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@jO-Osko
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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RAMWRk7J+bhZbq+PXWHqqKKB7wMe6skz21HfjT4Z/8jg8treJApeNb759aUJ0bIo05q6Ap0Vku4jcMIXjVwBtwD0islNE7g432R6FiNwgIlUiUtXW1jaFU2g0U2f7yQ7+sqN+1PLW3tFFPV5/kOae+OZXR0pH3+w3s5gpbX0edtR2UZhhY0Wxi/VzsyjPSc4b/PveOMl1d28hmAA/UpE6981KqXXAVcDNInJhhPuZCMXh71BKrQX6ga+OtaFS6i6lVKVSqjIvLy/Cw2s00+OBrXUJJ0I1FVaXZrCyOINFBenYzG9+jTPsFlYVZ8TRsulT3znIvoYetp/sxGFNzvpKbyDIa8dPjSmFPNtE5NyVUg3hv63Aw8DGCI9fD9QrpbaEX/+ZkLPXaOLG7984ycM7G+JtxrSxmAy0dLvZ29DNkZY+5uelDxUsNXe7J22QkQykmRNnYnI6nOr3EgyquI7gJ3XuIuIQEefp58AVQESCykqpZqBORBaHF10KHJimrRrNjOke8PHdRw8kdWzX6w9Smv1m2GJ/Yw8rw6P1Ae/M8+Xjjd1soOZU8t5VAXz8N1t5752vcckPX4hbLnwkI/cC4BUR2Q1sBR5TSj0pIjeKyI0AIlIoIvXAl4BviEi9iJxW1fks8AcR2QOsAf4j6leh0UTI6ycSJ8d7uiwucI4qetpV18WKYheZdkucrIoeA77EfH82lmdTkhW5xO/O2i5qTg3wq5eOx9Cq8Zk0sKWUOgGsHmP5ncOeNwMl4+y/CxizPFajmW2SecQOIS3xY629BMa4jH0N8Y/zRguryYjLZopKw5Bo8JZFebxlUR7NPW7ueunElPbtHIhPgqCuUNWcNRxq7uHHzxyZfMMExmyUMR17qtHQNci83PR4mwHA9eeVc+Nb5nPdOWUsn+NiXVkmq0sin7S2mY24fYEYWjg2yTklrdFMA39A0diVHCmNY1HgstLUHblSZLKzq75rSkqbseLj55VTkRvK4L5mTTGXLMmn1+3nC3/cRVN36EfotETFWNzzag1767v582fOmy2TAe3co85UmyZoZo+n9jczGIcRVLSYk5k268014k1br4eiDNus67jPz3Pwkw+sxWySUXF2p82M02bm9vetJjvdgtcf5HP/t5NXjrVjMsiYob+FYUG32UQ79yji9QdZ9W9P8bFzy3nPumL6PX5WFGfgCyjSR+Ttnurz4LCasIVTvg429fDsgRacNhMrSzI43tbPJUvyE6aUORWYij56ImKJQQenROdUv5dNFdkxd+4Oi5EBXwCDCIGg4rarlrJyktBL2elCK2toLuSmi+ZjNhp4an/zqLsNk0HwB4KYZvE91M49ilhMBlw2M3e9dGJo0iXbYaFn0MdfPnMeq8P9Fpu6B7n1wd0cbu7jnHnZDHgDPHeoddTxFuan869XLuHc+TlJW9SRKLh9gaTObd9QnsWOk8mpnjhTjrb0sjA/naMx1J+562OVrCrJoLPfR9XJDi5ekj+l/f/rfasA8AeCvH1VEb95tYb/21o7tL69zzPrd/TaY0QJXyDIXS+dGDUz3tEfev3+X73OW5cXYpRQs+DTI5FH9zSNe8yjrX186t4q5uU6+NmH1rIiSSsPEwG3L4DZKPiSdDaya9CHL8kzfaZLx4CPgFKsLcskEFBYzQb2NfRELcSW47BQkpU2FG4pm4H0gcloYGGBk+vPK+exPY1D2T6n+rzsqO1k/dzZa8+nOzFFibqOAS74wfMxO3661cSPP7CGFcUuijIiz7U9m3hibxNryjJ5bE8Trb0erq0spaPfy4+fOcLrJ07F27xps7E8m601ySMGNhu40kwsLnASVOAPBrEajYAa6stqNgqFLhuuNPO4zVUy0sz8z4fWUlmehd0S/XFuXccALxxp455Xq4ekLj56zlxuvngBhVFq9K3b7M0Cbb0eNnzv2Zifx2I08KMPrObtq+YMLWvqHuSRXY0UZaZxxbKCoTj+2YBSin++dztfuGwhN/1hBwPeAO1h8axkHqkPp8BppWUMQTPNaE6361uQn87x1j7m5TkwGw0caek9Q9UzN93C4kIXf/jUppjb9OS+Zm68b/vQa7NR+Pi55Xzt6qUYZhiqmci567BMlEizGFlR7Ip5IYk3EOS2h/ayr6GHz1+6kJYeN//0u21DIwO7xchbFuVRlm3nqpVFrAnH+VMVbyDIswdbeO14OwPeM2/TU8GxA2dtOGY6VNV0MjcszaCA4239ZKSZyHfZcPsCdIXlhXfUdtFT3cHPnzvKLZcsjKlNh5t7ufWKRfR5Ahxo6mFeroO7X6mmqdvNBzaUcu78HMwxmGjVzj1KPH+olQNR7q05Hr1uP3e+eJw7Xxxd1jzgDfDEvmYA7t9ayzVr5nDFskIuXJSaSpsPbA21vRvp2FMFk0FYXOBM6rDSbHOy48zuTiaDAafVxJwMG0aDcFpq3RsIcvvTRzhnXg6V5bGLhX/+sjN/PIJBxTnzsuno97G40IkhRtrvOiwTBboHfGz+r+fo9SRGqfRInFYTD3z6HJbPSa0J2Zr2fi66/YV4mxFTLCYDFqOwpMhFfccAzWdZnnu0MAgsn+Ni7xh31u9aM4effHBtHKyaOROFZc6+xNkYkGGf2Qx7rOn1+Ln75ep4mxE1gkHFX3c2YBBJ+dxvrz9ISZadqppO8l3RmYQ7GwkqxnTsAI1doUbiqUZqfzNmCbcvQEuCd+p5eGcD9Z3J3Yz4NPsbe/jCH3dx4X8/jzeQmAqC0aS11838PAen+nWHyliwtaYjpjn08UI79wgIBBV9Hj+vHz/Fo3sa+dc/7zlDN3t/YzftfYn/xXvjRPKn03X2e3nhSCvZjpC0bUaaecy+p9Egy25mdUkG68uysMehq/3pRIpetx+H1USf249WtogNqXgHqCdUJ+Hf/r6fJ/Y20+fx0zcspv7KsXaUUlSWZ/HqsTcnuxwWI8vnuDjZMZBwOiC3Prib9j4PN75lPgCD3gB/2VFPZXkWu2q7OGdeDuVhgSR/IEh95yB/3dXA6pJMLlqcN2bT39O3s229Hu7fWsuO2i4GvX48/iC3v381i6KgqaGU4pVj7eys7eK5Q63squtCCDm/7sFQI4RNFdkcbumlK4qNEfq9AXrdfk6091OcaaMi18GBph5ieQdvMRlYU5IJhAYNbl+AQFCxpz7UXSnbYSEQVCzMT6fqLK1YjQWvHm8f+uynCtq5T8BX/rybP1WNbqIMIUlSCMXrTt8uL8xPJ6hChRT5TisGgUTLYrvrpROkmY240kx877GDZ9xxrCnN5OtvW8qJtj5uf/oIHf1eAuELWFeWyYM3nofRIHQNePnlC8fZWdtJa6+Hpm43waA6QzBpRbGLhfnTl2x9YGst975+ErvFSHOPe5QujIIznOyW6g4q52ZFzeGVZqXR2uvmRHsoxbShy01Dl5slhU6UAqvJgMko9Lj9NHUN0h/O1pnpe75ijmvCgqXTFc/7m3rYUJ7F8bZ+8p3WuCsnJjt3vHCcaytLY5KSGC8iypYRkRqgFwgA/pGzsyKyBLiHUH/Uryulbh+x3ghUAQ1KqbdPdr5EyJbx+oMs+sYTk263qSIbpeBoay+dI0aNiwvSybCbcfuCQyOvZKY0Ow23L0jPoC+ibkafv3QhX7x80Zjr2vs8pJmNY2rm3P7UYX7+/LFp2VieY6ej38uC/HR63X7quwYZjDBNclNFNgebe8h3WqnvGMQ9hY5Nq0sy6BjwYjcbybRbaOp2U9sxtTkOm9mA3WIacuCRYDEZyLZbcFiNHE/iht+JwMtfufiM9oXJQLSKmC5WSrWPs64D+BzwrnHWfx44CLjGWZ9wRDpBuqV6/FHW4ZY3J2mWz3HR0uNOitj8eNR1TE1V8b43TnKq30O2w8r8PAdvW1mEiPDvjx7gt6/V8NWrlgyFiE6jlOJ3r9dM28YCl43cdOvQCL4kK405xWkIEFQKQdjT0IXbF6QkK42eQR92i4myHPvQe9kzOPWU1t313dhMBjLt5qH3Pc9ppW0KlaXZdguNU1Q/9PqDNPe4Kc+xYzaILniaAS8dbeMdq+fgspnjbUpUiEpYRinVCrSKyNtGrhOREuBtwPcI9VhNCp450BLV4+1v7KEow3pW6YSc6vdy3xtvKuPtruvGGwgMLfvvpw6TkWbmQxvLhrbx+IMsLnBOO7wy8se2vnNwVEin0GWlPeAZWt7j9tMchWwntz94Rh56RY59Ss4932WdsnMfvm/NqdTIhooXX394H3/eXs933rliUrnfZCDSAJMCnhaR7SJywxTP8RPgK8CE97gicoOIVIlIVVvb+F1NYo3bF+Dul0/wX08eivqxm7o9NPckt6b4TPjNq9VnOPtAUPGtv+3HNyyd0WYOTUjHkuYeD7PRI3trTSfryjJZW5rJ/DwH68oy2VgxdiWk2SicnKZzLs5Ko8+dmhW60+GypQU8csv5/OnT57JgivM+O2u7+Mpf9pyRPJGsROrcNyul1gFXATeLyIWR7CQibwdalVLbJ9tWKXWXUqpSKVWZlzf7pfLBoOLRPY1cf89WvvvYwYhiytOhsWuQbEdq3PZFA28gyC9GxNfrkrypxnB21HZxrK2Pfo+fHbVdoWHSGKwuzRw1ZxMp+elWmme5U1G8MQi4bKYzXr99VRGPfW4zd3+8klUloR/SBz99LosKpubgDzX3nJHqnKxEFJZRSjWE/7aKyMPARuClCHY9H3iniFwN2ACXiNynlPrIdA2OBf/15CGe3t9MU7c75hol/iDkOKx09EcvZS/Z+dk/jnJtZSlzMtNQStGQQs4dQnnqvW4/ZoNwsHl0leS6skyqaqaf5bOzrovizDSsXsHjPzti7pcsKeCuj67nRHs/u+q6qJybNWYqY5bDwv9+rJKvP7yPhq5Bqtv7WZCfTm66hXSrmWcPjg6/mo0GchzJ3wFtUucuIg7AoJTqDT+/AvhOJAdXSt0G3BY+zkXArYnk2E+HYP5va21U86Mno7XXzcpiF/saY5sznSwEVahu4NrKUv5xsJXDLamZ1ucLKixBxcpiFx5/kLZeD25fIDSinwHz8hzkOqxD6blnAwvy0zEYhAX56ZOGXubmOLjvU5v4zycOsrTQxeXLCtjf2EO2w8JFi/PYVtPByVMDrC7JwGAQCly2lOiDHMnIvQB4OFzAYgLuV0o9KSI3Aiil7hSRQkKpji4gKCJfAJYppWZHJnGK7Knv4mf/OMqRlr4pp6tFg+7BUJGPduxvUtcxQHV7P88fHt1uMJXo9wbG1TiZLhajgeaewZTRr4+EO188Tm66hU9dMC/ifW67aunQ89NzHwvy0/nIOXOjbl8icFaoQp5o6+PHzx6lriP06/zwzoah9lfxoDjThsVkoLpdZzecxiCwtMjJ/sbUHLXPBhvKs9g2g/BOsmEyCH//7GaWFiVNhnXUOeubdTR1u/n77kYAdtV1xcWGilwH2Q4zHn+Qw829Z80IazIKM2yUZdtBKZq63ZRl26ntGAh1iw8qHBYjy+a42NvQjduX+iJhM2FbTSclWWkUZdhGOXlh3LncpMUfVDx3qPWsdu4TcVY49/Pm51DoskUll3k6rCx2cbS1j+p2XUE4EpfNxLGWXjrCcx5pZgPL5zg50NhLaXYabT0ettV0kpFm1s49Auo7B3H7AmwKhx0GfQFsZiNN3YNTLkJLBnbHabCWDJwVzl1EuGxZ/hk51rPBxvIs+jzRj7GmEkda+lhbmknHQBcAg77gUGhmuDOKUbOalKS9z0t735nFXEaDsKokgzSzka5BH2ajxLwlZKwpy7bjStNpxeNxVjh3pRTe2ahaGcaKYtdQJ3bNxESSmRDUZfUzYriyJMCq4uSswCx02fjgxlLqOwf57rtWpKRUb7RIeef+j4MtNHYNjqvuGCuOt+oQTCTMz3NEJDVgNRshjpPgqYbFlJxO8acfXMOmeTnxNiMpSGnn/sDWWr760N64nPu09rdmYnrdfublOoakdcdjXq5jSjotmomZivJkovC+9SXjyjdoRpOcP98R0D3ooymOJdk2c8r+a6NKa6+HE+39FEzSTem0XrsmOtR1DpBunf3uUlPBaBBKstKGwnZpZuOYDWM0Y5NSI/fuAR97G7rpHPByz6vVM678my7RbBpxNrCxIputE0gnn2ZnbSel2Wk4LCbdnGKG+AIKpRJXbCzdauKPnz4Hl83MyVMD9Hl8vGVRfrzNSipSyrk397j553urGPTF70N7Nkn6RoN1ZZkROXaAgApl0Gwo1yP4aLCuLCthJ/3ft76E5XNCk77J1kAjUUip2MHiQid//+z5WOM4WbS/sTsldClmi9Zez5TDAx6d7x4VEq2xh0ioG9ZfPnMe/+/ty+JtTtKTUiN3gAX5Tubm2DkyrAvSbOINBCnNStONEyKkvnNwymXzNktix4qTBbMhNAhaUuikrdfDvDwHHl+os1NRho3dMW4NaTIIP3jfKvKdNk529HPl8kJy0pNfjTFRSDnnDpBlt8Tt3L6AwmiQoTJ6zeRUt/dPqUVc14CXjeVZePxBfAGls5KmjSLbYaG+cxBvIMi2mk7MRiGoQndU6+dmsT0Gc0ebKrJ5f2Up58zLpiQrFHLZTG7Uz3O2k5LOfWFB+oS9TWPN8bZ+VsS4m1AqYTIaWDs3ix0nOyLqkHT6rizdYsSgQ2DT5nBLH1l28xl3mcM1j5q73czPc+CwmlAqNNI2mwxsr+kgoEI9X3s9vinrJH3p8kU6V30WSEnnvqE8e9alBkayr7GHTRXZBJU6q5T6pkNzt5sBj3/KEsjL5ugq4JnQPeije3D8PgZj6cMXZdhYUuSi3+OntmMAp81MntOK3WxkT8OZYRyzUchNt2I1Gbhu01zmZKaxbI6LijGaamiiT0pK/iqluOxHL3K8LTGqRDdWZLP9ZCeBBJvASjQqy7Om1JHIbjYwN9dBz6AfhJTr4JRMOCxGSrLs9Hl8lGTZ+cCGUt6yKE/H0GPMjCV/RaQG6AUCgH/kwURkCXAPsA74ulLq9vDyUuBeQg0/FHCXUuqn07yOiBERrj+vnG///UBCONSt1R1U5DowGyVuE73JQOcUqyYHfEEONr2Z757jsDA/Lx0R6PP4MRkEm9nIqT4PTpsZo0EIKEWv209ztzslmiAnCv3ewFAHrYYuN640M+9ZVxJnq85uphKWuVgp1T7Oug7gc8C7Riz3A/+ilNohIk5gu4g8o5Q6MHVTp8ZHzy1nTmYan/xd9Jp+zITq9n5sJsNQqMYXUFPWljcaBLNRUq6LkymsWNgyQ0nmU/1eTvVHNtcyN9tOht2sR/sx4sXDbbjDcsOa+BCVmLtSqhVoFZG3jVjeBDSFn/eKyEGgGIi5cx/0BrjjheNAqMvPqpJMWnvcDPoCeP1B+mPcCHss3P7gGRO98/McWE1GDrf0Dt1hGAQy0syYjAZsZgMumxmLycCAJ4AIHGrupdBlxWwypIw+97q5WREXMkWLk+FMpgV5Dlp6PfRqUbKo8oENpdqxx5lInbsCnhYRBfxKKXXXVE8kIuXAWmDLOOtvAG4AKCsrm+rhR+HxB4Ymi4IK7vjIOvLSraFb86Di5aPtfOK324BQw4h4tN07PSdQ4LSS57LS7wlgNRlGlNaPduDNPR6Wz3GNuS7ZyE23sONk/DKbjrX1k2k3s6kim9qOgbjqESU6myqy2dvQzUAEA6OVSSopnEpE6tw3K6UaRCQfeEZEDimlXor0JCKSDvwF+MJ4TbPDPxh3QWhCNdJjj0d95yC+QBCXzcQ1a4oxGQyYwtrPJqNw8ZJ8nvj8BfR7/MzNcfDDpw+zpbojLt2SWno9tExZ8TD54zIOi5Esu4X2vvgqFHYN+NhS3cHGiizt3MegPMfOP184jw9vLKNn0M/+pm68/iBuX4A7XjzBZUvy2V3fxbMHQ83NnVYT71pbHGerNRE5d6VUQ/hvq4g8DGwEInLuImIm5Nj/oJR6aLqGTpUVxRk8+rkL8PgC487YD++9+P33rsLjD/BfTxzmN69Wz5aZ08JmMuCwJG8HGovJwMo5GVS393O0NXEmmJu63Kwvy2JvY/esN3dJVP7p/Apuu3oJ5vDAKMNu5rz5bxYcXbgoD7vFxN0vn+DZg60sKkjnv967Kmn14lOJSZ27iDgAQzhm7gCuAL4TycElpM/5a+CgUupHM7J0GqRbTaRbI59WsJqM3HTxfO59vQZ/AmTZjMeSIldSiZOlW00I0BvOTlk5J4PttYmVn16SlUZxVhpvnEie/+tsUJRhG3LsY2G3hL5fb11eyMriDDaUZ+vCsgQhkp/XAuAVEdkNbAUeU0o9KSI3isiNACJSKCL1wJeAb4hIvYi4gPOBjwKXiMiu8OPqGF1LVMhNt7K8OAMRWF1yZtxwToYNpy2+dV8GgT31XXG1YaosK3JhNAolmWnMzbZzsiMx6g+Gk5duJYF/z+PGGydORbRdabadTfNytGNPICb1VEqpE8DqMZbfOex5MzBWUusrQNK921+8bCFGg7CxIht/QHGkpZfjbf1cuDAXV5qZe1+v4ftPHIqLM7CaDAwmsCpintNKXroVfzBIXccgFbkOuga9dA346BoYvxoy3igVqkcYqcW/uiQDgwi9Hh8mg4FBr5+MNAtBpbBbTXT2e0eFlkwGSeg7v6nQMZB8HZs0IVJSfmCmXLT4zaYAVhOsLctibdmbGuI3XDifY619s96XFWBujp1DzYkTpx7J3Gz7Gc4xWUS9LOHOWTtqO9lYng0CTd2D4ygjvpmllO2wUDk3C39QEQgGMYjQ3O2ma9CHJ8nj9uU5dn587Zp4m6GZJtq5T5MsR3yUJ2tPDVCR66DmVD8um5nuQR/pVlPCVFsm00RkaXYaNrORdItpSP0wqJjSfEZHv3fMfqSLC5yc7OjHncB3WRNhMRn40hWLKdc6MEmLdu7T4JkDLfz65fhk1Az4gjR0DpBlt9DR7x1qLr2i2IXDYuJUv5djccxA2dfYzaqSDPbEWAt8qiwrciICgmAwCDaTcciJ28yGqMtUHG7pZVNFdlzVSafLpy+cx8fPC1V4a5IX7dynwf7G7rjGVL0BNTRaPBHOy9/XEAp/5E/SaDqWVOQ6yHFYONyceKGY+q5Blha6xnS2sRpdH23ti1uB3HQpy7bz2UsXTinLTJOY6GTUabC/MfGc12lKs2Z3tGU2CnlOKyYD1HcMUHWyk15P4jVe7hn0U9PeT9osdnHy+gIsLXKxothFsiSR1HYM8GBVXbzN0EQB7dynyK66Lp450BJvM8bEaTVybBZljosybGTbLczLdeAPJl5PzpG09HpYMcc1az12+7wBtlR3sK+hh8q5ydHU+3f/tJGPn1sebzM0UUA79ylw10vHueHexFCZHIuyHMeEzReiSXFWGk3dblp6PUkVV+4Z9BGMg6Rm56AvriGzSHmwqm6o2EyT3GjnHiGP7G7kPx4/ROuUNWBmh3ynlc5ZyEk2G4UN5Vn0JGH+84J8B4hMuS1cNDja0segL0Bhhm3Wzz0VHt3TxH1vnIy3GZoooGdNJsHrD/Lb16q5/akj8TZlQgozbLOSoVKR60i6toGrijOwmA0cauqNa8por9vP0kIXzQkuTrYwPz3eJmiigHbuk/Ddxw5w7+uJPZKxGGXWUg9NhuS62TMIuP2BUf0948WR1t6ErmC1GA0sKnDG2wxNFEiub+os4vUH+cOWkwnv2Esy08iNQSw3N92C2Tg6xeNAUw9ryzKjfr5oI4DJAJXl2aEeq3HCbBSWz3nTWXYP+FhVksBa5wJ2q26ykQrokfsYKKW47u43Ej78IIQkWKOdmrmxIput1R0IsK4sE6NBUCqkkd/c48YfSOyqy3VlmXj8QY609HKkpTeumjbFmWkcb+tnQ3kW7X1eBr0BdtR2xc2eyfD6g3z30YP85ANrtAhYkqOd+wh213Vx3xsnE96xAywsSI+aY3faTBS4rLi9QQ42hkIYCs5wRNl2C+vKMqfc+3U2WVzg5Hhb/1DWULzFympODbAgz0Fd5yCn+jxxmcydKo/uaSTTbuY716yItymaGaCde5i6jgH++d6qES3uEptoVRE6bSYcFiPHWifOke8Y8NJRm5hZMhajUJRhw241zlo66HhsrMhGgMauQeo6BzGbDJSnW/H5g5waoUNjEM5QF81Nj39nqqAKpYz2efwcbu5hXVkWodYMmmRCO3egz+Pn07/fnlSOHUKj6ow084yd2bKiscvyk4U1pRkcaOrlZMcgJxOgafig18/esByEAAebQp8rkwHsFiMrijPw+APYTEbqOwcwGIS6jkHSLEbmZKYRVIqO/vj+QNV1DrL5+/9gwBvk0qX53PGR9XG1RzN1InLuIlID9AIBwK+UqhyxfglwD7AO+LpS6vZh664EfgoYgbuVUt+PjukzQymFxx9kb0M33/n7gaSRph3J3Gw7zT3uGeXfR1s0azZxWo2YDIaEUKMsyrBhMggHh32Whv9n/UFwmQxsHfFDmmY2sCDfQc+gn30N3awry6KjPxQWLHBZmZvjIBBQ9Hn9uH0B0q0mjrT0UpZt51S/d8LQU5rZyKAvcjmIVSUZ2MxGttd0cDqCdKCph2cPtGC3GtlQnj1hZyZN4iAqgmq9sHOvVEq1j7M+H5gLvAvoPO3cRcQIHAEuB+qBbcCHlFIHJjpfZWWlqqqKbSXo3S+f4IdPH5nSBz9RyU23UJ7roGqa8wSnJ1CTlbLsNDLSLNgtRnyBYMQTluvnZtE54OVEFCQb1pZl0uf2R6Un7OKCdNKtZgyGkMTzWM3Ts+1mOgZ8Q2JtBkNI8TKoFHUdA5Rm2+ke9HGirY/lxRk0dA7SPegjN906YRPwVcUZE6aNXr6sgF9et047+ARBRLaPHGyfJiphGaVUK9AqIm8bsWojcCzczQkReQC4BpjQuc8GTd3ulHDsAO19Xtr7vKO6CEWCCASTeOQOUNsxyPAGGhvKsyKaEO/o91LT3s+CfAed/b5R8fCpMOCJjmOH0GjfaJAJdeU7wqP16vZ+qttH/zg197z5g7C7rpsCp5XVJZlUnexkYX76uLbaJhFWe+ZACyu+9RTvXlvMO9fMOaNZtiaxiPTnVwFPi8h2EblhCscvBoZLzNWHl41CRG4QkSoRqWpra5vCKabH165eyic3V8T8PLNJ1clO5uU6pqRAuLjAOeUfhERnX0M3lXOzKM+xA7CoIJ2N5Vm4bCbmZNjYVJHNhvIsGrsGUMCx1n7sFiMLZlCZmWmPXvOWIy197KiN7p1US69n6H32BxWucXoBR/LR8fiDPLCtjut/s426joEoWqmJJpE6981KqXXAVcDNInJhtA1RSt2llKpUSlXm5eVF+/CjMBoEYwrm8Z5o74+4wtBkkJTU7R70Bak62UnNqQE2VmSF+qPWdGIyCG1hobNtNZ14/G/esdR1DjLg9bNumgVabX0ezFH8PMVyCqG6vZ+gUmMWqbX2nhmymeiKvIEgv3j+WJSt00SLiJy7Uqoh/LcVeJhQuCUSGoDSYa9LwsviTiCoeGhHQpgSdUxGoXJuFmXZ9gm3W12amXKj9pFsre4cCkF0DPgmlCVu7HJP+wf/RFs/DpuJZUXJUbrf5wngGOOHvbp9gIX56Wwsz2ZtWSZ5TivLilxjHuOaNXP43rtXxtpUzTSZ1LmLiENEnKefA1cA+yI8/jZgoYhUiIgF+CDwyHSNjSb3vl5De19iKjzOFK8/NHItcI0vS7B+btZQ31DNm8yk+rZrwJdUd0JzMs5s7OIIx9uPtvaxtaaDnbVdlGbZqe0Ye8J5YX56St79pgqRfBILgIfDRQwm4H6l1JMiciOAUupOESkEqgAXEBSRLwDLlFI9InIL8BShVMjfKKX2x+A6Iqat18OvXjzOX3el5qgdQjFbOLM45jSLCtJxWE06VjoOJ08NjiosipR8p5WOAR8ZaSa646hnEylOm4mNFdn0un10DXjJsls40PRmrcdkWVSXLSuYDTM102RS5x7OdFk9xvI7hz1vJhRyGWv/x4HHZ2BjVPnz9nrufiU+za1nm1N9HuZk2GgMp74tK3JxvK33jFiz5kx63T6MBiE4BZmA+XkOsuyhdMSt1Z1J0xh7pI0lWaEwXqbdzKJ854SO/bz5OZRmTRz208SXsy5Z9ZObK9hUkR1vM2aFmlMDuH2Bofip1x/Qjn0Slha5pqz/4rCYqDrZydbqUJjrSEsvrrTkCc8AlOfYOdjUS5rFSLrFNGEaJsDO2i563PGtotVMzFnn3C0mAzdfvCDibZOdjgEfW2s6ONzcS2NX/EvzE509Dd0RpUSGRutmMu3mUUU/nQM+DBLqWDUcuzkxP0+ZdjMGg7CoIB2LUaif5HNiEPj19ZUUZcxuM3bN1Eiu4UWUuHBRHlcuL+TJ/c1jrrdbjPzo2jWcOz+HP2+vp6qmgw3l2fiDQf7j8UOzbG10WFGcMaT2qBmfAqeVjv7JJ9qz7BaOT1DZ2jXgY1tNJzkOC640M4Fwbvm+KMszR4OuAd+U1DMNIqSZteZ7onNWOneAX1y3jtZeN+/55WujyrEvXVrAlSsKgVAY53Sx06vHxlRfSGiMBsFsDOmd9HpSoyI3lviCigKXjdJsO/saesbV3Tna2ofJMHk+elGmjX0NPSwrclIzRiVpMuIPKjpmUM2rmR0S8z5xFjAahKKMNJ6/9SLynVZsZgO3XrGI960v4ZtvXzrmPjMpT48HFpMhlOuuQv07NZPT0e/lYFMvjZ1u1pZm4hwntXFJoTOiQqN9DT1YTAYONvXS502dH9doN4jRRJ+zduR+GpvZyGtfvYT2Pu+knel31iZXXni+04rRILgTQDEx2chJt4RqBZxWctIt+IKKhs5QLHpjRdaUsmG8/iDLilxJqzw6FtHS0dHEjrPeuQOYjIZJHTswbdXFeFHfOag72U+RfKeV8hwHzT2hUN1pRUaDwMbyUNOK6ejnt/S4yXFYku7ubzz2J0jDcc34aOceIUopjrcl32ileQJ5V82ZmA2CzWwcMw0wGNanmS6n+r1sKM+KyLkbBZYUuTAbDIhAr8dPRpqZXrdvqEAt3gQikArXxJezNuY+VUSElcUJ3LV+HHKd40sQaEIIoTzvtXOzqI1h5W7VyU42TlBjsbE8m+VznCwscLK/sYdd9V30evwca+1j+8nOhNJQt6ZAmnCqo9+hCPEFgknXsUgEmrt1bvtEZNrNmIxCY7ebbZMU7swUpWBrdceYRXTFmbZQc432AVp7PFTODeXIHxsW227sGhxaHm88/iC+GejwaGKPdu4Rcs+r1UmloOi0mijOSGPQp7+AE9Hn9mExhtr0zVakYUt1B2vLMllW5EQIibgZDMLhll4GvQHyXdYx+/l2Dvho6XEzhlLvrFOSlZZQdxKa0eiYewTsruvirpdOxNuMKdHr8adEhW2sWTc3Pi0Gd4ZbAS4tcnKwqYeBYWmSEzVqd6WZqeuM/91YWbYj3iZoJkE79wi4+5Vq2vuSL8vBlqDl7po3Odg0viMfC0mAUbvdYuSWSyKT8NDED/3tn4TaUwM8sbcp3mZMixyHnkydjJnot8cDmym+Zf9zMmw89YULKc7UujKJjnbuE7D9ZAc3378Df5JNpJ5mT0M36xNkAi5RSYCB8JQwxLk5xo8/sIbSSTp8aRID7dzHob3Pwz/fu529SV6scShKVZFGCYlqpVIYP91ipKEreeoADAmQ/ZQI8X5NZET0VRWRGhHZKyK7RKRqjPUiIj8TkWMiskdE1g1b9wMR2S8iB8PbJMVg6a87G1JCHKnfGyA33TKjY5iNwrI5Llp6PSybk3y5/uOxpMg1VImaDFTkOrBbTFTOzaJyblZc7jr2NXTj8aeORk4qM5UJ1YuVUuPJIl4FLAw/NgF3AJtE5DzgfGBVeLtXgLcAL0zL2lnk3Pk58TYhamSkmWnv82I2yFCDaJMB8l02GiMYuTptZvY2hO4A9tR3s6E8C6WYcmro8jlODjb1TquFXbSxGIXOgeT68R4pMby2NJOddV2zakNLjxuPP4g1zrF/zeRE6yb7GuBeFeINIFNEigAF2AALYAXMQEuUzhlT/t/f4trqNaoUZtjYUJ6F3WpiU0U2lXOzcKVZ6HX72Vg+eUx+ZPOKbTWdVJ3spCQzjTWlmczNfnNyrSL3zBS5LLuZbLuZTRXZ7G/sTZg5AO8Uuy0lIt5AcNbDZO9bX4LLZp7dk2qmRaQfDQU8LSLbReSGMdYXA3XDXtcDxUqp14Hngabw4yml1MGxTiAiN4hIlYhUtbW1RX4FMaC+c4AdU1SALMlKY1NFNosLEkeoS4B1ZZkcaOxhW00n3YM+tlR3UHWyk45+L71uP1trOnHaTKwryxzzGK4007jzDs09bnbVdaEQ5mansSA/ner2fjaWhyow851WLCYD3oAaUlGcaupfLDne1p8wFZ/TYX9jD2XZDpzW2RtF68Kl5CHSd2qzUmodofDLzSJyYSQ7icgCYCmh5tnFwCUicsFY2yql7lJKVSqlKvPy8iI0Kzb88oXjU65WNBsNbKnu4HBLH+U5dooiUJmMNRsrstlR20XnJF12et1+3L4AleVZrJjjwiCQFs6RX1roYnAcHfLTWUS1HQNk2i3YLSEns6O2k40VWVhMBlp6PPR53tSSX1rkjMalzYjhsepkjh8bDUK2w0JO+uylvH7yd9v42sN7UVo4LOGJKOaulGoI/20VkYeBjcBLwzZpAEqHvS4JL/sI8IZSqg9ARJ4AzgVenrnpsaNnGpKueU4r1eFOOzWnBhAZOyZqEGYl5jwv1zGlu48D4RF1cTjUElQh5xFpttDu+je38wfVULPokSTCfPqiAictvW7sZmPSSvDOz3PgCwSjIomRaTezqiSTl45MfsfsCyj+vruRzDQzX7lyyYzPrYkdk47cRcQhIs7Tz4ErgH0jNnsE+Fg4a+YcoFsp1QTUAm8REZOImAlNpo4Zlkkk/v2aFRHHhrPs5pATH+FIlYIT7f1sqsjGHBYDWT7HRUaamY0V2ViiLBBiFFhW5GRjeTaFGTZOtPfjm0ZcuaFrkB21Xeyq62JHbecZZfHRYGt1B8vnuKJ6zKmSkWame9BHY7c7ognlROR4Wz8FrunfHS4tcvGrj67HZBC+/56V/Prjlfz5xnO5trIEyxihF7NRSLeaeMuiPL75tmVcsDC+d9eayYlk5F4APBwecZmA+5VST4rIjQBKqTuBx4GrgWPAAPCJ8L5/Bi4B9hKK2z+plPp7VK8gBmQ5LFx/XjnbJxkVudJMdA36xs1YOB3jLs5Kw2oy0NLjpnPAN6QMOJVuPpOxqjRzSK8kWsTqzvt0+CZetPd5Zk0kLJbsqe/GbjYwMA1xOK8/wFuXF/Llty7mwkV5mI0GKsuzqSzP5iPnzOWGe7cPpYkaBH547RreuXpOtC9BE0MkEWNnlZWVqqpqVDr9rNLW6+Ed//Mybb0exhsAry2bvkM1GYTFhU4cFhMiofPZrUb2NUyv6Kg4M42WHnfSVNNuLM+aUfOLmRLtH9d4sGKOi8PNvUPpreOxsjiDK1cU8sC2Wuo6QkVIt16xiFsuWTjuPh5/gCf3NfP5B3bxjbct5VMXzIuq7ZroICLblVKVY63TwmHjkOe0UpJlp7nHg8kgiITixatKMjCE48bdk0xUToQ/qEY1GV4+x0W6xTitRsoNXYNsrIiPwuF0qDrZSXmOnZpTU2+OkZFmomfQT3L8jMUOh9U0qWMH+OV16yjNtpOXbqXqZAdl2XY+c9HEwl9Wk5G3rSyivc/LdZvKomWyZhbRzn0CSrLSqDrZOWw0rGLaR3V/Yw9rSzPD6YVT52ASNWAOKsh2WHDZzBxu6cHjj+yKM9JMpFvNGA2C2WAY6nF6NtLYPUiW3TxhNtRdH10/JPJ17YZSrt1QOu62IzEZDXxyc8WM7dTEB520OgE/unYNz3zxQt63viScw+7kgoW5vHV5QczkdHfWdYVG8NPIXY6kyXcisaO2iz0N3SzMjyw9siw7jaKMNBq6Buno96EI6cNMh2AChiOnSl3HIIO+AGvHqVGA0B1dvMXGNPFBj9wnwGAQFhY4+Y93r8RslDPS+H7+3FHu31JLYwwaUO9r7GFlccaURMtWlWRwvDUxmidPFbv1zI9hRa6DHIeFPo8fl81MUCkUp3VN3hSuau31RBQ7z0gzUZSRRr/XPxRzToCMzKjg9gU5OUFo65Wj7XzifD36PhvRE6ozoKPfy4fueoPDLbGpupyTaaM4M42Ofu8oXZGRJPsE4aaKLDx+hcUoDPoCQ1o2kbC2NJMjLb30jzNXsaE8i201nRgNwuICJyaDsK+xOyE0bqJBcWYaly3N59KlBRgNQq/bh91iornbzbq5mSyI8M5Ik3zoCdUYke2w8Lt/2sh773iNhq7oS6E2dr2Zh72pIpvq9n5ax4kxJ3OYYXVpBjWnBmjpmV78fGddF6XZaZRaTKNa1BkFjrSE7mgCQcWBJJqXiITVpZn89voNZDlmpvypST10zH2GFGbY+Nst5/O2VUUxPc+W6g7a+jxDWih2s2GoUbLZIEMZPMlIn9vP3BwH2Y7pC1LVdQzSPUZlcQrog43J3Bw733jbUn76gTXasWvGRIdlosi2mg5uuX/HtEegkSAC68qyONHWh9VkxGCAORlp7GnoxutPrpZxI1mYn87RGc4bjBWeWlOawa665G66cpoF+encesVirlhWoCdKNROGZfTIPYpsKM/mm29fxsL8dObnxaY7vFKw/WQnnQM+mnvctPR4MBok6R07RKeF3JbqjtEyxir5naDFaOBTmyt4/HMXcOWKQu3YNZOiR+4xQinFtx/Zz2vHT814NDoZJVlppFmMtPa46R70T75DAlLgtEYtZ91iMrC4IP2MSdklhU7SLMaoSzTEmrJsOx/YUMpHz52rddQ1o5ho5K6d+yzw8tE2PnPfjjOkb2PFyuIMDjZ1k2wDeaNASbZ9wrS+qWAyCKtLMtk+QtCtOCuNhiTpA1qSlcZz/3IRllRqXKuJKjosE2cuWJg3ayXcexu6kyr1bUN5FqtLMwgoyIuiLrk/qNhe28nGimyGRzAy05IjQexLly/i6S9eqB27ZtroT84s8e51xbNWOGMzG0e1u0tUPOEinE0V2bT0Rr8gbGt1B4sKnGTbzTgsRtp6E1+//fJlBXz2kgXYLcnxQ6RJTLRznyWWFLr4zjuXMxvzYPsbu8lMS474bJrFSNdASBr5dPVotDnU3IvBIFTkOcatE0gU1s/N4mcfXJsQTU00yY127rPIR88t5zfXb4i5g/cFVNL0ujza0jfUzCSWtPd5py2nPJusLM7AkBxvnSbBiehjJCI1IrJXRHaJyKiZznAHpp+JyDER2SMi64atKxORp0XkoIgcEJHyKNqfdFy0OJ/3riuJ2fHXl2WxtiyTjoHEHqGepmPAy+rSzHibkTD89rUaXjnazqm+0e9f14CXz9y3nRt/v133MNVMylSCehcrpdrHWXcVsDD82ATcEf4LcC/wPaXUMyKSDiRZHkf0mZ+fHrNjN3YP0hQDMbNY4p1GJ6FU5j8eP0hrr4eHPnMeCwvenBx/cl8zT+xrJstuRqnUET/TxIZo3QBeA9yrQrwBZIpIkYgsA0xKqWcAlFJ9Sqno5LolMS8cbo3JcZcUOpPOsQNUt/eRFufWe4nE8bZ+et1+etx+ntrfzJGWXv6w5STfezzUftggwosRNLPWnN1E6twV8LSIbBeRG8ZYXwzUDXtdH162COgSkYdEZKeI/LeIjPktFpEbRKRKRKra2lL7g/v5SxfhtEY/E8JpS87sil5PgLJse7zNSDh+/coJHqyqw2gQHtrRQK87VCdxqt/LnvpuPP7oNi/XpBaROvfNSql1hMIvN4vIhRHuZwIuAG4FNgDzgOvH2lApdZdSqlIpVZmXl9qd1c+dn8PPPrQ26sfdXd/NporsqB93NrAkyQTwbPL43maeO9TK716r4V1r3mxO/auPrqeucyDpqm01s0tE3yilVEP4byvwMLBxxCYNwPD+XSXhZfXALqXUCaWUH/grsA4NFy/J58rlhVE9ptcfJJCkIuU2s4F8Z/SKmFKFoIJ7Xz9J17BWev6A4oXDbXz94b0cjVEvAU3yM6lzFxGHiDhPPweuAPaN2OwR4GPhrJlzgG6lVBOwjVD8/fRQ/BLgQNSsT3K++Y5llGanxduMhGBbTSd/+NQmVhZn8MnNFUlThDVb/PCZI0PPv/m3fbT3eTje1s+X/7xHh2c0YxLJyL0AeEVEdgNbgceUUk+KyI0icmN4m8eBE8Ax4H+BmwCUUgFCIZl/iMheQMLrNYQ66PzxhnNZUhg9uYBe9/jNkhMZq8nAgvx0/v7ZzXzz7cv41juWxdukhKWj/80q2111XWyPYdN2TfIy6QycUuoEsHqM5XcOe66Am8fZ/xlg1QxsTGnmZKbx0E3n8bWH9vLXXY0zPl57n5e8dCttY+RJJzKLCpxnVGX2uJNT3TIePL6viVWlmaTHYJJek7zoWawEwG4x8ZMPruVvN5/PyuKMGR3rVL+Xspzkyzz5zEXzz3j91P7mOFmS2Fy+rICvXLmYt68qosAVmqN4sKqephi0edQkN/qnPoFYXZrJHz99Du/55WujeoGmMhsrsrliWcEZy46cRdc/FXbWdvL5Sxdy00ULaOlx89ieJublOc4odtJoQDv3hMLrD/KDJw/P2LGbDEK6xUifNzkm2r5zzXJMw1Ihm7oHo6brnuysLsngtquXsiA/nWBQ4fEHKQ3XBBS4bPzT5oo4W6hJVLRzTxB21XXxhQd2UhMFp7aluoPyHDt9SeAgL16cx+IRo067xcTmhbk8dyg2lbzJxPz8dM6ZlxNvMzRJiI65x5m6jgH+84mDvPuXr0bFsZ+mwGWL2rFiRWl2Gj+8ds0oeduMNDN3fGQdX7lyMVn25JAujhV/3dlwRnaMRhMpeuQeZx7cXs+vXjwR9eNuqe5gfVnWqDZz8aYi18HiAifvWlvM+QtycI7TF9RqMnLTRQtYPieDj/9m6yxbGX9WFLv4z3evYl6eA4fOgtFMA/2pmSH+QJA3TnRQkpXGPa9Wc7Cpl1UlGXzusoWTNjQ+0NjDk/uaYmKX0SD0JGDOuwB3fnR9xNufPz+HX3+8ki/8cdeQtsrZwPvXl7KyZGaZU5qzG+3cZ4gvoLjn1WpeOtqGLxAq/d9a08Hfdjdy21VLePfa4jG76rT2uLnmF68M7RNN0ixGijPTONraF/Vjz5QT7f00dA1SnBlZZa7JaODSpQV8/z2r+Opf9tA7C03GE4EfP3uE8xfkJFU/XE1iIYko+l9ZWamqqkb1BElYlFLsru/m3x89wPaTZ4ZBijPTWFiQzoK89KGWcoO+AK8da6cxRvK8BS4rLT2JWcRkENjxzcvJtFumvG8wqGjoGuSVY+3c9tDeGFiXWGTZzTz++QsoytASFZqxEZHtSqnKsdbpkXsUEBHWlGbyy+vWcftTh3lwe/3QuoauQRq6Bnnh8OzJGHv9idv84uqVRdNy7AAGg1CabecDlaW09Lj5ybNHo2xdYtE54OOlI218YENZvE3RJCE6WyaKCLC0yBVvM+jz+NlUkc2ignSspsRq17NihhW4EHLyH9pYRpo59Rt8JEsvXE3ioT85UeSFw2385Nkjk28YY3wBxZbqDhxWEx5/YoXdyqMkjVDgsnHe/NTP/848y1NBNdNHh2VmQE17P0GlmJvj4FSfhxePtiWU4JXZkHi/3bYojbZPtPVxsKknKsdKZNp6E3PuRJP4aOc+CSMzO5450MLC/HRuvn8H+xtDzmVeroMF+ek8faAlXmaOYm1pJltrOuJtRsz4686GmE1IJxI6LKOZLtq5DyMQVBgNoRi1PxDk7f/zCrUdA3z+0oVsqMhm0BvgjheOsWNEe7MT7f2caO+Pg8XJxaqSDC5cGJ0WijvruqJynEQnEdNZNclBRM5dRGqAXiAA+Eem3kgokfunwNXAAHC9UmrHsPUuQh2Y/qqUuiU6pkefl4+28eD2ei5enE8wqEizGBnwBvjPJw7F27Qpk0gjPofFyE0XL+DaylIMhuhM8J5o62dhfjqLCpw0dQ+O+sFNFXbXddE14J12hpHm7GUqI/eLlVLt46y7ClgYfmwC7gj/Pc2/Ay9Ny8JZJNth4fG9TTy2JzZVo7PFvDwHx9sSY8SXbjVx50fWs3lhblSPe9PF8+no8/LZSxfiCwR55kALt9y/g5m2kL1saT4rizO548VjuH3xTyl97fgpbvj9dv706XPjbYomyYjW8O4a4F4V4g1CfVOLAERkPaFWfU9H6VwxY1VJJju+cTm/+PA6FuSnx9ucM1hTmgnA+rlZHPr3K7nhwnnjbiuE1ATjickgXL2ykAduOCfqjh3guk1z+eylC4HQXcrVK4v45XXrcdmmH2mck2HjW+9YzucvW8ijn70g4iraWLOrrosvP7ibRCw41CQukTp3BTwtIttF5IYx1hcDdcNe1wPFImIAfkioj+qEiMgNIlIlIlVtbbNX8DOSLIeFc+ZlU5SROKqK719fwsM3ncd9n9zE5gW5WE0Gvnb1Ur781sVjbn+8rZ+t1R2sn5vFporsWbW1ODONTLuZL16+iF9etz4qee2RcuWKQn4f/h9Nh6VFriGt9AX56fzlM+clRN2C1x/kwe31vHx0vBtnjWY0kQ5zNiulGkQkH3hGRA4ppSIJs9wEPK6Uqh9LX2U4Sqm7gLsgJD8QoV0x4eGdDQn1RVpZkoGIsHlh7hmj4Jsumk9br4ffvlYz5n7bT3ZG3Hz7MxfN56JFefzgqcOjJBQiwWk18ZWrlvD+9SVA9FIep8rq0kx+eO1qdtd1cbS1j/957mjE4ZVDzb0opYa0gAozbDz+uc28787Xp/U/iTbX37OVD20s49YrFpPl0DF4zcRENHJXSjWE/7YCDwMbR2zSAJQOe10SXnYucEt4QvZ24GMi8v0Z2hxz3r22GLMxcSo7f/LsUf77qUOjZAVEhG+9Yxlbv37puAU9h1t6yZnEERRnpvHlKxazaV4O33v3CpxTlJi1mAy8d30JHz1nLjazMW6O/TQFLhtXLC/kQxvLePSzF5CRFlkh0NqyzFEibyLCnR9Zz9tXFbG0yMVblxcM9S6dbYIK/rCllst//BLbT3ZS15H4zVg08WNS5y4iDhFxnn4OXAHsG7HZI4Qct4jIOUC3UqpJKXWdUqpMKVVOKDRzr1Lqq9G9hOgTGDZ6SwQ6+r384vnjfPvv+0fFXUWEfKeN+z65iY+cU4ZpRDZKgctG/wRKivNyHTzzpQuHsliWFLr44uWLcNlMfP89Kycd+S8rcvHILefz7Xcun+bVxY5sh4U8p5VIE3Q842jy5Dmt/PzD63ji8xfwq49W8uuPbyA3PeTgv/uuFVx/Xjl2y+z9oLX3eXjvHa/xwbve4LXjiXOHqUksIhmiFQAPh52dCbhfKfWkiNwIoJS6E3icUBrkMUKpkJ+Ijbmzw7EEzS1++Wgbbl+QtDEcicEgfPddK/nG25axr6Ebi8lA96CPZw+08rvXa7BbjHzi/HJO9XmpORWKyQcVXLo0H7vlzI/BhzeVceGiXBbkO7l0aQH3vFqNyWjgF88fI6gUX7xsER/YELpRS/SOTxlpZq7dUBpRQ5TlcyKLr68ozuCBG87BaTMNXf+/XrmEbz+yn8f3Ns2KLLFB4J1r5rAgL7Em/jWJg5b8HYc3Tpzitof2Uj3N4iSb2RD1VLryHDs/+sAa1pVlTWm/E219GEQoz3UMLdvX0M2dLx5nYb6Tz1+2MKLjfPh/3+Cdq+fwwY3JpVL42rF2rv/ttjHVMm1mQyj/XoTrzys/4380Vdy+AEu++eRMTI0Iu8XIwzedz+II51M0qctEkr/auU9C96CPp/Y189LRNp7Y10xgnETqLLuZApeNhQVO0q0mvnDZQty+ABaTgXtereGul2beSu/Lb13MzRcvmPFxhjO8KncyVIKFq6bCtx/Zf8bEc266hQX56fz2ExujNkfg9QfZ8L1n6R6cWQcsi9GA1WQY9w7gQxtL+c/3rJrROTSpgdZznwGnb+uv3VDK84db+e6jBzjeFhrNz8mw8eUrF/PG8Q4+tKlsKBd9JF+7eimNXYM8GkFxlMVkwGYykO2wUJptx2Y28syBFkRC/UejTaSOHUhaxw6wbI6LD28qI99pZWmRiwsW5o4KR80Ui8nAC7dexLaaDv7lwd3Tagu4qCCd/3zPKhYXOnloRz33b6nlWGsf/vCgQiQUAtJoJkOP3KdIQ9cg//KnXWSkmfm3d66gMIJ8eKUUl/7wxUn1Z6wmA89+6S0UZtjOkA/4U1Ud5TkONs5yzrpm+rxx4hSf+l0VfRHG30Xgh+9fzbvWFI+SaOh1+3jpSDv1nQO8v7KUbJ0GqQmjwzJRJhBUGCTykaxSih21XXz8N1vH/bLbzAYe/exm3TMzhXjtWDv3vn6S5w+3jpuJc5ob3zKfr16lR+SaqaHDMlFmKqEMCP0IrJ+bxf98eC1CqIL0yX1NbKt5szDmVx+t1I49xThvQS7nLcjle48d4H9frj5jXZrZyKAvAEBRho2bL54fDxM1KYx27rPIxYvzAbhoMbxvXQkP76wnoEINGS6Mgf6KJjH41AXzuH9LLf3ekDNPMxv506fP5R0/fwUIFU85bbrjkia6aOceJzLsZq4/vyLeZmhmgQKXjQduOJdfvXSck6cGuHZDKStLMrj7Y5V0DHinnNqq0USCjrlrNBpNkjJRzD1xOjpoNBqNJmpo567RaDQpiHbuGo1Gk4Jo567RaDQpiHbuGo1Gk4Jo567RaDQpiHbuGo1Gk4Jo567RaDQpiHbuGo1Gk4IkZIWqiLQBJ+NtxxTJBc62hpb6ms8O9DUnLnOVUnljrUhI556MiEjVeGXAqYq+5rMDfc3JiQ7LaDQaTQqinbtGo9GkINq5R4+74m1AHNDXfHagrzkJ0TF3jUajSUH0yF2j0WhSEO3cNRqNJgXRzj2MiBhFZKeIPBp+XSEiW0TkmIj8UUQs4eXW8Otj4fXlw45xW3j5YRF567DlV4aXHRORrw5bPuY5Zosxrvm3IlItIrvCjzXh5SIiPwvbuUdE1g07xsdF5Gj48fFhy9eLyN7wPj8TEQkvzxaRZ8LbPyMis9ZjTkRqwjbtEpGqiexJ8Wv+tog0DHufrx62fVQ+wxN9T2bhmjNF5M8ickhEDorIuan+Po+JUko/QvMOXwLuBx4Nv/4T8MHw8zuBz4Sf3wTcGX7+QeCP4efLgN2AFagAjgPG8OM4MA+whLdZNtE54njNvwXeN8Z2VwNPAAKcA2wJL88GToT/ZoWfZ4XXbQ1vK+F9rwov/wHw1fDzrwL/NYvXWwPkjlg2pj0pfs3fBm4dY9uofYbH+57M0jX/DvhU+LkFyEz193nM/0M8T54oD6AE+AdwCfBo+E1rB0zh9ecCT4WfPwWcG35uCm8nwG3AbcOO+VR4v6F9w8tvCz/GPUc8rjm87LeM7dx/BXxo2OvDQBHwIeBXI7cLrzs0bPnQdqf3DT8vAg7P4jXXMNrRjWlPil/ztxnbuUftMzze92QWrjcDqB55rlR/n8d66LBMiJ8AXwGC4dc5QJdSyh9+XQ8Uh58XA3UA4fXd4e2Hlo/YZ7zlE51jNvgJZ17zab4Xvj39sYhYw8umem3F4ecjlwMUKKWaws+bgYIZXsdUUMDTIrJdRG6YxJ5UvmaAW8Lv82+GhQ+i+Rke73sSayqANuAeCYUc7xYRB6n/Po/irHfuIvJ2oFUptT3etswWE1zzbcASYAOh29F/jaUdKjTEmc1c3M1KqXXAVcDNInLhbNuTINd8BzAfWAM0AT+cRXtijQlYB9yhlFoL9BMKkQyRou/zKM565w6cD7xTRGqABwiFKX4KZIqIKbxNCdAQft4AlAKE12cAp4YvH7HPeMtPTXCOWDPqmkXkPqVUkwrhAe4BNoa3n+q1NYSfj1wO0CIiRQDhv63RvLCJUEo1hP+2Ag8Tur7x7EnZa1ZKtSilAkqpIPC/TP99nugzPN73JNbUA/VKqS3h138m5OxT+n0ei7PeuSulblNKlSilyglN/DynlLoOeB54X3izjwN/Cz9/JPya8Prnwr/SjwAfDGcJVAALCU28bAMWhrMKLOFzPBLeZ7xzxJRxrvkjwz6YArwL2Bfe5RHgY+HMgnOA7vDt51PAFSKSFb61v4JQzLUJ6BGRc8LH+hhj//9m7ZpFxCEiztPPw7bum8CelL3m0+9zmHdz5vscrc/weN+TmKKUagbqRGRxeNGlwAFS+H0el3gG/BPtAVzEm5OL8wh9sI8BDwLW8HJb+PWx8Pp5w/b/OqGsgsOEZ9DDy68GjoTXfX3Y8jHPEcdrfg7YS+jLfh+QHl4uwC/C9u8FKoft/09h+48Bnxi2vDJ8nOPAz3mzGjqH0ETuUeBZIHuWrnMeoSyP3cD+0+/DePak+DX/PnxNewg5pKJof4Yn+p7MwnWvAarC1/dXQtkuKfs+j/fQ8gMajUaTgpz1YRmNRqNJRbRz12g0mhREO3eNRqNJQbRz12g0mhREO3eNRqNJQbRz12g0mhREO3eNRqNJQf4/D1G/NgQVOsMAAAAASUVORK5CYII=\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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\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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