demos/InteractionTransformerPythonDemo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd, numpy as np, pickle\n",
    "from interactiontransformer.InteractionTransformer import InteractionTransformer, run_shap\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from imblearn.ensemble import BalancedRandomForestClassifier\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import scipy\n",
    "from sklearn.metrics import roc_auc_score\n",
    "import warnings\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "mpl.rcParams['figure.dpi'] = 300\n",
    "sns.set(style='white',font_scale=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('../test_data/epistasis.test.csv')\n",
    "X,y=df.iloc[:,:-1],df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X,y,random_state=42,stratify=y,shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find the top interactions in the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "transformer=InteractionTransformer(max_train_test_samples=1000,mode_interaction_extract=int(np.sqrt(X_train.shape[1]))) # mode_interaction_extract='sqrt'\n",
    "transformer.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform design matrices for training and test sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train2=transformer.transform(X_train)\n",
    "X_test2=transformer.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract top ranked interactions via SHAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>shap_interaction_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>P1_1</td>\n",
       "      <td>P2_1</td>\n",
       "      <td>0.027191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>P1_1</td>\n",
       "      <td>P2_0</td>\n",
       "      <td>0.022998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1528</th>\n",
       "      <td>P1_0</td>\n",
       "      <td>P2_1</td>\n",
       "      <td>0.018854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>P1_0</td>\n",
       "      <td>P2_0</td>\n",
       "      <td>0.017997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>N11_1</td>\n",
       "      <td>P2_1</td>\n",
       "      <td>0.004296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>N5_0</td>\n",
       "      <td>N17_1</td>\n",
       "      <td>0.003068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>N11_1</td>\n",
       "      <td>N16_1</td>\n",
       "      <td>0.003035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>N11_0</td>\n",
       "      <td>N17_0</td>\n",
       "      <td>0.003008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>N3_0</td>\n",
       "      <td>N6_0</td>\n",
       "      <td>0.002960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>N5_1</td>\n",
       "      <td>N7_1</td>\n",
       "      <td>0.002794</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     feature_1 feature_2  shap_interaction_score\n",
       "1532      P1_1      P2_1                0.027191\n",
       "1531      P1_1      P2_0                0.022998\n",
       "1528      P1_0      P2_1                0.018854\n",
       "1527      P1_0      P2_0                0.017997\n",
       "1238     N11_1      P2_1                0.004296\n",
       "712       N5_0     N17_1                0.003068\n",
       "1229     N11_1     N16_1                0.003035\n",
       "1206     N11_0     N17_0                0.003008\n",
       "420       N3_0      N6_0                0.002960\n",
       "725       N5_1      N7_1                0.002794"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformer.all_interaction_shap_scores.sort_values('shap_interaction_score',ascending=False).iloc[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit Models and then get AUROC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.47324999999999995\n",
      "0.8470750000000001\n",
      "0.7993\n"
     ]
    }
   ],
   "source": [
    "lr=LogisticRegression(random_state=42,class_weight='balanced').fit(X_train,y_train)\n",
    "lr2=LogisticRegression(random_state=42,class_weight='balanced').fit(X_train2,y_train)\n",
    "rf=BalancedRandomForestClassifier(random_state=42).fit(X_train,y_train)\n",
    "\n",
    "print(roc_auc_score(y_test,lr.predict_proba(X_test)[:,-1]))\n",
    "print(roc_auc_score(y_test,lr2.predict_proba(X_test2)[:,-1]))\n",
    "print(roc_auc_score(y_test,rf.predict_proba(X_test)[:,-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Collect SHAP Feature Importances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CaN4INrwRMXZ0tv5QRETSpKIx7wamX4o0LY15SwrV7Nv+utxpPdf7cdF3M9Oq0GwhERFpYpnJ170klrzNbAH5MfJ+ufv4OoYjIiKSGYklb3efC8xN6vwikjLbjIcXX006CpFM0M07IpIOf/tB7/efPCSZOKSpaLa5iEglRo6Erpvhj3+FXd8Mb9o86YhEUkvJW0TSI5eDd0xKOgqR1FPyFpH66yw8y33kyGTjkKaXte7ybkreIlJf238Bnn85X95mHKxZmmw8IhmkCWsiUl/diRvgxXXJxSGSYUreIiIiGaPkLSIikjEa8xYRkaaV1QlranmLiIhkjJJ3xnV0dnHy7R2c/5uOpEMREZE6qajb3Mwi4HJ3n1WyfTUw291XmNl2wELgQ8A64BJ3/8+Y9R8NnAvsAjwFfNPdl1cScyOJoojRF3X1vP9/93TwxjyNhIiIxNe83eYzzGzqIJ9fA7wJ2AM4APi0mZ0yVKVmthewFDgN2BI4HVhqZntXHnJjOLGts9d7tb1FRJpDNZL3YmCJmU0o/cDMxgFTgTPc/SV3fw64ADg5Rr2TgCvdfaW7R+5+BxCS/wIgwPLHko5ARESSUI3kvRB4BFg0QP05YH3Rti5gz6Eqdfc7Co8NBcDMdgP2Af5QUbQxtLe3Z6IMGzIdv8rpLLe0tNS0/gj6LafhZ1c5neVayupTxXJRFA291wAKY95TgLXAQ8Ap7r6sZMx7JfA88CVgPHAjYO7eMkC1/Z1nB2AlcFfp+HqNDP+XUkcTvtPBP7p6b4s05i0VamtrA6C1tbU2J8hN6/0+uqU255FGUrPMujb3lZ7r/ZbRf2Ymg1dltrm7PwXMAS41sx1LPv4ssBnwZ6CNfPJ+mZjMbD/gt8BdwJBj5c3krPcmHYGIiCShareKuftS8q3jJfT+lrQt8Dl3387d30W+r/eBOHUWJsLdBVzk7rPcvWuIQ5rK6QeMoviZTPv2mXUgIiKDyWq3ebX7WGcCq4CJRdsuAn5rZt8AJgNfB748VEVmtg9wM3Cyu/+wynE2jI55o1j7Whebj84xemS2/vGJiMjwVHWRFndfA0wv2TwdOIh8V/mtwHkx79U+DRgLLDazV4teM6oZcyPYcswIJW4RkSZS0YS1BqZfijQtTViTFKpZ6+Tl3Fd7rvdbRRdkphWk5VFFREQyJrH7isxsAfkx8n65+/g6hiMiIpIZiSXvwgIsc4fcUUREpEayOkaqbnMRqa9T/3lT+aT3JReHSIZpOS4Rqa/vfjH/EpFhU/IWEZGmlbXFWbqp21xEUue+Zzv40I87WLpKD7oV6Y9a3iKSKsvDDqblbzXn50/C1Q918D/H6VIltaKWt4hIxboTd7eVzyQTh0iaKXmLiIhkjPqiRESkaWV1wpqStwjAy+0w4fP5FRu22hz+cV3SEYmIDEjd5iIAW39+01JLL6+HKaclGo6IyGDU8hbpz6qnko5AROqgabvNzSwCLnf3WSXbVwOz3X1FyfZrgc3d/eMx6z8OOA+YCNwJnOzuf6s0bhERkayqVrf5DDObOtROZvYJ4Pi4lZrZvsBlwHHAtsDzwA+GG6SIiEgjqFbyXgwsMbMJA+1gZjsA5wNXlVHv8cB/uft97r4B+Cow1cwmVhStiIhIhlUreS8EHgEW9fehmeWAq4GzgGfLqHfvQr0AuPuLwEtAMNxA42hvb1e5CcvFuorKaYitnuWWlpbEY+gt6ncflZunLH3loqiyp5kWxrynAGuBh4BT3H1Z8Zi3mZ0KvMfdP2Vm3wImxxnzNrNfALe5+yVF254EZrj7TysKfHBZfcSrDFduWt9t0S31jyMF2tryS5y1trYmcv7c/L7rmUfzNLe2ydVsVtma3Dd6rvfbRudlZvZa1W4Vc/engDnApWa2Y/d2M3s7cBrwpWFUux4YW7Jtc+DV4cYpIiLSLSLX88qSqt7n7e5LgZXAEjZ9UzqW/EzxJ8zsZeBrwEfN7I8xqnyUoi5yM9sWmFDYLiIi0pRq0Rc1E1hFPmHj7ueRv9ULgHK6zYEbgF+a2RLAyU94+0lh7FukdrbaPOkIREQGVPUV1tx9DTC9SnU9WKhrCfACsANwUjXqFunlV+f0fv/S0mTiEJG6ymq3ecUT1hqUfinStDRhTVKoZpn1hdxZPdf7N0fnZCaDa21zERGRjEn066yZ3QgcNcDHf3X3feoZj4iINJvMNLZ7STR5u/snkjy/iKTP6e+Ci36/6f2bS28WFRE9VUxE0uU77x/F6BEdfP9BOGQH+NkndZmS2snqBCf9VYhI6lxw+CguODzpKETSSxPWREREMkbJWyQNogje+oX8GuuHfSPpaESaRlbv81byFkmD8cfBsy/ny796FI4+P9l4RCTVlLxF0mD9xt7vb/tdMnE0iVc3drHq7110aZEqyShNWBORpvLtX3dw9r2b3q8/LcfY0SOTC0gSlbXu8m5qeYtIUylO3AA7fF+tb8keJW8RaWovv5F0BCLlU7e5iIg0sWx2mw+ZvM0sAi5391kl21cDs919RdG2McBdwLkl248l/yzutwIPAzPd/Q8xzj0JuAo4AHgOOKO4XhERkWYUt9t8hplNHWwHM5sM3AkcWLJ9P/LP454ObAksB26Med4bgd8CE4DTgGVmtnPMY0VERBpS3OS9GFhiZhP6+9DMdiHf4r4JeLLk45nAle5+t7t3Ad8BjjOzQc9tZm8DpgDfdvc33P0nwC+BT8eMWUREZFCNvkjLQuARYNEAn68Bdnf3BfRd5/1dwKtmttLM1gC3A+2FRD6YvYHV7r6haFtY2C4iItK04ibvCDgJONLMPlP6obuvc/e1Axw7AfgScCb5Me/7gdvMbKjx9nHA+pJt64HNY8Y8bO3t7SqrnEi5WFIxtLS0JB5DPX/P0Jl4PCoPXpa+ctEQKwwVJqxNcfdVZnYCcAn57ux7KJmwVth/dfF2M3sY+G93P7PwfjSwDniXu68a5LzTgPPc/W1F2+YDW7n7F8v+ScujGz+lvnLT+m6Lbql/HEBbWxsAra2tiZy/1nLzO/psi+bpxpuUq1mf9jO5b/dc798a/b/M9J2XdZ+3uy8FVpKfgBb3hwyBzYre54peg3kUmGRmxccG5LvvRUREmtZwFmmZCewLxJ31fTXweTM7oNDqPhd4DBiw1Q3g7o+ST9TnmNlmZnYUcDjxZ6qLiIg0pLKTt7uvIX/bV9z9bwNmA9cAL5G/lewYd4/TNT0NeAfwAnAxcJy7P1VuzCIiIv3J6mzzIQd63L3PT+TubQzQ7e3uk/rZdh1wXbnBuftfgSPLPU5ERKSRaW1zEWkqpS2Wr1giYYhUJLEplmZ2DIO3xo9y97vrFY+INIcNp49gh8u6WLMBjtkdLjxcM82bW7a6y7sl9q/W3W8Fxid1fpFUUz6pmVEjR/DCv6jTUbJN/4JF0uDiE3u/f+KyRMIQaTYNO2FNROrgtI/CZw8H/z/4p8kwdrMhDxGR5qXkLZIW27wJjnx30lGISAao21xE0mGIpZpFaiEqemWJkreIJCt8Kr+2+4iP5f/bXvo8IhEppeQtIsna+7Te77f8bDJxiGSIxrxFJF2y1n8pmZa1Webd1PIWERHJGCVvERGRjFG3uTQFf7aD/ZflywdPhP89Qf/0RUTd5iKp1p24Ae79Gyz5Q0dywYiIVKii5oeZRcDl7j6rZPtqYLa7rzCzLYBFwFSgC/gvYI67v1bGeY4F/tXd968kXpFus34OX3hH0lGIiAxPNVreM8xs6iCffwvYDNgJ2BuYApwZp2IzG21mZwI3kNVHv0gqvZF0ACKSErmiV3ZUI3kvBpaY2YQBPt8LGFl0ri5gQ8y6vw98GFhQUYQiIiINpBrJeyHwCPmu8f5cDHwAeAV4EVgHXBSz7rPd/TDg/yoNshzt7e0qN1h5oJuH0xBb2sotLS2JnLdYGn4PKqenLH3logrWEy6MeU8B1gIPAae4+7KSMe+pwAeBc4AtgJuB/3H3r5dxnhML9dmwgy2PloloMLn5fSeoRfM047w/bW1tALS2ttbnhLlpfbdFt9Tn3JIVNevT/kvuP3qu97tGX8tM33lVZpu7+1PAHOBSM9uxe7uZjSY/Xn2pu79c2O8bwIxqnFdERKQZVe1WMXdfCqwElrDpW9IWwFbkJ6x16yi8RBIzLjPfr0VE+qr2fd4zgX2BnQHc/SXgN8CFZjbezLYDzgZ+WOXzipSl7RNJRyAiaRCR63llSVWTt7uvAaaXbP4E8DqwGvhD4fW1ap5XZCj/mJ1jTOFf+5nvhvftrPFuEcmuiiasNTD9UqRpacKapFDNmsWP5y7sud7vHp2Zmea3lkcVERHJmMT6Ds1sAfkx8n65+/g6hiMiIpIZiSVvd58LzE3q/CKSUmM1H0HqJ2sT1bqp21xEktV+/abyCGDdjxILRSQr9BVXRJI1fqwmqImUSclbRESaVlZvLVK3uYgk77ePwccugNvvTzoSkUxQy1tEknXNSjjxe/nyLffBSe+DJXOSjUkk5dTyFpFkdSfubj+4M5k4pEnlil7ZoeQtIiKSMUreIiIiGaMxbxHgIzd18N+r8+VJ4+Evs/SnIdIMtEiLSIZ1J26A1a/Cutf1yHkRSS8lb5F+XP2HpCMQERlYxX2DZhYBG4Au8ve7R8C9wFx3X1Wy7+nAe9z942WeYxvgd8BHS+sUqYV1G5OOQETqodm7zQ9w9/HuvgWwDfAQ8BMzGwlgZuPM7EJgQbkVm9l7gXuAXasUq8iQRmV12SURaQpV7zZ39zeAHwA7AlsXNi8H9gQuL6euQuK+Cfj3asYoMpRODSiJSIpV/RJlZlsDpwKr3H1NYfOJ7n4s8Lcyq3sY2NXdl1YzxqG0t7er3ITlYq+9tiHxeJIqt7S0JHLeYmn4PaicnnItRUWvLMlFUWUhF8a828mPeQO8DtwHzHP3x0r2/RYwudwx76LzTKnTmHfW/j9KhXLze88un38IzD2kOW8Xa2trA6C1tbU+J8xN67tNTxmT3mo2MP2n3Hd6rvd7R2dkZgC8WlenQzSRTBpJLjN/wiLSjJqzaSEyhK6hdxGRBtDss81FGsq0IOkIREQGpuQtAmy1aY4WOWC3CeqUEmkGEbmeV5ZUfIVy99g/sbt/qx7nESnXP04dxUN/7+Tl1+HQHUcmHY6IyKDUvBApmLKdkraIZENiydvM9gPuHmSXme5+fb3iERGR5pPV+4ITS97u/gAwPqnzi0hKfOJguPHeTe93e3NysYhkhCasiUiyfvwV+ML7YfMWOPKd8PhlSUckknoa8xaR5F01O/8SqbOszTLvppa3iIhIxih5i6TQtas6GDG/g1HzO7j/+Y6hDxCRpqLkLZJCn/9pfhZsJ2DXJR2NSOPK6iItSt4iKbMiVEtbRAan5C2SMs+9mnQEIpJ2mm0ukjK5rK4aIZJBWf1zU/IWSZtsDb01rnHHwfrXYexmsP6GpKMR6UXd5iJpo+SdvPGFxA2w4XUY9+lk4xEpUXHyNrPIzPosiWRmq83sI/1sv9bMbhrGeU4fznEiImVb93rv9+s3JhOH1FyzzzafYWZTh9rJzD4BHF9OxWY2zswuBBYMNziRTOlKOgARSbtqJe/FwBIzmzDQDma2A3A+cFWZdS8H9gQuH354ItmRy1YDQEQSUK3kvRB4BFjU34dmlgOuBs4Cni2z7hPd/Vjgb5UEKJIVXUreInXT7N3mEXAScKSZfaafz+cA/3D3sqdsunu5yb5i7e3tKqucWHlkP/eu1DOGlpaWRM6btnKx4pGMNMTWbGXpKxdFld3lZmYRMMXdV5nZCcAlwBTgHmA28ATQBuzv7i+Z2beAye7+8TLPM6zjhimrt/5JA1j8+w6mr+y9LZpXv7s629raAGhtba3bOVMnN63vtuiW+sch3WrWLH4g972e6/1+0ezMNL+requYuy8FVgJL2PTLPhaYCDxhZi8DXwM+amZ/rOa5RRqGvjqKyBBq8XV+JrCKfMLG3c8Dzuv+sM4taJHMqbAzTESaQNUXaXH3NcD0atcr0jSUvJN3TsmiLGd/Mpk4pOayOmGt4pa3u/f5id29jQHGKNz9W8M8z7COE8makVr3MHnf/CQctg9ccjvMOQr+aXLSEYn0orXNRVKmUy3vdDh0n/zTpogqAAAgAElEQVRLJIUSTd5mdiNw1AAf/9Xd9ZcjIiI1lK3u8m6JJm93/0SS5xdJo6l7AHclHYWIpJlG10RSZqeten+nHjsyoUBEJLU05i2SQtG8UdwUdrD1ZvCBSfozFamVrM0y76argkhKfTzQn6eI9E/d5iIiIhmj5C0iyTjlsvwa4rlpMOGEpKORJhUVvbJEyVtEkrHojk3lf6yD63+VXCwiGaPkLSLp8LVrko5AJDOUvEWG4bWOiPbXu4beUeJb/1rSEUgTatq1zUWazd5XdRD+I19+0+gu1p6mP6Oq6NSXIZG41PIWKVN34gZ45Q1Yu6EjuWBEpCkpeYtU6PbHko6gQYzIVrelNIaszjYfsr/PzCLgcnefVbJ9NTDb3VcUbRtDflXmc4u3F31+KdDu7l+LE5yZ7QZcBewPPAN82d1/EudYkXrpUs6pDvWai8QWt+U9w8ymDraDmU0G7gQO7Oez7cxsKXBK3MDMLAfcBNwDbA3MBX5kZjvGrUOkHkZk7St7WmkNd5HY4ibvxcASM5vQ34dmtgv5FvdNwJP97PK/wAbg1jJimwzsTb4V/0ahJf9r4JNl1CFSc2p5V0lnZ9IRSBPqItfzypK4yXsh8AiwaIDP1wC7u/sC+h86OMzdZwDryohtb+AJd3+9aFtY2F5T7e3tKqs8ZLlbbkQ64qlWuaWlpW7nKrah6HKUht+DyukpS1+5KBq8z68w5j0FWAs8BJzi7sv6G/Mu7N/v9sJn1wFPxxnzNrMTC+c6oGjbvwM7u/tnhzq+QuoIlQHl5veeXb7sQ3Dcvo1zu1hbWxsAra2ttT1Rblrv9xPGwovX1/acklU1axbfm7ui53p/cDQjM83v2LPN3f0pYA5waZ3GndcDY0u2bQ68Wodzi8Q2xPdfiatLv0iRuMq6VczdlwIrgSXU8JtQwaPArmY2umhbQL77XiQ1It1wWR2R7pcXiWs4l52ZwL7AzlWOpRd3fwh4HPg3M2sxsw8D7yU/KU4kNUYreVfHyNFD7yNSZVm9z7vsy467rwGm1yCW/hxD/h7vvwMLgE+6+7N1OrdILNP2zswwWbrpPm+R2IacZePufa5M7t7GAN3m7j5pkLrKmmjm7n8BPljOMSK19sV9YPHD+fLBb4FRI3WDclV06VYxkbgaZ4qsSJ1cedQorjwq6SgakJZHlQRk7Wli3RJL3mb2MWCwB/h+0N3vrVc8IpKwbd6UdAQimZFY8nb3m4Gbkzq/iKTMdaclHYFIZmierIgkY/mZm8qH7wMHvT25WKRpReR6XlmiMW8RScYxB0F0S9JRiGSSWt4iIiIZo+QtInV13aoOTr+zg/UbdWO3JC+ri7So21xE6mb773Xw/Gv58sX3d/H66dAyUm0IkXLpr0ZE6qY7cXd7z/VqfYsMh5K3SK280QHvmguTZsKfn0k6mlT6wwtJRyDNTrPNRaS3lk9uKu85BzpuBC2l2ssbSQcgklFqeYvUy1cHW1CwOWWrrSOSHmp5i9TL3Y8mHUHqZG2GrzSerHWXd1PLW6ReckpVIlIdQ7a8zSwCLnf3WSXbVwOz3X1F0bYxwF3AuSXbvwnMAN4EPFg4blXcIM1sN+B+YCd3fzXucSLpouRdSq0HSVpW/yrj/u3MMLOpg+1gZpOBO4EDS7afCHwOOBzYFvgF8N9mFuvcZnY0cDewVcxYRdJJLe8+dKOYyPDETd6LgSVmNqG/D81sF/It7puAJ0s+3hY4z92fcPcO4LvAzsCOQ53UzI4HLgK+HTNOkfTqUjuzVDZHG0WSF/dqshB4BFg0wOdrgN3dfQElvRDuPt/di6fZfhR4EXg6xnl/DuwF/CxmnFXR3t6usspVKRd7tbMz8XjilFtaWmpaf7Go6GaxNPzsKqezXEtZvc87F0WDd+UVxrynAGuBh4BT3H1Zf2Pehf373V747DBgBTDT3ZfFDdLMJgF/Abao05i3+jelcrlpvd8fMAnu+04ioZSjra0NgNbW1qrXnZvf0WdbNE83vciQapZZ78z9oOd6/77opMxk8Nj9eO7+FDAHuNTMhuzyLmVmJ5BP3HPKSdwiDWNEZq4LdaPfiMjwlDUI5+5LgZXAEsr4uzOzs4CLgaPd/epyzinSOJSqSqmLS5LWTE8VmwmsAibG2dnMTgJOBw5x9z8N43wijaFLybuUfiMiw1N28nb3NWY2Hbgt5iFfB7YA3MyKt+/v7lpySprHntsnHUHqZK21I5IWQyZvd+/z5djd2xjgS7O7Typ5v9dwgyuqY/VA5xPJjMtmJh1B6uiPWpKWtVnm3XTjqUitPH4pbDYqP1Ft0XQYPy7piFJHLW+R4UnsHg0zOwa4bpBdjnL3u+sVj0jV7bY9vPbjpKNItUnjk45AJJsSS97ufiugP12RJjIqBx1Fze1fH5dcLCKgbnMRkSFtPGMk79sJdt4CfvsZ2GFLLdAiMhz6yxGRusnlcqz8lC47IpXSX5GIiDStrD7ZTt3mIlI9H/52fk33MZ+E115POhqRhqXkLSLVcdb1cPuD+fLrHTBWs9FEakXd5iJSHefenHQEImWLMvrAILW8RUREMkbJW0REJGPUbS4iIk0rymavuVreki0dnV387IkOXljXmXQoIiKJqajlbWYRcLm7zyrZvhqY7e4rzGxb4O/AuqJdris9ZoD6jwbOBXYBngK+6e7LK4lZsuuV1zrY8nvd7yI+vWcHNxytziMRGb6sTlirxpVvhpnd6u4/HeDz/YCH3X1yOZWa2V7AUuAY4E7gg8AtZmbu/qeKIpZM2uZ7vd//8P/ghmRCERFJVDW6zRcDS8xswgCf7wc8OIx6JwFXuvtKd4/c/Q4gBA4YXpiSdR1JByAikhLVaHkvBHYDFgGf6ufz/YBdzexPwJbA7cBcd395sEoLyfqO7vdmthuwD/CHKsQsIiJClNGZX9UIOwJOAo40s8/08/la8t3eBwPvBN4KXFbOCcxsB/JJ/2p3r3nybm9vVzmFZeh/kloaYmukcktLy7CPLVb05M9U/FwqZ7csfeWiKBp6rwEUJqxNcfdVZnYCcAkwBbiHwoS1fo55N3A3MN7dh1wT3sz2A9qAFcApcY6pguH/UqRmcvP7dpxH8zRhrdra2toAaG1tLe/A3LS+26JbqhCRSO0eun37mKU91/t/fu2EzMxeq1qHgbsvBVYCSyj8os1shJmdb2aTinYdA2yMmbinAncBF7n7rDolbkmpo3dNOgIRaTTRyFzPK0uq3ds/E9gX2BmgkGwPBs43s3Fm9hbgfODqoSoys32Am4GZ7r6gynFKBt36sVHsuVW+PAJYf2q2/thERKqlqn2O7r7GzKYDtxVtPh74Hvn7tCPgh8BXY1R3GjAWWGxmi4u2n+HuV1QpZMmYx76obnIRkYrGvBuYfinStDTmLSlUs262ti2u77net7Yfn5nuvIxOkhcREWleifVBmtkC8mPk/XL38XUMR0REJDMSS97uPheYm9T5RaTKxo6CDVoHT7KlmRdpERGBF6/t/f7QvZOJQ6QJaOquiFTH2DGw8cdw872w/x6w+/ZJRyTSsJS8RaR6Ro+CTx+adBQisWX1kaDqNhcREckYJW8Rqa2HnsjfA9796uz/ATMiEp+St4jU1r7zer8f39/DB0WSEeU2vbJEyVtE6uu1N5KOQCTzNGFNRESaliasiYiISF0oeYvU0P7XdjBqfgdH/FArj4lI9Sh5i9TIjt/vwF+ATuB/noYDr1UCF0mbrtymV5ZUPOZtZhFwubvPKtm+Gpjt7ivMbBdgEXAIsBG4AfiKu2+MUf8RwMXArsDvgZPd/bFK4xaptWfW937/2xeSiUNEGk+1Wt4zzGzqIJ9fDzwCbAe8DTgcmDXI/gCY2UTgFuDrwNbAL4DlZpax70giIiLVU63kvRhYYmYTBvj8COBr7v4GMAEYA6yJUe804EF3byu00s8FdgD2r0LMIiLS5KIRuZ5XllQreS8k37Je1N+H7v6au3eY2UrgMeAZ8i3qoexdqLe7nk7g8cL2mmlvb1dZ5aqUe+tKPJ445ZaWlqrXWayrqJyGn1fl9JcbXRAEW5V7TC6KoopOWhjzngKsBR4CTnH3ZcVj3kX7jgG2BG4EnnD3E4eoezHwirufUbTtV8Ayd7+sosAHV9kvRQTIze87QS2al/6lFdra2gBobW2tToW5aX23RXG+u4v0qFmz+KaJP+y53n/8b5+ua/M7CIKAfEN2K+AA8kPDx4Zh+Kehjq3abHN3fwqYA1xqZjsOsM9r7v434GzyXeJDWQ+MLdm2OfBqJbGKiIhA4sujLgS+DLwQhuEzhfdXxDmwqreKuftSYCWwhMI3JTMbaWarzGzfol1bgJdjVPkoEHS/MbORwB4UdaWLiIhk1DZhGP68+00Yht8H3hTnwFrc5z0T2BfYGXrGqVcB55jZeDN7K3AOcFWMupYDZmbTzKwF+CbwNPBADeIWqaq3bd37/ZG7JBOHiKRWFATBGApDtUEQvAUYGefAqidvd18DTC/Z/CWgHVgN3AvcDpwXo67ngaPJd7O/SH7W+jR315i0pN4jJ4/imN1h85Fw4j7w00+kf7xbpNlEuVzPKwHfB34GvDkIgvOB3xS2DaniCWsNSr8UaVqasCYpVLPM+uPtf9Rzvf/kc5+qewYPguAw4J/Jt7jvCMPwjjjHqSkgIiKSkDAMfwn8stzjEk3eZraA/Bh5v9x9fB3DERGRJpPkmuZBELTTT09vGIZDTlpLNHm7+1xgbpIxiEidbTEm6QhE0mJyUbmF/C3UnXEOVLe5iNTWk5fDzoUOthyw9vpEwxFJizAM/1qy6YIgCO4D5g91rJK3iNTWTttpgpqkVprWNA+CYG9gYpx9lbxFREQSUDLmPQIYDZwZ51glb5GMeuHVTs7/bcSRk2DqbvpTFsmg4jHvCHg5DMNX4hyov3iRDHp6bQc7XZkvX/x7OHBiB785QX/OIuVKYk3zIAgGfLZHEASEYTjkOJP+2kUyaI/Fvd/f97dk4hCRYZkzyGcRMR6ZreQtkkGvaw1AkapIYlnUMAzfV2kdSt4ikm7/cgXctQqumAnv2SfpaESqJgiCPYHZwHjyN1KOBPYIw/A9Qx1bi6eKiYhUx7afh+//FB55Gt57Ftz3p6QjEqmmZeQXZzmE/IO73g48FOdAJW8RSa8X23u/P/SbycQhDasrt+mVgC3CMPwS+SeL/QT4IPDuOAcqeYtIdrzRlXQEItX0UuG/fwYmh2H4MjGf513xmLeZRcDl7j6rZPtqYLa7rzCzbYG/A+uKdrmu9JgB6j8CuBjYFfg9cLK7P1Zp3CIiIgn7vyAILgauAa4KgmA8sFmcA6vV8p5hZlMH+Xw/4GF3H1/0ipO4J5KfMv91YGvgF8ByM0vPenYiIpJZUS7X80rAl4C7wzB8ALgSeD8wI86B1Urei4ElZjZhgM/3Ax4cRr3TgAfdvc3dNwLnAjsA+w8vTBERkdQ4i0JuDMNwURiGx4Zh+Os4B1YreS8EHgEWDfD5fsAeZvYnM3vOzK4ys61i1Lt3oV4A3L0TeLywvWba29tVVjkT5WLVqrOlpSWRnyXOz1j8rMQ0xKZyfcoN7q4gCFYGQXBcEAQtQ++el4uiylZ7KIx5TwHWkp/ifoq7LysZ874M+AdwIflp8dcAL7v7p4eoezHwirufUbTtV8Ayd7+sosAHpyUwJNVy8zv6bIvmVWfZhra2NgBaW1urUl9Fcv2sIqknlDWjmvVpX7PrTT3X+8//5eN17zsPgmAEMBU4ETgYuCkMw9OHOq5qi7S4+1NmNge4tJBgiz8rncz2DeBuMxvh7oNNH10PjC3ZtjnwajViFhERSVIYhl1BEDgQFF6HxjmuqreKuftSYCWwhMI3JTMbYWbnm9mkol3HABuHSNwAj5L/YSjUNRLYg6KudBERkSwKgmBaEARtwMPAnsBJYRhanGNrsTzqTGAVhQeKu3uXmR0MTDKzLwJbAOcDV8eoazlwgZlNA1aQn3X+NPBADeIWEZEm05XMLPNuc8nPMv9UGIbryzmw6ou0uPsaYHrJ5uPJt7afIv8N4yHgqzHqeh44GjgbeBE4Apjm7hqTFmlGc1MwDi9SJWEYvicMw6vLTdxQhZa3u/f52uLubRRNMHD3Z4Bjh1n/ncA7hh2giGRX+/X59c1f74DD3g7zT0o6IpFU0FPFRCS9xo+F136cdBTSwKKMLvmVaPI2swXkx8j75e7j6xiOiIhIJiSavN19LvkBexEpw/feD7NXbnqvLjSR7AmC4C3AVeRnmh8KXAucGIbhc0Mdq6eKiWTQv7xrFGfuDy0jYM8tYePcWA8iEpESCa9t/n3gVmAD+SeMPUh+ufEhKXmLZNQFh43i9TNG8dj0UeSSvd1FRIZnUhiGVwJdYRi+EYbhV4Gd4xyo3jYREWlaCbW4u3UVlkcFIAiCLYjZqFbLW0SqY/Kp+bXIx30aKnxmgkiTuAW4HtgyCIKZ5FcojXV7hZK3iFTuvV+Hh5/Ol9dvhBEfSzYekQwIw/DfgduB3wEfBK4Avh3nWHWbi0jlfh0mHYHIsCR5n3cQBNeGYfg5YGm5x6rlLSIikox3BEEwrK8PanmLiIgk4zng4SAIfkPRo67DMDx1qAOVvEVEpGlFIxKdbX5v4VU2JW8REZEEhGH4b8M9dsjkbWYRcLm7zyrZvhqY7e4riraNAe4Czu3ebmabARcBnwBaCp+fUnjSWCxmthtwP7CTu7861P4iIiJpFwTBQ0Cf+yrDMNx3qGPjtrxnmNmt7v7TgXYws8nkHyp+YMlHZwFvBwLyffqXAQuBaXFObGZHk19CbquYsSbq9Y5Oxlyc/38xbiS8ero6N0RE0irhRVpmF5VbgGOAZ+McGHe2+WJgiZlN6O9DM9uFfIv6JuDJko/PBo5y95eALYA3AWvinNTMjiffao9131sadCdugHWdMPF7HQlGIyIiaRWG4S+LXj8nn8w/EufYuMl7IfAIsGiAz9cAu7v7Akq6ANy90903mNnZwN+Bg4D/iHnenwN7AT+LuX/qvPBa0hGIiEhGbAPsEGfHuMk7Ak4CjjSzz5R+6O7r3H3tEHVcAIwDbgZ+Zmajhzqpu7/g7nVvura3tw+73M/wRcV1qqxyPcstLS3DPrZYGn4WlRujXEvRiFzPq96CIHgoCII/Fl4PAY8Tc3nUXDTEGsSFCWtT3H2VmZ0AXAJMAe6hZMJaYf/V/W0v+ryF/Nj3Qe7++zhBmtkk4C/AFnWasDbshZn3uLyDx4v+zV14KHzlQI17S3a0tbUB0NraGv+gXD9TWKJbqhSRCDXLrJftc1vP9X7Wwx+tawYPguCworcR8PcwDB+Nc2xZK6y5+1LyC6cvIeYv08yWmNmXijaNKpz35XLOnRV/njmKf90fdnsTLPuwEreIiAzoc0Vj3r8Kw/DRIAhujnPgcDLLTGAVMDHm/r8FvmJmPwFeAL4L3O3uTwzj3Jlw3mGjOO+wofcTEZGEJTDbPAiCRcBbgUODINiu6KPRwN5x6ig7ebv7GjObDtwW85DLgTcDvyY/Ff4O8vd8i4iINKOrgMnAO8jPA+vWQcwV14Yc825S+qVI09KYt6RQ7ca8J7dtGvNe1VrvMe8dwzB8ejjHakBWRESaVsJrm+8UBMGlwHjyX1BGAruGYbjzUAcmlrzN7BjgukF2Ocrd765XPCIiInW2GLgW+Dj51UePoXc3+oASS97ufiv5bxsiIiLNKArD8IIgCLYF/kR+Ptiv4xxY1q1iIiL9uuec3u//KdaEWZHERblczysB3auCPA5MDsPwNfJd50PSmLeIVO49+8BfFsE5N8JnDoUPvCPpiESy4L4gCH5E/gFe/x0EwV5AZ5wD1fIWkeqYNBGumq3ELZkS5Ub0vBJwOnBRGIaPAV8mn5P7LEHeHyVvERGRBIRhGAFdQRDMJP8grh+HYRjGOVbJW0Qqd9CZ+Xu9c9Ng5xlJRyOSCUEQnAT8ADgT2Ar4ryAIpsc5VslbRCp33583lZ9aA11dycUiUoYknyoGzAEOBl4Jw/AF4N3ku8+HpOQtItV3/2NJRyCSBZ1hGL7S/SYMw6fIL5E6JCVvEam+jlgTZkWa3UtBELyTwpLcQRAcD7wU50DdKiYi1admgWREQvd3dzsNuAnYPQiCZ4HXgKPjHKjkLSI1kOgFUSQTwjD8UxAE7wD2Ir84SxiG4RtxjlXylqZy/3MdbOyEg3fUP/2a0nP5RAYUBMEVYRh235axdRiGj5Zbx5BXMDOLgMvdfVbJ9tXAbHdfUbRtDHAXcG73djP7CXBo0aEjgLHAe9z9f4c49z7AQuBd5JeRuxI4x911aZCybbagg42Ffzk5OuiapwReM2p4S1Yk82/Visp3kM9xZYl79ZphZre6+08HjMRsMvnkemDxdnc/qmS/a4BRMRL3CKANuAL4ELAL+R/yWfJPYhEpy8air3wRsLGjg5ZRSuA1oVvFRAaTG6AcW9xpJYuBJWY2ob8PzWwX8i3um4AnB6qk8BjQ9wOzBtqnyFvIP2XlQnfvcPfHgVuBQ2LGLDKop19OOoIGNkIz1kRiGlZPcty/sIXAI8CiAT5fA+zu7gsGCsTMRgHfAea5e3t/+xRz92fd/Z/dvatwfAswFfhDzJiHrb29XeUGLneLUhJP2sotLS3DPrZYGn4WlRujXEsJPVVsRBAEWwdBMAEY2V3ufsWpIBdFgyf9wpj3FGAt8BBwirsv62/Mu7D/QNuPB74BTO5OyHEVEvcNwG7AIe6+oZzjh0Fj6g0oN7/32gd/PhF231bd5qXa2toAaG1tjX9Qblrv9/eeAwftU8WopMnVLLNesv8dPdf7U3/3obpk8CAIusjnmf7OF4VhOORjQWNfudz9KTObA1xqZr+KH2aPk4ArhpG4twGWA6OBI+qQuKVJ7LxV0hE0ME1YExlQGIYVjyuVVYG7LwVWAkso48/TzLYADgN+XM75zGwScB/wDPA+d3+xnONFio0p+tc+AhityWq106XsLdmQ8Nrmwzacq9dMYBUwsYxjDHjW3Z+NfYDZWOCnwB3ufkp5IYr0teGMUfz5pU5e64TJ2w3ZKyWV0Hw1kZoqO3m7+xozmw7cVsZhk4DnyjzVsUAA7GRmnyvavtzdTyizLhEA9pigpC0i2Tdk8nb3Pn0J7t7GAN3m7j6pn20/IP/M0tjcfRmwrJxjRCQlIt3nLdmQ8Nrmw6bOLRGpvpwuLSK1lNiMncKCLdcNsstR7n53veIREZHmk9WWd2LJ291vBcYndX4RqaED3pZ0BCINTX1bIlK5w9++qbzn9pDR1oxIVuhGVxGp3J3nJh2ByLBktdtcLW8REZGMUfIWkdq55xH4z1thnVY1FqkmdZuLSG0c/DX4zWP58pnXQvv1MH5ssjGJlFC3uYjUxLqNEUM9/S+VuhN3t7fNSSYOkQaklrdISnVFEaMWdPY8n/b7H4Av7ZfhP9mnX0o6ApGGoZa3SErtdUVnrwfLn/I/iYUi0rCiXK7nlSVK3iIp9Xh70hGISFopeYuIiGRMhgfQREREKpO17vJuFSdvM4uAy919Vsn21cBsd19hZq+WHDYayLl7S4z6jwAuBnYFfg+c7O6PDX6UiIhI46pWt/kMM5s60IfuPr77BUwEHgf+ZahKzWwicAvwdWBr4BfAcjPL5lclERGRKqhW8l4MLDGzCTH2PQ94zN2vjLHvNOBBd29z943AucAOwP7DD1VERCQvGpHreWVJtZL3QuARYNFgO5nZXsB04NSY9e5dqBcAd+8k32rfe3hhxtPe3q6yyomXoZP+1Pq8LS0tZe0/UHmgZWXS8LtVOVtl6StX6cpNhTHvKcBa4CHgFHdfVjzmXbTvlUBn6fj4IHUvBl5x9zOKtv0KWObul1UU+OAyuJyVNJrc/I4+26J5tZ9j2tbWBkBra2tlFeWm9d0W3VJZndKsatYsvvCwX/Vc78/85T9lpvldtVvF3P0pYA5wqZntWPq5mY0BPg2Uk3TXA6WLIW8OlE6AExERKZsWaQHcfSmwElhC329K7wOec/cHy6jyUSDofmNmI4E9KOpKFxERaTa16IObCawiP6u82EHAvWXWtRy4wMymASvIzzp/Gnig0iBFRESyquorrLn7GvKT0kpNAp4rs67ngaOBs4EXgSOAae6uMWkREalYVrvNK255u3ufn9jd2yjpNnf3zw+z/juBdwwvOpHsGjcS1vU/4VxEmpzWNhdJqUe/0Pv9IW9JJg6RRta0Le9KmNkC8mPk/SqsyCbSlHbachTPzezkvPsijtwVPrJ7xh9FsPmQqyGLSEyJXg3cfS4wN8kYRNLsLVuMZOERSUcxTGNGw2tvbHr/i28lFopIo1G3uYjUxoYfwWFvh+3eBDfOhYNrujCiyLCo21xEpNRd5yYdgUhDUstbREQkY5S8RRrFY8/AuE/B5p+CPzyRdDQimZDVbnMlb5FGEcyB9W/AhjfgnfOSjkZEakjJW0REJGOUvEUkNV59vZNjl3cw986+j0MVqYWsdptrtrmIpEJXVxdbLNz02ILvPdDB62foEiXSH7W8RSQVvvzzrl7vN3YNsKOIqOUtIumwQhPkJQFRtnrLe1ScvM0sAjYAXUBUeN0LzHX3VSX7ng68x90/HrPurYElwPuBtcC/uftVlcYsIumj5/yKxFetbvMD3H28u28BbAM8BPzEzEYCmNk4M7sQWFBmvVcCrwITgY////buPEyOquz7+LezTBIIAmFHCAGEAkmU5QZ8QQVEIYgDGEEgyCaSBJ4AChFRQXbl0SA7MRIDGHYCAhMWQQMIPgreCkoEChTCvgVMHBIImZl+/6iaSU/P0t0z3VNd3b/PdfWV6lPbXZ3pvuucOnUK+KmZfaZMMYtIFWlbUXgZEYmU/Zq3u68ArgY2AtaMi38DbAHMLHY7ZjYSOAA4090/dPfHgRuAI8obsYhUg0FDk45A6lFae5uXPXnHTd0nAqpHHi8AACAASURBVAvcfVFcfJS7fxV4q4RNbQGscPfcK2EhoKcbiNSgrDqoiRStXMn7/8xssZktBp4FNgC+1j7T3V/vwzZXJbqWnmsZsEqfoyxSc3OzpjWduunca8a506Vup6GhoaTlyxZ/Nv/rPvAxaLo6p6WrTDbbv24icYe1cfmd03pY9ixgbDEd1sxse+BRd18lp2wqcIC7V/oJx+o7I+mTmdD5ffb2Pm2mqakJgMbGxv5GVJJNLm3h5Y86l2Wn6YYYAaBibdpnj3+84/f+zPt2Sk3beTXf5/080GBmo3PKAuDphOIRkUqq5l8jkSpTtV8Xd28G7gR+YmarmNmOwETg+mQjE5FKGJx0AFKX2jKZjleaVG3yjh0LDAVeBW4DvuvujyUbkohUwojhSUcgkh79vqDk7kWfrrj7WSVu+z3g66XGJCLpc85n4cB5SUchkg7VXvMWkTrxta2G8LGce70P3Dy5WKR+ZMl0vNIksa6cZrYd8Egvi0x2d13fFqkjS04aQktblsEZyKTsGqTIQEosebv7E8DIpPYvItVpyCAlbZFC1GwuUiuG5HydVWsVKUpah0fVCAgitWLFXLh6PrS0wLF7JR2NiFSQkrdILTn6C0lHICIDQMlbRETqVtqay9vpmreIVMQBt7WQmR69TnygJelwRGqKkrdIWry9GIYeGD2A5BPHJx1Nr7LZLHe+uPL9ZX9PLhaRWqTkLZIW630TWuKHXv/7TThkerLx9OKFt1uTDkGkKGntba7kLZJWN/9f0hH0qJ9PGhaRApS8RUREUka9zUVEpG5l09Va3kE1bxERkZQpWPM2syww092n5JUvBKa6+7ycsuHAQ8B5eeULgM2AuLcNL7n7NkXsewzwK2An4A3g5NztioiI1KNia96TzGx8bwuY2VjgQWDnvPIRwFbAaHcfGb8KJu7YrcDjwCjgJOAGMxtd5LoikhB1WJO0aMtkOl5pUmzyngXMNrNR3c00s02IatxzgZfzZo8D3nT3RaUEZmZbx+ue4+4r3P1e4GHgkFK2IyIDL2W/gyKpU2zyvgx4GpjRw/xFwObufiGQf869HbDCzP5kZu+Y2f1xYi5kK2Chu3+QUxbG5SIiInWr2OSdBY4G9jazifkz3X2puy/pZf2/AIcCowEH7omb03uzKrAsr2wZsEqRMfdZc3OzpjVdtdO5KrH9hoaGfm+na7N5ttflNa3p3qYrKa2DtGSyBS5OxR3Wxrn7AjM7HLiUqDn7UfI6rMXLL+yuPGd+BlgMjHf3P/Wy3wnA+e6+dU7ZdGANd/9WMQfXD7piJ9UnM6FrWfb2su+mqakJgMbGxj5v419vtrDFdZ3LstN0Z6r0WcUy6/f2/3vH7/3/3vnp1GTwkm4Vc/c5wHxgNkV+mGY2ycy+mFM0GBgKfFhg1WeAMWY2LKcsIGq+FxER6be01rz7cp/3ZOBTRE3gxdgQuMTMNo6byn8OPAv0+qgCd3+GKFGfa2bDzGwfYHeiHugiIiJ1q+TkHfcaP7aEVc4Hfkt0y9fbwObAAe7e1utakQnAp+P1LgYOdfdXSotYRESkthS8COXuXdoS3L2JHprN3X1M3vsVwMnxqyTu/hKwd6nriUiy1GlE0iJt93e30/CoIlJ26fw5FEmPxLp/mtkBwHW9LLKPuz8yUPGIVL1BrBxgGGDKl5KKpKDBqhaIVFRiydvd7wBGJrV/kdT57/Ww7tGw7CPYeQuYcVzSEfVo03WHAC1JhyFSUFqfKqYbL0XSYtURsPSmpKMo2nHjYMZT0fQFn002FpFao+QtIhVx5d5DuFLdTUUqQslbRETqVjal3SvVrUSklrW2wv/8Ai5pSjoSESkj1bxFatmQg1ZOn3I1tJR/LHQRGXhK3iK1asIFnd+3JhOGSDXTIC0iUl3ufjzpCESkQpS8RWqVatoiNUvN5iK1ahBK4CIFpO1RoO1U8xapVRrgTKRmKXmL1Cp9u0VqVsFmczPLAjPdfUpe+UJgqrvPyykbDjwEnNdebmbDgIuAg4CGeP7x7v5aEfseA/wK2Al4Azg5d38iIlKdWlrb2HFO9CSdvxw+iCFV+rSaWm82n2Rm43tbwMzGAg8CO+fNOgP4JBAA6wDvApcVud9bgceBUcBJwA1mNrrIdUXqmx6qLQkaelEbTy6CJxdF01JexSbvWcBsMxvV3Uwz24SoRj0XeDlv9plEj/d8D1gN+BiwqNAOzWxrYBxwjruvcPd7gYeBQ4qMWaS+DU46AJHq15ZZ+UqTYpP3ZcDTwIwe5i8CNnf3C8k733f3Vnf/wMzOBN4BPgNc0M028m0FLHT3D3LKwri8opqbmzWt6fRPr6CLYtZtaGiojvg1nfrpXOXajkQy2WzvbWvxNe9xwBLgKaLr1Td0d807Xr6n8uFAhihxfxn4pLt38/PSsfw3iK5xb59Tdg6wpbtXuvatBkdJv6ETuvY4zxYeHrWpKRoHvbGxsQJBSb3ITO/8x5ed1q87kytWL5769Wc6fu8vv2Xr1NS/i+5B4O6vACcAV5jZRqXuyN0/jGvR3wU2IToh6M0yYERe2SrA+6XuW6Qu6TKjJOhHO3Y/XW2ymUzHK01K6v7n7nOA+cBsijwTMrPZZnZcTtGQeL+LC6z6DDAm7q3eLiBqvheRQqqzc6/UibN3G0J2WvQ6ezeNB1Zuffl6TwY+BRTb6/txYJqZjTGzVYBLgEfc/YXeVnL3Z4gS9blmNszM9gF2J+qBLiKFpKsiISIlKDl5u/si4NgSVpkJXAv8EXiJqOn7oF7XWGkC8GngbeBi4NC4+V5ECumxR4mItGsj0/FKk4Id1uqUPhRJv4YJXRO4OqxJOlUssx53cNjxez/j5iA1GVxXxURqlcY2F6lZifUiMLMDgOt6WWQfd39koOIRqTmj14aXCo6HJFLX0tbLvF1iydvd7wBGJrV/kZr3h3Ngk+OTjkJEKkDN5iK1avT6cObB0XQGWPiLRMMRkfLRzXciteysg6OXiHQrbWOat1PNW0REJGWUvEVqxIrWNrac1cLql7Rw+7Pqai5Sy5S8RWpEw0VtPL8Y/rsCvjYPXlxcxQn8kib44XXQ2pp0JFLn2jKZjlea6Jq3SI3a62Z4fnLSUXRjxMHwYTx6zI9vL2rgGBHpTDVvkRr1SrU+DvnDvGHfHvlnMnGIpJiSt0iNSs0TQe//W9IRSB2ri0eCikh6pOanaJB+hkRKpW+NSI1KzdN1BqUmUpGqUbDDmpllgZnuPiWvfCEw1d3n5ZQNBx4CzssrPx2YBHwMeDJeb0ER+x4D/ArYCXgDODl3uyLSs9TUvFuVvCU5tT5IyyQzG9/bAmY2FngQ2Dmv/CjgCGB3YG3gd8DdZlbMvm8FHgdGAScBN5jZ6CJjFpE0aFUDoEipiv3WzAJmm9mo7maa2SZENe65wMt5s9cGznf3F9y9BbgEGA1s1NsOzWxrYBxwjruvcPd7gYeBQ4qMWaSupaY+OySlVR+pCVkyHa80KfY+78uAzYAZQHcDJS8CNnf3JWZ2Qu4Md5+et+x+wLvAqwX2uRWw0N0/yCkL43IRKSA1P0UaqEWkZMXWvLPA0cDeZjYxf6a7L3X3JYU2Yma7Ab8ATnT3QneyrAosyytbBqxSXMh919zcrGlNp266p7p2qdtpaGioaJxdooxr3tXwGWq6Oqelq0w223vjWtxhbZy7LzCzw4FLiZqzHyWvw1q8/MIeyg8HrgROcPdrCgVmZhOImtu3zimbDqzh7t8q4tj6IzUtjiLtMtM7D4faACyfVvogik1NTQA0NjaWI6yuMhM6v//hAXDeEZXZl9SKijUkHXH4Cx2/97+es1lqGqxK6ini7nOA+cBsSvgwzewM4GJg/2ISd+wZYIyZDcspC4Cni92viKTA4MFJRyCSOn3p5jkZ+BRRp7OCzOxo4DvAru4+v9iduPszRIn6XDMbZmb7EPVYv7XkiEWkiumat0ipSm5Tc/dFZnYscFeRq3wfWA1wM8st3zFO0L2ZAPwSeBt4EzjU3V8pMWSRupSa4VFRzVuSk7anibUrmLzdvcuRuXsTPTSbu/uYvPdb9jU4d38J2Luv64tICrSp5i1SKo2OIFKjUlOfGD4i6QhEUiex53mb2QHAdb0sso+7PzJQ8YjUmqFpOTX/n14HbxSpqLQOj5pY8nb3O4CRSe1fpNbtt1nSEfTgpH3hkruj6R03hzVWSzYekRRKLHmLSHntugH88Y2V72/Yv0o7gl18TPQSkT5T8hapEY8eNoR//aeVF5fAFzcZRCalvWhFBlJbenqHdKLkLVJDPrHmYD6xZtJRiEilpaVLi4iIiMSUvEWkb758bjROeWYCbHNi0tGI9Ek2k+l4pYmSt4j0zb1PrJx++lUo8JAjESkfJW8RKY9H/pF0BCJ1Qx3WRKQ82lTzlvRJ6yAtqnmLSHm0pedRKCJpp5q3iJTHoJRWYaSupfWpYqp5ixRp8Yet7DynhUPuakk6lOqkVnORAVMweZtZ1sx+0U35QjP7Sl7ZcDP7c355zvxvmtmiUoM0s53M7PVS1xMpl9a2Nta8PMvjb8HNz0FmuhJ4V8reIgOl2Jr3JDPr9dE/ZjYWeBDYuYf5mwE/LyU4M8uY2TeB+4GGUtYVKaev36nruYWls/lR6lsbmY5XmhSbvGcBs81sVHczzWwT4CFgLvByN/MHA78GZpYY3w+Ak4DzS1xPpKwe+HfSEaSA7vMWGTDFJu/LgKeBGT3MXwRs7u4X0n3b2WnAP4F7S4xvNrAt8JcS1xORAafkLTJQik3eWeBoYG8zm5g/092XuvuS7lY0sx2AbwCnlBqcu7/h7gP+i9Dc3KxpTXea7u6LUi2xlXu6oaGhpOU7ZAZXRfyarr3pSmrNrHylSSZboKnLzLLAOHdfYGaHA5cC44BHganuPi9v+YXt5WY2gqjWPNnd/2hmuwNz3X3tUoLs63r9oCqEdDLhlhZ+k3dBKDutNu+0bGpqAqCxsbH3BTMTOr9/8HTYffsKRSV1rmKpdb9jXun4vb/rVxunJoWXdKuYu88B5hM1ZxdzkAZsBtxtZouBecAoM1tsZqNLDVYkKbceqLsqC9NnJDJQ+lJ1mAwsANYrtKC7PwKs0v4+gRq0SFkMHjSIxVOz7HVLlk3XgJv2q81ad79k1SNf0qduBmlx90XAsRWIRaSqrT58MI8dMUSJuycZ1bxFBkrBXyF373Ja4u5N9NBs7u5jetnWQ0DJte6+riciA0k1b5GBoiqEiJSJat6SPml9qlhiydvMTgR+3Msin3T3LgO+iEiVGqTkLTJQEkve7n4p0W1nIlILPjcu6QhE6oZOlUWkb8Zvu3J6q49DSnvtSn1L69jmuuYtIn1z74+SjkCkbqnmLSIikjJK3iI16K7nW7j5GT1zXKSQ1kym45UmajYXqTHDL2pheWs0PfHuFlprdAx2kXqmmrdIjWlP3BANm9L8gWrgIrVGyVukxj37dtIRiFSvtszKV5ooeYvUuAJP/U3GW/+BM26AvzyXdCQiqaTkLVLjqm7gswULYf1j4Ly5sNNpcNjPk45I6lgrmY5XmlTb11pEyixTbTXvT53c+f0NjyYTh0iKKXmL1Liqq09U28mESAr1+x4SM8sCHxB1bM3Grz8Bp7j7gniZY4FTgfWAEDjZ3R8pYttrArOBLwBLgLPd/Vf9jVmknmSrLnuLVI/WlH4/ylXz3sndR7r7asBawFPAvWY22Mz2IHp62EHAGsDlQJOZrVXEdq8C3idK+gcCPzWzz5QpZpG6UHXN5iLSb2VvNnf3FcDVwEbAmvG/P3P3J929zd2vBVqBbXrbjpmNBA4AznT3D939ceAG4IhyxywiIpImZU/ecVP3icACd1/k7nPc/ac583cFVgOeLrCpLYAV7v5CTlkIbFXumPM1NzdrWtOpns61eNkHJa3b0NBQ0djauo2yOj43TVfndCW1ZTIdrzTJZPt5E2h8zbuZld/J5cBjwDR3fy5v2U8C84GL3f2CAtv9LHCXu4/KKfsmMMndK910roZGSa3M9M4jqj12IOw0pvjuLU1NTQA0NjaWNa4OmQldy7K3V2ZfUisqlll3Pe7Njt/7P85YPzUZvFyDHu/S3jmtJ2a2F3AzcGGhxB1bBgzPK1uF6Bq4iBRpsO4pEak5A/K1NrOjgbnA8e5+XpGrPQ80mNnonLKAws3tIpJDHdZEepbWp4pVPHmb2Z7AlcC+7n5jseu5ezNwJ/ATM1vFzHYEJgLXVyZSERGRdBiIZwV+D2ggunUst/xAd7+vwLrHAr8AXiVqLv+uuz9WkShFalTVPXDhwM/A3D+vfD84uVBE0qrfydvde/1pcPe9+rHt94Cv93V9EYFB1dZsfuupsPvp8PDTsNZIePuapCOSOpbWB+YORM1bRBJUbbkbgIeK7foiIt1JLHmb2XZAb0OkTnZ3Xd8W6afVVkk6AhEpt8SSt7s/AYxMav8i9WLLddTAJtKTtPUyb6c7QEVqzD+OgIZBMCQD93czHoqIpJ9OyUVqzLh1h7D85MLLiUh6KXmLiEjdaklnq7mazUXqwlMvQcNBMOwgeOblpKMRkX5S8hapB5/6DqxohY9a4ZPfTjoakarRQqbjlSZK3iIiIimj5C0iIpIy6rAmIiJ1a0W6Wss7qOYtIiKSMkreIlLTXlnSyvsftSUdhkhZFWw2N7MsMNPdp+SVLwSmuvu8nLLhwEPAebnlOfO/CfzU3dcuJrh4/POZwDbA88AUd/9z72uJiEQy09ufGZVl+3Xa+OuRulIona2o8eFRJ5nZ+N4WMLOxwIPAzj3M3wz4ebGBxScCTcDVwBrApcBdZqbx0EWkoEPu7Pywx7+9k1AgIhVQbPKeBcw2s1HdzTSzTYhq3HOBLiNAmNlg4NdEtehi7QG0ufsMd1/h7rOBt4Avl7ANEalTtzyfdAQilVNs8r4MeBqY0cP8RcDm7n4h3T8++DTgn8C9JcS2VbzPXGFcLiLSq6p8jrlUnRU5rzQpNnlngaOBvc1sYv5Md1/q7ku6W9HMdgC+AZxSYmyrAsvyypYBFX86cXNzs6Y1XZPTuXpapqGhIfE4K3G8uem8GmLTdPHT0lUmm+39/DTusDbO3ReY2eFE157HAY+S12EtXn5he7mZjQD+Akx29z+a2e7A3GI6rJnZycCX3H2fnLK5wJPufl4pB9kHOmmX2pLJezZo9vYeF21qagKgsbGxkhFV3LDpLXyUV5adpg5rKVWxXmUbnrio4/f+9UvXTk3vtZJuFXP3OcB8YDbFfZgGbAbcbWaLgXnAKDNbbGajC6z7DBDklQV0bUoXEeni0i8kHYGkwbJMpuOVJn05DZ0MLADWK7Sguz9CTjN3KTVvopOEYWZ2AvAL4PB4n7/tQ8wiUmcmbz+ECx5vYeH70ftf93q/jEi6lDxIi7svAo6tQCz5+1kO7AMcCrwHnADs5+5LK71vEakNL04ZQnZa9Dp8rJrMpXYUvOZdp/ShSG2pw2veUlMq1qY97NvvdvzeL794rdS0nWt4VBERkZRJrB3JzE4EftzLIp909y4DvoiIiNS7xJK3u19KdNuZiIhIIj6qXIt8RanZXEREJGXU/VKkHmRvh8kzYFAGZkwpvLyIVDUlb5F6MfO4pCMQqT7pbDVXs7mIiEjaKHmLSHmsPjG6nzwzAf70TNLRiBQnk1n5ShElbxHpvy+fDf/9cOX7XX6YXCwidUDJW0T6796/Jx2BSF1R8hZJmWw2y9tL29DQxiL1S73NRVLk+fda2HL2yvcLjoJt1tbXWKTeqOYtkiK5iRtg7DWJhCEiCdMpu4iI1K+U9TJv16/kbWZZYKa7T8krXwhMdfd5ZpYBfgRMAUYA84FvuvviEvbzVeAH7r5jf+IVERGpBeVoNp9kZuN7mT8VOAjYEdiQaDybnxazYTMbamanAjeS2nFwREREyqscyXsWMNvMRvUw/3+AU939VXdfBnwLmF7ktq8E9gUu7H+YIiIieTI5rxQpR/K+DHgamJE/w8xWBQJgAzNbYGZvAj8D3ihy22e6+27A82WIU0REpCaUI3lngaOBvc1sYt68NeN/jwS+BGwDbAxcVMyG3f31MsRXsubmZk1rumqnO2sr+/YbGhrKEls1fFaaro1p6SrTn4Ee4g5r49x9gZkdDlwKjAMeJbrW/RjwNrCvu98Tr7MbcJu7r13Cfo4i6gBnfQ62NBr9QqpSZnpLl7LstPLeNNLU1ARAY2Nj8StlJnQty95epohEKteonZm2pOP3Pjt99dQ0npftPm93n0PUk3w28Qft7u8A7wHDchYdTOquLoiIiFSPct/nPRlYAKyXU3YNcLqZ/Rn4EDgduKXM+xUREakbZR1hzd0XAcfmFX8fuJ+oCf1F4BXgu+Xcr4iISJ+ktLd5v6551zB9KFKVnl7UwjbXrHz/18Ng+w10zVtqXuWueX8355r3z9JzzVvDo4qkyCfXHkLLyVlebs4yerUMgwel5rdGRMooseRtZhcSXSPvlruPHMBwRFJj8KAMm6angiBS3VL6VUosebv7KcApSe1fRMroi+Pgd08lHYVI3dAjQUWk/x44G1ZZObgL889KLBSR0qSzx5queYtIeSy9KekIROqGat4iIiIpo+QtUmtaW+G3T8CLbyUdiUj1S2eruZrNRWrKihZo+PrK91/bGeZ+L5FQlre0MfLiNlqA4YNg6XcGMyiTsl9IkSqlmrdILflMXqK+7bFk4gA+dkmUuAE+bIP1L29NLBaRWqOat0gt+duLSUfQ4aO8cQrfWZ5MHCK9S2drkGreIiIiKaPkLSIikjJqNhcRkfqVzlZz1bxFRETSpmDN28yywEx3n5JXvhCY6u7zcsqGAw8B57WXm9m9wOdyVh0EjAB2dff/KyZIM9sM+Cuwsbu/X8w6IiIitarYZvNJZnaHu9/X0wJmNha4Ctg5t9zd98lb7lpgSAmJe3/gSmCNImMVEREpTo03m88CZpvZqO5mmtkmRDXuucDLPW3EzA4AvgBM6WmZvOUPAy4CzikyThERkZpXbPK+DHgamNHD/EXA5u5+IZDtbgEzGwL8HJjm7s1F7vcBYEvgt0UuXxbNzc2a1nSqp3OVum5DQ0NJy/ccQ7c/BVXx+Wg6XdPSVSab7f4L1i6+5j0OWAI8BRzv7jd0d807Xr6n8sOAHwJj3b2tlCDNbAzwIrDaAF3z7v1DEalWmQldy7K3l7SJpqYmABobG/sXyvSWLmXZabrBRfqkYo3bme+/3/F7n/3JyNQ0ohfd29zdXwFOAK4ws436sK+jgV+WmrhFRESks5JuFXP3OcB8YDYlnAmZ2WrAbsAtJUUnIiIiXfSlDWsysABYr4R1DHjd3V/vw/5EREQqIzUN5Z2VPEiLuy8Cji1xtTHAG6XuS0RERLoqWPN29y7nJe7eRA/nK+4+ppuyq4Gr+xBf+/oLe9qfiIhIvVHXTxERqV+ZdNYLE0ve8YAt1/WyyD7u/shAxSNSEz42Av77QdJRdCudP5Ei1Smx5O3udwAjk9q/SE26/0fwme+vfN8wOLFQbvoKHJIz2sNjExMLRaTm6KliIrVk5wCuPwnWGgk7fgI+uDmxUA7eaghvHTeIm76S4T9TB7HjhrpKJ1Iu+jaJ1JqJu0WvKrDuqoM4eKukoxCpPUreIiJSv1LaGUPN5iK1ZslS2OJ4GDMZXn0n6WhEpAJU8xapNWscvnJ648klP5ikL1pa21j1kjY+aoOhGVj67UEMHay6gUil6NslUusWLa74Lta8NErcACuysPrFev6QpEUm55UeSt4ita658vd9v9/a+f0HeqiuSEUpeYvUumxr4WVEJFV0zVuk5qWrOVBkQKX066Gat0ity+hrLlJr9K0WqXVZdR4TqTX9ajY3syww092n5JUvBKa6+zwz2wSYAewCfATcCHzX3T8qYT9fBX7g7jv2J14REZFO6rjZfJKZje9l/vXA08A6wNbA7sCUXpbvYGZDzexUooSf0o9YJGFqNhepOeX4Vs8CZpvZqB7mfxE4zd1XAKOA4cCiIrd9JbAvcGG/oxSpV23qbS5Sa8qRvC8jqlnP6G6mu3/o7i1mNh94DngNKHbIpzPdfTfg+TLEWbTm5mZNazrV07ma319a0roNDQ3l2W8VfA6aro3pykrnIC2ZbLbvoynE17zHAUuAp4Dj3f2G3GveOcsOB1YHbgVecPejStjPUfH2rM/BlkZDTEh6ZSZ0fv+vS2HzjYpevampCYDGxsbidzm9pUtZdpruRJWyqVhmzfxo5ZBC2XNGpCaDl+VimLu/ApwAXGFm3f5KxDXwt4AzgQndLSMilZCa3yMRKVLZerK4+xxgPjCb+NfCzAab2QIz+1TOog1A5QdbFpGIcrdIz9LZal72+7wnA58CRgO4eyuwADjXzEaa2ceBc4FflXm/ItITXQQSqTllTd7uvgg4Nq/4OKAZWAj8CbgHOL+c+xWRXmRSVqUQkYL61aPE3bv8Krh7EzkNEO7+H+Ab/dzPNcA1/dmGSP1S1Vuk1mj0BpFa1487SkSkOiV2L4eZXUh0jbxb7j5yAMMRqV0brlXxXey9Cfz2pZXvP7tBxXcpUh4pvaqUWPJ291OAU5Lav0jNWmMELP4gmh4yCEaMqPgu7ztoCBObWmh6AfYeA3P31z3eIpWkb5hIrfnP9fDwAvhgOYzfYcB2e0Ojfk5EBoq+bSK1aLexSUcgkg4pvRtDHdZERERSRjVvESnaF29q4fevRtOf3wAePkw/ISJJUM1bRIrWnrgB/vBGcnGI1DslbxERkZRR8hYREUkZXbASEZH6lc7O5qp5i4iIpI2St4iISMr0q9nczLLATHefkle+EJjq7vPMbA3gEmA80cnCfcCJ8dPGCm1/f+A8YBPgFeB0d/9Nf2IWKasHnoR9zoXBg+HfV8BG6yQdkYiUJJ3t5uWoeU8ys/G9zL8YWA3YAvgEsDpwWaGNmtmWwBzgpHid7wBzwLwC1AAAFW1JREFUzGyrfkcsUi57nQOtWfioBTbu8Tk7IiJlVY7kPQuYbWajepg/GDjH3f/r7kuAq4BditjuGOAqd5/v7ll3vx8IgZ3KELNI/139QNIRiEidKkdv88uAzYAZwMH5M9398Lyi/YC/F9ponKzvb39vZpsB2xSzrsiAeOrFpCMQkf5KZ6t5WWreWeBoYG8zm9jbgmZ2CnAQ8P1SdmBmGwL3ANe4e8WTd3Nzs6Y1XXh67dXoTlXE1o/phoaGgsvkqoaYNV3b09JVJpvN9nnluMPaOHdfYGaHA5cC44BHiTusxcsNJrr2fRCwr7v/tYR9bAc0AfOA4929rc8BF6/vH4rUj2wWBn0tr+z2ZGIpo6amJgAaGxu7zMtMb+n0PjtNQ0XIgKhY/Thz7vKO3/vsGcNSUw8v261i7j4HmA/MJueDNrPhwF3A54GdS0zc44GHgIvcfcoAJW6R4mQycMaBK9/P+0FysYhIXSn3afNkYAGwXk7ZTGAd4LPuXnQ7iJltA9wGHOPuN5U1SpFyOWdi9BIRGUBlTd7uvsjMjiWqaWNmHweOAJYDb5hZ+6KL3H1Mgc2dBIwAZpnZrJzyk939l+WMW0RE6lRqGso761fydvcuh+3uTXT+OPr00bj7JGBSH0MTERGpWRoeVUREJGUS6ypqZhcSXSPvlruPHMBwREREUiOx5O3upwCnJLV/ERGRtFKzuYgUbf3hK6fXHZZcHCL1TiMsiEjR3pg6hPaBnTKZlHbTFcmV0r9jJW8RKYmStkjy1GwuUq/u+xtccU/SUYhIH6jmLVKPhh0IH8WjDU+dVRNjsov0SUobklTzFqlHH+U9JuDYy5KJQ0T6RMlbROC6R5KOQERKoOQtIrCipfAyIlI1lLxFBAYnHYCIlELJW0SgrfAiIlI91NtcRHQaL/Urpb3NCyZvM8sCM919Sl75QmCqu8/LKRsOPAScl1f+VeAnwMeBfwKT3f3vRex7G+AyYHugGbgKONfdswWPTEREyi6bzfLn11v5xBoZ1llV11uSUuz59iQzG9/bAmY2FngQ2DmvfDtgNnAssDrwG+DWQjs0s0FAE3A/sDawO3AkcEyRMYtIsXQ6LEXIZrMMurCVXW6EdWdk2eFadXRMSrHJexYw28xGdTfTzDYhqnHPBV7Omz0ZuMrdH3H3NuDnwKFxcu7N+sCzwE/dvcXd/w3cAexSZMwiUiw1m0sR1r+itdP7v72TUCBllcl5pUexX9nLgKeBGT3MXwRs7u4X0vUcfnvgfTObb2aLgHuA5jiR98jdX3f3L7cvZ2YNwHigYHN7fzU3N2ta0zU/nWtZzm9yQ0ND4rFpujqnF33YfU17IP9WJZJpf0JQT+Jr3uOAJcBTwPHufkN317zj5TuVm9m/gFWBxnj9s4EDgLHuXlSbS5y4bwQ2A3Zx9w+KPcA+UiOi1LbMhM7vh2fgg9sAaGpqAqCxsXGgo5IqN+OvLRz/YOey7LQB6fdcsWpx5oIVHb/32dOGpqb6XXRjmbu/ApwAXGFmG5Wwj+XAHI8sB84gSsJbFbOyma0F/A7YEPjiACRukfqzQuerUthxOwzhsCCabhgEy05MTa6rOSVd6XL3OcB8og5oxf6vhcCwnPdFX2AwszHAY8BrwB7u/m4p8YpIkXTTqBTpusYhZKcNYfnJQxjRoN7mSenLV3YysABYr8jlrwF+bWbXA08A5wHPxdvokZmNAO4D7nf34/sQp4gUS52GRVKl5D6m7r6I6LavYpe/C5gKXAu8R3Qr2QFF3Kv9VSAAjjSz93Nec0qNWUQKUAVKJFUKdlirU/pQpLbld1gbCnwUPdNbHdakCqnDWh5d6RKRtN3iKlI+Kf3bTyx5m9kBwHW9LLKPu+shwyIDYd1ux18SkSqVWPJ29zuAkUntX0Ry/OGcpCMQkRJoUESRevT4BSunj94DNt0wuVhEpGS65i1Sj3bcErK3Jx2FiPSRat4iIiIpo5q3iIjUr5T2NlfNW0REJGWUvEVERFJGyVtERCRllLxFRERSRslbREQkZdTbXERE6lcmnd3NVfMWERHpQRAEuwdB8FDSceRT8hYREUkZNZuLiEj96mOreRAEPwC+AbQC9wOnAncAV4ZheG8QBOcD24dhuE8QBBsAD4RhOLY8QSt5dxEEwZDf//73SYchkpj33nsPgFdffTXhSEQie+655xjg1TAMW5KOBSAIgi8D+wE7ACuA24ApwN3AnsC9wOeBjYMgGAyMB+4pZwxK3l1ttOeeeyYdg0jifvzjHycdgki7F4FNgYXl3nB22pC+1L2/ANwYhuEHAEEQzAaOBE4C7gqCYLV4ub8D2wP7AJeXIdwOSt5dvUr0R1KShoaGjYYOHfrIihUrPvfRRx/VfJVFx1u76ulYob6ON+XHWk3x5vcXywBDwjB8JQiCQcDXgD8CbxHVxHeI35eNkneeuFlmYanrmRkAw4YNe/Wpp54qef200fHWrno6Vqiv462nY62w+cDpQRD8kqjZ/GjgwXjevcDpwFTgDaLm8ofDMGwtZwBK3iIiIr37XBAE7+e8vw6YBzhRHv0tcFk8727gFOBRYCnQEC9bVkreIiIiPQjD8CFgcA+zz+tm+UeAoTlF61QgLN3nLSIikjZK3uWzGDg7/rce6HhrVz0dK9TX8dbTsda0TDabTToGERERKYFq3iIiIimj5C0iIpIy6m3eD2Y2muiWgXWBEDjM3d/PW2YDYA5Rj8MPgCnu/uRAx1oOJRzv1cD6QBswzd3nD3Ss/VXMseYs+yXgNHdP3dB8ZjaR6J7UBuAid78ib/62wFXA6sAfiP5+q2KIyr4odLw5y10LPOju1wxgeGVVxP/t/kTXvzNEI5gd7e7/GfBApU9U8+6fK4Er3X0rovv9zuhmmR8Dc93908BZ8TppVczx/gyY5+7bAocCN5hZT7dZVLOCx2pmg8zsFOAmer6VpGqZ2ceB84HPAp8GJpnZJ/MWuw44wd23JPqRP3ZgoyyfYo7XzDY0sybgoARCLJtCx2pmHwNmAPvGv03/IPp9kpRQ8u4jMxtKNPD83LjoGrr/wh8D/DKe3hRI5ZltCcd7O3B9PP0vYDgwstLxlVMJx7p1/EprQvsiMN/d33P3pUTHe2D7TDPbBBjh7n+Oi64h3Umt1+ONHQbcCdwy0MGVWaFjHQoc7+6vxe//AYwe4BilH9Rs3ndrA//NaUJ8A9gofyF3bwMws2eBMcD+AxVgmRV7vLfnvJ0GPOHuSwYgvnIq9lj/CXzLzHYfwNjKaUOiY2v3BrBTgfldPocUKXS8uPvPAMzsswMYVyX0eqzu/i7R4ysxsxHAaawcIUxSQMm7CGZ2EHBRXvFz3Sza1tM23H2r+Prh/Wa2lbu/V84Yy6kcx2tm3wYmA7uVMbSyK8explh3T1NqK2F+2tTa8fSmqGM1s9WJkvjf3f3aikclZaPkXQR3vxW4Nbcsblp918wGu3srsAHwev66ZrYv8LC7v+/uT5rZS8BmQNUm7/4cb7zsT4F9gc+7ezU9CaiL/h5ryr0GfC7nff5xvkbU8bCn+WlT6HhrScFjjTuX/pboIRvfGbjQpBx0zbuP3H0F8AhwcFx0BNHTZPIdCUwCiDuMrA88OxAxllOxxxvXuPcAdq32xN2TEv5v0+53wJ5mto6ZrUL0GMP72me6+0vAh2a2a1yU9s+h1+OtMb0ea9yJdB5wi7t/2901WlfKqObdP8cD15rZ6cDLRL2rMbMpwIbu/iPg28DVZnYk8CFwaE+3HKVAr8cLnBm//gs81P74QeDL7p62Gk4x/7ep5u6vmdkPiR5l2ADMcvfHzewe4Efu7kQduK4ys9WAJ4BLk4u4f4o83ppQ6FiBjYHtgMFmduDK1fxbyUQspdLwqCIiIimjZnMREZGUUfIWERFJGSVvERGRlFHyFhERSRklb5E6EwTBRkEQ6E6TPijXZxcEwSpBEKxXjpikPukLLCUJgmBLooePfJ7o7+cF4NIwDH8Vzz8KmBqGoeWt9xXg8jAMx+SVP0I0PvhGYRh+mFN+FtETkdrLssAiYHYYhueW8XjOAsaGYZg/xnU5tn0FcDewAHgaWC8Mw6Xl3k+JMa1H9JS09YDU3bIYBMFcYEEYhmcVWO4ouvk77Oe+y/nZ/YHoQSDzgiDYFfhWGIZH93ObUkdU85aiBUEwiGigBye6r3t14ETgZ0EQfK0P29ua6H7TJ4CJ3SxyRxiGI+PXasA+wNQgCCb39RgGShAEuwBBGIb3hGH4cnwMiSbu2AhglaSDSKlyfnZrt0+EYfhHYPUgCL5Upm1LHVDNW0qxNtGT0a4Pw/CDuOzhIAhOJRoIolSTiMZVfpzoISaze1s4DMNngyD4AzAuf14QBH8EbgjD8Ir4/WbAP4mGhVwTuIRoUIq1iU4WvhmG4bN52ziLnFp4EARjgafCMMzE7z8PXAhsQVQDOyEMw8d7CPdHxE+TC4JgDNHzklcDDPg50QhYxwJLgeOAPYGjgMXAMWEY/j6uPX4jLtsHWAicGIbh7+PtHgJ8l+j/BKInYR0XhmE2CIKNiR5ruhvQDFwYhuHPgb/Gy74ZBMHnwjB8Iu8z2CGOb1uih1lcEIbhNfG8hcAvgG8S1T4fAQ4Pw7DLk/KCIMgSjW1/BtFJ3s+AV4DziBLgj8MwnB4v+yXgJ8CWRC05PwjD8J543nbATGAbogFHRuTsYzDwwzieVYhGDPt2GIb/7fK/0Tm29YjGs98L+AC4ETgjDMPlQRBcAywKw3BavGxui1Gnzw44KV5/JyAAHiP6u3opv+YfBMFIov+HTeN9jwZuDYLge2EYXkr0t/Ij4IHeYhdpp5q3FC0Mw7eBh4AHgiA4OwiCPYIgWDUMw1lhGN6Ys+i2QRAszn0RPfO6QxAEw4DDiRL2bcDGcfNht4IgGBzXZr9A9COebw5wSM77icC8MAwXA7OIhqTdlCh5v0P0o1+0IAhGEyWH8+NtTAfuCYJgVDfLbkSUNOf1sLntgLeBtYges/kb4CVgHaJEckHOsnsCfwbWIEqAvwmCYJ34hGAWUbIeRfTc5olEnw9E47W/QTQc727AqUEQ7AXsEM9fv5vEvQ7we6LHR65NNLTvhUEQjM9Z7IB4XwHRScyUHo4R4Evxcl8DzgbGx+t8A7ggCILVgyDYBriL6Ln3o4AfECW1cfHfyF1xPGsAVwG752z/ZGAC0RjemxMl8GKejPUbosswmwKfibd5dhHrdffZHQmcQvR5/Ru4udBGwjD8KtGofQfFiRuik7mx8WUpkYKUvKVU+xD9QO5B1IT+XhAENwZBsFbOMk+GYbhG7ovOiRWiH/R/hWH4jzAMlwNXA1PzltkvJ/m/R/Tj/ZMwDG/rJq6bAYsTJ0TDmc6Jp48iGrZ1CLAJ8C7w8RKPeyLwYBiGd4Rh2BKG4a3AU3R9HjREyeSfYRgu62FbK4CLwzBsIzoRaQUuCcNwBVHNa5OcZZ8Pw3B6GIYr4hrwC8BXiB4yMTYMw8fjz34U0bPiPx4EwabAzsB3wzBcFobhv4iSeqdk3Y39gFfCMLws3t9jRDXCo3KWmRmG4dthGL5J9P+/RS/buzz+DOYTPeXq8rjF5j5gMNH/wSHA78IwvD3+XO8hStiHAbsSPQ++/fjvjLfV7hjg7DAMXwnDsBn4HvCNIAiG9xRQEASbA/8POCkMw+YwDF8jah04qqd1Crg+DMOH4v4a3wN2jj//koRh2AL8nSp/Cp9UDzWbS0niH6mLgYvjH8nPAv9LVIMu5Vnlk4BxQRC8Gb8fBqwaBMEGYRi2P4f4rmI7koVh+J8gCO4GDg6C4PdEzbrtD9HYCvgpUbL4J1Gtq9QT19HA+PhEot1Q4NFult2Izs9Sztcc/1hDlLib40QO0WMbc2P7d966rxLVpluAY4MgOIao89Tf4ngGEXeoCsOw4znqYRg+DRAEwaq9xLUuUQtArpfo/HSqd3KmV9D75/hevO/WIAggav4nDMO2+P2gXva5UXycb+Z8NhBdOmg3Gvh1EASteTGN7iWmdYGlYRguytvfekEQDO1lvZ78q30i/htcSucnsZUi7c9LlwGkmrcULQiCg4MgeCEIggxEiTwMw98R1Wq3LWE7WxI1V346Xm9boh7nTnSdtK/mAAcBXwduCsNwRRAEDcDtwPlhGK4bhuEeRE3/3Wml87X73NaEN4Cb81oTxhI1ZedrI6pZ9qSUBwpsmPd+E6Jrx4cQPfVs2zAMPxGG4ddZ2TP/NWBkEASrt68UBMGhec3f3XmZzrV+iJqW3yoh3lzFHOfLwJge9vk6UUtCbiUjt8XkDWD/nP+PdYj+pvJPePL3t2oQBGvnlG0KvBe3fPT2N9Cdjv+fuAVkVaITrFK3A9HfTK0+X1zKTDVvKcXvgMuJat3nE9XCNifqcd5UwnYmAb+Nm3M7xJ2Fzo633Rf3EDWtb0TULA/RD+gIoo5hBEHwGaIThIXdrP8c8D9BEGxIVJvNfcbxTcDjQRDsSdR0uwtR8+8BRNeJc71C1FGuHD4VBMERwA1ETbsbEt1+djBRLXN5fG34JKIkNDQMw1fiW/B+EgTByUQ9+i8keqTn8ni7H6Pr7U73EP3fnkDUMW17ok51lXzS1M3AD4IgmADcSdSJbD+iWxGfJLoUcFYQBOcQXf/fi6iDI8C1wJlBEDxDdBvheUQnbz1eNw7D8LW4ZeaS+K6F1YFzgOvjRZ4janpfnag1KPeafnef3eHx3+0zRCdyD8af/3PAlvEdFS8Cp9H5ZGZ5vJ1cG1K7jyiVMlPNW4oWhuG7RM3kGxLdu7yUKKE/TtR5qKC4JnwkUcesfLcQdUzq0z3Xcc3pZmBZfL2WMAzfJ/oBnhUEwRKiHti/BLboZrCN3xD9eP4jft2Ts+3niWr0/wssAX4NnNze8zvPQ8DWBZqoi/Us0TXuRUQnHfvEvbuvJfo/eImoNmlx/FvH6x1CdALxGtHJxTlxK8mb8XE9HwTBHrk7irc7Pj7Od4lOGE4Lw/D2MhxHt+ITuAOI7ulfTJQAJ4Zh+Jf4/3Nfog5l/wG+T+dOgD8h6vH+Z6LPZyfgKzmXJHpyGFEt90WiE4RHgVPjeTOJau4L423ndkDr7rN7lOhE522ifgeHxsf1GNGJ7vx4P88TX0aIXQtcFQTB6QBxk/12dD0RFOmWHgkqUgFBENwLXBuG4U0FF+55G0dR5oFGpHzybyvr57a+ApwahuHn+x2Y1AXVvEUq4xyi+7dFinE8xd2uJgIoeYtURBiGfwKejmtUIj2KB/9Z1MMlGJFuqdlcREQkZVTzFhERSRklbxERkZRR8hYREUkZJW8REZGUUfIWERFJGSVvERGRlPn/LA93C0zpWkoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x972 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_lr=run_shap(X_train, X_test, lr, model_type='linear', explainer_options={}, get_shap_values_options={}, overall=False, savefile='../test_data/epistasis.lr.shap.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SGZOLvWcAf9dvxtyWHQFY2aA5bZ54i4WN25BhdWd/ZWc5T/LyIdnTGx1wEybVUpzXHpCZzkfzvuR/fy1k9g9TqZos/bod2MXAXZto88TbdBj7BjEBrg2yJM9i3keABmHO+1zgXbNrru+kvVszuKml6/tYsB4pGA+lV9cpilImZvMSwvUEfgTeMwzjtbJKp5SoWGZzgN82w5e/y5fqlbuk+Rxkr3TSHPn72UGweg9MnieFcsoIWL5NmsAm9INOjZ3xORzw504Y95XsdT45AB7qAQPekr10kGnd0xXa1IUZf0jTZ0qGrLhfGyrN4xv2Q69XISldNmzvu1FaB34oMGKiAZ2bwv/6yWuIOA5NakhTefuGcszaNGW+jYNwS2t4cz5EnZLX8cYw2HxIphWd1yasHwbuFmhdDyyavO4j52gvBnjD6tehRW3E6r3EfLKKSqFeeL98u+xRbDkMQzrDnZ1JzRFMXGNyLBVq+wk+3yFIt2tYNBjeFP6Mhuhyrns8LJDtkJf/S3+dtqEaz6+RFoOXO+mEeMGsvSYrj4BvUgSDKx2i6819eOpvQVyG4GH/OHoOeBJSM5lxXQ8W3z4Av4ahpOZIM/yLnXSsusbaYya3/GySZgdvRw5/em2lfXN/OVxTu7IsC94e5Czbhv3j5Xg1qoLWti78vF6WoSduhWrB574gICs1mxf/zuWg3ZOHWuncUt3B8g2JfBEfSONQC5M66rhZnGKyO16uSOfjBq9frxM28zf4YyfvdO1HtMWHdye+gEdKGmnVQ0luWJNqa7bRdeQL/FO/aZG0/TU7zSIP0mfPFrLv6c5T65fykrUx79XtSM3EeCInP4olrz7dV7kaz/QehlduNnPadAacJvmgjDQ2ffgsVVOS6Png86yr2xiEoLlXNtrhk+ysVgeA27evZ+737wNwytuP1k+8yfHAEDqknWDKNx/T8cgB7JpGqocXXvZcTvn4Uz3lNLoQ5OoWTvgHcrjXdSTvPEGbo4c4UqsWTR7vQtCjn2DJzpXlvWO4HHZ6fWj+XA5OJcNzP2AmpRM/uAshv65B1zX5Pl7TQA6tZWTDxFly7sttHWDpVjnc8+pdULfKxRbZs1GGZvO7CpjNZ1eYVvllEW+bzXYfcpLaKMMwZpdVOqVIxRPvy8mGCNkYaFPv/MJnZEszat1QOZlOCFgfIUU+PRtqBBeZMHNO0jLBOAQNwqBGiHRzOGD9fgj2k+JfECFg2AewcJOcrXtvNzmj7K9dcgLfoPbQtKacvHMRpGQLtsQKGlXSqOarEZ1i0uwrk7Tci4ruklkwQKdHbdh0UqOGH9QPPHudtGjRIgD69u3r6nHitGxMtakLASX02pBrtW8+KWgYpOVPZKsQxCbBnqNygmWQLxyLp/sSN1alul7rE23hna4WdpyCXBPaV827xlw7Rq8PEREnuObYIajsT0pwIEdPm+ytUp1Rg0dx2tsXgN514Xgq7I/J4ppjhzgUXIVjgbLstgyBz3vqXD/HzF+oZ+zqJTyyZRUhtQL45H+P8XNKIE2DNT7vqeO3N0o2ZndFy3dxy2F5UqAPjLwRVmyH6sHw5SNE+wYRmQzXhCE/HTyVLM9rWUe+KxWDMhTvoQXEe1aFKbxlLt42m+1GYDHQ80I+D7vQdEoZJd6KSyY+wyTs00sfG29+/Ai7qtUu4u6uS9PwO100DiXCx9sEAni/q86DrS5sRKxE8b4K2R4nGLzQwcl0uLW+xiOtda6vcZY6PSUD5m2AKoFy4iewJVawNU7QLhS2xkFNf7ipts60LSZj/yy6OMvzHTRe62xhd7xg/XGBhtyUZkBDjSDP89CTBZvkJ5e3dyr7Ty7LByXehbgcH4E+DbgDS202W0H3wYZhLLsM6SsU5UKIt867XWH8KhNNA6sGORe4qFZIahK/fDeFNuPeIsPd08WvbRVYP8z5Cr/ZpRQyraBVqMaBkRdQNfp7w4juLk5tq2i0rSJ1oHUBK/JjbXUCPWBLnMlvh2F/IjQPgfHtZGOrWYhGs5CL0I/+1174OYoKzSWLt2EYZy1phmH0vNQ0zicdheJK5Il2Ovc2k2Ph9T53kHCWSfvF0f7oIULTksm2uBXxq+6rXomKyPBmOsOb6bzbRRCXAaHeRbeGVVxOKua9V2ubKxRlTJCnhr+HxogWxVcSLSuDcbdGv/oaXoWa08vDW/Hg6KfyV147MxdLA24Pr5iVjkJi0TWq+mpKuBUXRbmtbW6z2doAZxsDH2UYxg+XKz8KRVnzblcL3WqaHE0VfL1bEHEaHmqp8VYXKcwLBsINs+2sjnGeE+Bj5YvJLRhwWFDTT6NJMCyPkhPD8idNKRSKq45yE2/DMLYCvuWVvkJRHvSpL41do1sX7z+iuc7qGOfA+Mc3aQR6agxr6hTqu5sq0VYoSo+K+T6pXcUUiiuI+1vo5JqC349A/wYwpPH5bVSiUCiuLpR4KxRXGKNaWRjVqrxzoVAormSUeCsUCoXiqkUUMJtXJAO6mm2uUCgUCkUFQ4m3QnElEBUHUxfDim3lnROFQlEBUGZzhaK8iUuCNhPk5i0gN4oI8oFnBsGA9uWbN4VCcUWiet4KRXnz9q9O4Qa5E9zGAzD4bbkxiEKhUBRCibdCUV5k5cC1T8F7C4v3dwh44GOwO+SmE/uOyZ3TQPbWDxyH9CzYewxyymn7MoVCUS4os7lCURYIAd+skvsdD+8C9QpsefrbZtmzjkuCfw+ePZ6lW6HFE3AySfbOm9aQ253O3yi3NLXqYDehRS25F/lZtu1UKBTFUZHmmDtR4q34z3IgUe701zDo8rycmYkZZN33Kf57IrHUqASr8navfWsehFWCTuHQsxXcO+3CIt5XYL3UPcfk3xnseaux7YyGOWtg1M1S5CNjoXH1/+r2kOdHRjZExMi94v29pVtCKhyNl40g96KbvRTHqQxBTJrc/ctaDuuQp+YIDiZCoyDwca+YQqMofZR4K/5TJGUJpm0V/H1U8Ee0FO+XO+m82KlsR4iSsgTz75rDfcvXSocDx52emblSTCNjYe7assvEJ8vgUCzM+B1Op0FoAGx7D6pWKrs0rwRME75YCVGn4N6u0LgGC7aks27KanqvX02X2MMw81FoUBW6T4LkDKgaBBvfgtRM+O5vqBEsjzOy4bHeUDkAgNXHBL1+yiXdodPFLZkVYyrhbnEV0OgUwfTtJqHeGo+20UpV4I8kC66b7SAmDap4w+BGGnc21ul8tv3FFVcFmhDi3KHOgs1mE0AmYAIi7289MMEwjF2Fwo4DrjMMY/AFphEM/Av0KxxnGXFpN0VRhM0nBT5u0DjYtdIZv8rBnH2CJsGwcICl2J5FxGlBag7YwjR2nBIkZppMXCuITIYh4Rq3NdJpGASVvTW6zLHzzzHX872skDrWwsO/myw6KPBzhyw71PSHoU00hjXRCfSU6Z5IE0SlQN1PfiHom5W4N62G9v0T+ZX56XmbOfLaYhrkpOD3wxioVgkOnGDVv4lcP+49rKL4Dbt3hNXCYpo0iztWrH+Z0TEc1k2Wx8dPSzN+rRD5v3kt2SM9Gs+aOQtIqh/MrYMGXN78lQavzIVJc/J/ZoYEkJIlWND0Gib1GMxf01+hcloy+2rVpVn0YTLcPIiqVJnWMVF42YvOFcj19mToi28wadpUXrx5CPOb2PL9/vj2Tbr7psHs8WC18O7aHJ6NDqFyciLzv36HYHLw9dSI7N6Btu/fhj3Lztaxc6m9cTv+fVqjvTWcXfFQP1AQmaxR1UeWQ+MkhHhBvUCNLbECLysEesCkdSZf7HCtjiwarL1Lp3012SDdEitIzBJ4u2k4TMHDK01ScuGljhpDGutsi4P6gZDtgONp0K4KuBVogCRmCfYmQNNgCPTU2JsgyLSTvx/5FUKZZcbU7s2/wbr45oq66LNRWuLd4oyo2mw2N2AyMASoYxiGw2az+QCTgP8B8y5EvG02W2fgC6BxwXTKGCXeZ8FuCqZtERxJEYxsodO8smt5z7YL3t8s2BYn8LAKDifBmhj59k3trvNYW1npLDpk0m++U+yah0D/BhoOE4Y31fh2j2B7nGBZlPQP8YT4rOLzpGvQpy4sOSxbkQWxaNC1JvwRXfy5nha4uQ6cTIetcdAs+jBbpj6T7x859Gb+euZB/jriIPz9OTz353wAUn18sAoTr4xMTE1Dz3uXNlevy7ftutD94E767dmMBkQFhrCxRn2G7Np4Hne4FPF2h0d7Q1ggPP2dnPx2hhA/aFdfmvdz7GRW8sZrTB94ehB4l2Buz86FKQvhVApc3wT+2i3H4Ef1BK1ovbfrlODLnSa1/TXGts3b/vLndfDPHri5NfSxFZPIefDlSjlU0K0ZjPxUmsOLIdXdE7+cLKKCQrh27GQ0U5Dm6UmGuyetYyLZ9OGzuJkmApjX/FraHz1IjeTTxHv5EJKZzv9uHc57XfoCoAmTp1Yt4LXlP2K1aOyrXI0m497LT+se42+++fFjloS35taRz9E2I44MO+zzDyUgM51Vn73Mi32HsbhBK3Sc5bS6L8SkyTIc6i3LIYC7DjnFtwXxd4c7G0NkMqw84nTXcK28Qr0gLlO6a5qcJtGtpsbywTpuFo2oZEHHWQ5OpoOPG3SrCYsPy3NHNNP4qpeFVdEm8w8IbGEaIV6wLFJQN0AjOlVQw1ejWbDgt0joUE1jaBOnhWvWXpMNxwV962v0qHPJli8l3oUodbO5YRi5NpvtK2ACEATEA/OBdGA6UPl848oT7p+BJ4FvSzuviovjhTUmb26S5f37vQ7232+hkpezzI/90+TzHUXbPwL4YLOZL97phTo9u+JhV7w878Mtggy7q39Jwg2yUlp0uHg/hyhZuAGyHLDgkPN3grfrZner92Vy/3IT0Di14fd8d5/09PzPNXQhiPELBE2j6+iXSPP0otuh3fk1Tp2keOokxZecibIiIwfe+bV4v/hUWO5cFMbrdAa88hMcOAmzxhV/zpgv4Mu8e/DBIqdSZGTD+H4uQRMyBV1+dHA6C0AQn6nxespWuP1dGeCjpfDPa9C5yYVd0ydL4dEv5PG0JWdtavvlyEJTJzGefrsNZrS/Md8vOjAEN1OqowY0jYuh+6gXiXj7CYIzpYK+svxHMt3c+a7t9aR6evNW94Ekevkyfd4XpGuu1WeahycAnaMiANjuUQmHtwyT7OXDV9d0wy1T5qegJsekyf+mcAo3lCzcACk58PmOou6Fb0VcptP9TD9t1VHB9lNgC4M5+0R+mum5TuEG+Hq34NE2Jjf/bJJrylicjYMzKTndpm0VuOlwe7jO3H0mw5bIC/hkm2DjMI12YVeqLl6p+To7pT4QaLPZgoCxwC7DMM7UViMMwxgIxF5gdLuBuoZhfFeaeTwXqamp6vgsxxtjnKqakAlRKa5hjNiSa9Pavs6eX4+w9BLDFRbuy0l0UGW+b9NZHgcG8/qNg/L9DgeH5h9nW1wr73e69iOicjXSPL0AiPPxvwy5LX3MTfvzj4uUAaNAK6fgY85zLxh+14n0POHOCxJLofMFWev2lJzWheahEIW9DgdXQTOdipju5oFdc1aBhyuFcqByNVI8vfKrc+/cHCat+IlUT29G/LuK6T9P56RfIEcCg2kXE8mDeY25qsmneWnFXAD8sjPRTROHxYpWwLKZ4ebOoqbtSs7wZcLTIqiW1z6t6nGWFjGwN0HkCbekuNvtUgxOClJTU13qAIeAbafEJdU5iqKUVs97nc1mO/OIs4GNwG1nPA3DOF7sWefAMIzEUsjbBePn56eOz3J8VzM3VuXtOd08BJpUcg1zRyOdLbHON14HOlSTs77fvME93z040I/qvvb8nkdBavjCsTz3QA9IypbHhc2ChfGwyLG9S0LTGD50LKNve4h0dw/cLBoWExzA7cPH88bS2XjnZHFd5D7e6Nyba48eZH7za9lXuRovr/yJegknORwcxoQ+dzN8yz/546oOTcNyicNUpYqmObtjBdCHdM4/LlIG7ugE2yKlg4ebNKPrOtzWoUj4a2v60CzYwe4E+fv2RhrUs8Fb8yEzB/y98ezfoeS0Sjq+rQN8+xc4THC3Qk7xLT0NmN2qE345WSxoZiM6MJi/P53Eb03asiusFvds/hurMNlVpQabajXgmd7maDdrAAAgAElEQVTD6BmxjYCsTJd4ArIyGLt6CVMXfgPAA5v+5Jled1E5PY2+ewweXrecViej84dNVjRsianrhGSlMWnpjywPb81xv0CXXn9hKnnA6eyi7l5WyLzIhmy7KnAqA6ILaGCzYJjSzUI1X9k8ube1NxGpDt75V2A3penezCsSvetC91o6lb0cnMoEqwYeVtlDL/geeltlY9vdAv0b6Pj5+TGggWDqFgc5DqjkCTfW0i6pzlEUpdTHvM8R9iWg+YVOWLvQdEqBK6iGvTJZGyOIThH0rqcR4FHU7PRntMn+0wJ3C7StotM6tHjT1O54k+5zTeIz4OHW0LOOjkPIimPJYVkh9K4LSyOlebt9VXhrk2BuhCAuQ05Ye6KdxrwDgiaVNK4JE7T8Rrg8QA34pIfG5pMwc5fA1w1ahMD6E1DVR1ZYR/MquIENYFAjnaf+NjmRDtdXh5m36KTnanyyzeTb3QI34eD7Hz6k7/aNPPb8JD7za0xwagoLvn6bDtEHSPD2ZWmj1tRLOEmno+f4jvty8Nxt0ryckQOP3ALtG8pxaosOG/bDZ8thWxRJ9SoROHU03HqOceg/dkB8ipwMt3oPhFcHW4NigyZnC347LKjlr3Fd9bwyEBEDxkHo1BjqVrm4a9p6GPYchesaQ5v/ua5QV4Dnb7mTN/IsJ732buG3mW8WG25ZeCtSPbzov/tf3M8shFMlkN+btKLDug0kevpQM8W52t2iwf359KZ+LE3149efp9F/4+p8v52hNdhSqz49Zw6h6oEoTKvOMK0tcyKgmg+0C4NFh2S5tGjwSGuN97rp9P7FwcojUrCz7NAwCH4bpDNrr+DFdc4SrQF/D9GISoHv9whWHoEWleFYKvmWjkAPOD7agingp/0mh5Lgpto6XWoW/x4eSRasiRG0CYWDSbK33L+Bhq5pxKQK/joqaFlZw9cN1h4XNKkE+xOhhp9GbX/455igbahG0xBn/HviBVviBDfU0Kjlf8mm6TIc876vwJj3VxXGhq7Eu3iUeF9m7Ka44E9sSjpn3n6T2xY6e/4aEDPaQlVfzeWcwsfg+h1vcfGbQo7xaSA/UbJYsH/1J9b7P3INp2lEBoZQP/HUBV3TJeNmkT3SM90nNwvk/CR72Hn5LY7Fvy5AWHT69u17GTNbSuw5Cq//LK85JQN+3wE5doSPB4Pve5J5tVuiCcG3h5dz94L5cKKQQa9+mJx8l5oBMYnyE7sh18HQG0g8lMALE9YRlJnOi7//jJtpkh7oj8fWt7HWCZVlJD0LXpgFMQng542Zmon+wI1wS1uXZAqXN0teL9dSTJkrXPbafGNnW15ReqmTxqROliLn7EsQvLbBxMsKr3fWCfWpMDp0PijxLoT6zltxRXAx38aWdM6gRjrz+sGolSapOfBaZ52qeWbCgueUdHw2N73gjOo8IbQ2reFigjatFpKfuYP6H8wveCI0qwU7j1CmPNYbujaHoe9LZfh6jHTXtBKFG0BYKvBKyU1rwg8FJtgdjYeN+9FsDfi6WmWGRQlq+2u0C7sV7m0I/SdDYjoM7ypFumfrEqMOqh/MRx1y4eVfoVoQPN4Hn6E3yE8EySsjfl7wwQP555R0J4srb4U+Gc93L1z2Nt1tYWmkIMBDK9J7PhO2cbDG931KfsaK/xZKvBX/SQY20hnY6DIJUvtG8POT8OtGuLYh+pjeBAEMaAvTfpMLgDx/m1ztbPZq+HgprIsodrz5gvH2kDO9z3BjS+jdDlJnXXrcFZWaIfIP8AMGNSogdh3CIfbrC4vvmUHyrxxxs2j0a1BhOoUVClFBZ5tfstn8P4q6KYqyZecR+GkdvPbTuUubBvh4Qo9W0iy84QA0ryk/zWpVB+58DyKOw4hu8Mmoi8rOokWLACqm2VxxNVBmCuvQ7s9/Ay1iZoVRctXzVijKgxa15V9fG4z6DLZGlhw2NABOflWy/9YppZ8/hUJxRVNu4m2z2doAq88SZJRhGD9crvwoFOXCNQ3h1bvg1jecbkG+cHMruXqZhxt8/Vj55U+h+M9TYTrbLpSbeBuGsRXwPWdAheK/Th+bHDP/Z4/cdexilwxVKBRXDcpsrlBcCdzWUf4pFArFeaDEW6FQKBRXLRV1dnIF/rhToVAoFIqrEyXeCoVCoVBUMJR4KxQVkW2RMPkXuc64QqG4BLQCfxUHNeatUJQHmdlypbWMHKgaBFFxMLgjtKl37nP3HYNOz8qduQBG9YSPHgSrWhpTobhaUOKtUJQHI6bB3HWubu8vgpljYM1eaFMXqleCxZvlLmCxSRAdDw/1gH8POoUbYPoKiEuGeU9f3mtQKBTlhhJvheJykpoJr8yFhZuK+mXmwLD3nTuCndk0+eOlzjCfLYcbmsjdwnILbFw+fyMMmAyNa8ALt8vlVAtyNF7uvOVmkf6hgaV9Zf9ZDiYK3tpk4usOL3bUCfK8dPPqskiT2XsFLSprjLdprhveKC4ram3z/xbqpigunu2R8MYvEOADE/rBlIVyv+nnboM358OcNaWTToGdzFyoGSw3Q6kcAPffCP2vhfBHYf8J6V/JFwa2h9eHQRUp4mpt8+IxhaDee6kcwRuAPvU0Fg+6tOGJPfGCVt86sOftWtsiBPo10JjUUcet8DZjijOU2Y3J1R7Mf4ncxBcV5gGonrdCUZrk5ELPV6QZG+DbVZBtl8fzN51ziqgdDev5th1LangfTZB/AIsN2D7FKdwAp9Ngxh8yzPIXAai7cDdVNh2FTanw8p2gX1lzWZOzBRP+MjmSAk+01ehT/+z5+znC5LPtgkZBMLGjxsQ1gmOpMN6mcUvdAueaJkyaI3d563cNPH4rphC8uNZkwUFBVmImR/BmyLa1jNz4J8fDqrCiyX28tcONmHQI84YxbXQGhxfNz+sbTP6MFvSorfFMe6f//hPZ2E1n1bszHnbGC06mmXx5i5q3cPmpMHrtgup5F4+6KeWM3RQ8+bfJ2hhBsKdGQpagbRWN97poPL9GsO64oF99nYkdXSvNnyNM3jVMavlpfHKTToh36byYfxwxmbTOJNBD4+MbdWoHlBBvfApUHnHR6eSiYbdY8HLYLzqOIgy5Dn5cW9Tdww06hcN1jeG1n53ugzvCkVPQth5MfUCGK2fafGNn2yl57K5D5EMWqvkW/wwOJAoGvXGEKQu+ws3h4NO7hjE3sCEAnppJ1CgrVd6cAyu2QZAPrNief+5Tzz6PV9s6vBIVkO/WOPYYu96bgCWvrkz18OT60S8zfvUSwk8dZ1a763lN348WFceUTr1YfcP19PBL5+ld3vlx/NRXCvy7/5oETfqWyS1v4lBIGLppYuY1lLwcufRs5EZsBjzTXqd/gyurAVXOlGHP+6ECPe/PK4ySX7J422w2AWQCJlL0BLAemGAYxq5CYccB1xmGMfg84w4CZgLdgWTgZcMwZlxShs8PJd4XQGqO4IFlJjvjBfc003k2r5fxvmHy2XaTTDt4WqBhEEQmQ21/jf9dozFxjfS7rZHG3AhBJU94rr3OaxtMDibByfSiaflYIb2Art1YCx5orvH6RoG/O2w44Xx4lb1gYEP4+xi0D9MY2VJj/CqTxCw5rFw7QGPGzTr1AjWOpQruW2ZyPE3wXHudYU11Zuw0efYfk/RcyHaAQ5xJU+P3O/J6SHYHjPkC/trNrwP68kJ4dypFxfDth69ROymh7G76hVB4fLwwuuYcZy/M60Ph1rydzzJzYMp90L1FqWXt460m81bG8t4Pn9E8Nwnri7fDnZ2dATbuZ+5bGxjSaWi+08NrlzFl93I8H7qRIw/25/7lJrHpghc66gxprLNmWzLXthuJuymv+bh/ENVfmJ5//uEZz1F338Fi8zPu1uFomsb7N9ya73bj/h38/sVrLuEWNW5L331bAFneztT4dl2nwdMfkuDnT5qbc97B250EG+I05h2E2qfjeGvJ9/jmZDOu770cCK2WH67b/h2satQSDWhXBRoEwdY4aBmiEZUssAuY2t3C9TWK15iPtph8vM2kYZDGzJtl4/VIsuCB5SYn0wUTO+rc2bhCNgqUeBeitMS7xRmhttlsbsBkYAhQxzAMh81m8wEmAf8D5l2AeP+MbBg8CLQElgJ9DMPYcEmZPjf/efGetNbBlzsFTYM1ZveRL/kUw2SKYVI3AGb10Zm8UfDrQUEtfziRBv4e8E0vC22ryPL96TaTl9eZJGSRP34H4Osm9SAlp4TEkWKedRY9KQuKS7NdFTCGW7ltgYN5B+Rj14AAD0jKLj6e5vEx7IxdCG5WnkyowQ9N29PiZDR/12tKtps7AGs/mkinI/vL8GouE2P7wO/bYc8x+dvTDdJnS7P62/Nh6hJoEAazx0O1SnDgOAz7AE4kwqQ7YGQPl+j+OGLy8O8mCZmyvZCUDd/NmsrdW9eyqWZ97hvyKJn1qzG1h5W+9XWoM4ppNdoxdsD9+XH02ruF32a+CUDTD75hb65Xvl8Vb/hn2kQa7XPe+1xdx2PyLISu45eVweIZb3JD1L5iL/e4byAZHh50fvRVYv0C8c7JYtYPU7l175b8njeAXdPRETwycCQLm7aj05H9fDd7Gl72XNo9/iZbqteVcxLyGNHQjn3OOl5bNod4Hz9GDHmU9dOe4ytbV8b1vw+HxcJ9m1bx2NrfaPfE24izTGDzskL64xZ+jBA8849JoAd819vCtjjBPUudL6K3Fe5rDosPw5EU6aYB1XzgrS4aa2JgwUFBx2oa3/XW8XYrOc1vdpm8sNaksjf80NtC4+DLrnFllmCONir/wbqL6RVGvEt9zNswjFybzfYVMAEIAuKB+UA6MB2ofD7x2Gw2X2AA0MgwjCxgk81mmwXcA5S1eP+n2XBc8Mp6WV6PpwleXm8ypo3OhL/kix+TBsOWmKyOkeFPnOkBp8LI5Q623GMlOkUw5g+z2A5bWu6583C5hbukNLfGyf8FhVpQsnBrwuTFpT/Cjg2sbNiCdx96EIATAZVcwvlnZZZCji8T7hbIKeGB2OrDjN+dv7Ny84RcwNPfSbfjp+H5H+Crx+DxmfJTNoDR02WvPSwo//ShS0ziMlyTWNDsWu7eupb773iYPVVqQBrctdgk+TENS1I6Q0+tYeLNQ0jx8gFgaZO2rGzQguopp12EGyA2A47mutOogNus1p0ReabpgKwMjBr1qJN4ilrJRS0j1dKSyM6wEPHWWAC8c3NwM80i4azC5MeWHZnesQeaaXLrns1YhEmcjz+HA0NchBtgxa5MouZ+ipvpoHZSPFMXfEXjpz6gycljRE4eQ7KnN81jj7K1au1z9hwy7fDjPpN7lwlyHHAEGL3SQVSya7gMO3y8zdVNADHpMGKZyG9wzzsgaL9V8NS1xetWQqZg5AoTuwlHU2HMH6bT8qQoN0rdfpJn6h4L7DIMIz7PeYRhGAOB2AuIqiGQaxjG4QJuEUDj0slpyaSmpv6njzPtrtVDckYumYWGWDNKGHLNsMt4sh0lW1qLUlLA8jdw6Hl5eKmTToD7ufPTNDaG23fItmNmXi/7DLajh+SBEDzX6y4yCvlfsZQk3ID9y5XQtGYhRwfp8UmubhmytWNPK6DMDhOyZUvuTNnLKqZcra0bToqHl8v9zHYIWb7evZdK2Rl0O7Tb5ZzJ3foXuf9neKrPMI4EhgCwqm5TRt4xOt/PPzOd4VtXM+WGPiVes4fpICA7i4DsLBfhTvXwJEt3ilZWXvqDdm1ixOa/cXc4CE1PIeHlkUS+8QitjsmqSzdNcrPtuJnO++ydm8MJ/yB+D2/F7NadaB57lHQ3D57rPdQp/GexiiakZruMhGTY5bjl+WIvFDgjV5RYbySmpLmEz8irPy5n3aUoSmmJ9zqbzZZks9mSgH1AVeC2M56GYRy/iDh9kCbzgmQA3sWELVX8/Pz+08dda2oMbyoriPqB8NL1HrQO1RjTRkMDqvvC5z10bq4jw1T3BYsGfu7wQTcdPz8/GgZpPHWN9NeQZvJ+9aVpWi/UgHfTNXTAywKheR2lEc00lg7SCfSQ5/sVmBPVoNAnyM2DOSfXVDl3mOJ4Oq+3cX0NjZOPWHmt81kCC8HD61fI4+ub0Ccsl0E7NwLQxNfOr8u/4PSL9zHjp0+5NvoA3rk55FTQmaxnsPp6wcxH5SpwAGN6Qeu6+HRtJVd2A6gZAi/dKcO/MwIq+0sBmjgYaocCzrL38U067rqzjDQIhDfvCKbZm18Q5xOAuw5uOkzrbpGfTY3sgZb4HRubt3TJV4qnD+3MJB6ukYYGBHk4/bbUrE/HMa9SedKXdH/kJewWp4Hx2qOHiaxRk/cWfYujmIl40f5BRdwA9oeEUX3iZ9R4cTqHK8lrunPbWnrs344uXJVQB2onxuePZZu6zin/IJ6/5U4cmkaCty/P3XInx14ZxZ63x7EjrBZBL88k5OUZLGvcJj8ei+naqKrhK//3rqvxUDsv3rpBx6JBoAdM6arz0Y06XlZ5/6rnhb25DvSoLY/r+MvhIF2D1ztr9Mx7v9uEwmNt9RLrjQZV/HjlOh1dg2AveKeLpUiYsj4uWyrm8qilPuZ9jrAvAc3PZ8zbZrO1BdYYhuFdwG0MMMAwjJsuIcvnQ/l3CS8D2XaBh1U7q1uWXeBp1ch1CCw6RRaTyHEIrJrALjTcLRoOUyCApYcF9y83yXHApz10bm+k5Z9fMA0hBLkmuFukO0BcBtw638HeBHiwpcZjbXR6/OTgWJozXR2w6vJ1e+MGjfE2C6+ud/DiWuejax4CBxKhhh/0rQfTd8hK3ttNjgGOaqUx7UZX81+uQzB0icmvBwQdq8HtjeDxVc4C4eMGKQ850L3y1CIrhyyrG55WDZZugeFT5dKnGWcZ8L+SmXSHFN7J8+S34guegWa1pF92btGZ58W5CQG5dnAvfpa63ZTLYthNipQDqy477IW/dx613MHnO53Pdkpnwbj2VsgrT+4WuH+Zyfd7BK1DYUFfqD0D7AK8c7LI0a3ceGgX8755l3FPPsf0FxpLs/+HS/LjfOeGW6mVlMCQHeuLzffY/iOY1rk3PSO2seTLN7Agy1+Wxcppb1+qpCW7jIsHvvU9ybrsnVs0uL1aFr9EWci1Wpkx91Oe6TOMU74B9Nq7hbDBbfh+r4anVVonOlWDoQ0E/1un4WmBb3vr3FJXz38fz5DjEFgLvJdn3j+rrrmEPXNsCmkud7e4up8POQ6Bmw5a+SwoU4Zj3qMLjHl/VmEU/Er+zvsA4G6z2WoZhhGd5xYO7CnHPP2nKCzcxbmdebFLWjxCVgIaZwyYlrwuVd8GGqdK+NSlYBqapuFucXWv6Q/b73UtmkdHWxm3ysF3ewQtQzR+6qcT7OWap/HtdDadMFl3XNC/gcaXN+sujY33uxebHRfcLBo/9XMV9DZVBCOWOciyw0c36uheBfLm6U7+nOJebSH+G7kgS8i9UoXKE38vSClh7N3DCh3D5QzyrZE4EJzoWJsaE2+Xa6RPGlLMOcWIcXFumlaicIMUFgBLgeJRsBzoxQynTummcyJDPtu+9TTGXmvJNy+fKTdf9bLwVS/nOfMHyMlxb8z5nuF/rch3f7yLD3i6S8vA9ijYFY15bzd23DicoDe/LDHfqR7SbGTUbkjVj+byScRyusz8ieP+QQy5exydT0Uy49Qa2LAf2tTl+5vh4Q2yJzzzZp2utXyZtsXk1fUmS5rZOOUrP0db2qQtfzTTmdmr6PvykM31d2GhdS/0XloKmL0Khj1zrBe4z8XFdzYKp6UoX67Ynnde+F+ALORs82bAMqC3YRgbLz7H58VV0fNWlCFz1sADHzl74O5WaFgVIo7Lz8vKmh6t5GddIz+GLYddPxWrEgh7pkIlp1nyP73CWnwK3PMh7D0mTf3PDCo5bEKqtJ7sPQYP3AiHYzmxaCeL67Vg9G0PoQnBsddGE7bpVWhSg/cNk2lbTRoEyhnbVXzOT+DGzYrng+PO8aGt91hoHarE8SyU2c3J1h7Or+89xKcV5iFcyT1vkKL9GXAMSAOevAzCrVBcOnd2ho6N4KHPpHi8NAT6XiN3BBs9HdZHQM4FLsTi6ynN0dlnOa9+GNzfHZ7Lax9veAvumQrf/S1/6xpsfttFuP/zhPjDbxPPL2ywX5Gw6YmCHz+Iok1MJK8vm0NYbgYEy0HlcTadcbYLnzr00m3BnFhhsve04KGWuhJuxQWjVlgrHnVTFGXL3qPQYlzxpvU7O0NkrOwtn7EtB/rA2/fI3cXe+EWaZguL/1MD4K17isZ3OhUe+1Iuhzqhn1zrvBD/6Z53aRCfAmNnQEwCPDlAfgKnuJyonnchlHgXj7opirJnxTY5YWrdPkjM+5i+aQ3Y/eHZzytuCVYfTzj4scs31ReCEm/FFY4S70KUm9ncZrO1AVafJcgowzB+uFz5USguOz1by7+j8fDSj7J6Km6iWGECfaBWiNzfG+SnWt8/ftHCrVAoKh7lJt6GYWwFfMsrfYXiiqFmCMx49PzDWy3w5yvw3gIp5M/eBn5e5z5PoVD8Z7jSJ6wpFIriqB8Gn4wq71woFBUeUcEWZzlDhdxeRqFQKBSKqxkl3gqFQqFQVDCU2VyhUCgUVzHKbK5QKC4AIQQZuc6vEnMdgn+OmjSZaafBl3aWRZbz8qoKheKKRfW8FYoyJjVHcCgJGgaCj7ts5W+PM7n5Z5PYDBgSDl1qajyxSrjszjnwV5MFA6CWv0bj4IrZO1AoFGWDEm+Fogz5Zb/JqBUmCVlyS8Z1Qy1oB0/wzvsHsdYMh8BgfoyAHyOKrguU5YCbf5G973dDjjHBOwa6NmNtbgCx6YJedTW83JSoKxSXQkWdba7EW6EobRwOmPkna3akMCqkGwk+/gBEpcCqXw8yeOQLfJ+dQ4K3L9eMnUxk8Lk3I79/9ETIzuBQjZr0HP06GR6edKgKH3TXWRkF7atCjzpqFKw4hBD8sFcQnQLDm2rU9C9aWR9OEszZJ6gfCEMaq/uouPJRpVShKG3GzuDEhNnMjvHkpgM70Uzn2HX2zxtxz84hzd2Dd7r0w91+fpuTvNO1LwIYPHgMGR5yE9INJ6DTLJMX1pr0/NlkySE1Rl4cr20QzHrPoMajH/LVAwtIzXa9T6czBe1/cPD8GpM7F5vc8pOde35zMG+/M5wpBO/+a3Lvbw6WF5yLIAS8v0hu/rLEuFyXpChVtAJ/FQfV81YoLpCT6YJHfzeJzRA8116nd71CbeC/dtPrgWfZXr2u/C2E/NM0FvvX4T7g0YEj+dbW5bzT/Kd+M5K8fNh2Js48zALW9hHLTMCkZQhM72mhQVDFqozOlyy7YNwqk61xgqFNdMa2LaEPYprwzPfsOd2AhV9PwWqasOUfjrZ2w+/5PszYafLlDpNKnhrxedueh8fFMO6Lr3Fz2Hm6z91Ue7oRHappfLBZ8OTfUrS/3ysw7oY2VXR451d4+jt58vf/wLb3oGWdsr8JiqueSxbvvP28MwETuaGHANYDE87s8W2z2R4EngKqABHAeMMwzrau+Zm4g4CZQHcgGXjZMIwZl5pnRTlid0Byhtx68VwIAafTIMgH9AIVtGnKjTwq+YKWJ1CpmXDHu3K3rT7t4JMHwWKRG3Zs3A93T4WUdJhyPwy7wRnX6M9g7lpoVRe+eBjqhMrlR0+ehoFvQ0QM6Q/0RIzpg+/tb8KBE8QGV+OL48dZ3Lgtw+58iMNjvdl5SnDvUpNsB0zr3ZudIbWcaWhOEZ3XsgN33zmG1fWaXNBt67l/Oz7ZmdiOHsSo2aDYMGcE6M+jED7DQfdaMK+/Tq6p4ecObhaNhExBgAdYdZmn05kCP3d5nltqttxy1K34auGNDQ7eMwR1A+CnvhbqBl5A4yAjW+6gVmgZVyEECZlQyUs+7qRsCPaS8aZkC9wt4Gl1zeu4Zdl8tk/mceMJk4UHTTbHQv0AOJQMqTlQ2Qs+tG/n64TGeOZkk+zpTaWMNDSg2uwVZL3zIwE1m7J52OPkWt3y85Ps6Y0mBN0P7WbB128TXv0juoXm4q4JfvrmM7oc2sXipjY+3NyMr5Z8BSmZBS8GukwEf2/48hHo0dpZhj2tMOQ9WBuBvXc7Uq5rTqWXvpdlePZ4qFUZArwgOfP83o0znE6V97SEZ6b473LJu4rliXeLAkLtBkwGhgB1gBuAuUAPYAcwHJgK1DcMI+Eccf+MbBg8CLQElgJ9DMPYcEmZPjdqV7HSYkeU3EO6eW3YfxxunATHEqBzE1jxAiRmQPQpqB0KUXHQrKas/DKyofNzsDVSVmx/vQJ1q8jKqssLsCsaWtWGf16HQydh5h/w0VLXtN0scs3wdxfAjiNO99njYHAneOBj+PYv13OqBsHXY2RFm5TBl9d2Z/SgB0GDT+Z9yUMb/3AJ7tA09n/zLK1OtSY3z5rqkZtLtsXi2uC4BGonxPHwhhVMvPlO7LpOvdNxHA4JO69zvSyQ6YBAd2gWAmuPQ5g3TO2uMXc//LJfUMkTXl43m65/GjQ3k2H5i+yvXZfUHGgXpkFiGps2xNJ+d+38eG+tB4sGnUUwYpPgcCy0qgML/4V7P5QNt7fvgQn9gf+zd97xURRtAH72Lr0XEiABQu+dpUpVugJWVCyIFTsonxU7dkEQFbGgFAugqBRFlN4EFqR3SCAhoYT0nrvd7485riSXECABAvP8fsnNTt+9vXln3nlnBtLzDbr9aGVHMjQOFfU8kgG9w/Pp1MCHcf8a+Jhh5vUmFh4ymL7LYOqCabzY61ZSAoJcimt2/CiKAbuq1cSwdZa8Cgsp8PTErFuxmsy0P3qQP75+myq52YweNJyJ3a8vVm01/iCLv3qb8NxsdCDby4csLx/6jxzL9qq1iEk5ybKpbxKZmU5AYX6Jt5/v6cnJ+a9R8+VpsOUw+HpBbgF7IqPp/fArJAaHcfOODcydOQEThmhxPM3iGNjrWsK0xyExRTw/X2/3hdw5AX5aI85m//tVqBEOh05AyxjRaXVm7UWBQdcAACAASURBVB5xkE2fVuJ88zPsTYDcAmhTt+Tv8vKgwtRIOcpT9vbez/ik0qiryl142/yaATuBCGAAUF3TtA+cwk8DN2matqqUfAOANKChpmmHbX6TAbOmaY9dUKXPjhTe5cELM+H9X4X7taGwL1E0NmeIiYCT6aLx8DCLxj0mAta/K85O/nm9I254AMRNhXE/O/IEaF0btsaVXIeIIHEm9vE0V/9rW8CyHe7TmE1g1Sk0mfF7ZyYWsxBSvgX5ZL98T7FW5FBUDeqPnlAsm+v2byPTx4+NtRoQmpNJppcvFo9zHyF5FRZQ4Ol1zunOh3u1FXQOs/BY3d4YwDPhpxj/8lh26gF0fGIcmEzkeHnjYYL995cw+t5yCHq9Bhk5ojN2PA1OZ4owBcj8Afx9GLXMyqQt7n9qt/+3htltugLQ/8A2wjIz2FG1Jk+v/ZMHbxvp0GYYBu8vmMFzqxcB8GH3QTw36B4wDIbs3ISnbuXX5h2wms0ANEk6ygObljNm8HC35c6f9h6D9myxXx8Mq0rrZz4g29uhMXh87WI+/W1aqc/xWFAo43sOYsL8GS7+k7oOYG3tRvzavAMWswdLv3iDaw/tKp6BlxkKrEJ4r3kbAoocPPP7Brjxfcd154awO0FotRpHw/r3xKE1APd/Ct8uE25fL9j4vuhMT5gPz34n/B/td7nvlS+FdxHK3WDNpup+CtipaVqypmkziwjua4BAYPdZsmoAFJ4R3Db2AY3Lu86SCuLjBQ73+Pnw2wbX8COnhOAGIbjP+M3bAH9vc417OksI7il/ufqXJrhBjEAaRRf3X7ajxOZAt4oh9JboOnbBPXjnJsYt/tFtkkRv94fjPbn2L9Z+9gr733+Ko28/hppw2G280jBbCvG4wA72uTBD7clrNbvYe6+ec9dCUirNT8Tz3MoF5HiJUaBFhx/3llCvb5YKwQ2wK15oUc5gAJsOAqAdL/m+7tNWgmHwwrJf+fPLt/n+x8l8N+dzJnYb6DIN0f3QblqeiLdfj169CP/8PL6ZM4XfZnzE3FkfM2fWx/bwPdVqMmbwcJocj+etxT9xr7bCUaiuM619L9bFNLRXdW6rTi6CGyA4L8ceXhQDSPf2ZeQtD3Hat/h78fSaP5kzayJzZ05wyasYZxb8b4tz38lcutP1+vBJIbgB9h6DP20dkNx8h+AG8Xv7brlwT1zo8J/yF+QVuK+L5LKkvIT3OlVV01RVTQP2AtWBW4pGUlW1KfAL8KqmaclnydMfoTJ3JgfwK4f6lkpmZqZ0l4e7jtMSqLAAyCvEGcPkXnrmVAuERlHF/C1rdjuEwhkCfIrFs+dvNsGMp6B3y+KBZhP0aFbcv2Y48UFhTOnUh3wPD8xWCzdv/5ffp3/IM6v/KF4nReG1vkPdlh8bFomHrtMg+TieVivHgsNKrGtJ3L7tX5odjz97xHLE4qRyTa4aYXe3TopziVc3RHwW/94jHZEUBXo1d1ybTWSFivyvrQWtjsVR/1QSIzYu5fata2lwKpGx//xC//3bqJKdya3bHTNkbRPjyPF0UiEbBqvqN+P6B15iVR1hQ+Bh6GSOvZfhm1fao924axMmXQdDB0UhMjONNZ+/ytil85g++3OeWWnrZJpM/NaiIz0efZ2l9ZqR4utPlpeo6wMbljJnxng+/+Urnl/+G/Oateee2x9nT5XqONuuK8D9Qx9lYVOVWW27s3JAb7dC/sZdGh8umE67Y7FuQp1u0aQIbVSR55zbvEiHtI/TO64oUCdSxPfxgiquc+h5UbYvzvl7igojsyDPfnnZtCGSEikvK4cuzmpzd6iq2heYDYzXNO29MuSZAxRtmf2ArPOrYtkJDAyU7vJwL3gRXv5BCMp7esCQ9xwj7DZ1UMbeBuv3wZ4ECA0Q89kD2+F3S1do3wgemwqLHCpMj5s6we5jkGp7Bbo3hUkPwFtz4XQGrNkrjKIAmtVE+eZx6NjQMbp3Zlg3+GIkRAyHHKfwqSOpuvUo71h7kOAj5gYHJO5zSWrgGLR7GAYdA/NYXrwEXhpwJwD1Th9nSue+xIdWcROrdP5q3Iqv5nzB4zc/SJqvP7leJcx/lgEPBbrVgBwLBHvB4PoKRzJg/TGD9Yk6VltfflgzM1kFwnjssXu6Q/M0WLKVIf/uYtJv3/JXo1b0itK5o3EnwM33PmqQGAX+Fwt3dIVbO8NL38OBJHioNwGthMHd2M5morbk8vCo5zEV0S4YtSIY3TuQE+vqg03AJVcJp1WbcFr7KGzam0W8WaiFdZOJLzr1JikwhOOBIdRLOUFkZhodbJqOLdF10J3sD5qcPEZYbrb9ukvcPqZ26m0fYVvMHvQe+RotEo/QMjGWQTs38fXPU13qd9o/iFT/QP5s0pYmNpU9iHdjd6QQrI0jTLT77VGU1V1hzHdi2sj2LloVhTGrbOkaRsGA1jBjlePd9vGCbk1Q7r9OGFMWec6+D/cX9iKrdsPAdjCyL9StBpsPwW1doFMj7LGXvwnDJws7hDu64jNqsPD/YTS8MEtoRl6/ncAgx1z4ZdOGSEqkQua83cQZgTBSe0TTtB/LmG8gkArU1TTtqM1vMmBomvbUBVX67Mg574pgxU5hvNS+PtzZrWxp1u+DuevE3N/wXrDjCHy3TDRUj/ZzNQrbcgi+XyXU5A/1cahXUzKh5Wg4liKu7+kB3z0p0r72E7w5R/jXrwZ7JoOHmdg0g8+36kT6KYxK3Y7n9ePAqmN4erAmuh7XxO3DBGR7e+Nx6HP+zAlmyRGd+HRYFFu+L1BEVjqnAoLPOd2gugoNQiHYWwjiWxua6BLtXtsx5edlLEmvQc/W9XmijYLZnVbkQCJMXQJRYfDkwPKzcP5js5gm6dIYDiZBWrbIv0YVKCiESYuEbcRj/e3aHO24TucfdCxOw94eNaBTlKi3kZ6N/6eLMFssTOx2PclOBm7BudkcGzcS/wKhzp/bohO6SeGuYU9hNZnt8cy6Fcv2KSSeyidqidOUj0mxr9E7FRpKgm8wbRLjAEgY0o1PRj9FFV+Fp9sqeHs4PcfMXDGVlFcgRsoLN0P96vBIX/EuWq1CfR13EkZcC82cVixI5Jx3ESpceKuqeh2wEOhbluVhRdL+AuQhrM2bAYuBgZqmbSg14YUjhfeVRmIKLNgkRjm9WriG/b5RCIfbrxGW7u7YeEBYDfduKebep9vG2s/dCO/fa492NMMg5kur2yxM4KJiLSseVot97r00vEyw6W4TG45DVT8YXL/ss2ILFgjV8aBBg86jhpeGHacM/orTycyHjlFKsfX2n/9n5YmlBgbQquA0u5VACj29qJqRwuHEX/Cb9o9YytWpIWw6yKbqdbj+/uc5FSjUyj2Dc1n+UKBYDdHheTFy9feB318Qy78yc/m1bRfu+8PKrVvXUS3an9c/7Iynh9z7qgKoMKGarTxtb+/9jUlSeDuFLwGuo/j89a2api0+S95hwBdAb4S6/HVN00o38ywfpPCWlIxhwLq94OddbIlNacIbigvwbod3E5mZztIGLUjzc2/4VhY8TPBtf4W7m5rPHtkNlVF4l4X9KQaJWQZdco9z/MaPOVjoQ/sYLwL/eAFiTwhL+Gsai2WGz36Hbjbx1cevEXBtU+5q6iSEkzOE8ViLWhAZ4raMzlFFRtqS8kQK7yJcsPC+QpEPRXLevL9B5831OlYdiuzEiZ+HmHMGsRxq1Jo/6f7oGxR6eNh3YSuJmEA4lQvhvuBthvhMeLw1PN/BjJcZQnzOv925UoW3C/mFcCpdqP3drcFPzhAq8TA513oZIoV3EeS2PBJJOfN8RxPPdzRxOM3gwb+srEoAq6156B0DORaFlDyDV3csZW6jVkJwg4vg9rBa8dCt5NnWd0f4wvb7zAR5V5q25fLD21PMo5dElaCSwyRXMJXzN3XJhLeqqm2A0ubAH9E07fuLVR+JpLypG6Kw7HYPtOPiUIuq/vDWNSa7ADYyutBl0r8ouo5hMrmMvJ8oPMhjDzTgzf8UfMzwVleTFNwSicSOVJu7Rz4UycXh+5UsPmBldYvWtGoWws5kg6r+CiNblWDxXUFcFWpzSWWmAtXmo5zU5hMrTQ9Zqs0lkkvJXT3oD/S3Xbrf7kUikVQURiVVm8s1DRKJRCKRVDKk8JZIJBKJpJIh1eYSiUQiuWqRanOJRHJZoEsjVInkikcKb4nkCmF1gkHEZxZ8PrYycfP5bMQqkUgqC1J4SySXE6fSodvLEHI3tBsjPjs9L/ZmB3j1R+HX/n9iz20nRv+RS3IuFOowY9ZBrA0ehyrD4eu/L8GNSCSSikTOeUskF5vnZsDsNdCunjhvPMDXEXbnBFizR7i3iCMt2XAAHp0KG/bDiXThpx2CsT/AjKfF9elMJr//LtVTT/NVx+sYsnMj5oQkEfbwF3BrFwjxvzj3J5FIKhw58pZILiZ/boEPf4OjyfDrBrj2VWjzLAz7GHYegaU73Kebv8khuM+wNdbhfu0nOh/eS+3UU9y3aTnxwU7bgBoGfLWk/O/lCuDdDTqtp1t4YLGVPIu0FbgaMVDsf5UJOfKWSC4WizR4YZar36ZD4nNrLPx2jifd7jgqVOsxEbAnwe7d4PQJqmWkuUTNGzub/9XuxS49kEdqZHH71O8gMZVZDw1nGrXwzWzKiIi9xYo4lGYwZoVOvhXe6WaidaRo4AqtBi+u1tl8Au5orPBIK9dxwFvrdZYdNegTo/BSp7OPEQzDYNQyKz/uhVAfmDHQTMfqCr8f1Plki0HtIPi4l+sWsWuPGby5XifEW4RFBZxb47vokM5Lq4VtwLZTBmn5Oql50DICPuhhwstcuRpzydWFFN4SSVn5/E/4Zztc1xIeHyD8kjPg5e/F0ZJ5BbA/CWpHQIAPoIhNHYP8IDULFv8Heimju9yCc6/TlsMO9boTgYX5Ltfjet3Ep0cCAIMH3/satq5lZ9WaDD8SjW4ygBgshsKtRfK549cCtNPimNHtSQUkPOENwMTNBuM1cS8r4g2WHdWZ1s+MDtw238pfcdjDAjwNvt1lkJILw5ooHM2E1DwDkwLhPgq5VoPDabD5hEhzKhe6/2Rl+3CFW383ODMgXnvMSrtqCq92NhETBP1/tpJVeKYcK41CIcALetU04Wk2WJUADUPhUKrBsWwI94GhjUx0jlJ4fZ3OynjX72LeAXG9PB4CPHXGdSt+vOrm4wYfbNIJ94G3u5kIvYCT3CSSC+GChbftPO+pmqaNLOIfBzyhadpCVVUjgMlAXyAb+ETTtA/LmH9vYCJQB9gCPKBp2v4LrbfkKuePzfDzemhQHZJShd9Lt0C1UEecpBR45xdxfKSfF7z3q/D/dQN8uQQaR8PqPY70Z4g7eXHu4RyID3Go0dvHi9F+odmM7nQ05s5jAei3foAp4TR0bQKv3MahJB28xJz8sVwTmfdPIXBwW+IDVZf85+wD3bCyIxn2pbiW/ewyCxZFCML3NhbtvLjvzBRYoddsh+AG2JcK+1INlsRZebsrdsENcDJH/AH8GVuypf3CwzqeJmHUVxofbzaIz7TQOFxhwSGDfAu80EFh5D8GKXkizq7TVlbe4dqErj1mMG2HToNQhTHtFTxMCml5BuP+1ckuhJ41FZbEGTQKU3hWvbj710tKonJ+Bxd8MIlNeBvAQE3TFjv5x+EQ3n/YvO8GvIGFwDeapn1+lryrAgeAu4C/gBcR2z831zStIieo5OTXlUhyBkxaKKy0Z6wsHl41BJ4cCKMHga8X1H5EzE1fASQFBPNRz8GcCAhm1k+fAuIlH3nzg3zZuS9BeTks/Poduh1x9Itje3Wg3oBnMBQh4G/a/i9vLJlLi5MJfDvzQx4+UQuLkxD0thSS7+FZLvX1tBRSWE55VSR7Rpg4kaMw/6BO/VAYs8Kwn9d+R2P48QYP+s+18NeR4mkH1oHGYQp1giEuA1JyIcwX7mhsIjbdYPlRnawCqB9qYrSqEOhVdiGz7pjBL/t12lRVuLvpFWHaVGESNkMZY2/vg4yPKo0kLy+1+dfANFVVm2ua5tLvVlXVH3HuQtMzYaqqvg88D5QqvIGbga2api2wpRsHjALaAxvLqe6Sq4WB42DTwZLDT6QJC+5tcdCmzhUjuAGqZ6UzfuFM0r197H4K8Nmv3/DEur+IykglPCfLJY11+xGMgY6GP7AgnxYn4sXFxAVYbnuUgII8snz88LBaCMjPKzfhXRkEN8DIv3XWJuLSiTnDT3vh4ZY6KxKKhwH8EQt/xBYfJ3z6n5V8q7OPzoYkhUW3FFfju2NfisG1c87kYVBohREtrggBLnGivL7RycBuYEoJZShAjpOfDjQoQ76NbfkCoGmaFThk868wMjMzpftKc6eni+VVRXCrYtl4gMK1e9yFVHqC8/Ncrj0MgxbH44sJboDp7XrY3SarlWH/rbFfe1qtjFy/hAc2LmPV56+y58PRjFx/9Vm0H0jR3QruM2w6DlYXO4ezK/VcBbdg43GjzO/8tpOGSx7nkvZydVckldXavLyEtwGMAPqpqjrMOUDTtExgOfCeqqrBqqpGA88APsWzKYY/rkIf27XfhVe5ZAIDA6X7SnMHB8ONHSiK0rB6MT9u7oTn0GuK+19FHKgWzfge4mxv78ICfvh+Ev32b8MADJPCnHZdWdS0HX83bEWbY7HUP32Cl5fOo/6ppGJ5eRfkF/MribrJxwnMKfqTv3zwKNK+d442EWpryYo2/Z4m6F9H4fbGjma2TaQjloL7dBG+xcu5uYFS5ne+aw2FSFsLaVZgcL2yp71c3ZLilJu1uaZp8aqqPgl8pqrqqiLBdyNG5weBeGAmUL8M2eYAvkX8/IDiwwSJ5GzMfhbm/SvchVYI9oPr28HvGyErT3RBQ/xgsE3I160mNkwpKIQ35pRuKV4JyDZ74m8tLDG8wNcTr1wR3uDx7mhTX2FDZG06Hd3PBz2G0CQvhZZ3tYHr23GnX10W/CGGnG1HvU/X2L2sj2nIwYjinaF8L+8y1/FwlWp2d81AiC9h8HVGtp3vN9KxGmw8Xnr6cB84bVNUPNZKQa2mkJZv8MwKkSrQCz65zkyBVVjVW3ShRrcaQnD/MsREywiF6QNMDKkvxnU3NVBYnWBwNBPqhwjjvsZhsD8VLIYQ2n1rK5zKhQ2JYoledKDCkPplHxVGBShsvsfMP0cMWlRRaFetco0oJWWjXJeKaZo2U1XVG4FpuHYoqwD3apqWDaCq6kjgvzJkuQe47cyFqqpmhNDfXWIKiaQkPD3g9q7F/W/q5D5+1ybiD+DgcZhpM3ILD4SvHhMW61//c/Zyg/1gcHtH+kvEgAdf4qcfJhGVmVYsLDsygH/f7Mt1OcHQJBr6t2Vv8/Zsn7aVae17saZuE8LrhvLRa8LKvH+eQVU/OJEDByKi6NurKg9V8SQ+Q2fyf2C1ScU7GinUCTb4bCtkOK2EC/OB7EL3KmKA9tVgSm8THb/X7Xn5e0C2zRjs5Y4K25INFhSfCQGgabgQjNYSpPPT7UysTdD5bJvDz9cMubb6dKoO828y88Meg6gAuK2RY/TcvIrOzmQYXF+xry2/L1h8NquisD7RoHeMQssI4Wc2KdzWyNEc9qzlcHeJFp+do13rVz0AWkaUbY7bHTUCFe5rLoV2Wahs6vIzVMQ670eAnUBVJ7+PgY2qqr4MNEdYjY8qQ16/Au+rqnozwkL9RSCBsgl+iaT8+PYJ6NxIWKw/2Buqh8FNHWFAW2Hg1q6uWG9dpyqEBYj5dQ8zWK2iw9A4Gq5tIXZYm7OufOrk4wk9msJf29wGHw8IIiG4Cuqxw6SEhNDvlnooJ1rAb6tFhPAAeOU2yMhlTQwUhPrCoEH29HU6xzD0UDRWQzRu7e5qZQ8L9VFYO8zMzF06dYIV7m1mRlEUwMT9LYSlc9NwhaE2lfFT7Qy+3KazPxXqhsCIZiZO58GCQzqrEwyW2+zg/D3FkqzH24g11KvvVPjzsE7nKIWYIIU5+3QahSnc2cREnsXgi20GqbkGigKeZrGZnLdZ4dHWCptPwNIjOgZCfdw0XGHXaYM2kQo3NjAxtJHC3P1WTuaKsm+oB52iTORb4dFWCiE+Ck+3K96w96ltok9t919J5yiFzlGVUxhIKhfltVSshaZpO538BgHzgUG2pWJ1gW+AdkAy8J6maV+WMf9eiHXedYGtXJx13pVbPyq5fMnOg6gHIcPNvG6dSIg9xzXi2yaIvc83HxTL35w2epnToiNRmWl0jdvHlmkv0nZEe8jNh/HzxaYxT10PMZEALFiwAIBBTsIb4J8jOvMPGnSoXnFLjvIsYsOX07kGT7YxUSfk4gm/oxkGkzbrBHuLddl+nlLwXqZU2BeTpjxnb+9DjA8qzQtwwcL7CkU+FEnFsT0OJiyAyGCoGwlr9sJ1LeDenmJTmLd+hkKLI76XBzSpIUb4zvh4wpGpEBkCM5bD8MkuwVp0HdRjsRT6+uAZP1Wo+0ugJOEtkVwmVKDwft5JeL9faYS33B5VIrnYtKwN3z3puB7Z3+F+ZSjcoEKH5xyLh1vUgg3vwzUviVH2GT5/WAhugKgw1zKua4lavxokhuP5zOBSBbdEIql8XFLhrarqeMQcuVs0TQu4iNWRSC4P2tSF9e+JQ0x8PGHi/WA2wz+vw9PTYH8iPNwH7unpSNO7FYy/T1jTd2gAH9wr5twlEskViVSbu0c+FMlVhVSbSy5zKkydneqkNg+tRGpzuWeeRCKRSCSVDCm8JRKJRCKpZEiDNYlEIpFctVTWTVrkyFsikUgkkkqGHHlLJJKyc+i4OFr18AmxRr1lDNzdA4Z0FOGZuZCeDTWqXNp6SiRlpnKOvKXwlkgkJXPkJBxIEsvPgvxgwFviGmB/kvj7+V+Y8ojYCnbUt2CxwjWN4fXboV41sWWsRCIpV6Twlkgk7lm9G3q9ClZd7PI2tJNDcBfl0amu12v3Qp83xKCmShA8PgBeu73CqyyRXC3IOW+JROKet+YKwQ1QYIFZa849DwM4lQGvz4YFm8q1ehJJeWCg2P8qE1J4SySS4uxJgH/L+fyfb5eVb34SyVWMFN4SicQVqxU6vyCMz8qTtGyRt0QiuWCk8JZIJAAExqVA9fvB4zZId3Nk6YWyfKfI2+8OmPpX+ecvkZwHlVVtfkEGa7azvKdqmjayiH8c8ITtLO8IYDLQF8gGPtE07cMy5j8EGAfEAPHAWE3Tfr2QOkug0GrwzxGDcF+FDtUdL+ymJINTuQa9YxS8zK4vcmyawY5kg07VFSL9S3/JU3IN1iYaNA5TaBCqkJxjsC7RoFkVhXq2s5qtuqhDoJdCl2jX/AqsBo/9bUU7AQ+1UHi8rThgI7fQYOlRgxqBCq0jFY6kG2w7Jc6aruavsPWkwbFMg1qBEJcJ10QpJGZBXIZBz5oKAV6inP9OGCRmGVwXo+Bhgn+OGAR7K3SOcq3H3tMGB9IMukUr7EmB9HzxbDxMxe//WKbB5hMGbasq1Ah0Dd+YJM6q7h2j4Gm+DBqIY6dh7joI8RdHjZ7KwJxvofWkNXA8reLLzy2AkVNhwnx4525x+Mqmg3BXd2gQBev3ieVmvVvJw1UkkhIoD2vzh1VV/U3TtMUlhE+3fdYHvIGFqqpma5r2eWmZqqraEJgJ3AgsB/oA81RVVTVN21sO9a4QcgoNRizW+TfRoGk47E+FCD+YPsBMo7DSG+6Jm3UmbdapG6Iwa6CJ6gEKhmHw1DKd+QcNukQrfNvfhI+Haz5fbdd5d4NOdADMGmgmJrjkcjLydep+pXM6T1zf0kChVaTCR5t0MgqEX4sqsHW4mfWJ8MgSK6l5kJQtbI8UINAL/DxhaCOFib1MjF2jM2u3QetIhabhBu9vFHHNCkzqpfDMCoMCm91TdX/xeTzbcfrLG11MvNrFoQQa8quVxXHC/cQygzyrFR8PRD42rWuAB2RbRB4RvvB8B4UxK13Pk/EyYS/X0wTNwyEuHVJt9+mpgEmBfP1MPRRe7SKExadbdJ5cJgIUHHX19YCXO5loGQHPrtDx8wB/T/g3EXRb3NrBkFsIubYjudNt5dUKgsMPmjCbzk/h9d8Jg/v/spJdCGNUE9/t0jmRDa91MXFvM5Gnu3cIRIftod9yiV0dy5JP38DbanHJu79JQdEv8nk8+5PgVqd+/BtzhFV7ga1uvl4wehC8fdfFrZdEUgm4oFPFbCPvr4AbgOaapqXY/OOAJxBCNxNoekbgqqo6FHhe07R2Z8m7L9BP07Rnnfw2A5M0TZtx3pUuG+f9UN7doPPSar2Y/7W1FJYOLXkUsee0QdNvHfOB9zZVmD7QzNx9OkMXOPL7sIeJMe0djX98hkHtr6ycaXdvaqAwb0jJ5Tyz3MrHm89+e3tGmOj3s87RzNLjvdZZ4Y31JecX6AWZBaXnUScYDj8k+pEW3cB7gpWiT9BZgLqjbjAcTi+9nLPh7wlZT4t6hEy2kJ5fclwfM+Sdx/TtIy3hi77n12duPd3CtlPCbVbAansgHiZIHGkmORe37xDAlK06j/2j8+yK+Xy0aNZ5lX/JWPYG9GpxqWshubRUmMoqWXnZ3rRUMd6+DFRjZaM85rwnA7uBKSXkrwDOE2g60OBsmWqatqSI4K4LNAO2XVBty0BmZuZ5u1Oy3Lf46U4tvbu02YVF4tuGbUX9Tzvln5mZSa4FnAdMWQVnq2fZ+iXB3pBVePa4J7NKl8yeZXjDmldR7PXUDTDc1LH0mhg0Cj17OWcj1+IoRTGKd8CcKSg9uETWJYrP83nHnN8Fq9MDseiQZ4FT6dkuZWUVFk+7s1qt86v4JSTnVKrdfSG/TemuvG5JccpDeBvACKCfqqrDnAM0TctEjL7fU1U1WFXVaOAZwOdcClBVNQr4A/hO07QKF96BgYHn7R7TyYdm4cJdJ1h8BnvDRz09Sk2rVlN4sIXo9FX3h7e6ewFweyOFnjWFf4sq8ExHH5e0DcMURrcT4VV8YVxXU6n1HNPe+Lzu5wAAIABJREFUTJS/417vbyrKcGZUW4XqASYmX2fGyyxGec5C+Ezsa2spfNDLm8H1hE/9ELipviNevRCYe4OCv6e4PtOT87DlZVZgWBOFGQMcdfYyK0y81uzSzVaAIfUcaZw/Q7zh675mfr3RTLdoRxovE3gXebvDz/LW9a7lKPXr/macp6frBEGA7T7ubKzwYQ8FkwJ+HlDL9ojPlHcmnkLx4ULvGOFzPu/YhF4m/DyEqv+pNgqhtvt5qaNCzSCF7nUDXN6h121TEYGBgTzYQkENKuCvxq1587qbsIb4g/eZil6Ggw0/b/E5pAN+N19j976Q36Z0V163pDjloTZvoWnaTlVV7wE+AVoAa3AYrEUhRufdEUZnM4EXNU2LLGMZbYAFwELgMU3TznPMc05c8ORfZoEwxsotNIQAdGPk5I7sAgNfTzAVaVCzCgy7wZU7cgoNfDyKpyuJjHwds6Lgb8szq8DA22xg0RV8PR15FFgNDAPMJii0inberAiVcaBTfbIKDPw9QVEUsgp0dAOCbNLMqhvkW0UHwGqIz9Q8gzBfpcT65lkMtp00WBYPnapDr1om+7PJs4C3WcwpF30mOYUGFl08q3wLfP6fjqeHwu2NoKq/ifQ8ndn7DE7lwqOtFCw6/LRPCNkHW7jee6FV5GU1hLGbYRhkFzrKzLMYeJjAw6TYv+8z35Pz80zNM/hul0F1f4XhzUu+57JQaDWwGuDjodifq5+na34lvUMAmXlWAq2F4O8DhgHZeWAysfux8Vi9zbT4J07sW36xqF8NNn0oXrAVO2HLYRjaBRrXEHUL8L14dZFczlRYD/OUMtbe3kcY4y7Dnqx7yk14265/AQKBRsDjNuHdEjikaVq2Lc5I4CZN0/qVIf/+wGzgTU3Txp93Rc+di2y5I5FcWhYsWADAoJ69odbDYk12RXJzJ3i4D/RtfXmO/CWXG1J4F6G89zZ/BNgJOJ9E8DGwUVXVl4HmwIvAqLNlpKpqM+AX4AFN034q53pKJBJ3BPrCI33h/QpYkfnmHXBvT8grhEbRZ40ukUhKplw3adE0LRl4qIj3Q0AnIA34DXi7jGu1nwZ8ga9VVc1y+nu4POsskUiK8O7d8Nad4O9dvvl2awoxkVJwSy4rKusmLRekNr+CkQ9FclVhV5sPGuTw/GEV3DWxfAro2wr+fAXOc4275KqnwiTrSeUVe3sfabxVaSS4PBJUIpG4Z1h3WLcPpi4Re5KfS5c20BdqhkPL2vDUQOjYUApuiaQcuWTCW1XV8Yg5crdomhZwEasjkUjc8elD8MkDwv3XVhg4zn08tR5oh4S7W2NY9c7FqZ9EcsFUmsG2C5dMeNs2YHn2rBElEsml5cyI+boW0Ku5OGDEbILBKgy/FupWhRYxsHKXWH7Ws/mlra9EchUg1eYSiaRseHnC369B7EmoGiJU4870aHZp6iWRXACV1cBJCm+JRFJ2zGaoX/1S10IiueqRFiQSiUQikVQy5MhbIpFIJFctlW199xnkyFsikZTM4ePizx0ZOXDda+B3Bwz9SCwnk0gkFwU58pZIJK5YrDBnLfy2EeauE35DOsDnD0NUmLhOSoEHP4dlO8T13HUQHQYf339p6iyRXGVI4S2RXOVoxw0mJbWgimcefSwGPje+B4s2u0b6fSP8u08cJBLgA7PXQkqWa5yJC2FAWxFn11GYsAAigmDsrfJ0MMllS2VVm0vhLZFcxaSkFXD4hsl8EXuQ35u35/XASN4rKrjPcCIdZq4EIN/sgdudz+dvhOhQaPs/KLAIvyOn4MdnxIg+PQfCbec0J2dAqL+wYJdIJOeE3NvcPfKhSK4IVsUb5FsNescoKLajN7MLDJbHG9QKUqg2chKR81bZ42f5+hKQm3vWfE/5BxKRnVk8wNMsDn4vyqjrYcZKMVof3B4yc8VmL9FhsO5dqBVRPM3pTFi7B5rWlMvTJBU2PE5SXre399WN1yvNMFwKb/fIhyKp9IxZYeHPhfFEZqXTvqYHH7zcnMWxOvf9qRN4JJEHNq2gbcIh+h7Ycc55/9i6C3duXefiV2gy4anr517Rns1g+Vuufn/9J4zgMnLBxwuWvCpOJZNcrVSg8H7DSXi/VmmE91nV5qqqGsBUTdNGFvGPA57QNG2hk58PsAIY5+zvFP4ZkKlp2gtlqZyqqnWBb4D2wDFglKZpf5YlrURyvmQXGDyzQmdfisEjrUzc2cREWp7BqOU6RzJgVDuFIfWLL9TQDYNX1+qsTjAYWMfE8x1NTN2mM3WbTkoetIyAib2EiviZFTrpeQZeZgWrAWM7KfSsdfbFH1tOGLy0WsfHAyb0NFE3xLWteXOdzrSdQoBG7dzPaysXEpaTzeQu/bh1YgLXfz+PH1NPManrANociy0muPdGRDHmhnswFIUPFs2i2YkEe9iS+s2wmD2pkX6aTkcOuN47cMo/mKjM1DI9Y9ebinW9PpAI178NVltHIK8AvlwihbdE4kRZ57wfVlX1N03TFpcUQVXV5sBXQEc3YRHABOBu4P2yFKiqqgL8DCwC+gL9gNmqqjbVNC2h1MSSi0ZsmkF6AbSKwK6WLQ/yLAY7kyEmCCL8Ss9320mDQC/ItYCHCeqFwF2LdObtN2haBX66wURVP4UNiTqvrTf47yQ0CoWDqRDoBb8MMdE2EnrO0dl8wjXvlQk6w//QqRcKe1OE34p4A9DxUCDAC9LyhX+DYDiQLtyrEnQ+0nSSnTTQRzJg6RErORbnEkSnf/Uxg/aROhuSDJqcTCDDw5uEsCo80BTaWVIYfSgcQ1HwyMyhUXIiu6rWpP5BbwzEkMQE1CnIYObU93nh2GEOh0WS6uNP5/iD7Kxak1X1mvLBj7MYoa0A4JrYPXzT4dpiz/Lm4WPYU7UGADur1WTJV+NoeCqJ9bUa0OfgrhKHPyZg8jX9eHHZbwQW5J3bMCkjB0w3izsJ9hNz5dYiI/hZq+D7VUKF3rMZfLMUIoJh3nOg1ocN+2HIe5CWBf+7Ed4a5kibky8M6OpWc8y3SySVnLIK76+BaaqqNtc0LaVooKqqMYgR97tAlJv064DlwG/nULfmQGOgs6ZphcBCVVXXAkMRHQHJJWb6Tp37/9LRDbiricKs68vH8Ci7wKD7bCtbTkCQF/xzm5n21d2LgwcWW5m203WW487GCnP2Cb/tp6Dld2KkmlXoiLPrtPjMz4Mb5ulUC4ADJQwaCw2H4HbGYjgENzgE9xmS3UwduwpuBwVWWJsEoLAjsqbdf+fCPXxTuyFWk7j/hplpDNdWcigskok9xNnbBmAFHvx7Pp2OihFx41NJxAeFAvDEjfeT5hdAdIbjBr10nUf//adYPY4FhdndR0MjaPzcJN7943teWP67+4o7MWblAoIK8lz8znQuzoph+5eWXXqcXfHiDyA+GUZNgzXvwJB3hUEdwLifwccTXr4N0rOhy0uwOx7CAmDFW+IQFYnERmW1Ni/rJi2Tgd3AlBLCk4F6mqaNx/18cQ9N0x4GSvllFqMxcFjTNKfmkX02f8llwITNQnADfL/HICmrfEwFlh412GIbAWcUwJfb3c+jns41iglugIWHXf0shqvgLkpmYcmC+1Kzrm4TrIrjZxobFsmTNz1gF9zOBOXluFy/1m8ot981ip3VRGdgSsfebn+cOWYPLDatycvL5hUL/8hNWe4Izy3+867wZtGqi5H1iSI9p89tSsJFm4XgBmEsN21pRddIIrkolFV4G8AIoJ+qqsOKBmqalq1pWnrxZPbwxPOomz+QU8QvB/A7j7zOiczMTOkugzsmyNE0h3iDqSCrzGlLc4ebc1wa/TPlFI0f6AVhPhSjYSjcVB/KanfoZRLq9ssRL0shOE1HFHo4lGXeha49kn77ttndq2o35tv21zKndRdOBwQBcDIoxK0wtZjNeNgMV59bMZ/Ydx6nRmqyPbxm2mlyPS6/VaWGSYGPR4CPJ3qIv2tgnaoA5EQU8Y8RVu2X+rcj3efmlhSnzE2WpmnxwJPAZ6qq1qi4KtnJAYru7OAHZLmJW64EBgZKdxncX/c1cU9ThevrKiy62UzVsPLJ/5o6AcwYaKJfbYUxqsJzHRS38b3MCn/eYub6ugo31IX+deC2hgpzBpmZd6MHvw4x07+2wmOtFV7sAH5O8ueaKHiwhcKAOgqLbjExZ5CJ/rUVbmoAZicJF+gFwxorjGgGMW6mS0O8oUkY+LqRbf4lyDuzGwnq7+k6Sj3zw6x/KgnTGQtuw8DPSS3do74n1fyhZiDcWttC7TSHwD0aWsVF6Pvl57G/SnVO+QUUK3tDTAOsTnFrp55ixk+firO5ga3RdRgx9DH3N3MpqF8Nrm+HsuYd6NQITCZMy96A7k3F0rNBKvwwGgC/Pu3gq0ehX2t46RZ4ciBw6X870n1u7orEcPqrTJxTd1rTtJmqqt4ITKPiNWJ7gDqqqnra5rwBGgHS2vwyIdJfYcbAitlg4+6mJu4ug3Fxh+oKC292X4cbG5i4sYHj+pXOBlO2GVh1GNlaIdDL9RW+yRZXO26w6LCBWhWur+fav317vZW/4gwi/aBjdROPtlYI8FLQDYNhC3Vm2+bab26g8MsQM3cssDB7n62u1eD2xibubw7Tdxp8sMkgMRtMCnzdz0SLKgq/7DdoGg7dayh8tcMgzKc2DULgj1iD9HyFhmG+5FugVpDC8GaKk5GgB5bhvTB9twyA4DY18DCBRQcMgzEr5uNnKWRBU5X++7byRp/bCM3NJt/sQbJ/AG2OxVElx9EvbpMYR9MTCey2qdxnt+nKyPV/0yN2T/n/8CeMAC8PMT/dKJrEx6YTdfKkaxw/b3jgOrhBFTu4FaVNXVg5zn3+D/YRfxLJFcRZ13nbloq10DRtp+26CrATqAoMKrokzN0SMqewWUDCOSwV24awNn8d6AP8BDQ6TzX8uVDZOmGSy4StJw3S8gy611Qw2QTrxiSDAit0reEq9vItBmuOGUQFKDQJLweRaBiwZg94e0KHBvy638qwRQZ5Vnikqc4L+XupXT+YTVnedFhbBYCZP3zC3f+tcZvdaV9/GrwwmVTbaP2VJXN54++5xYS3VVEwG0bpxmlPDIBP3fS7Pc1QMNfV75UfhNGZc9qxt0HVkLM+AskVS4UNFo8pb9rb+2jj1UpjvXbOE1mapiWrqvoQML8C6lOUG4EvgVNAEjD0IghuieS8aR2pULSd6VCCpby3h8J1MeXYViiKy1romxqayaxvYNHBx8MDaAmITRM+9tL5ZnUm1x7eVWJ24bnZ1D19gs1+AbRNOMybf7sKWYvJxNC7R/Nbs/Y0Px7PH79MpMbRY8Uzuq8XTH4IBraD52bAngTHUrDbryke/807Ib8Q/tgiVOEf3w8ecgtVScVQWa3N5Q5r7pEPRXJ18OIseE9YmGdXDcA/pjpsFMvN9kRG0+7p9+h49AAjNi3n3i2rXZLObdmJofc8Y79+KWUrb0cmwe+bhAbAYhXq8OVvQhenRSJbDsHX/wjjsWcGg+flZwwnueyoMAmboLxlb+9rGK9UGkkufzUSydXMu3dDtyZsXraG451rcX2n7pzs+gbvNr+W79r3pG52CvNmjCfUeRmYtyfkF+JZ5Pxur3a14RYVRg2C2BOwaje0qwvNi6yrblsPPq9X8fcmkVzBXDLhrarqLcD0UqL00TRt/cWqj0Ry1TKwHYlW22xUdDiRez7inbhkHg3xp3a+Ba+/q8Oh42Lu+e4eEBkMT09jyI+reWT93/zSoiPtE2MZfYeTQK5T1b5cSyK5vKk0g20XpNrcPfKhSK4qFixYAMCgQWXbkAUQJ4O9NAviT8PT10OvFhVUO4mkItXm45zU5mMrjSSXanOJRHJ+BPoKQzSJpBJTWQ3WLtN9pSQSiUQikZSEFN4SiUQikVQypNpcIpFIJFctldXASY68JZKrBGmcKpFcOUjhLZFcBUzQdPwmWanxhYWNSVKISySVHSm8JZIrkRdmQpXh0H0spw6n8tH80/wz8RW2PvsAux/7nuQcg54/WajymYUxKxybrczeqxM1xULDb6SQl1wdGCj2v8qEXOftHvlQJJc3Vis8/hX8sx16t4TPHgKzbf/vdXvhmpfsUVOiq7I+oDrX79tq9/v26ZF0+nEBp/0CGDH0Me5ve5RGPmncfrAfFtvb3zQcdt2jwKNTyftnJwvqtuTtu+7n494e9Kol+/2Si0qFSdYjyjv29j7GeKnSSHBpsCaRVEa+Ww5Tlwj3oeOwejcE+cFrQ8HX2yVq2LET9DElu/jdN+kLe2v4xbyveCB6FLph2AU3wNGkPOj8BtP1aFoU+FBv3wF8N++nf3pj/rgZ3lyvY1Ygwg8Op8HQRib+16G4UB+/SeenvTrtqilM6mXC26PStI8SyWWLFN4SyaXGMOCtueIwjxtU8POCb5ZCcoY4p3r8fVBTHOHJ8VS4fTxsOuiax+4E8TnkPTj5LVQJEultaDXq0unoAfs8mbP4LDCZ8D+ajo+lkPgawXb/BicTWZwZQP9j26ialQ7Aom/fp/FzE+kzN7iYeko7obP9lM6JHIXeMQrPdTCx4qjOmJW6LdxgbYKVOiEK47qaaBkhhbjk0lPZ1OVnkGpz98iHIqkYCi3irOodR0DX4VgKZOXC3lJOug3wga6NwcuDrJ2J+MQex8PQS45fIwzSsiEr3+6V5elNQGF+sagG0GzMBPZUrQFAaE4WqX4BhOZksWjauxwMr8ad/63BYvbg9T63ERcWQc8DO/G3FFA9I5UsL29W1mvGxO43FMv7x4EKX2w3WJlQvIqeJlg/zEy7agoLD+nM3G3QLFzhpU4KHiaF/SkG4/7V8fOEN7uYiPR3NLBZBQavrtVJyobR7UwlHrkquaKosC85TnnX3t7XNl6sNC/TWYW3qqoGMFXTtJFF/OOAJzRNW+jk5wOsAMY5+zuFfwZkapr2wrlUUlXV+oAGVNM0Le9c0p4nUnhLSmf1bvh+FTStKQ7sMJmgoBA++h02HgRPM3RpJM6tPngcOjYQ/vuOwfKdl7r2LgS+NZ0sH18APKxWnlv2KygK6b7+3LV5FdujYtgbWYOJ3a9H0XWOvv0YNTJSAEgKCGZNnSYsbNqWGWpPl3yDKCQDzxLL9UYnKthEXLrjB9ejBrzeRWHQrwZZhcKvZiA0CIVAL4VBdWHCZoPdp0WYpwnuaCyUF9uTIcATgrzAyyzOSq/qZ7DsKPSoCQmZCrHpBtfFKCw/ahDhC893MOHrWWna66sZKbyLUFa1+cOqqv6madrikiKoqtoc+Aro6CYsApgA3A28fy4VVFX1JuAzIPhscSWSc6KgED5bLNTLft6Qkw9VQyApFW7pBGp9R9zvlsG+RBjWDfy9offrUGARYYUWeHYIPDgFZq5wpPnZ6VC8M/PTlxnHgkJQ4w+yooE4VMRiNvNOn1vt4b8278C+956k/0NjAQgoyLMLboDqWelsi4ohz1y8KSlNcAPkYyI23dVvZQL0muPad47PFH9g8HuR2YJCHWbudpe7wfxDjny+3C78AL7Y5vD/K85Kz5oKtzY00a5apWm3JeVK5fzey2oy+jUwTVXVMHeBqqrGIEbcPwNH3URZB+QCv51L5VRVHQ58BLx1LukkkjLx+FfwzLfwzi8w9gfx+fQ38N486PGKMAQDmDAfRnwq/Lu9DAs3OQQ3wE9rITcfvl95ae6jjBSYiv/cozPSuG3HhhLTJAaHkeofRPfYPQBk+vjxT/3mLnFaJ8bxS8vO5VvZi8S/SfDeRoMes63EpkmFm6TyUFbhPRnYDUwpITwZqKdp2njcq5x7aJr2MJB9jvVbDDQE/j7HdBdEZmamdF8N7vX7KJGcfNgWB0Dh6l0O//QcSCnyGvt5kbUvHvRL2/hbSwmb1HUAb/W+xW1Yl7giz8FpKq3nwZ1EZ6TQ/ugBTFZRwk33juFIcLgoU1H4qfU1WM8sU6ukZBfC9mTj0r+T0u3WLSlOWee8WwDpwA7gMU3TfnA3522L79bfFjYLSDjPOe8DgK+c85aUGy9/L0bb7ogIgm0ToHqYUIXf+4nwr1kFlr8B3cYK9bqiwPej4NbOUPV+SM26aNV3xgCeH3Ang3dvpuuR/S5heWYP2oz+gAwfP3Z9OJqQ/FyX8G/b9WBR03YsbtiKbB9fXlv8E70P7SLZP4gBe//jx9bXMOKOx20FGaAoBOdmc92BHRwKr8a26NoX5ybLiXAfOF2kFanqB9uGm6nqXzlVqFcBFfbFxCrv2dv7OsYLleYFKPNSMU3T4lVVfRL4TFXVVRVYJ4nk4vD2XdChAaRkQog/pGRBrSoQdwr6txGCG+CenhATAfsTxVKuaqGgfQiLNkPjaOjWVMQ79Bm88D3siIP1NgHq7wOjb4DsfGFVHuQnNlaxjeovhP+qx9Am6QggWra3/5rNRz0GFRPeyf6B7K1ag+4Hd3EkLJIQW5ozjNi8khGbV7I5ug47qtakY8IhkgJDGLh3C15WKwuaqY7Iimjb0n39mdeyU6n1U4De+/5jWf2WJY7MI3zhlGtfggAPyLIUj9s1Gm5rqLDxuMH3QouPrwe0i4S1icV73AEe8EgryCxUuKUhWHSF49lwS0OFFfEGqXnCGO5wOgyoo0jBLalUnNM6b03TZqqqeiMwjco6yy+RODOkQ9nidW8m/s4QFQYP9XGNExoIU22LMhZsEpblN3eCutVc41msYvvSXfHCaj27+BKus2EA37bvSZv50+1+nrqOt8XCxhr16JBwyO5fIyOV8KwMVtVvRutnPuST36bx5NritqftjsUSFxpB82fHo5tM9Di0i3++fIvOcfuY18LVDjU0J4v/rfidlwbe5eKv4BCiz3VQ+N+ixUyIP8w7RVT21fxh9g1m1Grw7U4Dq25gAN5mhbuawCf/GWjHoW8M5FgUYoLg1kaOWb47GuvsOQ03N1SoF6Kw4qjOukRhoZ6SC7WD4c7GJmKC3TdTQ+o7/K8r5TlLJJcr57NJyyPATqBqOddFIrlyGNRe/LnDwwwf3Sfc+xNhxgqoGQ4Jp8Uysh5NhRbg0AnRucgvhJW7oHYkNKwOM1aibDzA3f+tYX6Ttgzas8Xek+51cCdtAgvApNjn4HdFRnE6IMhe/DvX3sQNuzdTJ/WUS7WsisK37Xui2wzbVtZrxg+tr2F5/WYUpXvsHl5c/jupvgF82GsIIAT3tH4KB9KgUZjCvc1M0LkOb787m0bJSeyoVZfC+3sTHu7Dk20UQnxErR9vU1zAvlz6oJ4b6pm4oZ7jumctEz1rlZ5GInFHZd2k5ZyFt6ZpyaqqPgTMr4D6SCRXFw2jYNyws8d7ZrDD/Ug/uH08Heb9Wyxam6Qj8MIDwmreRv3TJzHpul0oHw8Kpen/Pua55b8TmZlOndxUeuzehn9hATXSU+3pgnJz2F0jhmS/IKcSDB5qoTC+ZSD49OODNoE07WLi3ySDwfUUBtYtYgP75p0QGsC9sSfgwWbQ1q9Mj0UikZSO3GHNPfKhSC5vDEMsYdt0UKjm07Jh6Xbo3QoGt4eoB1ys39WxE9kcHAVAWFY6tVOTSfULYOw/v3D/8HocXL4Bn+QcwlINXq/VhYTgcJ46sI5O0+/F8u483q3Zkd1tW3FPG6/iAloiqXgqbHh8SPnA/kOpZzxXaYbhUni7Rz4USeVm8DuwQBNuk0LCrBd4bmE22V7evLFkDq1bhYvd37o0glduY8GiRQAMatkRnpsB+RYYdyc0j7mENyGR2JHCuwiX7GASVVVvAaaXEqWPpmnrSwmXSCQlMfNpsQnNwSR4rD817mzPD6f/gJl/wsAG8MkDxU4fAyAmEmaPufj1lUgk54QcebtHPhTJVcWCBQsAGDRo0CWuiUTilgobER9UPrS39/WN/1WakbecvJJIJBKJpJIhhbdEIpFIJJWMSzbnLZFIJBLJpaayzpHKkbdEIpFIJJUMKbwlEsnZ+XYpvDgLdh45e1yJRFLhSLW5RHI1s2wHTFlME2sm+4a1KR6+dg88+iXssAntyYvg4OficBaJ5Iqg0hiYuyBH3hLJ1cqx03DD21jmbWACHXlOa8vzywuxLx+NT4ZerzoEN4hDVP7Y4ppP3Eno+wa0fRbmb7x49ZdIrmLkyFsiuVr5ZinkFvBJ14FM6dIPgN2boU6owbAmEPTIFE54BxBg5OBvKbQnS3lyOl331uPtxT9x0/4tYje2MwwdD/NfhIenwIk0ePEWeHWoI/xkGphMUMV5v3SJRHKuyE1a3CMfiqTSkZBpsOe0gVpNIdSnBFVgbj6s3QufL4ZfN7CmdiN6P/wK+Z5eLtGuOXaAxZ+/SUBBPgsbt6Fu8nGaJifZw3XOQW337RNwa2eYshienyVOPJvySPEjVSWSkqkw3fZ+Zby9vW9oPFtpdOhSeLtHPhRJhZJnMfhxj4GXGe5orGA2nb3NKLAa/LDHwKzAnU0U9qfAiniDjtUVFAV6/GQlqxACPGFsJxidvguvQ0kwSIUAX5i1kowJfxAUm4iBaA2fGzCMLB9fFv2fvfMOj6L4//hr90p6JSQkofeOwCJNFAUEFQS7gNjBBvaK5fcFUewFbKBixa4gIEVpShNYeu8hdNJ7ubud3x8bLrkUkkACnJnX89yT2em72Z33zsxnZ1p1Ij6strus7799j1s3rXQfT734CkatWXzmJ1wn1OyJn3qyAnwg8/szz09S05DiXQw5bC6RnGPynIIOX7nYXbD75sKDCl9cZfGIczJL8O46Ax8LPK6p7EiGITNdHM8yw5/9B45l4RbhMB/ILBjZznTA9neXYv/xIwCm/BDPtpgG9Ni+jVsPHIWCNAbwxrzvzPL+/JmLHnudyIw0bl+/jOj0wq1BDUUh31LxpmJLnbrUS00iNDen0PN4qmekrDx4+Sdzq9MA35KZHE6ESXMh2M+M41/KOuwSSQ2m3CdS0zQBTNF1/f5i/nHAaF3X5xTx8wWWAhOK+V8HTARigW3Afbqub6ork0HwAAAgAElEQVRoJTVNawysA+rpup5Z0XQSSUXYnCB4aKGLA2nQu57CB31UQguGnePSBM8tM3C4YMIlKi1rmf4LDhhM3iBoGAyvXaoyY4/g+52Ci2oLfKwKq49BizDYmwp1g6BpKCyKh0tiFX7fY7iFG2DOfsG+VMHYZQZCwCu9VG6e5WJjghn+5loXuU5TbE9xNKvQLYDkPM9zumaHaVS2PTKW2ISTzGzWkSlDR9P+eDytTx4BIM3Xn7DcbAA2xTSgUUoC7Y/GM3LNIoLyckn18eNYcBgLWnTgps0l9w4vjROBIbzQ/1Z+/+qt8iO/9AO8NgOaR4OvHVSFOQ3b8kmny5n2xjgiTxZcgJ9Xgt0K2XlwRTt4bUTpgi+RnAHCS63NK/o6PUrTtJm6rs8vK4KmaW2BT4Guxfw7AtOAa4EVwFPAz0DzihSsadpg4CMgtIJ1lVxgCCF4dInBH/sFPWMgwK7wZ5zg0roKU/qp2Cxn9/CsOy647y8XeS54/wqVK+qXPhv79yHBw4tdWBQY11PlvXWC+HTBiSzIKOi1Tt8hWHbYhUtAUg7kuQpHev857OLkQ1aOZgoGzTBwFKjp1gQXf5t6yLwDcCqF6fZk3oGSMzKpudDic7NMgN/3usgvotTZzhJJyuXumx4gw8ePe9YuofXJI/Tds4Wmz0xiS3R9WiQcJd9ixafACO14UAjX3vUMuTY7Kxu2xFAVpvz6Kf6OfBomn+TR5fM88k7xC+DOWx5ke2Rd7l2zmGeW/u4OOxkYjFO14FRUrMKgXLLzYGOc+7Df6n00+3MlkYkJhXE2F7F2336YmctTGHv3g/y6+CtabdwChmGK+yMDYfTVlb9YEokXUlGbk8+AaZqmhZcWqGlaA8we9y9AfLHg+4BPdV1fpuu6AbwDDNU0rdyyNU0bDrwLjK9gPSUXID/tEkxaL9iXCl9vh483mu4vtgqmbj5784Lb5rpYdwK2JsJNs8oWjJtnu9icABtOwtA5BovjBXtTC4X7FPEZcCQTcl2exg8JOTB5nZNjmbiFG2DZkbOrv1PgFm7AQ7grRRH7lSxfP6Iy09zHvk4HzROOMmbI3fhOnM5bva/F3y3eoeQWGKwphkG+ag7h2w0Xfq7CN4dTuf+v303MatOFvbWjefaa4WyIKdzzu3nCUT79ZYpbuCv73/VxOWmReAyHWnbzYM3L57Il/9Bq5iLzM7X4RNh7HB7+HHYermSJEol3UlHxngxsBz4uIzwRaKLr+tuUfF47AZmapi3WNC0RmAtkFAh5efyF2UNfUMF6VgkZGRnSXYXuk+m5lEVa3tnnn5ZbeMtl5gtchigRJz09g4z8wnLzXWVW6bQ8v0zQIRKKDhZcCNaN/XduoH5Kgoffhz36k2u1AbC4SRuWNW5FQmAITouVl/rfQnxoLQDaHYun3+5NKIbBrC/f4IufP8GpKGTYPeeZT51yuq+f26/33q20O3bIfezjchGdUWx++wxxljKc6VAtfNijP8F52SUTCAHpORfEPS/dVeuuTkSRnzdRrrV5wZx3OyAN2AI8qOv6d6XNeRfE9/DXNG0vEAAMKkg/DhgCtNV1vUIDgpqmNQQOAEHnaM7b2/6PFzRZ+YIrf3Gx8ii0DIcAG6w7Ae0iYMktFmr5nd2w+Q87De6YZ+A04P3LVUZ3Kv2ddMomg4cWGqgKjO2qMHmDIDkXbKpnT7p+kNn7Lo1IfzjxoJWpm1w8uNCcLWtdCzYnntUpeFC8PhWh3ZE4Oh45wNcXX17oKQT1UxJofyye+S0vwlnE6MwnP59j40cSlmcalTlVld0R0e75cIDjgSHUKdJ7P8Wu2tH0HfUih0MjWPfu03Q6Gle5ypaDAPJVFR+j5EXYUqcefe57CadqYeNX46i//yBYLeB0we294csxoHjnHKbktFTbP3Wn8o67vW8pHveam6fCJqS6rh/SNG0M8KGmaf9Uoow84Ddd13UATdNeBB4HWgJbK1NZiXcSYFdYMcxKco4grMDOKCUXwnxBqYKG9taWKoObKBjCLKss7uugclsrBVUBP5vC890E2U5YfljwwEIDBfisv0rfBgqpeWBXBal5sCnB4IG/TE2YeqX5YjCqg4XbWpvP/NFMuGWOi0PpMLabQrAdXlguCLTBmI7wpg4IeP1SOJypMHaZwFns9TBulEqYj4LTECTlQqtphnso3aKYgp57mtGCHvG7+eS3z2idcJQ3ew8iJCebOZ9PpG5aCql+fjR44ROP+N99/75buAGshkHrk0c85qpLE26AFgnHiHv1ITJ8/AjNLaUHXBmu7gTLd4DDCQ4X+PugvDwMn33HYdIfhfGWjIcuTWknBEctVjIVK6EvvgMpmRDkZ1qvhwacXV0kEi+iUp+K6br+jaZpQzAN0Cra6u4Cio6/KUV+khpEeJEedrjfaSKeAX62it1ORcXdZlEIscA1TRTim3j21s2XDIUAO8QGqRy8r2Re/gVlNg2DdSM8H6W72xW6x3T2TDemk6D1F6Z1O0C9IKgbeOpbb4VwP/hhILy/3qBBsMLkPio+Fqg3xUVywQxEzxjTmO5QBjQLg9sPbwbgmaW/88zS3/l3YF9aRdsgT2HO1f0QxV6S+uwtfG82UNgYXZ9VDVsAgg7H4qmfkkj9tKQyr6NFiLMX7o9GwgNXlR6Wm28K+qY4GH4p9G7rDrJSxHo1PMj8Gyq/epWcGf91a/Oi3IfZY46qYPwvga81TZsObAAmALuRvW5JDcXXqrDhdgsvrzJIy4OnL1ZLLNJyYwuVG1t4vlD8fYuFd9cZRPrDC91Uz1GGxHawxlxXPCssmM6fDYeoEABuMgQH1gj2pAiGNFVYGC/Y06EN2mqdpY1bc/utozkUFgGA1eWk9fHDjFr9Fw+t+qtqTthuhV6tYNGWQj8/e9nCDeanYx+V8sYkkUiAMxBvXdcTNU0bCcyqYPxZmqaNBr4C6gLrgSG6rst5ZUmNJcRH4a3elvIjFqFtbYXPB5SRZsw1EB0Ge44RcHNPt3ADWFWFsd0KhX5wM3B2f4KHh/3JtC6Xk+VT+M2002Lli58/ptPRA9C9OazaXbkTU/C0GGlYG35/DlrGQvfnYP1+0//V4ZXLVyKpJry15y2XRy0deVEk/3n+b7mL8f963urXBKTxe+3dWJrVgb82wVNfl55YUeDJa6F1Pbjrg0L/pnWgdrAp+gG+sOBF6NnKDMvKhQUbITYculZomQeJ5BTVprDblffcD0Fr8ajXKLmcKJJIaijjLrEQOukXnuk0EAXB/y3+hWfnDUO1dDcjNIyEH1bAun2eCa9oC189DHXNoXb2HodXf4WwAPj2UejcBHYcNkcCiu4eFuAL13c7NycnkfzHOW897wLDt29PE+UqXdeXnav6FEP2vCU1A30vzns/JjMhmV33dqHruAdLxvnsLxhZZImHl26Gcbd6xslzmHPb8jMtSfVQbTfWtiI97zay510+uq7PBALPV/kSiQTQmmLd+DbLZs8uO869/Uxh/moptK0PY28oGcfHVm1VlEgkJZHD5hKJpHxuv9z8SSSSCwIp3hKJRCKpsXirtXlF1zaXSCQSiURygSDFWyKRnJ6DJ2HxFsjMKT+uRCI5J8hhc4lEUiaOb/9BuWsyVqeLhIZ1qb3pNcjMhUWboV0DuKjR+a6iRHJWeOuwuRRviURSkoUb4elvsGw44B6eqx13mG2vzKfNO9+Bs2DHr/kvQv+O562aEklNRQ6bSyQSAHyTsiAtC0Z9BP3GQxHhPkWrN6cXCjfAvR9Bdt45radEIpHLo5aFvCiSGkVimweI2H7izBIH+MDMZ6Fvh6qtlERSSLWNbW9WJrnb+/biYa8ZQ5c9b4mkpjPuhzMXbjD30h4wHtbvKz+uRCKpEqR4SyQ1meU7YNxPZ5+PS8C1E+HzheZSqRKJpFo5q2FzTdMEMEXX9fuL+ccBo3Vdn6NpWgSQAGQVifJt8TRl5D8Yc//vBsAh4AVd12eccYUrjhw2l1QbqbkCuwX8bed3hM549Vd4fnr1vsH3agULXgI/n+osRfLfp9oelk3KZHd730GM8Zph86qwNh+ladpMXdfnlxHeEdim63rbymSqaVpz4BtgCLAE6Af8pmmapuv6zrOqsaRCxKUJcp0QFQAH06FVOPhYS97bp+JFB8KBNGgeKtiXplDLD2ICC+MfyxQczTTYnwqtainEBCrEZ5j5qgq8vkaw9rhgeCuFm1t6Ssr+VIHTgIYhsCMJ6gZBLT+FrQmCR5e42JcKl9eDdy9XScgxy9ySIPh4k0HTUIX/66FwLEthf6rBT7sFMQEK43oqBNlVftxpMG2LwckcaBYKI9uphPqa4tomQuFIhsE7umBvqqBVLfBVYVsyXNVI5e52hfVMzxPsT4MTWYJvtxuE+ig80UWhYYhKXJrB2GUG8w5Aah74WOD1XgpHsmB7kuDiaIWrGipE+Cn8b5WLfCe8eZlKjkvhuX9cqIppJ+ZrgZEdVKL8IT4dIv0Fqqqy8aTBjD2CSD+F+AxBbX94pJNCbX+V6JQkFu7M43tXHaL84aW1cwmZtQp1xTl4jJbtgNaPwDND4MYeMP4niE+AwRfDXX2qv3yJ5D9KVfS8PwUGAm11XU8u8I+jsOf9NNBe1/XbKpn3lUB/XdefKOK3Dnhf1/UyNhmuMmp8z/ujDQajFxkITMHIdUGH2rBsqIUgu1JqPH8rZDshyAYZDrBb4KdBKoObqszeZ3DTLIM8V2EZvlbIdULnKOjXQOG1NYWX/Z3eCo9pFgDeXmvw5N+mhXN0ABzLghAfmHOdyrUzDFKKGDv7WPAo4xRW1dNIGiDcFz7rr3L970bJBAX0qQeLD5V9Q8wcYp7fvlTBJd+7OJ5ldhFOxVcVeKyzwnvrBK4K3FV+Vshxmm5/K+S7wHkWd6OC4OV53/Nqn+vJtvsCcOOmVfz87bsIqrE7U3plPC/krOdgUJdzWQOJ9yJ73sWoihGzycB24OMywjsCTTVN26lp2jFN0z7XNC20vEx1Xf+zmHA3BtoAm6qgzpJyeG2N4W5ncwvEcFMCzNsvyoyXXSA6GQVTnvkueEc3hfHttUYJUc0tiL/uBCw86JnvpPWFxxPXFIrrsYLJl7Q8+GCD8BBuKF24oaRwAyTnwldbyxZugEWnEW6A7Unm3y+2GhwvqFvR+IaAKZsqJtxQKNxgXs+zEW6zLgqvXFEo3ACbYxoAZmtYxuWqHoqfy/ZD57J0iaRUBIr7501UhXgL4C6gv6Zpw0oJT8Mc9u4OXATEAp9UpgBN02KAucCXuq5Xu3hnZGTUeHe9IEqlbpDiET/G//TNf72C+PWCy34wFGBgg3wPv6ahhfUpqy4twqF1rdMWXy696uSd9pEtZZbAjV0VXNfUjFDbVva3zqGVmO5VqmHQx254/o+u2b7e7Y4Li6jy8iqERYXrup33+1y6vcMtKUlVDJu303V9q6ZpI4BJQDtgOQXD5qWk6QwsAwJ1XT99t8eM3xGYDcwBHqxImiqgxg+bH0wTPLHUINMhiPRXOJIJt7RQGNVBLTVellMQEwgHUhVahMPeVIgJMOegw/0UUnIFjy8xWHpIkJhjzo9fFgv70xWGt1K4u53K9zsM3lpr0CgUJl9hIbpgvnxviuDpfwzyXdA9BhbHQ9sIeONSFQXB7fMM/joIAVa4qYXC3lTIcgiyHbAjGRoGQ6cohQNpcGVDs7e8J0VwbVOV57qqzN9v8PQ/BkczzeH4IBuk5kOjEHimi8o7usHaE+b0QaDN7A23DIdJfVSahZnXwxCC/1thsPIoXNnAfCH5fZ+gUYjCi90UXl0t2JIo2JoADgF2FdrUMkcKUnIhz4BavvBxP4VPNwv2poIWpfD5VnOuP9zXfKFJzIFgH8jMN0cffCwQ5gtHMs2RBDDraFHMa9w60EnX+Yt4sfkV5FttdI+GZau+xPLjMjLS81EEBDqqeZEVVYE2dSEyDNbtg8hgmP4YaE2rt1zJf4lq6xZvUD5wt/cdxWiv6X5XmXgXHP8KBAEtgIcwe8uvYFqkxxXE6Qn8oet6uUPnmqYNAH4Exuu6/vYZV7Ty1HjxllQP6XmCfanQPAwC7OW3E0czzZeddhGgKKePvzNJ4GOBRqEl4x3PEpzMNl8YLGpB+KQ58Mi0MzqPcjk1v+1rgxnPwIBO1VOOpKYgxbsYVb22+X3AViAKQNd1Q9O07kBDTdPuxRT2icCX5WWkaVob4FfgHl3Xf6jiekok54VgH4WOURWPHxOoEBNYsbgta5Xd7tQJUKgTUMzz4YFQvzZc93rFK1Qe7evDjGfNfNOzwdcO/vIzMYmkqqnSTzx1XU8ERhbzHg74Yn6nvQ3YAjxTgeweAfyAzzRNyyzyG1WVdZZIajRDusKDA84+HwX48QnY9B40rgNWC4QHSeGWXPB4q8GaXNu8dORFkdQccvPJq307Ppn55cctje4tYOYzEFnuTJhEcqZUm7KuVz50t/edxENeo+ByeVSJpKbja2fpR9dzuFcj6N3GnKeuDF+OkcItkZxjztt+3pqmvY05R14quq5XcKZPIpGcLfmhfmx4qjd1Bw2CLQdh6p+QkA4/rvCM2K8DLNkKzoLPz67pDM1jzn2FJZIqw2s62x6cN/EuWIDliXIjSiSSc0u7BjC5wHTluq4w7F1ztRmA+66ESffAzDXQKhYGdz1/9ZRIajDnTbwlEokXcMslcHlbWLARWsTCxc1M/2frnt96SSQ1HCneEonk9ESGwoje57sWEkm14G1W5qeQBmsSiUQikXgZUrwlEolEIvEypHhLJJJC5q6Db/+G7Gpe71wiuUAQRX7ehJzzlkgkALT8UofftpgHE36G7ZNAVeEPHce7f2CpVwv17TvMldMkEsl5RYq3RFJTOZIEs9ZCi1hs6bk0mbGlMGzXUVi9GzH1L/hyCaeWbclZsw+/pwbB0F7gU8nFXCQSSZUhl0ctHXlRJP8tDANW7YKJv4HDBY8NhLs+gOOpADhtFqwOz32/8+/qg+2LRaXa4m5p0IhmDQPxzcuDID9443a4qNE5OBFJDaXaTMLXKp+42/su4n6vMT2X4l068qJI/jtk58GV42DFzgon2VMrikZJJ7BQeqspgJP+QURlZ5geAb5wrQYPDIBeraui1hJJUaR4F0MarEkk/2X2HYduz1ZKuPNVC7Uz0rBSdoupQKFwA2TlwvfL4dIX4M8NZrlZuebfHGn8JpFUNXLOWyK5gEnOEXy+RRDiA3e3U7CqlegYbI6DQa9CfGKJoPWxjVgb25h+ezbTOCXBI2xfrSiC83IIzc89s0oPfBUcLnL8fPm00+WIsEBG3hCD/5EEcy10ObwuuYDw1mHWsxJvTdMEMEXX9fuL+ccBo3Vdn6NpWhDwMTAAMIDfgTG6rle4ZdA07TpgrK7rXc6mvhJJUbIdggNp0CgE/G0K+1MFNhXqBZsCaQjBE0sN5h8QdKkDXwxQsagqQgh2JUO4L0QGKCXyaxwCSbmQ54IIPzicATEBgj2pYFWhTS0FH6vC/lSDXSlwSazC0UzwtwrS8xUaBEOgXeGhv5xM2QyugtZl9TH4uJ+FmXsM3lgrcBkQ4+siPsXg2uYWnu9l48iGY9TduQe/N36D7YdKbZm2R8bS86GXybXZ+f7b90qI97rYxuyoHcO4hT9jPZNptYK585tvfYQ5rTsDMHfFRhZ89j7ixe/Jio7AP8QHdcRlMOZqOJhgpokM4WRIGMm50CI3GSU7D5oVbHpyJAly8jkQUQeLCvWDvWZ0UyKpFqqi5z1K07SZuq7PLyP8f4APUA/wA+YCTwPjy8tY0zQb8FhB3K1VUFdJNeEyBJ9uFpzIhnvaKdQNKr9xXXDAYPkRwZUNVXrVrXxjnJgt+GSTQAhBtlOwNVGhWzQ83FklyK6Q7RB8tFGQ7xIE2SExB0a0Vlh6CDadNPh2O6TmQ3QA1AuCNcdBVWDyFSoPdlSZusnFe+vMsnYmw8KDBh0jDQ5nwOZEc85pQCO4uYVKoE1w75+C1DwIskGGw0ynYr6xnvoL0DQE7m0Pzy4zjxU8NTbQBiE+cCTT83x/2Q2z97lIyDGP7U4HWxSVUasXkzXXwRcvJ/HQ0j9wKQrpNh+Cy9DdvbWiyLXZAbh837YS4bdtXF6p/0NZLGnSxu1eWuBWhCDwaAIcBTF2OuLF73EJsBkGLkXluZvvo0vcHpqvWYQiBP9eP4CIHo1p+vTHYAgON2zBoLuf5YEevkzcthDSsmDUlRB1+i1J85yCjzcJMvPh/g4KEf5S/CXeTVWI92fANE3T2uq6nlxKeHPAQeH8ugHkVDDvjwrSvw30P9uKSqqPp/82eGedqRZfbIUdd1nws5XdQP4ZZzDgV1POJq52sWqYhS7RlWtQ+/7sYpNHp1EwZz8sOWSw8GYLQ+cYzNrnqWDv6IJMh2c+x7LMH5ibZ0341+DBjirPLy8l3oHCYwOYewDmHjA8BDjD4Rmn6F+AvWnwYpG8i2tspoMSdQTIyIf0Isf5VhuTZ3zO6JULePPSgTz0zx8AWIRAKGVfy2t3rOfmjSv56aIe/NmsHSM2VI1YF8UArty9iRntzF3H+u3eXCKOAiguw90wWITBJz9PwWYUXq1uv80nbY6ve1ezXnG7mPfZq/SxvsRDr8+gblqyOde+9T3zm/QyuPdPg2+3m3n8tAs23ylnDCUmRg1e23wysB1zaLw03gP6YLY7SUAW8G4F8/4/XdcvA/acbSUrQ0ZGhnRX0r38SKEEHUyHnSeyTht/RZH4LgFL43JOG7+4+2hSRjHhLuRUXZYdNkqElSaKxYkNNMtKq4SdVWUHlx1nMBxdWopLDpiGaFGZ6ST6Fy6e4rBYcJ1GwHvv3crbs7+iYUoZF7Gcssuq/Z9N2/FC/1tQge+nv8/Un6fwya9T+eWbdypUTlHhBsi12ggpNvfe9dBeci02Nkc3MD12HCbz4DF3eKn35+HCGm9JhMOJF86zI93luyUlqQrxFsBdQH9N04aVEm7D7J3XAuoDIcDLFclY1/WjVVC/ShMUFCTdlXQPbFJ4K7WNgDbRAaeN37+hirUgiZ8Vrm7mV6lyY2oFcWkZu1IObGyK1qAmJW/vCL8SXliKaFznKPh+oIWgoCDaRpSef2nYKvEkBduhqr58mdfiIgBGrP+HT7tewV/N2jGzjcaVI18gZPyXRL/wCWvqNvZII4C/mren7bFD9IrbVW4Zyb7+HrXdE1GHbmNeoeFzH/CF1tsjbp+9W3hw5QIE4ONyMnLNIu77dyG+zrLfmpyKwo7a0SX8cy1Wvu7Yq9Rzrm3koR3aZ3p0a05gwxh3eOn3Z+EZXBILdSMunGdHust3VycCxf3zJqpk7EjX9UOapo0BPtQ07Z9T/gVz1t8DnXVdTwVSNU17HvgBeK4qypZcGLzYXaV9bTieBbe0ULBbTv8g9IhVWD3cwqqjgt71FNpEVP7BmXeDhe92CGwWQXa+YGuSglYHbmtlKum0ASpXNhTkuyDcV3AsS+GG5gprjgni0gSKYhqq9YiBhQehbYTCpfUK66GPsPDgQhc/7oT0fGgaCr3rwWX1FCL8YONJM17HSHOO/+9Dgu4xCun58Olmg+93CARwRxvoEasSny6IDoAhzVTeX2canRWf7wao7QuJuRXozQtBZ8NcZEWJDmPQa/0ZvDyAllu2YfWxkuXrR5avH9M7XcrFh/e7kzlUC1ft2kSm3QdB+a8R2+rU8xD5hwffxZr65r7eI2+8j2t2rCcyyxzQtwAxGanl1Zw8i5VjgSE0TEvCqBPO6kat8XU6aZSSAOGB8OAAdlzfHyXDTu7oA/huOQANI9l99yAO9++L3sJGZJNRkJoFQy+B04wyALx/hcolsYKMfBjWyrsaaYmkNM5qkZYCa/N2uq5vLTj+FQgCWgAPASsxh8pb67q+oyDO5cAPuq5HVaKcOzGt17Uzrmzl8NavByTVgCEEqbkQ7le5Rj/bYd5G/mXM/afnCXytplW6BUG+oWAICPOFdccFzy83CPFR8LMIjmfDXe1U2tSCcSsFeS7BC91VukarkJIJoQGgKAhhGs2F+SqcXB3HJXN92RcQzvgFP9Ilfi97Iurw0L9/ndX1GHPtnXzQ62r3cfyEB6iXluQ+zgfsReKfepgUAKuK6NmKzIcHE9i7JYrTCbVDwOGEXIc5tx3kCxZLkQyEeY5hgeWKtOQ/S7X941cpU93tfXcxymtusKq22rgP0yo8CkDX9WRN0/4F3tA0bSimtfn/Yfa8JRKvQFUUwksZbi+PskT7FME+ZrjdAqDgXyRMi1ZYcFPpY/G/DC7mERbodiqKQpiv6Y7s2pA/mhu0+dTBC1cNBeCBlQsqcQal88bc6Xzf6RKS/QJ5fvEMD+EG0Lt1o36wIPav1Si+dpRJ90KnRrApDvq0R6lfmxIDonab+SsNRZGboUiqDW/tqVWpeOu6nqhp2khgVhHvmzCN1uIwX8p/Bp6tynIlEknpNAtT+eV6G7fNdqJmZNMtbheHg0KpWzC0bQBZNjtBjvxS05c2rO7ndHBy3EjyLVb3XLY7XpAfPb4YBi3rQp4DbJZCK/BOTarhDCWSmolc27x05EWR/KdIyhEs/GU3TSd8TecjB+CtO3h5hy8/W+pyIDyS5xf9wsPL52Nzuciz2fB1OjAAu1HSYr80nPUisL55O/TtALVkL1lS5VTbcPbKIsPmPbxo2FyKd+nIiyL5b3LqeVcUMvIF/7fC4EQWDP90EtvSQnnm6uEIVaX/zg3MOzIfZf6GknmE+kOjKPOnKBAeAOOHQp2wc3sukppEtYnqCuVTd3vfU4z0GvE+bysVaJr2NuYceanouh5YVphEIjlDihh8BdkV3rncNAxbdCyKRx6fRc+4XST7B9L/5D6U3ZNgzR44cBJe+w1OpsPtveH9u8HXXkYBEonkXCB73qUjL4qkRjF79mzUfCfXbMqFw0kw+io5Ry25kJA972LINQIlEgkAho1TPfQAACAASURBVN1qDn9LJDUIb1uc5RRyP2+JRCKRSLwMKd4SiUQikXgZcthcIpFIJDUWbzVwkj1viURyVrgMwd4UQUa+tzaDEon3IcVbIpGcMfkuwZW/GDT73EXDqS42nJACLpGcC6R4SyT/BWatgdp3gO1GiLgDxv0Ije433RF3QMP7YPEWMAwY9THZwSP4s8U4wl5Jp8vXDkZsuYxJf8SSfu0bkJkD3/0D0XdD84dg7Z4yi/3730QWx5uCnZwL762r2IpsEsmFgrduCSrFWyLxcpbGGwyao7LP8AOnAUkZiHE/QtxJSMowfwcT4OY3ocvT8Olf+GdkceXuTYxYvQT9pEKa3Z+FTdvzbm5deGc24o5JcDwV9hwj655PzIIS0+HuD2DwRFi9G4DID2aiFFkrIsKZTXy6YNgcFzf87mJbouyJSyTVgTRYk0i8mKQcwcAZBlnNL+L9ogGlaWZSJiRlYigKX2q9ORYUSsuEIx5R8i1Wtvyxi7bOwh501oEk7P/7Cds8ne1xObzRezAJ09LJ2Z9Pk5A25pKrBSu3HcpU6PGdiyOZZtq1x13E31eymcl1CqZsEjgMGNVece+wJpFIKoYUb4nkAmDZYUHwnng6uFLNtcPnbzC3wbyinblDF8DaPWyJyyWzRxu613bBoi3k70qk4eGmbKtTn3y1cA/s00nh2AFDef2KIQA0SjpBr73bWNG4Fe2PHWTMP3P5VruUOv57qJWdiVNV8c3LY/20tdTKzmRSr4F81aU3ALV2p2Nz2amTkUrtrHQisjL4zdUaV5GtuA9lQEauiyC7An9v419CcTSry/+tcLHkkBnn972wbKhsiiTnB28bLj+FfGIkkqokOw+satl7UxclzwF5+dy/zErWtyv48scPCzcOKcoPj8HWQzDhF9oB31/UgwgjlWabtxMNbAZGD76LlonHKlTFJU3buN0HakXh68jjw98+5f7ViwAY+e9C0nz9ybXZsRgugh15dD20j8nd+7O5jvkiUTc1kTWTxhKdkUq2zY6vIx8VmNfiIq6+5zmPNdQbfy44uuANnjWa807vwbDO5VGf5UdMi3VHQWff1+nA4RKkYcWFQlRA2bN7aXkChCDIR0FVvLMRlkjOhHLXNtc0TQBTdF2/v5h/HDBa1/U5Rfx8gaXAhFP+mqbNA3oVSaoCfkBPXddXVqSSmqY1BtYB9XRdz6xImrNETtRJKs/EX+H578DfB35+Eq7qVHbcn1fC8HcRDhe2175n0dTxXLZ/R5nRS9tXu6Jxci1WfF1O93HIuGmk+5v7/jQ/eZTN7zyJ3eV0p/2xfXduHfEYCMHEed/x7JLf3WlTffy4+t6xXHQ0jo9mfF5qPRqM/ZD4sNoefo/+M4f3Lh1YZt0bhcChdFCEwdSfpyAMg3tvegBDVWkRBhvvsOBrLTw7pyEYMtPFH/vN49hA+PtWC01CpYD/R6m2f+xSZZq7ve8t7vaaG6iiPe9RmqbN1HV9flkRNE1rC3wKdC3qr+v6VcXifQVYKyHcg4GPgNAK1lUiOXf8vQ0emwZWC6zda/pl5cLAVyDAFxpFwoRhMHkubDtkNkHtG2JsjOO9bv3pu2cLe14fQ62sst9J/2nQgl4Hd7mPHaoFIQR24WnZ7VQUhKJiN8ye7V9N2zGzbRduW/cP3Q+ZdTsZEEy+zdwRbNj6ZUz6/Qv+bN6BNicO0Tj5JADPXjPczFBRGHvVMEavmE9gfh6bouszoc8NjF30G+9cNqjUuib7BZAQEFzC/3TCDXAg7ZRL5Z4b7sPicmGoZo97Vwp0n+7iua4KL89IJjIhgaHqMf6oc5k7/ZFMeGqpi9+GWPkzzuDpvw0C7TC1n4XWEV7THkskFaai4v0ZME3TtLa6ricXD9Q0rQFmj3siEFNWJpqmDQGuAFpXpFBN04YDLwPjgU8qWFeJ5NwgBFz/OiSXIryGgIwc2HwQbn3HHE4/xZFkvuvZhyHbdLdgno6WCUc8uh3HA4OplZ2J3ekp3jYheHjQCLoe2suu2jGsrt+E1ieO0vrkYbNKwL/1m9L2eDx6vab0jNuJr8PBLbc9Su3MNHoc3E1cWCSHQmq581QNg33hkbzXayA/XtSDHLsPqT5+LGnShttuHc01O9eztm4TYtNTiMxMo9WxePKsZzcbZ6iqW7hPsTEBbpvjwmELg5gwMg+WTLfkEDhcght+N8h0mH53zXex+jY5Oyj571HRT8UmA9uBj8sITwSa6Lr+NmUMOWuaZgXeAZ7UdT2jguX+BTQHFlQwfpWQkZEh3dJdvjstHdJz3Mf4ljHPne8o4ZXUMIbQnKzS4xchz2IlMtvz5aBeegr+TgfLG7Yg0+bjEbandjS3DXuYdy4dyPgFP/Pu7K8Iycslx2pDBa7dsZ5Fn4zn8SW/k2XzYXarTuTYfYgPj+SHjpfwb8PmuCyFFmcui4VOj77BlxdfTo7dLGth8/agKEzvfCnDhj3C5J4DeHLQ7dw+dAz33Doao4jhXFXiKNJcqeDxiRpAthMcBmQ5Cv2TcgpfcC6Ie0a6z8hdnfzXv/MWwF1Af03ThhUP1HU9S9f1tJLJPLgFyAV+rmjldF0/qeu6s/yYVUtQUJB0S3f57tAQeON20zjLZoXXR0DjKDxQFXhsEAT7F/qFB3LnA2354NbbcKoqp1vWxO4q/fbfElWPCX2ux89R2KPPsdrYVysSxTD4d/JYuhYMleerFtbHNnLHC87PZdTaxYxcs5gNRfzLwrAUE+OivWJFwWm10SzhKI2STrCrdnS5+Z0JdQLgwdbmdEBgbg4v71jE/zrke8QJ8wF/m8KES8z6+ljg9csKe90XxD0j3WfklpSkwuNJuq4f0jRtDPChpmn/nEFZdwFTdV2XSzBJ/js8NgjuusK0MA/0gwevguQMU+BcBvjZTeEePxQyc800QX6E+Nh4oUdTEq+Podb143CbWhfDoVqwGa4SfQKH1cqjK+ZRVFb9nA4WffIyn3fpTdsTh93+LlVlduvO9Di4GwXYGlWPTo++TnBeNu/O+qr8cyzyHbciBKKoVbcQPLd4Bq/O/wGAJwaOKHM+/HRE+MGSW1Qi/ATJORDqo+Bvg0yHIMuh0CxMQVWsjL/MhX+qC7/nHqSvxcKqdCfz48w8Hu5kvlSM7abywEUKdhUC7N7Vm5JIKkqlVljTdf0bYDEwjUpY/2maFgRcBvxUqdpJJN5AaIAp3GAarkWGQkQwRIUW9rh97aZfRDD4mMPrqqIQObAdlu2TYdI95ovAPxNg6gNgMR8vu+HCOaI36997lPyoMHeRERc34MrRXdzHeRYrj10zgv3hUTy35HeyCozSAHycDibM/wEF+LtRKy5++FUcVitJAcFM6dq3/PNTFFTDRdvUY2jxezw+Z7t6u87LC350Hz+7ZKZH0qYhcGls4XG4L3zaD6IDCv26x8DWOy20jVCpE2ChdYSFmCCVUF+VukEWWoSr7s/AagVY8IsNhYLRgNnXW5h3g8rKYRbGditszsJ8FSnckgohivy8iTOx5LgP2ApElRexCBpwVNf1o2dQnkTy36ZpNIy5pvC4V2toUw/+WAcXN8M2+GI6AdzYBqb+BRFB1H9ggPmiEB0G789hdO2ehOVkc1mc+bmZj1H4LbUKqAWCaxGGe+4aYEXDFiWqc4N/EgtS/Mn08XP72awW7M2jWXuycFh8yJbV/Pb1257GdEGeH4UsvVUlKkDh442CxBzBqPYqsUEK1zcXfLhR4GuB0R0V/GxnJrRWVWFAIynSkppHpcVb1/VETdNGArMqkawhULEVJCQSCfRoaf6KElsLxt3q6Xd9NxjYmRdaPcPfofXKzbb90YM8sXQWM9pezP5aUVgQnJJ5m9PJ/5b8ythfr2Np59e4/N4X3cPlF0VhrpJWpH9yFSdxRYdjPVb4AcrUQddTNxDyXDCxl0pskNkbHtPJU2DD/RRe7C5FVyI5U8pdpKWGIi+KxLu45S34qcjSCR0bQXY+HE6CMH9IyYJaQWSm5xMydiqGYoqqIgzEKbdhkFNvLT5De8KXi5k0/RAv9r6eyBALv9zsh6rADbNcHM+CcT1UHtNUxNFk9G4TaXXiMF90uZz/3Xo3SaPlp1mSKqfa3vQWKV+62/s+4k6veaOU4l068qJIvIv1+6DvOEjJhG7NYfE48PMpNeqr/xo8v9w0kBvSVGHWPoEh4Lqw/fx2T/NKF/2/FS7GrTI/tHmrt8rjmtysUFLlSPEuxnkT74IFW749TZSrdF1fdq7qUwwp3hLvIyUTjiRBi1jz07XTcCDVvMUbhSocShfM/WsxMfZsBg2qvKU4wL5UgUWBhiFe0/ZJvAsp3sU4b+Nbuq7PBALPV/kSyX+OsEDzVwEaFVkDvF6wQow9+6yKlmuKS7wVb1uc5RRyfEsikUgkEi9DirdEIpFIJF6GNAuVSCQSSY3FW5f8lD1viUQikUi8DNnzlkgkp2fXEZixGlrXNXdRO5oMIy6D6PDzXTOJpMYixVsi8UL2pwoOZUDXaPC1elrL7kk2+PMgdA/Lp1PcXqgfAY3reMTRjwuEgC7RpVjart5tbqKSlw/HUtkzYS5HVT8u2T8dy6mvKCf9AZ8/BD1bFq7rLpF4IUL1TmtzKd4SiZcxZ5/BdTMNnMIU7/k3mJt4APy22+DGWQaB2ZnM+fw1iN8NdivMeAau7gzAk0ucvL3OzOvxzgoTLlFxGCpWpwMemgofzXeX9VP77gy7fyIui4VNbz9B++OHzIAjyTDgZWgZC4vGQUw4ZOeBf8HCMEXdEomkypFz3hKJF5GSKxgx1xRugNXHIOwDg1tmuzCE4IONBk8tnklwfh6XjZnAfTeMhHwnfLYQgNdXu9zCDfDuOoH/+y5u3H0ld269DFFEuAGmdOuLq2AHr1/bdStZoZ1HIPZeCBoGAUPhkrFw2Qumu9MTkJRRLddBIqnpyJ63ROIlTF5v8NIKg9S8kmE/7RJsTnDRKCOJqd374eNwMH/qBISisLlOfdo3iybHIXhuWeHigePn/cCjy/8g2+bL/lq1efTaO0nxDSA8N4vtkbEMHzaGFL/CRV/GX3kTuyJjeHP2N9RLT/aswKm9ylfsLPTbcAA6PAZLXzZ3Tpv0B3y+EFrXgyn3F26XKpGcR4R3jprLtc3LQF4USZVwLFPwxloDiwLPdVWp5VfxluJopuCNNQY2FRoEC8YsNv0VIRBKGfkI4d4J7KZNq/jp23fZXasOdccP4ZljUXwQ3BoUhaeWzOCNud97JE3yC6RWTqb7eMSto/m286XEpCVzNMQ0TgvKzSblpbuwVKbdaBwJl7aBL5cU+j1xLbx1p+nOyoWJv5nLuz42yBR6icSTapPY+dav3TfzAOftXiPlZ93z1jRNAFN0Xb+/mH8cMFrX9TmapmUWS2YDFF3X7RXIvy/wHtAIWA/co+v67rOtt0RSnTgNwa+7Bc/+YxCXbvr9uNPFI50VBjZWWHcC8g1BvgsOZ4CfBfamCi6pq1InAOLSBC+vEhwvtmpp14O7Wd2gcPOQ2hlpJASFFEYoIupJ/mavWUUwapmV6Z3buMO+79iLCQt+wu4q3Pc7ODeLfxq2pEXCUaKy0onIMive/OQRmiUeY2tUPW7c/G/lhBtg/0nzV5RDiTBtETSLhkc+N3vpAN/8DdMfhUFdKleGRHKG1HSDtVGaps3UdX1+aYG6rrvH3jRNCwDWAu+Wl6mmaVHAb8BwYAHwHDBD07S2uq7L3rGkynAagt3JEBMIob4lH+ZjmYJMB9QLgn2p0CAYAu2F8VyGYFcy5DgFdQIUnlhq8OMuz1v0cCY89bfg2b8L99AuzhfbTr9kRM8DO2madILpnXoRmp3JgF0b+Ua7zB3u48gnz2bH15HPiwt/BaBp0gm21fHc6/twaARJ/kFEZ6TiVFQswiDTx49L43ZioLCrVh2+0noDsLxxK5wWs6mom5Z02vpVmIWbPbcwPUVGDlw7ER7sD8MvheAACPWHuhFm+NFk0xhO9s4lNZyqEu/PgGkFoppcTtxXgN26rn9agXyvBzbquj4bQNO0CcCjQBdgzdlUWCI5RZ5T0PdnF8uPQJgv/HWjhc51CoV5+naDO+cbOA0I84GUPIgNhOVDLTQMUXC4BAN+NVgcb4p1eVagZQl3RZjTWmP15LG8OecbFCHoc99LnudiszP92/cZvF3H31E4OX7b+mVsjG3kPu6zZzN1MlLJsViZ1uUKbIaLUWsWFdRf4ONy0uLkEf5t2MIt3ADzWnXkhcUzzuIMCkguPhhXjI8WmD8wRxM+uc+0mr/3I3AZ8Mg18N49Z18PicRLqSrxngw0Bj4GbikrkqZpzYGRQKsK5tsS2H7qQNd1l6Zp+wr8pXhLqoQlhwTLj5julFyYvMHgy6ss7vCJq03hBlO4AY5kwudbDF6+xMKKI8It3FC9yy3ujoyh/eNvcfGhveh1G3MwPNIjXHW5uHnLKqyGZy1u3riSbvF7+LtRK5omHmfI9rUowDPX3MagHetI8Qsg3ceP4LwcAPwd+Ty3ZCaD73oGRRgIxXwl6XpwTzWeXRkIARN+AV+bKdwA7/8B44dKozfJWSO89Jurqqq2AO4C+muaNuw08Z4CvtF1Pb6C+QYAxfcqzAaq9YnNyMiQ7hrkjg5QPKxhYgM940T6ld5XrmUzlbxOgIKqeA6R26pxGu1QWAS/tu9WQrgBDIuF40Gh7uMjwWGM73sD0y7uTdeDexi7ZCZtjx/ihw49eKnfTfTfvYl+e7Zw8+Z/WdGgOUsbt2JfeCSRWel0j9vN7tce5t/3n+OZxTN5f+YXvDF3+lnXf3Pt2Monig03vyU/RVggGc7CkYUL5V6S7upxS0py1tbmBQZr7XRd36pp2ghgEtAOWE6BwVpBPF8gAeil6/rGCuY9CbDpuv5AET8deE/X9W/PquKnR86n1zC+2GLw5TaD1rUU3umt4ldEfQ9nCB5dbJCSBy3CYGuSoEeMwqu9VNQCA7Hp2w3e0g1OZkGnKHioo8qTSw22lTJFbFVwf6dd1dRJS+alhb/Qe9920n18ef2K68iz2Pjqxw/YGlWPSw7uIvrFqSQGBnP53q0snjK+8DyDw/i9TRcG7lhHnsVK86QT1VLHng+MY/nH/1f4wmS1gLPYC1KD2ub8d5AvtG8I791txnvkc8jIhZeHQvcW1VI/yQVJtb0Oz/X9xv00Xp07wmus16r0O29d17/RNG0IMI2SF/ty4FhFhbuAHcBNpw40TbMATSkylC6RVAV3tVO5q13pA1F1gxR+GWwpNewUw1urDG/tmX5AI5VPNxs8tsQAAfkGNA+DT69UGb3YYHMC+FnBYcCL3VSScgSTNwgUBYQBjULhQBp0j4FgO8zZX/55XHx4Hw/8u9B9/NvXb5Np82Fi3+vovXcb2TYfEgODAVjSpA1TuvZl5OqFqMD+8CjuXbMYH5ez/IIqyImAYKKy0jkYFkFURhqvXHEdKxu3InfKg/g9MQ0CfaFzE/ijyMoxY66GSfeWnuGMZ6usbhIJgLB4jV57UB2LtNwHbAWiivl3A1ZVMq8ZwOuapl0PzMG0Nj8MbDjbSkok54KR7VVGti/5UrBuROkvCm9fXno++1MM5uwvfzZ9U3SDEn6BjjwG9QwjeFMadqeDB1Yu4OMe/UFReOD6e7lvtSn2l8btLJG2NPJVC3bD5f57OnJsdrCoLHjrKR5IaYQh4IEOCn79+sKovmakdftg+Q5IyzaFfOJtFaqHRFKTqXLx1nU9UdO0kcCsYkENgWOVzOu4pmmDMb/z/grYCFwvPxOT1DQah6l0jjJYV85I9pUn95bw2x8eyZctu/PGqs70+iaPX998iYdWLuB4YAgNUhNLzUdQ9jjlZxdfwdRu/YjMTGPWl6/j63RiKAqqEKyNbUxsegoxGSkA+N/WE565hlF1I7gyTZDlgDYRxXLu3AT2fQzxCebqaz62cq6GRCKRK6yVjrwokguOfJfg5lkuft9X6Pfu5aaxXaYDmoUqdPbL4Y0nl5HgH0SW3YdGySf5rV1Xnro6jKcuVjlxIpvadW5zW6pm+PoSlJvrUc7xwBC2RtWl775tpdaj3WNvsjXG7OEP3LmOmY0P83l0e5YviMdQFFY2bcXk3I10uCSWuoPbV8OVkNRAqm1se3bQdHd7PyhjuNeMoUvxLh15USQXLFM2Gaw8IhjYROGmFiWH319Y5uKV1YW38LVNFGYMKTCuy3NghN+Omm1aaudf3Bz77ZeRPHkmhs1CxL1XwxeLmZ0fjsUw6L1vG/5Oh5mR3Qr5Tg6F1OKVPteTXCeCR8d2pkesitMQvLlWsCtZcEcbhcvre+n3N5ILFSnexTiv4q1p2tuYc+SlUnRltnOMFG+J1yKE4MmlBnP2Cy6JVfi4n4q9qFHOvPXwzDemJfdnD0GrusyePRuAQYMGQWYO3PMhLN4KTidYLBAVAm/cDgnp8MZMqBcB0x6C2Frn6SwlNQwp3sWQPe/SkRdFUqPwEG+J5MKj2kR1VkiheF+b5j3iLce2JBKJRCLxMqR4SyQSiUTiZVTHd94SiUQikXgF3rolqOx5SyQSiUTiZUjxlkgkEonEy5DiLZH8x1l/QtD0Mychk5z0+N8htsU8Ql7AcHjll/NdNYnkvCOUwp83Iee8JRIv5/ElLn7eLegYaW59vTEBBjeB+AyFDScFDhecyIYOR+KY+8n/CM0t2GX3he9Y+fVGmqecoNllsey5vfP5PRGJRFJhpHhLJF7IP4cET/7tIiMPdprLiJOcmEuPg7sYt2E5j197J2l+AR5pPvvlk0LhLiA8JZWIhCQifkkidlUcWGPhqk4ecb7YYvD+eoNGIQqfXqkS4e9lXRSJ5DR4q8GaFG+JxMswhOCa31xkOjz9s318Wdi8A5k+foxf8COPDLnbI/zGEY+RY/NlyNY1TP59GnaXi4+79eNYSDjNE47yd+PW5C+wYU9ycFNrC6PaK9y7wGD6DnMNi00JAptq8NP+ufDbaujaDF67zVyBrTjxCfDoNEjPgfG3Qo+W1XU5JJIaiRRvicTLOJohcGTnY1FVXJaSj/C/DZrT80DJ7T0Phpu79E7t3g+7y8nxoFA2xjRkb+1oz4jHYflxg99/jWNxWEOPoMx5m+CTL8yDZdvJn7cBe5928OpwCPAtjHjzW7B6j+nW90LCl2CTzY1EUlXIp0kiucDRjxmM+svAJeC93grTd0KzhKNsjWlYZpqZbbqcNs/PuvYh12YHwOJy4Sql97w4pH4Jv9opyR7H9m3xsC0eZq2Bfh1AVczFhdftL4yUlg0fzIXHrj1tnUrFMOC9ObDlIAztBVdeZK69/sqvkJAGjw2CNiXrKZFUFMM7R83Pfm1zTdMEMEXX9fuL+ccBo3Vdn6NpWgSQAGQVifJt8TRl5N8Xcz/vRsB64B5d13efVaXLR65tLjmn5LsEjy0xWHRQUNsf7m2nckdblT/2uRg8Q+AqLZEQoBS2PFFpyZwICafFySOEZ6Szqkkrd5jd4SDfZu6THZibTaavvzssMiOVsJwsdkXGUisrgwy7D/kFwl6c6NRE4iaOwW6UWqPTc29fyHPAlnhoFAkpmZCVB81jICLIfOqEMP33nYAQP0jLgVW7zPQWFR4YAEu2mi8MYO50Nv1R6NYcJs+FEH9T0P18Kl8/yYVMtUnsr7W/d7f3NyQM9RopryrxFsDVuq7PL+IfR6F49wPe1XW9bSXzjgL2AMOBBcBzwM1AW13X/5+98w6Ponjj+GfvcukVQgm9LyU0WaSIFBVpUgQ7oqJSLFh+VqyoKHYRFQUUC4KCIiigFEV6XUMvS68JkN7b3e3vj73c5ZILOSAQAvN5nn0yO23nNnf73XnnnZmLKbBCvAXnxrbDMH8TtK0PA671qsg/R+38tFcHHTbG6exMdE9vEg77Ury7fGRGGjs//B/xwWEcjIhk0IMvgOQ+E7R2cjw/zPqcytnpXPvku86e91OrFvLOXz+xqFlb7hr6lNMUb8nPJ98h+ABmm5X97z1BtbQUtkfVpf2Jg3gY7S4fQgIgPdsId2gMG94rnufwafhxJdSrCsO6Gy8AczdAi9owpNMlba7gnBHiXYSyMpt/DUxXFCVaVdUkD+ltga3nUe9gYKuqqgsAFEUZDzwFtAc2nW9jBYIy5dApuO5lyMwxzmc+Bfd0PWuRv4/a6fmL/ax5vBVugITgUK55+n3qJsezvm4Ttx55AccjqvDGzbcRU6uhU7gBkgKD8bNZSfcLdBtDz7dYQNfpcWAnKxq24J8vx1E/OYE5rTpxx/b13jfuUlAg3GCMtX/xJzzW1xWXkgmdx8Ipx03ddRy+WmKY9AGmPQIP97x07RVcNlRUb/OyWqTlM2A38GUJ6W2BRoqi7FUUJU5RlG8URQn3ot6mjnoBUFXVBhx0xF800tPTRViEvQ//d8gl3EDeP9tKLfv3wVzKmtiwSqyvJ3sU7gJWNG5JWkCgW9wPSnfaPTGBP5pdY5itCyNJ9Di0m8/nT6fLMcMBrXZKQpm3vcxZth0odM/3xbqEG7At2eISboBVu93zi/BlFb7SkWXZGz10o6zEWweGA70URbnHQ3oq8C/QCWgD1AS+8qLeICCrSFwWEOghb5kREhIiwiLsfbhjEwh3zKmWJHxvaV9q2Vua+GO+WC/8ZxkKC8jLpe+eGFrGHnWL31qrAXGhEUgFZR1/fWxWbty/g9u2rSfD1/AmXyy34Z9G0ehAUpG55JcNA42hC+c9b1YL6lZxJpuHdIIqoa78vdq45xfhyyp8pSIb7AJ2ybJcU5blPbIse9U5LTNvc1VVjyuKMgb4QlGUVUXSijqzvQysVhTFpKrq2WyHWUBAkbhAIKMs2iwQlAm1I2Hz+/BnDLSuB91alFqkSy2JdfeYmbvP+PrXCtZ5eQ2kF5q7HRUEcZklVHAWRq9fSkpAED+37eIW72vNZ+WX42h/4iA2SWLY3WP4qVAerWpNWp46xvYa9WgY0luShAAAIABJREFUH8cT65bQ+aiGcuIQcSFhPDx4NHVSEvi4W38ABuzczJwZH7tdQ8eLwUkJePBGqB5uOKYNutYQ1vfmGX4DBdzSzphetngLZOd5ruumVoaT2twNxrm/BaY9BvcWGbYICYD1E+DX9VC/GtyiwL3dYMFmaF4bbmxVWqsFVyjlvCzqZxhDwe9rmnZSluXPgKnA2cfdKOOpYqqqzlAUZRAwHcdvWFEUE/A2hkf6EUdWfyCvFOEG2APcXnCiKIoZaEQhU7pAcFnQKAqe6HdORa6Nkrg2yuXydXtTnc9i7OxKhBvrwOjWJlp9b2OvJy+SEqiWmsSX874BYMiOjfwW3YGfrjEEOvrUcdqfOAiAWde5X13pJt799sQQnpPF9hr1OBMazt1b11Al0zBd/tz6On5t1RE/q+vtYlGza7z3Or/zOqgWBmFBxnSvLs2K55n3IqzYaRw3tISujpegA3EwazXUqwI5+YYJ3GSCZjXhgRuMPDNWwNF4Q5DrV/PchqhKMKbQ/6heVfdzgeDSU1nTtGWyLAOgadpkWZZHelPwYszzHgXsBKoBqKpqVxSlE1BPUZSHgRBgAvCdF3XNA95TFGUwsBDD2/wEsOUitFsgKFeqB0m8fb27//bau818uNlGzBmoHybRrZbEhjidSTG6xykRWb5+ZFr8CMrP5bYdG9Gq1HCmHQuPJM0vgNBcw7lrZ/XazrQxq//kg0U/IqFTNzmeUyHhfNGxJ5WzMzlcqRqTuvQBSSIgP49ch7Nb8zMnkJrUMIQ5PRuqhyNFRUDMITiWAPM2GpUH+cEXI6GyF2bQ7tHGUZhGUfDaHWcvd1+P0usWCC4/dFmW/XHMcJJluTp4N4mjzMVbVdUERVFGAH8Uih4KfA4cdzTyZ+AFL+o6pSjKQIx53t9jeKwPvsjTxASCy4ZKARLvdHX/mbaP0vk0xnOPNz0giJtHvMzDm5ZzsHI13usx0JmWEBxKz5GvMGrDMo6GV+HdGwY50+a26sjN+7Zxy94tPLdyAQBvPvYEX7btQnjMXq4/vIeotGSGbN/AyiYtyZdMvPzPbzDmBnjzbvdG3NfDmM/9zlw4ngCP9PJOuAWCckA/i4PnJWAyxjToqrIsTwDuBjzMcyzOBc/zvkIRN0Vw2ZKUrVNrio1s69nzmYDSxqWqpKUQmJ8LkkTV2jrfxG+n5X9boWtzeGYgSdk6TSZl8srCn6mbHM/2O/vweqs8mP6P4QT25l3gaynlKgLBBXPRFHZO1Gzn8/6OuDsvuZLLstwN6IvR416qadpSb8oJ8faMuCmCy5olh+28u0nnWJrOoVRXfL1QyLfDDXUkBjWSeHmNvcQxcwmd+b99gR4SwL57ZZqGp9O/f/9i+ZYesTNho071IPi0h4mqQRVzXqygQnPFivf5Uq7irSjKRxhj5B5RVTX4EjanMEK8BRWClBydEUvtaEk6o1qbeKyt++xPu67TcJqNI2muuGALhPrCq51MjG5j5F+wwDCVexJvgeAy4KKJ6s81XOJ9V+ylFW9ZltPxoDeapoV6yO5GuW5MoqrqM8Az5dkGgaAiE+4v8cuAkv1bTJLEstvN3PunjVOZ8HonE8NbltXyDgKB4AIp7J3pi7GqqFdTOMSuYgLBFU6jCIkNQ8VPXSC43NA07WiRqPdkWd4IfFhaWfGLFggEAsFVy+W0trljdbUSFipwR4i3QCAQCATlQJExbxNgAZ73pqwQb4FAIBAIyofCY946kKJpWlpJmQsjxFsgEAgEVy3lsba5LMuDz5KGpmm/lVaHEG+B4Eol5iDcMxFSM6G/An+oxkpns56C1vXdskbsPUPy3Hjqb2qPvVIIUwYF0LueBI9MMTbzUBrCnGch1POGfnZdZ+RSO/MP6HSoLjG7v4lg38tnLFEguMwYc5Y0HShVvMUiLZ4RN0VQMcjKha+WQL4VbmyFfYHKNP+G/NygLY/MnMEdjvnbOjCpSx9yzT6E1Qrj1JBu3Lt9HQ2jI2FIJzJqPoD84PvEhlUCoFJuJmNOb6VSzF6SA0NokHiaYf2jYNxdHpvxq2bn9gWu9dzGdzHxckcxJU1QZly0N8GZdX5xPu+HHru9wrxxip63QFCRyLdCahZEhkJCGgz/DBb+Z6SZJY6FRvLs//qRcRxWdB1Gdmwa9/+3EoDpSnf2RUaRZ/ElMiaVWTnRbBj2GhGnUwg8lU6+2TVf3GaHHwIbcnjQdc644/EbeTTDSnigCWt8Gkd9gokKNRNokYjNcH/f3RhrJz5LIjIAJA9rR6fn6UggeueCqxpZlhsDjwPBGC8oZqCRpmnXnbUghnebQCCoCOw6BnVGQpUHoNbDxt8C4Qaw6WypWY8M/wBn1KoGrq03t018gYxX7+fEW6M4PX4UU+d+zRcdesLj0zDZdb787WuCc7IJys3h8bWLORUaAYDJbuf1JXMYH9aGiK/g9aGL8Kn+IBktn6POu6n8otmJKrIW4vJjUHWyjU6zbGTkuQv7V1vtRHxmI+JzG9/uKG31dYHgimYWxuIsnYEjQHNghzcFhdncM+KmCMqHtCx49SeIT4NnB8CGfbBil7EJyA8r4MiZsxZPDAxGfn4iiUGhSHY7f095kxsO7S4x/7C7Hic4K5MXVv1BvZRE5xe/w5i32VynsTNfUG4OmX7+zvNBOzYxdMtqOh7dx10jnqdvfhwv13btDR6Ql0u2rx8A9cNgwSATs/bqHEiBeft18h2aXckfEh83DIAxp3XeXG9nf7JOmyowvouZ+uGiZy4ALqLZfEZdl9l82NFLazaXZXmvpmlNZVmeCMwE9gPLNE1rX1pZYTYXCMqT7FxQDxqm8LpV4LWfYP4mI+33jZCVd07VVc7KIObj59hcpzHZPhYicrKIDwphT9VatIo7SnhOFjE16yPpOn7WfLJ9zDRLSWBsr7uZOfsLTA75PhpRxVWprrsJt8VqJT44lBf73MNbS37mmT/n8HG3AchnTqJVrQlAb20r81p2AOBwKlwzw06eh062zfHYzMzTuWGOjdRc43x3Imw5Y2PyTSb2JsE9zSRC/YSQC644CrYNOgBEa5q2WZbli7+ft6IoOjBFVdXRReKPAI+rqrpQUZSMIsUsgKSqqu85XOdW4CVVVUt9GxEIKgxZudDlJdhyuIT0cxPuAuqkJfNFnca879jL2z8vlxxfP2onJ9B/z39M7twLgLYnDvHvlDcIy8nmTFAoTw28n9Hrl3E0ogq55kKPhkJj1j42K0unjaf7od3kmc18364bFrud1V+9gQ683vN2ttasz6PrljjFG/Ao3AB1HNt8T97qEu4C9iRBjzlGwedWwsGHzWJHM8GVxn5Hr/t74BtZloMBP28KlkXPe6SiKPNVVV3sKbHwzmCKogQBm4FPvKlYURQL8DTwJrCzDNoqEFwa3p8HU5cZ07SC/MHPBxpWh+RMI/2T4RBzqGThvkAmdenjDOc4zNfHIyKZ1uFGZ/wzK/8gLCcbgKqZaTy1ahHHwyMJysth0K7NfN++R7F6W8Udo7vDDO9rsyHHx5LqH0S7J9+lclY6U3+dSr1lv9BzxMtetfNACgR/aiUr/+z5MvKhw0wbwb7QJEJi2s0mKgUYQr70iJ2XVtsJ85P4qqeJxhFC4AXeo3twqLyEPAL00TRtiyzL04CbgZHeFCwL8f4amK4oSrSqqiXsHOzkbWCfqqrTvKx7MtAE+AjodQFtFAguHWv2wAszXOcJ6cbffXGuuMHvG4J+Aeh4Hgi0I9Eg8TS7q9cullYrJZHDlY2lk7sd2uuW1iA5nmoZqQTl5xGek8WMdt2wmwyf1srpqegmE4cqVSXL4ktgvmEV2BdZnTG3PkyOxTCkjRoygiVfv0NQbo5XnyHb6uWHBee2pjsTdCID7Ey52UyOVWfI73Yy8gF0HlxsY/XdYjRQUGF4FUND0TTtS+BLbwuWhbf5Z8Du0i6qKEoTYATwxDnU/bqqqt0wBvEvGenp6SIswucdzj5xdqcyAD0pwxjnPg/swOs33eZRuDMsfpjQmT5nslt8WHYmU3+Zwj9T3mRozGru/W8V1TJSi5UPcohyq7hjzP7xE/wc54khYSQFhZASGEzbp95jbvS1TOzSl7pJ8U7hBkgMNOzg3Q/tOa/P5i2J2cY9z7XhEG73+AJE+MoIX+GskGV5uSzLd8uy7PVw8gV5mzvGvFsCqRju7Y+qqjqr8Jh3obzTAFvR8XEvr/OAoz7lvBt7bghvc8H5k5cPvd+Cf4uM9IQFQnq28e36+AEI9IPRU6DgNxjgC9nejXOn+fkTkJ+PxW7DJkmk+QfSf/gLbKrdiFt3bmLmT5N4vt+9fNL1FgLycvllxsf027vFWd4qSfjousfee0HcZ5178cStDxW7dnhWBqn+ASCZqJscT5dDe/hR6Qa6TmBeLh8u/IEPug909vDLCn8z5NgMD/Ult5lRqhstf2WNjbc36PiZYVY/E4ObiBmwVyAXzbb9ff1fnc/7+w/fdslt6LIsm4DewANAJ+BXTdOeLq1cmdiXVFU9rijKGOALRVFWFU1XFMUfuAu4viyuJxBc1vha4O9xEJdsnBeIcuUQ469dN8IAt3eGEwlgMkHz2jBjBdz/WamXCHWYpXXArOtMvL4va+s3BWBOm84M3rmRjxf8wAv//k5gfi4hhczYOuDjeGFIsfiR6+tL9UxXL0cCFjZty+ZaDXn+3/mEZWfyau+7nSb0lEDXpO4jlarSMPEUVdOSORMaQZafP48OHuHm5AYQmJtDViGP9cLE3CtROUCn689wtFBna0xbGNVaIsjHGJesESSRmAMRfhBgcdU/vouZJ9rq+PsgPNIFFQ5N0+yyLKuA7Di80skyGxxSVXWGoiiDgOkUf0vqAcSpqrq1rK4nEFzWmExQs3LxeP8iVrGIYOMo4L4eRtkvF0O7BtC+MUxcCLn5UDWseG++4HJFLGhmu+Gl7ck0Xpjw/FykfJebd77JzNGISJqfOs5XB3YSaM1nV7VavH7znU7xLsqRiCpk+rkWhikq3DVSEhnnf5hjHdtzOhPm7tdJcrxLWEwgVzYRaJHYdK/OW+tt7EmCIU0kRrc2FVudrUaRxWAKEF7ogoqIY4OS4UBH4BdguKZpMd6ULWvPjlEYXuFF7WUdgfVlfC2B4Mrk3m7GUcCw7q7wF3/BizMMMfezIGUYKvjU6kWsaNActXZD6iQn0PmwVmL1UgnhFP9Auj7yBjtq1MVss7H6i1fpdPwA26LqYvUp+VFxODIKiwljMN4DPoG+jHjxWuOlBHiolc7dC42pYR93N4QbDAH+7CbhbCa4tNjL19v8GWAacKemaefkBFOmg0OqqiZgOKUVpR4Q5yFeIBCcC4/1gfRZkPcLpMyAjk0ACMvJ5utfp+Bjs7G7em1aP/MBuWYv1noI9if9VmMZ5V9adWJHjboA2MxmnrtlGADdDu0mPKvocg0uRraWuC/a/QEYXmim6m2dQp3CDdAhSuLQCB8SH/fh/mgxPi24etE07TpN0747V+EGsTxqSYibIqgYZOXC/I0QGgCLYjgyO4bV9ZtyzcnDtDh94uxlJQlWvUV826ZYox5mc+2GDBz+gjM5IC+HATs3I0kS81u0JzjUj2W3mziW7pjipesEWCT6N5R4ba2d8RtcP5tVd0rEZUoEWaBfQyHQggvmonWPv20w1/nFHX5oSIUZfxE2KoGgIhPoB/d0NcL9FOqFz6TejBVg0uHR3ka8ehB6t4H9p2DfSbD4GB7uT94CXZpTBfj8pVtp9+06hu7ewIKW1xKMlZ/WzSCoUgDP9ryLLv4WJvYw0SJSoo0HJ/KxHUzEZdrZEa9zXwsT19cWgi2oGOgVRq7dKbeet6IoH2GMkXuk8Mps5YDoeQuuKhY49v3u379/ObdEIPDIRZPY6Q1dPe8HD4qed6moqvoMxmC9QCAQCARXHbIsVwe+ARpjTBH7AXhA07RSfcSEbUsgEAgEVy26JDmPcmAyMB/IxthhbCuO5VJLQ4i3QCAQCATlQz1N06YBdk3T8jVNewGo401B4bAmEAgEgquWct5VzO5YHhUAWZZD8LJTLXreAoFAIBCUD78BM4EwWZZHAcuBOd4UFD1vgeBqJ99Ks+82E3o4GZKDjSVaBQLBRUfTtHdkWR6G0ZHuCUzFyzFvId4CwZVOdi48NR12HIP7usPoXm7JW56bT9vfjDXT9Qc+R2pRB9o1LIeGCgSXnvKc5y3L8g+apt0HzDjXskK8BYIrhW2H4dGpkGs1thzt2sKIv/dT+G2DEV6vQW4+h3/Zyojr7uBE/Tr8b8Np2jqqkHQdjsUL8RYILg2tZVmWNE0757VFhHgLBFcCa/bATa8bwg3Q4zVj+dMAX+yZuU7nlgyLL/9b58tPvZ/kpv07UCe+RrJ/MOm+/oTk5XCkUlXqdW5abh9DILjKiAN2ybK8AXBuIKBp2hOlFRQOawJBRcax9Sf933EJNxh7htvskJFj9KYdzGrThTtj1nD87UforW3l+3bdCcnNou2TE+j4+Hj+rd8Mpi6l8MqLbqsweliRsSBd13W3QyCoCOgmyXmUA+uB2cBRILHQUSpiYxLPiJsiuDzJyoUAX1i2DW55G/Jt4Gcxtgg9C7Nad6LDiUNgt9MwOd4ZHxscTlRGCqvrN6X/8BepmxLP1o+fI6ZGPd57+mnO1IpizQm4ubad15f9Qrtv52PW7dgC/bF9/wRvVmnHR6rRyc+1uV9zXGeJ1zub0XXd2MgECPABSZKw2XVybbrxS5Mk57agmXk6Qb4VZoVKwaXjon0ppjad73zej9w7qMJ8+S7YbK4oig5MUVV1dJH4I8DjqqouVBQlHPgU6I3R218MPKGqarIX9d8ETATqAzHAQ6qq7rvQdgsE5Y7NBmdSoWoYmM2QlgVHz0ALxxoNxxMgOw8qhxgC/dhU+HEVVAuHlExDuMGjcNtxN6s1PxPLuJ63M/H36W75amSkAND18F4eX7eY+S3aM6d1Z+6/81Hy7Wb0E1A1PYXjm1Lp+M1cZzlTZjaJD3zFhNenef5sus6bq23UD9V5cRXEOTY8jAqE1zrBs6sgs1Cze9aFrHxYGwttqsCcASZqBrtEXSC4EpFleQceOouaprUqrWxZjXmPVBRlvqqqi0tInwiEYKzfKmF41n0G3Hu2ShVFqYYxD24osAQYC8xTFCVaVVXROxZcfqRkQkIaNKxudEfBcACLS4KGURAZCicSIC0b7vwIdh6DxlEwrCu8NtvIHxEENSrBruOueiVcP/HTKaU2o+h42Pao2ry5ZDaVs7PI9rHga82n6G7fEVnpfD5/OkOG/Y88iy8AHY7u49cfPibFP8CZL80vgNMhYfjn5ZXcAEnCbjJxf5EnQlwWPPJP8ezLjrrCW+OhyTd2An3g8xslbqgjkW2F+CydYF+JMD+JUF+IDJQ4namTY4W6YULkBedHOS/S8nihsC8wCIj1pmBZiffXwHSHqCZ5SDcDb6qqmgagKMo0jJ54aQwGtqqqusBRbjzwFNAe2FQmLRcIyoqVuwxTdkYO3NoBfn0Oxs2Gt34x0n3MMPR6+H6Fe7n9cS7hBkjONI7C6MVPvXnk5Jp92FqjHin+QdR3mMsDrPn80rIDt+/Y6Jb32VWLADAVGkrbWLcJtV+eDCYTT69cQP/d/3HrA8+RGhBE5cx0L1pw/mRZ4cElOu4f3gj7mWFkK4nJW3VsOoztIPHO9UVfRwSCyxtN01YWPpdl+W9gHfB2aWXLymHtM2A38KWnRFVVh6mqurVQ1ABgmxf1NnXUW1CPDTjoiBcILi8+mG8IN8C8jbB5P7z9qyvdaoMfVnoue45421fws1npcPwAT6xb4ha/PaoOS5q0IjEgqFiZIYVFXdfBZDwmPuvShxtGv06qo0xiUEgpjbx4PZpcG0zdbgg3wISNOtn5whgnqPBUBmp4k7GsxFsHhgO9FEW552wZFUV5BrgdwwReGkFAVpG4LCDwfBrpLenp6SIswucerh7uPMfHDNUjsEcUEUd/C5cSWwnxLyz/nV+iO/Bsv3uL5Xln8U/cumMj0XHHiMhyzl7BLpkuqiCfKwE+LrGO8NPxc9gRL5vvgwiXWfhiUp7e5rIs75Blebvj2IHROfVqedQL9jZ3OKy1VFV1p6Iow4BJQEtgDQ6HNUc+M8bY9+1AP1VV//Oi7kmARVXVRwrFqcBEVVV/vKCGnx3xCi84d5Iz4PFpcPgMPHUL3HEdbNwHI7+EYwlwbSN4ZiC8N8+YxuVvgYOnIM8GKQ6RDAuE6hEQmwQnPY1AnUez/AKIyM32mGaTJMxneQZsrtWAa598t0za4S0+EgRawGIGiwmCLYYzW2KOYS6vHgQtIiWeay8xfr1OZr7OO9eb6Vzz8nmxEJQ5F+2f+1WLP5w/gNG7BlzSL5Esy90KnepAvKZpe7wpW6aLtKiqOkNRlEHAdArdbEVR/IG5QC2gg6qqR0uooih7MMS+oB4z0IhCpnSB4LIhIhhmPu0e16EJbPvEPe7mNqXXlZoJz/0AO4+C1W5MEQsNNOIPnYacs08NKzwmXpJwA8WEe19kdSpnZVDZ0eP2KZhHfp40iQCTBHEZkHoW/zaTBJ2joF64xIfdTFQL8u4ZumjIBTVPIChv7tM07aHCEbIsz9U0rdRv9sVYYW0UsBOoVihuClAF6KKq6rnYQuYB7ymKMhhYiGFqPwFsKaO2CgSXJ2FBMPURz2nxqVD/Ech0jK8H+UFmrluW8+0+HAmPpOfIV3lzyWx0JP66tjNKWhz/hUYVM0fJ4Tptq5vIztfZnwJ7El0mq/DMdDpFh/DrADOBFomUHJ1X1thJyIZaIXA4FXrUhr1JkJANz19r4ppqoucsKAfKYShIluUvgZrA9bIsVymUZMFLn64yNZsXiusP/AH0xxDaE0AuUGgJKBJUVa3nRf09MMztDYCtXJp53sJsLri82bwfpiyFulWgTX0YMKHErN56phcwu09flnTtQb8BdRnS3Hi/P5Si8/5mO/FZOgE+Eh2jJB5rKyEVevCtOGbnrfV20vLg4VYSo1oL729BmXHxzObRC1xm8539L4mSy7KsANHAG8BrhZKswHpN0w6VVodYYc0z4qYIKha/bYBJi2DtXsOrvYBAX8g6i73aE4/0gsmjyrZ9AsGFcUWJdwGyLNfSNO3E+ZQVG5MIBFcCgzsaR2ySIeK7j0OXZiDXgEHvufJFRUBShrEqmwTc1QWOnIH1hYxZNSpd8uYLBOVFOa1pXkBtWZa/AIIxfpFmoL6maXVKK1iu4q0oykcYY+QeUVU1+BI2RyCo+NSoBO8Oc53n5RsruO2PM84f7Q19r4G/t0PnpobAL9iMPmCC0bUJDYAHepRHywWCq5GvgR+A24CvMFZYm3vWEg7KVbxVVX0GeKY82yAQXNH4WmDT+/DLOmMeev/2Rvw1hfbr7t+ete/1JfRIMq2euw9qRZZPWwWCqw9d07T3ZFmOBPZizK5a601BsSWoQHClEx4EI3q6hNsDyc2qcbRPU6hfrcQ8AsGViC5JzqMcKJh9dRCI1jQtB4ptO+ARMeYtEAgEAkH5sFGW5dnAq8AiWZabUPLCiG6InrdAIBAIrlp0yeQ8yoGngU80TduHsemWCTjrEuMFCPEWCAQCgaAc0DRNB+yyLI8ClgFzNE3TvCkrxFsgEAgEgnJAluXhwLfA80A48LssyyO8KSvEWyAQONmfrNPmeyuRX1j5WC20rvmuY9DiSajyAHy52L3Qeg0aPQrVH4Sf11zS9goEF0p57ioGjAE6AWmapp0B2mGYz0tFiLdAcJUTc1rn6SOdeezw9cx4ZSVznn2S+R++ype/xnIk1bH41PDPjYVfEtLgsWlwJsVVwf2TjN3RTqfAsE+NueUCgcAbbJqmpRWcaJp2HPdlxEtEiLdAcAVh13WeW2Gj3QwrL66yoes6G+N0Ov5opeoXVqK/tTJrj/tOYffPTOVgbhjXbdjKuMmTqJd0hhltr0fS7fy235F3+xFXAV2Hmg9Dlfvh/k/hwClXmtVW6o5nAoHASZIsy21wLMkty/JQwKu9gMVUMYGgApBr1XlhlZ2dCXBfC4n7Wnh+756xS+dD1egtx5zWiY6089jfOml50HvvFv63aiEnwipzrHIudQa3JmH2Jj48YUWLjOKx9UsxAb52G7fsjWFq55t5fqXO4KAE6uW6dwasVp3NgdWptmAPDYruj/Daz7DjqLH06oieF+N2CARlRjnN7y7gSeBXoKEsy7FADjDQm4JiYxLPiJsiuKx4abWNCRtdX8st95lpU1WCz/+EFTuhV1uW9ryRYYvsnHFs3x2Sk8Vt+2Nov283n13Xh5hPX8TfavSKFzdpTYOk0zRJOOXpciQGBHH/XY+zqHk7jk58ijonYz3ms0lSsT3B3YgIAj9fuCEaxt8jFoERnC8XTWE/a7fE+QUe81+vS67ksiybgSYYi7NomqZ5ZboSPW+B4DIlJUfnnY12sq2w8KC7QI5aYqNJQixV/s1j7PJdVJm7gUkPhXOmaVsjg66T7h/Ity270FHbxcxZk5zCDWDW7VhNxkJO6+o2ofNR18YkcSHhvNdjII0T4vjluw+oXYJwG/WULNyng0I55R9B3aQzhM9aDf9sh9hvwGSC/w7C1KVQryo8OxAs4lEkuHqQZXmqpmkjHacRmqbtOdc6LvgX49jPe4qqqqOLxB8BHldVdaGiKBLGnqWjgQBgOfCgqqopRevzUP9NGPt51wdiuDT7eQsEHsmx6kyK0UnN1XmsrYkawef3on4qU+fzLXaCLRJPXiMRYJHYGKczfYeN2AxoXUXiu506JzON/EWvsuk0bKIGdK3B7Fad+H7OZBrGx0GBeBcyBe6rUoMeB3bxl9yGPtpWcsw+nAytRLaPL4cjqjD8zkc5OX40Frsxvt3vwRfZUqsBADE1G3Dbrs1n/SwnQyOY3LkX4dmZPLHmL/xshom9SmYa1TLTXBlPp0LUQzC4A8zFmUZVAAAgAElEQVRaDWkOE8HkxdCkBlzTAJ4ZANUjzuueCgTnRflYzZVC4aXANedaQVm97o5UFGW+qqqLS0h/HGPB9fYYg/EzgfeBkSXkB0BRlGrAb8BQYAkwFpinKEq0qqrCtC245IxcamfGbuOrN2WbjZc6SoxqZSLIt/gT4Eymzne7dKoEwP3REosO6exMgIZhdh5cDJlWAJ0Zu+D9biZu/d1OvsM/bOEh96/32b7sseGV6fXwy4xet4Qb923nnyatnGmh2VkMjVnN7mq1uO/OR6mbksjbi3/igf9WApDsH8h9/610CrcO7Ihy7Ua4rUZdj9ec06oTiYFB3LFtPZ906ctHPYxhuh3V6/DD7C/QKcEb9kwqfLXUPe5EonEs3wHzNsA7Q+Hbf6FDY3j1djCbYcFm2HkMbu0ATWsVr3fZVth8APq2gzb1z3K3BILLAqmEsNeUlbf518B0RVFK2gj4MeB5VVVPqKqaBTwMfOhFvYOBraqqLlBVNQ8YD9TAeAkQCC45hUU1MQeeWaHTf569WL58m07X2TZeWGXnwSV2+s21MWCenZdW27lzYYFwG+xOgiGFhPt8sJtMNE2I4+9p4+m3+z8jUteZ/NtU2sYeYeBulcXfTKBB0mmuO+JawCkiJ4sPF810nkvA0C2uudr3xqwudq2Pu/Zj9JARDNqlUjk7kw//nMlTqxYCMLdlBxICgknyDyTbx3LuH+TgabjzY1i8Bd6YA8Mmwff/woAJ8NJM6DQWTia6l/ljE9z8Jrw8CzqPBe3kuV9XICg/zqsjWlbi/RmwG/iyaIKiKEGADEQpirJTUZRTwAdAnBf1NnXUC4CqqjaM3VealkWjSyI9PV2ERdhj2CIV/52tPKGTmuaePzYDtEITPjZ59gtzknu+wq0bBYNzsum5bzuxIeGEZ2dizs8HSaL7IddQWqdj+5n//YdUys50q8IO/N2wBckBgQB8O3syf339NkunvsXn86e7LuX4+2/DaJqdPkFUumvU64YDOwEYs/YvIrMzqJyTRYA1/8I9P//dQf6SGNd5SibEHAIK/V/+3elKz84j+9/tztPL4TsjwhcevpiU065iJlmWI2RZrgSYC8IFh1cVlFFDdGA40EtRlKKLqhcMYN0P9ARaALWBT7yoNwjIKhKXBQSef1NLJyQkRIRF2GP4oVbFfzI31pEIC3XPXyMYWlR25elco1gxN4ItEHgeg1iRGel8PedLYj59gabxsbzXfSAz23XF5uND54N72FS7kTNvsr/nn40JWNWwBc2f/YT4wBAkoLe2jZ77d7jlK3i09dy3nV3Va3My1DU2XS09hT+mv8e7f/3ksYzXRAS5n9/cGkvfQsODlYKhnbEXufP/clMr1xh/kD8BN7Z2Zr8cvjMifOHhK5CWQILjaAkkFjqP96aCMnPxVFX1uKIoY4AvFEVZVSgp1/H3XVVV4wAURRkPzMUwn5+NLAwHt8IEAhll0GSB4Jx5u4uJlpE6JzN0zBL4mSWGRxeXKItZYuVdZn7crRMZAPc0k1h6xBjzbhKh891OY+51owioFSwxuImJYIvO2NU6W8/o7Er0cHEPhOZm89DmfwGwSiZWNmxhJEgS6xo2Y0h9mQfUFaT7+dPt0B4eX7cEMPYcLNg02C5JrK/bhFOhEQy6/1nmzJxIzbRk5zXS/PwJzc1xnj+x9i/qpCSwqGlbbt++gYicLK49cciZfiKsEnEhEbSNPYyPvQSTQoAvZOcZYX8L9GoDLevCqJuNnvX05dCxMTx/q+GdXiXUGPMeeC3UKNIx6afA8jcMD/bebaFxKW9KAkE5o2naBXecy3R+hqqqMxRFGQRMx/HSrapqvKIoSYBfoaxmvHsp34Ph6AaAoihmoBGFTOkCwaVEkiTubuZdf7JygMST7Vx5e9WX6OXwperfyFMJiR/7GaHf9tmJOaPTrZbErD06q47rHEorXuJQZHVuGf4CnY7uY1tUXbYXcTDTTSa+vfYGLNZ8Ohw74IzfU7UWETmZ/NTmOpY1acXfTVqBrrOuQTOaPfcJS6e9Tcdj+3njxiH42m2M/Xe+W72Ddm0m2S+AiNxst/g/m7Zl8H3PkGvx5cb921n89TvuAm6SDCe05wbCjFUQmwQP3wR1qrjy1IqEAde6f9BebY2jJLpHG4dAcI6U05rmF8zFmFw5CtgJFF6N4TvgFUVRNmCsIPMKMMeLuuYB7ymKMhhYiOFtfgLYUpYNFgguNwY3MTG4iRHuWQ92J+i0+t6GzTGIPKQx7E2CXYmwqHk7lka3w0cC3ea5Pslu58k1fznP6yef4cU+Q/n8+j6FMhkPsXT/QKZ2uIm2Jw8zQ+nGmNRdsFICu2sEO8fHwtB7nmDRt++5vYV/3rkXuRZfAP5p3IqtNeqhnDkGretClTB44y5QHG8uo3tdyC0SCK5qynxtc1VVE4CiW5qNxZjLthE4DBwHnvOirlMYS8W9jjEmcBMwWEwTE1xtNI+U+ONWE/c0k5hwvYnZ/c1svtfM2A4S9zaXWH23mWV3mLm3uUSkv6tcwQ88z9ePY+GuQfjTdWsRFOHndg2pUA/ZKkkMv+MRXvh3Pk++3I6M8FC3vL0fGstfzduxo3odt/h6ya7hOj+7laibm8F/H8CmD2DRKy7hFggEF4RYHtUz4qYIKiyHU3ReXG3HZocXr5X4ZqfO8XQYGxbLdZN/AosZ3h2GHhHMuLe3sTwzmA5H93MkIpIsX3+iTx9n/OKfmd2qE8P2boJT01GveQvloDHFLNU/gKqvf02ej4UPNs7n2V9nOa+dEeDPi3O/5XCWD2OukehdX+x9JCgTLppte2LHv53P+6c23FRhbOhCvD0jborgqmH2Xjvj/k4kzWZh5MI/6bVvGysaNmfFNQqLe+ZB+0bc/8hGbtuxgbCcbN7seRspXVrSt77EG3WSkBo8AjZHr717C/j3rfL9QIIrESHeRSjXBYUVRfkIY4zcI6qqBl/C5ggEVyV3NjURuH8Dm9KrMK7XHYzrdQcAL3cArveBtCzGrZjHQ7eO4ExwKOOOreO2YQXOY1Xgm8fg/flQuzJMf7zcPodAcD6U865i543oeXtG3BTBVcWCBQvQdfg7qC9zNJ121SR+usVEqJ/jwfbjSnhxBlQKgR+fhFb1yrW9gquOi6awn3T6x/m8f3r9jRVGycVWPgKBADCczSfdaGbSjR4S7+1mHAKB4LJAiLdAIBAIrloqqtlcuIIKBAKBQFDBEOItEAgEAkEFQ5jNBQKBO5k5MHEhZOXCE/2gWnh5t0gguGhUVLO5EG+BQODOoHfhb8e2mnPWwv7JsPcEPDUd8m3Qpy3M32RsEPLFCGPZU4FAcEkR4i0QCACwpOdy4t/91Fy+wzUv58ApthzJoW3PN+CEY6uz5a6tQvX8fKR5Yy95WwWCqx0x5i0QXOXkWHX+PloVbWoy8176220Dkt1Va9JjRi6Zp9M9ltV/V2HjvkvVVIGgzNElyXlUJMQiLZ4RN0VwZaOdhLE/wq7jvNS+H73Wrabr4b0eV8LYUqMeQbnZNEk87bGq3JAg/DZOgGa1Lm6bBVczF01ZP+yywvm8f3ZN9wqj4MJsLhBcppzK1DFhvElKQNUgD88Vqw2OJ0BUBPj7eq4oNgn8LFA5BIA07TQhrZ5GyrMCYKmbwt1Dn6LZmZP8NPNTqma6bxzeNvbIWd9m7Vm50OIJw7EtO884qoXD+8OMPbgjxCrHAkFZI8RbILjMWHHMztc7dGbucUmmBIzvIvFSrWRYtRvaNiCnemUWPDiHgyk6TbJTGNCvJj7dW8CRM5CWBVGVYOICWL2H0yFhbHp+OGcGXkfNO6bQ2yHcM9tex5s33w5AXFglxt18O5PnfVOsTWfrjki6brxhnEpxRR5PgLs/4Xjlqvzz6ijsLetxw74d1LNlGMLev73xQiEQlDMVzVxewAWLt6IoOjBFVdXRReKPAI+rqrpQUZS6wJdAZyAP+Al4TlXVPC/qvwmYCNQHYoCHVFUVg2yCcmdXgs6Hm+0cSNG5sY7EC9eaCLAYD4LjaToT/7MT7AvPtTcR7CuRa9X5SNU5k6XzSBuJZUdgwUE7oX7wUEsTveubeGOtjXHri/dzdeDl1Xb2bt/B4ZBI2v2yhT86Xs/h64Y689yxdS2zX3vFY1urpafS+7VJvLg+nge0bQAsa9yS++98zC1fjk8Jvfez4G+3eYzXgdqJZ+j98kQCrFbCcrOdVgQ6NoGbWhm99P8NMDzXz5PDKTqTttip5C/xrCI5/wcCwZXMBY95O8RbB/qqqrq4UPwRXOK9BtgAjAVCgeXAN6qqTiql7mrAfmAosMRR/g4gWlXVizkuLca8r1BOZeqMWmonNkNnbAcTg5t49tlMzdV5ZJkdLVlndGsTI1oZ+bLzdR77x85/p3QOpECW1VXGzwyhFkjPh1yb60tUKxh2Djdz63wb/x434iwmyLe7X/NOGX7bXzzeW/zz84h9cyQROVkukSyCDQmzo2WjB49gSqee+FrzyfOxUC09hbVfvIqfNZ/Rg0dwJjiM5V+NIzi/1HfsC8Nihk8fgt83QUom+ePu5glzSzbG6QxubOKVTh7+Ryt2wtgfsQf507nLQ2wMjgJgcGOJuQPNF7e9gvLgor2RfXD9Sufz/rnV3SrMm19Zmc2/BqYrihKtqmqSh/SbAKuqqlZFUSoB/kCCF/UOBraqqroAQFGU8cBTQHtgU9k0XXA1MeYfO38cNH6rdy+yc6ymRDUPY8mvrrHz014j36ildjrXkGgRKfHeJjvf7vT8bpdrg3gPndATGfDCKpdwg2eBnq0VidB1Y7cQL+l8RCMkNweAXVVr0jDxNAE2q1seM7pT2Dsc3cfdW9fQ7dAe1tdpTKWsDBomnuaFPvewLzKKv76ZcFGE2ypJmHXd9TTOt8GjU53p+pD3+e6Vr8mx+LLljB2lOvSuX0jA860w8F1Iy8IEfHRgMl0eN/YQX3pEvHcLzg3dVGH02o2ymir2GbAbwzReDFVVcxzCvRzYB5wEfvOi3qaOegvqsQEHHfEXjfT0dBG+QsPxWa6He54NTiZleswfm5bvDOtAQrYRPpnqij8XTmWWnuecKWI1+2z+dHx0462gxZmT+BYR7gIkwIrEfTGr6HZoDwCdju1HTogD4L2/ZrF8yhs0TPLsXe7WhPNoto+us7ZukxLTfbNyCCj00nA0KccZTk9PhzyrMabvoGpmqjMc7Fv+3zERLvuwoDhlJd46MBzopSjKPWfJ1xeojtHj/8qLeoOArCJxWUDg+TTSW0JCQkT4Cg2/0slEkMNPani0xDW1gz3mH9vJj0r+RviWBhJdahrhZzv6ERVkhFtUBh8vfkER/vBaJzO3NnLFNfSwKFklP3DrBJTS6zbb7Uz/+Qse3PgPAH5W14uFBJzNeLy2QVNe6XVniem10pJLTCswGtg4N1um1ZF7Ype+mKqEgbnQzesRDb6GITD1iYGEVDP+L+2rw9CWAc5sISEhEOQPL99mRFh8WDPiDiNogq96msr9OybCZR8WFKfMvM1VVT2uKMoY4AtFUVaVkCcHyFEU5XXgd+CBUqrNAgKKxAUCGRfYXMFVyk11TcSOlkjNhdqhJUtPu+oSx0aaScyB2iEgOYRUriRx8GEzZ7KgVogx5n0w2Y5Nl6gZDNk2SM8DX5OOn1nCDlQPlAjylfhtkA9aop18O0RXMRGbYeeJf+ysPA4da8BPt5hYcxIeWWbnTLqNLL1Afl0j2HWCwd8C6cdSeGz1nwTnZtP94G6md7iRN2+6je/nTC72WXQgx2zhx2u6cMue/4jIzqJucgKTrutD0/hYbt63ndPBYbSJO+osk+oXQJbFl2oZacSGhruJuS5JnA4MITgvm6B844Uhx+yDf5GevhXjBUKSIM/sw/A7HmVv/fr07ViJzr0CIDMXTiUbYlw7EpIzIDuPsBqV2GfVOZVp3GOzJ7Pm+Hvgsd7gZ2F4pRBuTtcJskC4f8U0gQrKj6vW27wwqqrOUBRlEDAdx9NGURQzsA24R1VVx4LJ+AIpnmtxYw9we8GJo65GFDKlCwTnSqifRKhf6fmCfCWCPDhfB1gk6jp6ziG+0Kaa9w5ScmVXb7NGsIlfB7p33XvXh8MjTSRlm3lljZ2kHLivuYmfNR2zBG9eZzJeOrRcOJjEz23a8nvHrgzylUhv3J2lLX24eesmaNcQkjJg+j9ISRkE2PIZsWUVvH4HuRPms6N6bR7evJyRt42i/fED/DPlLWcbrJLEN+178L81fwLFe+FmXaeaYy54po+FhS0UPrm+H28v/okbD+xy5vMBGNMX3r8PX39fZha9GeE+EB7kOo8Ihggj6OfjusclEuXyUK8ZUjEfwALB+VJW3uYtVVXd6TiPBHYC1YD+Dm/znzF60EOBMGAesEhV1TdKqbs6xhj5A8BCDG/z2x3XE97mAoE3/LrOWJf87uuNOdazVhE/ejqzWl9HVFoKd2xfX6xIqp8/Ybk5HipzJ8fHh4AJswAIyc7ioc3L6XDsAHdtWwdDu8KPT5X5xxFclVy0t7P3uq92Pu9fWHF9hXkLLPNFWlRVTVAUZQTwR6HoRzCc2o5gmMKnA297UdcpRVEGYszz/h7YCgy+yMItEFxZ3NbZ/fyerlTp2pwn12sQFgi3bCzm/u6NcIPhM2ey27k2IIv37wwlYvRAolPiIHWQ0fsXCC5zKqrZXKxt7hlxUwRXD8u2kjZ8IiEn04p1bw6HVeJY5Wo0TY+nWryH2Z0S2N8eimnskEvSVMFVy0VT2Hd7rHE+71/8t0uFUXKxq5hAcLXTsw0rvxzC2nf7Gt5whchpWoe1M98iZPMEiPTg/RvgJ4RbUKGpqLuKleva5oqifASMKildVVWxo4FAcIlIbl4N3hkK//vOGdcsujLNOpqAynBsKny7HH5dDysdjmkf3FcubRUIrnbKVbxVVX0GeKY82yAQCArx9ADIzocpS0GuAW+71k4nwA8e7WMcqZnG4FJhb3GBQHDJELuKCQQCd14aYhxnI0yItuDKoKKZywsQY94CgUAgEFQwhHgLBAKBQFDBEGZzgUAgEFy1CLO5QCC4LDmZrrPun+Pk7DoBmTnQ500IuhtueQdW7YaTieXdRIFAcI6InrdAcAWzclcmfRZIZPtEoRw/wKrlHxOw84iRuEg1jgBforvVI7dSEHTqBpGh5dpmgUBQOkK8BYIrEV2HU8lMn7SX4OpNeHXVHO7atg5TSlLxvNl51F+8zwgvGQNnviVPlxizOI+Np2BwMwuvdRZGOsGVSUU1mwvxFgiuJGw2mLMWPl4A6kE+Dgiif8Pm3LZzs3flE9PhpZl81qwrU+ONTcy3rbPTPvkEffrVuYgNFwgE54IQb4HgSmD3cRg3G5Ztg5RMZ3Tl7EyvhNsmSZgL9jn46Hfa1ttP48EPs79KDQBOvvE7pLUxdiYTCATljhBvgaAiEp8K24/CQhW++AvybRdUnbnwBkVWOzcc2Mne95/mRHglbh/2P9rEHoVxmhBvwRWHXjGt5hcu3o79vKeoqjq6SPwR4HFVVRcWivMHVgDjC8eXUv9NGFuC1gdigIdUVd13oe0WCC57flwJm/dDno2kiAgmXt8XU2gAT1dJJKzL8xCfdk7VWSWJdL8AInKyvMpvQqdOSiKT5k/Hz5oHZ1LP51M42RSnM0ezEx0p8UC0awx9fazO3H12WleRGNZCjK0LBN5QVj3vkYqizFdVdXFJGRRFiQamAR28rVRRlGrAb8BQYAkwFpinKEq02NNbcMWg63A03ti1KzgAJswlfeJfLKjelNCcDG7Zt51Bo19n9S5/QGft4TiWxaeRGBCM2W4jPDe71Euk+AVww6jXmD7nKyJOHT235kkmfm3VCVn9i1E/JrMoJZj87HxqJCeS7eeHVCUUq9kHq93Yt9HHBIG+8EFXiehIE+tibby2Bg44tV/nsb/thPpCsMU9Pi1XZ20sbD6l06+BxJi2EjP32PlYhTwb9GkAX95kYuFB+HSLnQAfaBoBa2KhVaTEx91Bx0SQRSctD97ZYGfhIaNs2yow/noT11STCLAY3a3DKTr3/WUjPhve6WLi1sYSx9KgcgAE+xp58mw6J9OhZojxr4rNgFohYDG7umyxGTp+Zqgc4IrLyNNJyIa6oSBVUKcoweXLBe/n7eh5TwNuAaJVVU1yxB/B0fNWFKUu8B8wAXgCeMybnreiKI8Ad6uq2tVxbgYSgF6qqm66oIafHfFiILg02O0w+H34fZOxycfb98Bj03j7hltJ9/Nnwl8/IQFxwWG0eO4TkgODCc3OIvW1B7y/BLCw2TX027vF3TzuBTZJouOYt1FrN6Juwml679/GmeAw5rUs/R1c4tx/SG2rwpYzZ8/jZ4Jc+/lfu2YwrLjTTKMIidbfW9keb8SbJehVD/48DOF+8NcQM43CoevPNvYkQYMwo87DqRAdCavuMhPhL/HaGhtvbdDxMcG3vU3c29zE5jidXnNtJOdA/4YS8waaMJuEgF8AF+3mvdlro/Or8tqSDhXmn1RWNqrPgN3AlyWkJwANVVX9iHP7PTd11AuAqqo24KAjXiCo+Gzcbwg3GI5mH/2B1WTi9Zvv4LVlvzqfWFEZqdyzZQ0A9/634pwuYQIG7Ik5Z+EGsJlMxNRsgI/Nyh/ff8BXv33Nbz98xLglc0otez5vwLleDN2XJtylXftkBny+xahkX6GZczbdEG6AlFx4f7OdH/fo7HHkOZRqCDfAzgSYtUcnO19n/AbjalY7vLbWqPeDzXaSc4y8Cw7qrI8tvc0CwblQVuKtA8OBXoqi3FM0UVXVTFVVz2fALAgoOkCXBQSeR11ek56eLsIifGnClUPQC/XIrBFB+NjtVM5KJ9Xf/Wt+T8xqfv3hIz7//TuKYi0Wc+HowPN9h2I3maidkkirU8ecaf32xhg25FJrODcq+cPZO6hlYxQLM+cB0CjCFWcxgVSo/giffKqe5UlTNRByszII83OPAwi35DvjTJJOZIARLvfvWwUNC4pTVmbzlqqq7lQUZRgwCWgJrKGIw5oj/xFP8SXUPQmwqKr6SKE4FZioquqPF9TwsyPM5oJLx3fLDY/xRlHw6u3Q7lk2VK3HVx1u4v0/fyQyM93tLVvH3YaYabEQlJ+Pt9iAtfVkuhzRzvr2bge6PPom6+s3xdeaj/b+k9RLTgAgMSCI31pcy5jBD2EJ8EUHMh1vECbJMH8PaCgxa4/O0TTIKdKjDvcDu26I9Yl0sDp+cW9dZ6J7bRjzj52jqZBtc5U1SfDrLTB7n8TBFJ121WDtSTidBSG+4Gf+P3v3HR1F9TZw/Du7KZveAwkhhACh9wEUkF6VjlJFikhRUBQLViwIPwviKyIiiKDSpApIF+mIDD2U0BIIpJDe6+68f0zYZEOAoARYuJ9z9nDnTrs7bOaZW2ZGqz1LQK4JPOzBzwkOX9NqxRVdtGPXpLzEN+102Nto2xmzxUhSDnzRWsflVK1WXsVdYnZHHe728M5uE1suqbQJABMSu6+odKksMaWlHoDdV1Qm7TLiZCsxq4OOah4SKTkqY7eaOJekMraBjhF1xUC8/6jMmrM/6vKP+Xw/eVNTq2k2v6u3iimK8ossy72A+dydg30aeOb6REGfd1WKNKULgtUb1k77XKd8wWO/7uSxi8egdTXIywflAiRlgIMdUlU/OKENOvsruBaBSfFUSSrsKM7T6RnddxR/Va1Np7PH+G7lXPQF85IMjvQe9jpj92+9bbObDtg4fxqzH++EnTGfcqnJ8N7TEOCF/tn2xIfqmKaHsQ0kJOD7YyoZeTCmvoRnwcCtD5qD0aTy1Eojmy9pAXhOR4mR9fTm/VxIVvn1lEolVxhaW0KSJI4M1UpnNKnMPa5yLRNG1pPwd5boXf0/Hu8iqrhLbO1neRocWsfyyExrpWfaLbbxRIDE3kGW23Czl1jcTX+TNQThvyuL+7xHA6FAubuwrdXAZ7Is9wHWo402vwIcuQvbFoQHU+1AmDbEMi89C0IvQzV/LQJ2nwrHImiadIVLNi7kI6FHRQLmN23LT03bAvDDYx1pHnGWoYd2ApDg6EyqvSMR7j6lKopbdhaT/vpdq+03CIJPtF4xd+DtYmPWXmlc8vW6XifxR189h2OhnBMEulouV8VdYnLzm687poHVVIYEK2Sy0jsB7npbjqIo8cALd2lbMUBPYDKQAHQA+ojbxIRHjrMDPFYdvFzAwxn2TIW0xTgl/EStkc2wqeKLZLAFIM3ewWLVNLvCTtmqidc4/H+TeGvn2pvuKh+JnZVrctSv8HGo0S5u8Faff118vU6iiZ90Q+AWBOHf+c993g8pcVAE67PuIAyYThK2tH/hfY4EBNP08jl2zp6MIf8OhrQF+fDqm+8yO9mb7qcOkezgyMzdy6lx+n9lV3ZBuLUyu+qb3PWg+Xz/0cYmVnN1KR6PKggPi+5NIOkXPPJNHP5tLykLluD2zykoReA26iX0xoJz2HvP8MmQiqROOMBZF3dGH9hGDdmvjAsvCPeHWnbXBWXqvta8ZVmejtZHXiJFUZzvYXGKEjVv4eHQYyqsUwqnK3jC1WKvBbWzYcfnT1Hu0BVq9u0IPZtq+SkZMG8bOBng+fZgK671hfumzCLsB10Lu2E/3ihbTSQXzeYlEwdFeDjEp0Kfz+DUFejVDL55Hh6fpL3UBECvgyWvsc6QAED37t3vY2EF4aZE8C5GXEoLwsPM2xV2fWqZt+1DmLoSjCaY1Af8PWHduvtSPEG431QrHW0ugrcgPGp83GDGiPtdCkEQ/gPx2B9BEARBsDKi5i0IgiA8sqy12VzUvAVBuJGqQk7pn5cuCMK9JYK3IDzqMrKxSc8pnD50AcqNAEN/eOtnLS8xDbJzITcP4v7NCwIFQbibRLO5IDzC1FV/ow7+mq7ZuZx5thF07w6Dv0YtCNC509djH5UIv+4CJ3vQ6SAtCwa0hMWvgpU2OQrCdfvXGf0AACAASURBVKLZXBAEq2JSVa6+/Cu6bO3d1tUXHYa0TNSzUUhoN9Zm6m20wA2QkaMFboCle+Dvszdu9FoyHA2HfOON8wRBuGtE8BaEB9jxOJUD0XfwzKDYZNh5Uns62m38Ew1XdY7m6VxJBz/9hbHIg5s8crNvun7qvvOw+xTk5HE2UeXUT/+gVhoDDSdChw+1JnZBEMqEaDYXhAfUJ/uNfLBXC6Qv1JP4odMt3g996RqsU8h7ZzG2aZnkV/LF5p//QXwahMeS1bwWfyUZqOgiEXjsFMuTXDnrWY6AgGAqpCYSkJKIvckEr/xY6pOC8+s/AhBXszJf1ezAN2vmI5kKatw7T8JX6+C5NtpDYAThAaVaZ6u5eDzqTYiDItxXeUYVx6+N5Bf5Jf7eU0ePajo4fIH0E1dZFViHywY3Kp69wIAxk7HPzrHYRtyIzvgs2AImlTN+ATQeN5UcnQ0eWRnEu7iZl3PJyuDvb9+j1rWrd/+LuDjAtGehsi90bST6yIV/q8x+OO90P2L+K5u6rqHV/ED/U81blmUVmKMoyphi+RHAOEVR1suyLAEfAGMAB2A7MEJRlOQ72E9v4B1FUZr8l/IKwoNIiVFZd8GEXoKKLrA5QiUyDYvADdDzdxNjnKIY/9HXzGvSnhz9Xn5u3Ir/W7sR++wcTJLE8nqPkWVrR5czR1lyTk+16g3pdvowNaKvIEdepHJiLAubtLXYbpqDE6vrNKXW9tUW+Sp34YyZlgXj5mrpFjVgyiBt4Nuhi9pz1SOuae8o7y5DNf//ujdBeGTcjWbzUbIsr1EUZdNN5o8DngGaAInAIuBzYNTtNizLsi3wKvAxEHoXyioI/9mmcBOh8dCzqkQ1Dy28rT5n4mIyPFNd4u8oLfgOqilxLgkORKt0rAQnE2DvVRVfR3imuo4gV3h7t4lvj6ilbuqZl+rN3AlfYLTR/nTt8vPoeuYoACOfHs1PTdsB4JSTTYa9AYCpGxYz6a81XHb1ZFdQSInbffbQLnPaCBwKCKbplYv/4ujcnLr3DFLbD0qe+c4i6NNMG+jmaA/ODtCtMbSqDT9tB1s9DGsLdrZ3tUyCYLLS1qC7EbznAfNlWa6jKEpiCfNfAl5TFOUKgCzLIwGvUm77OyAEmA50vgtlFYT/5NdTJoZsMAEw9QCEDtOz4qzKK9u1vI/2Q5o2eJsvDsK1TK0GayNZ1qS/PGiktjf8E1OYZ5ufT79j+1jUuNVN95+vt/yTzbWxJdQvEL9zJ1jU6Alz/vXADbCuVmOGKn9hMOVjp6rkFtumzmQiMCWhcBpYUfcxrrh5crRCMLVjI+l3bP9/roXfcv2cPFiyxzJv1kaoUxFCI7XpP4/Dstf/YykE4eFwN0abzwROAbOLz5Bl2QmoDvjJshwqy3IM8AUQXcptT1YUpTVw7i6UUxD+s60RhRE4KRsOxaoWeWlFImNsZuHgieJN4Bn5loEbYN7y7/l+1Vzs8+9glLaqEpCcQI7ehlwbW4v863QmE14Z6Rz6ehLFh3NIqkqLi6csAqsEjN+3mSGDXuaTjk8z4NlXmdusfenLVOCu3Cx2PXADbD1+N7YoCA+FuxG8VWA40FmW5UHF5nkU/DsU6AjUBioCM0qzYUVRou5C+e5YWlqaSIt0ienHfQsHhbnbqTTylWgXWBj6nIvET19HkAqCpb5YtdNRr9K4nGVey4gzOOfmMH73BkpNkhjRbyzTW3fDNavw9jD3zHRz2qSTsDcZcczPpUvYMezzCr+DKknsCa7FKZ8KFps95hfIS3s3M++32XQLPUilpLhbFiPD5sbm7FuMjS+9mgGF6XZ1HojfgEjf+3RZUiXJ/LEm/2m0ecGAtbqKooTKsjwE+AaoC+xB6+s+AFwDnlIUZUPBOq2BlYqieN/BfoahDYCT/3Vh74wYbS7c1PoLWp9372oS1T21P/gVYSYuJEP/GhL7C/q8B9eUOJuk8nc0Wp93POy5qlLOEfrV0FHZDX48oXI5ReVqhsqYefNpu1YbOvJhh6f5qHO/G/Ztq4M8U+nL+tRJhSVLvsElR7tfO9vGlvc792d6q26oOp25hv7B1hX0PfE3IXHRGIz5pNvZ45yrBXmjJKG/zXniZoPbbsi3t4GcfC3tZK9NJxZcdFQtD3UqgZNdQZ+3DG3rwLxtWp/38x3AXvR5P6LKLLK+1fOY+cf92e/1rSaC37X7vBVF+UWW5V7AfAoOtKIocbIsJwL2RRbVU4b/EYJQ1rpV0dGtimXe09ULG7GC3Ap/3hVcJNoGamm5PAytY7nehMZF/hSeGknqr7XYcyaTpMdb4hup9ZkXNbKuRFY+LDhZGEwlCoOkRYhVVf6oLdP7udf5cMtyWl4Kw5Cfx+DDu5nxxJOM2ruVGFd3vDPS+Gjrcov9XA/cwG0D9/Uy3DTfyxmahUDH+jDuSdh4GK4mQr/m4GSAxbvAzkZ75Kq+hPr6K91uu39B+LesrcZ93d1+SMtotFHhRRsEFwDvybL8N5ANvAf8dpf3KwjWT6fD9bmWPAk8CTwVbuKp1SbyTeDtADPa6hhcUzvR9A1R+TtKpbonNConcTgWmpSXGLHZyP6CzqaGvhJH4uDPkHpktqmHYVcowfHRrKz3OKokMa9Zez7d8Csdzp8su+9kZwN/vKcF7+u6F7vjc/id96cLwqPurgZvRVHiZVl+AVhbJPtt4CO0JnRX4Hfgjbu5X0F4GHWqrCN0mMSZRJWWFSS8HAprCN2qSBa1/9oFnVC7BujZGqHiYifRogJsu6Si10G7QB0nO9XnQnI9JrjD4VgV20MX6L97g8XAl+LN3Ok2tjjfbACdJGnN7tf/LSrIB75+HuoGQnD5/3IYBEEogXjCWsnEQREeficvQ50J5sksL0ccqleEfWGA9kfweZsejP57G+7ZmWTpbXAw5heu/0xzGNMZ/D0gKgm+Wgt/HNIevrJgPDzb+h5/IeEhVmZt26/3PmE+33+5uq7VtKGLF5MIwqOqVkXo3wIAo52eoy+3hL3TONVLewKbCciyseNoSHUSHJwsA7ePK3zYH9rVhRoB2r/r3oEj0+HCdyJwC0IZu28vJpFleTpaH3mJFEVxvofFEYRHjyTBktdgyiC2/rOXPBdtXGnA0nF0++5plCRb3IPcecXjGB6DC/rFX+0GY7potW1nhxu316DyPf4SgvBoum/BW1GUicDE+7V/QRDQAm5VP/JOF94Q4mov8fsr5YnN1O5Vt9E1hrgFkJkDPm4335YgWCFrfauYeCWoIAg30Osk/Iu2fTkZtI8gCA8E0ectCIIgCFZG1LwFQRCER5Zqpc8MEzVvQRAEQbAyIngLglCy4xFwULzQTxAeRCJ4C8IjSFVVTsWrxGaonE9SicszkGvScSJOJTVHhU9XQP3XoOlbGMf+cL+LKwhlxiRJ5o81EX3egvCwSMmAnDzwdScqXSXPqOJukHCzL3JSSkxDVVX67XViQ2gWHjlZ5CGRadMUOweJxHNGfBzg0owNGO3sSbc34DNnM9HThiPZ2lDe6fYnuMw8leQc8He2rpOhIFgTEbwF4WGwcj/q4K+RcvJY3a8PfZoMAMBGB/M6STxXKQfp110wbh4ZtvY0l9vwo7ID15wsAFbVknlm6Ougg7gsqD/yI6JcPMiwNzD48C5W/CShz8rgOdnAV231ONhKpOeqONsVCdDpWRxIM9BlhZHkHOhfXWJJNx2SldVoBMEaiOAtCA+BpDeX4JGjvUCk92+rcK3Tg1QHR9R8I5V7fIwUfhpVp2N0r+eZ+3hHApPi6BZ2BNecLGKd3RjVbwwmXWEv2jlvP3N6UaNWfLVqAY2vhtPd+BZzjjvgZZCIz4bOQRJrO+Ri1/Uj+PssQz6YRbKLDwDLwlReb6K9ClUQHlTW+kpQ0ectCFZu2gEToWrhE1XS7Axk29oCUCU+llbhpwGQTCa8stIBuOzhw9R2vQGY2aILVeJjzes75ObgkZFGrZhIzv1vPFlvD2bUgW1MenIQqQYHflg+h6sTBqJ8/RbHjicyv+sC2tYfgM3/FnOuIHBf13yxkVe2G8v0+wvCo0jUvAXBimTlqfRbZ2RjOBiLvPsu5OlRLFn0DTWuXWX2Yx3I0+lBVal6TXu5987gmjz/zFjinF3N6+QX1LSdc7N5bdd6fmzWjgRHFz7Yupx0O3v6hh7EUOR1oNXionHKzWHkP9sBaHw1nFmr59Eg6hJdzxzhoocPnUa/T77ehirxMSxd9DUVUhL5tH0fto4/TLKTC6veeYkF3Wyxt7HO2o4gPChu+0pQWZZVYI6iKGOK5UcA4xRFWV8kzwDsAKYUyw8FgtFeVARwSVGU2rcrnCzLQcCPQFMgGnit6HbLkHglqHDPvLvbyPKzKq+c3sPY35ejS0oHVwf2vTwEZW8Uo35fwewnurChWUsanDvDl826WqxfNyqCE36VcMzN4dMNi5nYcxgq8NW6n+l2+hC+6SnEObqwsElbPun4NKgqrS6eYuGSmQSlJJJlY0vrsR8ya/V8PDPTmdD9OaLcvVCBb9fMp/mlswCEe/iwsUYDXty/1bzvVFt7XPNyCqftHTjrXZ66MZexN2o1bhMSwZO+IcXBid6h//B/u5bjYsojL8fIFTtn5jdpy7EX+jCznY4Rm1VOJ2h/frW9JRZ00VHBRQR6oeyepPLyM6fN5/tvlte0mh9baWveo2RZXqMoyqabLSDLch1gLtCsWL4DUAMoryhK/B2WbzmwDegCdACWybJcR1GUy3e4HUEoGx8uhY1HoFUt+GwI6Eruifo7SmX2ogiGL1vKd007EOniyStJoXj3b0LdiYt5+tpV6kdfKuzHSkjj4+M2bFixhGxbO8gzMum3n/mtfvMbtn3CPwiATHsDb3R/DpNOx+t//c6EPRvMy7jmZPPxlt/YUaUWe4JqsOP7j8zzHPLz+Grdzzw7cDxnff3RmUzm/u8BgydwaeqLSEDlpDjGFAncJiDbzs4ieLvmZCFfDS/83oHVmNBjKIlOLtS/GsHov7dhH5cMJiO2QGUy+GTjUlpUrkWbS5WJyLfHNSuTWavnUTUhllX7OzO+pSN8+TsEeMGsF8TLUQSB0gfvecD8gsCZWHymLMuV0Grc0wD/YrPrAjF3GrhlWa5ZsG4rRVHygI2yLO8EBgCf38m2BKFMrNwPH/2mpf85B9X9YWTHGxZTVZUeq43s+PIrZrTqxvLghgAc9Azg+LgP6XAmrMTNPxZ5Hh3gmJfLq7s3EOHuzW/1HjPPl1QTqqTjmWP7GH5wB6fKBfBO14G8/ecqxu0t+TrbPSsTz6yMG6oxLSPCWPbrDJq+PBVVkjAVXEbEurjRbPynDD/4FyMP/IltkZY6HeCRlXnLQ7S9am0OVAoBYF/l6nzQuR8jD/yJc24OXcOOmpdzy85kX44N6FSmbVzMs0f2ANDk/y7ATAnyC/rN7Wzg1wm33Kcg3AmT1dS1LZV2wNpM4BQw+ybz44EqiqJM58Ym54ZAnizL+2VZjpNleUtBYL6dGkCEoihZRfLCCvLLVFpamkiL9G3T2ZcKB3kBEJNc4vJ5JkjIhnLpKcQ6F9YajXo95RNufk2bZWdvMb27cg1SHJzM06qk48PNy1iy6P/oGnaUibvWs2nup0zdtBS/tOQbtrcppD7bqtZh0JHdTG/5JC/2et7ij7VKQizNI86Sry+4pldVcm1sORhYjRf7jqLb82+ztlZji23amoxEF3ynTSH1Leal29rzbfMu5mmTTs+W6g0Y8OwExvcawWV3LwDW12zEqXIBvLFzLUgS5YqUXW8yFQZuIP9q4fF6EH4DIn1v0sKNShu8VWA40FmW5UHFZyqKkqEoSsot1j8IDAQCAQXYUNCcfitOQPHL+kzAsZRl/tdcXFxEWqRvmzYMaw+1KmoTlcvBiPYlLm+nl3jvMYnJnfoxcec6XLK1n3WvUwrur3YFZ+1Vm8WvelUVjvlVAiDSzZN3uw5CV1Dz1RuNfLtqHpO3rURfpDbskZlOhq0ds5p3Zmzv59kbVN087/HLZ4n/aCTf/L6Aq+5eOOdmc9pHaygzShKv9XiOnVWLDEUpdgtN+dRkRvd5gaH9XiRX0k4du4OqU/G97/GaPI+uI98h+K1vuOqiBfN9gdWIdbmxiduk03PBuzzBk76lzegPqB0TSfi0cQw7vodOYUeZ3ro7KYaC00OHetCvhZZ2MmDz7jO3/X8R6YcvLdyo1KPNFUWJlGV5PDBLluVdd7DeHGDO9WlZlt8FXgIaAPtvsWomUDzAOwLppd23IJQpTxc48iVcioOK3mCwu+miH7XQE1n3KQxxzYnU5RGfnkTw8NpIXo/B2M4Qm4yUkQWr/4EpKwAY6ZVEq7em4Rwdj215VxZmHeLr0/Zcdvdm9YIvCUqJJ9SnArXiotChYpQkvmvemYVN2pBro90qtqBJW0598Srl05Jxyy5sxHru0C4aRF8yT+8Kqs7+wGoWZa4WF0WCkwuJji7UiL3C1+sWcjAgmCeff4ftVesQOfVFnogI48T0ibR66WOQJMK9yxP0zmzanT/B1pD66FQTxdnpVHJNEuh1DL16jMpJceDmSM1Zg1j//CwuY0Dn7wEL34XmNbRxBNMGg4ez9hGEu8ha7/O+o1vFFEX5RZblXsB8Sjn6T5blUcBFRVG2FWTpAVsg+zarngaCZFm2VxTl+oiY6sBfd1JmQShTdrZQrfgwj5JVdJXA1RMAi/qou5P2AWhUFUZ2gIQ0QhoGczoHzidVoKYXONu1pU1YFEfjQXrpc6asuMSxU6ks/3UG0c5utHjpE8K9LZ+Ikm1rR//Br/Djb98TmJKAW04WmbZ25Or1FstN7DGMk36VtOp+wcnsqqsn1eOimLJhCUMP78IxL5dO505QMzaSUP8gfm3YkmeP7MHWZCTeqfAWNB0qC377jqtu2oj1HsPfIsbVwzz/89Y6WgXo8DBA0IsD4GRzqFwOydsV2ydqUeV8DNSuCE6GwgIGiye9CEJR/+Y+79FAKFCulMv7A6/IstwFrW/8M+AMcOxWKymKclqW5VPAJ7Isvw+0A9oAL/6LMguC9ajkq30ADwM0KXzYGVJ1fxoWtIS/O8mN/cdTydjmjeJR6YbADaAzmVi4dBY146N5rdsQQssHctbHjwFH9tL0ykUAjpevyKlyAQU70AL3yP2b2Vm1LkcCgjkYWJWxB7Rr76N+lThX0NQ+ZOB45jbrwFN17GnsonLomrbue9tW4peWAioc86/E8WXTOPjbJ6QbHAjxkGjgW/S63x6aFKnxe7pAU9FcKgi3c8fBW1GUeFmWXwDWlnKVTwFX4B/AGdgF9FIU5cb2tBv1AX4ArgExwEBFUSLvtMyC8DCSJInm9d3g+Bc03XqGctE5xKr2aL3nWoBUJYn3ug7A1mhkZ5Xa5hrwZ+17E+fkSoqjE5tD6pOntzwVZNo5cmDmu2yrVpdzXuVoPn4K/smJ7KldnxdkO2YfBSMSR2rWYt4gPeOdYUO4SlwmzIltzgm/QA5Wq8mGKpfx6VyNJ72dEIQHkansbiEvU7d9SMsjShwUwepEpqpsCFeZd9yEUjAQvr4PzOusQ4mBHRdyWRauBelyjhBbZDjo1PW/Eunhg0mSqBYXxes9h9H6wklC4qLZWKsRy0Z7cyIe2gdKVPWQOBSjcjBGpV2gRIin5cnvSKzKgWiVNhUlanhZ54lReOCU2Q9pbP8w8/l+9rLqVvODFcG7ZOKgCFYrK0/lxxMqKjCyroSDrXY+MppUfgpVScmBEXUl5h4z8c5uI0Z02OflsnvOhzS5dB6Axp/9wGGdOwBdgmDj0+JJysJ9JYJ3MfcteBcMfPv1Fot0VRRl970qTzEieAuPhL1XVdZdMCFdOUSnpDDaXpGgSjkSBrVn5hEVg43E+IYSTnZWc04THk5l9gMcM+Cs+Xz//dIQq/mhi5p3ycRBER4p69atA6B79+73uSSCUCIRvIsRrwQVBEEQBCsjOrIEQRCER9bD/mxzQRAEQRAeECJ4C4IgCIKVEcFbEB5hh2JU3t5lZHlYBXK3xsGpwmcgqarKb2dMzD1uIj23cAxnSo7KnGMmVp0tzXOWBOHBZpIk88eaiD5vQXjIRaerxGRAPR/Q6wpOUKGXOHYug89XJ/B3QBUue9ZjqV8N9vf4mMY/DSFZb+CV2Ar8eSiFkLgo9lZw4KdJVcjR6Wn5Uw7S2SiuuHtxpJ0LLzfSEZkGdbzBTm9dJ0BBsFYieAvCQ2xTuIlea0zkGKFzkMQffXToX54HszZSD1gGmIBh/V/iF7k1f1asQYMOH+Gem8/bPv7Mi4/GtuB20syttek08l1C021x8C7PL0tm8q3tEP7vcDnScqFpedjRX29+KIwgCGVHBG9BeMgcu6bS+3cj0RlQ0QVyjFr+5giVjSez6TZrI6DdOJtqb8D//R9wyMsBk4nHI8LQ5+Zz2rcCPYe9wWV3b97csZaPt/zG8cu57I3TThlZdvb8LLem4dFjLNq0EtfsTCZ2e44dzTvTNVgEb8F6PBKvBBUE4cETl6ky/k8T0Rkqk5rqmLEvl/AU7U/7XFLhcnb5eZTrPxVVkpAKatPnvMqzeuEXZNvYMr1Vd56ICCPe0ZmOL7zLVXdvAD7p+DSDjuyhanw0tvn55Nlo2w5MiueNHWvwS9V2MmvNj4R1cIGxLe/htxeER5MI3oLwgPr+qJEFJ1Xq+0jMaKvD8SbN0eP+NPFbweOZ91wx4ZuRAU6FbwwPToihcmIcr+5aT5MzJwHtEYImIDAlgcZREQBUTowD4ET5QGrGXjUHbwCdquKdmU7Ep2NRKlbhmosb/Y7txyE3p3AZk4laL36Fsv0Ue7u2Y/SK3zBkZUHDymBjA0PbQO3Au3eABOERdtvgLcuyCsxRFGVMsfwIYJyiKOuL5BmAHcCUYvm9gWlABeAkMFpRlFu+z7tgvSDgR6ApEA28VnS7gmBNMnJVtlxSqeAskZmnkpoLbnYqmy9BNXew10tk5at4OUj8eUnl26NaQD4QrbLhopHR9aFP+iVqZSaQ0rYhC8/qOHxN5XBM4T5MQLrejj7H/6ZCSiKnywWwLaQeja5cpE5M4UhyCdADXhlp5rxKSXHsDqpO24unCEhNpO9zE83N5iHx0QD4p6fQ4/Rh8zo7KtekTfhpQLt15bynL5Gn43lx1SRsTQWj0XdoFwzM2gBfDoPy7hxv2IBzuXa0D5RwN1hns6XwcLDWh7SUtuY9SpblNYqibLrZArIs1wHmAs2K5TcE5gM9gL3AG8ByIKQU+10ObAO6AB2AZbIs11EU5XIpyy0I9118pkpkqonnt6gcuXarJdVi/xa6kg7v74X3jQH8sOIPPjoWzFVH7a1f15vAkSQMebnsnfU+9WK0P5FTvhVoPOEzVtRvzqbqDTn4zdvUiIsy7+X6vaJGYGbzzrzfdSCfbVjE6zvXcfyrN275vdLs7DHk51nkvfXkYOKcXXn88jkcc3Nxzckyz8vIA6cXfwAgq2JVXh/8CraVvDk0SEKfmEqShwcV3PS33Od1WXkqCdlQwVl7r7kgPGpKe5/3PGC+LMueJc2UZbkSWo17BVA8sI4G5iqKsltRFBPwFTBQluVb7luW5ZpAXeBjRVHyFEXZCOwEBpSyzIJw3319yITPd0Ya/Xq7wF1Kej2j+r9oDtygDbhxLgiS9aMizIEbYG1tmWxbOwDSDQ7Ma9LWPG9qu16Eu3tzydULCXhnx+9EfzyKlXWaWuwyW1dyQLXPz8czM90i7/M/FtHkykX8PphLuclzWV+zEQBzm7bnqH9l83LNIs8T/r/xLPvkbXq8fYaAn20ImKvyzJo8TLd5WdLRayqBPxipOMdIzzUmjCbxHiHh31ORzB9rUtrgPRM4Bcy+yfx4oIqiKNO5sdrQCEiXZXm7LMvxwAYgrSCQ30oNIEJRlKwieWEF+YLwwFNVlbd23ZsHmaQbHAG46FWOFIODOb/LmSOET32JwzPepHbMZb5r0Zmh/V+k4wvvsaruY1RKjicwNcF8IvDNSGXsvs0W2zaYjOb0qjpNCZ40k/qvfo5SoTJVEwrb7FXAOS+Hr1prbybLtrVjcqd+ALzTdSBHKgRZLAvQMCqCGtFXSHJ0BmDFeYmDRboBSvLFQRPxBWeFdRdU9lwtxQEShIdMaYO3CgwHOsuyPKj4TEVRMhRFSbnJup7AWOBNtD7vQ8BaWZZv12TvBGQWy8sEHEtZ5n8tLS1NpEX6P6clScLdtmxrhXb5efQ8ccA8HefsRvtRH5Bkb+Cymyd1YyIJSoqjYVQEf83+iBf3bsI9M50FS2exe9b7mJDIkyxPAxVSEkvcV47ehsGDXibcqxzH/YMYPmAcKhDtrA2OkwDHvByLQWzeGakAeGWmMbH7c7zfqR8/N2plUcdJKAjcADpUPA23PrZehsJ1JcDrNsuLtPWnhRvd9n3eBQPW6iqKEirL8hDgG7Tm7D0UG7BWsHxE0XxZlk8CfyiK8mbBtC2QATRSFCX0FvvtA3yqKErNInlfAu6Kooy84296Z0Q7nHBXHIhWefYPI5FphfdbA+gl0OvAaAKdBAYbqOUJQW4Se69qT0TLv8WvUA9gNPLx5qVc9CrPj83aW8wvl5pEjo0tCR8+j67I33iO3gZ7Y77Fsrk6HbHO7nhlphPp6kGagyPhnr60Px+KZ1aGeblMWztcpvyMSVcQ7FWVmWt+ZPTf2woHpwF/1GjIB537k2Vjy5yVP9AyIozjfpUY12sERp2OjzYvxSMrE1uTkc01GuJWz4+tRm8uVKrE+M4ejKh76zpFSo7K6C0mwpJURtfTMaaBeMrzI6DM2rSfG3LR/Afy8y/W85CCO7pVTFGUX2RZ7oU2AK20XzIMsC8yLRX53MppIEiWZXtFUa5fylcH/rqDIgvCfdXMT+LcSBuMJpUB602sOKsS4gFbn9ET6HrzP4Hvjph46U/LJnc7HRhV+KyVjvGNJGr/BO8+ObjEP6QcddLyNQAAIABJREFUG1uSHZ15u+tA/rdhsXkZqYTrUjuTiUlPDuJgYFWOf/UGhsRYGkVFML7ncL75/Sf0BcHfMS+XGb8vYGW9ZlxzcuVM+Yo8efqIReAG6BJ2lJV1mvGL3IoTfpV4IiIM+/xcds+eTH7DKqxc+D7dDzgiSfBTFx0DaugYfQfH1M1eYmn30g1sE4SH1b+5z3s0EAqUK+XyC4CfZVleBBwBpgBnC7ZxU4qinJZl+RTwiSzL7wPtgDbAi/+izIJwX+l1Est76MnOVzHY3P66d3gdiR9PwOFrYK+HFd0lnqyiI99U+PzwcyNtSM4y4WIPNl8VBlCnnGxW/PIVT42YxOdte1E+NZlX92wAYF9giPnWrqIWLf2WddUbmkeP61SVKgmxxLq4459a+KSXl/dt4uV9m8jT6RjxzFiCk+Ju2JZOVZm7cg5zVs3F1mQk0s2LdqMn06GBMz/3daQ/0Pcx7YLARmc1FR1BeKDccfBWFCVeluUXgLWlXH6tLMvjgIVAAHAY6KUoSmmapvsAPwDXgBhgoKIokbdeRRAeXKUJ3AAOthJ7Bur5JwYquWrN6QB2xSqc7g5ak3H7QBN/Fgwy9/ayIzghlrDPJ7ClWl1e6vsCixu1RFJVnjp1qMTgDdA17Ai5ej12RiMmSeKCVznKpSWXuKytycQPK3/AJEkWzfIA0qIJ6OtWQn/pGjjak1axMssdnWnuX7iMCNrCg8La3iZ23W37vB9R4qAIViUjV+XHUBVbHQypCSv3p+K6dAdB+49gSkhna0g9mkecxd/XnqoHjt50OybgcIVgLnr6UjM2kq3V6+OYl8ugw3twzc1GpbC/a2u1utjn59Eq/IyW4eoAayZB27pl/XWFR0+ZRdhnnws3n+9//bmy1URyEbxLJg6K8HBYshsGzSicnjIQbPSY5m9HdzaqxFVMjvYk2TtSc9xnxLlq95O/uns9X7lfhqcas+3THRxz9+O9LgPwy8vkfMRSdJk58EE/qFXxXnwr4dEjgncx9+3Z5gUD3369xSJdFUXZfa/KIwgPpQEtYdcpWH0AHguBCd3ByYDuxa7Q/0v48wTkGzFKYDTYYlfVH92iCRxzCSDut8J+9LinmsOoXgC4PtGcHzcaKZcPM9oZ0FUdd7++nSD8Z9b6eFRR8y6ZOCjCI2XdunUAdO+uPWAl36TSc7WJDeEq3g7a6PgGvlZ6lhMeBmX24xs0tLDmvXihqHkLgmDFbHQS6/voiEwDbwdu+kYzQRDuDxG8BUEokSRJBLre71IIQtkyWdkzza8TjyYSBEEQBCsjgrcgCIIgWBkRvAVBMLuQrLIrUiXXKMZsCo8GVZLMH2si+rwFQQBgf1o5ev9oxKhCQ184MFiPrd66TmiC8KgQNW9BEABYfjmQ6xXuI9fgjwv35l3kgiDcORG8BeFRt/sUlTaewedKvEX2gPUq47flszDURK5RZUuEiTnHTFzLEE3qwsPDJBV+rIloNheEh52qQrH+PFVVkSQJBs9AXbybWjodh6dYvrAvxwTfHlFBMrHut/MMWrUanN3oNGAQu190w8VOKtyOIAj3lHjCWsnEQRGs3tWEXGwGTsdn+yHS5Oq4bX6HGBtHnlqYwbFMe9q4ZRF3+hony1ekefgZdlepfdNtuWZlkmVrR+/QA/Q7sg/d6rd4b6+JMwnQKgBmddBTy1sEcaHMlNmPq++Iy+bz/cr5gVbzIxbBu2TioAjWIS0LvvwdsnLh1W7g5wnA2nNGUgbNZIiyy7zorKcHcCC4Br/41DLnVUyM44UDW0k2OPNV2x4Wmy6fmkiMqyfumekkOzqb831TEqkhZbLfsRx5Nrbm/LmdJMJTwKTCRFnH+WRYcsZELS+JUfUkUUMX/gsRvIu5bbO5LMsqMEdRlDHF8iOAcYqirC+SZwB2AFOK5b8HjAJcgaMF64WWtpCyLAcDh4CKiqKkl3Y9QXhgGY3w0lzYdATqVYIfxkB6DqRngU4H20+gTlvJBZ0LXv7OeKx8FQK9ufjyEtyW7sArOx16NEFdd5AJ7QaypnYrGr51mmRXV/YFVcc3OZHF8bEWu7ycIWF3IQqKBO9ITx++btWNIYd2YZ+XS46tnXneazvX45adyZaQ+qys/7g53ycjlZXff0yOrS0fdnqGec06gKoyZouKseAcO/NgLvm5+eTY2gMqb/1lormvkaVuYbjWD4CsXDI93bgiORLkBnZiVLsg3JHS9nmPkmV5jaIom262gCzLdYC5QLNi+cOA54A2wGVgEvCHLMuVFUW57XBWWZZ7At8B7qUsqyA8GNYdhPBr8PTj4O9pMR257BAV52zRlrsUB34jLVZVgblN27MvqDqrazdh/uAFvPX0CC4E9ccwsTcfbvkN9wsZOFWT+eaJJwG47OmLbX4ew/f/SY6NLSZJR7iHN0FJ8UhA3+MHKJeezDkffw4FBJNhZw+SRKKTK//3xFPmfnG90UjPUwov792EvTGfTudOsL5WY3Ng73TuBIsbPUH/Y/v4fuVctlWrR4SnL8Yi5c9Q9WBTOB42JV/HoC+/xfXIHnPeykateKfLAOyCvHmhnkSH8kbkLTtBr+OPlq25kK6jbzWJCi4lBPa/w+Dvs9C+HtStdOP8lAz4dRd4OmtvVhO1fuEmrPXxqLdtNi+oec8FugF1FEVJLMiPoKDmLctyJbSa8TTgZeCl6zVvWZZfB+IURVlYMO0CpAKVFEW5fJt9DwY+AT4Dvgdc7lHNWzSbC//NzD/g5R+1dEVveKkLTNLegJsb4M3H9TowZcPSm66eL+mwUbVr24WNW/Hd45055+NH0vXma1Vlwu4/CLkWTbiXLx3PHWd71TrMa9qeuI+0C4HL7l4EJifcsG2jJCEBT4z9iH2Va9wwv1ZMJCenTyTS1ZOxfUfS/dQhotw8+bjjMxbLBSfEcHz6Gzw2/lNC/QJv+l1G7d/KkEO7aHkpzJynAq3GfsSe4JrmPBuTkV3ffcAR/8q81Ef7DgEucGKoHndDkRPszpPQfjIYTeBgBwc/h9pF9m80QpM34Ui4Nv1ad5g+/KblE6xCmUXY3iMizef71fMrWk0kL23NeyYQDMwG+pcwPx6ooihKiizL44vOUBTly2LL9gASgCul2O9WYBkQUMpyCsKDYdORwnRkPPz+j3nS7ko8hmrZt1z9euAG6Bx2jO1V6/LKng0MHvyKlilJxLi4M3XDYhyM+QB0PHcCqcjFeMXkBC65eXE0oDJy5AX8UpP4WW7NmD4vYGMyUSU+msfCz3AwsBoSKvl6G1BVsvV6XKYsJN3OAJLEH7VkRhz4k7U//o+nh04kt6Cf+6JXeU75+NHt9CHs8/M4FBB8Qw235cXTzFk194bvJwHtz5+wCN75Oj3bq9ThQGA1c96VNDiZAC0qFFl56zEtcIPW17/rlGXwvpZSGLgBNh+F6bc83IJgdUp7n7cKDAc6y7I8qPhMRVEyFEVJud1GZFlujVaDfrk0TeaKolxTFCW/lGW8a9LS0kRapP9bunWRkdvl3KFTA/Nkrq87qr70j1gI9/Tlq3ULqZSk3YdtyM0BYGmDFuwJsqw5v7rrj8Jy2Buo9eYMeg17k1pvzOCUjz8v9h5Jjq0dGfYGEpxc2f/dB6xZ+IUWuAEkiYs+/qTbO1gE4vnN2rOkQQvG7N9qzvPISONgYFUSHZ35cOtyvl7zk3me3phP8/DT1I6xbFzL0ekBMAG7K9e0mKdTTbSMOEPri6fMeb6OUMGusLEtLS0NWtUqLJutDTxe3fL4G3RQs8j1fqtahesW3Y5IW026LBmlwo81KW2zeV1FUUJlWR4CfAPUBfZQbMBawfIRN8kfgtZ3PV5RlAV3UkhZloOAcESzuWBNFu+Ci7Ew6AkILg+Ldmp93oNbocRJNH5sDFLRX1qvphAZj3ro4g1thCZJ4otBw4jI1DF52wqO+FdmTt/+HJTc+Pvb96iYkkieToetyYQK5EsSXUe+w58h9c3b+Hz9L0zu1I8sO3sAqsTHcP6zlwHw/nAeCU7a+z8nbV/N2P1bCPPxZ/Cgl3HLzOC8rz+BSXFcnDaORY2eINLNC8fcbF7rqTVH60wm/pg3la6j3jPvr3voQVYt/IJUByc8szIwShLpdgYWyG1IrVeFwEouXJFrU7OigdB4aOWVS5v1m0GvY0nbzlzItGFgTYkq7iWcVbcdg31h0LkBNAu5cX5cCszbpvV5j+wAev0d//cJD5QyC609ni9sNl/748PXbA6Aoii/yLLcC5jPHRxMWZbfByYAPRVF2X5nRRQEKzWoleX04NbmpFwZWDYRXpmvDeyaMQL6aiO6rxyN5vOl0QxauZL61yJxbFEN3ezRvFXJF8Kuwgt+dK3kQ9daFQmftJIUP19cavsRMaYXNS9HYD97IzlJWYz6e5tF8A5MjKPbSYXlDVvgn5LIgmWzAK1vPNneEYAGV8OZtnGJtnxyAhvmTUO+epFpbXvxzpODeKXncN7ZvpokByd+blz4fUw6HcebN2GYfwbrEp1oXA7SA5pQN+QHnne6xsS6+eiRSK1amdYGJ+r7YHHrWJ8QAANU7wnAwNsd2w71tc/N+LjB231vtxVBsFp3VPMumPYGQoFyQPfb1bxlWR6O1uPUXFGUM/+mkKLmLQh3KCObsR+fIuNSEmG+/pz2rYCbtyMxGZCvgm9qMtGfjOKMbwV+btSKgNRExvd+nubhZ9j73Qc3bM4oSRimLTI3rw8JzmPgl7Pp030M2bZ2eOdmcmikPYG+9vf6mwqPhjKrEXcbecV8vl8/L+DhrHkDKIoSL8vyC8DaUq7yNuACKLIsF81voijK6TvdvyAIpeBk4NtpDdkYrnIiTuUDH4muwRJX0rQXjpjwJMEwjJD3f+bdv1bT79lXAdgXVJ0FjVsz7NBOczM8QKyLuzlwt6wAP/dxgI5jOb7hDEddytGilR/+zlZz3hMEqyeesFYycVCER8LV+BxCFkpkqpYD6DqdOcrmH6eS7+yA/rEQNowazOfGIKp7SPxfOx0OtiJQC/eUqHkXI15MIgiPsAre9hwdoTJ17UnYGMWaWk1JdnAiJC6KhKdb4/XdMPBx4yngqftdWEEoA9b2NrHr7lvwLhj49ustFumqKMrue1UeQXhUVfOQ6OMZToXDu5m5+iciPHypmhCD7T/TtIFfgiA8cO5b8FYUZQ3gfNsFBUG4J/K7+OP47QXqxEaS3SQEfZ2bPzVNEIT7SzSbC4IAQGzHKuhG9ISrCRja1dUegCIIDzlrfba5+OsUBKFQg8raRxCEB1rpn9EoCIIgCMIDQdS8BUEQhEeW0UpfFytq3oLwCNkaYeL38ybyTeJRBoJgzUTNWxAeEW/uNLJ91XkCk+OYLtfix2c9qOZx61rHoRiVw9dU2gdKBJf0ghBBEO4LUfMWhEfArkiVrVuv8uGWZbhnZhJ9JZ3JE/YQNX/PTdfZftlEs0VGRm0x0eBnI+HJorYuPHxMUuHHmoiatyA8rC5dg4U7CNW7snZ/JiMTr1EtPpZlDZqTaW/ggld5np4xnagYAyu86uGflkjQofXUTYiG8h4sCWiDUXUHIC0Xhm8yMqyOjqG1JYs3ggmCcO+JZ5uXTBwU4cFnNMKsTXA5TntndY0ALX/lfvgrlOwl+zAkplisMl9uTZyzG/WiLnHGtwIbazRka3Xt1Zre6alM2biE0f/8CcA57/LUev0r8vU2VEhOYNy+TVx19eBim6Y8lniFhrpUdrRpzYg6Omp5i2AulKky+4G1GR1tPt/vmONnNT9kEbxLJg6K8GDLzYN2k2Gv9pZd1dGeE080xS4mkRrHTnLR3Zvg5HiLVS65eyOhEpicYM676upB1Ukzyba1wy4/j/jJIzDq9Ext35ssGzsOVKzCsEM7KZeaTJiPP9888SSxrh4ANIsII8bVg6tevqzqqaN7Va0XLjtf5bN/VKIzVMY10FHHx2rOh8KDSwTvYkSzuSA8yHLz4JPlEBYFTvaQlQvPtYHZm8yBG0DKzKHe5t1cdvNiWP8X6Xtsv0XwVoHuw97g+NdvWWy+QmoSfqlJBCfEMv+32bjk5tBj6Busq9MEgOCEGF7cvxWARQ1bAhLfr/gB+/w8Jnfqx2VPH1Ch5xoj/2ul8mZTPa/+ZeL7Y9r5cNEpIwef1fGloqKqMLm5jkBXqzk/CsID67bBW5ZlFZijKMqYYvkRwDhFUdYXyTMAO4ApxfJDgWDAVJB1SVGU2qUtpCzLwcAhoKKiKOmlXU8QrMmn+418d1TF3QCLntLTwFeC4d/CYsv385iW7UWi5KpIQEoC729dgXN2lkW+BHQ4f5JNIfXpcvYYUNi89NXvP9HtzFFsVO3Ps8WlMHPwvuhVnmwbWwz5efilJFE35hKbajTgwy3LaRlxhsWePgXbknhrl8q3R/KRopNYsmYhetXEe50H8Ngif1JytX3tijQi+0nkGWFKSx3hKSp/LjvD0HWrqVHdDdsvh4KXy904nIJQKkYrvZYsbc17lCzLaxRF2XSzBWRZrgPMBZoVy3cAagDlFUWJL2ndW5FluSfwHeB+p+sKQpnIyYOJC+BoOAxuBT6u8M0GCPKBb0aCu5O23MFzMOlXrU/azQl6NYX3noG0LJgwH0IvaenoJA40acJ7nV5i4o619Dp5kN2/VKPuF63RL77xxXq3ukVEB1RJvFZiv0/Hs8foMfwt+oQeIMPOns5njjJu/xZ6nT5ssVyXM0doEHUJo07H4gYtMOTnATB8wItc9tCC9d+B1fhh+fcsbdACk66wRJFp4GxroNmls7zRbQjxTi6k5KhQMMDtfIrK+YJu+K2XjBjTsrkyZSru2ZmwH1ITMrFb9Qav/mUiNF7ludo6XqgnbooRhOJKG7znAfNlWa6jKEpi8ZmyLFdCq3FPA/yLza4LxPzLwD0Y+AT4GPj+TtcXhDLx+WqYtVFL7z0Deh0YTbAbMNjBD2NBVaHbVLhWZMDYoQtQMwB2n4L5f1psstGfe+jpJ/PlH9pbcltGhJHdbT/6Uhbp50ZP0PvkQVxysgFIMjjimZ1psUzHc8dZ9fOXfN3ySf4MqUdIXLR5XqSbJxVTEjEB9WMiqR8TCUClxGvMadqOX+Q25sANEOPqgW96KuVSE4l28zIHZ4B0eweeHjqRwwFVAHhh/1Ze2r+Fc97lGdX3BZKcXAFIzYWArHQtcF8vx/FYlv1d2Oy+96qJRr4SjctbafVIEMpIaS9pZwKngNk3mR8PVFEUZTo3DvZqCOTJsrxfluU4WZa3yLJcs5T73QqEAJtLufxdkZaWJtIiffN0VBIWjKbCdFSitkxePsSlcoOoxBvXB2xNRqpfi7LIs0kqYf2iuwUmdH+O+q9+ztCB45nSvq953taQeiQ6OFluT1XpdvowDaMi8MxIY/jBHYAW6Ou++gXtR71PjLPl+7trXrvKtpB67K1cQ7sgKRjg6pGZRradHRN3b7AI3ACNLl8wB+4asVf4fvU86kdf4ukTB/jij0UWy15x92ZZ/ccByNfpmNmiK1EZhfNV4EJ8YXB/YH4DIn1P02XJJEnmjzUpbfBWgeFAZ1mWBxWfqShKhqIoKTeuZnYQGAgEAgqwoaA5/ZYURbmmKEp+Kct417i4uIi0SN88/VIX8NZqjzSrBl0bamknA7zeU1vGzhbe7oOFEH8Y+AS82h1cHS3nSWCQTBwvr71D+6qrByee63HT2x5UYFeVWvxfq24c9w8CIMHRGYAMWzvG936eGm/M4FDBvOtydXr+CaiCjcnI08+9hhIQTIa9gRQnF7ZXq8uHnftT5FIEHXDMr1JBGSVzoE5ydGHA4Al4ZVieYCsnxDJ+30bztEdWBroid7TUj75kTpcrOAQDBk+g8Sv/I+T1GdRoV5lxDXV4GrR5LSpAjxqFx+qB+Q2I9D1NCzcq9WhzRVEiZVkeD8ySZXnXHaw3B5hzfVqW5XeBl4AGwP47KKsgPBjqVIIL38HVRKhaXms2PxsFPm6Wg60+HQzPtweTCfJMUNlXa1b3doWI7yE2GVwd4NQVqBPIqHxbOq58Eq4k4FPdmz+ec0J6vzP5k5ei/2m7xQC1Y7Vq0vJMGB3DjrG1en3Kpybx2i5tjOjBilWJc3Zj0KFdrKr3GC3GTSEoKY61/8/efYdHUfQBHP/ulfRGEggkhN47uPQmqIAiAnblRQGVImBXROyCKIIFEUEBCyqKNGkivdeh915CSEhCer+73fePjWkESSAhJJnP89yTvS2zc5u7/e2Unf1hAorDwcZaRl/RCE8fhj74HGLyaOb+PIn7ju3DpGt5XDDkXSJJcHblorcvAJXirjB7ztcEv3kfr7r3xislmXhXN/ZWqkqEmycVko0g37hNJTY+ZqKCG9Qsp3BkXxSpg6fjejESnyZBBH/wErgonHnOzKVEqF0OLKaSVSKSpFuhQLeKCSFmq6raB5hFPu+7U1V1MHBGCLE6Y5YZsAKpBdm3JN1WvNxylp7/HSAltxoV855fzsN4AQT6ARAE7B+hE5HsQUV3MJsUCPbHMmsE9G6J/vTXKHHJ8EovXB7pRuAKV9LMxk/4i79+pEFEKDpQL/wCBz97iVSrMy1f+hSA4xWCGNPjcUavnm9UfWeUoNMtFtJMZh45uCPPbP7RtC0xrm5Z2+g6Jl3DpOt89dcPDNq1jif3bCI4PgbrX6PgfpVaax0s3aNnpG8l9Y7asGkPVA/AeWJ/OgZnVfg1aVEeto4ymhgqlYOMzm/ezgreztf7J0jSzSupTxW7kfu8hwCHgIB8rh8IvKiqag+MtvFPgWPA/hvYtySValazQlBetYW9W6NEqZCaDh6u1AMGp9uZsEuniptGw0bl0A8AJgXP9HTe7dCTpfWb50jCpOs0C7/AKxuW8HnnXqAo1Ii6zFfte/D6pmVXXY1vqVKbuhGXiPxwMOEe3rQb9j5nKwSxduoHtL54Ghe7DR2M+8kH3QU97wDg/fYmdoY72HYJetSyELB2DCSngKfrVe3jgNHEEORXCEdPksqOAt+DkdFr/LkCbDIOo8PZTiACqAn0EUJo/7mVJEk5WczgkdVVZFwnC2mvWDg/zInGvz6L4piH8vc7uJd3Z8qWebQLNGNVwDM1hSaXzvHxijkowKRlv/DNgu8B+KtxKw5WrJKjs44G/FO7CaJyDZpltFFXTIzj3c1LqeYFPlMH4lzFF3zcUaYNAcc8mDk8MzB7OytsedKC/VUzyx4y42xRjFqKElrCkaTbkRweNW/yoEilgq7rPDp8N+PnziQoLhrXjHu2AYLHTOWSjx+9ayv4zVvH2OW/UyHAHcVqhuhEo8f85Wz9UAd2hVkjiuFTSFLRDY+qPn8583wvpgaUmCtMOfqBJJViiqIw/M0WPPL51+yuXCNzfqrFQlAlV2b3NLOgt4UHHk1l5499UI5Mhv1fQMj30LVJ9oTgzb7F8AkkScpLsY1tntHx7Zf/WOVeIcTVw0tJklQgd1YxsfcpE7wfmznPpZIP24d7/8dWwFeDjLHVL16B1/tAnaAizqkkSflVbMFbCLEI8Ciu/UtSmbNsDLw52yhFT3jq+uuX94Z5bxR9viSpGJWl3uaSJJVE9SvDX6OLOxeSJBUC2eYtSZIkSSWMLHlLkiRJZZa9ZNaay5K3JEmSJJU0suQtSVKezsTqTN+vEeCuMNL/CtZpK4yx21/oCc7W4s6eJBUKe9HdQl6kZPCWJAkA/32XYP+f0KM5KU1r0ul3B6GJADpnDhxgyuyFxoq7TsHc14ozq5JU5sngLUml1f6zsPkYdKwPTarBmXD4axeEx0DzGvBou6wHgey8ROtx/4AO+nu/E/rhM4Q6d8tMapdPYOa0Nn87YWdiCarhc6s/kSRJGWTwlqTSSJwiocuHLK3VlOAvt9DmiUZsm3cMj9g4moWdNyoKp/4NrWtzUvHgxHYHnTIGiVQ0ncD3f8LrnfbEu7kTEB/D4O2rMpM2aRojJ59n+sfelHdTYNtxOBcB97YAH/di+biSdKNsJbPWXAZvSSoNUvecZf0ZO5XbV6NRJStpqw/R8bl32R9YDYChW1bwxcmjuGQb2/zg8QQiws7Q5fRhQqvVRSdrAGk3u41HD2xjRpu7uexVjhV1m/PMrvWkmcysr9mANX7V+WKXgzqL1vDINz/ibkuDekHw8f+gcRWoVemWHwNJKktkb3NJul1ciIQdJ8DuyDE7MV1n2+lUojaehMiMB4XEJxsl3ugE0mesofUvGveeq07T2Tofrk1hVlATI3BnPHhoWvse3DXkHWwmc2a6Kc7O3D3kXZ548kXuPHssxz41YGHjVpnv5zdujUNRcNYc+KSmkGyx8ukOjYFBd9F+xEdEu7jBsVB2jZzLth5TiJq8kr2bQrmSoht5EKfgVFiRHDZJKotuquStqqoOTBdCDM01/xwwQgixVFVVfyASSMq2yi+5t7nOfvoCbwkhWt5MfiXptrV4J2mPfcFZTz+cW9fE8cNIavlbuHI4jLYby3EyyYJvkj/rnvkYtwn9qPb8V1jCY9ArePPW3Y9xoHlVADSTid+WX+JEhcrGpXm2oR+3VqvHnsCqtL54BgCLw7hI2Fa1DlGu7kR6+lAtOgJXuw0TcMfFM6ys2wyAZpfOYc64EGgdcgp3WxpxVmN04/2B1dgVXItaV8L5+Y5OtL1wkrYvTsNXUXir71O8FXsAr7V7waTA+P/Bg23A280YflWSipmtDA+POlhV1UVCiBXXWN4cOCyEaFTQhFVVtQIvAx8Ch24ij5JUrGwOndOxOoEe4OVsVHjFpRnB0NtZIeblX+gw/GOOVAw2Sqo/Qv+og7TctI2TfQdhcdixOhxMbnInI56fhSU8BgAlIo7nVi5mWv12JLm4AXC8YuU88+CVkkhgXEzm+/oRoby4cSmj1i+m1YufcNYvgFqRYWz55h0qJMVz35G9AMS4ujN2+RyiXd0pl5KEAvTbu5mp7XsA4JqeRqrViTnNO/DsjrU0vRwCgEnXGb6aD9qRAAAgAElEQVRmCV5x0cYONR3b6N+I/GgxirOVClMHYO7cACp4E50KDk0HRaG8swYRccYjSRUTVPaTzwKXpFwKI3jPAGapqtpICBGdx/LmwL4bTHsqUAeYBHS/wTQkqVidjtW5Y7aDuDSjTXn2fTqxaQovrNVQgOlqMikBDYzADZmBarZ/fWb3rU+NqHDWTf+AKrFX2FCtHnuCqtMs/EJm+l92vD8zcOel0+nDNLh8kYlLfzHapjOc8a3AV53u50hAMGf9AgA4Vb4Sv7boyD3H9/NmzyeoHh3JKf+K9BjyNstnjKfHif3GPhf/REBiHKf8K/Lovq0898hQJi35mRrRl0lwcsYz3dhPcFx0Zlv6Cf9KdB3yLqE+ftx/WDDzmWlUSIznRLsWNHjgdRxmM54pyRz/fgyVQkKzPoBaEzaOBVfnm/5fSFJpURjB+2ugBvAt8Fgey5sD1VVVPQZ4A8uBV4UQsXmsm9t7QohLqqoOQAZvqYSauEsjLiNm6sDL63SSbDpaRu/u1w+48ky58tfc/qXNy6kSewWAzueO0eFcVvv0sfKVmNau27U2BeDDf+ZSPyI0R+Be1OAOXuv1NACr6zTJsX5gfDSNIi7y+L5tvLN6HqvqNuW4fyDdThzIXMeiOXh39XwATvhV5OVNy3hy3xYA0rO1q0NWJ7hJne8n1McPgD6Hd1EhMR6AOlv3cFeDg6ys2wyL7sgZuAHEaViwHfp1/s/PKUk3wnb9VW5LhdFhTQcGAt1VVX0yj+VxwDqgLdAMCAKm5SdhIcSlQshfgSUkJMhpOV1o074u5ODjAt5OetZ7Z52nj26nn9iYc8WMNuZUc65r7GxVyGEePii6nnN5tvd9Du7g7e6PYvxMDSkWK089MZLT/hUB49Yvi8OBZ2oyr6/7i8f2bwOg355N1IiJpHxCHBOXzcaUkUaa2UyMqzutRn6M+7ifmdLhXt5Yv5il9ZoDkOSUdwm5XHJWt5cY15y3lEW7Ge3nVkfOznqZfD2B2+d/Kqdv7bR0NUXP/cMvgIwOa42FEIdUVe0PTAYaA5vJ6LCWxzZ3AJsADyGEls/9DMhIT73hzBbMjR8UScolKV2n9yIHW0Khgjssf9BMfDq8sMaB2QRT7jKjPvo2bDrKk0++wMJGrXBSdExuzsTboFJsFBfGDs8MnvsrVcVuMpFqcWLYg8+SZLFiVhQqJsSArrOpZsPMfT+yfyufLP+Npx8dzsRlP+OXnMiXHe5jW9Xa7AmudVVe/7d7I7N/nwKAXTFh0TV0wGEyYdGMn+ueoOoM6/sMO6vWydxuw9T3mNWyCw0vh7C4wR2s+m4sLg47ADaTicseXqSbrbzVsx/7gqpTLS2W8XtX0CwyhBN9uvJQrfu5lAgVnB0sWfsDtddsN3rUu1hhWA/4pH9R/XukkqHIOj0EvhCVeb6/NNm/xHSuKLT7vIUQs1VV7QPMIuNAq6pqAsZh9Eg/l7GqC5Ce38AtSSWdu5PC6kev/qnt6p9tXqvasOkov/022Xg//3V4sC0A+yMCGHN5OCPmzcGtoienx73IQ6eDMjc9PuFF6kQat2Ftq1KbdiPHZS5bWbspyb2daXf+OK1DTgMw5a8fuOzmycDHh7OtSm1i3T0z11+eUXoGsOjGT1TBKJ1fcfPgorcfAx8dxoGM+8ezb/dLi454pKUwZu1CXJxNkGIss2oaleONVrLfK5yGTzoBwRjX+VCX7L1RLTB4KJDvm1Ek6aYkl9DOkIU9SMsQjN9hAIAQQlNVtS1QTVXVZwFPYDzwYyHvV5JKtlF9Yetx2HsWnugAfdtkLmpaQaHpd13hu64A3O/Q6btU4++zOp0qK9QMdDZuxsS4jcvTkY7NaiXVAXFu7ixrcAeHKwTx7up5mHSdDTUa8FvzDsz57SucbDY8Pv4FLWOYVNds7eKHAoJ5rVd/0s1mJi/6kfFd+/Bbi46Zy+tevsh53wq42tL5ukMPxqxdwAdr5kOH+nBpJni7G1X4z02FXzdBs2rG55Qk6aYVavAWQkSpqvocsDjb7H7AFCAEozr6d2BUYe5Xkkq88t6wdXy+VnUyKyzona1TmO9A0vtOwJSYwts9n+TbXi408ldo9nNW+3HT8Au429J5t9ujjL3rQXxTElnQaBobvn2PbxbOZHjfZ9AVhbfWGg8f0VDoO+A1TvkbI6V1f24MdSIv4ZWSTLyrG5Vjo5iasIuuE+fkzNz8N4z7uP+lKDBjuPGSJKnQ3FSbdykmD4pUsmgaDpsD3WrBYjKqAZ9e7uDnIzrlnGF5L41W42ZgmrGaSHdP+j71GqFN6nI+TseMjt1kpkpMJBd8K1A5Noolsz6hw/CxJDln9LbT9cyOcgN2rGFDt7vY/qSZCudC4J73ISwWujWDpW+BVY66LBW6Iqvbdn7pSub5Pu1LvxJThy6Dd97kQZFKhYgkHS9ncLFknJMiYkl1dSHe5EwFd4XwRI1UBzz0azinrniw6McJtDt/gnQfD75t0plR9/W7Ks0Ho0/yx9h6mRcJpNsgOhECfORgKlJRkcE7l2IL3qqqTsJoI8+TEMLjFmYnNxm8pTJl5oJVvHq+HSlpJtokX+aXoRUInvgHF37YSqrZSv8nR7KzSm1c09NYFraSLl/LtmvplpLBOxdZ8s6bPChSmbJkyRISHRaqtuxBfT8o55JxDtt3FlLSSRvwDXvSXKmSFEfQH8Oha+PizbBU1hRZUFVeis483+tf+paY4C0bpyRJAsDDbKddUK5zV7PqADjvHE/bLcegTqB83Kck3QZk8JYk6fq83eG+O4o7F5IkZZDBW5IkSSq7SkxFeU6FMba5JEmSJEm3kCx5S5IkSWVXCb29UZa8JamM+OuURp2Zdu6YbedAZB43VOg6jPweqg2BJ79AX3eIlwatpdp7ETw2I5oUm7wJQ5JuF/JWsbzJgyKVGpeXHuTZtbCsUj30jFJGs/Kw92mj4u39LQ5+3hPHM4c2YD+bwsJGrWhz/iRvbF1GrNmZ034BDHloMI+39WTqPeb/2pUkFZWiu1XslZisW8U+L1diiuGy2lySSiGHpjNms8b+U8koW1P4u16LHMuPXIH7F9gR4XA5GcCLfcl+zOvWDoD9gdWoHXWJVzcuo0XoWaJdPXjZazBT77n1n0WSpKvJknfe5EGRbm/rD8GnC+B8FDSvDh/3Y4ulPF/u1qhuTuXRX37n3OEoLHY7Uzrex5raOQdVsTjs2M05r90/+vt33rn38cz3leKiAWgUfoHpf36HVXcQeH8jTHWDjMFbHm0Pj3fISsDugA/nwuEQ6N8Z+rQuus8vlTWy5J2LDN55kwdFuq38eTzrEaAD/OOgyhCw2TOXh9euRp3hE0iwwbR53zFkx2rA+CKHepXj3e6P8UMr45Gi/Pubz9VR555je9letQ4Jru5X7b9S3BXqRIXT6cxRRq9dyIGKVRn02DAiKleiWy0LX3Y1c/LLdczcZ6dWVDivb16KZd8kaBBcJMdDKnNk8M5FVptL0u0qPhm+XMq5KBtD/e4j2t2THw7peCXtp1JgdeY1bkPTS+doGnae087lSUm1g9lCnchLmUkoQOX4GGb9OY17Th7g2YeHkOzsmrn8zlOH6Hl0D3ObtmNVvebXzEqYtx9h3n5sqNmQs+XKM6d5BxxmM9hh2d4kTH/uY369NqS0cgIgyt2TTxfu5Js5F3FJTubR1AuU61oPHmpbZIdLkm5ICe1tft2St6qqOjBdCDE01/xzwAghxNJs81yA9cDYXPPfBgYDXsC+jO0OXS9zqqpWA2YCrYAw4JXs6RYhWfKWbi1Ngx/WQmQ8DOpq/O37KZwMA+CMtz97qtQkzNOHS8FBfNm0K6lWI1CO/XsOY9Yu5NdmHfhfvxcYv/QX+u/ZSFBCbGbyp/wC+K71XRwOCOZgxSqE+JbPXLZ41qd0PXWIRq9N4pxvhetmtUF4CCf8K2K3WDPnLfrhU/oMHJX53tmWTo0r4bjZbGyfMgaLphkLpg6GYT2uTvTYRZi/HRpUhr5trl4ulXVFV/J+NTar5D3Jp8RE8vyWvAerqrpICLHiWiuoqtoI+B5onWv+AOAp4E7gAvAmsExV1epCCO06+/0TWA30AO4G/lBVtZEQ4kI+8y1Jt5auw68b4Z+90LkhDLoLTlyC1QcgKQ283Yx2Yp9sVdPiFLz+E6w/bLz/bBGkpBuvDDXioqhxMAqAgwHBTK/fPjN4j+/al0G71uGenkKvw4I3NywGIM1sIdnqhN1sps2IcVzx8Mozyzur1KLX0d00Cr9gBO9sz+5G13lu+2oWNGnNFXdj+96HdjLxzt6Z27e4eIa7Tx6kQXgIRyoGY9I0Hj6wnTO+FZi4dDYWTSPNbOHXFh2p8I3g3i3HMFvNUC8I/L3gchx8PB+SUo0Evx8Gz2b1jFt/QePwFbi/hkJV72znVk2D3zdDcho82QncnAv+/5KkEiq/wXsGMCsjcEbnXqiqalWMEvd4IDDXYn9gnBDiTMa6XwEfAZUxgnmeVFWtDzQGOgkhbMDfqqpuAB4HJuQz35J0a705GyYsMqZ/2Qgr98PyPVmBCWDqCtj9GVgtsPkodHnX6Oz1r+jE/9xF48shdDlzmAWNjRJqkrMLewOrsaZmI/qL9ZnrOTvsjLr3SbqcPkzLkFOsqJ/V49ysOXCYzDjZbfQ8uge7YmLM6vm8vXo+9w0aTXRGoH/gsOC7Bd/z9V8/MPDRYayu3Zig+BhslqxTx52nD+NuS2f7lDGsq9mQ6tERXPLwIcLTm2qxxgXHg0+/RorViZXfj8V8+DrX7H/tzAzevx/TeGKpsf4HW+HAADMV3TMC+LDp8N0qY/rXTbDuw/9OV5LyUmLK2jnlN3h/DdQAvgUey2N5FFBTCBGnqurI7AuEEBNzrfsAcAW4eJ191gPOCSFSss07njFfkm5PS3fnfL9yb87ADXDwPFyIgpoVjRJ69sCdTw8c3p0ZvMsnxqFePEPluGiahOe8Hg6Mj6H30d3cc+og9d74khAffwB6HtlNz6N7aXf+BA0uh2AC2oScBmDjt+/xWq+nOOZfkYU/Gz9fZ4edlzctx2a2cPepg7ilp5Ls5IJJ0+h+Yj8AnmmpPHDE+Pzv9X+EhU3aEJAQi/jqTf6u24xPlv+WVX3+X/yzagj+PpPVghWZArvCdXrVzDjbLst2rNcfMkrgsvQtlRH5HWFNBwYC3VVVfTL3QiFEkhAi7nqJqKraGZgGvJCPKnN3IDnXvGTALX9ZvnEJCQlyWk7f2HSnBmRnV2saJezsqgeQ4JXRXtyhPvmVvSNG30M7+XrBDD5f/BM7Jr+Fb0riVYEboNcxI8C52dLZ9dVoRm5aztyfJxHl5smGmg1YXL8FL/d6Osc2DSNC+XvmeFZ9P44QL9/M+Zuq12NPUHUqx0SxY/IYJi35iS/++pFuJw7k2D7R6szu4JoAXPb0YXO1eqgXT7O5ej6uuy0mePH+zOPZoXJWscjTCWq6Zp0SbG1qZ047mlbNDNzF/h2Q04U+LV0tvx3WGgshDqmq2h+YjFGdvZlcHdYy1j93jfn9ganASCHEj9fLmKqqD2JUt9fPNm8i4COEeDYfn+1myA5r0o2xO+DzxbBynxHIRz0Ie84YpcTYRKjgA8/cBUF+Wdv8sxc2HYHkdOP2LycLVCkPc7fA1uMkW5wI9/SmRkxk5iZv9ngcD1s6b69ZwIbq9Xm3+2N8vWjWVQE8xWLB1W7cUqYBewKrMvbuR+h2Yh/Pb1+NpigM6/ss4/6eg39KVnV9otWJkHLlqRgfzcraTVlXuxHft74b3+RE9nw5iuC4K8Q7u9B++Ed0PnOUcsmJ2E0mXGw2FjRpzYHAagBYHA7eXLOQKR160CrkNEMqxdFr93as6elQvzKU8zCqLav4w7lI6NEc2uUM8nOPaRy+ovNQHRNNymer40xNh2n/GH0JhnUHX89C+RdKt6Wi67D2WlxWh7WJ3iWmEr1At4oJIWarqtoHmEUBDqaqqu8ALwG9hRBr87nZUaCaqqrOQoi0jHl1gXUFybMk3VIWM7zR13j9q21d43Ut3Zsbr9yG3wuTl+F2PoLVJ60M/vsvAOwmEyvqtcAvKZ6OZ47S7twxakSFMbL3AF7bsJS254/jnZKMFZ2H//cqi3+aQIyrB1aHjb4DR3HRx58NNRvQ8uJZWl48zcd//8b5cuX5pl13hm/7B//kRMy6zsu9nuaypzf9dm9kettuADxwRBAcdwUAr7RUntq9kTfu7w9AYGwUlzKq5QGqeMKFBDNjuz0MwEt9ynNvzzuArgU6pI/Wu0YFoYsTvNSrQGlJUmlxI/d5DwEOAQH5WVlV1YHAy0A7IcSx/O5ECHFUVdUjwEcZwb8rRo/15wucY0kqiSxmeOUBAI6ttfOyxZsWoWdZ1LQth4OqoDt0/gk5hUd6Cj/Mm84TL77NOb8KmHWNOpGXqBUdwa6qtag1ajLn/AIwOxzGvdlArJsHX3W8j1/mfI1fShKpVicWNG7Fe2vmA+BqtzFq/V90HfoeVWIisdpt2CxWzua6leyhA9s5VLEKwYkx7LmvC5cyarV9XeD4M2Z+O6qz9oLOPVUV7m1U5dYdO0kq5QocvIUQUaqqPgcszucmowFPQKiqmn1+SyHE0ets+yDwHRABhANPCCFCCphlSSrxxnU085bSi7kxMLSpwgDgu/06qdYWNLCcgRc7MWlYc97c2JSlSTrOaWl8P2w4r6xfzOiMkrHDbM5xG1hgfNaNI0HxMXQ9cRCHomDOaEq75FUOgFW1G2MzW6gTEYrZ4WDyvQ/SI/YstQJdqLHtGD+J+TD3VSLr+TJqo0Z0KoxpbcLFojCoscKgnCOzStLtpcRUlOckh0fNmzwoUonX5v0Qfp08joZvfEFatgFVPFOTuefEAb5eOINEZzei3dxZ2kDlYMUq/PXTZ+jA3qBqvNPtMXYF1yLS0xswbi87u/kbgmcMMtruJenWKbo279eztXl/VnLavGXwzps8KFKJt/mijuXeD7iECy89MIBoNw/SzObMkdHapYQTpzjx+OHtLK3dgKZHTjB9/ozM7XWzieYvfML+jM5nVhMkvWjGai4x5zep9JDBO5diC94ZHd9++Y9V7hVCbLpV+clFBm+pdDgeCv2+hMuxHBj8EE1d785c9KqqMPFOow18yZIl9HjiV6xJGaO6OVvhu2GIKVsYcM/TJFby54vuTvStnd+7SyWpUBVd8H4jW/CeIIN3SScPilTq6LrOs/9ozDmm06wC/NXHTHk341y1ZMkSKm49R8vvBZhN8ONIuLfFdVKUpFtGBu9c5FPFJKmMUBSFmT3MzMzjuSAA4e2qwfiReS+UpFKrxMTrHGQdmCRJkiSVMDJ4S5IkSVIJI6vNJUmSpLKrZNaay5K3JJVJH82FSoOgwUjYdry4cyNJUgHJ4C1JZc0zU+Dd3yE8Fo6GwqO5n9orSdLtTgZvSSrt1h6ELxbD2cvG+x9zPdsnWj56USrLlGyvkkO2eUtSaZWSBqN/ga+WGe9f+REqeIOWaxiD5HQqbTpDWMcatzyLkiTdGBm8Jak0ik+GKoMhLjnn/Ii4PFe/47MNbKwon4ctSSWFrDaXpNKo/1dXB+7r6DBqOfy1I6t6XZLKgpJZay6DtySVOnM2weJdBd7MZNegz6dQYxhMXFQEGZMkqbDc1NjmqqrqwHQhxNBc888BI4QQS1VVrQp8C7QD0oE5wOtCiPR8pN8bGAtUBUKAt4UQC284w/knxzaXbithiTo2Dap4KcSm6kQkQ63kaEzxSbD6IOw4AZdiYOsxSLff0D50jMKHDjgUhWRnF5Y2bkm0kyuVrTZe6NaPi1ZP6pSDZQ+aqFnOuPa3azpnYsHLSedYNFT3hqreJuyazqkYncgUjdmHwdUKFd3gdCy0CVR4prGJdAfsuazj5Ww8ajw+HVpWVEh3wMVEMCs6blaFQI+8i0VhiTqRyTquVoVaPsYQsFKpVHRjm7+ZkDW2+SeeJeYLVBht3oNVVV0khFhxjeW/AtuB3oAXsBYYCkz+r0RVVa0DzAb6AOuAe4AFqqqqQohjhZBvSSoUZ2N1Xt2gkWLTqeqlcDwGuldTeLN14VRsvbPZwdjtGqDQ7+we+q37B5+kBNxjoghMiC20s5qS7a9F1znhV5FQFy/uPHOYb9r1IMRqtIkfj4FaMzXaVtKwmiEsEU7G5kzLjIYOaNfY18xDOm9scJBig9RcKzmZAR3Ss82vWw5m9jDTPijr047b7uDtzVnX2X4uMLARnIyB9RfBokADP/iwvYk7q2T9Ly4l6ry8TiM2Dd5ta8qRps2hM3qTxu7L8FhdhaHNTDg0nTGbNXaEwUO1FUa0kBWWpUqJCdc5FUbwngHMUlW1kRAiOo/ldwN2IYRdVVVfwAWIyke61YDvhRBrM96vVFX1ONAKkMFbum08sczBjrB/3xnBZH2ITp1y8GCdmz/Rj9/xb5kY5lRtxo/HJ2DRrhUWC0+L0LOooWeBq89v9S5fZBuVr7mtIx/px6TlPT89j42Px0DPBQ7Ch5lxsRi5eW9zzgqyK6kwUeTcblMo9FqocWmYgqeTsd2gFRr/nDO23RnmICxbml/t0Zkksv6HjfwV9kTofLoza14Df+haRQZwqXgVxjfwa+AIRtX4VYQQqRmBey1wAggFFlwvUSHESiHEq/++V1W1BtAQ2F8Ief5PCQkJclpO53s65Bq3SYck3Hz6mq7jyBaj/JPiiyRw2/Oobs5+cvhg1VyaXzyDW3oqr2xYQp3IsKvWL2pxaRAWnZj5Xstn61aiDWJTs/+/sraLTYPwbGmevpKzNe9iok5IfM79nIxMzZwu7u9eWZmWrlYYbd6NgTjgIPC8EOK37G3e2dZ1AbyBP4EzQogBBdhPIEZ1+/rc7etFRLZ5S/k2ZY/GC2uNUOJphQQb1PCGrU+aCXC/+Tq551fZ+XY/oOtMmz+dITvWXnebgsoq21+bXTFh0TV2BtfkzqHvY3dxxqZBZQ+jfbqg/u3gm99LkWcbK3zf3Zz5ftDfdn44nHMdPxeISwd7tkT7N1D4+b6s7X4+rDFohYZDh+eaKHzXLWvZ4SidO/9wEJUCTcvDpifMXEqETr87iEiGhn6w+QkzPi4ltK615Cq6Nu/RiVlt3uOv0bniNlQowVsIcUhV1f4Y7diNgc3kCt7ZtukC/CWE8MrnPpoDS4ClGBcHRV9fKIO3VEDn43TSHBDoYXTIql0O3KyFdx44GaNjiU2kemI0WM3GqGjTVsKpMEhIheOhYHOAxZQzct2ENJOZNKsTHmkpUMWf0QOe558ET05UCOKFdlZeU02EJUF9P4hMNtqFt4RCnXLwZD3wdjbRupLOmgtGdfO5ODgVC2YFXlLhwdpm7BpEpeiEJ+o4WxRaBCjsvqyz6KRGTCr0rKFQ11fBalao73f18fzxoIO5J3S6BCt0r26iujek2WFLqE5Fdx0PJxMN/a/e7mKCTkI6eaYZm6pzIcFoZ3fOqE6PS9M5H298tn+r2KVbSgbvXAoteGe8nw94AnWB4cDfGNXcTwohDmSs0x2jLbtKPtLvAfwBfCiEmHTDGS04GbylkkfXQVHg5Znw5bIbSmJ2sw48fHA7rn7u8GJPeKMvmE1GuoCu67JHt1QcZPDOpbBHWBsCHAICAIQQDlVVDwEfqaraD6Pa/CNg5vUSUlW1ITAfeEYI8Xsh51OSSp9/g+q4/xU4eOtAmKcPD2uhuJ6eAlUrXGMXJebcJkn5U0K/0oXaZVIIEQU8l2v2MCABOAdsA5YD4/KR3IuAKzBDVdXEbK/BhZhlSSp93JzhkXYF3uz8q61w3T/pmoFbkqTbx01Vm5di8qBIJVtKGnwwF9Yfgh0ns+ZbFLBf/fXe9XpnwjvWoFevXrcwk5KUb0VXbf5Wtmrzj8tutbkkSbcDV2f4pL8xvfcMLNsNdzaCDvXhVCjUHplj9Ug1uBgyKUm3gRLaFFRswVtV1UkYbeR5EkJ43MLsSFLp1byG8fpX1YCrVnG4Wm9hhiRJulnFFrwzBmB59borSpJUuKwWuLsJrD5gvH+4bfHmR5KkApPV5pJUFq16H9YdBJMJOjeEJUuKO0eSJBWADN6SVFZ1aVzcOZAk6QbJ4C1JkiSVXSWzv1rh3uctSVLJ5RSTYjwPPPkaj/uSJOm2IYO3JEl4n4ririHzoP1b4NUPxs8r7ixJkvQfZLW5JJVVMYmwZBcE+1N90WEsqXZjvkODt36D2GQY/RD4uBdvPiWpSJXMenM5wlre5EGRSq+kVNhwGIZMg4tXgP94JGiDYBATjEFfJKn4FN0Ia28nZ42wNtatxERyWfKWpDIi7WAIA/5MYhO+3HckkukXr2SeEa95xjoSAvO2wbFQsDvgjT7gl6+n+UqSVIRkyTtv8qBIpcd3K+HrZXzl04iXeg/kwxVz6LdnC5VjInEq6FfdbILPB8LwHmA2F01+JelqRVfyfidbyfujklPylh3WJKk023sGhk6HQyF4JSfxwYrfOeEfyKq6TQoeuMFoD39xJvT+BFbtA4ej8PMsSdJ1yZJ33uRBkUqmIyHg4QLT/oEvloCLE8QmAaBhXK3bTCZSLE5c9vCidnREvpO+6O1LnIsbDS9fzJy3sXYjJn4wmt/rR+LWpLIxYpskFT5Z8s7lusFbVVUdmC6EGJpr/jlghBBiabZ5LsB6YGz2+dmWDwImCCH885M5VVWbA9OBhsBJYKgQYnt+tr1JMnjf5hyaTmwa+LkWzm8tPk3HyQwuFiO9pHTjK+DupJDu0Jm2T8OkwLNNTDib4dejGotP6dT3hZEtTLhYFEwKuFmN7WNSddyt4GTOyl+qXSc6Raeci4KLBX4+7CAkAZ5uqLDhokJ4ks4DNSHY08SfxzX2RYKPM7SsaOTho23GZ368HnzQ3oxNg3QHeCUlEmZ25Y9PtlPzr3V0PXkIN7utUM92vzVrz1OPj8BhNhP64RACE2Iyl4V4eEZvUHkAACAASURBVDG9bQ9WtWiFNcCL19o7cdbkTjVv6FZVITYNfJwV3J0UEtN1TAqEJMCyMzqN/XXUiia8nSEmFXxdICRB549jOr4u8HQjExZTzk9yIV5n9mGNxuUVHqiVv4uFNLtOWKJOZS/lqvQKW4pNx66Dp9PN7yc6RcfLmSLPcwlQdMH73WzB+8PSF7x14D4hxIps88+RLXirqtoI+B5oA/TKHbxVVa0B7AHs+QneGRcCp4BxwAygP/AJUEMIkZjfD3iDZPC+jV1M0Onyh4NTsdAlWGH5Q6bMoHsjPtiq8f5WDTcLzHvAREgCPL9aQ1FgRjcT43doHM+IVU3LGwHzaHTONEyAxQw/9jCx8aLOtP1G8Fn+kJnWlRSWntZ48C8Nm2asazaBTTO2VSj4F87XGVLTNWb8MpleR3bT8I0vqHIlgjAvX36cM4UOF07c8PHIS7OXJ7A/sBoAi36YQO8jIsfyKm9NJaSc8bNWNA09VwlcAZ6srzDnmI5ZAbMCqdlq3L2dIC4danrD6bis+e5W2P6kmUbljf9vVLJG4DQt89i91VphXMf/bntffU7j3gUadg08rLDrf2bq+RXNOXr+CY1+yzTSHfBZZxOvtryxmghN13lsica8EzqBHrD6ETP1iyjPJYQM3rnk95s1A5ilqqpvXgtVVa2KUeKeB1zIY7kZ+BmjFJ1fXQBNCPGtEMImhJgFXAbuK0AaUin09R6NU7HG9LoQnYUnb/xaKyZV5/2tRiRItsObmzReWa/h0MGuwUvrsgI3wP7IqwM3GFXS6Q54Ya3GtP1GfqJT4b0tRtqjNmQFHI2swA03dqUYnQbB4WE8sW8rJ8oHEuXiweYaDUhycqZmdPgNpJg3m8nMJ116E+viljlvRJ+B2Ew5A+YV96wn+OYO3GB8xl+P6mi68dlTczWVx6Ubf7MHboAkG3y8I+tgfblbz3Hsvt57/aP30jojcAMk2uDdLUXXTv/6Bo00h/F539iokWa/se/mxhCdeSeMbS8lwvhsx0CSIP/B+2vgCPDtNZZHATWFEJPI+1z0JnAY+LsAeauXsc/sjmfML1IJCQly+jae9nbOeXFs1VJuOM205ERcst0w6e0MXk5Z772cQcn2lVauE2q9ncCkZK3jbrJlplvY0s1GxmtFhWPRjIDU9dQhKiXGF9o+Rt/3JKPv68d53wp4pyTR5eRBGlwOZV9GKfy8jz8OYPzyOZg0DZOmYbXZ8kxLucb09biZstJzJefQrc4Z1xD/9b/OfezLuRTd9zP7vtytYDHdWDpeub7j3s7F/7srzumipWR7lRz5rTZvDMQBB4HnhRC/5dXmnbF+jvmqqt4B/AK0BFRgXj6rzd8GWgghHsw272fgkhDizXx/whsjq81vYyk2nWdXauwK13motsL4Tjd3y9JfpzTe2qRRzgVmdjcTmQwj1jgwm2Dq3WZOxWi8ut5ow76/psLkPTm/HmYFqnlDOWeYdo+Z/ZE6E3ZpBHsq/NjDRJCnwtErOg8vdnA61rg4iMy43jAp8EANqOat8NMRnRQbVHQ3SqbpdkhIB1vG7lzMxnwFeLA2hCVBryXLGLFjFf907sz/GjxAnbAQxFejsWqFU7q8a/A7rKvZkLm/fMHDB3dgV0zUf/0LzvgFUCk+hggPb8I/fA7flCQi3Tww6zqXKgTw3OPD2O5XBRQFMxDkCaNamZh+QMNqgldUEwcjdVaf14lLN9q6o1NBDYBDkXAuASwKtAuEn+4zZ/ZtSLHp1JjhIDzJOA4L+5jofZ1277OxOnf/6eBiAjQuD6seMVPOpWhO1AcidZ77x0GyHSbdaaJbtRvvwDdpl8b0Axr1fRV+6GHCt5D6d5RQRVhtnpKt2rzkHOR8B28hxCFVVfsDkzGC+WauE7xVVXUFdgFDhBBbVFW9k/wH71eAe4QQ92abNw/YJ4QYW5APeQNk8Jau6UiUTroGVb3g6BVo4Ac+BQwGJ6J14tNBrfjf2yWm6xyMglo+4GaBA1FGu3AF96u3C0vUOR8PLVZvxGnkdxxy8SPM04d7Th8qUN6ym9myCzNa3cW2b97OnPf+PY/wQbdHAHBLS+X7+dPp1cAJz9G9ISkN1JpgMrE7XMfDCer6Fu75MNWuszfCOP6BHiXmXCvdHBm8cynQCGtCiNmqqvYBZpG/g6kCNYBlqqr+uz83VVVjgSZCiKvax7M5CozINa8u8FtB8ixJha2Bf9ZXv13QjaVRJ58BzcNJoW1g1vvs07lV8lCo5AE81Rkea0ejwd/SaN3BG8tghmd2rUMNOZ1j+NT3V/1J5/TLxFWtRM9m7lj3vJrntndc58LkRrlYlP88DpJUICUmXOd0I8OjDgEOAQHXW1EIsQnI7OlSkJI3sBZwVlV1JDANo7d5APDPDeRZksoWZyv89AKk2aD1KNh/7prjl19zXPMMTcNzXWM7W+jy3l3QpXHh5VeSpAIpcIOMECIKeK4I8pJ7P2nAvcATQDQwEnhACJFU1PuWpFLD2Qq7JnB23URefPzZPFf5z4KHd1YvcxRg6mC48J0M3JJUzOQIa3mTB0UqdUITdKImr6Te8o04H70AMfm4Dt7/Ofh6wN6zRlt2pTzvFpWkolZ0bd7vZWvz/qDktHnL4J03eVCk0u+1H2HhDvBxQ9t7FlPub33z6rBnUnHkTJJyk8E7l2IL3qqqvgB8/B+rNLhOh7aiJIO3VKbsHPMN6sdrcrajbfkY2hX5sAqSlB9FF7zfzxa835fBu6STB0UqU5YsWYJrWDx3H0iC6ER4rAP0blXc2ZKkf8ngncuN9DaXJKkUSqnkBYP7FXc2JEnKBxm8JUmSpLJLKTGF7Rzkw3clSZIkqYSRwVuSpEyXk3R2humk3uDTsCRJujVktbkkSQAcT/HmiRkOkmxQwxsOPG3G3alkVilKUmkng7ckSQAsvFKNN5f8Tvfj+1lXsyEfB/RhXC/vEtsmKEmlmQzekiQBcM/O3by9ZgEALS+eZln4BZK/MeG2ZBQ4WYs5d5IkZSfbvCWptHM4YNw8eGwiLNqRc9nM1Xw3fAVTdteg0bmzORZtqtGAzvUexvbmL7cws5J0iynZXiWILHlLUgkSn6azLwLq+kJArmd6x6Tq9F7oYFc49KwBcx8wowDb31qGz48bqB8RijZ3K3s+G4lLw0BG7HBhq3M7bNWdABB3BtLswElqRV/mhH9Fvmt9FzHunry9+iDa/Qt44Px+mrik43XoDErNirDmfQgod+sPgiRJcoS1a5AHRbrtRCbrtJmRwpl0J3xMdjb0d6ZJeSOAr72g8dp6jb0RWes39ofLMTYiHFYUTWPqwpkM3b6K71p1YcjDQ/Nsy7ba7QTHRHDOryKayaiYaxAeQq8ju7nz9GF6nNiftbLFDBE/QDmPrHmhV2DaP+DrCcN7yOp2qbAU3QhrH6ZmjbD2rkuJKX/fVPBWVVUHpgshhuaafw4YIYRYqqpqeeBroBuQBEwWQnxWwP30Bd4SQrS84cwWjAze0i0XnaLj0KG8m3H+iEvTSbVnlbBnzznDy8d9uOLuCYpCZXMatRyJNHTE8o2phpFIRkB2S0vh59+nUOtKBD/f0YnPO/fC6rAzbMsK5jTvSKSn9zXzUS4pgRh3z6wZuo7V4cA3KZ4/f/2SjmePkWR15rWe/WgTdpZO0ed565FB7HUrjx6fgmt6GsO2rkRpFMw3bbrR2JzIlI46PrXLG+mlpEFYjBH8g3zBbC78gymVNkUYvNOyBW/nEhO8C6PafLCqqouEECuusfynjL+1AGdgqaqqSUKIqddLWFVVK/Ay8CFwqBDyKklFZmOIzrFonftrKgR65H0OOBKlsylUp22gQpPyCotOOlhwAhJtOotOGVeNL7ZQSLXDzIM6dh2GNFGY5neO3oPfZ+job0FRsDjsfP/9RHqc2E+4hzerh77L8YDgzP1MXPoLDx3aBcCkpbPZWrUu26vVYXKn+6/7OXIEbgBFwWaxMHjnWv691t9Qoz7fLJqFCRh714P8Xq6OsaC8UY0+os8gOpw7xrtffsF9x/aypk5j/uzbly53eDPgqTcgOc1Yv2k12Doe3Jzze5hZfkbjUiI8VEehXMkpKElSoSqM4D0DmKWqaiMhRHT2BaqqugM9MJ4QFp0x71NgFHDd4J2xTh1gEtC9EPIqSUXit6Ma/ZZpAARuM+6R9sv1jIODkTqtf3WQYgcnM7zcAj7ddXVaX+3JWfEz/YDORz9Ow+yAZCcXALqeOpRZhV0xMY7v/vyOV3oPYHdwTQBahpzOkYZfcsJ1P8OMP6Yy7KHB2Cx5nxauuHvS6dwxDpcP5J6TBzN7u15x87xqXbvVyvrajYl296R8cjy9nhkNwM9nIaFpZ0ZuW2msuP8cTP0bXutz3fwBTNipMWqjcZy/3A27+5txtsgALpU9hdHb/GvgCPDtNdJXgORs8zSgdj7Tfk8I0Rk4eVM5lKQituR0VsC9lAi7L1/d8rLqvE6K3ZhOd8Afx/Of/tlkM6HevvikJAFwxdU9x/LWIadYN/0DPl7+G18s+gE19EzmslO+Aays0zTH+iZNo/PpwzS+dD7jvYPnH3oOuynvU4JnagovbVpGgrMLd7z0CcP7DkLLWDZyy98Ex0QB0OHMUZqHZO37QGA1AhNi6XNwZ+Y8c+5WqQtR+T4Oi09rmdOHr8CZuHxvKkl5K6G9zQsjeOvAQKC7qqpPZl8ghEgA1gGfqKrqrapqEPAK4JKfhIUQlwohfwWWkJAgp+V0gaZb+KVlTns56TT0U65ap4l3CqaME4SCTsfK5NuuFs14o+f/iM0I2rur1OZAxaxqcmfNwddtu/Nu90d5uc9AprTtzinfCvzRpC3qCx+z58vXeWrXOmNlXWfhT5+xftoHHPjidYZt/QfNZCbdYkXPFrwrx0RS7/JFmoecofvR3Syv25wHn3qNNCcXHjgsMk8eNaIjOPXpSC5+NIQN096n89mjmWlUiYkkKC6aWlfCM+elWJwyp3WTAgO6/OexzT6t+tsypwPddap4/vf6crp0TEtXK4wOa42FEIdUVe0PTAYaA5vJ6rAWiFE67wSEALOB0UKICgXYz4CM9NQbzmzByA5rUoHNPqxxNFrn8XqmzF7gua05r7H6vE7nYIXu1RQm7NRYfFon2BMS06GcC/SqpTB6o86ZOKMw8FZrhW6VdQZ8H8FZ34yfja7z4MHtzP3lS8y6zt5KVXmhz0A212iQua9W50+ws2odHtu3hW8WzKTOqC+JdvciMC6a0LFZfUz3V6pCs1cm5shnucR4QscNY12tRvTMqPLOrsvJg6z97iPAqEpLtTjhZk9HBxwmE9Pb3EOYpw+Dd6zGKzWFZi9PINy/PEMvCCZM+RwnhwPuaQpvPwydGub7GDs0nen7dS4l6Tzb2EQ17xJWXJJuVNF1WPsoW4e1d8pWhzUAhBCzVVXtA8wi54H2B54SQiQBqKo6FNhbWPuVpNtF/4bXr8i6q6qJu6pmvR/V2syo1lev91BtnR1hEOAONX2Mn9OsZysw4Icoolw8eH7LCqpVcefIpsl47jrK3THNaH8+q3XJyW7jQMVg1JBTjF6zgOC3vyXFyegUluDkTIS7FxWS4gHQUTBpGgo6leJj+GbBTJqEncfVbmNXRht6bnsq18CuKGgmE+/2eJzNVevy+dKf2BZUk2E71zL8yGaYNZy4115ii09lvvX1pGNlBQ9rG3hiHHi7Qb0CVD1kMJsUnm9eYs6vklRkCnuQliEYvcIDss37AtipquoYoBEwGnipkPcrSaWK2aTQLijnvDtrWDj3eDp8MhNqusEH3Y37qdsHcWXnSdK+2olqq8UhaznSLVbcXa2c8KzFnqBqmYEboNvJA5mBO81spsHlEMasWcCcZu056+PPruCapGV0Wrv/yG4+6dKHVKtTjrz4J8bzW/OObHuqD9++WM2Y+c1ntAIgq1TvDdyX+8O1rnOzh0eSyrxCDd5CiChVVZ8DFmeb/RwwE4gFooBxQoiFhblfSSozGlaB2S9ePb9VbZx/fZF9ms6iUzoK0Ke2gs0B/wT0pO8/u1jYoCWVkuP5oJc33D2S6Pfm07nPizQNDyHExx8nqwOH1crYex4GwDslifuP7GbY1hVMvvMBHLrOQ+cPMmjVUuwVfUn9eiCTW3vd2s8vSYWthFbkyBHW8iYPilS62OxER6XgFeCB5d9ec5qGFp1ElIsbK1etot34lTTr9R4JGZ3izA4Hj+zfyqN9qtCjbw1sGng5AVcSwM9TPm1MupWKrs17bLY277fLYJu3JEm3MasF30q57sc2mTD5e1IB8LbY0Cp7UOvKZfZWNkZrc5jNtH+tE31bGCOguf67nb8sbUtScSu24K2q6iSMNvI8CSE8rrVMkqTCd+KxZrTYHp/Zm9TPBZ5uJB88KEm3o2IL3kKIV4FXi2v/kiTl5HCzMnnCHQRs1whPghdamPB0KjG1iJJUpshqc0mSMrlZFcZ1lA8KkaTbnQzekiRJUtlVQjteygYtSZIkSSphZPCWJEmSpBJGBm9JktB1OJ/mQViiHOJAKmNK6FPFZJu3JJVm8cnGq7J/5qykdJ3oVKjsCYqioOs635yog0gqzysXHMztZaJjZQW7ppPmUPBx1olJVajkAU7mEnaGk6RSSgZvSSql0lbsw+nhT1GS0uCZu2DGcNZe0Og/N5lwzYm+dc3MvTOVzTP3ciqqKtH+XtQKD+XN1QGExjpINZmxmy2YFR2HrlDPy8GynhpVKrlkjdImSVKxkMFbkkoZXdeZJHRaDv+TzknGc8ZTftrIve0HsuGKE43CIljz0yRSnZwwhZ2nvaIw5o7OHK0QxCd//0a62YKz3UaiswutR3zMsYqV6Xj6MC1Cz1EzvifltGQWP+FKh2DZ6iZJxUWObZ43eVCkEumNDQ4+36XjwHgsqG9yIn/O/pwT/pV45rHnM9cLio0izsUdi2bHNyWZM74VcHLYcbHZmDFvGg8d2EGvAW+ws2ot5vw6mTtPH2ZVnSb0ffo10qxOdDx3lI0NQ2FYj+L7sFJZUnRjm3+cnjW2+VslZ1QiGbzzJg+KdPvSNBgyDRZsNx6v+cer4OnKV7s1XlqnXbV600vn8E+MZ02dJgBUiYnkz9mfUz06gs873c8nXfvmWN8rJZm4dwfgUBRW1G1Gz2N7M5cdKx9IuxFjaXv+BPN/mkichydjHh3I/9u77zApiryB49/d2UB0kRwlCQVHELROPBBRV33hBOH0UEBRRFCPw8R5yCkGPJDzDhOK74sgwhmQM0vQO4LEQ7FEJEmRwwJLcMmwyzK77x/VC7OzszkO/D7Pw8NMd091Vffs/Lqqq6u6PNIxT/OZC1FAEryDSPAOTQ6KKBvO+GHIW7BgDf4b2vJAj4HEzFzBmxNfPrtJWuNaULUScb97luOx5dzC9PSzg0/EpqbSds92OuzczMJLW5Hq8zHhs7eJ37wWgJaPv8yGWvXPpnfxyeMkPTsw2yxNveIamu3bQ6eEzQAk+6Ko+MJ7dKyeyvSpL1P/h/UQVwFG9oaVW2DhOvifdvD6IIiUAC8KpPiC99iA4P2X8AnehbrnrbVOByYaYx4MWr4dGGqMmaW1rgK8BnTFPZr2NfCwMeZQPvbzO+BJY8yvC5NfIcq67/am8+dFfmJ9EYy/PpJ60+dz0aS5APi2JHLm0KUcj47O9BmTWpE/dryPUwHLK5xOoULqaeKSTzDh08msqtuIf+prWV+7AQC/7z+MpGcHEgEM/nYew7v3x+/zUf50Cu/MmJBjHgf8sBh/wPtY/xmqnjjK0sgqNOo+nHbttnHZ3h2stg3pte0AT21JhDe/hm/WQvJpKBcDXVrBawMhJjrb/QghslcUl8H3a61zuvH1KlAZaAZcCsQBr+clYa11tNZ6ODCdsHsKT1xIzqSlM2Kxn5s+8jNlTdam65D2JsGdr0D3MbBiEwA9P/OzJAHm7Uin9Tt+etk63DT4KcZ16QFAXPJJdlauSsYejkfH0m3QU6yq14jbVn9HbOppYlNP85f5n6ITttBl68/8OmErf140k6Plzk7qyYmYcvi9WvCwpXO4audGAN76eCI91/+Qa9YDfzgigO/HP8mst8fSYccmfmjQlCkd4jENLmVkt77MbtGe7+s2ZnZ6DbrGD+LBlt04+fYCiOsP8c/AkRPnElv2M9w8Gu5+DfYfzttxFOICVBS9zScDU7TWrY0xSSHW+4DnjTFHAbTWk3A18bx4E2gOvAT8TxHkVYhi8YpJ58UVrvVt7o50WlWPoEOdXK43B7wB/1nlXn+7EX/CJA6eOhcW04BvGrZ0aTa/jErJp5h6+TVs+sejzGjXiRltf0P1k8dIqliZEQs+Y+xX00kHTvt8TLzqRhY3acnJmHKkREXz3vTXeWD5XEbfcBupvigeWP4fotLOXWRM+3ACP9ZtSIMjmf+E0zl31Rz4OsUXRTn/mbPbNTp8kEaHD3L1tg3cc/sQvmjb4ey6/ZXi6LTd8puHx+D3RVHz2GHGfz4FUv2wYC0MnACfDIeTKXDzGDhy0n3w6Cn4fEQejr4QhRGe9cKiqHm/DqwH/jfUSmNMf2PMqoBFtwA/5THtZ40xXYBNhcti/hw7dkxey+t8vd70y2kC7Tyanvtndxw494FfjuE7dZqbG50LiMGSo2PQe7ayuXpt7uz7EF+0uZK3O8TTfP9uGh5yaUUAsX4/Dy/7mle+nObyVq0WVw8ZxdNd+xB9JpU0YK66jMRKcWfTbpq0n9+v/Z5Wibs4HhN7dvnhjHvoQEqUu9b3R0TwWI97WFezHgCB7QxxKad444spXOLlp33CVm5b8x1xySdpeOggADWPHyUmLaDhfds+AI4n7DsXuOHs8SkL51del+5rkVWhOqx597zbAEeANcAQY8wHgfe8g7b/E/A0cJUxZkM+9jPAS08XOLP5Ix3WRL78tD+d6/7l51AytK0BS/v6cp8Le/JceGCi6z0+6AaYNIRDyek0m+znl2S3yUXJJzlargINk/az/I2RPNmtL2ciInlPdzmbzLBFX/LY4tlUO3Gc8v7Us8sXNWnJ9Q88Q93DSSRUrZFl9y0Td7H+pT9lWd7hj6N5dOkc+v70XyZeGc/c5m25KPkUS5u04HhMOc74fKRFRHDwuUEAzGvSimu3/0xUWhoftOtE6327aH5gLwlxVWl46CDRXqB+tMfdvHZNd8qnJLN97B+peeKY61T30eNw22/czvu/Bu8tAl8kvDMU+l+bj7MgzmPF12Htb6nnOqyNiA6baniRDNJijNmltX4ImKC1Xhy8Xmvtw9377g3E5ydwCxEOLqsZwab7fGw/Aq2qQ7moPPwGDLoR4tvCsVPQthEAF5eLYOcDPuZuTyc1LZ0mu5LwD/07LbZv5XD5isxp0Z79lasQfeYMqVFRVE4+yV0rl/JFq18z6obbmPXO37kyYQv+iAgmXRlPWkQECRdXz7xfryf6hpr1+Eq1o5tddbZJfHPVmly/ZS1+n49Xr+7GYz3vzfK5DCeiY6mYmsLnbTtwX58hVDl1gtV1GvLBB+Npu3cncadOciwmlqrJJ9ldoybjZr3L3SuXULvvr6n57xGw/QB0VNC41rl9/PNhePwWqFIRGtYs8PkQ4nxXZCOsGWPe1Vr3AqYQcJWktS4HfALUBzoYY3YU1T6FKEuqlY+gWvnct8skMHB5KkRH0LOZ9yekGsGCYbB+FzPLN+LA8ooApEZFQXo6/SL20O6LIXyf3oADi3x0GvpXrt62gcTKVdhYoy53/LScJgcTGRt/67nA6/2fHhlJj3ufoMuWdTy4fC7dN6yk6+CRbKleG4BfJe7KnLGAwF3/8EHKn3G3CnqvXs6kDvHsvLgGtSJPc92+LQDUSEthw/hH2FelIi1/2xxWbuXySuWgfROXSKeWWY9HRARc1jifB1GIC09RD4/6ALAWCPxFmgjUAK42xshNDCHyq25VqFuVfkDzpunsOJpOeV86qemR/LaxIsIXwV2p6Yxb7WfToShW1mvC0fIVmDLjTe41CwFou2cHfe8eliVpv89H9w0r+blWPXZcXP1s4AY47cv88xCZ5sfn95MaHUNClepc+dALjP3qA27ctIafXh/B2skj6HxNbWr1GQ3LNkC7RrRoVvdcAp1/VRxHR4gLUpEGb2PMQa31YOBLAK11PeBuIAXYq/XZW9YHjTGNinLfQlwIdO0IdO2sTfIVoiNY3s/H55vTSfwlhmbPTeTWH87dwbpjzbe8uGMT6+o1JjUqioi0NB5dMpue6w2zWl7OuGt7AlDj+BEOeB3Z+q5aRmLlOKbo67hp4yq++pUmLdJH5VMneGbeJ1y+exvXD+sIUZ1o0VHRonUdt7OKVaF3x+I/GEJcwGSEtdDkoIjwduAI6fUHE3H6XO/1+X+5n6rT/sO8Zm24aucmOm9zXU/qjfw/9sRVBaD1nh3cs3IR9Y4cos+qZXza+kqaJO2n/Z7tzGnRnnW94unV6xKaLTZwRVO4vk2pFE9ccKTDWhAJ3qHJQRHh745x8K//utf1q8LC0dD6EUj2eqTffyNUq0z3cp2YXcGNvNZiXwI/+5bAcguL12dOr1w0bH4T6lUrwUIIARRn8H4xIHg/ET7Bu9SmBNVav4S7Rx6SMaZSCWZHiPPPlKHQoj4kHYPHekCT2rDgeXh3Iah68NBvITKS91PSefjlH/DtPcnzbSJgcH/w+2H8HNi4G2Jj4HQq3HOdBG4hygipeYcmB0VcUGbOnAlAjx49SjknQoQkNe8gMsWPEEIIEWYkeAshhBBhRoK3EEIIEWZKrcOaEEIIUerC5i53ZlLzFkIIIcKMBG8hhBAizEjwFkIIIcKMBG8hhBAizEjwFkIIIcKM9DYXQghx4YoIz+7mUvMWQgghsqGUulYptbC08xFMgrcQQggRZqTZXAghxIWrgK3mSqkngbsAP/AfYDjwOfCmtfYrpdQY4HJrbTelVB1grrW2ddFk3Dhg8wAAEA9JREFUWoJ3FkqpqPnz55d2NoQoUUlJSQAkJCSUck6EyCo+Pr4RkGCtPVPaeQFQSv0WuAW4AkgFPgEeBGYD8cBXwDVAA6WUD+gKzCnKPEjwzqp+fHx8aedBiFLxwgsvlHYWhAhlG9AY2F7UCac/HlWQuvf1wHRr7SkApdQU4B7gEeBLpVRlb7ufgMuBbsAbRZDdsyR4Z5WA+5KUmJiYmPrR0dFLUlNTO58+ffq8qfpIucLH+VgmkHKFkzyUqSyVM7i/WAQQZa3dpZSKBG4DlgH7cDXxK7z3RUaCdxCvWWZ7Se5Taw1AbGxswpo1a0p038VJyhU+zscygZQrnIRZmRYAI5VSb+Gaze8FvvHWfQWMBIYCe3HN5Yustf6izIAEbyGEECJnnZVSxwPevwfMAgwujv4beN1bNxv4E7AUOAHEeNsWKQneQgghRDastQsBXzarR4fYfgkQHbCoRjFkS57zFkIIIcKNBO+y4TAwyvv/fCLlCh/nY5lAyhVOzscyFZuI9PT00s6DEEIIIfJBat5CCCFEmJHgLYQQQoQZ6W1egrTWl+AeMagJWOBOY8zxoG1igLcBDZwC+hljNmitI3DPDt4KVABGG2PeLcn8h1KYMgWsjwKWABONMVNLKOs5KuS5qgRMAVrgBm8YY4z5sCTzH0xr3Q/3/YkBXjHGTAha3w6YBMQBi4EHjTFn8nIcSlMhytUJeBXXK/gXYKAxZkeJZj4bBS1TwPr2wLfGmNiSy3XuCnGu6gCTgbrASdx3cHtJ5r0skpp3yXoTeNMY0wL3fODTIbZ5GDhhjGkJPApM85bfCdwIdAC6AOO01lWKP8u5KkyZMjwDNC/WXOZfYco1AthpjGmLG13pZa11rRLIc0ha63rAGOBq4DLgfq31r4I2ew94yBjTHHfBMdhbnpfjUCoKWa73gfuMMe281+NLJtc5K2SZ0FpXwA3DGVMyOc6bQpbrXWCmMaa99/rFksl12SbBu4RoraNxA9V/7C2aCvQOsenNuB8TjDGLgepe7ecOYJwx5rQxJhH3R3CquPOdkyIoE14NqC0ws7jzm1dFUK5FeMHAGLMfSAJqF2+uc3QDsMAYk2SMOYEr1+8zVmqtGwLljTHfeoumAr3zcRxKS0HLFQuMNMas9pavBi4puWznqEBlCvj8S8ArJZTX/CjouaqOC/YTveXv4GrvFzwJ3iWnOnA0oHlrL1A/xHZ1vXUEbXcp0FJrvVxrvRJob4xJKc4M50GhyqS1vgh4GXigWHOZf4UqlzFmrjFmJ4DW+g4gFlhXjPnNTXbfqdzW5/U4lJYClcsYk2KMeQ9Aax0JPIebyrEsKOi5Qmt9C1DBGPMxZU9By9UU2Am8orX+CRf0TxdvVsOD3PMuBlrr3mS9+t0YYtO0EMtCzXCThjtXbXE1odrAMq31j8aYTYXJa14VU5km4O4H78sY17ikFVO5AtN+FegaeE+yFOSYzxzW5/a50lbQcgFn+yxMw/1tlZXp1ApUJq11bVyN9IZiyVXhFfRcRQHtgWeNMY9qrQfhztm1RZ7DMCPBuxgYYz4CPgpc5jVB/qK19hlj/EAdYE+Ij+/GBefN3vuM7RKBj40xqcAurfW3uC91iQTvYijTXtz94DZa6+dxzZbXa61TjTHvF1Mxsiimc4XW+iHgz8BNxpg1xZT9vNoNdA54H1yejHIErz8AXJSH41BaClouvE6FX+I6q/X0/q7KgoKWqTtQDViccSGstV4FdDbGHCvODOdRQcuVCBwzxmSMDf4BZaR/QmmTZvMS4v04LMHduwa4Gzf7TLA53jq01lcDyV4T7Ezgdq11hNa6Gq7j2qpiz3gOClmmHcaYusaYdl6noS+BZ0oycGensOdKa90LeAzoVAYCN8A8IF5rXcPr0HQb8HXGSq+XdbLX/wC88ubjOJSWApXLe/0e7qLr9jJw+ylQQc/VZGNM04C/J7zXZSFwQ8HLtQXYrbXu5i3vAfxQgvkusyR4l6whuF6W63FXoSMBtNYPerVPcDPTxGqt1+GuMPt7y1/BXYWuxc0L+1djTKjm3ZJWmDKVZYUp1yigPDBTa73K+1c69wUAY8xu4CnclIWrgA+MMSu01nMC8nUn7r7iz0BFztVuQh6HsqCg5fIepeoJdAJ+9M7PnFIoQhaFPFdlViHL9TvgCa31WuARYGDJ5r5skuFRhRBCiDAjNW8hhBAizEjwFkIIIcKMBG8hhBAizEjwFkIIIcKMBG8hLjBKqfpKKRnjoQCK6tgppSoopUptvHsR/uQPWOSLUqo58A/cSG9RwFZgvLX2bW/9AGCotVYHfa478Ia1tlHQ8iVAS6C+tTY5YPlzuMeSMpalAweBKdbavxZheZ4DWltrf5/btgVIewIwG/d433qglrX2RFHvJ595qoWbHawWUGZmB8srpdTHwFpr7XO5bDeAEN/DQu67KI/dYtywrLOUUp2AQdbaewuZpriASM1b5JlSKhI3sILBjUUch5tZ6x9KqdsKkF5LoAHwI9AvxCafW2sref8qA92AoUqpsjYWehZKqY6AstbOsdbu9MpQqoHbUx43pazIv6I8dtUzXlhrlwFxSqkbiyhtcQGQmrfIj+pAY+B9a23GjGaLlFLDKdgUhPfjJoRYATyOmwM7W9baDUqpxUCb4HVKqWXAB9baCd77JrjJQOoAFwOv4YaTrY67WBhord0QlMZzBNTClVKtgTXW2gjv/TW4WZua4WpgD1lrV2ST3WeAt7zPNQK2AZVxc3+/jBtxajBwAvgDbqjYAcBh4D5r7Xyv9niXt6wbsB142Fo730u3D24I1sbePv8F/MFam66UaoCbzrMLcAx4yVr7MudGp0pUSnW21v4YdAyu8PLXDjeE7d+stVO9dduB/8MNklELN/paf2vtoeDCK6XScRPOPI27yPsHsAsYjQuAL1hrx3nb3giMxU0LuxV40lo7x1vXHjejVCvcAB/lA/bhww38MdBLcxbwqLX2aJazkTlvtXCDHt2Em5lvOvC0tTZFKTUVOGitfdzbNrDFKNOxww0Ycgq4ElDAd7jv1Y7gmr9SqhLuPDT29n0J8JFS6glr7Xjcd+UZYG5OeRcig9S8RZ5Za/cDC4G5SqlRSqnrlFIVrbWTrbXTAzZtp5Q6HPgP+DAwLaVULG5EsinAJ0ADr/kwJKWUz6vNXo/7EQ/2LtAn4H0/YJa19jAwGdiA++Gsjhuz+6n8lF0pdQkuOIzx0hgHzFFKVQ2xbX1c0JwVvM7THtiPG4t6KvAZsAOogQskfwvYNh74FqiCC4CfKaVqeBcEk3HBuipuith+uOMDbrz2vbjxorsAw5VSNwFXeOtrhwjcNYD5uJmbqgP3AC8ppboGbNbL25fCXcQ8mE0Zwc0/r3BDYY4CunqfuQv4m1IqTinVCjc07gtAVeBJXFBr431HvvTyUwWYROYJKYYBt+JGfmuKC+Cv55CfDJ/hbsM0Bq7y0hyVh8+FOnb3AH/CHa8twIzcErHW/g43U1ZvL3CDu5hr7d2WEiJXErxFfnXD/UBeh2tCT1JKTVdKVQvYZpW1tkrgPzIHVnA/6JuttauttSm4eXqHBm1zS0DwT8L9eI+11n4SIl8zAO0FToC+uIAOrkb7LK6lqSFuMop6+Sx3P+Aba+3n1toz1tqPgDUEzEkcoDOwzlp7Mpu0UoFXrbVpuAsRP/CatTYVV/NqGLDtJmvtOGttqlcD3oqbhGIPrpVghXfsqwKHgHpKqca4se//bK09aa3djAvqmYJ1CLcAu6y1r3v7+w5XIxwQsM1Ea+1+a20i7vw3yyG9N7xjsAA3a9QbXovN14APdw76APOstZ96x3UOLmDfiRu+tByQUf4vvLQy3AeMstbustYeA54A7lJKlcsuQ0qppsBvgEestcestbtxrQMDsvtMLt631i70+ms8AXTwjn++WGvPAD/hLrSEyJU0m4t88X6kXgVe9X4krwZexNWge+YjqfuBNkqpRO99LFBRKVXHWpsxr++Xee1IZq09pJSaDdyhlJqPa9bNmISiBfB3XLBYh6t15ffC9RKgq3chkSEaWBpi2/pknps42DHvxxpc4D7mBXJw0yAG5m1L0GcTcLXpM8BgpdR9uM5TK738ROJ1qLLWHsn4kLV2PYBSqmIO+aqJawEItIPMs0EdCHidSs7HMcnbt18pBa75H2ttmvc+Mod91vfKmRhwbMDdOshwCfBPpZQ/KE+X5JCnmsAJa+3BoP3VUkpF5/C57GTMKJfxHTxB5tmx8qOszZcuyjCpeYs8U0rdoZTaqpSKABfIrbXzcLXadvlIpzmuufIy73PtcD3ODe4+aUG9C/QGbgc+tNamKqVigE+BMdbamtba63BN/6H4yXzvPrA1YS8wI6g1oTWuKTtYGq5mmZ38TChQN+h9Q9y94z642b7aWWsvtdbezrme+buBSkqpuIwPKaX6BjV/h7KTzLV+cE3L+/KR30B5KedOoFE2+9yDa0kIrGQEtpjsBXoGnI8auO9U8AVP8P4qKqWqByxrDCR5LR85fQdCOXt+vBaQirgLrPymA+47U5bmSxdlmNS8RX7MA97A1brH4GphTXE9zmfmI537gX97zblneZ2FRnlpF8QcXNN6fVyzPLgf0PK4jmEopa7CXSBsD/H5jcAflVJ1cbXZxwLWfQisUErF45puO+Kaf3vh7hMH2oXrKFcU2iql7sbNYzwAFyxm4wJ3KpDi3Rt+BBeEoq21u7xH8MYqpYbhevS/hJtmMWP6y4vI+rjTHNy5fQjXMe1yXKe6QUVUllBmAE8qpW4FvsB1IrsF9yjiKtytgOeUUs/j7v/fhOvgCDANeFYp9TPuMcLRuIu3bO8bW2t3ey0zr3lPLcQBzwMZU9FuxDW9x+FagwLv6Yc6dv297+3PuAu5b7zjvxFo7j1RsQ0YQeaLmRQvnUB1CZgmU4icSM1b5Jm19hdcM3ld3LPLJ3ABfQWu81CuvJrwPbiOWcH+heuYVKBnrr2a0wzgpHe/FmvtcdwP8GSl1BFcD+y3gGYhBtv4DPfjudr7Nycg7U24Gv2LwBHgn8CwjJ7fQRYCLXNpos6rDbh73AdxFx3dvN7d03DnYAeuNqm9/Lf0PtcHdwGxG3dx8bzXSpLolWuTUuq6wB156Xb1yvkL7oJhhLX20yIoR0jeBVwv3DP9h3EBsJ+19nvvfN6M61B2CPgLmTsBjsX1eP8Wd3yuBLoH3JLIzp24Wu423AXCUmC4t24irua+3Us7sANaqGO3FHehsx/X76CvV67vcBe6C7z9bMK7jeCZBkxSSo0E8Jrs25P1QlCIkGRKUCGKgVLqK2CatfbDXDfOPo0BFPFAI6LoBD9WVsi0ugPDrbXXFDpj4oIgNW8hisfzuOe3hciLIeTtcTUhAAneQhQLa+1yYL1XoxIiW97gPwezuQUjREjSbC6EEEKEGal5CyGEEGFGgrcQQggRZiR4CyGEEGFGgrcQQggRZiR4CyGEEGFGgrcQQggRZv4fKUMOJ94Pb1EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x972 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_rf=run_shap(X_train, X_test, rf, model_type='tree', explainer_options={}, get_shap_values_options={}, overall=False, savefile='../test_data/epistasis.rf.shap.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x972 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_lr2=run_shap(X_train2, X_test2, lr2, model_type='linear', explainer_options={}, get_shap_values_options={}, overall=False, savefile='../test_data/epistasis.lr2.shap.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## XGBoost Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<interactiontransformer.InteractionTransformer.InteractionTransformer at 0x1c3a8f45f8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xgboost import XGBClassifier\n",
    "transformer=InteractionTransformer(untrained_model=XGBClassifier(random_state=42),max_train_test_samples=1000,mode_interaction_extract=int(np.sqrt(X_train.shape[1]))) # mode_interaction_extract='sqrt'\n",
    "transformer.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train2=transformer.transform(X_train)\n",
    "X_test2=transformer.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>shap_interaction_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>P1_1</td>\n",
       "      <td>P2_1</td>\n",
       "      <td>0.243026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>P1_1</td>\n",
       "      <td>P2_0</td>\n",
       "      <td>0.049909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>P1_0</td>\n",
       "      <td>P2_0</td>\n",
       "      <td>0.035428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>N3_1</td>\n",
       "      <td>N13_0</td>\n",
       "      <td>0.030417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>N9_0</td>\n",
       "      <td>P2_1</td>\n",
       "      <td>0.021511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>N1_2</td>\n",
       "      <td>N6_1</td>\n",
       "      <td>0.019211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>N2_1</td>\n",
       "      <td>N5_0</td>\n",
       "      <td>0.018809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>N2_0</td>\n",
       "      <td>N8_1</td>\n",
       "      <td>0.018747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>N5_0</td>\n",
       "      <td>P1_2</td>\n",
       "      <td>0.017876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>N4_2</td>\n",
       "      <td>P1_0</td>\n",
       "      <td>0.017517</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     feature_1 feature_2  shap_interaction_score\n",
       "1532      P1_1      P2_1                0.243026\n",
       "1531      P1_1      P2_0                0.049909\n",
       "1527      P1_0      P2_0                0.035428\n",
       "484       N3_1     N13_0                0.030417\n",
       "1132      N9_0      P2_1                0.021511\n",
       "227       N1_2      N6_1                0.019211\n",
       "322       N2_1      N5_0                0.018809\n",
       "283       N2_0      N8_1                0.018747\n",
       "716       N5_0      P1_2                0.017876\n",
       "673       N4_2      P1_0                0.017517"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformer.all_interaction_shap_scores.sort_values('shap_interaction_score',ascending=False).iloc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8029249999999999\n",
      "0.843875\n"
     ]
    }
   ],
   "source": [
    "xgb=XGBClassifier(random_state=42).fit(X_train,y_train)\n",
    "lr2=LogisticRegression(random_state=42,class_weight='balanced').fit(X_train2,y_train)\n",
    "\n",
    "print(roc_auc_score(y_test,xgb.predict_proba(X_test)[:,-1]))\n",
    "print(roc_auc_score(y_test,lr2.predict_proba(X_test2)[:,-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x972 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_xgb=run_shap(X_train, X_test, xgb, model_type='tree', explainer_options={}, get_shap_values_options={}, overall=False, savefile='../test_data/epistasis.xgb.shap.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x972 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_lr3=run_shap(X_train2, X_test2, lr2, model_type='linear', explainer_options={}, get_shap_values_options={}, overall=False, savefile='../test_data/epistasis.lr2.shap.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Multiclass Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn.metrics import f1_score\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X = pd.DataFrame(iris.data,columns=['sepal_length','sepal_width','petal_length','petal_width'])\n",
    "y = pd.DataFrame(iris.target,columns=['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X,y,random_state=42,stratify=y,shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(23, 4, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<interactiontransformer.InteractionTransformer.InteractionTransformer at 0x12faa15e0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformer=InteractionTransformer(max_train_test_samples=1000,mode_interaction_extract=int(np.sqrt(X_train.shape[1])), cv_scoring='f1', use_background_data=False) \n",
    "transformer.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train2=transformer.transform(X_train)\n",
    "X_test2=transformer.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(23, 4, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<interactiontransformer.InteractionTransformer.InteractionTransformer at 0x12f60d4c0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformer=InteractionTransformer(XGBClassifier(random_state=42),max_train_test_samples=1000,mode_interaction_extract=int(np.sqrt(X_train.shape[1])), cv_scoring='f1') \n",
    "transformer.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train2=transformer.transform(X_train)\n",
    "X_test2=transformer.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9229629629629629\n",
      "0.9487179487179488\n"
     ]
    }
   ],
   "source": [
    "xgb=XGBClassifier(random_state=42).fit(X_train,y_train)\n",
    "lr2=LogisticRegression(random_state=42,class_weight='balanced').fit(X_train2,y_train)\n",
    "\n",
    "print(f1_score(y_test,xgb.predict(X_test),average='macro'))\n",
    "print(f1_score(y_test,lr2.predict(X_test2),average='macro'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x930 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_xgb2=run_shap(X_train, X_test, xgb, model_type='tree', explainer_options={}, get_shap_values_options=dict(approximate=True), overall=True, savefile='../test_data/epistasis.xgb.shap.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nTjrppLj66quTChAiIvbbb78YOXJkNG3atDQ2b968pBOQIJ3cddddCWuoc+fO8c9//nOzb1Q0atQorr766hg0aFBCfMyYMTFnzpyU5VVSUhIzZ84sbbdp00YRAlTBzJkzY+PGjaXtVL8JWRX2bti2XnjhhYQ1k5WVFSNGjEhYV9Vl34aK+/e//x2//e1vU1KAcPfddyf8or9v375x0003lVsQ2L59+7jvvvuibdu2pbG8vLx47LHHqp1HWc8++2zMnTu3tL3LLrvEPffck1SAEPHDzxe33HJLHHXUUQnx7eUKOaioVK3tV199NaZNm1bazsrKijvvvDNOPvnkcosHIyKOOeaYGDlyZNSvX780lpubm3TTQCqU/cDA9vDzBdS0VO7dEYnrKCsrq9z9cVuzd5OOUr22K2P58uVx7bXXJrxnd8YZZyStq1Swd1MeBYQAAFTZM888E2vXri1tH3LIIfHzn/98i3369+8fAwYMKG0XFxcnXa1UHRMnTkw43r1FixYxdOjQLfbZY489kk5Je/DBBxMKGSBdLF68OCZMmFDazsjIiD//+c8Jv3TYnAsvvDA6depU2i4uLo5XX301ZbktWLAg1qxZU9ree++9UzY2pJOybxLW9lqyd8O2tXjx4rj99tsTYueff3785Cc/Sek89m3YuoKCgvjzn/8cI0aMSCj6q6oFCxYknPxTt27duOaaayIrK2uzfZo1axY33nhjwgf9HnvssYT1W10lJSVJRYmXX355tGrVarN9MjIyYvjw4QnPfPbZZzFp0qSU5QU1JdVr+8UXX0xon3322XHAAQdstV+XLl3iggsuSIi99NJL1c6nrO3t5wuoSale3xERGzZsSCjU22uvvaJOnTopGbuq7N2km5pY25V14403xsqVK0vbHTt2jEsvvbRG5rJ3Ux4FhAAAVFnZNx3POeecCvUbOHBgwi8w3nrrrSgqKkpJTmXfVD355JOjQYMGW+3Xv3//aN++fWl7/vz58fXXX6ckJ9iRvP322wnt3r17V/gTiJmZmXHaaaclxD788MNUpeaTkZAi29tasnfDtnXDDTdEQUFBabtz585x3nnnpXye7e1rDWxPNm7cGM8//3yceuqpMWbMmITX9tprryqP+9JLLyUU0x999NGx6667brVf9+7do2/fvqXtgoKCGD9+fJXzKOvTTz+NBQsWlLbbtGkTRx999Fb7NWjQIM4888yE2Ouvv56yvCDVamJt5+XlJRXfnHHGGRXuf/LJJ0d2dnZpe8mSJaXXlqfKpnt+ixYtokWLFikdH7YHNbV3R0TMmjUriouLS9vbw/fN9m7SRU2u7cp47bXXEt6Xz8zMjOuuu67cmzlSwd5NeRQQAgBQJTNnzoxFixaVtps2bRq9e/euUN9ddtklfvrTn5a28/Pz45NPPql2TiUlJfHBBx8kxCryxsbmnt305AZIF1OnTk1oV3Rd/6js6UULFy6sdk4/mj59ekLbJyOharantWTvhm3rjTfeiI8++qi0nZmZGcOGDdvi6WRVtT19rYHtybp16+JXv/pV3HDDDbF8+fKE1w444IBqndBftuivOnvqW2+9VeU8yiqbV//+/Td77WpZxxxzTEL77bffduIw26WaWtvTp09PKCzac889K1QY/KNGjRolfOgmIrU/py9evDhWr15d2rbfszOqyb07Yvv8vtneTTqo6bVdUQUFBXHHHXckxE4//fTo0aNHjcxn72ZzFBACAFAlEydOTGj37NmzUr94LHvVStnigaqYOXNmwhHvjRs3js6dO9dqTrCjWbJkSUK7bdu2lepfr169hPamb0ZUV9k3VLeHT2TDjmjTTxk3bty4Ur+ATDV7N2w7hYWFSb+UOPXUU2vslxL2bSjf+vXrY9q0aQmxunXrxpAhQ+Kee+6Jpk2bVmnc/Pz8hA8DZWRkRK9evSrcv+wHhz788MOU/bK/7PsHFbl69Ud77LFHtGnTprS9bNmy+Pbbb1OSF6RSTa3txYsXJ1wxvvvuu1d6jPr16ye08/LyqpRLeez3pIOaWt8/2h5P7rZ3kw5qem1X1H333ZdQwNiyZcu46KKLamw+ezebk731RwAAIFnZHzK6du1aqf5dunRJaE+ZMiXlOXXp0iXhTdbK5jRr1qwoLCxMKoiCndk//vGPKCgoiCVLlsTSpUujY8eOleq/ePHihHajRo1Sltumb6hmZWVFhw4dUjY2pIvvv/8+cnNzS9uVXeOpZu+GbWf06NEJHxRo1KhRXHjhhTU2n30bKubAAw+MoUOHVntPnjFjRmzcuLG0vfvuu0eTJk0q3H+PPfaIhg0bll5xnp+fH9999121r24rLi5Oui61su8fdO7cOeHr1zfffFPpMWBbS9XaPvHEE+P444+PpUuXxtKlS6t0anDZn9Mr87Vha7bHk9OgpqVqff9oe1tH9m7SVarXdkXMnz8/nnzyyYTYhRdemNL31Mva3r7msP1QQAgAQJXMnj07od2uXbtK9d9jjz0S2nPnzq31nJo2bRqNGzcuPTGtuLg45s+f7xNYpJ2GDRtGx44dq/Rmyccff5zQ3vQTx9VRWFgY8+fPL23vueeeUbdu3dL2vHnzYtasWbFq1apo0KBBtG7dOrp165bwDLDlTxkXFRXF9OnTY8GCBVFQUBDNmjWL3XbbLTp16lSpor7KsHfDtpGbmxuPPPJIQuy8886LZs2a1ch89m3Yus6dO8eFF14Yhx9+eErGmzNnTkK7sntqxA+nj296CsvcuXOrXUC4cOHCWLduXWk7Jyen0j8j1MT7B1BTUr22IyKys7Nj9913r9LpgzNnzozvv/8+IbbLLrukKrUt/nyxevXqmDJlSixfvjxKSkqiZcuWsffee0fr1q1TNj9sSzWxviMSP3hTr169hNtAFi9eHNOnT4/c3NzIycmJVq1aRdeuXaNBgwYpzWFT9m7STU2t7YoYOXJkFBUVlbb33nvvOOmkk2p0Tns3m6OAEACAKin76eXKvvlY9vm8vLxYs2ZNtd78WLRoUbVyioho3bp1wpWrixcvVoQAFVRYWBhjxoxJiPXp0yclY5c9UWXvvfeOlStXxlNPPRVjxoxJuno54odrmg499NAYPHiwdQz/n/I+ZTxjxox44oknYuzYsaWnDm2qVatWceyxx8agQYNSXmxk74Zt4+GHH05Y37vsskucddZZNTaffRs2r27dunHPPffEgQcemNJxU7Gn7rLLLgkFhGXHTFVelf1gQtk/SyryglSrqbVdXU8//XRCu3nz5tGpU6eUjb9p4VNGRka0b98+Xn/99Xj22Wdj0qRJSVehZ2RkRLdu3WLAgAHx85//vMY+qASpVJPre+XKlQlXl3bs2DEKCwvj2Wefjeeff77cwru6detG7969Y9CgQdGzZ8+U52TvJl3U9t49Y8aMeP311xNiQ4YMqdJpw5Wd90f2bjalgBAAgCpZuXJlQrtly5aV6t+0adPIzMxM+MVibm5utQoIq5tTxA9vpG5pTGDz/vWvf0VeXl5C7IgjjkjJ2Ju+sRER8d1338Upp5wS+fn5m+2zdu3aeOONN2LcuHFx9tlnxyWXXBKZmZkpyQd2VGXX0n/+85+47bbbori4eLN9li1bFo899liMGTMmrr766jj++ONTlo+9G2reqlWr4tlnn02IDRw4sEZP+7Nvw+bl5OTUyC8pV6xYkdBu0aJFpceoiT11e80LUq2m1nZ1zJ49O1544YWEWL9+/VK2v65fvz7mzZtX2q5Xr1787ne/i2+++WazfUpKSmLKlCnxpz/9KZ566qm45ZZbYtddd01JPlBTanJ9l/2QX35+fpx66qmxbNmyzfZZv359fPDBB/HBBx/Ez372sxg2bFjk5OSkLCd7N+mitvfuhx9+OOH3Y926dYvDDjusRue0d7Ml3oEBAKDS1qxZE+vXr0+INWzYsFJjZGRkRP369RNiq1atqlZeZQuXKptTRCQVMFY3J0gXX3/9dYwaNSoh1rlz5+jVq1dKxi9biDBt2rQtFiFsqri4OB555JEYOnRowpUQkI7KrqXPP/98i8WDm8rPz49rrrkmHnrooZTlY++Gmvf000/HmjVrStutW7eOU045pUbntG/DtlcTe+qmJ/xW1faaF+zsNmzYEMOHD48NGzaUxjIyMuKMM85I2RyzZs1K+Fli7dq1WyxAKGvKlCkxcODAhJNPId2ULSCcN2/eFosHy3rllVfiwgsvTOneaO+Gmrdo0aL4z3/+kxA7//zza3xeezdb4gRCAAAqrWzxYEQkFQNWRL169RKuUlu3bl218irbvyo5le1T3ZwgHSxbtiyuuuqqhF9MRET893//d8rmKPuG6o969eoVp556avTo0SPatGkTa9asiZkzZ8abb74Zzz//fMLXq3fffTduu+22+MMf/pCyvGBHUlRUFHPmzEmKZ2dnR//+/eOkk06KDh06RIsWLSI3Nze+/PLLePnll+Odd95JeP7uu++OPfbYI4455phq52Tvhpq1YcOGePLJJxNiZ599do2ePhhh34baUPbn9O1lT91e84Kd3c033xxfffVVQuyEE/4fe3ceV2P6/w/8ddqLLC1EFBlEwgxjH8YwY8gyGMTYsg7CIDsxJjJjhskysq8fJZV9z5Ds66DsW5KtRUXb6dT5/eHnfLvPfapz6tQpvZ6Pxzwec133cr1L933dy/u+rs5wdHTUWhvKHwx89PFjhXbt2sHW1hZ6enp4/fo1Ll68CD8/P0RHRyvWjYuLw+TJk7F9+3ZUqFBBa7ERlRQ5HUd16tRB37590bhxY9jY2CA9PR1RUVEIDQ1FQECA4Jn6rVu34OnpiaVLl2plalH23USFb8eOHYJEvlq1aqFt27aF3i77bsoNEwiJiIiISGOqEgj19fU13o+BgfBytKAjjCgnL+UnJuVtOOoJUe6SkpIwfvx4vH79WlDfs2dPrU4Bofxww8TEBDNmzEDXrl0F9UZGRmjSpAmaNGkCV1dXTJo0CZGRkYrlu3btQsuWLYvkgQxRcfP06VNRX1m1alV4e3vDyclJUG9tbY1vvvkG33zzDc6cOYPZs2cLXlAsWLAAjRs3hpWVVYFiYt9NVLhOnjwpmILMxMQEP/zwQ6G3y36bqOgp36cXlz61uMZF9ClbvXo19uzZI6izsrLC5MmTtdqOqg8GvvvuO8yZM0c0+ljNmjVRs2ZN9O7dG3/++SeCgoIUy169eoWFCxdiyZIlWo2PqCRQPo709fUxZswYDBkyRJAMaGJigvLly6NBgwZwdXXF1KlTcfPmTcXysLAw7Ny5E66urgWOiX03UeFKT0/HwYMHBXXaHCE4N+y7KTecwpiIiIiINJaVlSWq09PT/NJS+YtIuVye75gAcVz5iUl5m4LGRPQpe/fuHcaPHy968ODo6AgPDw+ttZOYmAgTExPF8amnp4fff/9dlISgzM7ODmvXroWlpaWg3tfXl8c2lUoxMTGCL4MtLCywdu1aUfKgsjZt2uDPP/8U9JEpKSnYsmVLgWNiUzSi1QAAIABJREFU301UuIKDgwXlLl26wNzcvFDbZL9NpBvKfWp+XvYr96mq7v01VVzjIvpUbdq0CRs2bBDUGRgYYPHixVofJSg5ORnGxsaKcqdOnbBo0SJRAkJ2hoaGmDlzJrp16yaoP3nyJO7evavV+IhKAqlUKugbp02bhqFDh+Y6kqClpSX++ecfODg4COo3bdqEtLS0AsfEvpuocB0/fhxJSUmKcrly5dClS5ciaZt9N+WGIxASERERkcaURw4EgMzMTJX1uVH+8lDT7ZUpP8zIPgS8rmIi+lTFx8fD3d0d9+/fF9RXqVIFy5YtEzyIKKjy5cvj4MGDyMjIwIsXL5Camqr2tEuWlpbw8PDAzJkzFXX379/HzZs30ahRI63FSFQStGzZEiEhIUhOTsaLFy9gYmICGxsbtbb98ssv0atXLwQGBirq9uzZgwkTJsDQ0DDfMbHvJio8L168wNWrVwV1P/74Y6G3y36bSDe0McK/8jYF6eM/Kq5xEX2KVq1ahU2bNgnqJBIJPD090bhxY623N2fOHMyePRtxcXF4/vy5RtMjT5s2DWFhYUhISFDUBQUFYfbs2VqPk6g4CwgIgEwmw6tXrxAfH4+GDRuqtZ2JiQk8PT0xdOhQRV1cXBxOnTqF77//vkAxse8mKlz79+8XlF1cXGBiYlIkbbPvptxwBEIiIiIi0piqG37lKQjVofwgwcjIKN8xqdq+OMRE9CmKjo7GyJEjRcmDVlZWWLlyJaytrQulXUNDQ9jb22v0YAMAOnTogMqVKwvqLl26pM3QiEqUMmXKoHbt2qhevbpG2w0YMEBQTk1Nxa1btwoUC/tuosJz/Phxwch9tWvXRp06dYqsffbbREVL+T69uLzsL65xEX1KMjMzsXjxYlHyIAB4eHgU6qhGEokEVlZWaNy4sUbJD6ampujZs6egjv09lVYGBgaoVq2a2smDHzVo0EC0zcWLFwscD/tuosITGxuL69evC+pcXFyKNAb23ZQTJhASERERkcbKli0rmkYhNTVV4/2kpKQIyrkNk64O5enYikNMRJ+a27dvY9iwYYiMjBTUW1tbw9fXF/b29jqKLGd6enr48ssvBXURERE6ioao5LKzs0OVKlUEdQU9lth3ExWekJAQQbmoX0rkF/ttovxR7lOV+0d1JCcnC8plypQpUExA8Y2L6FORlpYGDw8PwUjhH3l4eKBfv346iEo9zZs3F5Sjo6MFoxoRUd6UjyNtXDez7yYqPCdOnBBM6V2rVi2NP7rTJfbdnzYmEBIRERGRxvT19UUPEpKSkjTaR1paGqRSqaDOwsKiQHFVqFChQDGp2qagMRF9Sk6fPo3Ro0cjLi5OUF+1alWsW7cONWrU0E1gaqhZs6agHB8fr6NIiEo2bR9L7LuJCsfr169x584dRVkikeC7777TYUSaYb9NpDnlPvXdu3ca70N5m4oVKxYoJqD4xkX0KYiLi8OoUaMQFhYmqNfT08Ps2bPh6uqqo8jU4+DgIKpjn0+kGeXj6O3btwXeJ/tuosITGhoqKHfq1ElHkeQP++5PGxMIiYiIiChflKcV0/QmQTkBycjICOXKldNpTKrisrS0LFBMRJ+KwMBATJ06VTQ6mIODA9atW4dq1arpKDL1KJ9f3r9/r6NIiEo2bR9L7LuJCsf58+cFZUdHR1SqVElH0WiO/TaR5pT7VOX+UR2F0acW17iISrqnT59i2LBhuH37tqDe0NAQXl5eoikGiyNVzwHzk6hEVJopf+SvjWOIfTdR4UhLS8N///0nqGvbtq2Ooskf9t2fNiYQEhEREVG+2NraCsrR0dEabf/ixQtBuXr16jqPSSaTISYmRlBnZ2dX4LiISrp169Zh8eLFyMzMFNQ3bNgQ69evFz1YLI7S09MFZU6dQpQ/2j6W2HcTFY4LFy4IyiXtpQT7bSLNKfepyvfc6lDuh+3t7QsUEwDRh0axsbHIyMjQeVxEJdmdO3cwYsQI0bFhZmaGv//+u8SMOpyWliaqY59PpJnCuG5m301UOK5cuSKYlcvW1hafffaZDiPSHPvuT5uBrgMgIiIiopKpdu3aOHXqlKL85MkTjbZXXl/V0Of5iSm3NvISGRkpSJCysLAQTdlAVNqsWLECW7ZsEdW3bdsWixYtgomJSaHHkJ6ejrdv3+Lt27eIj4+Hvb29xiMeKn/5zGObSqPk5GTBsdS0aVONH/Jp+1hi301UOK5evSoot27dusjaZr9NpBsF7VOTk5MFSfkSiUQ0nXh+lC1bFjY2Nnj16hUAIDMzE5GRkRq9LH369KmgrI24iEqq8PBwjBs3DsnJyYJ6S0tL+Pj4wNHRsUjiyMrKQmJiIuLj4xVTpjZt2lSjfagafZx9PpUmGRkZiuvmt2/fwsrKSuNkIuXjSBvHEPtuosKhfJ/eqlWrIm2ffTflhQmERERERJQvTk5OgnJERIRG29+6dUtQbtiwYYFjcnR0hL6+viKR4NGjR0hLS1M7wakwYiIqydauXasyebBnz56YMWMG9PX1iySOkSNHCqZlGjx4MCZMmKDRPpTPUUX1UoWouEhNTcXXX38NuVyuqPPx8dEoqUgmk+H+/fuCuoIeS+y7ibQvKipK8TIA+DAaQN26dYusffbbRLpha2uLihUrKo7/xMREPH/+XO0E3oiICGRlZSnKtWvX1trHQk5OTookBOBDApS6SQhpaWl48OCBoqynpwdnZ2etxEVU0ty/fx/u7u6i5MHq1atj5cqVopFIC1NQUBB+//13RdnCwgLHjh3TaB/K/b2VlRWsrKy0Eh9RSTB37lyEhIQoyt9++y28vb012kdhXTez7ybSvps3bwrKTZo0KdL22XdTXjiFMRERERHlyxdffAFDQ0NF+datW0hKSlJr28zMTFy8eFFQ16xZswLHVLZsWUFiY0ZGBi5duqT29ufOndN6TEQl1YEDB7B27VpRvZubG2bPnl1kyYMAUKtWLUH58uXLGm2fkJCAGzduCOo+//zzAsdFVJKYmpqiatWqgjpNj6WLFy8KpirR19cv8EsA9t1E2qf8UsLZ2Zn9NlEpodwPnjlzRu1tlfvU5s2bayUmVfs6e/as2ttevnxZMG2io6MjypUrp7XYiEqK2NhYTJw4Ee/fvxfU16lTBxs2bCjS5EFA3N/Hx8fj4cOHGu3j9OnTgjL7eyptlI+jq1evCkbYz4tMJhP139o6jth3E2mXTCbD3bt3BXWNGzcu0hjYd1NemEBIRERERPliZmaGFi1aKMqZmZnYt2+fWtuGhoYKhjp3cHAQ3bzk1zfffCMo7969W63tYmNjERYWpijr6+uL9kVUWjx79kzwNeJH7u7uGDduXJHHo/wi9M6dO7h3757a2+/cuRPp6emKsrW1NZOMqFT68ssvBeXDhw8LEgLzojwiafv27TWeAlkV9t1E2qXcR2o6DVpBsd8m0h3lfnDv3r2C0YdzkpaWhsOHDwvqvv32W63F1a5dO0Ei85kzZxAbG6vWtsHBwYUWF1FJIZfLMX/+fME04wDQoEEDrFmzBhYWFkUeU/369UX3Anv37lV7+6ioKPz777+COhcXF63ERlRSKN+jx8fHC+5x83L48GG8efNGUTY2NkbHjh21Ehv7biLtevLkieA+t3z58kU+ch/7bsoLEwiJiIiIKN969OghKG/atEkwtYEq7969w/LlywV1vXr10lpMXbp0gZGRkaIcFhYm+ipKlSVLlgi+jGzbti2HXqdSKTMzE3PnzkVqaqqg3s3NDUOHDtVJTF9//TXMzMwEdUuXLhVMsZaTO3fuYPPmzYK6vn37wsDAQJshEpUInTt3FpTj4uJEx0dO/P39ce3aNUFd//79tRIX+24i7VIeQaBmzZpF2j77bSLdadu2LSwtLRXlBw8eICAgIM/tfH19ERcXpyjXrVsX9evX11pclpaW+OqrrxTljIwMLFmyJM/twsLCBIkUxsbGfElJpVJAQAAuXLggqKtZsyZWrFgBc3NzncRkYmIiSloOCgrCkydP8txWJpPB09NTMNKavb09WrdurfU4iYqzRo0aiUYPXblypVof+r169QrLli0T1HXp0gUVKlTQSmzsu4m0S/k+3cHBochjYN9NeWECIRERERHlW7t27VCnTh1FOTExEZMmTRK8eMguJSUF06dPx/PnzxV1lStXRs+ePXNsY//+/WjatKngvytXruS4voWFhWh/c+fORXh4uMr15XI5Vq5ciRMnTijq9PT0MHr06BzbIPqUHT9+HBEREYK6Vq1aYezYsVptR5Nj29TUFAMHDhTUXb16FQsXLoRMJsuxjfDwcLi7uwsSjOzs7DBgwADt/BBEJUyTJk3QtGlTQd2GDRvy/Np49+7dWLp0qaDOxcUFjRo1Urk++24i3Xr69KmgrI0pDdlvE5UMhoaGGDRokKBu6dKlCA0NzXGbwMBAbN++XVA3ZsyYPNtSPifMnz8/1/WHDx8OiUSiKJ84cQIrVqzIcYTE8PBwzJkzR1DXt29fnYy0RqRLKSkpWLt2raDO1NQUS5cuLZTkQU2ObTc3NxgaGirKUqkUv/zyi+C5n7KUlBRMnjwZt27dEtTPmDFDcI4gKg0kEglGjhwpqHv69CmmT58u+rA3u6ioKIwePRpJSUmKugoVKuT57I59N5HuKCfpVa1aVWv7Zt9N2sJPN4mIiIgo3yQSCWbMmIERI0YoRhR58OABfvrpJ/z888/o2LEjypYti/T0dISFhcHX11f0QnPatGkwNjbWalw///wz/v33X8XULsnJyRg5ciSGDBmCnj17onLlysjMzER4eDg2bNiAc+fOCbbv379/kU/1RlRcqBqNrF69eggKCsr3Pjt37lzgaU6HDBmCkJAQPH78WFG3d+9e3Lt3D8OHD0fLli1hYmICuVyOBw8eYO/evQgMDBR8FWlkZIRff/1V6+ccopJk+vTpGDJkCFJSUgB8SMb77bffcO7cOQwYMAANGjSAvr4+ZDIZrl69ih07duDs2bOCfVStWhWTJ0/Walzsu4m0QyaTiaYWyz4aWVFhv02kO66urjh06BDu378P4MMI4x4eHujTpw9cXV1hZ2cHuVyOhw8fYuvWraKpi9u3b482bdpoPa569eqhd+/eCAwMVNRt2bIF9+/fx/Dhw+Hs7Ax9fX28efMGu3fvxpYtWyCVShXr2traYvjw4VqPi6i4Cw4ORmJioqDO2dkZFy9exMWLF/O1z/r162tllFE7OzsMHz4cvr6+irro6GgMHDgQQ4YMQefOnWFjYwMAePv2Lf79919s3LgRr1+/FuzH1dVVNJUrUWnh4uKCQ4cO4dKlS4q6s2fPYsCAARg+fDjatWunSBZ+9uwZDh06hG3btgmmQpVIJJg5cyYqVqyo1djYdxNpz8uXLwVlXdynA+y7KXdMICQiIiKiAmnYsCFmzJiBRYsWKepiY2Ph5eUFLy8vlC1bFsnJySq/THRzc0O7du20HpO5uTn++usvjBkzBsnJyQA+TLOwfv16rF+/HmZmZpBKpSpHQPniiy/g7u6u9ZiISoLw8HDRdArAhxHKCqJVq1YFTiA0NjbG8uXLMXz4cMEDi7t372Lq1KmQSCQwNzdHcnKyIPngIwMDAyxYsADOzs4FioOopKtZsyZ+//13TJo0SdAPnjhxAidOnIC+vj7Kli2LpKQklX23lZUVli9fjvLly2s1LvbdRNoRExMjmipY2y8S1cF+m0h3DAwMsGTJEowaNUpx/MnlcgQEBCAgIADGxsaQy+WCF/wfOTg4YO7cuYUW26RJk/Ds2TNBksT58+dx/vx56Ovrw9jYWPGRQ3ZlypSBt7c3ypYtW2ixERVXe/bsEdVdunRJcBxpauTIkVqbpnzEiBF4/vw5Dhw4oKh7//49Vq1ahVWrVsHU1BQSiUTlsQ0AHTt2xKRJk7QSC1FJJJFI8Mcff2DkyJF48OCBoj4qKkoxipi5uTnS09NV9t0SiQSTJ09Ghw4dCiU+9t1E2vHmzRtBWZcjc7LvppxwCmMiIiIiKrBevXph1qxZKkcHef/+vSgBQU9PDyNHjsS4ceMKLab69etjxYoVqFy5smhZSkqKygSEr776Cj4+PoIh3IlKk9ymGC0ObGxssGXLFjRp0kS0TC6XIykpSWUSQqVKlbBy5Up07NixKMIkKvZatmyJdevWoUqVKqJlmZmZSExMVJk82LBhQ2zatAk1atQolLjYdxMVXPZpzD4yMTHRQSTst4l0ydbWFv/88w9q1qwpWpZTAoKzszN8fX1Rrly5QovL2NgYf/31F9q2bStalpmZqfIlpbW1NVauXKm1ZCeikiQ2NlY0k0dxNG/ePIwdOxb6+vqiZampqSqPbT09Pbi5uWHRokUqtyMqTcqWLYt169bleP377t07lX23ubk5vL290b9//0KLjX03kXa8e/dOUNb1SPvsu0kVjkBIRERERFrRq1cvNGvWDKtWrcLp06cF0yhk17x5c4waNQqNGjUq9JgaNmyIgIAArF+/HgcPHkR8fLzK9RwcHDB48GB07dq10GMiKs6UpyIojqysrLB69Wr8+++/2L59OyIiIlQmOgFA5cqV0bNnTwwYMABmZmZFHClR8ebs7IydO3ciODgYAQEBePHiRY7rOjo6on///ujcuTP09Ar3W1T23UQFk5qaKqrTZYIt+20i3bG3t8eOHTuwbds2BAcH49WrVyrXq1KlCgYMGIC+ffsWyYtAU1NTLF26FCEhIdi8eTPu3r2rcr0yZcqge/fuGDFihNZHPiYqKUrCPTrwYQS0YcOGoX379ti6dSuOHz+OtLQ0lesaGRnh66+/xrBhw/DZZ58VcaRExVfZsmWxePFiXLhwAVu3bsXVq1dVfmwDABUqVEC3bt0wePDgIhltnH03UcEp36vr+kNY9t2kikSe0xMbIiIiIqJ8Sk1NxbVr1/DmzRu8ffsWJiYmsLGxQaNGjWBpaamTmDIzM3Hr1i08f/4csbGx0NfXh4WFBZycnAptJCUiKnxv377FjRs3EBMTg6SkJBgYGMDa2hp16tRBrVq1IJFIdB0iUYkQFRWFiIgIJCQk4P379zAxMUGVKlXg5OQEGxsbncTEvpvo08N+m0h3bt++jadPnyI2NhZZWVmoWLEi6tevj1q1ahX6BwK5ef78Oe7cuYPY2FikpaXB3NwcDg4OaNCgAYyMjHQWFxHlX0ZGBiIiIhAZGYmEhARkZmaiXLlysLe3h7Ozs85GRyYqSd6/f4///vsPr1+/RlJSEiQSCSwsLPDZZ5+hbt26Oh39i3030aeHfTcBTCAkIiIiIiIiIiIiIiIiIiIiIiIiKpV091kZEREREREREREREREREREREREREekMEwiJiIiIiIiIiIiIiIiIiIiIiIiISiEmEBIRERERERERERERERERERERERGVQkwgJCIiIiIiIiIiIiIiIiIiIiIiIiqFmEBIREREREREREREREREREREREREVAoxgZCIiIiIiIiIiIiIiIiIiIiIiIioFGICIREREREREREREREREREREREREVEpxARCIiIiIiIiIiIiIiIiIiIiIiIiolKICYREREREREREREREREREREREREREpRATCImIiIiIiIiIiIiIiIiIiIiIiIhKISYQEhEREREREREREREREREREREREZVCTCAkIiIiIiIiIiIiIiIiIiIiIiIiKoWYQEhERERERERERERERERERERERERUCjGBkIiIiIiIiIiIiIiIiIiIiIiIiKgUYgIhERERERERERERERERERERERERUSnEBEIiIiIiIiIiIiIiIiIiIiIiIiKiUogJhERERERERERERERERERERERERESlEBMIiYiIiIiIiIiIiIiIiIiIiIiIiEohJhASERERERERERERERERERERERERlUJMICQiIiIiIiIiIiIiIiIiIiIiIiIqhZhASERERERERERERERERERERERERFQKMYGQiIiIiIiIiIiIiIiIiIiIiIiIqBRiAiERERERERERERERERERERERERFRKWSg6wCIiIiIiIiIiqO4uDjs2LFDUe7Rowfs7OxUrhsSEoI7d+4oys2aNUPz5s0LPUYiIm0JDAzEy5cvFeVvv/0Wjo6OOa4fGRmJffv2AQAkEgkGDBgACwuLQo9TUzExMfD391eUf/jhB1SvXl2HERERERERERFRSVVSnocQaYoJhEREREREREQqeHp6IiQkBABQq1YtjBkzJsd1Q0JCsHv3bkXZ3d1dKwmEGRkZePDgASIjIxETE4PU1FTI5XKYmpqiQoUKqF69OmrXrg1zc/MCt0VEpVtQUBCuXbumKNvZ2eWaQGhra4tDhw7h8ePHAID79+9j+fLlhR6npubOnYuTJ08CAOrUqYOxY8fqOCIiIiIiIiIiKqlKyvMQIk0xgZCIiIiIiIhISXBwsCJ5EACmT58OA4OiuYV+//49Dh8+jMOHD+PatWtITU3NdX09PT3UrVsXHTp0yHWURHXUrVtXVHfixAlUq1Yt3/tUNmjQIFy6dElQ5+3tjV69emll/1OmTMGBAwdE9evWrUPbtm210gag+nelLn19fejr68PMzAzlypVDpUqVUKtWLTRr1gwtWrSAlZWV1uIkYNmyZfD19RXU/e9//0PTpk11FNGnwcDAANOnT8fo0aMBAEePHsXevXvRo0cPHUf2f3bt2qVIHgSAGTNmQF9fX4cREX3aeL4lItK+tm3b4vXr14qynZ0djh8/rsOIVPPw8MD+/fsFdaGhobCxsdFRRERExQOvkdW3a9cuzJkzR1D3xx9/FKvnDEDJeB5ClB96ug6AiIiIiIiIqDh58eIFFi5cqCi3bt0a7dq1K/R2pVIp/vnnH3zzzTeYM2cOzp49m2fyIABkZWXhzp07WLlyJTp16oQpU6YgKiqq0OMtjt69eydI/Mwu+xSmupaZmQmpVIqEhAQ8e/YMV65cwc6dOzFlyhS0bt0aI0aMQEREhK7DJMrT119/jZYtWyrKXl5eePXqlQ4j+j/Pnz+Ht7e3oty2bVu0bt1ahxEREZGmTpw4gT179ug6DCKiYiUjIwPr16/nPaOarly5gs2bN+s6DKJ8S0lJwZ9//omYmBhdh0LZFOfnIUT5xQRCIiIiIiIiomy8vLzw/v17AIBEIoGHh0ehtxkVFYXevXvDx8cHiYmJ+d5PVlYWDhw4gO7du5fKl60HDhxAWlqaymWnTp0SjNxRnIWFhaF3796YN28eMjIydB0OUa6mTp0KiUQCAEhKShIkYOvSb7/9huTkZAAfRmqdMmWKjiMiIiJ1PX/+HD///DPGjh2LFy9e6DocIqJi4/Lly+jZsyeWLFmi1geHpVl8fDxmzpyJgQMH4sGDB7oOhyhfjh8/ji5dumDdunXIzMzUdTikpLg+DyHKLyYQEhEREREREf1/YWFhOHHihKLs4uKC+vXrF2qbUVFR6N+/P+7fv6+1faakpGD69OnYsmWL1vZZEgQFBeW4LDMzEwEBAUUYTcHI5XL4+/tj0qRJyMrK0nU4RDlycnKCi4uLonzs2DGcPXtWhxEBJ0+exKlTpxTl7t27w9HRUXcBERGRWqRSKVavXg0XFxfBFPRERKVdXFwcpk2bxmQ4NWRlZcHf3x/ff/89goODIZfLdR0SkcaioqIwatQouLu74+XLl7oOh3JQHJ+HEBUEEwiJiIiIiIiI8OGFpZeXl6JsYGCA8ePHF3qb7u7uuU5DUq1aNbRv3x4DBgzAiBEj8PPPP2PQoEFwcXHBZ599Bn19/Ry39fb2RmhoaGGEXuw8ePAAt27dEtQ5OzsLyrt27SpxX2wfP34ca9as0XUYRLkaN26c4Fzk5eWls9EzpVIpFi1apCgbGhrC3d1dJ7EQEZFmrly5gr///jvHEaWJiEqrrVu3Yu/evboOo0SIiorCvHnzCjS7A5Gu+fj4lJrneSVdcXoeQlRQBroOgIiIiIiIiKg48PPzw9OnTxVlFxcX1KhRo1Db3L59O+7evSuqNzIywqBBg9CnTx/UrFkz133ExsZi//798PX1RUJCgmCZXC7HrFmzcOzYMZQpU0arsRc3yqMP2tvbo2/fvoKkwtevX+PkyZPo2LFjocRw4sQJVKtWLc/15HI5ZDIZ0tLSkJCQgOfPn+PEiRMIDAxUOQ3V6tWr0b17d9ja2hZG2EQF5uDggM6dO+PAgQMAgMePH8PPzw+DBw8u8li2b9+OZ8+eKcrdunVD9erVizwOIiIiIiIiIvq0FafnIUQFxREIiYiIiIiIqNRLT0/HunXrBHXDhg0r1DZlMhk2btwoqq9cuTKCgoIwbdq0PJMHAcDKygpubm44cuQImjVrJloeGxuLrVu3aiXm4iojIwP79u0T1DVp0gQdOnSAnp7w0Yefn19RhqaSRCKBoaEhzM3NUb16dbRs2RJz5szBwYMHUbduXdH66enp2LRpkw4iJVLfiBEjBOV169ZBKpUWaQypqalYv369oK6wz+VE9H8mTZqEe/fuCf5r2rSprsMiIiIiItIZXiN/+orD8xAibWACIREREREREZV6O3fuFEwj3KBBAzg6OhZqm5cvXxZNXWxoaIi1a9eiTp06Gu+vYsWKOW4bGBgIuVye71iLu1OnTiEuLk5Q16RJE1haWooeyp49exZRUVFFGZ7abG1tsXHjRlhbW4uW7d+/H1lZWTqIikg99erVg5OTk6L85s0bBAQEFGkM/v7+gnNB48aNUbt27SKNgYiIiIiIiIhKj+LwPIRIG5hASERERERERKWaVCoVjT7Yu3fvQm/3+vXrorru3bsXKHHR1NQUv/32m6j++fPnePToUb73W9wpT18skUjw1VdfAQC6dOkiWCaXy7Fz584ii01TVlZW+OWXX0T1CQkJuH37tg4iIlKf8rlz7dq1yMjIKJK2pVIpNmzYkGs8RERERERERETapsvnIUTawgRCIiIiIiIiKtX2J+xnAAAgAElEQVRCQkLw5s0bRdnY2Bhdu3Yt9Hazt/lRq1atCrzfxo0bC756/Sg8PLzA+y6OYmJiEBYWJqhr1KgRKleuDADo1KkTDA0NBcuDg4OL9VQiXbt2FcUMAA8ePNBBNETq69q1K4yMjBTl169fIyQkpEjaPnLkiGBUVxMTE1ECMRERERERERGRtunyeQiRthjoOgAiIiIiIiJdi46Oxs2bN/Hy5Uukp6fDzMwM1atXR6NGjWBpaZnn9llZWQgPD8e9e/cQHx8PfX19VKhQAXXq1IGTkxP09fW1FqtUKsXNmzfx6tUrxMXFIT09HRUrVoSVlRWcnJxQqVIlrbWVXVJSEiIiIvD27VskJCQgMTERenp6MDMzg5WVFRwcHFCrVi0YGBTObebHn/vRo0eKtq2srGBra4vGjRurTLZSl/JodG3btkW5cuUKGnKeVE1HW6ZMGa3su127doiIiBDUxcbGamXfxc2ePXsgk8kEdd9++63i/y0sLNCmTRucPHlSURcXF4djx44VSaJofpiYmMDBwQH37t0T1H+q/4YfRUdH4+HDh4pzzPv372FgYABzc3PY2Nigdu3aqFatmq7D1Jnczv8NGjRQOfV1UStfvjzatm0reEgeEBCAzp07F3rbytMDff311yhbtqxW9p2SkoKIiAjExsYiMTERiYmJkMvlMDU1hZWVFWrUqIHatWsLXhaURI8ePcLjx48RFxeHxMRElC1bFhYWFrC3t0e9evUgkUgKpd3Xr1/j0qVLePnyJcqWLYt69eqhYcOGGl0/yWQy3LlzB69fv0ZCQgISEhIglUphYmICCwsL2Nraol69elr7m/jo2bNnCA8PR0xMDNLS0mBhYQEbGxt8/vnnWm9LWUxMDCIiIhAXF4e4uDgYGRnB0tISNjY2aNSoUYn/e8zu0aNHiIiIwJs3byCTyVC2bFnY29ujcePGMDc3z3N7qVSKGzdu4MGDB0hKSoKxsTEqVqyI+vXro3bt2oXyt33nzh3cuXNH0XeXL18etWrVQv369WFmZqb19mJjY3H37l3F339SUhIMDAxQpkwZVK5cGbVq1UKNGjW0/rMmJSXh9u3bePr0KZKSkgB8+FltbGzQsGFDVKxYUavt6cLH/jc6Ohpv376FVCpFxYoVYWFhgbp16xb6tYlMJkNERAQePHiA+Ph4AB9GrK5SpQo+//xzmJiYFGr7+fHxmHv48CESExOhr68PCwsLxf2xnl7eY5vExsbiv//+w/Pnz5Gamopy5cqhcuXK+OKLL2BhYaG1WOVyOe7fv49Hjx7h7du3ePfuHczNzWFpaQl7e3s4OjoWyjniY//x5s0bpKamwtzcHDVr1kSTJk0K/d+0NPQfL1++RHh4OOLj45GQkAATExPFz9iwYcNP4mfUtsePHyv+JmUyGcqVK4caNWrA2dlZrb6W1FOSzo+l8fr6o6ioKNy+fRsvXrxAWloaypcvD2trazg7O8PGxqZIYviUfLyffvjwIZKSkqCnp4fKlSvD2dkZNWvWLNS2MzMzER4ejujoaMTHxyM5OVlwHVe9enWttaXL5yFE2sIEQiIiIiIi+mQFBwdj5syZirKtrS3+/fdfRfnYsWNYu3Ytbt26pXJ7fX19tG7dGr/88ovKEd2Sk5OxadMm+Pn55ZjYU758efz0008YPnx4gR50hYWFwd/fH+fOnUNKSorKdSQSCerVq4fOnTtj0KBBMDU1zXd7wIeXtYGBgbhw4QLu3r2rMuEtO3Nzc7Rv3x6DBg1Cw4YN1Wrj+fPn6NChg6Du0KFDqFWrliKGtWvX4ujRo0hNTc2x3Xbt2mHYsGEq/51yExkZiYsXLwrqPk59W9hUJXs+evQI7du3L/C+W7dujWfPnqFixYqoUKECKlSogKZNmxZ4v8VRcHCwqK5Tp06Cco8ePQQJhADg7+9fbBMIAahMLsjrGFTX+fPnMXToUEFd8+bNsXXr1nzvs1+/fvjvv/8UZX19fZw8eVIxEqQqcrkc586dw4EDB3Dx4kVER0fn2Y6tra3iHFdYD+6XLVsGX19fQd3//vc/jY8hbe0nNDQU/v7+uHDhQq7n//r166NLly4YOHCgTpMJWrduLXhgfv78eTx79gx2dnaF1uajR49w+fJlQV1Bz+XR0dEIDAzEuXPnEB4eLkpUVmZqaoqvvvoKAwYMQMuWLXNdd8CAAbh69aqgbvv27fjyyy/zFWtYWBhGjBghqHN1dcWvv/6a57YvXrzAxo0b8e+//+Z6DFpbW6Ndu3YYPnw4HBwcNIqvbdu2eP36taLs5eWFPn36QCaT4a+//sL27dtFo8JaW1vD1dUVQ4cOzfH66f3799i7dy9OnjyJa9euITk5Odc49PT08Pnnn+PHH39Et27d8v3xQVpaGrZv345du3bh6dOnKtcxNjbG119/jTFjxqBevXoAgIMHD2Ly5MmC9UJDQzU6l6WkpGD79u04cuQIbt++DblcrnI9MzMzNG/eHIMGDULr1q3V3n9BaXreU16/ZcuW2Lx5M4APfd6uXbuwadMmPHnyROX2hoaG6NSpE3755ReVL/9iY2OxZs0aBAcH4/379yr3UblyZQwbNgwDBgxQK6Fk165dmDNnjqJsbm6OK1euAPjQr+3atQtr165FVFSUyu2NjY3x7bffYvjw4ahfv36e7eXmxo0b2L17Ny5evIjHjx/nub6VlRW+/fZbDB48WOPjODuZTIaDBw8iKCgIV65cQWZmZo7rOjs7w9XVFT169MjxmOvfvz+uXbuW4z58fHzg4+MjqMtPf6qp0NBQbNu2DZcvX0ZaWlqO69WsWRMdO3aEm5ubWh+ffSSTyUT3Lps2bVKMSP7y5UusXbsW+/fvx7t371Tuw9TUFK1bt8aQIUPQrFkztdsuCOVz+h9//IEePXoA+DDCuq+vL/bs2ZPjOdna2hpDhw7F4MGDVR5zly5dwurVq3HhwgWV174SiQTNmzeHu7t7vvtNALh37x42b96MkydP4u3btzmuZ2Vlha+++gpubm6oW7duvtsDPiQO7dixAwEBAXj06JHKdUxNTdGjRw9MnDhRq4lAxb3/0Ia4uDhs3boVBw8ezPEcDHz4GZs1awZXV1eN7709PDywf/9+QZ2mfbm6+1F1jlD2008/Ccr6+vq4ffu2oO7cuXNwc3MT1F2+fFnx0eTRo0exatUq0cdrHxkYGCiOgebNm+f+g+XR7sSJEzF27Fi196HJflT9TrMLDAxEYGCgoC77+UsbPoXz46d+fa38d9KtWzf8+eefAD4ccwEBAdixY0eusz84OTmhR48ecHV1hbGxsVo/nzrXyJGRkfjuu+9y3U+7du0EZTs7Oxw/flzjtrQVc15u376N9evXIyQkBOnp6SrXqVevHsaNGyf4EFgbrl+/jm3btuHMmTNITEzMcb1atWrhu+++g5ubG8qXL1/gdnXxPIRIm5hASEREREREpU5SUhI8PT1x+PDhXNfLzMzE6dOncf78eXh6eqJv376KZdevX8ekSZPw8uXLXPeRmJiIf/75B4cPH4avry9q1KihUawPHz6El5cXzp8/n+e6crkct2/fxu3bt7F161Z4eHjghx9+0Kg94MPLVm9vbxw4cECj7d69e4d9+/Zh37596NatG+bPn5/vpEm5XA5fX1+sWrUKGRkZebZ74MABHDx4EEOGDMG0adPUHrXowIEDopcnbdq0yVfMmlKVZBkQEJDjw2JNNG3a9JNNGMzu+vXrohfmn3/+uSiJoEOHDihfvrzgoeHly5fx6NEjRbJqcaPqRaa2XiK2aNECtra2gmShy5cv49WrV/lKynv69KkgeRD48NA0t+TBmzdv4tdff9V4au3o6GisX78e27dvx/jx40VJU5+S+/fv47fffsOlS5fyXFculyMiIgIRERHYsmULpk6diu7duxdBlGLK51C5XI4DBw5o/LJQEwcPHswzDnW9f/8ef/75JwICAnJNilGWmpqKY8eO4dixY2jbti0WL16cYyJJr169RAmE+/bty/eLvj179ojqevfunes26enp8PHxwfbt23N8mZNdTEwMAgMDsWfPHvTu3RvTp08v8Ki506dPz/FaIyYmBitWrEDnzp1F1xJyuRxbt27FypUrFSOeqSMrKwtXr17F1atXsWbNGvz5559wdnbWKObz589jxowZePXqVa7rpaen4+jRozhx4gRGjBiBCRMmaNSOKrt27YKPj49gqu6cpKSk4OTJkzh58iRatWqFefPmaXwNqksvX77EtGnT8jz/ZWRk4MCBAzh58iSWLVsmeKl6/PhxzJ49O9cXhsCHETC9vb0VCRT57WuTkpIwceJEnDt3Ltf10tPTceDAARw6dAiurq6YOXOmxtd9T548wW+//YazZ89qtF1sbCz8/PwQEBCAIUOGYMqUKRqPHn7u3Dl4enrmmpyT3a1bt3Dr1i1s2bIF3t7eaNCggUbt6cLdu3cxY8YM3LlzR631nzx5gnXr1uF///sfhg0bhjFjxhR4VPadO3fC29s7xw+oPkpNTUVISAhCQkLQvXt3eHl5qZ3MoG3Hjx/HnDlzkJCQkOt6MTExWLJkCY4ePYq1a9cqRqmUSqXw8vISjQ6vTC6X48KFC7h48SImTJig8fVFfHw85s+fj6NHj6q1fmxsLHbv3o29e/fCxcUFs2bNytd54tKlS5gxY0aeH8ykpqbC398fISEhWLhwIb7++muN21L2qfcfMpkMq1atwoYNG9S6pklJScGpU6dw6tQpfP7555g7d67GHyJ+CqRSKWbNmpVr0h3w4ff78W+iU6dOWLhwIUck1FBJOD+W1uvrjx49eoRffvkF9+/fz3Pdj/fd//vf/+Dj46NIZqT/k5aWhkWLFiEgICDHhPWP7ty5A3d3d3Tt2lWtD+Dy8uLFC3h7e+PYsWNqrf/o0SOsXr0aO3bswNixY0Uf22pKF89DiLQp73FwiYiIiIiIPiEJCQno27dvnsmD2WVkZMDT01MxemFoaCgGDx6cZ/Jgdk+ePMHo0aNzHP1ElTNnzqBfv35qJQ8qi4mJwfTp0/H7779rNGrZvXv30LNnT42TB5Xt378fo0ePzveIabNnz8bff/+dZ/JgdnK5HJs3b8bcuXPV3ib7iJTAhxFEbG1t1d6+IFq2bClKLomMjISHh4daLz5I9eiDvXr1EtUZGRmpnDLEz8+vUOIqqPj4eDx79kxUr60pyiUSCXr27Cmoy8rKyvPlUU727t0rqlP175B9/QEDBmicPJhdWloalixZguXLl+d7H8VZaGgo+vXrp1byoLI3b95g6tSpWLJkSZ4P6wuDnZ2daDpH5RFAtU35XF67du18JcO+fPkSvXv3hp+fn0bJg8pOnz6NQYMG5Zj40blzZ9Eoo0ePHhWNwqeO5ORknDhxQlD32Wef5ToScHx8PAYPHqz2i/bsZDIZdu7ciZ9++kkwwoqmduzYkee1hpOTkyjJWyqVYty4cVi0aJFGLzeVPX36FIMHD8bdu3fV3mbnzp0YPnx4ni83s5PJZPD19cWMGTPyfU0kk8ng6emJOXPmqJX8oezcuXPo16+faJTO4urZs2fo1auXRue/5ORkuLu7KxK+/P39MX78+DyTB7O7du0aJk6cmK9j//379xg6dGieyYPZZWVlYceOHRg4cGCOo8upcu7cOfTu3Vvj5MHsMjMzsXHjRsyePVuj7VasWAE3Nze1kwezu3//PgYOHFiguIvC9u3b8eOPP6qdPJhdSkoKVq5ciZEjR2r0t6fs77//hqenZ57Jg8r27duHcePGaW3Eak1s2bIF7u7ueSbHZHfz5k2MGTMGmZmZSEtLw8iRI/NMjslOLpfDx8cHu3btUnuby5cvo3v37monD2b38Vr5xx9/zHGktpzs2rULQ4cOVWu07Y9iY2MxduxYwShGmioN/cerV6/Qv39//PPPP/m6h75+/ToGDBiAQ4cOFUJ0xZdMJoO7u7vG939Hjx5F7969NboWKu1KwvmxNF5fZxceHg5XV1e1kgezi4yMxKBBg3IcUba0SkhIQP/+/bFz506NnkccOHAAo0aNynXU57zcunULffr0UTt5MLvExER4e3vDw8MjX/flH+nieQiRNnEEQiIiIiIiKjUyMjIwfvx4wTRoRkZGaN26NRwdHWFiYoKYmBicOXNGNGWGXC7Hr7/+CisrK0yYMEHwMKFGjRpo3rw5KleujNTUVNy/fx9hYWGiB1lPnz7FmjVrMGXKlDxjDQkJwcSJE1VOmWhjY4PmzZujSpUqMDExQVxcHMLDw3Hjxg1Rmxs3bkRSUhIWLlyYZ5vx8fEYPny4ypcL5cuXx5dffgl7e3vF1+ZJSUl4+PAhrl+/rvLF55UrV7Bt2zYMGTIkz7az++eff0RJBdWqVVP8zFlZWYiOjsbp06dVjtIWFBSErl27Kqb/ysmbN28QEREhqCuqqb+AD9Pu/fzzz6J/m6NHjyI8PBzDhw9Ht27dFFMLkVBqaqroRY+xsbHKREHgQ0Kbv7+/oG7v3r3w8PDQ6XSvqgQGBoqOZX19fXz++edaa6Nnz55YtWqV4IHuvn37MHLkSI32I5fLsW/fPkFdhQoVRFOTf3T+/HnMnDlTZYKGnZ0dGjVqBFtbW5QpUwZSqRRv377FnTt3cOPGDZXnwzVr1uC7776Do6OjRnEXZ0eOHMHkyZNV/o6qVKmiOBcaGxsjLi4Ot27dwo0bN0QP59evX493795hwYIFRRW6QosWLQRThN26dQsxMTGwtrbWeluvXr0SJXrk51yempqK4cOHq5wy6+NUdw4ODjA3N4e+vj6SkpLw5MkTXLt2TWVf9OjRIyxfvhzTp08XLStTpgy+//57QRJ0YmIiTp06lee0VcqOHj0qSjLJLYE3Pj4e/fr1U5mkbGpqiiZNmqBOnTqoUKECEhMTERUVhXPnzok+gLhz5w769euH4OBgjUdievPmDdavX5/neqpG0fT09BQlTAIfzpGNGzdG3bp1YWlpCSMjIyQnJ+PFixf477//VP68KSkpmDt3Lnbu3Ak9vdy/sz9y5Ajmz5+v8iVllSpV0KZNG9jY2EAqleLp06cICwsTTDm+b98+0Uit6pDL5Zg4caLKBBI9PT04OTmhcePGsLCwQHp6Ol6/fo3z58+LXsImJCTAzc0NmzZtKtCUn4UtKSkJI0eORHx8vKKuTJky+Oqrr/DZZ5/BwMAAL168QGhoqCiBVSqV4tdff8WoUaMwf/58wTnR0dERX375JSwtLZGYmIjw8HCVCTGXLl1CcHAw+vTpo1Hc06dPF11TVq9eHW3atEGlSpWQlJSEW7du4erVq6Jz9Y0bN/Dzzz9jy5YteY5a9+DBA4wdO1ZlYlmlSpXQpEkT2NnZoUyZMpDJZEhMTMS9e/dw/fp1lYk1e/bsQefOndUa4WzFihVYuXKlymVWVlZo1aoVqlatClNTU7x8+RLnz59HZGSkYL3U1FSMHTsWwcHBguRgU1NTRVJ1ZmamKFZDQ0PRlIjqjjauibVr1+Kvv/5Suax8+fJo06YNbG1tYWpqitjYWFy/fl00VSjwIenqp59+gr+/v8ajsQcFBYnugypVqoSWLVvC1tYW+vr6iI6Oxrlz51QmW4SFhWH37t15jkKrTadOncKRI0cEdTVq1EDLli1hY2ODtLQ03L17F2fOnBF9HHb9+nUEBgbi3LlzuHDhgqLexMQELVq0QO3atWFmZoZXr14hNDRU5c+8aNEidOrUKc97pgsXLmD06NEqExMMDQ3RokULfPbZZ6hQoQLevn2Lhw8f4uLFi6KYo6Oj4erqCj8/P7WuP48ePQpPT0+V/UfVqlUV/UdaWhqePHmCsLAwRYyZmZmYNGkSJBJJnu0oKw39x+vXrzFw4ECVSc0SiQQNGjRAo0aNYGlpidTUVERFReHMmTOiZxdpaWmYPHkykpOTNT7/FyaJRCL44CQjI0P092hiYiK4hlH33PjHH38gNDRUUGdtbY127dqhatWqSE5Oxr1793DhwgXRPVhkZCTc3Nywa9eufM84URiMjY0Vvy+5XC7qKw0MDEQj/uZ3ul11lZTzY2m7vs4uJiYGo0ePFiROGhsbo2nTpnB0dES5cuUQGxuL27dvi0aQBz7MiDJ//nxs27atQHEAH87N2Y95qVQqOv5MTU0FfYKpqWmB29UmqVSKESNGqLw+MjAwQIsWLVC3bl2Ym5vjzZs3uHjxoiAB8+rVq7lOH52bq1evYvjw4Sqvky0sLNCiRQtUr14dZmZmiIuLw/3793HlyhXR73j//v1ITEzEmjVr8vwbzklRPg8h0jYmEBIRERERUanx5s0bvHnzRlHu2bMnpk2bJnrxnZWVhXXr1mHp0qWC+levXmHQoEGKB/pVq1aFp6cn2rdvL2orMjIS7u7uoi9YAwIC4O7unuvUUlFRUZgxY4boIUaNGjUwdepUdOjQQeVLhJcvX2Lp0qWiZJ7AwEB88cUXeb5IWrx4sSh50MzMDLNmzULPnj1zfKmZmpqKwMBALF26VPAwD/jwtbWmCYTZX5o5ODhgxowZginpPkpPT8e2bduwdOlSUaLNsmXL8kwgvHTpkuglrqZTrRTUwIEDcfLkSdGINdHR0ViwYAG8vb3RqlUrtGvXDi1btoSDg0ORxlecHT16VJTQ0rFjxxynU2rUqBEcHBwEUx4nJSXh4MGDRfqSNS93796Fr6+vqN7Z2VmryaQfk3Kzv4y4f/8+7t69q1Ey3pUrV/D8+XNBXdeuXVVOxyiVSjF79mzR8VqjRg0sWLAAzZs3z7GdN2/eYPXq1fDz8xMctzKZDFu3bsWiRYvUjrk4e/r0KWbNmiX6HTk4OMDDwyPHxMwXL17gr7/+EiUd7Ny5E1988UW+prMvCCcnJ8EDc7lcjsuXL6NLly5abyv73/BH+Zkic/Xq1aLRIwwMDPDLL79g8ODBOfbbGRkZOHjwIBYvXixKJPT398fEiRNVJin37t1bNIrqvn37NE4gVJ6+2MDAAD169FC5rlwux/Tp00Uv+4yMjDB69GgMGTJE5TlUKpXCz89PNKXZy5cv4eHhgfXr12v0cmXz5s2C6wU7OztFcld0dDTOnj2Ld+/ewcXFRbDdx8QYZT/88AM8PDxyfSFz5coV/Pbbb6IRUW7evIlr166hadOmOW778uVLzJkzR/Ry08rKCrNmzUKXLl1E12UpKSlYvXo1Nm3apHghrOola17WrVunMvmjW7dumDBhAuzs7FRuFxoaikWLFgkSYjMyMjBp0iTs2bMHVlZWGsdSFJST8EaPHo3Ro0eLpsuWSqVYuHCh6MOA69evY9KkSYp+wtHREfPnz1eZgH/jxg2MHz9elIi4bds2jRJI3r17J/g3sra2hqenp8pj+dGjR/D09MSVK1cE9VeuXMHq1asxfvz4XNuaO3eu6KWotbU15s+fn+P9AfAhQXnz5s1Yu3at6P5i06ZNeSYQnjlzBqtWrRLVV6lSBVOnTkXnzp1F5wC5XI5Dhw5hwYIFglGX0tLSMHXqVAQFBSni3bhxo2L5uXPn4ObmJtjX2LFjC33at5MnT4ru/QCgYsWKmDx5Mnr16qXyXujRo0dYtGgRzpw5I6h/8OABZs6ciRUrVmgUR/Z+3MbGBtOnT8f3338v+v3KZDLs3r0bv/32myjhcvny5ejZs2e+X3prKvsHPdbW1li4cKHKe7fIyEiMGjVKlKi/aNEiQVJf//79MWHCBNE9ukwmw4YNG7Bs2TLBtWBKSgqCg4NznXLwxYsXmDhxoih50NDQEIMGDcKYMWNUXmcnJCRgxYoVopGJU1JSMH78eAQFBeV6ff769WvMnTtXZf8xe/ZsdO7cWXTcvn//Hj4+Pti+fTuysrLyPQrSp95/yGQyTJw4UWXy4DfffIMZM2bA3t5etCwjIwP+/v5Yvny54JpGLpdjwYIFqFu3bq6jOBclfX19XL9+XVFetmyZ6D5xw4YNuV7D5CT79VTZsmUxbdo0/Pjjj6IExNevX2PBggWiv6XHjx/Dy8sLixcv1rjtwrJw4ULFx5mRkZGifviHH35Q68NabSoJ58fSeH2dXfZ7ST09PQwdOhQjR45U+YHUvXv3MHXqVNEotJcuXcLZs2fRunXrAsVSvXp1wTHv4eEhGiX0yJEj+Rppv6j8/fffuHXrlqi+S5cumDlzpspZNS5cuIB58+Yp/v7zMwpmfHw8Jk+eLLpOrlSpEqZMmYJu3bqpTLCOj4/HypUr4e/vL+jnT58+jdWrV2PcuHEaxwIU7fMQIm3jFMZERERERFQqjR8/HosXL1b5UEhPTw+jR49G165dRcs+PryrWbMmdu3apTJ5EADs7e2xZcsW0QuFhIQElQ9Tsps8ebLoq/h27dohKCgIHTt2zPHlYJUqVbBkyRL8+uuvohdGCxYsyHWqwaioKNGDKX19ffj6+qJPnz65johiamqKQYMGYfPmzaL1oqOjRS+D1dWmTRsEBwerfMAKfPgqeMSIESofAt+8eRMvXrzIdf+q/h3q16+fr1jzS09PDytXrsxxtKyMjAyEhoZiwYIF6Ny5M1q3bo3x48dj8+bNuHnzpsoR2bStQ4cOqFu3rtb+y8+UrKoEBQWJ6pSn5VVnuXLygS4dPXoUbm5uSE5OFi0bOHCg1ttTNUqZcgJyXjSZvnjv3r2iqdtsbGzg5+eXa/Ig8OHB77x58zB58mTRshMnTuhkql5tk8vlitFPsmvfvj0CAwNzTB4EPiS0//XXX/D09BSd/+fPn4/Y2NhCiTknqhL4bt68WShtqZoKW9Nz+bt371SOGvH7779j5MiRuSb9Gxoa4ocfflA50lRKSkqO03U2bdpU9GI7NDRUoxcmL1++FJ1Tv/rqqxxf7m/btg2nT58W1FlYWMDPzw/u7u45JmAbGRlhyJAh2LlzJ6pWrSpYdvbsWezYsUPtmIH/eykkkUgwc+ZMHD58GIsWLcKUKVOwdOlShH5rraMAACAASURBVIWFYfXq1aIXlqtXrxbtq1+/fvj999/zHM2hadOm2LlzJ5ycnETLjh8/nuu2S5YsEV2X2dvbY9euXXBxcVF5XWZmZoYpU6Zg1apV+R7lNiIiAj4+PoI6PT09eHt7488//8wx+QP4cN0YHByMli1bCupjYmJ0MiqppvT09PD7779j8uTJouRB4MPf5Pz581UmeXy8Vm/WrBn8/PxyHL23UaNGWL9+vehl4r179/I11SfwISE+KCgox0TgWrVqYcuWLaLkWODD6He5XaufP39e8FIZ+DA647Zt23K9PwA+jJ43ceJELFmyRLTs8uXLuU6rKJPJ4OXlJepnnZycEBQUBBcXF5WJahKJBC4uLtiyZYvo3BIRESGael6XkpOTMW/ePNHPWKNGDQQHB6Nv37453gvVqlULGzZswOjRo0XLjh07Jnh5rAknJyfs2bMHXbp0Ufn7NTAwQJ8+fVR+dPLq1asCj8iUHzVq1IC/v3+O92729vZYvny56OfJnhzj6emJ+fPnq7xHNzAwwOjRozFixAjRsrCwsFxj8/LyEv2dm5mZYe3atZg+fXqOSYAVKlTA3LlzsWLFCtG1wLNnz+Dl5ZVruz4+PqLprG1tbeHv768yOQb4kMw1e/Zs/PHHH/keabM09B/bt28XnROBD89SVq9erTJ5EPi/pNFdu3bB1tZWsEwqlWLy5MmikeA+ZZaWlvD390e/fv1U/r1VrlwZq1atwrBhw0TLdu/eneezLfqgOJ8fS9v1dU4MDQ2xfv16TJ8+PcfR1evWrQs/Pz/BKMofKY80WRpFRUVhy5YtovqxY8di2bJlKpMHgQ+j9QUFBaFx48b5btvT01M0CmejRo2wZ88e/PDDDzn2pxYWFvD09MTy5ctFH8GuXLlSo+m4syvK5yFE2sYEQiIiIiIiKnWaNWsGd3f3PNcbPHiwyno9PT38/fffeX59b2FhAVdXV1G9qmSHj06fPi16qODk5ITly5erPT2Mq6srfvnlF0FdWlqaygc5H+3du1f05W+fPn3yTOrJrlGjRujUqZOoPj/TT1SpUgV///23WtNx9OzZU+XLYeVR/ZSpetitixH+ypQpg02bNmHUqFF5TqETGxuLY8eOwdvbG3369MGXX36JkSNHYuPGjaKRsz5lUVFRoqkHK1WqlOeokz169BA9lL9586Zo+tPCJpPJkJSUhKioKISGhmLlypWK0UCyT9v4kYODg8pkg4Lq1KmT6KX+wYMHVU4hpEp6erroQXndunVVvkAAoHJkg1mzZmk0/ambm5voRUZCQoJgdNmS6tSpU6KEa2dnZ/j4+KhMoFHlp59+EvVvqamp2Lp1q9biVIeqc2lhPTBXPpdLJBLUrFlTo30cOXJENIJu+/btVX5IkJMaNWqgb9++ovrc+kDlZFupVIrDhw+r3ea+fftECS85jagqlUqxbt06QZ2BgQF8fX3VHrHRwcEB69evF/XNGzZsyFdC+7Rp0zB06FBRYo6RkZHoBWtkZKRo2jBLS0vMnDlT7fZMTEwwYcIEUX1u/0aPHz8W/ZuYmJhgzZo1omRKVdq1a5fvhIs1a9aIfq/Tpk3LdYrq7MqUKQNfX1/Url1bUH/s2DHBaLzFUe/evfMcOVUikWDQoEEql5UrVw5Lly4VTAOnSp06ddCxY0dRfX4SIszNzbF582ZUrlw51/UMDAywZMkSUV8plUqxYcOGHLdTHrEUANzd3TU633Xp0kV0vGdmZub693D48GE8efJEUFexYkWsW7cOlpaWebbp6Oiocip3TROPC5Ofn58oebNcuXLYvHmzWsc58CFpSdV935o1a0SjCuelbNmy+Oeff1CxYsU8123VqhW+//57UX1e90GFYeHChahWrVqu69StWxctWrRQuczFxQU//fTT/2vvPgOiuNq3gV9LExQBG4hEUVDEhl1ssZfYsCaYoIldY9dYojHmsSTGbmJ5LLFFY1QeEzVG1GA3lkTFil1RbIiACNLL+8EX/u7O2WVmC22v3yf3sDsz7u6cM3vOPfed436GDRsmGTd0/b6+cuWKsDTn4sWLc/ztkKVt27aYN2+epH3fvn1as189f/5ccqONpaUlli9fjvLly+e4z27dukl+08tV2MePpKQkYfDsoEGDhMG8IhUrVsTGjRsl44ToxsrCysrKCmvXrpV8ziJTp04Vjpeiz4Gk8mv/aI7X19pMmTJFVgbBYsWKCa9r8mLczW9++uknydjTvn17jBs3LsfX2tvbY+3atXqV+L19+7YkYNXNzQ1r1qyRda0KvK1mMmfOHLW2rOpE+sjN+RAiY2MAIRERERERmZ3JkyfLep6Pj49w4bFVq1ayS3yK7qDUldVk48aNkravv/5a8d21gwcPltxRv2PHDmFmMwCSjEQAJOXD5NDMVABAZ1YTbfr166c1E5KIaOFMM9OZprt376o9LlOmjKyARVOwsrLCF198gb1798LPzy/HQMIsCQkJOHHiBObPn4/OnTujY8eOWLVqld6ZcwqKXbt2SYJm/Pz8cszS4eLiIlwo/PXXX41yXHKzNdaoUQMNGzZEu3btMGzYMCxfvlxS7jyLtbU1FixYYJIydLa2tpISKs+fP8e5c+dkvf7w4cOSrAHaFibj4uIk2XDc3NwUl2u1trYWZuzUp5/Jb94t4Zhl5syZOrPfiQwbNgyurq5qbb/++quknI8p2dvbS4LsTRXkrLk4VbZsWcXvmSgzh65SX9qI+hdd301RiUklWUA1AxNKlCihtRTpn3/+KQm0/eijj1C7dm3Z+wPeZtvSzIj69OlTRYGPwNvzX9uNGiKiz6hv376Kx21fX1/Je67rM9q1a5ckqHr48OGKgra6d++uNeOMNuHh4ZKFMC8vL3z22WeKtmNra4spU6aotWVmZgqvN/MLa2trWQuNALQutPfu3Vv2AqToJhR9srZOnTpV0vdqY2lpKcygvXfvXmEwbmZmpqRErp2dHfz9/RUfp9J+SpTxecqUKbIXZIG3fZ1mQMC///4rKSebV0TZqL/88kvZn+e7r9H8/fXo0SPFWYl69uypqDxhp06dJG05/Q4yttatW8suo6rtvJUb+OXg4CBZmH/16pXWrHGi6/wePXqgTZs2svaXpUuXLpLfnOnp6fjpp5+Ezxedz/7+/lpvtBEZNGgQvLy8FB2nOYwfBw4cQExMjFpbxYoVMWHCBEXbcXd3x6RJkyTt+gaMFDRDhgyRfRMJAHzzzTeSealjx44Jb4Cj/5Of+0dzu77WplSpUsKbALRp3ry55AbvZ8+eFYqqCPpKSUlRK9kNvL2m//rrr2Vvw9HREdOnT1e8b9G4NHnyZFk3YryrR48ekt/GBw4cyLG6jUhuzocQGRsDCImIiIiIyKy4ubkJy52JqFQq4V3C7du3l70/0eKPZsBNlujoaMldq1WqVNFaek0XKysrSSBPfHw8zp8/L3z+f//7X2zfvh0LFy7E2LFjMXToUFSsWFHxfkUlKfRZHFSS9QmAcGFF2/sMvH0vNMtJ5XRHeG7w8PDAwoULcfLkScyaNQvNmzeXlNHQJSwsDD/88APat2+PJUuW5JuFWWPKyMjA7t27Je1yM2qInvfHH38gPj7e4GMzNpVKhZkzZ6JWrVom24coW5ncACbN4CVra2v4+fkJn1usWDEcOnQImzZtwty5czF8+HCMGjVKZ8lFbUT9THJysuLt5CeRkZGSUrTe3t6yx6t3ZZXUfdfr169x8eJFg45RKc0+9dWrV0Y/z169eiUJjNcM3pBjzpw5CAwMxNKlSzFx4kR88sknWkvL66J0DHRxcZFkurhw4YKswI+rV69KFiF0BaD/+eefkjZRxkQ5RK87duyYom188MEHWkuCivTu3Rt79+7FypUrMW3aNPTr1w/dunVTtE/gbdCVZqlKXZ+RZmCktbW1XkFbSgM3goKCJAurvXv31iuYvEWLFpLrUaWfV25q0KCB7OA/Z2dn4U02oixJ2ogyBiopJQ68vQmlZ8+eil5TrVo11KtXT60tJiZGkmEZeHs98Pvvv2Pr1q2YN28eRo4ciTFjxsjOTvsuJf1UfHy8ZGxydHRUnBXZysoKHTt2hLOzM3x9feHv74+JEyciJSVF0XZMITQ0FOHh4WptpUuX1no9o4udnR0++eQTSbvScs1KfweJsofp+h1kCqIgRm1E2fcqVKiAqlWryt6G3N/Y6enpwvdfnxvlgLc36WnS9vmKyncqHXetrKwUBbUA5jF+HDx4UNIWEBCg6Hdzlj59+sDJyUmt7f79+5LMq4WNjY2N4ptlnJ2dJXNhaWlpwgyf9H/ya/8ImN/1tTbt2rVT1H9YWlpKyhinp6drvWHbHJw5c0Zy/dyiRYscM3Nr6tixo6IshOnp6ZIbNZycnITVceT48MMP1R6npaVJbuKRKzfmQ4hMgQGERERERERkVpQG4ojKBivZhmhhT9timSi4Q58Ahiyiu5c1y5NkKVWqFOrWrQs/Pz+MGjVKeCe+HKJFXKVlDcuUKaMo6wYAYTlpXQFFjx8/lrQpKaNqaiVKlEDfvn2xfv16/PPPP1i3bh2GDh2KOnXqyMpOmJiYiDVr1qB79+5aM9sVVKdPn8azZ8/U2mrVqiWZwNWmXbt2kuyWCQkJkmC4vGZvb4+FCxfqHeAjV+3atVG5cmW1tkOHDuUYkBcVFSWZSG3VqpXW88jCwgLvvfcemjRpgg8//BATJ07UWmo1J6LscvqUT81PRH2zIf2/KBustgByUxHd8a/P3fu6iALtlGTFyuLo6AgfHx907twZw4cPxzfffKPXQrtoDMypdKXmeZCZmSmrdJ6oz9IWSJ2RkYGQkBC1NgcHB1SrVi3H/YhUqFBBEqip7fpCG83AqZzY2dmhatWqaNeuHQYMGICvv/5acanqLJp9iLbPKDw8XPIda9iwoV7fsaZNmyp6nej99PX1VbzfLJp9wosXLyRBU/mF0sBpzWt1CwsLRRm+lFyra9OtWzdFAbFZNLMAA9CaBbhs2bJo2LAhevXqhXHjxgkDmeRQ0k9duHBB8reWLVsqzvIKvM3Od/LkSfz888+YPXs2BgwYIAk2yAuigM1OnTrJzgauSRRIqhmEqYu1tbXivlm00J7bN1YoOW8N/X0NyD9v79y5I8mCVbVqVdnVBDT5+PhIrpsjIyMlwWYJCQkIDQ1Va3Nzc9Nr3O3SpYuiG27MYfzQ/D+qVCq9gp6At9cEor5YyXlbELVu3Vpxdi5APG4V9vfKUPm1fwTM7/paG31u2FQ6B1nYieYalNx8n8XS0lJYYUab0NBQJCQkqLXVr19f7woexpxHyY35ECJTUP6rloiIiIiIqABzd3dX9HzRYqCSuyGVLCaKJvuV7EuTKKBKM4DAGDIzM3Hv3j38+++/kpIV+tBnwlJp4KKozE5+CiB8l52dHVq0aIEWLVoAeLsgdenSJZw7dw7nzp3DlStXtE7OhoWFISAgAOvXr9crkxnwtkytMbMz9u/f36BFBlEpPSVZf7IWiXbs2KHWvmPHDgQEBOh9XMbi5OSE7t27Y8iQIcIsQabQq1cvLFiwIPtxfHw8Dh8+LFwgyrJv3z7JOSY3C6Q+UlJScP36dZw+fVpYKrWglwsSBZAbu//XLCFtaqI+NSoqyqj7EG1Pn8VQQz18+BDnz58XZhvK6bvZtm1bODk5qQU47N27FyNGjND6mrS0NElGwRo1amgNiLh9+7Yk24Fo0UsJDw8PtcW/Z8+eISIiQnaWCaWlkw0VFRWFkJAQnDhxQnINoO0zunr1qqRNSam/d6lUKtSsWRPHjx/P8bmZmZnC6zVD+gTNcnbA22tCUaabvFahQgVFz7e0tFR7XLx4cUWl9/QNFHuX3NKEmkSBjjdu3DD0cCTS0tJw69YtnDt3TphlWNs5cPPmTUmbkuDMgkD0fhvSP5UqVQrly5dXC7B68eIFnjx5IitDbrly5RQHaOoTvG5MKpVKUV9i6O9rbdsQ0QziAwwff2rXro27d++qtV26dEntN+ytW7ck18nVq1fXa39OTk4oX748Hj16lONzzWH8ePz4saSSgLu7u0HXf7Vr18a2bdvU2i5duqRXRrSCIr+PW4VFfu4fjaEgXV/rIurncmKMm6cLE9F4q+/NakoCOo09j+Lm5gY7OzskJiZmt+k7j5Ib8yFEpsAAQiIiIiIiMivGCBLTzF5mLA8fPpS0LVu2DMuWLTPaPl6+fKn3a+Pj4/H48WM8fvwY4eHhePDgAe7cuSMMTHiX0sAefd5f0d2luvareYcqAEWLzXmpaNGiaNq0KZo2bQoAiI2NxcmTJ7Fv3z4cP35cUrLq9evXGDVqFHbv3m2Uu7PzUmxsLIKDg9XarK2tFZfS69mzpySA8NatW7h48aLirFj6sLCwgI2NDezt7VGqVClUqFABXl5eaNiwIerXr69X+S1DdO/eHUuWLFGb8N67d6/OAELN7GelS5fODnI1RHR0NB49epTdz9y7dw93797F3bt3kZqaqvV1BT2AUNT/L168GIsXLzbaPgzp//VRtGhRSdu7E/HGINqeaL/GkJSUhPDw8OzvZlhYWPYYqJnd6F05fTdtbGzQrVs3bNmyJbvt3r17uHbtmtbFNNEina4A3rCwMEnb/fv3FZVDkyMyMlJWAKGFhYXBAYwiaWlpePbsGcLDwxEeHo6HDx/i3r17uHPnjs6y0No+I9H7ps8CYxYvLy9ZC5wxMTGS4AgAknLXhsrtPkEuQ69VRNl7TE3foDovLy9Jm5wgIW1iY2Ozv//vXqvfuXNHZylBbeeA6FhE5XILMlHfoO+Cd5bq1atLMrS9fPlSVgChPt9f0e8gzd8DpuTo6GhwwIqpfl+LPl99sw9mqV69uuSGpsjISLXHonNHbrZ0EW9vb1l9gzmMH6b6TDVpfqaFjb4BrS4uLnB0dFT7noWHhyMzM1NRpkxzkZ/7R7kKy/W1LrkxB1nYaY5RKpVK73FPSZ8umkfZvn07tm/frte+RfQdD3JjPoTIFBhASEREREREZsUYQWKamU6MRTTZn1f7yMzMxL///oujR4/i+vXruH//fq5NootKrhibaBFVn3Js+YGjoyO6du2Krl274t69e/j222/x999/qz3nxYsXWLx4Mb777rs8Okrj2Ldvn6T8TlpaGlq3bm2U7W/fvt2gAEJjZ2vMLVnBf0eOHMluO3XqFKKjo4VB13fv3sX169fV2vz8/BQvjiQlJeHIkSM4c+YMbt68ifv37+sMRi7McqP/1xXkZgqiQNjcCCA0VgDulStXcPjwYVy7dg13795FRESEyRaFevXqpRZACLwN4tUWQKgZwGtjY4OuXbtq3X5ufL+U7MfBwcEoi8xPnjzBgQMHcOnSJdy+fRuPHz82auYPUYCEIYu4csu15rfPK7eJMrooYarrdG1UKpXeGYPt7e1hZWWl9r0VZckWSUtLw8mTJ3Hq1CmEhobi/v37Ru/nRVlS8kPZYWMS/R8NveHMyclJ0ib3s8mN30HGZozf1/qWGsxJXn2+ovHD0dFR733KDaw2h/Ejv52zBZXcjNEimgGESUlJSEhIKJD9l6nl5/5Rm8J6fa0Lv7uG0/xc7ezs9M7yreRGs9wYjxISEpCamqr4/5Mb8yFEpsAAQiIiIiIiMivGKFNmKq9fv87zfWRkZGDPnj1Yvny5zruJtbG1tdWZ4USO3Fj4FZX1yu2JWVPw9PTE+vXr8e2330qCUfbs2YOJEyeaJOtTbhGVL87MzBRmlNTHgQMHMH36dOEiUmHXu3dvtQDC1NRUBAUFCcs67969W/h6ueLj47Fu3Tps2bIFb968UXysxuhn8pvcmPjOjTHmXaK+3NglFUUZlgzty4ODg7Fs2TLcuXNH8Wv1/W5Wr14d1apVUysBt3//fkydOlXyPr5+/RpHjx5Va2vTpo3Ofiu/BRQYmknl5s2bWLRoEU6dOqU4qNPa2hoZGRmyvouiBR5DFhjlZhbLrXM1vwYQ5udrdZGiRYsa1O/Y29urBarktLCYkpKCrVu3Yt26dbKDDd+lpJ8SHUteZHg0JdF7Yej/UfR6uedbbgfAGkN+PmeTk5MlbYZ+vqIxTLPfNvb4Ife15jB+5NVnWtgYci0mem1iYiKDsATyc/+oqbBfX+tSEMfe/Ebzeio3xjwg98aj169fK86SnhvzIUSmwABCIiIiIiKifEIzsxrw9q7N3CoF8/r1a4wZMwZnz56V/Rpra2t4eXnB19cX77//PlQqFQYMGGC6gzQSUSmJvApIiouLQ0JCgkFZAN6lUqkwffp0XLx4US1LXFpaGv766y98/PHHRtlPbrt586Yk652xJScn4/fff8fAgQNNup/8qFWrVihdurTaneN79+6VBBBmZGTgjz/+UGvz8fFB5cqVZe3n5s2bGD58OJ4/fy772Ozt7VGrVi34+vqidevWCAoKwurVq2W/viDIjf4/txdGcqO8sCirh759eXJyMqZMmYIDBw7Ifo2lpSU8PT3RsGFDNG/eHOXLl9eZCVCX3r17Y+7cudmPIyMjcfr0abz//vtqzwsKCpIsnusqXwyIv1/W1tZ5tqhpyPf6p59+wuLFixWV53Rzc0O9evXQtGlTtGnTBn5+foiIiMjxdaKsqoZcK4g+B7nPs7S0NHqm5MJw40R+YOh5lJqaqvZYV1/95MkTjBgxArdv35a9fVtbW9SoUQONGjVCy5YtcefOHXz99dd6H29hY2hpSRHR4rAp9kM5M8W1jygTl5zP15AsxnKzmJnD+GGKz9Qcz1lDxi7NcQtgAFZBZw7X11Rw2NraQqVSyRo3RZ+/ra2t0ccpfbJw5sZ8CJEpFO4rICIiIiIiogJEdCf3rl274OnpafJ9JyUlISAgQOuCpEqlgru7O6pUqQJPT09UqlQJlStXhpeXl1pZBiXBh3kpLwMIU1JS0LdvX0RHRyMqKgopKSlwcXHBiRMnjLYPCwsL9OvXD9OmTVNrv3r1aoENIBRlHzSFHTt2mGUAoZWVFfz8/LBhw4bstkuXLuHRo0eoUKFCdtu5c+ckwX85BS9luX37Nj7++GOtGSNtbGyy+xgPDw94eHjAy8sLFStWVAs4CgoKUvJfyzNKFmBEpZd2796NihUrGvGIcpeoTzX2hLmx+vKMjAwMGzZM5xj23nvvScbAqlWrqi3qh4WFKd53lq5du2L+/Plqi7J79+6VBBBqli92dnZG8+bNdW5b9P0aPHgwJkyYoPfx5oXly5djxYoVWv9eokQJVK1aNbsP8fT0hLe3N0qUKKH2PLlBHKJyk4aUWZf7WtH1oI+PD7Zv3673vsl09Mmkm0WURVlb1pUXL17A398fkZGRwr9bWVnBw8MDlStXzh5Ds/qsdwM7lGRXFZ0Dhvx/8yNR/xgfH29QSdS4uDhJmzHKWJJy2j5fQ8j5fEXXJ4bsV+55Zw7jh7HHZkD8mdra2hq0zZwo+Z1gCm/evNE7Q5jo+2jK7IPM2GVa5nJ9Tcop6adsbW3VrmkNHfPkfp9E4/yqVavQrFkzvfdvLLkxH0JkCgwgJCIiIiIiyidEE2m5VY5h/vz5wuDBBg0a4NNPP0XTpk1llbkRlRTKj0QT3Lm1IGpjY4Nbt26p3cEaERGBFy9ewNnZ2Wj7qV69uqTt3exyBUlqaqok6x0A/Pbbb6hRo4be2z1//rwkw96DBw9w5swZNGnSRO/tFlS9e/dWCyAE3gYwjR49OvuxZvniIkWKoEuXLjluOyUlBV988YUkUMLCwgI9evRAr169ULt2bbWAZG3yop/RJ2uMkkA2Uf9f0EuniQJFjb24KNqePiXN161bJwwerFatGgYOHIj3339fVjCJId/NEiVKoG3btmoZEIODg5GYmJgdmBAeHo6LFy+qva5Hjx45Zn3Jy+sLYzl//jxWrVolaS9VqhSGDBmCtm3bwt3dXda25GYq0VwYBSArs4o2csdgUTnqgt4fFGapqalISkrSK9gkJiZGMr5oy0g9bdo0YfBgu3bt4O/vj4YNG8oKUlPST4kWZQvbd1HUP0ZHRxsUQCgqLa2rzDyZjuh916f0d06v19yPqMzhu6XKlRIFuImYw/ih7Zw1RFRUlKRNdA2gjT7BgHlV/SBLXFyc3nMPMTExao9LlCgh6zccoN97VVDmmAoic7q+Nnemns8oXbo0Hj16lP04MTERycnJemXAVRJ8mJ9/5+bGfAiRKbBOARERERERUT4hmsB9/PixyfcbERGBnTt3StpHjBiBX375BR07dpQVPAgYtjCSm8qWLStpe/HiRa7t39XVVdJ27Ngxk+83rzMd6OvIkSOShQoPDw+DggeBtwGyognxwpSlQ4nKlSvDx8dHre3gwYPZ/05KSsJff/2l9vf27dsLAww0HTx4UBKkbG1tjbVr12LevHlo2LCh7IUnU/czovKq+pSsUbKYWaZMGUlbbvT/piRaCBL1vYYQbU/pAlRSUhJ++uknSXuvXr3w22+/oXv37rIDSQz9bmpm80xISFDLTvvHH39IFn969uyZ43bz6vrCmFatWiUZw7y9vREUFIRBgwbJXtxMT0+XHYghCsS/ceOGrNeKhIaGynpeyZIlJeXdnj17xgw8+dj9+/f1et2tW7ckbaLMsxcvXsSpU6ck7d9++y1WrlyJFi1ayM5wp6SfEo1N9+7dk/36d6Wnp+PUqVN4+PChsPxlXhGNI4ac54D4XH83mzPlHlFA7s2bNw3apujzLV++vNrjSpUqSZ4jOt/levDggaznmcP4ITpnDf1MRee85meaRfQ7QZ/319CgR0PpO26Fh4dLgmK0ZUwvLO9VYWZO19fmJC/mM0T9gL7jnpL+KT/Po+TGfAiRKTCAkIiIiIiIKJ+oU6eOpE0z05ASSUlJuHXrVo53b/7xxx+SyaTq1avrVdrw4cOHkrb8GLTm4uIiyRTz9OnTXNt/rVq1JG3btm3T665gbUQLKaVLlzba9nOTqHxxnGEvQAAAIABJREFUt27djLJtUfDN4cOHzfZO9t69e6s9vn37dnZZ1iNHjkgydcotX6yZuRAAPv30U0l5VjlEZWKNee6Isrnpk9VOycS1sfv/xMRE3L59O09LOj179kztcdGiRbVm1tJXuXLlJIGnmvvNSXBwsCQ7j4uLC2bNmgULC2VTp4aOgc2bN5e8R4cOHcr+9759+9T+VrduXXh4eOS43Vq1akm+15cvXzZofL537x4iIyONeu5pExERgdOnT6u1qVQqLFy4UJh1Qpfw8HDJ4rW298HHx0fyvoWEhOj1f37z5o3sAAcbGxtUq1ZNrS0hIcGgAImnT5/i8ePHei0eUs6uX7+u1+uuXr0qaRONB6Ix9IMPPkCfPn0U71PJGFq7dm1Jm74L9ffu3cPgwYPRoUMH1K5dG23atMG6dev02pYxid7vS5cu6b29iIgIyYKxk5OTMCMdmV7dunUlbYZ8vgBw5coVSZunp6faYy8vL8n1ybVr1/QadzMyMmQH15jD+FG2bFlJAMbDhw8NCjK7fPmypE3zM80i+p2gTyWDvA5wMfW4BUB4Ha3Pb6rw8HDFr6Gcmdv1tTnJi/mMmjVrStpE46UcSvon0ThvyDxK1phrjCyGuTEfQmQKDCAkIiIiIiLKJxo0aCBpO3LkiN5ZOnbt2gU/Pz/Ur18fjRo1Qs+ePbFw4ULJ8+7evStp69ixo177PHPmjKQtPwYQqlQqSSaQiIiIXDvWli1bStpu3LiBbdu2GW0fO3bskLQZmrEvL7x48UKYdcdYAYQ9evSQLG6kpqYiMDDQKNsvaLp06SIJrs3KOvjnn3+qtbu6usou9Xznzh1J2wcffKD4+OLi4oQTysY8d0VlKJVmlktJSVF0x33Dhg0lbcHBwXov1gYGBqJbt26oX78+fH190bNnTyxdulSvbekjPT1dktXVFNmXLCwsJBlinj17pmgBSvTdbNOmjeyMmO8SjYFKjsXS0hI9evRQazt+/DhSU1Nx8+ZNSeYvzYBfbezt7eHt7a3W9vr1a8mioVzR0dHo0aMHmjdvDh8fH3Ts2BGDBg0yWYaYe/fuSd5HDw8PeHl5Kd6Wks+oWLFikkWpJ0+e4J9//lG83z///FNRCT5Rn/BuRlilRo8ejbZt28LHxwetW7dGQEAAzp07p/f2SJ1mdl65NMdVAGjatKmkTdRP6XOtnpGRIfz+ahtD69atK8lic/z4cb3Gpn///Tf73+np6Xjy5IniAAVTqF+/vqQtKChI799fomBP0flMuaNChQqS7ES3b9/WO+AkJCREcrOAk5OTZDyytbWVjB/R0dF6jbt///23ogA1cxg/NM/bzMxM7N27V69tJSUlCd8fbeetMX4nPHv2TFiSPjfpO2798ccfkjZtvwdFmXH1ydatbxAS6WaO19fmIi/mM0TXr5o3v8mlpH+qX7++ZD7v3LlzegcAHj16FD169ECjRo1Qv359dOvWDdOnT1e8ndyaDyEyBQYQEhERERER5ROenp6Ssg8RERF6TYanpKRg06ZN2Y9jY2MRGhoqLEUsmrzWZ0HvypUrwjs980u2Ak1VqlRRe5yamiq7PJShOnToAHt7e0n7vHnz9J7Mf9fWrVsln4VKpULr1q0N3nZu2717t+Ru9rp162otK6WUq6srGjduLGkPDAzMl8Gvpla8eHG0b99ere2vv/7CmzdvcPLkSbV2UfClNqKMjvr0M7/++itSUlIk7cbsZ5ycnCRtSks2HjlyBImJibKfX6VKFWEgnD6T7pr9/6tXrxAaGirsc0zl/v37kuCLypUrm2RfmttNTk4WZgLUxlhj4OPHj3H48GFJu9IgFM2snnFxcThz5gyCgoLU2u3s7NCpUyfZ223Tpo2kTVS6WY6NGzdmn4cpKSkICwvD8+fPZZd6Vkpz8QXQ7zNKS0vDL7/8ImnX9Rn5+/tL2latWqUoMDQpKQnr16+X/XxA/Hlt375dr6yiJ0+ezA68Tk9Px9OnT3Hx4kVhiU3Sz6lTpxRnSDp//rwkiKlatWrCrFeifko0VuUkKChIeD5pG0MdHR0lmaWioqJw5MgRxfsWBZ00atRI0iYqu2dKHh4eknMhKioKe/bsUbytxMRE4Q08ohuHKPeI+tMNGzbota2NGzdK2lq0aCH83nbt2lXStmXLFsX73L59u6Lnm8P40bZtW0nbtm3bhL8RcrJr1y5JJupy5cqhatWqwucb43fC/v37FT0/i9LM2LrcvXtXLbBbjvDwcJw4cUKtrVSpUsLAIcA471VkZCTOnz+v6DWAcd+rwsocr68LGn2/x3kxn1G/fn24urqqtYWEhCgOAL5586aiTMH29vaSgO+EhARs3bpV0X6zvJsdOz4+Hrdv39brxsLcnA8hMjaOoERERERERPnIwIEDJW3z589XXOJmzZo1ePTokVqbtbW1MGubKKhEaVaG+Ph4fPXVV8K/5dc7gkUZR/Qty6ZU0aJFMXjwYEl7amoqxo4di3nz5um1yJOeno41a9bg22+/lfytVatWeO+99/Q63rxkyvLFWURleJ88eSJZIDEXmlnNrly5gl27dknOZbnliwHj9DM3btzAqlWrhH8zZj+jGcgNvM0GKDegNDk5GcuXL1e0T5VKJez/582bp7gk78qVK/HkyRO1Nm39v6mI+lJTZWASZe9V0peLAuuVZFsA3vbd06ZNE34PlS5mV6xYUfJ/Cg4OlgQnagtE1+aTTz6RZKM4c+aMcMFPl9u3b6sFqGZR0h8oJfqM7t27pzg4c/ny5cJMbro+ow8++ECSvers2bPC90Cbb7/9Vlg2VpeGDRtKSoHFxsZqvdbS5s2bN8Jrgvfffx/Ozs6KtkXapaenY+bMmbKfn5ycjBkzZkja+/btK3y+6BxQOoY+e/YM3333ndbj0ebTTz+VtH3//feKMqIdO3YMISEham0NGzYUjrfW1taSNs0bSYxN2+8vpePvggULJOOvo6OjMJCMcs+AAQMkAX579uxRHAgbFBQkzFT3ySefCJ/fpUsXSTDOsWPHFN0ccvjwYQQHBys6TnMYPzp27Ihy5cqptT18+BBLlixRtJ3w8HAsWrRI0t63b1+twcyifktJhsfo6Gi9g56srKwkbYb0j7NmzZJ9nZqZmYnp06dLAs579+4t7LeBtzfqaf7t+vXriua2lixZoteNYsZ+rwojc7y+LmhE32M550NezGdYWFgIr2O/+uor2f1Menq68Po4J4MGDZK0rV69WnGp9sDAQMn1KqDf79zcnA8hMjYGEBIREREREeUjPXv2lEzIx8bGYvDgwZKAQG327dsnDLLp06cP3NzcJO2iTCd79uyRvb+XL19i8ODBuH37tvDvSUlJsraT20STN7kVQAi8Xaz08PCQtGdkZGDTpk1o06YNFi1aJCuQJSIiAoGBgfDz88OSJUskE4PW1taYPHmy0Y49t1y4cEEyKWxlZaUo65Yc7du3F06gK834UVg0btxYra/IzMzEsmXL1J7TsGFDRSVYRN/1NWvWyJ5MDgkJweDBg7XeBW/MfqZ27dooVqyYWtvDhw9lLWikpKTgiy++EJaGz0nv3r0lCymvXr3CoEGDZGe22rNnD9asWSNp79u3L8qWLav4mPR148YNSZupJsxF2xXtXxvRGHj8+HFcvnxZ1uvj4+MxevRorWW3lGRuyKK5SLFv3z7JwpzShYySJUviww8/lLTPmzdPWHJT5OnTpxg1apTkvC1TpgwCAgIUHY8Sos8oNjYWmzdvlvX6jIwM/Pjjj1i9erXw77o+IxsbG3z55ZeS9u+//x6rV6/WuRCXlJSEr776Cjt37pR1nJpGjBghaTtw4ABmzZolaxE8qz/SzK6sUqkwduxYvY6JtDt9+jRmz56dY/acpKQkjBw5UvK5VKhQQWtZctEYunnzZtnl2e7fv4/PPvtMmA0Y0H0OdOzYUXIDypMnTzB27FhZ/VtYWBimTZsmaR8wYIDw+UWLFpW0xcTE5LgfQ/To0UPy++v169cYOHAgnj59Kmsby5cvx7Zt2yTtw4cPF5bxpNzj4eEhya4NAF988YXsksLHjx8XjgWtWrWSlOLMUqxYMQwfPlzSPmPGDFn7vXz5svDckaOwjx9WVlbCgJGNGzdi7dq1srYRHh6OgQMHIiEhQa09p2uaJk2aSIILz507JyuI8PXr1xg5ciSioqJkHaMmzd8ngGH94507dzBhwoQcf49lZGRg+vTpkmtdBwcHDBkyROvrrK2t4evrK9nW3LlzZWWaW7duHX777bccnyeSF2NJQWOu19cFib7f47yaz+jfvz9Kly6t1nb79m2MGzcux34mPT0d06ZNw9WrVxXvt2XLlvD29lZrS0lJwfDhw2UHEZ45cwZz5syRtLdu3Ro+Pj6Kjyk350OIjI0BhERERERERPlIkSJFsGjRIlhaWqq1h4WFoU+fPti8ebPWiZeYmBh89913mDRpkmTCzdnZWetkf7t27SRtiYmJGDBgAC5cuKD1WOPj47Fp0yZ07txZZ4mJuLg4rX/LS1WqVEGJEiXU2kQlmE3Fzs4OP/zwg3BSEHg7ebtu3Tr4+fmhadOmGDx4MP7zn/9g8eLFWLp0KWbOnImxY8eiU6dOaNGiBWbMmKF1km/y5MnCCeL8TpR9sFmzZkYvk2lraysMSjxx4oTi7DOFgUqlkgQnaWYaUhq8JFq4vX79OoYPH47nz59rfd3jx48xe/ZsBAQE6FxsM2Y/Y2Njg1atWknaFyxYgBUrVmjtg//++2/06tUruwy50jKMtra2WLhwoaRU0f3799GnTx9s3bpV676jo6Mxd+5cTJ06VbIgV7ZsWYwcOVLRsRhKc+woXbq0yfqgqlWrSjL86Bq7NLVu3VqS3SEjIwPDhw/HsWPHtL4uOTkZgYGB6Ny5s87n6ZNNtlOnTmpjg+b55+bmJlmQlWPixImS0kmpqamYOnUqpk6dqjVQJj09Hfv27cNHH30kvLlg2rRpJg2QqVixIqpUqSJpX7x4MX766SetmVIyMzNx8uRJ+Pv7Y+XKlVq3n5ycrHNRq2vXrsISpEuXLkXv3r2xa9cuREREICMjA2lpaQgPD8fmzZvRuXNn/O9//5PxPxRr3749evToIWnftm0bAgIChBkysly6dAl9+/bF0aNHJX/z9/eXZKci4/jll18wdOhQrUHfly9fhr+/P06dOqXWbmFhgVmzZmnN4iQaQ58/f44BAwboLEkXFRWFZcuWoUePHjpLu+vqpywtLTF//nzJb5NTp07ho48+0ho8nZGRgb179+Kjjz5CdHS02t9at24t/P0BQHiNd+LECUmQjzFp+/314MED9OrVCzt37tSa8efBgwcYNmwYVqxYIfmbj48PPvvsM5McMynzzTffSG7SSEhIwLBhwzB//nyt15GxsbGYN28eRo4cKblZxdHRMcfMo/3790f16tXV2hITE7O/M6Lsn2lpadi0aRMGDBggO0hYkzmMHwEBAWjWrJmkffHixRg5cqTWPi81NRW//vor+vTpI+mrVSoVZs2apTPDs4uLC2rXri1pnzRpErZv3y4MfMrIyEBQUBD8/Pyy33t9yrVrzl0AyrIfigQHByMgIEDrjZT37t3DZ599Jgzkmzp1ao4lb0Xj19GjRzFu3DjJ2PDuPj///HO17JBK3y8HBwfJmHrhwgVERkYq2k5hZq7X1wWJ6JpIzjmfV/MZxYoVE2YQPHLkCPr27as1OPDevXsYMGAA9uzZo2h/WVQqFRYuXCj5PRoZGYmAgACsWLFCa+bsN2/eYOXKlRg6dKhkTC5WrJgw0FWO3JwPITI2ae5TIiIiIiIiylO+vr6YOHEiFi5cqNYeGxuL7777Dj/88AOaNWsGd3d3ODg4IC4uDjdv3sTZs2eFE0HW1tZYunSp1qCr6tWro02bNpIyTk+ePMEnn3yC6tWro169eihdujRUKhWio6Nx69YtXLx4UZiFKC0tTe2uWF3BQXlJpVKhbdu2apOPV69eRVxcnDAbnSl4eXlh/fr1GDp0qM7F26ioKMlis1yDBg0qkIuXCQkJCAoKkrSbqgxr1gLxu9LT07Fjxw6MHz/eJPvMz3r27IkVK1YIs0MULVoUH3zwgaLt+fv7Y+PGjZJFm9OnT6Nt27bw9fVFtWrV4OjoiJSUFLx48QLXrl1DaGio5Bi8vLwkGU+NHeg5atQoHDhwQC1LS2ZmZnaGoRYtWqBChQpQqVR4+vQpzp49KwmsGj58uNaMDNo0adIE48ePl5Rge/XqFebMmYOlS5eiWbNmqFChAhwcHPD69WvcvHkT586dE/b/NjY2WLZsmdGDbnWJjY3FtWvX1Nratm1rsv1ZWFigTZs2+P3337PbLl++jPj4eFklfsuUKYOPPvpIkjkqJiYGw4cPh6enJxo2bAgXFxdYWlri1atXuHv3Ls6fPy8JaClevDiKFy+uFoinz3cz6xzTlnWlV69eei08Fy1aFD/++CP8/f0lwRK7d+/G3r17Ubt2bdSsWROlS5dGWloaHj16hLNnzyIiIkK4zf79+6NLly6Kj0WpUaNGSfrijIwMLFy4EBs3bkSTJk3g7u6OIkWK4M2bN3j48CHOnz8v6XNUKhUqV64syej4/PlznVlVv//+e/Tt21cSkBAaGorp06cDeBtolZmZKQwecHV1hYWFhaS8qWbAsKb//Oc/uHXrliSLRUhICPr27YuKFSvC19cXzs7OsLS0REREBC5cuKA1K3StWrUUl7EkZU6ePIkOHTqgQYMGqFmzJhwdHfHy5UucP39ea3bUMWPGoGnTplq32b59e+HYFxoaii5duqBevXrw8fFBiRIlkJ6ejpcvXyI0NBRXrlyRZBvz9PREWFiYWntO/VSDBg0wfvx4LF68WK399u3b6N+/v9r3EHj7G+LMmTPC7bq5uWH27Nla9+Xi4gI7Ozu1zEXh4eHo1asXOnbsiGLFiiEmJgbdu3eXZJsxhLbfXzExMfj666+xaNEiNG/eHO+99x7s7OwQFRWFkJAQyXiXxc3NDatWrRKWH6TcV7p0aSxbtgwDBw5Uu15KTU3Fhg0bsHXrVjRu3BiVK1eGo6MjYmNjcefOHZw9e1YYRGNjY4Ply5cLs/trPm/ZsmXo27evWrBUamoqli9fjk2bNqFly5Zwd3eHSqVCeHg4jh8/jlevXmU/V6VSwcvLS1ZW+ncV9vHDwsICixYtQp8+fSRj6+HDh3HkyBHUqlULtWvXRqlSpZCYmIjHjx/j5MmTeP36tXCbEydOlHXNOnbsWEkGxJSUFHzzzTdYu3YtmjdvjnLlyiE9PR2PHj3C6dOn8eLFC7Xn6/M7QVSWdP/+/YiOjkajRo1gYWGByMhIfPnll7CxsZG93StXrqBnz56oVasW6tWrh5IlS+LVq1e4fPkyQkJChL8H+/Tpgz59+uS47V69emHdunWSssUHDx7EsWPH8P7776Nq1aqwtbXFy5cvcenSJUkW8MaNGyMpKUnnTauaVCoVypcvj/v372e3xcXFoU+fPujSpQucnJwQGxuL5s2bo0mTJrK3W9iY6/V1QSE659etW4ewsDDUqFEDGRkZePPmDaZMmSJ5Xl7NZ3Tq1AkhISGSTJbXr19Hnz59ULNmTdSvXz+7n7l06RIuXbqk1s94e3vj5s2bivbr5eWF2bNnY8qUKWrbSkxMxPLly7Fu3To0btwYHh4ecHJyQkJCAu7cuYMzZ84Ib1JRqVSYN2+e8DPISW7PhxAZG3+9EBERERER5UNDhgyBvb095syZI8l48ebNGxw6dEjWdooVK4aVK1eiQYMGOp83a9Ys3Lp1SzLxBrydvJNT2rdhw4ZYsmQJvvnmG7VgxOvXryMxMTFflu/q2rWrWgBheno6zp49K7xT3lTq1auHwMBATJo0SXZ5DTmKFCmCqVOnmrSspCkdOHBAMpFXtGhRk0281a1bF5UqVZKU6vrf//6H0aNHm90CsJubGxo3bowzZ85I/vbBBx9ozZypjb29PRYuXIihQ4dKFmLT0tLw999/4++//9a5DZVKhX79+mHKlCnw9fVV+34oyTgnh6enJ0aPHo0ffvhB8reoqCi1YDWRjz76CKNHj1Y84Q68nai3t7fHd999J+n/4+PjZWcasbe3x8qVK7WW1jOVs2fPShZ4TBX4m6Vr165qn0laWhr++ecftGnTRtbrv/jiC4SEhAiDe+7du6czw1cWb29vLFu2DD///LNaMOLz58/x+PFjSQnQnPTu3VsYQKhSqYRZheTy9PTEjh07MGLECMkiUUZGBkJCQnRmJnpX//79cy2YoFOnTjh58qQwM+3Lly/xxx9/5LiNEiVK4Pvvv0diYqJksfT8+fM6FzhLliyJLVu2YMSIEVqvibSVhXRzc8PmzZsxfvx4yXVWTgv8dnZ22LJlCyZMmICTJ09K/h4WFoawsDCd28jSoEED/Pe//1UUVEDyjBgxAoGBgdmZcjMyMvDPP/9ozc6XRaVSYfTo0TlmibW0tMSiRYsQEBAgCf7NzMzEhQsXZI2DnTp1wty5c+Hv76+WtVrOa4cNGwZra2ssWLBA0sfL/R6WK1cOmzdvlpQLfpdKpULLli1x4MABtfYHDx6ojakuLi5GDSAE3v7+KlasGObOnSsZf2NjY/Hnn3/K2k6NGjWwevVqScY7ylsNGjTA5s2bMXr0aElW65SUFJw4cQInTpzIcTslSpTAypUrUb9+fVn7dXd3x8aNGzFkyBBJ0E1cXBz27dun8/Wff/454uPjFQcQmsP4UbJkSWzfvh0jR46UZLbKzMzElStXcOXKlRy3Y2lpia+++kr27+ZmzZqhT58+wixoT548wY4dO3S+fvz48ejcubPi3wk1atSAs7OzJBjx7NmzOHv2bPbjDz/8ENWqVdO5rU8++QSnT59W+w5cvXpVVvnQDz/8UGcg+LtsbGwwd+5c4W/A5ORkBAcHIzg4WOvra9asieXLlwvLgeekdevWagGEwNvr8vXr12c/TklJMesAQnO9vi4oGjduLLmpAgD++uuv7CyBwNvrUAcHB7Xn5OV8xrRp05CWloZffvlF8rdr165pvfkCeFs9Z8GCBfDz81O8Xz8/P9jZ2WHKlCmSucSkpCQcO3ZMZ+WALNbW1pg/fz46duyo+BiAvJkPITKmwhGCTUREREREVAj17dsXmzdvlpQ9kqtBgwYIDAyUNSHq7OyMzZs3o0aNGor34+TkhBkzZuDnn3+Gs7OzJFglNTVV1mJMXvD19ZUs7mlmYswNHh4e2LFjB2bOnAkXFxeDt9exY0fs2bOnwAYPAuLyxW3btlUcuKZEz549JW2RkZE4fPiwyfaZn2krU9y7d2+9ttekSROsXLlSWH4rJ5UrV8bGjRsxY8YM2NjYoE6dOmp/DwkJ0VoGS18jR47E119/DVtbW9mvsba2xqRJkzBnzhy9MsRlCQgIwIYNG/QOjmjUqBECAwPRuHFjvY9BX5qT8q6urjkGsRuqSZMmKFWqlFqbqPSeNvb29li/fr1e71fRokUxZswYBAYGolKlSsKATX36kAYNGggzHvj6+ioORtTk6emJnTt3omfPnpKSnXKULFkSCxYswIwZMwz6nis1Z84c9O/fX/E+VSoV/Pz8sG/fPrRq1Qp16tSRbEPOZ+Ti4oIdO3Zg5MiRssYilUoFf39/7N69G+XLlxcugMpZ4CxevDjWrFmDcePGycqqqcna2hojRozAxo0bJYuLZBweHh7YsmULqlatKvs1ZcuWxZo1azB69GhZz69atSo2bNig1/nv6uqKpUuXYtmyZbC3t5f0U0+ePJGV6WXgwIFYvXo13N3dFR9Dx44ds8+FnHz55ZdwcnLS+RylwVRyffzxx9i4caOizzJLkSJFMHr0aGzfvl1nkCTlnawbt1q3bq34tSqVCp07d8a+fftkBw9m8fb2xu+//473339f0f7GjBmDcePGKT3UbOYwfjg7O2Pr1q0YMGCAXkFDNWvWRGBgoOLfzXPmzMGIESMUXUcVK1YM8+fPx+eff670MAEAVlZWmDVrVo77lNOflylTBj///DMaNWoke/9OTk74/vvvMXfuXEUZ3po0aYINGzagbNmysl8DvA242bJli97fvZEjR+oMXgPkvVeFnbleXxcEJUuWxOTJk3N8nrbvcV7NZ6hUKsycORPz5s1TdP5WqlQJW7Zsgaurq177Bd5m7f7111/RsGFDvV7v7e2Nbdu2GZRhPy/mQ4iMiQGERERERERE+ViDBg3w22+/Yfny5WjZsmWOE2rW1tZo3bo1Vq9eja1bt8LT01P2vsqXL58dxFa5cmWdz7WyskLt2rUxdepUBAcHo3///tmTyF27dpVMKG/cuFH2ceQmCwsLSSan4OBgYSlQU7O2tkZAQACOHDmC1atXo3v37jmWxXpXlSpVMHz4cBw8eBA//vgjKlWqZMKjNa2s0jiaTH3Xbo8ePYSLIdu3bzfpfvOrDh06SMp5u7u7GzT52bJlS+zbtw9Dhw7Nsaxu0aJF0bJlSyxduhR79+5VC4bW/C6kpqZi69ateh+XNv369UNQUBA+/fRTncG9dnZ26NmzZ/b/zRh8fX2xe/du/PDDD2jRokWO/b+NjQ3atm2LtWvXYsuWLfDw8DDKcSiRkpKilg0BeHtemTrIzNLSEt27d1drO3TokLDsoDalSpXCpk2bMH/+fNSsWVPncy0sLFCtWjWMGTMGf/31F0aPHp29UCUKdN6yZYvW7Bm6iIJ4tQX2KpWVLeTPP/+Ev78/ypUrl+NrvLy8MG3aNBw8eFDyfucGS0tLzJgxA1u3bkWbNm1yXEB3c3PDxx9/jL1792LhwoUoXbo0gLeLOJqLSkeOHJFkZBSxsbHBuHHjcPz4cfznP/9Bhw4d4O7uDjs7O1hZWcHZ2Rl16tTBmDFjEBQUhNmzZ2cvnGlmD7GwsECRIkVk/99HjhyJI0eOYPTo0fD29s7xvCpTpgwGDx6M/fu4p9xkAAANmUlEQVT3Y8KECYVmMTW/8vT0xK5duzBx4kSd41uVKlUwffp0HDp0CC1btlS0Dx8fH+zZswfjx4/P8ZwtUqQIfH19MXfuXBw8eBCdO3fO/pvoekrutXrLli2xf/9+zJo1C3Xr1tV5HtrY2KBNmzb45Zdf8OOPP8LR0VHWPlxdXbFr1y6di7+mDPpo1KgR9uzZg6VLl6JZs2Y5nqcVK1bEqFGjcPToUYwZM4bnWj7n5uaG1atXY+fOnejatWuOwaolS5aEv78/9u7di6VLl2aPJUqVKVMGP/30E9atW4fmzZtrDcBSqVRo2rQptm/fLjvAWBdzGD9sbW0xbdo0HDp0CJ9++mmOgcq2trbZ18y7du3S6yZKCwsLTJgwAXv37kXv3r11fo8cHBzQv39/HDhwwKAs0gDQpk0brF+/Xmcwudz+0cXFBT///DNmzZqlc0xxc3PDmDFjEBwcLLzhTo5GjRph//79mDRpEry8vLQ+z8LCAk2bNsWmTZuwaNEig24etLe3x44dO9CuXTutzzFVMHpBYs7X1wVBQEAAFi9eLLlZ7l26zvm8nM/o1asXDh06hOHDh+vMylyiRAmMGTMGu3fv1qtksCZvb29s3boVGzduRMeOHXMMYrS0tESTJk2wZMkS7Nq1Cz4+PnrvO6/mQ4iMSZX5biFwIiIiIiIiytdSU1Nx5coVPH/+HDExMYiLi4OdnR0cHR3h4eGBatWqGW2C//nz57hy5QoiIyMRFxcHGxsblCxZEs7OzvDx8dEri0F+9OzZM7Rr106tVNmqVasUlcr98ssv1UqAjB49GmPGjDHK8b18+RJhYWF48uQJYmNjkZSUhNTUVNjZ2cHBwQHly5dHlSpVcgzGIspvMjMzcffuXYSGhuLVq1dISEiAvb09SpQogfLly6NGjRr5qnR0ZmYmrl+/jrCwMERGRiI5ORkODg7w9PREnTp1TL5QkZKSgqtXrwr7f09PT3h7exvU/3/88ce4ePFi9uMFCxYoDhILDg7GqFGjsh9bW1vj6NGjuVLG8fHjx+jQoYNaoN7atWsVB+hkiYqKwuXLl/H8+XPEx8fDwsICJUuWROnSpeHj45NjwEFB9ODBA9y9excxMTF49eoVVCoVHBwcULZsWdSqVSvfjTMJCQm4cuUKwsPDERsbi/T0dDg5OaFUqVLw9vY2OFOjsTVv3lytfGWpUqVw+vRpvbcXFRWFa9euISoqCjExMUhLS4O9vT1KlSqFGjVqyMr0RsoFBgZixowZam2a/WVaWhouXbqEW7du4fXr1yhSpAhcXFxQq1atHLMhKfHw4UNcv34dUVFRiI+Ph52dHUqWLAlXV1f4+PjkygJ6bGwsLl++jJcvXyI6OhqZmZlwcnJC+fLlUbduXYOP4cGDB7h8+TJevHiBtLQ0FC1aFC4uLvDw8NArS6A+kpKScOnSJbx48QLR0dFITEyEvb09XF1d82VfQ8pkZGTg+vXrCA8PR0xMDF6/fg07OzuUKlUKXl5eqFKliqJsa3LFxMTg8uXLCA8PR1xcHGxtbeHm5oa6deuaPIOlOYwfYWFhuHPnDqKjoxETEwMrKys4OTmhcuXK8Pb2VpSRS4709PTszzMyMhLp6ekoUaIEKleuDB8fH6P/psnIyMDVq1dx69at7CzsxYsXh6urK6pVq6aWwev06dMYOHCg2uvHjRuHkSNHZj/OzMzEtWvXcOPGDURFRcHa2hqlS5dGzZo14enpafTgl/DwcNy4cQORkZGIjY1FsWLFUKFCBdSuXdsk15vPnj3DxYsX8ezZMyQnJ6No0aIoXbo03N3dUatWLQb3vMPcr6/zq5SUFFy6dAl3795FbGwsLCws4ODgADc3N9SoUUNngGGWvJzPyMjIwK1btxAaGoro6Ojs71XVqlXh4+OjV1Z8udLT03H9+nU8fvw4e5y3tbWFg4MD3N3dUaNGDdjZ2RllX3k5H0JkLAwgJCIiIiIiIrM3YcIE7N+/P/txx44d8eOPP8p+vSkDCImIcoMxAgjHjh2LgwcPZj/u3r07FixYYLRjVLr/Ll26YMmSJbm2fyJt0tPT4ePjo3azgre3N/bs2ZOHR0X6kBNASERElF/ICSAkKoh4fU35TV7PhxAZA0sYExERERERkdnTnFA/fPgwIiIi8uhoiIgKnufPn+Pw4cPZj1UqFQYNGpSrx6DZlx86dAgvX77M1WOgwmXbtm3YsGEDjh49irCwMLUFSiXu3Lkjea2np6cxDpGIiIiIqMDg9TUVRvlhPoTIGPJPHRgiIiIiIiKiPOLj44PWrVvj6NGjAN6Wntu+fTvGjRuXx0dGRFQw/Prrr2oLOB06dIC3t3euHkPdunXRokULnDhxAgCQmpqK7du3Y/To0bl6HFR4XLp0SS2Lib29Pf755x/FZbaCgoIkbTVq1DD4+IiIiIiIChJeX1NhlB/mQ4iMgRkIiYiIiIiIiACMHz8eKpUq+/HOnTuRkpKSh0dERFQwJCcnIzAwMPuxpaVlngVga/blO3bsYF9OenN1dVV7HB8fj3///VfRNiIjI7F161ZJ+/vvv2/QsRERERERFTS8vqbCJj/NhxAZigGERERERERERAC8vb3RtWvX7McvX77Ezp078/CIiIgKhh07diAqKir7cffu3fOsfFSNGjXQqVOn7McvXrzArl278uRYqOATLUIuWrQIycnJsl7/5s0bjBs3DvHx8WrtNWvWhJeXl1GOkYiIiIiooOD1NRU2+Wk+hMhQDCAkIiIiIiIi+v8mT56MYsWKZT9eu3YtM1cREemQnJyMdevWZT92cHDApEmT8vCIgKlTp6Jo0aLZj9mXk77q1auHihUrqrVdvXoVAQEBuHLlis7XnjlzBv7+/rhw4YLkb1OnTjXmYRIRERERFQi8vqbCJD/OhxAZwiqvD4CIiIiIiIgov3BxccG4cePw3XffAQAiIiKwc+dO9OvXL4+PjIgof9q5cydevHiR/XjixIkoVapUHh4RULZsWYwZMwbz588HADx9+hS7du3Cxx9/nKfHRQWPhYUFZs6ciUGDBqm1X716FR9++CEqV66MOnXqwNXVFTY2NkhISEB4eDhCQkLw5MkT4TY///xzNGrUKDcOn4iIiIgoX+H1NRUm+XE+hMgQDCAkIiIiIiIieke/fv2wb9++7DufV65cie7du6N48eJ5fGRERPnL69evsXLlyuzH9erVg7+/fx4e0f/59NNPsW/fPly/fh0AsGLFCnTr1g329vZ5fGRU0DRr1gwzZ87EnDlzkJmZqfa3u3fv4u7du7K3NWTIEIwbN87Yh0hEREREVGDw+poKg/w8H0KkL5YwJiIiIiIiInqHpaUlFi9enF3KODo6GitWrMjjoyIiyn9WrFiBmJgYAEDx4sWxaNEiWFjkj+lGKysrLF68OLuU8cuXL7Fq1ao8PioqqAICAvDf//4Xbm5uer3e2dkZK1aswOTJk6FSqYx8dEREREREBQuvr6mgy8/zIUT64jeYiIiIiIiISEOFChUwc+bM7Me//PIL7t+/n4dHRESUv9y/fx/btm3Lfjxr1iy9F39MpVKlSpgxY0b2459//hkPHz7MwyOigqx169bYv38/Zs2ahbp16+a4UGlpaYm6deti9uzZCA4ORvv27XPpSImIiIiI8j9eX1NBVRDmQ4j0ocrUzAtLRERERERERERERERaxcfHIzQ0FI8ePUJcXBwSEhJgZ2cHBwcHVKxYEV5eXnBwcMjrwyQiIiIiKhB4fU1ElLcYQEhERERERERERERERERERERERERkhljCmIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgMMYCQiIiIiIiIiIiIiIiIiIiIiIiIyAwxgJCIiIiIiIiIiIiIiIiIiIiIiIjIDDGAkIiIiIiIiIiIiIiIiIiIiIiIiMgM/T866dXv9YaLAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2400x1170 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_lr4=run_shap(X_train2, X_test2, lr2, model_type='linear', explainer_options={}, get_shap_values_options={}, overall=True, savefile='../test_data/epistasis.lr2.shap.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Regression Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_diabetes\n",
    "from sklearn.metrics import r2_score\n",
    "data=load_diabetes(return_X_y=False)\n",
    "X=pd.DataFrame(data['data'],columns=data['feature_names'])\n",
    "y=pd.DataFrame(data['target'],index=X.index)\n",
    "X=X.dropna()\n",
    "y=y.loc[X.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test=train_test_split(X,y,random_state=42,shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shap Interaction Size: (66, 10, 10)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<interactiontransformer.InteractionTransformer.InteractionTransformer at 0x139079370>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformer=InteractionTransformer(RandomForestRegressor(random_state=42),max_train_test_samples=100,mode_interaction_extract=int(np.sqrt(X_train.shape[1])), cv_scoring='r2',num_workers=8,compute_interaction_dask=False,use_background_data=False) \n",
    "transformer.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train2=transformer.transform(X_train)\n",
    "X_test2=transformer.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4570713796115583\n",
      "0.4938835227811301\n"
     ]
    }
   ],
   "source": [
    "rf_new=RandomForestRegressor(random_state=42).fit(X_train,y_train)\n",
    "lr_new=LinearRegression().fit(X_train2,y_train)\n",
    "\n",
    "print(r2_score(y_test,rf_new.predict(X_test)))\n",
    "print(r2_score(y_test,lr_new.predict(X_test2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x1650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_rf_new=run_shap(X_train, X_test, rf_new, model_type='tree', regression=True, explainer_options={}, get_shap_values_options=dict(approximate=True), overall=True, savefile='../test_data/epistasis.xgb.shap.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2400x2010 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_lr_new=run_shap(X_train2, X_test2, lr_new, model_type='linear', explainer_options={}, get_shap_values_options={}, overall=True, savefile='../test_data/epistasis.lr2.shap.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "interaction_transformer",
   "language": "python",
   "name": "interaction_transformer"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}