prereise/gather/hydrodata/eia/demo/hydro_v1_demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Produce Hydro Profile Using EIA Monthly Capacity Factors\n",
    "---\n",
    "\n",
    "**EIA**: Energy Information Administration\n",
    "\n",
    "Capacity factors for utility scale generators not primarily using fossil fuel are reported by EIA in Table 4.8.B of the [Electric Annual Power 2017](https://www.eia.gov/electricity/annual/archive/pdf/03482017.pdf) report.\n",
    "\n",
    "The quoted capacity factors are used in this notebook to produce a unique hydro profile. A unique number is given for each month and for the entire country. First, we produce hourly capacity factors by interpolating the monthly data. Then, the same capacity factor is used for each hydro plant across the country. Given the geographic diversity of the U.S., this is a strong assumption."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from powersimdata.input.grid import Grid\n",
    "from powersimdata.network.usa_tamu.usa_tamu_model import area_to_loadzone\n",
    "from prereise.gather.hydrodata.eia.interpolate_capacity_factors import get_profile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Get Hydro Plant in Western Interconnection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading bus.csv\n",
      "Reading plant.csv\n",
      "Reading gencost.csv\n",
      "Reading branch.csv\n",
      "Reading dcline.csv\n",
      "Reading sub.csv\n",
      "Reading bus2sub.csv\n",
      "Reading zone.csv\n"
     ]
    }
   ],
   "source": [
    "grid = Grid(['Western'])\n",
    "hydro_plant = grid.plant.groupby('type').get_group('hydro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 715 hydro plants in the Western interconnection\n"
     ]
    }
   ],
   "source": [
    "print(\"There are %d hydro plants in the Western interconnection\" % len(hydro_plant))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Get Profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = get_profile(hydro_plant.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
       "[8784 rows x 715 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Plot Profile by Zone\n",
    "The daily power output is shown below. Note that the shape of the curve is the same since the same capacity factors is used for each hydro plant. However the total power output varies from one state to an other since the number of plants in a state as well as the intrinsinc capacity of the plant differ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "zones = ['Oregon', 'Washington', 'Nevada', 'Colorado']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_plant_id(area):\n",
    "    load_zones = area_to_loadzone(grid, area)\n",
    "    plant_id = hydro_plant[(hydro_plant.zone_name.isin(load_zones))].index\n",
    "    return plant_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2G8Ohe+7CwbuPY9ru4zhw0lgOnDyWMSP99ixJkiRJA8nfwiQNaU+s2cxNc1cUvcXmrGBl2VesoS5oa3cJZWsXq8D6W1erzyoLyBas2Mi85RufdnzSuJEctPvO7XqfjeWgyeOYvPMobxwgSZIkSf3AkEzSkLJuSzO3zlvJTWUo9uiKImCqbxeKNbW09fgSymppS2jrZvXZmk3N3PboSm59dOVWx3YaUc+UiWM4/MneZ8Wlm/tPHMvIBm8cIEmSJEnby5BM0qDW1NLG3YtWl3ehXMHfHlvztL5ibdnzvmJDQXerz1ra2pjz9/U8vHT9047tsctoDtmjXH02eRwHlgHahLEjB6JsSZIkSRrSDMkkDSqZySN/31CuFFvOrY+uYnNzK1CsFouAkXXR533FhoLuVp/VRbB8fSNL1m7h+keWb3Vs3KgGDpg0lsP3qvQ+K8KzfSeMod4bB0iSJEkSYEgmaRBYunbLk33FbpyzghUbGoGn+oqNbqhjS7u+Yq3UTjDWU92tPtvS0sr9T6xl9uNrtzpWXxfss+tOHLLHOA7bc5cnw7MDJ49j3Ch/PEiSJEmqLf4WJGnArd/SzG2Prnqyr9jc5RuAp/qKjS6b7VeCny3D4BLKaul29Rnw+JrNLFq1ib88uGyrYxPGjODAyeM4Yq9dir5nu49j2uRx7DV+tDcOkCRJkjQsGZJJ6nfNrW3c89gabpxTrBa7e9FqWrvpK2YoNjCau1h9Vl8XrN/Swl2LVnPnwtVbHRvZUMd+E3bisD134dCy99m03ccydeJYRo+oH4iyJUmSJKlfGJJJ6nOZydxlG568hPKWeSvZ2PRUXzFquK/YUNDaRXgG0NaWLFixiXnLN3LV7CVbHZu88ygOmjyOw/famYN23/nJFWgTx4509ZkkSZKkQc+QTFKfWLZuCzfPK3qK3TRnBcvWb91XbFR5CaV9xYa2rnqf1dcFqzc2cev6ldzy6Mqtjo0ZWc+U3cZwxF67cPAeT4VnU3Ybw4j6uoEoW5IkSZK2yZBM0nbZ2NjCbfNXctOcldw4Zzlzlm3dV2xUQx1N7fqKNXoJ5bDW1eqzAJpa2pjz9w08tHT9VsfqAvbcZTQH77EzR+y1M9PK1WcHTh7H+J1GDEDVkiRJkvQUQzJJPdLS2sY9i9dyc9ls/85Fq2ltyyf7io2oD7JdXzFDMQEkXa8+C2DZ+kaWrN3C9Y8s3+rYrjuN4JlTduVZB+zGMftN4B/2G8+Ykf7IkiRJktR//I1DUqcyk0dXbOSmOSu4qewrtqGxBSj7imUysr6OptYiDOvqDopSV1oTyKf/vamvCzY0tnDdw8u57uEiPKsLOHDyOE48YDeOmzqBY6dMYMpuY+x1JkmSJKnPGJJJetLy9Y3MbNdXbOm6LcBTfcVGN9SxpX1fsVZXi6nvdXbpZl0Ejy7fwNxlG7jotkUA7Dy6gWOnTOBZB+zGsVNcbSZJkiRpx/jbhFTDNjW1cNv8Vdxcrhar9Iyqrwva2p7eV2yLl1CqSjpeshkBm5tauf6R5U9eqtlxtdkx+01g/4muNpMkSZLUM4ZkUg1paW1j9uNFX7Eb56zgzoWraWlLIor+UCPqo+gh1WpfMQ1umdDS4VJNV5tJkiRJ2hH+piANY5nJgpWbuGnOcm6au4KZc1eyvuwr1lBXNNof1VBHY0sbiX3FNLQ9bbUZna82O2DSWE48cCLH7V/0NnO1mSRJkiQwJJOGnZUbGrl53kpunrOCG+cs54m1T/UVa81kVEPQ2PLUXShbXS2mYaqzO2vWBcxfsZF5yzfy83arzY7Zb1dOOHAix0zZlX/Yd1fGjvLHoyRJklRr/C1AGuI2N7Vyx4JV3DS3aLb/wJJ1ANRH0Wx/VEMdze36ijW2uFpMtatjJlxZbXbDnBXcMGfFk/sqq82mT3W1mSRJklQrDMmkQaitLWlua6OppY3m1qS5tfLnNlZsaGLByo0sWLGRuxetYdbCVTS3JkHRk2lEffGLfLN9xaRt6my1WX1dsGDlRh5dsZFf3F6sNhs3qoFjpuzKia42kyRJkoYtP+GrpnQXPj35uLWN5nbHG5883lYez/J4u8dbnaeNppbsdE5TaxuNLa3F2JYsnqt16+dvaUta23q22qu+LqBdX7HWTFpb+/lNlIa5znqbbWlu5cY5xQ0vKvu26m22/wSmutpMkiRJGtIMydQnKuFTc2s+GRb1VfhUCZe2FT41tVQCqK3HbE/41FuVX4s7+/24cgO+9s8c5dgoJ1UeA9QH1DfUPTkuK9vyRJnQXOknZl8xqd912tusDlebSZIkScOMn97Va82tbcxasJob5yznxjnLeXDJ+qf9AtlXovyfjtlTPvk/nYdPANFJ+NTQUFeETpXkiSJ8qpwvSdoSevtyKsOzh/Oy/dhOJ9k3TBrMWjvpbdbZarOpk8Zy4oG7MX3/3VxtJkmSJA1yhmTqsebWNi6763HOu2YOj63eXPbAKsKokZWVTwkZT618eip8grbM7QufsueRkeGTpGro6k6aC1duZP6Kjfzf7Y8BxWqzZ+63K8+eNpFj9tuVf9jP1WaSJEnSYOEnc21Tx3CsoS7a9cCiCKP6aSWZJA1VrR2+LVZWm900dwU3zW232mziWE6c5mozSZIkqdoMydSl7sKx/rq8UpKGq65Wmy1atYn5K59abTZ2VH2x2uzAiRw7ZYKrzSRJkqQB4qduPY3hmCQNjNb2DRYpVpY1Nrdx89yV3Dx35ZP79p84hmdPm8hx++/GsVN25YBJY11tJkmSJPUxQzI9yXBMkqqrq9Vmj63azIKVj2292mzforeZq80kSZKkvuEnahmOSdIg1nG1GRSrzWbOW8nN855abTZl4hhOPHAix091tZkkSZK0PQzJapjhmCQNTZ2tNlu8ajOXrHyMS+54arXZP+y7KydNm8gx5Wqzca42kyRJkrrkp+UaZDgmScNLV6vNbpm3kpmuNpMkSZJ6xJCshhiOSVLt6Ph9PTpbbTayuJPmSQdN4tnTJvKMfcbTUF9XjXIlSZKkqjMkqwGGY5Kkts5Wm7Vs3dts9Ig6njV1N04/bHdOPmgSB+8+zpVmkiRJqhmGZMOY4ZgkqTsdfxa0tCY3zFnBDXNWADB+pxE856BJnHrIZE46aCL7ThhTjTIlSZKkAWFINgwZjkmStkf7nxEBbGxs4arZS7hq9hIA9thlFKcdsjvPPWQSzz5wIhPHjapSpZIkSVLfMyQbRgzHJEl9Jdk6NKsLWLGhiUtmPcYls4qeZgdMGssZh+3Ocw6axLMO2I2x3j1TkiRJQ1hkGp4MRtOnT89Zs2b1aGxn4Vh9XdDY0tbPVUqSalV9XZCZVHK0uoAj9t6FMw4t+pkdM2UCIxu8CYAkSZIGl4i4MzOnd3bMf/Idwlw5JkmqltYOP2fqIrj/iXXc9/g6zr1mLiPr6zh2/105vQzNjthrF+rqvAmAJEmSBi9DsiHIcEySNNh0/PnTlsmtj67i1kdXATB2ZD3PnjaR08rQbOrEMd45U5IkSYOKIdkQYjgmSRoqOv5camxp4y8PLuMvDy4DYOLYkZxyyGROOWQSJ0+bxO67jK5GmZIkSdKTDMmGAMMxSdJQ1/HOmWs2N3PZ3Y9z2d2PA7DvhJ04/dDdec7BkzjxwImM32lElSqVJElSrTIkG8QMxyRJw1GydU+zuoAla7Zw4a0LufDWhQRwyB47c8Zhkzn5oMlMnzqB0SPqq1avJEmShofFqzd1e9y7Ww5S0w5/Ru799v/2bpWSpJpTXweZPHnnzIa64Bn7jueMw3bnpIMm8Yx9xtNQ750zJUmS1HMPPLGOt//kdu7+xptXNK9ZOrmzMa4kG6QWr9lMrN3iyjFJUs1p7eTfhO5etIa7Fq2Bqx9h9Ig6njV1N04/rLgJwMG7j/MmAJIkSerSzLkrePeFs2hqaaNup50ndTXOkGyQ2mV0Ay1taTgmSap5HX8WtrQmN8xZwQ1zVgAwfqcRPOegSZx6yGROOmgi+04YU40yJUmSNAj99m+P85Ff3kNE0RuXbi6pNCQbpEZ4GYkkSZ3qeBOAjY0tXDV7CVfNXgLAHruM4rRDd+e5B0/i2QdOZOK4UVWqVJIkSdV0wQ2P8pXfP8iI+qCtLWndxjokQzJJkjRkJVuHZnUBKzY0cckdj3HJHY8BcMCksZxx2O4856BJPOuA3Rg7yo8/kiRJw1lbW/KV3z/Ij26aT0Nd0LytdKzkp0RJkjRstCVF1/9SfV2wcOVGfnTTfH5003zqAo7YexfOOLToZ3bMlAmMbHD1tiRJ0nDR2NLKR355D1feu4T6uuhVGytDMkmSNGy1dvhQVBfB/U+s477H13HuNXMZWV/HsfvvyullaHbEXrtQV+dNACRJkoaidVuaec/PZnHro6to6GVABoZkkiSphnT8oNSWya2PruLWR1cBMHZUPSdNK24CcPJBk5g6cYx3zpQkSRoClq7dwtt+cjtz/r6eEfU9v8SyPUMySZJUszqGZo3Nbfz5gb/z5wf+DsDEsSM55ZDJnHLIJE6eNonddxldjTIlSZLUjbnL1vPWH9/OsnWNNNTV0dTatl3nMSSTJEkqdbxz5prNzVx29+NcdvfjAOw7YSdOP3R3nnPwJE48cCLjdxpRpUolSZIEcMeCVbzrp7PY1NRCfR00tmxfQAaGZJIkSZ1Ktu5pVhewZM0WLrx1IRfeupAADtljZ844bDInHzSZ6VMnMHpEfdXqlSRJqjV/vG8pH7z4bjKTABpben+JZXuGZJIkST1Q5GXtQrM6mLNsPQ//fT3fu/5RGuqCZ+w7njMOK24CcPQ+42mo986ZkiRJ/eHCWxfy+d/eR31dkJnswAKyJxmSSZIkbYfOWl3cvWgNdy1awzlXP8LoEXWccMBETju0uAnAwbuP8yYAkiRJOygzOefqh/nOtfOKO1i2Jju2fuwphmSSJEl9oONNAFpak+sfWc71jywHYPxOI3jOwZN48VF78oIj9mRkg6vMJEmSeqO5tY1PXDqbS+9aTH1dPO3z144aFJ/OIuLMiDgvIm6MiHURkRFx0TbmnBQRv4+IVRGxOSLujYgPRUSXzUAi4mURcV1ErI2IDRFxW0S8bRvP87aIuL0cv7ac/7JuxtdHxP8r69lc1vf7iDhp2++EJEkaLjreBGBjYwtX3buEs39xN8d+6c98+coHeGzVpuoVKEmSNIRsbGzhXT+dxaV3LaahLrbqHdtXBkVIBnwGOBt4JvD4tgZHxCuBG4BTgMuA84GRwLeBi7uYczZwBXAUcBFwAbA3MCMizulizjnADGCvcvxFwNHAFeX5Oo6P8vm/VdZzflnfKcANZd2SJKnGJFuHZpubWvjhTfM59RvX8qnLZrNmU1P1ipMkSRrkVmxo5KwLbuWGR5bTUN/3K8gqIrN/TtyrIiJOBxYDc4FTgWuBn2fmmzsZu0s5bjxwcmbOKvePBq4Bng2clZkXt5szFXgI2Agcl5kLyv0TgDuAacBJmXlLuzknATcD84DjM3N1u3PdCYwFDqucqzx2FvALYCbwvMzcUu4/HrgJWAtMy8z123pP9j7oyBx55te3NUySJA1hEZAJoxrq+ODzDuafn3sAoxq8Q6YkSVLFghUbeduPb2fxms3UR9DUWWPYXlgy44PZuHRup4vGBsVKssy8NjPnZM8SuzOBycDFlYCsPMcWihVpAO/tMOedwCjg/PahVhl8fbV8+K8d5lQef6USkJVzFgDfKc/3jg5zKs/7mUpAVs65A7ikrPvMbb5CSZJUEyqffJpb2/j6nx7m2V/9K7/72xMMhn/ElCRJqrZ7HlvDa743kyfWbqahDwKybRkUIVkvnVFu/9jJsRuATcBJETGqh3P+0GHMds0pV7KdVD7/jb14HkmSVOMqVwys3tzMBy6+m3/81vXcsWBVdYuSJEmqomsfXsYbfnALG7Y0E0BjPwdkMDRDskPL7SMdD2RmCzCf4q6dB/ZwzhKKyzD3jYgxABExFtgH2FAe72hOuT2k3b5pQD3waFlHT+ZIkiQ9qbKAbN7yjbzu+7fwpgtuZf6KjdUtSpIkaYD9ctZjvGvGLFrbkkxoah2YVfZDMSQbX27XdnG8sn/X7ZgzvsO2P55j1y6OExHviYhZETFr07rVXQ2TJEk14uZ5KznjnOv491/dw6qNNveXJEnDW2Zy3l/n8LFf30sEtLYlzf3UpL8zQzEkG7Yy8weZOT0zp4/ZZUK1y5EkSYNAAL+6czEnfvWvnPvXOWxpbq12SZIkSX2utS35zOX38c0/P0J9XXEHywHMx4ChGZJ1XPXVUWX/mu2Ys7bDtj+eY00XxyVJkp6m0n2jpa2Nb/35EU746l+59M7HaBvoT42SJEn9ZEtzK++96E5+ftsi6uuKwKwahmJI9nC5fVpvr4hoAA4AWoBHezhnL2AssDgzNwFk5kbgcWBcebyjg8tt+x5n84BW4MCyjp7MkSRJ6pHKZ8V1W5r5yK/u5fRvXsct81ZUtyhJkqQdtHpjE2/64W1c/cDfaagLBqA/f5eGYkh2Tbl9USfHTgHGADMzs7GHc17cYcx2zcnMLcDM8vmf24vnkSRJ6rFKc/9FKzdx1gW38fr/vYW5y9ZXtyhJkqTtsHj1Js78/kz+tmgNI+vraKnySvmhGJL9GlgBvDEipld2RsRo4Mvlw+91mPMToBE4OyKmtpszAfhU+fD7HeZUHn+6HFeZMxV4X3m+n3SYU3neL5f1VOYcD7wBWA5cus1XKEmStA2Vj5C3z1/F8791A//vkr+xYkNjt3MkSZIGiweeWMdrvjuThSs3UV8XNFVzCVmps8sCB1xEvAp4Vflwz3L77IiYUf55RWZ+FCAz10XEuynCsusi4mJgFfAK4NBy/yXtz5+Z8yPi34FzgVkRcQnQBJwJ7At8MzNv6TBnZkR8C/gwcG9E/BoYSRF27Qa8PzMXdHgpFwOvKc97d0RcAUws59QD787Mdb1+gyRJkrbhsrsf58p7n+BfTp3G+047iJ1G1le7JEmSpE7NnLuCd184i6aWNurqoKml+gEZQGRWv+lrRHwB+Hw3QxZm5tQOc04GPg08GxgNzAV+DJybmZ3e9ikiXg58FDiWYhXdA8D5mfnTbmp7O8XKsSMoeufeBXwjM6/sYnwD8H7gncBBwBbgFuDLmTmzm9e4lb0POjJHnvn1ng6XJEmiLoreZTuPbuAzLz2cM4/bj/q6qHZZkiRJT/rdPU/w4Uv+RkRxF++m1oHNpZbM+GA2Lp3b6ZWVgyIk09MZkkmSpO0VUfQu22/CTnz1NUfz3IMnV7skSZIkfnjjo3z5qgcZUR+0tSUDnI8B3YdkQ7EnmSRJkrpR+TfQxas385Yf3c5rvjuTh5fa3F+SJFVHW1vypSsf4MtXPUhDXdDSWp2AbFsMySRJkoapymfPuxat5oX/fQNn/+Iulq3bUtWaJElSbWlsaeUDF9/Nj26aT31d0NKWDMJ8DDAkkyRJqgkBXHnvEk76r2v42h8eYmNjS7VLkiRJw9y6Lc28/cd3cOW9S2ioC1rbBms8VjAkkyRJqgGVj6RtmXzv+nmc8NW/cNGtCwf9h1VJkjQ0/X3dFl7//Vu4bf5KRtQXK8gGO0MySZKkGlL5fLqpqZXPXH4fz/3aNVz70N/xZk6SJKmvzF22nld/92bmLttAQ10dzYOxAVknDMkkSZJqUCUsW7J2C++YMYtXfudm7n9ibXWLkiRJQ96sBat47fduYfn6RurroKm1rdol9ZghmSRJUg2r/LvuvYvX8tJzb+JfL7yTJWs3V7UmSZI0NP3p/qW86Ye3samphQAaW4bGCrIKQzJJkiQBRXP/P96/lOd87Vq+fOUDbLC5vyRJ6qELb13Iey+6k7ZMMpOmIXKJZXuGZJIkSQKeWlWWmfzwpvk86yt/YcbN82kZQpdJSJKkgZWZfONPD/HZy++jLoKW1qRliH50MCSTJEnSVir9yrY0t/KFKx7g5K9dw5/vX2pzf0mStJXm1jb+/df38p1r51FfV9zBcih/WjAkkyRJUqcqYdmydY28+8I7eem5NzF7sc39JUkSbGxs4V0/ncWv71xMQ13Q2jaU47GCIZkkSZK6VfnI+8CSdbz8/Jv455/eweLVm6pakyRJqp4VGxo564JbueGR5TTUFyvIhgNDMkmSJPVYAH99cBmnfP1aPv+7+1i3pbnaJUmSpAG0YMVGXvvdmdz/xDpG1NfRMgQb9HfFkEySJEk91v5j8E9nLuRZX/kLF9z4KM0295ckadi757E1vOZ7M3li7WYaImgaZj//DckkSZLUa5WrKppa2vjKVQ/y7P/8K3+YvcTm/pIkDVO/u+cJ3viDW9mwpZkAGodZQAbQUO0CJEmSNHRVwrKVG5t478/v4pA9xvG11z6DY6ZMqG5hkiSpT2xpbuVLVz7Az29bxIi6AKB5mPQg68iVZJIkSdphlQVkj/x9A6/+7kze/uPbWbTS5v6SJA1lDy9dz2u/N5Of37aI+roiHBuuARkYkkmSJKkfXPfIck4951o+ddls1mxqqnY5kiSpF7Y0t/L1Pz7ES869kYf/vp6R9XUMw6srn8bLLSVJktRvfnHbIi69czEffN7B/PNzD2BUQ321S5IkSd24cc5yPn3ZfSxatYn6uiDbkqYa6TnqSjJJkiT1i8rn6ebWNr7+p4d59lf/yu/+9oTN/SVJGoRWbGjkQxffzVt+dDtL1m5mVEMdrW1Jaw392DYkkyRJUr+qtC5ZvbmZD1x8N//4reuZtWBVdYuSJEkAZCaX3LGI533zen53zxNF77HWpLGlBq6v7MDLLSVJkjQgKgvI5i3fyJnfv4WTp03ky68+mgMmja1uYZIk1ai5yzbwqctmc/v8VTTUBQ31QVNLDS0d68CQTJIkSVVx87yVnHHOdbxu+r584sWHs9vYkdUuSZKkmrCluZXvXjeP7147F4AR9UFza0LtLR7biiGZJEmSqiaAX85azOV3P8HZZxzEe045kNEjbO4vSVJ/mTlvBZ++7D7mr9hIfV0QJM2t1a5qcLAnmSRJkqqm8g/WLW1tfOvPj3DCV//Kb+5aTFtb7V7qIUlSf1i9sYmP/uoe/umC21i8etOTjflrsPVYlwzJJEmSVHWVTGzdlmY+/Mt7OOOb13HLvBXVLUqSpGEgM7n0zsWc8c3r+M1di6mvg5Yabcy/LV5uKUmSpEGj0tx/4cpNnHXBbZxwwG585dVHc9Du46pbmCRJQ9D8FRv5zOWzuXnuSkbU25h/WwzJJEmSNOhUPr7fNn8Vz//W9bzqmH349EsPZ9K4UVWtS5KkoaCppY3/vX4e510zl7ZMRtSVjfnVLUMySZIkDXqX3f04V977BO89dRrvPe0gdhppc39Jkjpzx4JVfPI3s5m7bAMNdQEkzV5Z2SP2JJMkSdKgVvl379a25Nxr5nLCV//CJXcssrm/JEntrN3UzCd/cy+v+/4tLFy5kVENdbTYmL9XDMkkSZI0JFQysQ2NLXz80tmc+o1ruXHO8uoWJUlSlWUmv/3b45zxzeu4+I7HqA8b828vL7eUJEnSkFIJyxav3sxbfnQ7x02ZwFdfczSH7rlzdQuTJGmAPbZqE5++/D5ueGQ5I+qDkfV1hmM7wJBMkiRJQ1LlYss7F63mhf99Ay9/xl589mVHsPsuo6talyRJ/a25tY0f3jif//nLIzS3JQ1PNua3FcGOMCSTJEnSkBfAFfcu4Q/3LeXdzz2Q9z/vIMaM9KOuJGn4uWvRaj75m9k8vHQ9DXVBHdBsn84+YU8ySZIkDXmVXw3aMvne9fN41lf+ykW3LqSl1UtOJEnDw7otzXz28vt47Xdn8ujyDYysLxrzG5D1HUMySZIkDRuV3xM2NbXwmcvv44Sv/pWfzlzAlubW6hYmSdJ2ykx+P3sJ//jN67nw1oXU1UFra9LkPwT1OdegS5IkadiphGWrNzXx+d/dz9f/+BD/dMIU3nD8fhy0uw3+JUlDw+LVm/j8b+/nrw8tY0R9MKq+jkbDsX5jSCZJkqRhqxKWbWlu5YIb53PBjfM5aPdxvPmEKbzimfuw29iR1S1QkqROtLS2MWPmAs65+mGaW23MP1AMySRJkjTstZa/UwQwb/kGvnDFA/zHlQ9w8kGTeNMJ+3PGYbszssFOJJKk6rt38Ro++ZvZ3P/EOhrqgvqAplbDsYFgSCZJkqSakU/+TxGY3ThnBTfOWcGYkfW88pl788bjp/CMfccTEVWsUpJUizY0tvDNqx/mpzMXUF8XjKyvs+/YADMkkyRJUk1q/4/yjS1t/N/tj/F/tz/G3uNH808nTOE1x+7L3rvuVL0CJUk14+r7l/K5393P0rVbqK+D1rakLV09NtAMySRJklTzWtue+kVk6botnHP1I5xz9SMcO2VX3nzi/rzoqD0ZM9KPzpKkvrVk7WY+/9v7ufqBvzOi3tVj1eZPekmSJKmdSl5WF3D3ojXctWgNn7h0Ni88cg/OetYUTjxwInV1Xo4pSdp+rW3Jhbcs4Bt/epgtzW025h8kDMkkSZKkTrRbXEZrW3LFvUu44t4lTBgzgjccP4XXTd+XaZPHVa9ASdKQdP8Ta/nkb2Zz7+K1RWP+OhvzDxaGZJIkSdI2tLbrC7NuSwvfv34e379+HofusTNvPnEKL/+Hvdl1zMgqVihJGuw2NbXw33+Zw49unE9dHYyor6we02BhSCZJkiT1QqV/WQQ88vf1fPa39/OF3z3Acw+ZxJtO2J/TDp3MiPq6KlcpSRpMrn1oGZ+5/D4eX7OZ+gja2hLzscHHkEySJEnaDlvfdCy57uHlXPfwcsaOqufVx+zDG6ZP4ah9diHC/mWSVKuWrdvCF694gKtmL2FEfTCqoY7GFhvzD1aGZJIkSdIOar8aYEtzGxfduoiLbl3EvhN24k0nTOE1x+7LHruMrl6BkqQB1daW/OL2RXztjw+xsbHFxvxDhCGZJEmS1Ida23X8f2LNZr72x4f5+h8f5ripE3jLifvzgiP2ZKeR9VWsUJLUnx5eup5P/uZe7lq0hoa6oKEubMw/RBiSSZIkSf2kkpdFwKwFq5m1YDWjGup48VF78cZn7cezpu5GXZ2XY0rScLCluZVz/zqH/73hUSJszD8UGZJJkiRJ/azd4jJa2pLL//Y4l//tcSaNG8kbjt+P1x23H1Mnja1egZKkHXLjnOV8+rL7WLRqE/V1QbYlLeZjQ44hmSRJkjSA2l+OuXpjE9+5dh7fuXYeh++1M28+cX9e9oy9Gb/TiCpWKEnqqRUbGvnSlQ/w2789YWP+YaBXIVlEHAucARwD7AHsCqwGlgF3Addm5l19XKMkSZI0LLW2uxzzoSXr+fRl9/G5397P6YdO5p9OmMIpB0+mob6uukVKkp6mrS351Z2P8dXfP8T6Lc3UBzbmHwa2GZJFxCTg3cC/APtVdncy9I3l+MeA7wM/zMwVfVSnJEmSNGxlbv3gLw8u4y8PLmPnUQ285rh9eP30/Thy7/FVq0+S9JS5y9bzqd/cx+0LVhWN+euDJq+tHBYis/P/IyNiFPCx8mss0EyxWuwW4AFgFbAO2AWYCBwBPJtildkIYCPwNeCczNzSr69iGNr7oCNz5Jlfr3YZkiRJqqL6eGq12f4Tx/CmE6bwqmP2YfedR1e3MEmqQVuaW/nudfP47rVzgWIVsI35h54lMz6YjUvndrpMu7uQbCHFyrG7gB8D/5eZq7f1ZBExAXgT8A6KwGxRZk7dvtJrlyGZJEmSKoLil7G2LP78rAN2480n7s/zj9iD0SPqq12eJA17M+et4NOX3cf8FRuprwuCxNZjQ1N3IVl3l1uuAv4tM6/qzZOVQdr5wPkR8TLgP3ozX5IkSdLWkqcuyYyA2+av4rb5qxg9oo6XHr0Xb3zWFKbvP4GIzrqiSJK216qNTXzlqge59K7FNuavAV2GZJl5zI6ePDOvBK7c0fNIkiRJKrS7OSbNrcmldz3OpXc9zuSdR3HW8ftx5nH7MWXimOoVKEnDQGbym7se50tXPcC6zTbmrxW9urulJEmSpMGjtV1itnJDI+deM5dzr5nLUfvswltO3J8XH70Xu4weUcUKJWnomb9iI5++bDYz5620MX+NMSSTJEmShoFKXlYXcP/j6/j4pbP59GX38bzDd+esZ03hOQdNoqG+0xYskiSgqaWN/71+HuddM5e2TBrqgpa2BK+urBnbFZJFxL7A3kCXt9XJzBu2tyhJkiRJ26f95ZhJ8qf7/86f7v8743cawWuP3YfXH78fh+25S/UKlKRB6I4Fq/jkb2Yzd9kGG/PXsF6FZBHxGuA/gYO2MTR7e25JkiRJfau13S94Gxqb+fHNC/jxzQs4YNJY3nzCFF55zD5MGjeqegVKUpWt3dTMf/7hQS6+4zFG1AcjG+poMh2rWT0OsiLi5cAvgTpgLfAosK6f6pIkSZLUhyqBWQALV27kS1c9yJd//yDPPnAibz5xf844bHdGj6ivao2SNFAyk9/d8wT/ccUDrNrURH1AS2uSNuavab1Z7fUpip+pnwG+kZnN/VOSJEmSpP6SQFb6lwEz561k5ryV7DSinpf/w9684fj9OHbKrkRENcuUpH6zcOVGPnP5fdw4Z0Wxeqy+jkZXj4nehWTPAO7OzK/2VzGSJEmSBk5ruwUTTa1t/HLWY/xy1mPsucsoznrW/rz2uH3Yd8KY6hUoSX2oubWNC258lP/5yxxa2orG/M2tCa4eU6k3IVkz8HB/FSJJkiSpelrbdfxftr6Rb//lEb79l0f4h33H8+YT9+fFR+/FuFG2HZY0NN25cDWf+s29PPz3DTTUBXVAc5vhmLbWm59ydwIH9lchkiRJkgaHyu+NdQH3Ll7Lv//6Xj512Wyef/genHXCFE6aNon6Oi/HlDT4rd3czDf+9BA/v3URDeWllU2tXlqpzvUmJPsv4I8R8fzM/HN/FSRJkiRpcGi/yKIt4ff3LeX39y1l1zEjeN1x+/L66ftx8B47V69ASepCZvL72Uv5wu/uZ8WGRurqoLU1afPSSnWjy5AsIqZ02PUw8BXgdxFxLnAVsAjoNILNzEV9VaQkSZKk6mp/Oeb6Lc1ccON8LrhxPgdNHsubTtyfVz5zH3YbO7KKFUpSYfHqTXzut/dzzUPLnmrM7+ox9UBkdp6iRkQbnXeviy72t5eZacOCHbD3QUfmyDO/Xu0yJEmSpC5F+T+ZxaWZJx80iTedsD9nHLY7Ixvqql2epBrT0trGT25ewDf//DDNrUkALfYdUwdLZnwwG5fO7fSHVHdB1iK8xYMkSZKkLuST/1MEZjfOWcGNc1YwZmQ9bzphCu967oHsscvoKlYoqVbc89gaPvmb2TywZB0NdUF9QFOrkYZ6p8uQLDOnDmAdkiRJkoaw9r+LNja3csGN8/nRTfN54ZF78tEXHsq0yeOqV5ykYWtDYwvn/OlhfnbLAurrbMyvHeMlkZIkSZL6VPvA7A/3LeUP9y3lpUfvxSdfchj7ThhTvcIkDRtNLW1cMusxzvvrHJatb6S+ruid2NZFSympJ7pr3P984KbM3DyA9UiSJEkaJtraXYp51ewl/OG+Jbxu+n589AWHMnnnUVWtTdLQtKW5ld/+7XHOu2Yui1dvpqEuGNVQR2OLq8e047pbSfYnoDki7gCuA64Fbs7MLQNRmCRJkqThof26jkvueIxL71zM20+ayvufdzDjdxpRtbokDR2PrdrERbct5JI7HmPNpmZG1D8VjtmcX32lu1vOrABGACcBnwSuBtZExA0R8R8RcXpEVPWffyLipRFxdUQsjojNEfFoRPwqIp7dxfiTIuL3EbGqHH9vRHwoIuq7eY6XRcR1EbE2IjZExG0R8bZt1PW2iLi9HL+2nP+yHX29kiRJ0lBW+T22LZMf3jSfZ33lL/zPXx5hU1NLdQuTNCi1tSXXPryMd864g1O+fi0/uP5R1m1uZlRDHc2t6eox9bnIbq7XjYgjgVOB04BTgN3LQ5VJTcBtPLXS7JbMbOqnWjvW9jXgY8BK4HKKUO8g4BUUK+TempkXtRv/SuBSYAtwCbAKeDlwKPDrzHxdJ89xNnBe+RyXULzeM4F9gW9m5kc7mXMO8BFgMfBrYCTwRmA34P2ZeX5PXt/eBx2ZI8/8ek+GSpIkSUNSXRTB2dhR9Xz4+Yfw5hP3Z1RDl/9+LalGrNnUxC9nPcZFty5i0apNNNQFlezCG1ZqRy2Z8cFsXDq300Vj3YZkTxsccThPhWanAnuUhyonaQRuBa7NzC9tb8E9qGNP4HFgOfCMzFzW7tjpwDXA/Mw8sNy3CzAXGA+cnJmzyv2jy7HPBs7KzIvbnWcq8BCwETguMxeU+ycAdwDTgJMy85Z2c04CbgbmAcdn5up257oTGAscVjlXdwzJJEmSVCsqYdmEMSP4xIsP47XH7ktDfXcXvUgaju5dvIYLb1nI7+55gsaWNhrqgvqARpMx9aHuQrJe/eTJzAcz8/uZ+cbM3As4HHgvxSqrpcBoigDtCztU8bbtT1H7be0DsrLGa4H1wOR2u88sH19cCcjKsVuAz5QP39vhOd4JjALObx9qlcHXV8uH/9phTuXxVyoBWTlnAfCd8nzv6NErlCRJkmpE5TLMtZub+filszn5a9dw5T1P0GafIWnY29LcyqV3LuaV59/EK86/md/c/TjNrW2MqA9a2tKATAOqu8b925SZD0fESorLEVdTXFY4oS8K24Y5FJc+PisiJmXmisqBiDgF2JniEsyKM8rtHzs51w3AJuCkiBiVmY09mPOHDmN68jx/AD5bjvl8J8clSZKkmlbJxJatb+Ts/7ub/a9+mC++/EhOPXQyEVHd4iT1qc4a8Y+oD5rLUKzNcExV0OuQLCIm89Qll6dRrCaD4s7O6yjCoOv7przOZeaqiPg48C3ggYi4nCKom0bRk+zPwL+0m3JouX2kk3O1RMR84EjgQODBHsxZEhEbgX0jYkxmboqIscA+wIbMXNJJ2XPK7SE9f6WSJElS7al0hFm0chNvn3EHh++5M//xqqM4fupu1S1M0g5pa0uun7OcC29ZyLUPFReFRfDkXSqlattmSFaGYqe1+zqscogimPodRSh2A/C3zByQv9mZ+d8RsQD4MfDudofmAjM6XIY5vtyu7eJ0lf279nLO2HLcpu18DkmSJEldqKwjeXDpel73/Vs4bv8JfPEVR3LUPuO7nSdpcOmsEX9duTi0NTEg06DRZUgWEd/hqVCssrb57xR3bLweuCEz7+vvArsSER+j6A12LnA+RU+0w4D/BH4eEc/MzI9Vq77tERHvAd4DMH7yXoyscj2SJEnSYHLnwtW87LybOPWQyXzu5UcwbfK4apckqRudNeIfVR/2GdOg1eXdLSOijeIfb+4Gvk8Rij3t0sNqiIjTgGuByzLzNR2OjaG4RHIv4ODMfDQi7gCmA9Mz885OzncfxeWWR2Tmg+W+5cAkYFJmruxkzgaKlWRj211uuYHicsudOxk/ieJunMsyc4+Oxzvy7paSJEnS0wVPrTB76dF78cmXHMa+E8ZUsyRJ7WxpbuWqe5fws1sWcM/itdTXBZlJfd1T/cakauru7pbbutwygGOArwDXR0RlBdnsPq6xt15Wbq/teKAMrG4HXk1R+6PAwxQh2SHAViFZRDQABwAt5diKhylCskOAWzrM2YsiIFucmZvK590YEY8D+0TEXp30JTu43A6KoFGSJEkaiiq/Ygdw1ewl/OG+Jbxu+n589AWHMnnnUdUsTappHRvxN9iIX0NQp8lZaS/gLOB/KXqPnQmcB/wtIlZGxOUR8f8i4tgY+FvNVH76Te7ieGV/U7m9pty+qJOxpwBjgJnt7my5rTkv7jBmR+ZIkiRJ6qX2v25fcsdjPPs//8qXr3yAtZubq1aTVGva2pJrH17GO2fcwSlfv5YfXP8o6zY3M6qhjpbWdOWYhpwuL7d82sCI3XnqrpanAkeUhxJYD9xM0avsemBWZrb2dbHtank9cAlFj7TjMvPxdsdeDFwFNAL7ZubKiNgFmAfsApycmbPKsaMpQqtnA2dl5sXtznMAxZ0uN5bPsaDcPwG4g+JOmidl5i3t5pxE8T7MA47PzNXl/qkUK9jGAodVztUdL7eUJEmSeq4uoC2Lu+S997RpvOeUAxkzcpv3KZO0HTprxF/JFszFNNh1d7llj0Oyp00semydVn6dQtHTq2JjZu6yXSfu2XPXAX8C/pEioLuMonH/4RSXYgbwocz8n3ZzXkVx04EtwMXAKuAVwKHl/tdnhzcjIt5PcWOAlRShXBPFirp9gW9m5kc7qe2bwIeBxeV5RwJvACYC78/M83vyGg3JJEmSpN6rhGVjR9Xz4ecfwptP3J9RDfXVLksaFjprxF8f2IhfQ0q/hGRbnSTicIrw6EPABCAzs19/EkXECOB9wBspVrWNoQi+bgfOzcyrO5lzMvBpipVjo4G5wI/L8Z2ufIuIlwMfBY6luDz1AeD8zPxpN7W9vaztCKANuAv4RmZe2dPXZ0gmSZIkbb9KWDZhzAg+8eLDeO2x+9JQ3123GUmd6aoRf0N90NRiOKahp89Dsog4jKdWkZ0K7F45VG63ZKa3mNkBhmSSJEnSjquEZXvsMorPvvQIXnL0XtTVDXRLZWno6diIf0R98d+NfcY01O3I3S2BJ1eKncZTl1Z2DMUagduA68qvre4GKUmSJEnV0Fb+Pr9sXSNn/9/d7H/1w3zx5Udy6qGTGfj7j0mDW1tbcv2c5Vx4y0KufWgZABFFr7/GlrYqVyf1vy5Dsoh4L0+tFKvcLbLyU6SJrUOxjneGlCRJkqRBo7L2ZdHKTbx9xh0cvufO/MerjuL4qbtVtS5pMOisEX9lwWVrYkCmmtHdSrLvtPtzE0Wvr+t4KhTb0n9lSZIkSVLfq4RlDy5dz+u+fwvH7T+BL77iSI7aZ3xV65KqobNG/KMagkZ7jalGdReSzQSupQjFbjYUkyRJkjTc3LlwNS877yZOPWQyn3v5EUybPK7aJUn9qqtG/CPqg+bWxEVjqmVdhmSZ+ZyBLESSJEmSqiGA6x9ZzvO+eT0vPXovPvmSw9h3gvch0/DSsRF/Q308GYwBtNmQX+pZ435JkiRJGq4q0UAAV81ewh/uW8Lrpu/HR19wKJN3HlXN0qQdYiN+qXe6a9x/yo6cODNv2JH5kiRJkjSQst32kjse49I7F/OOk6Zy9vMOZvxOI6pZmtQrNuKXtk93K8mu46mfE72V2zi3JEmSJA1KWf4W1JbJBTfN52e3LuTfTpvGu085kDEj/TVHg1enjfjrg0YvpZR6pCff4ecBjf1diCRJkiQNJm1lrtDc2sa3/zKHH9z4KB9+/iG8+cT9GdVQX93ipFJXjfhHNgRNLUlLtQuUhpBthWQB7AZcDPwkM+/s/5IkSZIkafCohGWbm1r50pUPcv41c/nEiw/jtcfuS0N9XXWLU83q2Ih/RIdG/E0trh6TeisyO/8PJyIOAt4BvAXYl+ISyvuAGcBFmbl8gGqsSXsfdGSOPPPr1S5DkiRJUgd1UQRne+wyis++9AhecvRe1FUaPkn9qNKI/6JbFnJNu0b8I+ptxC/11JIZH8zGpXM7/ReOLkOyJwdEBPB8isDslcBooBn4A/AT4MrMbO3TimVIJkmSJA1yQbGSYP+JY/jiy4/k1EMnU/z6JPWtzhrxV36Xt92Y1DvdhWTb7EmWxX95VwNXR8R44CyKwOwVwMuBFRHxc2BGZt7bd2VLkiRJ0uBVySYWrdzE22fcweF77sx/vOoojp+6W1Xr0vAxe/FafnbLAhvxSwNkmyvJupwYcTjwduDNwJ7Aiszco+9Kq22uJJMkSZKGpun7T+ALrziSo/YZX+1SNAR11Yi/vu6pfmOStt8OrSTrxhPA/HK7F8VqY0mSJEmqabMWruZl593EqYdM5nMvP4Jpk8dVuyQNAR0b8Td0aMTfZkAm9btehWRlf7IXUKwgeyUwCmgFrgB+2NfFSZIkSdJQFMD1jyzned+8npcevReffMlh7DthTLXL0iDTVSP+UQ024peqoUchWUQcQhGMvQXYm+J7fvs7XS7rp/okSZIkaciprPkJ4KrZS/jDfUt43fT9+OgLDmXyzqOqWZoGgc4a8VdukNqaGJBJVdJlSBYRuwBvpAjHTqD4/r4a+B7wk8y8cyAKlCRJkqShKtttL7njMS69czHvOGkqZz/vYMbvNKKapakKbMQvDW7drSRbSnE5ZRvwJ+DHwO8ys2kgCpMkSZKk4aJyv7S2TC64aT4/u3Uh/3baNN59yoGMGbkjraI12HXViL/Sb6yl2gVKelJ3341HU/yDxz1AC/BW4K1FW7Jtysx85Y6XJ0mSJEnDR1sZljW3tvHtv8zhBzc+yoeffwhvPnF/RjXUV7c49amOjfhH2IhfGvS29U8WARxbfvWG/7VLkiRJUhcqYdnmpla+dOWDnH/NXD7x4sN47bH70lBfV93itN1sxC8Nbd2FZO8YsCokSZIkqQZVwrK1m5v5+KWz+dafH+GzLz2Clxy9F3V1PbqKR4PA8vWNXH7341x460Ib8UtDWJchWWb+dCALkSRJkqRaVQnLlq1r5Oz/u5v9r36YL778SE49dDI9bHmjfpSZrG9sYeWGJlZuaGTFhiZWbGjkgSXruO3RlcxbvhHARvzSEGeHSEmSJEkaJCrRyqKVm3j7jDs4fM+d+Y9XHcXxU3eral3DUWNLK6s2NrGyDLxWlAHYyo3F48r+5esbWbWpiZZOgq/KarER9UECLTbil4Y0QzJJkiRJGmQqccyDS9fzuu/fwvT9J/CFVxzJUfuMr2pdg1lbW7Jmc/OTK71Wbmx8auXXxjIA29DE8vWNrNjYyMbG1k7PExR9xKBY4VcfUFcXjGqog0xaM6lcPVlZAWgTfml46DIki4ivAl/LzLXbe/KIGA98PDM/tb3nkCRJkqRaN2vhal523k2ceshkPvfyI5g2eVy1SxoQm5panlzRtbIMvlZ0eLx8fbFvzaamJ0OrjurahV4RUB/ByIY6AmjLfPKOk1AElNnuPK0Jra2J96eThr/I7Pw/9IhoBdYA5wI/ycxFPT5pxBTgncD7gfGZ6Yq1Xtr7oCNz5Jlfr3YZkiRJkgaJ4KmY5qVH78WnXno4++y6UzVL6rXm1jZWb2zaaqXXivISx5XtL3Hc0MiqDU1s6aLhfSX0yizek/oI6uqgLoLMpKUtuwzMJNW2JTM+mI1L53Z6G+HuwquTKQKyzwOfjYjrgL8CtwAPAiszsyUiGoCJwBHAs4F/BE4B6oDbgQ/00euQJEmSpJpVyXwCuGr2Ev5w3xJeP30/PvKCQ5m886jq1JTJui0tT/byevJSx3Yh2PINjaxY38iKDY2s29J5x66OlzjWlZc4jmyoA5K2Nmhpl3p1DMBaM2ltBVd7SdoR3d3d8lbgWRHxT8CHgDOA09uPiYhGoP1348ptV24F/iczL+nTaiVJkiSpxmW77cV3PMav71zMO06aytnPO5jxO43Y4fNvaW592squrR5vbHoy9Fq1sWmr8Kq9jqu9GuqeusQxs1hV1v61tL/IqS0rfb4MvSQNnG1eBpmZvwB+ERHTgVcBpwHPBMYAo8thG4G7gGuByzPzb31fqiRJkiSpohIqtWVywU3z+dmtC3nnyVM5/bA9eMa+4xk9oh6A1rZkzaamre7a+NRdHJ/68/Iy+NrU1H1D+0qg1bGhfUsmre2ujuyYnbW05dN3StIg0uNeYZk5C5hVeRwRY4DxwJrM3NwPtUmSJEmStqGSOzW3tvG96x/le9c/Sn0Ee08YzYYtLazd3GxDe0nqge1uqJ+Zm4BNfViLJEmSJGk7tQ/C6gIeX72ZiKChLogI2jJp7dDQvv2fM6ElXe0lqXZ510lJkiRJGmaaK0FXJsXFkwZfkrQtnd7yUpIkSZIkSaolhmSSJEmSJEmqeYZkkiRJkiRJqnmGZJIkSZIkSap5hmSSJEmSJEmqeYZkkiRJkiRJqnk9Dski4vD+LESSJEmSJEmqlt6sJLsvIv4SEa+OCFegSZIkSZIkadjoTdi1DDgD+DWwMCI+ExF79E9ZkiRJkiRJ0sDpTUi2H/BPwM3APsAXKcKy/4uI5/RHcZIkSZIkSdJA6HFIlpktmXlxZp4CPAP4AdAEvAG4PiLujYh/iYix/VSrJEmSJEmS1C+2q7dYZt6Xme+lWFH2AeAh4Cjgu8DjEfE/EXFY35UpSZIkSZIk9Z8dasCfmesz83yKgOxrQAC7AO8H7o+IKyPiqB0vU5IkSZIkSeo/OxSSRcSuEfFh4GHgY+Xuh4HvAMuBlwCzIuKFO1SlJEmSJEmS1I+2KySLiOkR8WPgceAbwIHA74EXZebhmfl+ikb/HwEagC/3Ub2SJEmSJElSn2vo6cCIGAWcBbwXmE5xaeVa4PvAdzLz0fbjM7MZ+HZE/CNwep9VLEmSJEmSJPWxHodkFKvGJlCEYw8A5wM/y8xN25i3BBi1feVJkiRJkiRJ/a83IdkE4HfAeZl5TS/mfR24sFdVSZIkSZIkSQOoNyHZgZm5sLdPkJmPAI/0dp4kSZIkSZI0UHrcuH97AjJJkiRJkiRpKNiuu1tKkiRJkiRJw0lv7m7Z2sOhzcAKYBYwIzMv3466JEmSJEmSpAHTm5Vk0cOvkcDewCuASyPiJ31ZsCRJkiRJktTXetOTrA44B9hAccfKZ1Lc8XI88A/A14D1wLeAKcDbgOXAWyPin/q0akmSJEmSJKkP9eZyy3cAHwJOycxbOxyeDXwyIi4HbgQezMwfRcQcYCbwduAXfVGwJEmSJEmS1Nd6c7nl+4AbOwnInpSZt1GEZP9WPr4VuBs4ZkeKlCRJkiRJkvpTb0Kyw4ClPRi3FDi03eNHgV16U5QkSZIkSZI0kHoTkjVS9CHblmeWYytGUvQqkyRJkiRJkgal3oRkNwGHRcTnuhoQEZ8BDqe45LLiAGDJ9pUnSZIkSZIk9b8eN+4HPgc8H/h8RJwFXAIsBBLYH3g9xSWZW4AvAETEFOAo4Lt9V7IkSZIkSZLUt3ockmXmPRHxMuAiip5jn+0wJIC/A2/JzL+V+zZTBGsP7XipkiRJkiRJUv/ozUoyMvOaiJgGnAmcCuxTHnoCuAH4VWZuajd+OfDXPqpVkiRJkiRJ6hc9Dski4hVAc2b+Abiw/JIkSZIkSZKGvN407r8M+FA/1SFJkiRJkiRVTW9CslXAiv4qRJIkSZIkSaqW3oRkt1PcqVKSJEmSJEkaVnoTkn0NODIi/rm/ipEkSZIkSZKqoVd3twS+D/wgIs6k6FG2ENjc2cDMvGEHa5MkSZIkSZIGRG9CsuuABAJ4IfCCbsZmL88tSZIkSZIkVU1vgqwbKMIvSZIkSZIkaVjpcUiWmaf1Yx2SJEmSJElS1fSmcb8kSZIkSZI0LG1337CIGAlMBBozc1XflSRJkiRJkiQNrF6vJIuIt0bEHcBGYDFwTrtjr46IX0TEAX1Y47bqeV5EXBYRSyOiMSKeiIg/RcRLOhl7UkT8PiJWRcTmiLg3Ij4UEfXdnP9lEXFdRKyNiA0RcVtEvG0bNb0tIm4vx68t57+sL16vJEmSJEmS+l6vQrKImAH8BDgO2Exxp8v2HgbeCJzZF8X1oJ6vA38BpgO/A74JXAVMBk7rMPaVFDcfOAW4DDgfGAl8G7i4i/OfDVwBHAVcBFwA7A3MiIhzuphzDjAD2KscfxFwNHBFeT5JkiRJkiQNMpHZsxtWlqunfgL8DXgXcDfQCszIzHe2G7cQmJeZZ/R5tVvX827gB8BPgfdkZlOH4yMys7n88y7AXGA8cHJmzir3jwauAZ4NnJWZF7ebPxV4iGLF3HGZuaDcPwG4A5gGnJSZt7SbcxJwMzAPOD4zV7c7153AWOCwyrm6s/dBR+bIM7/eq/dEkiRJkiRJXVsy44PZuHRup4vGerOS7N3AeuDlmXlXdp2uzQam9q7E3omIUcBXgEV0EpABVAKy0pkUq8surgRk5ZgtwGfKh+/tcIp3AqOA89uHWmXw9dXy4b92mFN5/JVKQFbOWQB8pzzfO7b9CiVJkiRJkjSQehOSHQ3cmpmPb2PcGmDP7a6oZ55PEXr9BmiLiJdGxMcj4oMR8exOxldWtf2xk2M3AJuAk8rwrSdz/tBhzI7MkSRJkiRJUpX15u6WI4ANPRi3O9C8zVE75vhyu4Xiss+j2h+MiBuAMzNzebnr0HL7SMcTZWZLRMwHjgQOBB7swZwlEbER2DcixmTmpogYC+wDbMjMJZ3UPKfcHtKTFyhJkiRJkqSB05uVZIvoEEZ1VN4l8kiKnlz9afdy++9AAs8FdgaeAVxN0Zz/V+3Gjy+3a7s4X2X/rtsxZ3yHbW+eYysR8Z6ImBURszatW93VMEmSJEmSJPWx3oRkfwIOiog3dzPmXyju6njVDlW1bZW6W4BXZOZNmbkhM2cDrwYWA6d2cenloJWZP8jM6Zk5fcwuE6pdjiRJkiRJUs3oTUj2DYrG/T+OiK9GxLHl/tERcXhEfA74FrASOK+P6+xoTbm9u+OdIjNzE0WgB/Cscttx1VdHlf1r2u3r6Zy1Hba9eQ5JkiRJkiQNAj0OyTJzMcUqrQ3Ax4E7KC51fANwH/AFih5hZ2bmsj6vdGsPl9s1XRyvXKu4U4fxT+sHFhENwAEUq9Ie7eQ5OpuzFzAWWFyGcmTmRuBxYFx5vKODy+3TepxJkiRJkiSpunqzkozMvBY4AjgHuB/YDDRR9CA7DzgqM6/v6yI78VeKgO6IiOjsNVR6p80vt9eU2xd1MvYUYAwwMzMb2+3vbs6LO4zZkTmSJEmSJEmqsl6FZACZuTQzP56Zz8jMcZm5U2YekpkfLFeb9bvMXAhcAUwBPtj+WES8AHghxSqzP5a7fw2sAN4YEdPbjR0NfLl8+L0OT/MToBE4OyKmtpszAfhU+fD7HeZUHn+6HFeZMxV4X3m+n/TsVUqSJEmSJGmgNFS7gB3wPuAY4FsR8VLgborLJl8FtALvysy1AJm5LiLeTRGWXRcRFwOrgFcAh5b7L2l/8sycHxH/DpwLzIqISyhWzZ0J7At8MzNv6TBnZkR8C/gwcG9E/BoYSXFJ6m7A+zv2UJMkSZIkSVL1DdmQLDMXR8RxwOcowq5TgHUUK8z+MzNv7zD+8og4Ffg08FpgNDCXItA6NzOzk+c4LyIWAB8F3kqx8u4B4DOZ+dMu6vpIRMymCPHeA7QBdwHfyMwrd/iFS5IkSZIkqc9FJ9lQ14MjdqEIf54H7E0RNHUmM3PajpdXu/Y+6MgceebXq12GJEmSJEnSsLFkxgezcencTtuP9XglWUTsB9wI7AfENob3PHmTJEmSJEmSqqw3l1t+laJR/l3A14CHKC5vlCRJkiRJkoa03oRkLwCWAqdn5vp+qkeSJEmSJEkacJ1eg9mFXYBbDMgkSZIkSZI03PQmJFsAjOinOiRJkiRJkqSq6U1IdhFwakRM7K9iJEmSJEmSpGroTUj2NeB24PcRcUQ/1SNJkiRJkiQNuN407r+a4nLL44F7I2IRsAho62RsZubz+qA+SZIkSZIkqd/1JiQ7rd2f64Cp5VdncvvKkSRJkiRJkgZeb0Ky0/utCkmSJEmSJKmKehySZeb1/VmIJEmSJEmSVC29adwvSZIkSZIkDUtdhmQRMSUiduvtCSPimRHxih0rS5IkSZIkSRo43a0kmw98o7MDEXFXRHy+i3kfBC7b0cIkSZIkSZKkgdJdSBblV2eeCezf59VIkiRJkiRJVWBPMkmSJEmSJNU8QzJJkiRJkiTVPEMySZIkSZIk1TxDMkmSJEmSJNU8QzJJkiRJkiTVvIZtHB8XEVN6eWzcDtYkSZIkSZIkDahthWSvLb86ym6OSZIkSZIkSUPKtkKy2M7z5nbOkyRJkiRJkgZclyFZZtqvTJIkSZIkSTXBIEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTWvxyFZRBwZEZ+LiGO6GXNsOeawvilPkiRJkiRJ6n+9WUn2b8BngeXdjFkGfA54744UJUmSJEmSJA2k3oRkpwP3ZObirgaUx/4GnLGDdUmSJEmSJEkDpjch2T7Aoz0YNx/Yd/vKkSRJkiRJkgZeb0Ky+h6OD2DU9pUjSZIkSZIkDbzehGQLgRMioss55bETgMd2tDBJkiRJkiRpoPQmJPsTsDfw8W7GfIzissw/7UhRkiRJkiRJ0kBq6MXYbwHvBL4cEUcBPwIeKo8dCrwLeCOwHvhmXxYpSZIkSZIk9aceh2SZuTgiXg/8GjiLIhBrL4ANwBsyc2HflShJkiRJkiT1r95cbklmXg0cCZwLPAI0AlvKP58LHJWZf+zrIiVJkiRJkqT+1JvLLQHIzMeAD/V9KZIkSZIkSVJ19GolmSRJkiRJkjQcGZJJkiRJkiSp5nV5uWVE/BhI4FOZ+ffycU9lZv7zDlcnSZIkSZIkDYDuepK9nSIk+xrw9/JxTyVgSCZJkiRJkqQhobuQ7B3ldkmHx5IkSZIkSdKw0mVIlpk/7e6xJEmSJEmSNFz0uHF/RHwgIt7Vn8VIkiRJkiRJ1dCbu1t+C3hlfxUiSZIkSZIkVUtvQrLlwPr+KkSSJEmSJEmqlt6EZDcBx/dXIZIkSZIkSVK19CYk+w9g34j4YkREfxUkSZIkSZIkDbQu727ZiWOAC4HPAGdGxG+BhcDmzgZn5s92vDxJkiRJkiSp//UmJJsBJBDA4cBh2xhvSCZJkiRJkqQhoTch2c8oQjJJkiRJkiRpWOlxSJaZb+/HOiRJkiRJkqSq6U3jfkmSJEmSJGlY6nFIFhGPRsTXejDuPyNi3o6VJUmSJEmSJA2c3qwkmwpM7sG4SeVYSZIkSZIkaUjoj8stdwJa+uG8kiRJkiRJUr/o05AsIsYDJwNL+/K8kiRJkiRJUn/q9u6WEfFoh11nRsRp3Zxrj3L7ox2uTJIkSZIkSRog3YZkbN1bLIFx5VdXmoDLgY/vUFWSJEmSJEnSANpWSHZAuQ3gUeDXwL93MbYJWJ6Z9iOTJEmSJEnSkNJtSJaZCyt/joifAje23ydJkiRJkiQNB9taSfakzHxHfxYiSZIkSZIkVUuP724ZEftFxFsj4tBuxhxajtm3b8qTJEmSJEmS+l+PQzLgA8BPejBuBvC+7apGkiRJkiRJqoLehGQvAO7PzIe7GlAeux944Y4WJkmSJEmSJA2U3oRk+wFzezBuLjBl+8qRJEmSJEmSBl5vQrLRQFMPxjUBY7evHEmSJEmSJGng9SYkexw4rgfjjgWWbl85kiRJkiRJ0sDrTUh2LXBgRLy9qwER8TZgGnDNDta1XSLizRGR5de7uhjzsoi4LiLWRsSGiLitrLu7874tIm4vx68t57+sm/H1EfH/IuLeiNgcEasi4vcRcdKOvkZJkiRJkiT1vd6EZN8CmoEfRMRXIuLAyoGIOCAivgL8oBzzrb4tc9siYj/gfGBDN2POBq4AjgIuAi4A9gZmRMQ5Xcw5h+KOnXuV4y8CjgauKM/XcXwAF1O8ByPLmi4DTgFuiIhXbt8rlCRJkiRJUn+JzOz54Ii3Aj8E6stdLeW2ody2Ae/OzBl9VWAP6wrgz8ABwG+Aj5Z1/LDdmKnAQ8BG4LjMXFDunwDcQbEC7qTMvKXdnJOAm4F5wPGZubrdue6k6L12WOVc5bGzgF8AM4HnZeaWcv/xwE3AWmBaZq7v7jXtfdCROfLMr2/X+yFJkiRJkqSnWzLjg9m4dG6ni8Z6s5KMzPwZcBLFaqzNwIjya3O576SBDshKHwDOAN5BEYJ15p3AKOD89qFWGXx9tXz4rx3mVB5/pRKQlXMWAN8pz/eODnPeW24/UwnIyjl3AJcAk4Eze/KiJEmSJEmSNDB6FZIBZOaszHwVsAuwJ7AHsEtmvqoMggZURBwO/BfwP5l5QzdDzyi3f+zk2B86jNmuORExmiJE3ATc2IvnkSRJkiRJUhU1bHtI5zKzDVjWh7X0WkQ0ABcCi4BPbWP4oeX2kY4HMnNJRGwE9o2IMZm5KSLGAvsAGzJzSSfnm1NuD2m3bxrFpaiPZmbL06d0OkeSJEmSJElVtl0hWUQcCTyb4tLB+zPzd+X+OqAhM5v6rsRufQ44BnhOZm7extjx5XZtF8fXUvQYG0+xEqwn4wF27eVzdJwjSZIkSZKkKuvV5ZYRMSUirgHuBf4X+DLwqnZD3gVsjojn9VmFXddyAsXqsW+2b7Y/lEXEeyJiVkTM2rRu9bYnSJIkSZIkqU/0OCSLiEnADcBpwH3A94DoMOxXFHe4fGUf1ddVLQ3AzygunfxsD6dVVnGN7+J4x1VgPR2/ZjueY01nBzPzB5k5PTOnj9llQhenkCRJkiRJUl/rzUqyTwJTgK8Bz8zMszsOKO8AeS/wnL4pr0vjKPp6HQ5siYisfAGfL8dcUO777/Lxw+X2af3AImIvikstF2fmJoDM3Ag8Dowrj3d0cLlt3+NsHtAKHFgGeT2ZI0mSJEmSpCrrTU+ylwPzgU9lZnYz7lHguTtU1bY1Aj/q4tixFH3KbqIIxiqXYl4DnAy8qN2+ihe3G9PeNcBbyjk/2daczNwSETMpXv9zgWt7+DySJEmSJEmqot6sJNsPuGsbARlAC9Cv1wpm5ubMfFdnX8DvymE/LfddUj7+CUW4dnZETK2cKyIm8NSdMb/f4akqjz9djqvMmQq8rzxfx/Dse+X2yxExut2c44E3AMuBS3v9oiVJkiRJktRverOSbDM9uyvjVLrouVVNmTk/Iv4dOBeYFRGXAE3AmcC+dHIDgMycGRHfAj4M3BsRvwZGUoRduwHvz8wFHZ7qYuA15XnvjogrgInlnHrg3Zm5rp9epiRJkiRJkrZDb0Ky+4DjImJ8Zq7tbEBE7AP8A3B9XxTX1zLzvIhYAHwUeCvFSroHgM9k5k+7mPORiJhNsXLsPRQ3JrgL+EZmXtnJ+IyIs4CZwDuB9wNbKG568OXMnNnnL0ySJEmSJEk7pDch2S+A7wL/GxFvzcym9gcjoo5ildYo4KK+K7F3MvMLwBe6OX4FcEUvzzkDmNGL8S3At8svSZIkSZIkDXK96Un2Q+Bm4PXAgxFxbrn/qIj4GvAg8GqKVWS/6NMqJUmSJEmSpH7U45VkmdkSES8BLqAIys4uD00vvwAuB97Wg+b+kiRJkiRJ0qDRm8stycz1wBsj4ovAi4EDKZrRPwb8ITPv7vsSJUmSJEmSpP7Vq5CsIjMfpLi8UpIkSZIkSRryetOTTJIkSZIkSRqWDMkkSZIkSZJU87q83DIiWnfgvJmZ23UppyRJkiRJkjTQuguyYgfOuyNzJUmSJEmSpAHVZUiWmV6KKUmSJEmSpJpgECZJkiRJkqSaZ0gmSZIkSZKkmtdlSBYRp0TEIb09YUT8Y0R8YMfKkiRJkiRJkgZOdyvJrgM+3tmBiFgVEed1Me9NwLd3sC5JkiRJkiRpwGzrcsuu7lK5KzC2b0uRJEmSJEmSqsOeZJIkSZIkSap5hmSSJEmSJEmqeYZkkiRJkiRJqnmGZJIkSZIkSap5hmSSJEmSJEmqeQ3bOL5nRJzSy2N77mBNkiRJkiRJ0oDaVkj2wvKro+zmmCRJkiRJkjSkdBeSLaIIwyRJkiRJkqRhrcuQLDOnDmAdkiRJkiRJUtXYuF+SJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNc+QTJIkSZIkSTXPkEySJEmSJEk1z5BMkiRJkiRJNW/IhmQRMTEi3hURl0XE3IjYHBFrI+KmiPjniOj0tUXESRHx+4hYVc65NyI+FBH13TzXyyLiuvL8GyLitoh42zbqe1tE3F6OX1vOf9mOvm5JkiRJkiT1vSEbkgGvAy4ATgBuA/4buBQ4Cvgh8MuIiPYTIuKVwA3AKcBlwPnASODbwMWdPUlEnA1cUZ73ovI59wZmRMQ5Xcw5B5gB7FWOvwg4GriiPJ8kSZIkSZIGkcjMatewXSLiDGAscFVmtrXbvydwO7AfcGZmXlru3wWYC4wHTs7MWeX+0cA1wLOBszLz4nbnmgo8BGwEjsvMBeX+CcAdwDTgpMy8pd2ck4CbgXnA8Zm5ut257ixrPqxyrq7sfdCROfLMr2/HOyNJkiRJkqTOLJnxwWxcOrfTRWNDdiVZZl6TmVe0D8jK/UuB75cPT2t36ExgMnBxJSArx28BPlM+fG+Hp3knMAo4v32oVQZfXy0f/muHOZXHX6kEZOWcBcB3yvO9Y9uvUJIkSZIkSQNlyIZk29Bcblva7Tuj3P6xk/E3AJuAkyJiVA/n/KHDmB2ZI0mSJEmSpCoadiFZRDQAby0ftg+qDi23j3Sck5ktwHygATiwh3OWUFyGuW9EjCmfeyywD7ChPN7RnHJ7SI9ejCRJkiRJkgbEsAvJgP+iaLL/+8z8U7v948vt2i7mVfbvuh1zxnfY9uY5nhQR74mIWRExa9O61Z0NkSRJkiRJUj8YViFZRHwA+AhFs/23VLmcXsvMH2Tm9MycPmaXCdUuR5IkSZIkqWYMm5AsIs4G/gd4ADg9M1d1GNJx1VdHlf1rtmPO2g7b3jyHJEmSJEmSqmxYhGQR8SHgPOA+ioBsaSfDHi63T+sHVvYxO4Ci0f+jPZyzFzAWWJyZmwAycyPwODCuPN7RweX2aT3OJEmSJEmSVD1DPiSLiI8D3wb+RhGQLeti6DXl9kWdHDsFGAPMzMzGHs55cYcxOzJHkiRJkiRJVTSkQ7KI+CxFo/47gedl5opuhv8aWAG8MSKmtzvHaODL5cPvdZjzE6ARODsiprabMwH4VPnw+x3mVB5/uhxXmTMVeF95vp9s67VJkiRJkiRp4DRUu4DtFRFvA/4DaAVuBD4QER2HLcjMGQCZuS4i3k0Rll0XERcDq4BXAIeW+y9pPzkz50fEvwPnArMi4hKgCTgT2Bf4Zmbe0mHOzIj4FvBh4N6I+DUwEngDsBvw/sxc0CdvgiRJkiRJkvrEkA3JKHqIAdQDH+pizPXAjMqDzLw8Ik4FPg28FhgNzKUItM7NzOx4gsw8LyIWAB8F3kqx+u4B4DOZ+dPOnjQzPxIRsylWjr0HaAPuAr6RmVf26lVKkiRJkiSp30UnuZAGgb0POjJHnvn1apchSZIkSZI0bCyZ8cFsXDq30/ZjQ7onmSRJkiRJktQXDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMySRJkiRJklTzDMkkSZIkSZJU8wzJJEmSJEmSVPMMyfpJROwbET+OiCciojEiFkTEf0fEhGrXJkmSJEmSpK01VLuA4SgipgEzgd2B3wIPAc8CPgi8KCJOzsyVVSxRkiRJkiRJ7biSrH98lyIg+0BmviozP5GZZwDfBg4FvlLV6iRJkiRJkrQVQ7I+Vq4iewGwAPhOh8OfBzYCb4mIsQNcmiRJkiRJkrpgSNb3Ti+3V2dmW/sDmbkeuBkYA5w40IVJkiRJkiSpc4Zkfe/QcvtIF8fnlNtDBqAWSZIkSZIk9YAhWd8bX27XdnG8sn/X/i9FkiRJkiRJPeHdLQeRiHgP8J7yQcuIH5/duq05bY2b6upGjWnb1rjeGCrn7K/ztm1eX1+3087bfO97fd4h8r4OxP9XffUeD6m/V4PknD157wdLrdU6b1+ds/17XYuvfyDO29U5d+R7zHB4/QN9Xr+vVOec0D+fWWr9fe3JObfnfR8qr7+/zrsj5+zq/a6V1z/Q5/Uze/Vq7e37Pdxe/0Ces2X1kpFdHsxMv/rwC/gGkMBHujh+fnn8vds4z6wePt8P+uE1DIlz9mOtPXrvB0mtQ+KcHc/bV+/xEPt7NSjO2ZP3frDUOpTe122917X4+qtZ6458jxkOr3+gz+v3larW2uefWWr9fe3JObfnfR8qr38w1trV+10rr7+atfqZfWDP29v3e7i9/oE8Z3fvtZdb9r2Hy21XPccOLrdd9SzrrSv66DxD8Zz9ed7+MFTe16H0/1Wt11rrr7+/zjtUztlf5631Wmv99ffXeYfKOfvrvLX+eaW/zjtUztlf5631Wmv99ffXeYfKOfvrvLVea62/fqJM0dRHImIaMBdYAEzLdne4jIidgSVAALtn5sZuzjMrM6f3c7nqhO99//M9rh7f+4Hje109vvcDy/e7enzvq8P3fWD5fleP7/3A8v0eON29164k62OZOQ+4GpgKvK/D4S8CY4ELuwvISj/o++rUQ773/c/3uHp87weO73X1+N4PLN/v6vG9rw7f94Hl+109vvcDy/d74HT5XruSrB+Uq8lmArsDvwUeBE4ATqe4zPKkzFxZvQolSZIkSZLUniFZP4mI/YD/AF4ETKS4zPIy4IuZubqatUmSJEmSJGlrXm7ZTzLzscx8R2bulZkjM3P/zPyQAdnQFRFvj4iMiLdXuxZJkoYKf35KkqShwpBsAJQfDF2yN0Aq73c3X2+vdo1DWbv3sa28tLircdf6nveviPh0u/f40GrXM1z4d3zw8Odndfn+Dwy/lw+8iKiPiHdHxPURsSoimiNiWUTcGxE/jIhXVLvG4SoipkfETyLi0YjYHBHrImJ2RHwjIvbZwXMbyJfafU9ZGBGjuxizoBzTMND1DTed/L7ZGBHLI+Ku8nvKiyOivtp1qmf8D0LD2Re72P+3gSximGqh+P7xz8CnOh6MiIOB09qNUx+LiADeBSTFHXPfDXy0qkUNL/4dl9Tv/F4+8MpfVK+kaImyBrgKWAyMBI4E/gk4DPhdlUoclsq/6/8FfIziZ+efgV9RvO8nUfy9/7eIeFtm/rpqhQ4/U4APUbz36n+V3z/rgV0pvqe8heLz5KyIeFNmPlKl2tRDfrDXsJWZX6h2DcPY3yn67L0jIj6XmS0djr+r3F4BvHpAK6sdL6C4i+4Mig/6b4uIT2VmUzWLGkb8Oy5pIPi9fOCdRfFe3wOcmplr2x+MiDEUN9xS3/osRUC2AHhZZt7f/mBEvBa4CLg4Ip6fmdcOfInDzmqKAP4TEfHDzFxR7YKGu85+/4yIPYDzgNcBf4mI6Zm5bKBrU895uWUVlUuCL+2w3PjmiHhzF+OvqyyJjYhPRcSccinnYxHxtYgYOdCvYaiLiN0i4j8j4sHy/4O1EfHXiHjBNua9NCJmRsTGiFgdEb8uV5bUkguAPYGXtd8ZESOAt1Pc4fWBziZGxHER8T8RcU95mcOW8u/zNyNiQifjn1w+HxEvKv9bWFvjlwG9u9xeAPwcmEQnYU1EfKF8706LiLdFxN3l3/VlEfHjiNizkzmV7zUjI+JzEfFw+b1mRr++osFnQP6OR8S/lO/357s4155RXAo0uy9e1FBX/l3OiPhCF8cXRMSCDvvafw85vfw7vr78uXtVRBw+ELUPB9vz/qtbPf1ePqN836d2cqzL/0/+f3t3HmZHVeZx/PuGKAHGSRCQxbAEeUAWFRgHB4zYbEJGdtnCYkJYdRRQRhAlDxEQHYRB1iBCiDBAQEKMCITIEpBNIKIMqFEgkUEIICFIIBBI3vnjPWUXlbqd7ttLpW/9Ps9TT/U9depW1em6tZw65y0z+1czm57b3+8ws23z54ae3Jh+Yrs0nlisIANw9zfLKmjMbKRFN/v56Zj+BzM71cxWLMnr6Tizjpldnc65C81sppkd3AvbtFxL++1Y4B1gz2IFGYC7Twa+RrTAGW9mAwrfcWC6Rs/OqXPM7Doz+2SaPgO4MmW/0t7b9W2DXtu45dubwBnAYKD0GqMRMzvAzO5N19sLLbrEnpLf381sUPo9vGQNumya2fj0P9i9bHoduPuLwEHADGBdynsodPmedFm/CWmeKsmqNR5YH7gX+CEwKX2+2szO6GC+a4GvAr9K37GQeDLzo95c2VZjZusDM4FvAi8DlwLXA5sC08zsqAaz7gv8jGiafz7wIPAF4CGrVyyR64A3aG9Rk9kT+BBxwd/IUcTJYhZxQTOeaLXzdeB+M/tAg/n2I7pIvE77/6t2LJ5I7Qn8yd0fIFogABzdwWxfI8rsd8TxZhZwOPCAma3RYJ7JwJeJyqAfAnWrpOmrffwa4O/AEVYer2IM0fJbx/ju2x2YTpT3pcR59N+Be8xs9SpXTOqnyWN5V75/e2If3wG4FbiIuGa8G9imJ5bRT72Sxht3dgYzm0Bcf29EnBsvBuYRFRDTGlQQrEqcPz9GnAeuAjYErjGzbzS99v3T4cR5bIq7d3QtcTlxrtwE+CxEN02Lh3STgI8DNwHnEfv2Z2h/kDURmJr+nkp0e8uG+T22Jf3PxcDTwDHWyQf6ZnYW7fdE1xLHDgPOAm631DDD3d9K+dYARpR8z4rAgUTr/Gnd3pJ+zN2XAGemjyPNzLJpXb0n7cJvQprl7hp6eSCauXpJ+kdK0t4P3Ek8aflwYdqM9F0zgQ/m0lcBngIWA2tVvb1VD1l5A+NKhtGF8lwCHFSYfwgRt2whsGYufXTuu3cvzHN8Sr+z6u3vo/J9Lv19ORFXYmhu+jTgNWBl4mTg+XJPedYHVij57iNS/pML6VnZLwF2q7oMqh6Ik6gDp+TSHk3ls1Eh77iUdxGwVWHaeWnaFYX07FjzOLB61dtbQflWsY9f1ODYYsAzRGXd4KrLpqL/hRfS2rJjfIN55gBzCmnZMeRdYKfCtO+laSdVvb3L29AL5T+66m1anoYuHssnprwblHzPUv8T4kH4n1P6iEL+Y2m/nmmruhwqKPet0jlxCXA18fBz/Q7yZ/vvTcBKhWnZOfb4QnpWvjcAA3Lpw4jKtUXAhlWXRR+W+Z2pPI7qRN5rUt5T0+ej0+eHi+dBotXZ2iX/q9FVb3PVA++9ltkv24cLeeak9IG5tG1T2rPk7iuJSs6b07RvleS/sWQd9k/Tzq26PPqovH0ZeVYk7vEdGJZLn0HX7kk7/ZvQ0NyglmQVcvenS9IWETX+A4GdGsx6srvPy83zBnFCGQCoeWW700qG0QBm9gniCdVkd5+Un8nd56e8g4gWYkV3ufsvCmkXEU9pdkxPA+rix8TBeAz840nILsA17v5mo5nc/S/uvrhk0gSihceuDWad6u61fhKVnjwdSZxMr8pNmkh70OcyV7v7Y4W0cURlz8Fl3UWAsa74FX21j49P42MK6Z8jbqqu95JuQdJlk9z9zkLaZWlc55Y10se6cSzvrO2IVk93u/tthWmXAbUNHJ3OhYcSrVsOJVqGzTGzV8xsipntUZjleKKCfYy7LyxMO4NomXZIyaIWE9fsS3LLng1cALyPCOZdF2un8f91Im+WZ500/moaH1M8D7r7Ynd/oQfWr6V5vAjhQWAfMxu+jOxj0vhMd5+b+453gROJY9aRufQHiePJHmb2wcJ3jUrjn3Rj9VuGu79Ne0vWNaDpe1L9JnqZAvdXyMzWA04mKsPWA1YqZGn0GuRHS9KyE8pS8Zzqyt2tg8nbpvHgBnFVsu5nZXFq7ilZ1mIzuw/4CPGE8i9dWNV+y91/bREnaYyZnUmcNAfQcTe0LKbTMUR3tM2IWAn5SvtG+/7D3V7p/m9HYj+73d3/mku/FjgXGG1mp7r7O4X5yvbb18zst8TJeVOWfvNr7cu7r/Zxd3/SzO4FRpjZuu6eHdOzbleXdntjBHT+lOVHs8fyztoqje8rTnD3JWb2AF3obthq3P0GM5tCdEUdTpTXcGBvYG8zu4p4sLoS8Angb8AJuR5SeW9Tfr34bKoUK5pB3PhuVTJNcsxsFWAL4MWSB33SNScS3X/PAf6tg3xbp/FdxQnu/iczew4YZmaDcxU0PwG+S1zzXAL/6E6+K/CYuz/eM5vQErKDiKdxl+5J9ZvoG6okq4iZbUjcgK5K9B+eTrToWEy85WgU0SRzKalWuSh781pZPBtZ2mppvEsaGvmnkrQXG+TNnrYMbnal+qkfE09FRxAxJ2Z24qB9PRGY+BkibsRc4iIT4jXVpfs+7WVcZ1mlycR8orvPM7ObiSdNewHF16c3s9+qvENf7eOXANsTFXGnWbxUYU/gt+5e+wrLHjK/mODu76YbX50/pS81eyzvrOyY3ujY3yi9NlIF5PQ0kGJCfoFo8ftFYArwCHFTuwZdDHyOrhfz5hI3+et2Im+W53miuxnAX8uzSme5+4NmdiOwn5kd6O6N4vpm+2Wj1kgvEI07hhD3rhCtYc8g7l8vSWmHEHUNakWWmNkgIGtt93Iad/WedEga6zfRi9TdsjpfJ34UR7h7m7sf5+5jPV4be3u1q1YL2UH9eHe3DobDS+Zds8F3Zm8JrFuXqKuJvvKXEq1jLusoc3rjyj7AHcAm7n64u5+S9v3Tibh8jXgH01peCrC/d/p4XeHNTU57U+yyoM9d3m/dvdblndNX+/hNxE1VFsBfAfvLZV2XGj3oG9JH61FXKv9uavJY3lG5DylJ+3saNzr2N0qvrdRN6QYiXidEa7/s3PjYMq4Xy5qY6XqxXdaiceeOMqVzX1v6eD/tDzYa9TCQrjmFiIn1vSz4folsv1zq7efJ2oV8uPtzRMuzbczsoyl5VFrWtd1a49YynDiGv+juc1JaV+9J56exfhO9SJVk1dkojSeXTPtsX65ITT2Uxp9pYt6l/j/ppJ718a9V09fUsvFGYCgRXPy6ZcyS7fs/T/EN8rZh6W7H0m4UUcEyE7iiwfAysLOZDSvMW7bfDga2BN4C/tBra93P9dU+nlo1XE5c+OxBtChbQMSclHavpvFSLRLMbCPq1TqjCir/7mvmWN6w3CmPR5tdiywVf8jMBhAxy6Tc62ls7r4AeBLYvCTe0rKsZ2YblKS3pXGdrhcnEr1l9jGzzTvIN4aIRTYLuCfFXX4CWNPMOtM9NYsFqpbBJdz9KaKl1zDa41oVZftlW3FCOsYPBWaX9GyamMajzGxL4q2Lt7n7y0h23P12+pivOOzSPWkTvwlpgirJqjMnjdvyiWa2K7lgiNI73P1RopvrvmY2piyPmX3MzD5UMmlHMyu+WvcrRGyRu929FvHICk4lWs7s6u6vLyPvnDRuyyemsr64x9estWSBnL/s7keWDUSroywgdN5hJSfTccQN7XUpmKg01lf7+GXERf5FxEXstZ1YXt38kWgls1f+GG1mKxHdYqV3qfy7r5lj+cOFeYG4ViECyxfdT7xQaAczG1GYdjQ1jkdmZiPNbJd001qcthbtZXxvGv83Uak5wcyGlMyzqpltXUwnKmr+K7+cVOl5HBEm5X+6tSH9iLs/A5xFvLDg52a2WTGPme0NnE+cA7+Ue+FBdlz5UXq4l59ngJmtnUvKgqKv14Or32pOJ1ojfZvysDIT0vjU1OoV+EeDgHOI+oMrSua7iTg3HEp6URqF7uR1lc6Vk4jrwmeJ3wLQ9D1pV34T0gTFJKvOJURsm5+m/uHPE0H4diNeF31ghetWFwcTTYOvMLPjgF8TJ42hxNOPLYhgii8V5rsZmJICvj5FtMQZQbzS+8t9seLLG3d/ljjod8YjxMX7vilw8H1El4QRxJPD53tlJfs5M2sjbmr+dxnxqa4gLnwON7N8/JTbgPvN7AYinsTwNMwBvtkLq9xS+mofd/dnzewWIhYZqKvlUtz9HTM7HxgLPJaOxQOJWB7Po2NIr1L5d083juVTgT8DI81sKHHNsh4Rt2wqcEB+5hSc/0hgGlEpMZmoNPs48b+6jTgmLaF+PkVULM5NL13KgusPAz5PtPadSooH5+4TzOxfiGu8p83sduJ88ME0z/bAlcCxheU8npY108ymE91iD0jjk7zkLfctbhywChFy5nepHJ8kKs62I8pqITDS3e/OzXc50crmMODPZjaVaGm5DtEldkL6bog3OL5JvGRhNdrjv11YfAtgXaW4h2cBZzeY/oCZnQ2cBDyR7lPfII4XWxDXND8omW+hmf0UOIL4rbwC3NI7W7H8ygXfH0D81jcnrrffTzzsOMSXfnN8V+9Ju/KbkGa4u4ZeHIinSA4sKpm2HfGDeJVo2n0fEaOiLc0zrpB/BilMUMl3jU7zjK56m6seUjmUllNJ3g8A3yK6PCwgTs6ziYP60cAqZWUM7E6ciN8gDmKTgY2r3vY+LN/nOpn3zLL9kriwvISooHmLuHA/C1g5pc0p5K/9/k10uXPguE7knZ7y7kOcJD0dV0YTb7BcSJxMrwTWLpm/4bGmDkMV+3hh3r3Sdz5SdVlU/H/o6PxpROXu08Ai4ob17GaPIWnajKq3eXka+rL86zQ0eyxPn9clXgoyLx3HHwH2pcF1Y5rnU8AvievM14lYidsSrVUd2LLqMqngf7Au8B9EYP5ZROuXRcQDpFuJljADSubbHfgFcaO6iKiAeTidBz5ayOvpXLoO0WLspXQu+A1wcNVlUHH5b0MEc5+d9uMFRPexc4ChHcx3CPGm7tdSWc5Ov6etC/l2I67RF6T/gwMbVL3dFZRzw2sZ4uVBs3PlM7Akz0HEvenrqbyfJCruB3WwzOG577yw6jKooLzzw9vEW3FnEi+A2q3suJKbv9P3pLl5OvWb0ND1wVIBSy9JzR2fB/7q7kOrXh8RqZf0ROs0YAd3n1Ht2khn5P5nR7p7WZeGWtD5s1oq/9ZmZvcTFWiDPWLcSA9KL2C4x93bql4XERHpGsUk6337pPGDla6FiIgs98zsA0SXnXks+wUBrU7nz2qp/Ps5M1u5QQyt0URvhumqIBMREXkvxSTrJWZ2OhFzYn8iOOe51a6RiIgsr8zs88DWxFst1wT+093frHatqqHzZ7VU/i1lPSJu3C+JGKoDga2ILlHzgROrWzUREZHlkyrJes9Yog/3PcAZ7v7QMvKLiEh97Q+MAl4EvgecV+3qVErnz2qp/FvHi0R8ms8COxBxiOYS8Si/6/ULHC8iIrJMikkmIiIiIiIiIiK1p5hkIiIiIiIiIiJSe6okExERERERERGR2lMlmYiIiIiIiIiI1J4qyZpkZquZ2ZFmNsXMnjKzhWb2mpndZ2ZHmFlp2ZrZdmZ2q5nNS/M8bmYnmNkKJXmHmNk3zOwaM/u9mb1rZm5mO3di/dYys/PMbFZazqtm9hsz+35PbL+IiIiIiIiISCtR4P4mmdmxwHjgBeBu4FlgTWBfYDAwGdjfcwVsZnul9LeA64F5wB7AJsCN7r5/YRlbAo+lj88B70vL2MXd7+hg3T4N/AJYGbgVmAWsBGwEbO7uGzS/5SIiIiIiIiIirUeVZE0ysx2BVYBb3H1JLn0t4GFgXWA/d5+c0v8ZeIqoQPu0uz+a0gcBdwHbAiPdfVLuu1YFtgYec/d5ZjYRGEUHlWRp+U8AC4DPufufCtPf5+7v9EARiIiIiIiIiIi0DHW3bJK73+XuN+cryFL6XODS9LEtN2k/YA1gUlZBlvK/BZyaPn6p8F2vuvud7j6vC6v2LWA14NhiBVn6TlWQiYiIiIiIiIgUDKx6BVpUVhH1bi5txzSeVpL/XuBNYDszW9Hd3+7GskcCrwK3m9lmwE5Et8ungWnuvqAb3y0iIiIiIiIi0pJUSdbDzGwg8MX0MV8htkkal7XuetfMZgObAxsCf2hy2cOA1YFHgPOA4wtZXjGzL7r7rc18v4iIiIiIiIhIq1J3y573fWAL4FZ3vz2XPjiNX2swX5Y+pBvL/lAabw0cDXwlpa0DnJTWYbKZbdqNZYiIiIiIiIiItBxVkvUgMzsOOBH4I3BYBauQ/T9XAE5394vd/WV3f8HdfwBcAAwCTqhg3URERERERERElluqJOshZvYV4Hzg98AOJcH2s5ZigymXpc/vxmrk551SMj1L26YbyxARERERERERaTmqJOsBZnYCcCHwBFFBNrck26w03rhk/oHAMCLQ/zPdWJWnaX9ZwPyS6a+m8UrdWIaIiIiIiIiISMtRJVk3mdnJRJD83xIVZC81yHpXGu9WMm174g2UD3TnzZbuvgj4Vfq4RUmWLG12s8sQEREREREREWlFqiTrBjMbSwTqnwns5O5/6yD7jcDfgIPM7JO57xgEnJk+ju+B1bowjU83s1VyyxkCjE0fr+uB5YiIiIiIiIiItAxz96rXoV8ys1HARGAxUTFV9tbKOe4+MTfP3kRl2VvAJGAesCewSUo/wAv/EDM7B1g9fRwOfASYDryQ0n7m7j8rzDMBOJxoMXYbEch/d+DDwOS0nCVd3mgRERERERERkRalSrImmdk44LRlZLvH3dsK830a+DawLfGmyaeACcAF7r64ZDlzgPU7WMZ33H1cYR4DjgCOATYDjHihwJXAeFWQiYiIiIiIiIi8lyrJRERERERERESk9hSTTEREREREREREak+VZCIiIiIiIiIiUnuqJBMRERERERERkdpTJZmIiIiIiIiIiNSeKslERERERERERKT2VEkmIiIiIiIiIiK1p0oyERERERERERGpPVWSiYiIiIiIiIhI7amSTEREREREREREak+VZCIiIiIiIiIiUnv/D79AEpWuj0L7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for z in zones:\n",
    "    fig = plt.figure(figsize=(20, 10))\n",
    "    plt.title('%s' % z, fontsize=25)\n",
    "    ax = fig.gca()\n",
    "    ax.grid(color='black', axis='y')\n",
    "    ax.tick_params(which='both', labelsize=20)\n",
    "    ax.set_ylabel('Electric Energy (MWh)', fontsize=22)\n",
    "\n",
    "    plant_id = get_plant_id(z)\n",
    "    generation = data[plant_id] * hydro_plant.loc[plant_id, \"Pmax\"]\n",
    "    generation.resample('D', label='left').sum().sum(axis=1).plot(kind='area', ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}