{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting matplotlib plots to appear inline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import os\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Large Protein Complex    369\n",
      "ER                       135\n",
      "Endosome                  81\n",
      "Plasma membrane           79\n",
      "Mitochondrion             78\n",
      "Golgi                     43\n",
      "Lysosome                  38\n",
      "Peroxisome                20\n",
      "Name: Compartment, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Reading in markers and raw data to separate out markers with data\n",
    "os.getcwd()\n",
    "os.chdir('Path/To/Data')\n",
    "\n",
    "dataraw = pd.read_csv('UnA/20190517_UnA_RowSum.csv', index_col=0)\n",
    "markersdef = pd.read_csv('ExpandedMarkerSet_ItzhakWithEnhanced.csv', index_col=0)\n",
    "dataraw['Compartment'] = ''\n",
    "\n",
    "overlap = markersdef.index.intersection(dataraw.index)\n",
    "wanted = dataraw.index.isin(overlap)\n",
    "markers = dataraw[wanted]\n",
    "\n",
    "for item in markers.index:\n",
    "    markers.at[item, 'Compartment'] = markersdef.at[item, 'Organelle']\n",
    "print(markers.Compartment.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Separating out organelles\n",
    "lpc = markers[markers.Compartment == 'Large Protein Complex']\n",
    "mito = markers[markers.Compartment == 'Mitochondrion']\n",
    "er = markers[markers.Compartment == 'ER']\n",
    "endo = markers[markers.Compartment == 'Endosome']\n",
    "pm = markers[markers.Compartment == 'Plasma membrane']\n",
    "gol = markers[markers.Compartment == 'Golgi']\n",
    "lyso = markers[markers.Compartment == 'Lysosome']\n",
    "pero = markers[markers.Compartment == 'Peroxisome']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Outlier threshold\n",
    "thresh = -1.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.72139037e-01 2.88893493e-01 6.61954551e-02 5.24125102e-02\n",
      " 1.26998263e-02 7.65967839e-03 4.69244005e-32]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for ER compartment\n",
    "df = er\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of ER\n",
    "# Top is before LOF and bottom is after\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.24579125e-01 3.79059374e-01 5.80270376e-02 2.55036519e-02\n",
      " 7.95372565e-03 4.87708533e-03 2.79619343e-32]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Endosome compartment\n",
    "df = endo\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAD8CAYAAAC8YDc1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXd4VFX6xz93esqk90IgkEBCIIFQpSqyoCIICCqirqJgF9buqutaYe0NUbCBCoggKigoSJUeSCCEEEIgvfcyfe7vj0mGhL77oyU5n+fhITP33DvnvXPnfu855y2SLMsIBAKBQCC4slBc7g4IBAKBQCA4FSHQAoFAIBBcgQiBFggEAoHgCkQItEAgEAgEVyBCoAUCgUAguAIRAi0QCAQCwRWIEGiBQCAQCK5AhEALBAKBQHAFIgRaIBAIBIIrENXl7sDJSJIkJyYmXu5uXDSSkpIQ9rVehH2tl7ZsG0BSUlKZLMv+l7sfgguHdKWl+pQkSb7S+nQhkSQJYV/rRdjXemnLtgFIkpQky3Kfy90PwYVDTHELBAKBQHAFcl4CLUnSaEmSDkuSlClJ0jOn2X6/JEkHJElKliRpqyRJsc22Pdu432FJkkZdyM4LBAKBQNBWOecUtyRJSiADGAnkAbuB22RZTmvWxkOW5ZrGv8cCD8qyPLpRqBcD/YAQYB0QLcuy7SyfJ6a4WzHCvtZNW7avLdsGYoq7LXI+TmL9gExZlrMAJElaAowDnALdJM6NuAFNv4JxwBJZlk3AMUmSMhuPt/0C9F0gEAgEF5mkpKQAlUq1AIhDLIteSOxAqtVqvTcxMbHkdA3OR6BDgdxmr/OA/ic3kiTpIeAfgAa4ptm+O07aN/Q8PlMgEAgEVwAqlWpBUFBQjL+/f6VCoWi7UxCXGLvdLpWWlsYWFRUtAMaers35CLR0mvdO+ZJkWf4Y+FiSpCnA88Bd57uvJEnTgelNrzdu3Hge3Wq9CPtaN8K+1ktbtu0iEifE+cKjUChkf3//6qKiorgztTkfgc4Dwpu9DgMKztJ+CfDJf7OvLMufAZ+BYw16+PDh59Gt1ouwr3Uj7Gu9tGXbLiIKIc4Xh8bzesZlg/NZT9gNREmS1EmSJA1wK/Bz8waSJEU1e3kDcKTx75+BWyVJ0kqS1AmIAnb9F/0XCASXAJtdZsXevMvdDYFA0IxzjqBlWbZKkvQwsBZQAl/IsnxQkqSXgT2yLP8MPCxJ0rWABajEMb1NY7vvcTiUWYGHzubBLRAILg/vr8vggz8zL3c3BILTolQqE6OiogxNrydMmFDx+uuvF53v/qGhoT327NlzKDg42HpxenhxOK9Un7Is/wr8etJ7Lzb7+7Gz7Psa8Nr/2kGBQHBxWX+omA/+zESvddwOKuvNeLtpLnOvBIITaLVae3p6etq5W7YthMu8QNCOOV5Wz8ylyXQP8eDb+xzBGd/uzL7MvRIIzo/Q0NAes2bNComNjY2Jjo6O3bdvnw6gqKhIOWjQoKiYmJjYKVOmRDSPf3/ppZcCo6KiukdFRXV/+eWXAwBqamoUw4cP79K1a9fYqKio7vPnz/cG+Omnn/QxMTGx0dHRsZMmTepoMBikps99+OGHQxMSErrFxcXFbN261XXw4MFR4eHhcf/5z3+c+dBfeOGFwLi4uJjo6OjYWbNmhfy39l1xxTIEAsGlwWC2cf83SSgkiXlTEwn3cQXg6+3Z3Dc0Eq1KeZl7KLjSePKHlPCMolrXC3nM6CB9w5s3x+eerY3JZFJ069bNmaHy8ccfL7zvvvsqAfz8/KxpaWmHZs+e7T979uzApUuXZj/zzDMhAwcOrHvrrbcKlyxZ4rl48WI/gC1btrh+9913vklJSYdkWSYxMTFmxIgRtUeOHNEGBQVZNm7cmAlQXl6ubGhokGbMmNHp999/P9yzZ0/T+PHjO7755pv+L774YglAeHi4OTk5OX3atGnh99xzT8edO3emGwwGRVxcXPennnqqdMWKFR6ZmZm6/fv3H5JlmWuvvbbLb7/95n7dddfVne+5ESNogaAdIssyz/14gMPFtbx/a4JTnAFKa038nHy2QA2B4NLSNMXd9K9JnAGmTJlSCdCvX7+G3NxcLcCOHTv099xzTznArbfeWu3h4WED2Lhxo/v1119f5eHhYff09LTfcMMNlRs2bND37t3bsGXLFo8HHnggdM2aNe6+vr62lJQUXVhYmKlnz54mgL///e/lW7du1Td97uTJk6sAevTo0dC7d+96b29ve0hIiFWr1drLysqUa9as8di8ebNHbGxsbPfu3WOPHj2qS09P1/03dosRtEDQDlm0I5sf9+Xzj5HRDO8agNVmZ8XefAC6Bur5fOsxbk4MQ5JOl8pA0F4510j3cqDT6WQAlUolW61W5wWrUJw6/jxTqteePXua9u7dm7Z8+XLPf/7zn6Hr1q2rmTBhQtX5fK5CoUCj0TgPrFAosFgskizLzJw5s/DJJ58s+98sEyNogaDdkZRdwcu/pHFNtwAevroLdrvMUz/s56nl+wGYNqQT6UW1bM38n+8rAsFlZcCAAbVffPGFL8D333/vUVNTowS45ppr6n799Vev2tpaRU1NjeLXX3/1vvrqq2uPHz+u1uv19gcffLBi5syZxcnJya4JCQnG/Px8TWpqqhZg4cKFvkOGDKk93z5cd911NYsWLfKrrq5WABw7dkydn5//Xw2KxQhaIGhHlNaaePDbvYR4ufDu5AQkCZ5fmcqKffl0C9KTDUQHuuPnrmX+lmMMifI/5zEFgovNyWvQ11xzTfXcuXPzz9R+9uzZBRMnToyMjY2NGThwYF1wcLAZYPDgwQ1Tpkwp7927dwzAHXfcUTpo0CDD8uXLPZ599tkwhUKBSqWS586dm+3q6irPmzfv+KRJkzrbbDbi4+MbnnjiidLz7fOECRNqDh48qOvbt283AFdXV/u33357LDQ09LxDvc5ZzepSI6pZtW6EfVcuVpud2xfsJCWvihUPDCImWM8bv6Xz2eYs7h/WmQeGd8bLVcOdn++kT4Q3b/+RwdqZQ+kapD/3wVsBrfm7Ox8uVjWrlJSU4/Hx8WI65SKRkpLiFx8f3/F028QUt0DQTpizJp2dxyp4Y0IPYkM8+GB9Jp9tzuLOgRE8Pborni5qADZllBIdpEenVvD51qzL3GuBoP0iBFogaAes3l/I/C3HuHNgBON7hbFgSxbvrstgYu8wXrqxewtnsBBPHXM3ZDKhVygr9xVQWmu6jD0XCNovQqAFgjZOZkktT/6QQq8OXjx/Qyzf7czh1dWHuL5HEHMm9kChaOmpPWtkNCl51UQF6jHb7CzaIRKXtHPsdrtduPNfBBrPq/1M24VACwRtmFqjhemLknDVKPnk9kRWHyjgnysPcHVXf967pRcq5am3gAm9w4gOdGfh9myu6ebPNzuyMVpECv12TGppaamnEOkLS2M9aE8g9UxthBe3QNBGkWVH+FR2eQPfTOtPcm4VTyzbz4BOvnwyNRGN6oQ4pxfVMH1hEgBKhcTTo7sx7es9jOgWwJ/ppazYm8+U/h0ulymCy4jVar23qKhoQWPdYjGou3DYgVSr1XrvmRoIgRYI2iifbc7it9Qi/nl9DGabnUcW76VnmCfz7+qDTn0ijefuY+XcvmAXZptjpq201sQ13QLo19GHn1IKiA3Ws2BrFrf2DT9lOlzQ9klMTCwBxl7ufrRHxNOQQNAG2ZZZxpw16VzfI4geYZ7MWLSHqAA9X/29H+7aE8/lK/flc+v8nZhtdqIC3AG4+8td2OwyT1/XjdJaE5383MgqrWdjRsnlMkcgaJcIgRYI2hiF1QYeWbyPSH937hjYkXu/3kOolwsLp/XD09URSiXLMu/8fpiZS5Ox22WGRvmx/IGrAEgtqGHOmnQSI7z5W2wgmzLKCNRrmb/52OU0SyBodwiBFgjaECarjQe+2YvRYuOpUV25f1ES3m5qvr13AH7uWgCMFhuPLN7HB39m4qpREuyp44PbeuHRGAcNMH/LMX5JKeCp0V1pMFvp4OvK9qxyUvOrL5dpAkG7Qwi0QNCGeHXVIZJzq3hyVFee+/EALmol3907gCBPRxGdklojt362g9UHCukS4IbZamPu1ES8XDXOY7hqlPi4aXh6+X7sMkxKDCc5twoXtYLPt4pRtEBwqRACLRC0EZYn5bFoRzZT+oXz6eYsZBm+ube/s5RkelEN4z/exuGiWm5KCCWzpJ7nb4glIdyrxXFu79+B6gYLOrWSGYuSmDakEwpJIsTLhV9SCiiqNl4O8wSCdocQaIGgDXCwoJrnfjxA7w5ebM0sp95kZdG0/nRpdPzakF7CxLnbsNrt/OvGWH5OKeCGHsHcdVXHU45175BIlAqJxAhvcisaeHPtYf5+VUeySuux2WW+2nb80honELRThEALBK2c6gYL93+ThKdOTVWDhfI6E1/d04/YEA9kWebLv44x7evddPRz48u/9+XddRl08HFl9sQezhSfsiyzKcNRqCfQQ8fNfcLYdLiUR0d04Y+0YjQqBXqdCj+9lu92ZlNvOu+CPAKB4H9ECLRA0Iqx22VmLt1HYZUBN52K/CoDC+7qS+8O3lhtdl74KZV//5LGtTGBLJk+gNd/TaeqwcLc23uj151wCluxN5+7vtjlfH3/0M5Y7XZqjVbGJYTw0YZMrusRTGmtiRqjlWV7ci+HuQJBu0IItEDQivngzyNsOFxKiJcreZUNzJuayMDOvlQbLNz91W6+2ZHDjGGRzJuayIItx9iaWcYr4+KICfZwHqOo2si/fj6IqjEJyZ/pxXTwdWVsfAjf7szh6dFd6RqoZ01qIQF6La4aJZ9vPYbN3nZLNwoEVwJCoAWCVsqG9BLeW3cEf72WvMoGPri1F1d3CyCnvIGJn2xj+9Fy5kzswbPXxbA1s4wP/jzCxN5hTOoT5jyGIx1oCnUmK9ZGwX12xQHqTFYeGN6FBrON7/fkMW9qInYZ1EqJBrON3EoDf6QVXS7TBYJ2gRBogaAVklPewKOL9+KuVVFaa+LNm+O5rkcwe45XcNPcvyitNbFoWn9u6duBomojM5cmEx2g59Wb4lqUllyyK5fNR8paHLu4xsSba9LpGqRnZGwgX/51HD+9lvduSSC/yohep0KlkJi/WdSKFgguJkKgBYJWhtFiY8aiPRgsdupMVl4Z152JiWH8uC+PKfN34umi5scHr2JgZ18sNjsPf7cXk8XG3Km9cdGcyMGdX9nA8ysPAKCQaBFu9fX2bJKyK3lweGeqDRYW78xhREwgj46IotboGG0n5VSxL6fyktsvELQXhEALBK0IWZZ5bsUBDhXVYrXLPHtdN27vH8Hbvx9m1tIUekd48eODVxHp7wivenPtYfZkV/LGxJ50bnwPwG63M/GT7dhkhzj7umlJzq0CcObqfmzJPrqHeDKoiy/zt2RhtNiYOSKKYdF+AEjAp2IULRBcNIRACwStiG92ZLNiXz4Aj17Thbuu6sgjS/bx4Z+ZTO4TxsJ7+juzgv1+sIjPNmdxx4AIxsaHtDjOPV/tpqjmRMKR0jqT8+86kxW9TkVepYF3/jjMQ8O7UFJrYvnePBQKifdv7UWAXoMMrEktIrei4eIbLhC0Q4RACwSthH05lfzr54MA3DOoI7cP6MAtn+3g1wOFPHtdN+ZM7Oms8Zxb0cATy1LoEerJ82NiWhxnzm+H2JhxYt35dM7Ysl12jJA3ZeHjpiYh3It5m45itdnxctXw5d39aFrKnrsx86LYKxC0d4RACwStgLI6E3d+vgu7DBN6h3JzYhgT5m4no6iWeVMTmTGss9P5y2S18eC3ewGYe3tvtCrHurPZauf5FQf4ZNO5p6XrzDa6BumRgXsXJvHA8M7kVhhYtb8QgO4hnjw5qisAS3fnUmO0XASrBYL2jRBogeAKx2qzc/Mn26g1WRkW7c/1cUFMmrcdq93OsvsHMqp7UIv2r646xIH8at6enICfu5Y1qUXMWppM9xd/45tdOaf9DKV06nvpRbWEeOnIqzSw+1gFXQP1zN2Yib1xyP3g8C6Ee7tgl+HJZSkX3G6BoL1zXgItSdJoSZIOS5KUKUnSM6fZ/g9JktIkSdovSdJ6SZIimm2zSZKU3Pjv5wvZeYGgPTBt4R6OlzfQPcSDwV38mL4oiU7+bvz00GDiQj1btP05pYBFO7K5uqs/y5Py6PXK79z/TRKrUgqw2M/+Od0C9ae8V1BlRKWQ+HzrMcYlBJNRXMe6Q8XO7d9M6w/A2oPFpBWIUpQCwYVEkuWzZwOSJEkJZAAjgTxgN3CbLMtpzdpcDeyUZblBkqQHgOGyLN/SuK1OlmX30xz6TJ8nn6tPrRlJkhD2tV4utX2vrkpjwdZjBHnoGN7VnyW7c/lbbCDv3ZqAq0blbFdeZ+LbnTm8ty4DWQYZCNBrGRrlx+YjZZTUms74GcOi/HhxbHdCvVxw0aiIeHrVadv5umkcpSjdtax88CrnlPpdX+xkU0YZPq5qNj51NR7NUoheSbSDazNJluU+l7sfgguH6txN6AdkyrKcBSBJ0hJgHOAUaFmWNzRrvwOYeiE7KRC0R77Zkc2Crcdw1Sjp6OvKkt25zBgWydOjuqFQSBRUGVh7sIg1qUXsPl6BvTFkakr/DozvFUpKbhWv/5qO7QyipFZILLirL8O6+lNUbeT5lamnbeemUVBvtlNeb6aDjyf7cqvYdrScQV0c4VbvTk4g8dV1VDRYePz7FD6dmohCcZo5c4FA8F9xPgIdCjTPjJ8H9D9L+2nAb81e6yRJ2gNYgdmyLK/8r3spELQz1h8q5oWVqSglCT83DXuyK/nPxJ707eTDp5uzWHOwiJTGuOXoQHeiA/WkF9Xy1d19Cfdx44Fvkkgvqj3j8T1d1Oz55wjUKiX786q49+s9zlH2Nd38+TO91Nm23myne7Ceg4W17MutxtNFxccbMp0C7eOu5drYQP5IK+aPtGI+2XSUh67uchHPjkDQPjgfgT7do/BpH8klSZoK9AGGNXu7gyzLBZIkRQJ/SpJ0QJbloyftNx2Y3vR648aN59Gt1ouwr3Vzse3LqLAye7cJGVArZEprDfQPUvLB2gPk1Tl+ep08FNwcpSYxUMWRKjNfpJq5MVLFD5uS+eWo5fQ/0Ebc1PD2EBV/bd3C7iIr8/ebcFFBqLtENmCqqUAhtQy/SiuspZuXRHqVTI3Byraj5SxYuZ4uXg4P8bFBdtalOUbwb649jFx+nDi/87m9XFra+rUpaFuczxr0QOAlWZZHNb5+FkCW5TdOanct8CEwTJblkjMc6ytglSzLP5zl88QadCtG2Pf/IzW/momfbMNkdXh0qRQSVruMJEHfjj6M7h7EqLggQr1cAEgrqGH83L/oGqin0mAmt8Jw1uO7qBVsffoafNw0fLwhk7d+z8DPXUNZnRmA7DljiHh6FVd39WfD4dIW+0b6uSDLCo6V1yPhGGl//vd+zu13f7mLDYdLCdRrMdns/PLwYMJ9XC/g2fn/0Q6uTbEG3cY4Hy/u3UCUJEmdJEnSALcCLbyxJUnqBXwKjG0uzpIkeUuSpG382w8YRLO1a4FA4MBqs/P9nhzGz/3LKc4S0LeTD6+P78Gu567l+xkDuWdwJ6c41xot3P9NEgoJ9udXk1thQKM8809aqZBY/uBVuGlVzFyazFu/Z6BVKSivM9Mz1NMZauWhU7HneIWz/GQTWWUGRsX6o1MpkIH16aWkFZ7w3H5tQhwA9WYbVpudB75NwmixXbiTJBC0M845ByXLslWSpIeBtYAS+EKW5YOSJL0M7JFl+WfgTcAdWNbo2Zkjy/JYIAb4VJIkO46HgdnNvb8FgvaMyWrjr8wy1qQ6HL1qjFbntj4R3sybmoifXnvafe12O3d9sYucZmk29VoltaYzC+KHtyUQoNdx87xtpObXABCo12K02tmfX03PME+ygBqjFbVSwk+voai6pff3vC3H+ef1XXnt18MA3P3lbrY9MwKlQiLE05WBkb5szyrntr7hLN6dywsrU/nPzT1bVNASCATnxzmnuC81Yoq7dSPsOzv1JiubMkpZk1rEn+kl1JmsuGmU2GQZY2Og8vQhnXj2+pgzilpeZQN3f7mbIyV1SIBGpcAuy1hsJ/rVtIYs4XAYefSaLoyOC+K2+TupNlhQKyWiAtxJK6yls78br4/vQb9OPigUCiKeXoUkgdzoFd4UttWETiVxTbdAfk111IMeGu3H53f1Ra1UcKiwmuve34q7VsWdAyOYu/Eor42P4/b+EVxu2sG1Kaa42xhXnheHQNDGqG6wsO5QMWsOFrE5oxST1Y6Pm4YxPYMZ0NmX/6xJp6DKUbjiviGdeO6G2NMex2qz89W247y59rBzGtzbVU1FQ8s0myeL88jYQLxc1Iz5cCt2GTr4uFBeZyaztJ5/jIxmxrBINEoFhwodXt/XdQ/kt4PFaJQSFpuMzIljARitMhnFdXi6qKk2WNicUcbD3+3lg9t6ERPsSc8wT/bnVeOiVjK8qz8v/XyQ2GAPenXwvvAnVyBow4gR9CWmHTzFC/uAklojf6QVsya1iO1Hy7HaZYI8dIyOC2JU9yD6dvSmzmRlzIdbyat0OHbdlBDCe7f2Ou3xDuRV8+yP+51T0wAapYS5cdTcXEDVjcIK0NnfDR83DbuPV6KUIMRTR26Vkas6+/LqTXFE+rtTUGXghZUHWJ9eSvacMVisNm6bv8O5j00GpQJsJ2UiGxLlx5YjJ4puDO/qz7ypiew8VsFdX+zCRa1kzcwhTP18JxarzKpHB+Pnfvop+0tBO7g2xQi6jSEE+hLTDm4S7da+vMoG1h4sZk1qIXuyK5Fl6Ojryqi4IK6LC6ZnqKczgUet0cKo9zY7R84J4V4su38g6pOcvOpNVt7+PYOvth1Dp1bSYD51jblJRMEhwAXVRiTAtdnUubtWSb3JhptWxajugQR66MivMpCcW0VOeYNT3LPnjGFLRin9Ovkw4u2N5Fae8Ap3VStpOMnpKybInUNFdY5zAwzs7Mv8OxO5/v0tZFcYmD40knEJIUyYu41eHbz4Zlp/VGdxZLuYtINrUwh0G0MI9CWmHdwk2pV9mSV1zmxeB/IdHs3dgvSMjgtidFwQXQP1p6wl1xgsXPvOJkpqTWhUCrxcVKx+dCj+JzmErT9UzIs/HSS/yoC3q5rKZlPZSoWEzS47w7AAeoV7si/3/PJhKxUSSknCbLPjr9cyKjaQXccr+OMfw+n/2h+snTXMIbiz11Pf6HimUoD1pFG0SgEyjr54u6ioNlrp3cGbsfEhvPjzQdRKiU1PXs2OrHL+8X0K9w3pxD/PMIV/sWkH16YQ6DaGWIMWCP5LUvOrWXuwiN9Si8gscYweE8K9eOa6bozqHkQnP7cz7ltaa+Jv726issGCn7uGynozn0xNbCHOxTVG/v3LQX49UIS/XotSQQtx1qgUmBuV0tosm8iZxNnDRcXY+BAGRvrh665hTWoRi7Yfx02nYvaYHozvFYokSaxLK+YPoLjWxMu/pPH25HiWzRjIDR9sRcYhzs1jphWS4z13rYI6k41Kg5XECG+Sc6sw2+x4uqioMVp5b10G/7k5nuTcKuZvOUZ8uBdjeob8j2dfIGg/CIEWCM4Di83O3A2OBHhjPtyKQoL+nXy5Y0AEf+seSLCnyzmPcbS0lrEf/kW92Ub3YA8OFtbwzOhuuGpUrD9UTF6VgXVpxWw/Wo7NLqOUHIJ+MuZmw1iFBNfHBbP5SGmLMC1wJDl55Joo7h8eiValZEdWOc+tOEBWWT0TeoXy/JhYfNw0zvbXdAsAwNtVw/K9eYzqHsjfugfxyk1xzjzdZXVmZ2pBu+yYRq8z2Zzr3knZldwxIIKlu3PxdFUjy1Z+SMrjviGRPH9DLAcLanjqh/1EB+qJPk31LIFAcAIxxX2JaQfTbG3OvoIqAw9/t5e9OVVkzxnDkl3ZXBsTiO85HJ6MFhuF1UYKqwxszijlsy1Z2GXwcdNQUW9uMT3dnObvN19fDvTQUlZnRpZl7DLodSq+vKsPDy/eR1FNSyHvFe7F25PjifR3p7rBwhu/HWLJ7lzCfVx47aYeDI32P22fJUki4ulVhPu4YDDbWDtzKD5uGh78di+/NYZVebmoqDKceBjQKiVMjZ101Six2WVeGBPLK6vSMFntqBQSV3cLYP6dfSiuMXLDB1vx0KlY+fCgS1r5qi1em80RU9xtDyHQl5h2cJNoU/ZtPFzCrKXJmK12Zk/sydiEUGRZxmaXKa01kV9loLDaQEGVgYIqIwVVBgqrHf+X15tPOZ5WpcBql3FRKxnfK5QQLx37cqpYn16Cq0aJu1ZJYbUJSQI/Nw2ljdPJAXotlQ1mp3d2oIeWF8fE8sSyFAzNCj0rJXh5XBxT+ncA4NcDRfzr54NU1Ju4d0gkM6+NalGmsoljZfV8vCGTtycnMHj2ety1KjJL6hgRE8gnU3tTZ7JyzVsbnf1RNoZyyYBOrXDGcIMjE5mfXssLN8Ry38I9zoeNH+4fSJ+OPuzMKmfKgp2M6BbAvEtY+aqtXZsnIwS67SGmuAWC02Czy7y3LoOPNmQSHaDn7cnx/JJSAMCg2X9SXGM8ZfTrrlUR4qUj2NOFuFBPgj20pORVsb6xMtSUfuGk5FWRU2Hgl4cHk1dp4J8rD5Bd3kB0gDtHSuqoNVoJ9tRRbTBTZ3KMUt20SqoaLE5xDvd2oU+ENw99t6/F54d7u7DiwUH467WNoVOprE8vIS7Ug6/u7ktcqOcpdlpsdj7bnMV76zKcx1dIEoeKarmtXziLd+XyU3IBN/UK5bM7+zB+7jbH+Wk0XaWQMFrsdPF3I7O0vvGYMsdK6/k5pYC3JvVk5tIUJODfv6Tx88OD6B/py3PXx/DKqjRR+UogOAtCoAWCkyitNfHYkn1sO1rOzYlhjE8I4cFv95Jb6Uir2a+TD8GeOkK8XAj1ciHYy/F38+lag9nGE8tSnOJ8e/8OmK02DhbU8u7keN5ff4Qf9+UToNei16nIKKlDrZToEerJ3pwq4kI8OF7egEohY7baneIZ5KGlzmRlZXJBiz4Pi/bj63v6Y7PLfPXXMd5cexibLPPP62O4e1DH04Y27c+r4unl+50JSprIa7Tzz0OpRrflAAAgAElEQVQl9Azz5MWfUhkQ6UuvDt7cOTCChduznW2bHlIyS+udIm2w2IgL9eDHffkMjPSlb4Q3u7MrOZBfzbc7s5k6oCP3DOpISm4Vb/9+mJ5hngyJOv2Uu0DQnhFT3JeYdjDN1qrt25lVziOL91FtsPCvG2PJqzQwb9NRQrxceGdyAv0jfc9pX0mNkfsW7iElz+FVfXNiKL06ePPPH1MZ0S2ApJxK6oxW/PVaCqsdcdBdA/UYrTZyKhqYMTSSTYdLOVRU22I92lXjiIPW61TUNnMIu7abPwv+3o/0ohqeWX6A5NwqhkT58fr4HqetJtVgtvLuHxl8vvUYKoUCc7MMJE3VrJqykWlVEnbZ4RC3aFo/7DLE//t35+geQKdSYLTa0Sgl1EoF9Y2x2nGhHmSW1PHvsd15evkBJMkxOv/l4cHEhnjQYLYyYe42imuM/PLIYMK8L27lq9Z+bZ4LMcXd9rg8GQMEgisMu13mk41HmbJgJ25aFe/dksA3O3KYu/EokxLDWTNzKP06+ZzzOGkFNdz08V+kFToyft3QI5gp/SJ46aeDeLqoWZ9e4hTdomojKoXE9T2CyCqtw2C28e20/hRVGzlUVNsYxnRCUGQZPF3ULcS5i78b79/Wm7fWHmbMB1vJqWjg3VviWXhPv9OK85YjpYx6bzPztxxDrZCc4uyv13JDj2CgKbe3o71Ccnhnb80s49kVB1BIMGdizxbHNDZ6lZttcguv8OIaE24aFfO3HCMmSI+vmwabXW4s1lGNq0bFvKmJWO0y938jKl8JBCcjBFrQ7qlqMHPfwj3MWZPOqNhAbu4dymNLkimuMTL/zj7Mubkn7tpzrwatP1TMpHnbqDfZsNpkrukWwLPXd+OuL3ZhscsYLDY0SskZRxwV6E7fjj78eqCIIdH+/PbYEPblVjmnr5svcXfwccFgsVFtOBEP7apR8twNMdz44VY+2pDJ2PgQ1v1jGON7hZ2SHKWy3szj36dwx+e7qGn0wG7yvB7U2RdvVzWrDxQCoFEqnPYaLHb8XNXo1AqW7M5l3Md/0cHHhTDv04eV5VYaiPR1PBiU1ppIjPDiaGkd7joVZXVmwr1dMFns3PrZdvblVNLRz433bkkgNb+GF1amtukRrkDw3yIEWtCuSc6t4oYPtrL5SCmzro2ivN7Em79nMKyrP2tnDWVkbOA5jyHLMgu2ZHHvwj34ujvWiAdE+vL3qzoy8p3N1JqsaBuTiygVCiRgbHwI1Q0W9mRX8MKYWD6/qw+bM0p5c+3hU47v7aomp+JEyk2lJCEBAyJ9ueerPVjsdhZN68c7tyS0GME29e3nlAJGvruJlcn5+LtrnCIv4VgbP1RUS2G1kXdviQegzmTFarfj5eJYUy9rsGC2OMKl0gpquPGjv4g4zei8iazyBjQqx63l97QSbukTxu7jlXjq1Hi6qrHJMiqlgqkLdrLrWAUjYgJ59JouLEvK47tdOec83wJBe0GsQV9i2sE6WKuwT5ZlFm7P5tXVafjrtdycGM6XW48hAy/eGMukxFNHoXCqfRabnRd/OsjiXTkkRniTkldFTLCeroEe/JCU52znyBpmIcBDy8BIX35Mzqejrxsf3taLuFBP1qQWcv83e0/bV3/3E+FWTZm8XNQKzDaZewd3Yua10bholKfs19yTO9zbxel5bpcdBTWmDujAou05dPB1ZcGdfYj0d0eSJJ74PpllSXmolRLKRi/t5iSEe3IgrxrbGb5mheQQ/6btXq5quga6szenCotNpk+ENxnFtfi4aSiuMTH/zj4M7OzLPV/tZtvRMr6fMfCiVL5qLdfm/4pYg257CIG+xLSDm8QVb1+t0cIzKw6wen8hg7v4oVZKbDjsKBDx9qT4067dNtHcvmqDhYe+3cvWzDLGJYSwJrUQP3cdDWarMzWnWgGh3q4cL29gREwAFXUm9uVWM7F3GP8e1x13rYrV+wt56LsT4tyUnESlkBga7cef6aUoJOjX0YcdxyoAhwPW7Ak9Txs6ZbfLfLMzmzm/pWOTZTr5uXGosNbp+OWuVTI02o9fDxQzvKs/H9zWy+mBLkkSdrudRTuy+ffPB5Fx7BPsoaWwWTKUGcMi2ZJRStpJHuBNaFWOteumafqRsQHsOV5JlcHC0Gg/NmeUcefACHZmVZBVVs+8qb3p3cGbGz/aetEqX7WGa/P/gxDotocQ6EtMO7hJXNH2HSqs4cFv95JdXs/4XqFsPFxKrdHKE6OimTY4EuUZkmZYbHa+3nac+4Z25l8/pVJvsvJHWjE1Rosj/3ROVWO+6hO2a1UnVpD6dvRhz/EKZFlmSv8IBnb2RaWU+CuzjM+3Hne2aypIEe6to29HX1bsy0cpQZ+O3uw8VgnA9MGdmDG8M1q1EpXCMcpVKSQkSeJIcS1PL9/P3pwq4sM9KagwUNqYMEWpkPBx1RDipSMlr5oZQyN5anQ36kxW/kwvZtexSmZP7On8/nZmlTN94R6qG53Sbu0TxpI9J2YFxvYMZtORUqoNLVOMnokn/hbNW79nIEkwunsQf6aX8PNDg3jih/2kF9Xw4W29CPN2ZeInF6fy1ZV+bf5/EQLd9hACfYlpBzeJK9a+7/fk8sLKVDxc1PQM9WB9eindgvS8e0sCMcEeZ9wvu7yeR5ckk5LrSPUZ++JvzgpPzeswX26a9+V0aUQVgNRYBStAr0WpkKgzWqltFjKVPWcMX287xh0DIpAkiYIqA7d8up3cSgMalYJ/XteN135Nd3p/e7qoWziuNacpP7e79kS+7vEJIXyflM+gzr7sPl7JhN6hPHdDDH//YhcpedW8Mzkeq03m8WUpTB8ayXPXx1y483MFX5sXAiHQbQ8h0JeYdnCTuOLsM5htvPhTKsuS8ogL9aCy3kJBtYEZQzsza2QUWtWp67dN/LgvjxdWHkQhwRsTejImPoQuz60m3NuVOwdG8PKqNOc0blSAGyqFwhkiNalPGLuzKsgqb+CWvmFMGxSJQgH1JhvPrdjPwdNMD4/o5k95vYXk3CrnlHQTscF6pvSPwGaXsdplbHY7VrtMbkUDa1OLqGiw0NHXlVqjmfJ6h+g2peHUKBVYbHaQQKtUOEOjlAqHsDfV32iKg57cJ4yXx8WhUysxWmwMnvMnZXVmdGoF705O4PFlKTSYbXjolNQYbUg4Rv8nLVejUTrirD10jspWXfzdKK83U9lgYVxCCL+kFPD7rKEEe7ow7evd7DxWwZwJPTmQX82iHdl8PKU3N/QM/l+/+hZcidfmhUQIdNtDeHEL2jRZpXWMn/sXP+zNo0+ENwfza1Ao4PsZA3nmum5nFOdao4WZS/Yxa2kKMcF6Vj86hLRCR+KR3h28ifR346Vf0pxrurMnxBGg13GoqBYvFzUzhnbmp+QCqo1Wvry7L3MmxhMdpCe/0sDtC3a2EGd3jeNn+LfYAHIrDCTnVgEOcdZrHf3TqRUMivLnWFk9hwpr2JdTyZYjZXz113EW78ql2mjFRa3keHmDU5wBp4OX2WZHxhFLbWxWDctmP7XGs5+bmu/35HHLZzsoqjaiUyuZf2cf5/EeWbyP12+KQ6NUUGO04eOmRuZUcW76XIAGkxWF5Mg41r+TwwFsW2YZLholb649jJtWxZd/78fgLn48tXw/kf5u9O7gxZM/pHCk+PTr3AJBW0eMoC8x7eAp/oqxb9X+Ap7+YT9KhYSXi4acygZu6RPOCzfGnjWueW9OJY8t2UdBlZHHRkQxdUAHnly2n/XpJWTPGUPMC7/R0Jgta1T3QK7vEczs39IprDbi5aIm2EvHocJawr1dGBrtj12GinoT+3IqKaltWUBDkhyieb64aZS4alUoJKioM2Oxy4R66ZCQyKtyhGK5qBX4uGnIrzI693NRK4gJ9sBgsXGkuM45/e2iVjIxMZR7B0ey/lAx9w7tTMTTq7gpIYQ/0opx0aj4ZGpv+nb0Ycr8HezPq3JM70tw96AIvtiafdp+ng5fVzXljc5zTU5nPUI9OJBfw/IHriIxwhuT1cZD3+5j3aFiHh0RxXc7cy5Y5asr6dq8GIgRdNtDCPQlph3cJC67fSarjddXH+Lr7dmEeTnCizxd1bwxoedZ45ptdplPNmby7rojBHno+OC2BLxdNdy3cA9ZpfWolRJHXr+BiKdXnXdfXNRKlAqJepP1lLVqDxcVdUYrni5qaoxWbI2i2SfCm94dvPhsyzEkYFRcEG9NisdVraSiwcy/f0njl5QCogLcmT40kvf+yCC/MWWoi1qJwdJyfdxNo3Sm3wzy1FFRb8ZmtzNjaGceHRGFTu0YpdvtMkqlwmnffyb2ZO7GTPIqDfxrbHc6+rhyxxe7mNq/A9/tysEuQ0yQnvQixwj3fL51F7UCQ2NMddNDgl6nIibIg6UzBiBJEhabnZlLkll9oJDJfcJYvjf/glS+uhKuzYuJEOi2hyiWIWhT5FY08PB3e0nJqybIU0telYGRsYG8MaHHWcN2CqoMzFqazM5jFdwYH8KrN8WxN6eSO7/YhcnimB42Nwb2SsD4XiGkFdaSXlSLS7Nyi4GeWl4ZF0f/SF+Kqo28+FMqO7IqUDY6Z4Fj2lqjUmKwWPF01VDZrCzlC2Ni6NvRh4mfbMNFrUSvUzF7Qg/cNEpW7M3nldVpNJhsPHJ1F4qqjTz5w37nvkrJMRXeJNAyjkpYV3cNIDpQz+8Hi0gtqGFApA+v3tSDLgHuLc7ByeL33I8H+Obe/ny66SgvrExlcp8w4kI92JJZxqJ7+nHXl7s5VFSLTqXAVauiotEOH1c1FQ0nHMfcNEqMFjs2WXaWxrTaZRSAi1aJyWJj1/EKNhwu4ZpugaiVCt6/NQGtSsH3e/IY1MWP39OKReWrMyDLMp9tzrrc3RBcBIRAC9oM6w8V84/vUzBZbOhUCuqMNv5zc88zJh1pYk1qIU8vP4DFZuetSfFM6BXCh38e5d11GS3aNSUDmTUymkU7sqlusJAQ5klyY1GMMT2DeX1CD7QqBfM2ZvHxhkwUkuxI2mGXUUjQt6M3u49XOnNcN5hPiPM7k+MZHOXH2A//QqdSUmuy8tGUXtQarTyyeB9bjpQR6e9GXIiOuZuOOgVfo1KgkBzrw03x114ual65KY5h0f58tCGT99cfwdNFzduT4pnQO/Ss5+OGHsGsPlCI1S5zz1e7WTp9IN1DPPloQyad/NzILm+gvMHC9zMGcOv8nRitdoxWM8GeOgqrjVQ0WIj0cyWrzFEVq97scCI7GTsOhzk3jRKQeePXdIZFBzjCxpQK3poUj1atYPGuXCL93Hhrrah8dTImq41nVxxgxd78y90VwUVATHFfYtrBNNslt89qs/PW7xnM23TUWenpfJKONJitvLIqjcW7cukZ5sn7t/YiUK9l6uc72ZtT1aKtTq3AarNz9A2Hl3N0oDs9Qj1YvrcAlULi9fE9HF7bxyt57scDZJbUEaTXUlTrSO7hplHy0NWd+c/aDPQ6JbVGxyi3qULVKzfFMblPGLd9toODBTVYbHZuSggl0t+N99cfwW6XkaRTHboAAj20eOjUHCmpA2BwF18+npLIzmPlvPTzQQqqjdzWL5ynR3fDy1Vz6gGa4QitamDYfzZittmRAA8XNUumD+B4WT2PL0vBZLUT5u3CxieGszenitsX7HDOMsCJEC+tSsJkPTHrIDf7v/kUt04lYWxs99akeG5ODHP2R5Zl/v1LGl9tO96YelRm1aND/qfKV23tt1daa2LGoj3szali5rVRzBrZVUxxtzGEQF9i2tpN4mQutX3FNUYeWbyPXccq0KkU2OwyT47uetakIwAHC6p5dPE+ssrqmTG0M/8YGc2WI6U8sngfDWabU0AUkiP3tVIhEeipY/NT1/D8j/upNlj5OaUAF7WSFQ9eRYinC7PXHGLxrly8XdU0mK1OcQrzduHdyQncNn87EhKWRmGKCnDnSEkdT43uygPDOvPM8gMs3ZNLgIeWeqMVWZZpaJwSVislrDbZKYKuGiV3DIhgXEII8zdn8WNjgY1pgzpy11UdeWX1If5IK6ZbkJ5Xb4qjT8fTV+KqMVpIzqkiKbuS9KIaPruzLxarjbkbj/LOH44ZBI3KUTxj8X0DAJgyfwfl9WZHmNm4OJKyK5i6YJdzav10MdjNaXpwacqY1hwvVzU7nh3hXBcHh0jPXpPOp5uyUCkkugXp+eGBq1q0OR/a0m8vraCG+xbuobzexNuTEhgZG4hWrRQC3cYQU9yCVsu2zDIeWbyPqsZEGR393Hjv1gS6BZ056YjdLvPltuPM+S0dL1c130zrT9cgPfd/k8Sf6SWAQ5BUCgnJascO6DRKfFw1FDU6Yu0+Xtm49qxk7czBpOTVcMfnu6ioNxHkoaOo5oT3dGIHb+bfmcjIdzc1jn5lVAqJkbGB/JZaxAPDO/Pg8C68ty6DpXtycdMoKWmWUrMJWT7hhDVjaCRPjOoKwPRFe9jQmAr0tZviqDVZGfXeFgCeva4b9wzuhLoxG5csy2SXN5CUXUlSTiV7sys5XFyLLDvyZwfodQD87b3NPDYiigC9hpJaM2arHavKzpT5O1g8fQBrZw1l0Ow/Wbg9G4vNzktju7NoWj+mfr4To8URm61WSgR56CisNjhH/Qoc09rFtSZCvXQtvMybMqhVNViY9tVuvry7n7PghiRJPDO6Gy5qJe+tO0JqQQ3P/3iANyfFn3Wqvq2y9mARs5Ymo9epWDbjKrxc1Uyat+1yd0twERAj6EtMW3qKPx2Xwj67XeajDZm8ty4DheQYrd0/7NxJR0prTTyxLIVNGaVcGxPIa+Pj+Ck5n7d/z8BktTunZCP93CisNmC02vFx1eDhoqagysDdgzry7PWxdHluNTa7zIe39WJZUh4bD5cSoNdSUW9CKUnOMo5jegbx8rg4rn9/C0WNouvtqmZyn3A+3ZzFmJ7BRAe6s2R3LgXNxAoco/ZBXXxx16lYc6AIO46p7E/v6ENCuBcmq41bPt1Bcm4Vbo1lJxdtzya9qJZrYwJ4aWx3/Ny1pOZXOwQ5u5K9OZXOUpd6rYpeEd70ifAmMcKb+HAv3DRKFAoF1769kSMldXTwcSWnwrGOrFFJuGvVKCRYMn0AmzNKeXnVIQB6d/Dik6mJ5FQ0MGX+DizNhsXTBnXk87+OO183ZRVzOLSd8C4HiA/zYH9eDTIQ4e3Cv8Z15+quAS1E+JONR5mzJh2Al8d1586BHc/7umntvz1Zlpm78Shvrj1MfJgnn93Zh73ZlTy13OEomPrv0WIE3cYQAn2Jae03iXNxse2rqDfz2BKHwxRAqLeO927pRd8zTOE2sfFwCU8sS6HWaOX5G2II9XLhldWHOFZWD+DMdDU6Loi/jpRRZ7IS5KHDRaskv9LA9XFB/Jhc4My0NTImkK2ZZcjIjeFPFkK9XMhvjEWePiSSHmGePLks2bm+GuHjwojYQL7YehytSoHpNAvKEjDr2ihu7deBx5bsY3uWozjGxN6hvHJTHK4aFQ0mK9d/sIXj5Q0E6rUM6OzLT8kFBOq13NQrFJtdJimnktT8aqdYdvJzo3cHhxgnRngT7u1CRYOZsjoz5XUmyuvM1Jqs3DskEqvNzo/78nnnj8MtHhziQjwoqjEiSRJf392XOz7fRZCnjqzSevQ6FZ9MTcRktXH7/J3O0b5CglHdg/gtteiEjY0L0c3XpJv4W0wAvx8qQaOSMFtlhkT58cKYWKID9c42n289xiur0pCApTMG0q/T2b/7E5/ben97RouNZ5bvZ2VygSPKYFx33v4jg4Xbs4kP8+TD23oR4ecuBLqNIQT6EtOabxLnw8W0Lym7ghmLkiivMyMDkxPDeHFs97MmHTFZbcz57TBf/HWMroF6nhzVlW93ZrPhcKlTJN21Ssw2mcdHRjNv01EqG1NmKhUS+VUG+kb4sCWzjKHRfiyaNoCeL62l2mBxei138HZBoZA4Xu4YbT42IooD+dXOKXNwhFaZbXILUdapHHk2m5dznH9HIi4aJfd/s5c6kxV3rZIPbu3FNTGO+O3SGhOj3t9MRb2ZIA8dNUYLBrMNd63KmVNbrZTo4ONKkKcOLxc1GpWSepOVsjoT5fVmyuvM1JlOX+Aie84Y9hwvJzHCB6PFxtu/H2b+lmPO7bf0CWN9egkKSeLGnsF8/tdxPp7Smzlr0imsNvDyuDg0SonHl+1vcVxds1C0phSmvRrLVlqbXS4SEOylo6DKyI09HMU46s02bu/fgVnXRuPdWO96wZYsXl19CI1SwfrHh53VGdB57Fb62yupNTJ9YRLJuVU8PjKaG3oG88jifRwsqOHewZ24OTGMV1an8d19A4VAtzHOS6AlSRoNvA8ogQWyLM8+afs/gHsBK1AK3CPLcnbjtruA5xubvirL8tfn+Cwh0K2Yi2GfLMvM35LF7N/Sscvg5aLizUbHmLORWVLLI4uTOVRYw219w9FplCzanu0IS8KR8lIGQrx0vH5TD2YtTaas3kzXQHdsMuRVNNAlwJ3UghoGd/Fja2YZ2XPG0PHpVc5Rn7ermlqjxbnOGuKlo6jayJl8pFQKx9R1TJCeJbtzqTJY8XZVU2WwMCo2CJ1awcpGh6/+nXx4aWwsNrujYMf6QyX8uC//lIQgzUekJyNJ4OOqwc9di6+7Bl93LX7ujtd+7hp83Rzv+7lrqTZY6BHmRZfnVvPKuDhu7dcBgCeWJfND0okwnsFd/EjNr0ajUlBnsjIiJpBXxnV3hoJN6d+BnPJ6tmaWo5Ac+biNp5ktUEiw+L4BPPzdXme9a3A8zNSZbKiUEj8+OIilu3P5dmc27loVM6+N5o6BEaiVCj5Yf4R3/shAr1Ox+cnheLudvTxla/ztpeZXM33hHiobLLwzOR6zzc5zKw6gUip4fXwcaYU1fLY5C51aKaa42yDnFGhJkpRABjASyAN2A7fJspzWrM3VwE5ZlhskSXoAGC7L8i2SJPkAe4A+OO4fSUCiLMuVZ/k8IdCtmAttX7XBwiOL97I5wzGlfXVXf96aFI/vWZKOyLLM4l25vLzqIC5qJeMSQli1v5DyejP9OvqQlF2BWunIuDWiWwD/GhPLxHnbKa0z0TPME4PZRk5FAwF6LQVVBsJ8XMluHB03TXH7uWsI93YlJa/KKcYnF7e42CgVEu5aFW4aJW5aFW5aFXqtCg8XNZ6uarxd1Xi7anDRKNGplOjUSnRqBTq1Eq1K4XytbdzmplXiplUzdcEOthwp444BEbx4Yyw1BgtD39xAvcmGAscPWa1UIEmOYhsGs50NTwwn3MeVN9ceZt6mo/Tu4MX+3Crn6HhIlJ9zWaI5XYP0/PTQIEa/t4nj5Qbn+z5uGirqzXQN0vPLw4M5VlbPq6vTnLHgL9wQy9XdAnhxZSoLd2Tjr9eybtYwPF3PnA60tf321qQWMmtpCl6uaj6a0osfkvJYvCuXxAhvJvUJ48P1meRXGZjQO5Rnr4shwEMnBLqNcT4CPRB4SZblUY2vnwWQZfmNM7TvBXwky/IgSZJuwyHWMxq3fQpslGV58Vk+Twh0K+ZC2peaX8VdX+ymvN6MRqng1Zu6M6lP+Fk9d6sazDyz/ABrDhbRI9QTi81OelGtc911ZbIjNMpktfH437oytX8HRr67mZJaE30ivKk2WMipaMBNq6TBbEWWJUxWRzywUgFH3xjDkl3ZSMBTyw+ctf9qBcQEe5BaUINCkpAkWjhQnQ4JUEgStsZzqFRIaFUKZ+5vgCAPLR393LDbwWi1YbTYMFntGC02jBa78/V/iyTB8dljMJqtvP1HBp9tzqJfJx/m3t6blfvyeXX1IWfbbkF6DhfVOkft18UF8cnURMCRA/3JZY4c6E1T6SqFxO39O/D19lNzd4+ND2H2hB4kvrrOGarVZLvNLjNtcCdeGBOLLMusP1TCa786fAeGRfvzwpgYXl11iI0ZpYR5u/DTQ4PO+PDWWn57sizz0Z+ZvP1HBgnhXjx3fTde/Okg6UW13N6/AwVVBjYcLiU60N2ZtS41v5oeYV5CoNsY5yPQNwOjZVm+t/H1HUB/WZYfPkP7j4AiWZZflSTpCUAny/KrjdteAAyyLL910j7TgemNLxM3bNjw/7Hpiubqq69G2Hd2ZFlmzXEr3x92rDV30Es80kuHv+vZi6+lV9j4bL+JKqNMmF5BTq0dH53E2M5qdhVaSKuQUUrgqoIHEnR08pB4ZquBahPE+iioNssUN8iNIgmNJZ/RKMBsB38X2PPSGDo/s6rFuumZ0Kuh3uIQ9kBXifw6R1y1LINeA0FuCg5XthTSQFeJKG8lXbwURHoq+CXTxO4Sx4d5ayXu66kl1vfc8b+yLGOxOypMmW1y4/9gscst/jfbocpoJ63cxpEqO+mvjaHvv1dzU2c1tRZYdtiMh1biwXgN8w+YKTXIzvMxvYeGDblWpw3XdVQxMVqDSiGRW2vn/b1GygwnTpSnBtw1jvNwMjE+EhOj1Ly603zKNoDHemvpFeDwNbDaZdZlW/npqBmTDYaHKTlYbqe4QSbAVeK5/jq8tKdeK63ht2e2yXyR+n/snXd4HPXV/T8zO9ubtOpdsmVJ7t3GBWwwxhTTQ0LvgfRAEkpC8gIJhDghCQmEEDqmg4FQTLEx2Bjj3mRLltxUrF5WW7S9zO+P2R2r2Zgkr9/gn87z+FlrtTu7UzTne+8999wQG1pjzMrRUOHQ8GJNGJ0AEzI1bG6LIQpwQamOhUUS7T6ZN/eH2doeo2HJ4mGCPsFwLH3QQ4UrQ96eBEG4EiWdPe+rvFeW5ceBxxPbkOfPn38MX+vri+H9OzJ8oSg3PLeZDQedCMAtp5fyw9PKjmo6EonF+cvH+3hk035STFokKUZ7AH60YBQLKjL5wUvbaHYpN/6JBSn87YopWPQSpz24BncI5pdn0NwToMPtIx5XIrdkq5RFL9EbimLUinQGEj7Sfa5gvSRw8ZR89rR62Z4YEykAT107jTve2AeCtOcAACAASURBVIWkjWPSaWhyBcmy6enqDROXZdxhcIeV7Rm0IredUc4Fk/PU6M/ZG+a8v31OU4/yYZfNKOCe88YetY3sWCHLMi5/mFU1Hby+pYnN9U7iMhSkGgHo8Ms8vks5XilGLb5IjAc2h1k0Jov3d7cRjCmq9xWtWpbfehrPrqtnyUc1fFAfpdKl5fYzy7jilFwWnxbhwkfXqeI5dxisZgMQGPSdantklu6TmF5kZnND/wqYViPwTHWMSxbOVh3ETgdu6w3xp5V7eXlTIxa9hEGK0+mP8+edAi/fNJPcFOOgz/lv/ttr9wS5aekWKtv83HL6KJp6/DyztZmKbCu+cJQvWgKcMz6HXy4eTTga56GP9/HPHc3oJZGSdBPHPldsGF8X/MdS3IIgnA48DMyTZbkj8dxwinsAvi5ptn8V/87+7Tzk4qqnNuIJRsmw6HnuhumMybEf9T2N3X5+9Mo2dhxyq7aZ54zP4c6zKqhq8XDLq9uJxmSicZlrZxfzi7NHEwhHWfCnNXT1hllQkUGjM0B9t49ITO5nSSkCGo2gDsmAwzVogFy7gZJ0M7tb3LgDUXV05LhcG7Xt3kHpbI0oEI/LqkoZYHyejfsvHI9FL6FP1IbX1HZwxxuVRBOLhaeumcb88swvPX7haJyu3hAd3hCd3hAd3mDiMaQ+dniCdHhCagp9IBqWLObd7U38bFklOklkRomDA50+tR0tieRxOmd8Dn/85kS+vXQza/d1o9UoHuNjcmzcfmY5E/PtzPjtKvVYaAQw6iSCkVg/tzGdJGLVS/jC0X6q9iREAcbl2nnje7NV45Ukato8/Oa9atbt71Zfm5ti5OVvn9RP3f3f/Le3q8nNt5duwROMcNsZ5by4qZH9Hb2q21xxmolfnz+OUVkW/rpqP69vOYQgKAvIHn8Eu1FL5T2LhiPoEwzHQtASikhsAdCMIhK7XJblqj6vmQwsQ0mF7+vzvANFGDYl8dQ2FJGY8yifN0zQX2P8q/v3pxW1PPzJfmTg3Ak5PPjNiV8aLf5zezM/f3MX4WiMmKzUe+8+dwwzih38ZdU+/rJqH5IooNWI/P4bEzh3Yi6d3iCLHvoMpy/C6RUZ1DsD1HX51METAFpRseMc2KMLqCru8iwLUVmmrtM3yK7yPwmtRsAgaZA0it2o2Kf+HovLxOIykViccCx+xPq2KSEGi8ngDUaIy4r6fFJBCieNSCM/1UimVU99t59vTi/key9u5XvzRnLDc1vwBiM8csUUJuTZueONSj7e0zFo+6IAIzMUIhEFxbvbpNPQ4goys8RBgcPYTwWetPgcaPU5rSiVSFxm5yHXoM9I4pzxOfztiimDnpdlmY/3dHD7sp30+COIAqSZ9bx680mMyFCmdv23/u0tr2zlp6/vwGHS8Y2pBTy2Zj9ajUhMlpFl+P6ppVw8JY+nPq/n+Q31qgVtLA56SSQSixOXGU5xn4A41jars4GHUNqsnpZl+X5BEH4NbJFl+R1BED4GxgOtibc0yrJ8XuK91wO/SDx/vyzLz3zJZw0T9NcYX3X/vIEI33p8A9WtHvSSyF8vm8yisdlHf08wwp1vVLJ8l2J+YTdquf3Mci6dXkggEuPWV7azMkEkIzPM/OOqqZRmWmnq8XPOXz/HHYhwWkUG9V1+6rt9X0l53bBkMX/8qIbVezupTEyxSsJulAhF4gSjcTKtOv78zUlMKEjhja1N3POu2vSAViNgN2q588wKPMEonb0hdjT2sKmu57A4TBAw6kQC4diQCwAh0b4kiQKiKKBUAJRjH5MV4u47wOKr7F/RHe9xx5kVXDg5jxue28yeVg/3njeWq2YV8/KmRu56a5d6zFJNWiIxmbG5VrY0uPotdApSjXT1hglElLqpRafBE4odtS3s8hkFtLlDfFKrnL/kYglAEpTywsIxWTx82eQhvbiDkSgXPbqe6lYPoMyffuGGk5hanPpf97cnyzJ/WbWPhz7ex6SCFLJsBj6qalMzQTNLHMwvy2TlnjZ2HHINuk4dJh0TC+yMzrEhiQI/XVQxTNAnGIaNSo4z/ttuEv9pfJX9+7Smg+++sJVgNE5FtpVXbjrpS6ctba7r5tvPb8XljyAIcM2sIm49vRy7SUt9l48bntvMgU4lHXvuhBx+d/EEzHqJ/R1eLnz0C7zBKCeXpXGoO6DWRo8Veklk7/1nqyluh1lHtk1PdasXu0GDL6z4UJ9ansH1c0twByJsOtjN0g2N6jaSN9+jQacRmViQQl6KgUybgQyLnkybvs+jAZtROqKavas3xCubGnlpYyMt7iDZdgPfmJLP2eNzMOs1hKNxQtE4oWgs8RgnFImzsrqdP31rEuc+vJZdzW6euXY604sd/PiV7Xy8p4Pr55Rw1zmj+XxfJ9c+sxkZSDVKeEIxLpiUx6Uz8rnksQ3MKU1jY2IGdjQWP2qGYagsxfkTc9nZ5FLPT4pBgysx/StpFToi3czfrpjC6JzBvuu+UJRzH/mcQ06/Wrb4zrwR3Hn2mP+av71AOMbPlu1keWUrp5SlU9PqocOr1P21GgFk1IVJEpII04sdfGt6IaeUZWDSaXhnRwtPr6ujps07HEGfgBgm6OOMYYJWvLRvf2Mny7Y2IwDfP62Un51RftT3xOIyd7xRybKtTQBMzLfz4CUTGZWwgPxsbyfffWErgUgMAYFfLR7NNbOLEQSBnYdcXPbEBvzhGBXZFhqdgaOS5MB+5uTPE/PtvPPDkym64z1G51gRBahq8R7TcRGBfIeRRmeAUZkWFo3Nprbdy6c1HcTih6dUTci3s/T6GV+6UBkIWZbZ1uhi6fp63t/VSiQmM7c0natmFbGgIhNJc3QFPChjO7WShpE/X05uihGXP8w7P5hLgcPE/cv38PS6Ok4fncVfLp3E0vX1LPmwFlCmdTX1BHjsyqk8va6OQ04/D35jIjcu3UJeqpFfnjOa9Qe6+cdnB495f4rTTP0WUFa9Bm8i+tZplKllAnDHWRVcP6cEcYCIsK7Lx3kPf06qWRlyEo7FaViymOYe/5DiseMBWZZpdQf5Yn83f/iohnZvCJNWg79Pa5lOI5Bu0dPhDak1+vxUA9+ZV8pFU/Iw6SQ6PEGe39DAixsbcfrCVGRbuX5OCd+aUThM0CcYhgn6OOP/d4Ku7+rlsic20uoOYjNIvHjjTMbnpxx1m5vqurn5+a30+COYdBoeuGg8503MVT/rybV1/PZ9pUc33aLnsaumMrUoFVB6cm95ZQfRI9SU+0IUlH7d8ICQzyCJhA/X+dQIeiAm5NuZV5ZBkcPEW9ubWXdAES0pkfx4zvrL54Ay5OG+5XvY39GLThKR43GicZhe4uCpa6ZhNRzZbGMgAuEY7+xsZun6BqpaPFj1EhdPzeeqWUWMTNRevwoEQeD0P65WPLeBbLuBN783B4teYun6eu55p4oxuTYev2oa1z+7mX3tXmIymPUa9JKGe84dw49e2cHvL55AgcPEdc9uotBh4uVvn8R9y/fwwe5WRAT8kdhRz4dGUCZfWfWKRzocXigZJYFAVFZJfPbINP74zYnk2PsT78rqdr69dAvnjM9mY52Trb86g5N++zErbz0Fy1c4xv8KwtE4+zt6qW71sKfVQ3WLhz1tHlz+iPqapKAOoDTDxJhcOyuq21WR3JTCFG45vYyTR6UjCAK7mtw8va6O9ypbiMZl5o5MZ3yBnS5viA0Hnay947Rhgj7BMEzQxxn/vxK0LMs89blCpHEZ5pSm8dQ10zBoj9zp1xuK8pPXdrCiqh2As8dn86dvTlTfE4zEuH1ZJe/sVKwxTxrh4JHLJtPmCbFqTwdvbm9SHcA0KDf8Ix35NJOW7j43zySSfctJZXf9ksWc8afV1Lb3HtPxGJ1tZX5FJtsbethQ52RKYQrbGl2kGrV4Q1EsBgmXP8IpZRn840rFh/tYUN/l44UNDby+tQl3IEJ5lpWrZxdxwaQ8zEfxJv8yCIJAQ5ePCx5dh14SafcEWTgmi79fMRVRFPi0poMfvLQNm1HLLQtGccebu1TiFIDZI9Po8YcJRuKs/Mk8Nh7s5rpnN1OSbubX54/jm/9YzxUzCnlxU+NR50YnFfEwdBo8Odzk+jnFvLL5EJIocP+F4zl3Ym6/1/0xIT6888wKvntqqeoC987355Kb+p+JpHt8YYWEE//2tHrZ33FYxW/QipRn2zDrNGyqc6plhkAkjlErMK3Iwcb6HsLROKKg1NjvPGs0JelmorE4K6rbefrzOrY09KDXCBRnWPCHohzqCajHIs2iZ/Vtpw4T9AmGYYI+zjiRCbqyycXEglSqW9yMyrSoadXu3hA3Pb+FrQ0uRAHuPncs18wuPuJ24nGZVzY38uv3qglG4qSatDxx9TSm9ZlY1eIKcN0zm6ltV1LMZ4/PxmrQsqa2s988ZgCHScLpH3o4xJGQl2LA7Y/Qm0iFJ8mkbwRtM0p4AlFumFPMhVPyeWZdHW9uO+yVnWPXoxFFWt0BYkMYeyW3mZti4PxJeRSkmshJMZBrN5KTYsA2IMqLxWXW7O1g6foGVtd2IokCi8Zlc/VJRcwocfxLs5HdgQiraztYUd3O5jonm3+5kO7eEAc6e7niiY3kpBho6Pbz04Vl/HDBKACqWzzc8NxmPIEIY3JtbG90EY3L6BItaadVZPBJTSePXjGFs8fn8Pm+Lm54bjMjMixkWHTsanYzPs/OZ/u6OLU8gy8OdA/pfHbzKSU8ubbuiDVsUQC9pOG2ReW8tb2ZXc1uLpycx73nj1WPXSwuc92zm9lwoJt9vz2bm5du5sOq9oQz3TgumZZ/zMctHpdpcPoPR8QJQm51H77eMq16xuTaGJ2j/BuTY6PIYeKvn+zj4U/2qxamoLTptXtDxBLzsy+eks/Pz67AbtTh9kd49os6nvuiAac/jKQRiPbpzZ9R4mDWiDTC0Rj/+OwgnmB0uAZ9AmKYoI8zTkSCTkbHD3xQw8EHzqHojvcwaEXG5dqxGyXW7usiHJPJsOp5+dszKc20HnFb2xp7uPONSvYmItQLJ+ey5OKJ6KTDNdTN9U6ufXoTvrCiDk7OhDbrNJxSloEowPJdbWov85GqzQatQDDS/1zoNAJ6rYg32D8Fm2rS0uOPqAStEZU2l2tmFfHTM8q44slN7Gp2oxGVyO/00Vk8duVUdja5+NY/NhCOxRmVqdhzHujykW7R0dUbJtWkRSeJdHpDg1S6Fr1Ejt1AulWPPxSlrtuPJxAhxaTlvIm5XD+nmOL0r57GbnYFWFnVxso97Ww86CQal0m36JlUYOepa2cw4Z6P+NkZZRh1Ej97fSdFaYoX+VPXTGNBYqpWuyfI9c9uprrFg0YUMGhFrIlsQCASx27Qku8w8N4PT0YQBD7b26nUpFOM1HX5+PGCUTz8yT7iMtyyYBQPrdo36HvqJZFrZxcfU+1aECDVpKPHF8Zm1HLnmeVcPLUAnSTi8odZ/PDnrLtzAS09fn734R7e3qE0nJxSlsEDF40nb0Bd2h+OUtvm7ZeirmnzqtoFjShQmmFhdI61HyGnD7AZ9Yej/PS1nXywu01dwCSvHQCjVsPVs4r42RnlBKIx3t7RzEsbGqnpY6Oq04jMHOFg1sg0Zo1IY3yenc31Tm5bVklTIoo2ajXU3HfWMEGfYBgm6OOME42gA+EYd7yhpJnPGJPFE9dM561tTWxpcPJ+ZSvOPmlji17DxIIUJuSnMDHfzoT8FHLsBgRBoN0T5Hcf1PDWdqVf1maQeOTyKZxSlgEo0Utls5uHVtayeu/hoQs5dj2nj86mJN1MPB7n9a3NalR9JKSbtTh9EQbGbMm+XIN0ePqS1SDhDR6OvvtG0FlWPXedM5rbllUSisYpTjMpYyDtBl68cSZPfl7H42sOIqM4gW040E2j08+MkjTWH+zmshmF3H/BOMSE2rndG6LVFaDVHaTVHaCyyc22xh5aXcEjpubtRi05dgO5KcZ+jzl2I7kpBrLtBnQakaoWDyur21lZ3a62II3MMLNwTDYLx2QxuSAFURQQBIFL/7Ge9Qe7GZNjozzbylvbm8m26fGFYvzzB3PU2rYvFFUV3klcObOQlzcfUtutnrx6Gqcnpo6tru3gpqVbkTQCNoPEqRVZvLypkUyLjuwEcfc91qCYvuzt6GV6UQrrDzqP2BI3s8SBRS+xucGJJxBNnE+B8fl2JhWkkGbR8aMFZcz7/ScsvWEGP39jF+sPdqPViGhEgW9OKyDdomNPm5c9rR7qunxqit1qkNRoeEyOjTG5NkozLUO2efVFiyvA9c9upqZt8PVo1mu4cU4JEwtS2FjnZGV1Owf7mMFkWPUsGpvF+ZPymJifomgVZJl1+7u465+71dJNEiXp5uEU9wmIYYI+zjiRCLqx289Nz2+htt3Lz84o57vzRqLRiGyu6+Z7L26jwxtCIwp8b95I8lKN7GxyU9nkorbNq9Ye08w67EYtjU6/qmaeX57OHy+ZhEGrYe2+Lj6paWfVng66fYd9mrNtekZn22hy+TnQeey9zMk2nST6KraTUTIcFvDoNIpALIkjicRunFvCZ/s6afeEuOPMcv726QGaXUp0c2p5BlsaepBEgYkFKayu7eTGuUrL0sD0ajASY3llK0s3NLDzkAuTTsOFk/O4elYxxekm2t0hWtwBWt0BWlwKkbe6grQkSN11hDp6ch8zrXrG5tqYU5rOpIIUclIUk5JgJMYhZ4CxeXbi8Tjv72rj/uXVtLiD5KYYaHUFseglMmx6/vn9Of1SyPe8U8XzGxqQRCXncMvpZTy4Yi8AZp2GFT+Zp0aon9S08+2lW4nFZW5fVM5Dq/YRjsY5tTyDT2s7sRsk3ANIOtWk1Osf/MYEbnl1p/r8wNr0CzfMZE5pGvs7ern7nSq+ONCNSachHpcJRhUV94g738NikDh9dDbv72ohMMC1LMeuZ0J+ikrIo3Ns5Kcav3L5YFuDk6ue2ogv3H/7Rq2GyYUpBCIxZRZ2nwvXqNVwzvgcblk4SrU0BcXKdtnWJh5cUUt3n7GchQ4TF07Oo7Hbx1s7WoZT3Ccghgn6OONEIeg1ezv50cvbFbOFyyZzankm4WgcvVajzkvOsRt45rrpVGT371UNRmJUt7h5bUsT7+xsGdTyZDNI6CSRHl+EmKzUNuOyzMAyZaZVz7g8OxU5VjYccLKt8YhTTNFplGERfZG8wVv0Ev5wVBU6yUCRw0SbO6B6ciej6oYli5n7u1W0eYJDOndl2wy0eYKUOEz0hqPEZEVEVJ5tJS/FyKqaDn68YBS3nD6q303/kNPPixsbeW3LIZy+MCMyzFx9UhEXTc0fVIs+EjzBCB9VtfF+ZRsbDnYRiMSRRIEsmwGLXiIaj9PuDqp19aHQsGQxv32/mstnFJJh1fPopwf4x5oDxGQZUVDOw2kVmTx+1bR+rU0/fW0Hb2xT2uZOGpGKUSuxZm8nMVmp1T9x1TRmjkgDYGV1G99euhW9JHLZ9EKeXV8PwKT8FGrbvf0mWvVFRbaVGcUOlm4Y2nXaqNWw5rb5ZNoMAKyoauPON3fhDYQZnWvj3R+e0m9xlZ9qpMMTxGqQOGdCLsu2NiEAd549mitmFA5q3TpWPPD+nkFp+eSm4rIS2adbdLgCEULROKOzrdx48ggWT8xR3fNC0RhVLW7+vGIv6xNliCSybQbSLEo6v9UTVCP9YYI+8TBM0McZX3eClmWZR1cf4MEVtZRnWfnHVVMpSjPT4wtzzdMbefdHyk1w0dhsHrxkwpAtQ7VtXn79XhXr9nerUavdqEUEegKDI8AkRAEmF6ayaGwWZ47LptBhxheKctPzW1Qf5q+KgXaTp1VkEozE+OLA4e0VJvqX4bDVpwycMz6bMTk2Hlyx96jtWxPz7Vj0EusOdPOLsyu46ZSRgJK2/3x/F0vXN/BJjaJUXzgmi6tnFTN7ZNoxRW0trgAf71FS1xsOdhOJyaSZdcwvz2BMrh2rXqK+28fedi9723s51ONXb+iSKJBu1WM3SEgapQ6++ZcL1f07eVQ6V8wsYlSWmXvermLt/m41Gv/xglHcurBM/R6yLHP6n9aoJjG3LhjFM+vr8QQiCTtKmbvPG8uVMwsRBIHfvFfFU5/XU5xmosMbRCOIaDQCnkCEbJuBFnewX+Sf/L8kClgMEoFQlFBM7qf2BkV4tfaO09CIAp5ghIdW7uXZL+rVFrnHVu9nW2MPHyU6A2aOcLC13smskencd/44fvn2btbu6+KkEQ5+f/FECtMOR7JHgyzLfLCrjdve2IkvNHiBMSbHRmmmmUZngMpDLmRgXJ6d8fl2DJJIV2+YTm+Idm+QVlfwiIsUu1Ei3aInGImrGRqtRiA/xcjq24fbrE40DBP0ccbXmaB7Q1F+9tpOPqxq49yJuSy5eDwmnURTj58rn9pIQ5ef+iWLee6LOq46qWgQwbj8Yf68ci8vbGhAI4qJqHjwsci06plSmEooEmX13i5klKlKkkagK5Hik0SBERlmOjxBXIGvptAeCEFQ3KvmlWVwz7tVuBPbM2lFTDoNXb7Di4Zkituk0zA6x4okCmysOxy5S6LA1KIU9bm+rURpFh0LKjIZl2unwxvkvcpW6rv9pJl1XDqjgMtnFg0SKw2ELMvsafUq9eQ9bexu9qjHLD/VqBJtQx8LU0kUKEk3U5ZtpSzTSlmWhbJsK0UOUz8Dk2QGJNmKJCDQ2Rsiy6bn0umFiAI89PE+dTFy/4XjuGJmkfr+nYdcnP+3deoIuxtPHsETa5VIckaxg031TnUql0YQmPnAKrp7w+TaFUKWRMhNMdHiCqjHbFK+nR19LFXH59mobvUSi8uYdCL+cBwR+ukJxubaOG9iLn9fcwCXP8I543MozTTzkzMqmPqbFfzhkomIwI1LtxCJySr5Xzwljwcvmcirmw9x3/I9ijnOmeVcPat4yGg6FpfZUt/NY2sO8vn+rkEZFatBEfl5g1E6+xiPDIRJp8GskwhFY2rPNxxePM4sSeUnZ5Sh12j4YHcbL21q7FerF4CyLCsrfjJvmKBPMAwT9HHG15WgD3T2cvPzWznY2cvPzxrNjSeXIAgCNW0ernl6E05fmEhMaUPqu39dvSF2HHLx1NqDbKwbLPLRSSJjc2ycXJbO9GIHY3Pt2I1afv5mJa9tUVzDfnBaKT85vQxRFGhzB9nZ5GLN3g5e2XTomGrPfft0B758XlkGD1w4nl+9vZtVNYfFTmadBt8QqeCGJYsp/cVyZJl+N1wBhQj72jNeN7uYHU0udjS6OGdCDp3eINsaXeqNXBIFxuXZOXdCDrNGplOebR1yrGYkFmfDgW7e3N7MmtpOnH5lkWLQioSj8X5RZnGambIshYRHZVkpz7ZSnGYGoMMbpN0TpM0dos0TpM0doM0Tot0dpM0TxOUPs+veM3l/VzN3vVWFPxTl0hkF1Hf5WbOvEwEl6uvrQX7lzEJ+uXiMKpj62es7eWt7s+r0NTrHSnWrl/ll6YzJtfPo6gNMLUrl71dO4aOqdn71z92IgvJ3UeAwUt/lR6cRyUs1UNflRxIFJuXb2dJ4eIDGz8+q4NUthzjY2X/C1kDMK8vgtkXljMtTJqIJgsAZf1pDbbuXG+eWcOb4bK59ehMy4A/HkGWYNSKNv142CVcgwl1v7mZTvZPSTAtnj8smFpfZ19FLXZePVnegn5ZhICQRTDqJQDhGJC5j0WuYWuTg5FHp5KUYSTHpaOz2sXZ/Fx/vOWxOIokCGVY9re4gGRYd00scdPeGqWxyD4qqR2Va+OFppbj8ET6p7eC562cOE/QJhmGCPs74OhL0yup2fvLqDrSSyCOXTWZ2aToAGw92c+PSLYiCgDsQ4dpZRdx7wXjuX15FTauXyiY3rgEp6yRZlqSb+fsVU6gY4KXs9ke49PH17GnzYtCKPHHVNE5OKLlBqc39ccVeHv8KtpFDIT/VyN+vmMLuFjf3vFNFKHr0cyKg1EA/vHUe4+7+UI1gJFHgpBFp1Hf7aHEFhlwwZNv0SBqRpp4Aekng1PIsSjLMNPcE2FzvVPtorQaJKYUpjMqyYtZq2N/pY2eTa9B2BZRxiqNzrJRlWclPNZFq1qIVRZz+MO3uIK2eoEq87Z6gmnnoC70kkm03kGUzkG0zEJdl/nbFVOb/4VN+flYFT6+rY8NBJxdMyuU780fyzo4WXttySN1WcsGTYzNw93ljWTQ2i05viFMfXI3VINHuCSFzOIvw8a2nUNPu5bbXK7EbtTx82WS+++JW0q16aluVtqLSTDOHnAFC0bjalnT1SYUs29bcT6tw9awiPtzdRo8/fMQpXqNzrLz+ndlYEsYtgiCwv8PLgx/V8sHuNnLsBqYWpfJRVRuiIBCLD53R+Sq4aHIeogDvVrYQisrMKU3j+jklnFqeSVyW2XDQyXuVLXywuw13IKL+PVj1GrJsyqKk7yhQrUag0GGiwxvCG4ySbdPT5gkxZ2QaggDrDzqJxZUWxi2/XDhM0CcYhgn6OOPrRNDxuMxDq/bx11X7GJ9n5+9XTlHVpR/ubuVHr+wgy6qnszeEzaClwxs6qhVmEpIooJdEpMQ0JkkjIIkisXicDk+IOMqNaWSG0soiiQKCAE5fmLpO36D2qK8KUQCzXsIXih6z+tugFZFl1GEZfaPxcyfkYDFIvLzpEAB5dgPN7uARt5Vm1jEm18aoTAtmnYTTH6Kmzcv+Dh/uIWrwBq1Ijt1IeZYFk14iHInR5QvT7gnR5h66Xukw6xLEq+9Hwll2Azl25f92o6IPqG71sLq2k011TpbeMJMZ96+kwxvihrklmLQaHvl0P4UOEw9fNoXybCsfVbXy63f30NkbApSe4FhcZm5pGvecN46V1e0s+bAGgyTisOjU2dflWRY+unUe1S0evr10C529IU4fncn7u9r48YJS/rJqP1a9RCgaRUYgP9VEXZcPjSDw/o/msugva5XPS6R+R+dY2dPqHeSd3hc5dj3PXT+Dm8YtKQAAIABJREFUN7Y184uzxwx5bSYzEVJinGdwCNOUvqUKvSQAQj9zlVSTlpJ0M9saXegkkYsm53HtnGLKMq1saejh3Z0tfLC7la7eMFKiVz4mK8K2UDSmfn+DVmT2yHRmj0yjPNvKe5WtvLr5EDl2A9FYnM7esHrtFaeZOHNcNk5fmNe2NA2LxE5ADBP0ccbXhaDdgQi3vrqDT2o6uHhKPvdfOE5NY76woYH/eXs343LttLoDdPaJzhqWLGbkz5cTi8uIosDMklRiMdhU78Rm1LJwdCZpFj3RPrOMldShl60NShozx25gTK4NWVbSu23uII1O/5BuU8cbR1uAaEQBh0lHbyiitu9oBEi36mn3hFQi+zIIgNjHzGIgLHqJTJueEelmitLMKvFmJ0g406Y/ao+uJxhh3b4uPq3tYHVtJx1ehWhHpJv59LZTKbrjPVW8V5xm4qZTRvDwJ/vp6g1x51mjuX5OMZGYzMV//4LdzW51oZLMzl8+s5DVtZ2EInE6e0N8a1oBr25RFi+/u2gcl84owukL8/0XtyV6kQUWjslCqxF5e0cLOXaDmlVIWnp+c1o+6RY9j64+AEC6RUd3b3hQyWKoY5wUkjUsWcwrmxrIsCoTwWRZ5pdv76KyyUOmVU+nN9RvX1JNOrp9hwkxLdE/P/AzzXoNvlCMTKueq2cVcen0AppcQd7d2cK7O1vUdkOtRlBT2aAYkFgNEt2+MGkWHb84q4KLpxYA8GltB3csq6TTGyLNrKMr0WKYZdPzzWkFnD0+B5tB4pZXd7C5vodLpubz4DcnDRP0CYZhgj7O+DoQ9N52Lzct3UJTT4D/OXeMKviSZZk/f6xE1OPybBzs9PVLO45OpICL7niPiybnceVJRdy3vJptjS4umZrPPeeNHeQTLcsyt72+k2XbmhEF+PX547h8RiHdvhDLtjaxdH1DPytFGLqWPBT6vs6o1RxRGWvUioP6YY+EJEEfqUadRKZVjyQKtLqPbDLyZRAEZTtFDhNpZj2CoNSRq1oOtyIVp5mYXuxgeomDGcUOitJMg8R5siyzt703QcgdbKnvIRqXsRokThmVwfzyDOaVZ5BpVUxjnlx7kLd3NPerNZ88Kh0RWLOviwUVmfzhkokIwAV/W0erO0A4JlPgMHLIeVhZHInJZFp0iKLIDXOKuf+DGgTg9ZtnMa3EQSQW5/7le3j2i3pIPH/jc1twByPYEgYx2QmyFgSouncRJy/5VO2H14jKee0NxTBoRQQEApGYOvlqqHPX3ONjw0EnXxzoZv2BblUJDUrKHxQ3ub71ZbtR6idEHHj9Tci3c/2cYgocZl7d3MjK6nZ6/JFBrxOAERlmFk/IwR+O8dLGRiJxme/MG8n35o/EoNVQ0+rh9mWVVDYfPvZJS9PfXXx4SMzK6nZuW7aTSDTO/ReO54LJeQiCMEzQJxiGCfo447+doJdXtnLbsp2YdBJ/v3IK0xP+19FYnF+9XcXLmxpJGXDDKnQYcZj17DjkomHJYrbUO2nq8fPLt3YDcH9i+lQkFqe7N0yHN0iHJ0Sj08cjnx7A6Qsrqux0M55ghM7e0BGjx6EwsFXqWGYuaxORVoHDSIMzcMTXDdz2saTwjwSdBqLxw+nYLKuexRNymDHCQW8wxq5mN1vqnVS3etTXmHUa4jL9FhdZNj35KUb0Wg29oSj1XT5V/Zth1TO9OJWJ+SlIosD+zl7W1HbSkljkVGRbObUik/llGUwpSkU7YAxl3+vzQGcvr21u5IUNjfjCivVpSbqZRqcfh1nLXy6dQoZVz4WPriMSiyMAf7hkIu/ubGFldXu/tPP1c4rZ2tDDziY3GgGevGY6p1ZkAvDU2oP8ZvkezDoN188t4eFP9gOH9QpZNiUDkewx74tpRal0+8LUJVy4itJMNDn9Q/p39z13KSYtJ5WkKfaZI9Po8YX47ovbcPr6lxhK0kwc6lFU5QNT6ZKoHKtsu5Hu3iDBPjoGnUZA0oj4wzHsRi1Xzyrihrkl1LZ5+Z+3q6ht9zK/PIN7zh2LRhT4YHcrL21sVEdsplt0TC928PGedgpSTTxz3XSK0syEojF+90ENz6yrZ2yujYcvm8yIhLPbMEGfeBgm6OOM/1aCjsVlfv9RDf9Yc5DJhSn8/YqpZNsVw4dgJMa1T29iQ52z33sEYNG4LD6t6USrEfnu/BH84LQyznt4LTub3KSZdYzMtOAJROj0hnD6wwy16xpRoCTdhF7S0OxS3LCshv414i8j3WSEPLDlZiCSNfOhxkqCcmOcX57JGWMyeXtHK+/vbkVEOW8Dh2X8K8hLMXDD3BJW13by2b4uRmVa+PX545g1Mk19jS8UZWeTi631PWxp6GFbY48qSjPpNNiNWqJxme7eUL/aZapJRyiitOr0FTulmXVMLUrlwsl5nFqRedT091DXpyzLPLG2jj+v3KsuFJLR4Tem5rN4fDY3PLcVjSiQZdPz7g/nIgC3vraDT2o61e3MGqFYnCbff+/5Y7l6VjEANz2/hRVV7eglAYtei14rqrXrvvXf6+cUEwzHeGnzIXU7M0ekUt8VGETeA5FU4EdiMhdMyuWOsyrQaURe3tTI8xsaaPeE1MxI3+hXEMCq0+AJ9d/3vhAFqMi2kW03sP1QDz2+CBUJA5JzJ+bgDkR44H3FyjYvxch3543AG4rywe62fpmKLJue35w/joNdPn73QQ3Ti1N5/KpppJp11Hf5+OHL29nV7Oba2cX8/OwK1dgkce6GCfoEwzBBH2f8NxJ0jy/MD1/ezuf7u7h8ZiF3nztG/cPf1eTi6qc20hOI9rsxSRqBwlQTB7t8nDUumzPGZvGrt6uouvdMVUSVadWTZTeQadWTYVUeM216qls8vLSxERm4amYhZ47L5o8r97Kt0UVuigGNIKij9ODoKW2bQSIQjnKkDHUy2SujODjFhjj2oqC05OSnGjnQ4WNXi3uQJ3QSRyPo0ysycJj1rKrpb0s6EJIoMHukg/xUEyurO+jsDXHBpFx+cfZo1QWrL+KJ9p4tDU621vewtbHn8BhNAUx6iVAkNuSCw2qQkGWlhx2UzMHEAjvTS9KYUexganFqP6eyo12fbn+Ee96t4q3tzcoCKhgljpIanlyYwoaDTkQB5pSm8+x1M9CIArcv26m2y/VFMjNx3ZxifnnOGJp6/Mz/w2oyrHq1Jl6RbVV9rJNliOnFqTxy+WTmLvmUSExGK3LEc59i0uLyH1ZKJ89debaFAx29ymIxod4+eVQ6184uIhKVuePNSrUX/mhILhwcZi3eYFRVk88dlc7Np4xgbmk6sbjM8xsa+NOKvQQjMaYWpeIORNiT2C9FoR0kFpe5dWEZ188u5jfL9/DixkYWT8jhwUsmYtBqeHtHM3e9tRuNKPD7b0xg0djsQd9nmKBPPAwT9HHGfxtB7252850XttLhCfGbC8byremFAHR4gvx2eTX/3Nna7/V9U755KUbuOXcMe9q8/GnlXnVe8oqqVhZUZA0yd4jH4/zo5R28t6sVSRT47rwRrD/YzZYGFxkWHWNybKzd3/WVepuPFUci+WOtZyfRsGQx0+9bwdhcO1sbevoZSyRh0UucPT6bhaOz2HHIxQsbG9Qb/tG+t0YUmD0yjUumFjA2z0ZxmnlQX3Rjt59Pazv4qKqNzfVOIgk3LeTD+1HgMFKQasKk0xAIx2h0+vsteKREej/5+pJ0M3NHpjFzZBrnTswjGosP2Y+dxIqqNn7x1m5c/jCjc6zsbvYMOoZXnlTIfReMp8cXZn6i7aqpp38pIXksZo1w8OQ107nzzV2sqm6jKM2sEtjIDLPqTnYkJP3V+7qKSaJSTih0mGh0+pPTnvotrpKf7zBpmTsqnS8OdA/ZjtYXFdlWLp6Sz1njs2lyBrjv/WrVLCbZFjYu18YfLpmILxTl9mWVHOzy9csATS1KZc7INDbVO9lw0MnUolSWXDyBHLuBH768nU9qOrh53gjuWFRBKBrn3nereGXzIaYWpfLXyyYPaWbT7AqQn2oaJugTDMMEfZzx30TQb21v4s43dpFq0vHYVVOZVJCCJxjhsdX7efyzuj5tJSKhaJzMRHQjADfMLeGGuSXc9c/dfJIw+Egxatl5zyJOffBTojGZaCxOJK48hqIx/OH/exX2QAgcVv4mz4pGFBLio/7ka9Jp2PObsxiRUKn3Rd8JWElIosCEfDtTE7XeVTXt1Lb19vtsUIjVpNUQicf79fTqJZHSTAtpZh2haJxGp18VzBWnmZhfnsmpFZnMLFF0ApVNbrY29LC1wcnWhh518EeKScuEXBvpNj3xOHT1hqnr6qXVHRy0WGhYsphRv3iP8mw75dlWKrKVXuuKbCsZVr0qQOvxhbn7nSre2dlCWZaFUDRGQ3dAFYcBlGdbuenkEXT7Qvz2/RqKHEa6fWGC4RjJcm1ygWTSaRiba2NzfY+670dS7aeZdTx6xRRufn6r2mdfkm6mrsunKqpTjFr1dza9kp4eKvth0Ir9lNVJJF3K+sKql/jwlpPZ2ujiybUHqWxyk2rScvmMQlLNOp5ZV0+zKzBISS4A04pTOXt8DmeMyWL13k4eeL9GGRiScCrr7g1x/XPK+M5fnz+OK08qYm+7lx+8tI19Hb18d95Ibl1YhlajTLU62OVjU51T/dfsCgy3WZ2AkL78JcM40dBXPTujxMHfLp+C1SDxxGcHeWjVXtVLWBDAolNueHkpBppdymCBF2+YiaQRueSxL2h2Ha77hRLKrtE5NrSiIpLRakR6fGFW7lG8j5M3XoNWZEphKi5/RB1/+O/iWKPhSfl2zhibTXWrMoIxSQQT8+2Mz7Pz5vamfuScbtaRl2pUCa/vzdeRaL0JRuOkGLXYTVpVpBSNy+w85GJnk1t9T4ZVB7JioZncSrpFR4pRx/5OhbyTN3hREKhuGRydOsxaCtPM6CWRNneALw50YdRKuPxhzHoNo3NsOMw6Gpx+mpwBnL4wnx3Bq1wSldGPWklUxzSGY9DU46epx8+yrYfT0ykmLeUJd7LybCtXzypiXnkG9y/fgzcYYWpRClsbXCpJ17Z5+enrO5VZ0XoJdyBKbyjG/LJ0dWSojNJu5A/HVHIGyEs10u4J4g/FMEgioiioqvluX5jlla34+pyjDk+g31xpVyBCeZaF2vZetXYMDNIoDEXOgErOZ47L5uTSdH75z914Q1FOXvIpcZQFwX0XjOPiKfkYtMo4zw5viBc3NPRT9zvMWv566WTmjsqgodvHT1/fyYaDTuaUpvHAhRMoTDOxt93Ldc9spscf5slrpnFqeSYvb2rk3nersOglnr12OulWPS9saGBTnZPN9U410neYdWRYdKSatAw9QmQYX2cMR9DHGf/XEXSnN8T3X9rGpjon180p5vZF5by7s5UlH9b0q5smRVepJi2+UIxILI7NqGXVT+bxSU0HP3+zkngirWrQivzg1FKuOqmYFLOu3/49uno/v/+wVv3ZapC4YU4JkkbkkU/3HfEG+VUgCInvG44dlaB1Glg4JpstDT20e0Lqe08ty6A8y8LzGw8NipoHom8UNjHfzm2LKihwGNlc38Pn+zr5fH83XQkDj77pbLNOZF55JoIgsKPR1a+9JwmNAJJmcORYkm5i7qh02t0hmnr8dHhDeALRfmMw+x0PwGbUkm1TTEkyrHoyrHoseglPIEKrO0hdl4+aNo9aty50mJhWlMqfL53MhHs+Ug1TZo1wcOHkfPzhKLXtvdS2edjb3tvvOGVZ9cRlmc7eMBlWHb3BKIGIoupOMWmZXuzgs72dQxqA9IWU6P1OnsNketqi0ww5gSuZUj5WJM/dwAEbA79D8msuHJ3J7WdV8OqmQ7ywsUG9Vi16iU9+egptnhDLd7Xywa42Gp2H5zOXpJuYW5rBm9uaVMHZpIIUqlvd6DQa7jpnNN+aXoAgCHxxoIubn9+KQavh6WumU5xu4s43drF8VyvFaSbyUoxUNrnxJo53XoqRGSUOHGYd+zq8rNvXRUxWFjn7fnv2cAR9gmGYoI8z/i8JeschF995fiuuQJjfXjgOs17Lb96rVmuDRq2GYETpKQ1E4tiNWtyBCBkWPT3+EE9eM42/frKfbQ2HfZHPGJPFXy+bhCSK3PNuFfdfOIHLHl9Pls3AxoPdanuPTiNwzexiphSk8uDK2i+tK/6nkRT0aEQBUSAx9UlLKBof0lNZFJTFhEWvTHrqDUXp7g0r06zufA+DJBKNyUTiMgatyKwRacwry+DkUemEonHW7e9mzd5ONtZ1D0hbC5w1LpvSTCurazupafN+6aIgCY0AaRY9hWkmsmwG0i06pITzldsfod0bpLHbT3tCZAWKw1VFto2KHCujE4+jMq0YdRrC0Ti7W9xsa+hhS30Pm+qdbP+fM5h4z4eUZdnY1eImkCDG6cWp3LqwjFmJkZHNrgB7273UtHmpbfNS06oQ9/G8sifk2TDqJDb26S44ZVQ62xpd6jH97rwRWA0Sv/9o71EFfqKgXKPJVim9JKj2r4IA54zPYeGYTH76WiXRhM+4TGIimEVPm0fxzr77vLGcMz4HQRDoDUW5790qXkmI5CRR4Nfnj+XyxICRt7Y3cfuySgodJn54WikbDjp5a3tzvwVaaaaF6cUOZpY4GJlh4fP9XbyyuZGGbj9WvQaTTlLP93CK+8TDMEEfZ/xfEfSrmxv51T+ryLTp+eFppTy7rl4V4ph1GqYUpbJ2XxeioKido3GZLJuBuaXpLNvWxNSiVLY39qgj/+KyzG8vGs+l0wsJR+P8+JXtfLC7jYYli1n4p9Xs+w/erIcyBbHoJaYXp7K53qkS7NGcuo5W00xCI4BRp+lH2Em3J3cg0q/NymaQuGJmIaWZFjbWOfl8f5faFmQ3SuoM5lhcptUdpLs3PKSCHJQMhE4jqoIzEWCAmKy/6YrImeNyOH9SLnNK0wf1Mrv9EWraPNS0ealp87CnVSHRZIuUKEBxulkh7GwrFTnKY7ZNj04rcfPzW1hV3U4kLmMzKMcj+V2SNqVWg0SbO0inN4TLH8EfiR2TS9rRUOgw0twTUEWIkwvsTCpI4Zkvhk7eigJs/MUC5v3+U4J9hoaUZVoQBKht7+33+r4EfSSxnlWvIdWkozGxaE0ed4dZhwCD1PnKrHK4fm4JP1owSvX9jsTi/GPNAf66aj9GnUhxmpmdiXaqUZkWihwmPq7pwKKXCEZiqt5DKwosHJvFeRNzmVbswGHS8cWBbl7e1MiK6jYiMZnJBSloRIGtDT3IKIuwsiwrr31n9jBBn2AYJujjjONN0KFojHvfrealjY1MLkxBALYlJgPpJZGbThlBqzvAsq3NgOIAFYvLXDO7mFGZFu5KmI0obUpg1klEZZm/XzmVeWUZhKIxvv/iNj7e08F35o3k52ePVm+CWlFAJ4Ev/K/v71B15dE5Vuq7eglElN/oJIHwlwy7+DJoNQJlWVaK0szkpRgIRuLsONTDLnWco45oTGb73Ysou+v9rzRYIbmgOTz+8XAaNYm8FCOjsix8caCbWEwmJsuUpBlJtxioavUcsQfcqNUwe2QaV51UxCllGUOORQSlVavR6VcJO0ngyXat5LYGKp2Pdf/SLTpy7EYK00yMyjDT5Qvz+pYmApFYPyJMdgEcrV+974IsP8VAqydELC4zs8TB9saefmntFKNEIBL70mEnQL/FlScYxZpwKxtqf86bmIPTH2HdgDGSY3KsLJ6Qw+8/2qs+NzrbyuNXT6PAofjU7252c/uySqpbPSyekMMPTivlQIePldVtvL+7td+1OibHhj8cpb7bz/yyDB66dBIpJh1dvSFe39KkRsspJi3njM/BF4rybmWruhjq21UxHEGfeBgm6OOM40nQ7Z4g33lhK9sbXRSnmVSXIq1G4Lo5JVw/p5ifvr6TdX0ERGNybFw+s4APdrWx7sDh57OsevzhGHqthmevm864PDvBSIybn9/Kmr2dnFTiYEOd89828oCEJWK6iVZP6Esdwf5dGLUiKUYtvnAMbyh6xNpkEg1LFlN21/sIoM6z/jcDxyMiuTixGZSI3BOMqLXzvr9PQhQg02pgUoGdmSUORmQowzX0kohBqxn0qNOIBCIxatu91LR62d/Ry93njeXON3biCSgzjJtdflpcR7Yrteglrp5VxLWziwf1cO9o7OE7L2ylrc93npSfwqEePxlWPTVtXnSSSH6KkWy7gS8OdB+1De2UUemMybHx1Lq6I06wOhKKHEY+u2MBD6/ay4Mr9lKaaaGh23fU7QjAjBJlROTOQy5W7jk8jlSnUUaLyjIYJRFJErn3vLHs7/Dy2JqDmPUSE/LttLiCqsuZUSuilzS4ApF+2R4B+OkZZXx33kg21Dl5aVMjK6qUaHlivp2yLCvVrR6qWz39rs/ksSrNtHDt7CKumlUyTNAnGIYJ+jjjeBH05nonNy/dijsQVsVcGkHgshmF3LJwlBIlPPy5msrTSyJnjc9hX7uHqhZvv3aZKYUp7G7xkJ9q5LnrZlDgMOEPR7nxuS2sP9CNsU9Lyr9L0HpJZFJBSr+64v8GBBSlcH6qkUAkRnNPYMjhC6BEvBPyUjh9TBbfP21Uv/PX4wuzfFcLz69v6FeDzU81cmp5BpMLU8lNMdLhDbK90UXlITd72g5HxBkWpYUqmd7WiJBq1OFKpNT7QqcRsRg0BMMxApH4f6SEoJNElbA1gsDGu05Xz1+WTc+4XDtj8+yMy7UxJtfGgY5enlhbx7r9XcgcXiRoNQIXTs7j2yePINWs45FP9ifMaGRmFDtYf7BbJd5k3/Ipo9JZu0/Zzjs/mMPjnx3kw91tXD6jgFc2H/pKArCh8Ob3ZrOmtpO/JJTdDUsW0+4OcPc7VXywu0193ZEWBcl9K8uyUJGtaAaSEXcyoxSTldfZE6YofWE3aplenMqMxGLpDx/WcKDTx30XjKPJ6eeRxOAPUM67Sat4iOslgVSTHk8gjH+AiFIZpKKQu80gkWbR4QlEcfrC1A9H0Ccchgn6OON/m6BlWebJtQe5//0a9TlRgAsm5XH7mRVk2w1Utbi5+NEvVFXtyAwzvaEo7Z4QI9LNZNn0rE+4Qi0YncXHe9qZUpjKk1crloO9oSiXPLaePUO0R/0nIuh/BUdS9H5VI5IkUoxaclIMFKWayLYbEEQBWYZ7zx/H3W/vptkV4EBHL3XdPmRZef2s0jTMWg0b6pw09QQocBi5ce4ILpmWj0l3uKMxFpfZ3exmzd5OPtvbybY+tf0kKRu0AsUOCzXtXorSTLj9YdX/3KjVML88g9IMCyuq29Raq0mnYeHoTGQZtjb29GuBS8Jh0pGbqky9SrfosRoUZXdXbxh3IMIb35vDyqpWJhSkkGkd7GqWhDsQZskHtbyxrUmt7SfV0WLi8ZKp+dyysIzcFCO7ml1c9OgXirFK4pyYdRpEAXpDMYrSjNiMWiqb/jMtd8pxEll56ymc97cvcPrCR7w2DZLIiEwL+9q96qJU0kA0pixqNaJAOBZHFOC00ZnMH5XJm9ub2N7oGvLaSjFpufnkEYzPt9MbilLT5uWptXUEozFmj0yjusVLZ28Ii14R6n3VhYhOI5Jp0+Mw62ju8dPti2DWaaj+zVnDBH2CYZigjzP+NwnaE4hw2RPrqWrxqs+dOTabu84ZrdbHnv28jnveqwYUQtBJSg/q9OJUvn3yCCoPuXhk9QF0GoGFY7JZvquVRWOz+MulkzFoNVS3uLn8yY24/JEha6n/VwT9vw1RUM7dwQfOOer+6TQiNqOEJIp4gxF84RhajcCYXBuzStLISzViN+mwG7WkGLWkmLSIgkBlk4u1iRGQQ6Wxx+fZuX1RGX9bfYCNB539iKHQYcQTjPaL4CYWpHD66EzicZkPd7exp82LgDIHOxwd2hYUlPM37u4PmVmSxuyRacwuTaMs03rE2nYoGuOPH+3l6XV1gyL+0kwLP14wirPGZROKxnl/Vyu3L6s8rkrvvhh4bZq0mkT7oMQLN55EplXPXW/t4sOq9kHvTTFpiUTj/cSKX9XN7mhIihj7toAlTVSS9frJBXYumpKPLMu8W9nK1oaefp8/XIM+8XBMRiWCIJwJ/AXQAE/Ksvy7Ab8/BXgImABcKsvysj6/iwG7Ej82yrJ83n/iiw/jMGJxmcdW7+ePK/eqf7Anj0rn3vPGqpNuQtEYVzyxkS0NihmEgGKkcfqoDG6aN4LxeXZ+9c/dvLL5EHqNwOzSdJbvauXa2cX8avEYekNRHnh/D0vXNyADKQYJ1xH8qv83oBMFZo50sHafUheXRIGrTipg2dYWtUdUFJT9ismoNpcDa7SHhVoC4/LsfGt6PvPKMkmz6NAkFk9dvjAtriBt7iCt7gCticc2d5CDwAMXjWdCvh1REHD5I7gDYVz+CK5ARP3Znfh/i0sZ4rDzkJudh9z/j73zDo+jvNr+b2Z7kVarVe/VVbblXjAGGzAYTG+mhBICKZDwkgYhDUgBvylgIAkxNYTeAxiMcTfGXbbcrd571/Yy8/0xu2OtLLmQhBf86b6uvVa7mt2dmZ197uec55z7ZjgIgpIStRm1jE6JwesP0tLnU6PTfY293PT8DuYVJnD/hWPYcKSNzyq7MOkUMRj3oFatA429lNYrxYA6jUKuMkS1dMUYtdiMOmRBpq3Pp0aPKbFGDjb1sjosLuOw6JmVHybs/ARywpaWgZDE27saeb+0iaAkkx5npKXXhywrqmwVbU6+/+ruU85iRDIJMQat+t3+avFYJmfFcflftyjXw3F6oE1aEc9xKvaNWhGHVU+Xy09Akul0BVi0bNNx9yky+Ym4VHkHFL+lxBrp8yiV7KBcZ3EmHV3qaxTxl4GIt+g5e1QiN8zKYkKajU8PtfHbFQejrFUjfdcmvYbEGAMHmvrZXX9A/b9eI2DUaYaUmx3B6YETErQgCBrgL8B5QAOwQxCE92VZPjhgszrgFuDHQ7yFR5bl4v9NtE9nAAAgAElEQVTAvo5gEGRZZuX+Zu57Z5+q9VyQaOGJ6yczNtWmbre5op1bn9+hDmhaUWDJjExum5tHboKFtj4v1y3fys7abkQBRqXEsO5IOz9bNIZbz8jhpa21/PnTI/R6ggiCQpYnS85mnXjMOtrJYPCg7pdklZwTLTrsFgPPf14XtW1kwBQE0GlEvEIoqqhGkpUWlzvm5XHFlIxh9aZTbSZSbcfqHQMId8J1M7JO+Xiq2p08vamKd0qUPtep2XbOGZNEUoyBXm8wnMIOqETf6wkgCAKdLh/9XmV0l2XYUNbBhrAKF4AnIA3ZUz4wmo0Qr1mvYV5hAnMKHFS0uVi5v4WGHg8WvYYLJ6QyLjWW7yyF2i43/qBEUXosRWk2PIEQ26q6WLFX0WVPiTWQGW+musNFh9NPpt3ErNx4Wvt9aMRjyWjg9zjYvnMw7j6ngH/taaKm0403GOL3lxfxmw8Psrehl2/OzWPxxFRW7m/BH5JJjNHT3n+sdvbxyBnAG5Ro7PGi14qk2Ax4/ZIqCzoQeo14jBhMrEmHAHj8IS4rVryZP9rXjC8oqZMGSUYlZzh6PjSiwOWT0/j2vHwKk2OQZZl1R9q49C+bOdTST6LVMKQoi8sfItDjIc6so6Pff7T6XRCYnGVn/uhEFoxJJnvpcQ97BF9DnDDFLQjCbOABWZbPDz/+GYAsyw8Pse0LwIeDIminLMvWk96hkRT3SWFLZQf3vr2XurCXsV4r8ti1k7hwQpq6jS8Q4rpntqrCIgKKe9Cd8wtwWA2AUkz2vZdL6Hb51d7nLpePP1w1EYtBx8MfH6Kq3YVBK+IPnrgw6T+d4h48oA8XjQ2nwgWgE+GKKRncOjeXMSmx/9b+/LvfX6fTxz+31vLillq6XH4mZti4/cw8FhWloA33M4ckmaYeD9UdLqo7XFS1O9nf1Mf+hh58w7CbKpyhEYgzafGHZFW6c9hjQYmiQSGBULjP+9q/f45Jp2F/Yy/tTj9Wg5ZzxiSRHmdg7ZF2yludw5KsTiOQEGPApBVp6fMOq79+vKg6L8HCFVPS+eOqMq6bkYVFr+H5z2tY9T/z2NvQww/fKMVi0AwpMDPYqzyCWKOWfQ9ewA9f383bJY0YdSLIDKtulmDVc8PMbJp7PUO6cd00KxOb2cCu2m5213XjOYlJ6IVFKfz5mkm0O5UWtNd31tHa5zvmXOg0AhPSbVS0OenzBlUnL1DO29RsO9+el8cZhQlRtQ0jblanH04mxZ0O1A943ADMPIXPMAqCsBMIAo/IsvzeKbx2BINwsKmXH75RqtrwAczItfPcLTNUkQSPP8TSlYf5x5YaNYJMsxl5784z1FYYWZZ5fnMNv//oEA6rnqAkY9JpcPuCPHjJeF7bUc/Wqi5ijBoEgROKfBwPA4ufBkNAEVro9wYIyUqUKwpw3rhk9jX00NTri9p+uEE9JENo0D5GPHoXT0xlem78sFHxlwmH1cD/nDuKb8/L4x+f1/DCllq+/+puYgxa0uJMBEMS9d2eqMjNoteQm2jhvPEpWPQaPtrXoqZ+QTl/Zr2Wxh4PwZBMh1NRf/ufc3KwGrX8dX0V3S4/o5KtyDJUdrhUc5A+bxCrQUN6nJFAUKIW2FoVXUHv9AX5V2nTMceiEZSJoYAStcqyEq03D1GcBpDtMDM6OYY1h1qPG0XXd7nIsJu4Y14eyzdWcfHEVCRJZuFjG9XWJJcvxDljk/isvD2qB3oociZ8nABvlyj9/r5wFXx6nJGOfp868YmQpSgILFtTjibc4z3Y5erFrcqQOD4thmumZTIqJYbqdif/2FI7bOvWR/tb+GhA9TgoEwdnuL3PoBW4eFIagZDMxrJ2dZ8j5DwrN54Op5edtd04Py0DQeDcsUmqgckITj+cDEEP9e2fSgiRJctykyAIecBaQRD2ybJcOXADQRDuAO6IPF6/fv0pvP3XD1/k+NrdIZbv81PerfxYI5HlVaN0XJTrY+eWz+jzyays8bOqJshA3YZpSQLfLhY5WLKVg4A3KPP8fh/bWkKMd4hUdiuzeJ0QIjdG5P539xPJ/kbSq6eCVDM0H9W/OK6gh0B0OlAnKrdPhijUGfy6ZItAglHZ0bp+ib5B2U5JRu0fjUAvQqxBINEkkG4VyY8TKbRrcBiFkx7oTuX7c/plWt0SLS6JFrdMq0uiNXw/8NT2+4Icae1HI0B2rMj0ZB15cRqSzQI2g4BSyqEcx/ln63l6r8yWZuUNetwBut0BYvUw2q6h1S1R3+/jsTUVAKSYId0qUNbqxKiFeekajBo40i3R6JRx+kI4fcdqgw/GQPctIfzHyUSOoHyntZ1uajvdiECGRblGBnKZToCArPg7/8/rpUT00T7Y24xRoyxzfKtIT1asyINbvAT6u5icKLK1eehrNMUMLe7o58bEi1xVqEMC/rbHR2OPF60AN47VUWjXsL4+wMaGkOraFpLkY8hZA0Q+saK1H8nr4qWtknosWgFOpJsihm8RErbpoc8v89auRmJ0UBCnQS8LtHpk8uNE+nwyW6u7ODtTy9zxej6qdnL7izvJs4lcUahnvEM87ueN4OuJkyHoBiBzwOMM4Njp9DCQZbkpfF8lCMJ6YDJQOWib5cByUFLcZ5999sm+/dcSp3J8HU4fP3mzlHVH2gFlxu0PSui1Ik9eP4V5oxKpanfyzGfVvLGjXiXDCIHfekYOv7xonFqFW9Xu5Dsv7aKiLcSPzhvFW7vq8UoerOGCnNIOZcCV5FNrUdKK8LtLi1iyNJqcIxj4XolWPe1O/5DrkQFJuR3vc/ISrWTZzQQkiap2J/XdR/W+r56Wyaw8B10uH13uAF1OP409Hpp6PXT2++jzBunwSHR4ZA51SayuO/reeq1IrEGLw2ogLc5Iht2Ew6q0s8Rb9Jj1GuDY78/tD1Ld4aKmw011h5OqDhc14fR094DJhyhAht1MboqF+QkWcgfc0uJM7KlXbAxXHmih3ilzWXEy8yfnUZhkxRMI0Rtem+5xB7glKUDqgRbeLWlEE85QOAOwozWEKCi9xr6QhD8oh0lKOdGeIKyrP0pogqBcUzLgDRc5aQSBSZk2QrKsFrYpxheKI5Uc7qsfSIspNiPzRycyLjWWtDgTvZ4A+xp7OdjUR1lrf9R5kICGIaTYA4OuBYmjimMJMSYaejxU+G3kJiUTbyljY8PxvZtb3MfWQBzukvj9dh+SDDajhhtmpLH6UBsvHfJhM0Gf52hh4cDdSbDq8QZCOH2hqOP2heBQV/QFGwy33fV4lE4HSTpWNU0i+rnU+BhuHpfMvFGJbKnq5Ik1FZgNWpYtGc8lk9LwBiT+tOoIz26uptxmYum1k2jt9fL4mnL+uNPL9Bz7cc/FCL6eOJk1aC1QBpwDNAI7gOtlWT4wxLYvMGANWhAEO+CWZdknCEICsAW4dFCB2eD3GFmDBly+APe/s58P9jYhycogOjM3nk8PtTE2NZa/3ziVdqeXv2+oYtXB1igCtJt1dLsD3HvBGL5zVp4aGa7c38KP3yxFrxVZdm0xS1ceZn9TdN+pKMDEjDgONPYclygHIt1mIMdhYXPVf0ZJ7KuM2qWLmfTAJ6TFGTHpNTR2e2npi07ppsQayUkwk5tgJS/BQk6ChRyHmcQYA55AKFzpffTW54l+3NzrpardqQqnnMxESQCVqCPV6gKKLaJeK3C4xYlWFEiPM9LlCqgp8lijlosmprJwfAozc+OxGHRMfmgVXa7jk19yrIFZeQ78QYkd1V10uPyk2owsmZ7FtdMzSbEZ8QZCPLq6jOUbqpR2MlGg0+k/7pLHF2ldEkA1eBn4nCgq0rSRKPVEZhmSrLQ7JVoNNPR4yLCbaOj2kJtgRhSEkzJ4iTPpePqmqaTZzdz+j51q9kYQlKWe4dLfBq3IOWOSKG93Ut7q5KIJqTxwyXgSYwxR2+2q7eInb+2lqt3FuWOTGJ8Wy6oDrRxu7afmkZE2q9MNJ4ygZVkOCoJwF/AJSnbnOVmWDwiC8BCwU5bl9wVBmA68C9iBiwVBeFCW5fHAWODvgiBEJsOPHI+cRwD+YIjfrjjEK9vqCEoyZr2G75yVx76GXj491MYlk1I5d2wK97yxh1213Rh1oiobqNMIJMUYaOnz8cerJ3HV1AwAgiGJP64q46kNlYxLjWX+mERu/+fOKKvHWKOW28/Mpdcb4JlNNSe9v9nxyiDWOGitGE6eWIbbxqgVCUgyWlHgzIIEOpw+Drb04w9KxBg06oA8OSuOxBg9Hr+EyxfE5Qvh8gfo9wZxekOqT/Xgz401abEZ9djMWuJMeuxmLVajFklW1jjb+ry09fto6fVGVQb3eAJq1a9WFEiLM1KQaCXFZkQjCrj9SrR7uKWPbdWdKgEfV1ZSgFij0hdtM+kYmxqLUaehtc9LeasTTyBEWpyR88encPboRBwWAzaTjliTjtZeL996cSetfV5uPSOHjWUdHGntJ86sp7HHgy8oMT3HjigIbKvuwm7ScsPMTHbX9XCwuZ9Xt9fz6vajZSZdLr+6xHHULlPDnIIEAiGFkFv7fHQ4fXznrHyWLSlm7eF2Xt5Wy6Ory3h8bTnTc+zUdbpp6vViMWjodgcw6TTqJEIrKtXyXW6/6j8e+TxN2HZyOFj0Gm6clcWRFicbytq5YWYWAUnm3d2N+MPfk4zyHsO1IA3u4Y8cpy8o0dDjQQB6PQH0WpHqjuiU0PGu2R5PgCXLtyq1H8LRTFZkfR5gbkECo5ItvLStXt3fkCSr69PFmXF8c25uFDm39XkpqetmV203sUYdogCrD7Wx+lAbSTEGFk9M48nhT9kIvqYYESr5kjFcBC1JshJtbKwKt2yI3D4vl0smpfO9l3dR3eHigqJUDjb1UtPpJinGgFYUVDvHwkQL7oBEl8vPX2+YwvwxSYCSIv/eSyVsr+kiOdYQJYIBiub1Ly4ah82o5bYXdw5bZDMUdOKx6ej/HyLo4x2fkl7WYrfoSbQasBi1WPVaLGFrQLNeg1mvwaTXYNJpVG1svUZUCt0kmaAkqWYcIUnGGwhRUtfN5opOulx+Yo1aJmfZGZcWG3YeU773NYfa6HT5yYo3IwqKJWQgJKvKXifzq4ocn04jkB1vJt6ip6HbQ1Ovl3iLjosmpjEty87nlR18cqCVHk+A/EQL10zPZMHoJJp7PDy04iAVbcdGm2NSYjizMIEzChKYkRuPWa9FlmVWHWzldysORXkqnwgXT0zlgqJUfvJWKQvGJPHk9VP4sLSJu17drXqZg1LV/eods3lrVz2/uriIgvtXEAjJJFj1XF6cTmljD9uru0/6cyM4ntnHcIgU1b1y+ywmZ9nxBkLc++Ze/rX36IqhUau4Y/lDMlnxJlJiTTT1elRLWL1WZGK6janZduxmHa/trKemw83VUzP44zXFIxH0aYYRgv6SMZigZVnmuc01/HnVEVz+EFpR0cv+xUVj2VDWzj2v70GSldaLPm+QorRYUmxG1h5WhPslGa6Zls6aQ+1Issxzt0xncpYdjz/Es59V8cTaiqNSjBwdpAXguVunMT7NxvdeKlEFTP5dRAZ4i17ENUyLzUCd74HItJt44JJxrDnczivb6lTN5hiDhiunZjIx3cafV5fR1OPhptk53DInG0FQsgchSXGACoZkJFk++tzA/0ky0qDnAiEJpzeo9B67A3Q4lciwxx2gzxvA7Q/hCYTwByWCkkzNI1+vCcjA71wUlL8jcpyCoESZJp2I3aKn0+mn7HcX/teOTyMKmHXK5EQfnpToNCJ6rYhWI9Dh9FHfdWyx2vHS3hEns1vPyKE4M47ffHiQDqcfq0HE6VOuv2/MyuKm2TmMSoll9C8+IhhSsk0nKnCLnLs5+Q6unprBL/61HwGItxhOaTIBCjlbDRpMBi1OT5Cnb5nGhiMdLN9Yid2sx6ARaOo7NgsFSv/62aMTuWl2DpOz4jBoNer/vIEQj68p5+8bq6h6+KIRgj7NMELQXzIGEvQ7JQ385sODdLsDiAJcPCmNhy+fgEGn4cH3D/Di1lpV+m/BmCSm59h5eVsdDd0eBAGSrAa+dWYej60uI86s57lbptHc6+VfuxtZsa8Zf1j3WByiGOuvN0xhZ00Xz2+uOWXpxeOJTQwVYepExflnOMQYtTy+pJhsh4Wbn99BfXjwy0swc+vcPC6dlMaLW2p4dHU5KbFGHr22mBm58UO+lyzLuPwhOp0+Opx+Op0+ulx+Ol1+Opw+Op1+Ol2Rez9dLv+wPsZ2s04tEkuwKoViv7t8It9/tYTmHiWqae3zKmlZQSAlzohJp6HT6VOLogZORkw6kSyHmTSbiQSrAZ1GxOkL0ucN0O8N0Os5KlgyXDrcotcQb9Fj1In0ugO0O/0IAhSl27hgfApF6bF8eqiNf26pZUqWnadvmorFoOWVbXX8ZV0FnS4/kzJsBCWZA019mHQatBqBfm+QMwocvHL7bKrb+0mLMxEIKRMYRS9awhcIsb6snec+q6axx0usUYtOI9DpOlbkozDJykUTU9FpRJp7PJQ29HK4pY9ASDF5yE2wkGIzATJt/T4auz209/uGvBbtZh2BkIwvGDplF6uBiFybA9ebfUFJJeLBqWuDVmBGroNt1V2YdBqumZrBM59VD7mPFr0GSZJPKJIyGAOvDyG8AzLK0olRJ+L0hdRt7GYdt83N5cZZ2dhMOpp6vVS0Oaloc7K9upPlN00fIejTDCME/SVDEARWH2zh5+/uoyUsUrBgTBJ/uHoi8RYDn5V3cM/ru2l3KuuAl09O56qpGby0rY4Ve5sxhSUsLxifwlmjE/jle/tJizMxPSee9Ufa6XT5o6zsItCKAlqNgDcgsWBMEp9XdkStQf+nMJigBw5AgyMhAbjn3EIWjE3m8TXlrDqotFaNTonh/gvHcmZBAs19Xu5+dTc7a7s5szCBJdMz8QQklXg7BhKu00enyz9sz7bVoLj/OCx6HFZD+F6Pw2LAYdWTECZjh1VPvFmvCocMRGSC5Q8qaeWGbjdbqzrZVdvN4ZZ+VapRHFAUdLyrWRQgxqgjJdZIWpyReIuBBGt4HyL7ZTEQH95vo04T9fq6TjfPba7m9R31eAIh5o1K5I4z8+h2+/jxm3tJijXw3M3TKUyOweUL8sLnNfx9QyV9YULWiAKflXcgCAJaUVAj6MQYA9Nz7EzPiac4Mw5vQGJLVSebKzrYXdc9ZERr1mu4dloG5W1OPqvoxGrQcsOsLG47I5ekWCMef4gP9jbx8rY6Sut7okhIIwiEZBmrQcvsvPhoa0etyC8vGsuSGVl0OH2ctXQtwyRnopARZ6RhQE927dLF7K3v4ZMDLfxlXYVKhEFJRq9Rajk8gRA5DjMa8WhRmFYUEASGnBwUJllp7PHg9oewm3VMy7ZH7fuJMFTBXORcANhMWoxaDa39vkHbRE+SbSYdex84f4SgTzOMEPSXiD113UzOjlcJbGZuPI9eW0xKrJKyXramjH2NStXnvMIEll45gTWH21m68jAefwidRkSSJX59cRE1HU6Wb6pGH1b4MmhF8hItVLQ5oxyD0uOMdDj9xJl1dLv9IAuqCMapaiQfD6IA6XEmPrvvnGMi6KEi7pRYA9dMz+ST/a0cae1Xt5ueG0+MUUen00ddl/uYHtSB0IcrbuMHEO1Q5OYIR79GnYZgSMLlC+H0B3H5gjh9wXBhWRCnLzTscy6/8vx7d85lwq9XHqf4SMBq0CKKAt5ASLWVHLgOHGfWMS4lFoNe5GBjnzr4Riqj5+Q7mJ2XQGa86aR7s3vcfl7eVsfzm2vocPoYlxrLwvHJ/HNLLf6QxF9vmMKZhYkA9LoDLN9UyfOba/AFJc4fl4xBp+Hj/c0c+e2FjPr5R8SadDi9QXUt9+j3ZmRGjp3MeDNv7GqgfQBxzBuVwE/PH0NRuo39jb08taGSj/Y1oxVFrpyqWFG29Hl5bXs9K/Y2RV0TGlHgvLHJPHSpUrl86V82s7chWrs8L9HCzxaNpc/j50dv7iXWoMEdkFSCU9LPejqHqEDXClD5yGJy7/tQqXAPfx8aQUCnEXjkygksmpDK27sa+Ov6SiVLxfC/j4HEmu0wY9CKlIVdxXIcZtx+pZf6eFDU7wSeuXk6sUYtO2u62d/US1W7i+pO1wmV4EDxab+gKIX5o5OYPzZ5hKBPM4wQ9JcAty/IXa+WsPZwO7VLF3PRso08tqSYDLuZf+1pZPnGKirbXWG3IQ1P3TiVxBgjP3tnLyV1PaTajDT3eslLsHDWqAT+VdpElyugGsrHGrVsqeqMkj5MjjUyf3QCb+5qJD/RSkO3S5Vd/KKtLMO9xPwf8oPWCALxVj32sLduW7+PBKueiyakkhZnwqQ/WlClVANLuNTK7YHEGlL/dobJ1R1+7mQV0bSigMWgxWpQCrwif7/0rVn8+l/7cVj04ajWoKa/HVYDsUZtFKm29/vYWtXJ55WdbK5oV6VZI8iKN7NgTBIZcSZKG3vZUtlJh1MZ2NPjTMzKczA7X7mlx51YCc0bCPH+niaWb6qios1JUowBGUVi9KFLi7hxVra6bYfTx1/XVfLS1loALilO40/XFDPq5x9FnaeYcOYhJElqz3kEDoueu88ppNPl4x9baulxB7hoQir3nDeKgiQrtZ0uHl9Tznt7mtSsjkEjYDHq6Aq3Zk3NtlPW2k9ZqxOrQctlk9OYW5DI917epV6nyTF6LAYdVR0uZubG0+H0Udnu4ucXjuG9PU0cCLcLRtbZzTqN4iQ2oJBx8LVpN+tYMDqJnbXd1Ha5SbUpqmIBScakE7EadLQ7hyfZCMnnJlio7XRF/abMeg1JMQZqOqPXquPNOpy+0DEa3wOhEQWyHWYy7WaOtPTREl6bNmpF5uQ78AYl9jf2HjNJHHGzOv0wQtD/ZTz/WTUPf3wYf0giwapn1y8X0uPy89K2WjXacYRn/VOy4njs2mJe3VHP0xursBi0GLUirf0+EmMMUdHK2NQYMuwm1h5qi4pETDqRO+cX4A1IPLmugux4M7UDClqSY/S0DmEw8EUxuJr1RAQdIXqbSYtGFOly+XFYdIxOiVFkKl0+6jo94Vac4ftlj3lfQel5HUimymMt1oHPGaKfG7jtQDI2aMUho9d/V4u7scfDlspOVh9qYXN5Z5RkZ3qcifPGJTF/TCK1ncp2W6s61fXsrHgzswcQdnLs8H7NkiSzoaydv2+sZGtVl7rscc20TB6+YkKUUUhTj4cn1pbzxs4Gqh6+iLtfLWF2voPEGAP7GvpYc7j1mGhWFCAzzkRTn1dN/eY4zFgM2nAWR+KMggS0osBnFR0EQjJxJh29ngAySt/yjbOy+cnC0Rh0GmRZpqSuh5e31fLh3mb8QYmkGENUFPqThaOINet57NMyNUo26kRKf72Qv62v5LHV5QBkxJno9ijtWzqNgF4j4vKHqF26mD+tOsyS6Zm8sr2OD0ubqe10R008bSYdv1o8lkVFqVyzfCv7G4d3IBt8PuaPSaK2001Fm5OfXzgGT0DiqfUVqlDKiTJWGgEunJDKLxePUyV5JUlm+aYq/rDyMBqNki3LT7Twi8XjyLSbeWFzNW/uqscXlEcI+jTEV5Kgp/32U+xmHXazXrlZlKgq3qInzqwn3qJT7sP/jzFqh/Wr/b/C4ZY+7nhxF3VdbjSCwB3zcrm0OJ2xaTbG/vJj3P4Qs/Md9HkCHGjq4xuzspk/OpEHPjhIXZebHIc5avAYlWzFH5TUFqu2fh8WvYhWo6E33JN7zfQM7jl3FMtWl/Pajnq0GoFgePC0GjRoReGU2qi+CE41gjbpNCTFGrDoFdu8xm4PRp2GOQUOch2WQcSqUf8e/JxJp/lSNIn/k37esixT0+HizV0NfLQvmixiDFpm5zu4YHwyyTYTR1r62VLVybaqTjVyyku0qIQ9K89BgtUw5Ofsbehh+cYqVuxtRkZZXnjyhilMy44utPP4Q5gNWvX4ZFlmzaE2HltTxv7GPnXCFJmU6TUi03PsjEqOQacRqWx3sr2mi/5BkV2sUYtGEOj2BChMsjI+LZbPKztp6/dRlB7Ld87KZ1FRqjpp6HH7eWtXA//cUhs1uRQF2HzfAqwGLU9tqOSp9ZWEZOW38dZ35/D0hkqeWKeIFJp0IhaDNmqJJHJtRiYreq3IjJx4km1G2vo8bKnsikqXRwrHjAPato6HBIuOhBgjR1r6o4jYatAgyeAOe4MnWvU09fqwGDQYNCJXT8vg6U3VURF4UXosP1k4hrNGK8sSe+p7+MGrJdR3ebCFVcrmjUrkJ+ePotcT4NVtdfz1xmkjBH2a4StJ0Pe9XUqXy0+3O0B35N49fLWtRhSIM+lUIh9M7Mq9QuyR/9lMuv8KqXv9QX7y1l4+CFvzjUq2MjvfwcayDqo7XNQuXcw9r+9m/ugkHvn4MO1OH/ddMJqSuh4+3Nsc5WNs0IpcNyOLmbl2fv3+QTWaKEi0kJtoZe3hNkKSzKhkK09cN5kMu5nbXtjB1upos4Mkq44257GVtifCF0mFD1fFffmUdK6ZlklIkrn3rb009Lj5/RUTuWZaJo09Hu55bQ/ba7q4eFIav72sCJtJd8r7+2XgP0nQg+EPhnh1ez2v76jjUEt/lFVmjsPMvFGJzMp1YDPpONCspMN31HSrHs+jkq0qYc/MdWC36KPev77LzU/f3suWSsW2c3qOne8vKOTMwgR1ciMIApIksfZwG4+tLmdfYy/xZh0ufwiNAL+8eDxXTklnZ2036w63seZwG1XhYqqB126Ww6TIjA7wN9YIymfOKUhkUqaNuk4Pz2+upqrDRbbDzB3z8rhySoZaCCfLMr/58CDPba5R38Oi1/DIlRM5f3wKtV0uFj66EVlWOgH+59xCnt1UjdsfirKPjDFo8QdDlP3+IrLv/VAl3+k5dr43v4CzRyXS5w3y+o46lq0pjxJOAYWkU21GJmXG0eMOsLOmc1iVvUhxYMTa9ZErilgyIxtZlnnog5Yq5qwAACAASURBVIM8/3kNggBz8hxsruxEFCAnwcJzN0/n+qe3qroGA/f90uI0fnz+aLQakR+/UcrKAy1YDRrc/lDU73Mkgj798JUk6KH2SZZl+n3Bo4Tt8tPtVtpketwButx+egY+Dv9/uLYMUVDSWRHyVm5DROkDSN9m0g1Z2RvBa9vr+PX7+/EFZfQaZQ2z2x1AKwpKNFSUwo2zcnhrZz33v7sPu0nLjDwHH+9vOdpqgZKuvWFmNhdOSGH5xipVh3tSpo3Li9N5fnM1tV0etKLALxaP5ZY5udR2urj0yc3qwCSgzNxdvtApCyr8OxhM0NdOy+ChS4sw6DRsrujguy/tQqsReerGqczIjeeD0ibuf3cfsgwPXTqeyyenf6Xdef6bBD0Qve4A75c28cq2Wg6FncsGTpjGp8UyO8/BzNx4zAYNpQ0KYe+s6cYTCCEIMDYlVkmH5zmYkRdPrFGZ9Hy8r5m7X9tDUJKQZEVA5PYz87h4UhoGnYaLn9jE3oZeUm1GYo1ajrQ6mZUXzx+umkRmvFndx6YeD2/srOeVbXW09fvQhTM2A89OfqKFSyamsbG8nV11PVHHoBUFxqfFkhhjoKLNSU2nmwSrgW/OzeHGWdnEGnWEJJlFyzZS3uo8Rhv76mmZ9Lj8vLqjXvVujjhP3Xl2Hs9urlE7Fa6bkcEjVxar16YprMDn9IWiMk0nA40oMCk9lkyHmbJWJ4ea+4/ZZk44O3aktZ+/f2MqC8Ykq+f++6/uJijJzMi1c6CpD5cvxPi0WJ67eTo3PLOVui4PdovuGFGhwUs+kcLMxh4PZr2GAw8tGiHo0wxfG4L+Ioj0xB5D5q4wmbsHReku5Tn/cQqJbCZdVFRuN+uRZJlPD7aqkQwo6b85+Q5F53hcCrawpWKsSU/2vR+SYNHR4wmq2sk5DjPVHW4y401cWpzOmkNtHGzuQ0CpVr7/wjFsqepiZVgOsCDRwiu3zyLBauCxNWU8HnYuApicacOoUwrHvixEBt7apYvJufdDHFY9z90ynYkZcQD8c2stD7x/gPxEC8/ePB27Rc+v/rWfd0oamZwVx7JrJ5PlMJ/gU/7v8WUR9EBUd7h4d3cj75Q00NDtQacRiDPp6XYrHt4aUWBiho05+Q6m58Sj0wjsqu1hS2Unu+q68QclxHCv9Ow8B7PyHcSb9dz5yi5aepX6huZeLyadhsO/XcSch9cwt8DBR/uaCUgy910whptm5yCKAsGQxLoj7by2vY51R9qQZDizMIHFE1Opanfx8rY6nL4gqWEt7sj6+aQMGxMz4ihr7WdbdRexRi0TMmz4/BJ7m3rV31xEBcygFbliSjr/c04hlR0urn96W9Q5ObMggc2VHWqWQQbOHpVIfbebynYXJp2GJ2+YzP9+fIgjrUqEX7t0MQv+uO6kNLV1GkEtzpTDVd8RVTZJVojxoompLCpKYWdtF3/4pOyYcUMUlEK0Pm+QZ2+ezrxRSrq6rsvNpU9+Rrc7QKbdhCTLNPYoRaDfnJvDn1aV0RPWRhhq3mDQiswtSKCx283hVicXFqXQ6wnwyh2zRwj6NMNpTdBfBLIs4wkPLMMTe0BpA+p009znHTb1HkFkbS0kyVERpk4jKANbm5PSxj5Gp8TQ2uuhxxMk026ird+HzaTjrFGJvLe7kaAsI8tw+5m53LdoLHvqurntHzvVqNlm0vLszdN55OND7Kzt+e+eqDAGRkQGrUjZ7y7kG89uY9m1xdgteoIhiYc+PMiLW2pZMCaJZUuKqWhzcvdre2jodnPX/AK+f04huuNkJr5K+L8g6AgkSWZnbTfvlDSwYm8z/b4g8RY9OQ4znkCIslansraqEZmSHcfsvASm5diRJJkdtd1srexkd303gZBC6uNSY2jv99PS5+Wy4jQAll03hdte2M7qQ21MyYrjT9cUk5tgob7LzRs763ljZz2tfT6SYgxcPS2DBaOTWbGvmVe21+ILSiwqSuF7ZxdQlG5DlhUxlEgqvLShB1lW2sz0GpG2fh8pNiN3zS+gMMlKSV0PO2u62FrVict/NM2caTchCgK1XW7S44w09nixGrR8/IO5vFnSyDObqtR2tkuL05AkWV1iWjwxlV213TT3etXJ44m+PbNe5ObZOSyelMb/fnyEDeVKBmtRUQoPXjqeTWUdrNjXzMayNlXPOzHGwA/PK6S5x8vyjVV4B5G1RoAnr5/CogmpAPR7/Fz+ty1UtDkVVTeOkrFGAJ1WJBCS+c5ZeehEkX9sqaHbHSAl1kCH069G0jFGLf3eILkOM+t/umCEoE8zjBD0KaDXHWDN4VZW7m9h3ZG2KAWg0clWrAYt1R3uqD5MjShgM+kw6UTFaOAXC8m+90MunpTKrFwHv11xiEBI0V4WBDhvXDJjUmL467pKbGEFpV5PQJFF1Ar8+ZpiijPjuOuVEnbUHJXn/N7Z+dw0O5tz/rge139BgGQ4RApurAYtLl+QmqWLCYYkNKJArzvAXa+WsKm8g9vPzOUn54/h7xsqeWyNogj22JJipucMrQj2VcX/JUEPhDcQ4tODrbxT0sDG8g5Cksz4tFiKM+MQBYHd9d0caOpDlpWodHpuPHPyHUzNsuP2B9lW3cWWqk5K63vUCVZY7IK8+1Zw9uhEFhWl0NDtYVNFByW13SAoUep1M7IoSLLy9KZq3t7VQEiWubQ4je+dnU9BUsyw+9zh9LHhSDtrj7Sxsaydfm9QXQ+Ot+i5a34Bt8zJAaC8zcnKA828V9JI9aBWpUiqtzDJyvt3zaW138P8P2xQjTgElPVwQVC8yIMhiaCkRNDn/3k9Fe0uJFmOWisGOKPAwd3nFPLC5ho+3t+CjDIBvWV2DqJG4JlN1YxLjeXJ6ydTUtfDgx8cwOMPke0wU9PhIiRDZryJC8an0u/18/qOhmMmA/mJFuxmPQeb+9RJRQQRa0ydRuDHC0fz9q4GarvcPHvzdCZm2li+oYpnPqsiGJKZkh1HfZdHFcaBkTXo0xEjBH0CtPV7eX9PEx/sbWJfQ++wPslGnUhBkpVRSTEUJCv3hclW0uNMrDncxuNryjnQ1Eft0sWsKG3i2c+q2VWnEGyMUcv1M7P4xqxs1h5q5VfvH1RlCDPtyhpTQZKVx5dM5o2d9VHynDaTlo9+MJc3dzby2JryL+28OCx6+rwBNKKAPyiRajOxbEkx03MdyLJMdYeL217YQX23m99dNoE5BQ7ueX0PO2q6uWRSGr/5CheCHQ9fFYIeiMg1+k5JIweblWrrs0cncUFRMgathl213Xxe2aEKacQYtczMVQRRirPi6HL5eGp9ldIPvHQxefd9OGRqNVK3EZKhz6OkYEenxDB/dCIFSTEkWA3KLUbpDx/YyjUYgZDEzppu1h5u5cO9zSrR6DUiZ41O5ObZ2czIdaDXirT3+3hibTkvb60lJEdnbQRgUmYcLp/iyS3LkJtooaXXi9MXJM6kIyPezP7GXjV7ZdVrcfqPLkclWHR0uI5Ks2bYTVR3KN0SkWWE88YmMy3HzpNrK3D5QoRkmek5dpZeOZG8RCs9bj+rDrayYm8zmys6CEoytnB0O9R0eXRyDNfPzGTBmGTWHm7lgfcPKoWhGoGgrGTbzhmbRF2nm7ouN8/cPI0zCxNp6/OybI3SpWHUilw+OZ2WPi/rj7RTOaLFfdphhKAHoNcdoLytn21VXWwoa+NwS/+wilEmncg10zI5szCRUclKT/LAqnBJUlx6Hl9TzsHmPnITLFw3PYtvn52vqhk5LHp+tHAUl0/OwKgTufftvbyxswFQel7jzXr2NPRw8cRU5hUm8Mv3D0TJc87Ji+ehy4q4/umttJ1Eb/N/QjksI85Eis3IztpuNb12abFCuLFGHYIgsLm8ne++XIIowFM3TqW138fPw4Vgv7lsPJcVf7ULwY6HryJBD8Sh5j7e3d3Ie7sb1SWSxRNTuWJKBhl2I9uqu9lS2cHnlZ3UhiNTh0XPrHwHmXYTP7twnNKKJAjMyIvnzMIEMuJM7G/sZXW4YlsUFMMIrSgMW7MhCBBv1quErZK3VRF2SYgxkBh+7LDqaehSerE/2t+sXuMmnWISMX9MEvNHJyFJEmcsXXdMb3yuw0R9tzfq+Vm58ZS1OXF6g/hDEhoBqgYYnUR+CxdNSOVP10yipsPF5X/7HE84qrWbdTx6TTFFGTZe/LyGFz6voS8c8RN+7XUzMvn1xeMJhCT21PdQUtvDrrpuSmq7okSDhoNGhGunZXLngkKq2p3c/o+damo8xqjF7QuRbDOgE0Va+rw8fdM0dR27st3Jn1Yd4aN9LSRY9dwxL49vn1UwQtCnGf6/JOhed4Cytn7KW52UtfZT0ebkYFMvXe7oViSjTiQ3wUJqrJEtVZ14AhJaUeCHC0fxnXn5Q7ZpKcTcwrI1FRxq7iPboYhL7K7t5kibk9qlixn984+4d9EYbpmTgyAI1He5+Maz26npdGPQitx6Rg4f72+hsdvDbXOVvyMKVJH03pIZmaTFGvjz6opj9uG/AZtRy+3z8nh9Rz2NPR60GhGdKPDby4u4fHKGup0gCOT9bAV5CRYeXzKZpz+r+toVgh0PX3WCjiAkyWyu6OCdkgZWHmjBG5DIcZi5YkoGl09OJzPeTEO3my2VnWyp6uTzik5a+pR12sdXl3H1tExSbEZ21HTx5NoKNpS1E2PQcvOcHL45N5f4cAtXpLuio18xJ4m4gXX0+2gf+Njpo6PfP2w/cZxZF9ZC1+Hyhahoc+ILSlG68mNSYogz69ha1cXYlBjK25wqKX/3rDy2VXdxoKkXvUaD0xdUJ6NmnUhSrJENP10Q1WFg0ml4/LpiUm0mfvrWXg4295FpN0appZ2R7+DWM3JZvqmK7dVdqrSuWa+0OUUyXRBZ6ophSradKVl2pmbbiTVqWbGvmUc/LVML5gZDFOCqqZksnqjYZ7b1KaYhSTGKHnxbn494i1IU+MzN0zkrTNIAu+u6eeTjw2yr7hpJcZ+GOK0Jusftp6zVSXmYjMvbFDnBgYpcWlFAIwrqjyw/0cL541O4emoGoihw92u72VOvqAmdke/gsSWTo4zUI5AkmU8OtLBsTTmHW/pJtRmJMWqpbHOq6cJIEVW3y0ecWY/TF+TJtRUs31iJJMOUrDiumprBQx8exKrXkpNgVou9REHpxWzs8XLrGTms2Nt8Qq3f/xRunZNDUqyRP606gl4r4vaHjiFcXzDEbz48yO8un8gtz23jtrm53P/ufqUQbEEhP1hQcNwWta8Lvi4EPRD93gAr97fwTkmjWtk/IzeeK6eks2hCKrFGHbIsh4u2TEiSxKbyDp5cV8H26i7iLXpum5vLN2Znq61aXxQuX1Al7Pb+Ywn86P98UYViQ8GqF3EOcM0w6UQ8AYnFE1NYdbCNiek2Wvu8tDt9xJv1bLn/XKb/ZpVqREPYblMA4q16fndZERcUpVJa38PNz22LEvURBchLsChWpIPEfjSCwC1nZHP3uaOGPT+BkMQPX9/DB3ubiTVqh8zMiQKcNzaZ6k6XuhzhsOgoSo9jQ1k7VoMWXzDE0zdN4+zRSerrZFlmfVk7C8aMaHGfbjgtCLrb5aestZ/yNifl4fuyVqeqaQyKwEF+kpV4ix63L0hlu0t1fpqZG8+iohTOG5dCSrg95I+fHOG5zYq6T7xZz6NLJnHWqKRjPluSZFYeaOHxMDFbDIohgy8Y1h3WipxRkMBNs7KZU5CAIWzY8MbOev74yRG1oOzucwro9ShuQ+lxSntHJGM3NSuOfm+QynYn8woTWVfWfsrnNeKCdSpIjTXwv1dP4ulN1Wwsa1eFKL5/TjTh1na6uPOVEvY3Kmvsj356hCfWVpASa2TZkmKmfc0KwY6HryNBD0RDt5t/7Wni7V0NVHW4MGhFFo5P4YrJ6ZwRvj4veWITpQ29JMcauGNePtfNyMSs137p++oNhKjpcPHC5zW8t6cRX0CiMNmKNyCdtB9zpMc5w25i833nMOYXH/Pk9ZNpd/r4xbv71CrspBgDf7hKWU8uqetmzcFWVuxvierQEFDEYJZMz2JOgYOWXi9PrqtQizXHpsTwtxunkpNgGXJfZFlm6cojPLWhkqlZdkobe4btvx4oc2rUClw9LYvXdtSpbWVP3zyN+aOjxyNBEEYI+jTD14qgu1x+ylv7KWtzUhEW1y9v64+S87PoNRQkxzAqyUphspXcBAv9viA7qrv49GAbHU4feo3ImYUJnF+Uwrljk6PSdasOtnLv23vVPsRvzs3lxwtHH2PzJ0kyH+9v4U+rjlDV4YoqXNFpBKbnxHP7vDzmFSZGFcsIgsDCP2/gSGs/Rp1IMCTzm0vH81ZJI7tqu9FrjlaWpsQa+cVFY/n9R4focvnRaQT6T2JtazC0IpyiTS3njkniuplZ6rkIyTKpsUaWXTc5qvJ65f5mfvLmXgQBfrZoDNfPyiH73g+j1qVPJ3zdCToCWZYpbejlnZIG3i9toscdUDM8c5eu4btnFXDl1HQMWs2J3+xLQLfLz1MbKnnh8xpCkqxap/5qsfL7GO76FgRFjcvtD1H58EVsLm/nvT2NvLGzgUy7ibQ4ZV0+YnwxEFpRYEJ6LAeb+vCFZIzhdLbNrOOu+QV8Y3Y2Bq2G0voefvRmKRVtStR7wfhkfrRwNIXJQ1e0P7Opit+uOMTEjFiq2124A0oXx4m056+emsG26i5VPnj5N6ZyzrjkAcc6QtCnG76SBN3R7x0UDSvrxAOJ2GrQKlXTyVYKwxXThckxpNmMeAMSG8vb+WR/C6sPtdLnDWLWa5g/JokLxqcwf0wSVkN0RFDb6eJHb5ayMzwbLkqL5fHrJpOXaI3aTpJkXvi8mifWVkStKQnAhAwbt8/N48IJKYqZeruTyjYnle1OKttcVLY7KfnVQmb9fjUef4hgSOKHC0fzxNpyetwBdc1MrxV5YPE48pOsfOsfO/AHJXyDZtrHk+E0aAU1gv8iuGRSKul2M0+tr8SgE/EGpGMkOP1Bid9/dIgXPq9hUmYcN87M4rcrDrH3gfN5p6Q+al36dMLpQtAD4Q9KrDvSxrrDbSy9ahKBYOgruxzR2uflybUVvLy1FglFUeym2dn8+dNyLPqwg9UAD/KBqF26mAm/Xkm/N0hirIFup5/AIO3tCKZl2/nrjVNIijHiDQT59j93saGsA4CseBN1XR4y7CZ+cv5oLp6YhigKvLWznp+/t19dLjt3bBLfPiufadn2Y4oi39vdyI/fLCUr3kx7vxcZAY8/hNWoRYAoqdKBmJwZR7xFz5rDbQjAH66eyFVTM5VjGCHo0w5fSYIeWMgRY9BGtS0VJsdQmGQl1WaMuuj7vAHWHW5j5f4W1h9pxxMIYTPpOG9cMheMT2FuYcIxUTAoBgHL1pTx9MZqQrKMRa/hoUuLuGLK0UpjWZbZ19jLE2sqWHekLWqWmxprYHZBAulxJqo7XFS2u6hqd0bZ9cVb9OQnWshPtLL0qkkU/epjjDoNi4pSeTFs9RfBVVPSefiKCaw62MYPXi0Zst3leIj0Up4MNKKyBheBIMCUTDshWWJPfS86jYBOFPjNZROizkd9l5u7XimhtKGXW+ZkE2PU8eS6CkYnx/DJPWeddgQ2EKcjQQ/E1+X4ajtdnP/oRrxBCaNOxKLXIiDT6w2q5Py9s/PZWt1JSbiO46hZhkJ0U3PimZJlZ0K6jX98XsPyjVXIoBL8rWfk8NPzx2DSK+PGitImfvhmKb6gREqMkRiTlvI2JxPSbfzswjHMyU+gpdfLd1/exe66HjUbNiUrjm+flc95Y5OjCks3lLXz3Zd2EWvU0e8LEGPUYtXrqGh3MiM3nrZeLzVDpPJ1GlhUlMoHe5uRZbj7nELuOW/UCEGfhvhKEvTTGysZlawQckqs8ZjZZwSdTh+fHmxl5YEWNoct7ZJiDJw/PoULilKYkRs/rEJVJJ19/zv71HXgyyan8eDFRdjMigZwSV03H+9r5s2d9VGpZVE46jcbOXuCAJl2s0rEBUlW8pOs5Ccq695dLj+v7ajjzvmFzHtkDTqtSMUAycFxqbE8c/M00uJMLFtdxqOr/3s9zUadiIiAOxBCQIm4jXotoiDgC4TwBSWCkkxxZhzLlhST7Ti6prbqQAs/frMUGXjg4nF8uLeZdUfauWJyOr+7fEKUG9LpiK8LgX1RfJ2O7197Grn7tT0Yw1kegDEpVg63KKnm0ckxfHz3XL7zUoli6vHwRWoVt1mvYUqWncx4E5srOqnrcnPJpFSK0m38adURQCkczUuw8IerJzE12w4oBXc3Pbed3WFd8UsmpbG9uoumXi8LxiRx36Ix5CVYeHR1GX9ZV0lSjAFRhJZeH3kJFu6Yl8dlk9PVYGFPfQ+3Pr8dSZbxB2VSbQbOHZvCc5ursZl0XFKcxrrDbcf4SgNh8SOZoCSzcFwyT988fYSgTzN8JQn6ePvU1ONh1YEWVh5oYXt1F1JYvWdRUSrnj09hcmbcCV2qajpc3PfOXrZWKa5PWfEm/nh1MfEWPSv2NbP+SBsHGnujVIYi0IkChckxYfK1KEScqKx1D47QI+t8L26pUT1ua5cuVvugQWlfWnbdZM4enUQoJHHjs9vYUtV1zOcOtUZ2qhCAmbl2tlV3qxOLKZk2BFFkd103kozaRnLX/ALuPveoBKc/KLF05WGe/ayaCek27j6nkAc/PEBLr5dfXTyeG2dmIQjC12qA/yIYOb6vDkKSzJyH19Da7+OOebm8t7uJtn6f2gIF8NSNU5iWE8/5j26k5FcL2d/YQ1W7i61Vnazc36JOzkUBJmTEMT3bTobdzGs7ajnc4sSs1+ANhLhjXj73nFeorsm/tKWWBz44QDCs4Hbe2GSe3VyNyxfk6qmZ/HDhKA639HPP63vwBkJcNTWDkrpu9jf2kWA1cOsZOdw4MxubWUdlu5Obnt1Op1Npr8pxWHjw0vH8bsUh9jX2cv74ZKbn2HliTQW9w+gywIiS2OmIryRBP7W+gtwEC9kOC5nxJlr7fKzcr5Byab2SrhqVbOWC8SmcX5TCuNTYkxK+8PhD/PnTIzy7qRoJEIGCZCtOX5CWAVXTUfsDTMiI5caZ2YxJjcVh0ROUZGVdOCgRCEn4gxL+yH1QwuUPsrmig01lHXS4/KrhRVCSqHpYSbOJgpKa+sE5hQC8t6eRH71Resr2jieLTLsRq0F31BkJ+NH5o2ns9vDK9jr1WFNiDTy2ZDIz8xzqaxt7PNz5cgl76nu4eXY2o1NiePCDg8Rb9PzlhilMybIfPV9fowH+i2Dk+L5aeH17Hfe+sw+LQcO/7pzLxU9sQqsRVU9qnUZgz68WsqWyk/PGp1D484+YPzqRw8391Ha5uaw4jXPHJXOouY8d1d3saehRhVfiwr7LRq2INygxKtnKn64uZkKGDYD2fi/XP72N8jYneo3IA5eMo7LdxYtbatCIArefmcelxWnc/+5+tld3cc20DBYVpfD857VsLGvHotdw3Ywsvjk3F1EQuPm57VS2OxEEKEyK4cXbpvPmzkYeXV2GWa/h/gvH8v7uRj4L24UOLiobIejTD19Jgh7sJxyBNqxrnRpnJM1mwmHVE2vUodOI6DRKP7MgKNFerydIe7+PDpePbpef1j4fvcMUXgyHL+KHfCLULl3MdX//nOU3TaPT5eftXQ08+1n1kD2fJ6rqPFnMK0xga1WnmhHIjjfxxHVTeHNXA//cWqtG5xdNTOX3l03AZj5aeb3mUCs/fKOUkCTz28uK2Fbdxavb65iT7+Dx6yaTYI3uCf+6DfCnipHj+2rBH5SY88gaOpx+bpmTQ26ChV+/f4Dbz8zj2c+qkGQlFfzYkslcUJTKwj+v50i4x3hOvoMHLhnPqAHV1r5giH0Nveyo6WZH2LgjEo1HQoB5oxK457xRTEiPQyMKPL6mjMdWlyPJcEZBAg9ePI7H11bwfmkTDoueuxYU0N7v428bKilMsvKX66cQCMks31jJB3ubEYBLitO4fnoWj6w8zM7abjRhK86XvjWTtj4fP32rlJK6HhaMTkSSZdaHC9ZAMdcIySMEfTria0XQ/2mIgmL2MLDi06TTMC3HTmGSFYNOg14jotUIdDn9NPR4aOn10uFUyN7rH9prWSuA2aAFZPq8yo97fHoMV07O4LYz83l5ay3vlDSws7Z7iFcrbVEh6d+X5RRQfIP3N/Wpz31jVhZ3zi/k3rdL1apUo1bgocsmcPXUDDUTEQhJ/PGTI/x9YxXjUmP59cXj+P1Hhyht6OW7Z+fzo/NGDVnp+3Ub4E8VI8f31cOzn1Xzmw8PIgrw0Q/O5EdvltLp9PPXGyZzxd+2qNtFisSumJyO1aDlrZKG/9feeYfHUZx//DNXpdPp1Hu3LPdesXGj2AZDgFBNNZDQCQkJCSGBhBAIkAQIwaEkQICAwXSMKabZ2Mbdcm9qVu+9Xp/fH3s6q9qSm07328/z3KO93dndeXV3892Zeed9abW7OHdkDHeeld5pJKgdt1uSWVDHw5/uY29pY6eH9vYkJNNSw0gMN/HkFwcoa1CG2F+8bhIhgQb+8vkBNh+uJS0yiB+Nj+OtTYW02l08eskYLpucSHFdK6+sP8w7W4poc7iYkxFJs81FZmEdGgETkkJ54yfTCdRreX1DPn9ddRCdRkNYkJ7SujalLp4HbFWg/Q+fFWiNUH4AQUYdAXoNWo0GgZKdptXupMXm6jVs4PGiExBk1CI0GlwuicPtxuF09+hJbdBqMOg12B0u7C5JcICOiYmhtDqcZBYqGYJGxAbzo/HxXDQ+nsSwQF78Po87zxpKyv0re12b3B8v7N4QKKKr02m9Q30Wz1y3JUDHXW9lUu5JBj88xsyL108hrUNwhdL6Nn729g62F9Rx7fRkzh4RzX3v7cLpkvz9yvEsHB3b+70HYQPfH1T7fI9Wu5MZj39Li83FjHQlI9XlL27ktjlDKG+08snOUkAR6A051cxIV6Zv6lrsSKBJhQAAIABJREFUvOaJs93Q5uCMIeHcOW8oszMiu02ZSSn5ILOEP36yV8mY5RmpCwsyUONZ/qnXCkJNBm+kwvmjYnjhmomszanm8c8Pkl3ZzJh4CxLYV9qoRA28eDQmg476Vjtvbirgvz/kU9NiJ9ykp7bVgQCmpobz2s1TMRl0FNS0cP8Hiv+MUafBoBU4PDnB9z9yvirQfoZPCvRPXtvi6anaaWhzdBPik+Ew1ef6eP729XZ6jSAmJICUcBMxIQGY9FqMeg2bD9d6I22d6hGCrqEE52RE8tSVE3h3WxFPfXUIKRV7Fo2J5dmrJ3bydF99qJJfLt+J3enm0R+PobTeyt+/OkRGtJkXr5vcbV14VwZjA98fVPt8k2e/yeaZb7IAePmGKXy9v4IPMot566fTueblzd5c7Ete2cwZ6RFMTwtnbEIIOq2GFpuTt7cU8p91eVQ02hibEMKd89JZODq2m8NpQU0LP39nJzuL6kkIVTLNjYm3sHhaEkV1bWzLr2NXUb13akojYMGoGOaPiqWy2cZ/1x+msslGelQQeVUtDI02869rJ3mH2a0OFx9kFvOftXmdPLenp4Xz+s3TCNBrcbsly7YU8thnB2hzuIg0GxDAtocWqALtZ/ikQKfcv5IAnYbEMBOJYYEkhZtIDg8kOSKI+NAAjDrlS9pqd9Fic7CvrJEtebVkFtZ1i5N7PFG0OtUH0AgBQuLuMOzcNbBBXzNFHUugO0YSOx46BinRCnj0krGcNSKKe5fv8sZhBrhkQjz/WDzR+97pcvPU11m8sCaXEbHBPHnZOJ77LptvDlRy0fh4nrhsbJ/CPQ7WBr6vqPb5JvWtdmY+/i1ajYYIs4F3bp3Bec+uZXhMMEOjzby9pZDDT1xI6m9Xeh/uDVoNI+KCmTssinnDoxkea2blrjJe/D6X/JpWhkQFcfvcdC6ZkIBBd+Qh1uFy89x3OSz9Lpswkx6bU+Jwufn1wuHcdGaakt2qsI6HP93PQY9TZjuxFiOhJgN51S04nG6MOg0SePSSMVwxJclbzuWWfLWvnD9/tp/SeiV5R3K4ifdvn0G0JQBQnDdve2Mbe0sbCQnUsfvh81SB9jN8VqD9ld4EOjrY0KeUkX0lLdLEazdNI6+qhXuX76TR6sAtlSf6qanhLLvlDG8I0vIGK/e8vYMt+bUsnprE1dOSueedHZTUtfH7C0Z6s271hcHawPcV1T7f5bHP9vPKeiV+/gPnjyA4QM/vPtrDQxeO5LHPDnD4iQv5w8d72F3cwKGKJq/zVzvtCWnGJoQQHmRke0EdhyqaiA8J4Kezh7C4S0zybfm1/GL5Tkrq2kiLDCKvuoWpqWH8/Yrx3tgB63OquPX1bbQ63AQH6JicHMb+ssYeE93MGhrBc9dMJMx0xPFSSsnTX2fx3Hc53jpeNz2FW+YMISnchJSSe97ewae7y9Q5aD9kUAi0Rii9WCklbtn34WatRuB2S6TnGgadBiHB4ZbH7R2t1wr0Wg0aoaTBsztd/Yr21VWgTXotGg3HzB/bn1zON85M5TcLh/P011m8vP4wGqF4hJuNegw6DSvvmeX1vl6bVcW9y3fSanfxl0vHAPDAh3uwBOh5/tpJ/U50MZgb+L6g2ue7VDRamf3kaqKCDTS0Ofnml3O57X/bKG2wMiUljBevn8KaQ5XMyYgEoLLJxsHyJjILatmUV0t2ZRN1LY5OvzODZ3VIm8ON2ajjyimJ3H12hjd+f5PVwR8/2ceHO0pICTdR02LH5ZY8sGgE101PQaNRgv/c8sY21mZXIwTcPW8oV0xJYmt+Ld8erGDNwcpOfiej4yzMGxHFlNRwT8pKPWuzqrj5ta2dhs5/ND6eW+cMYVSchV+8s5N/XjNJFWg/o08CLYQ4D3gW0AIvSymf6HJ8DvAPYBywWEr5fodjS4AHPW8flVK+fox7yfQHVp7QsLRWc0TMA/QakjxD5UFGHWajjiDPy2zUeve53ZLNh2tZta+culYHGsCN4jg2b0Q0Z3rCeZY1WMmvaaGgppX8mhaKalt7jPvbGx0FumNAhf7S01B4kEHLK0umEhsSwN3LMr3e26PigrEE6tleUMfy22YwKTkMl1vyj2+yWLo6h4xoM88unsDbW4p4Y2MB09LCWXrNRKKDA/pdr8HcwPcF1T7f5oEPd/P+9mKkhEsnJXDdGSlc/K8f+PGEBJ5ZPJGU+1cyKs7CHfPSOX9MbLeVCC63ZFdRPV/sLWPL4Tryqpu9jpYdCQnUMzM9gskpYYyItVBQ08ITXx7E6XKTHB7EoYomZqZH8NfLx5EYpqRk/XRXCfe9txub0016VBBv/nQ6cSGBAHx3oILff7yXsgZlOLv9gVwIGBFrYWpqGNHBRpauzsHqcJMYFkhts41Wh5vZGZH8ZFYaZ6npJv2OYwq0EEILZAHzgWJgK3C1lHJ/hzKpgAW4D1jRLtBCiHBgGzAF5fu2HZgspex5fRG9D3EHGbREmo2EmvQU1LR0m2vuCZ1GEB8aQGxIILGWAGJDArx/YywBxFiMlNS18fK6w3x3sBJXh/9FrMWIJVBPm91FaYO1U9o5k0FLcriJKLMyLF1c19pr7tqugfsLnryQIb9d2e8Y2x0JDdR1s39KShiv3zyVr/dX8sCHe7A5Xbgl3D43nUC9hme+yeZPF41mycxUKhut3PPODjbl1XLF5ETunDeUX763kx2F9dwyO43fnDei1xCpx2KwN/DHQrXPt8mvbuHsp9YwNiGE3SUNrLhrFsu3FbJsszIHvXxrIS9+n0teVQvJ4SZunTOEyycn9hinv536Vjvrsqv5an85m/JqqOplKiokQIcEGq1OEkIDqWm2odUKHrpgFFdNTUIIQWObnete2czuYmXJ1q8XjOCKqYk4Xcpo3Ce7Sln6XQ42p5sgg5apaWHUNDvIqmjyxvdvF+8os4HhscFkFtbTanepQ9x+SF8EegbwsJRyoef9AwBSysd7KPsasLKDQF8NzJNS3uZ5/xKwRkr59lHuJ1PuX0mE2cDZI6K5bFIiU1LC2F5QxzNfZ7Hp8JEwmIF6DfefN4IAvZalq3MormsjPSqI+aNiiQjSU9lko7zRRkWDlfJG5WXvY9c8QKchNiSAlAgTw2MspEYGUtviYH9pI3tKGiipb+s1iIlAefLteFynUYbE80/QizssUE9dW+csWg8sGsG101P4wyd7+SCzBAFEmo08e/UEXG7JDa9u4aLx8fzjqglsyK3h5+/soNnm5NFLxhIfGsDPlu3A6nDxtyvGs2hs3HHXDQZ/A38sVPt8n7uXZbL6YCVGvZYhkUH854bJnPP0Wnb8YQEfZRZ7g5GsOVRFcX0bQQYtk1PCGJ1gQSs0ONxunC6J0+VWpsNcyvv27Va7i9KGNkrq2vo1AtbfFSH9RRVo/6MvWdgTgKIO74uB6X28fk/nJhzrpJU/m8XoeAtVTTbezyzmvvd2UVzXBhxZYnXl5ERGxAXz8vrDFNe1MS4xhEcuHs201HAKa9soqGnB6YYmqxONBm9Izq4IwBKoV4a5paTJ6qTZ5sTqdJNf00p+Tas3oEdvdJ0flnRfBtZxztuoheNI64xRKzqJc5hJz/LbZuBwuTn/2XXeJPbzR8Xw5GXjaHW4uPCf68iINvPoJWN49ttsnv02m/QoM2/9dDqrD1Xxm/d3kRYZxEvXn8HQ6J7z16qoDCbumJfOyt1lzMqIZNW+Ctbl1PDgBSO57A/wi+U7u5VvsbtYm13N2mzld67XCk+AIiVCoU6jBCvSazXoNAKdVkOgXsuI2GDcUpn7rmhUQgX3FP1P20PgIa1GEGbS09jmxO5yowEumhDH3GHR6HUadBoN+0sbeGltHjanGyGUZZHXTEsh3Gyg1ebgp29sp67VQXiQgSCDls558VT8gb4IdE/uu319COzTuUKIW4Fb29+vWr+V3xc72V3l6rasKS4QRkfp+GpvCe9ul4QZBaMiNLQ1N3Lv29tpsHWZl9Upy41aOkT51AlIsQhGR2gx6gRNdjdFTTbKWyR2R/+fb3s7o2NEsMgACDUKCjg+cQY65YQeG6nhnglaXv9yE28ftCOlcr/rRxqYk9jEts0/8PhmK202N5eP1XLVc9+wv8bNzHgdVwxz8bu3N7C9wsXUWC03j5EU799O8f6j3LwfrFmz5uRcyEdR7fN9xkVq+SGrguRgwcMf7eTx2cpc7xOzA9EKRTS1QqDTKO1DSbObVfkOtpa7kG7J1DjB+Wk6YoK6TvVIoOsPWEuLw8Q3BQ6+LnDQ7IYEsyDGJMiqddPcZTbOYoA0i8DhduJySOwuxd/l451lrNhVxpAQDckWDYlmDbeP0/NZnoOcejef7Snn2/3l/Chdz/wUPU/M1PHQD04qW+yE6Xwzf7fKidEXgS4Gkjq8TwRK+3j9YmBel3PXdC0kpfw38G9Qhrif22FDIzoHJJEoa3xLWyWlBUe+8XU2iVVqMBl0BAVqsJgEbql4VzbbnLT0MFXtlJDbIMlt6HkeW9shBGhv4qv1DFm30z7XrNUow8u1LfZOc8/VVqi29l/8e/LefvSSMVwwNo5fvreT1QerACXN3r+unUy6J5DIQx/vJa+hgF+cm8F/NhfS2AZPXjaWCUmh3PFmJgW1bh68YCQ/mZXW5yVUfWXevHkn9Xq+hmqf72NKqeXKlzZy5bQUXv0hn/1uZeBu8QVn93rOT1DmsP+9Lo/3txeztqSN88fEcfvcdG+CjKNxAUpUs3e2FPGfdXlkVloZHa84eL27rQibw01wgJKAY1e125tB6+KkUHRaeGdLEc02F3kNbkpaBG2OI3PdwUYdTTYnTil4L8vBmlIN9y0cztoH4vjR0h/Irmw+0X+Zig/SlzloHYqT2DlACYqT2DVSyn09lH2NznPQ4SiOYZM8RTJRnMS651M8co1+r4MWnmVE7cuqOno3GzQQGxqIUauhqtlGg9XZafg5QK8hJdxEpNlIZWMbedWtPTpwdRRks0HLhOQwSupbOVzd6nXamp0RSX2rgz0lDYQE6rE6nN6gIe10XWbVn+VTAXoNK382i+pmO3e9lelNlXfr7DTuWzjCG0zhox3F3Lt8F1NSwsgsrCM1Mojnr51EVkUz97+/myCjjn9d0zlj1cnCH+Ywj4Zq3+Dhihc3UFpvZUJSKN8cqCDrsUV9tq2yycp/f8jnzY0FNNmU3/Ydc9OZkR7Rpwdau9PNxztLeHFNLnnVLSSFB2LUacmpbGZ6WjhlDVYKa1sJD9LT2ObA6VaWToWalNzxALOHRnDdjBRyq1o4VN7EjsI6CmvbOt3HqNMwISmUvOoWtj04X52D9jP6usxqEcoyKi3wqpTyMSHEI8A2KeUKIcRU4CMgDLAC5VLK0Z5zbwZ+57nUY1LK/x7jXl6Bbl//7HRLwk16RidYiLUEKINMnpSPFU02impaqWq29SnzlEAROrPR43HZ5jhm5K5Is4HpaRFMSQ1jamo40cFGfvL6VvaWNCKB6GAj8aGB7CyqP6bgHm+oz+hgA9/+ch7/WZfHc9/lIIHwID3PXT2JM4dGessdLG/k4qU/YNRraGxzcvGEeB6+aDT//Dab//6Qz5SUMP517SRiLP1fQtUX/KmB7wnVvsHD6oOV3PTaVh68YCR/W3WIrMcW4Xa7+zVi1Gh1sGxzIa+sP0xVk41xiSHcMTedBaNjvYF+jobLLVm1r5zn1+Swt6SR4AAdrTYXoSYd84ZHs2JXKSGBBpbMSMHhlmzKqyGzoM47j60VcP7YOC6ekMC01HBa7U7uWpZJZmE9sRYjda12bydAdRLzPwZFoJKBRogjDwsCOg199zcl5fEIdHK4iWU/ncbdbysxgAHOHh7FU1dOIMwTMAGUxmTB02upbLKi1Qj+dNEYzhkRxV3LdrCtoI6bzkzld4tGHvcSqr7gTw18T6j2DR6klCz653ocLjeLxsTyq4UjmPTIV4xJCGFsQghjE5W/cSEBxxRtq8PFh5klvLQ2l4KaVoZEBnHb3CFcMjEBo673JVod67Iuu5rn1+SwKa/W224sGhOr9JArmrhsUiJ/+NEojDoNWw7X8MjK/eRUtnivIQSMjLUwLS2MulYHn+4qJTncxPxRMSzfWsSeP6mhPv0NnxXoGIuRScmhRJmNOFxQ1tBKVnkTlU02nL1UWauBAK0GvU6DRGDzDDH7koX9FejEsEAevGAUv3p3Jy12F3qtIrxXT0vq1Ki4XG4WPruOnMpmYi1GXrlxKs1WJ3ct20GLzckTl43l4gnHdKA/Yfypge8J1b7BxYpdpdzz9g6ev3YSF4yL59fv7WR3cQPZlc3eKauIIINXrNuFO9bSs2i73JIv9pbxwppc9pU2EmMx8pNZaVwzPQWzsS8uPZBZWMfS73L47mAloMQ1mDc8mk93lxEdbOSJy8Yxd1gUAN/sL+fuZTuwOt0EGbVkRJs5WN6E1RN5TKcRuKXk0okJPHXVRFWg/QyfFOiv95cTbNTx3cFKvthTRnEva46jgo2cPSKKkbEWGq1OdhTWsflwDa32o691FsDoBAtXTkni4gnxmAw6zzpHtzfNpLIO8kjKyX9+m8XneytO2L7+CHREkIFzR0azfFsxAOlRQbx0/RSGRnfOKFXbYufyFzaQV93CyLhglt96Bu9uK+bxLw6SEm7ixesnd0pKfyrxtwa+K6p9gwuny805T39PqMnAirtneW2zOlzsL2tkb0kDe4ob2FPSWbQjzQavYI9JCGFcYigxFqNXtKWUrM+p5oU1uWzIrcESoOOGGanceGaqN4zusThU3sQfV+xlU57ikjM8xozV4aagtpWrpyXz+wtGYjbqaLI6uOX1bWw6XIsAbp0zhLNHRLM1v5Z12dVsza/FLdUhbn/EJwX6aAKWGmHizKERmAw6Mgvq2FXccNS42h3nhIdGm7npzFR+PDGhT5mZCmtbeOijvazNru5zLzxQr2SnsTrcPYbj7KtAB+q1RJkNFHrWf998Zir3nz+i23Datvxabv3fNmpbHIyOt/D2LdN54MO9fLanjIWjY/j7FeMJDtD3sfYnjr818F1R7Rt8LNtcyO8+2kPBkxce1bY2u4sD5Y1ewd5b0kBWRZO3cxBpNjI2wcLYxFDGJoQwLjGEGEsAu4rqefH7XL7cV45Bq+GqqUncMltJZtEXdhXVc+dbmZTUK7/1lAgThTWtJIQF8rfLx3vzVy/fUsSDn+zB4ZKkRph44+ZpJEcEYbW7+PNn+/nLpeNUgfYzfFagtRqBXiOwOt0YdYLUSDNWu5OCLl6MXdEICA8y4HJL6lodmPQaFo6J48KxcaRGBeFyKz1jl1vidLtxuaX3ZXO62HK4lq/2VZBf29ppGdXxEqjXYA5QHgaarS4OPnp+rwLdnhpTI5QHC5eEkEAdS6+ZxOyMqE5l3W7Jf9bl8eSXBwGIDwnk+esm8st3d5NX1cxvzhvBbXOGnPQlVMfCHxv4jqj2DT5sThezn1zN1gfn99u2NrvS095TXM+eEqXHnV15RLSjgo3ennZksIGteXV8sa8Mt4QLxylLtEbGWY55HyklL3yfy1OrDnlXkQTqtbQ5XNw4M5X7zxtBoEFLRWMbS17dysHyJrRC8Jvzh3PrbOV3LoRQBdrP8FmB9lf6k25y1tBI/nn1RG/mnHbqW+386t1dfHuwklCTHpvDzX0Lh/H0V1kE6LU8d/VEZnbw7D6d+GMD3xHVvsHJv9fmctvcoVz/ymZunJnCvGHRaPrghd0TrXYnB8qUnvZuT087p7K5Q0/bgMmgpazBisMlmZEezi/OGca0tPBjPjBnVzRx97IdHKpo6jQCF2Mx8q9rlOxyUkqeX5PLU18dwi1hVLyF/944ldiQQFWg/QxVoE8DGk/AFUnPAj05OYTthQ3e9zqN4A8/GsX1Z6R0+0FnFtbxs2U7qGyyMik5jM2Hazl7eBTfHapiQlIoL1w3yZshZyDw1wa+HdW+wYnD5cag0zLtsa+paLSRHG7ihhkpXDE5iRDTiU8Btdqd3jj97UPkOZXNnabGQgJ1zBkWzcXj4xmXFNJrtjib08VTX2Xx77V5RJoNOFySBk+I33NGRPPc1RMxGXXkVTVzw6tbKK5rQ68V5PzlAlWg/YxBI9CxFiOLxsZx4bg4XG7J21uK+HxvGVaHm2ExZqanhhMXGkhNi52SulZK6tsob7RR22LDdQKpK7vVj+7rnDVCGY5yS7xZpHor21GgdRrBpZMSeNfjBAbK/NMrS6Z0i4stpeSV9Yd54ouDxIYEsHhqEn//KosYi5GKRhvXn5HCgxeO7NOSj1OJvzbw7aj2DV6EENidLlbtK+eNDQVsya8lQK/hxxMTuGFGap+GovtDi83J/rJGMgvq+HxPGftKGzv5y8RYjIxNODKfPSYhhKjgIw5m67Or+dV7O6lptnHOiBg25tXQaHWi1wpumT2En5+bgVYI/vL5AV79IV91EvNDfFqgJySFsGBULOMTQ7G5XHy0o4T12dXUtToQAvRaDQ6n+5Qso+pJXNvniNuZlBTK7GGRfHuwkn2eoCVd00t2pV2g40ICuGJyIv/8Lsd77NppSfzhotHdRLah1cF97+/i6/0VLBgVwx1z07n6P5twupXQoo9fOo5LJyWeuNEnAX9u4EG1bzDT1bZ9pQ38b2MBH+8swepwMy0tnBtnpjJ/VMwpiRXgdLn5MLOYpatzKKxtI1CvIcioo6bF7o1uGGsJOLLkKzGE5DATf1t1iC/3lTNjSDjDYy28tbkAh0tiMmi55+wMrpuRQk5FMxNTwlSB9jN8UqCnP/Y1Dpek2eboFiqzJ0wGLUadBrdb0mxzdgvV2Z5Npr/otYIwk4GqJhsSMGg12F1u9Fpl2PloQqzVQGpEEE1WR6e55YInL+T6lzczLsHC0jW5gNIDf/G6ySwYHdvtOruK6rlrWSblDVYeWDSSKyYncPZT31PdbCchNICXl0w96U/+J4I/N/Cg2jeY6c22+lY7724r4o2NBRTXtRFrCeC6M5JZPC25z0um+oOUkjWHqnjh+1y2HK4lJFDHglGxJIebyK1qZk9JA3nVLV7RjgsJIDzIQFZFE3qthl8vGMZ3h6pY58m+ZTbquHlWGr9aMFwVaD/DJwU65f6VtPtvuKUiYAmhgUxNDWdaWjiWQD3Fda3sL2tic141ZQ22TtfQCjDoNLQ5+qbK/YmHrRUC11H+Z8OizZwzMprPdpd5l0i1Xz85LJB1vz2HW9/Yyqp9yppqo07DZ/fM6nFI+7UN+fzl8wNEBwfw3DUTGR5jZv7TayltsDIpOZT/3jSNkMDTt4SqL/hzAw+qfYOZY9nmcktWH6zk9Y35rMuuxqDVcMG4OJbMTGVCUugpqdP2glpeWJPHNwcqCNRrWTwtiZ/OHkJIoJ59Jcpcdvsrr+pIVLFAvZah0WayK5uwOdzt/i2qQPsZPinQIx78gjaHi9HxFq6Znsx5Y2I5VNbEupxq1mdXsaekEegcZjNAp8ENPeZ8bqfrEPXRSAgNJCPazM6iOurbes56ZQnQ4XC5aXO4mZgUSnK4ie8OVtDkySfZLsyzMyK5eVYaMcFGRieEeuegA/QaPr9nNkOiOgceaWhzcP/7u/lyXznnjozm71eMp7bFzlUvbaKq2cacjEheu2nacXuhnkr8uYEH1b7BTH9sy6ls5s1NBby/vZhmm5PxiSEsmZnKBePiTomfR1ZFEy9+n8uKnUqiwIsmxHP73PROAYaarA52Fdfz4ppc1ufUdMs9rQq0/+GTAv2b93YxIz2CyiYr67Kr2XK4xjvUrRV4h7A7pqM8Fj3FzO66L9Js4KqpSaSEmXjm22zKGqzdrpMWaSIxzMS+kgZqWx2MirNg0Al2FTV06oUbdYIrpyRz7fRk1udU8+oPhymtt3rnoPVawdu3nMGU1PBO199T3MBdy5SgBfefN5xbZg9h1b4K7l2+kzaHi0nJoXxwx8zTvr65r/hzAw+qfYOZ47Gtyergox0lvL4hn9yqFiKCDCyelsR1Z6ScktUSJfVtvLwuj3e2FNHmcHHuyBjumJfO5JSwTuW2HK7l3uU7KWto47JJidhdbv559SRVoP0MnxToUQ99QYu9cy+0X9cAhsWYSY0IYtPhGhq69ICDjFpabEeSrs8YEs684dFsz69ldVZVt7nlUXHBXDopgWabizc2FlDbYicl3ESzzelN+dhOfGgAi6cmE2jQsGxTIYdrWjsdbxfopddM5MJx8d79Ukr+t6mAR1ceIMJsYOk1ExmfGMrfv8rixe9z0WkEsSEBfP7z2VhOY2Sw/uLPDTyo9g1mTsQ2KSU/5NTw+sZ8vjlQgUYIFoyKYcnMVKb3YX1zf6lrsfP6xnxe25BPfauDaWnh3DE3nXnDo7z3arQ6eOjjvXyys5QpKWF8cOeZqkD7GT4p0F2XWXWcj24nQKfBEqCjqtnuFfDoYCOXTUqgxe7i3a1FWLuMZ1sCdTR2EOtYi5H0KDPbC+q6lR0WE8Stc5T8rx9uL+GV9Yepb3MQbjJQ12rv9tAwLNpEZHAgB8saqW11dDpm1CnpLe0uN3v/dB4vrMnh9rnp3uNNVge//XAPn+0uY97wKJ6+cgJuKbnn7R1syK0hOthIo9XBR3ee6VMOYT3hzw08qPYNZk6WbUW1rby5uYDlW4uob3UwIjaYG2akcsnE+D6FEO4PrXYn72wp4uV1eZQ2WBkRG8wd89K5YGwcOo+n+cc7Snjo473sfUTNZuVv+KRAj394FeFBBmpbbJ3mf406DelRZsob2rwiqBEwJyOSc0fFsiG3mi/2lHcTzwC9xpv9RasRvYbw1Aq4YkoSD5w/AhC8+sNhXl6fR4vN5Z2/7uok1nUeqJMtQITZSFxIADGWAGJDjDz243GdctLuK23grrcyKapr41cLhnH7nHR2FSuxeWta7MwYEsH3WVU8feV4n1lKdTT8uYEH1b7BzMm2zepwsWJnKa9tyGd/WSOWAB1XTkni+hkppEQqZ9SEAAAYJElEQVQEnbT7gOJbs2JXKS99n0t2ZTOJYYHcNmcIV0xJIkCvpai2leSIIFWg/QyfFOiU+1d6h7Y1AsYnhuKWkr2lDd7lUtHBRm6YkUqEWc87W4vZVVR/1OHw3pZatc9pn5kewbmjYqhotLLmUFWnIPl9xajTMHdYFNdMTyYjJpjoYGO39ZTtjYSUkmVbCvnTp/sJM+l57upJTE0N483NhTzy6T5iLAHccEYKf/niINdOT+axH4/tX2UGCH9u4EG1bzBzqmyTUrK9oI7XNuTz5d5yXFJy1vBobpiRwpyMqJPqzOl2S749WMnza3LYUVhPRJCBm85M5fozUgkNMqgC7Wf4rECPirOQHB5IZmE9lU3KMiqtEMwdFsX1M5I5UNbEGxsLKG+0HrUX2xMGrQa3dB/To1uvVX7QPZUL1Guwe5JuTEsN4+ZZaZw7MsY77HQU+2iyOvjdh3tYsauUOcOieObK8ZgMOn7/8R4+zCxh3vAo7j03g2tf3kJ6VBDv3j5jwCOE9RV/buBBtW8wczpsq2i0smxzIcu2FFLVZCMtMojrz0jh8imJJ9V3RErJlsO1vPh9LqsPVRFk0LL/z+erAu1n+KRAX/3vjWw+XOsdio4ONnLzrDSmpYbx/vZiPthejM0l+y3MGhQHsWabC41GMDUljDEJFlYfqiK3wxrDEM9cdWevbA1pkUE4XZKcqmaMOg2XTEhgycxURsX3fV5YCMFZf1tNfk0Lv5w/jDvnDaWorpXb/redQxVN/PycDH46K43LXthIZZOVlffMJiF04GJr9xd/buBBtW8wczptszvdfLG3jNc35JNZWI/JoOXSSUpI0ZOdm31/aSMvrc1Vvbj9EJ8U6PZAJelRZkbGBVPVaGN/eZM3YHxfMWg1uNxuLIF6fn5OBm9szCevupWFo2OYkhrGGxsKKapTvKw7Lt/ynq/TMH9UNEmhJj7dXUpJvZX4kACun5HK4qlJhHXJMtUbLrdka34tq/aV8/BFY5jy6Nf8c/FEZqRH8M3+Cu59dycaIfjH4gnMGxbFvct38smuUl6/aRpzhkUd+wY+hD838KDaN5gZKNv2FDfwxsZ8PtlVit3pZsaQCJbMTOXckdHHHHHrD2q6Sf/DZwW62376ttxKrxWcOTSSqanhPPtNNolhgQyLMfPlvgpiQ4wMjwlmQ041RwsyNiw6iPsWDGdNdjUfZZbQ5nAxLS2cmzxxevvyo7I6XGzIrWbV3gq+PlBBbYsdg05D9mOLqGy0Eh5k4Jmvs1i6OofR8RZevG4ySeEm/rcxn4c+2ccv5w/jnnMy+mCxb+HPDTyo9g1mBtq22hY7y7cW8eamAkrq20gIDeTaM5JZPDW5W0rZ40EVaP/DJwX6zje3seZQFS12V489257EekRsMHefPZRFY+J4bUM+f/5sP8nhJmqarLTY3QTou4f+7Hqds4ZHsWBUDCv3lPFDTk2/h7GbrA7WHKriy33lrDlYSYvdRbBRx1kjojlvTCxzh0VhDtBT02zj5+/sYF12NVdOSeSRi8cQoNeSWVjHVS9tZNbQSF5ZMtUnI4Udi4FuBE81qn2DF1+xzely8+3BSl7fkM+G3BoMOg0/GhfPjTNTGZsYctzXVQXa//BJge4tH3RXsQ7QabhmejI/P3cYIYF63G7Jk18e5KW1eRh1osdEG3qtIECvpcmqLN8SwPxRMWREm1mxu5Si2jbiQwK4bkZKn55sq5ttfLO/glX7yvkhpwa7y02k2cD8UbEsHB3DjPSITg5eQghmPv4tVU02Hrl4NIunJQNQ02zjwufWo9UIVv5sFqGmE3+iHgh8pRE8Vaj2DV580bbsCsXZ9YPMYlrtLiYmh3LjzFTOHxOHQde/4W9VoP2PQSXQ7UQEGXjwwpH8eOKRdcE7C+s8ITK7h+cESAgLpLnNToPVhQAQcPbwKMxGPV/tr+jXMHZxXSur9imivC2/FreEpPBAFo6KZeGYWCYlh6HVCKwOF7lVzeRUNpNb2UxOVTMvXDeFmY9/y/PXTmK8JwC/yy1Z8uoWtuTX8uEdMxmTcPxP0QONLzaCJxPVvsGLL9vWaHXwwfZi3thYwOHqFiLNRq6ZroQKjrEE9OkaqkD7H4NKoMODDDxx6Vjmj4qhxebkna1FfLqrlH2lDT0uhdIJSIsyc7i6Gaf7SOztM4aEY3e6ySysx6jTcPGEeJbMTGV0fM/CKKUku7KZVXvLWbW/nL2eZB0jYoNZMDqWM4dGoBOC3KoWsiubyPGIcXFdmzdWuEZAUriJtb85m5pmW6ee+d9XHWLp6hyevGwsV01NPrF/4ADjy43gyUC1b/AyGGxzuyXrcqp5Y0M+3x2qRCsEC8fEcuPMVKakhB01pKgq0P6HTwt0+xxxoEHL7xeNZEikiWVbitiUV0N1s737uZ7yRp2GcJOBMs8aaQCnWzImwUJNs52yBitxIQFcf5RhbLdbsqu43ttTPlytLMMaGh1EWqSZIIOWikYbOVXNVDUdSXdp0GkYEhlEerSZoVFmhkYrr7TIIAL02m6NxDf7K/jpG9u4ckoif718/En7Pw4Ug6ERPBFU+wYvg822gpoW3tykhBRttDoZFWdhycwULhqfQKChe1wEVaD9D58U6FF/+IIWmwuNgDEJIVgdLvKqWo655tmg1WDQaWi2OQkO0GFzuLC7JKkRJsobrFidbqalhnPjmaks6GEY2+Fysym3hvczi/n+UCX1bU4EYA7Q4XC6O8XrDjbqFBFuf3nEOCnchPYozl0dG4nCmlYueG4dyeEmPrhjJgH6wRGM5GgMtkawv6j2DV4Gq22tdief7Czl9Q35HCxvIiRQz+KpSkatpHCTt5wq0P6HTwp0yv0re3QIc7olTrckIkhPq93l9crWakCgBC1JCA2kusmKzSWJNBuoblaWN13SZRjb5nRxuLqFA6WNfHewkh1F9ZTWt3UL7xlpNpARHXxEiD2v6GDjcWWwaW8krA4Xlz6/geK6Vlb+bDbJEaZjnzwIGKyNYF9R7Ru8DHbb2qOHvb4xn1X7KnBLyTkjolkyM5VZQyPRaDSqQPsZJzf1yklEq9EQE2zA5ZZUNNpwS2UZVGmDlX2ljZ3KahBkxARzuKqZkvo2TAYtuFzotRruOWcok1PCqWy0smJXKc98nUVWRTNFda2dckkLoUQsG5cYypyMKEbFBzM0KpgQ08lP7Sil5KGP97K/rJFXb5ziN+KsoqJy6hBCMH1IBNOHRFDW0MZbmwp5e0sh3xzYwpCok5ucQ8U38Mke9A2vbGJTXi02p5uRcRaumJxIblUT72wp6tSrDjfpGRFnIbOgFqtTep3AooONhJkM1LfaqegwP6wVAqNeQ5vdhQQsATpmZ0Rx6aQE5gyL6pbY4hTZx9ubC/jth3v42dlD+dWC4af8nqeTwd5LORaqfYMXf7TN5nTx+Z4yXttQwIq7Z6k9aD/DJwV6zB+/5OIJ8Vw1JZldxXX85bODtDpc3jJGnYbksEDyqlu6BTEBCDJoGRptJjYkAJvTTVFtqzfWdmqEiYVjYlk4OpYJiaGnPRiIEIKM33/O9LRwXrtp2lHnqwcj/tgIdkS1b/Diz7aBOgftj/RpiFsIcR7wLKAFXpZSPtHluBF4A5gM1ABXSSnzhRCpwAHgkKfoJinl7ce637pfn8VHO4q56t8babW7uh23Od1kewRXpxGMjrdw7qgYxiWEAILtBbV8tb+CVfsqABgdb+GX84excHQsw2LMxzV3fKI4XW7vQ0JkkIFnF0/0O3FWUVFRUTl5HFOghRBa4F/AfKAY2CqEWCGl3N+h2E+AOinlUCHEYuBJ4CrPsVwp5YT+VGrCn7/u9F6rEbjcslNozmExZn5+zjDOHRnNnpIGVu0r56FP9lFY24oQMDUlnAcvGMnC0bGdPB1PNS63pLC2layKJrIrmjhU0Ux2RRN5VS3YPQmpn79u8kmJvauioqKi4r/0pQc9DciRUuYBCCHeAS4GOgr0xcDDnu33gaXiBLupGgGLxsSyIa+G2hZPFisB5wyP5mdnD6XB6uTLveX8ccU+qptt3iQZd8xL59yRMUQFG0/k9sfE7ZaU1LeRVdHEoYomsiuayapQgpTYOizHSghVknXMHRZFRkwwVzwJEzwRxFRUVFRUVHqjLwKdABR1eF8MTO+tjJTSKYRoACI8x9KEEDuARuBBKeW6Y93wismJlNa3snJPOaD0oC+blMCUlDB+yK3h+le30GR1YjJoOWt4NAvHxHLW8CiCT2JC9HaklJQ1WD0i3ESWp0ecXdncafg91hJARoyZ685IYXhMMBkxZjJigjEbfdZRXkVFRUXFh+mLevTUE+7qadFbmTIgWUpZI4SYDHwshBgtpey0TkoIcStwa/v797YXe49lhAqC9IKPMot5d1sxZj1MjNYxOcbIqAgtBm0j1DWyfVNWH0zpHSkl9TZJSbOkpNmtvJrclLa4aXMeKWcxCBLMgjPjNCSYDSSYNcSbNQTpBdCmvFoqaciDbXk932vNmjUnVFdfR7VvcOPP9vmzbSr+xzG9uIUQM4CHpZQLPe8fAJBSPt6hzCpPmY1CCB1QDkTJLhcXQqwB7pNSbjvK/ZRAJRrF49ItIT4kgAWjFc/rqalhJ5zkvLrZ5pkjbu7UM25oc3jLhJn0DIsJ9rzM3u2wE5w7/n/gSaraN4jxZ/v82TZQvbj9kb70oLcCGUKINKAEWAxc06XMCmAJsBG4HPhOSimFEFFArZTSJYQYAmQAvfQrO5MQGsCPxsezcHQsYxNCjsvzur7VTlYnEVaEuLblSBxvS4COYTHBLBobx3CPEGfEBBNpNgyIt7eKioqKigr0QaA9c8p3A6tQllm9KqXcJ4R4BNgmpVwBvAL8TwiRA9SiiDjAHOARIYQTcAG3Sylrj3XPD+6YyeSUsD4b0Wh1eHvBWR2EuGMSiyCDloyYYOaPjCGjQ484xnJ8ITtVVFRUVFROJT4ZqKS3OrXYnGRXekS4vImsSsVhq6zhSA7oQL1WcdCK7jA0HRtMfEiATwjx/4NhNtW+QYw/2+fPtoE6xO2P+KSLsdXhIqeymUPlTWRVHlnCVFzX5i1j0GkYGmVmelo4w2KDGRat9IgTwwJPe3QwFRUVFRWVk41PCvTIP3zpTWSh1wqGRJqZmBzGVVOSyPA4baVEBKmRuFRUVFRU/BafFOh7zs5gWEwww2MVIT4dSSxUVFRUVFR8iUE1B+0P/D+YB1PtG8T4s33+bBuoc9D+iNo1VVFRUVFR8UFUgVZRUVFRUfFBVIFWUVFRUVHxQVSBVlFRUVFR8UFUgVZRUVFRUfFBVIFWUVFRUVHxQVSBVlFRUVFR8UFUgVZRUVFRUfFBfDGSWLMQ4tBAV+IUEimEqB7oSpxCVPsGN/5snz/bBjB8oCugcnLxRYE+5M/RcIQQ21T7Bi+qfYMXf7YNFPsGug4qJxd1iFtFRUVFRcUHUQVaRUVFRUXFB/FFgf73QFfgFKPaN7hR7Ru8+LNt4P/2/b/D57JZqaioqKioqPhmD1pFRUVFReX/PQMq0EKIACHEFiHELiHEPiHEnzz71wghpni2U4UQ2UKIhQNZ174ghMgXQuwRQuw8mkelEGKqEMIlhLjc8z5VCLG3w/FbhBCZQoiw01Hv3hBCvCqEqOxSt78JIQ4KIXYLIT4SQoT2cF6SEGK1EOKA53P9eYdjr3WwO1wIsUMIcdPpsejoHK3enuP3CSGkECLS8/5GIcRSz7ZGCPG6538mBqL+HRFCDPd8D9tfjUKIXwghJgghNrV/R4UQ045yDYsQoqTdRs++/A72TxZCHBZCTDwdNvVSx56+o1d4Pj93ezvS4dgDQogcIcShjm2KEKK5w/YiT5uTfHqs8N63J1vGCyE2etqVT4UQFs/+VCFEW4fP98Vervmw5zNsL7fIs3+eEGJlh3KPCiFWCSGMp9pOlX4gpRywFyAAs2dbD2wGzgDWAFOAROAQcNFA1rMf9uQDkccoowW+Az4HLvfsSwX2eravB3Yf6zqnyZ45wKT2unn2LQB0nu0ngSd7OC8OmOTZDgaygFGe968BlwMhwFbgjoG2s4/1TgJWAQXtnw1wI7DU8z3+N7AM0Ay0Hb1858qBFOAr4HzP/kXAmqOc96zHpqUd9uUDkcA44DAwzQe/oyNR1gSvAaZ02D8K2AUYgTQgF9B6jjV7/p7j2Z/uI7ZsBeZ6tm8G/uzZTu1Y7ijXfBi4r4f984CVnu3fA6uBwIH+rqqvzq8B7UFLhfYnV73n1T4pHovSmDwopVwxEPU7RfwM+ACo7HpACHEl8FtggZRywAMqSCnXArVd9n0lpXR63m5CeYjqel6ZlDLTs90EHAASOhQxA18Ay6SUL5yKuh8Px6j3M8BvOPL97MizQARwg5TSfTrq2k/OAXKllAUo9bd49ocApT2dIISYDMSg/Aa7MhL4GLheSrnl5Fe37/TyHT0gpewp2NHFwDtSSpuU8jCQA3hHEIQQs4H/ABdIKXNPYbV7pCdbUB401nq2vwYuO5n3FEL8CuVB7UdSyraTeW2VE2fA56CFEFohxE4UwfpaSrnZc+gNlCf39waudv1GAl8JIbYLIW7telAIkQD8GOhpOCoFpTe2QEpZfmqredK4GUVoe0UIkQpMRBkdaedpYL2U8plTVrMTpGO9hRAXASVSyl09FL0GmAws7vDg4mssBt72bP8C+JsQogj4O/BA18JCCA3wFPDrXq73CXC3lHL9KajrqSQBKOrwvpgjD2BGFLsukVIePN0VOwp7gYs821egjOS0k+aZIvre83DRG3d7pqRe7TJtdiZwO8qISnMv56oMIAMu0FJKl5RyAkpPbJoQYozn0DfA9UII08DVrt+cKaWcBJwP3CWEmNPl+D+A+6WUrh7OrQIKgStPcR1PCkKI3wNO4K2jlDGjjBb8QkrZ2OHQd8DFQojoU1vL46NjvVFs/D3wh16KZ6I8XPU6lzuQCCEMKA18+4PuHcC9Usok4F7glR5OuxP4XEpZ1MMxUH6bPxVCaE92fU8xPfkGtI+IOIANwE9OX3X6xM0obcl2lGkXu2d/GZAspZwI/BJY1j4/3YUXgHRgguecpzocy0H5nyw4RXVXOUEGXKDbkVLWo8wZnefZ9VeUXtd7QghfDEnaDSllqedvJfAR3RvtKcA7Qoh8lHnY54UQl3iOtaII++1CiGtPT42PDyHEEuBC4FopZY/r9IQQehSRe0tK+WGXw++gNByfCyGCT2ll+0kP9U5Hma/c5fncEoFMIUSs55SDKA9Vy4UQowegysfifCBTSlnheb8EaP883qPnB4sZKL2ufJRe9g1CiCc6HL/b8/f5k1/dU0oxnXugiRwZ4nejfI5ThRC/O90V6w0p5UEp5QIp5WSUUZBcz36blLLGs73ds39YD+dXeDpBbpTh+46fdwXK8PYzQoizTrEpKsfBQHtxRwmPF7AQIhA4F6XBa+deoBF4xRc8Y4+GECKoXWyEEEEoT6V7O5aRUqZJKVOllKnA+8CdUsqPOxyvQnlA+YvwUa91IcR5wP0ojnutvZQRKD2zA1LKp3sqI6X8B/At8JGnlzfg9FRvKeUeKWV0h8+tGMWRzDsNIaXcgDJU+Nnp9vztA1dzZHgbFEGa69k+G8jueoKU8lopZbLH3vuAN6SUv+1QxO257nAhxCOnpNanhhXAYiGEUQiRBmQA3jl0z/f5QuBaIYRP9KTbR5k80w4P4pke87SdWs/2EBRb8no4P67D2x/TvU3KAi4F3hRCTDgVNqgcPwPdg44DVgshdqN4K34tpfS6/nt6Z0s85f46MFXsMzHAeiHELpQf/WdSyi+FELcLIW7v60U8zisXAa8KIaaforr2CSHE28BGlIa42NNoLUUZavu64/IOIUS8EOJzz6lnonijn911eUdHpJT3o8wJ/s/TAA00fap3T3i+t38CvhRCRJzKSvYVz/TQfI70mAFuAZ7yfE//AtzqKTtFCPFyX68tpbShOF1dJIS46+TVun/09B0VQvxYCFGMMhLwmRBilafO+4B3gf3Al8BdXaebpJS1KA/JDwohLh5oW4CrhRBZKB2XUuC/nuJzgN2ez/F94HZP3RFCvCyOLC/7q1CWaO0GzkLp9HRCSrkVuAlYIYRIP4UmqvQTNZKYioqKioqKD+ILvRYVFRUVFRWVLqgCraKioqKi4oOoAq2ioqKiouKDqAKtoqKioqLig6gCraKioqKi4oOoAq2ioqKiouKDqAKtoqKioqLig6gCraKioqKi4oP8Hy9jVgp1ohcoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Endosome\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.70443973e-01 2.64475668e-01 9.62179914e-02 5.05990533e-02\n",
      " 1.33523584e-02 4.91095666e-03 2.73155309e-32]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Golgi compartment\n",
    "df = gol\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Golgi\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.83857641e-01 2.98970751e-01 6.88032633e-02 3.28715268e-02\n",
      " 1.13946696e-02 4.10214866e-03 3.43056635e-32]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Large Protein Complex compartment\n",
    "df = lpc\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Large Protein Complex\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[7.64274379e-01 1.04406188e-01 8.79073228e-02 2.75705681e-02\n",
      " 1.12092192e-02 4.63232276e-03 2.19289016e-31]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Lysosome compartment\n",
    "df = lyso\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Lysosome\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[7.39160109e-01 1.48419361e-01 7.12233275e-02 3.12585549e-02\n",
      " 8.18731283e-03 1.75133445e-03 2.92132399e-31]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Mitochondrion compartment\n",
    "df = mito\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfUAAAD8CAYAAABuMD1tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd4FVX6wPHv3JZ7b3rvBUgCJPQgvRdFQMTGKqx91bXuuvqzrA3dXcW1rbquvRewAyIqSO8l1IQQQnrv/d7klpnfHzcJCemQGMDzeR4ek8zcmXOCzDunvUdSFAVBEARBEM5/qr4ugCAIgiAIPUMEdUEQBEG4QIigLgiCIAgXCBHUBUEQBOECIYK6IAiCIFwgRFAXBEEQhAuECOqCIAiCcIEQQV0QBEEQLhAiqAuCIAjCBULTVzeWJEmJi4vrq9v3uvj4eET9zk8Xct1A1O98Fx8fX6Ioim9fl0M4N0l9lSZWkiTlQk5RK0kSon7npwu5biDqd76TJCleUZTRfV0O4dwkut8FQRAE4QIhgrogCIIgXCBEUBcEQRCEC0SfTZQTBEEQzh3x8fF+Go3mPWAIosF3rpKBBJvN9qe4uLiitk4QQV0QBEFAo9G8FxAQMNjX17dcpVJduDMNz2OyLEvFxcUxBQUF7wEL2jpHvI0JgiAIAEN8fX2rREA/d6lUKsXX17cSR29K2+f8huURBEEQzl0qEdDPfQ1/R+3G7j4N6maLvS9vLwiCIAgXlD4N6uOe28Bza5PILjP1ZTEEQRCEc4AkSXELFy7s1/i91WrF09Nz+PTp0yMBPv/8c/e///3vAQCffvqpR3x8vP5M7rNmzRrXxmv2tODg4KH5+fltzlebOnVqZElJibo37tuoTyfKTYz05r3t6byzLY1Zg/25aUIEEwZ4I0lSXxZLEARB6AMGg0FOTk421NTUSC4uLsr333/v5u/vb208vmTJkkqgEmDlypUeNputMi4urq7PCtxFsiyjKApbtmw52dv36tOW+v+WxLHtoencNW0A8ZnlLHlvD7Nf2cqnuzKorbf1ZdHOyoWcolIQBKE3zZw5s/Lrr7/2AFi+fLnXVVddVdZ47LXXXvO+4YYbwtavX+/866+/ejz++OMhgwYNiklMTHTauXOnYfjw4YOio6NjZs+ePaC4uFgNkJCQ4DRhwoTogQMHxsTExAxOTEx0AqitrVXPmTOnf79+/WIXLFjQT5ZlAFatWuU6ePDgmOjo6Jhrrrkmwmw2S+Bogd9///1BMTExg6Ojo2MOHjyoBygoKFBPnDgxavDgwTGLFy8Ob3z+Jycn6/r37x/7xz/+MSw2NjYmNTVV17wVv3TpUv+oqKjYqKio2Geeecav+Weuvfba8MjIyNiJEydG1dTUdKuV2+dL2oI8DPzfJYO4d0YUa47k8/HODJ5Ylci/f07m6tEh3Dg+gggf574uZpcl5lXy58/i+7oYgiAIZ+z/vjkceqKg2tiT14wOcDW9cPXw7M7Ou/7668ueeuqpwD/84Q8VSUlJxltvvbV0586dLs3PmT17du2sWbMq5s+fX3nzzTeXA0RHR8e88sorWfPmzav561//GvTwww8HffDBB9mLFy/u9+CDDxbccMMNFSaTSbLb7VJ6erouKSnJcOjQobSIiAhrXFzcoPXr17tMnjy59o477ui3bt265GHDhtVfccUVES+88ILvk08+WQTg4+NjO3bsWNKyZct8ly1b5v/ll19mPvLII0Hjx4+vefHFF/NXrFjhvnz5cp/GcmZkZOjffffdjM8++yyrefm3bdtm/OKLL7zj4+OTFEUhLi5u8MyZM6t9fHzsWVlZ+s8++yxtwoQJmXPnzu3/ySefeN51111ldFGXWuqSJM2RJClZkqSTkiQ90sF5V0uSpEiS1O3NBvRaNVfHhbD6nol8d9cEZgz247PdmUx7cTM3fbiXTclFyPK53QJef6yQa97aRW65GYDU4po+LpEgCML5ZezYseacnBynd99912vWrFmVXflMaWmpurq6Wj1v3rwagNtuu6109+7dLuXl5arCwkLdDTfcUAFgNBoVV1dXGWDo0KG1AwYMsKrVamJjY02pqam6w4cP60NCQuqHDRtWD3DTTTeVbt++3bXxPosXLy4HGDNmjCk7O9sJYPfu3a633HJLKcC1115b6ebm1jQDPDAw0DJz5sza08u7efNml7lz51a4ubnJ7u7u8rx588o3bdrkChAcHFw/YcIEM8DIkSNNGRkZTt35/XXaUpckSQ28AcwGcoB9kiStVhTl2GnnuQL3AXu6U4A27seoME9GhXny2NzBfLE3i8/3ZHHzh/vo5+PM9ePCuXp0CG567dncpkcpisJ729J59qckhga5MynKh4eXwau/pvDadSP7uniCIAjd0pUWdW+aM2dOxVNPPRW6bt265KKiojPuUe5oKNTJyanpoFqtxmazdbprqV6vVwA0Go1is9mausVVqrbbx0ajUe5uuXQ6XfNyKWazuVvD5F05eQxwUlGUNEVRLMAK4PI2zvsH8G+gxyYt+Lnp+eusaHY8PINXrx2Bp1HLM2uOMf7ZDTyxMoGTRdU9daszZrHJPPrdUf61NokJA7ypt8v8b3MqAD8cySO5oO/LKAiCcD658847Sx544IG8MWPGmNs7x8XFxV5VVaUC8Pb2tru5udl//vlnF4D333/fe/z48TVeXl5yQECA5dNPP/UAMJvNUnV1dbtxb8SIEXW5ubm6hIQEJ4BPPvnEe/LkyR0+xMeNG1f9wQcfeAN89dVXblVVVZ3Obp8xY0bN2rVrPaqrq1VVVVWqtWvXek6fPr1HgkVX3oCCgeZvbTnA2OYnSJI0EghVFGWNJEkPtnchSZJuB25v/H7z5s1dLqg7cF8MZATrWZ9pY/meTD7dnUmst4pZ4VqG+6pR/caz5mssCm8cqiOpTCbKQ8XOk6W4O0ksGKDldUAtwd+X7+DekWe06uKc152/v/PNhVw3EPUTzm0DBgywPvHEE23mNm+0ZMmSsjvvvDPirbfe8v/mm29SP/zww/Q777wz/L777lOFhYXVL1++PAPgs88+S7/tttvC//GPfwRptVrl66+/Tm3vmkajUXnrrbcyrrnmmgF2u53hw4ebHnzwweKOyrFs2bK8q666qn9MTMzg8ePH1wQGBlo6q9+kSZNMixcvLh01atRggOuvv7544sSJ5uTkZF1nn+1Mp90NkiRdA1yiKMqfGr6/HhijKMq9Dd+rgI3ATYqiZEiStBl4UFGU/Z1cVzmbWeKlNfWs2JfNZ7szya+sI9TLwPXjwlk0OhQP41n/XjqVXlLLrR/tI6vMhLezjsLqeq6OC+GJeTG4G7VIkkT0Y2upt8msuXcSQ4Lde71MvyVJki7YWf4Xct1A1O98J0lSvKIo3Z631JnDhw9nDB8+vKSnryv0vMOHD/sMHz48oq1jXel+zwFCm30fAuQ1+94VRx7azZIkZQDjgNVnMlmuO7xdnLh7eiTbHprO/5aMItDdwLNrjzPuuQ08+t0RjhdU9dq9d6WWsvCNHeRVmrHLCiqVxEc3X8SL1wzH3XhqrL/eJuOkUfHK+hO9VhZBEARBaNSV7vd9QJQkSf2AXOBaYHHjQUVRKoGmKfxdban3FI1axdyhgcwdGsixvCo+2ZXB9wdzWb43m7H9vLhpQgSzY/zRqHtmSf5X+7J59PujqCSw2hUWjw3j0UsH4drGxL3LRwTx45F8Nhwv4kBWOaPCPHukDH1JURS2nxQv84IgCOeiTiOdoig24B7gFyAJ+EpRlERJkp6RJKnNrd/6SkyQG8uuGsbuR2fy6KWDyK0wc+fnB5j87028sekkpTX1Z3xtu6zw9A+JPPTtEeyygp+rE1/8aSzPXjG0zYAO8MDsgYByQbXWf0ks4Pr39/Z1MQRB6HmyLMsinec5ruHvqM1Z9dCFMfXecrZj6l1hlxU2JBXy8a4MdpwsRadRsWB4EDdNiOjWGHdtvY0bPthLfGY5ADeMD+fhOYNwdmq/o6NxXG/p6kQ+3pWBosCXt49jbH/vs6xV36mptzH75S3kV9aR+fx8Sqrr8Hbp1hLK88LvYExW1O881otj6qsDAgJifH19K8Vubeemhv3U3QsKCo4NHz68zUZ1nwb1Wz/ayxtLRuGk6dX89gCkFFbz8a4MvjuQi8liJy7ckxvGh3PpkEB0mvY7LE4UVrPo7V1UmKx4O+t46/o4Lorw6vR+jQ+Wkpp6pjy/EbsCw0M9+PL2cedtbvt/rjnGe9vTeeHqYSy6KIyX1iXzt9nRfV2sHvc7CAqifuex3grq8fHxfhqN5j0cc6TEttznJhlIsNlsf4qLi2tzdUCfBvXwh9cQ4mlgxe3jCPHs0YyE7ao0W/kmPodPd2WQUWrCz9WJxWPDWDw2DD/XlkvPPtiRzj/XHENW4NIhAbzyhxHotV17AWn+YHn11xRe+dXR/f7ZrWOZFOXT0UfPSUn5Vcx/fTuLRofw3JXDkCSJ4U//ws5HZmDU9Xm24R71OwgKon7nsd4K6sKFoc/fxnLKzcx4cTMbj3e4JLHHuBu03DqpHxsfmMaHN13E4EA3/vNrChOXbeQvKw5yIKuc8tp6rn17F8/8cAyVJPHqtSN4849xXQ7ohVUt8+/8aXI/vJ216NQqXlqXfN49cGRZ4bHvj+Ju0PLwnEFNP68wWflqX58mnhIEQRCaOSeaWBa7wi0f7SPC28CMQf6EehkJ8TQS4mkg2NPQKylhVSqJ6YP8mD7Ij7TiGj7Zlck38TmsOpSHSgJZAX83J76/awJBHp33IljtMhuSCvl8TxbbUhyzwxVFQZIknJ00/HVWNE+sSuRgdgWbkouYMci/x+vUW77cn82BrApeuHpYixwAF0V48u62dP44LrzHVhcIgiAIZ65Pg/qIUHcKq+rIr3TMSs8oNfPBjoxW57npNU1Bvnmwb/ze3XB2Qb+/rwv3zogkr8LMumOFNO4bY7XJfLEnmyXjwgh0N7T52dwKMyv2ZvHlvmyKqusJdNczJzaAt4FVh/JYODIYgGvHhPHetjTyKut4ad0Jpg/0Oy/G1ktr6ln203HG9PPi6riQFsfumDKAP32ynx+P5nP5iOA+KqEgCILQqE+D+pGcSmTFEbRr6mxNc/R1GhUPXzKQAHcDOeUmcsrN5FaYySitZfvJEkwWe4vruDYL+sEehhbBP9TTiJtB024AVRSFNUfyeWJVApUmKwD3zYhkdIQnn+zK5I3NJ3lzSypzYgO4cUIEF0V4Iiuw6XgRX+zNYnNyEQowLdqXR4cH4aRRsSfdsUveP388xvSBfrgbtWjVKh68ZBD3Lj9IYl4VvyQWMmdIQG/9anvMcz8dp7bexj8XDmn1O5wxyI9IPxfe3pLGguFB58VLiiAIwoWsT4N6Y4u4qs7W9DOV5Ngk5R8/JjGuvxdvLRmFh/OpZVOKolBusp4K9uXmpq+zSk3sPFlC7elB30nTomUf0vC1Qafmox0ZbEouRqdWoVFLvLRoBAuGBwEwJdqPrFITn+3JZMXeLH48mo+HUYvFJmOy2DFo1QS6G6i32dmWUsKm5JYpgstqLSz7+TjPXTkUgHlDA3l7SyrHC6p5aV0yF8f4o1Kdu4FwT1op38Tn8OepA4j2d211XKWSuH1Kfx765gjbT5YwOcq3D0opCIIgNOrz2e9d4euqY2SoB4MC3Rno78rAABcivJ3bHMdVFIUKk5XcilPBPqe85dc19bZWn1OrJIaHuNPP2xknnQqVJGGxyVSZbaQUVZNdZsZib3e9P65OGiJ8nBkc6EpyQTWr753MxGUbyCk38+2d44kLdyyD23GyhCXvOXanfe26kU0vEOcai01m3mvbMFnsrP/blFYz3BtnGNfb7Ez59yai/Fz57E9j27na+eV3MHta1O88Jma/Cx3p05a6n6uOcpMVq11BrZKwy6f+IaolsDd8W1xtYcuJEtYfc3R1A+jUKvr7OjMowJXoAFcG+rsS7e9KiKcBT2cdns66VglmFEUhMa+Sv393lCO5VRi1KkxWGY1KQq2SOJBVwYGsii6V3aBVYbY6gvyQIDcifIwczani6/05TWXMKTfj7aLj798lsOa+SWjVKiZG+jAp0pudqaW8vC6ZuUMCzslJZu9vTyelqIb3bhjd4ZI1J42aWyb247mfjpOQW3nBbVwjCIJwPunj2e9SUwC0ywoalYReq6Km3t4U0BvV22RUElw2LJCx/b3IKjNzoqCafRnlrDx0an8ZZ52aEC8Dvi5OGHQaJMBksVNYVUdGaS3WZhc2WWW0ahWDA10J8zKi06jIKTOTXFhFpflUa16tkvAwaFFwZJert8lNAR0gIa+KhLy2N5Cx2GSSC6t5f3s6f546AIBHLh3M/Ne3k1FqYuWhvFYT0PpaTrmJ1zakMDvGn1kxnc/Sv25sGP/deJK3t6bx+nUjf4MSCoIgCG3p06BeYbYi4UjsYpcVNp8opqb+1Hh449KyRrICqw/nszm5mIUjg5k2yI9of1fSSmpJK64hr6KOWoud5IIakqlpcS8JUAAXJzUuThoKquqZEuXD4CA39qaV8VNCQVNPgUqCQDc9QR56FAVyK0wU11halKWrquts9PN25j+/nmDe0EBCvYwMCXZnwfBAfjiczyvrT3D5iCC051BrfenqY47/Lojt0vluei2Lx4Xx7tY0HrpkIKFev00iIUEQBKGlPg3q4V4GDFoNPyUUYNSquCYuBJss892BHKx22g2iVXU2PtmVCYBGJRHmZSTEy8i4/t6EehkJ9TQS6mVAr1Xz2a4MvtibhSw7Anp1vb3pxWFrSglbU1rvOCYrkF9VR/5pSWTOVGZZLU4aFU+tTuT9G0cjSRIPXjyIH4/mk1th5pv4HK4bE9Yj9zpb6xIL+DWpkEcvHUSwR9vL+Npyy8R+fLA9nfe2pfH05UN6sYSCIAhCe/o0qKcU1TZ9bbLKfL4nq9vXsMkKuRVmbLJMbrmJXaml2GSF6jobleaWrevqenv7FzpLeq0KrVpFdV3rSXiyAh5GHRuPF/FzQgGXDg0kzNvIH8eG8/GuTF5ef4IrRwX/JjnwO2Ky2Hj6h2MM9Hfllkn9uvVZfzc9V4wM5sv92fxlVjRezrrOPyQIgiD0qHOnz/c0GhWEehhoXPDlrFMT6mlAp2m9BKzeJpNVZia1uJa0klqyykyUm86su/xM1VllFAXCvIxE+7u0Op5fWUewh56lPyQ2zb6/d2YUeo2K4up6Vuzt+3Srr25IIbfCzD+vGNLucICiKPycUNDmsdun9KfOKvPJrozeK6QgCILQrnM2qNtkyK4wN02kq7XYyS43Y7Ep9PTSbmedCh8XHV5GLerTri3heKFQd3JTrRrMVjtZZSZOFNa0eU5JjYXCqnpeWpcMgI+LU9PkuVd+PYHZ0ns9CZ1JLqjm/W3pXBMX0uEudGuPFvDnz+LbPBbp58qswf58vDOjT+siCILwe3XOBvWO9HQLvNYiU1JjodxkbTXrXsHxQmHv5KZWO52eU2+TifAy8vHODBJyKwG4bUp/3A0aKkxWPt2dcRa1OHOyrPD4yqO46DU8Ondwu+eZLXaeXZtEY+K47DJTq3P+PLU/5SYrX8f3fc+DIAjC7815GdR7y2/RW59RZsLdoOXv3x/FLis4O2l48OKBALy24SS1bSTG6W3fHMhhX0Y5j146qMOx8Le2pJJbYeY/fxgBwNtbU1udMzrCi7hwT97dloatg2Q9giAIQs/r06CulujxrvTeoJLg9GLq1BJR/s7cMjGC/143kn9fPZRr4kKI9nfptE52WeFITiWf7soAHJu9BLo5UVNv48Md6b1RhXaV11p4bm0SceGeXBMX2u55OeUm3tqSyvxhgU2bt3y1L6fVNrMAd0zpT3aZmZ/aGXsXBEEQekefBnW70vNd6W3RnGUtZaV1K95iV0gprOWDHRncs/wgD31zlK/jczhRWNNpnarqbIR5GXlx3QkKKuvQqlU8Nj8GgDc2pVJVZz27AnfDsp+OU1Vn419XDOkwD31jt/vfm3XP2xWFd7emtTp31mB/+vs68/bW1As6XacgCMK55nfR/W47B3uBs8tMWGx2nlmTCMDcIYFE+rlgttp5e0vrbu3esD+jjC/3Z3PrpH4MCnBr97ydqSWsPVrAXdMiCWq2dv3y4UF8vieL0pr6FuerVBJ3TOlPQm4VO1NLe638giAIQkt9HtTVEnjoNUT7uTAlyofFY0K5e1p/rh8XzuzBfkT5ueDUxjK2850CuOq1rD1awKbjRahUEk83ZHB7b1s65bWWXr2/1S7z+MoEgtz1/GVmVLvn2ewyT68+Roingdun9G9x7K7pA6iz2fmgjSGDhSOD8XV14q3f6AVFEARB6OOgHuimx8tZh4xCRmkN21JK+GJvNm9sTuPT3ZmsTyoipaiGetu52YUrAVq1hFGnxtlJjV6rajX23pHSWgt+rjqeWJWA2WJnYqQPo8I8qLfJ/HfTyd4qNgAf7kjneEE1T14Wi7NT+zmIvtibRXJhNY/PG4xe2zI5TqSfK3OHBPLJzkwqzS2HDBo3etmWUkJiXmWv1EEQBEFoqU+Den5VHcU1Fqrq7Fjs3Zt9/lu33bVqCT9XHQFuOpx1alSSo7xWu4LJYqe23u5IQNPN65bWWMgpN/PqhhQAnmlIsfrxzgxKTuvW7il5FWb+82sKMwf5cUls+xu2lNdaeGndCSYM8OaS2IA2z7lr+gCq6218sjOj1bHFY8NwcdLwThvj7oIgCELP6/Pu9/Y0ztnSqWFKlDd3Tx/AvTMiuWJkEP28jWe0/EyjklBJEOXnjNPpWWY6YbUrFFVbKKq2EO3vytvXx7H+b1N4cn4MkyJ90DXMxlNJ4NSNmXl2BXxcdLy3LY3kgmqGBLszY5AfNlnh5XUnulXGrnr6h0RkRWHpglgkqf3fw0vrk6mpt/HUZe2fFxvkzsxBfry/I73Vcjx3g5bFY8NYcyS/zTXtgiAIQs/q06Ae5mnA2elUl66TRoWuIT1p4wxyix22ppTyxqZUXt94ku8P5pFeemYBwiYryIoj53x9Q5YZifaX1enVEh4GDc46dVPPgKzAwewKbvskntkvb+WldclU11lZPCaUu6YN4LLhQXgYtd0qV0mNBSeNir9/fxRZVlh6WSySBF/uy25zydjZ2JBUyC+Jhdw7I6rD3dSO5VXxxZ4srh8XzsAA1w6vefeMSCpMVj7fk9nq2M0TI1BJjv3ZBUEQhN7Vp0E9q9yMu17L32ZHs/5vU7h8RBAWu4yfqxMTI71xaRbwu7qeXauW6OdtZGiwG36uTh1+TsLxItFeq7/OrlBhtlFrsbd7Tq3FzuGcSj7amcn/Nqey6lAehVX1TdfvqnqbTHxmOV/uzybM28iVI4OxKwrP/pjUjat0zGyx89TqRCL9XLhtcv92z1MUhaU/JOJu0HL/rOhOrzsqzJOJkd68uy2dOmvL9LCB7gYuHxHMl/uye33ynyAIwu9d306Uc9cT6mVkXWIBl/5nG1/tzwGgqLqe3aml1DbLH9587XfzQB3mZWRqtA8zBvniadBgtSukl5o4mltFUXV90+faCrAKIAOvXzuC4/+Yw4HHZ/HclUObthxt7KFv/kvqTrKc7gwR2GQFd72WZT8dp6Smnr/PHYxGJbH6SB455T3Tdf36xhRyys38c+GQpuGCtvx4NJ+96WU8eMlA3LvY63DP9CiKq+v5an/r9LC3T+mP2Wrn092tW/KCIAhCz+nTrVclFPaml7UZ/E7PwX7qMxDkrqefrwtueg1ZZWb2pJdRZ225GD3U08DFsf5E+bmQX1nPyaJqjuVXkVliovmZFpvMPcsPIQFqleO+jflSGsvQeP7pw/Bueg0uThqsskJx9dlPaquss6KS4F8/JvHKH0Zw04QI3tueztLVibx340Vnde2TRdW8uy2NK0cFM66/d7vnmS12nv0xiZhAN669qOt7vI/r78XocE/e2pzKtReFtXhpiPZ3ZeYgPz7amcHtU/q3mkUvCIIg9Iw+bannVdY3BXRNsyawn6sTzrqWD36DVoWHQYNGBTkVdWxLKeHHowUcza1sCugS4KR2TIbLLjfz+e4sHluZyKsbUvjxaAHppwX05hTALoOug9+IXQGNWsWUKB9mDPRBJUnkVdb1SEBvpJIkvj+Yy46TJdw/Oxq9VsWvSUWkF7e981tXKIrCY98nYNRpWmSEa8ubW1LJq6xj6YLYTnema06SJO6eEUleZR0rD+a2On7H1AGU1Vr4Oj6n2+UXBEEQuqZPg3rzkKHXOtZ5g6P7vfa0rTvNVpkKsw1rJ9nhZE69INTZ5HZ3TnNx0uBuaNlRoQD1dhgW7M6DF0fzl5lR3DIhghmDfHHTO86tt8lsTSlhY3IJFea207m2FQq7OtneJivotSoeX5mAWiVx34xIAB5bmdC1C7ThuwO57Ekv4+E5g/BxcWr3vOwyE29vSeWy4UGM6df+9qvtmRbty5BgN/63+WSrzVwuivBkZJgH725N63Q3O0EQBOHM9GlQb/5or6m3tepCP5PrWe0Klvb67k+7X6W57R3RjuRW8uK6E7y6IYUPdmaw8XgxVXVd3z2tveGErv6y66wy6SW1vLUlldumDMBNr2FnaiknCqq7XIZGFSYLz65NYmSYB9de1P6GLeDI766SJB69dFC37wOO1vo906PIKDXx49H8VsfumDKArDITP4uNXgRBEHpFn46pt0UlnZoUp1XBmP7eTInyZWKkD4HuesfmKorSsMmK47+yrKAoICuKY/KboqAoCsfzq3ng68OEeBl4/sph6LVq5IbPOs4BuyyTXFDNG5tPUlDZdje6RNcmvTlpJNwMWhQF2poS1p1XFpUEb2w8yYLhQTw6dxCPfpfAQ98eYeXdE7txFfj3L8mUmyx8cuuYDjds2XmyhJ8SCnhgdnSL/O7ddXGMP9H+Lryx6SSXDQtqcc/ZMf7093HmrS2pzB0a0OEaeUEQBKH7+jyoa9USTho1NQ2JS2QFhga7cd/MKCZF+mLQnfmkqkg/Vww6Nbd9sp//bU7lnevjqLPJ7Egp5qeEAuKzKsirMHfaHazgSFjz8KWDmTDAG61aRWlNPSsP5fHu1jRKG5ZqqSQVIR6GVimw6FwJAAAgAElEQVRTz4SsOCYSPvb9UT67dSyvrE/hUHYFh7MrGB7q0aVrHMgq54s9Wdw6qR+xQe7tnmezyzz9wzFCvQzcNqX9pW5doVJJ3D09kr+sOMS6Y4XMGXIqE51aJXHblP48+t1RdqWVMmGAz1ndSxAEQWipzzPKyQr093XGy6hFo5J4edEwfrh3MrNjAs4qoIOjRT/A15mLYwPYeLyI2Kd+YchTv3DHZwdYeSiP7DITeo0Kb2ddi01jJMCoUzO+v1fT+HhKUS13fhbPir1ZaNUqAtwN/HnqAHY9OpOnF8Tiqtdgtto5mF2JUdfxu1JX26d2BXallbH6SB7/bEgf+9A3h7v0WZtd5rHvEwhw03P/7I7Xmn++x5Hf/bG5MT0yM33e0EAivI38d1NKq61XrxgZjI+LE29vEaljBUEQelqfttRfu24kBq2aB78+jFolseL2cYyO6P4ErUZ1VjuHsir45VgBu1JLSSupxdJs39V6m4xB6wjilWYr1fV2ai12fFyduDjWn/EDfBjf35vCqjpu+2Q/h7IreebyWN7dlkZWmRmrXeGZNUm8vvEkTy+Ixc9NT1aZieLqeiZF+hCfUUZRjYWEvCoAYoNcScxrPQ6uAGrA3upI255efYzN/zeNcG8jyYU17E4r7XBZGsDHuzJJyq/if0tG4dLBhi1ltRZeWpfMpEifDvPAd4dGreKuaZE89O0RtpwoZtpAv6Zjeq2amydG8MIvySTlVzE4sP0tXwVBEITukU5vSf1mN5YkZcXeTB77PoF+Ps68f+NFhHm3n7a0LXkVZvaklbLuWCEHsyoorKprMfbtpFHh6+qEs05DSbWZUpOji9/doGHmIH/GD/Bm/ABvQjxb3zer1MQdn+4nqaCayVHeFFVbSG5noppKAjeDFqtdprbeEaozn59PxMNriPAxkl7SdvKYro7VA1x7UQhXjgph0du7CfMysvWh6e2eW1BZx8yXNjM6wouPbr6ow7Hrx74/yop92fz8l8lE+XecDrZF2SWpVSu8OYtNZtoLmwj0MPDNn8e3KEOlycqEZRu4ODaAV/4wosv3/K10Vrfznajf+U2SpHhFUUb3dTmEc1OfttQf/vYok6N8eGPJKNz0HWcus9hkjuVXsS2lmC3JxSTlV7Va9uZh0BLgocdFp6Ggqo6ccjM55WY8jVomDPBldIQn38bncKKohmvHhBLh40xWqYm96WVklprILjORVWYis6H13WhbSikalUSQu57CqnokybH0rJGsQIXJykB/F7ycdSQ2tNQVIL3EhI+zlpLa1uPs3XnsrNiXw9VxoQwOdCUpv5pfjxUyK6btlvUzaxKxyQrPXN7xhi2JeZV8sTeLG8dHdCugd4VOo+LP0wbw5KpEdqeVMX7AqZ4Fd6OW68aE8eHODB64OLrNlypBEASh+/o0qF83JpR/XD4Ejbr10H5xdT0HMsvYfKKE3WmlZJWasDd7+1ZJEOxhIMzLiEGnJrvMREpRDRVmKy5OGsb28+KPY8Po5+OCRi2RU24ms9SEt4sTSmE1i97e3eJ+kuTY3z3Uy8j0gb6EeRkJ9TIS5mVkc3Ixr21MwdNZy5KxYby5JZWa+tad58mFNagkRwa1o5yayV9Sa8WoVWE6yyV7D359mDcWj2Le69t5bOXRNoP65uQi1h51zGIP93Zu91qKovD06mN4GnVdyu9+JhaNDuX1jSf576aUFkEd4JZJ/fhoZwYfbM/gyctieuX+giAIvzddCuqSJM0BXsUxFPyeoijLTjv+Z+BuHMPENcDtiqIc6+y6tfV21CoJm10mubCa/RnlbE4u4lB2BeWmli1brVoi2teNAX7OqFUSaSW1JORUklthRquW6O/j0rQFak29jWP5VWxMLqJ5L5xBqybMy8jYfl7szyjHoFOzdEEsQ4LdCfYwNE0Ss9llykwWymotlFY7WuYDfJ1JzKsmMa8ajUpCp1ZhsbcO0rICxxu66TUSWBVHi9xklVFL7ae/7YqMUhObkou5KMKTfRnlfBOfw9VxIU3H66x2nlyVSH9fZ26f2vEs9h+O5LM3o4xnrxja5fzu3aXXqrltcj+eXXucA1nljArzbDoW5GFgwYggVuzL4r6ZkXgYdb1SBkEQhN+TTsfUJUlSAyeA2UAOsA+4rnnQliTJTVGUqoavFwB3KYoyp5PrKuEPryHQXU9JTT3W06Kdm17D0GB3Bvg5U2m2kpRfzcmimoalXo6AYZPlVp/zc3UizMtImLejlR3ubSTY3YCrQYuEY2JYaa2FQ9kVfLQjHQ+jjlHhnlSarJTW1lNaa6HC1L0laUadmjmx/vyaVNSUpCbz+fmM/9ev1FhsTT/rzhh6e9QqWHHbOBa9vRsPo5YDT8xu6mJ/aV0yr288yRd/GsuEyPaXi5ksNma+tAUvZx2r75nUrXSwjbo6bllbb2Pi8xuJC/Pk/Zta5q8/XlDFnP9s48GLo7lnRlS3y9BbfgdjsqJ+5zExpi50pCst9THASUVR0gAkSVoBXA40BfXGgN7AmW7ErvxKx37hPi46Iryd0WtUlJos5FfWsTO1lB2ppS0LrJYI9TQS7GHA20WHm0GLQatGq5KQgSqzlbJaCzllZg5nV1BWa6HCbKWtf+MSUFprYWdqCUOC3InwdsbDqCO7zERRQwt9aLA7U6N8sckKaxPyySw1oVFJ2GSF68aEcsXIEO5dfoAfjxbwr4VDsMoyT65KBCCvqo4IbyNGnZqCKkeee40KbGfRC2+X4dm1x5k+0JeNycV8uCODWyb1I7W4hre2pLJwRFCHAR3gzc2p5FfW8dp1I88ooHeHs5OGWyf246X1J0jMq2yxXn5QgBvTB/ry0c4M/jRZbPQiCIJwtroS1IOB5vtp5gBjTz9JkqS7gb8BOmBGV27u7aylrNaKApTUWCipObXftkYl4W7Q4mbQ4uKkRlYc3csVJgsZpbWkl9S2up4kgadRh5ez48/AAFe8nHV4Ozvh7aJr8bW3sw4Po463t6Ty71+SyS43UVBZ15D8xp07pvQn3NvI2qMFvL0tDYtN5qIIT+6fFc3MwX4s++k4n+/JorCqni9vH8ej3yXw4DdHuG5MGD/eN4mBzzrKlFFqYoCPM/191KSVmLDJoFNLXUpl256D2RU8syCGzSeKeWldMjeOD+OJlQnotWoem9fx+HR2mYm3t6Zx+YggLjqD5YMmi40dJ0s7P7GZGyZE8M7WNP63KZU3loxqceyOqQO49p3dfHsghyVjw7tdHkH4PamzdnUhrPB71ZWg3t5W5C1/oChvAG9IkrQYeBy4sdWFJOl24PbG70vbmBHeyCYrVJqt2GxWrPUSbjoJH51Efx8JV50WV53jZ64Nf9x0Ei46xy5nDVuzNPxp0PBtfRlkyQo/ltjZlWfjYJHjH0leRR1DvFVcFa0jvdLMR1uTya6W0athUrCG6aFOhLpaoDKF+N0pzPYEVYyOz5OKOJ5TzL0jnfBGy/K9Wew67tiJTK+GOjukltTio4cQF4mcGkdu+u6sU2/LP9ccI85Pzb5CO9e8to4DhTLXx+hIjN/V4edeP1gHisxUj3I2b97cpXspikJqhczWXBt7823UNRS8q58HmBos8ePRfL5Ys5Egl1MTIxVFob+7itd+SSTQlNbw99f3ulO385Go3/lFURQOFNlZftzS+cnC71pXgnoO0HwnkBAgr4PzVwBvtnVAUZR3gHfAMaZu1Kno7+OMq17LrrQyLonx58YJEXi7OOHlrMPTqG1zZvyZUBSF+MxyVh7KZc2RfCpMVjyNWq4dE8KCEUG8tO44u9PKSdlnod4mExPoxrOzwrl8RBDO7SRvmQbMOVnCXZ8f4Pl4O28uiWPOuHoe+fYoAK9eF8f9Xx3CZLFTUgfezhqi/Zw4UVSDHUfa1DPdscwig8HdE01xKQcKZYYGu7H0jx2Pj+84WUL8z3v4v0sGcuX0yE7vUVRdx/cHcvkqPpvU4joMWjXzR4SgVUssA5SAGKYP8uv0OgBDR9ez4flN7K/14uX5Ldem1/nkc+fnB6j3GcSlQwO7dL3eNm3atL4uQq8S9Tt/pBRW8/QPx9h+soSBPbz0VLjwdCWo7wOiJEnqB+QC1wKLm58gSVKUoigpDd/OA1LoApNFJiGvGpUEzjo1vxwrxNlJw5whAThpVHg5n/2M6JNF1aw8mMfKQ7nklJvRa1XMjgngipGO7uf1xwp5bm0SB7IqkCSw2mWev2ooi0aHtljjbbXLFFfXU1hV1/DH8XVBVR2Rvi4cya3gundbLpN7fFUCz105lIe/PUK9Vaa01kpNnZVQTwPZ5Z3nnO/M1hMlBHvoya2oI8zL2GFAt9plnv4hkTAvI7dO6tfheZuOF/HV/hw2JRdhlxXiwj15/qr+zBsWhIuThnqbnWXA4ysTWHf/lHZfeprzdnFi8dgwPtqZwV9nRbdINHRxbAAR3kbe2pLKnCFioxdBAKg0W3n11xQ+3pWBs07N0wtiWTI2DO3f+rpkwrmsSxnlJEmaC/wHx5K2DxRF+ZckSc8A+xVFWS1J0qvALMAKlAP3KIqS2Mk1lW/2Z7HyYB77M8sxtzFW5KRRMcDXhWh/F6L8XYn2dyXa34VQT2OHO44VVtXxw2FHIE/IrUIlwcRIHxaOCOaSIQEUV9fzxZ5Mvo7PocJkJdzLyMWxAfTzMfLiuhOYLXZmDvbDbLFT0BDAS2vrW02206gk/N30+Lk54WXUcbygmtwKMyNC3Vl1z2SiHluLm17D/10ykCdWJmKT5aYd6DyM2m7Psm+PSnIMOxx+6uJ2A+yHO9J5+odjvHN9HBfHBrQ6frKomq/25/DdgRxKaiz4uDhxVVww18SFEunn0up8SZIIf3gNN0+M4KnLYrtUzsKqOiY/v4mr4kJ47sqhLY59vseRXXDF7eM6TYHb234Hs6dF/c5hdlnh6/3ZvPBLMmUmC9eNCePBiwc2NXLE7HehI32aJrbx3nZZYWdqCZ/vyWraa9tVryHC24hOrSa/0kxewyx5AL1WRaSfC9F+rkT5uxLl50Kwh4GjuZWsPpzHztQSZAVig9yYGu3LkGA3TBY7O06WsiettOlaeq0Km11pkR2ukUqCyIbrBrjr8XPV4++mJ8DdCT9XPQHueryMuhYvF3ZZ4fmfj/PO1jQyn59P+MNrMOrUGLRq7pkRyb9+TEJBoXF5+9lOmGs0wNeZ1OJaFo4I4j/Xjmx1vLSmnukvbmZ4qAef3DKmqSVcXWflxyP5fLU/mwNZFWhUEjMG+bFodChTB/qi7WDoQ5IkHvv+CJ/vyeL7uyYyoos7xz2+8ihf7stm60PTCXQ/tcVrndXOpOc3MjTYnQ9vHtPN30DPOt+DQmdE/c5d8ZnlLF2dyNHcSkaHezbl0WhOBHWhI+dEUG/up6OO8dUgDz3F1Y7165F+Llw6xJ/YIPemNevH8ipJKapplaRGwrHsDQWsbQRrCfA0aunv60KolxF/Nz3+bk4EuOnxa/g6q9TETR/tY1iwO5/9aWyXllopikKdVabCbOG7AzncMyOagY+tpc4m46bXNG07+sLPyY6EOw1l64m16+B4QbHYZPY9PgtvZ6cWxx797ihf7Xfkd4/0c2Fvehlf7c9h7dF8zFY7kX4u/GF0KAtHBuPr6tTOHVqSJIlKs4WLX96Kh1HLD/dO6vAloFF2mYnpL27m+vHhrVr4/92YwovrTvDzXyczKKDvNno5n4NCV4j6nXuKqupY9tNxvjuYi7+bE3+fO5gFw4PaHIoSQV3oyDkV1GVZocxk4YWfk/lyfzbzhwZistg5mltJcY1jJnt7WdkkwEmrQqOSsNoV6k9bDO6sUzMk2J1pA30ZFOBGlL+jFd7WP5o6q52v92fzxKpExvX34oZxEVTVWSk3WakwW6iobfivyer4Y7ZQbrK22BEu8/n5TH9hE2kNS+88jVpkBW4YH87rG082rXVvTCV7tvQaFXU2mekDfVu0dBNyK7nsv9tZFBdKmLeRr/dnk1FqwsVJw2XDg1g0OoQRoR7dHsdufHCuSyzg9k/j+b9LBnJ3FybfgSPd7ZojeWx7aEaLl4gKk4UJyzYyZ0gALy/qu41ezseg0B2ifueOepudD3dk8PqGFKx2hT9N7sfd0yM7nKcigrrQkT4N6k+tSqCgso7C6joKK+soqq5v1RUu4Zhk5eykptJspbJZIhkPg5aZg/24b0YUYd5GymotfB2fwxd7ssgqM+HqpCY22B1XvZb8SjPZpSYqG7K7gWNM3NlJg06tcmzSYpeptdhbvRA0p1Or8DBq8TTqcDdq8TRq8TDo8DBq8TA6/muzy9wwoR+zX95MtJ8ra47mA44EO/U2mUVxoby/I70psGvVUqvMeGdCq5aw2RW2PTydEE8jdVYbc1/dTna5CbusICswrr8Xi0aHMmdIQKf7vnek+YPzzs/i2XC8iJ//Mpn+vq3H30+XVlzDzJe3cMeUATxy6aAWx5754Rif7Mpg60PTCfIwtH2BXnY+BYUzIep3bth0vIhn1hwjvaSWWYP9eWL+4A73a2gkgrrQkT4N6kOe+tkxTt0w2SzATd/UHa7Xqnngq8PYZJkANz3JhTVIwLBQD/p5GympqedITiVVdTZUEjhp1NRZ7Sg4Ai8SLVrOp1NLElqNhISE1S63eJnQqVX4uTkR6mmgpKaelKJabp/Sn7/MjMSo03SpVStJEgMfX0u4lzMLRgTx4i/JKIC3sw6LTWb+sECW78tuaqk7aVQdvkx0R0yQG2P7efHVvmxqLXbcDVpuGB/O1XEhXXpodEXzB2dRVR0zX95CbJAby28b16Xfz73LD7IxqZAdj8xokfc9t8LMlH9v4uYJETw+v282ejlfgsKZEvXrW+kltfxjzTE2Hi+iv68zT86PYdrAri0NBRHUhY71aVD/9ViBo0vbZGnqxi6ptpBaXENepblpb/Lu0Kgkwr2NxAa5EeXviodRd1pr2tHKNurULYJPea2FE4XVnCiq4WRhNScKa0gpqm6R5c6gVTM40DELP9LPpWE2viv+bk6tApkkSexIKeaWj/cR5mXkzqkDeODrw8iKI6+9XVaYGePP6kN5TePqPTVxDhzDFFq1Cn93Pevvn4pO0zPr/Rud/uBcvjeLR787yvNXDeUPF4V1+vnGvO9/nRXFX0/bJe7+Lw+xLrGAnY/M7LXNZjpyrgeFsyXq1zdq6m38d+NJ3t+ehpNGzV9mRnHjhIhu/9sUQV3oSJ8G9fCH1zT7HrQqFVa7jIJj4leEtzN6rYpD2ZXMGuzHghHBVJgs7DhZwpYTxdRZZWKDXLl+XASXDPFnb3o5qw7l8mtSERabTLi3kctHBLNwRFCXuoXbUlZr4UhOBY9+d5Si6noGB7iSV1lHWe2pYO+m1zQsuXMhys8R6CdH+6Iojln9t3zkCOz3zYjkvhWHkBXHGLgkSUyO8mHdsULAMeNe4ux2cmvkadRSbrLyzZ/HM/oM0sF25vQHpywrXPvubo7nV/HrA1Pxc9V3eo3bPtnP3vQydjwyA5dmY4hJ+VVc+uq2bo3T96RzNSj0FFG/35aiKKw8lMtza49TVF3P1XEhPDRnYJf+jbRFBHWhI30a1L/Yk8mu1BI2nyimymzDy1nH/GGBLBwZzMiGyVuKonDPFwdZezSf/g1Lt/RaFQuGB7FkbDjD21hKVVVn5eeEAlYdymVnaimKAsNC3Ll8RDCXDQ88o39MRVV1XPG/nVjsMt/fNQG9Vk1KQ2v+RGPLvrC6aTZ+5vPz2ZxcxNRoX3allnLLR/sI8TRw44QIHl+ZQONKOI1KxZh+nmxvyKeuaxhfV51FtrlGEwd48/lt487qGu1p68GZWlzDpa9uY/Zg/1Y53ttyOLuCy9/YwSOXDuLPUwe0OHbjB3tJzKti+8PTf/ONXs61oNDTRP1+O0dyKli6OpEDWRUMD3Fn6YJYRjbbgvhMiKAudKTPW+p6rYqLYwK4YmQwk6J8WiyLSi2u4Ys9WXwdn02V2TF2ft/MKG6e0K/L3bLtJaK5fEQwl8T646rvevfuicJqrnpzJwFuer65cwLuhpafVRSFkhpHy35WTADhD6/h6rgQnpgXQ1JBFTd/uI9gTwMXx/rzv02pTQlo1CqJEaHuxGdWAI6tXE0WO3qtijrrmY+z+7s5sfvRmb2Soa29B+frG1J4af0J3rthNLNi/Du9zvXv7yEpv4ptD83AoDsVvHemlrD43T08e8VQFo/tvDu/J51LQaE3iPr1vpKael78xbGKx9tZx8NzBnHVqJAOk2Z1lQjqQkf6NKh/G5/NxbEBLbperXaZdYmFfL4nk52ppWjVEpfEBjBtoB9PrjzKwEA3vrx9/BmNEZ8sqmHVoVxWHcojq8yEk0bFrBh/Fo4IZmq0b5euuTO1hBs/2EtcuCcf3zIGJ03brUhJknjh5+O8uSUVL2cd/1w4BA+Dlps/2kegu56hwR6sPJTL8BB3DudUIgHR/i4kF9YAji79qjobBq0K81kE9jeWjGTe0KAz/nx72ntwWmwyl72+nao6K+vun9LpS9Pe9DIWvb2Lpy6L4eaJp9LXKorC5W/soLrOxq9/m9rrW8Q2dy4Ehd4k6td7rHaZT3dl8sqvjsyUN0+M4N6ZUbh1o/HQGRHUhY6cM+vUcyvMrNibxYp92RRX1xPsYWDx2DAWjQ5tWsv845F87v7iADdNiGDpgq6lJm2LoigcyKpgVcPmLmW1FjyMWuYODWThiGBGh3t2+Eb93YEc/vbVYa4YGczLi4a3lyACRVFIyK3koW+OcCy/innDAlk4Ioi/rDjkmOnv7sTe9HKWjA3j092ZKAoEe+jJq6hDgR5Zw+7qpOHQUxf3eFDs6MF5MKucK9/cyfXjwnnm8iGdXmvR27vIKjWx5aFpLV6SGv++3/rjKOYM+e02ehFB7/zWV/XbnlLC0z8kklJUw+QoH566LLbNFMtnSwR1oSN9GtRtdpmtJ4r5fE8mG48XoQAzBvqxZFwYU6P92gxE/1hzjPe3p/PadSNZMPzsW6BWu8z2lBJWHsplXWIhZqudYA8DC0YEsXBEMAMD2t4VqbGb+d4ZkTxw8cC26tf0YLHaZd7eksprG07i7KTm+nHhvLc9HX83PVq1RG65macXxPDo9wmt1qv3RJKahy4ZyF09POGsswfn0tWJfLwrg2/+PIG48I7HELeeKOaGD/by3JVDuW7Mqa52u6ww/cXNeDrrWHnXhN9soxcR9M5vv3X9sstM/OvHJH5OLCDMy8gT82OYNdiv1/5/FUFd6EifBvWJyzaQU27Gx0XHHy4K5boxYYR4Gjv8nNUuc907uzmWX8WquycS1YNbEdbW21h/rJCVh3LZllKCXVYYFODKwpHBLBge1CIZiqIoPPLtUb7cn82/rxrGootCW1yrrQdLSmE1D317hINZFcSFeZBUUI2HQUuF2UKd1bHZS+PyNk2zVLJnm5xGLcHRpZdg7MJual3V2YOzpt7GxS9vwUWvYc29kzsc2lAUhYVv7KDMZGHTA9NabLf76e5MnliZwJe3j2Psb7TRiwh657ffqn5mi503N5/k7a1pqCSJe2ZEcuukfr0+sVMEdaEjfRrU//D2Tv44LpyLYwK6NUZeWFXHvNe24W7QsuqeSS3G5HtKSU09Px7JZ+WhXA42bMs6JsKLhSODmTskEHejFqtd5paP9rEztZQPb7qIKdG+zevX5oPFLiu8szWVl9efwG5XaBwtV0kQ4KZn+e3juOnDfaQ3pJcFx8Q5uSG3/JmaHu3Lh7f03EYpXXlwbkgq5NaP9/O32dHcNzOqw3PXHyvktk/28/Ki4Vw5KqTp53VWOxOXbWR4qAcf3HRRj5S9MyLond96u36KovDj0Xye/TGJvMo6Lh8RxCOXDmqxQVFvEkFd6Mg5M6beXbtSS1ny3m4uHRrIf68b2atds5mltaw65JhBn1Zci06tYtpAXxaODGZMhCd/fH8vOeVmvrpjPDFBjo1ITn+wNI7jf70/mx8O51HbbHa7SgIvZx3ltRbGDfDmv9eNYt7r28mrMDd93sOgobreflbL3L6/a8JZL6dp1NUH5z1fHGBdYiFr/zKJSL/2e1VkWWHua9uw2mXW3z+1xZyG1zak8PL6E/zy1yntDof0JBH0zm+9Wb+k/CqWrk5kT3oZMYFuLF0Qy5h+PZ8HoiMiqAsdOW+DOsBbW1JZ9tNxnpwfwy2T+nX+gbPkmPhWxcpDufxwOI+i6npcnTRMGejLzpMl6NQqVt4zkUB3Q9ODpai6ju8P5PLV/mxSi2sx6tTMGxrIootCGRXqwZf7c/jHmmOYrXacdWpqLXbmDQ1ky4kiVJJEVbNc9V5GLWVnsQe7h0HD3sdm90h2ua4+OIur65n18hai/V348vbxHU5A/OFwHvcuP8j/loxi7tBTE+PKax0bvcwdGshLi4afddk7I4Le+a036ldhsvDy+hN8tjsTd4OWBy8ZyLUXhf2mqzIaiaAudOS8DuqKonDHp/FsPF7EitvH9UrmtPbYZYVdqaWsPJTLzwkF1NTbkAAPo5Y3l4xifKQvt360j03JRdhlhdHhniwaHcrcYYGthgvyKszc88UBDmRVoG5IOqOWJFbfO5FlPx1nW0pJ07keBg0VZhtnavGYMJ69cugZf75Rdx6cX+3L5qFvj/CvK4awZGx4u+fZZYXZL2/BSatm7X2TWvS+LF2dyGe7M9n28PRe7+YUQe/81pP1s8sKy/dm8eK6ZKrMVq4fF879s6Nb7FfwWxNBXejIeR3UwZE9bsHr2zFb7ay5d3KX9wPvSXVWOxuSinh/exoHshwJZDKfn8/of67nqlEhXDM6hAGdpKlVFIX//HqCVzecbPrZ81cN4/IRQdzxaTxbThQ3/dygVWO2dj8vfqPP/zSWiZE+Z/x56N6DU1EUlry3h6M5lfz6wFT83drP6PdNfA4Pfn2YD24azYxBp5LXZJeZmPbiZm6ZGMFj83p3o4hG2ckAACAASURBVBcR9M5vPVW/PWmlLP3hGEn5VYzr78VTl8UyONCtB0p4dkRQFzrSs7t89AE3vZY3/xhHpdnKfcsPYrP3zE5n3aHXqpk3LJDv7prI0stOBZzJUT6Eehmot8qdjoVLksRd0yPxdzv1UvLwt0f47kAO79wQx8xBjl2cJMBstZ9Vt9/17+2hvFnu+t4mSRLPXjEUi13myVUJHZ57+YggQjwNvLbhZIsHc6iXkfnDAvliTxaV5jMfghCEzuRVmLl3+UH+8M5uqsxW/rdkFMtvG3dOBHRB6Mx5H9QBBge68a+FQ9mVVspL60/0WTkqzVZKay04NYxZr0ss5LHvE5j72jaGLv2F697Zzb9/Ps76Y4UU/z975x3eZLn+8c+b3b0H3YXSllUoZW8EBBFBBHHj9uA+4tZz/B31HAX3wIV7KyDIFJC9oZQNpaV075k2bXby/v5IGlo6aEtRRj7XlatN8uZtngSe7/vcz/29b42hyesXbs2kpMbAS1N6oJLbzvHCsmO8vPIE79/cjwk9g6iXuYYXCe39Eq3A8PmbMJzHar+9RPm78fj47qw7XsLaY8UtHieXSpgzuhuH8tTsOl3R6LkHRnWlzmjhx705F/rtOrkC0ZssLNh0inFvb2X98WIeH9edDXNHM7lPl7+sRoITJ+dL53vB2kFepZYuXqpGvuSOMiMpjP05VXyy5TSJ4d5c3Su4E95h29AazXyzK5vPtmZSrTMxqVcw6di82iNi/BgbH0huhZaDeWoWbst0+M/DfV1IDPchMcKbLl4uLNicweQ+wdwzoisDony59fO91BnM/LQ3l92nK3hjZgIyicAfZ4miFZuwtydGoTVaSHr1TzY9NYbAVsLhncn9I7uy8nARLy0/xrAYvxZLZ85MCuPDTadYsCmj0TZBrxAvRnb35+ud2dwz/ML7gZ1cGYiiyJ8nSnh19QnyKnVc0zuYFyb3INy39ZoZTpxcjPztDV1kEoFQHxcifF2J8HUl0s/V/rsbEX6u7fKg600Wbvx0N9kVdax8ZARR/m4XcARgMFv4eW8uCzafprzWwNi4AJ68Oo7eoV4IgsDHmzP4cNMpLFaRh8bE8I/RXRFFOFZYzcHcKg7mqjmQW0VJzZlVe59QLwZH+5IY4YOLQsKjPx+kzmBBKtiK0tw9PJrDeWr251R1yhiUMgk/PzCE/u20unV03/JwnprpH+/klkER/G96ywl7X2zP5L+rU5u0jt2ZUc5tX+xl3g19uHnQhWn04txzvrRpz/gySjW8vPIE20+V0z3Qnf9M7XXe+SYXGueeupPW+FtF/enFh5BJJNToTORVacmp1KI+y7Ll56Ygwi70kb6uhPu6EunnRoSvK4EeyiYWqbxKLVM+3EEXLxXLHhreqPNXZ2G2WFl6sID3N5yiQK1jcLQvT0+MayQ+9RNLUbWO/65OZfWRIiJ8XXlpSs8m3ct+3JvDi8uOMaSrL2aLyJGCaoxm27rb101Otc6MxSraq8+ZkEkEZBIBvblz8gcE4JVpvbh9SGSbw4znIwz1pX4X/WNoix5frdHMiPmbSQjz4pu7zxTNEUWR6xbsQGuwsGHu6E7penU2TtG7tGnL+Gr0Jt7fcIpvd2XjopAyd0Istw+JbNQl8mLFKepOWuNvX6mDrelI71AvEsK9iAlwx8dVgd5sIa9SR25lHbmVWnIqtBSqdY3qnytlEpvI+7qeEX4/V4qq9by47Bgz+ofx1o0JnbYfZrWKrDlWxDt/ppNZVkdCmBdPT4xjRIx/k79x9sSyM6Oc/1txnIzSWq6KD+T/rutJpJ8btQYz49/eiq+bghWPDEcmlWA0W0ktqrGt5vPU7M2spLhG3+T9BHgom92b7yjT+4Xw2g0JbboQOh9hqDOYufrdbajkEtY8PrLFTncfbc7gzXVprHp0BL1DvRyP1/vZP7sjiYkXYJvFKXqXNq2Nz2oVWZKSzxvrTlJRZ+TmgeE8dXUcfu5/vWumozhF3Ulr/K2ifrKohsP5ao7kqzmSX01qUY2jxrmvm4KEMC8SwrxJsAu+j6uCgiodOZVaciu15FacEfzcSi1aY9PEr2h/N5Iifc4Sfjd8XOVtFntRFNmcVsqb69JJLaohNsidJ6+O4+qeQS2eo7mJxWSx8s3ObN7bkI7JKjJnVFeqdSa+25PDbw8OazUEviOjjLu+SsZsFVFIwSqeqQ3fmcQFubNw9gAi/VrfujhfYdiSVspdXyfz2LjuzJ0Q2+wxNXoTw+dtYng3fz69I8nxuNliZezbW/B3V7L0wc5v9HIli97lQEvjO5BbxcsrjnM4v5r+Ed68PLU3fcK8mjnDxY1T1J20xkXlUzeYLaQVazicX82RPJvQnyrVOFbnXbxUZ4Q+zIuEUG+8XG3JVqIoUlFntIu9luzyOn7al0uZxoCPm4LKsyxc7kpZo3388Ab7+SHeLo4w3O7TFby57iQHctVE+LryxITuTO0bek5LWWsTZ0mNntfWpLL8UCFgs759d8+gc4rTA98ls/5EKQAvTo7Hz13J63+cPO/VugBI7Q1kpIKAi0LC+zcnMq5HUMuv6QRh+OcvB1l9tIjVj40ktoXGPO+sT+ODTRmsf2JUo2O+253NS8uPs3jOUAZ2ctGhK1X0LhfOHl+pRs/8P9L47UA+gR5KXpjcg2n9Qi7ZjHanqDtpjYtK1JtDazRzvLCGw3aRP5KvJrtC63g+ys/1jMiHedM71BNXhS25rrLOyJQPtiMIAkseHEqt3kxOhW3vPq9SS459pZ9XpXPsYYNN4ALclehNFtQ6E+5KGVP7hjBroK2IjEcLWdtnja/VidNqFZn43jYyy+qwiCKjYgP4z3U96dpCkZqj+dVM/WgHU/uGsPpIEWaryPs39WNSn2A+2HiKjzef5ny/SVeFFK3RglImwWC28ti47jw+rnuzFzCdIQwVtbYSstH+biyZM6zZ/fGqOiPD529iQs8g3r850fG4zmhh2LyNJEX68MWdndvo5UoTvcuN+vEZzVa+2ZXFBxszMJgt3DeyKw+PjbkgDaD+Spyi7qQ1LnpRb45qrYmjBdWNQvdF1bY9Z4kA3QM9bCIf7o1KJuH5pUcY0T2Ar+4c2KxwWK0iJRo9ORVa9mVVsuxgAVnldUglAgqppEn1Nh9XORF+braQ/ln7+UEeKiQS4ZwT5097c3lh2VHemJFArcHMu3+mo7dPPI9eFeO4MAFbFGLGJ7vIrdSy6akxnCzUcPPnuxFF+ObuQYyOC+BYgZrZXyU3iUi0B6kALgoptQaLo2rd6NgA3r+5X5OymJ0lDL+l5PPk4sO8Mq0Xs4dGNXvM62tS+Xx7JpueHNPI0fDehnTe23CKP58Y1akteK8U0btcEQSBTSdLeHXlCTLL6xgXH8i/pvQk+gK7Yf4qnKLupDUuSVFvjlKNnqP51bbQvV3o6wWuvp563zAvbhscSUK4F90DPRqtQLPL63hvQzrLDxfirpBx/6iu3DMiGneljBq9idwK++revodv+72OQrW+USEYhUxCuI8Lm54aS055HRF+Tb2u5bUGxr29lfhgD355YAiCIFCq0TPvj5MsPVBAFy8V/7q2J5P7BCMIAssO5vPEr4d5Y2YCswbY+rZvPlnKPd8kIwiweM4wkiJ9MJot3Pr53kZ2Nw+lFI2h7UVmFFIBiyhitYJSLsFsEQn2UvHp7UmNktU6SxhEUWT2V/s4mKvmz7mjmq3rXqrRM2L+Zqb3C2X+zATH45V1RobN28h1CSG8eWPnNXq5EkTvch1fXqXWdsH97Cqi/d14aUpPxtqrMV4uOEXdSWv8raKeXlxDgIcSL5e2J621FVEUKVDrOJJfzeE8Nb8dyKe89swq1kUupXeoJ90C3Mmp0LI3qwK5VODu4V2ZM7prmxs2mCxWCtU6R8JeXqWW02W1fHnXIKKfW8XVPYO5f1Q0SZFn9n2fXHSYFYcL+OPxkU3ake7PruTfy4+TWlTDiBh/np4Ux/3f7ndY9BpGGpYfKuDxXw4hkwiseGQ4PUO8EEWRZ387wqL9+Y7jfFzlVLWju5sAjUL5cqntoujaPl1wVcrYcaqcXc+P4+6v9xHh60qYvc5AuP3W3vBmboWWq9/byoiYAD6fndTsv4X/W36MH/fmsvWZsYR6uzR6/Kd9uWx/5iqCvTqniM7lLHpw+Y6vpEbP9R/tZM8L4/l0SwZ3D4/ulI6EFxtOUXfSGheFpU0ute1hB3goCfBQ2X/ab/bHA+33O1pFTGs0c/2CnRTX6Pnn+FjSSzRsOllKaYMkMw+VjL6O/XnbHn0XL1WHLjgEQeCNtan8sMdWqzwxwpv7RnTF21XObV/s5aEx3XhmUnyzrzVbrPy0L5e31qVRazBjFVtuwvLNzmz+s/I4CpmE1Y+OoHuQB6IoMn/tST7dmuk4TiqB9pTFH9ndn+2nypEIcHaSvZeLjCP/mcTEd7eSX6Wj1tC4a5yvm8Im8A3EPsLXlXAfV7p4q5r1Ai/cdprX1pxs0na1ngK1jjFvbubWQRG8PK234/G8Si2j39zM/SO78vzkHm0fYCtcrqJXz+U4Pq3RzKzPdpNZVkfqq9dcduNriFPUnbTG3yrqKw4VUKYxUFZroExjoFRj+1mmMVBRZ6C5t+ahkp0l9s1fBPi6KZokeGWW1XLdhztwU8mo1ZvRmyxMTwxlSkIIJTV6R+g+rVjjsIv5uyvp2zDjPsyrTZ7W+olTazTzW0o+X+7IIrtCi0wi4KaUsXHuaPzP0VHuYE4VMz7dhVWEIE9b1u7Uvk2zdt9ce5KPtpzGRS5l5aPDHav/+sc7Sr2g16/cg71UFFfrkUsFMl67loIqW5nfKq2JPLvNMK/KFq2w1Riw1RZoaL2TSgS6eKkcIh/hZ1vph3q78K/fj1KmMbLpyTEOV0NDnl1yhGWHCtjx7FgCPc6syh/9+SCbT5ay6/mrWiw92x4uR9FryOU2PotVZM4PKWxMLeHz2QMY3zP4shrf2ThF3UlrXLR76maLlUqtkdKaM6Lf5GZ//OyVItjEw89N4RB7H1cFRdU6UnKqMFlEgjyUzJ+ZwIAoX9wU0kZCqTdZSC2qsYXu7fvzp8tqHRcZod4u9A0/46HvHebVREzOnjgtVpGnFh9i2UGbjc1DKeOWwRHcNSyKEO/m+4Pf920yu09X8MEtiby7IZ1jBbYWkC9P7U1ccOOw/ZOLDvHbgQLclVJ+f3gEMYG2LPqXVxzn613ZLX8R5yDQQ0mpxkCUnyvZFVqGx/iTkl1J2v8mM+GdLax4ZESr0ROzxUpRtb6J2Nffb7glUo+Xi5yBUb6E+7o0En+rVWTyB9u5b2RXXmiwKj9WUM2UD3fw3DXxzBndrcNjredyE72zudzG999VJ/hiRxb/ua4ndw2PvuzGdzZOUXfSGhetqLcHrdHcrNiX1hgo0ehJK9ZQUqNvEkauRyWT4OuuwMdFgaeLHA+VDHelDFeFFBeFFKVMilUUKa8zUFClo0itp1Sjp7ZBApqLXIKLQoZCKkEmFdj53DhKanSOFWVepZYJ725ldGwAD42J4YsdWaw5WoQAXJvQhftGdG1UCGNrehl3frXPIVQWq8gvybm8uS4Njd7MXcOieHx8d8fFhNVqSzjbkVGOp0rG0oeGOVbsN3y8gwO51bbPHdplfZMKoJTbrG6JEd4czFUzIMqH3x4cTuSzq5jQI5CFswd0OCdCazSTV6lzrPSXHsznWEEN4T4ulNcamzgPlDIJJouVib2CiQl0J9zHFt5/e30aORV17HjuqhYr1LWVK0AULpvxfb8nh3//foy7hkXxn6m9gMtrfM3hFHUnrXHRibrJYkVvsqAzWTCYrOhMFtt9owW92YrOaMFgtt83WdDZjzHYX+N4zGj3pFdoMVqsqOQSPJQyLKLN43y2WLTrvWOLBMikAlJBAHuY2mS2OkLNOfOnEPPCau4YEsUzk2J5+MeD7M6sYMPc0Y6VeX6Vlm93ZfPzvjxqDWYGR/ty38iujIzxZ/KH27FaRdY9MaqRSFXVGXljXRq/JOfi56bkhcnxTE8MRRAE23bCxztJLdLg7SJn8ZyhdA/yQGs00+/l9RgtHfuuPZQyNPZoyMReQaw/UUL2vCnEvrgag9lWGe+5TtrP1hktTHxvG1KJwJrHRlBntNhW9vbbscIa1h4rxlMlc+QbNMTPTUHPEE/CfOz7+A1W+95trCJ4BYjCZTG+LWml3PvtfkbHBvD57AGO7bbLZXwt4RR1J63xt4r6+Le32IXYJuR6k6XDpU+VMgkuCikqmRSLKFKtNWG0WHFXSokJdCfE2wWVXIqLXIpKLsVqFfl1fx4quZSHx3TD21Vhe14hQSWTIpUK6IwW6gxmavVmagwmqrUmKuuMlNUaG0UFjM00VsmZP4X6RECZvVrb3PExPDY+rsmxGr2JX5Pz+HpnNgVqHb72Cnif3J7INb1Dmh3vkXw1/15+nMN5agZG+fDy1N70DPG0Fdz5cDtF1Xq8XeT89/o+nCiq5tfkvGZD3W0l1FtFgdpWC2BG/1DeuSmRGR/v5HCeGpNV5LXpvbl1cGSHz9+Q7afKuOPLfTw8thtPT2yaTDjn+xR2ni5ny9NjqNPbRD+3so6316djMFvoGuBOfpWuiWffQykjzNeVCF8XR0i/fqUf5uPi2Ea4AkThkh9falENN366mwhfVxbPGYpbA8fF5TC+1nCKupPW+FtFvetzq3BV2kLdnioZ3q4KfFwV+LkrCPRQEuSpwl0lcwix7SZx3K//qZRJEATaXZ99b2YFt36xl6t7BvHxbf07FEIWRZEavZkyjd6R6FdUrefBMTFEPrvKUZ0NbIln43oE8cCorgyI9Gny98wWK7/uz+Pfvx/DKtqsaLcPieSOoZGNEsPqsVpFFqfkMX9tGmqtkdlDo3hsXHe2p5fx1JLDjjr6EgGGdPUjtaimXda2s+ke6Map0jrgzEXL4Ghf9mdXYhVh4ewkJvTsnAYrcxcdYsWhQlY+OoIeXTwbPVe/h/70xDgeHhvjeLze4vf57AFM6BlErcF8JoGv/lalc9w3nHUxFuSpJNzHld8eGo66zthsst7lwKUueqV265pFFPn94eFNahtc6uM7F05Rd9Iaf6uo3/7FHswWEY3eRHGNgfLapjXMAzyUhHipCPF2cdxCvW33u3i54O+uYE9mpaM+e6SfK0+Mj+W6viHnrM8O8Pm2TP63JpV/XduD+0Z27czxseNUGc8vPUpupRYBEBrYwyL9XLllUAQ39A9tJNjPLDnM0gP5vHVjP/44VsT6EyXIJRKm9Qvh3pHRxAd7NvlbZRo9z/12lI0nSx175nKpgMliq+Xu6SLjlweGcrK4hsd/OXRe44oNciejtJaseVN4/rfD/LQvj0FRvuzLrkQiwI/3D2FoV7/z+htg22YY/85WwnxdWfrgsCbf5V1f7+NIfjU7nh3rqL5ntlgZ/eYWunipWPLgsFbPL4oiZRoDeVX1on9G7BfNGcaDP+zno1s7dqF3sXMpi57WaOamz/ZwuqyWRf8Y2qggUj2X8vjaglPUnbTGReFTBwj3dSEmwJ0uXi54u8lRyaSYLVZKNQYK1DoK1ToK1fome+GCAKIICqmE3qGeDO3mT7iPS4OLAFWjkqtnI4oiD/5wgD9TS/j5/iEt9vfuwPhILarm2g92MLFnEP4eShYl5zl6oNfbxepX7zcNCMfXTcGMT3dxf4Ps7uzyOr7amcXi/fnoTBZGdvfnvpFdGRDpzbb0ctYeL2ZTaikag9keuZBQpTWREObF5D5dmPfHSZQyCe5KGd/fO4inFh+huFpPpbbjofgwHxd2PjeO6OdWceewKL7emU3/CG8O5KqRSgR+vn8wg6LPX9jrV97/d11P7h4e3ei5lJxKZnyyu8nF2Dc7s/jPyhMsmTO0UX/79iAIApHPruKNGQnMGhh+XmO4GLlURe9s61pLDYcu1fG1FaeoO2mNv1XUM8tqSSvWkF5y5pZZVufYV5cIEOXvRlyQB92DPIgNcifES0V+lY6vdmZzKE+NSi6hq78bSpmU4hp9s1nuPq5yx8q+fpXfUPRd5FKmf7yLWoOZ1Y+NaDbU3YHxMePjnZwuq2XTk2PwcVNQrTXxc3IuX2zPdOxvu8glyKQSNHozMqmAXCJh8Zwh9A71bnQ+tdbIVzuy+GZXNjV6s2NF7u0i4+pewUzqHcywbv4opBKWHixg3h+pVNQZ6R/uTUquGjeFFKVcyhPju/Pv5cfp1cWT40U1HRwbZM+zhd8VUoHZw6L4YnsWPYI9SC3WIJcKfHfPYIZ2Oz9hF0WRu75OJjm7kvVPjCLMp3HJ3VsW7iGzvJatT4917IdrjWaGzdvEwChfPp/dsXlPEARu/mw3h/PVrHp0RItNdi5VLlXRq7euNXeR15BLdXxtxSnqTlqjTaIuCMIk4H1ACnwhiuK8s56fC9wHmIEy4B5RFHPOcc5ms9+NZivZFXWkFWs4VaIhrURDekktORV1jcRaIkBskAcTegbRJ9SLuGAPwn1csYgiJTV6CtV62+q++swqv1Cto0CtQ6Nv7GuX2T3tZbUGfFwV3DggjFAf10YXAO0tauJY7TWo116PyWLlj6NFvLvhFFnltj1qd6WtkUq9WA+K9uWmAeEMjPZhW3o5644Xs/t0BWariJdKjkQCVVoT/u4K7hwaxW1DIvF1O1Patlpn4t0/0/ludzZyqW1f30MlQyYRCPV2obBaj0IqUK4xYO7A/JczfwpRz65CBFzlEm4fEsnC7VmE+7iQV6VDLhX48s6BjIoNaP/JG5BXqeXqd7cxpKsvX901sFE4fFdGObd+sZf/Xt+b24ecSdJ75890Pth4ig1zRzv8+u1BEAQK1VomvbedCF9Xfntw2GVVbvRSFL0f9uTwr7Osay1xKY6vPThF3UlrnFPUBUGQAunABCAfSAZuEUXxRINjxgJ7RVHUCoLwIDBGFMWbznHeNvvUC9U63t2Qxm8pBUglAr1DvHBXycgsq6NArXMcp5JL6B7oQax9VR8b7EFckEeTUq81ehNFan0DwbeJ/pF8NafL6potjeqhlNlW+3ahD7Wv8kO8bKIf5KlyTPyVdUb83JXM/GQnvz4wtNnOcPXsyazg/5YfJ61EA9hC231CvNiTVdEoqa2Ll5KpfUO5pk8XEkK9EATYdbqCz7dnsiWtDJVcwoz+YdwzIppuDVaWqUU1vLT8GMnZtiYvHirbVoRGb2bWgHCWpOQhkwjttrvlzJ9C9HOrHJ+Tt4uMmUnhfLEjC197rXmZVODT25Na7cveFr7ckcWrq07wwS2JTO17xg0giiI3fLKL0hoDW54e4yg/W1FrYNi8TVx/VgOYtlIvCmuPFTHnhwPMGd2N565pvqTvpcilJnotWdda4lIbX3txirqT1miLqA8F/iOK4kT7/ecBRFF8vYXjE4EFoigOP8d5zynqFbUGPt5ymu/35CCKIrcNjuShsd0ahcdrDWZOOcL3taSXaEgr1jSu6a6U0T3InbhgD7oHehAXbBN+f3dFk0Sof/1+lB/25DLvht7EBns2Ev0CtY6iatvvZ9ulBMFWfS3E2wWd0cK6J0ZzsqimSeW35nh9TSqfbcvE20WOWndGyP3c5AR4qMgqr8NgthIf7MGsAeFMTwzFp8Gq/FSJhi93ZLH0YAFGs5XxPQK5b2RXBkf7Oia4RfvzeHHZMcxWEZVMgtkqIpdKuH1wBJ/vyHLY7tpKQ8tePYEeCq7t04Wvd+WgkkuwWEREYMGtiUzq3bSee1uxWEVu+Hgn+VU6Nswd3Wjsm06WcM83+3nrxr7MTApzPP7v34/xa3Ie258dS5Bn+7ZTGorC80uP8EtyHj/eN5hh3ZrW3r8YEEURs1XEYhUxWaz2nyJmqxWzpf45KyaL7Zg+Yd6XjOidLK5h5ie7Cbdb19rSLMgp6k6uZNoi6jOBSaIo3me/fwcwWBTFR1o4fgFQLIrif89x3hZFvVpn4ovtmXy5Iwu9ycKM/mE8Nq474b5N25i2hFprJL2klrQSexjfvnffcPXr66age6C7Q+RjgzyI9HPhge9SOF1Wx4pHhre4n6ozWpqs9OvD/UVqPZufHtvqxCKKIkfybf7xn/blOh6PC/KgVKN3vE8/Nzl3DI3CTSFj5ZFCjuRXo5BKmNDLllw3IsbfEQko0xj4YU8O3+/JobLOSO9QT+4f2ZXJfbogl0rIKq/jug93UGs4syd/XUIXCtQ60opr0Jqszdbbb46c+VOI/9cadKbGiX+hXirGxgfyw95cBGyRgTqjhXdv6tdold1eThTWcN2CHUxPDOWtBm1WRVHk2g92oDdZ+HPuaMcqLqeijrFvbeGBUe1bZeuMFlyVMvZmVmC2WqkzmPn378fQm6y8eG0PlHJpI4E0W878brJasVhETHYRrRdUs8Vqe8xiP8Yq2p9rcMxZ5zQ3PKbB7w7Brj/GLubtIWf+FD7YkM5DY2Pa5BD5uziXda0lnKLu5EqmLaJ+IzDxLFEfJIrio80cezvwCDBaFMUm/jRBEB4AHrDfTdq8eXOj5w1mkT9zTfyRZaLOBIOCpVwfoyDEvXP2M0VRpMYIBbVW8jVWCmqtjt/1DZLqPRVQZwIXGdwQoyDSS0KIuwQXWdsnwLFjx3L2+CxWkfQqKwdKzaSUWKjU2xMCgRti5QwPkeGjkiCKIvtLzHx/wkiNPSAgl8DIMBl9/KWcqLCwq9BMnQn8VAIjQmWMDJPh72L7nIwWkV2FZtZlmyiqE/FVCYyPlDE6TE61QeSV3TosVjDZv/pro2RszDMT4AJ5tW0bX/1K3U0GdfYUhfoLBR8l9PaXsr3A9qH6qgSq9CL39lEwIrTj3u/FaUZWZ5l4ZqCKnn5nquwlF5v56JCBB/sqGdzlzEru40N6jpZbeGeMa7PfnSiKlOlEMtRWTqstZKit5GmsZM1rGoVoL1LBdpMItg55tvsCEgFkkobPCY2OlUlAItgfa3icfjLgzQAAIABJREFUIDQ4j/0mEezPNTxWQGa/L2lwXMPzz71pApHPrqKnn4QHEpR4Ky++fAGDWWTePj2FdVZeGKwi0rPtpX+b+793OTF27FinqDtpkU4LvwuCMB74EJugl57zDzdYqRvMFn7em8uCzacprzVwVXwgT14dS6+Qph7UC4EoihRV621JecW2MH5KTiXZFdpGx4X5uDhW9HHB7nQP9CAm0L3Zhib1qwWD2cKujArWHivmz9QSKuuMKGUSRsUGEOnnyhfbs3j+mnj+0UwjEr3Jwlc7s/hwYwZ6sy2JzirCuPhAbh8SSa3BxKL9+ezIKAdgRIw/Nw0MZ0LPIFu9eqvIlvRSvtiexa7TFbgppMwaGE5iuDdPLjpMgKeCQrXt2qt3iCfHCmuY2DOIdSdKzvmZNQy/B3kqKamxnade2H1d5Qzu5scfR4sBWwQivVTD/67vw62DI9r61TT5PCa9tw0RWPfPUY7P3WoVufq9bcgkAmseG+mIXBzJVzN1wU5emBzPA6O6oTNaOJKv5kCumgO5VRzMrXK4ENwUUvqGe9M/woenJ8WzPb3M5kaQCkglElYcKuCrndk8MaE70/qGIpMKyCQS+08BmVRi+ykRkEqEi9rfLggCv+7L5aUVx3BXynj3pn6M7H5+CY2dicUq8uAPKWxILWHhHQMY37N9ORnOlbqTK5m2iLoMW6LcOKAAW6LcraIoHm9wTCKwBFuY/lSb/rAgiCazhaUHCnh/4ykK1DoGR/vyzKQ4kiI7xyt+vrz7ZzrvbzzFbYMj6OKlcuzZny6rbVStLcrPzbZnH+RBF28VBVU6np7Ug4d/TGFLWhm1BjMeShlX9QhkYq9gRscGIJdKmPTeNgDW/nNUq9nVpTV63liXxpKUfFzkUiQC1BktxAd7cM/waJKifFhxqJAlKfkUqHX4uMq5PjGUmwaGO4rVHCuo5ssdWaw8XIhVFEkI8+JQXjVhPiryq2zlX6USsFphZHdftp2qbPWzOXtPPdzbhaIaHVbxTJKhSiYhMcKH3ZkVSCWQGO7D/pwqRzetjrDrdDm3fr63SfLasoP5PPHrYUc1OVEUya/Scc83yeRXaekW4M7JBi11o/3dSIywiXj/CB/igj1arR1e3zAnJaeKVY+NaJSMeKlRP770Eg2P/HSAU6W1PDSmG0+Mj0XWTK/7v5r/rT7B59vPbV1rCaeoO7mSaaulbTLwHjZL21eiKP5PEIRXgP2iKK4QBGED0Acosr8kVxTFqec4pzj2zc1kltfRN8yLpybGMSLG/6Ja4VitIvd8m8yujAoWzRlKv3Cbd9xksZJTUUdasW3PPq2ohkP5asdqFeyWr+dW0SvEk/tGdOWaPsGNGrPUV7L7+q6BjI0PbNP7OZKv5pWVJ9ifU0WIlwqZVCC3Uoe/u4LbBkdyy6AI0ks0/Lo/jz+Pl2C0WOkb5sWsgeFc1zcET5Wc4mo93+zK5qe9OdTYrX1SAWRSiWN/ViYRcFNIqdY3bWnbcHxnh6hjAlwprNZjMJ/Z5xWAmEB3TpXW4qWS0T/Sh81pZY7Vc0d4ZslhfjtQwPKHhzsqiml0Jsa9sxWpINA7zIuDuepGFQq7BbgxqXcw/SN8SIzwaWT/O5uWRKGkRs+k97YR6uPC0geHX7I2t4bj0xktvLzyOL8k5zEg0ocPbklssRXwX0G9de3OoZG8PK13h87hFHUnVzJ/a/GZq9/ZytyrY1utz/53U1VnZMqHOwBY+eiIRmJwvLCaJSn5LD9USGWdkQB3JaNiA4gJdOOhsd25/Ys9bD9VjlwqcE3vLtw5LJL+ET6U1Rq46q2tDIq2ea/bgyiKrDxSxLw1qRRW6xkU7YtUENidWYFCKmFqvxDuGR5NsJeK3w8WsGh/HieLNajkEib36cJNA8IZFO2L1mhh0f483l6f5mgh666UYbRYm21QczbNiTpAXJA75bUG1FoTDV1y9U1qovxc6RXixeqjRTw5IZZHx3Vv1/gBquoMXPX2VtyVMsbEBXIoT01qUY1jFR7kqWR4N38SI33oH+7N3EWHsIq2kH1r9sJ6WhOF9ceLeeD7FP4xqivPd1Jnur+a5sa3/FABLyw9ilwm4a2Zfdsd8u4MtqaXcc83yYzq7s/nswd0OGrgFHUnVzJ/q6ibLdaLOvu2niP5amZ+spvBXX15+8a+rDxSxJKUfFKLalBIJYzvGcjMpDBGdQ9wTET1E0tmWS3f78lhyf58NAYzvUI8cZFLOZRXxZ9zxxDt79ah96QzWli4LZNPtmZgFeHGpDAsVpHlhwrRmSwM7erHvSOiGRsXwLHCGn7dn8fKQ4VoDGai/d24cUAYM/uH4eUiZ9pHOzlZrLG/bxx79631Xm9J1AHig93RGszkqxtX91PIJBjNVobH+BHkqWLpgQIeGRvDk1fHtnpRpzdZOJJfzYHcKg7kVHGgwSpcLhUYEOlL/0hv+oR68dLy40T5u7HoH0Mdr//9YAH//PUQX97ZcmnRhpxLFF5cdpQf9+byw72DGdH94rS5tUZL48sqr+ORnw5wvLCGe4ZH89w18X9ZNKIj1rWWcIq6kyuZi66f+sWIyWLl5RUn+GFvjsO6lRDmxcykMK5LCGnkm67n7ImlzmBm2cECFm7LJLdSi1Im4c5hUdw+OJIIv7Zb9c6mqFrH/D9O8vuhQgI9lDxyVQy1ejPf78mhqFpPlJ8rdw+PZmZSGBJBYM3RIn5NzmNfdiVSicDYuACm9gvlf6tOUKIxEBvkTnqJLQVeAijlEodtrSGtiTrYGr/IJAKpRRrHhYHK3rFOBG4dFIFVFPklOY8HRnXl+WviHZ9ZfpXOnshmS2g7UXhmFR7l52oPoXuz8rDN4vfn3NEOu2N97fdfHxjCYHtjGZPFypg3txDq7cKiOUObebeNOZco6IwWrluwgxqdibX/HNVqKP9ipLXxGcwWXl9zkm92ZZMQ5sWHtyQS6dexC8+2UlqjZ/rHuzBbre2yrrWEU9SdXMk4Rb0VUotqWJKSz+8HC6iwZ60bzFZemdaL2UOjWn1tS8lW0z/eSXaFlsHRvmw8WYpVFLkqLpDZw6IY2cBz3l5Scqp4ZeVxDudX0zfMixev7UFxjYEvd2RxOE+Np0rGLYMimD0silBvFzLLalm0P5/fDuRTpjHg66agqs6IRIAFtyXy9OKj1Brat6d+NtF+LgR5urAn60zSXYCHgjKNLeP8qYmxFFXp+HFfHkkR3vi5KzmYp6bMXjjIRS6lb7iXI5kt0X5MPYVqHRPe2UpSlC/f3m0rIas3WRgxfxM9unjy/b2DHcd+tSOLV1ad4LcHh5EU6dPq+26LKBwvrGb6R7sYHRfAwjuSLtrto+Zoy/jWHS/m6cWHEUV4fUYfpiR0vMZAa2iNZm5euIdTJbUsntN817X24hR1J1cyTlE/i8o6I8sPFbAkJZ/jhTXIpQLj4oO4cUAYA6N8mfXZbopr9Kx8ZESrxXCam1iWpOTz1OLDvH1jX2YkhVFUreOnvbn8vC+X8lrbfvMdQ6OYmWQLi7cXq1Vk2cEC5q89SanGwLR+ITx3TTyFaj1f7cjij2NFCILApN7Btqz5SB/MFiub08r4NTmPjSdLEEVbSPvxcd35amc2lXVGRxvXhrRF1AFCvJT0CfVi3YkzLkd/d4XDStYwxO+ulDG+RyBJkbZktvhgj3Puq9avzN+9qS/TE20V5T7depp5f5xk+cPD6WtPbqwz2Bq9DOnqy2d3tD4ftlUUvtieyX9Xp/K/6b25bXDkOY+/WGjr+PKrtDz280EO5Kq5dXAEL03p2ax9s6NYrSIP/pjC+hMlfN4B61pLOEXdyZWMU9SxhWe3ppWxJCWfjSdLMFlEeod6MrN/GFP7hTYKr2bbq7JF+buxeM7QFie5syeWWoOZsW/ZQsBLHxzWaEVuMFtYe6yYb3dlcyBXbesa1z+U2UMjm+2ffi7qDGY+2XKahdszkQgwZ3Q3/jGqGxV1Br7bncPP+3LR6M30C/fm3hHRXNM7GJlUQrFax6T3tztK1booJPbqZSIeKimaBhV62irqYOtE5+umoECtb/b5WQNC8VAq+HJnFjf0D+XNmX3bnGthsYrM/HQXORVaNswdja+bglqDmeHzNjEounGntrfXp7FgcwYb5o5u1ZLWVlGwWkXu/HofydmVrHp0BDGB5y4JfDHQHtEzWay8vT6dT7eeJj7YgwW3JnbaOF9bk8rCbZm8NKUn94zomMWxOZyi7uRK5ooW9bRiDUtS8lh2sJDyWgP+7gqu7xfKjKQwenRpWUzrM6BvHRzBa9P7NHvM2RPL63+k8tnWzEarx+Y4ml/Nd7uzWXG4EIPZyqBoX+4cGsXVvYIcDUvaSl6llnl/nGT10SJCvFQ8N7kH1yV0oc5o4beUfL7emUV2hZYQLxWzh0Vxy8AIDuRWcfc3yQBE+rlSUq1D30wbt/aIOthW5N0C3cgorXM85usqp9JeDveBUV1xV8p45890rusbwjuz+rZ5vGnFGqZ8uJ3rEkJ456Z+ALy3IZ33Npxi7T9HOi6Myu2NXmb0D+X1G1pu9NIeUSit0TPp/e0Eear4/eFhjWyLFysdEb0taaU8uegwWqOFV6/v3ajOfkf4cW8OLy47xuyhkbw8tVenbl84Rd3JlcwVJ+pVdUZWHLYVajlaUI1MIjCuRyAzk8IZExfQZiGZ98dJPt162hFKP5uGE0tmWS0T39vG9f1CebNB3fJzvc9F+/P4fk8O+VU6gjyV3DY4kpsHhbe73/vezApeXnmCE0U1DIj04aXrepIQ5o3FKrLpZClf7chid2YFLnIpM5JCOZxXzemyWrRGCw+N6YbWaOGbXdmNztleUQebsA+M8mZfttpxXyEVMNhD++PiA0mM8Oat9elM7BXEh7f0b3P29dvr0/hwUwbf3TOIUbEBqLVGRszfzNj4QD68JdFx3IvLjrJ4fz47nhvb4ufYXlHYmFrCvd/u574R0fxrSs82v+7voqOiV1Kj5/FfDrIns5IbEkN59freuHUgS72zrGst4RR1J1cyV4Somy1Wtp2yhdc3nCjFaLHSs4snM5PCmNYvpFHyVXvOefuXezmUp2bZQ8ObrOwbTiz3fJPMvqxKNj01ut2CbLGKbD5Zynd7ctiWXtbE897WFY7FKrJ4fx5vrU+jvNbIzKQwnpkYR6C9g9nxwmq+3pnNikOFGC22bPdIX1dyKrW8fWNfcirq+GBThuN8HRH15jjbNtctwI0pCV14f2MGV8UH8vFt/du0j6s3WZj8wXaMZivrnxiFq0LG/LW2C6+G4fbs8jrGvr2FB0d345lJzTd66Ygo/Pv3Y3y/J8dxUXExcz6iZ7GKLNiUwfsb04nyd2PBLf3pGdL2LaK0Yg0zPtnVKda1lnCKupMrmcta1NNLNCxJyWfZwQJHhrctvB7aKXXlyzQGrv1gO64KKSseHYGn6kxyW/3EsvlkKXd/k8yLk3tw/6iu5/X3mvO83zk0iqn9QtqcwFSjN/HRpgy+2pmFQirhobEx3Dsi2vH6Uo2eH/bk8smWDEwW0WFDG9rNj92nKxwCfL6i3ifEg6OFmmafU8gErooPZO2xEkZ292fhHQNwUZx7fHszK7hp4R7uHxnNi9f2pLzWwIj5m5iSENKos9tDP6aw/VQ5u58f16yodEQU9CYL1324A7XOxNrHR3boQvGvojNEb/fpCh7/5SBqnYl/T+nJ7YMjznmBWarRM/2jXZgsVpY/cv7WtZZwirqTK5nLTtTVWiMr7eH1w/m28PrYeFtxmLFxgZ1eTGN/diU3L9zDVfGBfNbA2iQIAgaThYnvbUMQYO3jrdd3bw/1nvfvd+eQVqLB21XOrAHh7fK8Z5fX8b81qfx5ooRwXxdenNyDib2CHe9/e3oZd3y1z+HLB4j2c6VYo8dospI5bwpRz65qsThNW/BxlTtazLo044evX8UHeyp5emI8w2L8zikEzy89yq/JuSx/eAR9wrx4eeVxvt+dw+anxjjcCofz1Ez7aCf/urYH941seqHVUVFILaph2kc7GRnjzxd3DrhobW6dJXoVtQaeXHyYLWllTO4TzOs3JLTo2tAZLdy8cDfpnWhdawmnqDu5krksRN1ssbL9VDlLUvL584St5nl8sAc3DghnWr8Q/C/wqunLHVm8uupEo25rgiDw6ZYMXv/jJN/cPZAxcW2r794eRFFkb1Yl3+3OZt3xkg553necKueVVcdJL6llcLQP1/QOYdfpcjaeLMViFRGAqf1CWHOkCJNVRCoRsFhFx0q9tapz7aW+DgCATCJgtoq4KqRojWey7rt4qegf6UNShA9JkT70DPFslAdRrTMx4Z2t+LsrWf7IcMprDYx+YwuzBobx3+vPJDXevHA3ORVatj49tsnF1vmIQr0f/tVpvbjjHLUM/i46U/SsVpHPt2fy5ro0gr1ULLi1v6NHQsNjHvrxAOtOFLPwDlvDnQuJU9SdXMlc0qKeUaphcUo+yw4UUKox4OMqZ1q/UG4cEPaXtW0Fm7g+8tNB/jhWxI/3DWFoNz8EQaDnv/9gSFc/vmxnffeOUFSt4+e9ufzUAc97ZlktL688zrZT5YiiTVxnDQxnUq8g7v56P9MTQ7ljaCQ3froLlVxKrcFMxmvXEv3cqkZlYDuKn5ucijpTk8dlEgGrVcTHTU5VnYlgbxUJoV4cLaihQK0DQCWXkBDqbRP6SB/6R3izL6uSB388wHPXxDNndDeeX3qU31Ly2f7sWILsOQSb00q5++vkZhMdz0cURFHkrq+T2ZNZwcpHRxAbdPHZ3C6E6B3IreLRnw5SUqPnuWviuXdEtCNS8fqaVD7blsm/p/Tk3k60rrWEU9SdXMlccqJerTWx8kghi1PyOZyntpc6tYXXr4rv/PB6W6k1mJm6YAc1OjOrHxtBsJcL3V9Yw/onRhHVwfruHaGtnne9ycK648X8mpzHrtMVSAQY3s0fuUxgS1oZbgoZj43rTn6Vju/3ZLP+iVHkVem479v9DOnqy0/3D6Xb86sd5VvPFw+lFI29sUxLoXiwdXz75YEhmCwiB3KrSMmx3Y4XVjsK5ET5uWIwWynTGFg4O4loP3fGv7uVu4dFObLTRVFk0nvbERFZ989RjULl5ysKZRoDk97bRoCHkt8fHt6pBVs6gwsletVaE8/8dph1x0u4Kj6Qt27sy9pjxbyw7OgFsa61hFPUnVzJXBKibrGKbLdnr68/UYLRbCUuyIMbB4QxrV8oAR4XR1JSeomGaQt2EubjwoYnx/D6mtRGPb//ao4V2Dzvyw+d8byPiw8kX61jxaFCqnUmwn1dmJUUzswBYY796oxSDa+uSmVrehkRvq6U1ugZHRvAZ7MH8NPeXF5YdpSc+VNYmpLHlzuyOFZY0ynvVyaB+gZxrnZhF7Gt2EF0PKeQSbhpYDiTe3chKdIHhUyC3mThWEG1Q+STsysd+/UeShkuCimVdUbeu6kfo+IC8FTJWXogn7mLDjdpf9sZolCfIHn38Cj+77pe53WuzuZCip4oiny3O4f/rU7FTSmlWmdiVGwAX1wA61pLOEXdyZXMRS3qGaW1/HYgn6UH8impMeDtKuf6fqHMTAqjV4jnRZmItPxQAY//coic+VPQ6E0XxLLTXnIr6nhtTSobT5Y6VrNxQR48Oi6Gyb27tLj3vvlkKa+uPkFmma1gzAc392Nqv1BWHyliSt8QIp9dxYBIH0K9XVh+uNCxD95ZSAVQKaTUGSyo5BJGdvPnz5OljY5xV8oY1s2PMXGBjI4LINTeC1wURT7YdIp3/zzF0G5+lNboOW0fhyDYxt833Jt1x4qJ9HPl94eHN0py7Iz/F/9ZcZxvdmVfsJyKjvJXiN7qI0U88vMBRBEevSqGf46P/cs6MjpF3cmVzEUn6tU6E6uPFLE4JY+Dubbw+pjYAFt4vUfgJVGxa/H+PGYNjPhbJxZRFEnOruLX5DxWHy1Eb7ISF+xB/whvsiu07D5d0SbPu8li5YvtmbyxNg0RmD00krkTYvFxU/L97mze33iKMo2B3qGenCrWIApgbKYC3fkQ6edKToUWuVTg0ati+GjzaQxmK14qGWPiA9mfXeXYY+8e6M7o2ADGxAWSFOnNHV/uI6Oslg1zR/PC0qNsP1XG3cOjOV5Yw4HcKjR6W9MaT5WMQdF+9I/05uGx3ckpryPAQ9kmK11L6E0Wpi3YSUWdgT8eH3XRRJQutOjVW9cMZgv9I3xYf6KE4TF+vHtTv3bXaegITlF3ciVzUYi6xSqyM8OWvb7ueDEGs5XYIHduTApnWmLIXzIRdDZ/18RSpjGw9EA+vybnkVleh7tSxnV9Q7h5YDgJYV4O4W6v5/2jTad4c306ggCeKjlH/jORvMo6fN0UfL0zm0+3nqZWb8ZVKUVrsHRaRnw9I2L82JFh2/t//pp4vtmVQ4Fah6dKxvKHh2ERYUtaGVvTy9ibWYnRYrV1eQvzIjm7ijFxATx5dRyTP9jOkxNieXRcd6xWkSMF1dz82W783JUo5RIyy+oaefA9lDICPJUEeigJ9FAR6KEkwENJoOeZ+4EeKjxdZM1eFKUVa7huwQ6Gd/Pjq7sGXhTRpQv5b7OhdW3RP4bSO9STxfvzeWnFMdyVMt69qR8ju1/Y4jxOUXdyJfO3ivrpUo09vF5AUbUeLxc50/qFMDMpjD6hXhfFBNhR/sqJpb5i3q/JeWxMLcVsFRkY5cOsAeFcm9AFV0XLWwB1BjO/Hyrgu12te94NZgvj3t6KUiYhys+Nr+4eRNRzqxgdG8CtgyJIjPDmi+1ZfLMrG6PFiijisL91FrcODufnvXmIwCNjunEgT82u0xUoZRKWPDiUPqE2K5XWaGZPZgVb0srYklZGbqUWgCBPJQqphEqtkW1Pj3UUiHlz3Uk+3nKaTU+OwU0pJcjThUXJuZRqDJRpDJRq9JTWGCirNVBaY0BnsjR5bwqZhAD3erFvfAFwtKCaH/fm8uSEWB4aG/OXhaFb4kL922xoXfvs9iSu7hXseC69RMMjPx3gVGktD43pxhPjYy/YHrtT1J1cyfytoh757CokAoyODWBmUjjje14a4fW28FdMLHmVWhbtz2Px/nyKa/T4uSmYkRTGrAHhxAS23IWsOVryvN8xNJJR3QOQSARHYtmHtyQytV8ob69PY1FyHsU1eoI8lcwaEM7Y+AB+3ZfPov028W1YvOZ8EbDtz364OQNRhKl9u+DnpuTrXdlIBXhjRl/6R/lQqzejMZhsP/UmMsvq+HpXNgazFVEUsYq2c3m6yHFVSBERKa42NPLgD5+3kYQwLxLCvEkI86JPqBceKjmiKFJrMFOqsQl8qUZPmUP8z1wAlGoMVOua2vQEwN9D2fQCwP57gP1+gIfygmXNX6h/m+eyrumMFl5eeZxfkvMYEOnDB7ckEuLd+VXlnKLu5ErmbxX1T7dkMD0x1FF//HLiQk0s9Va0Rfvz2GkPR4+ODeCmgeFcFR/UKZa+ljzvNySGcsvne9CbLGx95ipEUXT0Y/95Xy6b02xJbKNjAxgbF8jyQwUcyFWf9/s5mxBvFYX2Nq4SAUSx7QVwFFIBUQSzVUQpk6A/q9jNpF5BfDZ7IA/9mMKRfDV5lba9ekGArv5u9A3zpo9d7HuFeLYqvAazxSH2GaW1vLLyBEqZhLHxAVTWmRwXAOW1hmYvfDxVMgI9Vc1eANjEX0mAhwpPVfOh/5a4EP82f96Xy/NLj3LHkEhemda6dW35oQJeWHoUuUzCWzP7dlof9Xqcou7kSuai2FO/HOnsiSW1qIZfk/NYdrCAap2JMB8XZg0IZ2ZS2AVZ7UDznvdB0T5sTS8nZ/4UTpXUoDdZqTWYqdWbyavUsvVUGSnZVWgMZlwVUnxc5S32UT8fYgLdySitBcBNIWFkbCB/Hi/GIsLgaF8eG9cdLxc5HioZ7koZ7ioZ/12Vyg97c3h1Wm/+9fsxXpnWi7FxgWxJL2PNkSJ2Z1YAtrr2D3yXzPX9QukX4U1asYYj+dX2m5pSjQGwXQjEBnnQN/zMij42yKPFTn9b0kq56+tk7hwaycvTejset1hFKurOrPbL7BGA+mhAWe2ZCEB9xb2GKGWSRnv89YIf6KFy5AMEeCjxc1MilQid/m9z+6ky7vo6mZHd/dtsXcsqr+ORnw5wvLCGe4ZH89w18Z1WY8Ip6k6uZJyifoHojIlFozex4nAhi5LzOJxfjUIqYWLvYG4aEM6wbn5tKgPbWZzteT9XQxeJABLhjMWts/fXJcADo7vy2dZM5FIJEgGeuyaet9anUWuw0LOLJ9/eM6hRxrlGb2LCO9vwcpXjppBSXK1nS4MysQ98u58dGWWk/ncySa/+SXmtAQ+VjGt6B3N9v1AGd/VDKhEortZzOF/NkXy1Q+zrQ+1KmYReIZ4OkU8I86arv5vju3pl5Qm+2pnFV3cN4Kr49q1QRVGkRm+m7Kw9/oYXAPXbATX2rP6GSCUCfm4Kkv81gfwqrcP+dz6kFWuY+ckuQn1cWDxnKB6q1qsXNsRgtvD6mpN8syubhDAvPrwlkUi/8y/U5BR1J1cyTlG/QHR0YhFFkf05divakSJ0JgtxQR7cNDCc6Ymh+LgpLsC7bTtVdUbWHCvi9iFRxLywGneljCevjiMhzMuxIvZQylHJJQiCQIFax6/JeY69985mZlIoS1IK8FTJqNGbuX9kNMsOFlBea8THVc4Xdw4kKdLHcfz648U88H2K43VvzEhg1sBwAA7mVjH9413kzJ+CyWxh1+kKlh8qZN3xYmoNZoI8lVyXEML1iaGN6iSIokhOhZYjBdUcybMJ/bHCakfNeg+ljN6hXiSEe9Ej2JMPNp5CrTWy9olRF8zZoTdZGiX5NUz6e/PGfiS9up7P7hjQ6LNpL2UaA9d/tBOTxcrvDw/vcMRo7bFinllyGFGE12f0YUpCSIffEzhF3cmVjVPULxDtnVgcVrT9eWSW1eGmkDK1XygM0ECXAAAgAElEQVQ3DQynb9jF5wQQBIGj+Wr+8X0KZbUGXp/ep0kN9YbU771/tDmDQ3mdu8/eLcCN02V1hHipKKzWM75HICeLa8iv0iOVCLw0pSezh0Y6PsMHf0hh48lSonxdMVqsbJg72hEynvXZbhbPGYbBZHGs4PUmCxtSS1h+qJAtabYCPt0C3JjWL5Rp/UKaXV1arCIZpbWOFf3R/GpSizSOXvUAvq4KbhsSQb9wbxLCvP8yH7sgCIx6YxNFaj3zZvThhv4tf28toTNauPnzPaQXa1j0j6H0CTu/Xgv5VVoe/fkgB3PV3Do4gpem9OxwouDlLOp5lVoi/Nycou6kRZyifoFoy8RisYpsS7dZ0TaklmC2igyI9GHWwHCu7dMFt4ugGl1L1I+vss7Iwz8eYHdmBfcMj+aFyfHn3FPdn1PJg9+nUFZr7MT3Y0uYiwlwI6OsjvhgDwxmK9nldYjA9MRQXpveBxeFlNIaPePe2UoXLxXpJbW8f3M/pvULBWBrehlj4gK57fM9fHRb/ybNcNRaI2uOFvP7oQL2ZVUCkBjhzbS+IUzp23pHQIPZQlqxhsP51Sw7kM+BXHWjLnchXioS7Il49Ql552rG07HPSqCy1sCDP6awJ7OSOaO78fTEuDZb7axWkYd/OsDa402ta+eDyWLl7fXpfLr1NPHBHiy4tX+7XRxw+Yl6gVrHmiNFrDpSyOH8anLmT3GKupMWcYr6BaK1iaXeirYkJZ+i6oZWtDBiAi++rl7N0XB8ZouV19ac5KudWQzr5seCW/vje45tAr3JwgvLjrL0QEGnv7cADyUanRF3lRxPlYzsCi2iCHHBHnx6exJR/m6ObO0gTyVeLnLWPj7Kse8tCAIxL6y2+fHvGujow342hWodKw4X8vvBAk4Wa5BKBEbE+HN9YghX9wxu9aJMFEXu/24/W9PKeO2GPlTrTI5EvOwKreO4aH83x9583zAveoV4nVeVu/rxiaKIyWLl/1Yc56e9uYzvEch7Nye2qazx63+k8tnWzBb70Z8vW9JKeXLRYbRGC69e35uZrUSAmuNyEPXiaj2rjxax+kihw0GSEObFpF7BPHxVd6eoO2kRp6hfIM6eWPQmC+tPlLAoOY8dGeUI9Va0AeGM69E5VrS/kuYmzt9S8nl+2VEC3JUsnJ10zva3oijyw95cXl5xDIu18/qy16OSCZitEOrjQl6lFpVcilQi8O6sflwVH8jNn+/haH41OpOFT29PYlLvYMfYdmWUM+eHFGQSgYWzz733nFasYfmhApYfKqTg/9k77/g4yjv/v5/ZvpJWK2nVq4vk3ivGNth02wFCIKGGVNII3KWH5HeXRhJyl1xCwh0p3BE6CYRmemKKDcbdsi03SVbvq5V2tb3M/P6Y3bVkFcu2hG1l3q/XvraNVvPMzO7n+X6fb+kNYDZIXDYzj2vnF7C6InvIiPhub4grf7MZu8XAS19dmXQ3u/0R9rWoa/OVTb3sb3HT5j6ewleRm9ZP6O1My0s7peun/7lLNGD50caDlOek8sdPLh52EgPHU9duXV7Cj6+ZPW7LQh2eIHc/tYcPjrm4bkEhP7529qg9V+erqHd6grx6oJ2N+1rZUd8DwOTsFCpy0jAZBPVOP4fa+qj+6TpN1DWGRRP1cSLxw3K43cNT25t4fm8Lvf4IhXYLn1gyvqloHwbD/XDui6+z9/jD3PexuUm39kjsanDxhUd34RxDd/yJZKYYcfnCFNottPQG+OraqXxkXgEbfrsFgySYlJ3CS3euRIjjKV+1XV4+8/AO2txBfnnDPD4y7+QBXLKssKuxh+f3tPDy/jZ6/REyrAbWzcnn2gWFLCrJGJC1sLm6i9se2s5ty0v58bWzh/3cTk8waclXxu8TXeiMeokZ+Tbm9SuWMyU7dVh3+lDnbnN1F19+fDdGncSDty1iSVnmoL9LpK6tnOrgodvHv+taTFb47aZq7v9HNWWOFH5300JmFthO+nfnk6g7vSFVyCtb2V7nQgHsVgMWg45uXyjZRyEZbFmUzj3rZ2qirjEsmqiPA33BCDaLkat/t4XKpl6MOonLZ+XyiSXFXDjF8aGmoo0XI/1wdvWF+Mrju9le7+ILqyfzrSunn3S9ttMT5EuP7WLXGBWrMehEsiNdAp2AmAILS+zsbuxlVbmDuYXpPPB2LUCym1r/sbl8Yb746C6217v4+mUV3Ll26qit03BUZnN1F8/vbeXNg+0EIzKFdgtXzy/g2vmFTMtTl1p+svEgf9pSxx8/uZjLRlmIRVEUmnsC/YS+lwMtHrwhNZUtxahjVmF6UujnFdkpzrQMmLScSG2Xl8/9eSfNPX5++tE53LC4OPne0Y4+Pvbfp5e6dqZsre3m7qf20BuI8G8bZnLLspIRz8G5Luoub4gntjfyUmUbRzv6UGBAbIXFoGN2oW1ANcOyrJT+y0OaqGsMiybqY4AsKxxs8/DO0S7ePdrF7sYean66nst/9c45k4o21pzshzMclfnJywd5ZGsDq8od/PamBditIx+DcFTm3pcP8uetDWOyj4kStdPyUqlu99K/bMu8onQOtfWRnWZCJ0FLT5A5Rek89+UVSJI0YGyhaIzvPLuf5/a0cN3CQn523ZxTLmfsC0V542A7z+9pZUuNk5isMD0vjWsXFHLlrFy+/Pge2j1BXrt71WlXWJRlhWNOL5VNqtDva3FT1eohHC9YY7camFOYzmOfW87TOxopy0qhLMtKdpopKZJuf4SvPLGbLTVOPr9qEt+5agYuX5hrH3iPcDx1bSzy208VpzfE1/9SyTtHu1g3J4+fXTd32CDCc0nUFUWhpTfAB7XdbNzfxt6mXnr9x8sHSwLKc9JYNimDucUZJ/WygCbqGiOjifpp0tkXZPNRJ+9Wd7Gl2km3T3Udz8y3sboim++um4Esy+dcKtpYMdofzqd3NPL/nq8iL93MHz65iOl5J3efPrurmW8/W8kQxdNOmy9fPAVfKMojWxuSFpFeJzDrdYSisaRV/+Tnl7NiqmPQ2BRF4bebavjVm0dZOimT39+66LQnak5viJf3tfH83hb2JIKgCtM52O5hcWkGT3xu+Zh5cyIxuV9FPNV1/9q/rB5QOMhq1FGSaVVF3pFCcYaFd4528cbBDlZNddATiFDb6R2T1LUzQZYV/rj5GP/x+hHy7WZ+d9NC5hXbB213NkW9wxNMxkHsbuhhb1MvvvDxBkAGnaA8J41LZuRwxaxcpuXZhq1AOByaqGuMhCbqoyQUjbGzvod3j6rtPQ+39wHgSDWyqjybVeUOVpY7ksVEziVrYTw4lfHtbuzhS4/toi8Y5T9vmMe6Ofkn/ZsDLW5uf2g73f6xW2f/2mXlbJhbwC1/+oA2dyj5en/X56yCNF65+6Jhx/bC3ha++dd9FNjN/O+nljA5+9RTrvrT0O3jhb2tPL+3hWNdPgAqclO565JyLp2ROy5NXYQQNDh91HfHb04/DfHHTa7AgFz6BDPy0lhZ7qA0K4WyrBRKs6wU2C1npePcroYe7npyD519Qb595XQ+u3LSgMnzh/Xdc3pD7I9XFNwfD2xMlBCG49dVusXAmmnZ3LKslMVlGWc80ddEXWMkNFEfBjVQyse7R7vYXN3FB8dcBCIxDDrB4tJMVlU4WF2ezcx825BWlSbqA+n0BPniY7vY3djLV9ZM4WuXnTwvuscX5tMPb2dvk/tMdzfJ51ZO4q5Ly7nz8d28W+0Ejq+1J2i4bwOxmDystbyz3sUdj+5CVhQevHURyydnnfF+KYrCgRY3X3liT7JVbKpJzxWz8rhmfgErpmSNWWDaSOcuJiu0uQM0dPv5/Tu1vFvtJHEYdNLAOAWDTlAct/BLs6xMcqTERd9Kod0yroF0bn+Ebz1byetVHaydnsN/3jAvmUY5Ht+9Xn+Y/S1xAW92s7/FTUtvIPl+rs2ETgg6+0JEZYVcm4n1cwpYPzefBcX2M/a8yLLaRfGZXc386hPzNVHXGBZN1Pvh9kd4r9bJ5uou3j3qTH5pJztSWF2hWuPLJ2eNKrVGE/XBhKIxfvDiQZ7c3sjF07L5zY0LTlpcJSYr/L/nD/DE9sYz2d0BXDYzhwduXsR9rx3moS11ACyfnMn+Zje+cIyG+zYw9Z6Xubgim9UV2VwwxcGU7JQBFlZjt59PP7ydRpefn10395RzqYfD5QtzxX+9g14nccGULN6s6qAvFMWRauIj8/K5dn4hc8+wwuBozl3/1LXPXDiJzz2ykwanj29eOZ15Rfa4Ze8fcO/v52bWS4KiDEtS5EuzUihzqPfFGdYxSeFMpOPd+/IhMlOM3H/TApZOyjzj715fMMKBFk/S+t7X7E5OtADKsqzMLEjHYpBo6Q1Q2aSmRWanmVg3O48N8woGZTmcLs09fp7d1cKzu5tpdPlJNemp+tGVmqhrDMs/tahHYzKVze6kNb63qRdZUdNHVkzNYnVFNqvLs0fM2x0OTdSH5/FtDfzgxSqKMqz84bZFlOeevODOk9sa+O5zB07r/w1FQbqZb145jW3HXDy9Q+39PslhpbUnwNGfrh/UrCbXZmLFFAcXTMlixZQsijKsuAMRvvz4Lt6r6ebONVP52mUVY/JD/l6Nk1sf2sZNS9VyqW8d7uSFva1sOtxJOCYzyZHC1fPUGvSTHKfeAOVk525LtZPb/2/7gNQ1dyDCnU/sZnO1k09fWMb31s0YYIkrikKXN0RDt596p0+9j7v0G5x++kLHG8xIAgrslqSFn1jLL8uyUpxpPeUlhwMtbu58YjeNLj//emkFd11aMepr0x+OcrDVE3ehu6ls7k0ugwAU2i1qBHpROjPzbfT6I7x1pJO/H+zAF46RlWLkytl5bJhbwNJJmWOyHNG/vfL7td0oCqyYksUNi4u4clY+VpNeE3WNYfmnE/WW3gCbj3YlA9w8wShCwNwiOxeVO1hdkc38YvsZuw41UR+ZnfUuvvjYbgLhKL/6xHyuGEWp0Z31Lm764weDUtXGEpNecPTewaJuNUjEFJKtT4szLKwsd7B0UibvHFHT1tbPzeeXN8wbk3Xwn71yiN+/e4zf37YoeWzcgQivHWjjhb2tbD2m/tjPLUrnmvmFfGRe/qibw4x07kZKXYvGZH7y8iEefr+e1RXZ/O7mBdhGkdqWKCd8omWfuO8fDS4E5NvMAyz7hKVfmmXFahzaS+YNRbnnb/t5sbKVhvs28MVHdzLJkcLk7FT13pGCxajjcHtfsrve/mY31Z19yV72uTYTcwrVyn1z4qlkaWYDW2q62LivLek1sVsNXDU7j/VzClg+OXNMlhkURWFPUy/P7GrmpcpW+oJRijIsXL+oiI8tLBpgWGhr6hojMeFF3R+Osq3OxbvxdLPa+Cw8z2ZmdYUq4iunOk6abnWqaKJ+ctrdQb7w2C4qm3r5wkWTuXFxMe5glB5fmB5/GJcvTK8/gssfpjf+vNMT4pjTd/IPPwUurnDwjcsruP3hnXR7wzTct4Frf7eZPSes5SdS5IZ6nugSN8mRwkO3Lz7jALpwVOa6/3mP5p4Ar929mrz0gYLd7g7yUqUaYFfV6kEScOFUB1fPK+DK2Xkj5pEPd+4SXddOlrr2xLZG/u2FA5RmWXno9iWUnYa3oD+9/nDSsk9Y+onHiaySBDlppuMWvuO4pV+aZSXVpOe5PS18bFExF//HWzS6/MO2+7UYdEzOTmFukZ2VU7JYPCmT3HgqYSQm835tNxsr1Q59nmAUm1mNb9gwT41vONWI9eHo7Avy3O4W/rqrmZpOL2aDxLrZ+Vy/uIjlk4Zur6yJusZITDhRVxSFQ2196rp4dRc76noIx2RMeollk7NYXe7goopspuakjmu62T+rqMuygicYoccfiYvy0OLc448kxbvbGx62RKxOEtgtBjJSjGRYDWRYjaSadPz9UAeeYGyYvxqZE8UZ1D7oX7xoChv3tbLpG2uY9r1XWD45i7ePdgHqGnGiN/zisgwWlWRQ2+UdFPGcINNqYGFpBpfNzGX9nHxST6NYS22Xlw33b2FhqZ1HP7NsWNd+TWcfL+xt5YW9rTS6/Jj0EpfOyOWa+QVcPC1n0Pr1UOcuGIlx4x8+4HC7h7984QLmFg1OFevP1tpuvvT4LhQF/ueWhayY6jjl8Y0GTzBC4wmCn5gAnHjcHalGSrNS+NuXL6T8e68k8/OtRh15NjMWo46orNDjCw/627x0M5lWI+FYjJaeAIGIjNWg4/JZuVw9v4CVU7PHrJRzOCqz6XAHf93ZzNtHu4jJCgtL7Hx8cTHr5+aftLCPJuoaIzEhRN3pDfFejZN3jnaxudpJV/wLOy03LWmNLynLHJf0oOGYiKKeKJ26pdrJp1dO5lt/rcTlDyfFuccfodcfHiSYCfSSGCDOGVZj8nltl5c3D3aQk2bie+tnMqcwnQyrkTSzfkgxC0dlbv7jB+xs6DmtsZwo7In0I6tRx6EfX0XZtzcm05FC0RjBiIwkQBKquBt0gi9dPIUvXzyVUETmYJuHfc29vFbVzt7G3kGTlFSTnsmOFJZPyeKKWbnMKkgf1fX41PZGvvO3/Xz3qul84aIpI26bcOG+sKeFjfva6PaFSbcYWDcnj2vmF7K0LBNJGlxRTpYV7nxyN68eaOfBWxeNaikE1HS8z/55J/VOHz+4eha3Li8d1d+NFb5QlEbXcVd+vdNHndPHX764gntfPsiceFnVkkzroAm8PxzlWJePNw928PaRTg639yWXVvqjlwQlmWpk/yRHCpOyU+Lu/FRybaZTMgwOtnr4664mXtjbissXJifNxHULi7h+UdEpdaPTRF1jJEYl6kKIK4HfADrgT4qi/PyE91cDvwbmAjcqivLMKD7ztEU9HJXZ3ajmjL9b3cWBFg8AGVYDK8uzWV3uYFV59iCX5YfJRBH1YCTGB8e6eetwJ5uOdNLkUjMCGu7bwNJ730yKc2aKEbvVEL83kpliUO+T4m0g1aQf8Ufwg2PdfPnx3USiMr++cT6XzBi5ZGo0JvPVJ/fw6oH2MRnrpCwrdd1+Gu7bQOm3Nw4oNauXSBbDSdSRB7BbDPzbR2Zw7fyi5OSjtTfAp/5vO9UdXlZMzcLtj1Dn9A0oQgKqZTmrwMaKKQ5mF6qBWCcWtFEUhS89tpt/HO7gb1+6cNTFXyIxmS01Tl7cq7qQ/eEY+elmrp5XwD3rZw64Nn/+6mEefKf2tLqueYIR7n5yD28d6eL2C0r5fxtmjntN+JMx0ncvUZt/Y2Urrxxop6svhMWgY+2MHDbMyWfN9BwC4RjH4hOEOqeXOqePY13qkkAwclz4rUYdZVmq0E9OiH5c8NOtqrXd4wvzwl7VvV7V6sGok7h0Zg43LCpmVbljVMcqGIlR1epmb7xS4P03LdREXWNYTirqQggdcBS4DGgGdgA3KYpysN82ZYAN+Abw4niIer3Tx7vV6rr41tpufOEYekmwsCQjaY3PKkg/K8UwhuJ8FvXW3gBvHenkrcOdvFfTTSASw2yQuHCKgzXTc1gzPYeiDOu4jK+lN8AXHt1JVauHr11awVfWTB0xolyWFf79xQM8+sHYpLxdNTuPB29bzKTvbKQow0pLb2DIdVmjDmwWY7IJzdScFH50zWxWTFHd0N5QlDuf2M3bR7r43MpJfHfdDDyBCK/sb+PvhzqobHYnJwb9caQaky1WZxbYmFWQTqpJx1W/2YLVqGPjXSuHDRYbDn84ypsHO3hhb6saV/Kz9Vz/P+9x+4oy3P4I33v+ALcsK+En155e17WYrPDzVw/xx811rJzq4IGbFyZF7Wxw4ndPURR2N/by8r42XtnfRrsniEkvsWZaDhvm5bN2es6ojqksK7R7gqrIO33UdR0X/aaegddJqkmPQSdwByLIihpYuWFuPp+8oIz8EcrsRmMyRzu8VDb3qhUAm9wc6ehLfnaezcy2712qibrGsIxG1C8AfqAoyhXx598FUBTlZ0Ns+zCwcSxEvS8Y4f3a7ni6mTOZJ1qSaWV1hWqJr5iS9aE2ljgVzidRj8kKexp72HS4k02HO5PV8ooyLKyNi/gFk7MGuIvHc3zBSIzv/k2ttX7lrDz+8+PzRuzzrSgK//XmUe7fVDMm/7/hvg18+5lKntrRRH66mQunOHi9qn1AWlaC0kwLHX2hpAV3cYWD72+YydSctAHR4pfNzOU3N84fIB6dfUE+OOaKT56cyXVenRDE+h3bVKOOokwrh9v7WDopk3//yEzKc06t3WoCly9MVqqJVfdtSn6nyrKsPH3HcnLTz6ym+192NPG95/dTnGHlT2MQLHi6CCGQZZl9ze54T/I2WnoDGHUSqyuy+ci8fC6ZkTuq3vGjJRyVeb/WyVPbm9hS04U3pBodRr00IH9fCChItzDJoUb32y1GIjGZbm+YOqeXqjZP8lpKtxiYW5TOvCI784rVqPwcm1lzv2uMyGhE/XrgSkVRPhd/fhuwTFGUO4fY9mFGEHUhxB3AHfGni956663ke7KiUO+ROeCMccAZo6ZXRlbArIMZWTpmO3TMztKRm3J+9B1fs2YN/cd3ruENK+x3xqjsirLfGcMXiTeXsEvMy9ExL1tPQYoY1nIb7/EpisIbDVGePhImP0Vw1wLzSc/9a3URnjpy5mVlG+7bwMIfbOSW6Ub+Vh2h2asw16EjzajwXquMUYLwCcuvWWboVlueI4CLi3R8tNyEzSR4syHCE4fClNgk/mWhiQzz0OPo8sscdsU46Ipx0CnjDqvfTZNO9Qx4w8fL2eoEFKRKlNokStIkSmwSxWkSKYaTW9pr1qzhkRf/zo+3BhECQjHQC1iWr+fSUj2T0k8/9uSIK8bv9gSJKfCV+WZmOT68OJaIrFDvlrnjuktZ/IOX6Qoo6ATMduhYmqdjQY4e6yiOz6kQiCpsa4uypSVKTa8adzHHoWNVoZ75OTr0kiAQVej0y9T2xjjaI9PUJ+MKKgQGzxFJ0YPDKlGaJjE5XcJuFugFhGIKziA4AzJ/+rJWfEZjeEYj6jcAV5wg6ksVRfnqENs+zClY6m29gaRL/b0aZ7I/9JzC9KQ1vrAkY8yiTj9MzjVLXVEUDrf3semw6lbf3diDrEBWipGLpmWzdnoOq8qzT1rhLcGHNb73apx85YndyLLC/Tct4OJpOSNu/+T2Ru75236AYSPqRyLNJHHgR+uSeepfv7Qck0HHr/9RjaLA1fPy2XS4U7V4U4x0ntAD3qgThOPr8BaDxJ1ry/nsykm8X+vkq0/sIc1s4KFPLWZWwchr44kyxVtrnbxf283WY93JfG4BlOemopck2j3BAW784kwLM/NtzMxPZ1aBjZkFNvLTzYNqo1/4838Qiqqpa4FwjEe21vPsrmZ84RgLSux8akUZV83OP63vXpPLz+f+vJOaLi///pGZfPKCslP+jNHgDUXZ3dDDjnoX2+pcVDb1EorKNNy3gdse2saGOflcMStvzJcCZFnhg2Pd/HVXM68eaCMYkZmak8oNi4r46MJCctLMeIIR9je72dvUm8yLb3Orsz6dJKjITWNekY3CDCsxWcHZp6ZqNvcE6PaF8IdiQ16/Oklw7GfrNVHXGJaz6n5P/HBmp5lYXZ7N6goHK6c6yEo1nfJAzjXOBVH3h6O8V9PNpsOdvH2kM/mjMrvQxtppqlt9XtHp1aX+MMfX5PJzx6O7ONzu4ZtXTONLF00Zce33xcpWvvb0XgSq9XaqNNy3gUnf2ZiMjrdbDPzmxgU8sb2B16s6mOxIwZFqYnu9i6IMC809gQFifiIZVgP3rJvBjHwbn39kJ+5AhN/etOCkgYD9kWWFQ+0eNla28ft31f7vif0rz0llcnYKKSY93lCUmg4vdd0+EqfHbjUwM9+WFPnrFhYz7fuvDEpd6wtGeGZXM49sbaDO6SM7zcTNS0u4ZVnJKbeD9Yai/MtTe/j7oU5uXV7Cv39k1hnndju9IXbWu9hepwp5VasbWVGFblaBjSVlmSwpy+SqOfnjcm02ufw8s6uZZ3c309wTIM2s5yPzCrhmXgF6nWB/s5vK5sFV6fLTzRRnWLBbjRh0gmBEptUdpLnHT19woLmeYtRRlGGlMMOC3WrApJOQFfCFo3T7wjS5fLz3HW1NXWN4RiPqetRAuUuAFtRAuZsVRakaYtuHOQVRf/DtGlZXZDM9L23CtSg9W6Le2O1n0+EONh3p4oNj3YSjMilGHSvLHer6+LSc0+7X3Z8Pe3z+cJRvPbOPjfvaWD83n/+4fu6IwU2bDnfwpcd2I1AIRk9tPxvu20DZtzdis+hx9/ORXjo9h+sWFvLTVw/T3BNgcWkGVa1qgRr1eIBOAm9IXUO1GHQEIsfXU9PNem5cWsyW6m4OtXv4/vqZfPrCslO+9v+yo4lvPbuPW5aVkJ9u5r2abnY19hCOyugkwdyidJaUZpJvN6MoCtWdXg62epJpWw33beC1A23Dpq7JssK71V38+f163jrShUEnuGp2PrevKGNhiX3U+xuTFX7x+mF+/84xVkzJ4r9vWTjqIk+KotDcE2B7nYsd9S6217uSQmnSSywosbO0LJMlkzJZWJIxoB/DWF6bgXCMVw+08dedzWw91o0QML/YzvTcNGIo7G92c7S9L9kQyGLQqWv1Qk2585+Q8WA16ijOsFKUYYnfrAPu7VbDSY+vtqauMRKjTWlbh5qypgP+V1GUe4UQPwJ2KoryohBiCfAckAEEgXZFUWad5DPPeu338eTDEr1ITGZHvRpstelwZ7Ji3iRHCmum5bB2eg5LJmVg0o/t2ubZmLQoisLv3z3GL147TEVuGn+4bTElWcPX5d9a283n/rwDBQb9uI5EIqVtKCTgm1dOoy8Y5Y+bj2Ex6Ei3GmhyBUi3GPAEIiwqzWBXYw+KorrKrUbdgHQ2SajWs8sX4eOLivjpdXNOKQ1MURTufGIPr1e18+yXVjCv2E4wEmN3Qw/v13bzfq2TymY3MVnBqJdYVJLBiilZLPqsDegAACAASURBVJuUSapZz6xC+6jPXZ3TxyNb63lmZzN9oShzCtP51IoyNszLH/U19cyuZu75237y7WYeun0xU3MG1/qXZYWjnX3sqHOxvb6HHXUu2j2qZ8lm1qtW+CTVEp9TmD7issCZXptqtHwPf9nZzIt7WwhEZMwGCZNOhzccYYjOtEnGQrRPhibqGiMxIYrPnIuMp+h19YV4+0gnbx3pZPNRJ32hKEadxLLJmayJu9VPp9HHqXA2lxfeOdrFV5/YjSQJfnfTQlaWD1/NbG9TL5/6v+2Eo/KohT0h6onSr0ORaTVyz/rp/HVnM9vqXOSnm2l3BzHHrfNlkzJx+cJUd3pJ/ITrJDWqXSjQXxfSLQa+eNFkNswtGHXzILc/wlW/eRejXuLlu1YN6hzYF4ywo97F+zXdvF/bzcE2tZZDorjOlx/bhc1iIN1iwGbRkx5/fOItzWxAJwl8oSh/293Mn7c2UNPpJSvFyE1LS7hleQn5o4ia39Xg4guP7iIUkfntzQtYMcXBgVY3O+KW+I76HtwBNWYg12ZiSVkmS+MiPi037ZSWiE7l2nQHIjT3+GnuCbCrvodNhztocPmH7S+glwTZaSZKs6xU5KRRnDn2on0yNFHXGImzKur/83YNBXYLhXYz+ekWctJMZ71wxVgxlqInywoHWt3JILfKZtXlm2szJUV85VTHqFrCjhVnO2ag3unjjkd3UtPp5btXzeBzqyYN+2N6pL2PWx/aRl8wMqB4yHD0t9StRgmdEPSFhp4QFGeYuX5RMY9sbaDHHybFqKcvFEUSakrgmuk5PP5BA3qdRDQmJwvYmA0S4YiMwsCAvpn5Ni6flcvlM/OYkT/ystQHx7q56Y8fcP3CIv7jhnkjjsnlC/PBMdWKv/ejc1n7n2/hDkTxBCKERzI9gTSzKvo2swGbWU9UVmh1B2jtVaPnZ+bbuHRGLgtK7NitRmyJ7S2G5Dq6LxTljYPt/GTjIbp94QFldyc7UpKW+NKyTIozLWPWWtYTjNDsCiSFW735aXSpt+Emeia9RKHdTEWujQUldpaUZTLJkfKhiPbJ0ERdYyTOqqif6OLUSYI8m5kCu5kCu4X8dFXwC+wW9ZZuwWYZuSrZucJY9HTeUu1UhfxIF05vKLmelwhym1VgO2vH4myLOqhC8fW/VPJaVTvXzC/g59fNxWIc2iVc7/Rxy5+20dUXOqmIDeV+n5qTQmO3f9hguDybmdIsK9vqXMm1dJ0AvU7i7kvLeXlfG1WtHspzUml0+ZMlSdP7rdsbdRJTclI43N6HoqiTgstn5nH5rFwWl2YMOeH9j9cP88BbtTxw80LWz80/6TGDgedOURSCERl3IDLkzXPCff9brz887PFIoJcEQjDA8k1U6ivOtHD9omJKM63JSUB/L8GpRt7LssJfdzVx49JSrvr1uzT3+Ad5WnSSQCfEoGvAqBPMK7Zzy7ISLpuZ96FOkE8VTdQ1RuKsironEKbNHaSlN0Brb4C23iCtvQH1uTtAuzs4yA2WYtQdF3m7hYL046JfaLeQl24+J1LgTlX0FEXhmNOXXBvfUe8iElOwmfWsrlBTzi6qyD5nMgPOBVEH9bg98FYNv3zzKDPzbfz+tkUUZQztwm5zB7j1T9to6PYnrcShGG5NXScE84ps7D6he1t/DDqB1ajDHYiii9eXV4BPXlCK3WLkv9+uId1q4ILJmfz9YCfBqIxAtYY9wSgC+OzKSZTnpvJGVQeba5yEozIZVgOXzMjl8pm5rCrPTk5eIjGZ6x/cSl2Xl1f/ZfWwndX6M5bnLhiJ0ekJ8uet9Ty/t5VubxghSEbe64SIlwg2YNQJFNTI+K6+0IjnANSgsxOXBk4U/sStNxDhoc11HGzz0HDfBq78r3eQFdVS7+wLJtfBrQYJSZLwhqLodYK103K4ZXkpK6c6zplqlCdDE3WNkTin19RlWcHpDcVFXxV81e13/PmJrRmFAEeqKenWL0i3kG8faPFnpRg/jHWvk/5wBiMxttWpQW5vHemkoVut8FWRm8qa6TmsnZbDomEstLPNuSLqCTYd7uDuJ/di0Es8cPNCLpiSNeR23d4Qtz20jcPtfcM2nhkpUA7UFLecNCNHO0+tBez8Yjtfu6yCn75yiMPtfVw9r4DsVCOPbmtMRq4rioKswOTsFB68ZSGFGVbePdrFGwc7+MehDjzBKGaDxOrybC6flccl03NwByKsv38zswrTefLzy08qTmMRSFbT6WV7vSu+Jt5DS6/aE8Bi0JFi0tHtDYOAS2fk8ukLy7hgctag79wzO5v47nP7caSa+M5V07HFAw2H8wwklgvcgQjeIar7JUicv1STnlkFaWSkGGl3hzjQ4iYqK8wtSueGRUVcPa/wrJazPV00UdcYiXNa1EdDMBKjzd3Pwk9Y/O7jz09cRzXqpQEW/okWf4HdfMr1tU9kuB/OdncwWY71vRongUgMk15ixZQs1k7P4eJpOaMOljqbnGuiDmqr0jse2Ul9t5/vr5/Bp1YMnS7mDkT4zP9tZ1dj75CfczJRT5CdaiQQieINDe3ON+slgid0/koz6fnDJxfzfq2T/367luxUEz+8eibv1Xbz+LZGYrIyoIPcjUuK+frl08hOMxGJyWyvc/FGVTtvHOygzR1EErA03gv8hb2tfOPyCu5cWz7ifp/quYvEZKpaPfHIdBc7613JQlHZaSY1tawsgyWTMpmeZ0MnCVp6Azz2QQNPbW+kxx9hWm4an1xRykcXFA74bu1u7OGOR3YRjMS4/6b5rJ0+utz9aEzmtap2fvryIVrdQVaVO1g3J5+YrHDbBWW8WdXOtjoXz+9toasvRFaKkY8uKOT6xUVMz7ONeuznIpqoa4zEeS/qJ0NRFHr9kaTAt/YGBrj8W3uDdPQFOXFXMqwG8tMtxy1++0CLPyfNPKJFlPjhjMkKe5sSddW7OBSPQi60W1gzXXWrXzDZMexa8LnKuSjqoMYi/OvTlfz9UAcfW1jEvR+dPWSLU384yh2P7GRLTfeg90Yr6glMOrXU6nA4Uoz0BiID3M1XzcnjliUl/HDjQao7vdy0tJi7L5nKj146xKsH2gcEz1mNOr500RQ+t2py8jpRFIUDLR7eONjOG1UdHOnoS25/45JiPnlB2bCBdic7d4FwjD2NPaolXu9id0NvMt++NMuqRqbHo9NLswa3Ne1PMBLjxcpW/vx+PVWtHmxmPR9frO5fIh2xtTfA5x/ZycE2D/ecJOgR1OyPH288yIuVrUx2pHDvR+cwNSeVqlY3Va0e7lxbTum3N6KXBGum53DDoiLWTM854+I35wqaqGuMxIQX9dEQicl0eIJJl35Lb4A2d2DA8xMrP50Y1Nff4s9LNzO70M7dT+7mnaNd9Pgj6CTBopIM1a0+PYeK3NTzIuBvOM5VUQd12eb+TdX8+u/VzCtK58HbFg2ZdhWKxvjqE7t542DngNdPVdSHItGfvf/jgnQTre7Q8W0EXFyRjUEn8ebBDgrsFn5x/VxKs6x89ck97DnBk5BnM/P1yyu4bmHRoAllvdPHi5Wt/G5TTTIIbLhAuxPPXa8/zI56tUrb9jpX0k0tBEzPs7E0boUvLcs87cJFiqKwq6GHh9+v57UD7cQUhbXTcrh9RRmryh0EIjG+/pdKXj3Qzg2LivjJR2cPyoOXZYWndjTy01cOE4yo5WwtBh2H2vvo6jt+XBvu28Af363l2gWFOM6RGJSxRBN1jZHQRH2U9AUjJ1j4qps/EdTX1hscYIk13LeB+T98nYvjkeoXlWefl+t3w3Eui3qCN6ra+den92Ix6vifWxexpCxz0DbRmMw3n6nkuT2tydfORNRNOkGoX3DnAHGPB5ClGiW88Y4wifetRl08dS7KLcuKuWfdTPY29fDVJ/cma7snerrPyE/j++tncuHUwfn52+tcfOL3W1lQkkGG1TAo0O6ymblcOTuf5/c0q/nhdT1JK9+ok9RqdHEBX1iaMepeAKdCuzvIE9saeGJ7I05vmMnZKXxqRRnXzi/kT5uPcf+mGpaUZfDbmxbg9IY52ObhvRon/zjUkazWB+rEujwnVa11H29TOzPfhj3FeM5fmyMRkxW6vSE6PCE6PKonscMTotMTpMMT5OHPLNNEXWNYNFEfI2LxoL6ES3/DvAKiMfm8iag9Vc4HUQeo7ujjjkd30eTy8+9Xz+LWZSWDPCSyrPDvLxzg0W1qT/YztdQlVJH2jlDsRmJgAZoFxXaOdPQl86bTzHq+v34G1y0s4ldvHuXBt2uTk4PEmvtFFdl8b/0MKnIHVmj71RtHuH9TDffftIBLpucMCrRLjC/FqGNhaUbSlT6v2D7kUsV4EYrGeGV/Gw+/V09lsxuLQceconSCkRj7m92DGproJMGyskw+Mi+fWYXpVOSmJfdXURSc3jDHurwsn+IgHI2dc+52WVbo8YdVse4LxkU6LtyeEJ19qmh39YUGBXEmAoBzbSZevmu1Juoaw6KJ+jhxvoje6XI+jc8diPAvT+3hrSNd3LikmB9eM2uQa1dRFH7x2hH+553aMXG/g1re1BuKDhtlDwMt+bmF6XxmZRmPbG1kd2MPoMZ2fPrCSSwqsXPXU3vp9oWTop6YmtywuIhvXDGNnDTVNR6Nydzw+63UdHp59e5VyRS/RKDdyvJs9jX1MiM/7axkVnR6glS1ejjY5kmugycyPxKkmfUEw7FkQ57rFhbyvXUzSDMbaHT5qO3yUdvlpbbTxzGnl9pObzInveG+Dcz6t9dYPjmTlVMdrKrIZrIjZdyWuxRFwROIxi3q40KdFO2+IJ1x0R6qUl1mipGcNBO5NjO5NvU+x2YmN/maGUeqsf/yiSbqGsOiifo4cT6J3ulwvo0vJiv815tH+d1bNSwosfPgrYvIHWJ9+LebqrnrkooxEfUEFoNEIJ6BkXChD4dRJ3j0s8soyrDwtb9Usq3OBagCvqQsk95AmKMdXoABZWyNOokvXDSZL188FYtRR2O3n3X3b2ZGfhpPfn75APH+sM6dLCs0uPxJ4T7Y6qGq1YPTe3z9uyTTmuwgN6vQRm6amRcrW3j4/YZkgR4gWfa40eUn1m+WlGczMzk7hSnZqUzJTmFydioXTcvhnr/tY0uNMzlZKEg3s7Jcbed84VQHmSmjayzjDUXjQq0Kc8cAoT4u4KEhTqrNrE+Kck5crBNCnRMX8Ow00yn3ZdBEXWMkNFEfJ8430TtVztfxvbK/jW/8tZIUk54Hb13EotKMQdsIIbjy1+9wqE1da+6fYna69LfIQU1t6xsh1/qKWbncf9MCdjX08LWn99LuCZFuMeAORJKuewHodYLsVBOt8ba6qSYd375yOjcvK+XFyhb+9elKvnZZBXddcjzNbTzOXSgao7rDS1WrOyneh9o8yUY2ekkwNSeVWQXH+7xX5KTiDkap7fRyzOmlpsPLtjoXjS7/kL3EU4w6Nswr4ILJWUyOC3jqEJXf+o+vsdvP5poutlQ7ea/GqRb4ETAj38aCYjtTslPjzXXCdPaFBgm4b4glFKtRR15/obaZ+1naqljnpJnHLaNFE3WNkdBEfZw4X0VvtJzP4zvc7uGOR3bR5g7w42tmc+PSkgHvCyGIxWRe2tfKj186iDMeqKaTxAAr8XToL+5GnUAIMaSVl3j/T7cvYWFpBj995RBPbGuk0G5mQUkG7xztGpCRkWE1kGE1cMypWqaOVCM/vmY2r1W1s3FfG3/5wgXJCcyZnjtPMMKhuHCrNzc1nd5koGiKUceMZPCajdKsFCQBTa6A6jLv8lLb5aOh2zfAHZ2oB5+dZuJjCwtZNimLKdmpuHwh7nnuQLIpzZKyTD6/ahKXzMgdFLMSjckY9Dp21ruSgWUdCbF2B2l0+ensCw15zHWSOkEqyjCTm24hN62/O/y4aA81kfgw0URdYyQ0UR8nzmfRGw3n+/h6/WG++uQeNlc7uXV5Cf+2YVayvHD/sQXCMf74bi2/e7uWcFwIxkLc+5OwwEF11UdkhWg/sSvKsPDk55dT5/Tx7Wf30eEJcseqyWSmGvnlG0cHCFR+uhmzQaIuLu6FdguhaAyLUccrd60izWwY9blTFIXOvpDqPm9JrIF7aHQdX/92pBqZWZDOzPw08tMtGPUSvlCUY05f3AL3DUg300uCMkcKkx0pTMlJpSTTyq6GHp7f00KqWc8962Zww6KiIde/n9reyPefP4CiQExRKMqw8JG5+ZRkWanp9LGvuZcDLR4O/+SqAcsnekkcF+a4UOfYzKRbDLh8IWq7fOxrdlPnVCsE5qSZWDnVwcpy9ZaIVThX0ERdYyQ0UR8nznfROxkTYXwxWeEXrx/m9+8cY0lZBg/cspCcNPOQY+v0BPnFa4d5ZndL0toeC7c8gE5ATFEt3IS7d0FxOlWtngENU0ozLXzzium8fbSTZ3a1MC03jW9dOY2fvXqI2k4fjlQjXV7Vq2C3qrXWO/uOl1FeU+Hg/z6zbMjxybJCXbev39q36kbvX4a5NMvKtNw0cmxmrAYdMVmm3ROitstLndM3YHJhtxqYmp3ab71bfVycaU1GpW+pdvL95/dT3+3nugWFfG/9jBF7G3R6grxY2cqv3jxCICwj+h1/ScC03DSWTc7ih9fMZtPhjqSAZ1iNo2rd2tobYEu1k801qqs+kUo4PS8tGXC3tCzzrBeK0kRdYyQ0UR8nJoLojcREGt+Lla1865lK7BYjv79tEfNLMoYd24EWNz94qYqd9Wp0+lgJu4h/lhACOV7/3WrUsXJq1qDiOBaDWlZ4d2Mv7kCEz6+eTFWLhy01Tq5fWMjBtr6kq1rdXpesCFeUYeG971xCZVNPcu27qtXN4fbj6XQGnaAsK4W8dDMpRh0KqmejoTtAuyeY/FxJQGnWcas7Eag2JTt1xEC0bm+In7x8iOf2tFCWZeXej84ZlHPvCUbY3+xmb1Mv+5p72dfspi0eNyAJtdRzMCJzweRM0swG3jnaRSgqs2xSJn/54grerGonJ7623T9yfLTIssLBNg+bq51sqeliR10P4ZiMUSexuCyDVeXZrCp3MDPfdkq93scCTdQ1RkIT9XFiIoneUEy08VW1urnjkV10eUNU37sOWZaHTYFSFIU3Dnbw45eqaO5VhWasXPJ2i57eQBSTXkpavuU5KbT1BpIFa/pjNUj4IzKTHVZm5Kfz8v42rpyVx/WLivjhS1U09QSwGnUD+ob3T9mTBKSa9KSa9OgkQSASo9c/sKStSS/hSDWRlWokK8VIVoqJzFQj6RYDOkmdhCiKelwURZ3kyIqi9opPvqYgKwqH2jx8cMxFJCYzr8jOnKJ0AJzeEF19IZzeME5vaEC8QKpJR4bVSEaKkQyrEZvFgKIo7GnspaU3QIHdzLTcNFp7AzS4/Bz5yboB7nchICvFRE6aKemCVwVfdcMn7rNTTcN2eAyEY2yvd7GluovN1U4Ot6tBlJkpRi6c6mBV3F1fMIoueWeKJuoaI6GJ+jgx0UTvRCbi+Fy+MHc+sZsn77iAy3/1DrcsL+HaBYXYzENXVQtHZR7ZWs+v3jyaFE2dEMTO8LjoJMhNM9PqDiaDxwRQYLcku6ElONFTMMWRQq3Tx9yidP775oW8uK+V3/6jhpiiUJ6TquaEj1Ee/mgQAqR4Kb1EG1qBus6tQNIr0X97vSQw6CQMOgmjXlJ7sqNec4mlDwX1w/qCUfpCUfSSiFe/U9j9b1cMGJ8kINWsx6xXvQ6hSGzY+gGJnPHsROpZ2nHxT0S1Z6eZ8AQjvFfjZPNR1V2fiBuYkp3CqvJsVk51sHxK1rgE1WmirjESmqiPExNR9PozUceXiJ5ef/+7HGjxYDHouHpeAbcsL2FukX3Iv3H5wvz6zSM8tq1RtVg5XhL2TCjOsNDrD+MNxZIR86nDVKrTSwKddDySXhJqAZeHbl9Cvt3CTzYe5NUD7eSkmdjx/cu47U8fMCUnlUK7BQlwhyLUdfk52tFHbac3WfTFatQxLTeNGfk2ZuSnMasgnUkOKwa9Lr5kIBDiuHj3fw2gurOPX75xlDcPdiRFOeEFsBokSrJSyLOZcaSZSDcbkFFUoQ6q7VXVx+rzvmB02EyB/gw3aTkxrRBUL4Xap11PikmPSS8hEGofdk+ILm9oSA9MusWQtPxz0szoJUFvIEJzj5/aTi/hmIJOwKLSzHh+vIO5RfYxqTCpibrGSGiiPk5MVNFLMJHHlxjbvuZeHv+gkRcrWwlEYswpTOfmZSVcPa+AlCEssJrOPn688SDvHHUOKgN7ukgCFhRnsKuxZ4BV3t+C738WEqLRX4gWltj53KrJGHSCn75ymLe/uYbSb2+kONPC7Hje+KxC9T4nzUw4KlPd2UdVi4cDrW72t7g51OpJtpE16iWKMyzkp1twpBpJtxow63V0e0M09QTo8ARx+cP0BaJD5puPRKpJT5pZvamPDfHn8fvk+wZS49vZzAba3AG+//wB3IEIR36yjj9trkWWIabIhCIy/nAMXyiGyxeixR2g0x2iNxBOFgUaCqNOkGLSY7caVPe/xYjZKCErqpfGH4nRF4zg8oVx9oWTjXROPH/9z1lRhoUZ+TYWl2Yys8CWXAZINelHXfFOE3WNkdBEfZyYyKIHE3t8J47NE4zw/J4WHv+gkSMdfaSa9Hx0QSE3LythRv7g3tzvHu3iRy9VUdPlG9I6PB1sZj15NjNHO73Jz+z/2akm3YBmJ0NF6KeZ9Fw6M5df37iALz22i4ZuHy29AXrjvdFBrUxnNkjoJIGiqEVlRhK+4Uj8X6NeYkGxnYUlGaRbDUnRtsVFOrWfYKca9WcUdNbVF+JLj+3i2S9fOOzygurBUC1zdR8MyfGGIjK+cJS+QJS+kOopCIRjowqEtJl1ZKWaSTPrMBv0GOOBeTFFwReK4vSG6PVHBsQ29Mdi0B1375+w7n98GcCMzaJHkiRN1DWGRRP1cWIiix5M7PENNzZFUdjd2MPjHzSycX8b4ajMwhI7tywrZf3c/AHNUKIxmad2NPHL14/QE4gM+qzTJcNqICorg1oBS0INaNNJIinuJy4BTMlOpcMTpOpHVw4QPbNewmzQJYPeQlGZQPi4y9+kl8iwGkkx6ZJ1zp39Ut2yUlRLNiortLkDhKLqXwqgPDeVuUV2ZhfYmF2Yzox825BejrFCURQkSaKuy4snGMETUF33icfqfQRP3KV/4mveEar8JZDix7X/FSIEGCQJVcsF0ZicXMI4EZNeYNSrKYGBiJw8RxaDDrNBQgiBPxwlOMRkyqSXOHrvOk3UNYZFE/VxYiKLHkzs8Y1mbD2+MM/ubuaJbY0cc/pItxj42MIibl5WwtSc1OR2nmCEBzbV8NCWOmKyMiZWO6jCEI4O/LxEvntFbiq1nb5kwF5/ca/ISeXNr19MY7dPjXo36wd0M4vGZKo7veysd7G52sn+Fjft7uCg/U4UkVlUksHCUjs2s4H/e6+O7fU9zC1K59r5Bbh8EQ60ujnQ4sYZz58XAiY7UphdmM7sgnRmF6Yzs8A2pi1ez+TajMkK3qAq9O7AwMlAXzAaF/8Ibn+Ebl+Yzr4gPb4I3lCEQEQeVQaETqjlfXWShCwrRGRlxL+zGnWkmnSYDTqMOol/fGONJuoaw6KJ+jgxkUUPJvb4TmVsiqKw9Vg3j29r5I2qdiIxheWTM7l5WSlXzMpNNuto7Pbz89cO8cr+9qT4jtv+o1ZFy0o1cnCI+vUN921g5c//waKyDBYU2dHrJI45fVQ29VLV6knmtNvMeuYV25lblM7cIjuzCmz4QjEOtKgNWg60ujnY4h4QuJefbmbl1CxmF9qZXWhjRr4Ni0FHZ1+I/c3uuMirufGJvHNQC9vMLkhnVqEtKfajbboyaPxn8dqUZYU2T4CqVg+H2/qo6eyjvttPS09gQCEfAViMuqR3RY4vdfhCw7frTdBw3wZN1DWGRRP1cWIiix5M7PGd7ti6+kL8dVcTT2xrpLknQFaKkRsWF3Pz0hJKstT2p9vrXPzopSoOtHrGTNwNOjGopWcikO7ymbnsbOhJVkcTQP0w0eEmvURplpXlkzO5ZHouF051jFi05f1aJ9977gB1Th9LyjKYWWCjzumnqsWdFLCEZT6rIJ3ZhbZkQxe71YjTG1InBy2qNX+g1U2T63jKXqHdwqy42352XOxzhuisdyLn6rUZjMSoc/qo7vRS06m2i62JN7Ppf/5ybSZKMq0U2C1YDDpcvjDNPX5qOvsIxzRR1xgZTdTHiXP1h2WsmMjjO9OxybLC5honj3/QwD8OdxKTFVaVO7hlWSmXzshBEoLn9rRw32uH6OwLj0n6m04SpFv0uHyD1+9n5duoyEvjhb0t6CRBzU/Xs+CHr6OXJLyhCP5hAuF0QlCcaWHZpMykm3xano1wVObelw/x7O5mSrOs/OTa2awqz07+naIodHhCAy36Vs+AHPtCuyUp8on7nDQTnkCUqtbjFv2BVrUme+L4ZKeZmF1gY05hOrMKVYs+L82ENxxLusZnF9rZ39yLUa/muuslkcx3N+gljPHXdJIYtx7rp0I0JtPo8lPT6aWmS+1WV9OlCn7/wLpE8KMm6hojoYn6ODGRRQ8m9vjGcmzt7iBP72jiqR2NtLmD5NpMfGJJCTcuKcZuNfCHd4/x4Nu1hKLymEXJp5n1tPQGB7xu0kt8dtUktlQ7eemrqwZZ6npJYNJLxGSFSEwe0YOQEJclpRl8euUk5hfbyU83n1QgXb4wB+MiX9XqoarFTV33ccHOsBqY5EilOMNCTrxmu0En6PaGaXCpLuyueBR5YolgKEZbXCcR3GbQqWKvlySMOoFeF38tXgDHEH/NqJPQx1/v/7j/tnqdiE8aJAx6kZxAGPSS+r/0Ij7RkDDqhbqd7vhjb0id1FQ2udnd6KLNrRa1sRp1OFJNSALe+dZaTdQ1hkUT9XFiIoseTOzxjcfYojGZt4508fi2Bt452oUA1k7P4ZZlBaXCFQAADspJREFUpVTkpvHLN4/wt90t6CQYIt35lCnOsNAXig5IVwOYkZfGa/96Ee9Vd9Hjj9DtC9HrD+PyRej1h+kNqAFi7kCEbm+YvmBkVCldAjV9zWSQsBh0aiS3XoL4sYwpCrGYGhQWicqEYzKhqEwoEhvVEoQAJEmglwTqx8Yr0sWDzGKykvyckUQ9YaHrdSIerS6QJIEuXnc/WUwHkgV0EpeCEn+cKHkrKyDL6gQoKivIMYWILA9aChlrNEtdYyTObmNgDY1/EvQ6ictm5nLZzFyaXH6e2tHI0zua+fuhHRTaLdy0tJiHP72EB96qYUd9T3JN/HRp6lFd3ZMdVuqc/qQX4FC8ZvnNf9p2pkMagAKqSEdlPIGTp4X1J1GNTkJdRkg0tlFFVCEab0WbEO8wavS4Pi7IkiQwKBCT5eQx04njItz/KEZl9fPUzLUYQqjLDDopUQlPVfKEeMfi258uCQ+ISS9h1OvQ69QeAeGoWhAn4XGQBNgsBjJT1Pr6dqsBgyTFJxr9q/QJfnPae6Pxz4Am6hoaHzLFmVa+ecV07r6kgr8f6uDxbQ385xtH0UuCS2fkcNfaqfxtdzPNvcEzDqY75vQjgHSzHnfw1MT2wyLRHz0Gw+Z2D9geiMSUES3i0R4zRYGooqAWyzv1Ay0AIYEO1QOQ9ALoVC+AThCfRCj0+sMDllmMOolUkw69JCGEmk7X5g7S2O0/o4mExj83mqhraJwljHqJdXPyWTcnnzqnjye3N/LXnU28VtVBSaaFtdOz2XbMlQyWOt2feQVwB6NjVt0Ohq6jPl4kLOnjVrTq+h7LvP/TRQEUGWSUUU1I+hOOyain9uRpbBoao+XUmgxraGiMC5McKdyzbgZbv3sJv/7EfPJsFjYd7iIclSnNsqIAw3QFHTWnK4CJXu+J24cp6KBa8eGYknTvh2OqS/xsC7qGxrmIZqlraJxDmA06rl1QyLULCjna0ccT2xp5dnczAAa9jmg4hl6CUTQrGzMSa9MaGhrnPpqlrqFxjlKRm8YPrp7F9nsu5RfXz6U8Xn42ER0/Bl08NTQ0Jhiapa6hcY5jMer4+OJiPr64mAMtbh77oIFndzePe+qUhobG+YdmqWtonEfMLkzn5x+by+7/dxnfWzfjtOuja2hoTEw0UdfQOA9JMxv4/OrJ7Pr+pTxw8wIK7Cevia6hoTHx0URdQ+M8RgjB+rkFvP+dS/jjbYvJG0XDEw0NjYnLqERdCHGlEOKIEKJGCPGdId43CSGejr+/TQhRNtY7qqGhMTKXzcrlve+s5Rcfm0O6WQuX0dD4Z+Skoi6E0AEPAFcBM4GbhBAzT9jss0CPoihTgf8C7hvrHdXQ0Dg5Oknw8SUlvP/dS/jq2qkYNF+chsY/FaP5yi8FahRFOaYoShh4CrjmhG2uAf4cf/wMcIk4F3oaamj8k5Ji0vP1y6fx9rfWcs38AkAtGqOhoTGxGY2PrhBo6ve8GVg23DaKokSFEG4gC3COxU5qaGicHoV2C7+5cQGfWlHGj16qYk+TG2DUDWNMekGqyUCqSW3pmmrSk2qO34w60sxGUkw6Ukx6Ukx6rEYdKUb13myQAIGsKMnmLIkGK3K8Ipwcf0FWQEFJNlIZsP1Qr8X/NvEe/Z5/7D74xfVzk+VkEx3VlHiDlsRjuf/78uBt1YYu/Rq7xNSGMeGYTDgqE4mp3eaiMbXhTDgWSz6OKXKyCU002UVO/T9RWb1PPE+Uu43J8fGgIMsfbtU+jYnDaER9qAn+idfbaLZBCHEHcEfi+dtvvz2Kf3/+oo3v/GUiju2umQrbM018B1hdqMNqEFj1qPcGQYpeYDWAVS9IMQgsetWdf5xY/BYa/OGR+C1OIH47XQRn5lnI8dae2h+M6zLFmY5mIGu0xU2NEThpP3UhxAXADxRFuSL+/LsAiqL8rN82r8e32SqE0APtQPZIDdO1furnNxN5fBN5bKCN73xHCKH1U9cYltHMT3cA5UKISUIII3Aj8OIJ27wI3B5/fD2waUIrtoaGhoaGxjnISd3v8TXyO4HXAR3wv4qiVAkhfgTsVBTlReAh4FEhRA3gQhV+DQ0NDQ0NjQ+Rk7rfx+0fa+7385qJPL6JPDbQxne+o7nfNUZCy2LV0NDQ0NCYIGiirqGhoaGhMUHQRF1DQ0NDQ2OCoIm6hoaGhobGBEETdQ0NDQ0NjQnC2Wzl5BVCHDmL/3+8cQghJnKZ3Ik8vok8NtDGd74z7WzvgMa5y9kU9SMTOS1DCLFTG9/5yUQeG2jjO98RQuw82/ugce6iud81NDQ0NDQmCJqoa2hoaGhoTBDOpqj/4Sz+7w8DbXznLxN5bKCN73xnoo9P4ww4a2ViNTQ0NDQ0NMYWzf2uoaGhoaExQRh3URdCmIUQ24UQlUKIKiHED+Ovvy2EWBx/XCaEqBZCXDHe+zMWCCHqhRD7hRB7R4pEFUIsEULEhBDXx5+XCSEO9Hv/80KI3UKIjA9jv4fZx/8VQnSesF//IYQ4LITYJ4R4TghhH+LvioUQbwkhDsXP69393nu435gzhRB7hBCf/nBGdHJG2vf4+98QQihCCEf8+aeEEL+LP5aEEH+OHzdxNva/P0KIafHrMHHzCCH+RQjx/9s7/1iryzqOv97eiJmIf2gqgniJVdNa8UuqsfBX3QnZRUodxpDCH7sKbVIWGqzZj7mkEN2YulJrlkhhaSaEUEqO+YvBBCmQIK5xRdHlmjEdpffdH89z7v16/J57L3C+55ydPa/t7Dzf58f3vD/3ec7z6/N8zx0j6elSG5U0sY97DJX0UsnGGNeZsX+8pD2SxtbCphx9eW304lh33aV+JJN2g6Rdkl7I9imSDmTCU2OfM7I2VvR8bp4tn5T0VOxT/iBpaIxvlfRWpm7vrHDPG2P9lfJNjfFnS3okk++Hkh6VNLhoOxN1xHahL0DAkBgeBDwDfBpYD0wARgAvAO1Fa6miTZ3ACf3kaQEeA1YDF8W4VmBbDM8CtvZ3nxrYMhkYV9IV49qA98XwzcDNOeWGAeNi+FhgJ3BGvP4FcBFwHLARuLredXYI2k8l/JvhF0t1A3wVWBbb8k+B5cBR9bajQpt7BTgNWAtMifFTgfV9lLst2rQsE9cJnAB8AtgDTGywNno64Xnt9cCETPwZwBZgMDAK2A20xLQD8f28GD+6QWzZCJwVw3OAH8RwazZfH/e8EbguJ/5s4JEYXgg8Dhxd73aaXsW+Cl+pO1CaIQ+Kr5Ij/2RC57PI4f+yNxNfB34LvFqeIOkS4HqgzXZdfyTD9hPA62Vxa22/HS+fJky8ysu9bHtzDP8H2A4Mz2QZAvwRWG77jiK0Hy79aF8KfJveNprlNuB44DLb3bXQeoicB+y2/SJB/9AYfxywL6+ApPHASYTvYTmnAw8Bs2w/W325A6NCG91uO+/Hq6YBK2wftL0H2AX07FJI+izwM+ALtncXKDuXPFsIk5MnYngd8OVqfqakbxImdl+0/VY1751oPGriU5fUIuk5wgC3zvYzMelewupgZS10VBEDayVtknRVeaKk4cB0IG+77DTCqq/N9ivFyqwKcwiDc0UktQJjCbswJW4BNtheWpiyKpDVLqkdeMn2lpysXwHGAzMyE55GYwZwfwxfC/xY0l7gJ8AN5ZklHQUsAb5V4X6/B+bZ3lCA1qIYDuzNXHfRO2EbTLDpQts7ai2sD7YB7TF8MWG3qMSo6L76S5yQVGJedJfdU+bOmwR0EHZtDlQom2giajKo237H9hjCim+ipI/HpD8BsyR9oBY6qsgk2+OAKcBcSZPL0m8FFth+J6fsa8A/gUsK1njESFoIvA3c10eeIYQdiWttv5FJegyYJunEYlUePlntBDsXAt+tkH0zYUJW0TddTyS9nzAwlCbIVwPzbZ8KzAfuzil2DbDa9t6cNAjfzysktVRbb4HknXMo7br8D3gSuLx2cgbEHEI/songDvpvjH8ZGGl7LPANYHnJ317GHcBoYEwssySTtovwN2krSHuiwajp6Xfb/yb4wM6PUYsJq7uVkur5k7WHhO198f1V4EHe29FPAFZI6iT4lm+XdGFMe5MwGeiQNLM2ig8dSbOBC4CZtnOfe5Q0iDAo3mf7d2XJKwidzWpJxxYq9jDI0T6a4IPdEuttBLBZ0smxyA7CROzXkj5WB8n9MQXYbHt/vJ4NlOpkJfmTkc8QVnidhNX8ZZJ+lEmfF99vr77cwuji3SvdEfS6HroJdXimpO/UWlglbO+w3WZ7PGGnZXeMP2j7XzG8KcZ/JKf8/rhw6ia4FrJ1vZ+w9b5U0jkFm5JoAGpx+v2DiqenJR0NfI7QQZaYD7wB3N0Ip4n7Q9IxpUFK0jGEGfC2bB7bo2y32m4FHgCusf1QJv01wsTmJjXgiX9J5wMLCIcX36yQR4TV33bbt+TlsX0r8GfgwbiSbAjytNt+3vaJmXrrIhym63GR2H6SsJW5qtanpgfApfRuvUMYyM6K4XOBv5cXsD3T9sho73XAvbavz2Tpjvf9qKTvF6K6+jwMzJA0WNIo4MNAz3mA2J4vAGZKaogVe2k3K7pDFhHddrHvbInhDxFs+UdO+WGZy+m8tz/aCXwJ+JWkMUXYkGgcarFSHwY8Lmkr4ZTnOts9j1nEVeDsmG9xDfQcKScBGyRtIXQWq2yvkdQhqWOgN4mHeNqBeyR9qiCt/SLpfuApQsfdFTu6ZYRtwHXZR2kknSJpdSw6iXCC/9zyR2my2F5A8HH+MnZajcCAtOcR2+73gDWSji9S5ECJ7qvP07syB7gSWBLb6U3AVTHvBEl3DfTetg8SDp+1S5pbPdUDJ6+NSpouqYuw27BK0qNR71+B3wB/A9YAc8vdYLZfJ0yqF0maVm9bgEsl7SQsdvYBP4/ZJwNbYx0+AHRE7Ui6S72P8i1WeBxuK3AOYaH0LmxvBL4GPCxpdIEmJupM+kW5RCKRSCSahEZZOSUSiUQikThC0qCeSCQSiUSTkAb1RCKRSCSahDSoJxKJRCLRJKRBPZFIJBKJJiEN6olEIpFINAlpUE8kEolEoklIg3oikUgkEk3C/wEOBdLNnbIksgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Mitochondrion\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.93260662e-01 1.71351824e-01 9.32535090e-02 2.69087606e-02\n",
      " 9.14071042e-03 6.08453309e-03 1.36843781e-31]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Peroxisome compartment\n",
    "df = pero\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Peroxisome\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4.61315323e-01 4.23885297e-01 7.42607474e-02 2.15722429e-02\n",
      " 1.23550918e-02 6.61129862e-03 3.21843391e-32]\n"
     ]
    }
   ],
   "source": [
    "# PCA of all features for Plasma membrane compartment\n",
    "df = pm\n",
    "skl_pca = PCA()\n",
    "X = skl_pca.fit_transform(df.loc[:, '3K':'195.5K'])\n",
    "print(skl_pca.explained_variance_ratio_)\n",
    "evr = list(skl_pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removal of outliers by LOF on PCA transformed data\n",
    "clf = LocalOutlierFactor(n_neighbors=15, contamination=0.1)\n",
    "clf.fit_predict(X)\n",
    "result = clf.negative_outlier_factor_\n",
    "df2 = pd.DataFrame(data=result, columns=['NOF'], index=df.index)\n",
    "indexlist = df2[df2.NOF < thresh].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3940: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  errors=errors)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of Plasma membrane\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()\n",
    "\n",
    "df3 = df.drop(index=indexlist)\n",
    "markers.drop(index=indexlist, inplace = True)\n",
    "pd.plotting.parallel_coordinates(df3, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x190ead4ba20>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of each compartment showing only compartment mean\n",
    "# NB: Color scheme used here is not in line with the final organellar color scheme\n",
    "df = markers.groupby('Compartment').mean()\n",
    "df.reset_index(inplace=True)\n",
    "pd.plotting.parallel_coordinates(df, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Aaron Oom\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x190eaa02cf8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parallel coordinates plot of each compartment with all proteins displayed\n",
    "markers.sort_values(by='Compartment', inplace=True)\n",
    "pd.plotting.parallel_coordinates(markers, 'Compartment', cols=['3K', '5.4K', '12.2K', '24K', '78.4K', '110K', '195.5K'], colormap='tab20')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Large Protein Complex    271\n",
       "ER                        81\n",
       "Endosome                  67\n",
       "Plasma membrane           50\n",
       "Mitochondrion             45\n",
       "Lysosome                  27\n",
       "Golgi                     22\n",
       "Peroxisome                17\n",
       "Name: Compartment, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "markers.Compartment.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Saving markers\n",
    "markers.to_csv('ExpandedMarkerSetD_ItzwithEnh_OutliersRemoved.csv', sep=',')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
