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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "44a7d641-fbb9-47d5-a54a-826a597d216f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install matplotlib\n",
    "#!pip install pandas\n",
    "#!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9997ebaf-a031-463e-a490-a13664fcac65",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cropsitedata import CropSiteData\n",
    "from analysistool import AnalysisTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b5ff9ec5-2ccf-408f-98b5-1df96f2d5d26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Wheat: [2006, 2008, 2010, 2013]', 'Barley: [2004, 2011]', 'Rapeseed: [2007, 2012]', 'Peas: [2010]']\n"
     ]
    }
   ],
   "source": [
    "# Oensingen data\n",
    "\n",
    "FLUXNET_file_path = 'data/Oensingen_FLUXNET/FLX_CH-Oe2_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Oensingen_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Oensingen_croprotation.json'\n",
    "\n",
    "oensingen = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(oensingen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9fbf83f6-3f20-4949-9b5d-97b277186c2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Mustard: [2004, 2007]', 'Maize: [2005, 2008, 2011]', 'Wheat: [2005, 2008, 2011, 2013]', 'Barley: [2006]', 'Triticale: [2009]', 'Phacelia: [2010]', 'Rapeseed: [2012]']\n"
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     ]
    }
   ],
   "source": [
    "# Grignon data\n",
    "\n",
    "FLUXNET_file_path = 'data/Grignon_FLUXNET/FLX_FR-Gri_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Grignon_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Grignon_croprotation.json'\n",
    "\n",
    "grignon = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(grignon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "40e0856c-b944-4755-a0e7-9682e754b3d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Barley: [2004]', 'Wheat: [2002, 2006, 2007, 2009, 2013]', 'Potatoes: [2002, 2009]', 'Rapeseed: [2003]', 'Sugar Beet: [2006]', 'Durum: [2013]']\n"
     ]
    }
   ],
   "source": [
    "# Gebesee data\n",
    "\n",
    "FLUXNET_file_path = 'data/Gebesee_FLUXNET/FLX_DE-Geb_FLUXNET2015_FULLSET_DD_2001-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Gebesee_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Gebesee_croprotation.json'\n",
    "\n",
    "gebesee = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(gebesee)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "902b3536-2055-4caf-b9b9-9dd0684b1d7b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Barley: [2008, 2013]', 'Rapeseed: [2004, 2009]', 'Wheat: [2005, 2010]', 'Maize: [2007, 2012]']\n"
     ]
    }
   ],
   "source": [
    "# Klingenberg data\n",
    "\n",
    "FLUXNET_file_path = 'data/Klingenberg_FLUXNET/FLX_DE-Kli_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Klingenberg_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Klingenberg_croprotation.json'\n",
    "\n",
    "klingenberg = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(klingenberg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ccfe8b7-b77c-4d27-abf8-af0f7c0db240",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "oensingen.plot_values(2008, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "oensingen.plot_deltas(2008, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "52fbae49-70aa-414a-b61d-14a66b245934",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "grignon.plot_values(2008, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "grignon.plot_deltas(2008, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "da0c977b-f602-4383-bd5b-6f53bc45f231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "gebesee.plot_values(2009, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "gebesee.plot_deltas(2009, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da245288-ea91-483c-a14d-3d8f485ed6a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "klingenberg.plot_values(2010, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "klingenberg.plot_deltas(2010, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cdf395d8-4f5b-432e-aee5-20d784a92653",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Analyse data from different cropsites\n",
    "\n",
    "analysis = AnalysisTool()\n",
    "\n",
    "analysis.load_cropsite(oensingen, 'Oensingen')\n",
    "analysis.load_cropsite(grignon, 'Grignon')\n",
    "analysis.load_cropsite(gebesee, 'Gebesee')\n",
    "analysis.load_cropsite(klingenberg, 'Klingenberg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ea74a17-238f-4f3b-bfdd-1a8a5c569de3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call boxplot method with croptype to be plotted\n",
    "\n",
    "analysis.boxplot('Wheat')\n",
    "analysis.boxplot('Barley')\n",
    "analysis.boxplot('Rapeseed')\n",
    "analysis.boxplot('Maize')"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f12e4248-61ad-48d9-b39a-12d44e404c60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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O2kREogpVQ0FR07aCIq9d8kKXLl0avn766acZNmwYa9as4Re/+AU33ngj4O2l9cILL6StprPPPjuhA8Y76tBDD2X48OE8+eSTgLfNxIgRIxgzZgwnnngimzdvbnjuddddx5AhQxg+fHiTOy+fffZZhg8fzpAhQ/jNb37T0H7QQQcxduxYxo4dS58+feKejblo0SKmTJnC6NGjGTNmDA8++GBD36pVq9hvv/0YMmQIp512GjU1NQDMmTOHcePGUVhY2OTXq7XXOuOMMygvL0/Lr29jqdz24n5gHjDczCrN7Fy8uy67As+b2SIzuw3AObcUmAUsA54FLtIdliKSEQKlEK5t2hau9dolr7z44otcfPHFPPPMM+y5555N+n75y19y+OGH+1RZ2yRyTFNj9913X8PGr9OnT2fJkiUsXryYYcOGcd111wHeSQQPPPAAS5cu5dlnn+XCCy8kFAoRCoW46KKLeOaZZ1i2bBn3338/y5YtA+CVV15h0aJFDeGo8dFO0ZSVlXHPPfc0vMf3v//9hkD4k5/8hB/84Ad8+OGH7Lrrrtx5552AtxntXXfd1XA+aCKv1fh60ymVd1l+wznX2zlX5JyrcM7d6Zwb4pzr55wbG/n4TqPnX+ucG+ycG+6ce6a11xYRSZuScgjVeB/O7fy6pOVh0pK75syZw//8z//w1FNPRT2/sfGI1YABA7j66qsZN24ce++9N++99x4AGzZsYPr06YwePZrzzjuPPffcky+++ALwDuCeNGkSY8eO5YILLiAU8sYkunTpwpVXXsk+++zD5MmTmxwq/sILLzBhwgSGDRvGU089BXib0V566aVMnDiRMWPG8Je//AWA2bNnc9BBB3HccccxatQowuEwF154ISNGjGD69OkcffTRCY0IHXHEERQWequdJk+e3HD25BNPPMHpp59OSUkJAwcOZMiQIcyfP5/58+czZMgQBg0aRHFxMaeffjpPPPFEk9fcsmULL730UtwRsmHDhjUcmdSnTx922203NmzYgHOOl156qWFj1pkzZ/L44483/CzGjBnT4mDxWK/lJx2dJCLSmsJS6NzXWzNWt90bGevc12uXtPr5h6tYtjWxcyQTNapLGb8cMrDV5wSDQU444QRmz57NiBEjEnrdnj178tZbb3HLLbdw44038te//pVrrrmGww47jCuuuIJnn322YRRn+fLlPPjgg8ydO5eioiIuvPBC7rvvPs466yy2bdvG5MmTufbaa7nsssu44447uOqqqwBvZ/758+ezcuVKpk6dyocffsg999xDt27dePPNNwkGgxxwwAEcccQRALz11lssWbKEgQMH8vDDD7N69WqWLVvG559/zsiRI/n2t7/dpl+7v/3tb5x22mkArF27tuEAb4CKigrWrvWWgvfr169J+xtvvNHkdR5//HGmTZvGLrvskvB7z58/n5qaGgYPHkxVVRXdu3dvCIqN37utr+UnBTIRkXgKS7WAP48VFRWx//77c+edd3LzzTcn9D3102/jx4/n0UcfBeDVV19tOIT7qKOOYtdddwW8qdCFCxc2nO24Y8eOhsO4i4uLmTFjRsNrPf/88w3vceqpp1JQUMDQoUMZNGgQ7733Hs899xyLFy9uGO368ssvWbFiBcXFxUyaNImBAwc21HLKKadQUFDAHnvswdSpU9v0a3LttddSWFjIGWec0abvi+b+++/nvPPOS/j569at48wzz+Tuu+9uMfLVVsl8rY5SIBMRkawQbyQrVQoKCpg1axbTpk3j17/+NT/96U/jfk9JSQngHWcUb82Wc46ZM2c2rMdqrKioCDOL+lr17Y0fO+f44x//2OLg69mzZ9O5c+e4dSfirrvu4qmnnuLFF19sqKFv375NTgmorKykb19vO9FY7QBffPEF8+fPbwiq8WzZsoVjjjmGa6+9tmFErkePHmzevJm6ujoKCwtbvEdbXstP/sZBERGRLFBWVsa///1v7rvvvoapxrY64IADmDVrFgDPPfccmzZtAmDatGk8/PDDfP755wBs3LiRNWvWxH29hx56iHA4zMqVK/noo48YPnw4Rx55JLfeeiu1td6NKB988AHbtm2LWssjjzxCOBxm/fr1zJ49O6FrePbZZ/ntb3/Lk08+SVlZWUP7cccdxwMPPEAwGGTVqlWsWLGCSZMmMXHiRFasWMGqVauoqanhgQceaLJg/uGHH2bGjBlNzoKcP38+Z511Vov3rqmp4cQTT+Sss85qcpC3mTF16tSGUcG7776b448/vtXriPVaftIImYiISALKy8t59tlnOfjgg2nPxuRXX3013/jGN7j33nuZMmUKe+yxB127dqVnz5786le/4ogjjiAcDlNUVMSf//znFndyNte/f38mTZrEli1buO222ygtLeW8885j9erVjBs3DuccvXr1aljg3thJJ53Eiy++yKhRo+jXrx/jxo2jW7duca/hf//3fwkGg0yfPh3wFvbfdtttjB49mlNPPZVRo0ZRWFjIn//8ZwKBAAB/+tOfOPLIIwmFQnz7299m9OjRDa/3wAMPcPnllzd5j48//phOnTq1eO9Zs2YxZ84cqqqquOuuuwBvtG7s2LFcf/31nH766Vx11VXsu+++nHvuuQC8+eabnHjiiWzatIl//etfXH311SxdurTV1/KL7dybNftMmDDBpfPgVhERSa/ly5czcuRIv8tIimAwSCAQoLCwkHnz5vHd736XRYsW+VbP1q1b6dKlC1VVVUyaNIm5c+eyxx57NHnOoYceyo033siECRPSVtell17KmWeeyZgxY9L2ns2dffbZzJgxo0OjZ9F+75rZQudc1F9MjZCJiIikwccff8ypp55KOBymuLiYO+64w9d6ZsyYwebNm6mpqeFnP/tZizAG3qjg2Wefza9//eu07c11ww03pOV9YjnjjDN47bXX0j6VqREyERHJWLk0Qib5pa0jZFrULyIiGS2bBw4kP7Xn96wCmYiIZKzS0lKqqqoUyiRrOOeoqqpqcudoIrSGTEREMlZFRQWVlZW+H2sj0halpaVUVFS06XsUyEREJGMVFRU17C4vkss0ZSkiIiLiMwUyEREREZ8pkImIiIj4TIFMRERExGcKZCIiIiI+UyATERER8ZkCmYiIiIjPFMhEREREfKZAJiIiIuIzBTIRERERnymQiYiIiPhMgUxERETEZwpkIiIiIj5TIBMRERHxmQKZiIiIiM8UyERERER8pkAmIiIi4jMFMhERERGfKZCJiIiI+EyBTERERMRnCmQiIiIiPlMgExEREfGZApmIiIiIzxTIRERERHymQCYiIiLiMwUyEREREZ8pkImIiIj4TIFMRERExGeFfhcgIiJJUlcNwY0QqoZAKZSUQ2Gp31WJSAI0QiYikgvqqmHbWnAhKCzzPm9b67WLSMZTIBMRyQXBjRAo9j7Mdn4d3Oh3ZSKSAAUyEZFcEKqGgqKmbQVFXruIZDwFMhGRXBAohXBt07ZwrdcuIhlPgUxEJBeUlEOoxvtwbufXJeV+VyYiCVAgExHJBYWl0LkvWADqtnufO/fVXZYiWULbXoiI5IrCUijs43cVItIOGiETERER8ZkCmYiIiIjPFMhEREREfKZAJiIiIuIzBTIRERERnymQiYiIiPhMgUxERETEZwpkIiIiIj5TIBMRERHxmQKZiIiIiM8UyERERER8pkAmIiIi4jMFMhERERGfKZCJiIiI+EyBTERERMRnCmQiIiIiPlMgExEREfGZApmIiIiIzxTIRERERHymQCYiIiLiMwUyEREREZ8pkImIiIj4TIFMRERExGcKZCIiIiI+UyATERER8ZkCmYiIiIjPFMhEREREfKZAJiIiIuIzBTIRERERnymQiYiIiPhMgUxERETEZwpkIiIiIj5TIBMRERHxWaHfBYhIjqirhuBGCFVDoBRKyqGw1O+qRESyQspGyMzsb2b2uZktadRWbmbPm9mKyOddI+1mZn8wsw/NbLGZjUtVXSKSAnXVsG0tuBAUlnmft6312kVEJK5UTlneBRzVrO1y4EXn3FDgxchjgK8BQyMf5wO3prAuEUm24EYIFHsfZju/Dm70uzIRkayQskDmnJsDNP/b+Hjg7sjXdwMnNGq/x3leB7qbWe9U1SYiSRaqhoKipm0FRV67iIjEle5F/bs759ZFvv4M2D3ydV/gk0bPq4y0tWBm55vZAjNbsGHDhtRVKiKJC5RCuLZpW7jWaxcRkbh8u8vSOecA147vu905N8E5N6FXr14pqExE2qykHEI13odzO78uKfe7MhGRrJDuQLa+fioy8vnzSPtaoF+j51VE2kQkGxSWQue+YAGo2+597txXd1mKiCQo3YHsSWBm5OuZwBON2s+K3G05Gfiy0dSmiGSDwlLo3Ad2GeR9VhgTEUlYyvYhM7P7gUOBnmZWCVwN/AaYZWbnAmuAUyNPfxo4GvgQ2A6ck6q6RERERDJNygKZc+4bMbqmRXmuAy5KVS0iIiIimUxHJ4mIiIj4TIFMRERExGcKZCIiIiI+UyATERER8ZkCmYiIiIjPFMhEREREfKZAJiIiIuIzBTIRERERnymQiYiIiPhMgUxERETy0/p58OBg72PFvb6WkrKjk0REREQyjnOw7E+w5Kam7b0P8aWcegpkIiIikvtqvoK5F8DnbzRtP/wR6DHWl5IaUyATERGR3LVpGTx3bNO28n3g4DuhZFd/aopCgUxERERyz8oHYMGVTdtGfgf2/hFY5i2hVyATERGR3BAKwvyfwMf/atp+0F+hz1R/akqQApmIiIhkt62fwIsnQ/UXO9vKesNhs6BzH//qagMFMhEREclOa1+AVy9o2jbg6zDhWggU+1NTOymQiYiISPZwYXjnN/D+nU3bJ10PA0/2p6YkUCATERGRzFddBS+fDZuX7WyzQjjiSeg+3LeykkWBTERERDLXhgXw0mlN2/Y4CPb/ExR18aemFFAgExERkczinDcl+c51TdvHXAojLgAzf+pKIQUyERERyQx12+G178G62U3bp94Pu03ypaR0USATERERf325Ap4/3ttHrF63YXDovVDa07+60kiBTERERPyx+gl444dN24bOhLFXQkHAn5p8okAmIiIi6ROuhQU/h1WzmrYfcAtUHOlPTRlAgUxERERSb/s6eOkbsO2TnW3Fu8L0R6DLnv7VlSEUyERERCR1PnvF2z+ssX5Hw343QqDEl5IykQKZiEiuqquG4EYIVUOgFErKobDU76okHzgHS34Py/7ctH3cNTD0W/7UlOEUyEREclFdNWxb653nV1jmrdvZthY691Uok9Sp+RLmnAdVbzVtn/44lO/tS0nZQoFMRCQXBTd6Yaz+gOX6z8GNUNjHv7okN21cDM+f2LSt5wQ46A4o3sWfmrKMApmISC4KVXsjY40VFHkbb4oky4f3wcKfN20b9b+w1/dzcjf9VFIgExHJRYFSb5qyfmQMIo+jTFdqrZm0RSgIr/8QKp9t2n7IXd4Zk9IuCmQiktkUFtqnpNxbMwbeyFi4FkI13hqyxrTWTBL11Wp44eveOrF6nfvDYfdD2R6+lZUrFMhEJHMpLLRfYan36xTc6E1TBkqj/7pprZnE88mz8NpFTdsGnQrjf+mFfUkKBTIRyVwKCx1TWBr/10lrzSSacAgW/QpW3NO0fb/fwYDj/akpxymQiUjmUlhIvbasNZPcV/0F/PdbsGXFzrZAKRzxBOwyxL+68oACmYhkLoWF1Et0rZnkts/nw3+/0bSt91TY/w8t/1MkKaFAJiKZqyNhQTcDJCbRtWaSe5yD5bfBuzc2bR/7Uxj2bW1bkWYKZCKSudobFnQzQNskstZMckftVph7Iayf27R92izoOd6fmkSBTEQyXHvCgm4GEGlp8/vw3Axw4Z1tu46Gg/8OpT38q0sABTIRyUW6GUBkp1UPw/yfNG0bfi7sczlYgT81SQsKZCKSe3QzgOS7UA28eQWsebxp+4F/gb6H+1KStE6BTERyj+4clHy17VN48RTY8dnOttJeMO0h6NLPv7okLgUyEck9unNQ8s2n/4VXzmva1v84mPQbCJT4U5O0iQKZiOQm3Tkouc6FYfGN8N5fmrZP+DUMPs2fmqTdFMhERESySXATzPk2bFzctP2Ip2DXkf7UJB2mQCYiIpINqhbBCyc1bdttMhx4GxR19aUkSR4FMhERkUz2wd/h7V81bdvrBzDqIu2mn0MUyERERDJN3Q6Y93349IWm7YfeC7vv70tJkloKZCIiIpliy0fw/AlQt21nW9fBMPUf0Gk338qS1FMgE5Hco4PFJdt8/BTMu6Rp2+AzYNzPoUD/VOcD/ZRFJLfoYHHJFuE6eOsXsPL+pu1T/gD9j/GlJPGPApmI5BYdLC6Zbsfn8NI3YOvqnW1FXWH6Y9B1oG9lib8UyETyXa5N7+lgcclU61+D2Wc2bes7HSb/Hgo7+VOTZAwFMpF8lovTezpYXDKJc7DsT7Dkpqbt+/4Mhp3tR0WSoRTIRPJZLk7v6WBxyQQ1X8Gr58OG+U3bD38UeuzjT02S0RTIRPJZLk7v6WBx8dOmZfDcsU3bysfCwXdCSXc/KpIsoUAmks9ydXpPB4tLuq18ABZc2bRt5Hdh7x+CFfhTk2QVBTKRfKbpPZH2CwVh/mXeHmKNHXwn9D7Ul5IkeymQieQzTe+JtN3WT7xDvoNVO9vK+sBhD0JnjcxK+yiQieQ7Te+JJGbtC/DqBU3bBnwdJlzbdNpfpB0UyERERGJxYVh0HXzwt6btk34LA0/ypybJSQpkIiIizVVXwcszYfPynW1WCEc8Cd2H+1eX5CwFMhERkXobFsBLpzVt2+Mg2P9PUNTFn5okLyiQiYhIfnMO3r8D3rm+afuYy2DE+WDmT12SVxTIREQkP9Vth9f+F9a93LT9sAeg10R/apK8pUAmIiL55csV8NxxEK7Z2dZtOBx6D5T29K8uyWsKZCIikh9WPw5v/Khp29CzYexPoSDgR0UiDVoNZGb29QReo9o593SS6hEREUmecC0s+Bmseqhp+wG3QMWR/tQkEkW8EbI7gCeA1lY0HgwokImISObYvg5eOh22Ve5sK94Vpj8CXfb0ry6RGOIFsmecc99u7Qlm9o8k1iMiItJ+6+bAnHOatvU7Gva7EQIl/tQkkoBWA5lz7lvxXiCR54iISA6pq/bOPw1Ve+eflpT7e/6pc7Dkd7Dslqbt4/8PhnzTn5pE2ijuon4z2wXo5Zxb2ax9jHNuccoqExGRzFNXDdvWemc3FpZ5a7S2rfXnUPqaL2HOuVD1dtP26Y9D+d7prUWkg+It6j8VuAn43MyKgLOdc29Guu8CxqW0OhERySzBjV4Yqz9Mu/5zcGP6DqnfuBieP7FpW88JcNAdULxLemoQSbJ4I2Q/BcY759aZ2STgXjO7wjn3GK0v9BcRkVwUqvZGxhorKPI2WU21Ff+At65u2jb6ezD6Eu2mL1kvXiALOOfWATjn5pvZVOApM+sHuJRXJyIimSVQ6k1T1o+MQeRxiqYr66rhjR9C5X+ath9yN+xxYGreU8QH8QLZV2Y2uH79WGSkbCrwGDA65dWJiEhmKSn31oyBNzIWroVQjbeGLJm+Wu1NS9Zu2dnWpT9MvR/K9kjue4lkgHiB7Ls0m5p0zm0xs6OAU1NWlYiIZKbCUi98BTd605SB0uQu6P/kWXjtoqZtg06D8dd4AVAkR8Xb9uKd5m1mNsM59xRwX8qqEpHM21pApF5haXIX8IdD8Pb/wYf3Nm2f/HvY87jkvY9IBmvPWZa/BJ5KdiEi0kgmbS0gkio7NsDsM2HLip1tgU5wxOOwyxDfyhLxQ3sCmW5lEUm1TNhaQCRVPn8D/ttsw9Y+h8GUm1vewSmSJ9oTyC5IehUi0pSfWwuIpIJzsPxWePf/NW0feyUMO0fbVkjeSyiQmVkAOAYYABSa2YEAzrnfpa40kTyW7q0FRFKldivM/S6sf61p+7SHoKf2Fhepl+gI2b+AauBdINzRNzWzHwDn4e1l9i5wDtAbeADoASwEznTO1XT0vUSyUrq2FhBJlc3vw3+OocmWlbuOhkPu8n5/i0gTiQayCufcmGS8oZn1BS4GRjnndpjZLOB04Gjg9865B8zsNuBc4NZkvKdI1kn11gIiqfLRw/DmT5q2jfgfGHMZWIE/NYlkgUQD2TNmdoRz7rkkvm8nM6sFyoB1wGFA/SrPu4FfoEAm+SzZWwuIpEqoBt68AtY83rT9wNuh7zRfShLJNokGsteBx8ysAKjFu9PSOefafIqrc26tmd0IfAzsAJ7Dm6Lc7JyrizytEog6N2Nm5wPnA/Tv37+tby8iIsmybS28eArsWL+zrXQ3OPwh6FzhX10iWSjRQPY7YArwrnOuQ2dYmtmuwPHAQGAz8BBwVKLf75y7HbgdYMKECTpPU0Qk3RZeDR/+o2nbnsfDxOsgUOJPTSJZLtFA9gmwpKNhLOJwYJVzbgOAmT0KHAB0N7PCyChZBbA2Ce8lIiLJEA7BQ8Natk+8DgbpJD2Rjko0kH0EzDazZ4BgfWM7t734GJhsZmV4U5bTgAXAf4GT8e60nAk80Y7XFhGRZPpqFTx9eMv2STfAwK+nvx6RHJVoIFsV+SiOfLSbc+4NM3sYeAuoA97Gm4L8N/CAmf0q0nZnR95HRGdBinRAtGlJgGNfhbLe6a9HJMdZcmYh/TFhwgS3YMECv8uQTNT4LMjm+3gplInE9uDglm2BEjhpqXbTF+kgM1vonJsQra89RyeJZD6dBSmSuO2fwr8Oatne53A46C/pr0ckDymQSW7SWZAi8b13O7xzfcv2g/8GvQ9Jfz0ieazVQGZmuzrnNqWrGJGk0VmQIrFFm5YEOGkJFHZKby0iAsQfIXvfzL4A5gKvAXOdcx+kviyRDtJZkCJN1W6DR2OcgHfayvTWIiIttBrInHO7mdkwYP/Ix4/MrBfezv1znXO/TUONIm2nsyBFPCsfgAVXtmzf9yoYdk766xGRqOKuIYuMiH0A3GVmg/EOAb8EOAJQIJPMpbMgJZ/FmpY87jXotHt6axGRuOKtIasfGZsC9MPbIPZ14Ft4+4iJiEg0fuyDF2s3fdC0pEiGizdC9ipe8Po98JhzTreoiYjE03gfvMIybw3jtrWpmzb/9L/wynkt23cZCl97NvnvJyJJFy+Q9WHn+rELzKwQL6DNA+Y55z5KcX0iItknXfvgPbJ39K1cDrgFKo5M3vuISMrFW9T/GfBo5IPI+ZPfBq4BBgKBVBcoIpJ1Ur0PXqz1YScvb7rVi4hkjXhryLrhrR+rHyXbF1gB/AtvKwwREWkuFfvgbV0D/z4sep/Wh4lkvXhTlh8SmZ4Efgm86ZzbkfKqRLKRDjOXesncB++FU6Aqyj1Uw87xtq4QkZwQb8qyV7oKEclq6V7ELZktGfvgxdy2Yh502i05dYpIxog3ZfkL59wvOvockZynw8ylufbsg1e7FR7dJ3qfpiVFclq8KcvzzGxLK/0GnA78ImkViWQjHWYuHbH0j7Dkpuh9CmIieSFeILsD6JrAc0Tymw4zl/aINS158N+h98HprUVEfBVvDdk16SpEJKvpMHNJlHMwa0j0vlM/BLP01iMiGSHuWZYikgAdZi7xfPYqvDwzep+mJUXyngKZSLLoMHOJZtZQcOGW7aMvhr0uSX89IpKR2h3IzKzYOVeTzGJERHJGrPVhX18ERfGW5opIvkkokJnZbOBs59zqyONJeIv5Y9yfLSKSh7Z/Cv86KHqfpiVFMlOGbOqd6AjZdcCzZvYHoC/wNeCclFUlIpJNXrsYPvl3y/Zd94YjHk97OSKSoAza1DuhQOac+4+ZfQd4HvgC2Ddy8LiISP6KNS155NPQfXh6axGRtsugTb0TnbL8GXAqcDAwBphtZj9yzkX5L6GISA4L1cDDI6P3aVpSJLtk0KbeiU5Z9gAmRQ4Wn2dmzwJ/BRTIRCQ/LP8LLP5t9D4FMZHslEGbeic6Zfn9Zo/XANNTUZCISEaJNS253+9gwPHprUVEkiuDNvVOdMryv4Br3u6cOyzpFYmIZIJYQeyU97y/uEUk+2XQpt6JTln+uNHXpcBJQF3yyxER8dHGd+H5E6L3aVpSJDdlyKbeiU5ZLmzWNNfM5qegHhGR9Pv3YbB1Tcv2QafBxF+nvx4RyTuJTlmWN3pYAIwHuqWkIhGRdIk1LXn8G1DaM721iEheS3TKciHeGjLDm6pcBZybqqJERFImuBkeHx+9T9OSIuKTRKcsB6a6EBGRlFr0a3j/zpbtxd3hxOarMkRE0qvVQGZmX2+t3zn3aHLLERFJsljTkoc9CL0mpLcWEZEY4o2QHdtKnwMUyEQk87gwzBoavU/TkiKSgVoNZM45HSAuItlj/Wsw+8zofQpiIpLB4k1Z3uWcOzvy9Uzn3N1pqUpEpC2e3B92rG/ZPvE6GHRq+usREWmjeFOW+zT6+hJAgUxEMkes9WEnL4NASXprERHpgHiBrMVxSSIivtr2KTx1UPQ+TUuKSJaKF8gqzOwPePuP1X/dwDl3ccoqExFp7M0r4KNZLdsHnQ4Tr01/PSIiSRQvkF3a6OsFqSxEJOPUVXsHzoaqvQNnS8p9OXA278WalpzxCnT2//w5EZFkiHeXpdaMSX6qq4ZtayFQDIVlEK71Hnfuq1CWDqEgPDwqep+mJUUkByV6dJJIfglu9MJYoNh7XP85uBEKNSqTMqsehvk/adneaQ84bm766xERSRMFMpFoQtXeyFhjBUVQt92fenJdrGnJQ++F3fdPby0iIj5IKJCZ2QHOubnx2kRyRqDUm6asHxmDyGNNVyaNczBrSPS+U1eAFaS3HhERHyU6QvZHYFwCbSK5oaTcWzMG3shYuBZCNd4aMumYDW/CS6dH79P6MBHJU/F26p8C7A/0MrMfNuraBQiksjARXxWWeuEruNGbpgyUakF/Rz02Dmq+bNm+949h1HfTX4+ISAaJN0JWDHSJPK9ro/YtwMmpKkokIxSWagF/MsRaH3bCQijpntZSREQyVbxtL14GXo6cabkmTTWJSLbbsQGenBy9T9OSIiItJLqGbLuZ3QCMBhrmbJxzh6WkKhHJTvOvgFVRdtPvMgCOeTHt5YiIZItEA9l9wIPADOA7wExgQ6qKEpEsE2ta8qC/wS6DvBsi6qq1Bk9EJIZEA1kP59ydZnZJo2nMN1NZmIhkuHAdPDQ8et8xs5tuGQLaVFdEpBWJBrLayOd1ZnYM8ClQnpqSRCSjrX4C3vhh9L7TVsKWj7ytQhrTproiIq1KNJD9ysy6AT/C239sF+AHKatKRDJPrGnJCdfC4Eb7imlTXRGRNksokDnnnop8+SUwNXXliEjGiRXETl7ecloStKmuiEg7JHp00jDgVmB359xeZjYGOM4596uUVici/tj8Pvzn6Oh98batSPWmunXV3muHqr3XLinP3ZsF8ulaRfJcolOWdwCXAn8BcM4tNrN/AgpkIrnkte/BJ0+3bO93DOz/h8RfJ1Wb6tZVe6NvgWLv8Pdwrfc4F09RyKdrFZGEA1mZc26+mTVuq0tBPSLJo9GFxMWaljz2FSjLoDsjgxu9gFI/VVr/ORfv4MynaxWRhAPZF2Y2GHAAZnYysC5lVYl0lEYX4qvdBo+Oid6Xqbvph6q9n2djuXoHZz5dq4gkHMguAm4HRpjZWmAV8K2UVSXSURpdiG3FvfDWL1q2dxsOR0WZrswk+XQHZz5dq4gkfJflR8DhZtYZKHDOfZXaskQ6SKMLLcWalpz2EPQcl95a2iuf7uDMp2sVkdYDmZlF3f2xfi2Zc+53KahJpOM0uuBxDmYNid536ofQdF1o5kv1HZyZJJ+uVUTijpB1bfT1BUTushTJePk+urBhAbx0WvS+TF0flqhU3cGZifLpWkXyXKuBzDl3Tf3XZnZC48ciGS3bRxfae4dorGnJ8b+EIWckt0YREUmaRBf1Q+QOS5Gska2jC+25QzRWEDvp3ZZr6UREJOO0JZCJSDokeofotk/hqYOiv0a2T0uKiOSZeIv632XnyNgQM1tc3wU451yMTYxEpN3i3SE690Ko/E/L7+uxLxz+cOrrExGRpIs3QjYjLVWIyE6x7hB9Znr05x/1LHQbmp7aREQkJeIt6l+TrkJEJKLxHaLOwdNToz9P05IiIjlDa8hEMk1hKWx6F974UfR+BTERkZyjQCaSSWLdLTnlJuh/bFpLkTzW3m1XRKTdEgpkZnaJc+7meG0i0k6xgtgpH0BBIL21SH5rz7YrItJhBQk+b2aUtrOTWIdI/tnykRfEooWx01Z6Hwpjkm6Nt10x2/l1cKPflYnktHjbXnwD+CYw0MyebNTVFdCfTpH2mPd9+PhfLdtHXwJ7XZz2ckSaiLftikg77AiFqKqtIxgKUxIooEdRIZ0C+g9nY/GmLF8D1gE9gf/XqP0rYHHU7xCR6GJNS574FhR3S28tIrHE2nYloOlKaZ8doRCV1UFKCgooCxRQ6xyV1UEqSksUyhpJZNuLNcCU9JQjkmNqv4JHx0bv092Skokab7tSUOSFsVCNt4ZMpB2qausoKSiguMBbJVVs1tBeoUDWINFF/V8Hrgd2w9ulv36n/l1SWJtI9lpxD7x1Tcv2vtPhwNvSX49IogpLvfAV3OhNUwZKtaBfOiQYClMWaLpkvciM7aGwTxVlpkS3vfgtcKxzbnkqixHJerGmJY98GroPT28tIu1VWNr03FSRDiiJTFPWj4wB1DpHSSDR+wrzQ6KBbL3CmEgMzsGsIdH7NC0pInmuR1EhldVBwBsZq3WOYDhMRWmJz5VllkQD2QIzexB4HAjWNzrnHk1FUSJZoeodeOHrLds7V8CMl9Nfj4hIBuoUCFBRWkJVbR3bI3dZakF/S4kGsl2A7cARjdocoEAm+efls+GzV1q2T3sYeu6b9nJERDJdp0BAC/jjSCiQOefOSXUhIhkv1vqwk5c33SJARESkjRK9y3IYcCuwu3NuLzMbAxznnPtVSqsT8duOz+HJGLu+aH2YiIgkSaK3ONwBXAHUAjjnFgOnt/dNzay7mT1sZu+Z2XIzm2Jm5Wb2vJmtiHzetb2vL9Jh86/wRsSah7G9f7TzWKPG6qph26fecUjbPvUei4iIJCjRNWRlzrn51uiWVaCuA+97M/Csc+5kMysGyoCfAi86535jZpcDlwM/6cB7iLRdrGnJ49+A0p7R+3QYs4iIdFCigewLMxuMt5AfMzsZ70ilNjOzbsDBRA4nd87VADVmdjxwaORpdwOzUSCTdAgF4eFR0fsSmZZsfBgz7Pwc3Ki9nEREJCGJBrKLgNuBEWa2FlgFnNHO9xwIbAD+bmb7AAuBS/DWp9WHvM+A3aN9s5mdD5wP0L9//3aWIAKsfQFevaBle+9D4eA7E38dHcYsIiIdlGggc865w82sM1DgnPvKzAZ24D3HAd9zzr1hZjfjTU82eTMzczEKuR0vHDJhwoSozxFp1ZMHwI7PWrZPfwzKx7T99XQYs4iIdFCigewRYJxzblujtoeB8e14z0qg0jn3RqPXuRxYb2a9nXPrzKw38Hk7XlskutZ20z/1Q2i6PrJtdBiziIh0UKuBzMxGAKOBbpEDxuvtArTrv//Ouc/M7BMzG+6cex+YBiyLfMwEfhP5/ER7Xl+kiS0fwjNHtmy3Qjj1/eS8hw5jFhGRDoo3QjYcmAF0B45t1P4V8D8deN/vAfdF7rD8CDgHbwuOWWZ2LrAGOLUDry/5rvI5mPvdlu373QgDTkz++2XIYcw7QiGqausIRo4n6VFUqONJRESyQKuBzDn3BPCEmU1xzs1L1ps65xYBE6J0TUvWe0ieeuV/4NOXWrZ/fTEUdU5/PWm0IxSisjpISUEBZYECap2jsjqoM+NERLJAomvI3jazi/CmLxvmYZxz305JVSJtEWvbiv7HwpSb0l6OX6pq6ygpKKC4wNvvuTiyLq6qtk5nyImIZLhEA9m9wHvAkcAv8ba8WJ6qokQSUrUYXogy/Xjw36D3Iemvx0911QS3rafMBb01bMW7QmEJRWZsD4X9rk5EROJINJANcc6dYmbHO+fuNrN/Aq+ksjCRmN75Lbz3l5btJ74Fxd3SX4/fIicFlFBAbUEnil0IdqyDTr2pLSiiJJDoCWlpVlft3QgRqvZCZEm5boQQkbyVaCCrjXzebGZ74W3cultqShKJwoVh1tCW7bsMga/9J/31ZJLISQE9CgupDNaBFVJkjtrqjQRLe1FRWpL4a6UrJOm4KRGRJhINZLdHDvu+CngS6AL8LGVVidTbthaeOrhl+/j/gyHfTH89mShyUkAnMypKCqmqDbGdACXhNi7oT2dI0nFTIhJFPt8pnlAgc879NfLlHGAQgJmdlKqiRFj5ICz4acv2Y/4LXXRkVhONTgroVFBARUmBtzGtdYa2/EWWzpCk46ZEpJl8v1M80RGyaH6Pt4O/SPL851jYvKxl+6krwDJ0LZTfknVSQDpDko6bEpFm8v1O8Y4Esg6cNSPSSM1X8NjYlu3DzoV9o4ySpUu2LDpP1kkB6QxJOm5KRJoJhsKUNbsJKZ/uFO9IINPB3tIxn70KL89s2X74I9BjbNrLaSLbFp0n46SAdIYkHTclIs2URKYpixudLVzrXObeKZ5k8c6yfJfowcuA3VNSkeS+N34Mqx9r2X7SEijslP56osnHRefpDkkZctyUiGSGHkWFVFYHAW9krNY5guFw2+4Uz2LxRshmpKUKyX3hWnhoRMv2PQ6CQ+5Kezlx5euic4UkEfFJp0CAitISqmrr2B65yzJfFvRD/LMs16SrEMlRX34Az36tZfv+f4J+UdozhRadi4ikXadAIC8W8EfTkTVkIrEtuxXevbFl+/FvQGnP9NfTVlp0LiIiaaRAJsnjHMw5Bz5rdqpWaU847nWwLLoxV4vOJZpsufNWRLJOvEX9dznnzk5TLZKtarfBaxe1DGJjLoORF/hTUzJoPZU0lm133opIVok3QjYmLVVIdtr8Pjx3HLi6nW3dRsDBf4Wy3v7VlUHy+RiQnJOPd96KSNrEC2RlZrYvMTaBdc69lfySJOOtegTmX9a0bdi5sM9PoEBho16+HwOSc+LceavwLSIdES+Q9QX+H9EDmQMOS3pFkplCNbDgSlj9aNP2A2+DvtP9qSnD5fsxIDmnlTtvFb5FOm5jbS3XrFzDw+s3APD+AZPoUpg/f37iBbIPnXMKXfls+6fw4qmwfd3OttKeMO1h6NLPv7qyQL4fA5JzWrnzVuFbxNPWkeJPqqu5/IOPmL3pyxZ9xQVZdCNYEuguS4lu3WyYc27Ttv7HwqTrIZAfuyZ3VL4fA5JzWrnzNhjcofAteS/RkeIlX23jB+9/yLJtLTfa/l7/vlzSv29ejizHC2TXxeows/7OuY+TXI/4yYXh3d/B8lubtk/4FQz+hj81ZbF8PwYkJ8W481bhW6T1ZRp3ra7k1spPo37fLwcP4Oy+exDIpq2RUiBeILscmAVgZi8656Y16nscGJeiuiSdgpu90bCNi5q2H/Ek7Draj4pyQr4fA5JPFL5Fmi7TcM5x0XsreOPLr1o8r9iMm0cM4dhePbA8D2GNxQtkjX+lylvpk2xU9Q688PWmbbvtBwf8BYq7+lNTjsnnY0DyicK3CGAwfeFiNtXVRe3+4Z4V/GiA1h7HEi+QuRhfR3ss2eKDu+HtXzZt2+v7MOp/s2s3fZEMovAt+aiqppYx8xbE7L9qYH/O7ruH/nOSgHiBbDcz+yHeaFj910Qe90ppZZJcddXw+vdh7fNN2w+9B3Y/wJeSREQk+3ywbTtTF7wTs/+OUcMYXlam/fjaKF4guwPoGuVrgL+mpCJJrq9WwfMnQO3WnW1dB8LU+6DT7r6VJSIi2WPOxs18493lMfvnTdqX/p10hFhHtBrInHPXpKsQSbKP/w3zLm7aNvibMO5qKNBuJyIi0rp7P13P5Ss+itm/7ICJdCvUvyfJEu9w8Z+30u2cc/+X5HqkI8J18NYvYeV9Tdun3Az9Z/hTk4iIZI2ff7iKO9d+FrVvaFknnh8/hqICbeeSCvGi7bYobZ2Bc4EegAJZJtixAf77Tfiq0f9kCrvA9Mdgl0H+1SUiIhkt7BynvrOMeV9uidp/wm49+NOIodqeIg3iTVn+v/qvzawrcAlwDvAA3hmX4qf182D2t5q29TkcptwEhZ18KUlERDLbjlCIcfMWsiUUitr/kwH9uHjPijRXJXEnf82sHPghcAZwNzDOObcp1YVJDM7Bsj/Bkpuatu97FQw7x5eSREQks31eU8O+8xbG7L9t1DCO7dUjjRVJc/HWkN0AfB24HdjbObe1tedLGrx8Fqx/befjwx+BHmN9K0dERDLT8q3bOHzh4pj9T+27F/vuok3AM0W8EbIfAUHgKuDKRnPIhreof5cU1ibRjPwuFJbBxN9Aya5+VyOSmLpq71DuULV3KHdJuXcupIgk1UtVmzhzyXsx+9/Yb5yO9MpQ8daQ6VaKTLP7/t6HSLaoq4ZtayFQ7P1nIlzrPe7cV6FMJAn+vnYdV324OmqfAcsPmEhXbU+R8eJNWU50zr0Zo+9M59y9qSlLRNolE0eighu9MBYo9h7Xfw5uhMI+/tUlksWuWPER93y6Pmrf6C5lPD1uDIW6MzKrxIvMd5rZXOAK59xmADPbC7gF2AgokIlkikwdiQpVe/U0VlAEddv9qUckC4Wd48RFS1mw5auo/Sfv3oubRwxJc1WSTPEC2TjgUuBtM/s/YG/gaOBHzrmnUl2ciLRBKyNRO2x3qmrrCIbC6T9fLlDqhcP6eiDyWNOVrdkRCvn3M5OMsD0UYu/XFlAdDkftv2pQf77br2+aq5JUibeGrA64zszq8M6u/BSY5Jz7NB3FiUgbxBiJ2lGzjUqClBQUUBYooNY5KquDVJSWpOcf+JJyb6QuUg/hWgjVeCN3EtWOUIjKah9/ZuKbz4I1jH899vYUd44ezlE9y9NYkaRLvDVkg4E/Aw4YCXwNmGNm1zrn/p6G+kQkUTFGoqrCRZQUFFAcOe6kOLKupKq2jop0/ONeWOqFr+BGb5oyUOr/NGqGq6qt8/dnJmm1ZOs2jmxle4pnxu3NmK5d0liR+CHelOV/gMudcw9HHr9vZrOA35nZec65A1JbnogkLMZIVLCwB2XNFvcWmbE9FH0aJCUKS7WAvw2CoTBlgaY3uaf9ZyYp9dwXGzln6fsx+9+cPI4+JdqeIp/EC2Rjm28GG5muPN3MDk9dWSJtlIl3F6ZbjJGokjqj1rmGURaAWucoCWhXm0xVEpmm1M8st9xe+SnXrFwTta/EjHcPmEhnjYDmrXiBbFizA0Ud8IVz7hPn3AupK0ukDTL17sJEJTNMRhmJ6mHeeiTwRllqnSMYDmtzyAzWo6hQP7Mc8aP3P+SBzzZE7du3axee2HcvAtqeQogfyKIdIF5uZsXA6c65d1JQk0jbZPM+V2kIk50CASpKS6iqrWN75I49LQ7PbPqZZa+Qc8x4610Wb90Wtf+be+zGDcMHp7kqyQbx7rKcGq3dzCYAfwQOTkVRIm2SzftcpSlMdgoEtBg8y+hnlj22hUKMmvsmdc5F7f/F4AH8T0XvNFcl2aZdZyk45xaYmW75kMyQzftcZXOYFMljK7dv5+A3Y08S3bXXCKb30HnDkrh2BTIz2x1vPZmI/7J5n6tsDpMieeadr7Zy9Fvvxuz/19i9GNetaxorklwSbx+yP9IyeJUD+wOXpKookTbJ5n2usjlMiuSBZ76o4rylH8Tsf3bc3vQqLqYmHKZAi/OlA+KNkC1o9tgBVcAPgYEpqUikPbJ1n6tsDpMiOeqWj9dy7aqPo/Z1CQR4dMxoyosLabwLgfaJk46Kt6j/7lh9ZrYA6J/0ikTyTbaGSckqOhuzdRe/t4JH1n8RtW+/bl15eJ/RDSNgldVB7RMnSdeuNWQRGpsVEckCOhuzpTrnOHLhO7y3bUfU/rP77M61QwdF7dM+cZIKHQlkWtQvIpIFdDam56u6OkbMfTNm/7VDBnJ23z3ivo72iZNUiLeo/19ED14G9EhJRSIiklT5fDZmZXWQ/d54K2b/P/YewdTytm9PoX3iJNnijZDd2M4+ERHJEPl2NuZbW77i2LeXxOx/ccI+jOhcFrNfxA/xAtkq51z0W01ERCQr5MOapyc//4LvLl8Rs3/RlPH0Ki6O2S/it3iB7HFgHICZPeKcOynlFYmISFLl6pqnm9ZUcsPqT6L27VpYyJuTx2X9NUr+iBfIGt9JGf12ExERyXi5sObJOcd3l6/gXxuqovYf2L0b948ZqQ1aJSvFC2QuxtciIiIpVxsOc9iCd/hoR3XU/vP69uaaIQPSW5RICsQLZPuY2Ra8kbJOka+JPHbOuV1SWp2IiOSdL+vqGNXK9hTXDx3Et/rsnsaKRFIv3k792T2+LSIiWWHNjmr2n/92zP77x4zk4F27p68gkTTryMawIiIi7fbml1s4YdHSmP2zJ+zDUG1PIXlCgUxERNLm0fUb+N57H8bsXzxlAj2Ki9JYkUhmUCATEZGUunH1J/x+TWXUvt2Li3htv3GUFuTmJrUiiVIgExGRpHLOcd7S93m2alPU/sPKu3PPXiMwbU8h0kCBTEREOqwmHObgNxfxSeREgOYu7NeHKwftmeaqRLKHApmIiLTLptpa9nptQcz+3w0fzGl77JbGikSylwKZiIgkbNWOHRw4f1HM/of2GcX+3bulryCRHKFAJiIirXp98xZOeif29hRzJo5lcFmnNFYkknsUyEREpIVZn33OD95fGbP/3f0nUF6k7SlEkkWBTEREALjuo4/50ydro/b1Ky1hzsSxFGt7CpGUUCATEclTzjnOWvIeL23cHLX/yB67cufo4dqeQiQNFMhERPJIMBxm/zfe5rOamqj9F/fvy08G9k9zVSKiQCbSWF01BDdCqBoCpVBSDoWlflcl0iEba2vZu5XtKW4eMYSTd++VxopEpDkFMpF6ddWwbS0EiqGwDMK13uPOfRXKJOt8uH0Hh7y5KGb/Y2NHM6nbLukrSHy1IxSiqraOYChMSaCAHkWFdAoE/C5LGlEgE6kX3OiFsUCx97j+c3AjFPbxry6RBL266UtOW7wsZv/cSfsyoJP+c5FvdoRCVFYHKSkooCxQQK1zVFYHqSgtUSjLIApkIvVC1d7IWGMFRVC33Z96RBLwz3XrufSDj2L2L91/It2L9Fd9PquqraOkoKDhDtniyE0aVbV1VCiQZQz9KRWpFyj1pinrR8Yg8lgjCpJZrlm5mtsr10XtG9SplJcm7EORtqeQiGAoTFmg6e+HIjO2h8I+VSTRKJCJ1Csp99aMgTcyFq6FUI23hkzER845vrF4Oa9s/jJq/4xePbht5FBtTyFRlUSmKYsb/f6odY6SgEJ7JlEgE6lXWOqFr+BGb5oyUKoF/eKbbaEQw16dH7P/x3tW8IMB/dJYkWSrHkWFVFYHAW9krNY5guEwFaUlPlcmjSmQiTRWWKoF/OKbj3dUM2X+2zH7bxk5lON365nGiiQXdAoEqCgtoaq2ju2Ruyy1oD/zKJCJiPjotc1fcso7se+MvG3UMI7t1SONFUku6hQIaAF/hlMgExFJs7s//YyfrlgVs/8/48ewV5fOaaxIRPymQCZNaPNAkdT40fsf8sBnG2L2vzNlAj2Li9JYkYhkEt8CmZkFgAXAWufcDDMbCDwA9AAWAmc656IftiYpoc0DRZLrwPlvs2pHdcz+VQft17A3lIjkNz9HyC4BlgP1Z3dcD/zeOfeAmd0GnAvc6ldx+UibB4p0TNg5+s15PWZ/aUEBKw/aL40ViUi28CWQmVkFcAxwLfBD8zbPOQz4ZuQpdwO/QIEsrbR5oEjbfVVXx4i5b8bsP6y8O/fuPTKNFYlINvJrhOwm4DKga+RxD2Czc64u8rgSiLobp5mdD5wP0L9//9RWmWe0eaBIYlbt2MGB8xfF7P/xgH78YM+K9BUkIlkv7YHMzGYAnzvnFprZoW39fufc7cDtABMmTHDJrS6/afNAkdjmbNrMNxYvj9n/t9HDObJneRorEpFc4scI2QHAcWZ2NFCKt4bsZqC7mRVGRskqgLU+1JbXtHmgSFN/rVzH1StXx+x/ccI+jOhcFrNfRCRRaQ9kzrkrgCsAIiNkP3bOnWFmDwEn491pORN4It21iTYPFPnf5St47PMvYva/u/8Eyou0PYWIJFcm7UP2E+ABM/sV8DZwp8/1iEieGD9vIZ/VxN5lZ/VB+1Gk7SlEJIV8DWTOudnA7MjXHwGT/KxHRPJDyDn6t7I9RffCAEsP0F9HIpI+mTRCJiKSMl/W1TGqle0pju5Zzh2jh6exIhGRnRTIRDqirhqCGyFUDYFSKCmHwlK/q5KID7fv4JA3F8Xsv3Jgfy7sH3WHHRGRtFIgE2mvumrYthYCxVBYBuFa73HnvgplPnqxahNnLXkvZv89e41gWo9d01iRiEh8CmQi7RXc6IWxQLH3uP5zcCMU9vGvrjywIxSiqraOYGR7lkfWb+C3qz+J+fzZE/ZhqLanEJEMpkAm0l6ham9krLGCIqjb7k89eWJHKERldZBfrFzN7E1fxnze0v0n0r1If8WJSHbQ31YCtBxx6FFUqA1h4wmUetOU9SNjEHms6cpU6fvyvFb71xw8mcJGR39JDtF6TclxCmTSMOJQUlBAWeQ8y8rqoHbpj6ek3FszBt7IWLgWQjXeGjJJippwmIGvvBGzf7fiIp4ZNwbnHNtDYYWxXKX1mpIHFMgyjB8jVVW1dZQUFFAc2fiy/nDxqto67drfmsJS7x+E4EZvmjJQqn8gkmB9sIZxry+M2V9RUsJD+4xq+P0KUOscJQFt3JqztF5T8oACWQbxa6QqGApT1uwfsyIztofCKXvPnFFYqn8QkuDNL7/ihEVLYvaf1Wd3rhs6CNj55wS836e1zhEMh6koLUlLrdko65ckaL2m5AEFsgzi10hVSST8FTea7mnXiIPWeEgb3P3pZ/x0xaqY/X8YMYSTdu/Vor1TIEBFaQlVtXVsjwQMTa/HlhNLErReU/KAAlkG8WukqkdRYcdHHLTGQxIQ7+Du/4wbw15dO8d9nU6BgKbTE5QTSxK0XlPygAJZBknaSFUbJWXEQWs8JIaRr85nSygUs//d/SdQXlSUxoryS04sSdB6TckDCmQZJCkjVe3U4REHrfGQCOccFa0c3A3w8cGTCeiOyLTw6z96Saf1mpLjFMgySFavjdEaj7xWHQ4zuJXtKQDWHjIlTdVIY37+R09EEqdAlmGydm2M1njknbXVQSa98VbM/pGdy3hhwj5prEiiyer/6InkEQUySQ6t8cgLC7d8xXFvx96e4oKK3vx88ID0FSQJydr/6InkEQUySR6t8chJ969bz48/+Chm/22jhnFsrx5prEhEJPcokIlIC5d9sJL71n0es3/OxLEMLuuUxopERHKbApmIAHDAG2+xOrL4O5r3DphI10L9lSEikgr621UkTyWyPcUnB0+mQNtTiIiknAKZSB7ZEQox5NX5Mfs7FRTw4UH7pbEiEREBBTKRnBdve4qv9Sznr6OHp7EiERFpToFMJAe9sXkLX39nacz+nw3ak+/00x2xIiKZQoFMJEdc99HH/OmTtTH7/7n3SA4p756+gkREJGEKZCJZ7IiF77B0a+zzQudO2pcBnXJrc94doRBVtXUEI7vO9ygq1K7zIpL1FMhEskzfl+e12r/8gInskqPbU+wIhaisDlJSUEBZ5NDsyuqgjgISkayXm39rS5tp1CFzaXuKnapq6ygpKKC4oACA4sg1V9XW6WggEclqCmSiUYcMtLUuxPC5sbenAFh7yJQ0VZM5gqEwZYGCJm1FZmwPhX2qSEQkORTIRKMOGWLFtu0cuuCdmP1Dyzoxe+LY9BWUgUoi/2EobjQaWOscJc1CmohItlEgE406+OipDVVcsOyDmP3nV/Tm6sED0ldQhutRVEhl5HinIjNqnSMYDlNRWuJzZSIiHaNAJhp1SLOrP1zNX9eui9l/+6hhHNOrRxoryh6dAgEqSkuoqq1je2S9o6bWRSQXKJCJRh3S4MD5b7NqR3XM/pcnjmVIWac0VpS9OgUCmkoXkZyjQCYadUiReNtTvH/AJLoU6tdY/Ke7rEX8p0AmgEYdkiHsHP3ibE9RefBkLA+2p5DsobusRTKDAplIB3xZV8eouW+2+px83J5CsofushbJDApkIm20cMtXHPf2kpj9Y7p05pnxY9JYkUj76S5rkcygQCaSgDsq1/GLlatj9l/cvy8/Gdg/fQWJJInushbJDApkIjGc/s4yXtn8Zcz+m0cM4eTde6WxIpHk013WIplBgUykkXh3Rr40YR+Gdy5LUzUiqae7rEUygwKZ5L14IeyDAyfRWf84SQ7TXdYi/lMgk7wTco7+2p5CREQyiAKZ5IXPa2rYd97CVp+j7SlERMQvCmSSs17fvIWT3lkas797YSFLD5iYxopERESiUyCTnPLnj9fy61Ufx+w/s/fu/GbYoDRWJCIiEp8CmWS9E95ewptbvorZf9uoYRzbq0caKxIREWkbBTLJSvHujJwzcSyDyzqlqRoREZGOUSDLJnXVENwIoWoIlEJJORSW+l1V2sQLYR8eOEl7J4mISFZSIMsWddWwbS0EiqGwDMK13uPOfXM2lNWGwwx45Y1Wn6M7I0VEJBcokGWL4EYvjAWKvcf1n4MbobCPf3Ul2afBIBNff6vV5yiEiYhIrlEgyxaham9krLGCIqjb7k89STRn42a+8e7ymP39Skt4fb9xaaxIREQkvRTIskWg1JumrB8Zg8jj7JyuvHH1J/x+TWXM/vMrenP14AHpK0hERMRHCmTZoqTcWzMG3shYuBZCNd4asixx+IJ3WL4t9oje30cP54ie5WmsSEREJDMokGWLwlIvfAU3etOUgdKsWNAf787IeZP2pX+nzL4GERGRVFMgyyaFpVmxgD9eCPvooP0oKShIUzUiIiKZT4FMOqwmHGagtqfIGztCIapq6wiGwpQECuhRVKj930REOkiBTNrls2AN419fGLPfgEqFsJyzIxSisjpISUEBZYECap2jsjpIRWmJQpmISAcokEnCXt+8hZPeWRqz/+ie5dwxengaK5J0q6qto6SggOLIlHOxWUN7hQKZiEi7KZBJq26v/JRrVq6J2f+rIQM4p2/vNFYkfgqGwpQFmq7/KzJjeyjsU0UiIrlBgUxamPnue7ywcVPM/sfH7sXEbl3TWJFkipLINGX9yBhArXOUBHSThohIRyiQCQBXrVjF3z/9LGb/oinj6VVcHLNf8kOPokIqq4OANzJW6xzBcJiK0hKfKxMRyW4KZHlsxlvv8vZXW2P2rzl4MoWNRkJEOgUCVJSWUFVbx/bIXZZa0C8i0nEKZHmkzjn2nPN6zP79unXl0bF7pbEiyUadAgEt4BcRSTIFshz3ZV0do+a+GbP/f/v14YpBe6axIhEREWlOgSwHrdy+g4PfXBSz/w8jhnDS7r3SV5CIiIi0SoEsR7yy6UtOX7wsZv+T++7F+F10Z6SIiEgmUiDLYnd/+hk/XbEqZv/8/cbRV3e/iYiIZDwFsizzkw8+4h/r1sfs/+DASXTWgmsREZGsokCW4ZxzHLFwMcu2bY/a3zUQ4LnxY+hVXKStB0RERLKUAlkGqg2HGfDKGzH7D921G78YPICSgoKGzTmTdcDzjlCIqto6gpE9pnoUFSroiYiIpJgCWYbYFgrxzcXLWbDlq6j93+/fl0sH9gegsjpI2LmkH/C8IxSisjpISUEBZZEjcpIV9HKJQquIiCSbApmP1gdrOGLhYr6orY3af8vIoRy/W88W7ak64Lmqto6SgoKkB71cotAqIiKpoECWZu9t2860Be9E7etUUMB/J+5Dv9LSVl8jVQc8pyro5RKFVhERSQUFsjRobY+wkZ3LeGTsaLoVJv6jSNUBz6kKerlEoVVERFJBgSxFHvzsc374/sqofUf3LOfPI4c2jLK0VaoOeE5V0MslCq0iIpIKCmRJ4pzjhtWfcPPHa6P2f6eiN1cN2hNr9A95R6TigOdUBb1cotAqIiKpoEDWAbXhMIe8uYg1kX+gm/v10IHM7LNHmqvqmFQEvVyi0CoiIqmgQNZGO0Ihrlv1MXeu/Sxq/z17jWBaj13TXJWkk0KriIgkmwJZAjbV1vJ/H63hwc82RO2fNWYUB+zaLc1ViYiISK5QIGtFMBxmUJQd80/evRdXD96T8qIiH6qS9tBmriIikskUyFoRdq7h64v69eEHe1boH/EspM1cRUQk0ymQtaJTIMDaQ6b4XYZ0kDZzFRGRTKfNkyTnBUNhipptN1JkRlCbuYqISIZIeyAzs35m9l8zW2ZmS83skkh7uZk9b2YrIp91q6IkRf1mro1pM1cREckkfvyLVAf8yDk3CpgMXGRmo4DLgRedc0OBFyOPRTqsR1EhwXCYmnAY5xw14TDBcJgeRZqxFxGRzJD2QOacW+eceyvy9VfAcqAvcDxwd+RpdwMnpLs2yU31m7kWRM6cLDDTgn4REckovg4RmNkAYF/gDWB359y6SNdnwO4xvud84HyA/v37p6FKyQXazFVERDKZb4tozKwL8AjwfefclsZ9zjkHuGjf55y73Tk3wTk3oVevXmmoVERERCS1fAlkZlaEF8buc849Gmleb2a9I/29gc/9qE1EREQk3fy4y9KAO4HlzrnfNep6EpgZ+Xom8ES6axMRERHxgx9ryA4AzgTeNbNFkbafAr8BZpnZucAa4FQfahMRERFJu7QHMufcq4DF6J6WzlpEREREMoF2xhQRERHxmXbG7KAdoRBVtXUEQ2FKAgX0KCrU/lYiIiLSJhoh64AdoRCV1UHCzlEWKCDsHJXVQXaEQn6XJiIiIllEgawDqmrrKCkooLigADOjuKCAkoICqmrr/C5NREREsogCWQcEQ2GKrOn9CUVmBENhnyoSERGRbKRA1gElgQJqXdMDBWqdoySgX1YRERFJnJJDB/QoKiQYDlMTDuOcoyYcJhgO06NI90qIiIhI4hTIOqBTIEBFaQkFZmwPhSkwo6K0RHdZioiISJtoKKeDOgUCVCiAiYiISAdohExERETEZwpkIiIiIj7TlGUHaad+ERER6SiNkHWAduoXERGRZNAIWQc03qkfoDiySWxVbV1eL/TXqKGIiEjbaISsA7RTf0saNZRUq/89tnLbDv3eEpGcoUDWAdqpvyWd7ymppMAvIrkqf5NDEmin/pY0aiippMAvIrlKgawDtFN/Sxo1lFRS4BeRXJW/QzlJop36m+pRVEhldRDw/qGsdY5gOExFaYnPlUkuqA/8xY1CmQK/iOQC/S0mSaVRQ0klLRMQkVylv8Uk6TRqKKlSH/irauvYHtlWRYFfRHKBApmIZBUFfhHJRZqyFBEREfGZApmIiIiIzxTIRERERHymNWQi0mY6r1REJLk0QiYibaLji0REkk+BTETaRMcXiYgknwKZiLSJji8SEUk+BTIRaROdVyoiknxa1N8KLVwWaUnnlYqIJJ/+SxuDFi6LRKfzSkVEkk8jZDE0XrgMUBxZM/NpdZCSQECjZpLXdHyRiEhyaYQshmgLl0PhMGuqqzVqJiIiIkmlQBZDtIXLG2pr6RII6HZ/ERERSSoFshh6FBUSDIepCYdxzlETDrO1Lkyv4uImz9Pt/iIiItJRCmQxRFu43L+slECzaUzd7i8iIiIdpUX9rWi+cLn+zkvQ7f4iIiKSPBraaQPd7i8iIiKpoBGyNtLt/iIiIpJsGiETERER8ZkCmYiIiIjPFMhEREREfKZAJiIiIuIzBTIRERERnymQiYiIiPhMgUxERETEZwpkIiIiIj5TIBMRERHxmQKZiIiIiM8UyERERER8pkAmIiIi4jMFMhERERGfKZCJiIiI+EyBTERERMRnCmQiIiIiPlMgExEREfGZApmIiIiIzxTIRERERHymQCYiIiLiM3PO+V1Du5nZBmBNs+aewBc+lJMJdO35Sdeen3Tt+Slfrz1XrntP51yvaB1ZHciiMbMFzrkJftfhB127rj3f6Np17fkmX689H65bU5YiIiIiPlMgExEREfFZLgay2/0uwEe69vyka89Puvb8lK/XnvPXnXNryERERESyTS6OkImIiIhkFQUyEREREZ9ldSAzs1Izm29m75jZUjO7JtI+0MzeMLMPzexBMyv2u9ZUMLOAmb1tZk9FHufFdQOY2Woze9fMFpnZgkhbuZk9b2YrIp939bvOZDOz7mb2sJm9Z2bLzWxKnlz38MjPuv5ji5l9Px+uHcDMfhD5O26Jmd0f+bsvL/68m9klketeambfj7Tl5M/dzP5mZp+b2ZJGbVGv1Tx/iPz8F5vZOP8q77gY135K5OceNrMJzZ5/ReTa3zezI9NfcfJldSADgsBhzrl9gLHAUWY2Gbge+L1zbgiwCTjXvxJT6hJgeaPH+XLd9aY658Y22pvmcuBF59xQ4MXI41xzM/Csc24EsA/ezz/nr9s5937kZz0WGA9sBx4jD67dzPoCFwMTnHN7AQHgdPLgz7uZ7QX8DzAJ7/f7DDMbQu7+3O8CjmrWFutavwYMjXycD9yaphpT5S5aXvsS4OvAnMaNZjYK78/A6Mj33GJmgTTUmFJZHcicZ2vkYVHkwwGHAQ9H2u8GTkh/dallZhXAMcBfI4+NPLjuOI7Hu27Iwes3s27AwcCdAM65GufcZnL8uqOYBqx0zq0hf669EOhkZoVAGbCO/PjzPhJ4wzm33TlXB7yM9w90Tv7cnXNzgI3NmmNd6/HAPZF/B18HuptZ77QUmgLRrt05t9w5936Upx8PPOCcCzrnVgEf4oX2rJbVgQwapu0WAZ8DzwMrgc2RP7wAlUBfn8pLpZuAy4Bw5HEP8uO66zngOTNbaGbnR9p2d86ti3z9GbC7P6WlzEBgA/D3yFT1X82sM7l/3c2dDtwf+Trnr905txa4EfgYL4h9CSwkP/68LwEOMrMeZlYGHA30Iw9+7o3Euta+wCeNnpervweiyclrz/pA5pwLRaYxKvAS8gh/K0o9M5sBfO6cW+h3LT460Dk3Dm/Y/iIzO7hxp/P2c8m1PV0KgXHArc65fYFtNJuqydHrbhBZJ3Uc8FDzvly99siaoePxAnkfoDMtp3ZyknNuOd7U7HPAs8AiINTsOTn5c48mn641H2V9IKsXmbr5LzAFb+i2MNJVAaz1q64UOQA4zsxWAw/gTV3cTO5fd4PIqAHOuc/x1hJNAtbXD9lHPn/uX4UpUQlUOufeiDx+GC+g5fp1N/Y14C3n3PrI43y49sOBVc65Dc65WuBRvL8D8uLPu3PuTufceOfcwXhr5T4gP37u9WJd61q80cJ6Oft7IIqcvPasDmRm1svMuke+7gRMx1vk/F/g5MjTZgJP+FJgijjnrnDOVTjnBuBN37zknDuDHL/uembW2cy61n8NHIE3tfEk3nVDDl6/c+4z4BMzGx5pmgYsI8evu5lvsHO6EvLj2j8GJptZWWStaP3PPV/+vO8W+dwfb/3YP8mPn3u9WNf6JHBW5G7LycCXjaY2c92TwOlmVmJmA/FubJjvc00dltU79ZvZGLxFjgG8cDnLOfdLMxuEN3JUDrwNfMs5F/Sv0tQxs0OBHzvnZuTLdUeu87HIw0Lgn865a82sBzAL6A+sAU51zjVfIJvVzGws3o0cxcBHwDlEfu+Tw9cNDeH7Y2CQc+7LSFvO/8wBzNvS5zSgDu/P9nl4a2by4c/7K3hrZGuBHzrnXszVn7uZ3Q8cCvQE1gNXA48T5Voj4fxPeNPX24FznHMLfCg7KWJc+0bgj0AvYDOwyDl3ZOT5VwLfxvsz8X3n3DPprzq5sjqQiYiIiOSCrJ6yFBEREckFCmQiIiIiPlMgExEREfGZApmIiIiIzxTIRERERHymQCYiIiLiMwUykRxkZs7M/tHocaGZbTCzpxq1nWBmi81suZm9a2YnNOq7y8xWmdk7ZvaBmd0TOdC+vn+1mfWMfH2lmS2NvNYiM9svSj13mdnJzdtj1N7dzC5s56XXv8bZZtYnRl+LWsxsawfe66et9K2O/Nouinzsb2YDzGxJe9+v2euHIq/bx8wuMbObGvX9xcxeaPT4e2b2hyS97w1m9l7kZ/5Yow26DzKzZcm6PpF8okAmkpu2AXtFTrAA7xSLhqNFzGwfvAOrj3fOjcQ7H/LGyGbL9S51zu0DDMfbePSlyFmSNHqdKcAMYJxzbgzeMT+ND/1tj+5AhwIZcDbeuY/pEDOQRUx1zo2NfLyW5PfeEXndT4G5wP6N+vYBuplZIPJ4fyBZ7/88sFfkZ/4BcAWAc+4VvAPARaSNFMhEctfTwDGRr5sfOfRj4NfOuVUAkc/XAZc2fxHn+T3wGd5Zko31Br6o3yHeOfdFJBzEZWZdzOxFM3srMop0fKTrN8DgyMjPDZHnXmpmb0ZGZK6JtA2IjO7dERmhe87MOkVGvyYA90Veo1P0CmLW1eK9Iu2Pm9nCyHudH2n7DdAp8j73teV9It9/tpn9qdHjp8zsUDPb08xWmFlPMysws1fM7Ig4L7cIGBb5NegG7Ii07R3p3x8vtDWvYWtkxGupmb1gZpPMbLaZfWRmx0V7I+fcc865usjD1/HOEhSRDlAgE8ldD+Cd91YKjAHeaNQ3GljY7PkLIu2xvAWMaNb2HNAvMq15i5kd0ob6qoETnXPjgKnA/4scB3M5sDIy8nNpJIgMxTtAfiww3swOjrzGUODPzrnReEernOScezhyLWdEXmNHlPe+odE04qL6xjjv9W3n3Hi8sHexmfVwzl3OzlGqM2Jc538j7/NGjP4WnHNrgOuBW4EfAcucc8/F+Z76Y5UmApPxft6vA/ubWV+8k1mijV52xjsPdzTwFfArvBHVE4FfJlDut4GsP7ZGxG+FfhcgIqnhnFtsZgPwRseeTsJLWpT32Gpm44GD8ELVg2Z2uXPurgRf79eRwBPGO5tx9yjPOyLy8XbkcRe80PQxsMo5tyjSvhAYkOC1XBoJbl4hO9eQxXqvOXgh7MRIe79Ie1UC7zXVOfdFgnU1cM791cxOAb6DFw4T8RreSFgnYB6wAm9KdQOxpytrgGcjX78LBJ1ztWb2LnF+Pc07T7AOaPPooIg0pUAmktuexFsrdijeAc31lgHjgXcatY0HlrbyWvsCLzZvdM6FgNnA7Mg/4jOBuxKo7Qy8Q4PHRwLAaqA0yvMMuM4595cmjV7YbHyYdggviHRErPc6FG993BTn3HYzmx2j1raqo+lMRcNrmlkZO6cCu+CNXsUzFy/AlQJ/xgtio2g9kNW6nYcah4n8mjrnwmZWGKnl73g//0+dc0dH2s7GWz84rdH3i0g7acpSJLf9DbjGOfdus/YbgSsioaY+3PwU+H/NX8A8F+OtF3u2Wd9wMxvaqGkssCbB2roBn0fC2FRgz0j7V0DXRs/7D/BtM+sSec++ZrZbnNdu/hqJivVe3YBNkTA2Am9KsF6tmRW1470AVgNjI+vE+uFNlda7Hm/k6efAHQm+3rxIbb2cc59HgtIG4HiirB9LlHPunMi0bH0YOwq4DDjOObe9va8rIjtphEwkhznnKoEWWx045xaZ2U+Af0XCRC1wWaPpP/DWWf0MKMNbizTVOVfT7KW6AH+MbHtQB3wInB+jnL/Yzm0ZPgGOjbz/u3hrvt6L1FZlZnMjWyc8E1lHNhKY5y0xYyvwLbwRsVjuAm4zsx14o1rR1pG14Jx7LsZ7PQt8x8yWA+9Hfj3q3Q4sNrO3WllHFstcYBXeiOVyvHV6RNbiTQQOcM6FzOwkMzvHOff3OPVvMrMNNB3pnAccQNPR0I76E1ACPB/5dXrdOfedJL6+SN4xjTSLiGQnM9vqnOvidx2NRUZbn3LO7eV3LSLZRFOWIiLZa0vkDs507bnWKjM7CPgX0OabGETynUbIRERERHymETIRERERnymQiYiIiPhMgUxERETEZwpkIiIiIj77/ybRhnumVcH0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
   "source": [
    "# Call scatterplot method with croptype to be plotted\n",
    "\n",
    "analysis.scatterplot('Wheat', combine=True)\n",
    "analysis.scatterplot('Barley', combine=True)\n",
    "analysis.scatterplot('Rapeseed', combine=True)\n",
    "analysis.scatterplot('Maize', combine=True)"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "658ed298-b08f-4f14-b231-b5ee5f8e270f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}