{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# calculate global area of different land use from LUH2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import netCDF4 as nc\n",
    "import pandas as pd\n",
    "import sys\n",
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_name = '/scratch/projects/shk00056/LUH2/'\n",
    "ds_126 = xr.open_mfdataset(dir_name + 'multiple-states_input4MIPs_landState_ScenarioMIP_UofMD-IMAGE-ssp126-2-1-f_gn_2015-2100.nc'\n",
    "                           ,decode_times=False)\n",
    "ds_585 = xr.open_mfdataset(dir_name + 'multiple-states_input4MIPs_landState_ScenarioMIP_UofMD-MAGPIE-ssp585-2-1-f_gn_2015-2100.nc'\n",
    "                           ,decode_times=False)\n",
    "ds_static = xr.open_mfdataset(dir_name + 'staticData_quarterdeg.nc')\n",
    "ds_add_126 = xr.open_mfdataset(dir_name + 'added_tree_cover_input4MIPs_landState_ScenarioMIP_UofMD-IMAGE-ssp126-2-1-f_gn_2015-2100.nc'\n",
    "                              ,decode_times=False)\n",
    "ds_add_585 = xr.open_mfdataset(dir_name + 'added_tree_cover_input4MIPs_landState_ScenarioMIP_UofMD-MAGPIE-ssp585-2-1-f_gn_2015-2100.nc'\n",
    "                              ,decode_times=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "foo = (ds_126['primf'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "primf126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['primf'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "primf585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['secdf'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "secdf126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['secdf'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "secdf585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['c3ann'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3ann126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['c3ann'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3ann585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['c4ann'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c4ann126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['c4ann'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c4ann585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['c3per'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3per126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['c3per'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3per585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['c4per'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c4per126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['c4per'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c4per585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['c3nfx'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3nfx126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['c3nfx'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "c3nfx585 = foo * 100 /1e6 # Mha\n",
    "###\n",
    "foo = (ds_126['pastr'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "pastr126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_585['pastr'] * ds_static['carea']).sum(axis=(1,2)).values \n",
    "pastr585 = foo * 100 /1e6 # Mha\n",
    "###########\n",
    "total126 = primf126 + secdf126\n",
    "total585 = primf585 + secdf585\n",
    "crop126 = c3ann126 + c4ann126 + c3per126 + c4per126 + c3nfx126\n",
    "crop585 = c3ann585 + c4ann585 + c3per585 + c4per585 + c3nfx585\n",
    "####\n",
    "foo = (ds_add_126['added_tree_cover'] * ds_static['carea']).sum(axis=(1,2)).values\n",
    "add126 = foo * 100 /1e6 # Mha\n",
    "foo = (ds_add_585['added_tree_cover'] * ds_static['carea']).sum(axis=(1,2)).values\n",
    "add585 = foo * 100 /1e6 # Mha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Forest area')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ce3Uvx7qJ6YlITE/Ei8QXBT6eub45rIysYGVoJf1b0aiixquSUSXpfQXDCtBV6Bb4eERElD0mgUREROXIy8SXOPrgKI4EHcGxoGOIS43Ltp69hT0aWTdCUnoSEtISNF6J6YlIyUjJ97FjU2MRmxqL4OjgPLexMLCArYktbIxtpH9tTP57X9GoIpRCiTRlGlIzUpGmTMt8r/zvfboyHRmqjLe+lEIJpUoJpVBqfK0SKujIdaCQKTL/lWf++3rZm+VvbnOo4ICO9h2hp9DL93UjIipsTAKJiIjKMJVQ4frz6/B84AnPB564/PQyBESWenKZHM7VneHm6IY+dfqgfqX6kMlkOe43Q5WB+NR4xKbGIiYlBjEpMYhN+e99TEoMolOiEZUchVfJr/Aq6ZX0b0xKTLYxZEe9r8DIwAJfg5LCwsACfR37YtB7g9DdoTsMdQ21HRIRlVNMAomIiMqY2JRYnAo+Bc8HnjgadBThCeHZ1rM0sESvOr3gVscNPWr3QAXDCnk+ho5cB5aGlrA0tMx3fEqVEjEpMVJSGJEUgcikSI2Xuuxl4ku8SHiBxPTEfB+npIlJicH2f7dj+7/bYaxrjD6OfTDovUHoXac3TPRMtB0eEZUjTAKJiIhKOaVKiavPr+J40HEcf3gcF8IuQCmU2dZtbNMYvWv3Rh/HPmhTrY1WJmtRyBWZzwQaWQFWeWuTkJaAFwkv8CLxhfRveEI4opKjoCvXhZ5CD3oKPejr6Evv1S9duS50Fboat2pmd9umQq7I8l4hV0Auk0Op+u8WUen2UZVS41bSN8vU5cnpyTjz+Az+ufcP4tPiAWQ+Y7n39l7svb0XBjoG6Fm7J4Y1HAY3RzeOEBJRkWMSSEREVAo9jXuKEw9P4PjD4zgZfBJRyVHZ1jPSNUKXml3Qp04f9K7TG9XNqxdzpIXDRM8EJhVM4FDBQduhFMiY5mOQmpGKU8GnsP/ufvx972/pe5aSkQKPQA94BHrATN8MH9T/AMMbD0cHuw5cmoOIigSTQCIiolIgMikS3o+94fXYC16PvXAn4k6Odeta1UUPhx7oVacXOtp3hIGOQTFGSjnR19FHH8c+6OPYB+nKdHiHeGP/nf04GHhQmnU1LjUOf1z/A39c/wPVzKrho0YfYXjj4Who3VDL0RNRWcIkkIiIqASKTo6Gd4g3vB5lJn0BLwNyrGuub44utbqgh0MP9HDoATsLu2KMlApCV6GLrrW6omutrljbey28Hnthx787sP/ufiSkJQAAwuLC8NP5n/DT+Z/QxKYJPmr0EYY2HFpqR3OJqORgEkhERFQCvEx8Cd8QX/iE+MD3iS9uhN/IcQZNuUyOllVaSklf62qtuRB7KaaQK6SE8Jc+v+DQvUPY8e8OHAs6Jj3befPFTdx8cRPTTk1DB7sOGNZwGN6v/37mc5VERPnE3xhERETFTAiBF6kvsCNgB/zC/OD7xDfXhdplkKF55eboaN8Rnew7wcXOBWb6ZsUYMRUXI10jDG04FEMbDkVEYgT+vP0ndvy7AxefXpTq+IT4wCfEB18c/SJzQplGw9DXsS+M9Yy1GDkRlSZMAomIiIpJdHI0Vl9cjc3XN+NJ3BPgbvb1ZJChsU1jdLLvhE41O6GDXQdYGFgUa6ykfZWMK+Fzp8/xudPnCIoKwu6A3dgZsFP6wCBdlY5/7v+Df+7/A2NdY/Sr2w9DGgxBj9o9+BwoEeWKSSAREVERe5X0CisvrMSai2ukJQJepyPXQasqreBSwwUudi5wru5coPX3qOyqXaE2fnD9ATM7zMSN8BvYFbALu2/txtP4pwAyl5zYfWs3dt/aDVM9U/Sv1x+D6w9Gd4fu0NfR13L0RFTSMAkkIiIqIi8TX2K533Ksu7xOY7FzHbkO6hvVR/9m/dGpZie0rtYaRrpGWoyUSguZTIZmlZuhWeVm+KnbT/AN8cWugF3Yd2cfolOiAQDxafHY8e8O7Ph3B8z0zeBezx2D6w9GN4du0FPoafkMiKgkYBJIRERUyJ7HP8cyv2VYf2U9kjOSpXJduS5GNx2NKW2m4K7fXfR26Q1dXV0tRkqlmVwmh6u9K1ztXfFz759xOvg09t7Zi4N3DyI2NRZA5pIT225uw7ab22BhYIEB9QZgSIMh6FyzM3QV7HtE5RWTQCIiokLyJPYJlvktw+/XfkdKRopUrqfQw2fNP8M052moYV4D6enpuJvTA4FEBaCn0EOvOr3Qq04vbOizASeDT2Lv7b34+97fiEuNAwDEpMRg843N2HxjM6wMrTDovUEY0nAIXO1ctRw9ERU3JoFERETv6MGrB1h8bjG2/bsNGaoMqdxAxwDjWozDN+2+QVWzqlqMkMoTfR19uDm6wc3RDSkZKTjx8AT+vP0nDt07JK1B+Cr5FX679ht+u/YbrI2tMbDuQFRPqI5eopeWoyei4sAkkIiIqID+ffEvfvT9Efvu7INKqKRyI10jTGg5AVPbTYWtia0WI6TyzkDHAP3q9kO/uv2QnJ6Mo0FH8eftP/HPvX+kW5VfJr7EhmsbAAB/b/0bi7ouQueanbUZNlGp8jDqIRwqOGg7jHyRazsAIiKi0uZi2EX0290PTTY0wZ+3/5QSQHN9c8x0mYmQr0OwrPsyJoBUohjqGmLgewPx5/t/IuKbCOwZtAcD6g2AvuK/2UMvPbuELtu6oNv2brj89LIWoyUqHf689SfqrauHtZfWajuUfGESSERElAdCCJwKPoWu27qizR9t8M/9f6RtlYwq4cfOPyLk6xDM7zwfFY0qajFSorcz1jPGkIZDcGDIAbz85iU29d2EGgY1pO2ngk/BaaMTBv45EHci7mgxUqKSa1fALgw7MAwZqgx8cfQLnHl0Rtsh5RlvByUiIsqFUqWER6AHFp9fjCvPrmhsq2ZWDd+0+wafNv+USzxQqWWmb4bhjYbD/Ik54uziMM9nHh7FPAIAHAw8iL/v/Y0RjUdgTsc5sLew126wRCXEtpvbMPrv0dKdIGOajUFH+47aDSofOBJIRESUjdSMVPxx7Q/U/6U+3t/3vkYCWLtCbWzsuxEPv3yIL1t/yQSQygSFTIGPGn6EwM8Dsa73Oul2ZpVQYevNrXD82RFfHv0SLxJeaDlSIu3adH0TRnmMkhLA8S3G47e+v0EuKz2pVemJlIiIqBjEp8Zjhf8KOKxxwKf/fIr7r+5L25rZNsOf7/+JwEmBGNN8DBfepjJJT6GHia0mIuiLICzushgWBhYAgHRVOn6+9DMc1jhgltcsaekJovLkt6u/YcyhMRAQAIDPW32OX/r8UqoSQIBJIBEREQAgMikSs7xmwW6VHaacmIKn8U+lbZ3sO+H48OO4OvYqBjcYDIVcocVIiYqHsZ4xprefjkdfPcJ37b+TRrwT0xMx32c+aq2uhRX+KzTWxCQqy9ZdWodxh8dJX09uMxlreq2BTCbTYlQFwySQiIjKtSexT/DV0a9QY2UNzPeZj+iUaGmbez13+I/xx5mRZ9DdoXup/EVP9K4sDCywsMtCPPzyISa1mgQdeeaUEq+SX2HKiSlw/NkRm65v0lgjk6isWX1hNT4/+rn09TftvsHy7stL7e+FUpMEXrt2DXPnzkW/fv1Qr149WFlZQVdXF1ZWVnB2dsbChQsRFRWV6z7++usv9O3bF1WqVIGenh6MjY1Rt25dfPbZZ7hx48ZbY3j48CHGjRuHmjVrwsDAANbW1ujRowf279+f53MYPnw4qlWrBn19fVSuXBkDBgzAmTOlZyYhIqKy4m7EXYz+ezQc1jhgzaU10pppOnIdjGwyEncm3sHBIQfRplobLUdKVDLYmthibe+1uPf5PXzU6CPIkPnHb2hcKMYcGoNG6xvhwN0DEEJoOVKiwrXcbzm+Pv619PV37b/DT11/KrUJIABAlBKTJk0SAKSXgYGBMDU11SirWLGi8PPzy9I2JSVF9O3bV6OuiYmJ0NPTk76Wy+VixYoVOR7f09NTGBkZSfXNzMyEXC6Xvh49erRQqVQ5tv/999+Fjo6OVN/c3FzIZDLp69mzZxfousTGxgoAIjY2tkDtC1NaWprw8PAQaWlp2g6FSMJ+SW+6FHZJDNgzQMjmyATmQHoZLjAUXx75UoTEhBR5DOyXVNIUpE/eDL8p3Ha5afw/whwIp9+dxJngM0UYLZUXJeFn5WLfxRr9e7bX7Fz/5te2vOYGpWYk0MnJCUuXLoW/vz+io6ORnJyMuLg4xMfHY8uWLahUqRIiIyPh7u6O2NhYjbY//vgj/vkncz2niRMnIiwsDPHx8UhOTsaVK1fQvn17qFQqTJkyBVeuXMly7EePHmHw4MFISkqCs7Mz7t27h9jYWMTGxmLWrFkAgM2bN2Pp0qXZxu7v74/x48cjIyMD7u7uCA0NRUxMDCIiIjBuXOZ9xXPnzsXevXsL85IREdH/E0LgzKMz6LqtK5w2OuFg4EHpoX4LAwv80OEHhHwdgtW9VqOGeY237I2IAKCxTWP88+E/8B3tC+fqzlL5paeX0HlbZ/Tc0RPXn1/XYoRE72a+93zMOD3jv687zcecjnNK9wigWvHkpEXv+PHj0qjajh07NLbZ29sLAMLV1TXbtjExMcLExEQAEDNmzMiyffjw4QKAsLW1FdHR0Vm2jx07VhodjIqKyrK9ffv2AoBo1KhRtp9k9OjRQwAQdnZ2IiMjI28n/P84EkiUO/bL8k2pUoqDdw8Kp9+dsoxWVF5WWSw9v1TEpcQVe1zsl1TSvGufVKlU4vC9w6LRL42y/F8b+tdQ8eDVg0KOmMoDbf2sVKlUYtaZWRr9eJHvomKNoaDK3Ejg27Rp898zG2FhYRrbnj9/DgBo2bJltm3Nzc3h6OgIAEhISNDYlpiYKD3zN2HCBFhYWGRp/+233wIA4uLi4OHhobEtODgY586dAwBMnToVurq6ObYPCQmBj49PtjESEVHeZagysOPfHWi0vhEG/DkAl55ekrY5WDrgV7dfEfxVMKa2mwpTfVMtRkpUNshkMvRx7IPr465jm/s2jUXl99zag/fWvYeJnhPxPP659oIkygMhBL4/8z3m+cyTypZ3X44Z7Wfk0qr0KTNJoK+vr/TewcFBY1utWrUAAFevXs22bWxsLO7fz1wH6s1E8dy5c0hOzpwsoFevXtm2t7e3x3vvvQcAOHHihMa2kydPSu979uyZbfv27dvD1NQ02/ZERJR3KRkpWH95Per8XAcjDo7AnYg70rbGNo2xe9BuBH4eiLEtxsJAx0CLkRKVTQq5AiOajEDgpECs7rkalYwqAcj8YGb9lfWo/XNtzDwzE7EpsW/ZE1HxE0Jg2slpWHRukVS2uudq/K/t/7QYVdEo1UlgamoqHj9+jLVr12LEiBEAgNq1a6Nv374a9SZMmAAAOHv2LCZNmoSnTzPXfhJC4Nq1a3Bzc0NCQgLatGmDjz76SKPtrVu3pPcNGjTIMZaGDRsCAG7fvp1te2tra1hbW2fbVqFQoF69etm2JyKit1MJFbbe2AqHNQ6YeGQiHsc8lra1q94Ohz88jBvjbmBow6HS9PZEVHT0dfTxZesv8fDLh5jjOgcmeiYAgKT0JCz0XQiHNQ5Y6b8SqRmpWo6UKJMQApOPT8Yy/2VS2S+9f8GXrb/UYlRFp1T+JjQwMEBqatYfGs7Ozti1axf09fU1yidNmoSwsDAsW7YMv/zyC3755ReYmJggLS0NaWlpsLW1xYwZMzBr1izo6GhekmfPngEALC0tYWRklGNMVatW1aj/Znv19tzaX758OUv7N6Wmpmqce1xcHAAgPT0d6enpubYtaurjazsOotexX5Z9556cw9RTU3Et/JpGefda3TG93XS0r94eMpkMGRklZw0z9ksqaYqqTxrIDfCd83f4tOmnWHx+MX699ivSVel4lfwK/zvxP6y+uBqzOszCsAbDoJArCvXYVPoV189KlVBh8onJWH91PQBABhl+6fULxjQdU+p+Tuc13lKZBNra2iIlJQUJCQlITEwEAHTq1AlLlixBjRpZZ3WTy+VYtGgR6tevj88//xwJCQkaz/6lpKQgNjYWiYmJMDQ01GgbHx8PALkmgK9vV9cvrPZvWrRoEebOnZul/MSJE289RnF5/RZYopKC/bLseZH6AlufbYVfrJ9GeSuzVhhqOxQORg6IvxWPo7eOainCt2O/pJKmKPtkV3RFo7qNsCt8F3yifSAgEBIbgjH/jMG8k/MwovIItDBrUTZmXqRCVZT9UiVU2BC2ASdeZT6SJYMMn1f/HJWfV8aR50eK7LhFJSkpKU/1SmUS+PjxY+n9y5cvsX37dixcuBBOTk6YOXMm5s2bp1E/MjISH3zwAc6ePYtu3bph9uzZaNiwIZKTk+Hv74/p06dj/fr1OH78OHx8fN46aqdN3377Lf73v//uS46Li0P16tXRvXt3mJmZaTGyzE8eTp48iW7dumU7AQ6RNrBflj1xqXFY7LcYawLWIE2ZJpU3sm6EZV2XoZN9Jy1Glzfsl1TSFGefHI3RuPHiBn7w+gHHg48DAEJSQrDg0QK4VHfBj51/ROuqrYs0BiodirpfKlVKTDg6QUoA5TI5NrptxPBGwwv9WMVFfZfg25TKJPB11tbWmDJlClxcXNC2bVvMnz8fTk5OcHNzk+qMHDkSZ8+ehaurK44fPy59wmRubo4BAwbA2dkZDRo0QHBwMGbMmIHt27dLbdUTtrwtq1ZvV9cvrPZv0tfXz3K7KwDo6uqWmD8kSlIsRGrsl6WfUqXEpuubMNNrJl4mvpTKrY2tsaDTAnzS7JNSdzsZ+yWVNMXVJ1tVa4VjI47B65EXZpyeIc3g6xvqC5etLhj43kD82PlH1K1Yt8hjoZKvKPqlUqXEmMNjsP3fzL/7FTIFtg/Yjg8bfVioxylueb1OpXpimNc5OTmhffv2AIDffvtNKr979y6OHMkcyp0yZUq2txhYW1vj448/BgAcOHAAQghpW5UqVQAA0dHRuSZy6slm1PXfbK/ent/2REQEnHl0Bs1/a46xh8dKCaCeQg/TnafjwRcP8FmLz0pdAkhEQKeanXBhzAX89cFfcLRylMoP3D2ABr80wPjD47msBBW6DFUGRhwcoZEA7h60u9QngPlRZpJA4L/JV4KCgqSyO3f+mx78zaUjXlenTh0AmSNyL1/+9wmzetZPIPeZO9WzgL45g6i6/cuXLxEREZFtW6VSicDAwGzbExGVZw9ePYD7Hnd02dYF/774Vyr/oP4HCJwUiMVdF8NMX7u3whPRu5HJZBhUfxBuTbiFDX02wNbEFgCgFEr8evVXLitBhSpdmY4P93+I3bd2AwB05brY98E+fNDgAy1HVrzKVBIYHBwMQPOWSrn8v1MMCQnJse2LFy+k9yYmJtL79u3bS5PFHDt2LNu2ISEhuHv3LgCge/fuGtu6desmvc+p/fnz56UJYd5sT0RUHkUnR+N/x/+HBr80wN/3/pbKW1RuAZ9RPtj7wV7UtKypxQiJqLDpKnQxruU4BH0RhAWdFsBU7/8fqXltWYnVF1ZzWQkqsDRlGob8NQR/3fkLQOYdJQeGHMCA9wZoObLiVyqSQKVSqXGLZnZOnz6NS5cy7yfv2LGjVN68eXPp/fr167Ntm5iYiG3btgEAGjduDGNjY2mbsbExBg0aJLWPjc36KdRPP/0EIDP5dHd319hWq1Yt6TbV5cuXZztt6+LFiwEAdnZ26NChQ67nSURUlmWoMvDL5V9Q5+c6WHlhJdJVmT8zK5tUxpb+W3Dps0twsXPRcpREVJSM9YzxfYfv8fDLh/iq9VfQlWc+4/Qq+RW+Pv416q6ti43XNiJdWbqm7iftSs1IxaC9g3Aw8CAAQF+hj7+H/g03R7e3tCybSkUSGBoaimbNmuHXX39FcHCwRkIYGhqKxYsXo3///hBCoEKFCpg8ebK03c7OTlo8/p9//sGIESPw8OFDCCGQnp4OPz8/dOzYURpFnDJlSpbjz5s3D8bGxnj+/Dn69u2LBw8eAMhMHufNm4cNGzYAAGbOnAlLS8ss7ZcsWQKFQoGbN29i6NCh0vN/UVFRmDhxIo4ePapRj4ioPDoedBxNNjTBpCOT8Cr5FQDAQMcAP3T4Afe/uI+RTUdCLisVv7aIqBBUMq6EVT1X4d7n9zCs0TCpPCQ2BJ/98xnqrauHLTe2IENVctYApZIpOT0Z7n+64/D9wwAAQx1DHB52GD1r99RyZFokSoFHjx4JANJLT09PVKxYURgbG2uU16xZU1y7di1L+4iICNGiRQuNukZGRkJHR0ejbOrUqTnG4OnpKYyMjKS65ubmQqFQSF+PGjVKqFSqHNv//vvvGsezsLAQMplM+nr27NkFujaxsbECgIiNjS1Q+8KUlpYmPDw8RFpamrZDIZKwX5Z8t1/eFj139BSYA43XsP3DREhMiLbDKxLsl1TSlIY+ee3ZtWx/VtReU1tsv7ldZCgztB0iFbLC6JeJaYmi67auUn8xWmgkvB55FV6QJUxec4NS8ZFqlSpVsHfvXkycOBEtWrRAxYoVERcXB5VKhRo1aqBv377YuHEjbt++jWbNmmVpX7FiRVy4cAEbN25Ejx49YGNjg/T0dOjo6KBWrVoYPnw4fH19sXTp0hxj6N27N/7991989tlnsLe3R3JyMiwsLNCtWzf89ddf2Lx5c66Lm3766ae4ePEihg0bhqpVqyIpKQnW1tZwd3fH6dOnMWfOnMK4VEREpUZEYgQmeU5C4/WNcSzov2emW1dtDb9P/LBz4E7UMK+hxQiJqCRpVrkZjn50FH6f+KFbrf/mXAiKCsKIgyPQcH1D7Lm1Byqh0mKUVJIkpiXCbZcbTgWfAgCY6Jng2EfH0NG+o3YDKwFkQrzlYTsq0eLi4mBubo7Y2NgSsVj8kSNH0Lt3b657RSUG+2XJk5qRip8v/YwFPgsQm/rfc9bVzapjcdfFGNpwaJm/7ZP9kkqa0tgnfUN8MfvsbHg99tIob1CpAeZ0nIOB7w0s8z9Lyrp36ZfxqfHos6sPfJ/4AgDM9M1w7KNjaFu9bVGEWmLkNTfg/wwiIioWQgjsv7Mf9X+pj29OfiMlgMa6xljQaYH03A//aCOivHCxc8GZkWfgNdILLjX+mzDqdsRtfLDvAzT7tRk8Aj3eOrkglT1xqXHoubOnlABaGFjg5IiTZT4BzA/+piUioiJ39dlVdNzaEe/vex/B0ZkTcckgw5hmY/Dgiwf4vsP3MNQ11G6QRFQqdbTvCO9R3pl/5Ff774/8f1/8iwF/DkDL31vC874nk8FyIjYlFt23d4dfqB8AwNLAEqc/Pg2nqk5ajqxkYRJIRERF5mncU4z0GImWv7eET4iPVN7JvhOujbuGjf02orJpZS1GSERlgUwmQ9daXXH+k/M4+tFRtKrSStp27fk1uO12Q5s/2uB40HEmg2VYdHI0um7viotPLwIArAytcGbkGTSv3PwtLcsfJoFERFToEtMSMffsXDiudcS2m9uk8joV6uDvoX/j9Men0dS2qfYCJKIySSaToWftnrj46UX88+E/aGb734SBl55eQs+dPdF+c3ucDj7NZLCMeZX0Cl22dcGVZ1cAAJWMKsFrpBd/1+SASSARERUalVBh281tqLu2LuZ4z0FSehKAzNtxVvVYhVsTb6Ff3X65zqZMRPSuZDIZ3BzdcHXsVRwcchCNbRpL2/xC/dB1e1d03NoR3o+9tRckFZrIpEh02dYF18OvAwCsja3hNdILjWwaaTmykotJIBERFQrfEF84/e6EkR4j8TT+KQBAR66DL52+RNCXQfiqzVfQU+hpOUoiKk9kMhnc67nj+rjr2PfBPtSvVF/a5hPig45bO6Lz1s449+Sc9oKkd/Iy8SU6b+2Mmy9uAgBsTWxxduRZNLBuoOXISjYmgURE9E6Co4Px/t730WFLB1x9flUq7+vYF7cm3MLqXqtRwbCCFiMkovJOLpPj/frv49/x/2LXwF2oa1VX2ub12Asum13QfXt3+If6azFKyq/whHB02toJAS8DAABVTKvg7MizeK/Se1qOrORjEkhERAUSmxKLb058g/fWvYf9d/dL5Y1tGuPUiFM49OEh1K1YN5c9EBEVL4VcgQ8bfYjbE29j+4DtqF2htrTtZPBJtNvUDr129sLlp5e1GCXlxfP45+i0tRPuRNwBAFQzqwbvUd78vZNHTAKJiChfMlQZWH95PWr/XBvL/JchTZkGALAxtsHvfX/HtbHX0KVWFy1HSUSUM4VcgeGNh+PupLvY0n8LalnWkrYdCzoGp41O6Le7H26E39BekJSjp3FP4brFFYGRgQCAGuY14D3KWyOpp9wxCSQiojw7HnQcTTc0xcQjExGZFAkA0Ffo49v23+LBFw/wafNPoZArtBwlEVHe6Mh1MLLpSAROCsTGvhthb2Evbfvn/j9o9mszDNo7CLde3tJekKQhNDYUrltc8SDqAQDA3sIe3qO8NRJ5ejsmgURE9Fb/vvgXvXf2Rs+dPXE74rZUPqTBEAR+Hogfu/wIU31TLUZIRFRwugpdjGk+Bvc+v4cNfTagmlk1aduBuwfQeH1jfLj/Q9yLvKfFKOlxzGO4bnHFw+iHAIBalrXgPcpbI3mnvGESSEREOQp4EYD3976PJhua4GjQUancqaoTzn9yHnve38NfvkRUZugp9DCu5Tg8+OIB1vRcA1sTWwCAgMCeW3tQ/5f6GOkxEg+jHmo50vInODoYrltc8SjmEQCgdoXa8B7ljRrmNbQcWenEJJCIiLK4/fI2Bu8bjMYbGmtM+lLdrDp2DtwJ/zH+aFe9nRYjJCIqOgY6Bvii9Rd4+OVDLOu2DBWNKgL4by3UeuvqYfzh8Xga91TLkZYPQVFB6LilI57EPgEA1LWqC+9R3hojtpQ/TAKJiEhyN+Iuhv41FI3WN8K+O/ukclsTW6zqsQr3Pr+HYY2GQS7jrw8iKvuMdI0wpd0UPPrqERZ1WQRLA0sAmRNk/Xr1VzisccCU41MQkRih5UjLrqcpT9FtZzeExoUCAN6r+B7OjjqLKqZVtBxZ6cbf4kREhMDIQAzbPwwNfmmAP2//CQEBALA2tsaK7isQ/GUwvmrzFQx1DbUcKRFR8TPRM8GM9jPw+OvHmOM6B6Z6mc9ApypTseLCCtRaUwuzvWYjNiVWy5GWLYGRgZgZNBNP4zNHXBtaN8TZUWel23Sp4JgEEhGVY3cj7mLY/mGov64+dt/aLSV/lYwqYVm3ZXj01SNMbjuZyR8REQAzfTPM7jgbj756hG/afQMDHQMAQEJaAub5zEOtNbWw5PwSJKUnaTnS0is2JRa7A3ZjyF9D0HZzW0RnRAPIXIP2zMdnYG1sreUIywYdbQdARETF707EHcz3mY8/b/036gcAFY0qYlq7aZjYaiKM9Yy1GCERUcllZWSFJd2W4Os2X2OBzwL8fu13ZKgyEJUchemnpmOF/woMfG8g3Bzd0LlmZylZpOw9jXuKQ/cOweOeB7weeSFdla6xvYlNE5z++DSsjKy0FGHZwySQiKgcuf3yNub5zMO+2/uyJH9T207FJKdJMNEz0WKERESlRxXTKvilzy+Y2m4q5nrPxfab2yEg8CLxBdZfWY/1V9bDSNcIXWt1hVsdN/Rx7MNn2f5fYGQgPAI9cDDwIC49vZRtnQqGFdDKqBW2DtvKBLCQMQkkIioHbr28hXne8/DXnb80kr9KRpXwTbtvMKHVBCZ/REQFVMuyFra6b8W0dtMw13su/r73N9KUaQCApPQkHLp3CIfuHQIAtKjcAm6ObnBzdEPzys3LzURbQghceXYFBwMP4mDgQQRGBmZbz87cDu713OFezx2tK7fGiWMnUMGwQjFHW/YxCSQiKsP+ffEv5nnP01jmAcic8OWbdt9gQssJvO2TiKiQNLBugL0f7EVCWgJOBZ/C4fuHcfj+YbxIfCHVufr8Kq4+v4q53nNhY2yDPnX6wM3RDV1rdYWpvqkWoy98GaoM+IT44ODdg/C454GwuLBs6zWxaSIlfk1smkAmkwEA0tPTs61P745JIBFRGXQj/Abmec/DwcCDGuU2xjaY5jwN41uOh5GukZaiIyIq20z0TKSkRiVUuPrsKg7fP4x/7v+D6+HXpXovEl9g041N2HRjE3Tluuho3xFujm7oU6cPHCo4aPEMCi45PRknHp7AwcCD+Of+P4hKjspSRwYZnGs4Y2C9gXCv546aljW1EGn5xiSQiKgMufb8GuZ5z8Pf9/7WKLc1scW0dtMwruU4Jn9ERMVILpOjVdVWaFW1FeZ2mouncU9x+P5heD7wxKngU0jOSAYApKvScTL4JE4Gn8RXx75CXau66FOnD/o49kH7Gu2hp9DT8pnkLDo5Gp4PPHEw8CCOBR3LdnZUPYUeutTsggH1BqBf3X6wMbHRQqSkxiSQiKgMuPLsCuZ6z8Xh+4c1yiubVMZ05+kY22Isl3kgIioBqppVxbiW4zCu5Tgkpyfj7OOzUlIYEhsi1bv36h7uvbqHFRdWwFTPFN0cuqFPnT7oVbsXKptW1uIZZHoe/1ya2MXrsRcyVBlZ6pjomaB3nd4YUG8AetfpDTN9My1EStlhEkhEVIr5h/pjvs98HA06qlFe1bQqZrSfgU+bf8qpyYmISihDXUP0qtMLver0wlqxFrcjbsPzvicOPzgMv1A/qIQKABCfFo8Ddw/gwN0DAIDmlZujd+3e6F2nN5yqOkEhVxRLvKGxoThw9wD+uvsXzj85rzHRmFolo0roV7cfBtQbgC61uvB3UAnFJJCIqBTyfuyN+T7zcfrRaY3yambV8G37b/FJs0/4i5eIqBSRyWRoaN0QDa0bYnr76YhKjsKJhyfg+cATRx8cxavkV1Lda8+v4drza1jguwAVDCugu0N39KrdCz1r9yz0xdQfxzzG/jv78dfdv3Ah7EK2dewt7DGg3gC413OHc3XnYktKqeCYBBIRlRJCCJwKPoX5PvPh+8RXY5uduR1mtJ+B0U1HQ19HX0sREhFRYalgWAFDGw7F0IZDoVQpcfnZZXje98SRoCO49vyaVC8qOQp7bu3Bnlt7AAAtq7REr9q90Kt2rwKPEgZHB2Pf7X346+5fuPLsSrZ16leqj0HvDcLA9wZqzOhJpQOTQCKiEk4IgSMPjmC+z3xcfHpRY5uDpQO+c/kOIxqPgK5CV0sREhFRUVLIFWhTrQ3aVGuD+Z3n41n8MxwLOoajQUdx8uFJxKbGSnWvPLuCK8+uYL7PfFQ0qoietXvCrY4betTuAQsDixyP8Sj6Efbd2Ye9t/fi6vOr2dZpbNMY77/3PgbVH4T6leoX9mlSMWISSERUQqmECgfuHsCPvj9qTCkOAPUq1sP3Lt9jaMOh0JHzRzkRUXlSxbQKPmn2CT5p9gnSlem4EHYBRx4cwdGgo7j54qZULzIpEjv+3YEd/+6AQqZA+xrtpXUJ61WshyexT6TE7/Kzy9keq3nl5lLi52jlWFynSEWMfzkQEZUwGaoM7A7YjUXnFuFu5F2NbY2sG2Fmh5kY9N4gPnNBRETQVejCxc4FLnYuWNR1kTRKeOTBERx/eBwJaQkAAKVQwjvEG94h3ph2ahqsja3xMvFltvtsXrk5BtcfjPfrv19q1yuk3DEJJCIqIVIzUrHlxhb8dP4nPIp5pLGtReUWmNlhJvrV7Qe5TK6lCImIqKR7fZQwTZkGnxAfacbRoKggqd6bCWBT26YYXH8wPmjwAWpXqF3cYVMxYxJIRKRlCWkJ2HhtI5b5LcPT+Kca21xquOB7l+/R3aE7H7onIqJ80VPooWutruhaqytW9lyJ+6/uSwnhpaeXUMuyFgbXH4zBDQajjlUdbYdLxYhJIBFRMUvNSMXFpxdx5tEZeD32woWwC0hTpmnU6e7QHd+7fI8Odh20FCUREZU1jlaOcGzriMltJ2s7FNIyJoFEREUsXZmOK8+uwOuxF7wee+H8k/NIzkjOtm7/uv3xvcv3aFW1VTFHSUREROUFk0AiokKmEircDL+JM4/O4MzjM/AJ8ZEezM+Og6UDutbqikmtJqGRTaNijJSIiIjKIyaBRETvSAiBwMhAKek7+/gsopKjcqxf3aw6OtfsjE72ndCpZifUMK9RjNESERFRecckkIioAB7HPMaZR2dw+tFpnHl0BuEJ4TnWtTG2QaeandDZvjM61+yMWpa1OMkLERERaQ2TQCKiPHiZ+DIz6Qs+jTOPzyA4OjjHupYGluho3xGda2Ymfe9VfI9JHxEREZUYTAKJiLIRmxILnxAfnH50Gqcfncatl7dyrGusawxXe1dppK+xTWMu5E5EREQlFpNAIiIAKRkp8Av1w+ngzKTvyrMrUApltnX1FHpoW60tutTsgi61uqBVlVbQVegWc8REREREBcMkkIjKJfUMnseCjuHUo1M4/+Q8UpWp2daVy+RoUbkFutTsgs41O8O5hjOMdI2KOWIiIiKiwsEkkIjKjYjECJwMPoljQcdw4uEJvEh8kWPd+pXqZ4701ewCV3tXWBhYFF+gREREREWISSARlVkZqgz4hfph1/NdWLB5Aa4+vwoBkW1dO3M76fbOzjU7w9bEtpijJSIiIioeTAKJqEwJTwjHsaBjOBp0FCcenkBMSky29Yx1jdGlVhf0cOiBHg49uGwDERERlRtMAomoVMtQZeBC2AUcfXAUR4OO4nr49RzrNrZpjJ4OPdGzdk8413CGnkKvGCMlIiIiKhmYBBJRqRORGIGjQUfh+cAz19E+CwMLdK3ZFZUTKmOK+xTYVbAr3kCJiIiISiAmgURU4qmECtefX4fnA094PvDE5aeXc3y2r3nl5uhVuxd61e6F1tVaQygFjhw5giqmVYo5aiIiIqKSiUkgEZVI8anxOBl8Ep73PXEk6AjCE8KzrWdhYIHuDt3Ru3Zv9KjdI8uELunK9OIIl4iIiKjUYBJIRCXG/Vf34Xk/c7TPJ8QH6arsE7hG1o3Qp04f9K7TG22rt4WOnD/KiIiIiPKKfzkRkdakKdPgE+IjJX4Poh5kW89I1whdanZBnzp90KtOL9Qwr1HMkRIRERGVHUwCiahYvUx8iSMPjuDw/cM48fAE4tPis61X06Im+tTpgz6OfdDRviMMdAyKOVIiIiKisolJIBEVKSEEbr64icP3D+Pw/cO49PRStpO6KGQKtK/RXkr83qv4HtftIyIiIioCTAKJqNAlpyfjzKMzmYnfg8MIiwvLtp6VoRV61ekFtzpu6O7QHZaGlsUcKREREVH5wySQiArF8/jn8HzgiX/u/4OTD08iOSM523qNrBvBzdENbo5uaF21NRRyRTFHSkRERFS+MQkkogJR3+b5z71/8M/9f3D52eVs6+kp9NC5Zme41XFDH8c+sLewL95AiYiIiEgDk0AiyrfAyECM/ns0LoRdyHa7jbEN+tTpg751+6Jrra4w0TMp5giJiIiIKCdMAokoz1RChbWX1mL6qelIyUjR2NbEpgn6OvaFm6MbWlVtBblMrqUoiYiIiCg3TAKJKE9CYkIw+u/R8HrsJZU5Wjniq9Zfwc3RjWv3EREREZUSTAKJKFdCCGy5sQVfHftKY02/L52+xKKui2Cka6TF6IiIiIgov5gEElGOXiS8wNjDY3Ho3iGprLpZdWzuvxldanXRYmREREREVFBMAokoW/vv7Md4z/GITIqUykY1HYVVPVbB3MBci5ERERER0btgEkhEGmJSYvDF0S+w498dUpm1sTV+c/sN/ev112JkRERERFQYmAQSkeTkw5MY/fdoPI1/KpUNqDcAv7r9ikrGlbQYGREREREVFiaBRITEtERMPzUd6y6vk8rM9c3xc6+fMbzxcMhkMi1GR0RERESFiUkgUTnnH+qPjz0+RlBUkFTWtVZXbOq3CdXNq2sxMiIiIiIqCkwCicqpNGUa5p6di8XnF0MlVAAAQx1DLO22FBNaTeBi70RERERlFJNAonIo4EUARhwcgZsvbkplrau2xrYB2+Bo5ajFyIiIiIioqPGjfqJyRKlSYsn5JWj5e0spAdSR62BBpwU498k5JoBERERE5QBHAonKieDoYIz0GIlzT85JZQ0qNcD2AdvRrHIzLUZGRERERMWp1IwEXrt2DXPnzkW/fv1Qr149WFlZQVdXF1ZWVnB2dsbChQsRFRWVpd3jx48hk8ny/Bo9enSWfYwaNSpPbTMyMt56DsOHD0e1atWgr6+PypUrY8CAAThz5kyhXSeiNwkh8PvV39F4fWMpAZRBhm/afYMrY68wASQiIiIqZ0rNSOCmTZuwbt1/09cbGBjA0NAQUVFR8PPzg5+fH1atWoVDhw6hbdu2Uj2FQgEbG5tc952SkoLY2FgAQKtWrXKsZ2BgAHNz8xy35zaN/saNGzFhwgQpUTQ3N8eLFy/g4eEBDw8PzJ49G3PmzMk1TqL8eh7/HJ/+8ymOPDgildW0qImt7lvhYueixciIiIiISFtKzUigk5MTli5dCn9/f0RHRyM5ORlxcXGIj4/Hli1bUKlSJURGRsLd3V1K6ACgevXqCA8Pz/U1YsQIAIChoSGGDRuWYwxDhgzJdT8KhSLbdv7+/hg/fjwyMjLg7u6O0NBQxMTEICIiAuPGjQMAzJ07F3v37i3EK0bl3b7b+9BwfUONBPCz5p/h5vibTACJiIiIyrFSMxL48ccfZ1tuYmKCkSNHonLlyujRowdevnyJw4cP46OPPsrTflNSUrBz504AwKBBg2BhYVFYIUumTZsGpVKJRo0aYe/evdDV1QUAWFlZYcOGDXj8+DGOHz+OadOmYdCgQTkmk0R5EZMSg8+PfI6dATulMhtjG2zstxFujm5ajIyIiIiISoJSMxL4Nm3atJHeh4WF5bndgQMHEB0dDQD49NNPCz2u4OBgnDuX+RzW1KlTpQTwdd9++y0AICQkBD4+PoUeA5UfXo+80Hh9Y40EcNB7g3Br4i0mgEREREQEoAwlgb6+vtJ7BweHPLf7448/AAB16tSBq6trocd18uRJ6X3Pnj2zrdO+fXuYmpoCAE6cOFHoMVDZl5KRginHp6Dzts4IjQsFAJjrm2P7gO3Y98E+VDSqqOUIiYiIiKikKNVJYGpqKh4/foy1a9dKz/XVrl0bffv2zVP74OBgeHl5AQDGjBnz1vqnT5+Go6MjDAwMYGZmhkaNGuHrr7/GgwcPcmxz69YtAIC1tTWsra2zraNQKFCvXj0AwO3bt/MUO5HazfCbaPlbS6y4sEIq62TfCf9O+BfDGw/PdcIiIiIiIip/Ss0zga8zMDBAampqlnJnZ2fs2rUL+vr6edrPpk2bIISAjo4ORo4c+db6YWFhUCgUMDMzQ1xcHG7duoVbt25h/fr1WLVqFSZMmJClzbNnzwAAVatWzXXfVatWxeXLl6X6OUlNTdU497i4OABAeno60tPT33oORUl9fG3HUV4oVUqsvLgSs71nI12Vec31FfpY0GkBvmj1BeQyOb8XYL+kkon9kkoa9kkqidgv8y+v16pUJoG2trZISUlBQkICEhMTAQCdOnXCkiVLUKNGjTztQ6lUYsuWLQCAPn36wNbWNse6zZs3R6tWreDm5oZq1apBoVAgKSkJx44dw7Rp0/Dw4UNMnDgRlSpVwvvvv6/RNj4+HgBgZGSUazzq7er6OVm0aBHmzp2bpfzEiRNvPUZxef0WWCoaL1JfYPWT1biTeEcqszewx2S7ybCLtMOxo8e0GF3JxH5JJRH7JZU07JNUErFf5l1SUlKe6smEEKKIYylSL1++xPbt27Fw4ULExMRg5syZmDdv3lvbeXp6ws0tc6KMf/75R3qfX69evULLli3x+PFj2NnZ4dGjRxq333Xv3h0nT56Es7OzNEFMdj766CPs2rULjo6OuHfvXo71shsJrF69OiIjI2FmZlagcygs6enpOHnyJLp165btBDj07oQQ2B6wHZNPTEZ8WuYHBjLIMKXtFMx2mQ19nbyNgpcn7JdUErFfUknDPkklEftl/sXFxaFixYqIjY3NNTcolSOBr7O2tsaUKVPg4uKCtm3bYv78+XBycnprUrdx40YAmbdh9urVq8DHt7Kywvfff4/PPvsMISEhuH79Opo3by5tV0/48rasXL1dXT8n+vr62d7uqqurW2L+c5SkWMqSiMQIjDs8DgcDD0pl9hb22Oa+jev+5QH7JZVE7JdU0rBPUknEfpl3eb1OpXpimNc5OTmhffv2AIDffvst17ovX76Ep6cnAGDUqFHvvC5f27ZtpffBwcEa26pUqQIAePr0aa77UG9X1yd63eH7h9FwfUONBHBU01Fc+J2IiIiI8q3UjwS+Tj35SlBQUK71tm7divT0dMhkMnzyySdFGlPDhg0BZCaeERERqFSpUpY6SqUSgYGBAIAGDRoUaTxUuiSkJeB/x/+H36/9LpVVNKqI39x+w4D3BmgxMiIiIiIqrcrMSCDw3yjc226pVK8N2KlTJ9SqVeudj3vhwgXpfc2aNTW2devWTXp/7Fj2k3WcP39emhCme/fu7xwPlQ3nn5xHkw1NNBJAN0c3BEwIYAJIRERERAVWKpJApVKJt81fc/r0aVy6dAkA0LFjxxzrnTt3Tpp45dNPP33rsd923KioKPz4448AgGrVqqFZs2Ya22vVqiXdprp8+fJsp21dvHgxAMDOzg4dOnR4a0xUtiWnJ+O709+hw5YOCI7O/GDDWNcYv/f9HYeGHoKtSc4z2RIRERERvU2pSAJDQ0PRrFkz/PrrrwgODtZIzEJDQ7F48WL0798fQghUqFABkydPznFf6glhKlSogIEDB7712Dt27MDAgQOxf/9+vHz5UipPTk6Gh4cH2rRpI41ALlu2DHJ51ku6ZMkSKBQK3Lx5E0OHDpWe/4uKisLEiRNx9OhRjXpUPgkhsOfWHtRbVw+Lzi2CSqgAAO2qt8PN8TfxafNPufA7EREREb2zUvNM4M2bNzF+/HgAgJ6eHszMzJCcnCytEwhk3oq5f//+HNf8i4+Px759+wAAw4cPz9Oi8kqlEgcPHsTBg5kTchgbG8PAwAAxMTFQKpUAMmfsXLFiBYYMGZLtPtq2bYsNGzZgwoQJOHDgAA4cOAALCwvExsZKCe3s2bMxePDgPF4NKmsuPb2Eyccnwy/UTyrTketgXsd5mOY8DQo5PxwgIiIiosJRKpLAKlWqYO/evTh79iwuXryI58+fIzIyEgqFAjVq1ECTJk3Qv39/DBs2DIaGhjnuZ/fu3dJSDHm5FRTIfG5w4cKF8Pf3x927d/Hq1Stp3Y3atWujc+fOGDduXJZnAd/06aefonnz5li+fDm8vb0REREBa2trtG3bFl988QU6d+6c9wtCZUZobCi+Pf0tdgbs1Cjv7tAdK7qvQANrThRERERERIWrVCSBenp6+OCDD/DBBx+8037Gjh2LsWPH5quNnZ0dvvvuu3c6rlrz5s2xc+fOt1ekMi8xLRFLzi/BUr+lSM5IlsrrVayH5d2Xo1ftXrz1k4iIiIiKRKlIAonKCpVQYce/O/Dt6W/xLP6ZVF7BsALmdpyLcS3GQVfBxVCJiIiIqOgwCSQqJj4hPph8fDKuPb8mlenIdfB5q88xy3UWLA0ttRgdEREREZUXTAKJilhQVBCmn5qOA3cPaJT3deyLpd2Wom7FulqKjIiIiIjKIyaBREUkJiUGC3wWYM3FNUhX/bc+ZGObxljRfQW61OqixeiIiIiIqLxiEkhUyNKV6fjt6m+YfXY2XiW/ksptjG2wsPNCjGo6iks+EBEREZHWMAkkKiRCCBx5cARTT05FYGSgVG6gY4ApbadguvN0mOqbajFCIiIiIiImgUSF4t8X/2LKiSk4FXxKo3xYo2FY1GURapjX0FJkRERERESamAQSvYPwhHD8cOYHbLqxCSqhksrbVmuLFT1WoE21NlqMjoiIiIgoKyaBRAWQnJ6MFf4rsPj8YiSkJUjl9hb2+KnrT/ig/gdc7J2IiIiISiQmgUT5oBIq7A7YjW9Pf4vQuFCp3EzfDN+7fI8vW38JAx0DLUZIRERERJQ7JoFEeeQb4ospJ6bg8rPLUplCpsC4FuMwp+McVDKupMXoiIiIiIjyhkkg0Vs8ePUA009Nx8HAgxrlvev0xtJuS1G/Un0tRUZERERElH9MAolyEJUchfne87Hu8jqNxd4bWTfCsu7L0N2huxajIyIiIiIqGCaBRG9IU6Zh3aV1mO8zH9Ep0VK5rYktFnRawMXeiYiIiKhUYxJI9P+EEDhw9wCmn5qOh9EPpXJDHUNMbTcV05ynwUTPRIsREhERERG9OyaBRAAuhl3ElBNTcD70vFQmgwwfN/kYCzovQDWzalqMjoiIiIio8DAJpHLtUfQjfHfmO+y5tUejvKN9RyzvvhzNKzfXUmREREREREWDSSCVSzEpMfjR90esvrgaaco0qbyuVV0s7bYUbo5uXOydiIiIiMokJoFUrqQp0/DrlV8x13suXiW/ksorGVXC3I5z8WnzT6Gr0NVihERERERERYtJIJULiWmJ2HhtI1ZcWIEnsU+kcn2FPv7X9n+Y7jwd5gbmWoyQiIiIiKh4MAmkMi0yKRI/X/wZay+vRVRylMa24Y2HY2HnhahhXkNL0RERERERFT8mgVQmhcSEYLn/cmy8thHJGcka29wc3TDbdTZaVmmppeiIiIiIiLSHSSCVKQEvArDEbwl2B+yGUiilch25DoY1GoZv2n2DhtYNtRghEREREZF2MQmkUk8IAd8nvvjp/E848uCIxjYjXSN81vwz/K/t/3jbJxERERERmARSKaYSKvxz7x8sPr8YF8IuaGyzMrTCF05f4HOnz2FlZKWlCImIiIiISh4mgVTqpCnTsPPfnVjqtxR3I+9qbLMzt8OUtlPwSbNPYKxnrKUIiYiIiIhKLiaBVGrEp8bj92u/Y4X/CjyNf6qxraF1Q0x3no4hDYZwnT8iIiIiolwwCaQSLyIxAj9f+hlrL61FdEq0xjaXGi6Y0X4GetXuBZlMpqUIiYiIiIhKDyaBVGKFxIRghf8K/H7t9yzLPPSr2w/TnaejXfV2WoqOiIiIiKh0YhJIJc7tl7exxG8JdgXsQoYqQyrXkevgo0YfYZrzNNSvVF+LERIRERERlV5MAqnEuBB2AYvOLcKhe4c0yrnMAxERERFR4WESSFolhMDxh8ex+NxieId4a2yrYFhBWuaholFFLUVIRERERFS2MAkkrVCqlPjrzl9YfH4xboTf0NhWzawaprSdgk+bfwoTPRPtBEhEREREVEYxCaRilZqRim03t2GJ3xIERQVpbKtrVRfTnafjo8YfQU+hp6UIiYiIiIjKNiaBVCziUuPw29XfsMJ/BZ4nPNfY1rJKS3zb/lu413OHXCbXUoREREREROUDk0AqUi8TX2LNxTVYd3kdYlJiNLZ1qdkFM9rPQJeaXbjGHxERERFRMWESSEXiccxjLPNbhj+u/4GUjBSNbQPqDcCM9jPgVNVJS9EREREREZVfTAKp8Dx9itD4hxh1aBT+vP0nlEIpbdKR62BE4xH4pt03eK/Se1oMkoiIiIiofGMSSIXi0p1TqNzNHU10EjF/MKD8/0k9jXSNMK7FOExuMxnVzatrN0giIiIiImISSIVDPn4Cqj9LRHUAV38FRo80Q/tB/8PnTp/DyshK2+EREVEOhBBIT0+HSqXSdiikRenp6dDR0UFKSgqUSuXbGxAVg/LYL+VyOXR1dYt8vgwmgVQoKs9airBBA1AtDqgWD5z4LQWyZtWBjkwAiYhKIqVSicjISMTHxyM9PV3b4ZCWCSFga2uL0NBQTtZGJUZ57Ze6urowNTVFxYoVoVAoiuQYTAKpUFTt6g7f4/ugP2YWKt25C1laGjBmDHD1KrByJaDHdf+IiEoKpVKJ0NBQpKamwtzcHCYmJlAoFOXqjyzSpFKpkJCQABMTE8jlXK6JSoby1i+FEFAqlUhISEBMTAySk5NRvXr1IkkEmQRSoWnToj+OzgX6nDkDxfr1mYW//AL8+y/w11+AjY12AyQiIgBAZGQkUlNTUaNGDRgaGmo7HCoBVCoV0tLSYGBgUC7+2KbSobz2SxMTE5ibm+PJkyeIjIyETRH8DV1+riYVC6GrC9Xq1cCmTf+N/p07B7RoAVy6pN3giIgIQgjEx8fD3NycCSARUQllaGgIMzMzxMfHQwhR6PtnEkhFY/RowNcXqFo18+unTwEXl8zkkIiItCY9PR3p6ekwMTHRdihERJQLU1NT6Wd2YWMSSEXHySnzmUAXl8yv1c8Jjh8PpKTk3paIiIqEehbQoppsgIiICof653RRzN7MJJCKlo0NcOoUMGnSf2W//go4OwOPHmkvLiKico6TwBARlWxF+XOaSSAVPT09YO1aYPNmwMAgs+zaNaB5c+DQIe3GRkRERERUzjAJpOIzahRw4QJQu3bm1zExQP/+wIwZQEaGNiMjIiIiIio3mARS8WrSBLhyBRg06L+yn34CunQBnj/XXlxEREREROUEk0AqfubmwL59mYvI6/z/UpU+PkCzZoCXl3ZjIyIiKmG2bNkCmUwGe3t7rcXw5MkTjB49GjVq1ICenh5kMhksLCy0Fk9pY29vD5lMhi1btmS7ndeXihsXiyftkMmAr7/OnEF0yBAgLAx48QLo2hWYPz/zFtFytCgoERFRSRUbGwtnZ2eEhYUBAMzNzWFgYABzc3MtR1Y2FNb1DQkJwYYNG3Dq1CkEBQUhISEBFSpUgI2NDerUqQMXFxd06tQJTZo0ybb9nTt3sGHDBnh7e+Px48dITk5GxYoVYWNjg/r168PFxQWdO3eGo6OjRruzZ8+iU6dOWfano6MDCwsLNGjQAP369cPYsWOzXZrm2rVruHjxIq5du4arV6/i9u3bSEtLg52dHYKDg/N1DbKjVCpx9uxZHD16FH5+frh37x7i4uJgamqKevXqwc3NDRMmTIClpeU7H0ulUmHnzp3Ys2cPbty4gcjISJibm6NGjRpo3749xo4di/r167/zcQoDk0DSrnbtMieJGT4cOHECUKmA778HvL2B7dsBa2ttR0hERKRV5ubmqFu3Lqqq194tZrt370ZYWBgsLS3h5+eHevXqaSWOsqowru/OnTsxduxYJCUlSWVmZmZISkpCQEAAAgICcODAAdjZ2eHx48dZ2i9duhTfffcdMl6bo8HCwgIxMTF4/vw5bty4gV27dsHV1RVnz57NMQ5LS0vo6ekBAJKTkxEZGQlvb294e3vjl19+walTp7KMaA8cOBAhISH5Pue8Gj9+PDZu3Ch9LZfLYWZmhujoaPj7+8Pf3x9r1qyBh4cH2rRpU+DjhIWFwd3dHVevXgUAaTQ3KioKERERuHr1Kuzt7UtMEsihFtK+SpWAI0eAOXMyRwiBzISwaVMglx80RERE5cGAAQMQGBiI06dPa+X4AQEBAIDOnTsXKEGRyWRckiQX73p9L1++jI8//hhJSUlo3Lgx/vrrLyQkJCA2Nhbx8fF4+fIlPDw8MGrUKBgbG2dpf+DAAUybNg0ZGRno0KEDTpw4geTkZERHRyMpKQlhYWHYvXs33n//fSnBy8mBAwcQHh6O8PBwxMbG4vnz5/j6668BAA8fPsTgwYOztNHT00PTpk3xySefYO3atRgxYkS+r0Fu0tPTYW1tjalTp8LPzw8pKSmIjo5GfHw8Nm7cCCsrK7x48QJ9+vRBREREgY7x6tUrdOjQAVevXkXt2rWxb98+JCQkICoqCikpKXjw4AFWrVqVZRRVmzgSSCWDQgHMnp25sPxHHwHh4ZkTxXTpAsyaBcycmVmHiIiIipV6dCm7W/no3b3r9V21ahVUKhWsra3h4+OT5TbSSpUqoX///ujfvz+Sk5OztF++fDkAoGHDhjh9+jR0dDTTg6pVq2Lo0KEYOnRotu1zY2tri5UrVyIyMhI7duzA5cuXcfHiRbRu3Vqqc/fuXWlRdAAFTsRyMmHCBKxfvx6GhoYa5SYmJhgzZgzq16+Pdu3aISoqCr/++itmzpyZ72NMmjQJjx49Qu3atXHhwgVYWVlJ23R0dFC7dm189dVX73wuhYkjgVSydO4M3LiR+WwgkHl76Jw5QPfumYkhERFRCdGxY0fIZDLMmTMHaWlpWLx4MRo3bgxjY2NYWlqiW7duOHr0aI7tX58sJCEhAbNmzUKjRo1gamoKmUwm3baX28Qwc+bMgUwmQ8eOHQEAhw4dQpcuXWBlZQUzMzO0a9cOHh4eGm22b98OZ2dnWFpawsTEBB06dMh2lFF9furJTLZu3SqN6uU2yUlhCQwMxNixY+Ho6AgjIyMYGhqievXqaNOmDb777jsEBgbm2NbDwwPu7u6oUqUK9PT0YGlpiQ4dOmDDhg1IT0/P9bihoaGYNm0amjZtCnNzcxgaGsLBwQH9+/fHtm3bkJKSkqVNcnIyFixYgPr168PQ0BDW1tbo3bt3rqO3hXV9b9y4Ie3vbc8RvpkIvd6+d+/eWRLAvLTPi9dH9y5fvqyxTVHEH/K3bt0617jbtm0r3aL5Zmx5ERgYiD///BMAsHr1ao0EsCTjSCCVPDY2wLFjwOLFmaOAKhVw5kzm8hI7d/6XIBIREZUAaWlp6Nq1K3x9faGjowMTExPExMTg1KlTOHXqFGbPno05c+bk2P7Vq1do0aIF7t+/Dz09PRgZGRUojtmzZ2PevHmQy+UwNTVFfHw8/P39MWDAAKxfvx7jxo3D6NGjsXXrVujo6MDQ0BCJiYnw9fVFr169sHPnTnzwwQfS/tSTisTGxiIlJSXLZCUFTQjy4uTJk+jbty9SU1MBALq6ujA2NkZYWBjCwsJw8eJF6OnpZbmuCQkJ+PDDD3H48GGpzMzMDLGxsfD19YWvry+2bdsGT0/PbCcC2b59O8aOHSslenp6ejA0NERwcDCCg4Nx6NAhNG7cGE2bNpXaREVFoWvXrrh+/TqAzJGf9PR0HD16FMeOHcO6deuyPcfCvr7qiWUK6l3b56ZatWrS+7i4uCI7TkEZGBgAyJxEJr+2b98OAKhSpQp69epVqHEVJY4EUsmkUGROEOPlBVSpkln28mXmiOAPP3BxeSIiKjF++eUXXLp0CRs2bEB8fDyio6Px5MkTvP/++wCAuXPn4tChQzm2nzNnDuLi4nDgwAEkJCQgOjoaoaGhsM7H5Gg3btzAwoULsWDBAkRFRSEmJgZhYWHo0aMHAGDatGmYM2cO/vzzT2zYsAGxsbGIi4vD/fv30bJlSyiVSkydOhUqlUrap/r5riFDhgAAhgwZIj3v9Xp5UZg4cSJSU1PRvXt3BAQEIC0tDdHR0UhOTkZAQADmzJkDOzu7LO1GjBiBw4cPo3bt2ti1axfi4uIQGxuLpKQk/P3336hVqxb8/f3xySefZGl75MgRjBw5EikpKXB2doavry+Sk5MRExOD2NhY+Pj44LPPPsvyXNynn36K69evQ19fX6MPPH78GO7u7vjqq6+yvcWxsK6vk5MTAMDPzw/Lly9HWlpantq92X7v3r3YtWuXRh8oLK9PRlOhQoVC3/+7iIyMxK1btwAAjRo1ynf7c+fOAQBcXFyQmJiIH374AfXq1YOBgYE0Ar1+/fp8f1+KnKBSLTY2VgAQsbGx2g5FpKWlCQ8PD5GWlla4O375UoiePYUA/nu5ugrx7FnhHofKpCLrl0TvQJv9Mjk5Wdy5c0ckJycX+7HLGldXVwFAABB//PFHlu1KpVJ06NBBABD169fPst3Ozk4AEAqFQly7di3H42zevFkAEHZ2dlm2zZ49W4phwYIFWbbHxsYKY2Njqc6OHTuy1AkKCpK2e3t7Z9k+cuRIAUCMHDkyxxhzo953Xr148UJq8ywfv+sPHz4sAAhbW1sRFhaWbZ3Q0FDpely/fl0qT09PFzVr1hQARPv27UVqamqejnnx4sVc+0BGRoZo3769VGfz5s1Z6rzr9Q0MDBSmpqbSMSwtLYW7u7tYsGCBOHr0qIiOjs61/dmzZ4WOjo7U3tbWVgwePFgsWbJEnDlzRiQkJOTa3svLS2rr5eWVbZ0+ffpIdV6/7tlR92k7OzuhVCpFdHS0UCqVubZ5F+PHjxcAhI6OjggMDMx3e1tbWwFAjB49WtSuXVsAEHK5XFhaWgq5XC6dd5s2bURUVFS+9l2Qn9d5zQ14OyiVfJUqAZ6ewLJlwHffAUpl5hISTZsCO3YA3bppO0IiojKn5W8tEZ5Qdp7FtjWxxZWxV4pk39WrV8fo0aOzlMvlcsycORPdu3fHnTt3EBAQkO1IQ8+ePdGsWbN3isHAwECahfF1ZmZmaNu2LU6dOoUaNWpg2LBhWeo4ODigdu3aCAoKQkBAADp06PBOsbwrU1NTyOVyqFQqPH/+HJUrV85TO/UyACNGjMhxOY1q1aqhU6dOOHz4MI4fPy7d1unl5YVHjx4BAFauXPnWWTDV9uzZAyDnPqBQKPDDDz9II7JFoW7duvD29sa4ceNw+fJlREdHw8PDQ3oWVC6Xw8XFBV9//TXc3d2ztHd1dcWxY8cwadIk3Lt3D+Hh4di7dy/27t0LIPNW3G7dumH69On56hspKSm4d+8efvrpJ3h6egIAOnXqpHErrbbt3bsXGzZsAAB88803qFu3br73ER0dDSDzmU4hBGbPno3JkyfD3NwccXFxWLt2LX744QdcuHABn3zyCQ4ePFio51BQhZ4EhoWFwc/PD2FhYUhMTIQQIse6s2bNKuzDU1kllwPTpgHOzsDQoZmLy798CfTokTlz6OzZnD2UiKgQhSeE42n8U22HUSqoJ/jITocOHaCjo4OMjAxcuXIl2yTQ2dn5nWOoX79+ttP/A4CNjQ0AoGXLljnGaWNjg6CgIOkP2vxq1aoVQkNDc61ja2ubbXm7du1w4MAB6WtDQ0N06dIFJ0+eRM+ePTF+/Hj06dMHzZo1yzU5U9+W99tvv2Hbtm051ouNjQUAjbXp/Pz8pBhbtmyZ63m87sqVzA8W8toHikqzZs1w6dIlXLlyBUeOHIG/vz9u3LiB8PBwqFQqaa2+UaNGYdOmTVli7dKlC+7cuQNfX18cP34cFy9exI0bNxAVFYX09HQcOXIER44cwQ8//IB58+blGEd2i8a/HuPu3bsL7Zzfla+vL0aNGgUgc3mO3M4rN+rbZ1UqFcaPH6/xnKqZmRm+++47vHjxQlqL8MaNGyUiES60JDAyMhLjx4+Hh4dHrokfAAghIJPJmARS/jk7A9evAx9/DBw9mnlz6Pz5gK8vsGsXkMdPC4mIKHe2Jtn/wV5aFeX55LaIu76+vrQO2cuXL7Otk59n/3Jiamqa4zb1jI95qfO2mTNzEhERgRcvXuRaJ6ftUVFRWco2btyIfv364ebNm5g/fz7mz58PPT09tGrVCv3798eYMWM0ni1LT09HZGQkgMwkT53o5eb1hdXD/38G8uyeM8yN+nuaWx8wMDCQ+kBRa9mypUYS+/jxY+zfvx+LFy9GZGQktmzZghYtWuDzzz/P0lYul8PV1RWurq5SWWBgIHbv3o3ly5cjMTER8+fPh5OTE9zc3LI9/uuLxevo6MDc3Bz169dH//79MWTIEOjq6hbauS5btgzLli3Ldtvly5dRvXr1HNv6+/ujT58+SE5OhrOzM/7++++3zoyaE1NTU6kPT506Nds606ZNw5o1awBAYwRamwolCUxMTETHjh1x9+5d6OnpoUmTJrh06RL09PTg5OSE8PBwBAUFAch8GLQgD10SSSpWBA4fBpYuzZw8RqnMXFS+WbPM2UO7dNF2hEREpV5R3TpZFr3rQuhFPUV+cXh94o83qa/P2wYJXlejRg1cu3YNJ0+exJEjR3D+/HncvHkT58+fx/nz57Fo0SL89ddf6Ny5MwDNWR337NlT4ElrCvq9fNc+UFTs7e0xZcoU9OrVCy1btkRycjI2btyYbRKYnXr16mHu3LlwdXVF165dIYTAxo0bc0wCDxw4IC1XUtQSEhJyTKxzm+XT398fPXv2RHx8PNq2bYujR4++0xqYVatWRVRUFPT19VGzZs0c65iZmSEuLk5jBFqbCmV20HXr1uHOnTuoW7cugoODceHCBQCZCZ+Pjw/u37+PR48eYfDgwYiJiUHPnj3h5eVVGIem8kouB6ZPz0z+1J++vXiR+XzgnDmZiSEREVExyG1q/dTUVLx69QpA4Yz4lSdyuRw9evTA6tWrceXKFURFRWHnzp2oUaMGoqOjMWzYMGnGxdeXVwgICMj3sdTPHaqfC8wr9fc0r31AW+rXr4/27dsDAO7du5fv9p07d0bt2rUL3L4ozJkzB0KIbF/ZrakJZN7226NHD8TFxaFt27Y4fvx4riPkedG4cWMAb/8gQP0hSEn5wKBQksCDBw9CJpNh0aJFOT68a2dnhz179mDw4MH47rvvcl08kyjP2rfPvD20Z8/Mr4UA5s7NTAafP9dubEREVC54e3vnOMrl6+srPQuWn2fNKCtTU1MMGzYMf/zxB4DM20tfT/jUz1bu27cv38sctGvXTtqn+jm/vFB/T3PrAz4+PkX6PGBeqUe79PX1tdJe2/z8/DRGAI8dO/bOCSAAdO/eHUDmRDg5fYgQFhaG+Ph4AMhxtLC4FUoSGBgYCCBzdqvXZXdf+cKFCyGEwM8//1wYhyb6b/bQRYv+mxzGyytzcfkTJ7QbGxERlXlPnjzB1q1bs5SrVCr8+OOPAID33nuPj8Pk0dvWU3t9EfXXb6UdO3YsAOD+/ftYunRprvtITEzUOE6nTp1Qq1YtAMDkyZPzvKab+rbT3PrAggUL8rSvgjpz5sxbn+V8+vQpTp06BQBo3ry5xrYTJ0689Vbdmzdv4ubNm9m2Lw1eTwDbtWuH48ePw8zMrFD27e7uDktLSwDIsd+py2UyWY630ha3QkkCU1JSYGFhofHJgIGBARISErLUrVmzJszNzXHp0qXCODRRJrkcmDEjM/lT3x4aEZE5Qvj991xcnoiIioy5uTkmTJiA33//HSkpKQCA0NBQfPjhh9LjLwsXLtRmiKWKn58fGjdujJUrV+Lu3bvSqJ4QAn5+fpgwYQKAzOUeXk+s+/fvjwEDBgAAZsyYgQkTJuD+/fvS9rS0NFy8eBHTp0+HnZ2dxkQ9CoUCa9euhUwmw7lz59ClSxecO3dOOnZcXBzOnj2L4cOH486dO1K71q1bo1+/fgAg9YHU1FQAmYnhkCFD4O/vDyMjo6K4VAAyJx2pVasWZsyYgXPnziE5OVnaFhUVhY0bN6J9+/bSSNSUKVM02g8bNgz16tXD/PnzcfnyZY0EODw8HCtXrkTXrl2hUqmgo6ODr776qlDjT0pKQmRkpPRST9ijUqkQGRmJV69eSdsK4sKFC1IC6OzsnO8RwMePH0Mmk0Emk2nM/KlmZmaG+fPnA8icmXbu3LnSxETx8fFYtGgR1q5dCwAYOXIk6tWrV6DzKHT5WrEwB3Z2dkJHR0djIccaNWoIuVwuQkNDNepmZGQIXV1doaenVxiHLvfKxWLx+RURIUSvXpqLy7dvL8QbfZHKhxLTL4lew8Xiywb1YvHffvuttCC4rq6usLS0lBaIBiBmzpyZbXv1YvHZLSD+urwsFu/q6ppj+7wsRq4+l1mzZhWofW7U1yGvXl98XH1NraysNBY0NzMzEz4+PlnaJiYmiqFDh2q0NzY2zrJwN4BsF5TfunWr0NfXl+ro6+sLCwsLjXZvLnYeGRkpmjRpohGvuo1MJhPr1q3L9Xv9rte3TZs2GvHJZDJhbm4ujIyMNMr19PTE6tWrs7RXL3aufqkXOn/9OgAQpqamYt++fVna52Wx+Nyo+3BeXgXRqVMnqb2lpaWwsbHJ8dWyZcss7R89eiS1nz17do7H+d///ifVUygUokKFCkKhUEhlvXr1EklJSfmKvSgXiy+UkUA7OzuoVCo8e/ZMKlNPffrmgoiHDh1CRkZGvh+OvnbtGubOnYt+/fqhXr16sLKygq6uLqysrODs7IyFCxdmO8Xw69l7Xl7ZLfSp9vDhQ4wbNw41a9aEgYEBrK2t0aNHD+zfvz/P5zB8+HBUq1YN+vr6qFy5MgYMGIAzZ87k61rQW6hnD12yBFBP93vuXObi8v+/WCkREVFh0dPTw+nTp/Hjjz+ibt26SE1Nhbm5Obp06QJPT09plIDyplWrVti7dy8mTJiAFi1aoGLFioiNjYWBgQGaNm2KadOm4e7du3BxccnS1sjICLt374aXlxdGjBiBWrVqQaVSISEhAdbW1ujcuTOWLFmCBw8eZLusw8cff4zAwEB8/fXXqF+/PnR0dJCWlgYHBwe4u7tj+/bteO+99zTaWFlZwc/PD3PnzkW9evUgl8uho6ODnj174uTJk5g4cWKRXSsgc6H7w4cP43//+x9cXFxgY2OD5ORkpKeno2LFimjXrh2+//573L17F19++WWW9vfv38e+ffswceJEtGnTBlZWVoiPj4cQAjY2NujYsSMWLlyIBw8e4P333y/ScykKrz8fGh0djRcvXuT4ioiIKPBxli9fjlOnTmHAgAGwtrZGfHw8LCws0K1bN+zcuROHDx/WuJVZ6/KVjuZg7ty5Qi6Xi61bt0plO3fuFDKZTBgbG4slS5aIEydOiKVLlwpzc3Mhl8vFZ599lq9jTJo0SeOTAAMDA2FqaqpRVrFiReHn56fR7smTJ7lm/DY2NsLc3Fzax7p167I9vqenp8YnKmZmZhqfKI0ePVqoVKoc4//99981PsEyNzcXMpksT58s5IYjgW/h5ydEjRqao4JTpwpRkmKkIlUi+yWVexwJLBvUo2cF/R1ekiiVShEdHa1xVxeRtpX3flniRwL79u0LIQR27twplX344Yfo2LEjkpKSMGPGDPTs2RPTp09HXFwcbGxssr2nNjdOTk5YunQp/P39ER0djeTkZMTFxSE+Ph5btmxBpUqVEBkZCXd3d40FQqtXr47w8PBcXyNGjACQ+aDxsGHDshxbvbxFUlISnJ2dce/ePWkhUvWC95s3b87xYVB/f3+MHz8eGRkZcHd3R2hoKGJiYhAREYFx48YBAObOnYu9e/fm65pQHrRtmzl7aP/+/5UtWwYMHZqZEhIRERERlTOFkgQ2a9YMKpUKx48fl8pkMhk8PT3x7bffombNmtDR0YGVlRWGDx+OCxcuoEqVKvk6xscff4ypU6eiTZs2sLCwkMpNTEwwcuRI7NixAwDw8uVLHD58OM/7TUlJkZLXQYMGaexbbdasWUhMTIStrS0OHz4MR0dH6dhz586VZqNauHAhoqOjs7SfNm0alEolGjVqhL1796JatWoAMm8f2LBhA3r06KFRjwpZhQrAwYPAqlWArm5m2YEDwKZNWg2LiIiIiEgbCiUJzImhoSEWLlyIoKAgpKam4uXLl9i2bRtq1KhR6Mdq06aN9D63BTvfdODAASlx+/TTT7NsT0xMlJ75mzBhQrZJ4rfffgsgc+YoDw8PjW3BwcE4d+4cAGDq1KnQVSch2bQPCQmBj49PnmOnfJDJgK++Al4fbf3qK+DhQ+3FRERERESkBUWaBBYnX19f6b2Dg0Oe26kXHK1Tpw5cXV2zbH99qt1evXpluw97e3vpIeETb6xLd/LkSen9m+soqrVv316aqvbN9lTI3N2BMWMy3ycmAiNGcPkIIiIiIipXSnUSmJqaisePH2Pt2rXSc321a9dG375989Q+ODhYWr9njDoxeMOtW7ek9w0aNMhxXw0bNgQA3L59O9v21tbWOc6IqlAopDVD3mxPRWDlSuD/F4SFvz/w00/ajYeIiEqls2fPQgiR73kOiIi0Taewd/js2TMEBAQgKioK6enpudb9+OOPC3QMAwMDaSHO1zk7O2PXrl0ai9bnZtOmTRBCQEdHByNHjsy2jnrZC0tLy1wX+lRPM/z6Mhmvf53dNMRvtr98+XKW9m9KTU3VOPe4uDgAQHp6+luvd1FTH1/bcbyVgQFkmzdD0akTZCoVxJw5yOjaFWjeXNuRUREoNf2SyhVt9sv09HQIIaBSqTSmTqfyTfz/ZGnqvkFUEpT3fqlSqSCEQHp6OhQKRZ7a5PX3SqElgQEBAfjiiy80bsvMjUwmK3ASaGtri5SUFCQkJCAxMREA0KlTJyxZsiTPzxsqlUps2bIFANCnTx/Y2tpmWy8+Ph4Ack0AX9+url9Y7d+0aNEizJ07N0v5iRMn3nqM4vL6LbAlWb1Bg1B33z7IMjKQ8v778F6+HMo8foBApU9p6ZdUvmijX+ro6MDW1hYJCQlIS0sr9uNTyfa2v0OItKG89su0tDQkJyfDx8cHGXl8fCkpKSlP9QolCbx37x5cXFykhSX19PRQqVIl6OgU+kAjgMwF4NVevnyJ7du3Y+HChXBycsLMmTMxb968t+7j2LFjePr0KYDsJ4Qpqb799lv873//k76Oi4tD9erV0b17d5iZmWkxssxPHk6ePIlu3bplOwFOidO1K0RQEGTXr8M0LAy9fHygWrlS21FRISt1/ZLKBW32y5SUFISGhsLExAQGBgbFemwquYQQiI+Ph6mpKWQymbbDIQLAfpmSkgJDQ0N06NAhzz+v1XcJvk2hZGlz5sxBXFwcqlSpgg0bNqBXr155HrJ8V9bW1pgyZQpcXFzQtm1bzJ8/H05OTnBzc8u13caNGwFk3oaZ04QvAKQJW96WVau3q+sXVvs36evrZ3u7q66ubon5A7ckxZIrXV1g587M20BTUqBYtw6Kfv2A7t21HRkVgVLTL6lc0Ua/VCqVkMlkkMvlkMtL9dQAVIjUt9qp+wZRSVDe+6VcLodMJsvX74q81iuUq+nl5QWZTIZt27bBzc2t2BLA1zk5OaF9+/YAgN9++y3Xui9fvoSnpycAYNSoUbnGq17PMDo6OtdETj2q+Ob6h+qv1dvz256K2HvvAUuW/Pf16NFAVJT24iEiIiIiKmKFkgTGxsZCX18fHTt2LIzdFZh68pWgoKBc623duhXp6emQyWT45JNPcq2rnvUTyH3mTvUsoG/OIKpu//LlS0RERGTbVqlUIjAwMNv2VAwmTfpv9O/ZM2D8eOD/H0QmIiIiIiprCiUJrFy5MhQKhdaHaYODgwG8/ZZK9dqAnTp1Qi31UgE5aN++PQwNDQFkPkeYnZCQENy9excA0P2NWwm7desmvc+p/fnz56UHXt9sT8VALgc2bwYsLTO/3rcv8zZRIiIiIqIyqFCytr59+yIpKQnXr18vjN1loVQqpSlic3L69GlcunQJAHIdkTx37hzu3bsHIG8TwhgbG2PQoEEAgPXr1yM2NjZLnZ/+f505U1NTuLu7a2yrVauWdJvq8uXLs522dfHixQAAOzs7dOjQ4a0xURGoUgX49df/vp40CQgJ0V48RERERERFpFCSwO+//x4VK1bE119/ne36fe8qNDQUzZo1w6+//org4GCNhDA0NBSLFy9G//79IYRAhQoVMHny5Bz3pZ4QpkKFChg4cGCejj9v3jwYGxvj+fPn6Nu3Lx48eAAASExMxLx587BhwwYAwMyZM2GpHk16zZIlS6BQKHDz5k0MHTpUev4vKioKEydOxNGjRzXqkZZ88AEwYkTm+7g4YORIQKnUbkxERERERIUs37ODPnnyJNvyzZs3Y8SIEWjevDmmTp0KJyent96Wmdc1/QDg5s2bGD9+PABAT08PZmZmSE5OltYJBICaNWti//79ua75t2/fPgDA8OHD87yofM2aNbF371588MEH8PX1haOjI8zNzZGQkADl/ycJo0aNwjfffJNt+7Zt22LDhg2YMGECDhw4gAMHDsDCwgKxsbFSQjt79mwMHjw4bxeDis7PPwPe3sCTJ5n/rlgB5PB9JSIiIiIqjfKdBNasWTPX7TExMXm6zVImk+V50cMqVapg7969OHv2LC5evIjnz58jMjISCoUCNWrUQJMmTdC/f38MGzZMen4vO7t375Zm+Mzv2oC9e/fGv//+i59++gknT57Es2fPYGFhgebNm2PcuHHSLaM5+fTTT9G8eXMsX74c3t7eiIiIgLW1Ndq2bYsvvvgCnTt3zlc8VETMzYHt24GOHTMnh/n++8xJY5o00XZkRERERESFIt9J4NuezSuK/ejp6eGDDz7ABx988E7HHDt2LMaOHVvg9g4ODm9dfiI3zZs3x05OOFLydeiQOfq3ZAmQng589BFw5QrARZWJiIiIqAzIdxL46NGjooiDqGSZNw84fhy4eRO4fRv49ltg5UptR0VEROXQli1bMHr0aNjZ2eHx48daieHJkyeYPXs2Tp8+jfDwcKSnp8Pc3BwxMTFaiae0sbe3R0hICDZv3oxRo0Zl2c7rS8Ut30mgnZ1dUcRBVLLo62cuE9GiBZCaCqxaBfTpA3Ttqu3IiIiIilVsbCycnZ0RFhYGADA3N4eBgQHMzc21HFnZUFjXNyQkBBs2bMCpU6cQFBSEhIQEVKhQATY2NqhTpw5cXFzQqVMnNMnhEZc7d+5gw4YN8Pb2xuPHj5GcnIyKFSvCxsYG9evXh4uLCzp37gxHR0eNdmfPnkWnTp2y7E9HRwcWFhZo0KAB+vXrh7Fjx8LExCRLPZlM9tZzGzZs2DvfTRcWFoY1a9bgxIkTePjwIVJSUmBhYYGGDRti0KBB+Oyzz/I8X8jrHj9+/NbH5YDMiTQXLFhQkNCLRL6TQKJyo0ED4KefgK+/zvx61Cjg33+BChW0GRUREZUz5ubmqFu3LqpWraqV4+/evRthYWGwtLSEn58f6tWrp5U4yqrCuL47d+7E2LFjpbkvAMDMzAxJSUkICAhAQEAADhw4kONo8tKlS/Hdd99pzNdhYWGBmJgYPH/+HDdu3MCuXbvg6uqKs2fP5hiHpaUl9PT0AADJycmIjIyEt7c3vL298csvv+DUqVOwt7d/a9vXCSFgYWGRp+uQkxMnTmDQoEFISEgAAMjlcpiamiIyMhJnz57F2bNnsWHDBpw8eRKVK1cu8HEqVqyY40z/b5sws7gVKAnMaYbQ/MrP7KBEWvHFF8Dhw8CpU8DTp8CECcCePUAePrUiIiIqDAMGDMCAAQO0dvyAgAAAQOfOnQuUoKhHegprXomy5l2v7+XLl/Hxxx9DpVKhcePGmDVrFnr27AljY2MAQEREBPz8/ODh4SGtqf26AwcOYNq0aQCADh06YObMmXBxcYHB/8+F8PTpU/j6+mL//v3Zrpf95r5eX687PDwcP/30E1atWoWHDx9i8ODB2caQXVsAUKlUiIuLg5mZWV4vRxZRUVEYMmQIEhISUKNGDfzyyy/o3r07dHV1ER8fj02bNmHq1Km4ffs2xo8fj7///rvAx7p8+XKOSW5JU6Ak0N7ePk9Dt7nJz+ygRFojlwNbtgCNGgHR0cDevUDfvsDw4dqOjIiIqFioR5eyu5WP3t27Xt9Vq1ZBpVLB2toaPj4+WW4jrVSpEvr374/+/fsjOTk5S/vly5cDABo2bIjTp09DR0czPahatSqGDh2KoUOHZts+N7a2tli5ciUiIyOxY8cOXL58GRcvXkTr1q3zeZYF988//0jPVm7dulUj0TQ1NcVXX32FyMhILFiwAIcPH0ZSUhKMjIyKLT5tKfBi8UKId34RlQpVqwK//vrf15MmASEh2ouHiIhKhI4dO0Imk2HOnDlIS0vD4sWL0bhxYxgbG8PS0hLdunXD0aNHc2yv/lB9y5YtSEhIwKxZs9CoUSOYmppCJpNJt+1t2bIFMpks2xGGOXPmQCaTSX/YHjp0CF26dIGVlRXMzMzQrl07eHh4aLTZvn07nJ2dYWlpCRMTE3To0AGnT5/O8fy2bNkCIPMPaJlMJr3U5UUlMDAQY8eOhaOjI4yMjGBoaIjq1aujTZs2+O677xAYGJhjWw8PD7i7u6NKlSrQ09ODpaUlOnTogA0bNiA9PT3X44aGhmLatGlo2rQpzM3NYWhoCAcHB/Tv3x/btm1DSkpKljbJyclYsGAB6tevD0NDQ1hbW6N3797ZXle1wrq+N27ckPb3tucIs1tKTd2+d+/eWRLAvLTPixEjRkjvL1++XKB9FNTz58+l9y1btsy2jpOTE4DMkcf8JrqlVYGfCVT/MBo1ahQ6dOhQmDERlTwffACMGJG5hmBcHDByJHD6NJDDfd9ERFR+pKWloWvXrvD19YWOjg5MTEwQExODU6dO4dSpU5g9ezbmzJmTY/tXr16hRYsWuH//PvT09Ao8CjF79mzMmzdPet4pPj4e/v7+GDBgANavX49x48Zh9OjR2Lp1K3R0dGBoaIjExET4+vqiV69e2Llzp8ZyXOpJRWJjY5GSkpJlspKCJgR5cfLkSfTt2xepqakAAF1dXRgbGyMsLAxhYWG4ePEi9PT0slzXhIQEfPjhhzh8+LBUZmZmhtjYWPj6+sLX1xfbtm2Dp6cnLC0tsxx3+/btGDt2rJTo6enpwdDQEMHBwQgODsahQ4fQuHFjNG3aVGoTFRWFrl274vr16wAyJ0RJT0/H0aNHcezYMaxbty7bcyzs66ueWKag3rV9bqpVqya9j4uLK7LjZKdWrVrS+ytXrmS55RSAdIuqvb09rKysiis07RIF0Lt3b6GjoyNkMpmQy+Widu3aYuHChSIsLKwgu6N3EBsbKwCI2NhYbYci0tLShIeHh0hLS9N2KEUjJkYIOzshMpeRF+Knn7QdEeVBme+XVCpps18mJyeLO3fuiOTk5GI/dlnj6uoqAAhzc3Ohr68vNmzYIF3XJ0+eiPfff18AEADE33//naW9nZ2dACBMTEyEra2tOHDggNQnQkNDRWJiohBCiM2bNwsAws7OLss+Zs+eLcWgUCjEggULRExMjBBCiLCwMNGjRw8BQJiamopZs2YJAwMDsWHDBmnf9+/fFy1bthQARLVq1UR6enqWY4wcOVIAECNHjizQdVJfg/yoXbu2ACC6d+8uAgICpPLk5GQREBAg5syZIzZt2pSlnbu7uwAgateuLXbt2iXi4uKkdn///beoVauWACDc3d2ztPX09BQymUwAEM7OzsLX11colUohRObfWz4+PuKzzz4Tt2/f1mg3YMAAASBLH3j8+LEYMGCA0NXVFUZGRgKA2Lx5c5bjvuv1HTVqlHSNly1bJlJTU/PVvmPHjgKA0NHRETt37pTOOa+8vLyk43t5eWVbx9PTU6qzfv16jW3q8mbNmolKlSoJXV1dUbFiRdG5c2fx888/i6dPn+Y7ptclJiaKatWqSf+HPD09pf9ncXFxYtWqVUJXV1fo6OgIDw+PfO//0aNH0jk4OTkJS0tLoaurK2xtbUXv3r3Ftm3bsv1/lRcF+Xmd19ygQEmgEEI8e/ZMLFq0SNStW1dKBnV0dETPnj3F3r17890BqWCYBBYzb28hZLLMJFBXV4jr17UdEb1FueiXVOowCSwb1EkgAPHHH39k2a5UKkWHDh0EAFG/fv0s29VJoEKhENeuXcvxOHlJAgGIBQsWZNkeGxsrjI2NpTo7duzIUicoKEja7u3tnWV7cSeBL168kNo8e/Ysz+0OHz4sAAhbW9scByZCQ0Ol63H9td/h6enpombNmgKAaN++fZ7/jr148WKufSAjI0O0b99eqlMUSWBgYKAwNTWVjmFpaSnc3d3FggULxNGjR0V0dHSu7c+ePSt0dHSk9ra2tmLw4MFiyZIl4syZMyIhISHX9nlJAvv06SPVuf7G307qcgDC2NhY41zUCf2tW7fycUWy+vfff4WDg4O0T7lcLszNzaX3Xbt2zbbv58XrSaD6Axd10v96cpifvqxWlElggZ8JrFy5MmbMmIHAwED4+vpi1KhRMDQ0xPHjxzF06FBUrlwZX375Ja5du1bQQxCVPB06AP8/gxbS04GPPgLKyb3jRFTOtGwJVKtWdl45PAtUGKpXr47Ro0dnKZfL5Zg5cyaAzDXY1LNAvqlnz55o1qzZO8VgYGCAr9VLGr3GzMwMbdu2BZA5K/uwYcOy1HFwcEDt2rUBIMcYi5OpqSnk8sw/UV9/nuttNm7cCCDz+bOcltOoVq2atKbd8ePHpXIvLy88evQIALBy5cpslyrIzp49ewDk3AcUCgV++OGHPJ9DQdStWxfe3t5o1aoVACA6OhoeHh6YOXMmevXqBSsrK3Ts2DHLs6Fqrq6uOHbsGOrWrQsgc0bPvXv3Ytq0aejcuTMsLS3Rp08f+Pj45CuulJQU3Lx5E8OGDYOnpycAoFOnThq30gLAxx9/DE9PT7x69QoJCQmIi4tDaGgofvjhB+jq6iIoKAi9evWSJncpiEaNGsHb2xvdunUDkPnsn3qmU5VKhYSEBERERBRo3wYGBpgwYQK8vLwQGxuLuLg4JCYm4v79+5g0aRJkMhkuXbqEPn36lKxJMfOdkuYiMTFRbNq0Sbi4uAiZTCaNEDZu3FisXr1aREZGFubhSHAkUCtSU4Vo2vS/20K//FLbEVEuyk2/pFKlVIwEVq3638+5svCqWrXQr6V6JHDEiBE51klJSZFGWd68fVE9Evjjjz/mepy8jAQ2b948x/YfffSRACAGDhyYYx1nZ2cBQMyfPz/LtryMVLVs2VLY2Nhk+8L/j4bktH3AgAFZ9tetWzcBQFSqVEn88MMP4sKFC28dnatYsaIAMm+NzelYNjY2wsDAQAAQEyZMkNrOmTNHGgXLDxcXl7f2geTkZKkPFMVI4OsuX74s5s6dK3r27ClsbW01RqMAiFGjRgmVSpVtW6VSKc6ePSu+/fZb0blzZ1GhQoUs7X/44Ycs7V4fCczt1axZMxEeHp6v89m3b1+ux86r7du3CwMDA2Fubi5WrVolHj58KBITE0VAQICYNGmSkMvlAoBYuHBhgY+Rk+XLl+c6WpybohwJLNTF4o2MjDB69GiMHj0aDx8+xKZNm7B9+3YEBARg8uTJCAsLw5IlSwrzkETFT08P2LkTaNECSEkB1qwBevcGevTQdmRERIXH1lbbERSuIjyf3BZx19fXh5WVFV68eIGXL19mW8fa2vqdY8htIWr1jI95qfO2mTNzEhERgRcvXuRaJ6ftUVFRWco2btyIfv364ebNm5g/fz7mz58PPT09tGrVCv3798eYMWNQoUIFqX56ejoiIyMBALGxsW9dzw6AxsLq4eHhAAA7O7u3tnud+nuaWx8wMDCQ+kBRa9mypcYMmI8fP8b+/fuxePFiREZGYsuWLWjRogU+//zzLG3lcjlcXV3h6uoqlQUGBmL37t1Yvnw5EhMTMX/+fDg5OcHNzS3b47++4LuOjg7Mzc1Rv3599O/fH0OGDIGurm6+zmfgwIFo3bo1Ll68CA8PD8ybN0/atmzZMixbtizbdpcvX0b16tUBZE768vHHHwMAPD090blzZ6lew4YNsXbtWlSoUAHz58/H7NmzMXDgwAKt15iTr7/+GqtXr8aTJ0/g4eGBTz75pND2/S4KNQl8nYODA0aPHg2lUolVq1YV+IcKUYlUvz6wdGnmYvIAMGoUEBAAVKyo1bCIiArNlSvajqDUeNe1kxVlYKZp9XIW2SnIYvE1atTAtWvXcPLkSRw5cgTnz5/HzZs3cf78eZw/fx6LFi3CX3/9Jf1Br1QqpbZ79uzBkCFDCnQeBf1evmsfKCr29vaYMmUKevXqhZYtWyI5ORkbN27MNgnMTr169TB37ly4urqia9euEEJg48aNOSaB2S34/q5atWqFixcvIjg4WKM8ISEhx8T69f6wfPlyCCHQvHlzjQTwdVOnTsX8+fORkZGBQ4cOFWoSKJfL4eTkhCdPnmQ5B20q8DOBOUlKSsKWLVvQoUMH1K1bF0uXLkVaWhoaNmyILl26FPbhiLRn0iSgZ8/M9+HhwLhxmTcdERFRuZLb1Pqpqal49eoVgMIZ8StP5HI5evTogdWrV+PKlSuIiorCzp07UaNGDURHR2PYsGFIS0sDAI3lFQryXGPlypUBQHouMK/U39O89gFtqV+/Ptq3bw8AuHfvXr7bd+7cWXputCDti8KcOXNyXIv89TU179y5AyBzgConZmZmsLGxAZD/PlBaFVoSeO7cOXzyySewtbXFmDFjcO7cOVhYWGDChAm4fPkybt68iR68XY7KEpkM2LQJUK8nc+AAUMQL5xIRUcnj7e2d4yiXr6+vNBlETgtVU96Ymppi2LBh+OOPPwBk3l76esLn7OwMANi3bx9UKlW+9t2uXTtpn1fyMQqu/p7m1gd8fHxKxIQgJiYmADJvUdZG+4JSfz9q1qxZoPbqSYZCQkJyrJOamipNPJPbbdMFoVKppHUIC3oOReGdksCnT5/ixx9/hKOjI1xdXbFlyxYkJSWhW7du2L17N54/f461a9eiRYsWhRUvUclSuTLw22//ff3ll8DDh9qLh4iIit2TJ0+wdevWLOUqlQo//vgjAOC9995Do0aNiju0Ukk9upeT1xdRf/1W2rFjxwIA7t+/j6VLl+a6j8TERI3jdOrUSVpUfPLkyW+NQU1922lufWDBggV52ldBnTlz5q2PXT19+hSnTp0CADRv3lxj24kTJ956q+7Nmzdx8+bNbNu/i7cd18PDAxcuXAAA9O/fv0DHUMd79epVXL58Ods6mzdvRmpqKgBIs+nm1dvOYc2aNXjy5AmAgp9DUShQErh371706tUL9vb2+OGHHxAUFIRatWph/vz5ePz4MY4dO4YhQ4bkeXpdolJt4EBA/ZBvQgIwYgRQAj7xIyKi4mFubo4JEybg999/R0pKCgAgNDQUH374Iby8vAAACxcu1GaIpYqfnx8aN26MlStX4u7du9KonhACfn5+mDBhAoDM5R5eT6z79++PAQMGAABmzJiBCRMm4P79+9L2tLQ0XLx4EdOnT4ednZ3GRD0KhQJr166FTCbDuXPn0KVLF5w7d046dlxcHM6ePYvhw4dLtxcCQOvWrdGvXz8AkPqAOpl48uQJhgwZAn9/fxgZGRXFpQIA/F979x0dVbX2cfw7CemFEkqkN5EqTaNIExFErjQVQcAu1YqUq4hSFEWK7aqA8NpBiiB65UoRVKoCUiw0pfdOOiHlvH9sZiYhCZCQcCaZ32etWZ6z99kzT8ZNMs+cXYYOHUrVqlV5/vnnWblyJYnptq46deoU06ZNo1mzZsTGxgIwaNCgDO179OhBzZo1eeWVV1i3bl2GBPjIkSO89dZb3H777aSlpVGkSBGeeeaZPIu9a9euPP/88/zyyy+ufztgktZRo0Zx//33A2bhnQvjvlzObRpSU1Pp3Lkzs2bNci0KdOLECV555RXXz1SjRo1M8x337NmDw+HA4XAwcuTITM/fsmVLXn31VTZt2pQhGd+5cyfPPPMMzz33HADXX389Dz30UK5+hnyRo3VKz3Nu/RAaGmo98sgj1vLly3PzNJIHtEWEh4iJsayqVd1LkY8ebXdEcp5X90vxWAViiwi5JOcWES+88IJrQ3A/Pz+rePHiGZbGHz58eJbtnVtEZLVtQHqXs0VEy5Yts21/OVsQOH+Wl19+OVftL8b5PlyuC7cc8PPzsyIiIjJsaB4eHp7l58/4+Hire/fuGdqHhIRYxYsXd20D4HxktaH8p59+agUEBLiuCQgIsIoVK5ah3YWbnZ84ccKqX79+hnidbRwOh/X+++9f9P/1lb6/N998c4b4HA6HVbRo0Uwblvv7+1vvvPNOpvYXbiXh4+NjFS9ePMP7AGYT9Dlz5mRqfzmbxWfH2e/Sv254eHiG17322mutP/74I1fvjdOUKVMsPz+/DO/RhZvSV6xY0dq6dWumtuk3gx8xYkSmeuf/W8Dy9fW1SpQoYYWGhmZ47ptuusk6ePBgjuP22C0igoOD+emnn/jpp59y3NbhcLBTw+aksAgLgy++gGbNIC0NRo0yW0ZERdkdmYiI5DN/f3+WLl3KxIkTmTFjBrt27aJo0aLccMMNPPfcc7Rv397uEAuUG2+8kdmzZ/Pjjz+ydu1aDh06xPHjxwkMDKR69eq0bduWZ555hrJly2ZqGxwczJdffknfvn356KOPWLVqFYcPHyYuLo7SpUtTu3Zt2rVrR5cuXbLc1uHBBx+kRYsWvPPOOyxevJi9e/dy7tw5qlWrRr169bjnnnuoVatWhjYRERGsXr2aCRMm8OWXX7J7926KFClCu3btGDx4MK1bt87XLdJ+/PFHli5dyrJly1i3bh1///03p06dwrIsSpYsSY0aNWjVqhWPPvqoa8hrejt27GDRokX8+OOPbNiwgZ07d3L69Gl8fHwoU6YMtWrVok2bNjz22GOuxVPyyrBhw2jYsCG//vor+/fv5+TJk6SlpVG2bFkaNGhAp06d6Nix4xUvqtSnTx+aN2/OBx98wE8//cSePXtISEigePHi1K5dm44dO9KvXz/Cw8Nz/NwTJkxg6dKlrFu3jsOHD3Py5EkcDgcVK1akcePGdOvWjXvvvdfjVgF2WFbOlzN0TrC8ohc+f1tWrkxMTAxFixYlOjo6Vx03LyUnJ/O///2P9u3b53gfmEJjxAhw7mFTvTps3AjnJ1KLPdQvxRPZ2S/Pnj3L7t27qVKlCoGBgVf1tQubW2+9lZ9//pkRI0ZkOUysIElLSyMmJobw8PA8+Zwnkhe8vV/m5vf15eYGuboTOGLEiNw0Eyn8hg+HhQth7Vr45x945hk4v4qZiIiIiIgnUBIokpf8/GD6dGjQAOLjzRYSd94J995rd2QiIiIiIkA+bBYv4vWqV4f//Md93qcP7N9vXzwiIiIiIukoCRTJDw8/DF27muPTp+HBB0FzYEVERETEA1zR6qAikg2HA6ZMgTVr4MAB+OknmDAB/v1vuyMTEZE8kpvV0UVEPIHuBIrkl+LF4fPPTUIIZtGY336zNyYRERER8XpKAkXy0623uu/+paRAjx5mwRgREREREZsoCRTJb6NGwQ03mOMdO2DgQHvjERERERGvpiRQJL/5+5ttI4KDzfnUqfD11/bGJCIiIiJeS0mgyNVQowa88477/PHH4eBB++IREa9nWZbdIYiIyEXk5+9pJYEiV8tjj8Hdd5vjU6e0bYSI2MLHx/zpT9XvHxERj+b8Pe38vZ2XlASKXC0OB3z4IZQrZ86XLYNx4+yNSUS8jp+fH35+fsTFxdkdioiIXERsbKzrd3ZeUxIocjVFRGTcNuKll2D1antjEhGv4nA4CAsLIzo6msTERLvDERGRLCQmJhITE0NYWBgO5+fGPKTN4kWutlatzJ6Br7xihoPefz9s2mT2FRQRuQpKlixJYmIi+/btIzw8nLCwMHx9ffPlg4YUDGlpaZw7d46zZ8/my9Azkdzwtn5pWRapqanExsYSExNDQEAAJUuWzJfXUhIoYoeXX4Yff4SVK2HfPujdG+bMcd8hFBHJR76+vlSoUIETJ04QGxvLmTNn7A5JbGZZFomJiQQFBenLAPEY3tov/fz8KFasGCVLlsTX1zdfXkNJoIgdihSBGTOgfn04fRrmzoUpU6BfP7sjExEv4evrS5kyZShdujTJycmkpaXZHZLYKDk5meXLl9OiRYt8mX8kkhve2C99fHzw8/PL96RXSaCIXSpUgI8+gi5dzPmzz8Itt8D119saloh4F4fDgb+/v91hiM18fX1JSUkhMDDQaz5si+dTv8w/hX9wrYgn69wZnnzSHCclQffuEB9va0giIiIiUrgpCRSx2/jxZlgowNat5o6giIiIiEg+URIoYrfAQJg1C4KDzfm0aTBzpr0xiYiIiEihpSRQxBNcdx28/777vE8f2LXLvnhEREREpNBSEijiKR56CHr2NMexsWZ+4Llz9sYkIiIiIoWOkkART+FwwKRJUL26OV+3Dp5/3t6YRERERKTQURIo4knCwsx8QOdy7W+9BfPn2xqSiIiIiBQuSgJFPE3jxjBxovv8kUdg92774hERERGRQkVJoIgneuIJ6NrVHJ85A926aX6giIiIiOQJJYEinsjhgKlToVo1c75uHQwZYm9MIiIiIlIoKAkU8VRFi8KcORAQYM7ffRfmzrU3JhEREREp8JQEiniyhg3h7bfd548+Cjt32haOiIiIiBR8SgJFPF3fvmbPQICYGLjvPkhKsjcmERERESmwlASKeDqHAz78EK691pxv2ACDBtkbk4iIiIgUWEoCRQqCsDAzPzAw0Jy//z7Mnm1vTCIiIiJSICkJFCko6tc3i8M4Pf44/P23ffGIiIiISIGkJFCkIHn8cejZ0xzHxkKnTmaeoIiIiIjIZVISKFKQOBwweTLUrm3Ot26FHj0gNdXeuERERESkwFASKFLQhIbCt99C8eLmfMECGD7c3phEREREpMBQEihSEFWrZhaK8fU152PHwowZ9sYkIiIiIgWCkkCRgqp1a3jrLff5Y4/B+vX2xSMiIiIiBYKSQJGC7MknzWIxAGfPQufOcPiwrSGJiIiIiGdTEihSkDkcZs/AZs3M+cGD0KWLSQhFRERERLKgJFCkoPP3h7lzoUIFc/7rr9CvH1iWvXGJiIiIiEdSEihSGJQubVYMDQ42559+mnG+oIiIiIjIeUoCRQqLBg3gk0/c50OGwMKFdkUjIiIiIh5KSaBIYdK1K7z0kjlOSzPnGzfaG5OIiIiIeBQlgSKFzciRcPfd5jguDu68E3btsjUkEREREfEcSgJFChsfH/jiC7jlFnN+9Ci0awfHj9sbl4iIiIh4BCWBIoVRUBD8979Qq5Y5//tvuOsuiI+3Ny4RERERsZ2SQJHCqkQJszBM2bLmfO1a6NYNUlLsjUtEREREbFVgksANGzYwatQoOnbsSM2aNYmIiMDPz4+IiAiaNm3KmDFjOHXq1CWf58iRI7z00ks0btyYEiVKEBQURKVKlWjXrh1jx44lOTk5U5uHH34Yh8NxyUfKJT5cb9iwgV69elG+fHkCAgK45ppr6NKlC8uWLcv1+yJyURUrmkQwPNycL1gAfftqD0ERERERL1bE7gAu10cffcT777/vOg8MDCQoKIhTp06xevVqVq9ezdtvv823335LkyZNsnyOWbNm0adPH2JiYgDw9/cnKCiIffv2sW/fPhYtWkS/fv0oVqxYlu0DAwMpWrRotjE6HI5s66ZNm0b//v1diWLRokU5evQo8+fPZ/78+YwYMYKRI0de4l0QyYV69eCbb+COO+DcOfjoIyhXDkaPtjsyEREREbFBgbkTGBUVxfjx41mzZg2nT58mMTGRmJgYYmNj+eSTTyhVqhQnTpygc+fOREdHZ2o/Z84cevToQUxMDN26dWPjxo0kJSVx5swZYmNjWbFiBQMHDsTPzy/bGLp168aRI0eyffj6+mbZbs2aNfTr14+UlBQ6d+7M/v37OXPmDMePH6dv374AjBo1itmzZ+fNmyVyoVtvhc8/B+cXFa+8ApMn2xqSiIiIiNijwNwJfPDBB7MsDw0N5aGHHuKaa67hjjvu4NixY3z33Xf07NnTdc3hw4fp27cvaWlpDBw4kDfffDPTczRr1oxmzZrlS+xDhw4lNTWVevXqMXv2bFeiGRERweTJk9mzZw+LFi1i6NCh3HPPPdkmkyJX5L774MgReOYZc/7EExAZCZ072xqWiIiIiFxdBeZO4KXcfPPNruMDBw5kqHv33Xc5ffo05cuXZ+zYsVc1rl27drFy5UoABg8enOWdxhdeeAGAvXv3snz58qsan3iZp5+GoUPNcVoa3H8/nO+fIiIiIuIdCk0SuGLFCtdxtWrVMtR99tlnAPTq1Qt/f/+rGteSJUtcx+3atcvymmbNmhEWFgbA4sWLr0pc4sVefx169TLHZ89Chw7w11/2xiQiIiIiV02BTgKTkpLYs2cP7733Hg888AAA1atXp0OHDq5rdu/ezaFDhwBo2bIlGzdupFu3bkRGRhIQEECFChXo3r07a9asueTrLV26lBo1ahAYGEh4eDj16tXj2Wef5e+//862zZ9//glA6dKlKV26dJbX+Pr6UrNmTQD+0odxyW8+PvB//wdt25rzM2fMZvIX3EEXERERkcKpwMwJTC8wMJCkpKRM5U2bNmXGjBkEBAS4ynbs2OE6Xrt2La+++irJycmu1UUPHDjArFmzmD17NmPGjHENzczKgQMH8PX1JTw8nJiYGP7880/+/PNPJk2axNtvv03//v0ztXEmoOXKlbvoz1SuXDnWrVvnuj47SUlJGX5250qnycnJWW5vcTU5X9/uOOQyOBzw5Zf4tmmDz4YNcOAA1h13kPLjj1C8uN3R5Sn1S/FE6pfiadQnxROpX+bc5b5XBTIJjIyM5OzZs8TFxREfHw9Aq1atGDduHBUrVsxw7enTp13Ho0aNomzZskybNo02bdrg4+PDtm3bePLJJ1m6dCnDhg2jVq1adL5goYxGjRpx4403ctddd1G+fHl8fX1JSEhg4cKFDB06lJ07dzJgwABKlSrFvffem6FtbGwsAMHBwRf9mZz1zuuz8/rrrzNq1KhM5YsXL77ka1wt6YfAimcLePppmj3/PKFHjuDYsoXoVq1YM2IEaem+SCks1C/FE6lfiqdRnxRPpH55+RISEi7rOodlFexdo48dO8bnn3/OmDFjOHPmDMOHD2d0uv3PZsyYkWGl0DVr1mRYRAYgPj6eGjVqcOjQIerXr8+mTZsu+/VPnjzJDTfcwJ49e6hUqRK7d+/OsF9g27ZtWbJkCU2bNnUtEJOVnj17MmPGDGrUqMH27duzvS6rO4EVKlTgxIkThDs3BLdJcnIyS5YsoU2bNhfdakM8zM6dFGnZEsexYwCkdepE6syZUEhWqVW/FE+kfimeRn1SPJH6Zc7FxMRQsmRJoqOjL5obFMg7gemVLl2aQYMG0bx5c5o0acIrr7xCVFQUd911F4BrwRUwC7BcmAAChISEMGDAAIYPH87mzZs5evQoZcqUuazXj4iI4MUXX6R3797s3buXjRs30qhRI1e98/UvlZU769PHm5WAgIAMw12d/Pz8POYfhyfFIpehZk343//MXoJxcfh88w0+AwfCBx+49xUsBNQvxROpX4qnUZ8UT6R+efku930q0AvDpBcVFeXa5+/DDz90laefi1erVq1s26ev27t3b45eu0mTJq7jXbt2ZagrW7YsAAcPHrzoczjrndeLXFWNG8O8eVDk/PdCkyfDmDH2xiQiIiIi+aLQJIHgTvj++ecfV1nt2rVdm687LnJXI/2o2Itdl1N169YFzLDV48ePZ3lNamoq27ZtA6BOnTp59toiOdKmDXzyifv8pZdg2jTbwhERERGR/FGokkDnXbj0QyoDAwNp0aIFAFu2bMm27datWwGTAFauXDlHr/vLL7+4jqtUqZKhrk2bNq7jhQsXZtl+1apVrgVh2jqX7RexQ8+eMGGC+7xvX/j2W/viEREREZE8VyCSwNTUVC61fs3SpUtZu3YtALfeemuGukceeQSAlStXZrkfYEJCApMmTQLgpptuolSpUq66S73uqVOneO211wAoX748DRs2zFBftWpV1zDViRMnZrls69ixYwGoVKmSK2EVsc2gQfDcc+Y4LQ26dYMVK+yNSURERETyTIFIAvfv30/Dhg2ZMmUKu3btypCY7d+/n7Fjx9KpUycsy6JEiRIMHDgwQ/uePXsSFRUFQLdu3Vi0aBFpaWkAbNu2jY4dO3Lo0CF8fHwYc8E8qC+++IK7776buXPncuz86okAiYmJzJ8/n5tvvtl1B3LChAn4+GR+S8eNG4evry+bN2+me/furvl/p06dYsCAAXz//fcZrhOx3fjx0KOHOT57Fjp0gD/+sDcmEREREckTBWZ10M2bN9OvXz8A/P39CQ8PJzEx0bVPIJihmHPnziUyMjJDWx8fH7755htat27Nli1baNeuHUFBQfj7+xMdHQ2YlXTef/99brvttgxtU1NT+frrr/n6668Bs5JoYGAgZ86cITU1FTArdr755pt069Yty9ibNGnC5MmT6d+/P/PmzWPevHkUK1aM6OhoV0I7YsQI7rvvvjx4p0TygI8PfPwxnDwJixZBdDTccQesXg05HC4tIiIiIp6lQCSBZcuWZfbs2fz000/8+uuvHD58mBMnTuDr60vFihWpX78+nTp1okePHgQFBWX5HJGRkWzYsIH33nuPWbNmsWPHDhITE6lcuTK33XYbAwcOdC3ikl6rVq0YM2YMa9asYevWrZw8edK170b16tW57bbb6Nu3b6a5gBd6/PHHadSoERMnTuTnn3/m+PHjlC5dmiZNmvDUU09lSj5FbOfvD199Ba1bw9q1cPiwSQRXroR0Q6ZFREREpGApEEmgv78/Xbt2pWvXrlf0PAEBAQwaNIhBgwZddptKlSoxbNiwK3pdp0aNGjF9+vQ8eS6RqyI0FBYsgGbNYPt22LED2reHZcvgEntaioiIiIhnKhBzAkXERiVLmiGhzj0316+Hu++Gc+fsjUtEREREckVJoIhcWqVKsHAhFCtmzn/4AR56yKweKiIiIiIFipJAEbk8devCd99BYKA5nzkTnn0WLrGNioiIiIh4FiWBInL5mjaF2bPBuZXJf/4D994Lf/5pb1wiIiIictmUBIpIznToAFOnus/nzYPrrzebyv/1l31xiYiIiMhlURIoIjn3yCPw6adQpow5tyxzh7BePejeXcmgiIiIiAdTEigiufPgg7BrF0ycCKVLmzLLglmz3Mngli32xigiIiIimSgJFJHcCw6G554zyeCECe5N5J3JYN26cP/9sHWrvXGKiIiIiIuSQBG5ciEhMGgQ7N4N48dnTAZnzoQ6daBHD9i2zd44RURERERJoIjkoZAQGDzYJIPjxpmN5sEkg19+aZLBXr1gxw574xQRERHxYkoCRSTvhYTAkCEmGXzjDYiIMOVpaTB9OtSqZeYU/v23vXGKiIiIeCElgSKSf0JDYehQ2LMHXn8dSpQw5Wlp8PnnJhl8+GEzp1BERERErgolgSKS/0JD4fnnTTI4Zow7GUxNNVtNXHcd9OkD+/bZGqaIiIiIN1ASKCJXT1gYDBtmhom++ioUL27KU1LMBvTXXgtPPQWHD9sbp4iIiEghpiRQRK6+8HB48UWTDI4YYc4Bzp2D996DqlXNaqPHjtkbp4iIiEghpCRQROxTtCiMHGmSwRdeMPsOApw9C2++aZLBYcPg1ClbwxQREREpTJQEioj9SpSA114zyeBzz0FgoCmPjzcLylSpAqNHQ0yMvXGKiIiIFAJKAkXEc5QuDRMnws6d8OST4O9vymNizLDRqlXNZvQJCfbGKSIiIlKAKQkUEc9Ttiz85z9mH8HevcHX15SfPGm2nKha1dQnJdkbp4iIiEgBpCRQRDxXxYrw4YewbRv06gUOhyk/ehSeftqsJjptGiQn2xuniIiISAGiJFBEPF/16mZz+T/+gHvvdZfv32/uFNauDV9+aTahFxEREZGLUhIoIgVHnTowZw789hv861/u8n/+gR49oEED+PZbsCzbQhQRERHxdEoCRaTgadQIvvsOVq+GVq3c5X/8AZ06QZMmsGyZffGJiIiIeDAlgSJScDVpAkuXwpIlEBXlLv/1V2jdGlq3xvHrr/bFJyIiIuKBlASKSMHmcMDtt8Mvv8D8+VC3rrtu2TKKNG9O1GuvwZYttoUoIiIi4kmUBIpI4eBwmKGgmzbBF19AtWquqmvWrqVIo0ZmEZmDB+2LUURERMQDKAkUkcLF1xd69oStW2HKFKyyZQFwpKWZ7SSuvRaGDYPoaJsDFRERkULhv/+FI0fsjiJHlASKSOHk5wd9+pCyZQtbHngAKzzclCcmwuuvmw3n33pLG86LiIhI7hw/Dt27Q8eO8OSTdkeTI0oCRaRwCw7m73vuIWX7dhg4EPz9TfmpU/Dcc1CzJkyfrj0GRURE5PJYFsyYAbVqwaxZpmzuXPj5Z3vjygElgSLiHSIi4M03Yft2M1zUac8e6NULbroJli+3LTwREREpAPbvhw4dzGeJkydNWYkS8Pnn0KKFvbHlgJJAEfEulSubhWM2bIC2bd3l69dDy5bQpQv8/bdt4YmIiIgHSkuDKVOgTh1YsMBd3rWrWYG8Vy+zSF0BoSRQRLxTw4awaBEsXgz16rnL58+H2rXhmWfc3/CJiIiI9/rnH7P/cL9+EBtryiIjYd48mD0bypSxN75cUBIoIt6tTRvYuNGsHBoZacpSUuDdd6F6dZg4UYvHiIiIeKOUFPM54Prr4aef3OWPPGLu/nXpYltoV0pJoIiIry889pgZBvryyxAUZMrPnIHBg82dwa++MhPBRUREpPD74w+45RbzOSAx0ZRVqmRGEH30ERQvbm98V0hJoIiIU2gojBplksGHH3aP7d+1y4z5b9kSfvvN1hBFREQkHyUlwYgR0KgRrFtnyhwOeOop+PNPM4KoEFASKCJyoXLl4OOPzeIxt93mLl+xAm64AR56CA4etC8+ERERyXu//gqNG8Po0WYoKJitpFasMNNEQkPtjS8PKQkUEclOgwbwww/wzTdw7bXu8s8+gxo1zF3DhATbwhMREZE8EB9v9g5u0gT++suUFSkCL75o1g1o2tTe+PKBkkARkYtxOKBjRzME5K23oFgxU56QACNHmmTw88+12byIiEhBtHSpWSX8rbfcc/+dQ0FffRUCA+2NL58oCRQRuRz+/vDss2aZ6KeeMovJgBkW+uCDcPPNsGaNrSGKiIjIZTp9Gh5/HG6/HXbvNmWBgTBunBkW2qCBreHlNyWBIiI5ERFh5gX8+Sf861/u8nXrzCpiPXvCgQP2xSciIiIXN3euWfn7//7PXdaiBWzeDEOGmKGghZySQBGR3KhZE777ziwVXaeOu3zGDDNEdPRozRcUERHxJIcPw913w733wpEjpiwsDCZNgh9/NH+/vYSSQBGRK9GmDWzaBO+/b+4SgtlPaMQIkyjOnKn9BUVEROxkWTBtGtSqBV9/7S7v0MFs+t6vH/h4V1rkXT+tiEh+KFIEBgww+ws+84x7GMn+/XD//dC8Oaxfb2+MIiIi3uiff6B1a+jdG6KjTVmpUuZL2m++gfLl7Y3PJkoCRUTySvHi8Pbb8McfcOed7vJVqyAqCh57DI4etS08ERERr5GSAhMmwPXXm6GeTg8+CFu3QrduZgVwL6UkUEQkr9WsCf/7n3lcd50psyz46COz3+CECXDunL0xioiIFFabNplVu4cMMVM0ACpVgoUL4dNP3dM3vJiSQBGR/HLnneau4FtvQdGipiw21vxRqlsXFiywNz4REZHCJDERXngBbrgBfvvNlDkc8PTTZlXvO+6wNz4PoiRQRCQ/+fmZ/QX//hv69nUPPfn7b7jrLmjfHrZvtzVEERGRAu/nn6F+fRg7FlJTTVmdOrB6NbzzDoSG2hufh1ESKCJyNZQqBZMnw4YNZqEYp++/N3cFBw2CuDj74hMRESmIzpwxX7Leeqv5ghXMF7AjR5q/uTffbGNwnktJoIjI1dSggfm2cuZMqFDBlKWkwJtvmrpffrEzOhERkYJj/nyz6fuHH7rLmjQxcwJHjAB/f7si83hKAkVErjaHw6xKtm2b+SMVGGjKd+6EZs3Mt5fJybaGKCIi4rEOHTKbvnfpYjaABwgJgXffhRUrTGIoF6UkUETELsHBJuH780/zzSWYeQyjRplk0DmsRURERCAtDSZNyrzp+513mk3fn3oKfH3ti68AURIoImK3atVg+XIYPdr9x2vtWjM89MMPzfYSIiIi3mzLFjOnfsAAiIkxZaVKwYwZZrXtihXtja+AURIoIuIJihSBl14yq5hde60pS0gwk907dYJjx+yNT0RExAY+587hM2qU+WJ09Wp3xSOPmGkV99/v1Zu+55aSQBERTxIVBRs3muTP6b//hXr1tK+giIh4FceKFdw6cCC+Y8a458pXrw5Ll8JHH0GJEvYGWIApCRQR8TQhIWY7iW+/NUNdwNwJvOsu6N8f4uPtjU9ERCQ/nToFjz9OkdatCTt40JQVKQLDhsHvv8Ntt9kbXyGgJFBExFN16AB//GGSP6fJk6FRI1i/3r64RERE8oNlwfTpULMm/N//uYrToqLMnn9jxkBQkI0BFh5KAkVEPFmZMuaO4OTJ7j98O3aY1UTHjDGriYqIiBR0O3fCHXdAr15w/DgAVlgYv/fuTerPP5tpEZJnlASKiHg6h8PMEdy4EW64wZSlpMDw4dCyJezebW98IiIiuXXuHLz+OtStC0uWuMvvuYeU339n97/+pW0f8oGSQBGRguK668zKaMOHg8/5X9+rVkH9+vDpp9pKQkRECpZVq8wUh2HD4OxZU1ahghkB89VXUK6cvfEVYkoCRUQKEj8/eOUVWLECqlQxZbGx8PDD0LUrnDxpa3giIiKXdOYM9OsHzZrBX3+ZMh8fGDjQ7AfYoYOt4XkDJYEiIgXRLbfApk1mnySnuXPh+uszDqcRERHxFJYFc+ZArVowZYq7vHFjWLcO3nwTQkPti8+LKAkUESmowsPNPklffeXeK+nQIWjb1nyb6hxaIyIiYre9e80dvvvugyNHTFlICLz9Nvz6qxkWKleNkkARkYLunnvMVhJt2rjL3n7bLCKzebNtYYmIiJCSYu7w1a4NCxa4yzt2hK1b4ZlntPCLDZQEiogUBmXLwsKF8M47EBBgyv76C6KiYOJESEuzNz4REfE+v/0GN90EgwZBQoIpK1vWTF+YP98sAiO2UBIoIlJY+PjA00+bP7r165uyc+dg8GC4/XbYv9/e+ERExDvEx5vEz7nJO5jtjgYMMAu/3H23ORfbKAkUESls6tQx8yuGDnX/kf3xR7NozMyZ9sYmIiKF25IlZmP3N990j0KpW9dsB/H++1C0qL3xCaAkUESkcAoIgDfegGXL3MNtzpyB+++HBx6A6GhbwxMRkULm1CmzXVHbtrB7tykLCIDXXjN3A5s0sTU8yUhJoIhIYXbrrfD77yb5c/riCzNcdMUK28ISEZFCwrJg1iyz7cOnn7rLW7Y0i5a98ILZ41Y8SoFJAjds2MCoUaPo2LEjNWvWJCIiAj8/PyIiImjatCljxozh1KlTl3yeI0eO8NJLL9G4cWNKlChBUFAQlSpVol27dowdO5bk5ORs2+7cuZO+fftSpUoVAgMDKV26NHfccQdz58697J+hV69elC9fnoCAAK655hq6dOnCsmXLLvt9EBHJsWLFYMYMmD7dbCsBZqnuli1h2DAzb1BERCSnDhyATp2ge3c4dsyUFS0KH35oRqJce6298Un2rALiiSeesADXIzAw0AoLC8tQVrJkSWv16tXZPsfMmTOt8PBw1/X+/v5W0aJFMzzH6dOns2y7YMECKzg42HVdeHi45ePj4zp/5JFHrLS0tGxfe+rUqVaRIkVc1xctWtRyOByu8xEjRuTqfYmOjrYAKzo6Olft89K5c+es+fPnW+fOnbM7FBEX9csL7NljWS1aWJb57tY8Gje2rK1b7Y7Mq6hfiqdRn5QcSU21rA8+sKywsIx/T7p0sayDB/PsZdQvc+5yc4MCcycwKiqK8ePHs2bNGk6fPk1iYiIxMTHExsbyySefUKpUKU6cOEHnzp2JzmKuy5w5c+jRowcxMTF069aNjRs3kpSUxJkzZ4iNjWXFihUMHDgQvyxuV+/evZv77ruPhIQEmjZtyvbt24mOjiY6OpqXX34ZgI8//pjx48dnGfuaNWvo168fKSkpdO7cmf3793PmzBmOHz9O3759ARg1ahSzZ8/Ow3dMRCQLlSqZb2fHjnUPz/ntN7NJ76RJ5s+4iIhIdnbsMFMNBgyA2FhTFhkJX30F8+aZLSDE812lpDTfLVq0yHVX7YsvvshQd+jQIat48eIWYA0cODDHz92rVy8LsCIjI7O8U9inTx/X3cFTp05lqm/WrJkFWPXq1cvym4w77rjDAqxKlSpZKSkpOYpNdwJFLk798iJ++82yatbM+C3uv/5lWUeO2B1Zoad+KZ5GfVIuKTnZst54w7ICAzP+3XjsMcvK4vNvXlC/zLlCdyfwUm6++WbX8YEDBzLUvfvuu5w+fZry5cszduzYHD1vfHy8a85f//79KVasWKZrXnjhBQBiYmKYP39+hrpdu3axcuVKAAYPHpzlnUZn+71797J8+fIcxScikmuNGpm7gAMGuMsWLDBbSSxYYF9cIiLiWTZtMpu+//vfcPasKataFX74AaZNg+LFbQ1Pcq7QJIEr0q1yV61atQx1n332GQC9evXC398/R8+7cuVKEhMTAbjzzjuzvKZy5crUqlULgMWLF2eoW7Jkieu4Xbt2WbZv1qwZYWFhWbYXEclXwcFm36YFC6B0aVN27BjcdZdJDhMS7I1PRETsc/YsvPgi3HCDe9N3Hx947jmz8nTr1vbGJ7lWoJPApKQk9uzZw3vvvccDDzwAQPXq1enQoYPrmt27d3Po0CEAWrZsycaNG+nWrRuRkZEEBARQoUIFunfvzpo1a7J8jT///NN1XKdOnWxjqVu3LgB//fVXlu1Lly5NaecHrAv4+vpSs2bNLNuLiFwV7dubpbzvustdNmkSNG7s/sMvIiLeY9UqaNjQ7POXmmrK6tSB1ath4kQICbE3PrkiRewOIDcCAwNJSkrKVN60aVNmzJhBQECAq2zHjh2u47Vr1/Lqq6+SnJxMYGAgQUFBHDhwgFmzZjF79mzGjBnjGprp5EwgixcvTnBwcLYxlStXLsP1F7Z31l+s/bp16zK1v1BSUlKGnz0mJgaA5OTki25vcTU4X9/uOETSU7/MgeLFYe5cfKZOxWfIEByJibBtG9bNN5M2ciRpzz0Hvr52R1koqF+Kp1GfFJe4OHxeegmfDz7AcX6xMMvPj7Tnnyft3/8Gf3+4Sv1E/TLnLve9KpBJYGRkJGfPniUuLo74+HgAWrVqxbhx46hYsWKGa0+fPu06HjVqFGXLlmXatGm0adMGHx8ftm3bxpNPPsnSpUsZNmwYtWrVonPnzq42sedXPbpYApi+3nl9XrW/0Ouvv86oUaMylS9evPiSr3G1pB8CK+Ip1C9zoHx5QsePp/Gbb1Js1y4cycn4vvgip2fMYMOzz5JYqpTdERYa6pfiadQnvVupTZto8P77BB8/7io7VaMGm558ktiKFc0cQBuoX16+hMucxlEgk8A9e/a4jo8dO8bnn3/OmDFjiIqKYvjw4YwePdpVn5aWluF4zpw5GRaRqVmzJt988w01atTg0KFDjBw5MkMS6GleeOEFnnvuOdd5TEwMFSpUoG3btoQ7N4G2SXJyMkuWLKFNmzZZLoAjYgf1yyvw8MOkjh6Nz/jxOCyLkn/9RZvBg0l9912s+++3O7oCTf1SPI36pJc7fRrfoUPx+fRTV5EVFETaqFGEPfUUzW0aBaJ+mXPOUYKXUiCTwPRKly7NoEGDaN68OU2aNOGVV14hKiqKu87Pa3EuuAJmAZb0CaBTSEgIAwYMYPjw4WzevJmjR49SpkyZDO0vlVU769O/Xl60v1BAQECG4a5Ofn5+HvOPw5NiEXFSv8wFPz944w3417/ggQdg3z4c0dEUeegh+P57+OADrQh3hdQvxdOoT3qh+fPNQmCHD7vLWrXCMXUqvtWq4QmTANQvL9/lvk8FemGY9KKiomjWrBkAH374oas8/Vw85wqeWUlft3fvXtdx2fMbXp4+ffqiidzBgwczXH9he2d9TtuLiNiuRQvYvBl69nSXzZwJ9erZNjRIRESu0LFj0K0bdOniTgDDwmDKFPO7/YLV9qVwKTRJILgTvn/++cdVVrt2bXzP38J2OBzZtrXOT3y98Drnqp9w8ZU7nauAXriCqLP9sWPHOJ5ufHV6qampbNu2Lcv2IiIeoVgx+OILk/w57/4dPAht2sCzz8L5rXRERMTDxcSY1T1r14bZs93l7dvDX39Bnz5mGwgp1ArV/+Fdu3YBGYdUBgYG0qJFCwC2bNmSbdutW7cCJgGsXLmyq7xZs2YEBQUBsHDhwizb7t2719W+bdu2GeratGnjOs6u/apVq1wLwlzYXkTEo3TrZraSuP12d9k775g9pDZtsi0sERG5hP37YcgQqFABBg+GkydNeYkS5ku+774zdeIVCkQSmJqamuFOXVaWLl3K2rVrAbj11lsz1D3yyCOA2fg9q/0AExISmDRpEgA33XQTpdKtfBcSEsI999wDwKRJk4iOjs7U/o033gBM8nnhojJVq1Z1DVOdOHFilsu2jh07FoBKlSq5ElYREY9VrhwsWgRvvw3OOcpbtkBUFIwd695PSkRE7Ld5s5nXXbUqTJhg7gQ6de9ufn/37AkXGTEnhU+BSAL3799Pw4YNmTJlCrt27cqQEO7fv5+xY8fSqVMnLMuiRIkSDBw4MEP7nj17EhUVBUC3bt1YtGiRa9XQbdu20bFjRw4dOoSPjw9jxozJ9PqjR48mJCSEw4cP06FDB/7++28A4uPjGT16NJMnTwZg+PDhFM9ikYRx48bh6+vL5s2b6d69u2v+36lTpxgwYADff/99hutERDyejw8884zZSL5BA1OWnAwvvAAtW8LOnbaGJyLi1SwLFi+Gtm3N7+gvvoCUFFMXEAC9e8PWrfDll3B+MUTxLgVmddDNmzfTr18/APz9/QkPDycxMdG1TyBAlSpVmDt3LpGRkRna+vj48M0339C6dWu2bNlCu3btCAoKwt/f33Vnz8/Pj/fff5/bbrst02tXqVKF2bNn07VrV1asWEGNGjUoWrQocXFxpJ7/xvvhhx9myJAhWcbepEkTJk+eTP/+/Zk3bx7z5s2jWLFiREdHuxLaESNGcN999135GyUicjXVrg2//gojR5q7gJYFq1ZB/fpmzkmfPvp2WUTkaklMhBkzzEiN8+tVuJQoAU88YR5K/LxegbgTWLZsWWbPns2AAQNo3LgxJUuWJCYmhrS0NCpWrEiHDh2YNm0af/31Fw0bNszyOSIjI9mwYQMTJkzgxhtvxN/fn8TERCpXrsyjjz7Khg0b6N27d7YxtG/fnt9//53evXtTuXJlEhMTKVasGG3atOGrr77i448/vujCM48//ji//vorPXr0oFy5ciQkJFC6dGk6d+7M0qVLGTly5JW+TSIi9vD3h9deg+XLzXAjgPh46NfPLDRw6JC98YmIFHaHDsFLL0HFivD44xkTwKpV4b33YN8+GD1aCaAABeROoL+/P127dqVr165X9DwBAQEMGjSIQYMG5ap9tWrVMmw/kVONGjVi+vTpuW4vIuLRmjUzc08GDzZLjAMsXAh168KkSWZRGRERyTvr15u7frNnmyH56TVpAoMGQefOoOlGcoECcSdQREQKiNBQmDwZFiyAa64xZadPm8UH7r8fTp2yNz4RkYIuJQW++sp88XbjjTB9ujsBLFIEevQww/RXr4Z77lECKFlSEigiInmvfXuzlUT6uc4zZ5q7gucXwxIRkRw4ftwMva9SBbp2NfOvnUqUgGHDYM8ekxSeXxBRJDtKAkVEJH9ERMCsWWb1OefKyYcPmwSxXz+Ii7M3PhGRguC33+Dhh80efi++CAcOuOtq14YPPzR7AI4ZY7bwEbkMSgJFRCR/de9u7grecYe7bMoUs4Jo+m+yRUTEOHfOfIF2yy1www3w6aeQlGTqHA7o0MFsAfHnn2a7h+Bge+OVAkdJoIiI5L9y5cww0MmT3R9Wdu2C5s3h3/92f7gREfFmR4+aFTwrVTJz+9ascdcVK2YWevnnH/j2W2jTRlvwSK4pCRQRkavD4YC+fc0KorfcYsosC8aNM4sbbNpka3giIrZZvx4efNBs8TBiBBw54q6rW9eMnjhwACZMcG/FI3IFlASKiMjVVb262VNw7Fjw8zNlf/xhFjJ4/XWz8p2ISGGXnGzmTd9yi/ki7PPPzTBQAB8fuPtu+PFH+P136NMHQkLsjVcKFSWBIiJy9fn6mmGg69fD9debsuRks7pdixZmuJOISGF07JhZxKVyZTNnOv2Qz+LFze/GXbtg7ly49VYN+ZR8oSRQRETsc/31sHYtvPCC+eYbzAeiBg3MineWZWt4IiJ5wrJgxQozz698eRg+HA4dctfXrWt+5x04YEZJVKpkX6ziFZQEioiIvQICzN5XK1ZAtWqmLD7ezB/s0CHj3BgRkYIkJgY++MB84dWihVnx07mxu8MBnTvDsmVmyKdW+ZSrSEmgiIh4hltuMYvD9O3rLluwwHxDPm+ebWGJiOTY779D//5mZeQnnjBbOThFRMDQobBzJ3z9NbRqpSGfctUpCRQREc8RGmq2kfjuOyhTxpSdPAn33GM2S46OtjU8EZFsnT0L06dDs2ZmH9TJkyEuzl1/yy1m8ZcDB+CNN6BKFftiFa+nJFBERDzPv/5lVgzt0sVd9umnZkjVTz/ZFpaISCY7d5o7e+XLQ69esGqVuy4kxIxu2LTJlPfqBYGBtoUq4qQkUEREPFOpUmZ1vE8+gbAwU7ZvH9x2GwwZog3mRcQ+KSkwfz7ccYfZ9mb8eDNqwal2bXjvPTh40NwRrF/ftlBFsqIkUEREPJfDAQ89ZObXtGhhyizLbJh8442mXETkajl0CEaNMts7dOkCixe76/z9zeqfy5ebOYBPPAFFi9oWqsjFKAkUERHPV7my2TR5/HjzQQvMcNEbbzQJYWqqreGJSCFmWeb3T9euULEijBxp7vA5Va1q5vgdOGDmBDZvroVexOMpCRQRkYLBxwcGD4Z166BePVN27pwZGtq6Nezda298IlK4REfDf/5jhnbedht89ZX7CycfH+jUCRYuhL//NnMCS5WyN16RHFASKCIiBcv115tEcMgQ97ftP/9syj/7TBvMi8iV2bzZLOZStiw8/TRs2+auK1MGXnoJ9uxxzwn00cdpKXiK2B2AiIhIjgUEwLhxZhXRBx80C8bExJj5g59/DjVqmFX5LvYIDXX/13ns62v3TyYidkhKMnf6PvgAVq/OXN+ihZnj17mze0i6SAGmJFBERAquli3N4jBPP23uAgL88IN55EZgYMbE8HIeYWEXL9cHRhHPtW8fTJkC06bBsWMZ60JDzZdM/ftD3br2xCeST5QEiohIwVa0qNlDsEMH82HtxIncP9fZs+aRfqn3K+Xnlykx9A0JISo+Ht9ZsyA83J0wpv9veLh5FC3qfoSF6W6lyJVKS4OlS+H99+G//zXn6dWpAwMGwAMPuLenESlklASKiEjhcO+90LGj2bg5Pv7Sj7i4zMdxcRmP4+OvPK7kZDh92jzO8wGuAVi7NufPFxrqTgqLFXP/N/3jYmXaqFq81cmTZsTA5MmwY0fGuiJF4O67zZBPre4pXkBJoIiIFB7+/lCrVt49X1oaJCS4k8O4OIiNzXie1SM21iSQ2V17JYvXOJ8j/RL1OREQcOmE0VkeFgbBwRAU5P7vhcdaFEM8mWXBihVmyOdXX5kVhdMrW9YsAtO7N1xzjT0xithASaCIiEh2fHzcQznzSloaydHRLP32W1pHReF39mzG5DI21jxiYswjOtr9uPA8N3cqk5Lg6FHzyAsBAVkniDkty+q/F5Yp4ZTLdfKkGSb+4YewfXvm+latzF2/jh3NkG0RL6MkUERE5Go6n1gmFSsG1atf2QfQ5GSTGJ45Yx7R0e7jrM4vfMTEXNGPApikMikpw3DXfBMYmDFBzC5hvPA4q/OsHiEhSjYLMsuC5ctN4pfVXb+ICLOCcO/eULOmPTGKeAglgSIiIgWVn5/5YBsRkbv2qanmrmNWiePp0+ZOY0ICJCZm/V/ncfqHsyw/OBfuye+EMyjIJITOxDD9cVZlFzt2ngcFmeHKzoefn+ad5ZWjR81dv2nTzMbtF2rZ0gz57NJFc2JFzlMSKCIi4q18fd1zAPOSZZm7g+mTxAuTyOwSyosdZ1V29mzexg7u+PJb+qTQ+QgIyLo8t3WXW+5wEHjihNkmwbm1ib+/565Gm5oKixfD1Klmhc+UlIz1zrt+ffrAddfZE6OIB1MSKCIiInnL4TB3XK7GXZe0NJMIOpPDC5PE+Pisk0jnw1nvXCnWWXbh8ZUs5pOdc+cyD1m0iR9wR1YVvr5Xlmxequ5yr3eWnTsHc+bARx/B/v2Z473tNnj8cd31E7kEJYEiIiJScPn4uOf05Zf0dzbTJ4fZJYxZHZ896076kpLcx87zpCQzxzN9uSckiKmpV+/OaG5FRsIjj8Cjj5p5tiJySUoCRURERC4m/Z3NEiWu3utaljsxvDBJzCqRTE7OXH7hNdmUp509y5G9e4mMiMAnJSXjtc7j9DGkL8uPu6SX4uMD7dubRV7atzf7/InIZdO/GBERERFP5HC4h0Pm5TYlWUhNTmbd//5H+/bt8cnpirWpqVeeiF6YzF54rfM4ORmuv97M9ytXLn/eDBEvoCRQRERERHLP19e9/6OIFAjaCEdERERERMSLKAkUERERERHxIkoCRUREREREvIiSQBERERERES+iJFBERERERMSLKAkUERERERHxIkoCRUREREREvIiSQBERERERES+iJFBERERERMSLKAkUERERERHxIkoCRUREREREvIiSQBERERERES+iJFBERERERMSLKAkUERERERHxIkoCRUREREREvIiSQBERERERES+iJFBERERERMSLFLE7ALkylmUBEBMTY3MkkJycTEJCAjExMfj5+dkdjgigfimeSf1SPI36pHgi9cucc+YEzhwhO0oCC7jY2FgAKlSoYHMkIiIiIiLiCWJjYylatGi29Q7rUmmieLS0tDQOHTpEWFgYDofD1lhiYmKoUKEC+/fvJzw83NZYRJzUL8UTqV+Kp1GfFE+kfplzlmURGxtL2bJl8fHJfuaf7gQWcD4+PpQvX97uMDIIDw/XP1TxOOqX4onUL8XTqE+KJ1K/zJmL3QF00sIwIiIiIiIiXkRJoIiIiIiIiBdREih5JiAggBEjRhAQEGB3KCIu6pfiidQvxdOoT4onUr/MP1oYRkRERERExIvoTqCIiIiIiIgXURIoIiIiIiLiRZQEioiIiIiIeBElgSIiIiIiIl5ESaBcsdjYWEaOHEm9evUIDQ2laNGi3HjjjUycOJFz587ZHZ4UMidPnuTjjz+mV69e1K5dm5CQEAICAihfvjydO3fm66+/vuRzHD16lEGDBnHdddcRFBREiRIlaN68OdOmTUNrZUleGTt2LA6Hw/W4GPVJyU8xMTG88cYb3HLLLZQqVcr1O7NVq1aMHDmSM2fOZNlO/VLyy5IlS7jvvvuoVKkSgYGBBAUFUbVqVXr27MnPP/980bbql3nEErkCe/bssSpXrmwBFmAFBwdbAQEBrvOGDRtap06dsjtMKUSKFCni6l+AFRgYaIWEhGQou/POO634+Pgs269fv96KiIhwXRsaGprhOdu2bWudPXv2Kv9UUths27bNCgwMzNAvs6M+Kflp2bJlVpkyZVz9qUiRIlaxYsUy9M2NGzdmaqd+KfkhLS3N6tu3b6a/40FBQRnKBg4cmGV79cu8oyRQci0lJcWqV6+eBVjXXHONtWTJEsuyLCs1NdWaOXOmFRYW5vpALpJXACsqKsr64IMPrJ07d7rKd+/ebT322GOuPwS9evXK1PbMmTNWZGSkBVg1a9a01q1bZ1mWZSUlJVnvvfee5efnZwFW//79r9rPI4VPamqq1bRpUwuwmjRpctEkUH1S8tPKlStdH65vv/12a+XKlVZqaqplWZaVkJBgrV+/3nrxxRetXbt2ZWinfin55aOPPnL9Trz33nutHTt2uOq2bdtmderUyVU/b968DG3VL/OWkkDJtWnTprn+oa5evTpT/YwZM1z1P/zwgw0RSmG0bNmyi9an/4Zx3759GeqGDx9uAVZQUFCmDz2WZVmvvfaaBVi+vr7W9u3b8zRu8R5vv/22BVg9e/a0RowYcdEkUH1S8kt8fLxVtWpVC7DuueceV/J3OdQvJb/ceuutFmBVr17dSk5OzlR/7tw5V7/t3r17hjr1y7ylOYGSa59++ikArVq1okmTJpnqu3fvTpUqVQD47LPPrmpsUni1atXqovWPPfaY63j9+vUZ6pz9MH3fTO+pp54iNDSU1NRUpk+fngfRirfZvXs3L774IhEREbz11luXvF59UvLL559/zq5duwgKCmLy5Mn4+Fz+Rz71S8kvhw8fBqB+/foUKVIkU72fnx8NGjQAIC4uLkOd+mXeUhIouZKQkMCqVasAuPPOO7O8xuFw0K5dOwAWL1581WIT7xYYGOg6Tk1NdR1v376dffv2Adn32dDQUJo3bw6oz0ru9O7dm/j4eN58801KlSp10WvVJyU/OT8wd+rUiZIlS152O/VLyU9Vq1YFYPPmzaSkpGSqT05OZtOmTQDccMMNrnL1y7ynJFByZevWraSlpQFQt27dbK9z1h05coRTp05dldjEu/3000+u43r16rmO//zzT9fx5fTZLVu25H1wUqhNnTqVpUuXcvvtt/Pggw9e8nr1SckvSUlJrpEQLVu2ZNeuXTz22GOUL1+egIAAIiMj6dSpE99//32mtuqXkp/69+8PwD///MP999/PP//846rbvn079913H7t27aJatWoMHDjQVad+mfeUBEquHDp0yHVcrly5bK9LX5e+jUh+OHPmDK+//joAzZs357rrrnPV5bTPxsTEZBqKIpKdgwcPMmTIEIKCgpgyZcpltVGflPyyZ88e1xZNBw4c4Prrr+ejjz7i+PHjBAcHc/ToUb799lvat2/v+lDupH4p+alDhw689dZb+Pv789VXX3HttdcSHBxMcHAwNWvW5KeffqJ///6sXbuW8PBwVzv1y7ynJFByJTY21nUcHByc7XXp69K3EclraWlpPPDAAxw+fJiAgAD+85//ZKhXn5X81LdvX6Kjoxk5cqRruNOlqE9Kfjl9+rTr+PXXX8fPz48vv/ySuLg4Tp8+zb59++jevTsAkydP5p133nFdr34p+e3ZZ59l3rx5lC5dGoDExEQSExMBcxc7NjaW6OjoDG3UL/OekkARKRSeeeYZvvvuOwA++OAD6tevb3NE4i2++OILFixYQIMGDXjuuefsDkfENV3DeTx58mS6d++On58fABUqVGD69Ok0bNgQgFdffTXL+VkieS0hIYFu3bpx1113UbFiRRYvXsyJEyc4fvw4ixcvpk6dOnzxxRdERUXx+++/2x1uoaYkUHIlLCzMdZyQkJDtdenr0rcRyUuDBw/mvffeA+Ctt97i0UcfzXSN+qzkh2PHjvHss8/i6+vL1KlTs1ztLjvqk5Jf0veTChUq0K1bt0zX+Pj4MGjQIABOnDjBb7/9lqmt+qXktSFDhjB79mxq1KjB8uXLadOmDREREZQsWZI2bdqwfPlyatSowYkTJ3jiiSdc7dQv856SQMmVsmXLuo4PHjyY7XXp69K3EckrQ4cOZeLEiQCMHz+eZ599Nsvrctpnw8PDCQ0NzbtApVD697//zcmTJ+nTpw81a9YkLi4uw8M5LwvIVKY+Kfkl/ZypmjVrZntdrVq1XMd79+4F1C8l/8TGxvLhhx8C8OSTTxIUFJTpmqCgIJ588kkAVq5cybFjxwD1y/ygJFBypVatWq49h9Kv2HQhZ11kZCQlSpS4KrGJ9xgyZAjjx48HYNy4cQwePDjba9OvJnY5fbZ27dp5FKUUZrt37wZg0qRJhIWFZXo4FyoCXGVDhw4F1Ccl/5QoUcKVCDocjmyvsyzLdey8Tv1S8suOHTtcw46rVauW7XXXXnut69j5O1b9Mu8pCZRcCQ4OpmnTpgAsXLgwy2ssy2LRokUAtG3b9qrFJt5h8ODBTJgwATAJ4JAhQy56/XXXXUfFihWB7PtsfHw8K1asANRnJf+pT0p+cvaXrVu3Zkj20tu6davr2Ln5tvql5BfnzQNw33nOytGjR13HziGd6pf5wBLJpWnTplmA5XA4rF9++SVT/axZsyzAAqwffvjBhgilsBo0aJCrb02YMOGy2w0fPtwCrODgYGv37t2Z6t944w0LsHx9fa3t27fnYcTirUaMGOHqq1lRn5T8snz5clff+/LLLzPVp6amWg0bNrQAq1y5clZqaqqrTv1S8kNCQoIVFBRkAVajRo2s5OTkTNekpKRYt9xyiwVYxYsXt1JSUlx16pd5S0mg5FpycrJVr1491x8QZ6KXmppqzZ492woPD7cA684777Q5UilMhg4d6vpg8+abb+ao7ZkzZ6zIyEgLsGrXrm2tX7/esizLSkpKsj744APL39/fAqz+/fvnR+jihS6VBKpPSn669957LcAqVqyYNXPmTOvcuXOWZVnWvn37rO7du7v65ieffJKhnfql5JennnrK1e/atWtn/f7771ZqaqqVmppqbd682Wrbtq2rftSoURnaql/mLSWBckV2795tVa5c2fUPNjg42AoMDHSdN2zY0Dp16pTdYUohsXfvXlff8vHxscqUKXPRx/jx4zM9x/r1662IiAjX84SFhVl+fn6u87Zt21pnz5614aeTwuhSSaBlqU9K/omLi7NatGjh6ksBAQFW8eLFXeeA9fLLL2fZVv1S8kNCQoLVrl27DH0wICDACggIyFB2//33Z7gL6KR+mXc0J1CuSOXKlfn99995+eWXqVu3Lg6HAz8/Pxo3bsyECRP45ZdfKF68uN1hSiFx4d5XR48evegjLi4u03M0btyYv/76i4EDB3LttdeSnJxMSEgIzZo1Y+rUqXz//fcEBARczR9LvJz6pOSXkJAQfvzxR6ZOnUqLFi0ICQkhLi6OcuXK0b17d1atWsWoUaOybKt+KfkhKCiI//3vf8yZM4dOnTpRvnx515zVChUqcM899/Ddd98xY8YMfH19M7VXv8w7DsvKZrawiIiIiIiIFDq6EygiIiIiIuJFlASKiIiIiIh4ESWBIiIiIiIiXkRJoIiIiIiIiBdREigiIiIiIuJFlASKiIiIiIh4ESWBIiIiIiIiXkRJoIiIiIiIiBdREigiIiIiIuJFlASKiIiIiIh4ESWBIiIiIiIiXkRJoIiIiIiIiBdREigiIiIiIuJFlASKiIiIiIh4kf8H8jxmKtiWvcUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fontsize = 18\n",
    "fig = plt.figure(figsize=(10,6))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ax.plot(primf126+secdf126,'-',color='g',label='primf+secdf SSP1-2.6',linewidth=2)\n",
    "ax.plot(primf585+secdf585,'-',color='r',label='primf+secdf SSP5-8.5',linewidth=2)\n",
    "\n",
    "#######\n",
    "ax.tick_params(labelsize=fontsize)\n",
    "ax.set_ylabel('Mha', fontsize = fontsize)\n",
    "ax.grid()\n",
    "ax.legend(loc = 'best', fontsize=fontsize)\n",
    "ax.set_title('Forest area',fontsize=fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1200.0, 2200.0)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fontsize = 18\n",
    "fig = plt.figure(figsize=(10,6))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ax.plot(range(2015,2101),crop126,'-',color='g',label='SSP1-2.6',linewidth=2)\n",
    "ax.plot(range(2015,2101),crop585,'--',color='r',label='SSP5-8.5',linewidth=2)\n",
    "\n",
    "#######\n",
    "ax.tick_params(labelsize=fontsize)\n",
    "ax.set_ylabel('Mha', fontsize = fontsize)\n",
    "ax.grid()\n",
    "ax.legend(loc = 'best', fontsize=fontsize)\n",
    "# fig.suptitle('(a) Forest area',fontsize=fontsize)\n",
    "ax.set_title('Global crop area in LUH2',fontsize=fontsize)\n",
    "ax.set_ylim([1200,2200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "difference becomes negative at 2093\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2055"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('difference becomes negative at',np.where(crop585-crop126<0)[0][0]+2015)\n",
    "np.where(crop585-crop126==max(crop585-crop126))[0][0]+2015"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Total pasture area')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fontsize = 18\n",
    "fig = plt.figure(figsize=(10,6))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ax.plot(pastr126,'-',color='g',label='Pasture SSP1-2.6',linewidth=2)\n",
    "ax.plot(pastr585,'-',color='r',label='Pasture SSP5-8.5',linewidth=2)\n",
    "#######\n",
    "ax.tick_params(labelsize=fontsize)\n",
    "ax.set_ylabel('Mha', fontsize = fontsize)\n",
    "ax.grid()\n",
    "ax.legend(loc = 'best', fontsize=fontsize)\n",
    "ax.set_title('Total pasture area',fontsize=fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "co2sys",
   "language": "python",
   "name": "co2sys"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
