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@coroa
Last active July 4, 2019 13:56
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Offshore Potentials based on GLAES for PyPSA-Eur
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pypsa\n",
"\n",
"import geokit as gk\n",
"import glaes as gl\n",
"from osgeo import gdal, ogr\n",
"import geopandas as gpd\n",
"from shapely.geometry import MultiPolygon, Point\n",
"\n",
"import os\n",
"import yaml\n",
"from operator import attrgetter\n",
"from itertools import takewhile\n",
"import pathlib"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [],
"source": [
"gdal.UseExceptions()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As base data dependencies we use what is already there in PyPSA-Eur, make sure pypsaeur points to the top-level pypsa-eur path:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pypsaeur = pathlib.Path(\"..\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Determine Mainland"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Work on country_shapes in epsg 3035 lambert equal area (distances are then in $m$, area in $m^2$)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"country_shapes = gpd.read_file(pypsaeur / \"resources\" / \"country_shapes.geojson\").to_crs(epsg=3035)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def prune_small(polys, minarea=0.1):\n",
" if isinstance(polys, MultiPolygon):\n",
" polys = sorted(polys, key=attrgetter('area'), reverse=True)\n",
" mainpoly, polys = polys[0], polys[1:]\n",
" return MultiPolygon([mainpoly] + list(takewhile(lambda p: p.area > minarea, polys)))\n",
" else:\n",
" return polys"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Play with the minarea parameter here to check whether it is enough to remove small islands:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0b496af358>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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la0dVT/qCYX79j9NTJvpy/YriCS2JzkZS2cW4ELg5loTUASYhxB8kSfrg4AAhxG+AF2I/TsQ4pzWBcc5lI855izjjnNgsYlzjHODXEFW1TuHvK5Mh39t8nM1HuvAGwvQ4/Rxps9MXV+WoVogJ9TaoFIIvXbOY960vT/j6zgYb7ikUnb1hjs0eIIUZhCRJX5YkqUySpCqiycc3JEn64KCrVozbiJrpgGycM2cYtExo6nPz63+c5kCLHZs7gDcYps8dGBYcAIIRiUUZGOwCQwnNAtPYqtd/2jk1SwuAbK2KdZU5U3b92cpE6iC+J4SoJTq1bwQ+AbJxzlxBkiQ+8sgujDo13kAIq0Ezbk/EIKoMZeW6nX5+c9c6Lls0dlv3uqoc9jYPZHT9ZFy9rDAjc+CznbQChCRJbxGd4iNJ0ofGGfdN4JsJju8Glic47iPmzJXgtYeBhxMcrye69SkzA4QjEhctyOPtkz20D3hpEh4GvMkDRCbaMBqlAr1GSZZm7JZugLvOr+TpvW3DmsEmi7vOr5r0a54NyJWUMmnz09dPsflIJ95gmAKjlvped8qt1JkkgaxZap777EUUmsaXgCuzGlheauKtE5ObjF5UaGRVmXlSr3m2MPfmTDIT4liHA4c3SDgi0e8OsL3elpbOQiSDyskuh5/NRzpTGltuNaR9/WR8+frFCDExWbyzFXkGIZMST+9tpa7bxfFOJ7sabPhCYSpzs3D4QmmVS3fafRn9/pEiM2Nx3/VLePFQx6gEaaZctCBv3LzHuY48g5BJifoeN9vq+9jZYMPpDxEMS9R1u9LupTAb1Bn9/tzs1OoP9Bol712XeBs0XYSAb9w6KmU2p5ADhExSGnrdvHasi067j6UlJsqseoy6zCafWZr0z8vJ0uBIo21brx4/mZkqt9aWjquUPReQlxgySYlIEqGIRIfdR0eGS4RBup1+zHp1WjoNBo0yrWl+eY4++aAEKBViqLZDqRB85vL5GV3nXEIOEDJJ6XX6ydKqMGpVQ+a6QoBaoSAsSWktM9oGvBjUCqpyDSlrRXY7/fR7AuRlj10kFU+LLbNS6/xsLYVmHd+8dTlZWtWkiNmc7cgBQiYpA94gJzod+IIRhID5+dmc7nFRlqOntd+bdh7CE4xQYNKmHCACoQh9rtQDRJE5tXHxrK208tnLF3BJXOepjBwgZFIgGI5w9dIiXP4QgVA0SJRZ9Xj8YVr7039aG7VKBtKUbjve6WBRUWpl2pcuLMCgURKOSEkFXow6FXdfNI9NSwpYXjo3ax3GQw4QMklpsXnZ09Q/rEsyN0uDPxTJqDtTq1ZyssuV1jmvHevmltrUOvoLTVqe++yF1HW7eO1YNzsbbHgCIXpdw7c+N87L4QtXL2J91dzrsUgVOUDIJMVqULOk2IQQDM0YJlJnUJWbNerDmozNRzq554l91BRk86nLFoy7DBBCsKDAyIICI9cuL+a1o10caB3gZ2/UoVYKcrI0XLW0kP+8bklCNWyZM8j/OjJJ2Tgvl5VlFj78u50AaFQKyqz6lNyyE9FuT39ZEghFeHZ/tKP/VLeLL169iPKc1Komr1xayEU1eQRCEVZXWNg4L3eUroPdEyQQjhAMRwhHJMqsepr6PHQ5fJzsdvGhjZVp3/O5gBwgZJJyuN3O/c8dpdfl54rFBXgDYbbV92V8PYcniEohRsngp8qz+9vJydLwiUvmU2ROrcIS4ObaEpaVDM8z+IJhel1+vvz0IXbU2wiEo0smq0FNfyxP8ssPrs3oPs8F5AAhk5SLa/L5/FU1tPZ72Xykk/4JljFbszUZb0UO8rstjbTYvPzkjlqyUlgm6NTKUcHhhYPtPPjWaY60O0aN749LopZZM6urOBeQKyllkmLWq3nP6jLc/hD1Pe5hH55MKDZNzgfOHwrj8oeSDxxBOCLx0Dv1fPbxfQmDQzzVeVnUFGaPO+ZcRg4QMikRCEU43GZHk6bgyy21JcN+XlNhYXeTbYzRqaNRKvj3KxcmbQFPxGcf38s3/j7SwSExiwqNaFWTU7p9NjIR45wcIcSrMeOaV+NUrWXjnHOMlw938t/PHuZgqx2VMvUiorxszbBEptWgptnmYYJeOZRa9HzxmoVU5qbe2t3l8A15a6bTnv768S7ap0gE92xgIsY5/wm8HjOueT32s2ycM4l0OXx440RYfcHwUK/AdPJuXQ876vu4bkUx+Qks9MZCo1RwxeIzPRSlVn3a25uJ6HL4ONXlQpVixePB1gHufXI/F37nDezeIIuLjSkHl2BY4pkxnMPnAhMxzok3u4k3rpGNcyZIU5+brz9/lPf9ahuhyJlCpPufO8K9Tx7gtaNdbK3rZWtdL2+d6M5oHZ4OX7p2MX+4+zzu3FCRku7kIJ0OH5W5hqGahZMxb4yJUJVrwKhTcdXSwpQl6FeWWbj74nn8z41LMevVXLIwn6YUy7wB3j3VSzA8tyz3Bkl1F2PQOCe+1rUwplSNJEkdQojBR0UpsD1u3KCpTZAUjXOEEHPWOCcSkfjQb3fi8od44JblQ4U820738dyBdjyB8LAnmkoh2PblTVNa8GPSRTUcfrD5REJDkpFkaZS4A2HWVeZw2+rof8vfD3Wwr2kAm2diM4hlJWYuW5TP1QkctcbD5Qvx6NZG/ri9mZ/cUcu/XlzNb95pYNPiArac7sUXHDsAbKvv48ndLXzgvLlXC5H0XRVvnCOEuCyFa8464xyiyxoqKioSDZlVuAIhFhYa2Tgvh6uWFiKEoN8d4NsvHcMzwvMhW6viU5fNT2vanymf+P0ehGDcD9Igi4tN3LG+nItq8hBC8J41ZTy+o5l5+VnYmjIPEEuLTXzxmkVpd1k+vbeVe588AMDHLqqm2KLnS9cu5pbaUkosei78zhsoRFRav3MMw98TkzD7ORvJ2DgH6BJCFMdmD8VAd2y8bJwzAQTw9VuWUWKJbgXube5ny6le3COWEVcsLuC/bljC/Pyp34KzuQMpF0YtLjLy8IfXj1KOqszN4q97W8c4a2wUAhYWGimz6vnGrSvSKowaxGrQUJlr4P9du5hrYzMPtVLB8lIzkYhEiUWPVqXgVLeTqlwDhSYde5v7CYbPvF3uOn/uzR5gAsY5DDe7iTeukY1zJoBRFxVT+fGrJ3H5Qzy+o5kfvnqS07HdALVScMPKYn78/tppCQ4QVXT60MZKkum25mZp+MF7VyWUlSvNsNgoIkFjn5t8o47CcUxzxuPyxQV85rIFXL+iGMWIxKYnGKLf7edoh4NgWKKxz8OOBhvFZj3LS0ysLDWztNjED145OWFP0bORidRBfAe4SghxCrgq9jOSJB0BBo1zXma0cc5DRBOXpxlunJMbM865l9iOSMwkZ9A4ZxejjXPujZ2TyzlknPPy4U5+v62RHqefd0/1DnvNYtBQW2YhEpHY3zI1JjGJeODW5dx9UTVCkNBARqNS8P33rhyzZbrAqKXIpEsaZBLhC0bodwcmpCx9wYJcJEkapaqdrVWzJoFjVrPNw+F2Bwfb7BztcPDy4U4u/t4bhOZYslLMxLbZTLFu3Tpp9+7dM30bSXH6gtz88y184tJ5bD7cyZtxPg+FJi06tZJmmwdJgiKTjkVFRmrLLayrsnLxFNvT72nq576nD3Gi68yafH5+Ft+9fSXrxmmbDscC2o9fPcm7db1jjhuLO9aX853bV446bvcEsXuDVCTZtrR7g9z75/187KJqLliQN+y1P+9q5v/99VDSezDr1ez7n6tGzUKmCyHEHkmS1k3n75R7MWYhRp2aP39iIw+/2zAqOdY1IonW6fDR6fDx9skeVpWZpzxALCzM5qf/vJpXjnTSZPOwaXEBG6pzyE2i9qRUCNZWWul2pq9pqRAknJl0O3y858Gt3HvVwnEDxJa6Xu55Yj+9Lj/v1PXyb5cv4OOXzhuqkExVD8LlD/HMvjZuX1uWfPA5ghwgZin52Vqa+jy0pygSq1QIPn/Vwim+q2jwWlSkTlndKR63P0RDb/ot4hEp8S7Cg2+fpn3Ay/UrxnfdfvjdhiE7vkAowg9fPYnFoOZD51chSRKPbG1M6T7CEYkvP3OInGwNl88Rrwy5F2MW0u8O8NPX69jVaEOrUqS0br9hRfGsM3hx+0Psieu70KuVnFedm9m1AqOLwbbX24hIsC+JYe+xjtENWT989STffukYX3v+KL/f1pTyfQRCET73+L4p8f+cjcgBYhZizdKwvNTEwkIjayutKJJECCHgS9cumqa7S41fvn2a8771Ojb3mc5PhUJwc21JRqKwWpWSHqd/WCVndZ6BxUVGNlSPv0Qw6Ufvqgx4gvzq7fqUZw/xOP0hns5gy/ZsRA4Qs5RNSwr5wHmVHOtwJFWN/sWdayibAk/KTGmxefjRK9Ft2rru4dqTVy8tZHmJKe1rLizM5lDbwLAdlJtXlfDTf149bsB5em8rx9MoclKn0IxWlWvg9jVzIw8h5yBmKZIk8b+vnRxVPTmIVqXArFfzkQuruS7JGnw6aBvwcqjVTpfDx593taBQAGHYUG0dNs5i0HD1siIOtNrTun6/O0ChSTespHxhoXGooGwsmm2p9VwoBNSWW/AEwpzqdqFRKYY1ysXzsYvnJU3KnivIAWKWsr0+unbXa5TkZWuHKUoPHi+z6vnIhVUzcHfD8QRCfOaPe7lpVQlNfW70GiVqhYIlFSbWVFhHjf+XC6p4+N2GtIRvdWoFh9rswxKS81IoFLPGNXTNz8+KeXwKgqEw3mCEAU8AuzeIXqNibyyXoRDgDYRZXW6h3e4d2jm6aEEey0vNXL5oaneKZhNygJilvHmim01LCglHImw93TcUIMqsenzBCDesKOKiKd7STJXNRzq5pbaEmgIjuxps7GnqB6Jl44mKm7K0Kn7/sQ3c8NN3U7q+RqUgIsGS4vSXJnq1EpVCsKbSyu5G21BF6ki8wTPBanBFt69lAHVse1apEPz8ztUpd5CeK8g5iBkmka9EMByh2+Hjk5fOY2WZZZgsWmu/F5NeRbZOxU9fPzVqjT8T9LkCFJv1fP7J/UOCMiqFYMATJBSOJNSwWFZi5ud3rk7p+uurrAghWFSY/tbqxnm5rK20srPBlpFQTTAisaepP6ES9lxAnkFMM4N6iC39Hix6DZuPdPKlaxdz1dLCoTFvn+hhXVUOFoOGjfNy0auVeINn1sP1PW7+783TALznwa386kNrZ3Rf/qF3GohIEj1OPy8c7AAgFJFo6few/P7NXLQgn4c+PLwAUJIkXjrUmdL1l5dE+yHSUZAapCLXQPck9FDYPQHqul0sKJhb+pRygJhm3jjezbdfOg5E9RkXFhnZcqqHp/e2otco+fyVC9GqFdwQW2vva+4nMk45fCAU4aF36rm0Jn/GSoBDESlhXYBJp2ZBQfYwValBjnU4GfAmzkGsr7Jy4YI8zHo1FoOa2nLrhIx0a8stGRVoxfPmiR7ev372ywVMNnKAmEZ+8topHt3WOPSzSqHg77En7iBXLC7gxpVRoddjHQ7+46mDSf0lt9T18dj2Jj58QdUk33FyJElifZWVlw6Png1cVJPHV2IqTpIkIYTAFwzzteePYPcGcflGFz9dtiifezbVsDpBcjNT7r1qIX/b35aWFmU8SoXglc9fgk4998Rr5RzEFHGk3c6Lhzqo63YOrcE/e8UCvnXbCnKzNMzPzxpWZTjIy7EPWtuAl68+G/0gpcKgIOt0I4RgdYVl1PECo5blJWZys7WolNEk4y/fPs3mI528W9fLsQ4nX71pKSMnPd95z8pJDQ4A5TkGVpWNvsdUUAh46Z6L52RwAHkGMWU4fSE++/heIhLcfVE1NYXZ7G0a4NkDbWhUijGz6Q5fCH8ojEGtpDLXwJF2O4VmHfU9bvKNWlaWmtnZYMM5QkBmokrRE+GRLY3Dfjbr1Zw3L5e7L64GomK7P339FI9sbWRhoRG1QoHdG6S23MIViwt47Vj30LknupwZicIk4/8+sIbfb2vkpUOduPwhis26pJ4YEFXtqpljeYd45AAxRSiEIEurwukL8dC7DUB0y80XjLCqzMKOBhtFJi2lVsPQtiBEBWs3H+ni5lUl3HNlDdetKKLIpKdtwMuG6hzu+u2OYQnLQWZqN8MfCnP9imJ+t7WQKgZcAAAgAElEQVRxqOIzJ0vNkiIjd/x6O1cvK+LW2hICoQieQJj9LQPkZGl4+z8uAwT1sdyA1aBGrVTQMUUS86UWPV++bgn/ee1i/KEIKoXgJ6+f4mdv1I17nicQxu4NzskdDJADxJRxssvJyjIzW+rOSLUNfrB3NNjYUJ2DJxCiz+XHoFbgiWk96lRKKmKmtGVWw1AJ9dISEz/YfGLMCsTGCSbhMkWrUvLfNy6lzKrn/uePAlH37hNdTnY02NjVaKPMqmd+3FPY5g7wyJZG/vWSeTz4gbW0271ctCAPdZqmPJkghBhaLqQyU8mbIxWTY5H0f0QIoRNC7BRCHBBCHBFCfC12/H4hRJsQYn/s6/q4c+a0cc6v3j7Nj149OSw4jGRng43DbQ4a+zysKLOwttLKTatKeOjD66gtT7xebukfu2z4YKudzhRbwyebSESiw3Hmd5dY9Nx90TzKrHoiEvQ4/dywsphffnAtF8zP5aqlhXzysvno1EoWFRm5fFFBxsEhEpFw+jKzAgwmSf7mZWv4nxuX8qNXT2Z0/XOBVGYQfuAKSZJcQgg18K4QYlAq7seSJP0gfvAI45wS4DUhxMKY7Nygcc524EWixjkvEWecI4S4g6gpzvvjjHPWEVWt3iOEeC7mkTFonPOEEOKXsWs8mPk/xeQgSRKlVj36NJJa7XYvv/uXDczPzxpXVu265UW8cLAjYfNWIBxh0w/f4r9vXMo/b5je7TgholP4QZr6PNQUZvP3f7uYY50Oasst6NRKrl1ehDcYYsATnNBsQZIk3jjezQsHO9h8pBOtSsHrX7gMrUoxrpFvMByh1+Wny+Gny+HDFwyzvNSESiE40GIfJotenqPn4Q+vp6bQyA0rZ77XZaZIGiBiArGDC1x17Gu8lNiQcQ7QENOM3CCEaCRmnAMghBg0znkpds79sfOfAn4+0jgnds6gcc4TRI1z7oyd82js/BkPEEIIblxZQolFz49fPcmpLhedjvGf7D1OP5W5hqSai1cvLeL+m5by/IEOdjaO3gFxB8L81zOHuGJxQUaelZkihECtFBQYtVTmGsjJ0nC4zc66qhw2zhuu/2DSqTnQkl6jVjwNvW6+9eIxXj3aNXTMEwjz1z2tQ0nRPU023jnVS5fDT7fDR5fTR5fDT6/LP+ZW54aqHHY22jDqVGiUCv7jmsXUZFC5ea6RUg4iZp23B1gA/J8kSTuEENcBnxVC3AXsBr4Qe7LLxjlEq//WVlrxhyJJA0QgFKHT7qM8Z/xKQYVCMC8/m30t/WOOiUjwx+1N3Hv19OpD3La6jN9taWRXYz/Qzzunetj7P1eNCnoXLsjLuOjpmX2tfP7PBxK+9v1XTvBuXS/dTn9CgZhkDHgDPPKR9VxSk08oIiUU5p2LpPSvIElSWJKkWqL+ExuEEMuJPq3nA7VAB/DD2PBZZ5wjhNgthNjd09OTaMiU8Oddzfzva6fY2ZDcyXpJsYniFLf2nt7bNsyvIRHb6vuSakhMNj1O/zDhliytit9taaS5z0M4IuGLJWh1aiXz8rPpdvp4bFsjLx7qGOOKZwiGI2yv7+O7L50Yc0wgFOHtkz0ZBQeAk10usrQqFAohB4c40trFkCRpQAjxFnBtfO5BCPEb4IXYj3PaOMfhC/Ls/na+89Jxiky6pLOHQVQprMld/hCvH+9KOs7mDqRkkTeZtNg8vHn8TABu7ffy7ZeO8a0Xj7GgIJsPbKzkQxuj5jN9Lj8PvHCM5w+0o1QIel1+3ru2HJ1aMWzG0efy86edzTy5uzVlXYeJ8Is363j4X9ZPSF7/XCOVXYx8IYQl9r0euBI4HnPTGuQ24HDs+zltnHO41c4LB9qpzs+iyKxDm8LTaKyEZiAUYUd9H0/taeXlw528dnT84KBWCkoteorNevY0j70MmQouWJA3Kt8QDEuEIhLlOQZuXFGMLxjmzt9s54LvvMHzB6LxPByR+MqzR1j/zdd4J+YB0mn38R9/OcBF332TH7xyclqCA0T7Ld46OX2zzLOBVGYQxcCjsTyEAnhSkqQXhBCPCSFqiU7tG4FPQNQ4RwgxaJwTYrRxziOAnmhyMt4457FYQtNGdBcESZJsQohB4xwYbZzzhBDiG8A+Ztg459svHaOx143DG2JHCsuKeO5K0EPhD4X53J/2sfnImaBgMajRqZRE0zmjCYYl2ga8uPyhIcPd6eJwm52KHAPFZh0dI7ZbdzXauPT7b7K81MzW04m3fl3+EH8/2EGRScuW0338bX/ypdRU8I0Xjs4ZxepUkI1zJoldjTae3NXC8wfbUzK4HeSC+bn88e7zhk1re11+fv5GHVqVgl/9oz6j+7l+RRG/+MDajM5NRmu/hz1N/Th9IdZUWKnMNbDqa68QikhDhUWZqj6XmHXUVlh55UgnoRmqH3/l85ewcBbuYMjGOWcpgVCEn71Rx6HW9KzwcrI03Hf9klFr3rxsLfffvIzdjbaMA0SLbfJKlgcfIm0DXkx6Nfc8sX+oPPz2NWVYDGpUSjHU9m0xqFErRUYzgHa7D32nY8aCA0SLzmZjgJgJ5AAxCWhUCr5w1UIe3dbI0XbHMBVli0HNgCeIUiG4eVUJS4qNuHwhIhIEI5ExvSwBGvsyW3vPy8/iFx9Yw+5GG1V5WeRmaTJKvDl8Qb794jGe29+OPxQhFJE4f17usB2Xlw53oFKIYbOmAU9mlY2D5GVrx2xmm2puXlXCtcuLZuR3z0bkADFJrCq3cLmtgOMdZ4KDSafi/evLKbcauGZZEfnG1Ov6g+EIz+zLzHuhsdfNn3Y284u3oqpTS4pN/PSO2rQKf4LhCF977ih/HeH/sK2+j/PitjPHUt2eCDM1d1hVZuYnd9TKuxhxyAFiErlpVQmXLspnwB0kGIlQZNKNW/o7kl6Xn9PdLl4+0slrx7oyXiZEJIaCA0SFZz742x1s/c9NKZnWfPvFY2yv7xuzMWw8hauJUmzWTqtreTwrysw4ZyDBO5uRA8QkY9KpM3qDuf0h7n5095R9OLocftyB5G/+Fptn3LyHUiE43JZ5qXQy+lwBVpVbYhWZ08sftjfz/IEOHv3ohjEb5uYacsnYLEGlFJRa9dSWW6bEd2FVmRljCrOZ8So/y6x6asvNeNPYpUmXQFhiV2M/6yonV1UqVezeIO1TpElxNiLPIGYJWpWSH71vFVqVkgFPgE/9YS8t/R5a+4e/WTUqRUKp/GR86PyqpGtrSZL48+6WMV8PhiOIaarRnMnN91SK2+YK8r/ELEKrilZUWgwa/vTxjXzv9pWx4woursnjkoX5afdYWAxq/ufGpdxSW5J07CNbG8edQXQ5/AQjUzd7iMeWhuvWZPPUntaEXh5zEXkGMQtx+KLT3JpCI89+5kIk4K97Wnl8Z3NaAeLqpYVcuiifOzdUJJ09PLm7hQdeODrumIWF2ZxKwwh3IjT3uTOeLU2UV4520W73DdO4mKvIAWKWcbjNzqNbG/nLnlYUIurynZet4U87x576j0SlECwrNbNxXi4fOK8y6XhfMMyWut6EwrcKAWsrcwiGw6iVCk5OYf4hnvkF2ZzsmhmdzXBE4n2/3MbL/34xxjm+oyEHiFlEKBzhc3/aNyTkGpEYJoyS8nUiEnq1glXlZvY197OoyIhBk/i/+um9rbQPeCm3jq1F0eP0ZVy0lSlNfW4KjNpJccXKhLYBL1966iD/e0ft0NJvLiLnIGYJR9rt3PXwzqHgMFG219u4/cFt3PaLrQlfd/qCvHOqh/VVOQghWFZiYn2VlQ1VVublnxF0iUgzI9zqD0mUWPTMZM3SkXYHzgTmPnMJeQYxC3j7ZA+ffGwP3mAYlUIQliQkKWrNd9f5VZRY9Dy6rZG/H+zAqFWhjbWHr6200GLzcnQMkZRLFubziUvmDc0eJEnC4Q3yx53N/Pof9QRCERYWGrlpVQlP7Gphb1M/YQmyNUpqyy20DXjpcfpnzNJvf8sANQXZnJohSf9mm4f6HvecVraWA8QM8scdTWyt6+OdUz28d10ZF9fko1cr+enrp9jZaOPfNtUMtR6vqbDwX9cvYVejjZtXlSBJUQm6fneAZpsHnVpJU5+bP+xo5sL5uVy2qIACoxZrloYd9X189+XjNMbUneLduva3DIwqznLF/CsKjVrm5WfRZZ+5uoCprNpMxqcvm8/KsrF7ZeYCcrv3DBIIRajvdXG62z1MOdkfCvPa0e5JU1P+5GN7ePlI1NJPrRRU5hpweENJ1/dmvYqqvCwOjlB8nmrysjUUmXT0ugKUWnUEQhEOtWUmJZcpt9SW8L/vn119GXK79xxDo1KwuMjE4iLTsONalXJSpdbb4ioDg2GJ1n4vobBElkaJe5xmq3yjFoNahRBkbHybDgoBK0rN9HsCHG53kGNQs6dpgGytkiXFRoxaNT0uHwOeIP0T7Bgdj7xsDV+/efmsCg4zxUSMc3KEEK/GjGtejUnCDZ4zp41zZhO+YHiULZ8vGG3dXlRkHHevv67bzbb6PtZMspluIhYXGSk26znQaqc51qRmiwUBlz/MsQ4nOxttdNp9Q5L+FTkG1MrJ/xB/6drFmA1ze3tzkFR2MQaNc1YRVbC+VgixEfhP4HVJkmqA12M/jzTOuRb4RUyuDs4Y59TEvq6NHR8yzgF+TNQUhzjjnPOADcBX4wLRoHFODdAfu4bMCN460TPmTsDe5qhP5oaq8QOAzTM1VY1KhWBhYTbnVedQ3+MaNtMZC38oglkf/fAWm3XkG7VsqMqZNIPdIpOOW2tnlYPCjJI0QEhREhnn3ELUsIbYn7fGvh8yzpEkqQEYNM4pJmacExOd/f2Icwav9RSwaaRxTsxzY9A4RxA1znkqwe8/p3nhYDuH2+xjenFKkkSLzcPbJ3v41ovH+Mzje8fVbDjUZmdnYz+FMa2KnBFPToWA/CnI4i8qNLKyzMzJLhc7GmwEUlSfikhRb9P1VVb2NvfTPuBjd5MNq0HDilLzUPDIlM9tqpFl7+OYiHFOYUypGkmSOoQQg0qfsnHOFPK3fe28dqyLr960lI/kVQ97bU+Tjf965vAwRatUUCkEhWYdJVY9SiGwxeTkVAoosRjYOwUK2UpFVAE8U+LbwSMSw5zGBl2yMqFjBndsZiMTMc4ZC9k4Zwo5f35UWn5ng42tdb3DejOe2dfG6Z70awZCEYmDrXb2NQ8ME5RZVWal2eZhdfnk5yCOdjhZXGxKPjADdjfZhkx81lZayTGcSU+pFYK8bA2VOXpWlZlZkJ/F2korZn30WfnG8W65USuOjI1zgC4hRHFs9lAMdMeGzWnjnKnm2uVFPPDCUV463MlLhzsxalVct6KI+fnZbKmbuKPWjgYbK0rN1HU7h9zEdzXZqMo1THq59VQkGAFWV1hp7fewodrKnqYBCk1ayrV6crO0HGq34/CFCEckmoYUu9zkZmlYV2llQUE2+1oGpiUxezaQNEAIIfKBYCw4DBrnfJczZjffYbhxzXPA40KIHxF19x40zgkLIZyxBOcOosY5P4s758PANuKMc4QQm4FvxSUmrwa+HHtt0DjnCWaRcU66SJLElro+6rqd+EIRVpaZOdxm53Cbg5tWlXDV0sJh40Ph4c1STn+IJ3dnpl05Fofa7CwtNmLSq9GplZRa9GyrT+xnMdHfU2LR0T6QmvtYKqwoNXGk3Y4vGBm6bvuAjwUF2bT0RwvFwhFpVJdonzuA0xfi0Y9uSEsmMJ5QOILdGyT3HKq8nIhxzjbgSSHEx4Bm4L0wd41zMmVv8wB3PbwDhRCjpN53Nti4YnEBPU4/hSYtnkCY+mlSez4aJ77bbPOwrtLK7qbJzUUEwxJWgwYBtE1SkJAkEvqSjNzqTUSZVZ9xcGixefjYo7uo63bx6csW8IWrF54TdRRyJeUMI0kSz+5v5+dv1iV8E6+psESf6CVmBLC6wsLjO5rxT7NOQoFRS1WugaPtDswGTUpbkqmiVyspMutomGCj2vqqaBDL9C391ZuW8pELq5MPTMBfdrfwH08dHPr5x+9fxW2ry8Y5I33kSso5SIfdR6/Lj3eMrci9zdE+iQOxfomZUnzudvqHSrPDUmBIM/JAywDBCeY9vMEwDb1u1lVa2dccbRiLZ3mJCaVCoFAI2vq9dDuj5jxOX4hik44Ck5ZQREo5OKwsM6MUURfvZpuHylwDLTYve5r6ec+aspS3Sh2+IC8e7ODpvW2jdk2+/vxRzp+XR1GKru2zFTlAzDAlFj06tfKs2l7zBsPsburHrFej0ygJTlJL9O6mftZWWodyCBCdMe1rPhMUdSoFK0pNtPV7KTbpqMg1jOn3ORbdDh+djjN9KINeom0DXrbX27j3qoVcuaSA7Q02lhabON7pwKRTIwQ8f6Cdf7mgmvkFWWz64dv0jNHP0u8JctsvtvDoRzec1S5d8hJjFtDt9OHwhnj3VA8/e6OOvhnUY0yVLI2SnGzNpFr8mfVqis06JElCo1KiUys42eXE7h07AC0uMqZU91Fq0dPl8FFbbkkpl3Ld8iJePdqV0AJQCJifn51SXqPUoufnd65m9STsiszEEkMOELOMLoePn75+iid2tUx4y3IqWVVmHtNYJ1M2VOeMK5qb8JwkRVFmvZrqvCz2twxg1KlSEoBZW2HhZLdr0sRiTDoVn9tUw90Xz5vQdWYiQMg1pbOMQpOOe66s4Xu3r2R9kh6JmWQyy5F1agXnVedwbAzhm/E42e0kLztxn96G6hzs3uBQ3ial4FBpZU/zwKQqSTl8Ib714rEpNRyaKuQAMQspMOq4fW0Zf7x746wULDHqVOydxC3PMquBHQ22jD6UA54gFr2a1eVmLLHkoloZldDzB9PzDa3MMQy5lk82EQm+9vyRKbn2VCInKWcxSoXgmmVRp+n6Hjcu/+zQR9SqFDgnr7YJvTozUdglxUZsrgCeYJi6HjdalaDQqKXH5edIe/qzkUKTjibb1Inz7m8ZIBCKnFXNYGfPnc5BlArBxy+Zh9WgwZvm03Aqqcg5o4CtVAg2VOeg16T/ITfrozsDXQ4fljT1FxQCDBoVXU7/UMWkPyTR5fQnlO9PhakOwDq1csrKy6cKeQYxy1EKgScQmhUJS71aiT8URqVQsK7KiiRF7699wItWpcCiV1ORY6C+x4UQgm6nH7NejVIhGPAEiEiQk6VhQUEWkgSHWu1Y9Woqcw34gxEGPKmv0SNSNEhMFvnZ2jHFfycL/zR5ikwmcoA4C8i0/HeyWVFqxuENcrhtAE+CN/sAQTrsPtZXWTnUaqcix0CRScfORhvnxbor97f0s7PhzDrfF4pgy9DJu9MxeeucqjwDPa6p9eAIhCP841Qvly6cfHPmqUJeYsxyFArBfdcvmenbICdLTZfDy/EuZ8LgMIhKIbC5A/hCEfzBMHuaoluQOxps7Giw4Q9NzkwoS6MkN2tymqJUCnD7p2cJ92QCc+TDbfaM2vSnAzlAnAUsyM/mvusXz5iJTLlVj0mnjmuPHpuIJLG02ESOQTMqH6BWRJOI5VY966usZGeQt4DoLsraSuuklZ0XmfVTvrwY5Gi7g9ZYG70vGOY3/6jnxp+9y+0Pbp0RH9JkyIVSZxFb6nq575lDNE2zDd7yEhOH09wVWFpsIlurQq2MuoK39nvRqBQ44rYya8ss7G9N70O+rMSETq3kUJud/GzNhLtAjToVS4tN7EizQGsilFr03FxbwuE2O++c6h06/tI9F7NkHBEduVlLZlzWV+UQSlG7cbLIVL5t8Im8vspKY58Hs149qoT8ZLeT9VVWXP4Qvc7AmDmA9VVW2gd8RCRpaPsyL1tDVV4WSkW04Sod1AqBxaCm2KLneKdzWoMDRHs+HnzrNACbFhewo8GGOxCaVTtVg8gB4iwjk+3ETCkwajnaYWd1uYUupy+hsMtIb40F+VnUxTQrSi16XL4QoYiUsL/EEwgP05bUqRXUFGTjDoTJydKgFAIJ2NVoG9alqVMrKLca2FLXh1JEW+L3NiefiayvstLQ66bXFaAqL5vdjbZpNQRKhEmv5is3LuXCmrxxLQhmCjlAnEX8bV9b2k/LiZCTpaEy18Cuxn42VOeMChClFj0Wg3pYUZI/FGFlqRmdRok/FBlqU08FlULQ1OfB4QuNKYyzssxMU5+bfbHrhmPbpedV5yScCSgVgrWVFnpdgWHBaFejjUKTFqVCTKqiVboUmnTctKpkWgN/OqRinFMuhHhTCHEsZpxzT+z4/UKINiHE/tjX9XHnyMY5U8BFNXmcPy932n6f0xcaSgSOlLqDqALTsQ4H66usGNQKNlRZaen3crDNzs4GG/Vpmu66/GFqkrRGB8ORUd2dwYjEjgYb1XlZbKjKIUujxKxXU2rVY9GrcfkSK3F1OfxDJjwzRZfDN2uDA6S2ixECviBJ0hJgI/CZmDkORI1ramNfL4JsnDOV/GF7E/Pys6atGq9twEswlvPY2zzAxnk5LCsxsb7KyroqKwdb7USkqAT9khIzJ7qGBwRnBpWJiQLRIGqlwKQbu+KyodfNzkYb7kAYuzdIW7+XPncAnVox5oewvsfNosLJMd3JhAsX5M3Y706FVIxzOiRJ2hv73gkcY3wPCtk4Z4rYVt/Hc/vbKTBO/1PvvOocttfbONLuYFdjP7sb+4cl1VpsHvyhzJNsWpWCe69ayCU1+Vy/omjoeHyfxpoKa0YJxUNtdrRj9D/YvUFOdLmYl581I92zs73DM606iNjUfzVRVWqAzwohDgohHo57so9ldlNKisY5gGycM4IBT4B9zQP0ewIYddOfOtrZYCN7nIrObqc/oVhsMopMOlZXWPjD3efxuU01fHBjBQohKDJpWViYTWWugfVVVtZUWDJOKAbDEha9mhWlY3fG1ve4CUUkpqKPSiGgxKJLOPPbN0MSgqmS8jtNCJEN/BX4d0mSHEKIB4EHiBrWPAD8EPgos9A4h+iyhoqKikRDzgoG30gRCeonKO6aCRKwtNjIzgzLohNxcU0e37ptBWVW/ZAC9PFOJ++c6sEbCJOtU2PWq4YlFyG6k6NTKej3BFleGq23iEgQDEWQkHD5w1hjzV8CwcluJ4UmXdLZh90TpCovm+Y+N4GwxOoKC0ohONA6MLTUSpcVpWa8gRB1PW5KLXoE0cRpnlFLa79nyPJwtpKq9Z6aaHD4oyRJTwNIktQV9/pvgBdiP57zxjn+UJitdX28fLiThUVG3r++fNyn62SgVSkotehpG/BOe8WdWiEozzEMK3KaDIw6FeVxnaEA66tzCIQkAmGJ21aX8slL5/PDV07wi1jdAMCKEjN1PS5Wlpk50mYfJXI7klVlZpQKxtzpGKS+141SIRBExWZOd7uYn589xqNnfHKy1Bi1Kg7FLSHilcAH28r/caoHhy84bm5lJkllF0MQ9Zw4JknSj+KOF8cNuw04HPv+OeCO2M5ENWeMczoApxBiY+yadzHcbGdwh2LIOAfYDFwthLDGljBXA5tjrw0a58A0GOe4/CG21PXS6/Lz5vEePv7Ybv68u4UHXjjKp/+4l+A4ybXJ4LFtTZMqNZ8OZTkG6nvdaXt+JuOlw528eaJ72DGDRsVHL6oiN0vD9SuKUSoEX7p28Sj3bps7wMHW5MEB4ECrna2nU8tdhCMSoYjEzgYbfe4Adm8QS1b6G2RlVkPS0nSLQc01y4rQKGdvx0Mqj70LgQ8Bh4QQ+2PH7gP+WQhRSzS+NgKfgHPTOOfJXS18/YWjQ3oBGpVi2JTzHyd7uOA7b7C4yMjaSis1BUaWFBvxBSMsLZm4/2QoHGH7FDhbpUpDr5v1VVb2NPVnrLWQCK1KwfbTfVy+qGDY8c9tqmFZiZnqvKyhY6q4D5E3GM7IkSuTEvXTPS6MOiUbqqzjLq8G29o9gRCryiwpJVO/eesKblhZnHTcTCL3YqTAt188xq/+UZ/2eSqF4PY1Zbx/Q/mEvB631/dxx6+3Jx84hZRadDi8oYy2LsdiQUE2r917aUpjn93fxheePDCkMl1i0eELhLF5gin/vg0xY510gtz6Kiu7GvtZU2FBqRAEQhGUCjG0FGnq8+Dyh4aqSRWClK6vVAgO339NWjUQci/GLOXGlSW8cLAj7Sl+KCLx590tPLmnhU2LC/jwBVVcOD8PRZpKJ88dSJhemVZKrQbaBia3Z6G134MkSSlZ1N1SW4pOreSLfzmA0xeifcCXdp/IzsZ+lpeYaLZ5Us6nDH7YUynljh+fjHBEwuELzuoiKZADREoEwhEuX5zPH7Y3Z3S+JMFrx7p57Vg3RSYdS4qNOH0hNCoFi4qMfPm6JWPqFPqCYZ6fBQEiHIk+OUcqWxUYtXwzthPx/IF2/rKndUwzmZH4ghGOdjhYVpKaMG+n3Tdsvd7l9KFWipR3GIw6FUKItKTlmvrcKAUp5TrS5USnc8YrOZMhB4gUWF1u4YmdmQWHkXQ6fMOUkLaeju6GLCsxM+AJ8MVrFrExrpz6oXfqJ1WCPVP2NA1QYtFRbjXgD0WiPhNaFT983yourokqJC0pNnH3xfO47+lDvHqsKyWZvK89f5SHPrwupSz++9eX88rRTrbURfMxTX0eKnIMBMNhOuzJg5LTF8LhDaa1KdHrCkQVskORlIxyUuXW2hIuOQuUpeQcRAoEwxHu+PX2KZNEj0chouW3WpUSAWw93TusW3KmUSlgQUHUzerzVy7knitrRo2RJIkOu4/vbz7BM/vaxr1emVVPlkbFv21awI0rS5L+fk8gxPdePsFj25uGAlB5jh63P4wtiSNZqVlLaU4We5r609b4zNaqKDLrJiVICAHfuHU5/7S2DK1qducg5ACRAr/f1siDb9VhNWjp9/hTelpNFqm2Mk8Xt60uYUmxifPn5bG81DRu/qDD7uX8b7+R8rX/5YIqvnz94pQ+NK8c6eTjj+3BrFdj9wbJN2qxGNSc6kr8Ac7WKCm26LAatOxpHh0ghGBc499isw6b2z9pknkQ/ft+9aalKXuzjdoAABoPSURBVOVgQE5Szlp6nH46HdHAsL7KOq0BorXfy3nVORxqs+OZpJnEjSuL+a8blvC3fe3sarTxbl0vZRY9Jr16TBm3QpOW77xnJZctyk/5DV1k0o3SixiPR7Y28vLhTu6/eSnXLh9/+2/TkkKe+fQFrCg1c7DNzjsne/m/N+vGtAQsserpcvg51e1mZamZQDhCh92H3RvdBRkvOCwtNuELhictOBi1Kpz+EI9ua6TYrOMTl86flOtOBXKASIHjnc6hN5AQgg1VOdjcfup63CwuMtJq8+CaomVAt9NPt9OPQR11tT7Ulrl24gc3VnD7mrIhI9lPXTafu8PV7KiPaiP8bX8bh9vsowxrL1mYz3/fsCRtl2ohBNcsL+LpveMvM+LpdPj4wSsnuXpp0bi7PUqFGPp7rKmwsqbCyvpqKz97vY5Si26YFF2RScvJuJnFwVh1Y45Bk7S6EqICNZOhWalUCD53RQ3/ekk1fz/YwZJiE8smoU5mKpm9JVyzCH9cafPOBhs7G23U9bgpMGo53unEEwyzoSpnSu/BE4wmyXKzNKyrtA41bBWbdSwrMSUVtD1/Xi4P3LJ8lMu0Wqngopo8agqNfPHqRTz4wbVcujB/qPtxcZGRe69amLGF/X9dvwRlmtu6dd0u3j7Zk/bvumB+Hr/7yHquXFpEbtaZpGfBGDsFgXCYwBgVsPG3HJXMm9izVKkQ7LhvE/dcWYNBo+K968pZXmpOeTY2U8gziBToHWPbrjt2PCJF1ZwFGZXtp4w3GMEbDAzJt1XmGNCplRxpd7CgIButSjGm5VxthSXpm1EIwVVLC7lgfi7u2FZgTpZmWBVjMnzBMLq4Fm2LQYNGqcAbSW+G9cy+Ni5fXJB84Ah0aiVfu3kZX7h6IV999gjP7GtDneD+l5eYqOtx0edKnNiMSNHEZIlFR6FJN0xcNl1KLTo+del88rJnd2NWIuQZRAqY9cm34HY39bN2mvUEmmweTnRF+yPqul2Y9Wr+9ukLEs4mSsyp77dnaVUUmHQUmHRpBQeA728+MexnbzDMT/95ddouWG+d6MY3ARFXk07Nj99fy2v3XsKiQuOwWUypRU9LvweDRoVOrRjVPl9s1rFxXg4KBZzscvHOqV42VFspTuPfMJ5Sq4H/fvYI337pWMZ/n5lCDhBJCEekpDqQGpWCZSUm2vqnV45+JHua+rnzoR2sKDWzpsLC0mITBo2SVWXmSW+0GonLH+Khd+pHKUJla1VcsbiA/7tzTVpNSQ5fiEe2Nk74vhYUGPnKTUv5xq3LycuONl2VWHTYvSFs7gAnu1xEIhLVeQbm52expNiIQaNke70NR5y03c6GfmzuADlpeogCQ++LLvvMaV9mirzESMKRdvu4JdalVj1IZOQmPdkM5koOxrL4CgHZOhUHWu10Ofx88lLPqPbqyeDZ/W188S8HCIYlSi16vnbL8NeVCsF1K4rp9wS575lDKV/3+5tPkGPQ8L715ckHj4NOreSfN1Rw0YI8PvmHPaPWge5AmPxsHe5AaNz/R38owvJSM7YR9TCrY30aAN0OH6GIRPuAjyXFRrI0KpptHopMOr73T6sm9PeYCeQAMQ6SJI2aMo+kwKhl3yyqU4gnIjH0FLx8ccGUBIdAKMJv320YKnfusHsJhSMJlyarys08/q/n8bPX69iWQndqOCLxpb8epG3AyycunYdBM7G3a3mOgR+8dxW/fbeB413OYRWqCgXUp2B/N1g3ZNQqKbXq0aiUHGo9s/MzWE9RatVzrGP4rK3P7afYPPuk7cdDXmKMw+vHupMnp86SOrOmvqlToep2nEniRiTG7I1YVmLmgvl5/OqutZjSkM37yeunuOeJ/RyL22qUJIkuhw9vmtvLS4pN/OC9q3jgluXDjkciEt4UJPOytSrOq87BHQhzvNPFwdbh28KSFDX10SgVmPVqsjRK5uVlcXFNHoUzoCU6UeQZxDj8fntT0jFT7Qg9UYSA61cUj/pATBYalYLLF+fzp51R6dA71pcn7VA06dT/v70zD4+yuvf450xmsq+TnWwkhIQ1BAi7QkBRQdS6ULGuWHttQUtrbxXLtaL2XivWx+tSsehVqbeKLbei0oo7FpR9NQSQLOwJIRCSEMg65/7xvhMmyUwyk2QyM3A+zzPPvHPmfd+Zk8z85j3n/H7fL6vmT+J3/9jLl/sqOt3XymeFJ/is8ARZugL14dPnqG+y8PNpmTx0VbbL77v9sNGZOJ8QEcim0lN2E6aEgPsnD2D74Sp+O2sIw5IisFgkQmirQxU19S5X8XoDKkA4oOBYNesPdL4Wbw4xcbTKMypPXREZbOLHk9K5bkQ/+tsIr7iDSZkxrQFiREqkU8dkxIby6h2jmfqHtS6V0dsmPF01JJ4HpnWsBXGGre3KxM840JVIMQdhNBiorK2noqbebjm3yU+Qnx3HI9dkt1lKtg0IjnIxvJ2eGOeYhRCf6cY1n9moWvu8cU5Ti4WHV+7utLY/PNCIwcuSXAxCS4ke0z+Kd+4bz4NXDHR7cADNvzM6xB8/g+hUObo9/kYD/1xwOTnJzh9jS+XZBg6f7t7Q6bKBbSspD1ScbSN7bzQI4sMDCDb5UVpZR21Di93Pw1VD4il88hqW3Tna65OeukOXxVq69mSilHK7ECIM2IbmQXEPcFpK+XshxEIgSkr5iG6c8y6a0U0/4HMgS0rZIoTYDCwANgL/BF6UUn4shJgH5EgpfyqEmAPcKKW8VTfO2QrkoV0FbgNGSymrdFm7v0spVwghXgV2SSmXdtYXZ4u13t5wkMc+2NPlfukxIZR6QGHalqhgE/dMTGdyVgxD+oW7VB3Ym6zdX8FHu8p47oeuz9SfrG3gb9uOsOxfJQ5/yTtjRHIEd4xP48rB8UQ5qR/5wc5jLFixs01bkMlARmwIQSYjx86cs1tzE+Lvx/iMaL6wGRotuTmHKdmxbtd28MpiLV1stkzfrhVCWI1zbuCC4vRyNLXpR7AxzgFKdZ3JsUKIg+jGOQBCCKtxzsf6MYv1c60EXm5vnKMfYzXOWYFmnPMjm9dfjObc1SMeW1XA253MPQyMC6W8up702JDW5URPERMawPvzJrpldcJV8rPjSIwIoqnFYjdzsTNiwwKYl59JXpqZsEAjBceqabFIHvugwCkxmF1Hq9m1cjdCwIjkSM2ApwuthUI7y5nnmyzsOV7LiJRIhwV5z84ewYZibQVGCAjxNzIsKYKNJaeoqW/mzvFpTvTYd3BpDqKdcU68HjyQUpYJIax5sUloVwhWrKY2TThpnCOE6DXjHFd8MY6dOc/KbUc73Scq2J8DFWc97ojkZxAMTuxefYQ7eHvjIZas2UeqOZi/z5vYrSuZselaPcvgRK2A6dDpcyy1kbvvCilh55Ez3PPmZuaMTeW6nH6MzzDbvfSvcJA+HxcWQPU5x7oSjc0WnvrBMOZPzWRDSSXTBsXzxEd7uH1cKjnJzs2/+BJOh/r2xjmd7WqnzWPGOVLKZVLKPCllXmxs578qy74u5nxTC8H+fg5Tg6v0D09vqjt3hwenZbJ87liPXj2sKSjjYGUdT60u5LFVBdTWN7O3rIZvirpft2DL/KmZ3HdZOqNSXfviWSS8s+kwt722kRkvrKOmvuOw5adTBth1uuofHczBTtSvw/WirYSIQJIig1mx+TC/vjqbxIggl6+cfAGnemTPOAc4YfXG0O+tg7KeGOdgxzjH3rlajXPsnKtbVJ9vYuW2o4xMjSQxItBhACirrifY5NkPwszhCTwwNdOjy2ZSSp74qJD8P6zlf9aXtrZbJF1ehTlLaICR/5g1hAVXZvFfNw7nplFduyv+LH8A90zs3/p4X3ktk57+ki3tVi0MAsLsyNy1dw5vzwPv7GCXrpkxNt3M/VMGkBgRRL9I30qAcpZuG+fQ1uzG1rjGJ41zIoJMvHf/BEwGA0c6Wbo829BMdoLnavhnDEvgxTkjXS6i6m2EECycMcjuc+u+r3Q5gakzpmTF8qNxqSy+fiiBnQTn4UkRPHx1No9fN4QPH5jEX+4bx9xJ/altaOa+5VuptpkAHRgfxrcLp/GfNw4jyORHsMlAWnRwa/GbI841tnDXG5tbhWYudpz5lFmNc6YJIXbqt5nA74HpQogDwHT9MVLKPYDVOGcNHY1zXkdz/C6mrXFOtD6h+RCwUD/XaTTfzy36rb1xzkP6MdH0gnFOWKCRyGATuZ2MJVOigjjb6BkR2bHpZp6/NdfjwcHKDblJbcxtrIxJN7tFzr2+qYXkKMdDqvlTMxFCIIQgJzmSSZkxLJwxiNAAI6EBRgL92/7dAk1+3D4ujZ/lD0ACDU6aD1efb2LOso0c6CKYXAwoTUo7PLJyNyu3H+2gW2jyE4QFGF0ya+ktooJNrPnFZJeW0ppbLHy+9wRSwozh7nFwWrBiBx/sbDu6e/aWHGbn9azAyhFSSl78oojEiED+uLao1S3LIGDjo1fYTUjaevA02w5VOZR2O3y6jpe/LOKvW50fGt01IY2qc00snDGIpD4aXnjlMuelhsUi2XLotF3V4+z4MAo8VLV598T+LgWHXUfOsGjVdxQcq2FyViwNzRZ+MLLrMbwrSCntTkhuKD7ltgAhhLigpC3g4ZW7ARiWFOEwWzGvv5m8ThS/Us0hzJ2Uzt+2He1Um9IWo8HAPRPTaPAixXF34B3Xql7Ep4XllJy0n/xUWFZDnIfs2qu6kHRvz4otR0iO1C7H//X9yW75UnaFEIKfXJ7Rob2vJuzys2JbVyL2HK9h/l+289W+CrpzVTw4MZy35o51WhRmQ0klf95wiFkvr2fP8epuvaYvoK4g2lHfyTjUIiE+PNDhGro7KXExY/Ppm4bz/Ylaqs41YpGSB6dluuV9fb73RIe2hG4qL7lKXHggi68fyqL3C2ixSP7xXRn/+K6M+6dk8OiMwS6fb0pWLO/Pm8Q7mw4RGxbAC18coNKOJF1eWhSjUiOZkh3HjGEJ/PK9nTS1SMwh/syd1N8pfw9fQV1BtMPRGr4QMLRfON95KEFqY8kplyfFsuLD+POPx/LuT8a7ZUn0bEOzXc+O5Ki+W/KbPTqlg23hnh4ofydEaFJ7L31Z5HClYuuhKpatK+XuNzaz+MNC7hifSoi/H+cbWzrMx/g6KkDYUN/UwrfFHYVMDEITOfWkalRTi+TaF9fbTRHujACjn9tWPaQu1Ata9WiKWQsMmXGhbnk9e/gbDeSltdUCLSyrcdk5y5bbx6Wy4MqBdtO8DULTezD5CZotkvKaen77QSHnGltIMQcxcUA0b2885NBfxNdQQwwbXl9XYrf0OMjk1yM/ip7ibzQwcUA0D07LZIgX+SiEBhiZlZPIqp3HmZARzdI7RrOh+BT9+lg16TczBzPrpfUkRwXx7C0jGJIY7rLUvi1CCGaPTmFNQTkBRj8On64j1RxCTnIEQxLDGdwvnEOVdXy1v4LCshq+KTpFSWUdJZV1zJ3Yn6KTdew6coZcJ0vfvRkVIHQamy0EGP1YcksOnxSUs76oslXjsScftp4SFmhk+b1jGZXat4rZziCE4KHp2aSYg7k2R1tGnTAguoujepfik2d5e4NWXHfn+LRee31/o4HnZo+gRUoOVp7j5yt28PneEwxKCCMzLpQpWbGMSo1i99Fq/v2qLAYlhPPw/+1mXVElv77afgKZL6IChI6/0cBPJmsz8j/MS+HU2QYWf1RIWKCRa4Ym0CIlBUer+cumw23cud3NopmDvTI4WEmNDuZX3VB06i02lZzmva1aPV9vl97HhQey/NuDPP7hhdL/feW17CuvZfXuMvyNBn5x5UDm5WsTwGsz8luD1cWCChAOiA4N4KXbRrZpm5odx5TsWG5/bRO1De7PphyWFN7ruQsXG5W65F+KOYg7ernU+tiZ87zwxQGHzzc2W3jlq2KGJIZz+cBYwgNNzJ/qntUiT6EmKV0kJzmS39+cQ4gbUonb89QNw9q4VF3qWCyS8up6Sk6e5bFVBTzz8V5e/rIIg4C35o5lmAtqVs6QFBnEG/eMISPWvirXkptzmDMmhSdXF7K+lypYvQ11BdENMuNCnRIycZWwQCMPX51NVIg/J2oaPKYO5Qm2H64iJiSAlduOsKHkFIuuHUJuSiQnaxsQQhN4eWVtERtLTmMQkBwVzDM3D+fPGw4xJj2aAbHuWTnJTYnkk19MZu6bWzoEgS/3VfD8rbnMvSy9z9Kt+xoVILpBQkQggxLDelVRamx/M2/dO6bH3g++yOFT57hl6beY/AytE8OzX/2WrPgwu0vLFglP3jCUCQNi2PPkNW5/fyY/A9fn9usQINbsKWf6d2XcPDrZwZG+jxpidIOIIFOXS3kzhydwxaA4RqZGEhrQ+Zfe5Cd4dnbOJRkcAI5Xn8ci27qoN7VIh3kn5hB/8rNdN/btCTsOa25a7aXs/vDp/h55iHo7l+Ynshf4wcgk1uwpb32cERPCXRPSiAz2J9Dkx9VD41ulzhqbLWwqPUVjs4WiirN8uOs4AUYDl2XG8Pr6UhZdO5i0aPerT3sreWlRPDQ9i4Jj1XxTVEldFwVQ0wfH99E7u8BvZg5m1Y7jPH3TcD7YeYwla/bz66uzefXrYnYfrW6Vy7vYUOXePWBNQRk/X7GTNHMwr9+d5/SXvMUikVJi9DNwsraBWA8VgHkjdQ3N/PGrIpZ+XeywsnJcuplld+YR0Q0j3Z5woqaeAKPmmPXL93by/K25bD98hq+/P8mCKwa6PV/GE+XeKkD0kNLKOkL8/XzWGMVbOX7mPE9/vI81BWVARzu/N+eOYWofDzNs+Wp/BflZsQghaGhuwd/P4HZfDE8ECGck594QQlQIIQps2hYLIY61U5iyPufTpjmukh4TooKDG+gXGcRLt41k/1Mz2LLoSi4fGNP6nL/RQJCHl3+nZse1BoQAo99FaZoDzk1SvgXYmyp+XkqZq9/+CaCb5swBhurHvCKEsP4nl6LJzw/Ub9Zz/hioklJmAs8Dz+jnMgOPA+PQTHget3HvekZ//YFAlX4OxUWIwSCIDPbnudkjmD4knqhgE4MTwhif0bcp3ZcqXQYIKeW/0BSmnaHVNEdKWYqmPTlWV70Ol1Ju0AVnraY51mOW69srgSvam+ZIKasAq2mOQDPNWakfs9zmXIqLlLjwQF67K4/tj03n3X8b7+m30ylVdY3UN7VwzoF2aWOzhVN6Bmh5db1Xi830ZBXjASHEXWjWeL/Sv8ReZZoDrhnnKLwfIYRXLwfvOnKGpWuLqWtsZmp2HJOzYnh9XSk7Dp/BHOJPbUMTNeebmT06mePV9Xy6p5xvFk7z2ozZ7v6ll6KpTUv9/jngXrzMNAc04xxgGWiTlI72Uyh6g/VFlXxSWI7RINh2qIpX1ha31otYCQswUlpZx5TsWO6emOa1wQG6GSCklK06Y0KI14DV+sOemOYctWOak9/umLXYmOboVxE9Ns1RKHqLO8ancdOoJGJDA/AzaBL8VXWNPLm6kGaL5OZRSUweGOtR0yNX6FYmpdVRS+dGwLrC4ZOmOQpFbxERZCIxIgijzbJnVIg/z9+ay0u3jSQ/O85nggM4cQUhhHgX7Zc8RghxFG1lIV8IkYt2aX8QuB800xwhhNU0p5mOpjlvAUFohjm2pjlv6wY4p9FWQZBSnhZCWE1zoKNpzgohxO+AHfSCaY5CoeiISpRSKHwEr0yUUigUly4qQCgUCoeoAKFQKByiAoRCoXCIChAKhcIhKkAoFAqHqAChUCgccknlQQghTgJ94WwSg5YS7uuofngX2VLKsL58Qe8ti3MDUsrYrvfqOUKIrX2d0OIOVD+8CyFEn2f5qSGGQqFwiAoQCoXCISpAuIdlnn4DvYTqh3fR5/24pCYpFQqFa6grCIVC4ZBLOkAIIQKFEJuFELuEEHuEEE/o7WYhxGe6rP5nNmraXi3rL4TwE0LsEEKs9tV+CCEO6q+/0zpr76P9iBRCrBRC7BNC7BVCTPDFfiClvGRvaPqWofq2CdgEjAeWAAv19oXAM/r2EGAXEACkA8WAn/7cZmCCfs6PgRl6+zzgVX17DvCevm0GSvT7KH07Sn/ur8AcfftV4GdO9uch4B1gtf7Y5/qBJkAU067NF/uxHLhP3/YHIn2yH57+knrLDQgGtqP5cOwHEvX2RGC/vv0o8KjNMZ/o/7xEYJ9N+23An2z30beNaAk7wnYf/bk/6W1C38eot09Ak9rr6v0nA1+gWQJYA4Qv9uMgHQOET/UDCAdK0ef4fLUfUspLe4gBrZflO4EKNB+OTUC81HQ00e+tHm+OpPiTcFLWH+hVWX8b/ht4GLDYtPliPyTwqRBim9AsC3yxHxnASeBNfcj3uhAixAf7oQKElLJFSpmL9gs8VggxrJPdvU7WH0AIMQuokFJu62w/20O68dpu74fOJCnlKGAGMF8IMbmTfb21H0ZgFLBUSjkSqEMbUjjCW/uhAoQVKeUZNFn9a4ATQlfu1u8r9N16IuuP6Cjrb+9crbL+ds7liEnA9UKIg8AKYJoQ4n99sB9IKY/r9xXA+2i2i77Wj6PAUf1qFDQXuFE+2I9Lew4CiAUi9e0gYB0wC3iWtpNJS/TtobSdTCrhwmTSFrQJTutk0ky9fT5tJ5P+qm+b0capUfqtFDDrz/2NtpNJ81zoUz4X5iB8qh9ACBBms/0tWsD2qX7o+61DK64CWKz3wff64ekvqSdvQA6abP5uNG+P3+rt0WgTfgf0e7PNMYvQZpn3o88o6+15+jmKgZe5kIQWqP9jitBmpDNsjrlXby8C5tq0Z+j7FunHBrjQp3wuBAif6oe+/y79tgdY5Iv90I/JRbOl3A2sQvuy+lw/VCalQqFwiJqDUCgUDlEBQqFQOEQFCIVC4RAVIBQKhUNUgFAoFA5RAUKhUDhEBQiFQuEQFSAUCoVD/h/mcff6Cfn84QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"countries = gpd.GeoSeries(country_shapes.to_crs(epsg=3035).geometry.map(lambda s: prune_small(s, minarea=1e9)))\n",
"countries.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Merge into one multipolygon with a $100m$ buffer around it (which gets rid of most holes) and bring it into gdal land:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AxHands(ax=<matplotlib.axes._axes.Axes object at 0x7f0b4966afd0>, handles=[[<matplotlib.patches.PathPatch object at 0x7f0b47590208>, <matplotlib.patches.PathPatch object at 0x7f0b475905c0>, <matplotlib.patches.PathPatch object at 0x7f0b47590588>, <matplotlib.patches.PathPatch object at 0x7f0b47590ac8>, <matplotlib.patches.PathPatch object at 0x7f0b47590160>, <matplotlib.patches.PathPatch object at 0x7f0b47590fd0>, <matplotlib.patches.PathPatch object at 0x7f0b496e02e8>, <matplotlib.patches.PathPatch object at 0x7f0b496e0588>, <matplotlib.patches.PathPatch object at 0x7f0b496e0828>, <matplotlib.patches.PathPatch object at 0x7f0b496e0ac8>, <matplotlib.patches.PathPatch object at 0x7f0b496e0d68>, <matplotlib.patches.PathPatch object at 0x7f0b496e0fd0>, <matplotlib.patches.PathPatch object at 0x7f0b4754c2e8>, <matplotlib.patches.PathPatch object at 0x7f0b4754c588>, <matplotlib.patches.PathPatch object at 0x7f0b4754c828>, <matplotlib.patches.PathPatch object at 0x7f0b4754cac8>, <matplotlib.patches.PathPatch object at 0x7f0b4754cd68>, <matplotlib.patches.PathPatch object at 0x7f0b4754cfd0>, <matplotlib.patches.PathPatch object at 0x7f0b4754e2e8>, <matplotlib.patches.PathPatch object at 0x7f0b4754e588>]], cbar=None)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"mainland = ogr.CreateGeometryFromWkb(countries.unary_union.buffer(100).wkb, reference=gk.srs.loadSRS(3035))\n",
"gk.drawGeoms([mainland])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Offshore potentials"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"country = 'DE'"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"offshore = gk.vector.extractFeature(str(pypsaeur / \"resources\" / \"offshore_shapes.geojson\"), where=f\"name='{country}'\").geom"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"extent = gk.Extent.fromGeom(offshore).castTo(3035).fit(100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now produce a distance raster with the distance to the shore"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mainraster = extent.rasterize(mainland, 100, 100)\n",
"mainland_distance = extent.createRaster(100, 100, dtype=\"Float32\")\n",
"gdal.ComputeProximity(mainraster.GetRasterBand(1), mainland_distance.GetRasterBand(1), [\"DISTUNITS=GEO\"])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AxHands(ax=<matplotlib.axes._axes.Axes object at 0x7f0b4757ebe0>, handles=[[<matplotlib.patches.PathPatch object at 0x7f0b474fd470>, <matplotlib.patches.PathPatch object at 0x7f0b474fd7b8>]], cbar=None)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = gk.drawRaster(mainland_distance)\n",
"gk.drawGeoms([offshore], srs=3035, ax=ax, alpha=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and a alternatively distance from the simplified buses:"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:pypsa.io:\n",
"Importing PyPSA from older version of PyPSA than current version 0.14.0.\n",
"Please read the release notes at https://pypsa.org/doc/release_notes.html\n",
"carefully to prepare your network for import.\n",
"\n",
"INFO:pypsa.io:Imported network elec_s.nc has buses, carriers, generators, lines, links, loads, storage_units\n"
]
}
],
"source": [
"if os.path.exists(\"/tmp/buses.geojson\"):\n",
" os.unlink(\"/tmp/buses.geojson\")\n",
"\n",
"net = pypsa.Network(str(pypsaeur / \"networks\" / \"elec_s.nc\"))\n",
"gpd.GeoDataFrame(geometry=net.buses[['x', 'y']].apply(Point, axis=1), crs=dict(init=\"epsg:4326\")).to_file(\"/tmp/buses.geojson\", driver=\"GeoJSON\")"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"buses = extent.rasterize(\"/tmp/buses.geojson\", 100, 100, dtype='Float32')\n",
"buses_distance = extent.createRaster(100, 100, dtype=\"Float32\")\n",
"gdal.ComputeProximity(buses.GetRasterBand(1), buses_distance.GetRasterBand(1), [\"DISTUNITS=GEO\"])"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AxHands(ax=<matplotlib.axes._axes.Axes object at 0x7f0b2fcf0240>, handles=<matplotlib.image.AxesImage object at 0x7f0b2fe42f60>, cbar=<matplotlib.colorbar.Colorbar object at 0x7f0b31a03278>)"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gk.drawRaster(buses_distance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Additional data sources"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"gebco = gk.raster.loadRaster(str(pypsaeur / \"data\" / \"bundle\" / \"GEBCO_2014_2D.nc\"))\n",
"gebco.SetProjection(gk.srs.loadSRS(4326).ExportToWkt())\n",
"clc = gk.raster.loadRaster(str(pypsaeur / \"data\" / \"bundle\" / \"corine\" / \"g100_clc12_V18_5.tif\"))\n",
"clc.SetProjection(gk.srs.loadSRS(3035).ExportToWkt())\n",
"natura = gk.raster.loadRaster(str(pypsaeur / \"resources\" / \"natura.tiff\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## GLAES"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available capacity: 14938 km^2 * 3 MW/km^2 = 44815 MW\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1712.68x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"config = yaml.safe_load(\"\"\"\n",
" cutout: europe-2013-era5\n",
" resource:\n",
" method: wind\n",
" turbine: NREL_ReferenceTurbine_5MW_offshore\n",
" capacity_per_sqkm: 3\n",
" # correction_factor: 0.93\n",
" corine: [44, 255]\n",
" natura: true\n",
" max_depth: 50\n",
" max_shore_distance: 80000\n",
" potential: simple # or conservative\n",
" clip_p_max_pu: 1.e-2\n",
"\"\"\")\n",
"\n",
"ec = gl.ExclusionCalculator(offshore)\n",
"\n",
"corine = config.get(\"corine\", {})\n",
"if isinstance(corine, list):\n",
" corine = {'grid_codes': corine}\n",
"if \"grid_codes\" in corine:\n",
" ec.excludeRasterType(clc, value=corine[\"grid_codes\"], invert=True)\n",
"if corine.get(\"distance\", 0.) > 0.:\n",
" ec.excludeRasterType(clc, value=corine[\"distance_grid_codes\"], buffer=corine[\"distance\"])\n",
"\n",
"if config.get(\"natura\", False):\n",
" ec.excludeRasterType(natura, value=1)\n",
"if \"max_depth\" in config:\n",
" ec.excludeRasterType(gebco, (None, -config[\"max_depth\"]))\n",
"\n",
"if 'min_shore_distance' in config or 'max_shore_distance' in config:\n",
" ec.excludeRasterType(mainland_distance, # buses_distance,\n",
" value=(config.get('min_shore_distance'), config.get('max_shore_distance')),\n",
" invert=True)\n",
"\n",
"ec.draw()\n",
"area = ec.areaAvailable / 1e6\n",
"print(f\"Available capacity: {area:.0f} km^2 * {config['capacity_per_sqkm']} MW/km^2 = {area * config['capacity_per_sqkm']:.0f} MW\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@coroa
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coroa commented Jul 4, 2019

Note: based on modified geokit and glaes, available from https://github.com/PyPSA/{geokit, glaes}.

I'd recommend running from a working PyPSA-Eur installation with conda environment defined in environment.yaml and data dependencies.

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