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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"
]
}
],
"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": "27f305d1-780c-4d1b-ab3c-6db0e27a6f73",
"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",
"['Sugar Beet: [2004, 2008]', 'Wheat: [2004, 2006, 2008, 2010, 2012]', 'Potatoes: [2006, 2010, 2014]', 'Mustard: [2009, 2013]', 'Maize: [2012]']\n"
]
}
],
"source": [
"# Lonzee data\n",
"\n",
"FLUXNET_file_path = 'data/Lonzee_FLUXNET/FLX_BE-Lon_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
"MODIS_file_path = 'data/Lonzee_MODIS/LE_500m_filtered_scaled.csv'\n",
"crop_rotation_path = 'data/Lonzee_croprotation.json'\n",
"\n",
"lonzee = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
" \n",
"print(lonzee)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2ccfe8b7-b77c-4d27-abf8-af0f7c0db240",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"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": 9,
"id": "52fbae49-70aa-414a-b61d-14a66b245934",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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a8SHYOteqHatpagv/ALj4f+AfCJ9fC2XFjRai8i2akCmllFKetmU2lBdb/cdqExkPE1+BrDUw+2Hvx6Z8kiZkXiAiXHXVVUeel5WV0aZNG84777wj277++msGDhxInz59GDBgAF9//fWRfddeey1du3Zl0KBB9OzZkylTppCRkXFkf2Ji4pFpGf7973/Tr18/Bg4cSHJyMr/99pv3L1AppVTNUmZAqzaQMMK943uPhxG3wW+vwcbvvBub8knNe6Z+m7Rq1Yp169ZRWFhIaGgos2fPplOnTkf2r169mvvvv5/Zs2fTtWtXtm/fzplnnklSUhIDBw4E4Mknn2TSpEkYY3juuecYO3Ys69atIygo6Eg5S5Ys4dtvv2XFihUEBwezf/9+SkpKGv16m6PIyEi7Q1BKNVWlRbDlRxgwCfz83X/dmY/CzsXw9R/g1kUQleC9GJXP0RoyLxk/fjzffWd9y5k6dSqXX375kX1PPfUUDz30EF27dgWga9euPPjggzz55JPHlSMi3HPPPbRv357vv//+mH27d+8mLi6O4OBgwJo7q2PHjt66pBYlNjaW2NhYu8NQSjVFqfOgJB/6uNFc6SogGCa9Y43M/PJGKC/zTnzKJ2lC5iWXXXYZn3zyCUVFRaxZs4YRI45WW69fv54hQ4Ycc/zQoUNZv359teUNHjyYjRs3HrPtrLPOIj09nZ49e/KHP/yBBQsWePYiWjCHw4HD4bA7DKVUU7RhOoREQuLour82thuc9xyk/wrzH/N4aMp3Nesmy0dnrGfDroMeLbNvxwj+PqFfrccNHDiQtLQ0pk6dyvjx4xt83qqWuAoPD2f58uUsXLiQefPmcemll/L4449z7bXXNvh8LV3F2p9JSUn2BqKUalrKS2HTTOg1HgKCaj++KgMnw/b5sPBpSDwZup3m0RCVb9IaMi86//zzuf/++49prgTo27cvy5cvP2bb8uXL6dev+kRv5cqVVa4v6e/vz5gxY3j00Ud56aWX+PLLLz0TvFJKqbpLWwhFudVPBuuucU9AXE/46mbI3+uR0JRva9Y1ZO7UZHnT9ddfT1RUFAMGDGD+/PlHtt9///1MnjyZsWPHkpiYSFpaGv/5z3/44osvjivDGMOLL77I7t27Oeecc47Zt2nTJvz8/OjRowcAq1atokuXLl69JqWUUjVImQGBraDb2IaVE9QKJr8Db46FabfAlV9aa2A2NdnbrGtp3d7uSHye1366IvK2iOwVkXUu22JEZLaIbHHeRzu3i4i8ICJbRWSNiNQwrXHTER8fz1133XXc9uTkZP773/8yYcIEevfuzYQJE3jiiSdITk4+csyf/vSnI9NeLF26lHnz5h0zwhIgPz+fa665hr59+zJw4EA2bNjAI4884uWrUkopVSVHOaR8Cz3OhMDQhpfXrh+c8xhs+wkWP9/w8hpDSQFs/hFm/gmeT4YXB8OK9+2OqkmQqvomeaRgkVOAfOB9Y0x/57YngBxjzOMi8gAQbYz5i4iMB+4ExgMjgOeNMbVO3jJ06FCzbNmyY7alpKRU2bSn3KfvIUfWsdQ+ZEopt+1YAu+cA5Pehv4Xe6ZMY6wZ/FNmwCl/ghG3QFiMZ8r2BGOsWrCts63JcHf8AmVFEBAKXU+xktOeZ0NUZ7sj9QkistwYM7SqfV5rsjTG/CwiiZU2TwTGOB+/B8wH/uLc/r6xssNfRSRKRDoYY3Z7Kz6lahIdHW13CEqppiZlOvgHQ4+zPFemCJz/AphyWPA4LHkZht8IJ94O4W08d566KCmw+sptmW0lYgfSrO2xPWDo9dD9DOhyEgSG2BNfE9XYfcjauSRZWUA75+NOQLrLcRnObZqQKVtoQqaUqhNjrFqsbmMhuLVnyw6JhEs/hKx11sjLRc/Br6/B0Otg1F0Q0cGz56vMGMjeejQBS/vFWhYqMMyqBRt5h1UTFp3o3TiaOds69RtjjIjUub1URG4Gbgbo3FmrQJV3lJVZEzIGBDTrcS9KKU/ZvQry0mHMg947R/v+Vkf/0x6Chc/Ab6/D0v/BCVfDyXd7tlmw5DBs/9mZhM2B3B3W9rieMOxG6HEGdB6ltWAe1NifNnsqmiJFpANQMZY3E3BdIyLeue04xpg3gDfA6kNWzTGIiOeibkG81aewqdm5cyegfciUUm7aMB3EH3qN8/654nrAha/CqX+GX56zOs2veA8GXgaj77Uml60rY2D/5qO1YDsWQ3mJNWK06ylw0l3Q/UyI1pH83tLYCdl04Brgcef9Ny7b7xCRT7A69efVt/9YSEgI2dnZxMbGalJWR8YYsrOzCQnRbzxKKeU2Y6z+Y11HN26H+5iuMOF5OOXPsPgFWP4urP7YGlAw+j5oW8vgrOJ8qxZs62zYMgfyrC+ixPWC4Tc7+4KNspZ0Ul7ntYRMRKZideCPE5EM4O9YidhnInIDsAO4xHn4TKwRlluBAuC6+p43Pj6ejIwM9u3b14DoW66QkBDi4+PtDkMppZqOfRutPlYn3mbP+SM7wbj/wsn3wpKXYOlbsPZza3La0fdDx2TrOGNg36ajIyJ3LjlaC5Y0BkbfYyVhOiLSFt4cZXl5NbtOr+JYA9zuifMGBgYeWbRbKaWU8rqUGYBA7/PsjaN1Ozjrn3DyPfDrq1Yfs5QZ0ONsiOho9QXLc46fa9PHmkKj+5nQeWT9l3lSHqM9lpVSSqmG2DAdEkb4zmz0YTEw9v9g5O2w9E1Y8opVE5Y0xmrK7H4GRCXUWoxqXJqQKVWF2NhYu0NQSjUFOamwZy2c/R+7IzleaJQ1mexJ9wAG/AMbPYTisnKCA/wb/bxNURNcGEsp74uMjCQyMtLuMJRSvi5lhnVvd3NlTfwDbEnGikrLGfvUAt5etL3Rz90UaUKmVBVKSkooKSmxOwyllK9LmQEdknU6iCp8tiydzNxCenfw8ES5zZQmZEpVISMjg4yMDLvDUEr5srxMyFhqjWZUxygpc/Da/G0M7RLNyCTtAuIOTciUUkqp+tj4nXXfd6K9cfigr1ZksCuviDvGdtc5Qd2kCZlSSilVHynToU1va+Z8dURZuYNX5m9jYHwkp/a0aQH0JkgTMqWUUqquDu+HHb9An/PtjsTnTF+9i505BdxxmtaO1YUmZEoppVRdbZoJxqH9xyopdxhemreV3u1bc0afdnaH06ToPGRKVSEuLs7uEJRSvmzDdIjqAu0H2B2JT/l+3W5S9x3mpStOwM9Pa8fqQhMypaoQERFhdwhKKV9VlAep8+HEW0Gb5I5wOAwv/bSVpDatGNe/g93hNDnaZKlUFYqLiykuLrY7DKWUL9o8Cxyl2n+skjkpe9iYdYg7TuuOv9aO1ZkmZEpVITMzk8zMTLvDUEr5opTp0LoDdBpqdyQ+wxir71jnmDDOH9TR7nCaJE3IlFJKKXeVHIYtc6ylkvz0I7TCgs37WJORxx/GdCPAX9+X+tB3TSmllHLX1rlQVgh9tbmygjGGF3/aSsfIEC4aHG93OE2WJmRKKaWUu1KmQ2gMdB5ldyQ+Y0lqNst3HODWMd0ICtC0or70nVNKKaXcUVZsdejvfS746yQFFV76aSttWgdzydAEu0Np0vQ3SqkqtG3b1u4QlFK+JnUBFB/U0ZUulu/IYfG2bP56bh9CAv3tDqdJ04RMqSqEh4fbHYJSytekTIfgCEg61e5IfMaLP20lOiyQK0Z0tjuUJk+bLJWqQmFhIYWFhXaHoZTyFeVl1nJJPc+GgGC7o/EJazPymL9pHzeOTiIsSOt3GkoTMqWqsHv3bnbv3m13GEopX7FzMRRk69qVLl78aQsRIQFMGdnF7lCaBU3IlFJKqdqkzICAUOh+ht2R+ISNWQf5ccMerj2pK61DAu0Op1nQhEwppZSqicNhJWTdT4egVnZH4xNe+mkrrYL8uf6kRLtDaTY0IVNKKaVqkrkcDu2GvhPtjsQnbNuXz3drd3P1yESiwoLsDqfZ0IRMKaWUqknKN+AXCD3OsjsSn/DyvK0EB/hx4+iudofSrDTJYREiMgGY0L17d7tDUc1U+/bt7Q5BKeULjLGaK5PGQGiU3dHYbmd2Ad+s2sU1IxOJC9fRpp7UJGvIjDEzjDE3R0ZG2h2KaqbCwsIICwuzOwyllN2y1sKBNB1d6fTqgm34i3DLqUl2h9LsNMmETClvKygooKCgwO4wlFJ2S5kB4mctl9TC7cot5Ivl6VwyLJ52ESF2h9PsaEKmVBWysrLIysqyOwyllN1SpkOXk6BVnN2R2O6Nn1MxBm49tZvdoTRLmpAppZRSVdm3GfZt1LUrgb2Hipj6+04uGtyJ+GjtzuENmpAppZRSVdk4w7rX5kr+t3A7peUO/jBGB9N5iyZkSimlVFU2TIdOQyGyk92R2CrncAkf/rqD8wd1JDFOJ8b1Fk3IlFJKqcpyd8LuVdBXmyvfXrSdwtJybj9Na8e8qUnOQ6aUt3Xo0MHuEJRSdkpxNle28Oku8gpLeW9xGuP6t6dHu9Z2h9Os1ZiQici9bpRx2BjzuofiUconhIaG2h2CUspOKTOg3QCIadnzbb23OI1DxWVaO9YIamuy/BMQDrSu4XafNwNUyg75+fnk5+fbHYZSyg6H9sDOX1t87Vh+cRlv/7KdM/q0pV9HnYjd22prsvzAGPOPmg4QEe3hp5qdvXv3AhAeHm5zJEqpRrfxW8C0+P5jH/66g9yCUq0dayQ11pAZY/5cWwHuHKOUUko1GSnTIbY7tOltdyS2KSwp538LUxndI44TOkfbHU6LUOsoSxHpLSKni0h4pe3neC8spZRSygYFObB9oTUZrIjd0dhm6u872Z9fwp1je9gdSotRY0ImIncB3wB3AutEZKLL7v94MzCllFKq0W36Hky5T/UfM8ZQXFbeaOcrLivn9Z+3MbxrDMO7xjTaeVu62vqQ3QQMMcbki0gi8IWIJBpjngda7lcHpZRSzVPKDIhMgI4neLxoYwyHisvIKyjlQEEJuQWl5BaWkldQwoGCUufzkqP7C0vJcx7jMIb/TRnK6X3aeTyuyj5flsGeg8U8PTnZ6+dSR9WWkPkZY/IBjDFpIjIGKynrgiZkqhnr1Kllz8ytVItUfAi2/QTDbmhwc2VRaTkbdh9kTXouazLyWJ2RS1p2AeUOU+1rWgX5ExUWRFRYIFFhgXSIDCUyLJDosEC+X5fFw9+sZ1S3OEKD/BsUW01Kyx28On8byQlRnNQ91mvnUcerLSHbIyLJxphVAM6asvOAt4EB3g5OKbsEBwfbHYJSqrFt+RHKi+u8mHhZuYMte/NZk5HL6ow81mTksnH3IcqcyVeb1sEMio/i7H7tiWkVRGRoIFFhQUQ7E6/IUGtbUED1vYhG92jDZW/8yivzt3LfWb0adJk1+XplJpm5hfzzgn5IC+5DZ4faErIpQJnrBmNMGTBFRHQyWNVsHTx4EICIiAibI1FKNZqUGdCqLSQMr/YQYww7sgtYnWHVfK3JyGVd5kEKS60+Xq1DAhgUH8XNpyQxMD6KQQmRtI8IaXByc2JSLBee0InXF6Ry0eB4unphTclyh+GV+dvo1zGC03q19Xj5qmY1JmTGmIzK20TkZmPMG8aYX7wXllL22r9/P6AJmVItRmkhbP4RBl4CfkebBPccLGK1S7Pjmow88gpLAQgO8KN/p0guG57AoPgoBsZHkhjbCj8/79QsPTi+N3M27OHhb9bx/vXDPV6D9e2aXWzff5jXrhqstWM2qM9alrcCb3g6EKWUUso22+aRVwJrIs5lzbytrErPZU1GLnsOFgPg7yf0atea8QPaM9CZfPVs15pA/1pnj/KYtq1DuPesnjw6YwM/rMti3ADPrbnrcBhenreVHm3DOatve4+Vq9xXn4RM02allFJNWmFJOet35bE6I8+qAdt4iLTiN+H7EmATSXGtGJkUe6TZsW+HSK92pnfX1Sd24bNlGfzj2w2c0rMNrYLr8zF+vB83ZLF5Tz7PX5bstRo+VbP6/CR9Z3IWpZRSqhal5Q42ZR2ymhzTrabHLXvzj4x47BAZzEDHFibHhzDo7GsZEB9JZGigzVFXLcDfj39d0I+LX13Ciz9t5YFxDV9NwBjDiz9tpWtcK84b2NEDUar6cCshE5EorA7+iUBARduyMeYubwWmlFJK1ZXDYdieffiYfl8bdh2kuMwBQFRYIAPjozizbzur9is+krZ7f4EPn4QzpkKPOJuvoHZDusQweUg8/1uYyqQhnejetnWDypu3aS/rdx3kiUkD8dfaMdu4W0M2E/gVWAs4vBeOUr4hPj7e7hCUUrUwxrArr4g16Uenm1ibkcehYmtygNBAfwZ0iuTqE7swMMFKvjrHhB3fYX3BDAhsBd3G2nAV9fOXcb2Ztd6am+yjG0fUuxO+MYYX5m6lU1QoF56g8y/ayd2ELMQYc68nTigivYBPXTYlAQ8DUVgrA+xzbn/IGDPTE+dUqq6CgoLsDkEpVYUtew4xc23WkTm/9udbne4D/YXe7SM4P7mjNeIxIZLubcIJqK3TvaMcNn4LPc+CwJBGuALPiAsP5k/n9OZvX69jxprdnD+ofk2Nv2zNZlV6Lv+6oH+jDlBQx3M3IftARG4CvgWKKzYaY3LqekJjzCYgGUBE/IFMYBpwHfCsMeapupaplKfl5eUBEBkZaXMkSqkKm7IOMenVxeSXlNGtTTin9Iw7Mt1Enw4RhATWo9N9+m9weF+dJ4P1BVcM78xnS9P517cbGNu7LeH16OD/4k9baBcRzOSh2ipgN3d/eiXAk8D/ARXrPhis2q2GOB3YZozZoXOeKF+SnZ0NaEKmlK/Ye7CI6975ndAgf2b+cTQJMWGeKThlBvgHQ48zPVNeI/L3E/55QX8ufOUXnpu9mb+e17dOr/99ew6/bc/h4fP6Ehxg/wjSls7d+sn7gO7GmERjTFfnraHJGMBlwFSX53eIyBoReVtEoj1QvlJKqSauoKSMG95bRm5hKW9fO8xzyZgxVkLW/XQIbljHeLskJ0Rx2bAE3lmcxqasQ3V67Ys/bSEuPIjLh3f2UnSqLtxNyLYCBZ48sYgEAecDnzs3vQp0w2rO3A08Xc3rbhaRZSKybN++fVUdopRSqpkodxjumrqS9bvyeOmKE+jfyYO11rtWQl469Gnaszn9+ezeRIQE8Ldv1mFM9YuXu1qVnsvCLfu5cXSST8yvptxPyA4Dq0TkdRF5oeLWwHOPA1YYY/YAGGP2GGPKjTEO4E2gysXEnMs2DTXGDG3Tpk0DQ1BKKeXL/vntBuak7OWR8/sxtnc7zxaeMh38AqDnOZ4tt5FFtwriL+f05vftOUxbmenWa176aQtRYYFcdWIXL0en3OVuQvY18G9gMbDc5dYQl+PSXCkirmtAXAisa2D5SimlmrC3F23n3cVp3HByV6aMTPRs4cbAhumQOBrCYjxbtg0uGZpAckIU/5mZcmStzeqs35XHnJS9XH9S13oNBFDe4dZPwhjznidPKiKtgDOBW1w2PyEiyViDBdIq7VOqUXXurH0qlLLTj+uz+Od3Gzi7XzseGt/H8yfYmwI522Dk7Z4v2wZ+fsK/LujPhJcW8ezszTxyfr9qj3153lZaBwdwzajExgtQ1cqW1NgYcxiIrbTtajtiUaoqAQH6rVEpu6zJyOWPn6xiYHwUz116gndmj0+ZAQj0Ps/zZdukf6dIrhrRhfeXpDF5aDz9Oh7f327LnkN8vy6L28d099nloVoqnQVOqSocOHCAAwcO2B2GUi1OxoECrn93GbHhQfxvylDvdThPmQ6dT4TWHu6XZrP7z+pFdFgQf/t6HQ7H8R38X563ldBAf64/uasN0ama1JiQiUiy6ARhqgXShEypxnewqJTr311KcVk571w7jDatg71zouxtsGddk5wMtjaRYYE8MK43K3bm8sWKjGP2pe0/zPTVu7jqxC7EtNLVSHxNbTVk/wOyRWS2iDwqImeJSNOcrEUppZTPKi138IcPV5C67zCvXzWEHu28+FGTMsO679N8mitdXTw4nqFdonn8+43kFpQc2f7K/K0E+vtx42itHfNFNSZkxpihQDzWCMti4C5gq4isFpFXGiE+pZRSzZwxhv+btpZFW/fz+MUDGdU9zrsnTJkBHU+AqOY5eMfPT/jHxP7kFpTw1I+bAKsp+KsVmVw+vDNtWzedNTtbklr7kBljCowx84HngWeBl4FWQNOeuEUppZRPeGX+Nj5blsFdY7szaYiX11TMy4TMZU1+Mtja9O0YwTWjEvnot52sycjltQXbEIGbT/HEIjvKG2ocSiYiVwCjsGbPLwaWAr8BJxtjsrwenVJKqWbtm1WZPDlrExckd+SeM3t6/4Qbv7Xu+0z0/rlsds+ZPfl2zW7+/MUaUvcdZtKQeDpGhdodlqpGbWP7Xwc2Aa8BPxtjNns/JKXsl5iYaHcISjV7S9Ny+NPnaxjeNYb/ThpIo4whS5kBbfpAXHfvn8tmESGB/N/4Ptz96Sr8/YTbTm3+19yU1ZaQRQGDsGrJHhGRXljrTC4BlhhjfvJueErZw89PZ4RRypu27z/MTe8vIz46lDeuHkJwQCOsp3h4P+z4BUbf7/1z+YiJyR1ZsHkfnaJC6RzroUXZlVfUmJAZY8qBFc7bSyLSDpgM3A38A9AVSVWzlJ2dDUBsbGwtRyql6irncAnXvfM7fiK8c90wosIaaQqGjd+BcUDf5jfdRXVEhGcvTbY7DOWG2vqQDcSqHau4BWGtZ/ki8IvXo1PKJnl5eYAmZEp5WkmZg5vfX8auvCKm3nQiXWJbNd7JU6ZDdCK0699451TKTbU1Wb4LLAK+B/5qjNnp9YiUUko1W58uS2fZjgM8f1kyQ7pEN96JC3MhdQGceBvofOfKB9XWZDm4sQJRSinVvBWVlvPST1sYFt+K8wd1bNyTb54FjtJmOTu/ah5qWzrpjdoKcOcYpZRS6sNfd7DnYDH37f0Lsu7Lxj15ynRo3RE6DWnc8yrlptqaLC8QkaIa9gtwmgfjUUop1QwdLi7j1Z82cZL/Bk702wgrP4QBkxrn5CWHYetcGHw16Ahq5aNqS8j+5EYZCz0RiFK+JClJZ7NWypPeW5BCdqGDe6PmQr9rYcX7cGgPtG7n/ZNvnQNlhdpcqXxabX3I3musQJRSSjVPBwuKeH3BFsb6pzDkqn9BcGtY/i6snwYn3ur9ADZMh7BY6DzS++dSqp607lapKuzfv5/9+/fbHYZSzcJbH35IXnkw945JgPih0KYXtB8A677w/snLiq0O/b3PBf/aGoWUso8mZEpV4eDBgxw8eNDuMJTyHmMa5TQHVn3HW6mRjIvZTf8zrj66Y8BkyFgKOdu9G0DqAig5pM2Vyue5lZCJSEgV2+I8H45SSimvO5AGL5wAX94EpTWN22qg7G28Pu0HDhPKPVdMPHb+r34XWfferiVL+QaCI6Drqd49j1IN5G4N2VIRObHiiYhcjDVjv1JKqabk4G54fyIc3gdrP7MeF+R4/jwlh9n78S28WzyWiX2j6Bnf5tj9UQnQeRSs+dx7tXXlZbBxJvQ8BwIaaXkmperJ3YTsCuBFEXlSRD4CbgLGei8spZRSHleQAx9caC2yPWU6THoHdq2E/50B2ds8dx5jYPqdvJrVh1IJ4o/jT6j6uAGTYP8m2LPOc+d2teMXKMyBPhO8U75SHuRWQmaMWQv8G7gVa96xO4wxGd4MTCk7+fn54afzFanmpPgQfHgx5KTC5Z9A/BDofxFcMx0KD8BbZ0L6754516+vsnvtPD4yZ3HxkHi6xlWzXmXfC8AvANZ+7pnzVpYyAwJCofsZ3ilfKQ9ytw/ZW8DdwEDgOuBbEbndi3EpZavExEQSExPtDkMpzygthKmXQ9YauOR96Dr66L7OJ8KNcyAkEt6bABu+adi50hbBj3/lpfA/YsSfO8f2qP7YVrHQ7XRY9xU4HA07b2UOh5WQ9TgDgsI8W7ZSXuBuFcBa4DRjzHZjzCxgBKDrXCqllK8rL4XPr7USpQtfh17nHH9MbDe4YQ60HwifXQOLX6xfv66Du+Dza0mPOIFPD/TksmGdSYipJRkaMBny0iH9t7qfryaZyyA/C/pM9Gy5SnmJu02Wzxlz9K/TGJNnjLnBe2EpZa+9e/eyd+9eu8NQqmEc5TDtVtj8A5z3TM1LFbWKtZov+06EH/8KM++3OsW7q6wEPpsCJQU8H/d3/P2EO8Z2r/11vcZZzYqebrbc8A34BULPszxbrlJe4m6T5XYRSa1883ZwNcQzQUTeyMvLsysE1czl5+eTn59vdxhK1Z8x8N191rQSZzwKQ6+v/TWBoVZH/1F3wdL/wSdXQLGbfwezHoSMpWw77WW+2nCIq0/sQruI42ZMOl5wOPQeb83aX17q3rlqY4zVXNntNKspVqkmwN0my6HAMOdtNPAC8KG3gqqNMWaGMebmyEj9Q1NKqeMYA3P+DsvfgZPvhZPvdv+1fn5w1j/h3Kdh62x4dzwcyqr5NaumWgncqDt5bkciIYH+3Dqmm/vnHDDZGg25bZ77r6lJ1hrI3aGjK1WT4m6TZbbLLdMY8xxwrndDU0opVS+LnoFfnodhN8LpD9evjGE3wuWfwv6t1rQYe1OqPm73avj2bkgczcZ+9zFj9S6uOymRuPBg98/V7XQIifJcs2XKDBA/6KUfU6rpcLfJcrDLbaiI3EotC5MrpZSywe9vwtx/wMBLYdyTx86OX1c9z4LrZlpNiW+dBanzj91fkAOfXmUt3D3pHZ79aRutgwO4aXRS3c4TEAT9LoCN30FJQf3jrZAyA7qcZPWLU6qJcLfJ8mmX22PAEOASbwWllN0CAgIICNDvHKqJWf2p1Rm/17kw8RWr+bGhOiZb02JExlvzmK362NruKIcvb7SaMy95n7W5Qcxav4cbRycRFVaPWfEHTIbSw7D5+4bFu28z7NtoDU5Qqglx6xPHGHOatwNRypd07tzZ7hCUqpuN38HXt0HXU2DS2+DvwS8UUQlw/Q/WKMqvb4MDO8BRBtvmwnnPQfxQnn7nd6LCArn+5MT6naPzKGjdEdZ+Af0vrn+sKdOt+97aXKmalhr/YkXk3pr2G2Oe8Ww4Siml6ix1vjXXWMcT4LKpEOjG6Ma6ComEKz63+osteNzadsJVMORalqXlMH/TPh4Y15vWIYH1K9/Pz1o54LfXrabQsJj6lZMyHeKHQUTH+r1eKZvUVp/dupabUs1SVlYWWVm1jCxTyhekL4WpV0BsD7jyc2saCW8JCIKJL8MZj1jLHo1/GkR4+sfNxIUHM2Vkl4aVP2AyOEqP1nLV1YEd1iCDPuc3LA6lbFBjDZkx5tHGCkQpX1JQ4IGOxUp5W9Y6+OhiaN0Orp5W/1qluhCBk+858nTx1v0sSc3m7xP6EhbUwGbSDoOsxHLtFzDk2rq/PmWGda/TXagmqMYaMhH50eXxg94PRymllFuyt8EHF0JQOEz5xkrKGpkxhqdnb6ZDZAiXD/dAv0sRq5YsbRHkZdb99SkzoP0AiOna8FiUamS1NVm2cXk82ZuBKKWUclNeBrw/EYwDrv4aouwZhDJ/8z6W7zjAHWO7ExLo75lCB0wCDKz/qm6vO5RlrYepzZWqiaotIavH6rJKKaW8Jn8fvH8BFOXB1V9Bm562hGGM4ekfN5EQE8rkIQmeKzi2mzU4Ye0XdXvdxm8BowmZarJqa/BPEpHpgLg8PsIYo7/5qlkKDKznSDGlvKkwFz680Kohu3qa1efKJrPW72Fd5kGemjyIoAAPzHfmasBkmPUQ7N8CcT3ce82G6Vb/sza9PBuLUo2ktoTMdWa9p7wZiFK+JCHBg9/4lfKEksPw8aWwdyNc8Ql0GWlbKOUOwzOzN5HUphUXJHtheol+F8Gs/7NqyU5zo/tyQY7V7+zkuxu2MoFSNqptlOWCxgpEKaVUNcqKrSWKMn6HSe9A9zNsDWfG6l1s3pPPi5efQIC/h2vHACI6QNfR1tqWYx6oPcna9D2Ych1dqZo0L/wlKdX07d69m927d9sdhlJQXmYtUbTtJzj/RWvNRxtl5xfzz2830L9TBOcO6OC9Ew2YDDnbYNfK2o9NmQ6RnaFDsvfiUcrLNCFTqgqFhYUUFhbaHYZq6RwOmPFHK+E453FrZnwbGWP42zfrOFhUylOTB+Hn58XmwT4TwC+w9s79xYesZLXPBG2uVE2aWwmZiBw35UVV25RSSnmIMVbH9lUfwpgH4cTb7I6IGWt2M3NtFvec2ZPe7SO8e7LQaOhxFqz70lrIvDqbZ0F5iTZXqibP3RqyqnpV6kSxSinlLfMfh99ehRP/AKf+xe5o2HuoiIe/WUdyQhQ3j05qnJMOmAT5WbDjl+qPSZkB4e0gYUTjxKSUl9S2uPg4YDzQSURecNkVAZR5MzCllGqxlrxsLeB9wlVw9n9sb4ozxvDQV2spLCnn6UsGeacjf1V6nmOtRLD2c+h6yvH7Swthy2wYdKm1OLlSTVhtv8G7gGVAEbDc5TYdONu7oSlln+DgYIKDg+0OQ7VEKz6wmir7ToQJL9iejAF8uSKTOSl7+dPZvejWxouLl1cWFAa9z4MN31gjTSvb9hOUHtbJYFWzUNu0F6uB1SLysTGmtJFiUsp2nTp1sjsE1RKtnwYz7rKmtbjof+DnoeWIGmBXbiGPTl/P8MQYrj/JhjUiB0yGNZ/A1jnQ+9xj922YDiFRkHhy48ellIe5W8ebKCJfiMgGEUmtuHk1MqWUakm2zIEvb7L6Ql3yAQQE2R0Rxhj+8uUayhyGJycP9O6oyuoknQphsVazpauyEtj8vZWk+evKGqrpczchewd4Favf2GnA+8CH3gpKKbtlZmaSmZlpdxiqpdix2Jr4tW0fuOJTq6nOB3z8+04WbtnPQ+N70yW2lT1B+AdCvwutyV+LDx3dnvaztZ6njq5UzYS7CVmoMWYuIMaYHcaYR4Bza3mNUk1WcXExxcVV9FlRytN2rbKWRIpKsNanDIm0OyIA0nMK+Pd3KZzcPY4rR3SxN5gBk6GsCDbOPLotZYbV4T/pNPviUsqD3E3IikXED9giIneIyIVAI/bsVEqpZmjfJvjwIqsf1NVfQ6s4uyMCwOEw3P/5avxF+O8km5oqXcUPt2bir2i2dJTDxu+secoCQ+yNTSkPcTch+yMQBtwFDAGuAq6p70lFJE1E1orIKhFZ5twWIyKzRWSL8z66vuUrpZTPO7AD3r8AxB+mfA2RvjOQ5L0lafy2PYe/ndeXTlGhdodjTWkx4GJrVOXh/bDzVzi8D/rq6ErVfLiVkBljlhpj8oEcY8x1xpiLjTG/NvDcpxljko0xQ53PHwDmGmN6AHOdz5VSqvk5lAXvT4TSAisZi+1md0RHpO7L578/bOS0Xm2YPDTe7nCOGjDZWkB8/TSruTIgBLqfaXdUSnmMu0snjRSRDcBG5/NBIvKKh2OZCLznfPwecIGHy1fKbaGhoYSG+kDNgGp+CnLggwshfy9c9SW062d3REeUO5sqgwP8efzigYgPzIF2RLt+0KaP1WyZMgO6nQ7B2nNGNR/uNlk+hzURbDYcmZ+simmT3WaAH0VkuYjc7NzWzhiz2/k4C2hX1QtF5GYRWSYiy/bt29eAEJSqXocOHejQoYPdYajmpvgQfDQJsrfB5VMhfmjtr2lEby5MZcXOXB49vx/tInywb9aASZD+GxzM0NGVqtlxe60JY0x6pU01rPZaq5ONMYOBccDtInJMcmeMMVhJW1VxvGGMGWqMGdqmTZsGhKCUUo2otAg+ucIaVTn5HWt+LR+yec8hnvlxM2f3a8fE5I52h1O1AZOse78A6HWOvbEo5WE1ztTvIl1ERgFGRAKxOvmn1PekxphM5/1eEZkGDAf2iEgHY8xuEekA7K1v+Uo1VHq69f0jISHB5khUs1BeCl9cB9sXwkVvHD/jvM1Kyx3c99lqwkMC+PeFA3yrqdJVdCIkjbGmuwjVcV+qeXG3huxW4HagE5AJJDuf15mItBKR1hWPgbOAdVjrY1aM3LwG+KY+5SvlCaWlpZSW6mphygMcDvj6D7BpJox/EgZeYndEx3l1/jbWZubxrwv6Exfu42u4XvkFTH7X7iiU8ji3asiMMfuBKz10znbANOc3sADgY2PMDyKyFPhMRG4AdgC+919LKaXqwhiYeT+s/QxO/zsMv8nuiI6zLjOPF+Zu4fxBHRk/oAn0m9RlklQzVWNCJiIvUk1fLgBjzF11PaExJhUYVMX2bOD0upanlFI+a+6jsOwtOOluGH2v3dEcp7isnPs/X010qyD+MdF3Rnsq1RLVVkO2zOXxo8DfvRiLUko1HwufgUXPwtDr4YxH7I6mSi/M3cLGrEO8dc1QosLsX8xcqZasxoTMGFMxLxgicrfrc6Was7Aw31jcWTVRS9+yascGTIbxT4MPdpJflZ7Lq/O3MWlIPKf3qXKWIaVUI3J3lCXU0HSpVHPTvn17u0NQTdWaz+G7+6DnOLjgVWvZHx+TlVfE3Z+spF1ECA9P6Gt3OEop6paQKaWUqsmm72HaLZB4sjUS0Ac7oG/bl8+Ut34nr7CUd68bRkSI78WoVEtUW6f+QxytGQsTkYMVu7Dmb43wZnBK2WXnzp0AdO7c2eZIVJORugA+uwY6Jluz8Af63kz3azJyufadpQjwyc0n0r9TpN0hKaWcautD1rqxAlHKl5SVldkdgmpKMpbB1MutRcKv/AKCfe9f56It+7nlg2VEtwrigxtG0DWuld0hKaVcaJOlUko1xJ4N8OHFEN4Wrp4GYTF2R3Scb9fs4p5PV9GtTTjvXT/cN9epVKqF04RMKaXqqygPPrgQAsNgyjfQ2vcGg3zw6w4e/mYdQ7tE879rhhEZqn3GlPJFmpAppVR9bZwJ+Vlw3fcQ3cXuaI5hjOH5uVt4bs4WzujTlpeuGExIoL/dYSmlquHWeGwR+a8725RqLsLDwwkPD7c7DOXrUqZDRDx0Hml3JMcodxge/mY9z83ZwqQh8bx21RBNxpTyce5OkHNmFdvGeTIQpXxJ27Ztadu2rd1hKF9WfAi2zoU+E3xq4tfisnLu+mQlH/y6g1tOSeLJSQMJ8Pe9udCUUseqbdqL24A/AEkissZlV2vgF28GppRSPm3Lj1BebCVkPiK/uIxbP1jOoq37eXBcb245tZvdISml3FRbH7KPge+Bx4AHXLYfMsbkeC0qpWyWlpYGQGJioq1xKB+2YTq0agOdT7Q7EgCy84u5/t2lrNt1kCcnDWTy0AS7Q1JK1UFt85DlAXnA5SLiD7RzviZcRMKNMTsbIUalGp3D4bA7BOXLSgthy2wYeAn42d83K+NAAVPe/p3MA4W8ftUQzuira1Mq1dS4NcpSRO4AHgH2ABWfVAYY6J2wlFLKh237CUoPQ9/z7Y6EzXsOMeWt3zlcUsaHN45gWKLvzYOmlKqdu9Ne3A30MsZkezEWpZRqGjZMh5AoSBxtaxjLdxzg+neXEhzgx2e3jKRPB13NTqmmyt2ELB2r6VIppVq2shJrEfE+59m6ePi8TXu57cPltI8I4YMbRpAQE2ZbLEqphnM3IUsF5ovId0BxxUZjzDNeiUopm0VEaE2Dqsb2n6E4z9bRldNWZvCnz9fQu0Nr3r1uOHHhwbbFopTyDHcTsp3OW5DzplSzFhcXZ3cIylelfANB4ZB0mi2nf2vRdv757QZGJsXyxpQhtA7RpZCUag7cSsiMMY8CiEiYMabAuyEppZSPcpTDxu+g59kQ2LgLdBtjeHLWJl6Zv41x/dvz7KXJOvu+Us2Iu0snjRSRDcBG5/NBIvKKVyNTykapqamkpqbaHYbyNTsWQ0E29Gnc0ZVl5Q4e+HItr8zfxhUjOuu6lEo1Q+6up/EccDaQDWCMWQ2c4qWYlFLKN6VMh4BQ6FHVanLeUVRazh8+WsGny9K5a2x3/n1Bf/z9fGepJqWUZ7jbhwxjTLocu15buefDUUopH+VwQMoM6H46BLVqlFMeLCrlpveW8dv2HB6Z0JdrT+raKOdVSjU+t6e9EJFRgBGRQOCPQIr3wlJKKR+TuQwO7W605sq9h4q45u2lbNlziOcvS2ZicqdGOa9Syh7uNlneCtwOdAIygWSsRcdtISITROSNvDydGk0p1Ug2fAN+gVaHfi/bkX2YSa8uIW3/Yd66dpgmY0q1AO4mZL2MMVcaY9oZY9oaY64C+ngzsJoYY2YYY26OjIy0KwTVzEVGRqK/X+oIY6zmyqQxEBrl1VOt35XHxa8u4WBRKR/fNIJTe7bx6vmUUr7B3YTsRTe3KdUsxMbGEhsba3cYyldkrYHcHV5fu/LX1Gwue/1XAv2FL24dyQmdo716PqWU76ixD5mIjARGAW1E5F6XXRGAjrlWzZbD4QDAz8/d7yyqWdswHcQPep3rtVP8uD6LO6auJCE6lA9uGEHHqFCvnUsp5Xtq69QfBIQ7j2vtsv0gMMlbQSllt7S0NACSkpLsDUT5hpTp0OUkaOWdWtPPlqbzwFdrGBgfxTvXDiO6lS6IolRLU2NCZoxZACwQkXeNMTsaKSallPIdezfC/s0w/GaPF22M4fWfU3n8+42c0rMNr145mFbBbs9GpJRqRtz9yy8QkSeBfsCR9UKMMWO9EpVSSvmKlOnWfe/zPFqsw2F47PsU3ly4nfMHdeSpyYMICtAmcqVaKnf/+j/CWjapK/AokAYs9VJMSinlOzZMh4QRENHBY0WWlju4/4vVvLlwO9eOSuS5S5M1GVOqhXP3P0CsMeYtoNQYs8AYcz2gtWNKqeYtJxX2rPXoZLCFJeXc8sFyvlqRyf1n9eTvE/rip0shKdXiudtkWeq83y0i5wK7gBjvhKSU/aKjdboBhTX3GECfCR4pLq+glOvfW8rKnQf4z4UDuGJEZ4+Uq5Rq+txNyP4lIpHAfVjzj0UAd3srKKXspgmZAqzmyg6DILpLg4vKyivimrd/Z/v+w7x8xWDGDfBcE6hSqulzKyEzxnzrfJgHnAYgInd7KSalbFdWVgZAQICOeGux8jKt9SvH/q3BRaXuy+fqt34nt6CEd68bxqjucR4IUCnVnDSkF+m9tR+iVNO0c+dOdu7caXcYyk4VzZV9JzaomDUZuUx6bQlFpeV8cvNITcaUUlVqyNd/7YWqlGq+UqZDmz4Q16PeRfyydT83v7+M6FZBfHDDCLrGtfJggEqp5qQhNWTGY1EopZRNyh2GA4dLjt2Yvxd2LG7Q2pXfrdnNde8sJT46jC9vG6XJmFKqRrWtZXmIqhMvAXShNaVUk/f36ev48NedjOgawwUndGJ8/w5EbvwOMPWe7uKDX3fw8DfrGNI5mreuGUZkWKBng1ZKNTu1LZ3Uuqb9SinVlC3fkcOHv+5kVLdYsg4W8eBXa/n7N+sZE1bABSHnMTam99GlSdxgjOGFuVt5ds5mTu/dlpeuGExokL/X4ldKNR86hEypKsTGemcRaeU7Sssd/N+0dXSIDOHNKUMJC/JnXeZBvl62jem/5vAjV9D6P3MZ1789FyR3YkRSLP41TODqcBgembGe95fs4OLB8Tx+8QAC/XX2faWUezQhU6oKkZGRdoegvOzdX9LYmHWI168ecmRB7wHxkQzYv5GHVt7O4rNn8nVGK2auzeKzZRm0iwjm/EEdmZjciX4dIxA5mpyVlDm497NVfLtmNzefksSD43ofs18ppWqjCZlSVSgpsTp5BwUF2RyJ8obM3EKenbOZM/q05ay+7Y7duWE6/pGdGD1yJKNF+FdJf+ak7OGbVZm880saby7cTo+24VxwQifOH9SRmFZB3PrhchZu2c+D43pzy6nd7LkopVSTpgmZUlXIyMgAICkpyeZIlDc8On09xsAj5/c7tiar+BBs+wmGXg/O7aFB/kwY1JEJgzpy4HAJ363dzdcrM3ly1iaenLWJ2FZB5BaW8sSkgVwyNMGmK1JKNXWakCmlWpTZG/bw44Y9PDCuN/HRYcfu3PIjlBdXO91FdKsgrjqxC1ed2IX0nAKmr97F/E17ueWUbpxRuaZNKaXqQBMypVSLUVBSxiPT19OzXTg3nNz1+AM2TIdWbSBhRK1lJcSEcftp3bn9tO5eiFQp1dLoECClVIvx/NwtZOYW8q8LqhgBWVoIW2ZD7/PAT6eqUEo1Lk3IlFItwsasg7y1cDuXDI1neNeY4w/YOhdKDzdodn6llKovbbJUqgpxcboAdHPicBj+Om0drUMCeGBcn6oPSpkOIVGQOLpRY1NKKbChhkxEEkRknohsEJH1IvJH5/ZHRCRTRFY5b+MbOzalKkRERBAREWF3GMpDPl+ezrIdB3hwfB9iWlUxlUlZCWz6AXqfC/66zJFSqvHZUUNWBtxnjFkhIq2B5SIy27nvWWPMUzbEpNQxiouLAQgODrY5EtVQOYdLeOz7jQxPjGHS4PiqD9r+MxTn1XvtSqWUaqhGT8iMMbuB3c7Hh0QkBejU2HEoVZPMzExA5yFrDh6bmUJ+URn/urA/ftUtfZTyDQSFQ9KYRo1NKaUq2NqpX0QSgROA35yb7hCRNSLytohE2xeZUqo5+C01m8+XZ3DTKUn0bNe66oPKy2Djd9DzbAisy1LiSinlObYlZCISDnwJ3G2MOQi8CnQDkrFq0J6u5nU3i8gyEVm2b9++xgpXKdXElJQ5+OvX64iPDuWusT2qP3DnYijI1uZKpZStbEnIRCQQKxn7yBjzFYAxZo8xptwY4wDeBIZX9VpjzBvGmKHGmKFt2rRpvKCVUl7z8W87GfbvOTw/ZwuFJeUeKfN/i1LZsjeff0zsR2hQDfOK/f4mBIZBjzM9cl6llKoPO0ZZCvAWkGKMecZleweXwy4E1jV2bEqpxmWM4ZkfN/HQtLWEBvrz7JzNjH16Pt+sysQYU+9y03MKeGHuFs7p156xvWtY0ih1gTXdxcn3QFCrep9PKaUayo5RlicBVwNrRWSVc9tDwOUikgwYIA24xYbYlAKgbdu2dofQ7JWWO3joq7V8vjyDy4Yl8K8L+rN8xwH++d0G/vjJKt5dnMbfzuvL4M51605qjOHhb9bhL8Lfz+9b/YHlpfD9XyCqM4y6s4FXo5RSDWPHKMtFQFVDnWY2dixKVSc8PNzuEJq1w8Vl3P7xCuZv2sfdZ/Tgj6f3QEQYkRTL9NtP5ssVGTwxaxMXvbKYC5I78udzetMxKtStsmetz2Lepn389dw+dIis4TVL34J9KXDpRxDoXtlKKeUtTX6m/sVb99M6JJD+nSKwWkOVarjCwkIAQkP1g9rT9ucXc/27S1mXmcdjFw3g8uGdj9nv5ydMHprAuAEdeG3+Nt5YmMoP67O45ZRu3HJqEmFB1f/byi8u45HpG+jTIYJrRyVWH0T+Ppj3H0g6zZoMVimlbNbkE7L/fJ/CusyDdIoK5Zz+7Tmnf3sGd47Gv7r5hpRyw+7duwGdh8zT0vYf5pp3fmfPwSLenDKU0/tU378rPDiA+8/uxaXDEvjvDxt5fu4WPl2azl/G9WLioE5Vzin27OzN7DlUxKtXDSag8uLhrn76h7Vu5bj/gn6RU0r5AGlIx1m7DR061Py4YDFzUvYwa10WC7fsp6TcQVx4MGf1a8c5/dpzYlIsQQG6hrqqm9TUVEATMk9alZ7LDe8uxQBvXTOUE+rYN2xpWg7//HYDazLyGJQQxcPn9WVIl6NlrMvM4/yXFnH58M78+8IB1ReUuQLeHAsjb4ez/13Pq1FKqboTkeXGmKFV7mvqCdmyZcuOPD9UVMr8Tfv4YX0W8zbupaCknIiQAM7o046z+7fnlB5tah7+rpSTJmSe9dPGPdz+0UratA7mveuH0zWufiMaHQ7DtJWZPDFrI3sOFnP+oI78ZVxv2keEcNGri8k8UMDce8cQGVbNepQOB7x9FhzYAXcuhxBdr1Qp1XhqSsiafJOlq9YhgUwY1JEJgzpSVFrOoi37+WF9FrM37OGrlZmEBvozplcbzunfntN6tyUiRBcRVsrbPl26k4emraNvhwjevnYYbVrXf31QPz/h4iHxnNO/Pa8v2MbrP6cya30WJ3ePY3V6Ls9eOqj6ZAxgzaeQsRQmvqLJmFLKpzSrGrLqlJY7+H17Dj+sy2LW+iz2Hiom0F84qXsc4wd04PxBHQkJ1JozdZTWkDWcMYYX5m7l2TmbOaVnG169cjCtgj37HTAzt5AnftjIN6t2MTIplo9vGlH94J6ig/DSUIhMgBtmg592ZVBKNa4W02TpDofDsDL9AD+sy+KH9Vmk5xTSLiKYP4zpzqXDEjQxUwAUFBQAEBYWZnMkTVNZuYO/fbOOqb+nc/HgeB6/eACBNXWyb6Ctew/RNiKk5lrvH/8Ki1+Em36CTkO8FotSSlVHE7JqGGNYsi2b5+Zs4fe0HNpFBHPbqd24bHhnTcyUqqeCkjLu/Hglczfu5Y7TunPfWT3tn5Jm32Z4dSQMugwmvmxvLEqpFksTsloYY1iS6kzMtmtiprSGrL6y84u54b1lrMnI5R8T+3PViV3sDgmMgQ8vtvqO3bkCwnUNXKWUPVpMp/76EhFGdYtjVLc4lmzL5tk5m3lkxgZemb+N28Z043JNzFqcrKwsQPuQucMYw4GCUrbuzecvX65hV24hr101hLP6tbc7NMum72HbXDj7MU3GlFI+SxOySkZ2i2Vkt5HOpszNPDpjA69qYqZauIKSMtJzCknPKSD9QAE7cwpIzykk40AB6TkFHC4pByAqLJCPbxrBkC4xNkfsVFoEsx6ENr1h+E12R6OUUtXShKwaronZ83OtxOyV+du47dRuXDFCEzPVvJSWO9idW+SSbBWQfsCZgOUUkH245Jjjw4L8SYgOIyEmlBOTYukcE0ZCTBjJCVENmtbC45a8CAfS4OqvwV+nuVFK+S5NyGpROTH7x7cbeHXBNm49tRtXamKmmghjDPsOFZN+oKDKmq7deYU4XLqTBvgJHaNCSYgJ5ax+7YiPthKuhOhQOseEEdMqyP6O+rXJy4CFz0CfCdDtNLujUUqpGmlC5qaKxOzX1Gyen7OFf367gdcWbGPSkHjO6NOO5IQoXT9T2epgUamzRutowlVR05VxoICiUscxx7dtHUxCTBjDEqNJiOnkrPGyar3aR4TUvBZkUzD7YTAOOEuXR1JK+T4dZVlPv6Vm8/L8bfyydT/lDkNsqyDG9m7L6X3aMbpHnMcnwFSNq7CwEIDQ0FCbIzmquKycjIpmxAOFZFSq5corLD3m+NYhAUeaFSuaFCuex0eHNe/a3bRF8O65cOoDcNqDdkejlFKATnvhVXkFpczfvJe5KXuZt2kvh4rKCArwY1S3WM7o047T+7SlQ6TvfKgr31XuMOw5WHQk4dqZU3Ak6UrPKWTPoSJc/1yD/P2Ijw49UqtVUcPV2Zl41biEUHNWXgZvnGrNzH/H7xCof39KKd+gCVkjKS13sDQthzkb9jInZQ87c6y5rPp3iuD03u04s287+nWM8P2+N4r8/HwAwsPDPVamMYbcgtJjarUqmhUznM2KpeVH/x5FoENECPEuNVuuNV1tWwfjp83kx/v9TZh5P1zyPvSdaHc0Sil1hCZkNjDGsHVvPnNSrORsxc4DGAPtI0I4vU9bzujTjpHdYpt3s1ETVt+1LAtLyo/23XKp6apIuvKLy445Pjos0FnDdTTpqqjp6hgVQnCA/n7UyeFseHEwdBgIU6ZbWa1SSvkInRi2Oof3w/4t4BdgDYkPCAb/IOd9MAQEWff+QXVeiFhE6NGuNT3atea2Md3Yn1/MvI1WcjZtZSYf/baT8OAAxg9oz4UnxDOia4zWdjQBZeUOdudZzYo7XZoTK+735xcfc3xIoN+RJsQTk2KPNDF2jgkjPjqU1jWtvajqbt6/oPgQjHtCkzGlVJPScmrISgogaw1kLIPM5dYtd4f7J/MLdCZrQUeTtYAQiB8OyVdAl1FufwAUlZazJDWb79bs5vu1uzlcUk6nqFAuOKEjF54QT/e2nmsmU3VjjGF/fgm7M3ZQXObgt33+pOcUHkm+ducVUe4yP4S/n9AxKsSq1YoOo3Ns2NF+XdFhxIU3gekhmovdq+H1U2HErTDucbujUUqp47S8JktHOezbeDTxylwOezaAsWYTJyIeOg2G+KHQtq+1rawYyouhrATKnbdjtrnucz4uyYfU+dZ9dFdIvtJavDgqwe1rKCwp58cNWXy1IpOFW/bhMDAoPpKLBsczYVBHYloFNfyNUsc4VFR6TP8t10lQMw4UUlhazmNntgPgwdl7iAsPpnNMaJXNih0im8H0EM2BMfD2OZC9Fe5cDqFRdkeklFLHad4J2dKlkJfuknytgF2roPSwdVBIJHQcDJ2GOG+DobUH19grOQwbpsOqjyBtISCQdCokXwV9zqvTCK+9B4uYvnoXX67IJGX3QQL8hDG92nLR4E6M7d1W+5u5qbisnF25RS4zzheQ4UzAduYUkFtQaXqI4ABnx/mjzYkDIooJDvQjqWsSoUH6vvu8NZ/BVzfB+S/C4Cl2R6OUUlVq3gnZ7e1gxyJrg38QtB/oknwNgZikOvf/qrcDabBqKqz6GPJ2QnAk9L/IqjmLH1qnPi0puw8ybWUmX6/MZO+hYiJCAjh3YEcuHtyJIV2i69cM5iiHojwoPGA9D422Ela/ppVwOByGPYeKjptxviLpyjp4/PQQnaJDiY8+fj6uhOgwosICj3s/i4utvmDBwT60DJA6qrzU+gKWOt+6ZSyF9gPgxp8a7+9dKaXqqHknZG/8EcqKrOSrXX+rb5fdHA4rSVz5EWz4BsoKIa6X1dds4KUQ0cHtosodhl+27mfaykx+WJdFYWk5naNDubB/FBf1CKRLcL6VYNV0K8p13udVcQaBkAgrOat8C4mqYrvLtgDvJCvGGPIKS4/pu+U6GWrGgUJKyo/OOi9ijV5NiA4jvvJ8XDGhtGsdogMmmjpjYG/K0QRsxy9WVwEEOiZD0hgYdiNExtsaplJK1aTZJWQiMgGY0L1795u2bNlidzg1KzoI66dZtWbpv4L4QfczrFqzpDHWh0ptCVVhLhQeIP9wIbPyu/JVyXAWO/pi8GOIbOJC/0Wc5/8rUXLYKr/WxCrKiq2KcxyXyBlHdVcGgWGVzlHFeaqKJbg1haUOMg4UVLG2opV0Hao0PURUWODRWq0jNVxWM2On6FCPTw9x8OBBACIiIjxarqqD3HTYvsCZhC2Aw3ut7THdrL+dpDGQeDKExdgYpFJKua/ZJWQVfHkesirt3wqrP7aaNQ/tqvlY/yAIjakmwYlit4nl66wYvtoexJZcQ5C/MLZnDBcN6cKY3u0ICvBAs43DASWHqk0Qj3tcURNXkENZWSm7TQzppi0Zpg07TVvSTVvSTRvSTVv2EXXMqUL8yogPKaZzq3ISWvuREBloLWgdF0FCu1giouKs5lX/xpmppb7zkKkGKDwA2xcerQXL2WZtb9XmaALW9dQ6DZpRSilfogmZr3GUQ+o82LO+mmbBaGswgBv9xIwxrN91kK9WZDJ9dSb780uIDgtkwqCOXHhCJ5ITorwy7YIxhuzDJcdMeuran2t3bhFlrtNDiKFDmIOEkBISgg+TEJBHZ/99xJssEsozaFOSgRTlQXFVzaougiOqr3mrqXm1jsvnaELWiLLWwqJnrZpk44CgcOhy0tEkrG0fnVNMKdUsaELWQpSWO1i0ZT9frshg9oY9FJc5SIprxYUndOKCEzqREBNWp/Lyi8uOmxYi3WUy1MLS8mOOjwsPIj76aN+to82KYXSICiHQnekhysuODjxwrXWrsZbOeTPl1ZcbEFJ9820Vzaup+cHgF0BSUnftJO4tO5bAomdgy49WEjbkWugzweoP6q8T5iqlmh9NyFqgg0WlfL92N1+tyOS37TkADO8aw0UndGL8wA5EhARSUuZgV27hcTPOZzhnoT9QaXqIVkH+VS7zUzEZaliQjQs/GFNDf7zc45+7JnqlBccVl3rqiwAk/fzHGpK4WvrpaVJxPGNg6xxY+AzsXAxhsTDiNhh+o/W+KaVUM6YJWQuXnlPAN6sy+WpFJqn7DxMc4EdsqyCyDhbh0qpIoL/QKcrqNF9VTVd0FdNDNAulRc4ELfdIkpZaEgOOMpKy51VTS5frHLVaw99PUHjVCVytzathza+JzlEOG762miaz1lqTM4+6EwZfDUGt7I5OKaUahSZkCrD6fa3OyOPrlZkcLCw9bjLUdhEh+Ov0EACUlJQAEBRUwzQqrvO6VSRz1SVvlbc5Sqsv1z+ohsStmmbWkCjfnFOurBhWT4VfnoecVIjtASffAwMm+8YUNUop1Yh0cXEFWAueJydEkZwQZXcoPq/GRKyCn7815UJdp10wxmomdbdv3MEM2LPOelySX0PBYiVlNTWtVte86uk55YrzYfk7sORlOLQbOiTDJe9D7/N8L2lUSikfoAmZUlXIy7NGe0ZGRnq+cBGrmS6oVd0nMi0rcamFyz0+eatcQ3cg7eikwO7OKeeazNXWvBoUfmzzakEO/PYa/Pa6FUviaLjgFUg6rfk1wyqllAdpQqZUFbKzswEvJWQNERAE4W2tW104HFB8sIbkrdLj/Vudj3OgvKT6cv0Cjp0YeM8Gax3ZXudaTZMJw+p9qUop1ZJoQqZUS+Dn56zZigK6uv86Y6C00M2+cTnQ70IYeTu06+uVy1BKqeZKEzKlVPVEICjMukV0tDsapZRqtnTGS6WUUkopm2lCppRSSillM22yVKoKnTt3tjsEpZRSLYgmZEpVISBA/zSUUko1Hm2yVKoKBw4c4MCBA3aHoZRSqoXQhEypKmhCppRSqjFpQqaUUkopZTNNyJRSSimlbKYJmVJKKaWUzTQhU0oppZSymY7tV6oKiYmJdoeglFKqBdGETKkq+Plp5bFSSqnGo586SlUhOzub7Oxsu8NQSinVQmhCplQV8vLyyMvLszsMpZRSLYRPJWQico6IbBKRrSLygN3xKKWUUko1Bp9JyETEH3gZGAf0BS4Xkb72RqWUUkop5X0+k5ABw4GtxphUY0wJ8Akw0eaYlFJKKaW8zpcSsk5AusvzDOc2pZRSSqlmrclNeyEiNwM3O5/mi8gmO+NxEQfstzsIL2sJ1+hKr7d5aK7XVZWWcq0t5TortITrbQnXCNCluh2+lJBlAgkuz+Od245hjHkDeKOxgnKXiCwzxgy1Ow5vagnX6Eqvt3lortdVlZZyrS3lOiu0hOttCddYG19qslwK9BCRriISBFwGTLc5JqWUUkopr/OZGjJjTJmI3AHMAvyBt40x620OSymllFLK63wmIQMwxswEZtodRz35XDOqF7SEa3Sl19s8NNfrqkpLudaWcp0VWsL1toRrrJEYY+yOQSmllFKqRfOlPmRKKaWUUi2SJmRuEBEjIk+7PL9fRB6xMSSvEJFyEVklIutFZLWI3Ccizf53RETy7Y6hMbj8fCtuiTUcO19EfH7Ek/Nv80OX5wEisk9EvrUzLm8TkQuc197b7lg8rQX/TFvE/6EKtV1vU/kf5EnN/sPWQ4qBi0Qkzu5AvKzQGJNsjOkHnIm1jNXfbY5JeU7Fz7filmZ3QB5wGOgvIqHO52dSxXQ5NRERn+pL66bLgUXOe7c5l6jzdQ3+mSrVFGlC5p4yrA6H91TeISKJIvKTiKwRkbki0llEIkVkR0Xtkoi0EpF0EQls7MDryxizF2sC3jvE4i8iT4rIUue13lJxrIj8RUTWOmvVHrcv6voTkXDnz2+F81omOrcnikiKiLzprDn80eWDoskTkSEiskBElovILBHp4LL7amdN2joRGW5bkLWbCZzrfHw5MLVih4gMF5ElIrJSRBaLSC/n9mtFZLqI/ATMbfyQ609EwoGTgRuwpgdCRMaIyM8i8p2IbBKR11z+/+SLyNMishoYaV/kdVKfn+nPIpLsctwiERnUmEE3lPPn+K3L85dE5Frn4zQRedTlf1STrx2t6XpbIk3I3PcycKWIRFba/iLwnjFmIPAR8IIxJg9YBZzqPOY8YJYxprSxgvUEY0wq1hQkbbH++ecZY4YBw4CbxJozbhzWmqMjjDGDgCdsC7hhioALjTGDgdOAp0VEnPt6AC87aw5zgYvtCbHBQl2aK6c5vyC8CEwyxgwB3gb+7XJ8mDEmGfiDc5+v+gS4TERCgIHAby77NgKjjTEnAA8D/3HZNxjr2k+laZkI/GCM2Qxki8gQ5/bhwJ1AX6AbcJFzeyvgN2PMIGPMokaPtn7q8zN9C7gWQER6AiHGmNWNFnHj2O/8H/UqcL/dwSjPaopV9bYwxhwUkfeBu4BCl10jOfqP7wOOJiSfApcC87C+xb7SSKF6y1nAQBGZ5HweiZWonAG8Y4wpADDG5NgUX0MJ8B8ROQVwYK2j2s65b7sxZpXz8XIgsdGj84xCZ4IFgIj0B/oDs525pz+w2+X4qQDGmJ9FJEJEoowxuY0XrnuMMWvE6g93OcdPmxMJvCciPQADuNZSz26iv6+XA887H3/ifP4t8LvzSxQiMhWrFu0LoBz40oY4662eP9PPgb+JyJ+A64F3GyfaRvWV8345Rz93VDOhCVndPAesAN5x49jpWB/wMcAQ4CcvxuUVIpKE9c98L1bCcqcxZlalY862IzYvuBJoAwwxxpSKSBoQ4txX7HJcOdBcmiwFWG+Mqa4Zq/KcOL48R8504ClgDBDrsv2fwDxjzIXOD/j5LvsON1ZwnuL8fzIWGCAiBiuJNsB3VP/zKjLGlDdelB5Tp5+pMaZARGZj1SBegvV/t6kp49iWq5BK+yv+F5XTPD6/a7veFkWbLOvA+W36M6zmuwqLcfbjwPpQX+g8Nh9rOajngW+b2j9EEWkDvAa8ZKzJ6mYBt1X0gxORniLSCpgNXCciYc7tMXbF3ECRwF5nMnYaNSwA24xsAtqIyEgAEQkUkX4u+y91bj8Zq7k6z4YY3fU28KgxZm2l7ZEc7RB+baNG5B2TgA+MMV2MMYnGmARgOzAaGO7sRuCH9bNrKs2T1anPz/R/wAvAUmPMAe+G5xU7gL4iEiwiUcDpNsfjbS3temukCVndPY21Kn2FO7ESkjXA1cAfXfZ9ClzlvG8KKvoYrQfmAD8Cjzr3/Q/YAKwQkXXA60CAMeYHrG+yy0RkFU2sX4NYI+yKsfr/DRWRtcAUrH4qzZoxpgTrA/6/zg7fq4BRLocUichKrMT8huNL8B3GmAxjzAtV7HoCeMx5Hc2hRuFyYFqlbV86ty8FXgJSsJK0ysc1KfX5mRpjlgMHca8Vw2dU/B8yxqRjfelf57xfaWtgXtLSrtddOlO/atGco7DeNMb48ihCpWokImOA+40x59kciq1EpCNWE2ZvY4zD5nDc1tL+D7W063WX1pCpFktEbsXquP5Xu2NRSjWMiEzBGo35f00sGWtR/4da2vXWhdaQKaWUUkrZTGvIlFJKKaVspgmZUkoppZTNNCFTSimllLKZJmRKKaWUUjbThEwppZRSymaakCmllFJK2ez/AUAzvACs8dkoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"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": 10,
"id": "da0c977b-f602-4383-bd5b-6f53bc45f231",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"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": 11,
"id": "da245288-ea91-483c-a14d-3d8f485ed6a8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EFBZuPUhBWXW3nlv5Hk3IlPLQjh072LFjh91hKKW62NLsAsakxhETHtLt575wYip1TsO76/Z2+7mVb9GETCmlVI9VXl3H2j3FTBuSYMv5hyf3YnRKDPNX59pyfuU7NCFTSinVY2XtKqLOaWxLyAAunJDKxrxStu4/bFsMyn6akCmllOqxlmbnExIkZA7q3vFj7s4d359gh/CmtpL1aJqQKaWU6rGWZRcwYWBvIkLtqwOWGB3GjOFJvLUmj3qn/5ai8gYR4aqrrmp8XldXR1JSEuecc07jurfffpuxY8cyYsQIxowZw9tvv9247dprr2Xw4MGMGzeOYcOGcfXVV5ObeyTxTUtLayxp9Ne//pVRo0YxduxYxo8fz4oVK7x/gW40IVPKQ7GxscTGxtodhlKqi5RU1LIxr8TW7soGF01M5eDhapZsz7c7FJ8SFRXFxo0bqaysBGDBggWkpKQ0bl+3bh233XYb77zzDlu2bOHdd9/ltttuY/369Y373HPPPaxbt46tW7cyYcIETj31VGpqao46z7Jly3j//fdZvXo169ev57PPPmus8t9dNCFTykMJCQkkJNj/xq2U6hordhbgNDBtiP31BU8d0YfYiBDmr9Juy6bOPvtsPvjgAwBeeeUV5syZ07jt3nvv5fbbb2fw4MEADB48mN/+9rfcc889xxxHRPj5z39OcnIyH3300VHb9u3bR2JiImFhYYBVd7J///7euqRmaUKmlIecTidOp9PuMJRSXWRpdgHhIQ7GD4izOxTCgoOYPa4fn2zaz+GqWrvD8SmXX345r776KlVVVaxfv54pU6Y0btu0aROTJk06av/MzEw2bdrU4vEmTpzIt99+e9S6008/nT179jBs2DB+/OMfs2jRoq69CA/45VyWStkhJycHgPT0dHsDUUp1iWXZBUxOiyc02DfaJi6cmMqLy3fz4YZ9XDZ5oN3hHOXO9zaxeW9plx5zZP8Y/jR7VJv7jR07lpycHF555RXOPvvsTp+3uSkjo6OjWbVqFV999RVffvkll112GXfffTfXXnttp8/nKd/4LVRKKaW60aHD1Ww9cNgnuisbTBgQR3pilE6l1Ixzzz2X22677ajuSoCRI0eyatWqo9atWrWKUaNaTvTWrFnT7BydQUFBzJgxgzvvvJNHHnmE+fPnd03wHtIWMqWUUj3O8h0FAD4xoL+BiHDRpFTu+WQreworGBAfaXdIjTxpyfKm66+/nri4OMaMGcPChQsb1992221ccsklnHrqqaSlpZGTk8Pf/vY33njjjWOOYYzh4YcfZt++fZx55plHbdu6dSsOh4OhQ4cCsHbtWgYNGuTVa2pKW8iUUkr1OEuzC+gVHsyo/jF2h3KU8yekIAJvaivZUVJTU/npT396zPrx48fzj3/8g9mzZ3Pccccxe/Zs/vnPfzJ+/PjGfX75y182lr1YuXIlX375JaGhoUcdp6ysjGuuuYaRI0cyduxYNm/ezB133OHlqzqaNNeX2iUHFnkGOAc4aIwZ7Vp3B3AjcMi12+3GmA9d234L3ADUAz81xnzS1jkyMzNNVlaWF6JX6lgN81jqGDKl/N+Me74ko08v/nNNpt2hHOOKp5aTV1zJwttmICK2xbFly5Zmu/aUZ5r7/onIKmNMs7903mwhew44s5n1/zLGjHctDcnYSOByYJTrNf8WEfuq9CnVjN69e9O7d2+7w1BKdVJecSU5BRVM9aHuSncXTkxlV0EFWbuK7A5FdSOvJWTGmMVAoYe7nwe8aoypNsbsBLYDx3srNqU6QhMypQLDsmzfGz/m7qzRyUSEBOlUSj2MHWPI5onIehF5RkQaPt1SgD1u++S61inlM+rq6qirq7M7DKVUJy3Nzic+KpThfXvZHUqzosKCOWt0Mu+v20dVbb3d4ahu0t0J2WPAEGA8sA+4r70HEJG5IpIlIlmHDh1q+wVKdZHdu3eze/duu8NQSnWCMYbl2QVMTU/A4bBvfFZbLpqUyuHqOhZsPmBrHN4aZx7oOvJ969aEzBhzwBhTb4xxAk9xpFsyD3CfNCrVta65YzxpjMk0xmQmJSV5N2CllFIBZVdBBXtLqnx2/FiDE9IT6Bcbznwbuy3Dw8MpKCjQpKydjDEUFBQQHh7ertd1ax0yEelnjNnnenoBsNH1+F3gZRG5H+gPDAW+6c7YlFJKBb6lPj5+rEGQQ7hgQgqPL8rm4OEq+vRq34d7V0hNTSU3NxftjWq/8PBwUlNT2/UaryVkIvIKMANIFJFc4E/ADBEZDxggB/ghgDFmk4i8DmwG6oCbjTHaca6UUqpLLc3OJzkmnMGJUXaH0qYLJ6by74XZvLNmLzee1P3ldkJCQhon7Vbe57WEzBgzp5nVT7ey/1+Bv3orHqWUUj2bMYZl2QWcPCzJ1vpensroE824AXHMX51rS0KmupdW6lfKQwkJCSQk+HY3h1KqZd8dKKOgvMbnx4+5u2hiCt/uP8ymvSV2h6K8TBMypTwUGxtLbGys3WEopTpoaXY+gF8lZLPH9ickSJi/SqdSCnSakCnloZqaGmpqauwOQynVQUuzCxiUEElqb9+ZtLstvaNCOe24vry7Lo/aeqfd4Sgv0oRMKQ/l5uaSm6uVs5XyR/VOw/IdBT5/d2VzLpyYQn5ZDYu/07sdA5kmZEoppQLepr0lHK6qY+qQRLtDabcZw/sQHxXKm6u12zKQaUKmlFIq4DXUHzshPd7mSNovNNjBueP6s2DzAUoqau0OR3mJJmRKKaUC3tLsAob2ibalwGpXuGhiKjX1Tt7fsNfuUJSXaEKmlFIqoNXUOVm5s9Avx481GJ0Sw9A+0cxfpeNYA5UmZEp5KDExkcRE/xt/olRPty63mMraer8cP9ZARLhoUiqrdxezp7DC7nCUF2hCppSHYmJiiImJsTsMpVQ7LcsuQMQ/x4+5mzmiLwCLt+ndloFIEzKlPFRdXU11dbXdYSil2mlpdj6j+scQFxlqdyidMiQpin6x4SzZlm93KMoLNCFTykN5eXnk5elt50r5k6raelbvKmaaH3dXNhARpg9N5Ovt+dQ7jd3hqC6mCZlSSqmAtWpXETX1Tr+aLqk1Jw5NorSqjvW5xXaHorqYJmRKKaUC1tLsfIIdwuQ0/x4/1uDEjERE4Cvttgw4mpAppZQKWEuzCxg3II7osGC7Q+kS8VGhjOofo+PIApBfJmQiMltEniwpKbE7FKWUUj7qcFUt63NL/Lr+WHNOzEhi9e4iyqrr7A5FdSG/TMiMMe8ZY+bGxsbaHYrqQfr06UOfPn3sDkMp5aGVOYXUO03AjB9rcNLQROqchuWu6aBUYPDLhEwpO0RHRxMdHW13GEopDy3dXkBosIOJA3vbHUqXmpTWm/AQB0u2a7dlINGETCkPVVZWUllZaXcYSikPLc0uYNLA3oSHBNkdSpcKCw5iyuAELRAbYDQhU8pD+/btY9++fXaHoZTyQFF5DZv3lQbc+LEG04cmsuNQOXnF+k9ioNCETCmlVMBZvsMaXzUtI1ATsiQAlmgrWcDQhEwppVTAWZpdQGRoEGNT4+wOxSuG9Y2mT68wrUcWQDQhU0opFXCWZudz/OB4QoIC82NORDjRNY2SU6dRCgiB+ZuqlFKqxzpYWkX2ofKAHT/WYPrQRIoqatm0t9TuUFQX0IRMKQ8lJyeTnJxsdxhKqTYsaxg/FgATirfmexnW9endloFBEzKlPBQZGUlkZKTdYSil2rB0ewGxESGM6Bdjdyhe1adXOMcl99JplAKEJmRKeaiiooKKigq7w1BKtWHpjnxOSI8nyCF2h+J1Jw1LImtXIRU1Oo2Sv9OETCkP7d+/n/3799sdhlKqFXsKK9hTWBnw3ZUNTsxIpLbesGJnod2hqE7ShEwppVTAWJbdMH4ssAf0Nzh+cDyhwQ7ttgwAmpAppZQKGEuz80mMDiOjT8+YdzY8JIjj0+L5Sgf2+z2vJWQi8oyIHBSRjW7r7hGRb0VkvYi8JSJxrvVpIlIpImtdy+PeiksppVRgMsawNLuAaUMSEAn88WMNpg9N5LsDZRworbI7FNUJ3mwhew44s8m6BcBoY8xY4Dvgt27bso0x413LTV6MSymlVADKPlTOwcPVTO0h3ZUNThxqjZfTqv3+zWsJmTFmMVDYZN2nxpiGW0GWA6neOr9SXa1fv37069fP7jCUUi1Ylm0lJD1l/FiDEckxJEaH6ryWfi64tY0i8gsPjlFujHmiA+e+HnjN7flgEVkDlAK/N8Z81YFjKuU1ERERdoeglGrF0uwCUuIiGBjfs+oFOhzC9zISWeKaRsnRA8p9BKK2Wsh+CUQDvVpZbm3vSUXkd0Ad8JJr1T5goDFmAvAL4GURabain4jMFZEsEck6dEj/G1Ddp6ysjLKyMrvDUEo1w+k0LNtRwNQeNn6swYkZieSX1fDt/sN2h6I6qNUWMuC/xpg/t7aDiES154Qici1wDnCaMcYAGGOqgWrX41Uikg0MA7Kavt4Y8yTwJEBmZqbOqKq6zcGDBwGIju4Zd28p5U+27C+luKK2x3VXNpg+NAmAr7YdYmT/wJ6hIFC12kJmjPlVWwfwZJ8GInIm8CvgXGNMhdv6JBEJcj1OB4YCOzw9rlJKqZ6tof5YTxvQ3yA5NpyhfaJZsl0H9vurNgf1i8hxInKaiEQ3Wd/0Dsqmr3sFWAYMF5FcEbkBeASrm3NBk/IWJwHrRWQt8AZwkzFGyw4rpZTyyLLsAtITo+gX23PHek4fmsSKnYVU1dbbHYrqgFYTMhH5KfAO8BNgo4ic57b5b6291hgzxxjTzxgTYoxJNcY8bYzJMMYMaFrewhgz3xgzyrVuojHmvc5emFJKqZ6hrt7Jip2FPbZ1rMH0oYnU1DlZmaPtGf6orRayG4FJxpjzgRnAH0TkZ65tPW/UpFJKKZ+zIa+Esuq6HjN/ZUumpMcTEiQ6jZKfamtQv8MYUwZgjMkRkRnAGyIyCE3IVA+TkpJidwhKqWYsdY0fOyE93uZI7BUZGsykQb1ZvC3/qKrryj+01UJ2QETGNzxxJWfnAInAGC/GpZTPCQsLIywszO4wlFJNLMsu4LjkXiRE69/n9KFJbNlXyqHD1XaHotqprYTsamC/+wpjTJ0x5mqsgfhK9RilpaWUlpbaHYZSyk11XT0rcwp7fHdlg+muaZS+1rst/U5bZS9yjTFHJWQiMte17WtvBqaUr8nPzyc/X9/klPIla3YXU13n7LH1x5oa1T+W3pEhOq+lH+rIXJY68bdSSimfsDS7AIfA8T18/FiDIIcwLSORr7YdwlV7XfmJjiRkOphfKaWUT1iWnc+YlFhiwkPsDsVnnDQ0kYOHq9l2UKd68ycdSchmd3kUSimlVDtV1NSxZncxU3X82FFOdE2jtPg7ne/Zn7RV9gIAEYnDGuCfBgQ3TNxqjPmptwJTSimlWrMyp4g6p9HxY02kxEWQnhTFku35/N/0dLvDUR7yKCEDPgSWAxsAp/fCUcp3paam2h2CUsrN0ux8QoKEzLTedofic6ZnJPJa1h6q6+oJCw6yOxzlAU8TsnBjzC+8GolSPi40NNTuEJRSbpZlFzBhQG8iQz39KOs5pg9N4vllu1i1q0hLgvgJT8eQ/VdEbhSRfiIS37B4NTKlfExJSQklJSV2h6GUAkoqa9mYV9Lj569syQlDEgh26DRK/sTThKwGuAdYBqxyLVneCkopX1RQUEBBQYHdYSilgG92FuI06PixFkSHBTNxYG+tR+ZHPE3IbgUyjDFpxpjBrkVHCiqllLLF0ux8wkMcjB8YZ3coPuvEoYls3FtCYXmN3aEoD3iakG0HKrwZiFJKKeWpZdkFTE6L1wHrrZg+NBFjdBolf+HpSMhyYK2IfAk0zlhqV9kLEZkNzM7IyLDj9EoppWyUX1bNt/sPc+74/naH4tPGpsYREx7Mkm35zB6n3ytf52lC9rZr8QnGmPeA9zIzM2+0OxallFLda/kOayyn3j3YuiCHMG3IkWmUGmqIKt/kUUJmjHne24Eo5esGDhxodwhKKaz5K3uFBTO6f4zdofi86cMS+XjTfnbklzMkKdrucFQrOjJ1klI9UnBwMMHBWu9IKbstyy5gSno8wUH6EdaW6RnWNEpf6TRKPk9/m5XyUFFREUVFRXaHoVSPtre4kp355ZyQruUuPDEwIZJBCZEs0YH9Pq/VhExExot2OisFaEKmlC9Ylq3jx9rr1OP6sHDrIb7ZWWh3KKoVbbWQ/QcoEJEFInKniJwuIr26IzCllFKqqaXZBfSODOG4ZP0o8tQtM4cxID6SH7+0in0llXaHo1rQakJmjMkEUoG/YpW7+CmwXUTWici/uyE+pZRSCgBjDMuy85k6JAGHQztvPBUbEcKTP5hEZU09N724muq6ertDUs1ocwyZMabCGLMQeBD4F/AoEAWc6d3QlFJKqSN2FVSwt6SKqdpd2W5D+/bivkvHsW5PMX98exPGGLtDUk20esuYiFwBTAPGY7WQrQRWACcaY/Z7PTqllFLKZWnj+DEd0N8RZ47ux7xTMnjky+2MHRDLlVMG2R2SctPWPfxPAFuBx4HFxpjvvB+SUr4pLS3N7hCU6tGW7Sigb0wY6YlRdofit34+axgb95Zwx7ubOC65F5MGxdsdknJpq8syDpgLhAN3iMgqEXlfRH4nIqd6PTqlfIjD4cDh0EoxStmhYfzYtCGJWnG+E4IcwoOXTaB/XAQ3vbiaA6VVdoekXNoa1F9vjFltjHnEGHMFcDbwMXAdsKA7AlTKVxQUFFBQUGB3GEr1SNsOlpFfVsNU7a7stNjIEJ78QSbl1XX86MVV1NQ57Q5J0XYdsrEicpOIvCAi27HGkJ0IPAxM6Y4AlfIVJSUllJSU2B2GUj3SUldhUx0/1jWGJ/finovHsXp3MXe+t8nucBRtjyF7DlgCfAT83hiz2+sRKaWUUk0szS5gYHwkqb0j7Q4lYHx/bD825A3h8UXZjEmJ5fLjdb5eO7WakBljJnZXIEoppVRz6p2G5TsKOHtMP7tDCTi/PGM4m/aW8Md3NjE8uRcTBva2O6Qeq60uyyfbOkBr+4jIMyJyUEQ2uq2Ld1X+3+b62tu1XkTkIRHZLiLrRUSTQaWUUmzeW0ppVZ2OH/OCIIfw8JwJ9I0N40cvrubgYR3kb5e2uizPF5HWfjoCnNLK9ueAR4AX3Nb9BvjcGHO3iPzG9fzXwFnAUNcyBXgMHaemlFI93tJsa/zYVJ1Q3CviIkN54qpMLnzsa25+aTUv/d8JhAbrHeXdra2E7JceHOOrljYYYxaLSFqT1ecBM1yPnwcWYiVk5wEvGKt88HIRiRORfsaYfR7EoJTXpaen2x2CUj3S0uwCMvpE0ycm3O5QAtbI/jH846Kx/OzVtfz1g83ced5ou0PqcdoaQ/a8F87Z1y3J2g/0dT1OAfa47ZfrWqcJmVJK9VA1dU5W5hRy8aRUu0MJeOeNT2FjXglPfbWT0SmxXJI5wO6QehRb2yRdrWHtmlBLROaKSJaIZB06dMhLkSl1rPz8fPLz8+0OQ6keZX1uMRU19Vruopv8+szjmDYkgd+9vZH1ucV2h9Oj2JGQHRCRfgCurwdd6/MA93Q81bXuKMaYJ40xmcaYzKSkJK8Hq1SD0tJSSktL7Q5DqR5laXYBIjBlsCZk3SE4yMEjV0wkKTqMm/67ivyyartD6jE8SshE5JiOexFJ7OA53wWucT2+BnjHbf3VrrstTwBKdPyYUkr1bEuz8xnZL4beUaF2h9JjxEeF8sQPJlFQXsPFjy1l4daDbb9IdZqnLWQrXUkSACJyEbC0rReJyCvAMmC4iOSKyA3A3cAsEdkGzHQ9B/gQ2AFsB54CfuzxVSillAo4VbX1rN5VrN2VNhidEstz1x2PQ4Rrn13JjS9ksaewwu6wAlpbd1k2uAJ4RkQWAv2BBKDNycWNMXNa2HRaM/sa4GYP41FKKRXgVu8qoqbeybQhHe2QUZ0xdUgCH90ynWeW5PDwF9uYef8ifjRjCDedPITwkCC7wws4HrWQGWM2AH8FbsKqOzbPGJPrzcCU8jUOhwOHQ2vzKNVdlmYXEOQQJg+OtzuUHissOIgfzRjC57eezOmjknngMysx+3TTfqx2FNVVPB1D9jRwCzAWuA54X0S0NUv1KGlpaaSlpdkdhlI9xtLsfMalxhId5mlnjvKWfrERPDxnAq/ceAKRoUHM/e8qrn12JTsOldkdWsDw9N/9DcApxpidxphPsCro69RGSimlvKKsuo51uSXaXeljpg5J4IOfTucP54xk9a4iznhgMf/4+FvKq+vsDs3vedpl+YBxa5s0xpQYY27wXlhK+Z6DBw9y8KDebaRUd1iZU0i90+j8lT4oJMjBDScO5vPbTubccSk8tjCbmfcv4v31e7UbsxM87bLcKSI7mi7eDk4pX1JWVkZZmTbPK9UdsnIKCXYIEwbG2R2KakGfXuHcd+k45v9oKvFRocx7eQ1XPLWC7w4ctjs0v+Rpl2UmMNm1TAceAl70VlBKKaV6tpU5RYxKiSUyVMeP+bpJg+J5d96J3HX+aDbvK+WsB79iweYDdofldzztsixwW/KMMQ8A3/duaEoppXqi6rp61u4pZvKg3naHojwU5BCuOmEQX942g9TeETz1lXaitZdH/3qIiPsAfgdWi5n+26KUUqrLbcwroabOSWaalrvwN/FRoVwyKZV7P/2OPYUVDIiPtDskv+FpUnWf2+M6IAe4tMujUcqHBQfr/yBKdYeVOUUAZKZpC5nfcTq5oOpt7mMk81fncsvMYXZH5Dc8+oQxxpzi7UCU8nUDBw60OwSleoSsnELSk6JIjA6zOxTVXutfI+Wbu5ga+zBvro7kZ6cNRUTsjsovtJqQicgvWttujLm/a8NRSinVkzmdhqxdRZwxMtnuUFR71VTAF38B4CLnp9xaMoesXUVM1q5nj7Q1qL9XG4tSPcb+/fvZv3+/3WEoFdC2HyqjuKJWuyv90fJ/Q2kejL+SM2s+JTJEmL9KZ1n0VKstZMaYO7srEKV8XUVFhd0hKBXwVuYUAmirir8pOwhL/gXHnQOn/oGotS9xZp9iPlgfxB3njtLJyD3QaguZiHzq9vi33g9HKaVUT5aVU0RidBiDEvTuPL+y8G6oq4KZd0JMP0gew8XyJYer6/hkk/YseKKtLsskt8eXeDOQ9hCR2SLyZElJid2hKKWU6kIrcwo5fnBvHQjuTw5thVXPQeb1kJhhrRt6Oifkv0n/mDDeXJ1na3j+oq2EzCcnpTLGvGeMmRsbG2t3KEoppbrIvpJKcosqyRyk3ZV+ZcGfIDQKTv71kXUZs3BQxwUDK/hq2yEOlFbZF5+faCshSxeRd0XkPbfHjUt3BKiUrwgJCSEkJMTuMJQKWFmu+mM6fsyP7FwM330E038BUYlH1qdOhvBYLgxegtPA22u0lawtbdUhO8/t8b3eDEQpXzdgwAC7Q1AqoK3MKSQyNIgR/fQmfr/gdMKnv4fYATDlpqO3BQXDkFMZsusdJgw4j/mrc5l7Urp2RbeirbssF3VXIEoppXq2lTlFTBzYm+Agj6ZZVnbb8D/Ytw4ufApCIo7dnjELNr3FRWOE339Zxqa9pYxO0aFGLdHfeqU8tG/fPvbt22d3GEoFpNKqWr7dX6r1x/xFbSV8/mfoNx5GX9z8PhkzAZgdvJzQIAdvaE2yVmlCppSHKisrqaystDsMpQLS6l1FGAPH6/gx/7D8MSjNhdPvAkcLqUSvvtBvHLG7PmXmyD68u24vNXXO7o3Tj3iUkInIMSUvmlunlFJKdURWThFBDmH8wDi7Q1FtKc+Hr+6H4WfD4Omt7zv0dNjzDReNjqOwvIaFWw92T4x+yNMWsuaKwmqhWKWUUl3im5xCRvePITK0rXvNlO0W3g21FVYR2LZkzAJTz0myjsToUK1J1oq2Jhc/CzgbSBGRh9w2xQB13gxMKaVUz1BdV8+6PcVcdcIgu0NRbcnfBlnPQOZ1kDSs7f1TMyGiNyE7PuO88fN4YVkOReU19I4K9X6sfqatFrK9QBZQBaxyW94FzvBuaEr5lrCwMMLCwuwOQ6mAszGvlOo6J5N1QL/vW/AnCImEk3/j2f6OIBhyKmxbwIXj+1Nbb3hv/V7vxuin2ip7sQ5YJyIvG2NquykmpXxSSkqK3SEoFZCyXBOKZ+qAft+WswS2fgCn/RGik9rev0HGLNg4n1GOHI5L7sX8VblcPTXNa2H6K0/HkKWJyBsisllEdjQsXo1MKaVUj7Ayp4j0xCgSo7UF2mc1FIGNSYETfty+17rKX7BtARdPSmVdbgnbDx7u+hj9nKcJ2bPAY1jjxk4BXgBe9FZQSvmivLw88vJ0QKpSXcnpNKzaVaj1x3zdxvmwd43VOtZcEdjWRCdB/wmwfQHnjU8hyCHM18H9x/A0IYswxnwOiDFmlzHmDuD73gtLKd9TXV1NdXW13WEoFVCyD5VRVFFrf3dlfS3U6gTYzaqtgs/vhOSxMObSjh1j6OmQu5KkoHJOHpbEW6vzqHearo3Tz3makFWLiAPYJiLzROQCINqLcSmllOoBVvrChOIHNsG/T4AHRsO618BoonCUFY9DyZ7Wi8C2JWMWGCdkf8GFE1PYX1rF0uz8ro3Tz3n6nf0ZEAn8FJgEXAVc05ETishwEVnrtpSKyC0icoeI5LmtP7sjx1dKKeU/snIKSYwOJS0h0p4A1r0KT50G1YetSbLfmgvPz4ZD39kTj68pL4Cv7oNhZ0L6yR0/TspEiIiH7Z8xc0RfYsKDma9TKR3Fowp8xpiVACLiNMZc15kTGmO2AuNdxwsC8oC3gOuAfxlj7u3M8ZVSSvmPlbsKmZwWj4h074lrq+DjX8Oq5yBtOlz0NEQlwern4LM74LFp8L2fwUm3tX/MVCBZ9A+oKYdZf+7ccRxBkHEabFtAeJBwzrj+vLk6l7LqOqLDtBgweD510lQR2Qx863o+TkT+3QXnPw3INsbs6oJjKeVVERERRET04DdmpbrY/pIq9hRWdv/4saIceOZ0Kxk78efwg7eteRcdDsi8HuZlweiL4Kt74dEp8N2n3Rufr8jfDllPw6RrIGl454+XMQsq8mHfWi6amEpVrZMPN+zr/HEDhKddlg9gFYItgMb6ZCd1wfkvB15xez5PRNaLyDMiorfcKJ/Sr18/+vXrZ3cYSgWMrF1W/bFuLQi79SN44iQrKZvzKsy8A4KatNBE94ELn4Br3ofgMHj5EnjtB1DSw+4M/OLPEBwOM7popsSM0wCBbQuYODCOwYlR2m3pxuPRecaYPU1W1XfmxCISCpwL/M+16jFgCFZ35j7gvhZeN1dEskQk69ChQ50JQSmllI1W7iwkMjSIkf1ivH+y+jqrK/KVy6F3GsxdBMPPav01g6fDTV/DqX+AbZ/Co8fD0kesYwW6skOw5X2rxTC6T9ccMyrRGku2fQEiwoUTUlixs5A9hRVdc3w/52lCtkdEpgFGREJE5DZgSyfPfRaw2hhzAMAYc8AYU2+McQJPAcc39yJjzJPGmExjTGZSUjsqBSvVSXv27GHPnqb/lyilOmplThETBsYRHNTBO/c8dfgA/Pd8WPIvmHQtXP8pxA/27LXBodY4sptXwKBp8Onv4MkZsOcbLwbsAza9BaYexs3p2uMOPR1ys6C8gAsmWrOf6ITjFk//Cm4CbgZSsAbhj3c974w5uHVXioh7X9AFwMZOHl+pLlVbW0ttrc4gplRXKK2q5dv9pd4vd5HzNTwx3UoCzn8cZj8IIeHtP07vNLjidbj0v1BZCE/Pgnd/ChWFXR6yT1j/GvQdA31Hdu1xM2YBBrK/ILV3JFPTE3hzTS5GS414lpAZY/KNMVcaY/oaY/oYY64yxhR09KQiEgXMAt50W/1PEdkgIuuxZgP4eUePr5RSyret2V2M03ix/pgxsOQBq4RFaDTc+DmM72RrjwiMPBdu/gamzoM1L8IjmbD25cCqXVaQDXlZMLaDRWBb038CRCbC9gUAXDQplV0FFazaVdT15/Izrd5rKiIPAy3+lhljftqRkxpjyoGEJut+0JFjKaWU8j9ZOYUEOYTxA+K6/uCVxfD2j62JsEeeB+c+AuFdOE4tLBrO+KvVnff+z+HtH1nJ2ffvhz7Hdd157LL+dUBgzMVdf2yHwxrcv/0zcDo5c3Qyf3h7I/NX59o/W4PN2mohywJWuZZz3R43LEoppVS7fbOzkFH9Y4jq6hpU+9bBkyfDtk/gzLvhkue7Nhlzlzwarv8EZj8EBzfD49+zbhyo8eNB6sbAhtetGxpi+nvnHBmzoKIA9q4hOiyYs0Yn8/66fVTVdupeQb/XakJmjHm+YQGK3J+71inVY0RGRhIZaVM1caUCSE2dk7V7iskc1IUtIsbA6hfgP7Ogrgau/RBO+JHVzehNDodVp2teFoy9zLpx4NEpVnkNf5S3Cgp3WNfiLY3lL6z6bhdNSuVwdR0LNh/w3jn9QHtubQmgDnKl2i85OZnk5GS7w1DK723cW0J1nbPr6o/VVMA7N8O7P7HuhLzpKxg4pWuO7amoRDj/33DdRxAaZZXXePVKKPazO7PXv2bVHhsx23vniIyH1MzGcWRT0xPoHxvO/NU9uyaZl+81VkoppY6WlWPdmdglY4YKsq07Hte+DCf/Gq6abyVHdmlICGfeCdlfWLXLvn4Q6v3gDu36Wtg436rPFh7r3XMNPR3yVkN5Pg6HcP6EFBZ/d4iDpVXePa8PazUhE5HDrsm/S4GxDY8b1ndTjEr5hN27d7N79267w1DK763MKWJwYhRJvcI6d6DN78ATJ0NpHlz5BpxyuzVnot2CQuDEW6zaZekzYMEfrdkBdi2zO7LWZX9pje0a44W7K5vKmAkY2P45YHVbOg28vbbn1iRrawxZL2NMjGsJdnvcyxjTDaWVlfIddXV11NX1gArdSnmRMYasnEIyB3Wiu7K+Fj6+HV6/GpKGwQ+/gqEzuy7IrhI3EOa8Ape/DNWH4dkzra7V8g5XjfKu9a9BRG9XsuRl/cZbk7m7xpENSYpm/IA45q/K67E1ybTLUimlVLfJPlRGUUVtx+uPle6F586B5Y/C8XOtMVtxA7o2yK523Pet1rLv/QzWvWrVLlv9gm/VLqs+DN9+AKMutGYn8DaHw0r8sj8Hp3V35UWTUtl64DCb9vbMDjhNyJRSSnWblTlWAdDMjgzo37EQHp8O+zfARU/D2fdYk3/7g9AomPVnqzUvabh1A8LCu+2O6ogt70NdpXfvrmwqYyZUFlljyYDZY/sRGuTosYP7NSFTSinVbVbmFJIYHcrgxCjPX+R0wqJ74IXzITIB5n7pnaKl3aHvSKskx7g5sOgfjWOobLf+NYgbBAOanUbaO4acCuJo7LaMiwzltBF9eHftXmrrnd0Xh4/wKCETkX94sk6pQBYdHU10dLTdYSjl17JyisgcFI94Wh+sohBevhS+vMtKwm78wmph8mcOh6uq/wh480YosXkg++H9sHORNVWSt+u2uYuMh9TJjeUvAC6amEpBeQ0Ltx7qvjh8hKctZLOaWXdWVwailK/r06cPffr0sTsMpfzWgdIqdhdWeN5dmbfKujtx5yL4/n1w4VPWtEWBIDQSLn0B6qrhf9faWxZj43wwzu65u7KpobNg7xooOwjAycOTSIgK5c0e2G3ZVtmLH4nIBmC4iKx3W3YC67snRKWUUoFgpav+mEcD+te9Cs+caT2+/mOY/H/d23rTHRKHwrkPQe43sOBP9sWx/jVr0u+kYd1/7gxXe4+r6zYkyMF541P4fMtBiitquj8eG7XVQvYyMBt41/W1YZlkjLnKy7Ep5VNycnLIycmxOwyl/FZWThERIUGM7N9K1SRjYNE/4a0fwoAp8MPFkDKp+4LsbqMvsu4WXf4obH63+89/aKs1/2d3DuZ3lzwWovs2jiMDuHBiCjX1Tt5bt9eemGzSVh2yEmNMjjFmDpAL1GJNoRQtIgO7I0ClfIXT6cTp7HkDTZVqsHlvKVv3H+7w61fmFDJhYBwhQS189NTXwjvz4Mu/wtjL4ao3rXFGge70u6yk852brZkHutP610GCrMTQDo3lL76AeqvO46j+MRyX3Is3VvesIrGeDuqfBxwAFgAfuJb3vRiXUkopH1JSWcucp5Zz1oOLuev9zVTUtK9I8uGqWrbsK225u7KqBF66GNa+aE2BdMHj3VMPyxcEh8Elz1l3HL5+DdRWds95nU7Y8Lo1m0C0jeNjM2ZCVbE1ZhAQES6amMq6PcVsP1hmX1zdzNNB/bcAw40xo4wxY1zLWC/G1SoRmS0iT5aUlNgVglJK9ShPf7WDkspazhrTj/8s2cms+xezcOtBj1+/ZncxTtPC+LGSPHjmLMhZAuc9ak2BFGjjxdoSN9C6aeHABvjoV91zzj0roHi3fd2VDYacYrXSuXVbnjehP0EO6VGD+z1NyPYAPpP9GGPeM8bMjY318uSnSimlKCir5uklOzl7TDKPXjGR1384lfAQB9c+u5KfvbqG/LLqNo+RlVNIkEMYPzDu6A371sN/ToOSPdZ8lBN68PDkYafD9FutKv5rX/b++da/BiGR1kwCdorobdU/cyt/0adXOCcNTeStNXnUO31oRgMv8jQh2wEsFJHfisgvGhZvBqaUr4mJiSEmRqdwVT3P44uyqayt5xezrLvwjh8cz4c/m84tM4fy4YZ9nHbfIl7P2tPqHITf5BQysl8M0WHBR1Zu/wyePcvqqrv+Y6ulpKebcTukTYf3fwEHNnnvPHU1sOktOO4c3yglMnSWdXPB4QONqy6cmMq+kiqWZfvo3J9dzNOEbDfW+LFQoJfbolSPkZiYSGJiot1hKNWtDpRW8cKyXZw/IYWMPkfe9sOCg7hl5jA++tl0hvWN5ldvrOeKp1awM7/8mGPU1DlZu6f46Ppjq56Hly6F+MHwf59D31HdcTm+LyjYmhYqPMaaPL264zdRtGr7Amvc1lgbao81p7H8xWeNq2aN7Euv8OAeM5WSRwmZMeZOY8ydwD0Nj13PlVJKBbCHv9hGvdNwy2nN16jK6NOL1+ZO5W8XjGHj3hLOeGAxj365nZq6I3ckb9pbQlWt0xo/Zgx8/md476dWi9h1H0FMv+66HP/Qqy9c/CwU7rTmvPTGJOTrX4PIREj3kVbJ5DEQnXzUOLLwkCDOGdufjzfup6y6fTeR+CNP77KcKiKbgW9dz8eJyL+9GplSPmbHjh3s2LHD7jCU6jZ7Cit4beUeLp08gIEJkS3u53AIV0wZyOe/OJmZI/pwzydbmf3wElbvtiYSz2qYUDw1ypoq6Kv7YNK1MOc1CNPOlmalfQ9O+4PVrfjNU1177Mpi2PqxNRVVUHCbu3cLERg6E7K/bCx/AXDxpBQqa+v5aMM+G4PrHp52WT4AnAEUABhj1gEneSkmpZRSPuDBz7chIvzk1AyP9u8TE86/r5zEU1dnUlpVy0WPLeVP72xk8bZDpMWH0+fty2HD/+C0P8E5D/hOMuCrpv0Mhp0Jn9wOuVldd9wt70J9te90VzbImAXVJdbMBS4TB/YmLSGyR3RbepqQYYzZ02RVfRfHopRSykdsP1jGm6tz+cEJg+gXG9Gu184a2ZcFvziZa6am8cLyXXy1LZ/MqmWQu9IaHzX9Fz2vrEVHOBxw/mNWl+7/rrUmWu8K61+HhAzoP7FrjtdVGstfHLnbUkS4cGIqy3cUsqewwsbgvM/jshciMg0wIhIiIrcBW7wYl1JKKRv967PvCA8J4kczhnTo9dFhwdxx7ijevDKNGSGbudTxBfzgbaubTHkuMh4ueR7KDsCbc61irp1RkmvVextzqe8lxeGxMPCEo8pfAFwwIQWAt9cEduV+TxOym4CbgRQgDxgP/NhLMSmllLLR5r2lfLB+H9d9L43E6LCOH6iyiAkLr+W5qEc4fu6/rXFRqv1SJsKZf7cSlSX3d+5YG94ADIy9pEtC63JDZ8H+DVB6ZMzYgPhITkiP5801ea2WVvF3niZkw40xVxpj+hpj+rgmFh/hzcCU8jWxsbFoMWLVE9y/YCu9woOZO71jrWOAVefqtR9AUQ5c/jL0Oa7L4uuRMm+A0RfDF3+Bt34EpR2ceHv965B6PMSnd218XaWZ8hcAF01MZWd+eeONIoHI04TsYQ/XKRWwEhISSEhIsDsMpTov+wtY/liz3V+rdxfx2ZaD/PCkdGIjQzp2fGOscg05X1lTIWnLWOeJwHmPwLSfwsY34OFJsPBuqDm27luL9m+Eg5t8bzC/u76joFf/o8pfAJw1ph8RIUG8sSpwuy1bTchc5S5uBZLcK/SLyB1AULdEqJSPcDqdODs7fkMpOxljJWIvXgQf/wbevgnqa4/a5b5Pt5IQFcp13xvc8fMs+gesfxVO+Z1vf/j7m5AIOP0vMG8lDDsDFv7dSszWvuzZ2LINr4MjGEZd6P1YO6qh/MWOhUf9bkaHBXPm6GTeX7+XqtrAvKewrRayUCAaCOboCv2lgI7MVD1KTk4OOTk5doehVMfU18GHt1mJ2PCzrSl61r8Gr8xpbGVZmp3P19sL+NGMIUSFdbAkxbpXrURh/JVw0i+78AJUo95pcMlzcP0n0KsfvP0jeGqGNVi/JU4nrP8fZMyEKB9v6c+YBdWl1uTnbi6amMrhqjo+23KghRf6t1b/4owxi4BFIvKcMWZXN8WklFKqK1WVwP+ug+zP4Xs/g9PusEoq9EqG92+BF87HzHmV+z79jr4xYVx1wqCOnWfnV/DOPBh8klVnzNfu4gs0A0+wpp3aOB8+uwOe+741N+WsP0NCk/F/u5bA4b1wxl22hNou6TOslrxtCyDtxMbVU4ck0C82nPmrcjlnbH/74vMST8eQVYjIPSLyoYh80bB05sQikiMiG0RkrYhkudbFi8gCEdnm+tq7reMopZRqRdEuePoM2LkIZj9kfVg7XG/9k66BS1+AfetY+NhPWbWriJ+cOpTwkA6MSDn0Hbx2pTVY/NL/QnBo116Hap7DYd0x+ZMsOPUPVlffo1Pg49uh0m0A/PrXILQXDDvLtlA9Fh4DA6ceM7A/yCGcPyGFxdvyOXi4yqbgvMfThOwlrGmTBgN3AjnAyi44/ynGmPHGmEzX898AnxtjhgKfu54rpZTqiD0r4T+nWS0jV71pJWBNjZiN88o3uLfwRAYEFXDp4Or2n6fsELx0MQSFwpWvQ0Rcp0NX7RQSASfdBj9ZDePnwPJ/w0MTYPnj1gTlm9+FkedCaMtTYPmUobPgwEYoOXoQ/0UTU6l3Gt5Z08G7TH2YpwlZgjHmaaDWGLPIGHM9cKoX4jkPeN71+HngfC+cQymlAt/G+VYXVmg03PAZpJ/c4q6flA9lk3Mgt0R8ROjzZ0LeKs/PU1sJr86xCpfOedUa36Ts06svnPsw3PQVJI+Fj38ND46zxmSN8dHaY81pofxFRp9oxg2IC8iplDxNyBpuddgnIt8XkQlAfCfPbYBPRWSViMx1retrjGmoBrcf6NvJcyjVZXr37k3v3tqLrnycMbDoHnjjequg6P99DknDWty93mm4b8F3DEmK4vwf/sVK4J6bbZXGaIvTCW/90Jpn8cKnIDWz7deo7pE8Bq5+B654HSITIH6INbbPX/QZATGpx5S/ALh4Ygrf7j/Mpr0lNgTmPZ4mZHeJSCxwK3Ab8B/glk6e+0RjzETgLOBmETnqN8VY5XiPKckrInNFJEtEsg4dOtTJEJTynCZkyufVVcNbN8GXd8HYy6wP5DbuqHtnbR7bD5bxi1nDCUrKgBs+hfjB8NKlsPHN1s/3+R2w+R2rFMPIc7vuOlTXELHKY/x4Bfx4GTj8qFpVY/mLRVaRYTezx/UnJEiYH2A1yTxKyIwx7xtjSowxG40xpxhjJgGdKOEMxpg819eDwFvA8cABEekH4Pp6sJnXPWmMyTTGZCYlJXUmBKXapa6ujrq6OrvDUKp55QXwwvlH6n9d8AQEtz7tUW29kwc+28bIfjGcNTrZWtkrGa79AFInW61s3zzV/IuznoWvH7QqyE+d17XXorqWw9Hm74JPypgFNYdhz/KjVsdFhnLacX15Z20etfWBUxvS0xay5vyioy8UkSgR6dXwGDgd2Ai8CzSMOr0GeKcT8SnVpXbv3s3u3bvtDkOpY+Vvswbv562Ci5+Bk3/lUcmJ/2XlsruwgtvOGIbD4bZ/RBz84E0YfpZVu+zLv1tdoQ22fQYf3ApDT4ez/qnlLZR3pJ8MjhCr/EUTF01KpaC8hsXfBU5PWWcSss78BfYFlojIOuAb4ANjzMfA3cAsEdkGzHQ9V0op1ZKdi61krPowXPs+jL7Io5dV1dbz8BfbmDgwjlOG9zl2h5AIq3zF+Ktg0d1WYuast6bf+d+10HeklfwFdbCArFJtCesFg6Y2m5DNGJ5EQlRoQA3u78xfUoenXDfG7ADGNbO+ADitEzEppVTPsfoFeP/nkJABV7zWrjscX1qxm30lVdx3yTikpRauoGBr/sSoRPj6ATi8H/ausT4or3jd+qqUNw09HT79PZTkQmxq4+qQIAfnju/PS8t3U1xRQ1yk/9e9a2suy8MiUtrMchgIvDK5SinlD5xOWPBHawLvwSdZA/HbkYyVV9fx7y+3M21IAtMyElvfWQRm3Qmn3wXfvm9V/b/ydYjRjwDVDRrKXzTXbTkxlZp6J++t33fMtubU1Tspqaglr7iSrfsP+1xx2bamTtJ/f5RSypfUVMBbc2HLe9aA+rP+6VG3YV29k837Slm+o4DPNh+koLyG284Y7vl5p/0E+oyEiN5WSQWlukPScIgdaCVkmdcdtWlU/xiG9+3Fs0t2kltUQVlVHWXVdZRX13G4qo7ymjrXunrKqmupqj32BoBxqbGcNqIvM0f0ZUS/Xi23FncD7fxXykMJCT4+Ia8KfIf3wyuXw961cObdMOWmFgfU19Y72ZBXwoodhazYWUBWThFl1dZdwoMTo/jlGcOZOLCdZVwydESJ6mYN5S/Wv26VdXG7W1REuHraIH731kae/TqHXmHBRIcHExVqfe3TK5z0xGCiwoLp5ba+V5i1LqegnM+2HOBfn33H/Qu+IyUugpkj+nDaiL6ckJ5AaHBnhtl34FKN6fBQMNtlZmaarKwsu8NQSinv278BXr4MKovh4qetOyDdVNfVsz63hBU7Clixs5BVu4qoqKkHrOrmUwbHMyU9gRMGx9MnJtyGC1Cqg7790JoN4up3rInHm6h3GoIcHW/ZOnS4mi+/PciCLQf4atshqmqdRIcFc/KwJGaO7MMpw/t02Rg1EVnlNl3kUbSFTCkP1dRYxQlDQ/1/8KjyM1s/hvk3QHgsXP8x9BtLVW09a/cUN7aArd5d1NglM7xvLy6ZlMqU9ASOHxxPYrQf1qBSqsHgk6x5UrctaDYh60wyBpDUK4xLJw/g0skDqKqt5+vt+Xy25QCfbTnIBxv2EeQQMgf1ZuaIvswc2ZfBiVGdOl9LtIVMKQ/t2LEDgPT0dJsjUT2GMbDicfjkdir7TGT1tH+z4gAs31nI2j3F1NQ5EYERyTFMSY9nymArAYuP0n8aVIB54Two3Qfzvum2Uzqdhg15JXy25QALNh/g2/2HAUiJi+D4wfFMTovn+MG9GZIU7fHYs9ZayDQhU8pDmpCp7lReUcWqN+9jxZYcVoRPY11VX2rrDQ6BUf1jmTI4nhPSE5icFk9sZIjd4SrlXcsehU9uh1s2QNxAW0LYU1jBF98eZPmOAlbmFJJfZvWaxEeFkjmoN5PT4pk8OJ5R/WMICWp+/Jl2WSqllI87XFVLVk4Ry3cWsGL7ITbmlVDHeIJkHGPi47g+PYETBicwKa03MeGagKkeJmOWlZBtWwCTb7AlhAHxkVwzLY1rpqVhjGFnfjkrcwpZmVPEypxCPt18AICIkCAmDoqzErS0eCYMjCMytO10SxMypZSyQUllLSt3WuO/VuwsZGNeCU4DIQ5hbPBu5gav4YRpM5h02iVEhelbterhEodC3CBbEzJ3IkJ6UjTpSdFcNtlqsTtQWmUlaDutJO3Bz7dhDAQ7hFEpsdw6a1irx9S/cqWU6gZF5TWsaEjAdhSyZX8pxkBokIPxA+OYd0oGU6Lzmbjk/4hwllvTFqWfbHfYSvkGERg6C9a+fEz5C1/RNyacc8b255yxVtHk0qpaVu0qciVohW2W0dCETCkPJSa2UdFcKTf5ZdV8s7OQFTsKWL6jkK0HrAHBYcEOJg7szS2nDWNKejzjB8QRHhIEG+fDWz+yKuBf8Q4ktf7ftFI9TsYsWPkf2PU1DDnV7mjaFBMewinD+zQ/V2wzNCFTykMxMTF2h6B8XFVtPQ99vo1PNx9g+8EywBpPkpnWm9nj+jElPYGxqbGEBQcdeZExsOge+PIuGDgVLnsJorQIsVLHGDwdgsJg22d+kZC1lyZkSnmouroagLAw32sqV/bbfrCMeS+v5tv9h5k+NJELJ6ZwQnoCY1JiW7zjirpqePensP5VGHs5nPuQT3bFKOUTQqMg7Xuw7VM48292R9PlNCFTykN5eXmAlr1Qx3pjVS5/eHsjEaFBPHvdZM+6KMoL4LWrYPdSOOX3cNJtLU6DpJRyGXo6fPwbKNwJ8YPtjqZLde9ETUopFUDKq+v4xetrue1/6xg3IJaPfjbds2Qsfxv85zTIWwUXPwMn/1KTMaU8kTHL+rr9M3vj8AK/bCETkdnA7IyMDLtDUUr1UJv3ljLvldXk5Jdzy8yh/OTUoZ5N4bJzsdUy5giBa9+HAcd7P1ilAkXCEOg92Cp/cfyNdkfTpfyyhcwY854xZm5sbKzdoSilehhjDP9dvovz//01ZVV1vPR/J3DLzGGeJWOrX4D/XgC9+sONX2gyplR7NZS/2LkYaqvsjqZL+WVCppRSdiiprOXHL63mD29vZNqQBD762XSmDvHgjkinExb8Ed79iTVR8g2fQO9B3g9YqUCUMQvqKmHXErsj6VJ+2WWplB369PGslowKTGt2F/GTV9awv6SK3551HDdOT8fhSatYTQW8NRe2vAeZN8BZ/4QgfetVqsPSToTgcKv8RcbMjh2jqgSMEyJ6d21snaAtZEp5KDo6mujoaLvDUO1kjKGsug5jTIde73QanlyczSWPL8MYeP2mqfzw5CGeJWOH98NzZ8OW9+HMu+H792kyplRnhUZaSdm2T9v/2toqWPIA/Gs0PH4SVBZ1eXgdpe8MSnmosrISgIiICJsjUZ4or67jrTV5vLAsh+8OlBEVGkT/uAhSekdYXxsW1/O+vcIIblIvrKCsmlv/t46FWw9x5qhk/nHRWGIjPZzYe/8GePkyqCyGOa/A8LO6/iKV6qmGng4f/QoKsq2B/m1xOmHjG/D5n6FkD6TPgJwl1jCCS//rE3c5a0KmlIf27dsHaB0yX7czv5wXluXwRlYuh6vrGJ0Sw62zhlFYUcPe4kryiitZn1tCYXnNUa8LcgjJMeH0jwsnJS6CvrHhvL0mj6LyWv5y3iiuOmEQ4umb9taPYf4NEB4L138M/cZ64UqV6sEauiq3f9Z2QrZzMXz6e9i3DpLHwnmPWvPELn3YWp/1NEz+P+/H3AZNyJRSfs/pNCz87iDPL93Fou8OERIknD2mH1dPTWPiwLhmE6mKmjr2Flc1Jml7iyvJK7Ier9pdxL7iKtISo3jm2smM6t+OO7q/ecr6zz15LFzxGvRK7sIrVUoBVhIWP8QqfzHlh83vc2grLPgTfPcRxKTCBU/CmEvA4WoJP+Fm2LEIPr4dBpwAyaO7L/5maEKmlPJbJRW1vJ61h/8u38Xuwgr6xoTxi1nDuPz4AfTpFd7qayNDg8noE01Gn+bHBdY7DQ7B81YxgMId8NGvrbvALnnWmupFKeUdQ2fBquegthJC3IaSlB2EhX+HVc9bf4Mz74ApNx29D1iJ2fmPweMnwhvXwdyFtv7NakKmlPI7W/aV8sKyHN5ak0dVrZPj0+L51ZnDOWNUcsvzRraTR3XFmlryADiCrTkpNRlTyrsyZsGKx62xYENnWXc0L3sUvn4A6qpg8g1w8q8hKrHlY0QnwYVPwgvnWS3b5z3abeE3pQmZUsov1NY7+XTTAZ5fmsM3OYWEhzi4YEIKPzghjZH9Y+wOD0pyYe3LMOka7aZUqjukfQ+CI+C7j6HsAHxxFxzeB8edAzPvhEQPZ/NJP9maS3bxPTB4Boy9xJtRt0gTMqU8lJysH7J2OHi4ile/2cNLK3ZxoLSagfGR/P77I7hk0gDP73jsDksfBgx872d2R6JUzxASAYOnw8r/WM9TJsHFz8Kgqe0/1sm/gZ1fwfs/h5SJnt252cU0IVPKQ5GRkXaH0GMYY1i9u5gXluXw4YZ91NYbTh6WxN8vHMTJw/p0rDvRm8oOWmNZxl4OcQPtjkapnmPSdVB+CKb9BEZd2PHyFUHBcNF/XOPJrocbFkBwaNfG2gZNyJTyUEVFBaCJmTdV1dbz3rq9vLBsFxvySugVFsxVJwziBycMIj3Jh4vyLnsU6mvgxJ/bHYlSPctxZ1tLV4gbYI0he+1K+PxOOOOvXXNcD2lCppSH9u/fD2gdMm/ILargxeW7eW3lbooqahnWN5q7zh/NBRNSiArz8bepikKry2TUhZ6PWVFK+aYR58Dxc2HZI9a8s8PO6LZT+/g7nVIqUBljWJpdwPNLc/hsywFEhNNH9uXqqWmckB7fvnITdlrxBNSUwfRb7Y5EKdUVZv0Fdi2Dt38ENy2BmP7dctpuT8hEZADwAtAXMMCTxpgHReQO4EbgkGvX240xH3Z3fEop7yqrruPN1bm8sGwX2w+WER8Vyo9mDOHKKYPoH+dn01JVlVq33R93DvQdaXc0SqmuEBJu1RF84mR4cy5c/Q44grx+WjtayOqAW40xq0WkF7BKRBa4tv3LGHOvDTEppbws+1AZ/122izdW5VJWXce41Fjuv3QcZ4/pR3iI99/svCLraagq1tYxpQJN4lD4/r1WK9lX98HJv/L6Kbs9ITPG7AP2uR4fFpEtQIq3zud0Gh5blM2Ifr0Y1T+WPr3C/KcrRCk/V+80fPHtQV5YlsNX2/IJDXJwzth+XD0tjfED4uwOr3NqKmDpIzDkNOs2eaVUYBk3B3YstKr+p50Ig6Z59XS2jiETkTRgArAC+B4wT0SuBrKwWtGKmnnNXGAuwMCBbd9enldcyT2fbG18nhgdysj+sYzqH+NaYhkUH4nD126jVz6nX79+dofgN4rKaxqnNMotqqRfbDi/PGM4l00eQGJ0mN3hdY3VL0BFPpz0S7sjUUp5gwh8/z7IXQnz/88aTxYZ773TGWO8dvBWTywSDSwC/mqMeVNE+gL5WOPK/gL0M8Zc39oxMjMzTVZWVpvnKquuY8u+UjbllbBpbymb9pay7eBhauuta48OC25sQRvpStSG9ulFaHDXTMGiVE+xMa+EF5bl8M7avVTXOTkhPZ5rpqYxa2RfgrtoSiOfUFcND46H+MFwnQ51VSqg7V0L/5lpTc90+csdr3UGiMgqY0xmc9tsaSETkRBgPvCSMeZNAGPMAbftTwHvd9X5osOCmZwWz+S0I5ltdV092w6UsXlvKZv2Wona61l7qKipByA0yMHQvtGNrWij+scwol+M79+Cr7ymrKwMgOhoH66HZYOaOicfb9rP80tzWLWriIiQIC6elMrVU9MYntzL7vC8Y+3LcHgvnG/fvHdKqW7Sfzyc/hf4+DfwzZMw5YdeOY0dd1kK8DSwxRhzv9v6fq7xZQAXABu9GUdYcBCjU2IZnRILDACs8WY5BeVsdCVpm/eW8tmWg7yeleuKEQYnRLla0Y50eyYESheMatXBgwcBTcgaHCit4uUVu3n5m90cOlxNWkIkfzhnJBdPSiU2woemNKoptyrpxw/umuPV18GSf1nTtKSf0jXHVEr5tik3WePJPv09DDwB+o3r8lPY0dzzPeAHwAYRWetadzswR0TGY3VZ5gDeSUFb4XAI6UnRpCdFc+44q+6IMYb9pVVsyit1dXeWsGZ3Me+v39f4uuSY8MbkbGT/WIYkRREWHERIsBAa5CAk2EFokLXoWDXlz4wxrNpVxPPLdvHRhn3UG8Mpw/tw9dRBnDQ0ybd+v/eugVXPw4Y3oLYCLniiayYN3vgGFO+CM+/uVNeFUsqPiMB5/4YnpsOrV8KNX0B0ny49hR13WS4BmnsX88mBGCJCv9gI+sVGMHNk38b1xRU1ru7OI12eX249iLONIXnBDiEkyEFIkBAaHERokBAa7CAkyHHU19DGfY5e1/D8yLpmXt/kWCFBQtgxrzt2n9Agh96BqppVWVPPu+vyeH7pLjbvKyUmPJhrp6Vx1QmDSEuMsju8I6pKYP3r1oD7/eshOAJGXWAlUG/eCHVVMPEHHT++02ndAt93NAw7s+viVkr5vqgEuPwleOYsKym75j2rZlkX0QFRHRQXGcq0jESmZSQ2rqusqefb/aXsKaqkts5JTb2T2nonNQ2P6ww19fXU1hu3dU33M9TU1VNZW09p1ZHX1tQd2ae23jSu62ohQdJCcifHrAt1JXiNLYANLYItJpdBjcdpab+Gc4UEORqTyCNJqGjC2M32FFbw4vJdvJa1h+KKWo5L7sXfLxzDeeP7ExnqI28fxsCeFVZr2Ka3oK4SksfA2ffCmEsgIs4qUfHaVfDuPCspO/7Gjp1ry7uQ/x1c/Cw4AugmBaWUZ/pPgAufgNevhnd/Ahc+2WUt5T7yjhoYIkKDmDCwNxMG9u6W8xljqHOaI8mae8LmWlft+lrrltRVN9nHfT/3xK+m3jSzzvpaXl1HcTPnaUgyG5LGrtZ2y+GRbccmdA3rjn39scmhHNsaWVOPCOzMLz+qVbFhv2BHYCSMTqdhyfZ8XliWw+ffHsQhwpmjk7lmahqT03r7zjWWF8C6V6zWsPytENoLxl0OE6+23jTd4wyNhDmvwP+uhQ9vs+6SnDavfeczBhbfCwlDYeR5XXopSik/MvI8OPX38MVdkDSsy0rfaELmx0SksTXJFxljGhOz2qYtfW4thjV1xi2RO7Lf0S2IzbcqNiSXTdeVVddRWN6QcJpmWxrr2upfbiIlxvpzySv9rtntIlhJn6vVsLVWxSPJ37Gtik27l927nI9NLo9uwWyt5TGojfFdh6tqmb/KmtJoR345idGh/OSUDK6YMojk2K5rlu8UpxNyFlutYd++D/U1kDoZzn3E6poMa+WGi+AwuPQFq57Qp7+D2ko4uR1vpNs+hQMb4PzHumUaFaWUD5t+G+Rvs5KyxGFd8k+aJmTKa0TESjiCHeCDN6I6nYZaZ9utis21PB7bjdx2q6J7clhSWdskOT3SXd2QxNa3M2Fsi8OVMDY/htDB7oJyymvqmTAwjgcvH8+Zo5MJC/aRxOPwflj7ktUaVpQD4XGQeYPVGtaeOSSDQuCipyE4HL68y+rePPUPbXc5GAOL/glxA61uUKVUzyYCsx+Cwp3w5g+t94b+Ezp1SE3IVI/lcAhhjiCPk47S0lIAYmJivBlWo3qnaZKwHd2q6L6tuknLYW2dOXpdQ2LoPpbR1TLZkDCOHxDHnOMHMDY1rluur03Oetj+mdUa9t3HYOohbTqc8nsYMbvjg2mDgq1WrpBwa4B+bRWc8dfWk7KdiyAvC75/v5XUKaVUSLg1yP+pU+GVOXDjlxDT8RldNCFTykP5+flA9yVkQQ4hyBHkvxNvd1TxbljzorWU5kFUkjXea+I1kDCka87hcMA5D1gtZcsftVrKzr6v5YH6i++FXv1g/JVdc36lVGCI7gNXvAZPnw6vXA7XfWSNWe0ATciUUvarr4WtH8Hq52H759a6jNPgzL/DsLMgOLTrzyli1RILDoevH7AG+p/78LHjw3avgJyv4Iy/dekt7kqpANF3lDUU4pXL4e2b4OLnOnQXtiZkSin7FGRbSdjal6H8EMSkwMm/gglXWWMyvE0EZt4BIZGw8G9WSYwLnji6W/KreyEyASZd6/14lFL+afiZ1vRKn/4eFv4dTv1duw+hCVln1VZCSa5VeLJ4D5TssYpThsc2WeKOPI7oDWEx1lgWpXqa2irY8p6ViOV8BRJkFVmddA1kzOz+OxhFYMavrbswP/uT1VJ28TPW871rrbsrT/sjhPpQAVyllO+ZOg8ObYXF/7TuvGznzCCaEbSlqtRKsor3WGNbSna7Pd5j/VfvzhEMYb2s15n61o8dGt0kUYtrJYmLO3p9aLQWplT+5cBmKwlb9ypUFUPvNCvRGX8l9Eq2Ozo48RYIiYCPfmVV4b7sv1brWFgsTP4/u6NTSvk6EevGn8Kd8M7N0HsQDDje45f37ITMGKgsOrp1q2niVVV89GuCwiBuAMQOsKqBxw2A2IFW90rcAGvgryPIOnZNudVaVlViHafxcQlUFh+7rWQP7N9oPa4uaT12cVitbM0law1fW0vwQiJ0Hr52Sk1NtTsE/1NTDhvftBKx3JUQFArHnWO1hqWd5Hv/VEz5odUy9t4t8Nz3IW8VnPQr629GKaXaEhxq/TP31Knw6hXWnJceDr8QY7q21lF3yszMNFlZWa3vVFcN+9a7EqzdbomX63Ft+dH7h0Zb37zYAUcSr7iBR9ZFJXXPh4izHqpL207ijlnv2lZb0frxg0KbT9Q8TfD01n/VEmOsib1XPw8b5kPNYav5fuI1MG6ONR+cr1v3mjU4NzgCfr4RIuPtjkgp5U8OfQf/mWnlEdd/bPWcASKyyhiT2dxLAr+FrKIQnp555HlEbyuxSsiAIaceSbwaEq6I3r7RcuQIsmKJ6OA0THU1VkLXmKwVt53EFe86ss1Z2/rxQ6I8SOJa6IYNi/G9lhEPlJRYrZaxsdpa0qzGib2fh/0bjkzsPekaGDDFN/6uPDXuMqsb1VmryZhSqv2ShsElz8JLl8Cbc+GyF9scHxv4LWROpzUot6FL0ZWlqlYYY92s0GpXa3HrCR6t/V6JlZRFNNMK50mCFxJpy4f7jh07AEhPT+/2c/uslib2nnjNkYm9lVKqp/rmKWv+3Gk/hdP/EngtZCIyG5idkZHR9s4Oh3U7qvKciFXYLjSyY1WHnU6rm6o9Xa2FO49sqylr/fiOYM9ufGhpLF2wD87j5G/aM7G3Ukr1VMffaN15ufQhSB7b6q5+mZAZY94D3svMzLzR7lhUMxyOI8lPR9TXWnepNiZvxS23xDVsK81zbSu2JpxuTXBE2y1xzW1z1lnJYE/VmYm9lVKqpzrzbquodPrJre7Wgz9dlM8KCrEGfnd08HdtVQtdrcXNJ3hlByF/25H1xtn8cU9+2Pr62smelydpuj402v9aj5qd2Pt6q1uyPRN7K6VUTxQUDKff1eZumpCpwBMSDiHJHattZYzVZdpcV6sMtO5+HX9l8zdDVJVYN1K0RoIgPMazrtbmtnXX1D3emthbKaVUszQhU8qdiHXjR1gviD267tjAujrrwYRWmp3r69zKlRS33dVaVQIHvz3yuK6y9fiCwtpfRLjxa0zb5Uq6Y2JvpZRSx9CETCkPBQd78OcSFGyVSehoqYS66hbuaG0hwasohMIdR9Y761o/fmh0y0lc/jbI/sLaz9sTeyullDqKJmRKeaioqAiA3r07WBvOE8FhEN3HWtrLGKsgsEcFhF2PS3Ph4CaodM2/2p0TeyullGqkCZlSHuqWhKwzRKwJsEOjIDbF7miUUkq1g/+VS1dKKaWUCjCakCmllFJK2UwTMqWUUkopm2lCppRSSillMx3Ur5SH0tLS7A5BKaVUgNKETCkPORzaoKyUUso79BNGKQ8VFBRQUFBgdxhKKaUCkCZkSnmopKSEkpISu8NQSikVgHwuIRORM0Vkq4hsF5Hf2B2PUkoppZS3+VRCJiJBwKPAWcBIYI6IjLQ3KqWUUkop7/KphAw4HthujNlhjKkBXgXOszkmpZRSSimv8rWELAXY4/Y817VOKaWUUipg+V3ZCxGZC8x1PS0Tka12xtPFEoF8u4PoQoF2PaDX5KsC4RqaCrRrCrTrgcC7pkC7HvC9axrU0gZfS8jygAFuz1Nd6xoZY54EnuzOoLqLiGQZYzLtjqOrBNr1gF6TrwqEa2gq0K4p0K4HAu+aAu16wL+uyde6LFcCQ0VksIiEApcD79ock1JKKaWUV/lUC5kxpk5E5gGfAEHAM8aYTTaHpZRSSinlVT6VkAEYYz4EPrQ7DpsEWldsoF0P6DX5qkC4hqYC7ZoC7Xog8K4p0K4H/OiaxBhjdwxKKaWUUj2ar40hU0oppZTqcTQh6yYiYkTkPrfnt4nIHTaG1CkiUi8ia0Vkk4isE5FbRSRgfp9EpMzuGLqS28+rYUlrZd+FIuIzdyW5/nZedHseLCKHROR9O+PqKiJyvusaj7M7lo4I9J8PBN77AbR9Tb72PtASf//7cRcwH6B+oBq4UEQS7Q6ki1QaY8YbY0YBs7Cmu/qTzTGpljX8vBqWHLsDaodyYLSIRLiez6JJOZy2iIjPjZd1MwdY4vrqMddUc76g0z8fpTqhQ38/vkgTsu5ThzW48OdNN4hImoh8ISLrReRzERkoIrEisquh1UlEokRkj4iEdHfgbTHGHMQq1jtPLEEico+IrHRd0w8b9hWRX4vIBler2t32Rd02EYl2/TxWu2I+z7U+TUS2iMhTrhbCT90+jPyGiEwSkUUiskpEPhGRfm6bf+BqSdsoIsfbFuQRHwLfdz2eA7zSsEFEjheRZSKyRkSWishw1/prReRdEfkC+Lz7Q26biEQDJwI3YJX5QURmiMhiEflARLaKyONu7wNlInKfiKwDptoX+TE68vNZLCLj3fZbIiLjujPo9nD9XN53e/6IiFzrepwjIne6vVf4RWtNa9fkD1r5+2np53S2iHzres97yNdacTUh616PAleKSGyT9Q8DzxtjxgIvAQ8ZY0qAtcDJrn3OAT4xxtR2V7DtYYzZgVWqpA/WH0eJMWYyMBm4UazacmdhzU06xRgzDvinbQF7pgq4wBgzETgFuE9ExLVtKPCoq4WwGLjInhA9FiFHuivfciX2DwMXG2MmAc8Af3XbP9IYMx74sWub3V4FLheRcGAssMJt27fAdGPMBOCPwN/ctk3EusaT8U3nAR8bY74DCkRkkmv98cBPgJHAEOBC1/ooYIUxZpwxZkm3R9uyjvx8ngauBRCRYUC4MWZdt0Xc9fJd7xWPAbfZHUwP0dLfzzFcv5tPAGe53vOSuilGj2lC1o2MMaXAC8BPm2yaCrzsevxfrIwf4DXgMtfjy13P/cHpwNUishbrjTkBK4GZCTxrjKkAMMYU2hahZwT4m4isBz7Dmle1r2vbTmPMWtfjVUBat0fXPu5dlhcAw4HRwALXz+n3WDNjNHgFwBizGIgRkbhujvcoxpj1WN/jORxbFicW+J+IbAT+BYxy27bAx3/P5mAlM7i+NnS7fGOM2WGMqcf6WTS8J9QD87s3xLZ18OfzP+Ac1z8H1wPPdUuw3vOm66s/vB8Eipb+fppzHLDDGLPT9fyVVva1hS+PqwhUDwCrgWc92PddrIQgHpgEfOHFuDpFRNKxPiwOYiUyPzHGfNJknzPsiK0TrsT6L2qSMaZWRHKAcNe2arf96gF/67IUYJMxpqVur6b1cHyhPs67wL3ADKwkv8FfgC+NMReIdbPCQrdt5d0VXHu5/q5PBcaIiMFqYTbAB7T8/a9yJWm+qF0/H2NMhYgswGrluBTrPc6X1XF0I0Z4k+0N7wn1+M9na1vX5LNa+ft5Bz+9Jm0h62au/9Zfx+rWa7AUV/83VhLwlWvfMqzppB4E3vfVN2IRSQIeBx4xVmG7T4AfNYx3E5FhIhIFLACuE5FI1/p4u2L2UCxw0JWMnUIrk8L6oa1AkohMBRCREBFxb1m6zLX+RKzu5xIbYmzqGeBOY8yGJutjOTKI/NpujahzLgb+a4wZZIxJM8YMAHYC04HjXd38DqyfhS91T7akIz+f/wAPASuNMUXeDa/TdgEjRSTM1WJ8ms3xdAV/vqaW/n4cNH9NW4F0OXKH+WVND2g3f8niA819wDy35z8BnhWRXwKHgOvctr2G1bQ/o9ui80yEq6srBOu/rP8C97u2/QeryX61a8zVIeB8Y8zHrkG8WSJSg9W1cXs3x90mse7Iq8Yaz/eeiGwAsrDGwgQEY0yNiFwMPOQa0xiM1XrbMFVZlYiswfr5Xm9PlEczxuRifXg39U/geRH5PVbrkr+YA/yjybr5wI+w/hF7BMgAvgTe6t7Q2q8jPx9jzCoRKcWzHgNbNLwfGGP2iMjrwEasD/419kbWcQFyTS39/VyO1ehx1DUZYypF5MfAxyJSjvU35lO0Ur9STbju9HrKGOMLdxeqHkZEZgC3GWPOsTkUrxOR/lhdmMcZY5w2h9OsQHw/CMRr8oSIRBtjylwNBY8C24wx/7I7rgbaZamUGxG5CWuw5+/tjkWpQCYiV2Pd9PM7H07GAu79IBCvqR1udPXsbMLqSn/C3nCOpi1kSimllFI20xYypZRSSimbaUKmlFJKKWUzTciUUkoppWymCZlSSimllM00IVNKKaWUspkmZEoppZRSNvt/mWTUZYGZoW4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"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": 12,
"id": "836873a3-cdcf-4dd6-bd2b-85bc01287b3e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0TmThxkKMMY1WvFfepy1kSimlVIDJKSjlnP8s5NNledw1oT8vXzGyxclYrWP7JpK3r5xte8o9HGXbiQiXXXbZwdfV1dUkJyczefLkg+s+/fRThg0bxqBBg8jMzOTTTz89uO2qq66iV69eDB8+nP79+3PFFVeQm5t7cHtGRsbBMkj//Oc/GTJkCMOGDWPEiBH89NNP3r9AF9pCpoKSlkxRSgWqeat2cucHywgNEV6/ehTj+ye36Xhj+lglgBZuLKBHYg9PhOgxsbGxZGdnU15eTnR0NPPmzaNbt0Nj3ZYvX87dd9/NvHnz6NWrF5s3b2bChAn07t2bYcOGAfDoo49y3nnnYYzh3//+NyeddBLZ2dlEREQcPM6iRYuYOXMmv/76K5GRkRQUFFBZ6duCudpCpoJSYmIiiYmJdoehlFJuq3EYHv1iDde/uZiMxFg+v2Vcm5MxgD7JsaR0iPTbemSTJk1i1qxZAEybNo2LL7744LbHHnuMe++9l169egHQq1cv/vSnP/Hoo48edhwR4Y477iA1NZU5c+bU2Zafn09SUhKRkZGAVauya9eu3rqkBmlCpoKSw+HA4XDYHYZSSrllT2klV776M899s5GLju7OhzeNoXvnGI8cW0QY2+fQODJ/c9FFF/Hee+9x4MABVqxYwejRow9uW7lyJUcddVSd/UeOHMnKlSsbPd6RRx7JmjVr6qw79dRT2bZtG/379+fmm29mwYIFnr0IN2iXpQpKtXORaR0ypZS/W7ZtHze/vYSC0koeOTeTC4/2fLfi2D5JfLpsO+t3ldC/S4fDtj/w+UpWbS/26DkHd43n/6YMaXa/YcOGkZOTw7Rp05g0aVKbz9tQ0hkXF8eSJUv47rvv+Oabb7jwwgt5+OGHueqqq9p8PndpC5lSSinlh4wxvPPTFi54YREiwsc3jfVKMgaH6pEt9NPyF2eeeSZ33313ne5KgMGDB7NkyZI665YsWcKQIY0nekuXLm1wjs7Q0FBOOOEEHnjgAZ599lk+/vhjzwTvJm0hU0oppfzMgaoa/vxpNh8tyeX4/sk8deEIOsVGNP/GVureOYbunaNZuLGQq47tddh2d1qyvOmaa66hY8eOZGZmMn/+/IPr7777bs4//3xOOukkMjIyyMnJ4cEHH+Sjjz467BjGGJ555hny8/M5/fTT62xbu3YtISEh9OvXD4Bly5bRs2dPr15TfZqQKaWUUn5ka2EZN729hFX5xdx6cj9uO7kfoSHerw92bJ8kZmflU+MwPjlfS6Snp3Prrbcetn7EiBE88sgjTJkyhaqqKsLDw/nXv/7FiBEjDu7z+9//nr///e+UlZVxzDHH8M0339S5wxKgpKSE3/3ud+zbt4+wsDD69u3LSy+95O3LqkP8cQCfu0aOHGkWL15sdxgqAOlclkopf/TNml3c9t5SAP590QhOGtjFZ+f+bFket723jM9vGUdmegKrV69usGtPuaehr5+ILDHGjGxof20hU0GpU6dOdoeglFIH1TgMT321nqe/Ws+gtHhevOwoeiR65i5Kdx0cR7axgMx0rdXoazqoXwWlTp06aVKmlPILe0srueb1X3j6q/Wce2Q6028e6/NkDCClQxT9UuL8th5Ze6ctZCooVVdXAxAWpr8CSin7ZOUWcdPbS9i9v4J/nj2US0b1sHU+ybF9EvlgcS6V1Vqn0de81kImIq+KyC4RyXZZ96iIrBGRFSIyXUQ6OtdniEi5iCxzLi94Ky6lALZu3crWrVvtDkMpFcQ++GUb576wEGMMH9w0hktH97R9cu8xfZIor6phee4+oOGaXap5rfm6ebPL8nXg9Hrr5gFDjTHDgHXAn1y2bTTGjHAuN3kxLqWUUso2B6pq+OPHK7jn4xWMyujM578bx4juHe0OC4BjendGBBZuKCQqKorCQv+s3u/PjDEUFlpfv5bwWn+NMeZbEcmot+5Ll5c/Aud56/xKKaWUv8ndW8Zv3v6VrLwifntiH+6cMMCvSkx0jIlgaNcEFm4s4ObxI8nNzWX37t12hxVwoqKiSE9Pb9F77BxAcw3wvsvrXiKyFCgG/myM+c6esJRSSinPW7BuN7e9t5SaGsNLlx/FqUNS7Q6pQWP7JPLaDzlUm5CDk3Yr77PlLksRuQ+oBt5xrsoHehhjjgDuBN4VkfhG3nuDiCwWkcWatSullPJ3Dofh6a/Wc9VrP5MaH8WM343z22QMrPIXlTUOlmzZa3coQcXnCZmIXAVMBi41zo5pY0yFMabQ+XwJsBHo39D7jTEvGWNGGmNGJicn+yhq1d4kJiaSmJhodxhKqXauqKyK695czBPz1jF1eFc+uXksvZJi7Q6rSUdndCYsRPhho3/Oa9le+bTLUkROB+4BxhtjylzWJwN7jDE1ItIb6Ads8mVsKrgkJGjRQ6WUd63cXsRv3v6V7fvK+dvUIVx+jP13UbojNjKMEd07aj0yH/Nm2YtpwCJggIjkisi1wLNAB2BevfIWxwMrRGQZ8BFwkzFmj7diU6qyspLKykq7w1BKtVMfL8nlnP8spKK6hvdvHMMVYzICIhmrNbZPIlm5+yg+UGV3KEHDm3dZXtzA6lca2fdj4GNvxaJUfbm5uYDOZamU8qyK6hr+PnMVb/+4lWN6d+aZi48kuUOk3WG12Jg+STz99QZ+3rSHUwb7bj7NYKZlypVSSikP2L6vnN+88yvLt+3jxuN78/vTBhAWGpgzFB7ZsyORYSEs3FioCZmPaEKmlFJKtVFhSQVTnvmeimoHz196JBMz0+wOqU0iw0I5OqMzC3Vgv88EZuqulFJK+ZEfN+2hsLSSl644KuCTsVpj+iSyZsd+Ckoq7A4lKGhCppRSSrVRVl4R4aHCUT072R2Kx4ztY5UG+nGT3m3pC5qQqaCUlJREUlKS3WEopdqJrLx9DEjtQGRYqN2heExmtwTiIsO0/IWPaEKmglJ8fDzx8Q1OBqGUUi1ijCE7r5jMbu2rvmFYaAije3VmkSZkPqEJmQpKFRUVVFTouAilVNtt21NOUXkVmd062h2Kx43tm8TmglK27yu3O5R2TxMyFZTy8vLIy8uzOwylVDuwIm8fQLtrIYND48i0lcz7NCFTSiml2qB2QH//1Di7Q/G4AV060Dk2Que19AFNyJRSSqk2yM4rYmBqfLsa0F8rJEQY0zuRRRsLMcbYHU67pgmZUkop1UrGGLJyixjaDrsra43pk0h+0QFyCsvsDqVd04RMKaWUaqWte8ooPlDdLseP1aodR6ZV+71LEzIVlFJSUkhJSbE7DKVUgMvKKwJgWHr7Tch6JcWSGh+l9ci8TOeyVEEpLq79Db5VSvleVm4REaEh9O/Swe5QvEZEGNs3kQVrd+NwGEJCxO6Q2iVtIVNBqby8nPJyraujlGqbrLwiBqR2ICKsff85HdsnicLSStbu3G93KO1W+/4JUqoR+fn55Ofn2x2GUiqAGWPIyisisx13V9Yac3AcmXZbeosmZEoppVQrbCksY387H9Bfq1vHaDISY1ikA/u9RhMypZRSqhVqB/QHQ0IGMKZPEj9t2kN1jcPuUNqlgEzIRGSKiLxUVFRkdyhKKaWCVHZe+x/Q72psn0T2V1STvb3Y7lDapYBMyIwxnxtjbkhICI7/SpRSSvmfFblFDExr/wP6a43RemReFRw/RUrVk5qaSmpqqt1hKKUClDGG7O3tu0J/fUlxkQxM7cDCDTqw3xs0IVNBKSYmhpiYGLvDUEoFqNoB/cOCKCEDq5Xsl5w9VFTX2B1Ku6MJmQpKZWVllJXpvGxKqdZZ4RzQH0wtZGDVI6uodrB06z67Q2l3NCFTQWnHjh3s2LHD7jCUUgEq2Ab01xrVqzMhAgs36DgyT9OETCmllGqhrNwiBgXRgP5aCdHhDO/ekW/W7rY7lHYnuH6SlFJKqTZyOAzZecE1oN/VxKGpZOUVsbVQh314kiZkSimlVAts2VPG/orgqNDfkIlD0wCYk63Tz3mSJmRKKaW85pecPTz+5VqMMXaH4jEHK/QHwRyWDeneOYbMbgnMztZxuJ6kCZkKSmlpaaSlpdkdhlLt3hNfruOZrzfw6bI8u0PxmKzcfUSEBd+AfleTMtNYvm0fuXu129JTwpraKCJ3unGMUmPMix6KRymfiI6OtjsEpdq9HUUH+HFzIWEhwj9mrubEASl0jImwO6w2y8orYlBqB8JDg7dNY+LQVB6Zu4a52Tu47rjedofTLjT30/R7IA7o0MRylzcDVMobSkpKKCkpsTsMpdq1mSu2Yww8ddER7Cuv4pG5a+wOqc0cDsPKvOKg7a6slZEUy+C0eGZn6TgyT2myhQx4yxjzt6Z2EJFYD8ajlE/s2rULgLi4OJsjUar9mrF8O0O7xXPGsDSWbdvLf7/bzLlHpjMyo7PdobVasA/od3XGsDQe/WIt+UXlpCVor0NbNdlCZoy5p7kDuLOPUkqp4LK5oJQVuUVMHd4NgNtP6U/XhCjum55NVY3D5uhab0XuPiD4KvQ3ZOJQaz7gOVk6uN8Tmu0AF5GBInKyiMTVW3+698JSSikVyGYs244ITB5u3TwTGxnGA1OHsnbnfl7+brPN0bVedl5R0A/or9U7OY6BqR20/IWHNJmQicitwGfA74BsEZnqsvlBbwamlFIqMBlj+Gx5HqN7da7TlTVhcBdOHdyFp75ax7Y9gXl3XlZeEYPS4oN6QL+riUPTWLxlLzuLD9gdSsBr7ifqeuAoY8xZwAnAX0TkNuc28WJcSimlAtTK7cVs2l3Kmc7uSlf3nzmEUBH++ll2wNUmsyr0F5PZLd7uUPzGGcNSMQa+WKndlm3VXEIWYowpATDG5GAlZRNF5Ak0IVMBrFu3bnTrdvgfC6VU281Yvp3wUDk4xshV147R3DGhP9+s3c3cACssmlNYSklFNcO6dbQ7FL/RN6UD/VLimLVCuy3bqrmEbKeIjKh94UzOJgNJQKYX41LKqyIjI4mMjLQ7DKXaHYfDMGPZdsb3T6ZTbMM1x64am8HgtHju/3wl+w9U+TjC1qut0K8D+uuamJnGzzl72L2/wu5QAlpzCdkVQJ1/YYwx1caYK4Djmzu4iLwqIrtEJNtlXWcRmSci652PnZzrRUSeFpENIrJCRI5sxfUo5Zbi4mKKi4vtDkOpdufnnD3sKD7AlOFdG90nLDSEB8/JZNf+Ch7/cp0Po2ubrFxrQH+/Lloux9WkTO229ITmyl7kGmPqfIVF5Abnth/cOP7rQP27Mf8IfGWM6Qd85XwNMBHo51xuAJ534/hKtUpBQQEFBQV2h6FUu/PZsu1Eh4cyYXCXJvcb0b0jlx/TkzcX5ZCVW+Sj6NomK6+IwTqg/zADunSgd3KsFolto9b8VN3k7o7GmG+BPfVWTwXecD5/AzjLZf2bxvIj0FFEdLJBpZQKEJXVDuZk53PqkC7ERDRXdxzuPm0AiXGR3Ds9ixqHfw/wdzgMK7cXa0HYBogIk4am8eOmQgpLtNuytVqTkLV1MH8XY0xtGr0DqP03qhuwzWW/XOe6uicXuUFEFovI4t27d7cxFKWUUp7y3frd7Cur4swmuitdxUeF89fJg8nKK+LNRTneDa6NNjsH9GtC1rCJmak4DHy5aqfdoQSs1iRkUzx1cmPd89yif4uMMS8ZY0YaY0YmJyd7KhSllFJt9Nmy7XSMCee4fu5/Nk8elsbx/ZN5/Mt17Cjy31pW2c4B/cE+h2VjBqfFk5EYo92WbeBWQiYiHUXkVme5i3ucg++fbuU5d9Z2RTofdznX5wHdXfZLd65TSinl58oqq5m3aieTMtOICHP/f30R4R9Th1JV4+CBz1d6McK2ycotIjIshH4pOqC/ISLCxMw0Fm4sZG9ppd3hBCR3f2tmAxlAFrDEZWmNGcCVzudXYs0EULv+CufdlscARS5dm0p5VHp6Ounp6XaHoVS7MW/VTsqrapjqZnelqx6JMdx6cj/mZO/g6zX+2eW1wlmhP0wH9Ddq0tA0ahyGedpt2Sru/mRFGWPuNMa8Zox5o3Zp7k0iMg1YBAwQkVwRuRZ4GJggIuuBU5yvwUr6NgEbgP8CN7f0YpRyV0REBBERDddIUkq13Ixl20lLiOLojM6tev/1x/WmX0ocf/l0JWWV1R6Orm0cDsOq7cUM0+7KJg3tFk96p2hm69yWreJuQvaWiFwvImnOOmKdRaTZ3zpjzMXGmDRjTLgxJt0Y84oxptAYc7Ixpp8x5hRjzB7nvsYY81tjTB9jTKYxZnGbrkypJhQVFVFUFBi32ivl7/aWVrJg3W6mDO9KSEjr7vuKCAvhn2dnkrevnKe+Wu/hCNumdkC/FoRtmohwRmYaP2wooKgscAr++gt3E7JK4FGs1q7a7kpNmFTAKiwspLCw0O4wlGoX5mTvoNph3L67sjGjenXmgpHpvPLdZtbs8J/CzbV10vQOy+ZNzEyjqsYwb7V2W7aUuwnZXUBfY0yGMaaXc+ntzcCUUkoFhs+W5dE7OZYhXds+6fafJg4iPjqc+6Zn4/CT2mRZeTqg313D0xPo1jGaOXq3ZYu5m5BtAMq8GYhSSqnAk19Uzs85e5g6vBsibS1TCZ1iI7h30iCWbNnL+4u3Nf8GH8jKK2JwVx3Q7w4Ra1L579YXUBxA85T6A3d/ukqBZSLyYm3JizaUvVBKKdVOzFyejzFw5oi2dVe6OvfIbozu1ZmH56yhwObK7w6HYWVekXZXtsDEzDQqaxx8pd2WLeJuQvYp8E9gIW0ve6GUUqqd+Gx5HsPSE+iVFOuxY4oI/zw7k7LKav45a7XHjtsamwpKKa2s0YSsBY7o3pHU+ChmZ+lk4y3R/GRjgDslLpQKJD169LA7BKUC3sbdJWTnFfPnMwZ5/Nh9U+K4aXwfnvl6A+cdlc6xfZM8fg53aIX+lgsJEU4fmsq7P2+lpKKauEi3Uo2gpx3iKiiFhYURFqYfEkq1xYxl2xGBKW28u7Ixvz2xLz0TY/jzp9kcqKrxyjmasyK3iKjwEPom64D+ljhjWBqV1Q6+XrOr+Z0VoAmZClJ79+5l7969doehVMAyxjBj+XbG9E6kS3yUV84RFR7KP84ayuaCUp6fv9Er52hOdl4Rg7VCf4sd1aMTKR0imb1C77Z0V5M/YSIyQjxx24xSfkYTMqXaJiuviM0FpW2uPdac4/olc+bwrjw/fyMbd5d49Vz11TgMK7frgP7WqO22/GbtLkor/GvmBX/VXMr/MlAoIvNE5AEROVVEOvgiMKWUUv5rxrLthIcKE4emef1cf548iMjwEP7yaTbG+K422eaCEkora7RCfytNHJpGRbWD+Wt32x1KQGgyITPGjATSse6wrABuBTaIyHIR+Y8P4lNKKeVnahyGz1ds54QBKSTEhHv9fCkdovjD6QNZuLGQ6UvzvH6+WlnOAf3D0jv67JztyahenUmKi9C5Ld3UbKe4MabMGDMfeAp4EngOiAVO925oSiml/NFPmwvZWVzh9e5KV5eM6sERPTryz1mr2VdW6ZNzZuUWExUeQp9kz5X0CCahIcJpQ1L5evUuyivtuSkjkDQ3huwSEXlWRL4HZgATgCxgnE6dpJRSwenz5duJiQjllEFdfHbOkBDhwbMz2VdexSNz1/jknNl5RQzpmqAD+ttgUmYa5VU1LFind1s2p7mfsheBY4DXgd8YY/5ojJlujNFqbyqgZWRkkJGRYXcYSgWciuoaZmft4LQhqURHhPr03IPS4rl2XC+m/byNxTl7vHquGochWwf0t9noXp3pHBuhRWLd0FxC1hG4AYgC7heRJSIyU0TuE5GTvB6dUl4SEhJCSIj+16tUS327roCi8iqfdle6uv2UfnTrGM1907OpqnF47TybC0oo0wH9bRYWGsJpQ7rw1eqdttWSCxTNDeqvMcb8aox51hhzCTAJmAtcDczzRYBKeUNhYSGFhYV2h6FUwJmxfDudYsIZ18+eyvkxEWHcf+YQ1u7cz8vfbfbaeQ4N6NeErK0mDk2jtLKGb9fp3ZZNaW4M2TARuUlE3hSRDcAvwDjgGWC0LwJUyhuKioooKiqyOwylAkppRTXzVu3gjGFphNs4rmrC4C6cOrgLT321jm17yrxyjhW5RUSHh9JHK/S32Zg+iXSMCWdOtnZbNqW536jXgcHAHOAkY0wPY8xFxpinjDGLvR6dUkopvzFv1U4OVDmYOqKb3aFw/5lDCBXhr595pzZZdl4Rg7vGExqitdHbKjw0hFMHd+F/q3ZSUa3dlo1prsvySGPMrcaYacaYrb4KqjkiMkVEXtIWDqWU8p0Zy7fTNSGKo3p0sjsUunaM5o4J/flm7W6Pt7xYFfqLdUC/B03MTGN/RTXfry+wOxS/1VyX5UvNHcCdfTzNGPO5MeaGhAT9ZVFKKV/YU1rJt+t2M2VEV0L8pNXoqrEZDE6L54HPV7L/QJXHjrtptzWgXxMyzzm2TxLxUWF6t2UTwprZfpaIHGhiuwAnejAepZRSfmh2Vj7VDsPU4fZ3V9YKCw3hwXMyOfs/P/D4l+u4/8whHjlu7YD+TB3Q7zERYSFMGJzKvFU7qKzOJCJM73Kvr7mE7PduHOM7TwSilC/17q11jZVqiRnLt9M3JY5Baf41nfGI7h25/JievLEoh3OO7OaRaY6y8nRAvzdMykzl419zWbixgBMGpNgdjt9pMiEzxrzhq0CUUkr5pw279vPz5j3cOaE/Iv7RXenq7tMGMDd7B/dOz+Kz345r80D8rNwihuiAfo8b1y+JuMgwZmfla0LWAG0zVEGpoKCAggIdXKpUc4wx3D9jFfFRYVw6uofd4TQoPiqcv04ZTHZeMW8uymnTsWoH9GtBWM+LDAvllEEpfLlqp1eL+gYqTchUUCouLqa4uNjuMJTye3Oyd/D9hgLuPm0AiXGRdofTqDMy0xjfP5nHv1zHjqKmhj43bdPuEsqrarQgrJdMykxjX1kVP27Swtz1uZWQiUhUA+vsKdOslFLKJ8oqq/nHzFUMTovn0tE97Q6nSSLC36cOparGwQOfr2z1cVbkOgf0awuZVxzfP5nYiFBmZ+XbHYrfcbeF7BcROab2hYicCyz0TkhKKaX8wXPfbGB70QH+NnVIQIyn6pEYw60n92NO9g6+XrPT7ffVOAxlldXsK6tk8Za9xESE0lsH9HtFVHgoJw3qwhcrd1Kt3ZZ1NHeXZa1LgFdFZD7QFUgEdHJxpZRqpzYXlPLfbzdzzpHdGJnR2e5w3Hb9cb35dGke93y0gsFdE6ioqqGyxkFFlcN6rK6hstpBRbXj4GONo26l/1EZnQMiAQ1Uk4am8vny7fy8eQ9j+2pnWy23EjJjTJaI/BN4C9gPHG+MyfVqZEp5UUiIDp9UqjHWQP6VRIaF8MeJA+0Op0UiwkJ4/ILhPPD5KorLq4gICyEuMozE2BAiw0KJCAshMiyk3mPd9cf0TrT7Mtq1EwakEB0eyuzsfE3IXLiVkInIK0AfYBjQH5gpIs8YY57zZnBKeUtGRobdISjlt+at2smCdbv5y+TBpHQ4bAix3xuW3pGPfzPW7jBUI6IjQjlpYApzs3fywJlDtTXSyd1mgizgRGPMZmPMF8Bo4EjvhaWUUsoOB6pq+NvMVQzo0oErx/j3QH4VuCZmplJQUsEvOXvsDsVvuJWQGWP+bYwxLq+LjDHXei8spbxr165d7Nq1y+4wlPI7/5m/kdy95TwwdQhhodq1r7zjxAEpRIWHMEfvtjzI3bIXm0VkU/3F28Ep5S0lJSWUlJTYHYZSfmVrYRkvLNjImcO76jgq5VWxkWGc0D+FOdk7cNS7qSJYuXuX5UiX51HA+UDg3HajlFKqWX+buZLwEOG+MwbZHYoKAhMzU5m7cgdLtu7l6AC6k9db3O2yLHRZ8owx/wbO8G5oSimlfOXrNTv53+pd3HZKP7rEB95AfhV4Th7UhYiwEC0S6+Rul+WRLstIEbkJ91vXlFJK+bEDVTU88Pkq+iTHctXYXnaHo4JEXGQY4/snM1e7LQH3k6rHXZ5XAznABR6PRikfCQvT/yeUqvXfbzexpbCMt68dTUSYDuRXvjMpM5V5q3aydNs+jurZye5wbOVuYdgTPXVCERkAvO+yqjfwV6AjcD2w27n+XmPMbE+dVylXPXr0sDsEpfxC7t4ynpu/gUmZqYzrp0U6lW+dPKgL4aHCnKx8Tcia2igidza13RjzREtPaIxZC4xwHj8UyAOmA1cDTxpjHmvpMZVSSrXO32euQhD+fMZgu0NRQSg+Kpzj+iUzJ3sH950xCJHgLRLbXNt0h2aWtjoZ2GiM2eKBYynlth07drBjxw67w1DKVgvW7eaLlTu55aS+dO0YbXc4KkhNykwjb185K3KL7A7FVk22kBljHvDy+S8Cprm8vkVErgAWA3cZY/Z6+fwqSJWVldkdglK2qqiu4YEZK+mVFMt1x+lAfmWfCYO6EBYizM7KZ3j3jnaHY5smW8hE5EuX53/y5IlFJAI4E/jQuep5rPkyRwD51L2RwPV9N4jIYhFZvHv37oZ2UUop1YxXvt/MpoJS/m/KYCLDQu0ORwWxhJhwju2bxOzsfFwmBQo6zXVZJrs8P9/D554I/GqM2QlgjNlpjKkxxjiA/wKjGnqTMeYlY8xIY8zI5OTkhnZRSinVhPyicp75agOnDu7CCQNS7A5HKc7ITGPbnnJWbi+2OxTbNJeQeTNVvRiX7koRSXPZdjaQ7cVzK6VU0PrHrNU4jOEvk3Ugv/IPEwZ3ITREmBXERWKbK3vRW0RmAOLy/CBjzJmtOamIxAITgBtdVv9LREZgJYE59bYp5VHh4eF2h6CULX7YUMCsFfnccUp/uneOsTscpQDoFBvB2D6JzMnK557TBgTl3ZbNJWRTXZ57rByFMaYUSKy37nJPHV+p5nTv3t3uEJTyuaoaB/83YyU9Osdw4/jedoejVB0Th6Zx7/QsVufvZ3DXeLvD8bnm7rJc4KtAlFJKedcbC3PYsKuEl68YSVS4DuRX/uW0IV3486dZzMnOD8qETOfIUEEpPz+f/PzgHauggo/DYXj1+82M7ZPIKYO72B2OUodJjIvkmN6JzMoKzrstNSFTQam8vJzy8nK7w1DKZ37J2cP2ogNceLR21yv/NTEzjU27S1m3s8TuUHzOrYRMRA4redHQOqWUUv7p02V5xESEMkFbx5QfO31IKiIwOwjvtnS3hayhorAeLRSrlFLKOyqqa5i1Ip9TB3chJqK5e7mUsk9yh0hGZXRmTnbwJWTNTS4+EZgEdBORp102xQPV3gxMKaWUZ8xfu5viA9WcdUQ3u0NRqlmTMtP4vxkr2bBrP31TPDFtdmBoroVsO9a8kgeAJS7LDOA074amlPdERkYSGRlpdxhK+cRny/JIiotgXN8ku0NRqlmnD63tttxhdyg+1VzZi+XAchF51xhT5aOYlPK6bt20pUAFh+IDVfxv9S4uGdWDsFC9j0v5vy7xUYzs2YnZWfncenI/u8PxGXd/OzNE5CMRWSUim2oXr0amlFKqzeZm76Cy2sHUEV3tDkUpt00cmsaaHfvZtDt47rZ0NyF7DXgea9zYicCbwNveCkopb8vLyyMvL8/uMJTyus+W5dEzMYYR3TvaHYpSbjt9aCoAc7KDp9vS3YQs2hjzFSDGmC3GmPuBM7wXllLeVVFRQUVFhd1hKOVVO4sPsHBjIVNHdAvKuQFV4OraMZojenQMqvIX7iZkFSISAqwXkVtE5GwgzotxKaWUaqPPl2/HGDhLuytVADojM42V24vZUlhqdyg+4W5CdhsQA9wKHAVcBlzpraCUUkq13afL8hiWnkDvZP3/WQWe2m7L1t5tube0kie+XMuxD3/NfdOzKKnw72pdbiVkxphfjDElwB5jzNXGmHONMT96OTallFKttGHXfrLzipk6wuWO4twlkPO9fUEp1QLpnWIYnp7Q4iKxu/dX8NDs1Rz7yNc8/fUG0hKiePfnrUx86lt+3FTopWjbzt2pk8aIyCpgjfP1cBH5j1cjU8qLoqOjiY6OtjsMpbzm06XbCRGYMjzNWmEMTL8B3rsEDhTZG5xSbpqUmcaK3CK27Slrdt/8onLun7GScY98zX+/28SEwV344vbj+eg3Y/nwxjGEinDRSz/ywOcrKa+s8UH0LeNul+W/sQrBFsLB+mTHeykmpbwuLS2NtLQ0u8NQyiuMMXy2PI9j+yaR0iHKWrkjCwo3WMnYTy/ZG6BSbpo41PqcntvE3Zbb9pRx7/Qsxv9rPm//uIUzh3flf3eO56mLjmBAqlXpf2RGZ2bfdhxXjunJaz/kMOnp71iyZa9PrsFdblcJNMZsq7fK/9JLpZRS/Lp1L9v2lHOWa3flyukgodBjLCx6Fg4U2xegUm7qkRjD0G7xzGrgbsuNu0u464PlnPDYfD5anMsFR6fzzd0n8Oj5wxscNxkTEcYDU4fy7nWjqax2cP4LC3l4zhoqqv0jnXE3IdsmImMBIyLhInI3sNqLcSnlVdu2bWPbtvr/YyjVPny6dDtR4SGc5hwUjTFWQtZ7PJz2DziwD375r60xKuWuiUPTWLZtH3n7ygFYs6OY301byilPLGBW1nauHJPBt/ecyD/OyqR755hmjze2bxJzbz+OC4/uzgsLNjLlme/JyrW/G9/dhOwm4LdANyAPGOF8bQsRmSIiLxUV2f8FVIGpqqqKqiqdDUy1P1U1DmZl5XPKoC7ERTpnx8tfBns3w5CzodtR0HcCLHwWKoKnCroKXJMyrW7L5+dv4IY3F3P6v7/j69U7uWl8H77/w0n8dcpgUhOiWnTMDlHhPHTOMF67+miKyqs46z8/8MS8dVRWO7xxCW5x9y7LAmPMpcaYLsaYFGPMZcYY225VMMZ8boy5ISEhwa4QlFLKL323fjd7SisP764MCYOBk63X4/8A5Xvgl5ftCVKpFuiVFMugtHje/nErP24q5LaT+/HDH0/iD6cPJCkusk3HPnFACl/ePp6pw7vy9FfrOfs/P7Bmhz3d+U1OLi4izwCmse3GmFs9HpFSSqlW+3TpdjrGhHN8/2RrxcHuyhMhprO1rvvR0OckWPgMjLoeImLtC1gpNzxw5hCy84o4f2Q6HaLCPXrshJhwnrhwBKcPTeXe6VlMeeZ7bj+lPzce35uwULeH2rdZc2daDCxxLme6PK9dlFJK+YnSimrmrdrJGZlpRIQ5P97zfoV9W2HoOXV3Hv9HKCuAxa/6PlClWmhUr85cM66Xx5MxV6cOSeXLO8Zz6uBUHv1iLee+sIgNu3zXrd9kQmaMeaN2Afa6vnauUyogxcTEEBPT/OBPpQLJl6t2UF5Vw1lHuHZXfgIh4TBgUt2de4yGXuPhh6egsvkaT0oFg86xETx36ZE8c/ERbCksZfIz37Gj6IBPzt1kl2U9jXZdKhVoUlNT7Q5BKY/7dOl2unWM5qgenawVDges/BT6ngzRHQ9/wwl/hNcmwpLXYczNPozUw2qqYM8m2L0Gdq+DgrVQXQGnPwwJ3Zp/v1L1TBneldG9O/PV6l0tvmGgtVqSkCmllPJTu/dX8P2GAm48vjchIWKtzFsMxblw8l8bflPPsZBxHPzwbxh5NYT7+ewVlWVQsM5adq+1Eq/da61kzOEyT2FCD+umhdfPgKtnQ7xOrq5aLqVDFBeP6uGz8zU3qH8/h1rGYkSk9tYDAYwxJt6bwSnlLVu3bgWgRw/f/bIp5U0zV2ynxmE427W7MvsTCI2EARMbf+P4P8Abk+HXN2H0jd4P1B3lew+1dO1eeyj52reNg3+SJBQS+0BSfxg0BZIHWs+T+lk3KeQuhrfOtpKyq2ZpUqb8XpMJmTGmg68CUcqXqqurm99JqQDy6bLtDE6Lp18X58e2wwGrPoV+EyCqif+dM8ZZ1fu/fxKOvBLCfdM9gzFQstOZbK1zdjc6n5fsPLRfWJSVZKWPgiMuh+QBkDQAOveGsIjGj58+Ei77xJmUTXYmZTpdmvJf2mWplFIBbnNBKcu37ePeSQMPrdz2I+zPt4rBNkUETvgDvDkVlr5llcHwJGOsuzwPdjG6jPNyneQ8MgGS+1tFa5MHOBOv/tCxB4SEtu7c3Y+Gyz+Bt86xWgGvnKlJmfJbmpAppVSA+2xZHiJw5vB6xWDDoqD/ac0foNd46D7a2Up2BYS1rdjmQY4amH4TZH1waF1sipVsZZ5vtXQl97ceO6RayaGndR8Fl30Mb58Db0yBq2Za51LKz2hCppRSAcwYw2fLtnNMr8RDd4M5amDVZ9DvVIh0Y+SJiDWW7O1zYNk7MPKatgfmcMBnt1jJ2LG3WWU3kvofKk7rSz1GO5Oyc62k7MqZ0KGL7+NQqglulaAVkUfcWadUoIiLiyMuLs7uMJRqsxW5RWwuKOWsI1wGrW9ZaI3Daq670lWfk6DbSPjuCaiubFtQxsCsO2H5u3DCvTDhb9DjGHuSsVo9joFLP4KiPKv7cv/O5t+jlA+5OyfAhAbWNXHbjlL+LSUlhZSUFLvDUKrNPl2WR0RoCKcPdRkbtXI6hMe4111ZS8SqS1a0DZZPa31AxsDcP8GS12DcnTD+ntYfy9N6joHLapOyKVCyy+6IlDqoyYRMRH4jIlnAABFZ4bJsBlb4JkSllFINqa5x8PnyfE4amEJCtHNKmZpqq7uy/2ktn6Oy7ynQ9Qj47nGr2GpLGQP/ux9+eh6Oudmqf+aNcWFt0XMsXPqhlXhqUqb8SHMtZO8CU4AZzsfa5ShjzGVejk0pr8nJySEnJ8fuMJRqk4UbCykoqajXXfm9NUdlS7ora4lYc1zu2wIr3m/5+xc84iwyey2c9qD/JWO1Mo61krJ9W+GNM6Fkt90RKdXsXJZFxpgcY8zFQC5QhVWVL05EtKKmClgOhwOHw2F3GEq1yafL8ugQFcYJA1y631dOh/BYa0B/a/Q/DdKGw7ePWa1t7vr+SZj/EIy4DCY95r/JWK2McXDJB7A3B948E0oL7I5IBTl3B/XfAuwE5gGznMtML8allFKqCeWVNXyRvYMzMtOICnfW6aqpglUzrMr8rZ0GqfaOy72bIetD997z4/NWV+XQ8+DMpyHE3eHJNut1HFzyPuzZbLWUaVKmbOTub83twABjzBBjTKZzGebFuJRSSjVh3uqdlFbWMHWES+2xzd9aczgOPadtBx8wCbpkwrePWiU0mrL4VZj7R2v6orNfaH0RV7v0Hg+XvAd7NjqTskK7I1JByt2EbBtQ1OxeLSAiOSKSJSLLRGSxc11nEZknIuudj508eU6llGovPluaR1pCFKN7uZSSWPkJRHSAPie37eAi1t2RezZC9seN77fsXZh5B/Q7Dc59FULD23Zeu/Q+AS52JmVvngn7d9gdkQpC7haG3QTMF5FZQEXtSmPME208/4nGGNc24j8CXxljHhaRPzpf/6GN51DqMPHxTcztp5Sf21NayYJ1u7l2XC9CQpxjtaorYfVMGDjJM/NRDpwMKYOtVrKh5x7e8pX9MXz2WyuZueDNpueVDAR9ToSLp8G0i+HxARARBx3SrKmWOjiX+K4uj6kQlwqhWl9deYa7P0lbnUuEc/GWqcAJzudvAPPRhEx5QVJSkt0hKNVqs7LyqXaYut2Vm+bDgX0wpI3dlbVCQqxWsg+vsm4UyDzv0LbVn8PH10OPMXDRu76bkNzb+pwE186DTd9AcT7s3249bllkzQvqqF8KRCAu5VCSlpAOg860bhjw95salN9xKyEzxjwAICIxxpgyD53bAF+KiAFeNMa8BHQxxuQ7t+8AdG4LpZSq57OlefTvEsegNJdpkVZOtybo7nOi5040aCokD7RayYacYyVp676ED6+GbkdaA+JbWuvM36UNs5b6HA4oKzyUpO13LsXbrcd9W60xfD+/ZM3NefS1MPwiiErw/TWogORWQiYiY4BXgDigh4gMB240xtzchnOPM8bkiUgKME9E1rhuNMYYZ7JWP5YbgBsAevTQyhuqdTZt2gRA7969bY5EqZZZvm0fi7fs5fenDUBqW2GqK2DNLBg02XMTg4OVgB3/e/j4Wlj9GUR3gvcvgy6DrWmI3Jkns70ICYG4ZGtJG97wPlXlkP0JLH4F5txj3Xmaeb6VnDX2HqWc3B3U/2/gNKAQwBizHDi+LSc2xuQ5H3cB04FRwE4RSQNwPh5WQtkY85IxZqQxZmRycnJbQlBKqYBRVFbF/TNWcs7zC+kcG8G5R6Yf2rjxa6goal0x2OYMOduaFHzeX63xVYl94fJPIbqj588V6MKj4YhL4fqv4Yb51ti7FR/Ai8fDy6fA8veg6oDdUSo/5XaxGGPMtnqrmrkXunEiEisiHWqfA6cC2VgzAlzp3O1K4LPWnkMppdqDGodh2s9bOfHx+by5KIdLRvXgqzvHk5rgMm5r5XSI6gi9xns+gJBQq5Vs31ZrjNQVn9o7SXig6HoETH0W7loNpz8M5ftg+o3wxCD48s+wZ5PdESo/4+6g/m0iMhYwIhIO3AasbsN5uwDTnc3tYcC7xpi5IvIL8IGIXAtsAS5owzmUUiqgLdmyl/tnrCQrr4hRGZ35vzMHM6RrvTFJVQdgzWwYcpb37nQceq7VLdpvgjWIXbkvuhMc8xsYfZM1xmzxK7DoP7DwGas8ydHXWbMjBFr9NuVx7iZkNwFPAd2APOBLoNXjx4wxm4DDOtSNMYVAGwvoKKVUYNu1/wAPz1nDJ7/m0SU+kqcuGsGZw7seGjPmasP/oHK/d7ora4WEwpGXe+/4wUDEKkLbe7x1U8Cvb8KS1+C9iyE+HUZeBUdcAR30XrZg5W5CNsAYc6nrChE5FvjB8yEp5X0JCXrnk/I/ldUOXl+4mae/2kBltYPfnNCHW07sS2xkEx/VK6dDdGfvdFcq74hPgxP+AMfdBevmwC8vw9f/gPkPWzMeHH0d9DxWS2cEGXcTsmeAI91Yp1RASExMtDsEpepYsG43D3y+kk27SzlpYAp/mTyYXknNlJSoLIO1c2DY+VqgNBCFhlkJ2KApULDBmoZq2TtWkp08EEZeC8Mv1NIZQaLJ32BnuYuxQLKI3OmyKR7QDm8VsBwOBwAhgTIJsmq3thaW8fdZq5i3aicZiTG8etVIThroZrfVhnlQVerd7krlG0l94fQH4aQ/W1Ng/fIKzPm9VTpj2PlWctZQfTTVbjT3L1UEVu2xMMC14EwxcF6D71AqAOTk5ABah0zZp7yyhv/M38CL324iLES45/QBXDuuF5FhLfhfN/sTiE2GnuO8F6jyrYgYOOIya8n71boJYPl7sOR1SB9l1TQbfFb7mR1BHdRkQmaMWQAsEJHXjTFbfBSTUkq1a9v2lHHFqz+zuaCUqSO68qeJg+qWsXBHZSms+wJGXKLdle1VtyOt5dR/wLJpVnI2/UaY+ycrYRt5NXTWfyrbC3d/i8tE5FFgCHDwU8MYc5JXolJKqXZq4+4SLnv5J0orqnn3utGM7dvKeVXXzYXqchjqobkrlf+K7gRjbrbKZ2xeYHVnLnrOKp3R11k6o9+pWjojwLmbkL0DvA9MxiqBcSWw21tBKaVUe7Q6v5jLX/kJY+C9G8YwuGt86w+2cjrEdbEm+FbBQQR6n2AtxdthyRvw6xsw7SJI6A5HXQlHXqm14gKUuyOaE40xrwBVxpgFxphrAG0dU0opNy3dupcLX1xEeGgIH9zUxmSsYj+snweDp2qrSLCK7won/gluz4IL3rS6Lr/+Bzwx2Jr8PecHMIdNB638mLstZFXOx3wROQPYDujcGSpgderUye4QVBBZtLGQ6974hcS4SN65bjTdO8e07YBr50L1ARii3ZVBLzTcSswHT4WC9S6lMz6B5EHWTQDDLoSoNvwDoHxCjBsZtIhMBr4DumPVH4sH7jfGfO7d8Jo2cuRIs3jxYjtDUEqpJn2zZhc3vb2EHp1jePu60XSJ98DdcdMuge1L4Y6VoKVbVH2VZZD9sXUTwPalEB4Lwy6wkrPUTLujC2oissQYM7KhbW61kBljZjqfFgEnOg96u0eiU8oG1dXVAISF6d1pyntmZ+Vz23tLGZDagTevGU3nWA/MNXmgyKo/dvR1moyphkXEWFNdHXk55C2BX16F5dOsqZq6j7Zqmg2eqqUz/ExbfpvvbH4XpfzT1q1b2bp1q91hqHbsoyW53PLurwxP78i71x/jmWQMrO7KmkqrFpVSzel2FJz1HNy5Gk57EEoLYPoN8ORg+OZBcBbJVvZrS0Kmk2wppVQD3lyUw90fLmdsnyTevHYU8VHhnjv4mpkQlwrpR3vumKr9i+kMY34LtyyGyz+1WsoWPAI/PW93ZMqpLQmZ3r6hlFL1/Gf+Bv762UomDO7Cy1eOJCbCg93iVeWw4X8w8AztrlStExICfU6Ei96F/hPhfw/ArtV2R6VoJiETkf0iUtzAsh/o6qMYlVLK7xlj+NfcNfxr7lqmjujKfy49kqhwD5ek2PgNVJVZCZlSbSECZz4NkR3gk+uhutLuiIJekwmZMaaDMSa+gaWDMUZHQyulFOBwGB74fBX/mb+Ri0d154kLRhAe6oUWrDUzITIBMo7z/LFV8IlLsZKyHVmw4GG7owl62uatglJiYiKJiYl2h6HagRqH4Q8fr+D1hTlcN64XD56dSWiIF4bY1lTD2jnQ/zQI89ANAkoNPMOaF/P7J2HrT3ZHE9Q0IVNBKSEhgYSEBLvDUAGustrBrdOW8uGSXG47uR/3nTEIES/d77R1EZTvgUGTvXN8FbxOewgS0q27LytK7I4maAVkQiYiU0TkpaKiIrtDUQGqsrKSykodM6Fa70BVDTe9vYRZWfncN2kQd0zo771kDKzuytBI6HOy986hglNUPJz9IuzdAl/eZ3c0QSsgEzJjzOfGmBu0hUO1Vm5uLrm5uXaHoQJUSUU1V7/2C9+s3cWDZ2dy/fG9vXtCY2DNLOhzEkTGefdcKjj1HAvH3gpLXrdq3SmfC8iETCml7FJUVsVlL//Ezzl7ePKCEVwyuof3T5q/DIq2aXel8q4T74MuQ2HG76wCssqnNCFTSik3FZRUcNF/f2TV9mKeu+RIzjqim29OvGYWSIhVN0opbwmLtLouD+yDz2+zWmaVz2hCppRSbsgvKueCFxexuaCEl68cyelDU3138tUzocdYiNU7g5WXpQ6Fk/5sjVlcPs3uaIKKJmRKKdWMLYWlnP/CInYXV/DWtaM5vn+y705euBF2r9buSuU7Y26x/gGYfQ/s0zl/fUUTMhWUkpKSSEpKsjsMFQDW79zP+S8sorSimnevP4ajMzr7NoDVn1uPWp1f+UpIKJz9gvV8+m90AnIf0YRMBaX4+Hji4+PtDkP5uey8Ii54cREGeP/GMWSm23Bn95pZkDYcOvrg5gGlanXqCRMfhi3fw4/P2R1NUNCETAWliooKKioq7A5D+bHFOXu4+KUfiYkI48Mbx9C/SwffB7F/B+T+DAOn+P7cSo24FAacAV/9DXausjuadk8TMhWU8vLyyMvLszsM5ae+X1/A5a/8THKHSD68aQwZSbH2BLJmlvWo3ZXKDiIw5SmISoBPboBq/SfWmzQhU0opF1+u3ME1r/9Cz8QY3r9xDF07RtsXzJqZ0Lk3pAyyLwYV3OKS4cxnYGcWzH/I7mjaNU3IlFLK6bNlefzmnV8Z1DWe9244huQOkfYFU74PNn8LAydbLRVK2WXARDjicvjhKdj6o93RtFuakCmlFPDez1u5/f1ljOzZiXeuG03HmAh7A1o/DxzVMEjHjyk/cPpDkNAdpt8IFfvtjqZd0oRMKRXUHA7DS99u5I+fZDG+fzKvXz2KuMgwu8OCNZ9DXBfoNtLuSJSCyA6HJiD/4l67o2mX/OBTRynfS0lJsTsEZTNjDF+v2cXjX65jVX4xE4em8tRFRxAR5gf/p1aVw/r/wbALIMQP4lEKoOcYGHc7fP+kNY3XwEl2R9SuaEKmglJcXJzdISibGGP4YUMhj325lmXb9tGjcwxPXDCcqSO6ERriJ2O1Ni2AqlKtzq/8zwn3woavrLsur54NacPsjqjd0IRMBaXy8nIAoqNtvINO+dzPm/fw+Jdr+WnzHromRPHwOZmce1Q64aF+1gq15nOIjIeM4+2ORKm6wiLg4vfglQnwzvlw3TwtWuwhmpCpoJSfnw9A7969bY5E+cKybft4/Mu1fLe+gOQOkTxw5hAuGtWdyLBQu0M7XE01rJ0D/U61/vgp5W8SusFlH8Mrp8Hb58E1cyHGx1OKtUOakCml2q1V24t5Yt46/rd6J51jI7hv0iAuO6Yn0RF+mIjV2vYjlBVqd6XybymD4OJ34a2z4b1L4PJPITzK7qgCmiZkSql2Z8Ou/Tw5bz2zsvLpEBXG3af256pje/nH3ZPNWTMLQiOh7wS7I1GqaRnjrDsvP7oaPrkezn/dmphctYrPP51EpDvwJtAFMMBLxpinROR+4Hpgt3PXe40xs30dn1IqcG0pLOWp/63n02V5RIeH8ruT+nLduN4kxITbHZp7jIHVM6HPiRCpN56oADD0HNifb5XC+OJeOP1hLWTcSnb8u1gN3GWM+VVEOgBLRGSec9uTxpjHbIhJKRXA8vaV8+zX6/lgcS7hocL1x/XmxvF96BwbYGOwdqyAoq0w/h67I1HKfWN+C0V58ONzEN8Njr3V7ogCks8TMmNMPpDvfL5fRFYD3XwdhwpuqampdoegPGBX8QGe+2YD037eBsDlx/Tk5hP6kBIfoGNZVs8ECbGmqlEqkJz6D9i/Heb9BTqkwbDz7Y4o4Ng6oEJEMoAjgJ+AY4FbROQKYDFWK9reBt5zA3ADQI8eequtap2YmBi7Q1BtUFhSwYvfbuKNhTnUOAznj+zOLSf1pZudE4F7wppZ0GMMxCbZHYlSLRMSYo0nK9kNn/4G4lKg93i7owooYoyx58QiccAC4J/GmE9EpAtQgDWu7O9AmjHmmqaOMXLkSLN48WLvB6vanbKyMkATs0BTVF7Fy99t4tXvN1NeVcNZR3TjtpP70TMx1u7Q2m7PJnj6CDjtIRhzs93RKNU65fvg1dOhOA+ungOpQ+2OyK+IyBJjTIPzodnSQiYi4cDHwDvGmE8AjDE7Xbb/F5hpR2wqOOzYsQPQOmSBoqSimte+38xL321i/4FqzhiWxh2n9KNvSge7Q/Oc1c6PvIFn2BuHUm0R3REu+whengDvnAfXzoOO3e2OKiDYcZelAK8Aq40xT7isT3OOLwM4G8j2dWxKKf9SXlnDWz/m8Pz8jewtq2LC4C7ccUp/BneNtzs0z1szE1IzoVNPuyNRqm0S0q2k7NXTraTsmrkQ3cnuqPyeHS1kxwKXA1kissy57l7gYhEZgdVlmQPcaENsSik/UFFdw7SftvLc/I3s3l/B8f2TuXNCf0Z072h3aN6xfyds+xlO+JPdkSjlGV2GwEXvwNvnwnuXwmWfaOHYZthxl+X3QENFSrTmmFJB7kBVDZ/8msezX69ne9EBRvfqzH8uPZKjM9r5tCxrZwNGq/Or9qXX8XDW8/DxtTD9RjjvNWvwv2pQAJStVkq1Z8YYVuQW8cHibcxYvp39B6o5okdHHj1/OGP7JCLBUGRyzUzo1AtSBtsdiVKelXmeVTj2yz/Dl13h9IfsjshvaUKmglJaWprdIQS9wpIKpi/N48PFuazduZ/IsBAmZaZx/sh0xvQOkkQM4EARbFoAo2/UCueqfRpzi7Nw7H+swrFjb7E7Ir/UbhKyS1/+kdX5+4kODyU2MpToiDBi6j2PjrBex0SEHbZfaKgQKkJoiBDifAwNgRARwkJCCAnBWidCSIjLvgfXQWi9fQ8ex/ke5T+iowO8XlWAqq5x8O363XzwSy7/W72TaodhRPeOPHh2JpOHpxEfFSBTHHnS+nngqIJBU+yORCnvEIHTHrQKx355H3RItVrOVB3tJiE7aWAXeiXFUlZZQ3llDaWVNZRXVpNfVEVZZQ1lldXOxxpqHPbUXgutl7xZSV/dJDBEXNcdSuzCQusmg4cnhXX3rZ8MHnx0nvvg+xtMRGufU2ddUwmp674hIUJYnXPWj6duchvW4Lnr7lu7LixEPNJyUlJSAkBcnM4X6Aubdpfw4ZJcPl6Sy679FSTGRnD1sRmcP7I7/bu0o9IVrbFmJsSmQPoouyNRyntCQuDsl1wKx3aBXsfZHZVfaTcJ2bXjerm1nzGGyhpHnaStrLKGaofB4TDUOAw1xuBw4Hw0VDvXO0zdx0PP6+7rcB6jxuX5oXXUeX+N6/Y6+3LYuup65652OKiorrtvnWPXi8H13K4x1u5rU43gFhPh8MTQmZDWTywbS0pvOKIDAryRVXYogTwsMW64pTMspP65nQnpYesaioF6LavSaHJeJyGul9zWj7dOQlwvuT0YbwP/EHizW7C0oppZWfl8uHgbv+TsJTREOHFAMueP7M6JA1KICNPBvVQdsFrIMs/Twc6q/QuPgovftcphvHcpXDPHuhtTAe0oIXOXiBAZFkpkWCgdtUh7HcaYwxLShpLK6pr6ySl1k0HXBNM1MWxg36aTU5pMbg8l0TR8bpfktsbhcJ7D2jfM2YUcERZCjcNQVePgQJXrvjSQTB+e3FbXOHAY6p0vcJNb1+TtYFIq9RO6uklk/RZaK9GDpVv3UVZZQ+/kWP44cSDnHNEtcOeY9JbNC6CyBAZqd6UKEtGd4NKP4JUJ8PZ5cN08q26ZCr6ETDVOnN2dwfBDsWnTJgDeHTvcK8dvLLmt27LaUMvroYT1sJbZJpLbw1t4m05uD4vDNJ7cHtbqe/AYHJZYVzsMldUOaoxhyrCuXHB0Okf26BQ8A/RbavXnENFBu25UcOnY3UrKXptoJWXXzLUq/Ae5YPjbq5TPBVNyq1rJUQNr50D/UyEs0u5olPKt1KFw4duHCsde/knQ/x7ooAWllLLDtp+grAAGajFYFaR6j7cKx275HqbfBA6H3RHZSv+BV0GpW7dudoeggt3qmRAaAf0m2B2JUvYZdj4U58H//g/iu8Jp/7Q7IttoQqaCUmRkcDeNKx+oLIV926BoG+zb6nzcduhxf76VjEUGedkPpY69DYq3w6JnrcKxY262OyJbaEKmglJxcTEA8fHxNkeiApIxULYHirbWTbIOJl+5UL6n7ntCwiGhGyR0h94nWAObh11oS/hK+RURa0ql/dvhi3shPg2GnG13VD6nCZkKSgUFBYAmZKoRjhqrBat+kuWaeFWV1X1PeKyVZCV0h/SR1mPHHs7H7lYhzJBQe65HKX8XEgrn/BfePAs+uQFikyFjnN1R+ZQmZEqp4Fa+F5a8AbvXOJOtrVb3iaO67n4xiVZyldwf+p7iTL7SDyVe0Z10Lkql2iI8Gi6eBq+eBu9dAtd8ASmD2n7c8r0QmeD3xZc1IVNKBaeK/fDj87DwWagogvh0K8HqPvpQq1ZCj0OJV0Ss3REr1f7FdIbLPoaXJ1glMa77nzXYvyWMgR0rYM1sWDsLdmRZv9NDz4XM863ZAfzwnydNyJRSwaWqHH55Gb5/EsoKrbITJ96rU7go5S869oBLP4TXJjkLx86BqISm31NTBTnfw9rZVn2/om2AQPdRMP6PsH2pddPAD/+G5EHWdGWZ50GnDB9ckHvad0JmjHWnU+lu64O3tMCq+3PwsdB6LN9nVQmOS7HGecR1Ofx5RJxfZtRKKTdVV8LSN+Hbx6zxYX1OgpP+DN2OsjsypVR9acPgwrfgnfOswrGXfXx44dgDxbBhntUStn6e1dIdFgW9T4Tx90D/062/37VKC2HVdMj6CL7+u7Wkj7JazYacDXHJvr3GesQEyqR7DRg5cqRZvHix9eKHp2DnysOTreoDDb85LApikiA20cq8DxRByS5rMTWH7x8e45KkNZS4OR9jk4O+2nAgqKysBCAiIsLmSJTXOWpgxfsw/2HYtwV6jIGT/gIZx9odmVKqOcvfh+k3wNDzrEH/+/OdrWCzYfN34Kiyxnf2Px0GTII+J7o3vGDfVisxy/oIdq0ECbXem3k+DDzDa+VoRGSJMWZkg9sCMSETkSnAlL59+16/fv16a+Xb50LBOmeSlXQo2arz2uV5RGzDLV4Oh3W7eslO57Kr3qPL8/K9DQcY1bH5xC2ui/VD5OeDDJUKWA4HrP4MvnnQ+mxIG2ElYn1P1tZupQLJd0/AVw9Ax57WP1UAnfvAwEkw4AyrW7ItdzDvXHkoOSvaajXYDJhoJWd9T/FoI0u7S8hq1Wkhs0N1hdUdWtuy1ljiVrLz8FvkwcrIY5ObT9ziUqxsXf+IeExRUREACQnNjEtQgccYWP+l1R2xIwuSB8KJ98GgKfo7pFQgMsZKyLYsgv6nWS1YSf09//vscEDuz5D1Iaycbg11ikqA3/1qNeZ4QFMJWfseQ+ZtYZHO297Tm9+3oqT5FredK6F01+G324OVsbuTuMWmQHiU56+1nSksLAQ0IWt3Nn8LX/3d+lDtlAFnv2QN3NX6X0oFLhE45X7vnyckBHocYy2nPwyb5sPWRR5LxpqjCZmvRMZZS2KfpvdzOODAvoZb2Wqf79lk/ZCUFTZ8jKiEJhK32rFuKdYPmf6hUu3Btl+sFrHNC6BDV5j8bzjiMggNtzsypVQgCg23pjbz4VyzmpD5m5AQqw5LTOfmC+LVVDm7TBvrKt0F25dZj5X7D3+/hFjj6ZpK3GqfRyVod4/yPzuy4Ot/wLq51s/yaQ/ByGu0lVgpFXA0IQtkoeFWwTx3iuZVltYb69ZA9+nutdajo6qBc0W6kbglW4/h0Z6/VqVcFayHb/5pjfOISrAG64++yWqFVkqpAKQJWbCIiIXOvaylKcZYd482NNattjVu3xZrjE5pAdDATSGR8c23uMV1sVo0QvVHULXA3i2w4BFYPg3CouG4u2Hs76w6gkopFcD0r6GqS8Sly3Rg0/vWVFu13prqMt2RBSVfQUVxQyezxrE1d5NCXIrH5wns0aOHx46lfGD/Dqug65LXra720b+BcXfYXshRKaU8RRMy1XqhYdAh1VqaU1lm3UFaJ3GrN/6tYIP1WFPRwLkiDiVnzbW8RcQ0G05YmP7oB4TSQvjhSfj5v9bdx0dcDsf/HhK62R2ZUkp5lP5VUr4REQMRGc3PG2aMy6wJjYx1K8qFvCVWF2pDXaYRHZpI3Kykbi8dIbIDnRJ9czuzaqEDRbDoOVj0H6gsgWEXwgl/gM697Y5MKaW8QhMy5V9ErPFA0R0huX/T+9ZUW6U/SnbWa31zedy1CjZ9Y/2Bd7F3/DMAdPrl/uZb3OK6eLzLVDWishR+fsmaCq18Lww60yrq2lz3uVJKBThNyFTgCg2DDl2spTlVB+ombZWdrLIhg6ceWrd1kfW8oflPQ8IPtq4dlqzFJtddp3f6tVx1BSx+Db573Po+9Z1gTfzddYTdkSmllE9oQqaCQ3gUdOxhLQCbNlmPRzxZdz9joGJ/012mxdut+m6lu8A4GjhXbAsmog/yyc1rqmDZO7DgUSjOhYzj4MK3rErZSikVRDQhU8qVCETFW0tS36b3ddRAWTMT0e9eCznfNT4RfXTn5uu6xXWx9mtPE9E7aqyJfOc/BHs3Q7eRcNZz0Gu8dg0rpYKSJmRKtVZIqDNpSgaGNr3vwYnom5jPNPdn2L8TqssPf7+ENt5lWv95RJz/JjUOB6yeAd88CAVrITUTLvkA+p3qvzErpZQPaEKmglJGRoZvT+juRPTGWHcVNthl6lIqZEd24xPRh8c0M9bt0N2mhEV653obuq71X1rTHO1YAUkD4Pw3rEH77anlTymlWkkTMhWUQvw1CRCByA7W4s5E9OV7m56IvmAD5PwA5XsaPkZUx+bHusV1sQoFt3Yi+k3zrUQs9xer7MnZL0Lm+TqxvVJKudCETAWlwsJCABITE22OpA1CQiA20Vq6DG563+rKhrtMS10nov/VORF9yeHvl1BnC1tDY9zqJXOR8VZiufUn+Prv1hi6+G4w5SkYcak1B6tSSqk6NCFTQamoyKpLFtAJWUuERVjV7d2pcF9R0khdN5fnu1Y5J6JvoMs0LMq6CWH/dmt2hdMfgaOusu50VUop1SC/S8hE5HTgKSAUeNkY87DNISkVXCLjrKW5qvgOBxzY18BUWM7ErcsQOPpaa2J7pZRSTfKrhExEQoHngAlALvCLiMwwxqyyNzKl1GFCQlwmoh9kdzRKKRXQ/G1k8yhggzFmkzGmEngPmGpzTEoppZRSXuVvCVk3YJvL61znOqWUUkqpdsuvuizdISI3ADc4X5aIyFo74wGSgAKbY/CW9nxt0P6vD9rXNbana2lMe73G9npdrtrrNbbX63Lly2vs2dgGf0vI8oDuLq/TnesOMsa8BLzky6CaIiKLjTEj7Y7DG9rztUH7vz5oX9fYnq6lMe31Gtvrdblqr9fYXq/Llb9co791Wf4C9BORXiISAVwEzLA5JqWUUkopr/KrFjJjTLWI3AJ8gVX24lVjzEqbw1JKKaWU8iq/SsgAjDGzgdl2x9ECftN96gXt+dqg/V8ftK9rbE/X0pj2eo3t9bpctddrbK/X5covrlGMMXbHoJRSSikV1PxtDJlSSimlVNDRhKwJImJE5HGX13eLyP02huQxIlIjIstEZKWILBeRu0SkXf48iEgDs2W3Dy7fx9olo4l954uI7XcSNcb5+/a2y+swEdktIjPtjMvTROQs57UOtDsWTwiW7xu078+SWs1do79/jjQkUH7n2uUfYA+qAM4RkSS7A/GCcmPMCGPMEKypqiYC/2dzTKrlar+PtUuO3QG1QSkwVESina8nUK/sTXNExO/GxTbgYuB756PbnFPL+aM2f9+U8rJW/c75miZkTavGGux3R/0NIpIhIl+LyAoR+UpEeohIgohsqW1pEpFYEdkmIuG+DrwljDG7sIrt3iKWUBF5VER+cV7fjbX7isgfRCTL2aoWMBO/i0ic8/v0qzP+qc71GSKyWkT+62wt/NLlD0tAEpGjRGSBiCwRkS9EJM1l8+XOlrRsERllW5CNmw2c4Xx+MTCtdoOIjBKRRSKyVEQWisgA5/qrRGSGiHwNfOX7kN0nInHAOOBarLI+iMgJIvKtiMwSkbUi8oLLZ0iJiDwuIsuBMfZF3qzWfN++FZERLvt9LyLDfRl0azi/XzNdXj8rIlc5n+eIyAMunzN+3SLTmKauMdA08TvX2PdwkoiscX5+Pu3Lll5NyJr3HHCpiCTUW/8M8IYxZhjwDvC0MaYIWAaMd+4zGfjCGFPlq2BbyxizCavUSArWD26RMeZo4GjgerFqw03Emlt0tDFmOPAv2wJuuQPA2caYI4ETgcdFRJzb+gHPOVsL9wHn2hNiq0TLoe7K6c7k/xngPGPMUcCrwD9d9o8xxowAbnZu8zfvAReJSBQwDPjJZdsa4DhjzBHAX4EHXbYdiXXN4/FvU4G5xph1QKGIHOVcPwr4HTAY6AOc41wfC/xkjBlujPne59G6rzXft1eAqwBEpD8QZYxZ7rOIvafA+TnzPHC33cGoRn/nDuP8+X0RmOj8/Ez2UYyAJmTNMsYUA28Ct9bbNAZ41/n8LawMHOB94ELn84ucrwPNqcAVIrIM64M1EStpOQV4zRhTBmCM2WNbhC0nwIMisgL4H9YcqV2c2zYbY5Y5ny8BMnweXeu5dlmeDQwAhgLznN+/P2PNeFFrGoAx5lsgXkQ6+jjeJhljVmB9/S/m8PI3CcCHIpINPAkMcdk2L0B+Hi/GSl5wPtZ2ofxsjNlkjKnB+h7Vfp7UAB/7NsSWa+X37UNgsvOfiGuA130SrPd94nwMtM+S9qqx37mGDAQ2GWM2O19Pa2JfjwuE8Rb+4N/Ar8Brbuw7A+sPf2fgKOBrL8blMSLSG+vDfxdW8vI7Y8wX9fY5zY7YPORSrP92jjLGVIlIDhDl3Fbhsl8NEMhdlgKsNMY01r1Vv86NP9a9mQE8BpyA9c9Arb8D3xhjzhbr5oX5LttKfRVcazk/E04CMkXEYLVIG2AWjX9fDjiTtEDQou+bMaZMROZhtWBcgPV5GQiqqduYEVVve+3nSQ2B+ze2uWsMCE38zn2GH16ftpC5wfmf9wdYXXm1FuLsj8b6Y/+dc98SrCmgngJmBsKHqYgkAy8AzxqrMN0XwG9qx76JSH8RiQXmAVeLSIxzfWe7Ym6FBGCXMxk7kSYmeA1wa4FkERkDICLhIuLaknShc/04rG7pIhtibM6rwAPGmKx66xM4NFj8Kp9G5BnnAW8ZY3oaYzKMMd2BzcBxwCjnsIAQrO+RP3dPNqY137eXgaeBX4wxe70bnsdsAQaLSKSzhflkm+PxhvZyjY39zoXQ8PWtBXrLobvVL6x/QG8K1OzdDo8Dt7i8/h3wmoj8HtgNXO2y7X2s5vgTfBZdy0U7u7TCsf4begt4wrntZaym9l+d46x2A2cZY+Y6B+EuFpFKrK6Je30cd4uIddddBdY4v89FJAtYjDWupd0xxlSKyHnA085xj2FYLby1U5AdEJGlWN/3a+yJsmnGmFysP9L1/Qt4Q0T+jNWqFGguBh6pt+5j4DdY/8Q9C/QFvgGm+za0tmvN980Ys0REinGv98FWtZ8lxphtIvIBkI31x32pvZF5Tju8xsZ+5y7CamSpc33GmHIRuRmYKyKlWL+XPqOV+lW75rxr67/GGH+8o1ApROQE4G5jzGSbQ/E5EemK1YU50BjjsDmcJgXDZ0kwXGNzRCTOGFPibIx4DlhvjHnSF+fWLkvVbonITViDMv9sdyxKqbpE5Aqsm4buC4BkrN1/lgTDNbrpemfv0Uqs7vYXfXVibSFTSimllLKZtpAppZRSStlMEzKllFJKKZtpQqaUUkopZTNNyJRSSimlbKYJmVJKKaWUzTQhU0oppZSy2f8Dwl9CVLqEtvgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"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",
"lonzee.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",
"lonzee.plot_deltas(2010, crop_type='Wheat', mode='rel', base='MODIS')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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')\n",
"analysis.load_cropsite(lonzee, 'Lonzee')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2ea74a17-238f-4f3b-bfdd-1a8a5c569de3",
"metadata": {},
"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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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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6zZgxY7j99tv54Ac/yIwZMwA4/fTTOfTQQ7n77rt5y1vewoIFC4DOEeoXXXQRN998M7Nnz2bQoEFceOGFACxbtoxXvOIV/OUvf+HVr341ra2tz93jgQce4NZbb+XnP/85H/jAB1i5ciXf+9732HLLLfnzn//Mn//8Z1pbW7n//vsBuP322/nGN77B/Pnzueyyy3jggQf461//ysyZM/nDH/5Qk3+ramscNQHvAN4F7AesAoZGxBPAz4HvZubfapJEkiRJUrc2Zm21db+0TJgwoWpb10KTNFA1Nzdz4IEH8r3vfY9vfOMbhV5z3HHHAbDvvvty2WWXAXDTTTdx+eWXA/CGN7yBrbbaCuicAjdr1iz2228/AFasWMG4ceMAGDJkCEceeeRzfV133XXP3eNtb3sbTU1N7LLLLuy0007MnTuXX/3qV8yZM4dLLrkEgGeffZZ77rmHIUOGsP/++7Pjjjs+l+Wtb30rTU1NvOhFL+KQQw7p1b/ROtWmqv0W+DVwGnBXZnYARMTWwCHAmRFxeWZeUJM0kiRJknpl+fLlZUeQpIbX1NTExRdfzGGHHcb06dMLFdGHDh0KwKBBg2hvb++xbWZywgkn8JWvfOWfrjU3NxMR3fa17nzX48zkrLPO4vWvf/3zrt1www2MHDmyau7eqlY4ek1mrln/ZGY+BVwKXBoRzXVJJkmSJAlgo0YFrdudcebMnncUkqSBbsSIEfz85z/noIMOYptttuE//uM/NrqPV73qVVx88cV86lOf4le/+hVPP/00AIcddhjHHHMMH//4xxk3bhxPPfUUS5Ys+acFuNf305/+lBNOOIH777+f++67j4kTJ/L617+eb3/72xx66KE0Nzczf/58XvKSl3Sb5Yc//CEnnHACixYt4oYbbuD444/f6O9pfT0WjrorGm1KG0mSJEmSpO684IUv2qid0Ir0V9TWW2/NL37xC1796lczduzYjb7XF77wBd75zncyc+ZMXvnKV/KiF72I0aNHM2bMGL785S/zute9jo6ODpqbmzn77LOrFo4mTJjA/vvvz+LFi/nOd77DsGHDeN/73scDDzzAPvvsQ2YyduxYrrjiin967Zvf/Gauv/56dt99d7bbbjv22Wcfttxyy43+ntYXmbnhixG/BTbc4B/Oz8wfbXKIzgW3bwMezswjN9Ru8uTJedttt23qbaReWbJkSdkRNICNHj267AjqYsqUKay5d37D76rWvPOuvRpx4OeeyuTn3qZzxFHv+NmnMg2Uz762tjYmTZpUdoyaWLVqFYMGDWLw4MH84Q9/4IMf/CCzZ88uLc/SpUsZNWoUTz75JPvvvz8333wzL3rR8wtp3f37R8SszJzcXZ/VpqqdWDDbMwXbbchHgTZgi172I0mSJEmS1CcWLFjA2972Njo6OhgyZMjzdkgrw5FHHskzzzzD6tWr+dznPvdPRaNNUW2q2oO9vkMVETEeeCPwX8Cp9b6fJEmSJKm4GTNmMG/evKrtHnroIQC22267Qv1OnDiRqVOn9iqbVLZddtmFO+64o+wYz7nhhhtq3mdTTxcjYlBEvD8ivhQRr1rv2mdrlOF/gf8EOjaQ4aSIuC0iblu0aFGNbilJkiRJqqUVK1awYsWKsmNIqrFqU9W+C4wAbgW+GRE3Zua6UUHHAV/uzc0j4kjg8cycFREHd9cmM88FzoXONY56cz9J0oZNnz6dtra2Qm0XLFgAdC7eV82kSZM2ajcgqZH5V3dJA1HRz6eWlhaA0qfqSKqtaoWj/TNzL4CI+BZwTkRcBrwTiBrc/1XA0RFxBDAM2CIiLsjMd9egb0lSnSxfvrzsCFJNHX/88TzyyCNV261atYqOjm4HST/PujbrtuSt5q677uJnP/tZ1XbbbrstP/7xjwv1KUk9KVoI3xjz588H/lFAqhWL61K5qhWOhqz7IjPbgZMi4vPAb4BRvb15Zp4GnAZQGXE01aKRJJVjY0YFuWOP+punn36a5cuWMnxIz38XG9JElYn+nVa1dw6SHjq4epGpUwe5pr3HFitWZ+FClCRVM2/ePObedTs7jqv2K2FxQ1gLwKrH59Ssz/sf7/mzUVL9VfuUuC0i3pCZv1h3IjP/X0Q8Any7vtEkSZL6xvjx4xk75Cm+8o6tyo6yQaf95GmGjhtfdgxJ/ciO4wY39OcedH72qf/70HtP5OlFj9esv63GjuPsH5zfY5tRo0axdOnSmt2zP6u2q1q3o38y8zzgvFoGycwbgBtq2ackSZIkSWpsTy96nP/drdi6gEV8bO5DNetL1Ucc/ZOIODczT6pHGEmSNgcLFixg6eKlnHLL7LKjbNA9i5cyqrKIuSRJkqqbPXs2H/jAB1i+fDk777wz3//+99lqq604+OCDOeCAA/jtb3/LM888w/e+9z0OOugg3ve+93HbbbcB8PDDD/PhD3+YL3zhC3z1q1/l4osvZtWqVRx77LGcfvrpAFxwwQV885vfZPXq1RxwwAGcc845DBo0qMxvuZACs/T/yeSap5AkSZIkSSrRe97zHs4880zmzJnDnnvu+VzBB6C9vZ1bb72V//3f/33u/Hnnncfs2bO58sorGTNmDCeeeCK/+tWvuOeee7j11luZPXs2s2bN4ne/+x1tbW1cdNFF3HzzzcyePZtBgwZx4YUXlvWtbpRNWQmtdhMPJUnaDE2YMIE1a1byzQP3LjvKBp1yy2yaJ0woO4akKqZPn05bW1tN+5w7dy7wj40MamXSpEkbtZGCJG1Onn32WZ555hn+7d/+DYATTjiBt771rc9dP+644wDYd999eeCBB547v3LlSt761rdy1llnsf3223PWWWfxq1/9ipe//OUALF26lHvuuYc5c+Ywa9Ys9ttvPwBWrFjBuHHj+ui7652NLhxl5hvqEUSSJEkaaNra2vjrnNvYeZva7Ww1dN3OVo/Nrlmf9z7mzlaSBrahQ4cCMGjQINrb//GZ+IEPfIDjjjuO17zmNQBkJqeddhrvf//7n/f6s846ixNOOIGvfOUrfRe6Rgr9HyoiJgOfAbavvCaAzMy96phNkiSpz9z/eHvV3XsefWYtK1dnze89bEjw4hf0vMbB/Y+3s9vm8YdJbaSdtxnM16dsXXaMHp0686myI0hSXW255ZZstdVW/P73v+eggw5i5syZz40+2pCzzz6bJUuW8OlPf/q5c69//ev53Oc+x7ve9S5GjRrFww8/THNzM4cddhjHHHMMH//4xxk3bhxPPfUUS5YsYfvtt6/3t9ZrRf+0cSHwSeBOoKN+cSRJkvrexIkTC7UbtOohmlhR8/sPGj6coeN63k1mt3HFc0qStDnZauy4mu6EttXY6n9pWb58OePHj3/u+NRTT+WHP/zhc4tj77TTTvzgBz/osY8ZM2bQ3NzM3nvvDXSOPvrABz5AW1sbr3zlKwEYNWoUF1xwAbvvvjtf/vKXed3rXkdHRwfNzc2cffbZ/apwtCgzr6prEkmSpJJMnTq17AiSJA1YZ//g/D6/Z0dH92Ni/vjHP/7TuRtuuOG5r8eMGfPcGkf3339/t3189KMf5aMf/eg/nX/729/O29/+9o0PW7KihaMvRMR5wPXAqnUnM/OyuqSSJEmSJElS6YoWjt4L7AY084+paglYOJIkSZIkSeqnihaO9stMJ9VLkiRJkqRey0wiouwYA07mxm/y0VSw3S0RsftG9y5JkiRJktTFsGHDePLJJzepiKFNl5k8+eSTDBs2bKNeV3TE0SuA2RFxP51rHEXnPXOvjYspSZIkSZIGsvHjx7Nw4UIWLVpUdpQBZ9iwYc/bTa6IooWjN2x8HEmSJEmSpOdrbm5mxx13LDuGCipUOMrMB+sdRJIkSZIkSY2l6IgjSZIkSTW2YMEClj7Tzqkznyo7So/ufaydUasWlB1DklSCootjS5IkSZIkaYDpccRRRHwMuAW4PTPb+ySRJEmbgb8tXsopt8yuWX8Ll60AYPzI4TXp72+LlzKpJj1JqqcJEyawauhTfH3K1mVH6dGpM59i6DYTyo4hSSpBtalq44H/BXaLiDuBm+ksJN2SmY09nlaSpDqZNKn2JZlVc+cC0LzzrjXpbxL1yaliFi1axGmnncYZZ5zBmDFjyo4jSZK0yXosHGXmVICIGAJMBg4E3gucGxHPZObu9Y8oSVJjmTZtWs37nDJlCgAzZ86sed/qe62trdxxxx20trZy2mmnlR1HkiRpkxVd42g4sAWwZeXxCPCneoWSJEnaXC1atIirr74agKuuuoonnnii5ESSJEmbrsfCUUScGxE3AxcBr6RzmtpbM3NyZr63LwJKkiRtTlpbW+no6ACgo6OD1tbWkhNJkiRtumojjiYAQ4G/Aw8DC4Fn6pxJkiRps3XttdfS3t65p0h7ezvXXHNNyYkkSZI2XbU1jt4QEQHsQef6Rp8AXhoRTwF/yMwv9EFGSZKkzcbhhx/OlVdeSXt7O4MHD+aII44oO5Ia3L2PtXPqzNrtO/PI02sB2HarQTXr897H2tl9m5p1J0najFTbVY3MTOCuiHgGeLbyOBLYH7BwJEmS1EVLS8tzaxw1NTXR0tJSciI1srrs0vh05y6NQ7fZrWZ97r6NOzVK0kDVY+EoIk6hc6TRgcAaOtc4ugX4PnBn3dNJktSN6dOn09bWVrXdggULAJgwYULVtpMmTarLbmkaeMaOHctRRx3FpZdeytFHH82YMWPKjqQG5i6NkqRGV23E0Q7AT4GPZ+aj9Y8jSVLtLF++vOwIGqBaWlq47777HG0kSZI2e9XWODq1r4JI2rzMmDGDefPmFWr70EMPAbDddttVbTtx4kSmTp3aq2zq/4r+hd6/uqssY8eO5bzzzis7hiRJUq9Vm6r2WyAL9HN+Zv6oNpEk9TcrVqwoO4IkSZIkaRNUm6p2YsF+nuldDG2qeqzzAa71oeo2ZlTQuqkara2t9YojSVK/VvRnPoC5czsXx1436rIn/swnSaqm2lS1B/sqiOrLdT4kSZIGhhEjRpQdQZLUj1SbqtYKfDMz/2kHtYgYCbwdWJWZF9Ypn6pwnQ9JkqT+z1FBkqSyVJuqdjbwuYjYE7gLWAQMA3YBtgC+D1g0kiRJkiRJ6oeqTVWbDbwtIkYBk4EXAyuAtswstp2SJEmSJEmSNkvVRhwBkJlLgRvqG0WSpP7FxWwlSZK0uStUOIqIVwFfBLavvCaAzMyd6hdNkqSBw8VsJUmS1IgKFY6A7wEfB2YBa+sXR5Kk/sNRQZIkSdrcFS0cPZuZ19Y1iSRJkiRJkhpK0cLRbyPiq8BlwKp1JzPz9rqkGuA2Zk2MojZm7YyN4TobkiRJkiT1X0ULRwdUnid3OZfAobWNI4C2tjb+Ouc2dt6m6H+e6oZWZhiuemx2zfq897H2mvUlSZIkSZIaT9Fd1Q6pdxA9387bDObrU7YuO0aPTp35VNkRJEmSJElSHfVYOIqIU3u6nplfr20cSdJA5TRdSZIkqfFUG3E0uk9SSJIGPKfpSpIkSY2nx5/OM/P0vgoiSZLTdCVJkqTGUrs/60qSJKlhzJgxg3nz5lVt99BDDwGw3XbbVW07ceJEpk6d2utskiRp82HhSNLzFP1FY2PMnz8fgJaWlpr16S8vklQbK1asKDuCJElqYBaOGtCCBQtY+kx7w0+HuPexdkatWlB2DNXYvHnzmHvX7ew4rnYfD0PWrTPz+Jya9Hf/464xI0nVFC2uryvqt7a21jOOJEnaTFX9zTAivp2ZH4yIszPzQ30RSlK5dhw3mK+8Y6uyY2zQaT95uuwIkiRJkjQg9Fg4iogJwE0RcRVwUURMyEyHmNTZhAkTWDX0qc1igdih20woO4YkSZIkSaqTaiOODgG2A/YEbgUGAT+qdyhJkiRJUv0sXLiQ5Ys7+MzFz5YdpUcPPtHBiNULy44hDWg9Fo4y84cR0QocAHw5M7/cN7GkgctdcCRJkiRJjaLI6rdfyMzHI+ILdU8jqTB3wZEkSdKmGj9+PKsef4r/etuWZUfp0Wk/eZqh48aXHUMa0KoWjjLzkcrzo7W+eUQMA34HDK1kuSQzLVBpQHMXHEmS1BuPP/44p556Kv/zP//D2LFjy44jSdrMNZV8/1XAoZn5MmBv4A0R8YpyI0mSJEmbr3POOYdZs2ZxzjnnlB1FktQPFJmqVjeZmcDSymFz5ZHlJZKk/mf69Om0tbXVtM+5c+cCMGXKlJr1uWDBArYZWrPuJGlAevzxx7n88svJTC677DJOPvlkRx1JknqlUOEoIsYBrwK2BVYAdwG3ZWZHbwNExCBgFvAvwNmZ+af1rp8EnASd29QPFPc+1s6pM5+qWX+PPL0WgG23GlSzPu99rJ3dt6lZd5LqpK2tjVtn3U4OGVmzPmPNKgD+dGf1hdwL9bd6GVuMHNE5cVmStMnOOeccOjo6f0Tv6OjgnHPO4QtfcCUISdKm67FwFBGHAJ8GtgbuAB4HhgFvAnaOiEuAr2Xm4k0NkJlrgb0j4gXA5RHx0sy8q8v1c4FzASZPnjwgRiNNmjSp5n2uerpzdMDQbXarWZ+7b1OfrJJqL4eMZPX4vcqOsUFDFs7BAaeS1HtXX301a9asAWDNmjVcddVVFo4kSb1SbcTREUBLZi5Y/0JEDAaOBF4LXNrbIJn5TET8FngDnSOaBqxp06bVvM9100lmzpxZ874lSZLUGI466iguvfRS1qxZQ3NzM0cffXSfZyg6RXrBgs5fMYrOKpg0aVJdfk4eyO5/vJ3TfvJ0zfp79JnOWQ4vfkHtZjnc/3g7u42rWXeSNkGPhaPM/GQP19qBK3pz84gYC6ypFI2G01mEOrM3fUqSJEkD1cknn8zll18OQFNTEyeffHLJiTZs+fLlZUcY0CZOnFjzPlc/Mx+AoeN2rVmfu42rT1ZJxVVd4ygidgNeAvwpM5d2Of+GzPxFL+//YuCHlXWOmoCLM/NnvexTkiRJGpDGjRvHsccey0UXXcRxxx1XysLYRUcFOSK+XFOnTq15ny0tLQC0trbWvG9J5am2xtEpwIeANuB7EfHRzLyycnk60KvCUWbOAV7emz4kSZIk/cPJJ5/M3/72t4YebSRJ2nxUG3HUAuybmUsjYgfgkojYITO/AUTd00mSJEnaKOPGjeOCCy4oO4YkqZ+oVjhqWjc9LTMfiIiD6SwebY+FI0mSJEmSpH6tWuHosYjYOzNnA1RGHh0JfB/Ys97hJEmSJKk/mjFjBvPmzSvU9qGHHgJgu+22q9p24sSJdVm/SNLAVa1w9B6gveuJym5q74mI79YtlQorut3p3LlzgX8sQliN251KkiRJjWHFihVlR5A0gPVYOMrMheufi4iTMvPczLy5frFUayNGjCg7giRJkqSKjRkV5G5lkspUbcRRdz4AnFvrINo0jgqSJEmSVE9Fp9XNnz8f+Eehqxqn1Umbh00pHLkotiRJkiTpeYYPH152BEl1sCmFo6NqnkKSJEkqQdH1IhcsWADAhAkTCvXrepHqTxwVJA1shQpHEfECOhfK3gEYHNE56CgzT6lXMEmSJKlRLF++vOwIkiSVouiIo2uAPwJ3Ah31iyNJkiT1naKjgtbtTDtz5sx6xpEkqeEULRwNy8xT65pEkiRJkiRJDaWpYLuZEdESES+OiK3XPeqaTJIkSZIkSaUqOuJoNfBV4DNAVs4lsFM9Qkn9TdEtTDfGxm53WtRDDz3EuKE17VKSJEmStJkqWjj6BPAvmflEPcNI/dW8efOYdcdscsjImvUZa1YBcNvd99Suz9XLGD1yBFg4kiRJkiRRvHD0N8CtJKReyCEjWf2SPcqO0aMhD9/NPwYVSpIkSZIGuqKFo2XA7Ij4LbBq3cnMPKUuqSRJkiRpM7Q5LVEwceJEpk6dWtM+JfU/RQtHV1QekiRJpVm0aBGnnXYaZ5xxBmPGjCk7jiT9k81piQJJKqJQ4Sgzf1jvIJIkSdW0trZyxx130NraymmnnVZ2HEnq1uazRIEkVddUdgBJkqQiFi1axNVXXw3AVVddxRNPuGeHJElSvVk4kiRJm4XW1lY6OjoA6OjooLW1teREkiRJ/V+PU9UiYm/gL5npNkuSJKlU1157Le3t7QC0t7dzzTXXOF1NkvScjVmY/KGHHgJgu+22q9rWRcQ10FUbcXQe8GREXBcRp0fE6yJidF8EkyRJ6urwww9n8ODOv3kNHjyYI444ouREkqTN1YoVK1ixYkXZMaTNQo8jjjJzckSMAPYHDgROAWZGxN+BmzPz5D7IKEmSREtLy3NrHDU1NdV8W2pJ0uZtY0YFrft/iNOepeqqrnGUmcsz8wbgG8D/AGcDI4E31DeaJEnSP4wdO5ajjjoKgKOPPpoxY8aUnEiSJKn/q7bG0fF0jjTaG1gF/Bn4E/Cvmfn3uqeTJEnqoqWlhfvuu8/RRpIkSX2kx8IR8F1gHvAd4HeZOb/+kSRJkro3duxYzjvvvLJjSJIkDRjVCkcvAF5G56ijL0bEROBR4A/AHzLzN/WNJ0kaKFauXMm9j7Vz6synyo7So3sfa2fUqgVlx5AkSZL6RLXFsdcCt1ce34qIbYC3Ah8D/h8wqN4BJUmSJEmSVI5qaxztRedoo3WPIcAtwFnAzXVPJ0kaMIYNG8aOW63k61O2LjtKj06d+RRDt5lQdgxJkiSpT1SbqnY+nQWia4HPZqZj8yVJkiRpAxYuXMig9hUMfbSt7Cg9ampfwcKFC8uOIWkzUG2q2j59FUSSJEmSJEmNpdpUtauAc4FfZuaa9a7tBJwIPJCZ369bQkmSJEnaTIwfP56/P7uC1S+eVHaUHg15+G7Gjx9fdgxJm4FqU9VOAk4FvhERTwGLgGHADsC9wLcy88q6JpQkSZIkSVIpqk1V+zvwn8B/RsQOwIuBFcD8zFxe/3i1NX36dC6//PKq7ZYtW0ZHR0fN79/U1MTIkSOrtjv22GOZNm1aze8vSZIkSZubGTNmMG/evJr2OX/+fABaWlpq2u/EiROZOnVqTfuUylZtxNFzMvMB4IG6JZEkSZKkfiBWL2PIw3fXrr81KwHI5mG163P1spr1VW/z5s1j3l9ms9MWo2rW55DVqwBYc//fatbnfYuX1qwvqZEUKhxFxJuBM4BxQFQemZlb1DFbzU2bNs2RPJIkSZLqZuLEiTXvc93omF133aWm/dYja73stMUovnrAnmXH6NEn/3Rn2RGkuig64uhM4KjMbOw9JSVJkiSpRPWYprRuOlVra2vN+5akapoKtnvMopEkSZIkSdLAUnTE0W0RcRFwBbBq3cnMvKweoSRJkiSpP9uYBZ83ZiFnF2eWVGtFC0dbAMuB13U5l4CFI0mSJEmqo+HDh5cdoVQLFy5k+dLlfOrPtVtwvB7uX7qcEQsXlh1DqrlChaPMfG+9g0iSJEnSQOGoIEmbi6K7qn2zm9PPArdl5pW1jSRJkiRJUqfx48ezZs1Kztxvj7Kj9OiTf7qT5vHjy44h1VzRqWrDgN2An1aO3wzcD7wsIg7JzI/VIZvUbyxcuJBB7SsY+mhjrzHf1L6C1Vl0zXxJkiRJUn9XtHC0F/CqzFwLEBHfBn4P/CtwZ52ySZIkSZIkqURFC0dbAaPonJ4GMBLYOjPXRsSqDb9MEnQOr/37sytY/eJJZUfp0ZCH72ZkcwIry44iSZIkSWoARQtH/w3MjogbgABeDUyPiJHAr+uUTZIkSZIkSSUquqva9yLiGmD/yqlpmflI5etP1iWZJEmSJEmSStVj4SgidsvMuRGxT+XUQ5XnF0XEizLz9vrGkyRJ0jozZsxg3rx5Ne1z/vz5ALS0tNS034kTJ7rduCRJ/UC1EUenAicBX+vmWgKH1jyRJEmSujVv3jzm/WU2O20xqmZ9DlnduVzlmvv/VrM+71u8tGZ9SZKkcvVYOMrMkyrPh/RNHEmSJPVkpy1G8dUD9iw7Ro8++Sc33ZUkqb8otMZRRLwV+EVmLomIzwL7AF/KzDvqmk6SNKDc+1g7p858qmb9PfL0WgC23WpQzfq897F2dt+mZt1JkiRJDa3ormqfy8yfRsS/Aq8Bvgp8BzigNzePiO2AHwHb0Dn17dzM/EZv+pQkbZ5GjBjBhN12q2mfq56eC8DQbWrX7+7bwKRJk2rWnyRJktTIihaO1lae30hncefnEfHlGty/HfhEZt4eEaOBWRFxXWb+tQZ9S5I2IxMmTGDmzJk17XPKlCkANe9XkiRJGiiaCrZ7OCK+C7wduCYihm7EazcoMx9dtzNbZi4B2oCX9LZfSZIkSZIk9V7R4s/bgF8Cr8/MZ4CtgU/WMkhE7AC8HPjTeudPiojbIuK2RYsW1fKWkiRJkiRJ6kGhqWqZuRy4rMvxo8CjtQoREaOAS4GPZebi9e59LnAuwOTJk7NW95QkSZIkSVLPeiwcRcTtmblPb9tUeX0znUWjCzPzsmrtJUmSJPW96dOn09bWVrP+5s7t3MBg3Xp0tTJp0iSmTZtW0z4laSCrNuJoUkTM6eF6AFtu6s0jIoDvAW2Z+fVN7UeSJElSfbW1tdF2x+38yxajatLf0NWrAFhz7/ya9Afwt8VLa9aXJKlTtcJRkf2L11ZvskGvAqYAd0bE7Mq5aZl5TS/6lCRJklQH/7LFKL554N5lx9igU26ZXXYESep3eiwcZeaD9bx5Zt5E56glSZIkSZIkNZiiu6pJkiRJkiRpgLFwJEmSJEmSpG4VKhxFxO7dnDu41mEkSZIkSZLUOIqOOLo4Ij4VnYZHxFnAV+oZTJIkSZIkSeWqtqvaOgcAZwK3AKOBC+ncEU2S1OAWLFhArFrGkIVzyo6yQbFqGQsWLCg7hiRJkqT1FB1xtAZYAQwHhgH3Z2ZH3VJJkiRJkiSpdEVHHP0ZuBLYDxgDfCci3pyZb61bMklSTUyYMIFHn13B6vF7lR1lg4YsnMOECRPKjiFJkiRpPUULR/+RmbdVvn4UOCYiptQpkyRJkiRJkhpA0cLR4xGx/p+Cb6x1GEmSJEmSJDWOooWjnwMJBJ1rHO0IzAP2qFMuSZIkSZIklaxQ4Sgz9+x6HBH7ACfXJZEkSZIkSZIaQtFd1Z4nM28HDqhxFkmSJEmSJDWQQiOOIuLULodNwD7AI3VJJEmSJEmSpIZQdI2j0V2+bqdzzaNLax9HkiRJkiRJjaLoGken1zuIJEmSJEmSGkuPhaOIuJrO3dS6lZlH1zyRJEmSJEmSGkK1EUcz+iSFJEmSJEmSGk61wtH9mbmgT5JIkiRJkiSpoTRVuX7Fui8iwsWwJUmSJEmSBpBqhaPo8vVO9QwiSZIkSZKkxlKtcJQb+FqSJEmSJEn9XLU1jl4WEYvpHHk0vPI1lePMzC3qmk6SJEmSJEml6bFwlJmD+iqIJEmSJEmSGku1EUeSJEmSJEkDzvTp07n88ssLtV22bBkdHR01z9DU1MTIkSOrtjv22GOZNm1aze8P1dc4kiRJkiRJ0gDliCNJkiRJkqT1TJs2rW6jeDYnhUYcRcSZRc5JkiRJkiSp/yg6Ve213Zw7vJZBJEmSJEmS1Fh6nKoWER8ETgZ2iog5XS6NBm6uZzBJkiRJkiSVq9oaRz8GrgW+Any6y/klmflU3VJJkiRJkiSpdD0WjjLzWeBZ4J0AETEOGAaMiohRmbmg/hElSZIkSZJUhqKLYx8VEfcA9wM3Ag/QORJJkiRJkiRJ/VTRxbG/DLwCmJ+ZOwKHAX+sWypJkiRJkiSVrmjhaE1mPgk0RURTZv4WmFzHXJIkSZIkSSpZtcWx13kmIkYBvwcujIjHgWX1iyVJkiRJkqSyFS0cHQOsAD4GvAvYEvh/dcokSZIkqcEsWLCApYuXcsots8uOskH3LF7KqAXu3yNJtVSocJSZyyJie2CXzPxhRIwABtU3miRJkiRJkspUqHAUES3AScDWwM7AS4Dv0LlItiRJkqR+bsKECaxZs5JvHrh32VE26JRbZtM8YULZMSSpXym6OPaHgFcBiwEy8x5gXL1CSZIkSZIkqXxFC0erMnP1uoOIGAxkfSJJkiRJkiSpERQtHN0YEdOA4RHxWuCnwNX1iyVJkiRJkqSyFS0cfRpYBNwJvB+4BvhsvUJJkiRJkiSpfEV3VesAWisPSZIkSZIkDQA9Fo4i4k56WMsoM/eqeSJJkiRJkiQ1hGojjo6sPAfwc+CI+saRJEmSJElSo+ixcJSZD677OiJWdT2WJEmSJElS/1Z0cWxJkiRJkiQNMNXWONqny+HwiHg5ndPWAMjM2+sVTJIkSZIkSeWqtsbR17p8/Xfg612OEzi05okkSZIkSZLUEKqtcXRIXwWRJEmSJElSY6k24kiSJEkNYuHChSxfupxP/fnusqP06P6lyxmxcGHZMSRJUg2Uujh2RHw/Ih6PiLvKzCFJkiRJkqR/VvaIo/OBbwE/KjmHJElSwxs/fjxr1qzkzP32KDtKjz75pztpHj++7BiSJKkGChWOIuL6zDys2rmNlZm/i4gdetOHpNpavXo1Dz7RwWcufrbsKBv04BMdjFjtFAhJkiRJqrceC0cRMQwYAYyJiK2AqFzaAnhJnbOty3AScBLAhAkT+uKWkiRJkiRJovqIo/cDHwO2BWbxj8LRYjqnmNVdZp4LnAswefLk7It7SgPZkCFD2P4FHfzX27YsO8oGnfaTpxk6zikQkiRJA8V9i5fyyT/d2WObh5etYOXatTW/97BBg3jJyOFV2923eCkTa353qXw9Fo4y8xvANyLiI5l5Vh9lkiRJkiQJgIkTi5VjBj30EE0rVtT8/oOGD6d5u+2qtptI8azS5qTQGkeZeVZEHAjs0PU1memi1pIkSZKkupk6dWrZEaQBreji2DOBnYHZwLqxf0kvd0OLiP8DDqZzDaWFwBcy83u96VOSJEmSJEm1UahwBEwGds/Mmq4xlJnvrGV/kiRJkiRJqp2mgu3uAl5UzyCSJEmSJElqLEVHHI0B/hoRtwKr1p3MzKPrkkqSJEmSJEmlK1o4+mI9Q0hqLPc/3s5pP3m6Zv09+kzn0mgvfsGgmvR3/+Pt7DauJl1JkiRJknpQdFe1GyNie2CXzPx1RIwAavMboDRAxOplDHn47tr1t2YlANk8rHZ9rl7G8C1eyHa77lqzPgFWPzMfgKHjatPvbuPc6lSSJEmS+kLRXdVagJOArencXe0lwHeAw+oXTeo/6lHkmD+/sxiz66671LTfiRMn1nzL05aWFgBaW1tr2q8kSZIkqb6KTlX7ELA/8CeAzLwnIpwoIhVU60IMWIyRJEmSJNVf0V3VVmXm6nUHETEYyPpEkiRJkiRJUiMoWji6MSKmAcMj4rXAT4Gr6xdLkiRJkiRJZSs6Ve3TwH8AdwLvB67JTOfHSCrN1772Na6+ulj9evny5WTWfpBkRDBixIiq7Y466ig+8YlP1Pz+kiRJklRvRQtHH8nMbwDPFYsi4qOVc5IkSZIkSeqHihaOTgDWLxKd2M05SeoTn/jEJxzFI0mSJEl11mPhKCLeCRwP7BgRV3W5NBp4qp7BJEmSJEmSVK5qI45uAR4FxgBf63J+CTCnXqEkSZIkSZJUvh4LR5n5IPAg8Mq+iSNJkiRJkqRG0VSkUUS8IiL+HBFLI2J1RKyNiMX1DidJkiRJkqTyFCocAd8C3gncAwwH3gecXa9QkiRJkiRJKl/RwhGZ+TdgUGauzcwfAG+oXyxJkiRJkiSVrdri2Ossj4ghwOyI+G86F8wuXHSSJEmSJEnS5qdo8WdKpe2HgWXAdsBx9QolSZIkSZKk8hUacVTZXQ1gJXA6QERcBLy9TrkkSZIkSZJUst5MN3tlzVJIkiRJkiSp4bhOkSRJkiRJkrrV41S1iNhnQ5eA5trHkSSpuunTp9PW1la13dy5cwGYMmVK1baTJk1i2rRpvc4mSZIk9SfV1jj6Wg/X5tYyiCRJtTZixIiyI0iSJEmbtR4LR5l5SF8FkSSpKEcGSZIkSX3DNY4kSZIkSZLULQtHkiRJkiRJ6paFI0mSJEmSJHWr2uLYz4mIlwDbd31NZv6uHqEkSZIkSZJUvkKFo4g4E3g78FdgbeV0AhaOJEmSJEmS+qmiI47eBEzMzFV1zCJJkiRJkqQGUnSNo/uA5noGkSRJkiRJUmMpOuJoOTA7Iq4Hnht1lJmn1CWVJEmSJEmSSle0cHRV5SFJkiRJkqQBolDhKDN/WO8gkjYvM2bMYN68eYXazp8/H4CWlpaqbSdOnMjUqVN7lU2SJEmSVBs9Fo4i4uLMfFtE3EnnLmrPk5l71S2ZpH5j+PDhZUeQJEmSJG2CaiOOPlp5PrLeQSRtXhwVJEmSJEn9X4+Fo8x8tPL8YN/EkSRJkiRJUqNoKjuAJEmSJEmSGpOFI0mSJEmSJHWrcOEoIoZHxMR6hpEkSZIkSVLjKFQ4ioijgNnALyrHe0fEVXXMJUmSJEmSpJIVHXH0RWB/4BmAzJwN7FiXRJIkSZIkSWoIRQtHazLz2fXOZa3DSJIkSZIkqXEMLtju7og4HhgUEbsApwC31C+WJEmSJEmSylZ0xNFHgD2AVcCPgWeBj9UpkyRJkiRJkhpAoRFHmbkc+EzlIUmSJEmSpAGgUOEoIq4D3pqZz1SOtwJ+kpmvr2M2SZIkaZNMnz6dtra2mvU3d+5cAKZMmVKzPgEmTZrEtGnTatqnJEm1VHSNozHrikYAmfl0RIyrTyRJUq3F6mUMWTindv2tWQlANg+rTX+rl9WkH0lap62tjVtn3U4OGVmT/mLNKgD+dOe8mvQHfvZJkjYPRQtHHRExITMXAETE9rirmiRtFiZNmlTzPtf95X233SbWrM965JQ0sOWQkawev1fZMTaolgV9SZLqpWjh6DPATRFxIxDAQcBJdUslSaqZekyBWDdVY+bMmTXvW5IkSVLjKLSrWmb+AtgHuAj4CbBvZv6yFgEi4g0RMS8i/hYRn65Fn5IkSZIkSeq9QoWjiqHAU8BiYPeIeHVvbx4Rg4CzgcOB3YF3RsTuve1XkiRJkiRJvReZ1ZcqiogzgbcDdwMdldOZmUf36uYRrwS+uG53tog4rdLxV7prP3r06Nx33317c0tpk61du7bsCM8zb17n4pwTJ9ZujRk1rkGDBpUd4XnW7VTkukT9W6N97qnzs3/50qUMH1y7z4RVazt/tBs6aGP+ntizFe1rGTFqVK/+H9Xbz722tjaWLFtBx9DaLI5dD02rljF65PDN5rO0ra2NXLmCXbYYVXaUDbpn8VJiWO/+Tf3sU5ka7Wc+DRw33njjrMyc3N21omscvQmYmJmrapaq00uAh7ocLwQO6NogIk6isp7S0KFDa3x7SZKkzceIESNq3meuWAFADBtesz5HUJ+skiSp7xUtHN0HNAO1LhxVlZnnAucCTJ48OW+44Ya+jiABsGTJkrIjPE9LSwsAra2tJSdRXxg9enTZEZ7HxbEHhkb73FN9NOr/T3r7uTdlyhT+dOe8ht9V7YA9J242n6VTpkxhzb3z+eaBe5cdZYNOuWU2zTvv2qt/Uz/7VKZG+5lPA0dEbPBa0cLRcmB2RFxPl+JRZp7Su2g8DGzX5Xh85ZwkSZIkSZJKVrRwdFXlUWt/BnaJiB3pLBi9Azi+DveRJEmSJEnSRipUOMrMH0bEcGBCZs6r1c0zsz0iPgz8EhgEfD8z765V/5IkSZIkSdp0hbbPiIijgNnALyrHe0dETUYgZeY1mblrZu6cmf9Viz4lSZIkSZLUe0Wnqn0R2B+4ASAzZ0fETnXKJEmSJKkB/W3xUk65ZXaPbRYuW8GKOmxpP3zQIMaP7Hn3v78tXsqkmt9Zkga2ooWjNZn57HqrbHfUIY8kSZKkBjRpUrGSzKAFC2havrzm9x80YgTNEyb02GYSxXNKkoopWji6OyKOBwZFxC7AKcAt9YslSZIkqZFMmzat7AiSpBIUWuMI+AiwB7AK+DHwLPCxOmWSJEmSJElSA6g64igiBgE/z8xDgM/UP5IkSZIkSZIaQdURR5m5FuiIiC37II8kSZIkSZIaRNE1jpYCd0bEdcCydScz85S6pJIkSZIkSVLpihaOLqs8JEmSJEmSNEAUKhxl5g8jYjgwITPn1TmTJEmSJEmSGkChXdUi4ihgNvCLyvHeEXFVHXNJkiRJkiSpZIUKR8AXgf2BZwAyczawU10SSZIkSZIkqSEULRytycxn1zvXUeswkiRJkiRJahxFF8e+OyKOBwZFxC7AKcAt9YslSZIkSZKkshUdcfQRYA9gFfBj4FngY3XKJEmSJEmSpAbQ44ijiJiZmVOAlsz8DPCZvoklSZIkSZKkslUbcbRvRGwL/HtEbBURW3d99EVASZIkSZIklaPaGkffAa6ncwe1WUB0uZa4s5okSZIkSVK/VW3E0dWZOQn4fmbulJk7dnlYNJIkSZIkSerHqhWOLqk871rvIJIkSZIkSWos1aaqNUXENGDXiDh1/YuZ+fX6xJIkSZIkSVLZqo04egewls4C0+huHpIkSZIkSeqnehxxlJnzgDMjYk5mXttHmSRJkiRJktQAeiwcRcS7M/MCYPeImLT+daeqSZIkSZIk9V/V1jgaWXkeVe8gkiRJkiRJaizVpqp9t/J8et/EkSRJkiRJUqOotjg2EXFIRFwaEXdXHpdExMH1jyZJkiRJkqQy9Vg4iog3At8HfgYcD7wLuAb4fkQcUf94kiRJkiRJKku1NY4+CbwpM//S5dzsiLgNOIvOIpIkSZIkSZL6oWpT1V60XtEIgMycA2xTn0iSJEmSJElqBNUKR8s28ZokSZIkSZI2c9Wmqu0cEVd1cz6AneqQR5IkSZIkSQ2iWuHomB6uzahlEEmSJEmSJDWWHgtHmXljXwWRJEmSJElSY6m2xpEkSZIkSZIGKAtHkiRJkiRJ6laPhaOImFl5/mjfxJEkSZIkSVKjqDbiaN+I2Bb494jYKiK27vroi4CSJEmSJEkqR7Vd1b4DXA/sBMwCosu1rJyXJEmSJElSP9TjiKPM/GZmTgK+n5k7ZeaOXR4WjSRJkiRJkvqxaiOOAMjMD0bEy4CDKqd+l5lz6hdLkiRJkiRJZSu0q1pEnAJcCIyrPC6MiI/UM5gkSZIkSZLKVWjEEfA+4IDMXAYQEWcCfwDOqlcwSZIkSZIklavQiCM6F8Ve2+V4Lc9fKFuSJEmSJEn9TNERRz8A/hQRl1eO3wR8ry6JJEmSJEmS1BCKLo799Yi4AfjXyqn3ZuYddUslSZIkSZKk0hUdcURm3g7cXscskiRJkiRJaiBF1ziSJEmSJEnSAGPhSJIkSZIkSd0qPFUNICK26PqazHyq5okkSZIkSZLUEAoVjiLi/cDpwEogK6cT2KlOuSRJkiRJklSyoiOOpgIvzcwn6hlGkiRJkiRJjaPoGkf3AstreeOIeGtE3B0RHRExuZZ9S5IkSZIkqfeKjjg6DbglIv4ErFp3MjNP6cW97wKOA77biz4kSZIkSZJUJ0ULR98FfgPcCXTU4saZ2QYQEbXoTpIkSZIkSTVWtHDUnJmn1jXJBkTEScBJABMmTCgjgiRJkiRJ0oBUdI2jayPipIh4cURsve5R7UUR8euIuKubxzFFA2bmuZk5OTMnjx07tujLJEmSJEmS1EtFRxy9s/J8WpdzCezU04sy8zWbEkqSJEmSJEnlK1Q4yswd6x1EkiRJtTNjxgzmzZtXtd38+fMBaGlpqdp24sSJTJ06tdfZJEnS5qPoiCMi4kBgh66vycwfbeqNI+JY4CxgLPDziJidma/f1P4kSZK08YYPH152BEmS1MAKFY4iYiawMzAbWFs5ncAmF44y83Lg8k19vSRJkjbMkUGSJKkWio44mgzsnplZzzCSJEmSJElqHEV3VbsLeFE9g0iSJEmSJKmx9DjiKCKupnNK2mjgrxFxK7Bq3fXMPLq+8SRJkiRJklSWalPVZvRJCkmSJEmSJDWcHgtHmXkjQEScmZmf6notIs4EbqxjNkmSJEmSJJWo6BpHr+3m3OG1DCJJkiRJkqTGUm2Now8CJwM7RcScLpdGAzfXM5gkSZIkSZLKVW2Nox8D1wJfAT7d5fySzHyqbqkkSZIkSZJUumqFo8zMByLiQ+tfiIitLR5JkiRJkiT1X0VGHB0JzAISiC7XEtipTrkkSZIkSZJUsmq7qh0ZEQH8W2Yu6KNMkiRJkiRJagBVd1XLzAR+3gdZJEmSJEmS1ECqFo4qbo+I/eqaRJIkSZIkSQ2l2hpH6xwAvCsiHgSW0bnWUWbmXnVLJkmSJEmSpFIVLRy9vq4pJEmSJEmS1HAKFY4y80GAiBgHDKtrIkmSJEmSJDWEQmscRcTREXEPcD9wI/AAcG0dc0mSJEmSJKlkRRfH/hLwCmB+Zu4IHAb8sW6pJEmSJEmSVLqihaM1mfkk0BQRTZn5W2ByHXNJkiRJkiSpZEUXx34mIkYBvwMujIjH6dxdTZIkSZIkSf1U0RFHxwArgI8DvwDuBY6qVyhJkiRJkiSVr+iual1HF/2wTlkkSZIkSZLUQAoVjiJiCZDrnX4WuA34RGbeV+tgkiRJkiRJKlfRNY7+F1gI/BgI4B3AzsDtwPeBg+uQTZIkSZIkSSUqWjg6OjNf1uX43IiYnZmfiohp9QgmSZIkbaoFCxYQq5YxZOGcsqNsUKxaxoIFC8qOIUlSj4oujr08It4WEU2Vx9uAlZVr609hkyRJkiRJUj9QdMTRu4BvAOdUjv8AvDsihgMfrkcwSZIkaVNNmDCBR59dwerxe5UdZYOGLJzDhAkTyo4hSVKPiu6qdh9w1AYu31S7OJIkSZIkSWoUhaaqRcT4iLg8Ih6vPC6NiPH1DidJkiRJkqTyFF3j6AfAVcC2lcfVlXOSJEmSJEnqp4oWjsZm5g8ys73yOB8YW8dckiRJkiRJKlnRwtGTEfHuiBhUebwbeLKewSRJkiRJklSuooWjfwfeBvwdeBR4C3BinTJJkiRJkiSpARTdVe1B4Oiu5yJiBjC1HqEkSZIkSZJUvqIjjrrztpqlkCRJkiRJUsPpTeEoapZCkiRJkiRJDafHqWoRsfWGLmHhSJIkSZIkqV+rtsbRLCDpvki0uvZxJM2YMYN58+ZVbTd//nwAWlpaqradOHEiU6e6JJkkSZIkaeP0WDjKzB37KoikjTN8+PCyI0iSJEmS+rlCu6pJ6juODJIkSZIkNYreLI4tSZIkSZKkfszCkSRJkiRJkrq1qbuqAZCZT9U2jiRJkiRJkhpFb3ZVS2CnmieSJEmSJElSQ3BXNUmSJEmSJHWr8K5qEbEVsAswbN25zPxdPUJJkiRJkiSpfIUKRxHxPuCjwHhgNvAK4A/AoXVLJkmSJEmSpFIV3VXto8B+wIOZeQjwcuCZeoWSJEmSJElS+YoWjlZm5kqAiBiamXOBifWLJUmSJEmSpLIVXeNoYUS8ALgCuC4ingYerFcoSZIkSZIkla9Q4Sgzj618+cWI+C2wJfCLuqWSJEmSJElS6aoWjiJiEHB3Zu4GkJk31uLGEfFV4ChgNXAv8N7MfKYWfUuSJEmSJKn3qq5xlJlrgXkRMaHG974OeGlm7gXMB06rcf+SJEmSJEnqhaJrHG0F3B0RtwLL1p3MzKM39caZ+asuh38E3rKpfUmSJEmSJKn2ihaOPlfXFPDvwEXdXYiIk4CTACZMqPWgJ0mStDlZtGgRp512GmeccQZjxowpO44kSVK/V3WqGnSua9Tdo9rrIuLXEXFXN49jurT5DNAOXLiBe5+bmZMzc/LYsWOLfl+SJKkfam1t5Y477qC1tbXsKJIkSQNCoRFHEbEEyMrhEKAZWJaZW/T0usx8TZV+TwSOBA7LzOyprSRJGtgWLVrE1VdfDcBVV11FS0uLo44kSZLqrOiIo9GZuUWlUDQceDNwTm9uHBFvAP4TODozl/emL0mS1P+1trbS0dEBQEdHh6OOJEmS+kChwlFX2ekK4PW9vPe3gNHAdRExOyK+08v+JElSP3bttdfS3t4OQHt7O9dcc03JiSRJkvq/olPVjuty2ARMBlb25saZ+S+9eb0kSRpYDj/8cK688kra29sZPHgwRxxxRNmRJEmS+r2iI46O6vJ4PbAEOKbHV0iSJNVQS0sLTU2dP7o0NTXR0tJSciJJkqT+r9CII+C8zLy564mIeBXweO0jSZIk/bOxY8dy1FFHcemll3L00Ue7MLYkSVIfKDri6KyC5yRJkuqmpaWFl7/85Y42kiRJ6iM9jjiKiFcCBwJjI+LULpe2AAbVM5gkSdL6xo4dy3nnnVd2DEmSpAGj2lS1IcCoSrvRXc4vBt5Sr1CSJEmSJEkqX4+Fo8y8EbgxIs7PzAf7KJMkSZIkSZIaQNHFsZdHxFeBPYBh605m5qF1SSVJkiRJkqTSFV0c+0JgLrAjcDrwAPDnOmWSJEmSJElSAyhaOHphZn4PWJOZN2bmvwOONpIkSZIkSerHik5VW1N5fjQi3gg8Amxdn0iSJEmSJElqBEULR1+OiC2BTwBnAVsAH69bKkmSJEmSJJWuUOEoM39W+fJZ4JD6xZEkSZIkSVKj6LFwFBGf7+FyZuaXapxHkiRJkiRJDaLaiKNl3ZwbCfwH8ELAwpEkSZIkSVI/1WPhKDO/tu7riBgNfBR4L/AT4Gsbep0kSZIkSZI2f1XXOIqIrYFTgXcBPwT2ycyn6x1MkiRJkiRJ5aq2xtFXgeOAc4E9M3Npn6SSJEmSJElS6ZqqXP8EsC3wWeCRiFhceSyJiMX1jydJkiRJkqSyVFvjqFphSZIkSZIkSf2UhSFJkiRJkiR1y8KRJEmSJEmSumXhSJIkSZIkSd2ycCRJkiRJkqRu9bg4dkQsAXJD1zNzi5onkiRJkiRJUkOotqvaaICI+BLwKDATCOBdwIvrnk6SJEmSJEmlKTpV7ejMPCczl2Tm4sz8NnBMPYNJkiRJkiSpXEULR8si4l0RMSgimiLiXcCyegaTJEmSJElSuYoWjo4H3gY8Vnm8tXJOkiRJkiRJ/VSPaxytk5kP4NQ0SZIkSZKkAaXQiKOI2DUiro+IuyrHe0XEZ+sbTZIkSZIkSWUqOlWtFTgNWAOQmXOAd9QrlCRJkiRJkspXtHA0IjNvXe9ce63DSJIkSZIkqXEULRw9ERE7AwkQEW8BHq1bKkmSJEmSJJWu0OLYwIeAc4HdIuJh4H7gXXVLJUmSJPVSrF7GkIVzatPXmpUAZPOwmvQHnfkkSWp0RQtHmZmviYiRQFNmLomIHesZTJIkSdpUkyZNqml/c+fOBWC33SbWtN9a55QkqdaKFo4uBfbJzK5/FrkE2Lf2kSRJkqTemTZtWk37mzJlCgAzZ86sab+SJDW6HgtHEbEbsAewZUQc1+XSFkDtxulKkiRJkiSp4VQbcTQROBJ4AXBUl/NLgJY6ZZIkSZIkSVID6LFwlJlXAldGxCsz8w99lEmSJEmSpLpZtGgRp512GmeccQZjxowpO47U0JoKtjs2IraIiOaIuD4iFkXEu+uaTJIkSZKkOmhtbeWOO+6gtbW17ChSwytaOHpdZi6mc9raA8C/AJ+sVyhJkiRJkuph0aJFXH311QBcddVVPPHEEyUnkhpb0cJRc+X5jcBPM/PZOuWRJEmSJKluWltb6ejoAKCjo8NRR1IVRQtHV0fEXGBf4PqIGAusrF8sSZIkSZJq79prr6W9vR2A9vZ2rrnmmpITSY2tUOEoMz8NHAhMzsw1wDLgmHoGkyRJkiSp1g4//HAGD+7cJ2rw4MEcccQRJSeSGluPu6qtExHv6fJ110s/qnUgSZIkSZLqpaWl5bk1jpqammhpaSk5kdTYik5V26/L4yDgi8DRdcokSZIkSVJdjB07lqOOOgqAo48+mjFjxpScSGpshUYcZeZHuh5HxAuAn9QjkCRJkiRJ9dTS0sJ9993naCOpgEKFo24sA3asZRBJkiRJkvrC2LFjOe+888qOIW0Wiq5xdDWQlcMmYHfg4nqFkiRJm78ZM2Ywb968Qm0feughVqxYUdP7Dx8+nO22265Q24kTJzJ16tSa3l+SJKk/KDriaEaXr9uBBzNzYR3ySJKkfmLevHnMumM2OWRk1baxZiV0rK3p/ZcsX8Vji1dWv/fqZTW9ryRJUn9SdI2jG+sdRJIk9T85ZCSrX7JH2TF6NOThu8uOIEmS1LB63FUtIm6qPC+JiMXdPO6PiJM35cYR8aWImBMRsyPiVxGx7ab0I0mSJEmSpProsXCUmf9aeR6dmVus/wAmAx/dxHt/NTP3ysy9gZ8Bn9/EfiRJkiRJklQHPU5Vi4ite7qemU9GxMGbcuPMXNzlcCT/WHxbkiRJkiRJDaDaGkez6CzoBDABeLry9QuABcCOmfnopt48Iv4LeA/wLHDIBtqcBJwEMGHChE29lSRJkiRJkjZStalqO2bmTsCvgaMyc0xmvhA4EvhVtc4j4tcRcVc3j2Mq/X8mM7cDLgQ+vIEM52bm5MycPHbs2I39/iRJkiRJkrSJCu2qBrwiM1vWHWTmtRHx39VelJmvKdj/hcA1wBcKtpckSZIkSVKd9TjiqItHIuKzEbFD5fEZ4JHe3DgidulyeAwwtzf9SZIkSZIkqbaKjjh6J52jgS6vHP+ucq43zoiIiUAH8CDwgV72J0mSGsjChQsZ1L6CoY+2lR2lR03tK1i4cGHZMSRJkhpSocJRZj4FfLSWN87MN9eyP0mSJEmSJNVWocJRRIwF/hPYAxi27nxmHlqnXJIkaTM3fvx4/v7sCla/eFLZUXo05OG7GT9+fNkxJEmSGlLRNY4upHMNoh2B04EHgD/XKZMkSZIkSZIaQNE1jl6Ymd+LiI9m5o3AjRFh4UiSJPUoVi9jyMN3166/NSsByOZhVVpuRJ+rl9WsL0mSpP6maOFoTeX50Yh4I507qm1dn0iSJKk/mDhxYs37nD9/PgC77rpLlZYbpx5ZJUmS+oOihaMvR8SWwCeAs4AtgI/XLZUkSdrsTZ06teZ9trS0ANDa2lrzviVJkvTPiu6q9rPKl88Ch9QvjiRJkiRJkhpF0cWxnxMRt9cjiCRJkiRJkhrLRheOgKh5CkmSJEmSJDWcTSkc/bzmKSRJkiRJktRwNrpwlJmfrUcQSZIkSZIkNZZChaOIOC4i7omIZyNicUQsiYjF9Q4nSZIkSZKk8hTaVQ34b+CozGyrZxhJkiSpL02fPp22tuo/4s6dOxeAKVOmFOp30qRJTJs2rVfZJElqBEULR49ZNJIkSdJANWLEiLIjSJJUiqKFo9si4iLgCmDVupOZeVk9QkmSpIFlxowZzJs3r2q7+fPnA9DS0lK17cSJE5k6dWqvs6l/c1SQJEk9K1o42gJYDryuy7kELBxJkqQ+M3z48LIjSJIkDSiFCkeZ+d56B5EkSQOXI4Okgefxxx/n1FNP5X/+538YO3Zs2XEkSRtQqHAUEd/s5vSzwG2ZeWVtI0mSJEnq78455xxmzZrFOeecwxe+8IWy40iSNqCpYLthwN7APZXHXsB44D8i4n/rkkySJElSv/T4449z+eWXk5lcdtllLFq0qOxIkqQNKFo42gs4JDPPysyzgNcAuwHH8vx1jyRJkiSpR+eccw4dHR0AdHR0cM4555ScSJK0IUULR1sBo7ocjwS2zsy1dNllTZIkSZKqufrqq1mzZg0Aa9as4aqrrio5kSRpQ4oWjv4bmB0RP4iI84E7gK9GxEjg1/UKJ0mSJKn/Oeqoo2hubgagubmZo48+uuREkqQNKVQ4yszvAQcCVwCXA/+amedl5rLM/GQd80mSJEnqZ04++WSamjp/FWlqauLkk08uOZEkaUN6LBxFxG6V532AFwMPVR4vqpyTJEmSpI0ybtw4jj32WCKC4447jrFjx5YdSZK0AYOrXD8VOAn4WjfXEji05okkSZIk9Xsnn3wyf/vb3xxtJEkNrsfCUWaeVHk+pG/iSJIkSRoIxo0bxwUXXFB2DElSFT0WjiJiP+ChzPx75fg9wJuBB4EvZuZT9Y8oSeoL06dPp62trVDbuXPnAjBlypSqbSdNmsS0adN6lU2SJElSOaotjv1dYDVARLwaOAP4EfAscG59o0mSGtWIESMYMWJE2TEkSZIk1Vm1NY4GdRlV9Hbg3My8FLg0ImbXNZkkqU85KkiSJEnS+qqNOBoUEeuKS4cBv+lyrVrRSZIkSZIkSZuxasWf/wNujIgngBXA7wEi4l/onK4mSZIkSZKkfqrarmr/FRHXAy8GfpWZWbnUBHyk3uEkSZIkSZJUnqrTzTLzj92cm1+fOJIkSZIkSWoU1dY4kiRJkiRJ0gBl4UiSJEmSJEndsnAkSZIkSZKkblk4kiRJkiRJUrcsHEmSJEmSJKlbFo4kSZIkSZLULQtHkiRps7Fo0SLe97738cQTT5QdRZIkaUCwcCRJkjYbra2t3HHHHbS2tpYdRZIkaUCwcCRJkjYLixYt4uqrrwbgqquuctSRJElSH7BwJEmSNgutra10dHQA0NHR4agjSZKkPmDhSJIkbRauvfZa2tvbAWhvb+eaa64pOZEkSVL/Z+FIkiRtFg4//HAGDx4MwODBgzniiCNKTiRJktT/WTiSJEmbhZaWFpqaOn90aWpqoqWlpeREkiRJ/Z+FI0mStFkYO3YsRx11FABHH300Y8aMKTmRJElS/ze47ACSJElFtbS0cN999znaSJIkqY9YOJIkSZuNsWPHct5555UdQ5IkacBwqpokSZIkSZK6ZeFIkiRJkiRJ3bJwJEmSJEmSpG6VXjiKiE9EREaEW6NIkiRJkiQ1kFILRxGxHfA6YEGZOSRJkiRJkvTPyh5x9D/AfwJZcg5JkiRJkiStp7TCUUQcAzycmX+p0u6kiLgtIm5btGhRH6WTJEmSJEnS4Hp2HhG/Bl7UzaXPANPonKbWo8w8FzgXYPLkyY5MkiRJkiRJ6iN1LRxl5mu6Ox8RewI7An+JCIDxwO0RsX9m/r2emSRJkiRJklRMXQtHG5KZdwLj1h1HxAPA5Mx8oow8kiRJkiRJ+mdlL44tSZIkSZKkBlXKiKP1ZeYOZWeQJEmSJEnS8zniSJIkSZIkSd2ycCRJkiRJkqRuWTiSJEmSJElStywcSZIkSZIkqVsWjiRJkiRJktQtC0eSJEmSJEnqloUjSZIkSZIkdSsys+wMhUXEIuDBsnNsxsYAT5QdQgOW7z+VxfeeyuJ7T2Xy/aey+N5TmXz/bbrtM3Nsdxc2q8KReicibsvMyWXn0MDk+09l8b2nsvjeU5l8/6ksvvdUJt9/9eFUNUmSJEmSJHXLwpEkSZIkSZK6ZeFoYDm37AAa0Hz/qSy+91QW33sqk+8/lcX3nsrk+68OXONIkiRJkiRJ3XLEkSRJkiRJkrpl4UiSJEmSJEndsnDUD0XEmyIiI2K3srOo/6u81y7ocjw4IhZFxM/KzKWBJyKWlp1BA1u192BE3BARbhGsmvDnPZUpIj4TEXdHxJyImB0RB5SdSQNHRIyPiCsj4p6IuDcivhERQ3po/7GIGNGXGfsbC0f90zuBmyrPhUXEoPrEUT+3DHhpRAyvHL8WeLjEPJIkDQSb9POe1FsR8UrgSGCfzNwLeA3wULmpNFBERACXAVdk5i7ArsAo4L96eNnHAAtHvWDhqJ+JiFHAvwL/Abyjcu7giPhdRPw8IuZFxHcioqlybWlEfC0i/gK8srzk2sxdA7yx8vU7gf9bdyEi9o+IP0TEHRFxS0RMrJz/XUTs3aXdTRHxsr4Mrf6n8nn3sy7H34qIEytfPxARp0fE7RFxp3+lVz309B6UaqWHn/c29Pl3RETMjYhZEfFNRwWrl14MPJGZqwAy84nMfCQi9o2IGyvvs19GxIvhudGW36iMTLorIvYvNb02d4cCKzPzBwCZuRb4OPDvETEyImZU3mdzIuIjEXEKsC3w24j4bYm5N2sWjvqfY4BfZOZ84MmI2Ldyfn/gI8DuwM7AcZXzI4E/ZebLMvOmPk+r/uInwDsiYhiwF/CnLtfmAgdl5suBzwPTK+e/B5wIEBG7AsMy8y99llgD1ROZuQ/wbWBq2WEkaRNt6Oe9f1L5f/N3gcMzc19gbB9lVP/1K2C7iJgfEedExL9FRDNwFvCWyvvs+zx/BMiIzNwbOLlyTdpUewCzup7IzMXAAuB9wA7A3pXRcBdm5jeBR4BDMvOQPs7ab1g46n/eSecv8VSe1w1fvjUz76tUZP+Pzr9SAawFLu3biOpvMnMOnR/S76Rz9FFXWwI/jYi7gP+h88Me4KfAkZUfNP4dOL9Pwmqgu6zyPIvO96wkbY429PNed3YD7svM+yvH/9dDW6mqzFwK7AucBCwCLgLeD7wUuC4iZgOfBcZ3edn/VV77O2CLiHhBH0bWwHEw8N3MbAfIzKfKjdN/DC47gGonIramc+jenhGRwCAggZ9Xnrtad7yyUkySeusqYAadH9gv7HL+S8BvM/PYiNgBuAEgM5dHxHV0/tX0bXT+ACL1VjvP/6PIsPWur6o8r8X/B6o+qr0HpV7p4ee9K/G9pz5S+f3hBuCGiLgT+BBwd2ZuaOmLDf0uIm2svwJv6XoiIrYAJgAPlBFoIHDEUf/yFmBmZm6fmTtk5nbA/cBBwP4RsWNlbaO307mYolRL3wdOz8w71zu/Jf9YLPvE9a6dB3wT+HNmPl3feBogHgR2j4ihlb9mHlZyHg08vgdVbxv6ea+J7t9784CdKn+8gc6fA6VNFhETI2KXLqf2BtqAsZWFs4mI5ojYo0ubt1fO/yvwbGY+21d51e9cD4yIiPfAcxs8fY3O2Qu/BN4fEYMr17auvGYJMLrvo/YfFo76l3cCl6937tLK+T8D36LzQ/3+btpJvZKZCytziNf338BXIuIO1hvhkZmzgMXAD/ogovqxyg8IqzLzIeBi4K7K8x2lBtOA4XtQfWhDP++9g27ee5m5gs51ZX4REbPo/AXKX9rVG6OAH0bEXyNiDp1rqH6ezqLmmZVNd2YDB3Z5zcrKz4LfoXNRd2mTZGYCxwJvjYh7gPnASmAanX+UXgDMqbwPj6+87Fw6PwNdHHsTRee/u/qziDgYmJqZR5YcRXqeiNiWzmHOu2VmR8lxtBmr7MjXmpnu1KJS+B5UI4uIUZm5tLKN9dnAPZn5P2Xn0sAQETfQ+bvIbWVnkbRpHHEkqRSV4aV/Aj5j0Ui9EREfoHPRzc+WnUUDk+9BbQZaKgsW303nFPLvlhtHkrQ5ccSRJEmSJEmSuuWII0mSJEmSJHXLwpEkSZIkSZK6ZeFIkiRJkiRJ3bJwJEmS1IOIyIi4oMvx4IhYFBE/28T+XhARJ3c5PnhT+5IkSao3C0eSJEk9Wwa8NCKGV45fCzzci/5eAJxcrZEkSVIjsHAkSZJU3TXAGytfvxP4v3UXImLriLgiIuZExB8jYq/K+S9GxPcj4oaIuC8iTqm85Axg54iYHRFfrZwbFRGXRMTciLgwIqKvvjFJkqSeWDiSJEmq7ifAOyJiGLAX8Kcu104H7sjMvYBpwI+6XNsNeD2wP/CFiGgGPg3cm5l7Z+YnK+1eDnwM2B3YCXhVHb8XSZKkwiwcSZIkVZGZc4Ad6BxtdM16l/8VmFlp9xvghRGxReXazzNzVWY+ATwObLOBW9yamQszswOYXbmXJElS6QaXHUCSJGkzcRUwAzgYeGHB16zq8vVaNvyzV9F2kiRJfcoRR5IkScV8Hzg9M+9c7/zvgXdB5w5pwBOZubiHfpYAo+sRUJIkqdb8a5YkSVIBmbkQ+GY3l74IfD8i5gDLgROq9PNkRNwcEXcB1wI/r3VWSZKkWonMLDuDJEmSJEmSGpBT1SRJkiRJktQtC0eSJEmSJEnqloUjSZIkSZIkdcvCkSRJkiRJkrpl4UiSJEmSJEndsnAkSZIkSZKkblk4kiRJkiRJUrf+P5+teUzUCzHqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x720 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')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f12e4248-61ad-48d9-b39a-12d44e404c60",
"metadata": {},
"outputs": [
{
"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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\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"
}
],
"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)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d63e1fe9-586c-4823-957d-59721496b765",
"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
}