtnD6HD3IN412+2O5wG0XUC9WDGxhAyN5Q5GZ+ccJtSq5Ln8rvRIeQg07b9nvzFbSjtWc7fBy7g+azfEj/Owrtl2y/HTEqk3yc5TEoMbG80zX+8yqLzh7fS/b5NTbp+4ERJoFaNhUQkFngB6EVV/4UbgE3A20AasB24TCmVJyICTAfOAUqB65RSqxv+KzQ+b34BeVO6suHJUro4QzHFwKssylQle7xezvn2Dtp8EEL0N1lgdSIyP5sId9UH/r2EHsQWbMfr+XXLb+++/Sy/vT/rZi2nZ0jtR5HR7GOKwWWDl7O6V1/Kklx4QoW4D9ba3rzYX2rbYnA6sFApdYmIhADhwP3AF0qp/4jIfcB9wETgD0CG72cw8Kzv3yYpdP4KxuXeRl63cA71VrReCa58C2exh05f/wiWl+qaHXlzD53wmCVtXbQ2db1AU/Jo0hpmzdzF23sHcmarDTyf9EfaflNEeWIoyhB2nSV0frMcWdJ4vQ39pcbbARGJAdYAHdVRG4vIJmCEUipHRJKBL5VSXUXkf77Xbx673YnOEay3A4Gy9y/D+HrCY3UaT04LLpvdJRRZTtqalZgifFOWzMxzz8S7OXj7pTTkdiAdOAC8JCJ9gFXAOCDpqA/2XiDJ9zoF2HXU/tm+db9KAiIyBhgDEErLaa1l9uyKe3ih3WFoDfRLxW7V48O1Ze2wokJRw/qQ1y2c+Be/ty+4OqpNEnAA/YA7lVLLRGQ6VUX/I5RSSkTqVMOolJoBzICqkkBd9m2qzIyO/PbNNSxotQnQpYDm5KHW6/jynQ3Em6Vc/M5fiLc7oDqoTTuBbCBbKbXMtzybqqSwz3cbgO/fw0Oe7gbaHbV/qm9di5ffL5EJCT/bHYYWICPCLEwU7T5vWu0KakwCSqm9wC4R6epbNRJYD8wDRvvWjQbm+l7PA66VKkOAgpPVB7QkIYVeCqqZmUZrHgqsMq58cgLOz1bZHUqd1LbF4J3ALBFZC/QF/g38BzhTRLYAv/ctAywAtgGZwPPAWH8G3JSFr9jGKwW97Q5DC5AYI4xJt75M1v8bgtGn+5H1RkRwNwzTjYUakREVxSlfF/DvpLV2h6IFkFdZvFcSx8TPL8coN+h6yk642YU3M8vWuHSLwWBgmHh/14fwh/YwL2Oh3dFojeiO3YP56eE+hH643LYYdC/CYGB5Mb9cjeemcHovv5Ln8lPY6vZPJyUtuD2VsowRk77D6NMdR7tUHMlt7A7pCF0SsIthYkZGUD6kCxmT1vG/1KbzXFmrv7eK4iixXPx39p9I+7/G/T/XJYFgY3nxFhbi/HQlK17qq7sXtxBLijrzyOo/UJnsDppxCnQSCAJJ3+XxbnECed7S48YwKNWPFJuVGxK+5ZWhM/nqrMfJv6xfzTs0Ap0EgoD10yZeGn0eo+6fwBX33sO8kqpm1DMK2nLaP8axrlJPntpc9HW5GB5qUGSZHBhVASJ2h6STQFBQCpauJfa174ldvI0iKwyvssipjKXVuz9z7hd3UqGaVis07cTeK45m9KS76Xr71kaf4qw6LW7ykaDn9fLf5y5nSiWgILFkGd0nZvFQv/66fUEzUGyV84+Xx5L6wpJqu6DbQSeBIOM9mEubaUt+tc7dsz23JswF9PDoTd29OSNoP/1HgqkaWN8ONAFlrUN4LncYc0oiuWP3YCbkBEeFklY3MwrasuS1fqhGmmi0tnRJoAmImL2MHz6OYk3YYFRxCUbrtqT/fQALRj1+ZNgzLfhN+eAC0p9Ygv21AL+mk0ATYZWUQElJ1etd2XQZm8O4wbex57QIwk89wP1dPuaP4QU4xbQ5Uq06XmXhbV9udxjV0i0GmwlHWnu2XZvKNzdPppUZ3L3WWpJZRQn897nLsRzQ/s0deLLtG1qjQaMNa8HPOpBLeXIbnPrWIGisqqjk8UcvI+XrHPaf1ob1/2hL1KYOGEe1/3KUKVqvLEB25OAtKAQbpkrXSaAZMKKi2PVKezYOfhqX6GHLgkWvEGHePyezzRPOAJcXlzjh3F9v41UWWz1lLC3rwLNZpxF3p1V9l2MRECMgSUJ/bTQDnn6dWTRwRtUfmRY0XOIk2RHJ8FDjhP83phh0cUZwbfRBvu/zHsYL5ewdPwwzKRFxuTAT4nGkd2D7pCHkfdgRR3oHv8epSwJNnDhD2HYTJOp6gGZhfpePcf/Vy5M3ZZBZlkjfyI20d+ZyZlgZDx7ow+pi/3dB1kmgiTtwfX9Wnz4VPXpx8+EUk7vjt1E1St9hBvsqosk/oxNxXxl49u7z2/n07UATV5YkehKTFuL5dt+xeOqT7HimFWZcnN+Oq5NAE1cZY+FWXtzq1xVGB70lfFlmHJlmXWseXOLkh8GvkvlsO4zQUL8cU98ONGFGVBSxG4Xf/u0OlAHuP+XxQu9XMVHc8NMNJI+voLJdHO5wB/sHOIkZto87On7JOeG7iDNbzqxPzY1TTNrEFeGvNj66sVAzIg4HRlo7EEHt2oNVfkwJwDAxWyew9a5OLLhmMp2cukNSU5Xx5XV0vGpNnfbRw4u1AMrjwZuZhXfLtuMTAFQNabZvP+n/XMXtl9xGx/duIdujBzptii7tvtpv9QI6CbRAyl1JSbtw+vXdSkQNLQyPrWvQgoNbmX7rjaiTQAsk/Xty9aT5zO70OZGGi3kl4Zyz6RyWV7jp/t2fyfjyOsbnDOCa7SPo8fodFFh6eLNgM2djH6zSUr8cS1cMtkDGtj28dc85PNnHiTtakfHMLqycvTzYazRpG7dglZezKTQUnF46u39gQLvb2DLiZbvD1ny+K7eI/TwMR8c0PNt3NbgpsS4JtEDevDxcC1aQ+sgS0u9fimdXNsrjwVqz/khdglVejlVUhFVeTofnqx41asHh25KuJI/OYuLnc8iaNKjBQ5frkkBLV4unQ67tuXxVnsiFEboSMRhMTNgCCVsA6H3qFhr6v6JLAlqNPNt3MvWeq3i5MNHuULRjnBa/hewJA/Ce3o8Dtw0Fo+6Dyuh2Alqtuc8awK7rPDw+6C3Wl6cwMCyLEWHBNGRmy+RVFuvclTy5byRL3+1Dm6WlGN+uOW47PSux5h8iqKG9cazfzvbbe/LpLf8l1aEbHdmp19KrSZ4eQsi2A+Dx4Nl3oNrKQt1YSPMPpZAlP+LNL6D9lFWcNvsecnSDI9uUWpW4FkZjfPUDnl3ZeHL21vlpgU4CWr2pigoy7l3JH6bcy0Fvid3htEiXZV5A0lvrGnQMnQS0BlEeD22eXcmw726zO5QWI89bykMHerDTU0zxo6l4CwsbdLxaJQER+YuIrBORn0XkTREJFZF0EVkmIpki8raIhPi2dfmWM33vpzUoQi3oKXclSe+EsV+XBgKuQrkZ8NXtLBuRxHlT7yViQ8MHF6kxCYhICnAXMEAp1QswgSuAR4FpSqnOQB5wo2+XG4E83/ppvu20Zi7iozWc/uxf9W1BgIzdPYSeT45lxF/vpNtfc/Dm5dHm8SV4tu9s8LFrezvgAMJExAGEAznAGcBs3/uvABf6Xl/gW8b3/kiRIJh/WQsoVVFBu8krGbFijN2hNDvZnmKWvNqP1EeWEP3G0qrKPz+qscWgUmq3iEwBdgJlwKfAKiBfKeU5HCeQ4nudAuzy7esRkQIgATh49HFFZAwwBiAUPcBFc6DclbSaGc7W/sV6rIIG2u8t4dlDA/lyfwZ581JIenpZwM5VYxIQkTiqvt3TgXzgXWBUQ0+slJoBzICqdgINPZ4WHFwfr+a68RMIuT2Hm9t9Q6EVxpiYPXaH1WTkeUu5aOOV8Fgiod9tJKQkmyRrR0DPWZu+A78HspRSBwBE5H1gOBArIg5faSAVODy/0m6gHZDtu32IAXL9HrkWnCwv4R8sQz508FrqqZR1bs2mR3/gseTVdkcW9NZVlnHjA3cT98FPWCU7Gm368trUCewEhohIuO/efiSwHlgMXOLbZjQw1/d6nm8Z3/uLVDA0S9QalfJ48OzYxe4RIfwt8Ru7w2mQUuuXecO8yiLbU8ynpc4GDbhSalWS4yk+8vNyYSK33DOemFnLqiafbUS1qRNYJiKzgdWAB/iBqmL8R8BbIjLJt26mb5eZwGsikgkcoupJgtYSKUVIvuBuot8BOZ5iTlsyloR54fS462fuT17ImV/dRcZTbhz78nlweArlcQb5vTx07bqb+zp8zPBQ969mhs5yF9PadGBgcNCq5PX8/jz/7Wm0XSxEbfulpaV5qJiIrMDd95+M7jugBZQ4HOx7rzMfnvJCUPYx8CoL0zfEWoFVxqsF3XhhyzDcHpOIBVEkvLoC5fFgREWhuqXB2s3VD+tlmJgd27P3921wn12AZQmsjCF1cTHu6BCUQEheBebGHQ1u3FNfugORZhtHu1Q23JvClouePfKBs0OxVc6gpTdRvi8CqRSMCiF+PRSmCZXxFimLLSK/zcSbe6hhJxKp1TgNjU1PTa7ZwoyN4cAZ7Zh89ixbEwDA79deQ4fRWcfdc8ce9dovw6oGYQI4GZ0EtIDa/EB31lwxjUjDP7Pl1NeXZQbR/4po9Eq3pkB3INICxuzambGjPrU9ARz0lnD//WOQ73+0NY5gpZOAFjBlabG0cthTCXa0VmYE+ZcWY0RF2R1KUNJJQAsIcbkI3VfKG3sG2x0KAD8MfYnci3vZHUZQ0nUCml95zujPrps9nNflJ/4c/xJ9XS67QwKqZvONv3Yn8q6uFziWLglofpUzzMW6373IY8mrgyYBHPZ+lw/IuaGP3WEEHZ0ENL9Ke24TXT661bbze5XFVncx9+/rzauFrSi2yqlQbiqUm3AjhMIB1UzU2sLp2wHNr7y5h3Ac6mLb+U9ZcTVtJ5nI+m38GN2fl/pciOU08IQJOSMgcmvdx+Vv7nQS0Pxq1wNDeffyaYA9twLRoRWo1TtQlhertJSQvb8Mv5Xxri0hBT19O6D5jZmUyPir5thaF3Bl+xWYMdG2nb8p0klA8wtxhpA5rhNXRW2zNY5rojdTeIZ9tyNNkU4CWoOJw0HWP/uz7M+P2d46MFJcFLXT9/11oZOA1mCFlwzgyz9PJs60f6xIUwzKWzetDjx200lAa7B9QyA5SMYK8CqLsL16cOu60ElAa7DUL6ygmY9wYVk4bT/OsTuMJkUnAa3Bwj79kWHz7/7VWHx2eWDdhXi3brc7jCZFJwGtwVRFBd3u+Zm+r4/ju/LGGiP3eMVWOZVL45vcoB52042FNL+wSktJv+97Hpp3PaGP7GNexsKAn9OrLO7f349lB9LYsTsB594QOk1f02hDdTcXOglofiVLfuTQk4MpfbyScCMkoOcau3s42RfE4MrZThe2A+gEUA/6dkDzu9BcN4cCWD/gVRZXZZ3Ojts6+n1evpZIlwQ0vzGjozl4UU+irtkd0OHF79/fj4LLwlC71wXsHC2JTgKaX+TeNJQ/3vk14+MfI9oIJVCFzCFrLiHm4XDYvTYgx2+JdBLQGkz692T6/U8zPNSAAM4w/U5xDPH3GHjX6wTgT7pOQGuw3D7RnBLiqXnDBvAqi3+9cDXe9ZsDep6WSCcBrcFaz17HtVnnBPQcphhEjNiPOHTh1d90EtAazFtYyI6XMtgZ4KbDBza3QnkCW+JoiXQS0Pwi/uXlnPfYvWx1By4RuHL1n2sg6Kuq+Yflpe2LPzG3qLfdkWh1pJOA5jdWURHPzT/b7jC0OtJJQPMrT9sKu0PQ6kgnAc0vxOEg77qhvHXq/+wORasjnQS0BnO0SyV7wiDmPjyZQS5njdsf9JYw+VAnvEp39wkG+qGr1iBGVBSuWRUs7/g44UbN/QW+KDOZMP2vpMzdxca3k5ma+hkHvV52eaL5ML8vH27phbvMyaRhc/hTRE7AeyJqOgloDWQVFbHvyR7kTKmkvZg4pfqRfr3KYuzu4Wy7uytJ3y7BA+y9JIVLOo3FLK7E3F+AlXuI9NKqJsFvJA9k+lnpmFfsZ3q3t2pVwtDqR1QQjMISLfFqsIy0OwytvgyTyrP6URltktvTwOuq+pvyxHpZcs5UvMCpn42nx9934TlqRqDaHtvolcHOP8aT/H055per/R5+S/G5mr1KKTXg2PU6CWgBIw4HmY8MJHYjtHplhW7tZ7OgTgIiUgRssjuOOmgFHLQ7iFpqSrFC04q3KcUK0EEp1frYlcFSJ7CpugwVrERkZVOJtynFCk0r3qYU68noR4Sa1sLpJKBpLVywJIEZdgdQR00p3qYUKzSteJtSrCcUFBWDmqbZJ1hKApqm2UQnAU1r4WxPAiIySkQ2iUimiNwXBPG0E5HFIrJeRNaJyDjf+ngR+UxEtvj+jfOtFxF5whf/WhHpZ0PMpoj8ICLzfcvpIrLMF9PbIhLiW+/yLWf63k+zIdZYEZktIhtFZIOIDA3Waysif/H9DfwsIm+KSGgwX9v6sjUJiIgJPA38AegBXCkiPeyMCfAAE5RSPYAhwO2+mO4DvlBKZQBf+JahKvYM388Y4NnGD5lxwIajlh8FpimlOgN5wI2+9TcCeb7103zbNbbpwEKlVDegD1VxB921FZEU4C5ggFKqF2ACVxDc17Z+lFK2/QBDgU+OWv4b8Dc7Y6omxrnAmVS1aEz2rUumqoETwP+AK4/a/sh2jRRfKlUfnDOA+YBQ1YrNcew1Bj4BhvpeO3zbSSPGGgNkHXvOYLy2QAqwC4j3Xav5wNnBem0b8mP37cDhC31Ytm9dUPAV6U4BlgFJSqkc31t7gSTfa7t/h8eBe/llLs4EIF8pdbih/tHxHInV936Bb/vGkg4cAF7y3b68ICIRBOG1VUrtBqYAO4Ecqq7VKoL32tab3UkgaIlIJPAeMF4pVXj0e6oq3dv+bFVEzgX2K6VW2R1LLTmAfsCzSqlTgBJ+KfoDQXVt44ALqEpcbYEIYJStQQWI3UlgN9DuqOVU3zpbiYiTqgQwSyn1vm/1PhFJ9r2fDOz3rbfzdxgOnC8i24G3qLolmA7EisjhfiFHx3MkVt/7MUBuI8UKVd+c2UqpZb7l2VQlhWC8tr8HspRSB5RSbuB9qq53sF7berM7CawAMnw1riFUVbzMszMgERFgJrBBKTX1qLfmAaN9r0dTVVdweP21vprsIUDBUUXbgFJK/U0plaqUSqPq2i1SSl0NLAYuOUGsh3+HS3zbN9q3rlJqL7BLRLr6Vo0E1hOE15aq24AhIhLu+5s4HGtQXtsGsbtSAjgH2AxsBf4eBPH8lqri6Fpgje/nHKru774AtgCfA/G+7YWqJxxbgZ+oqk22I+4RwHzf647AciATeBdw+daH+pYzfe93tCHOvsBK3/WdA8QF67UFHgI2Aj8DrwGuYL629f3RzYY1rYWz+3ZA0zSb6SSgaS2cTgKa1sLpJKBpLZxOAprWwukkoGktnE4CmtbC/X8nRndbCNO2qQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(grid_mask)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 120, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "poly_shapes, pts, poly_to_pt_assignments = voronoi_regions_from_coords(coords, boundary)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 279, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x864 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = subplot_for_map(figsize=(12, 12))\n", | |
| "plot_voronoi_polys_with_points_in_area(ax, boundary, poly_shapes, pts, poly_to_pt_assignments)\n", | |
| "ax.set_title('Zdravstveni domovi')\n", | |
| "plt.tight_layout()\n", | |
| "plt.savefig(\"vor_diagram.png\")\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 404, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "mmi = np.flipud(minu.copy())\n", | |
| "mmax = np.max(mmi)\n", | |
| "mmin = np.min(mmi)\n", | |
| "mmi = mmax - mmi\n", | |
| "#print(xm, ym, xM, yM)\n", | |
| "zd_mask = np.zeros_like(mmi, dtype=bool)\n", | |
| "for x,y in zds_orig:\n", | |
| " mapx, mapy = map_x(x), map_y(y)\n", | |
| " dd = 3\n", | |
| " zd_mask[mapy:mapy+dd, mapx:mapx+dd] = 1\n", | |
| " #print(x, mapx, y, mapy)\n", | |
| "mmi[np.flipud(~grid_mask)] = np.nan\n", | |
| "mmi[np.flipud(zd_mask)] = np.nan\n", | |
| "#print(N, M)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 406, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(20, 20))\n", | |
| "plt.imshow((mmi), cmap=\"PiYG\")\n", | |
| "plt.colorbar()\n", | |
| "plt.savefig(\"dolzine.png\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 296, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gdal.UseExceptions()\n", | |
| "f = gdal.Open(\"data/gpw_v4_population_density_rev11_2020_30_sec.tif\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 302, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "b = f.ReadAsArray()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 309, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7fb41dd22ee0>" | |
| ] | |
| }, | |
| "execution_count": 309, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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4HjnM+REbeSP5ZMrzPRBmnahvVDy+W92wAEDR5aPJPsOBWmgi/qGNSIejXd7+6+P4UwZKkBxtmtjhJ7alqP17c+lXS7jaN6+y7b6cwfy4IIneZ6Xwes9v8FPc8FTceDBnIHcGr2BxWXd+z+/LzNDfueTLO/jwgtcZ466Q5Sjhmu5jAcifnkhRHDx92TxGWbIp0BVWWXvy+aXjmffD21w4407cCu2IfzYC8OP+dZVz+BMuu5bxry3jvqCUSpnGbZ+Cn1s5+TZPXoufz+LSvszddjKxj1rRU9KdKSCaOd9pPXck5z29iHO9t+KnCAIUj2pBbK3FRpuNGLPOTruJFw5MQkGycncM8Vevb/V9dWXKp42k5LpC1g//HIBJ518NKzc3bmMhSHl1JJ9OnoOfYmNLRTjv9o5FO3UIt7z1JXOvO5/s0Z6U9KkABYKXmckb7eDniS/T16113Y/L9AoswoSObLR9qkyvwI5Gsa6hAiGqZ41r8fYDI9g5UgddQ5jdEO4W9OJiRJXYG8ViIf+cfvjdkMG0sI0U6+7k271IKwsm+WAopal+SBWCNgoCP1nTrs+x404ZWGIjZcQdd9PrrobnsOtD9fVFxkYhzSopl3nhk67gs1/D/VAF6KD8sxmhqqCIVjXuKO7u6FYrirs7SrdgDkzpTsFAOz47zUTOWY9utbL7+dFcMf5vTvdOppe5iAOahXiTvYbPfqajhCjXcPrkWTPw+Sulclirhoaw56ZeRP1Wilpso+i5Cn7s/zEPZZ/B3in+lXOmtkU9GRCQxcsRK5hb2INXt57GjrHzKvdxJEAMQBUKmtSxSQeLygN5Z//JeJttpL7Xm25r8hE5h9Fycht9LoTFQuZdw7AFShzdKoiNPsiSfq2btFaTOg/mDuVi/9VkOAJ5YN7VrLzpeWbtO4u8U8uaZEg88tu1J6bwMGRFBTkX9CZs8QG0zCwOXTWMgJ3lmPflVU4Ntgb2icPJOMPMlAmrmBn8F9PW30TkkypyzZZ6A9vU0BCKPvRm2cCvK9teze/Br5MHcuNvfzDWPYekf27hmn6reDB4J+D8XT4pDuHRv88j/ey3W+0Y2pKX8nvy7vuT6f75PmK+PohFsfPDrpOY2nszdqmyrSCcU7ulsPxQLD/3rj/d2j9WndezxrEyJZaEl61Ii0pJtAfWQAVdFbgX6PiklyNWbGoV2dP+l0javbOPL2XgpwbLUeqEZmvU9CcTIbaU2076k3O8t+EuINzkTb5WhiIEuuu8zNh7LgFuZXiodpbsS6D0gA+KVeC/Q1AeLFA0CFtVjtvuXHA4qg2jFU9PREw0+s7dKDHdKY8NpLybCfdDGnGPJpP80gB8v1xL6lMjiLtvNfrJA1HKHYhNu5AVFSienqQ+MpBhY3fiY7KRVhxEd+98XopaVOkxcYQj0bY2aec/ucP4fGkSboUK3f/tjAy1nT0Cj6XbeWDLP7ihMdBN4z8HR7Lpuv4oew4gPD3ImtKDol4SU3Qp42N2cV7gWop1D57bPRFNCi6K3sAbP0/ikonLuDd4dTUZ7FKjULfy35zT2JIfQe4fkUQ92fio1D1PJDL7/O+Ym3IyRbsC+M+5X3CFTxMCqBog01HCRwXDOMN7O1/kj+CHXSfhsKv0+ETBY8UutKKixnfmihJuE4RAuLmh9Igia0IoQdut7L5c5cZRf5Hv8OTp0HXMKw5jfUkPHgv7i+QKN27bfhlBj5opi/LC8+eNSIe96fK50k5UTfGgBgUiw0PQvd3QTQrKso2kvjSayKU6pjIdS04pSmEpenYuutWKMJl4K20p3Y+Z558UMZi4Ne7Miaz7xe31gmimeidXvtR0Bf6x6oxxb70RbKajBDchCFDcK0cydqmRr1u5+vybEdvTUAL8kT6eiKJSZIUdabVCbBRl3X1w/2E1++9Lwv2wxDvTAQooNh1Fk1h2HEDPLwCzmUVF7x9fysCzW7Q81fPCyvnHBlFUii8agc1PUHFWIVtGfdqi/VeNXs3XythU4U2pdOPxlLMp+jsUrwOSU29fyY1By7hnzwWcEbyDoR57iDeVYBaCYNULm7Rz/d4JfNxzKRenjePNHj9glTrPHTyFNXk9OLA5DK9MgTruEDa7CX2LHwuv+x8Fugl3obG9IpQFuSPwUO38ldYLCcSEHiLzsD/WfHf6vlSI3LufkokD+OCl53k17zSWfjgS/912Xnn9VSJUjRxNYcbsOym6qgjvz/zwWbAKpOTJ9NX0NusU6w7O3ng9oZdmoAQFUjIoAq+Vu0l+Ipa7xy5isve2anO7WY4SNlUEcdtX1xF7/8omRaYemByFboGo+WlUfGxmcd8fWvQblehWvBV3wKksUx06KRUhvH9gDPu/iCF8UTba7r2dIlJVmN04dOUwEGCbUsA7gz7CLlUKdE/O9qx/FLLPUYICuAvBvfvPJLPUn70HAzBv8iZqSTFiw84aIx81OAhhNuPIOQi6RtoziWjhNuKnb0ANDEBGhpA3LIDAD1ejxvVAlNsoHh5Jfi8TwVvt/PDOqxzUHORoHnxfOITPVo0mZLmKx0EH3R/ZWZlyBGDiRdeQdr47Q0elkBSwm/l7h7Ny8Jc1jqPq72VQnXR7CZ8VDiPJK4VQtYQDmg8FmhcZ9kCmem/llt2XYH8ijMO3l7J2+KfVcojpUrLG5sfS4r4sSB5K+mUPH1/KYPggd/ncd9E8nHIe+UvC6f7lARxpe+pcX/HyIvX/BnLRpH94MrSR858toKqyODaRW1P7ARi37XxK54dTGilAB7ufxH8HCB2SblvDoyF/scbmx82/XIe5UME9T+CZq2PzFSh2+PXfz/FxUX9+vXIM+x+RbBn1aaVcF6eN45OYRSR8dwt97tnKricGsuviOZUyD356JqGvuN7yXdMEwzbolGgWflw+FL9dKhsenFMpc4luZWuFmevWT8eW6U3oSvD7dmODUyvFl4zmskd+YWNxNPeELWrRHHK6vYRJK2Yi93nhnisISrbjmXIY8oucU2idQAEcwRTbEy3Qm9S7TQztnsHj0d+TYG4d76osRwmP5Yznl7UD6fG9xPLLGsB5rk++fyU/fJVE9OPLsY8fRs5IC9Hj93JV5EqizYdwQ+Pq1deyYNTbFOgeJLrbsEoHhbpW4+0fnNfqUquZYt2DaV4lle2Tks/BdIWdb9f9jFmojL/8Ol7+4HX6mC1tYhs6USnUy2vMGNSGGp56fCmDYYMscs3C7pXfV9vs3PnAbWSfVQGFZvq8WYCWnHr0phcCU2QE1oQwskdb+L/pnzHUPbPVbrq25sgcvY6ORTgDtsr0ClbYPNhijebOgD011j9iOLNJe6Uv/6v5PbgtoNYSqJToVp7OG8FZvpvoYSpjU0UwGRVBPLvoXHrdWX2IX3rhKHx2FSIyciiY1LuGN1SWowRVCMwIDus6l229lqJ1wfR4pO5gpD1PJPLhZa8B0MtsJbgJ7qZ5WinBqhd5WimPZI8j9c4+iBVb6n/ouwK9Kl8iXMFdCAUGxKPszmja9FEzMUVHkfZCAF+OeIv+bg3fzHVhlxpzC2I57PDiPL/1RKhapTG+TK/g/uwxpE7yQbi7kzeuB5fd9wvvvTeZCl9Ydt2zTTrfDZHpKCFHc+Oyz+/Abxf8+8H3K0c4+VoZVqnjo5iMkUAHcNwpA0v3aPnh76FYdTM6Ctf45pJuLyHG7M3rBdF8um8EvvdZUA4XY40P5fAdpTzT/yuGWgqYtu0qLCYHj8Z+zynHwbVY9WHfXK7eewrPRP7MTrsv1/19LdKu4JlmpsfrW2s8EJVBfVHyCpEVdnbdH0fypa/X8NZ4vSCab2ZNYN8kC39e/ixfl/Tl+T8mEz9rVb1yDNug85+QDY3y/rBLjU+Kw1ldHMuy/TGU7PMl9hs7puXbGmXs3/NEIjKuFEeFicC/LJgvyMWhqQwNyeChsMU8l3s6m/4zBPcfGudG2BxMPaKJ/zqLx0OX1flgtEk747ZcQvZhX5Ji0qpNwRzLPkcJt6ZfiONGL+whPhTFelDhK9BNYB9bxP0DfiXSnM+dmy9p8VRpfdiknZ12jU/yR/NkyHpjBNCJOO6UgZ9biEz0Px805zRK8lPxJJ6UwqUhq5g7bHhlfhRhMqF4e1E4oQ99Zm9DRxDsVsLm/Eh2pUSQPuWtDj6SjsEutWoP3F32Ugp0N/41ayZL33mbtwoj2GcL4vNfx5Lwcnrl3DLAOdvysUoTf+Yl0N0rn3+HLakRNKZJnav2jGPLt30J2manwlfF96v1DXrtqP5+3LxmDf3dchv0M5+dNZTkq3qhp+wBaHJqAe20oRTEWfjnv68AVFOoR2wMF3x+F7H3NSG1QhMovnQ0ve/cxjvRf9b7sDzphZlEvbYe4eND/ke+rBj0Vb392qXG1NMvxh7qy+4bBW7p7rgVwuZ75tS7ncHxSZ5WyjJrKL8V9OenNYPYd8u/ji9lUFvQmTCZUHpGo6Wmo/ZLoCLEG/OaneiuZGrCYkGJjoBDBRyc1ge7j2Dj/SfmDbKozMxgSwHZmspVG6/F7Xt/AnaUURbuzv6zNb45/XXOW3gbgetV8vtLArYJgt9agdo3nvLufnik58PhAgDKh8ei3ZXH4gELsAgzG202fiwexJ2BG7EIMyf/a1aj0lgcwXbWCL57+5V65z/ztTLO3XYlXmemteg8OMYNI2u0BYYUcVqPVMo1M8sXDyB8pQPPlMOtXsNA8fIi49ZBlMbauTlpabVYjmOZkZnIom396PfvXFJmRPHfC+ZzqU/jkuhttNm4fdelHCrxZFviJzWUv8GJxzpbBQ/FJ7HYPv/4VwZVEWY3GNwbsSWl0nApRpzE/fM/4c+SPjwcvLVJwSjHG3apcVnaJFK/SDhqHIZKt0m1VwxasA+7bnQj4YZ1ICXWc0fiuWQrmbcOxnePjtd+K8U93PHbVQJbUsi5cRjWQDjvvGUUOTxYlxdF2aJQQtaXNzn5W8FVicx//Fliahkd5GqljHv1XiKeW9WqhmBhdgOpN9pd2RQe1ujcNqaYHuyaEcGUCau4p9tfhJu8653eG/z0TMLeWIu0V3D1zoxWdbM16FqU6RWYhVr5rBqz+Xz8LNYGYxg0qZOvl/N5cR/mJJ9CXPAhct/uyZp595xYyqA2rt+VzsXeTUuitdtewraKEM7wOIyCQpm0t6qhraM46YWZRL60ut4Hn+LuDopS6Xt++LpEAt9fycL9GyrjCsxCoVDXmLBiJnH/V4q+NxMhBEpYCNa4bpiWrEOY3ZqVHfLwtYnMvn8+53hlYZVa5XnP1Uq5KnpM8w68FVF8fGrmya8jBuGmXWmc6pGFXxUf8rq4eu8p5CQetdP0XmvmlYg1rSKzQdch9rfr8NriTmCyg6wrbPyS9Drjf7uTvvfvZcGGH+q1MZ25/UKKF0QQuL0c05Y0p93P5Ql43EUg16UM1N69qlV/OkLB1YkE/5nJJQtXMNU7g6nbL2PpgG+BussjflXiy/8ev4JX//MKG609+DZ7MIfe60H4DWmMCUrlfJ9NrLNF0tOcxxA3hX2O8hbnU2kPYr+aQfxt9Rty60INDWHBuu9rvRA3V1iZdziRzUOrX1OZDyQR9VTTyyICqPGxlPQLxuarMvDWzdwdupipn84m5sG2mcdvKTm3J1Ufabm4PXUH/cx51UY6dY0M/rLCnc/eQsh765GDEuCpfB6L/YYw1cbf5T1YVRzLwt19sR/04P5xP3Cu165WLRdq0H7UNn03O2soS98aRfCbR69xtV8CmreF1Eu9GDIilfNCNpBcHsE5vhu5YvkNiBwLSUnb+XtbAtE/Knh8t6bOGJ8TRhnUhRwzGPHPRtSgQGyDYnBbvo15KUs4rIMmBb3MFgr1o+6MsYuvo+9DOaQ8G4zM8CTh1Qyk1YYsLXWmY/byhJhIxIGDCB9vCkaEIwUk/ms1/wtbi006SLbTLsnXmsrkgeOQ5dZKW0pjODIlYortycd/flpnGct0ewm3nnJZZXbG9KcS2Xb1a022G9SGGhpCRd8o1KWdL5eQdtpQ1KXr6yzUXrG4B3/0/67y+19W+E/alFrTbtiknY+Lovl6/FDnyK3CTtG4BA71U7HF2vD2L6M03Q9TieChi75gtMfeLuMifSKS6Sjh/C3XcjDbD8VN47T4FFYd6EFpvgcRv6qUhqvoZ+Tz2sDPeCv7NHa835egt6u/7By6IZFzb/uTR7ttJ+7zm4lcquO1cDNKWEhllt3GpsA+4ZVBbcgxgzEVlJN6VSDBGySLnn8JD+HGy/m9+OjNMylK0Ei4e0OTpjiExULeVUMJuCyTscG7mRW4ps0SrzWX+cUBpNlC+HNg433aj1xoRZeNZtjdG3gtsvaRxZJyFXdh59rPZ+Ez4BDrhi0AnAExF110c6vlWOlIhMmE1DQO3JNIt00V5M8qoSjdn4QHN9eqCMB5XWR82ov7+i/kP2vOpc+DB3Hsz+LdPX/WSMEw9rYZ+K09gHYgp/Lay/shAceSYDb968R0eOiq9PrjWnq9UIFcd7TSWm0PbTU+FmGtQMvKrkz6qPj4IPv0ZNc1nqRMewNVKPR+/xZ6PrwStU8vtOS6nQ/qw1AG9WCK7cnOx/2ZMfBvvnp6AoHrDuH5Vj5pn8TTbW7zpiNM4WEcfMeH8RE78VQreDi4/fKVN5bEe26mJErBPU8SvK4Afcuueg2yamgIQlHQ8g7z696m+95vrrDyQOK0Niko0p4IsxtKrx7kjQzm4/8+R5Rq5vWCvszdcAq9rqrfUK4GBFAwsTe5I6DX/WspO2coP7z2cjXPqUkRg0n5cCjx124CXWPX3JE8fvpXvD9jKr99+l5bH55BK/B4Xh++evMMQl5v3vQowK63RrD8zBerTQH+VObOK736tEi2E1MZ1JNQzBQVSdHIKDInawxJ2EvuK7H4LNyOMJkQXp7ohUUtLqKt+PjgGNyLsa+tYpTXbhLdC1ARnSbq8sictSZ19jnKuHffNA4/1hOPzRm15q3f9cZIEm5ZjeLpyS+pTb/I7VKj95Ibib9mU6dKB9EcFC8vRM8o+n6UwvPh60m3l3DtzLuw/NSwoff21B2Mdc9nwkN3E7w6D7e5RXzR62f6Lr0Bn388CJmzHMXLq3Iab+GBjYDTnbau6TmDzkGuVsqEdTcQcfneOkeJjSHlg2GkTXy3Rnvc79eS8Ky1RbU3TkxlUAulF4zCd+shDr8I+oJuWIp0vH/eVOl+Wtecb3MRFgs5Nwwj/rKdbPozgdnnf8dNfgdape+W5DyqixLdyp9Wf25fcRlClYgMj8qgK9vkERT2NDNtxlIe7ba9Wf1rUmfMpos5vKkboat1PL9pniG7wxACNa4nybO74RlSSo/7yjjpi3T+G7IGu9S4ZPQFzuSJ9ZBzWxIR5+9h17ruTD19NcmXxZA/vFtlqmK1f2+s4d6Yl6yn8IpRrPzf3Hr7M+gczM4aytpHh1PU3UTInOaPCODoC0BVdttLmNljbLU2ZVBfRGZOkyqxndDKQFgs2E47Cc+UPMp7BWNZth103akA2jIdcRV2PzeauH+tYW76n/grSove8OYXB3CpT35lPp7WoD7FMiliMADlU0fy1xutE7F9+4ERTPbfzBP/ugaff9KbVP+gIyn6JY4R3fZVunpOihiM2q0bOx6NJe38N1larvDUZVfUrAKnqChensg+Pdk30YcNM1/mqvQz2Zodztmx2/jtvUSKY3QC+xzi4wEfEKoqTN56BX+d9GWnsjcZ1M0ueykp9iDu/PJa4j4vouAJG0E3laMXFpEx8yQin2m8gtj3SBLJNx+1Dw14ZSbRPx+uUR5T9fdDWm1Nqq9x3CsDYTKheHpWy6Njiu1J8UkheO/KR5RZKz1cOoKKxT2wTM6i8KKh3PHo55znnYsJtcNv9CxHCeEm72oFco5l0LMzCXvReSHX9sbSkv3apJ3b95/CnpHlrdJvW7Pr/WGkT3IO3zWpMzlyKHseS2TU+G2VOYOSK8o4//176P6fozd/yodDuX3471zos5VQ1aOGO6ERIXz8sK2iHB/Fmdl1fnEAD644n63j3+C8qJFN6ufIvdb7vVvo+XDTbJcycRDqppSjsxxVXnrrUgamJu2hE2KKjMCRlYMYkIDDw4yyfkdlkjJH+l480vbQGWan3SZlYpswBN9PVzJv5am8Nkfh1wGf4i061n5wxDhVX1GRD29/kRl5d+KerwEbW22/uVopGQ4zf+3tRXdaXk+5PbhiyGruzR7ConmJuB+S+LOCimCNRyN+BpznsK+bJ8Mmbefgf0Dt1o2c9wJIG3bE8OtcJ1crrZbPyVAExw9VM8+Ocs/gokHrao1jagwX7h7fZEUAIFZuRq/yXR8zCGXZRpdSqH2bFikDIcQeoBjQAIeUcrgQIhD4HOgJ7AEullLmCyEE8DIwGSgDrpFSrnf1Mx142NXt41LKDxsrgyMrB3QNfeN2BMccZ2ca9egabgvXAuBI20NW8mjeiurHzf47sElHpzYMDrZYWP706+xxlHHkYdYYyvQKcrQKyqRKhCopljo+QkFDMmH99XR72oL/s5mITT5tJ3wrs/70YPSyMsJszrd+xcsLBEz44w5O77OT1VndsVnNhH9i4fA3JTw24Ptquf2PYEYAbWP3Meg8zJxyI+xMh6am0Bo9kIHPJRH+UjNtasc8+5RlG50f6rnWWmNkcLqUMq/K9/uBJVLKp4UQ97u+3wecBcS7/kYBbwCjXMrjUWA4zmf5OiHE91LKxmXk6qJeKfEfF/NJr+FcP2Qbp627ntl9FnO1b17DG3YQqlCaFF39lxUeuO823Io01AqdtGsg8G8L/rttKBU6If9spHzaSBbELqFX3+4UXjmagC2FLfKSaA+0/OqXpYgMo9/T2Tj27SfLz5fIngKltISUfwtS6kkRrQinMsjSyrpUqUeDplH1et713nASrlvb4DYycRBquZ3wF1pmhK5doLqfly2yGbhGBsOrKgMhxE7gNClllhAiHFgqpewthHjT9fmzqusd+ZNSznC1V1uvLlozzqDDEALb5OGc/czvvJecxOTYbTwf3vmia5tKzM834O5n44rea4ixHOSR1VPo868sbL0jOBI9LIYP4P2v5xJu8kaTOkW6lYeyz2D3iPYtNN8aHPhXEhXDSlC2e7PwemdZ0oFuncN92KDj2Oco4cbuY1H9/Ui/oz8xn2ShpaY3uJ0pOgpHRmabydVWNgMJLBJCSOBNKeVbQKiUMsu1PBsIdX2OBKpacDNdbXW110AIcRNwE4A7nXdapdFIieWnNXzvNp7PXniF9w6NbXibTowmdabvPYM1k16u9HJK3HSBM9o2Kxu1SrBZ+jQfxnxzD2o3KyN67CXeOxebZnJmS23EDdOZUK2gawpfX/s83U3edG94k3YjuaKMQt3CaPfG2yTK9AoswmRMX7WA5Ioy7p52E7AdraCQ0DX2Rl/XbakI6qOlymCslHK/ECIEWCyEqOb3JKWULkXRKriUzVvgHBm0Vr8djec3q+j7msKL4auArnUD5mtl+CrulEtn2oSPey4FjhpGVwz6igk9r6VkbBQBGw9R3CcQ94O2akaxw8MHsHqnA9mrO3J38+IXOpLQV5Yj3rRw5+iZfPfJm802FjYXu9To++mtXDHxL87zXc9gi4UpKWey99tYIhfmcfqCdYx2r78ugyZ1Zu4fw9p3B+OVo1EWpLL2sTfa6QiOLzSpM/us6ejJzmu5fNpIskarxNaRcbrW7LcdQIuePFLK/a7/ucA3wEggxzU9hOv/EQfy/UB0lc2jXG11tZ9QdAY30+ZQKp0+C96Ke43I6k+Kg7g4bRxJr63m7AeWsvvfHuRcUo41xFJtPbl2K3pxMXLDts5l9G8C0mZD+XMDyfamb9vnnVso0Zs3PbatopxTZ88i7t4VrJ0UxeXrrgfAen8oUd/uJ+3fFu4NrF8RbKsoJ/HBWewdoxH85gpKQ1UK+nXN36GjydfKGPXvWdXyBh3qayL2/uoeQYq7O2pwEADS2nCJ1vag2U8fIYSXEMLnyGdgIrAV+B6Y7lptOnAkVeP3wNXCyWig0DWdtBCYKIQIEEIEuPpZ2Fy5uipdURGA0yW1quxlegVTUs6k1ye38EnSIPr7ZHHA6s/Xc06n5/OS2Cu34/l1F4s6rgXFvXabQDe1/qSGeVop8Uuv4d7sIZVtce9mMuW6Wxm69pImy3H3xTfhM9+ZDdaRnUOP6ekMeXwmph37cOzZh/ci7wb7ve6Ruwn4cAXSXsGh6xNZ9+gbpF5mRD03lXytjIsvn1Uj4+i22+aQ90MCFZOGo50+FOs5I3GM6ote4Kyt0pxaH21Bsw3IQohYnKMBcE43fSqlfEIIEQQsALoDe3G6lh52uZa+BpyJ07X0WinlWldf1wEPuvp6Qkr5fkP7Py4MyFVorWCujua0G2/EY8mWyojI/fclEfXC2k5zwbcG+x5N4oLz/mZhZl+sdhNle3wBcM9V2HZb9ayip2w5j5zVYUQl7ifcs4icf/VEWbYRYbFw57aNnOlp4x+rzhMjxiPLrex89iSmjF7H82GrG3xBmJYyifJTa+aQqo3cW5M49drVvBTu9GapWkshXyvj0uikoysviWJ+woJO7e7cGSjRrUzYcgVf9P+QB/dP5sCDvVD/qO4AcvCWRFY8/AoWYeaT4iB+OXQS+Vf44Ujf20FSnwARyF2d40EZzC8O4P3ePTpajDanKb/VxAunI5ZvAiEQJjPSXoF9/DDMv63DFBlByFfFvN/9bz4pDuK9W6ZhyS6GzGwOXtCfhx6cV2uMwhFG3X8L/h9VKYASFEjZ6DjMJQ7MG3ZXi8YHZ1qWX9Odo7I7s4ZXKoZqcgIIwQXbc1oth9bxyL3ZQ1j74HDcFq5FDO0Hm3bWWktg11sjiFykYLopB6+ry9GLils191lzOG4jkA06FrvUuH7f6Sxb15fIJeBJ158Cag3Gbj6fvNWh9FyzzhkIKWXl6Ei1augnD8Hx9wayxpoYdOtMhl66ha8/eo2rdp9H3px+BH64mreXjmPaP99V63dbRTl/l/Xiat90Rty2nrXaaEojFUxlcM9tn3Oe16/YpINPi3vz/O+TCdis4LPfQYWPSn6CAq7fp6oiAPj48zlcff7NyDVbQEreeXoqNz114hqQn8zrzYPBO2tdZpcaWxLdcLM581NVrVVwLAEbTHh9uQK+Ejg6+Yu3MTLoJHS1kcGRyNl3C8P46txEtN17OqXxt7Wz0ELDv9XFaeMoPPkwSIkysA/KoSIc+4++Zc/L+Ifzt12F15lHw1KF2Y1dzw0l7aK5nHrTTWScJejz0kF+/vNrwKkEzvn5Dvq8VYI0q9z52QK+OTyUCEthgxlkjy2oXhdjNp+PdxWZuto12RrkaqUkLZhN71cP8PmyBbyefxLn+W6srCR37b6T2fV8P7y/aPilRw0O4q313zH+g3vp8UjnKdNa18iga1otj0NuPzCio0VoEr1+uJl+y6/k6/FDnf7TnVARAChhIUc/e7VPacj8B7pXno/yaB+03OqR5ZPWX4/v9OrTP9JeQfwdK7n9wAg8Fm6k9+xNaClpDHpmJnapEWWC8L8U9I3bkWu28EXeCN6MWtGoVOKeilujch/5XXqo2veYhdc3uM3xRMwPN3Lp9XcQN3slORMimTzrdpaODuGOs4+ehzXfntQoRQBgG9iTKJM3tpCukSXBUAadhF1jFJ49HNfRYjSawPUq9jSfam+8nRFH2p6jXzTnTan2imlxv5rUa23/qsQX846jQUOWn9bUMJ6HTN2BLDlafzr7jiRSXxjNns8H8uPKoUh7RaUBPnRtGXcdSOLL4hiyJjpQBjirXP2+vl+Lj+FYhE/1HFEJ165r9X10ZlQfO+6rU7CPH0a3Ffl4/7kTvbQUpaSMmO9vAmDr7XMovXBUg32ZoqP48sNXAUi4uelVATsCY5qoE6GGhvDzhkUdLUajmJGZ2GXSTtdAUVuU0yrntiRM5ZLDYyvYOeEtrkifSFGFO26qhuNCDe3gQdR+Cdi7eXGorztlERC2wkH2tVZsJRZMuWZuOPs35r8xgZA5y1G7dWP/lfEMv2QzmaNrGozV4CCUL92wn5aFMqAPwuWXnvxgEGf028ELUYsZs/oGfh3+JqGqB/dmjyLSkl9vfMF/DvarMar4ywrTf7uRnl9JbAEmiqMUttx9YtVcTvhzOqvGvsHY1Tfi+ZMvge8dnd75YN8ywk3e2KXGOZHDKttVX99KY73aL4GdNwby/tS5nOIOg1ZfRti0zpVvy/Am6iLsmjuS9CmtU0CmLbk3ewibh3bNa6c1GbZBZ8MpfgiTCb2sjOKpQ8gbJPj2iucJU6l0zyzTK2pEJid8dAsxVYKRaiuUXomiopyUgLDaIecgAMVn9MHrhw3YTz4J0+/rEMMHkDXWl6jv9qPn5vFLyj91yl2ol1eru1yVEt2KRZhPyLTadqkx8snbCJmzosbU5xEbypE6Fkcounw0bsU6SoXOnDdfoa+bJzZpZ2GZH3OnnN3swvVtheFN1EVIuHk1L53ck9M8dzLYYml4gw7gzqzhbL5vEGZOrGmEY8mfnsiToW/w6LL+hJiLWFUYww/dX3c9RKv76NeWosIcX931s05FAM6RjCaxRflh0XVk9kE8v16FBEy/O38HuXYrxVeNRsvMqjOuI+GjW9h19Rt1KgKgTWp0r7bZGWkxt3q/rc0FqWcT+s46antJ/qrEl/vXnk/grx74swIxfAAHH63giphF7LMFck+3pZRJQfzSawhf4IbPxmy0vakdcBTNwxgZdEJMPaKRZhPJs7uRPrXzjBIK9XJOfmE2Ea+vqywgdFzSQClUU3QUGRd3Z8Pdr7Uocrz3u7cQ9+y2GvEArcGuN0bWeu1sqyivVnylvehKdRvuzBpO8rCairn0glF4fbUKhKDsvJHkXlKOutUbv6QcDhV44+dTTrf7BNo2l0tqO5XUbSrGNFEXJeWDYaRNfLejxeCtwgjm33YW5t+O/9GAMrgf+sa6vXQeSVvPGPeWP9jsUuOtwp7MST6F8hIL4T+aa3iqFFyViPWCAqw2M3H/Vwq5eWiuNAb1cSK6hbYmk085r0aWUTUoEO3QYZQBfcj/n4OVg79kUtQwTBFhTkeKY5+lLbRNtRWGMujC/Lh/HWahEvvlDNIufLNDZJjc79RGPYSOd3Z/OpjU0z5ok77tUuPMq27CklmAlpIGUvLz/vWVb9SbK6ysLI/lmV+n4JuiEL4oC33vfqwTBpF5uonoJQ48MorIPDOIzbNPLMNvazM7ayhbh9XuMQZgioqk9D0zlol72k+oVsJQBl2Y4ktHs/yFuUyKGEzQPwF8GvNHi/s81qB5b/YQUopDyCv3It7/IHOjfye5Qq+0W0yKGNzifR4PqH9E8HPvOnIRtwKFejl7HYIZyVcgP+nGyv/VnTBuo83G67ln8HLkH3gqbpToVjIcOn3dmp5TKNNRwmdFgxrMcHqiELPwevo9kIkju+7cT/Ua/DsxhjLo4qTOG4Jeaqb3bRv5dW/z/ZbztTJGzZtN+HKNg4NNlEc4OH/UWn75ZjTdn16N1DSEqlJ04XD81+bwyKIvGe2uMilySKec/2xrFHf3Sp9/U2QEry1fQEwTyn+2hPacZx/9r5sJ+GYLe+8axPaZxqjCJu1MiexagaCNxYhA7uL0nrWb3896gczZwxn62C0sKW+629/knZO56OpbiXlwBe4/rib68eUkzFzN9jFu9HwzxfmWIyXS4cBn/kq01HSuXnArAOmfDmztQ+q0iCH9K6OV0x4egjK4H4duSOTuvxa2myKA5qU1H73xQhaU+JGnlTa8chUm3fs3emkp0Y8vZ52tfTPMtvf+GsPg5dfVucwUHYVyTIDe8YAxMugiqKEhHHzXn5VD5nPuaRciyqxNfkudFDWsyQYt+8Th/P7BO87tIwajBgSAItAOHW5SP12JavmMFJW56X/S3eTZJbxhbNLOeYMnY+8dyeIFHzRp2yFPzCTk9eWYYnuScmM4Cy9/liiTB0vKPTmkeXOFz6GGO2kh35Z6M82rpNa4jPaivoBKxdMTenVH37yj1uVdAWNk0MXRcnIJvnAfI/87i2t+WoJj/wFmTr2paZ00w7PBvGgtcwuqlKQO8kdGhzW5n65E1cR26pJQYszeXUIRAFiEmdJRMSjLNjIh+dwmbbvhoTkUXJWI7ulOzAMrmDnlRk6dPYsn75nOJ0mDyHKU1JmGo7U4krK7TDajZFwroEmdjIm1KyFTVCTaoPgurQjqwxgZdEHmZyzn/Btux23hWg7cm8SWuxqe483TSrkiekyz9meKjEB8Ip3pEHx8EGHdIL8QLa/t3xQ7EjUggJ+3tdxY396U6RWcFzUS1d+Pn7f/2aRtz9xxNun/dKfn/zkjo22TR/DS669xX8woxIiTyO/jjS1AUDTUBkJiOmBBtQm89ktsfqJLp69It5dw9jv/Ivqx5eyaO7LL5BRqKoYB+TjCdvYIDt9YQtR9drSdqRy8JZH1/1d/7vml5QpPxTVv3l/19UUvK0PqEtXbC62kFNXXG4SClp/frD47PUJwRXIGV/vm0fetmSTf1LUecjE/3EjCjDVk35nE2ntfbVJqiVO2nEdmViBSF2ybOAdPxY24+TcT90U5YsWmereNX2PhtciuV9MiuaKMu6fdgL5xO/seTWLzTa9Wyz90PGEog+MMxd2djDuGEvnMcgCy70pi0711P7Cu3XcyB0YXN2kfpReMQnMTZI9z4O5nI/J1M5aU7MpMpWrfeERBsbN6U2nTDJadndJfY1k28GsSPryFgWNT+DLut44WqcmcFTsa3Wql+JLRLH+x5TWNc7VSkubfQ9y9defmF2Y30h4bxvCTd7SKC/QRXjgcy92BaQ2v2ASyHCW8lT+SxVl98H7Io7JIzZPpq5n18O34fbKyVffXWTBsBnVgiu0JON+2UbpOYi7daq1UBAARb23io6LgOtf3UOufg1W7dcMxbhgyaRDgnBqq8FYojVDw3+gGW3yIeCqVcxdvIn96Ioq7uzMBl5SIHpGo/Xu3zoF1EpYNdBaV6fXczi6pCABGrnIqf5/PW+ehFqJ68fclz9a7jrRXEHP/ChL9nQ9uu2xeBO7ScoXJOyczdvP5JPw5nd+SoprVDzjtABfuHs+r+T3IcpRw+4ERxCy8ngvuvYeVif54nZVerVrZ/515+XGrCOrDGBm4UAb3o7CPL/6Ld3VJTxnF05Mdzw0gfVrduYzO6pVUa9Wvg9/35qE+vzDeM4dpyZfiNuFosW5TeJgz8EZKFHd3dj8yhJhRGYwI2svPc8cS+tEmtEHxDU4fdDWOpHP4pDioXbxo2oojwYKtkUJjQYkf7145BVZvaXBdtV8ChS840OaFsPLZpo9Kzh47Df1ANrrNVhnfoi+JZnHfH5rUT75WxvAv7yb+/g0oFgv2gbGY1u6o1u+JhjEyaAB943Z85q/kgmUNV47qjOhlZWCS9Xp7jFxRezqJ9cM/5wLvIvwUD9wmZVZb5sjKPnozWq3EPLya/HnR/PjeyVi7CRRfH0qjPdh/fxKp84Yghg9wJug6TujKiqAqT54+lWv3ndyiPj5IGt4oRQCgbd+F91npTX7D3lZRTtz8m3Gk7XEG+1V5YCvjM5m8c3KT+rvoqlvpdddKpM3GwU/DKLi/rEa/taGGhtS7/HjEUAbH8N6j0zpahGaTcNMaxvxrJqttdsr0moE8/+m2jd3PJmIKD8M+cTgZDyWx54nEyuUnrbq8YfdTXcO9QCP8/S1EP7acg5NicVgE7814mTcSP8b03CH2zD8JcNochNkN0UlTcdfHSasu72gRWoX0p52/r2NvBlmnNi+4S5M6fd6e2XTvMdcDt7HuqMkVZdw76Sp63V2HApEScXXTHlluG4+m1/hgwId0u6Zxx5B1Qa8m7ed4wJgmOg4x9exOyYAwrn72e6723V/Dk2RRmZkk92K8FfdqKQ9Ou/5GLL+sabD/gzcnEry5DLF8E6awULC4gaKA1YZ2MA81OhJH+l6s54zE8/et6OXlXW5IXnLRKP55uWOSArY2/ZZfSfSFWwFIfyqRXdPr9zw7giZ1ymUFp/37LoLeaX5B97ybEln37/r3eWfWcHZdGdOoQjDzMv4hRG1cPesPikL4rE8EAGpCHNquhnMvKYP68u3PH3HegInHpbecMU10AuHYsw/3H1fzVVJfTr17FrGLryPd7gzmydNK2WPvVlnApGowlccfW0BRUf39UH196+y/29wViOVOG4EjOwfH3gwc6XtxZGUjHQ4c6U6bg/uPq53TV1UUgSkqstY+25uGRitLX+parqT1sT3pYxR35+8dtrJxBt2Ev65mzH0zOff6W1ukCACC36p7+xLdyrX7TmZHktroimDZmkqeVkrCR7c0uO41vrnsen8YwmRqlCIA2PeIgkWYEe5db0TbEoyRwQmCMqgvuaP8CdpWjmlbOjmX9GPlI69VGzUMXXsJ3f0KOLOb8y3y3WenEPh+yx4Ex3LohsQWP1xaA8XdHceovih/bqixTPX15ecdf3WAVG3H+Muvw7zGWeC9rloHmtT522risfRzMI3f16r7/37/GiyiZqWz06+9AcuSjU3K/imG9UfzMKMs28i/dm9hnEfDCq7PsqvocXHj7B1z9i5jS0UYb8Qfn1NFRpyBQQ2KLh/N44+9TT9zIeGmmjmONKkzZfQUHBmZtWzdPDpL2l+1WzcI9q/1bVSOGcyiLz5of6HakN32Ep7OnsT+KV6k39yL5BlHRz6a1PmqNIBnn76ckEX7ai/U0kLKp43krzk1Pd1amhrddvYIlr79dqPWbey+cm5P4o97n2Pck7MJ/2U/jj2tqxg7GqMGskENfD9dyQt/TsIRHUz6VC8SEvfwY8IvlctVobSqIgAQAxKQ9VQRay+0gwfh4MFal4l/NlKiW9ukFnBHEWf25u3of/h+mSdvXBiE7SY7HxdF8/R35xG4DYJ+2UVg3gqqqmlhsbRaeVOPb1dDG8y8uS866tLcWr9Z2PIiklbOwB4nCXvfAWd0zvKVrY1hMzjBcew/ACs3E/PACuxn5NL7vaPzsLV5JNWKEOx7JAkA21kjnJlNoTINdFVkctconrK1wkyhXnvmyq7MFK8ybvjiJ8bfeitfJfYm9v4V+M9bUekpVNWmk3/J0Fbd9+0HWr8+gBocCMCFu8cz5bpbGfTszBb3qWTkoqV4E/9xEQe+6cmex0a3uM+ugKEMDI6ia/R8eAX93nDeUGcnX1Tv6srAPqR8NJTyX3uSfPMcMh9IYuxTK9n3bgTCYkEJDKhc1xQZgdqtGyI+pk0PobW45fnbeLegf0eL0SaYhQOfpbuQVhtqvwQO3JNEyqujSJ03hHv/PDoy9P+odW07uxJbFn+iJsTVaHNkZQNQfGo+5kVrCXtxOXMLIqvVcyjTK+i19JpG7aPostFoObnE/mc9YXMzCJuzGq9MUHt1kuu2DWN4DJuBQa34/B3Ml3G/cfbYaTjS9gCuFL45B5F254hh7t5llfUUrt57Ch/1OGp0vTd7CCO803jgp8uQQRW8PeZDbv1wBqYhBUSc1/HTRA0iBGpgAGWf+bJ0wLcdLU2r80lxENvKIrkmcAUJ5uojuLYscfrq3n8q93fSCzOJmrOx1qj42lAG9UXflFyjfeGBjdVqdKsBAdj792Dxgg/IdJRw5S13YfmpYZdpxcuLvEsGEvieUwmmvjgay2GF7v9bhxLXA237rsYepqtDtVlp41uC4uXVYJ6wZruWCiHeE0LkCiG2VmkLFEIsFkKkuP4HuNqFEOIVIUSqEGKzEGJolW2mu9ZPEUJMr9I+TAixxbXNK0IcR+GrXZjSCSX0f3UmD/72Ndl3JJH+dCLbHwsjcKkXYkh/su5OqlZYZ2Zo9aRkz4Zt4GLvQnZfMpe08e8xzkNj64zXeHvQPNS+8e19OE1HSrRDh7FM2tvwukDsVzPaWKDW5QqfQzwZurmGIhi69pLW31mVW/qOs68HoNdnNxPx3HJGryhodDf6puSab8au7wfP71fZpOXnoyzbyIzMRG44/+ZGKQKAorNPqlQEAAkfFOK9T6IP7cPsH75qtJxHBW5fRQC0yDmjMdNEHwBnHtN2P7BEShkPLHF9BzgLiHf93QS8AU7lATwKjAJGAo8eUSCudW6sst2x+zLoAHSrlainlnPfvbdQNLCCbVe9RsJ168l8Np63vnuTzfdUtwaOdm84yZ8qFEa7qzz/y4ek/S+xwfU7BVJyypbzGlzth3NfantZ2oFuU3a2ep9KlZgOfesO+s6dSdxsZ5Txo922U3rBqEb3ZR93jB1DSmK/nsFv/32hxrp7x2jItVtrtNeGqUc03guqRz5njwmgdEoRt370BYmWBuxHVZVUQ++zbfG+60qy2RKDf4PKQEr5F3Bs5rapwIeuzx8C06q0fySdrAT8hRDhwCRgsZTysJQyH1gMnOla5iulXCmd81UfVenLoBPg9dUq+t6Xzml3zgQp8fh2NRkOzxb12dfNk5Qr3yB3VlIrSdm2eE3NYsiTM8nX6p7O6O/mUaNtn6OEjTYbyRWNmwbpaAY+33Lja62o1V8Uuv93ebXv4x5Z1uiuzL+tq9EWf+sqns0byf77kpxlKV0cmc5sDJZ51mrfFU9PwuZtIerC7UzxKmPYO3fWu73iXcU1uzlT73VlTG5kJmWhHFUwwtQ8J9HmGpBDpZRZrs/ZQKjrcySQUWW9TFdbfe2ZtbTXihDiJiHEWiHEWjut4/JmUJ3aPIC0vEN4f3G0YMlVf93YKvva8NAc9nw+kJQPhpH68RAOX5tY6/47Gt1qJeS15Vx8+SyeOVR9issm7eRppdhcZRrztTKu3nsKg56dyU1TZ/DghEuZfdb0Jheob29s0k7488sbXrE51PNwjJ93C2tOrTv1el2UT3NWcjvCupP92XrHHEauKGxalLsQ7F1wEl/3WlyZp0txd0d4eaEXF4OU9H1rJt3/Xf+50YubUCuktvPhmlISZrda2xvsssr0UHOVQYvjDKSUUgjRLlZoKeVbwFvgNCC3xz5PNPRya8MrFbVeeMrOkz+q/KydrvPMXX35Z1JMpZdIZ0L5ewNLR4cw95VTee7kBdyz5FKiFgs8cmxYu7mRMQl6zbej/rOFMMdyJHDkVr7oxjt59PV3WVUWR6HDgydDN3fkodRgwqxZeND+ZR5j71tBc2bWPW/fzwVP7eS5rRPoftGWyofxf7ptY9HSXTzfq2FPMFNYKMUferLjpHkAjDg9mYOA8PBwxqG4OKIIbJNHYPm5cfaHdqeKsVq3NuIerq2LZu46xzXFg+t/rqt9PxBdZb0oV1t97VG1tBt0FI15E2kjh2RVKDwYvJM7/l7SNjtoBfTSUhKuX8u7Y0aRcMtqPL9ehfhnIx7fribhltUof26o1Yjn9usanj31LJaODuHvxxIZtPqyDpC+dmK/nuEMCmsjGust1BTk+GyeWDSN5DHz2PvfRITJRJ9lVwEw0fNoIacjMS/Hovr6MnPZn/x10jeVbfmX+QDUmpxOmEyURLR9jG5Tpraqcex924xCXc29rb8HjngETQe+q9J+tcuraDRQ6JpOWghMFEIEuAzHE4GFrmVFQojRLi+iq6v0ZdAJyfi/JLZOe7VN9zHR044ppkeb7qOlaHVEL9eHI3M/emkpvqsyCDu/iW6KbUCJbiXm+5uIv7WNaxa3RQVBXSP+jpV8UhzEjhveIPofC9Gvm3g1/5jrxjVlonh5oQY5A9SKfoljysrdnO1Z/Q1aP1h3emvpcBD0zoquU+egkWnDq9IY19LPgBVAbyFEphDieuBpYIIQIgUY7/oO8DOQBqQCbwMzAaSUh4HHgDWuv/+62nCt845rm93A0agXg06FGhrC9lucBdJbSqajpN7lV/16fCWKq4pj/wEyFvTtUBm+L/XknBtvI+HmdpgaasaDqbF8cMMUXi+I5u3of1jw8eu88tNken16M9l3Op0TtIMHEWY39NJSrli+iT2PJ7Ji0Ffc7F9zAiL1EWfJV8XdnYozR6AGB6F4eVFw9VHPN/undWQy7WQe8c0Jkmtw3COlrGs8WyPiy+URNKuOft4D3qulfS0woCE5DNoGfexglGUbG7Xuzcsa7/XREId1E/VVtb3UJ5/3xkx1psruooGR9fHTiLlAzeSA7cEnxUF8csowLDntM/+tWCzNnsduiMzTPfgpKZZZ2zMIUJ1ear3+uBY19WiOIsXDHc1ewRU+h7jiurrrKkQtdU7vHZgxlKK+DjyH9KY8UiPs76PX36ndUlhm9kWYTQgvr8oRojCZmz/F0xbkNb0Og5GO4gRn90Xu5F/TsM+/TBzEFK/Wm/sd6NZwQrFP57+O/lsUGQ8noZ3WunlyOppQteWjq+aQ5Sjhk6RBaDm5Da/cSkit7UYG3f+7HEe/ngx4+ahbbOrp7xO0zVr5tq4VFQHU69H1faknbr86lWPYqhL6vFGM7x6d+NtW4/P50fiDj34+HemwIysqOHRWLzK+HEDmg0lIewWm2J5tcITNozlFeQxlcILT96l0Aj5suE7th5+/3g7SVCdY9WJx3x/YPnMOX8x7jexv+zrnnzvZkLw5WETTjJGJmy5gUvI5jU8eWAslupVrLrwF7dCxYUNtS1u/MadcaSHymeXVyms+P+8N7BOGVbtWLrvy1jr7mDt2LAAlF4/mgwVzmL7gVxSHRO2XQNHloysf9CFrdZAS66QhmKySecPe45eb/4fi44MjfS+2ySPYNXckB29OrCwoVJUjrtNq7yq1EjrJ9WzkJjJoFIduSGTtfxtXLjFXK210WcKmkvDX1UQHF3Dg7yi8MyQeh7U29YRpKwquSmT5069XqzRXH5MihwBgmzy80fn7j+X0626sfPs9Hjl8XSJrHj96jX5QFMLTCy4gZkE+cmca0l7B6E12thWF80z3bwlWVfwUD+xS45zIYc5t9i3jmYOn8UzYCqbFnYxus6F4eiIr7Ogj+6GU2Sno74OpXOL11Sqy70hi9i0LeDX1DIIv2c9dm1ZXejM9erA/H61NJPIXFd9FyZUjFHBGPDv2OkOv9FOHYM4qAl1HS01v85xGRnEbgxaR/tkgdp36YcMrAoV6OX5KzYjc1kaTOg40+v95I3FXdD3bQuGVo1n5v7mNWnfy+IvRLWbkhm11Viqrd/udk9FOP9Dk7YAOSbjWXPJmJLL6kaNK9sweI0Hqle6+irs7eoUdZUA8Fd286P7ELlZl9qisEV0+dSR9H9qCr8nKwo8TCX/haLDZrjkj6fdEJlpIAKUx3k63YpOJ/qt0MsoD6OF5mGfDalbOs0uNdwu78+I3U4j7IActJa3GOmr/3pTE++H162Ywm5sWxNZEDGVg0CKa8wBqTyYln0PJ3Eg88uyof6zvaHEaTcZDSWyf1XDVl132UjyFZMpT97L+/xo3QqvK4KdnEvpK8yKMO0t1usYgzG4cunIYvz32AmW6xjXdx9a/vsv19Mjxqb6+7Hi1F71v2YHjhyDcpus4Mmt6HlUt/CMsFoQQaMP6kDHOk/POW1ZnUOFPZe68NnAoenk5SOmMoja7sfuOXsT8ew1S01ADA9p0Ks9QBgYtYnbqtmrBPM3FLrVqdZebwoTkc1nc94d6+y7RbVwa3TVyHh2hPRTtWWdeir55R5vvp6MRZjekvQLt9KFobgo5I93wTdMJWpKOIzsHNTQELfdgnaNItVs3ZGgQ+tYdaKcNxbJjP47snJr7cSlINSAALT+f3O/6EDLVeX4Vd3fmpSwhuI6p0sfz+vDxt6fT49GV7Hl8NBEjD6A+GVT5ErP/viS6/5DX9JTZjaTZKawNDABePnVCqyRcy3RUz/54xOi3r4G4A4Bven9R73KzUAlQW5ZEryN4PK9Pm+9D39L62Ug7I0eM1eof6/HcmQuDinjpsde5ZOk69nw+kJuXLaP0lxjSn0rEeu7IGttrBw+ib3U+1NWl66spAlEl+6rUJabwsEqvnYqVgZXLdKuVET/eVaNvm7SjSZ2Hg3eg2J2lNHs+vBL3aXnVRrORzywn45xgDl3vjKxuLwOzMTIwaDRq33h+XlL/A/kIX5X4coF3UbW2O7OG81L4WsCZoCzlqjcq69auttkZaTHX2d+ScpVxHo2bt27L4ixtgeLpyS+pbZQkzsXEC6c7YzZOMITFghoZTnlsENYgM+WXF3By5G7MQiOlJITDr/TAZ2chtghvHJ4K3r/voGhCX/z+2YMM8kfzckP3MKGZFTR3Fe/tucjD+UirjbzLhhD4fu3V4Lot9+efnXGkT3oXcAZZXnbHbMoDFSwX5fBOn4+5Z/R5TmVTh01GcXdHxHanLMav0TUZ6kP19UUrKjKmiRpC8fFpU6PN8YLHn6F8G7+wwfV220uIM1cPqlpnq2CYxelfP7cgskYUqE3asYjaFUJ9Hkoj1l/MmqELAGct3OKT8xqUr7PR1lNFVSuBVeXINMeJhDC7IcwmlLAQKCunoncEe890J/JPB5q7oDRUJWRlAUiJyDnMjgdjERrEfVmOWLG5UY4Kirs7utVK9h1JlIwoR69QSbhurUsAwcXbswgzF/DqJRcgbBr61h2YYnqgZ+VUC9ATwwegHiwk79QoNDMEvdvyUqSGMmgnTJERziLzxyuKysLMmjnlW4MyvaJZqS4ezj2Jx0O28MyheH4f5NtlPF+q0tbK4IXDsSwc4FtzQRfyFGoPlEF9SbnSn7h7nQ/d4ktGo1lEi+tBH7FlHEH19yP1X/2wh1cQtNyNoLdXoHh61pnUTx87GHXVdhQ/H7S8unMoNQZDGbQTx/7oxyP6kuh6Dbm18Wp+D24LaFwJyeZQqJdzae/xDdZ/7ay0hxG5q02fdWYUT0/23TGYbpvseKYXoKfuRWoapp7RlTXDK9d1d0fpFowjI7PWvtRu3dAOHkTx8kKEhzhjDY5dp3cvtJ2pmKKjqvWjhoY0OZrcMCC3E8e7IgBQxtd+UdfHII+2UwTPHIrngqtmdVlFUFukarvsd2B1w/XuZ7tIKdLOgBCcd8nfZF9j5flfPiR2uYLHH8Fc8nPN/F0xf8Plv9U9sjiS30gvLUVmZtW6zpH2YxWK3oouqMeFMlB9qw9/TT27d5AkJwhS0vv9W5q0ySmt8Lz7vrR2T6E/zz+pS8UWHMvAFa2bxE1rZJZQoR2dFdjzeCKpVzQ9fuGEQVGRiYMqv+69axCPh2xhx9h59HXzZE7kSr6NX8i/F11QY9NXI5ZzhU/jpnbqSuhX14uOGh1ZreJbSzgulEHVMG8AHG04B3rEzastcrR3IeJe2Y1dtu9cc5ippgEUqDWisyvxTOjGVu+zNoUgxwyuvs42p7upGNKfnfVk8zzREWY3Mhb05Z3PXyfllVGovWLYPrNmoOA+RwmRf9Tc/kg09O5nE7FPrDE70yLs4f5ohUUNr9gIjgtlcCy1RQy2FoqnZ6U3womMlpPLqXfP4tnDce22z/pcT7sqJRePbvU+68p3pG6oHsSk9u/NwZsTeePbN1tdhuMF1deX1A/7sT3pY7qbvEm78E0eW/x5reuGqx4U9VQri+gcS+oVb/D9e6+1qnymnRkoljpqLNRCfVOSx6UyaE2Orbill5Yi7RVIu+OEHx34fL6S30eFcdILM/mkOKijxemSvPG/l9qk36oK4acyd/q/OrOap4rq78dLP7/H+kfeIMblAtySjKjHI7bJIzgwfQBLx1Z/gB9xjz4Ws1DZdO8cLv1nM7kzk5xV0Y4JGPNWWtc+pB06jPXUhsvBHFECqf8dUvc6rSbVcYoj3Wn4rDhzRPUFulbNJa+15u26GnppKRHPLeeTpEFcnn56xwjRhZXyj0WDGl6pmWhSZ9CzM5kz9lSinqoe1Dbxn70kmKvHbVycOrXNZOmK/PzW61x202KiTE0rQnS1bx4bHp7DntdDqFhU034phvRvLREBcFu4tsF1bKcMIPWl0cTeV3e6+q6tDI7RusfWJzWFhbbarupL/av6+qKXt00lp66Cdugwh09t/6A9m7R3aT/5vxOD26TfTEcJSffPIuzF5bXm1vnmvok12hyT2rfOQWdGGdAHT8WN+4JSmt3H9qSP+aN/zZLud3+xoIbTS1vjvjqF+A+L6w2Y69rK4JgDO9bftqXBGY1FKyqqzGB4ItMRmS3H31Z3wZKugF5aSt+5MxtesYnccN4M/OfV7c7oXkt6g+Zcw6aoyCZv0xkRJhOmHtHk3JZE+lOJvPbTO222r4meds5emU7phaOa3YcyuJ/zv49PZZspMqLO9bWCQmggP1XXVgZVUBNqGjK7Stpdg+o01jVyzObz8fx6VRtL0/Z0/+/yRh9zY1FSMupf4bfqD/F7s+ueS66PtnTWaA+ExcKBe5MI/NOHB//4jo0PzGHX9DdqpFJpbWb5Z7Dk5ddqzGY0lqxT/Cm6bDQy4eg0lJ5fUO82DT0PjxtlIPe18KLsJKXnDOr2hqnKapsd77NqRmp2VUb+Z1ar9pf6Zky9yxf2/bHa9y2JHVOTuSPZ92gSPf5W2HLXHD6N+YMx7u37OLQIMzctW44YcVKTtw19ZTnmMp0Dpx21VdaVyqKxHDf+kXUFazSaLpqW43iivkR1AL+WWbjr4+uRiqTnd0Ugt7WjdG1L8Fsr4N+t19+NJy3jN3waXtHFiTjNmTyj4aJCbc00rxKiF7zLgzE102k3hMd3q/Fyd6e1xpTHjTIw6PocUQR5WmllYZA8rZS1tkBmv3s9PT/LpPsep1eMobrrxibtfP7yRIJoXHI1wy24YxlmcSPlw6HET296FH2LX4KrcNxMExl0feKXXgOAytEpu3O2TOfVk08n6qnlOPbs6yDJug69/76a8bfdStDb9SuCQc/M5K3CCGJ+vJFPktrOvbUzc2PGmI4WoZK0Ce+xa27TRwetiaEMDFqPFtpd/jn5dYBq1cr8z8vAkZXdon67Cv1XXNHiPnpesrlRRvWwl5fzbWI8CTetadN6u52Zcq1zRbSnT3mrQ/dvKAODVmPXGyMaXqkeaiteo3h2vTKWzSXqgva1gdRW7OZEYvu8vh0tQqfCUAYGrca2c1o370q6veSEq8IV/1HTssFW5fp9Y1tRkuOfbnPrjsY9ETGUgUGr0ZwqZfUxc8qNrdpfVyD2/hXkak2vyzBw9WXsH3tiR8E3h6XlxiPwCMaZMOhwjr0hkyvKmJB8Lvqm5A6SqGO56qKmjQ5ytVLCpyUbQZZNRUqevrTldprjhQaVgRDiPSFErhBia5W2fwsh9gshNrr+JldZ9oAQIlUIsVMIMalK+5mutlQhxP1V2mOEEKtc7Z8LIU686JcTnNM8qntKz5xxe7OqqR03rNzM7KyhjVvVqnHlJa2fzuJEQa7Z0qj17FIjTytlSblKr6XX0OvTmznpxZl8UBTCbntJq8jyZF7vWtuFqX0iABqzlw+A14CPjml/UUr5XNUGIUQ/4FKgPxAB/CaESHAtfh2YAGQCa4QQ30sptwPPuPqaL4SYC1wPGJU2TlBeL4huVBbG452v1wzn+Sn1+53fmz2E7edHI/ZsaiepTkympJxJ3pyeeO234paeS9z+jZXLFrzTn/k9J3D/l59VvtTMLYjkZv+mZURIrijj79FBQM0o4vYa8TU4MpBS/gU01vdsKjBfSmmTUqYDqcBI11+qlDJNSlkBzAemCiEEcAbwpWv7D4FpTTsEg86AGh/b5G2WlKvVcvL8VObOz2f0a02xuizdf4QS3YpdaqTbS7hw93impJzJ/OIA4hbczEkvzWRLopsRe9FC9LGDq30v0a2M2z6F2MXXMSH5XAasvALb6Qfx+XwlyrKNOPYfqLa+lp+P3LCNZ09zTo5cnDaO956Z0mQ5Zp99bYvTSVRFmJs+wdKS8cetQoirgbXAbCllPhAJVDXRZ7raADKOaR8FBAEFUkpHLesbdCFu/+WnJm9z6/rL8f3Bm0MngR5qo++/9teabvlExP3H1Zx12x1IFXx2FaJvdaZS/ihgCL0OOW8xIwq75SjLtxD7zQz69d9HVrEPPnP8sPy6lni5D4QgspFpahwZmQx6diaR729j5OL1lOjWRheySa4oqyxB2lrYxg1CqdAx/bG+0al2mqsM3gAew3k9PgY8D1zXzL4ajRDiJuAmAHdOHP/zzo4wmTjTs+m5bZLHzOPMJ6/A/yOnf71h/qyO5zfO4LGqFpUTNUCszdA14metwq6oBOtZ1Zc1MV9Z2IvL0RSVP74ZxbnrB3LZiz9xk9+BBrebfdZ0oPl1E2rD7dc1jN9azGdpw+k2pXGKplneRFLKHCmlJqXUgbdxTgMB7Aeiq6wa5Wqrq/0Q4C+EMB3TXtd+35JSDpdSDjfT+LqfBm2L9x/+zd7W9KLxcDPoBLRWgSRdI+rJ5bj9uobvzq4/vYQmdexSQ0tuXUVwhKXje3F9r+WVgZsNFdRpljIQQoRX+XoecMTT6HvgUiGERQgRA8QDq4E1QLzLc8gNp5H5eymlBP4ALnRtPx2oWRrIoFPzZdxvTVpfkzpZjhIezBmIY0L7FCAyMGhvHGl7iP1mBpN3Tia5ooyfytw5Zct52KXGvdlDSHpgFqfe3bqpy6vtPzuHWf4ZDFhWTsrLoyk4q357XIPTREKIz4DTgGAhRCbwKHCaEGIwzmmiPcAMACnlNiHEAmA7zlH/LCml5urnVmAhoALvSVmZf/g+YL4Q4nFgA/Buk47YoMuQr5Vx8uv34LVf4r+zBGVzCtJuBEoZHL/Ez1qFpqjM7j0de5AXXpt2c+rkWfh+uwF/W+OyyjaXPY8nAhv5avNQzEUCn8/r35+QXTSPv68IlKPEuI4WwwBYeGBjvcsL9XL8FA+eORTP7yfVzD9kYHAikH1HElGf78aRnYMwmSi8eDi+n7ZNSgw1OAg9OoyUu93449RXubH70VQlv8kv10kphx+7jRGBbNBiVtvs9S4/f/qt9JszkyUzktpJIgODzkfYy8sZ91sK6Z8Nwv9PX0oi2ubxW3rhKMYvTSfwNafx+obLGlcn3ChuY9Ai0p5J5F+zRrD0nbfrXMftYCnRj69rR6kMDDoniy8dya5FHwIwSOvT6v2rCXE88783mL7yOmJflfRasaHR2x4XykD19UUrKupoMU5INA8dc3EDhbaLylqtNJ+BQVdG37qDXkuvQT/oTvyLy1utXzU0hL3X9WL01M2sKY/Fe6UnYkXT+j8ulIHsGQGbDWXQEUwYvZnEibtrXVaiWzk3+RLc9uxtZ6kMDDovcZdvbNX+8qcn0v+WrcyN+B+hqoXzJl5JRG4KTXWWPS6Ugb55R0eLcGKiqOhSYYT7XsCjxuJzbrwNjz+2GKMCA4M2Qo2PxevKA7wT/Sfgyej/m0XgtuZ5KR0XysCgY8i7YST/6fYa/d1qKgIAj6zSVi3YbWBgUB1t917Mjwygz9RZeO8ThLzX/KknQxkYNBupgFloOENHavLct+9yd8/E9hXKwOBEQtcQKzYR2wohC4ZrqUGzeeye9+ltrn0SSJM6s2be3s4SGRgYNBdDGRg0m98L+7HKVjOI7PtST5Lun4Xl5zUdIJWBgUFzMKaJDJrNkg9HY7vKzLjIVdXa544di39O7eNWxdMTER2BKC0HNzOOtD3tIKmBgUFDGCMDg2YTseQQ2VYf8rRS8jVnYY7VNju7b4urcxvRI5LdV3Uj+YlQyuKD20tUAwODBjBGBgbNRtu2k13fJLF2ZiBry2L49UA/yu0m5l3xCo8+fnKtnkRacgo9H05BcXc3PI0MDDoRxsjAoEVEvLKa276+jp/290f7KIRuXqUMc1MZuMJKycWjMUVFVuZTr4qhCAwMOhfGyMCgRUiHg9j7V2PqGU3OOMGevEBu9jqZLYfCKeiv4H4oDPdUBX1v69V3NTAwaH0MZWDQcnQNR9oegtL2EPSOINNiISjUht9eZwCMUc7SwKDzYygDg9ZFSnSrFX1vRkdLYmBg0AQMm4GBgYGBgaEMDAwMDAwMZWBgYGBggKEMDAwMDAwwlIGBgYGBAYYyMDAwMDDAUAYGBgYGBhjKwMDAwMAAQxkYGBgYGGAoAwMDAwMDDGVgYGBgYIChDAwMDAwMMJSBgYGBgQGGMjAwMDAwoBHKQAgRLYT4QwixXQixTQhxh6s9UAixWAiR4vof4GoXQohXhBCpQojNQoihVfqa7lo/RQgxvUr7MCHEFtc2rwghRFscrIGBgYFB7TRmZOAAZksp+wGjgVlCiH7A/cASKWU8sMT1HeAsIN71dxPwBjiVB/AoMAoYCTx6RIG41rmxynZntvzQDAwMDAwaS4PKQEqZJaVc7/pcDCQDkcBU4EPXah8C01yfpwIfSScrAX8hRDgwCVgspTwspcwHFgNnupb5SilXSikl8FGVvgwMDAwM2oEmVToTQvQEhgCrgFApZZZrUTYQ6vocCVQtc5XpaquvPbOW9tr2fxPO0Qbu1CyybmBgYGDQPBptQBZCeANfAXdKKYuqLnO90ctWlq0GUsq3pJTDpZTDzVjaencGBgYGJwyNUgZCCDNORfCJlPJrV3OOa4oH1/9cV/t+ILrK5lGutvrao2ppNzAwMDBoJxrjTSSAd4FkKeULVRZ9DxzxCJoOfFel/WqXV9FooNA1nbQQmCiECHAZjicCC13LioQQo137urpKXwYGBgYG7UBjbAZjgKuALUKIja62B4GngQVCiOuBvcDFrmU/A5OBVKAMuBZASnlYCPEYsMa13n+llIddn2cCHwAewC+uPwMDAwODdkI4p/u7Hr4iUI4S4zpaDAMDA4MuxW/yy3VSyuHHthsRyAYGBgYGhjIwMDAwMDCUgYGBgYEBhjIwMDAwMMBQBgYGBgYGGMrAwMDAwABDGRgYGBgY0IXjDIQQxcDOjpajFoKBvI4Wog4M2ZpHZ5Wts8oFhmzNpT1k6yGl7HZsY5OylnYydtYWONHRCCHWdka5wJCtuXRW2TqrXGDI1lw6UjZjmsjAwMDAwFAGBgYGBgZdWxm81dEC1EFnlQsM2ZpLZ5Wts8oFhmzNpcNk67IGZAMDAwOD1qMrjwwMDAwMDFoJQxkYGBgYGHQ9ZSCEOFMIsVMIkSqEuL8d97tHCLFFCLFRCLHW1RYohFgshEhx/Q9wtQshxCsuGTcLIYZW6We6a/0UIcT0uvbXgCzvCSFyhRBbq7S1mixCiGGuY011bStaINe/hRD7XedtoxBicpVlD7j2sVMIMalKe62/sRAiRgixytX+uRDCrQnnLFoI8YcQYrsQYpsQ4o7OcN7qkavDz5sQwl0IsVoIsckl23/q608IYXF9T3Ut79lcmVsg2wdCiPQq522wq73d7oMq26tCiA1CiB87y3mrFylll/kDVGA3EAu4AZuAfu207z1A8DFt/wPud32+H3jG9XkyzmptAhgNrHK1BwJprv8Brs8BzZDlFGAosLUtZAFWu9YVrm3PaoFc/wbuqWXdfq7fzwLEuH5Xtb7fGFgAXOr6PBe4pQnnLBwY6vrsA+xyydCh560euTr8vLmOw9v12Qysch1frf3hrFg41/X5UuDz5srcAtk+AC6sZf12uw+q7PNu4FPgx/p+h/Y8b/X9dbWRwUggVUqZJqWsAOYDUztQnqnAh67PHwLTqrR/JJ2sBPyFEOHAJGCxlPKwlDIfWAyc2dSdSin/Ag4f09wqsriW+UopV0rnFflRlb6aI1ddTAXmSyltUsp0nGVSR1LHb+x6KzsD+LKWY2yMbFlSyvWuz8VAMhBJB5+3euSqi3Y7b65jL3F9Nbv+ZD39VT2XXwLjXPtvkswtlK0u2u0+ABBCRAFnA++4vtf3O7TbeauPrqYMIoGMKt8zqf/GaU0ksEgIsU4IcZOrLVRKmeX6nA2Euj7XJWdbyt9askS6PremjLe6hubvCdc0TDPkCgIKpJSOlsrlGoYPwfk22WnO2zFyQSc4b66pjo1ALs4H5e56+quUwbW80LX/NrkfjpVNSnnkvD3hOm8vCiEsx8rWSBla+nu+BPwL0F3f6/sd2vW81UVXUwYdyVgp5VDgLGCWEOKUqgtdbw+dwk+3M8kCvAHEAYOBLOD5jhRGCOENfAXcKaUsqrqsI89bLXJ1ivMmpdSklIOBKJxvpH06Qo7aOFY2IcQA4AGcMo7AOfVzX3vLJYQ4B8iVUq5r7323hK6mDPYD0VW+R7na2hwp5X7X/1zgG5w3Ro5rOInrf24Dcral/K0ly37X51aRUUqZ47ppdeBtnOetOXIdwjm0Nx3T3miEEGacD9xPpJRfu5o7/LzVJldnOm8ueQqAP4DEevqrlMG13M+1/za9H6rIdqZr2k1KKW3A+zT/vLXkPhgDTBFC7ME5hXMG8DKd7LzVoDmGho76w5lYLw2nMeWI4aR/O+zXC/Cp8nk5zrn+Z6lufPyf6/PZVDdWrZZHjVXpOA1VAa7Pgc2UqSfVDbWtJgs1DWeTWyBXeJXPd+GcAwXoT3XjWBpOw1idvzHwBdUNcDObIJfAOe/70jHtHXre6pGrw88b0A3wd332AP4GzqmrP2AW1Q2hC5orcwtkC69yXl8Cnu6I+6CKnKdx1IDc4eetXllb2kF7/+H0CtiFc+7yoXbaZ6zrhG8Cth3ZL855vSVACvBblYtIAK+7ZNwCDK/S13U4DUGpwLXNlOcznFMHdpzzhde3pizAcGCra5vXcEWqN1Ouea79bga+p/pD7iHXPnZSxVOjrt/Y9Tusdsn7BWBpwjkbi3MKaDOw0fU3uaPPWz1ydfh5AwYCG1wybAUeqa8/wN31PdW1PLa5MrdAtt9d520r8DFHPY7a7T44Rs7TOKoMOvy81fdnpKMwMDAwMOhyNgMDAwMDgzbAUAYGBgYGBoYyMDAwMDAwlIGBgYGBAYYyMDAwMDDAUAYGBgYGBhjKwMDAwMAA+H+LLeCU5rOM9QAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(b)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 312, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gt = f.GetGeoTransform()\n", | |
| "cols = f.RasterXSize\n", | |
| "rows = f.RasterYSize\n", | |
| "TL_x, x_res, _, TL_y, _, y_res = gt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 323, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "xm, ym, xM, yM\n", | |
| "bot_left = xm, ym\n", | |
| "top_right = xM, yM\n", | |
| "def convert(x_cor, y_cor):\n", | |
| " x_index = (x_cor - TL_x) // x_res\n", | |
| "\n", | |
| "# and the same as the y\n", | |
| " y_index = (y_cor - TL_y) // y_res\n", | |
| " return int(x_index), int(y_index)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 331, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[((14.097941304529963, 45.72658216023326),\n", | |
| " (14.949047080788839, 46.36769933211434))]" | |
| ] | |
| }, | |
| "execution_count": 331, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "xm_r, ym_r = convert(*bot_left)\n", | |
| "xM_r, yM_r = convert(*top_right)\n", | |
| "[(bot_left, top_right)]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 325, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[(23291, 5312), (23393, 5235)]" | |
| ] | |
| }, | |
| "execution_count": 325, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "[(xm_r, ym_r),(xM_r, yM_r)]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 332, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "imm = b[yM_r : ym_r, xm_r:xM_r]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 344, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "IndexError", | |
| "evalue": "boolean index did not match indexed array along dimension 0; dimension is 77 but corresponding boolean dimension is 1000", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-344-482cd59f80f5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mimm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflipud\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mgrid_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mIndexError\u001b[0m: boolean index did not match indexed array along dimension 0; dimension is 77 but corresponding boolean dimension is 1000" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(20, 20))\n", | |
| "plt.imshow(imm)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 342, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import cv2\n", | |
| "im_dens = cv2.resize(imm, (M, N), interpolation = cv2.INTER_LANCZOS4)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 366, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 1728x1728 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(24, 24))\n", | |
| "im_dens[np.flipud(~grid_mask)] = np.nan\n", | |
| "plt.subplot(121)\n", | |
| "plt.imshow(im_dens, cmap=\"gray\")\n", | |
| "plt.axis(\"off\")\n", | |
| "plt.savefig(\"prva.png\")\n", | |
| "plt.subplot(122)\n", | |
| "plt.imshow((mmi), cmap=\"PiYG\")\n", | |
| "plt.axis(\"off\")\n", | |
| "plt.savefig(\"druga.png\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 367, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0" | |
| ] | |
| }, | |
| "execution_count": 367, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "os.system(\"open .\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "geo_env", | |
| "language": "python", | |
| "name": "geo_env" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.8.1" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%reload_ext autoreload\n", | |
| "%autoreload 2\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 287, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import geopandas as gpd\n", | |
| "import numpy as np\n", | |
| "import matplotlib as mpl\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib.gridspec as gridspec\n", | |
| "import matplotlib.cm as cm\n", | |
| "import pyproj\n", | |
| "from shapely.geometry import Point \n", | |
| "from shapely.ops import cascaded_union\n", | |
| "from geovoronoi.plotting import subplot_for_map, plot_voronoi_polys_with_points_in_area\n", | |
| "from geovoronoi import voronoi_regions_from_coords, points_to_coords\n", | |
| "import fiona\n", | |
| "import rasterio\n", | |
| "import rasterio.mask\n", | |
| "import gdal\n", | |
| "from matplotlib.path import Path" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "slo = gpd.read_file(\"data/sr_UTM.shp\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 164, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "69\n", | |
| "67\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "f = open(\"asd.kml\")\n", | |
| "zds = []\n", | |
| "import re\n", | |
| "for j in re.findall(\"<coordinates>(?P<coord>.*?)</coordinates>\", f.read()):\n", | |
| " x, y, _ = str(j).split(\",\")\n", | |
| " \n", | |
| " zds.append((float(x),float(y)))\n", | |
| "print(len(zds))\n", | |
| "zds = list(set(zds))\n", | |
| "zds_orig = np.array(zds)\n", | |
| "print(len(zds))\n", | |
| "zds = [Point(*j) for j in zds]\n", | |
| "g_points = gpd.GeoDataFrame(geometry=zds)\n", | |
| "g_crs = {'init':\"epsg:4326\"}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "colors = cm.rainbow(np.linspace(0, 1, len(list(slo.SR_UIME))))\n", | |
| "slo.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 81, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "lju = slo.iloc[[2]]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 82, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/joosko/work/personal/nasaHack/venv/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", | |
| " return _prepare_from_string(\" \".join(pjargs))\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "lju = lju.to_crs({'init':\"epsg:4326\"})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "points = [\n", | |
| " Point(14.4850023, 46.046774),\n", | |
| "]\n", | |
| "g_points = gpd.GeoDataFrame(geometry=points)\n", | |
| "g_crs = {'init':\"epsg:4326\"}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 52, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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hZG8VJfuqSbBbGTM0ieTYGKbkpfq1DX26HVqTclOwWS2cNyWbC6cPZ3dlI42tDmqbI79RgNEtXQEeBBKAmwYaZDj6eHsl1zy5qsfrl87IY/7UHGYWpmERISnWhsulaGxzkBx3bOI6XYpYg9t8al+7ft5IFhTnYRVhVFYSVoswLIxHdPnL0Jauntc/8LS1iSq/X+y9eN4ra8p4ZU2Zu7qj3cbZk7PZUFbLjsP13HrqGO44++s61+9tLOfNdfpZcyhYxD2+enx2Sv8LRyhfj8yP4G7p2rXJbEdL14uBSuA2pdSOgQQhIjcCNwKMGDFiIJswTEOrg/+sPUCC3Up1YzsHapopyEhgW3nfBfSUgvpWBy+vLut87S/LdlLf0s6pRUMZn5PM8gi+cxpJvjk5m99eMoUhCdF9s7HfZO7a0rXbEbazpauIXIK7petJAwlCKbUIWARQXFwcVqOUF328m0c/GNDfKK+eXrGPp/WEipCqbW6P+kSGELR0jWQrdh3lvY2HzA5DC1CoGreZzdCWrpHssY93c/87W8wOQxuAomHJFGYmkJEUy8ljM5k3NtPskELC6JauiMgnwHggSUTKgOuVUosDC9tYuysb+FMQT601Y6XE2Ti1aCjT84fwzSnZ5KTGmx2SKQxt6er5eUDX0WZasrmCBt2ILWJcMiOPuy+YZHYYptMjwLpRSvHqmrL+F9TCQnKcjR+fGb6lfEJJJ3M3LuUuEaNFhvoWB9c+uYr/rD1gdiim08ncjdUiZKdGz6igwWDt/hp++MJa057bVze2hcVwUJ3M3bQ6nOw72mR2GJqf8tLiKcp2j2lyuRRrSqv5aHslq/dV4zC4qV5Dq4MrH1/J1vI6Q/fTH11ppJtYm5XLZubxwpf7zQ5F80NZdTO3Pr+G1PgYtpfXc7C2pfO99EQ7Dy+czinjjGnxk5+ewHfnjuScRz5hzqgMHrl8uiljvvWR2YsTRqWbHYI2AF+V1rB8W+UxiQxQ1djGTc+WsKGs1rBuFBdNH86YoUms2H2U0x9azg1Pf8kVi1ZyqDZ09190MnvxyY4jZoegBVlLu4uL//YZL6025klFdVMbpZ7Ls8Y2J+9vOcyK3UdZtjV03Uh0Mnfhcike/WAHSzdVmB2KZgCHS3G0oa3f5SrrWzngY422/VVNXPn4Sq58/AuvDe+3lddx+4trOVzf4mXt4JJwa4JVXFysSkpKTNn3V6XVXPy3z03ZtxY63xg/lDvPHU9NUzsTclJIjP361tHOww385MW1KKCl3cmDl01jWv4QANocLv64dDtLNpeTkxqHywUl+6pod/afQ8NSYlny41NIjQ+8GIWIrFZKFXd/Xd8A66KirtXsELQQ+GDrYT7Y6n6MNT47mb9eOYPRWUm0Opwkx9kYnhbPOxvKAbjx2RIeXjid8toW/rh0O2WeMQi7Kxv92mdFXSsPLd7GvRdNDu4/pgudzF2s3V9jdghaiG0tr+cPS7Zx+5njeODdbby/5dhLrIq6Vr792BdB2dezK/dR3dTGmROHMX9qLlZLcLtk6GT2WFNazWtf6WGcg9E7G8o7j8RGe2v9Id5af4it5fX8/JzxQd22Tmbg4aXb9SwpLWQyEu1cd2Jh0Lc76O9m/3XZTv6ybKfZYWiDyILifEMGlQzqZHa6FJsO1uJ0hdcdfS26vb3hIFWN/T8i89egPc1+8tM9/HXZTo4a8EvVtL7sr2pmz5EG0hODO9JwUB6ZD9Y0c+/bm3Uia6bZ2k9114EYlMmckxpH7iAtLaOFh+Xbgj/Mc9CcZv/y9Q1MGZ5KanwMb60/5PNwPU0zwrKth1FK4e7yFBxRn8xby+v4ck8Vy7dV8tzKUrPD0TQAspJjg5rIMAiS+aHF23uM6tE0s50/LTfo2/T5mllErCLylYi85flZROR+EdkuIltE5LZe1rtWRHZ4vq4NVuC+aHU4GZGeEMpdalq/ROCGeSODvl1Du0CKSDrwG6AYUMBqEXlDKVUdUNQ+2HOkkQv+8ikt7U6jd6VpfslJiWN9WS1nTAzuwBGfjsxdukA+3uXlW4B7+ukCeTawVClV5UngpcA5gYXsG6UU88Zk+jQ9TdNC6WBtCzc8U0LJ3qqgbtfX0+xHcHeB7Dr7uqMLZImIvCsiY72sNxzoWkyrzPOa4YYk2FmnZ0FpYWx/dXALR/abzF27QHZ7q7MLJPAY7i6QAyIiN3r+KJRUVgbn+du7Gw/1qAWlaeGkqjG45Xl9OTJ3dIHcC7wAnN5LF8ipXtY9gPu6ukOe57VjKKUWKaWKlVLFWVmBV1A8UNPM+OxkZhXqwnxaeLrplFFceUJwe5H3m8xKqTuVUnlKqULgcuBDpdRVwOu4u0BC710gFwNniUiaiKQBZ3leM9QLq0q59O8rWBXkaxJNC5aJOSnExViDus1AhnM+AFwqIhuA39KlC6SIPA6glKoC7gW+9Hzd43nNULqIvRbuula1CVYdvqgr6Pf2+kN8/59rghiRpgVfZpKdGSPSaG53UlrVREOLgx+dOY6rZxf0u27UFvQrPdpEYqyVtAQ7rQ4XizeFpvyLpgXiSEMbSzYfOzLxSH1gBSUjPpn3VTVy9ROriLVZiLFadF9lLSIVDUvm5ADb50R0Mre0O3n6830AtDpctDqMbRCmaUaYMjyVF2+aQ7w9sBtiET2fefGmcj2JQot4xYVpAScyRHgyJ9ptWC0S9Od1mhZKa/YFZ6pCRJ9mzxubyTu3nUS708XzX+i5ylrkSImzUZSdzKTcVGJtwTmmRnQyx8VYKcpOZkNZrdmhaJrPJuSk8OR1xeQEuXRVRJ9md5iSl0phhp63rIW/RLuVl2+eE/REhihJZqCzU5+mhasYq7CgOD9op9XdRfRpdoc2h4uKOj1DSgtvPzt7PN87eZRh24/4ZF65+yg/eXGdrraphaWZBWlYBNaU1pCRZDd0XxGfzB9sqdCJrIWVGSOGcNMpo1FKcfakbFburqLN6aK4IM3Q/UZ8MlcGOJ5V04JtUm4qZ0/K7vx5zuiMkOw34m+A1TQHt1qDpgWqprk9aNMa/RGxyex0KV4q2U9plZ67rIWXFbuOGNLlsT8ReZpdXtvC79/byqtf9ahApGmmmzcmk4yk2JDvNyKPzNsq6nUia2Hp1KIsfneZt3J4xovIZJ43JpNMg2/za9pAzBuTSawtuLW9fBWRyWy1CLNHheYOoab5Y8km86bkRmQyA8QHubKhpgVDcaGxz5L7ErHJ3NSme0hp4afNxGo3EZvMutaXFo7+uaqU+hZzxj4E0tL1KRHZIyJrPV/Te1nvdyKy0fO1MEhx6ymPWlhqanPy2c4jpuw7kJauAD9VSr3c2woich4wA5iOuzfVchF5VylVN4BYj/Gzc8YzJW8IDy3eRrmeMaWFkQM15nweA2np6ouJwMdKKYdSqhFYT5BauibG2rhsZh4v3TyH5LiIHPuiRaFnr5/FVbPNqUkXSEtXgPtFZL2IPCwi3oa8rAPOEZEEEcnE3Zsqv/tCgXSBzE9P4H8unuLXOppmhES7lRNGZoTvc+Y+WrreCYwHjgfSgZ93X1cptQR4B/gc+BewAuhxGzrQLpDnT8tl/tQcv9fTtGD65pQc7AZVEfHFgFu6KqUOKbdW4B/ALG8rK6XuV0pNV0qdCQjeu0UG7OSxgbeCNVKMVTh9/FDuOncC3507kqzk0I/d1YzzvZNG8tCCaabG0O/FplLqTtxHYUTkVOAOpdRVIpKjlDokIgJcBGzsvq6IWIEhSqmjIjIVdw/nJcEL/2vjspON2GzQ/P6yqVx8XF7nzwuPz+db/7eCWj2FMypcOH242SEE9Jz5eU871w1AJnAfHNvSFYgBPhGRzcAi4CqllCEPiHNT44zYbMDiYiws/tHJxyQyQFF2Mn+7cgYWMSkwLSgS7Fb+fMVxTB6eanYo/iWzUmq5Umq+5/vTlVJTlFKTlVJXKaUaPK+XKKVu8HzfopSa6PmarZRaG/R/gceQhPCceNHmcJGWEOP1vbljMvnleRM7f77l1NGICclt1X9RBqypzd2SNRxaI0fNMx27zUJynI36Fv8P/FaL4HQZ85+RYLeRHOc9mQG+M7eQivoWioYlc/Fxw6ltbuefIezOMT1/CH+9cganPriMdqf5H8hI9ODibRRkJDB/aq6pcUTscE5v5o3JPObnRLuVBTPzelkazpgwjOeuP4H/uXiyYTFdPaegz6ZgIsKd35zAJTPyEBHOnDCs873MJDvXzxtpWGwPLZjGa7eeyPAh8bx920lkp4TnpUok+OlL69lzpNHUGKLmyAzuxFmyuYLRWYkMTY7jjwunMTQ5jmEpcfz9o10UpCdQlJ3MuGHJzJ+aw9hh7ptmDqeLsyZm85s3NvHGuoNBi8dus/Dduf4l4/icr2/k/fCMcVw9u4CUuBgeft/7Q4D4GCvN7f1POum+3LdPGMElxw1HPOf144Ylc8mM4fxt+S6/4tXcWhxOHE5zWwpLOJzrd1VcXKxKSkoGtK5SipdXl7GguMe4FNqdLmKsfZ+INLY6uPm51Xyy4whZybEBV/68dk4B/32hf0f9yvpW7nlrMxmJdn553gRsVguV9a3M//MnVNQdG8+YoUm89YN5lFU38/gnu3nhy/1et5mbGsfLt5yIzSr84pUN/OSscUzMSelM5A5f7D7K9U+X6EksA2S1CFvvPaffz1mgRGS1Uqq4x+vRlMzB4HIptpTXUTQsmT99sIM/f7hzQNuJsQof/+y0oPUUOlzXwrmPfsqRhq8T+q5zJ3R2SKhubOObf/qkxzj1sUOT+N+rZzI6Kwlw//ssfdzwOuOPH7HzcENQYh6M7j5/IpcV55MUa9xJb2/JHFXXzMFgsQiTclOxWS386IxxnD9tYDc1Lp2RF9TmYENT4ij55RlcMsP9PDPWZmH+tK9HvaUl2nlwwVTiYo79L/3V/ImdiQz0mcitDqd+7h2gu9/czNOf7zVl3zqZ+9DmcLHpYC0xViE5zkZcjIX89P4T1CLux0xGSI133xk/d0pOjz8WJ43N4u7zJxFrs3DOpGyeuLa4x03B3rQ7XWwoq9VNBQJ03IghHGdSE8OougEWbPGeAQHDUuLoOJ6V7KvmJy+u67yutNssPapLXDAtl4KMRENi+uE3xjJjRBpFvYx4W3h8PguPz+9xPdyfz3cd5bp/rApGiFFval4qWUmxxNmtfLH7KCC0OpzUtzjYUFbLTJNKB+lk7sek3K9H9jhdioYWR2fy3nTyKBrbHLywaj8xVkvn3eJbTxtjWDxDEux9nvr7m8Qdji9MIy3Bbkrx9kjzu0unMiHHPa2/pd2JRQQRqKhroaXdhd3gG2C90cnsB6tFOH9aLseNGMIvXt3AT88uYmt5PTedPJoYq4W739hEq8PJuGHhPU7cmziblRkj0nh/i3nVJSNF17v9cV0KS+almVv9Rl8z+8luszAqK4lnvjsLm9XC5OGp5KcnkJ0axyOXT+fcKZE5FdNiER67ZibnRWj8obRmX7XZIXilk3mA4ryU+o2LsXp9xh0pRIR7L5rM7FHpZocS1v65qpRfvb6RmqbwuiTRyawdo6y6id2V5g5LDHf7jjZR1dTW+WQhXOhk1o4xISeFWw16rBZNclLiBnyz0Sg6mbVjxFgtXD2nkDMnDut/4UHsw62HeeqzPew1eXJFVzqZtR6sFuHX8ycyMtOYZ+XRYPeRRu5+c3NYjWPXyax5lZ+ewFs/mMc3xg81O5SwZmYBv+7CJxIt7CTG2vjRGePMDiOsucJoopJOZq1PE3NTuO1040a0+WJociwpYdrowBFG1Vl0Mmt9slqEBcX5ptQm6/DIwumsv/tsXr55Dj89u6jHzDAzHaoNn9ZI4fnnTgsrQ1NiGZmRSFqine3l9TS2OTCoZFoPl8wYzowC98SF4sJ0igvTOdrQxpOf7QlNAP3wZRZdqOhk1voVa7Py/u2nYLEISin2HW3inD99TEu7sWVyThqbye8vnYqt28SF7582mo0Ha1m1p8rQ/ffHIjAqM6n/BUMkFC1dfy8im0Rki4g8KuH2pF3zSUdRAxFheFq81+GswRLrqZ12l6dsUncZSbE8f8MJXDHLnAZtHWKslrAqU+zPxUdHS9eufuppPTPdW01sETkRd3ubqcBk3H2pThlgrFqYsFmEFh+KCA7E8CHxPLRgGr8+fyLjs1N6XS7GamH+1BxTr+UdLhVW7YR9Os3u0tL1fuB2P7avgDjAjrvPVAyg59hFOBFhev4QVu7u+zTXIpAcF0NtczvpiXb+67QxzChI459f7MPhUry65gAPXjaVFbuOIiLExVj42TnjfR7zfOLoDCblprDxQMDtvr2yWQRHHzcHnC7F5oN1DB8SHtfNvl4zP4K7pWv3ibr3i8ivgQ+AX3iayHVSSq0QkWXAIdzJ/BelVPejOyJyI3AjwIgR5p46ab65+ZTRrN5X3Wfh/OwUd1XQdftrmJY/hFzPh366p6zOd04cycisxAHPNBMRnr9+Ntc9tYqvSmsGtI3uUuNjuHRGHk6Xi28dn099i4NVe6r449KepY5PGpsZVoNq+q3O6Wnpeq5S6tYujePmi0gOUI77qLsI2KWUuqfbumOAPwELPS8tBX6mlPqkt/2ZXZ1T892Rhlbe31zB3W9uYurwIWwtr6OuS0eRzCQ7X951huETEprbnPxx6Tae+HRPwHfZr55dwL0X9SyPvO9oI//4bC9tThftDhfpSXZuPXWMKTOneqvO6cuRuaOl67m4T5lTPC1dr/K83yoi/wDu8LLuxcDKjj5UIvIuMAfoNZm1yJGZFMvls0bgcCmuml0AuMvoHGlopb7FQaLdFpKZRfF2K3edN5FvTsnhxmdKONIw8HnGGw7U0tLu7HGDryAjkbsvmBRoqIbq9waYUupOpVSeUqoQuBz4sKOlK0BfLV2BUuAUEbGJSAzum189TrO1yNaRyOAu0JCXlsCEnBRGZIS2jM6MEWm8estcxgwd2OOi5FgbvzxvgqF36o1kdEvXl4FdnmXWAeuUUm8GsE9N69OIjATevm0e91402e+G9qOHJnVez0civwaNKKWWA8s935/eyzIlQEdLVydwU0ARapqfYm1Wrp5dwMiMRK564guf10uKtXl9rh0pIjdyTevHnNEZZCb5fnTeVlFPYxjNT/aXTmYtalktwhWzfH/s1dDiMGwwTCjoZNai2g9OH8sJI32rNtrc7mT5tkqDIzKOTmYtqtltFhZdXUyRj40J3tlwyOCIjKOTWYt6qQkxPHP9LAp8eFT20fZKjjZEZvM8nczaoDAsJY7nbziBUVl9Fyl0uBTvbCwPUVTBpZNZGzTy0hK446yifpd77OPdvLqmjLqWyOpVrZNZG1TOnZLDvRdNpq9pyKVVTdz+4jqK73ufW55bzeow7S3VnU5mbdC5enYBDy+cjq2fwgJtDhfvbizn0r9/zpOfhkeZor7oZNYGpQunD+exa4uJ93Ec9vqyGmMDCgKdzNqgdVrRUF64cbZPY7i/3FvNH5Zso78pw2bSyawNatPyh/D69+cyrZ8JFgdqmvnzhzt5/JPwPd3WyawNesOHxPPSTXP4ztzCPpeLi7Fw8ris0AQ1ADqZNQ33SLHfnD+Jv357Bon2ntfRIvDMd0+gKNu3kWRm0MmsaV2cNzWH178/t0cHzKtOKGCWj2O8zaKTWdO6GTssmde/P5czJrh7VE/MSeHOc8ebHFX/dEcLTfMiNT6GRVfP5LfvbuGCacNJsId/qoR/hJpmEotFuOu8iWaH4TN9mq1pUUIns6ZFCZ3MmhYldDJrWpQwtKWriJzW5f21ItIiIhcFL3xN0zr4cze7o6Vr1z6bP1VKvdzbCkqpZcB0ABFJB3YCS/wPU9O0/vh0ZO7S0vXx/pbtw2XAu0qppgC2oWlaL3w9zX4Ed0tXV7fX7xeR9SLysIj0N4/scuBf3t4QkRtFpERESiorI7fUqaaZqd9k9rR0PayUWt3trTuB8cDxQDrw8z62kQNMARZ7e18ptUgpVayUKs7KCt9ZKZoWznzpz/xb4GrAgaelK/Bql5audO3b3Ms2fghMUkrd2G9AIpXAPh/jD7ZM4IhJ+/aXjtUYkRBrgVKqx1Gv32Q+ZuFuzdaVUoc8LV0fBlqUUr/oZb2VwJ2eG2JhS0RKvDWxDkc6VmNEUqzdGd3SFREpBPKBjwLYl6Zp/TC0pavn573A8IEGqGmab/QIsGMtMjsAP+hYjRFJsR7Dr2tmTdPClz4ya1qU0MmsaVFiUCSziDwpIodFZKOX934iIkpEMr28N11EVojIJs9It4XhGmuXZVJEpExE/mJspIHFKiIjRGSJiGwRkc2epx7hGuvvPZ+BLSLyqOdxbNgZFMkMPAWc0/1FEckHzgJKe1mvCbhGKTXJs/4jIjLEoBg7PMXAYu1wL/Bx8MPy6ikGHuszwINKqQnALOCwEQF28RQDiFVETgTmAlOBybhHPJ5iWJQBGBTJrJT6GKjy8tbDuMece70LqJTarpTa4fn+IO4PnKHjTQcaK4CIzASGEaKZaQONVUQmAjal1FLPdhqMnoATwO9V4R75aAdigRigwogYAzUoktkbEbkQOKCUWufj8rNw/4fuMjQw7/vuN1YRsQB/AO4IWWDe4/Dl9zoOqBGRVz1z5B8UEd86uAWRL7EqpVYAy4BDnq/FSqktIQrRL4OyOqeIJAD/D/fplS/L5wDPAtcqpbrPHDOUH7HeCryjlCoz65LOj1htwEnAcbhPb/8NXAc8YWR8Xfkaq4iMASYAeZ6XlorISUqpTwwO0W+D9cg8GhgJrBORvbj/o9aISHb3BUUkBXgbuEsptTKkUbr5Gusc4L88yzwEXCMiD4QyUHyPtQxYq5TarZRyAK8DM0IZKL7HejGw0nMp0AC8i/t3HXYG5ZFZKbUBGNrxs+c/s1gpdcxsGRGxA68Bz/RVUcVIvsaqlLqyyzLXeZbxOvHFKL7GCnwJDBGRLKVUJXA6UBKyQPEr1lLge57Zg4L75tcjIQrTL4PiyCwi/wJWAEWexzbX97Fs14ki3wJOBq6TPmqdhUmsITfQWJVSTtzX9h94JusI8Fg4xgq8jPs+yQZgHbBOKfWmkbEOlB7OqWlRYlAcmTVtMNDJrGlRQiezpkUJncyaFiV0MmtalNDJrGlRQiezpkWJ/w+V3WR2a9xdHgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "lju.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 53, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "g_points.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 127, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize=(12, 10))\n", | |
| "lju.plot(ax=ax)\n", | |
| "g_points.plot(ax=ax,markersize=3.5, color=\"black\")\n", | |
| "#ax.axis(\"off\")\n", | |
| "plt.axis(\"equal\")\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 387, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "14.097941304529963" | |
| ] | |
| }, | |
| "execution_count": 387, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "xam, yam= [14.030352, 46.0022043]\n", | |
| "xm" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 391, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "N, M = 10**3, 10**3\n", | |
| "\n", | |
| "xm, ym, xM, yM = lju.geometry.bounds.values[0]\n", | |
| "def map_x(x):\n", | |
| " return int((x-xm)/ (xM-xm) *N)\n", | |
| "def map_y(y):\n", | |
| " return int((y-ym)/ (yM - ym) *M)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 370, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(14.097941304529963, 45.72658216023326, 14.949047080788839, 46.36769933211434)" | |
| ] | |
| }, | |
| "execution_count": 370, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "xx = np.linspace(xm, xM, N)\n", | |
| "yy = np.linspace(ym, yM, M)\n", | |
| "grid = np.meshgrid(xx, yy)\n", | |
| "xxx, yyy = grid\n", | |
| "xxx[0][0]\n", | |
| "yyy[0][0]\n", | |
| "xm, ym, xM, yM\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 180, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "img = np.stack((xxx, yyy), -1)\n", | |
| "num, _ = zds_orig.shape\n", | |
| "full_img = np.stack([img for _ in range(num)], 2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 187, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "diff = full_img - zds_orig\n", | |
| "ab = diff * diff\n", | |
| "su = np.sum(ab, -1)\n", | |
| "sq = np.sqrt(su)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 188, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "minu = np.min(su, -1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 202, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "flat = img.reshape([-1, 2])\n", | |
| "dummy_geo = gpd.GeoDataFrame(geometry=list(map(Point, flat)))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "boundary = cascaded_union(lju.geometry)\n", | |
| "print(len(g_points))\n", | |
| "selected = g_points[g_points.geometry.within(boundary)]\n", | |
| "coords = points_to_coords(selected.geometry)\n", | |
| "print(len(coords))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 223, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pp = Path(list(boundary.exterior.coords))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 226, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CPU times: user 34.1 s, sys: 552 ms, total: 34.7 s\n", | |
| "Wall time: 35.7 s\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%time\n", | |
| "grid_mask = pp.contains_points(flat)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 229, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "grid_mask = grid_mask.reshape([N, M])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 230, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7fb5d11dc550>" | |
| ] | |
| }, | |
| "execution_count": 230, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(grid_mask)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 120, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "poly_shapes, pts, poly_to_pt_assignments = voronoi_regions_from_coords(coords, boundary)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 279, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x864 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = subplot_for_map(figsize=(12, 12))\n", | |
| "plot_voronoi_polys_with_points_in_area(ax, boundary, poly_shapes, pts, poly_to_pt_assignments)\n", | |
| "ax.set_title('Zdravstveni domovi')\n", | |
| "plt.tight_layout()\n", | |
| "plt.savefig(\"vor_diagram.png\")\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 404, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "mmi = np.flipud(minu.copy())\n", | |
| "mmax = np.max(mmi)\n", | |
| "mmin = np.min(mmi)\n", | |
| "mmi = mmax - mmi\n", | |
| "#print(xm, ym, xM, yM)\n", | |
| "zd_mask = np.zeros_like(mmi, dtype=bool)\n", | |
| "for x,y in zds_orig:\n", | |
| " mapx, mapy = map_x(x), map_y(y)\n", | |
| " dd = 3\n", | |
| " zd_mask[mapy:mapy+dd, mapx:mapx+dd] = 1\n", | |
| " #print(x, mapx, y, mapy)\n", | |
| "mmi[np.flipud(~grid_mask)] = np.nan\n", | |
| "mmi[np.flipud(zd_mask)] = np.nan\n", | |
| "#print(N, M)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 406, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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