features.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "style.use(\"seaborn\")\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(\"data/train_age_dataset.csv\")\n",
    "test = pd.read_csv(\"data/test_age_dataset.csv\")\n",
    "sample_submission = pd.read_csv(\"sample_submission.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 488877 entries, 0 to 488876\n",
      "Data columns (total 27 columns):\n",
      " #   Column                           Non-Null Count   Dtype  \n",
      "---  ------                           --------------   -----  \n",
      " 0   Unnamed: 0                       488877 non-null  int64  \n",
      " 1   userId                           488877 non-null  int64  \n",
      " 2   tier                             488877 non-null  int64  \n",
      " 3   gender                           488877 non-null  int64  \n",
      " 4   following_rate                   488877 non-null  float64\n",
      " 5   followers_avg_age                488877 non-null  float64\n",
      " 6   following_avg_age                488877 non-null  float64\n",
      " 7   max_repetitive_punc              488877 non-null  int64  \n",
      " 8   num_of_hashtags_per_action       488877 non-null  float64\n",
      " 9   emoji_count_per_action           488877 non-null  float64\n",
      " 10  punctuations_per_action          488877 non-null  float64\n",
      " 11  number_of_words_per_action       488877 non-null  float64\n",
      " 12  avgCompletion                    488877 non-null  float64\n",
      " 13  avgTimeSpent                     488877 non-null  float64\n",
      " 14  avgDuration                      488877 non-null  float64\n",
      " 15  avgComments                      488877 non-null  int64  \n",
      " 16  creations                        488877 non-null  float64\n",
      " 17  content_views                    488877 non-null  float64\n",
      " 18  num_of_comments                  488877 non-null  float64\n",
      " 19  weekends_trails_watched_per_day  488877 non-null  float64\n",
      " 20  weekdays_trails_watched_per_day  488877 non-null  float64\n",
      " 21  slot1_trails_watched_per_day     488877 non-null  float64\n",
      " 22  slot2_trails_watched_per_day     488877 non-null  float64\n",
      " 23  slot3_trails_watched_per_day     488877 non-null  float64\n",
      " 24  slot4_trails_watched_per_day     488877 non-null  float64\n",
      " 25  avgt2                            488877 non-null  float64\n",
      " 26  age_group                        488877 non-null  int64  \n",
      "dtypes: float64(20), int64(7)\n",
      "memory usage: 100.7 MB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train.drop([\"Unnamed: 0\", \"userId\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Count of different tiers.\n",
    "fig, axes = plt.subplots()\n",
    "fig.suptitle(\"Tier Counts\")\n",
    "train[\"tier\"].value_counts().plot(kind=\"barh\", ax = axes)\n",
    "axes.set_xlabel(\"Count\")\n",
    "axes.set_ylabel(\"Tier\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Count of different genders.\n",
    "fig, axes = plt.subplots()\n",
    "fig.suptitle(\"Gender Counts\")\n",
    "train[\"gender\"].value_counts().plot(kind=\"barh\", ax = axes)\n",
    "axes.set_xlabel(\"Count\")\n",
    "axes.set_ylabel(\"Gender\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SaOCzpMzbysCD+ZjngffKXoez83PanZRVNDMz63UcjM07z5GCJyQtAyxKmn6rdtwgUqD1CnADcBjwFCkwOwB4KSJmkYKgU3MW6bukQAn+N+AaBRwTERuRpv62rzRISQsDxwI7AXsC0/LxkKZCfw+Mi4gPScW718vtFiVl1CqStBqwXUR8L4+9MZ+3/BzLA0vkJgHslp/TL0jZPDMzMxobGjrkq145GJt3fkvKTI0F/gKMiohKWyKfDywu6X7gHuDYiHiXlIEScEdEPAV8jjRFCXA88N2cRbqdFOC09CjwV0l3AoNpPbiZDDyQ+7uPFIwNyY9dwydTlpDWjU2Q9CApUPuYtCatkpeAqZIeIF1d+lY+72hgaH5djgFKW2/vA1yWX4cTSEGomZlZr9NQtLyE9XySVgK+EhFjJC0OPAssFxEz5uIc6wMLRsQdkr4A3B4RyxcZz4dvji/0YS1aDmnKnOJ/RbkcUutcDqm63lAOadrM1v6mq67o76v5B/Qv1A66Tzmkvn2K51baUQ6pw1JNf7jx/zokOPn5tpvWZXrMV1P2UJLWJk05tnRVRJxT4f5KxgMnSjqQdFXkocAWkg6qcOzpEXFDhfv/TVpHdjRpDdl+bezbzMx6qXpebN8RHIz1UBHxKLBxO88xlXRFZ0s3zcU53iZdmGBmZmYVOBiznq/g1EZ7FnsWnW6cXnD6prf9FVnvmig+w9KHzn0vu2Kn8z6NxabUik5TNrbjOXb26zOn6Dy+dWtewG9mZmbWhZwZMzMzs7rS0MkZ4q7mYMzMzMzqSj3vCdYRHIzNA5L6kvbWGkAqMzSxxeOvAiuR6liOiYjbC/QxEvggItq8eN7MzMzqn4OxeWMIsFBErNlRHUTEJR11bjMzs3rSFReWdCUHY/PGucAXJJ1HqrG4EOm1PTIi7mp5sKR+pELcw0j7d51CKnl0fER8U9JOwOERsZqkr5EKeL8JvJ2PO5RUB3IYKdN2vKQVgEtIO+T/BxiaSw19iqSFSLvsL0IKJM8i7b5/H7BKRDRL+iOpLuYb+fEppJqW0yNiZCvn/SypiPlAYOn8/P8i6ZvAccAkYCLwVEQcI+l3pNJQfYBTIuKaai+ymZlZT+SrKeeNfUkFv6cAf4+IDYHvAKOlijsU7wW8FxHrkwqC/4YU9CwnaQCwFdAkaSnSPl/Xt2i/HLAjsC6priPAH4DfRsQmpHJH1axACuI2BzYHDoqICaSSRBvkMWwC3EwKNEdGxAjg5RrnXQk4OSI2I9XK3E9SH+AMYKs8tmkAkrYCPh8Rw3NfR0hapMb5zcysF2hoaOiQr3rlYGzeWhkYCxARb5DqQH6mxnFTSIHc8qQC4ZsAywJ/JgVqG5AyVOWejojZeVPWaWXnfDDfvq/GON8BtpN0OXAkaWd8gAtIWbhtgZtybc0hEfFsG8/7FrCXpD8Be+fzLglMjoh3WpxjVWDNsnqb/YChNc5vZmbW4zgYm7eeIwVPSFoGWBR4v8Zxg0iBySvADcBhpAzV34ADgJciouVOoJV2BXwGWC/fXrfGOA8GHoqIXUnTk6U/F+4EVgd255Ni4eMlrdLG8/4auCwifgDcnc/7LjBI0pItzvE8cHeeSh0BXE3tzJuZmVmP4zVj89ZvgYskfRuYDxgVEbMltTzufOACSffn446NiHclTQAE/D4inpL0OeDENvZ9aO77ENLarGpbud8MnJnXpn0IzJY0ICJmSLoW2DQiSoHRvvm8H5HWqb1R5bzXACdJ+iXwOrBERDRJ2h+4VdIk0h8AL+YxbCzpPmBB4IacJTQzs16uK6YUJTUCZwNfBmYAe0bES2WPnw4MJy1JgjSL1A+4gvS7/E3gRxHx8dz27WBsHoiIV/kk47NdhceH5psjy+7+YYXjmkgL30v/HlJ2+5iyQ+8pu39wvrkusEdEvCRpT2D9KuO9G/hSK4/9lhRUlqwNbBMR70n6DSkga+28VwJXVnjoK8DwHOxdDoyPiGagUsFxMzOzrrAdMDAi1pO0LnAy/1ufeU1gi7zGGgBJZwBXRMQlkg4jrQk/dW47djDWc4wHxkj6GJgD7CHpbGCVCsduFRHTKtxfyTvAHTkzNgn4oaTrgcVaHDcpIioVFYf0V8TDeWyvAle1sW8zM+uFumhri+GkNcxExMOSvlp6IGfNvgCcny+uGx0RF+U2pQTGbfm2g7HeKiLGAl9tcfe+8+C81wLXtrh7h7k8xx+BP7Z3LGZmZh1oIVLSoWSOpL75YrYFgDNJW1H1Ae6W9M8WbaYACxfp2MGYdRsNffrVPqiCmQXbNTZVuk6ibX7//a0LtSu6TuKAS/5SqB3ADQd9asa8TWbPaSrUbsr0GYXatecv5dkF69wVvcJp0MABBVsWf31mzp5TqF3fPsWe5YxZswu1g+Kf86LtGrugzuGcgj8/in7OF11gvkLtAKbPrLbEuGt0UTmkycCg8mHkQAzgY+D00nowSXeR1paV2kzL3z8s0rGvpjQzMzNLe3RuDZDXjD1d9tiKwAOS+uSN24cDj5e3Ie0RWmsLqIqcGTMzMzNL20ttJulB0tZMP5J0EGmLqZvyHpoPk3YruCwins0Xtl0q6cfABGDnIh07GDMzM7O60hXTlHlHg71b3P182eN/IFW7KW/zDrBle/v2NKWZmZlZF3Iw1sNI2lDSavn29fn7qpI2zLfHSOrflWM0MzOrprfVpvQ0Zc+zOzAGeCoiSltQ7Ai8DYyNiJ26bGRmZmZt0EX7jHUZB2M1SBoJbEMqdbA0cDppR94vAYeQinrvQNqDZAKwPfBj0o7z35d0KfBIRJzdyvnvIdVvXAz4BqkUwxdIWcsjI+IeSeNIV2h8EfgA+D5pJ/xzy48l7XGyJbBGbvMoacfgkcBMSY+TakCuCvwL+HJETM0llOaQ9hM7Pz/XaaRyTuNbGfcxwEqkQuiLAgdExP2S3i5VBZA0Jo9xKOlqk/lJBdFPzLsVrwOclsf/BrDLXGxGa2Zm1iN4mrJtBkXE1qQ6kfuQgq9RwB7A4qRajuuQgtu1IuIsYD5JlwD9WwvEylwZEZuSsloTImJDUsB3Vn58fuDPETGctJhwL2DPlsdGxGOk3YN/ERGvAUTEG8AlwCkR8Wg+3yzgOlLGDNLVH5cBJwFn5OLdJwEn1Bj3xxExAti1bKytWTgivgl8i1QMHeA8YPf82t0CrFzjHGZm1gt4mtIq+Vf+/iHwXEQ0S5oI9CdlqK7M5YI+SyoaCimQeYiUmaol8vdVgQ1yxgigr6QlgFl5h32AB0l7mcxp5di2uhA4R9LzQETE+5JWBQ6XdCjpst5aOwHeRWr8rKTBFR4v/+Q/kb+PBwbm24Mj4rl8jtFzMXYzM7Mew5mxtmltK+X+wHYR8T3gANLr2ZAXyJ9GymCd3YYF86WtzJ8nZck2JgVc15CmJftJ+nI+5mvAs1WObeLT7+un7ouIF0nB0s+BC8r6PzSfc698zmrWBJD0JdI0I3msC+bn/MWyYyu9hm9K+kI+x6GStq/Rn5mZWY/jYKx9ZgNTJT0A/B14CxhCms78a0ScT5o2rDXdV3IesJKke0kZsP/kfU8ADpV0P7BMPq61Yx8BTpBUPuX3GLC/pE1a9DcaWB24O//7EODofM7LgKdqjHd1SXeSsmw/zvedRtoU71rgPzXa7wVclPtbHbi1xvFmZtYLNHTQf/Wqobm5eP096xySXgVWiojpXT2WkryA/+2IOLez+pz0ztuFPqyzBhSr2Va0thzAO5OmFGrn2pSta8/PqsUWnL9Qu6IXdLXjo1P49Zk+s1ityKK1KWcVrIUJxT/nRc3fv1h9WoAZs4u9rp1dm7LoZxzgrYmTC7VbZbllOuyNvPTuRzokOPnhJuvUZUTmNWOdQNLnSJmmlu6NiKM7ezxzI+9VtliLuyfxyTo6MzOzeaq3bW3hzJh1G1MmT+42H9amTv7Lvz2ZmO1PubRQu8v2LbZl3fj3PyzUbugSLf8maLuFBnTu352d/f63R6N/B/QIXfGZW3jQoA7r9PJ7H+2QD+auG61dl/9zOjNmZmZmdaUralN2JS/gNzMzM+tCzoyZmZlZXannDVo7gjNjZmZmZl2o1wZjkhaV9Likv1c55u129nGPpJUq3L9/e85bzyStKmnDfHtMGza8NTMz69V68zTlqsArEbFjzSPnvSOBP3ZBv51hR+BtYGxEFLvczszMerXeNk3Z5cGYpJHA1qRi2MuTdq8fCewdEc9L2hsYTCp2fRWptuFQYAzwJdLO7bdExOFV+jgY2Im0Y/5Y4FfAGcAQScdW2etrgKQrgM8B7wPfBpYCziHVV1waODIi/iLpeGAT0mt6XUScmM9xtKSlgAWA7+evxSSdTSqYfSGwCGnn/rMi4hxJa5MKb08B3gWmA3sDVwML59fqiIi4o8pruh0wCFgCOC4irpO0EXA8qa7ly6Qd8HchFShvBI6OiDsrnG+hVsa5DmnH/UZSOaQDSO/dTEmP5/GuRHr/LsqvTTPwk4h4UtKLwAOAgHeAHSOi+E6SZmZm3VC9TFMuHBHfBL5FClBaMwzYA/gm8GvgIGCdfF9Fufj1d4H189cXgM2BA4G7amy6uiBweEQMJwVBq5OCi5MjYjNgFLBfPnYXYGdgA1JB8ZJbImIEcBvw7Yg4HvggIvYFVgDGRMTmeUwH5TbnAiNzu5fzfcuTAqttSAFdrUB6AWCzfN5TJPUj1aDcISI2IgVPI/OxEyNieKVALGttnOcBu0fEOsAtpED1EuCUiHi0rP1JwOkRsSHwU1IZJkjv568iYj1gSWCtGs/JzMx6gT6NDR3yVa/qJRh7In8fT8o4lSt/9f4dEZNIwc47EfFBLhFUbXO4lYCHI2JWRDQD9/G/Bayr+SAiXs233yZlpN4C9pL0J1K2qlRnYxdSDcq/kTJIJY+1aF/uHWA7SZeTpi5L5xoSEc/m2/cB5H+fB1wJnE3t9+7eiGiKiHeAiaSM1tLA1ZLuIQVVy+Vjo8a5Whvn4Ih4Lo9vdEQ83kr7lUkZSSLiCWDZfP+EiBifb1d6783MrBdqaGjokK96VS/BWMtgajopcABYo8pxbfE8sI6kvpIagA2BFwqOC1JG7rKI+AGpwHaDpAHAd0gZq02AkZKWq3KO0ifiYOChiNgVuKbs/vGSVsm314X/ZvgGRcQ3gB8CZ9YY+5q53VLAQsDr+WvbiNiYNF15Vz62VpHB1sb5pqQv5H4OlbR9PlfLz9VzpIwhkr5CCkyh2PtpZmbWo3T5mrFWnAGcLek10nRaYRHxtKSrSWuTGoH7gb8AGxU85TXASZJ+SQpuloiIGZI+AB4GpgF3AK9VOce4nGUaDZwpaSdStm92Duz2BS6S9BEwk/QavEhaf/bd/DyOqjHOwZLuJE2v7hsRcyT9FLhFUiMwGdiNtB6ulptbGedeeZxNpIzhaXm8f5D0XFn7Q4ALJB1Cyqq1Oq1sZmbW27g2ZR2StB9wdUS8J+k3wMyIOG4u2o8EVoqIauvvuh3XpqzSn2tTVuXalK1zbcqeoafVprz2oX91yAfz2+utXpf/c9ZrZmyuSRpFWkDf0i8j4qEq7b7FJwvSy50eETfMq/HNpXeAO3JmbBJpWvJT8hWZq1R46KoinVY531YRMa3IOc3MzOZWI3UZM3UYZ8as23BmrEp/zoxV5cxY65wZ6xl6Wmbsxkee7JAP5rbrfLku/+fsMZkx6/mK/rApGqj07UbXF8yeU+sajNYVDap2O3tMoXbH7LhZoXaz5hTfgq6poV/tgyroikCl0/tsLvjZaWjH9V9F+yyqO421qIY+XT0CawcHY2ZmZlZX6nkbio5QL1tbmJmZmfVKzoyZmZlZXXFmzGqSNEZSf0mH5TqSnd3/hpJW6+x+20LSqpI2zLfHSOrf1WMyMzOrZ86MFRARpRXPJ3TREHYnFUp/qov6r2ZH0g77Y8teJzMzM2tFrwnGcqHsc0mFwhtJNRbPJNVMXI1UNukdUrmkGcDWpGLbl5PKCfUFjoyIuyS9Sqp5eS6pgPbtrfS5DmlX+kbSLvq75HZnAnNIZZ9+nB8fExGl0kcPAzuRCnl/HvgMqY7kz4AJwJbAGpLGRcSndvrPm75uBwwiFRc/LiKuk7QRqQzSHFIB8r3ymHbPYzi6UrFwSQsBF5Jqbg4BzoqIcyo8vwPymGdKehy4Oj/fwcBF+TVsBn4SEU9KepFUGUH5td8xIopfMmdmZj1CHdf07hC9aZpyT1Jh6g2BbYGzSMHKFRGxAal24oP58f6kYuJHAn/P930HGJ3rW7bVecDuEbEOcAupYPYFwP4RsRGp4PcpNc4xIyK2An4K/CwiHgNuB35RKRArswCwGakg+Ck5GL0A2CH3/QYpcAKYGBHDKwVi2QqkYHHzfL7SJrktn99SwCXAKRHxaFn7k0ib6G6Yn8fofP8w4FcRsR6wJLBWjdfCzMysx+k1mTFgVWCDnM2B9NyXAB7P//4QGJdvTwQGkoKnPwNExBuSJpOyVG01OCKey+1HA0gaEhFP5MfHUnmqszzg+1f+Pj6Pqa3ujYgm4B1JE0kZraWBqyUBzAf8HXgJiBrnegc4UNIOpJqWpU2bKj2/b1VovzLpuRIRT0haNt8/ISLGF3x+ZmbWQ/Vp7E25ot6VGXseuDIiNga2IhX8/gCq7uz5HCljhqRlgEWB9+eizzclfSG3P1TS9vm+0uL7jYAXSNOVn5HUR9IipKnJkkrja6L2e7dm7ncp0jTr6/lr2/waHA/cVXa+ag4GHoqIXUmvWylYrPT8Ko2t/HX8CmlNWWvPzczMrFfpTZmx84ALJN1LCk7OpnYQ8lvgIknfJmWSRkXE7JxZaou9cvsm4C3S+qpXgT/m6c7ZwB4R8bakvwP/IK3leqnGeR8BTpD0SikzVcFgSXcCCwP7RsQcST8FbpHUSMpw7QZ8rg3P42bgTEk7kTKIsyUNaOX5zQT+IKl8XIeQXvtDSFm1PdrQp5mZ9VK9bWsL16YsQNLrwHL1utg8L+BfKSIO6+qxzEuTpkwp9GHtinJInV0nbubs4iVbps2aVahdZ5dDGrpk8dqUiy5QbAa8aGmi9rz/LofUAbrTWAtqauz8ckgdWZvyjifGdcj/CJt/ZZW6jPJ6U2ZsnpB0HfBIKRCT9DngsgqH3hsRR3fwWM4GVqnw0FXz+HxbRcS0Iuc0MzOz6hyMzaWI2LHFv18DNu6isexbz+czMzOz2hyMWbdReMqIYlnp9kw1FZ0aLWrK9BmF27714eRC7YpONx5z3d8LtTvjh9sWagfFpymLas/7X3RCrejntWF2sdUWDX170/VfPVtn/7yyT3MwZmZmZnWlT3vW+XVDDsbMzMysrvS2qyl7V+hpZmZmVmecGTMzM7O64tqUVpWkz0napkC7xSTtnG8fJmnteT+6ridpVUkb5ttjJPXv6jGZmZnVM2fG5t4IYCXSrvRzYzXgW6TC5JXqUfYUO5LKHY2NiJ26ejBmZmb1rkcHY3kn+u2AQaSi4McBJ5N2p58u6QRSzcpXgUNJpXyGAWMi4vhcd/FCoD/wMbAzcBgwv6QHgYOAvSPieUl7kwpnHyPpd8BXgcWBJyPiR8ARwJcljQLWB8YAdwIX5z77AKdExFWS7gGeAL5EKt30HVKx7qtJ5Y3mB46IiDva+rwj4jpJG5FqUs4hlV3aC9gF2J2UJT06Iu6scL6F8uuwCKng+FkRcU4uun5abvsGcAAwEpgp6fE83pWAwcBFpM9bM/CTiHhS0ovAA4Dy89uxXqsamJlZz5ZLBZ4NfBmYAewZES+VPf4zoJRkuDUijs2lDV8HXsz3PxQRv5zbvnvDNOUCwGbA5sAptB6ALkfK6qwL/CLfdxLwu4hYDzid9AadQMpu3VTpJDlwmRgRm5ECsnVzkfHjgbsi4vyyw/cC3ouI9YFNgd9IWiI/9mhEbAr8Hfg+sDwpsNom/7tWIP0/z1tSP+ACYIeI2IgUPI3Mx06MiOGVArFsBVKAunk+30H5/vOA3SNiHeAWYCngElJQ+WhZ+5OA0yNiQ+CnwOh8/zDgV/n1XRJYq8ZzMjOzXqChoaFDvmrYDhiYfycdRkreACBpGCl5sT4pTthc0mqk382PR8TG+WuuAzHoHcHYvRHRFBHvABNJv/RLyt+ZpyNidkRMBUqlfwQ8BBARN7WWiWpxrmnAZyRdSQpWFiQVx65kZWBsPv8UYBzpjQX4V/4+nvTheDaf70pS5F7rvWv5vIcASwNX58zb5qQAFCBqnOsdYDtJlwNHlj2fwaVC5RExOiIeb8PzfAJYNt8/ISLGlz/PGuMwM7NeoE9jY4d81TAcuB0gIh4mJVRKxgNbRsSciGgm/R6cDqwJLCPpbkm3SlKR59sbgrE1ASQtRZryew1YOqcWv1J2XKU9iJ8jZ2sk7SLpAKCJT1636aQAB2CN/H0rYNmI+D5wODAfKVArb1d+/g3y+QcBqwKvVBqPpFWBQRHxDeCHwJlz+bxfz1/bRsTG5ExdPrZWJdyDSanXXYFr+CTwfDNP5SLpUEnbt+F5foW0puxTz9HMzKwLLQRMKvv3HEl9ASJiVkRMkNQg6STgXxHxAvAWaQZtE+C3wOVFOu7Ra8aywZLuJK212peUIbqVtE5sYo22PwfOk3Qkac3YrqRs0hF5TdQZwNmSXiNN+wE8CvxK0lhSsPHv3OfLwKqSDiw7//nABZLuJwVtx0bEu60E1i8CR0v6LinYOWpunndEzJH0U+CWPC8+GdgN+FyN80C6WOFMSTsBHwKzJQ0gTbNeJKmJ9IE8jbTu7g+Snitrf0h+noeQ/prYow19mplZL9VFe75OJq21LmmMiNmlf0gaSFr/PIUUTwD8E5gNEBH3SxoiqSFnz9qsoblgvb/uIC9kXykiDuvqsXSmnvq8p0yeXOjDOrtgbcr27HPT2bXeJk6dVvugVhStTTmrYE3DrqhNudwSixRqV7QeatHPHEDfggnjwrUpZ80s1q5va6sv2qC5VjJ+HmtPaZ3OHmtBTY19irct+PNq0YUGdVjI9MBzL3XIT9GvrbxCq2OWtCOwTUSMlLQu6aK2rfJjDaQpzLsi4sSyNicC70fE7yV9GTgvItad23H1hsxYjyXpbGCVCg9dNY/Pt1VEFP9tb2ZmNhcauyY1dgOwWd4toQH4kaSDgJdIOx5sBAyQtFU+/peki/oul/QNUoZsZJGOe3RmzHqWSe+8XejD2jjf/IX6a092473JUwu3LaJPO9J4A/sVy3DMmlMsMzZ52vRC7X5y6Y2F2gHcfNBuhdoVzTZNnFrsOQI0FnwvmwqmNxZtKPY+vt9UPNu0xIDiWZwi2pPFay6cOezcXMe7U2cUbvvxzFmF2q069LMdFjE99PzLHRKcrLfS8nW5t39vWMBvZmZmVrc8TWlmZmZ1pbE96/y6od71bM3MzMzqjDNjZmZmVlfaczV7d9SjMmOS7pG0Uif0c6KkpyRt3Al9DZT0akf3M6/k8e6Zb4+U9K2uHpOZmXUvXVQOqcs4M1bMd4Av5xJG9r8GA3sCF0bEJV08FjMzs7rX5cFY3qB0a2B+Ul3GE0n7dOwdEc9L2pv0C/4S0v5Z44GhwBjgS8DqwC0RcXg+5XG52PYMYLeIeE/S70jlePqQilhfk+szvgssBmwREZ+6vlvS6qSyQ3NIpY9+nMc2hLST/RYt99+StDhwZ0R8JW8adxuweG4zGvgmcDGpSHZpPFe1GM+OwGXAoqT9TUrn3pdUCqkJ+EdE/KTK6/pv4JH8mj5DCpAG5TEsng/7SUQ8Lek/wPPAuIj4WSvn2x/YgVSAfAKwfR7/xaSqBP2B/YHdgVUkHUXKvL4dEedKOplU9wtSofXTJV1Cep+GkspKjaxS39LMzKxHqpdpyoUj4pvAt0iV0lszjFRK55vAr4GDgHX43/I610fECFIJn1/mzdk+HxHDgU1IpYwWycdeGRGbVgrEsguA/SNiI1Jx7lMi4jhSbcXNK22EGhHvA+9LWpZUp/I1UrHRb5E2lNsLeC8i1gc2BX6Tg8f/jocU9D0TERuSioOX/CiPZz3guVLNrFZ8FvhVRKxNKla+HalW5p25htYo4Jx87LLAzlUCsUZSALdpRKxDCuLXAvYGXs3j2Yn0XhxPCuqOK2v/TeDzpEr3w4Gdc61NgP9ExBakoHdUledjZmbWI9VLMPZE/j4eGNjisfJJ3n9HxCRSfcR3IuKDiJjO/xacHpu/PwiIVHx7zZx5up1UG3FoPiZqjGtIRJTGNhb4Yu2nAqSga2tgfdLuvJsB38j3r1waY57mHEfKXpWPZ0VSjUsi4hGgtCPfj4D9JN1LykZVmwB/LSJKWbXy12L3/FpcQMrCAUzIQWRFEdFEqjl5paTRpECvXz7nQ/mYFyPitFZOsTJwX0Q0R8Qs4GE+2en/X/l7pffezMx6ocaGhg75qlf1Eoy13Gl3OmnaCmCNKsdVsnb+vgFpeu554O6I2BgYAVxNKtoNabqvmjclrZZvbwS80Ib+Af4C7EwqOno7KSs1ICLeAZ7LY0PSIFKA9EqL8YwD1svHrE4KfCBlzPbOmbrVScFea5aRNDjf/hrwLOm1ODW/Ft/lk+ryVV+H/BpsFxHfAw4gfW4a8nNZKx8zTNIV+VwtP1fPkacoJfXL434xP+YSEGZm9j8aGxs65Kte1Usw1tIZwNmS/kZalzQ3tsuZn81IWambgY8k3Qc8BjTPxcL7HwN/zG1/ClScxmspIl4nZXnujIiJpHpVt+SHzwcWl3Q/cA9wbES82+IU5wLD8jH7kdZVATwN3CfpLtL6skeqDGNGHvsjwJuk1+F44LtlWcJn2vJ8SOvWpkp6APg78BZpDdx5eZz3kta4nZLH1T8XTy29Hn8FXpH0ECkrdq3XhpmZmSWuTdlDSXo7IgbXPrL7cG3K1rk2ZXWuTdk616aszrUpW9eRtSmfemV8hwQnq31+2bpMj3X51ZRdTdLnSFmdlu6NiKOrtOsP3FHhoYiIvebV+KrJe3gdVOGh0+f1+SLihiLnNDMzs+p6fTAWEa8BGxdoN7NIu3kpIm4Cbmrl4bkOnmqcz8zMrFPU8watHcHTlNZtTJk8udCH9aOZswv1t2D/7vO3SnumVPsWvIai6BReUY3t+Fm1zSmVkt+1FZ3efPvGPxVqBzB42x8UblvEW5M/LtRuqYUXKNznhCnF+uzTWGxqdMGB/Qu1A/hoerFpys62+PwDCrct+jNy6SUW67AfAk+/+nqHBCcdObXaHvW6gN/MzMysV+g+f/qbmZlZr9Cnl01TOjNmZmZm1oWcGeshJC0KnASsQNok9jVgr1yxYF72cwy53mQrj68KLBoRYyWNIdUH7R6LLszMrC70tgX8zoz1HFcCf42IjXLdy0f437qWnWVHcqmjiNjJgZiZmVl1zozVCUkLARcCi5B2t7+KVFJplYholvRH4E7gDeAsYAppt/vpwNHA4BZ7gZ1BKhCOpF2AA0m78r9IKsi9C7ANMB+p9NTpwLbAl4BDIuJGSf8mBXXLk3br37PFmH9HKu3Uh7T7/oPASGCmpMdJpadWAgYDF5E+b83ATyLiSUkvAg+Qaly+A+xYpWi7mZn1EvVcR7IjODNWP1YAxkTE5sDmwG7AU8AGkgYAm5BKGp0LjIyIEXxSY3MIn9S3BCAi5kTEJEmLA8cCIyJiOKnIemlT2kERsTVwIrAPsAMpUPtRfvyzwK8iYm1SYLdd6fyStgI+n8+5CXAEMBW4BDglIh4tG85JpI1jNySVlRqd7x+Wz78esCS5zqWZmfVuDQ0NHfJVrxyM1Y93SHU1LweOJK37ugD4ISljdVNEzAaGRMSzuc19+ftrpMDpvyT1yxmxYcCzZfU4xwJfzLf/lb9/CDwXEc3ARFJdTYDXIuKlfPtBUgarZFVgzbI6l/2Aoa08t5Vzv0TEE8Cy+f4JETE+3x5f1q+ZmVmv4WCsfhwMPBQRuwLXAA2kacnVgd1JU5gA4yWtkm+vCxARbwATJG1bdr6fkoK4V4BVJJV2aNwIeCHfrrWp3jKSSvUtvwY8W/bY88DdEbExMII0Jfky0MSnP1fPkaYzkfQV4O029m9mZtbjORirHzcD+0m6l7S+azbQH7gW6B8RpSnJfYGLJP0fsDZQqvD6A2BnSfdJegRYA/hxREwgrSm7W9LDwBLAOW0c0wzgj/l8b+Yxlo/3I0n3AY8BzTn79hiwv6RNyo49BDhA0tjc9x5t7N/MzKzHczmkbkbSfsDVEfGepN8AMyPiuA7q6+2IGFz7yM7hckitczmk6lwOqXUuh1SdyyG1riPLIb385jsdEpwsP2Spulw41n1+21jJO8Adkj4CJpHWlJmZmfUY9bzYviM4GOtmIuJa0tRlZ/RVN1kxMzOznsrTlNZtFJ2mLDqd1p5psc6ewmuP9jzPztSe17Tocyw6vXnjwZ2fsO4u76N1jK74mbPwoEEd1umrb7/XIR/ooYOXrMsfzl7Ab2ZmZtaFHIyZmZmZdSEHY2ZmZmZdyAv4exBJPyDt4TWQVKz78fzQBcACEXF+O879Q9KVmw2k/c+OjYg72jfi/557e+CRiHhzXpzPzMy6t8bGulza1WEcjPUgEfEn4E+ShpLqXG48L84raWHgV6Si5TMlDQEelfS5iGiaB138FNibtLGsmZn1co3t2DuxO3IwVmckLUQqfbQIqQD4VcDOpECoWdIfSWWS3gDOAqYA7wLTI2JkK+ccCaxEKjJ+FakO5FBgDPAlUsmlWyLicEmrAmeQMmDvk0oxzSBlw/aR9NeIeFnS8hHRJOmSfOyypGLiu0XE85IOyONuJgWGZ+RjZ+S+lwZG5u9fAS6TNDwiuscOi2ZmZvOI14zVnxVIwcvmwObAbsBTwAaSBgCbkEoRnQuMjIgRpJqQbTWMNJX5TeDXwEHAOnxSougCYL+cVbsV+EVETCfVn/wCcLuk/5CCtJKX8ziOAX6fa2d+DxhOqkm5naRSkfH/RMQWwJnAqIi4BXiCFMQ5EDMzMxoaGjrkq145M1Z/3gEOlLQDMBnoRwqQfggMBm6KiNmShkREqXD3fcBObTz/vyNikqQZwDsR8QGApNKeLisDZ+fYqR/wYp6WnC8i9s/HrkgKyu7Pbe7K3x8ETiVl25YjZfAAFiUFcgD/yt/Hk4qPm5mZ9WrOjNWfg4GHImJX4BrSFOCdpKnE3UlTmADjcwYKYN25OH+tjfSClKXaGPgF8FdSEHi5pEH5mP8AE4BSJmvN/P1rwLP5HM8Cm+TzXELK7rXWfxP+LJqZWdbY0DFf9cq/AOvPzcB+ku4FDgRmk9ZrXQv0j4jSlOS+wEWS/g9YG5g1j/rfh7R+637gBOCpiHicNK04VtKDwFjgwoiI3GYrSXeRgreDI+JJUgB5v6R/krJib1Tp88Hc52Lz6DmYmZl1Gy6H1E1J2g+4OiLek/QbYGZEHNcF47iEtMbt9o7uy+WQOkZ3KaPjckjVdZf30TpGTyuH9NaEDzrkA730EovV5Q9nrxnrvt4B7pD0ETCJtKbMzMys22ts7F0Tdw7GuqmIuJY0ddnV4xjZ1WMwMzPrzhyMWffRXGx/2YbZcwq1a+rXv1A7gCnTiu3S0VTz+orKBg0cUKgdAJ08vdFUcPJh0tTphfuc9ferC7UrOt247cmXFmoHcMNBxfpsKrpJ5ocTirVbZIli7QAmvV+oWUPffoXaNQ4YWKgdQNP0j4s1bOxTuM8iPmos/jOgX99iY124cI+1NXajpR7zgoMxMzMzqyu9LBbz1ZRmZmZmXcmZMTMzM6srfXrZAv7e9WzNzMzM6owzY72UpJmkzVYB5gP+BhwdEYX3dpE0ENg1Ii7Mxck/iIib2j1YMzOzDiapETgb+DIwA9gzIl4qe/zHwF6kzdh/ExF/lbQEcAXp9+ibwI8iYq6v+nBmrPf6ICI2zuWK1gWWAvZv5zkHA3sCRMQlDsTMzKwb2Q4YGBHrAYcBJ5cekDQY+Amp7N8WwO8kDQCOAq6IiA1ItZf3KtKxM2PdlKSFSHUqFwGGAFcBOwOrRESzpD+SShK9AZwFTAHeBaa33BssH38ycBFwpqS3I2Jw7mcMcC4wlFQbsxE4mlRQfAdgAVKdyu2BI4BVJB2Vj3s7Is7N5x6eu7siIk7PO/fPyOddGhiZyy6ZmVkv10V1JIcDtwNExMOSvlr22NrAAxExA5gh6SVgtdzmt/mY2/LtU+e2Y2fGuq8VSGWINgc2B3YjFePeIEfrm5DqXJ5LCnRGAC+3djLSjv61Ng6aGBHDgbuBxYFNI2IdUlC/FnA8MK68LJOkbwKfJ2XfhgM7S1o1P/yfiNiCVPdyVJufuZmZ9WiNzc0d8lXDQqSKNiVzJPVt5bEppK3Wyu8v3Tf3z7dII6sL7wDbSbocOBLoB1xAKou0LXBTRMwGhkTEs7nNfVXOtxzweoX7y/8+CYCIaAJmAldKGg18NvdfycrAfRHRHBGzgIeBVfJj/8rfxwPFd2U0MzNrv8nAoLJ/N+bfo5UeGwR82OL+0n1zzcFY93Uw8FBE7ApcQwqa7gRWJ00nXpiPGy+pFPysW+lEedHiIcCYfFc/SQtK6g98sezQpnz8asB2EfE94ADS56ghP97yM/UceYpSUj9gfeDF/JgrG5uZ2ac1N3XMV3UPAFsDSFoXeLrssUdJM08DJS1MSjQ8U94G2IrqSY9Wec1Y93UzaX3XTqRIfDbQn1SvctOIKE1J7gtclAuKzyStIQNYTNI9pACqH/B3YHR+7DRSBuvfwH8q9P0SMFXSA/nfb5HWrT0E9Jd0IjANIF9tsrGkh/L4ro6IxyW1+wUwMzObh24ANpP0ICnB8CNJBwEvRcRNks4gBVuNwBERMV3Sb4BL85WWE0hrt+daQ3PtOVTrxiTtRwqA3ssfmpnla7q6kymTPiz0YW2eU6w2ZXMvqU3Z2QtlC9em/Ljza1N+ZrvdCrXritqUhbk2ZVWuTdm6pRZbpMN+ehT9eV/LoIU7bszt4cxYz/cOcEfOjE0irSkzMzOrW0X/iO6unBmzbmPy+xMKfVjn9Cv2F+P0mbMKtYPi2Z+i5tReC9Gqhecr9vq04cqkeWri9GLZRoBFBxbLcjYVrFbcnvd/+1OKZdWu3L/Q7Aizmop9dn77l7sKtQM4fLsRhdo1FXxhBxTM/ADMKdjn7IKva2PBVHV7suOz5xQb65KLLtxhWabJH7zfIT9gFlpscWfGzMzMzGrqZYkiX01pZmZm1oWcGTMzM7P60o6lF92RgzEzMzOrK80F17F1Vw7GehhJiwInkcol9QNeA/aKiElVG3YSSYsBW0bEFV09FjMzs3rgNWM9z5XAXyNio4hYH3gEOK+Lx1RuNeBbXT0IMzOzeuHMWJ2RtBCplNEipF3tryLt6LtKRDRL+iOp7NEbwFmkwqTvAtOBo4HBEXFD2SnPABbM594FOBCYQSpJNArYBdgGmA9YGjidVNvyS8AhEXFjrk7/ILBi7nthUgX7iIgfSFoWOD+fY1o+bx9SYDgeWB54NCL2AY4AvixpFGm34kOBWcCbwE657qWZmVmv4cxY/VkBGBMRmwObA7sBT5FqYg0ANiGVQjoXGBkRI4BS6aMhwCvlJ4uIORExSdLiwLHAiIgYTiqhtFc+bFBEbA2cCOwD7EAKqH6UHx9KKka+AfAT4GxgHWC4pEVI06JnRMTG+fYJud2KwB6kwG1rSYOB44G7IuJ84PvAH/J4/gosVPhVMzOzHqO5ualDvuqVg7H68w6wnaTLSQFQP+AC0s752wI35SryQyLi2dymVJj0NeCz5SeT1C9nxIYBz0bElPzQWD4pAv6v/P1D4LmIaAYmAqUaIu9HxGsRMQuYGhHj8jGT8jGrAofnWpdHAUvldi9FxJSImEOqX9myJslBwAhJ95IKiNfv/ylmZmYdxMFY/TkYeCgidgWuIRUrvRNYHdidNIUJMF7SKvn2ugAR8QYwQdK2Zef7KSmIewVYRdIC+f6NgBfy7Vq769V6/Hng0JwZ2yuPu7V2TXzyuRsFHBMRG5Ge5/Y1+jEzs96gubljvuqU14zVn5uBMyXtRMpUzQb6A9cCm0ZEaUpyX+CiXHNyJmkNGcAPgLMkHZLbvQz8OE9VHg3cLakJeAk4DNhpHoz5EOAcSQNJ68Z+WuXYl4FVJR0IPAr8VdIU4CPSVKWZmfV2dTyl2BFcm7KbkrQfcHVEvCfpN8DMiDiuq8fVkVybsnWuTVmda1O2zrUpq3NtytZ1ZG3KD98c3yE/YBYZsqxrU9o89Q5wR86MTSKtKTMzM+v2mufM6eohdCoHY91URFxLmro0MzOzbszTlNZtFJ2mbO5fLH3/0fTi05SzOvmvupmzi/e31MIL1D6ogqLTlEWn/iZOnV6oHcDi8xefwiliNsVnQopOj3//j8WKWpyz+w6F2g3oV/xv+aLPcWbB/6+6Ygqv6Fj7FPz/Y5nFiu8MVPT/raGDl+ywKb+J41/tkOBk0WWHeprSzMzMrKZelijy1hZmZmZmXciZMTMzM6srvW0JlTNjVpikDSWtlm9f39XjMTMz646cGbP22B0YAzwVEcVWAZuZmbXgrS2sR5M0H3AxsByf7Oy/FSlLejSwGKlm5Bzg/og4TNJngXNItSWXJtXMHA9sCawhaRzwaEQMlrQ6cGZuPx34cT73lbnN8vnYfSR9DTgZmAV8DHy7rHammZlZr+Bpyt5nb+DViFiPVAppGjAxIoaTCoYfC3w9/3sZSZsBKwEnR8RmpHqS+0XEY8DtwC8i4rWy818A7J/rTZ4NnJLvXxHYA1gb2FrSYGA74GpSncxzgEU77mmbmZnVJwdjvY+AhwAi4kVS/cvIj60ALAncKukeYBVSJustYC9JfyIFc/2qnH9IRDyRb48FvphvvxQRUyJiTj7fQOC3wBBSIfRvkzJkZmbW2zU3dcxXnXIw1vs8B6wFIGkYKSAqfUJfIU0lbhYRG5OmGx8Gfg1cFhE/AO6G/+5o2cSnP0Nvlhb1kzJeL+TblS6N2RW4JCI2AZ4lZd3MzMx6Fa8Z633OAy6SdC/QhzSNuARALjp+CnCvpD7Aq6RpxGuAkyT9Eni9dDzwCHCCpFfKzv9j4I+SGoDZpKnJ1jwKXChpKimwczBmZma9btNXl0OybsPlkFrnckjVuRxS61wOqTqXQ2pdR5ZDev+l5zskOFl8hZVcDsnMzMysluY6Xt/VERyMmZmZWX3xPmNm9alp5oxC7WY0dP7HvOi0YZ/GYhn0vn2KX4tTdLqx6JVJDQVfm0Ubiv9wfmvyx4XaLb3Q/MU6/HBCsXbArIGDCrUrOt24z0XFimcU7Q/g1NvuK9TurQ+LbUO46/A1CrUDuD9eqX1QBdMKTsUWddrOWxVuO2V6sZ+tNu/4akozMzOzLuRgzMzMzKwLeZrSzMzM6kpv2+nBwZiZmZnVl14WjHmasgeSNEpStZJF86ydpMMkrT23fZmZmVnizFjPdDhwGXNf63Gu20XECXPZh5mZWVXN3trCupqk+YCLgeWA/sCBwF7AMHIJo4i4KhfzfgL4ErAQ8B1gU2AwMAbYTtLvgA3K2l3TlnYVxtSPVNfyyxExVdIhwBzgy7nNncC5wBdIGdcjgYVJdS73l3QYsH5EfEvSLvm5PQ8cSgr+3gR2iojetdOfmZn1ep6mrE97A69GxHrATqSC2+9FxPqkoOk3kkr1IR+NiE2BvwPfj4jRwNvATpK2Aj4fEcOBTYAjJC1Sq12lAUXELOA6YMd8186kLFrJnsCEiNgQ2BY4C7gD2DA/viGwjKS+wLeA64HvA3/I4/srKTA0MzPrVRyM1ScBDwFExIvA0sDY/O8pwDhg+Xzsv/L38cDAFudZFVgzZ8JuB/oBQ9vQrjUXArvlNWIREe+36Gvr3Nd1pKzrAsALktYiZb8eJgVln4uI54GDgBG5aPn6pGLhZmbW2zU3dcxXnXIwVp+eA9YCkDSMlEHaIP97ECnwKW0LXemSkybSe/s8cHdEbAyMAK4GXm5Du4pyYNgA/By4oMXDzwNX5r62Aq4BPgBuAP4A3A38Dfgt8H+5zSjgmIjYKJ93+9b6NjMz66kcjNWn84BhOWN0GbAlsLik+4F7gGMj4t0q7e8DbgVuBj6SdB/wGNCcM2tV20mqVpNnNLA6KbhqOeaV8pgfBP6T13/9FViPNGV5N7AGaYoS4FHgr5LuJK1X+2uVfs3MrJdobm7ukK961VDPgzMr9+FbbxT6sM4YsECh/mbPKZ7SnjpjZqF2RWtTNjQUawew5AJtnaVuoWDKv+hVUs2zitf6e6dg06K1KWd/+H7tg1oxpWBtyqnTi33muqI25Sm3ji3UzrUpW9ee2pSvTvyoULtVh362+A+eGt558h8dEpws9eW1OmzM7eGrKe1/SOpPymK1FBGxV2ePx8zMeqE6Xt/VEZwZs25j8vsTCn1Ym/sPKNTfxKnTC7XrCjNmzS7cdsjCxTKHne29drwfiy84X6F2jQV/Ps6m+B/fvxxzW6F2v9hm40Ltin52imbUAM7+UbHlobObiv2CXnBgsZ8BALNmF8vkzik41qJZ7iGLFsuoAnw0vVgWb5klF+u4zNgTj3RMZuwr6zgzZmZmZlZLczuWiXRHDsbMzMzMKsibsF8OfAaYAvwwIt5rccwfgOGkmOr8iLhA0mLAC8Az+bAbIuL01vpxMGZmZmZW2T7A0xFxjKSdSNVlflp6UNImwAoRsZ6kAcCzkq4l7RxwZUQc0JZOHIyZmZlZfamfBfzDgd/n27cBv2rx+EOk8oKQ9u/sQ9rkfE3Spuv3Au8CP4mIt1rrxMGYmZmZ9XqS9gB+1uLud4BJ+fYUUs3l/4qI6cD0XL/5UtI05UeSngcei4j/y/WYzwS+3VrfDsa6IUmLkgpzvx8Rm3X1eOZGnkffMiKu6OqxmJlZfeqKnR5yjebR5fdJuh4oXao6CPiwZbv8O/la4J6I+F2++y7g43z7BuC4an17B/7uaVXgle4WiGWrkQqFm5mZVTZnTsd8zb0HgK3z7a1IlWr+Ky/wvxO4KCJ+XfbQhcCO+fbXSVVwWuXMWDtIGkl6k+YnFe4+ERgJ7B0Rz0vam1Tm5xLgKlJR7qHAGOBLpLJCt0TE4VX6OBjYCZhNKhb+K+AMYIikYyPi6Fba7UFaeNgHuCkijs6p0gOBGcCLpNqQuwDbAPORCpKfDmybx3dIRNwo6SVSiaMVSR+6hYFSsfAfSFoWOD+fY1o+bx/gyvyclwcejYh9gCOAL0saBUwADiXNr78J7JRLKJmZmdWDc4BLcznCmcDOAJJ+T8qGfQ0YBvxY0o9zmx8BhwEXSdoXmArsWa0TB2Ptt3BEbCHpC6RakG+3ctwwYHNSwPIKsAwphfkfoGIwJmlV4LvA+qRg7Lp8jgNJAV9rgdhnSB+E1YDpwO8kLQccC6weEVMknQrsBXwEDIqIzfOVIj8D1gU2Jl0xciMpgBwBvEUq/r0OcADwb0mLACcBZ0TEbZK+DpxACrpWzOP9OB87GDg+j/18SdcAf4iIayXtBixEhRSwmZn1Ls11soA/Ij4GvlPh/l/km48Cp7bSfJO29uNpyvZ7In8fD7Qs8le+0++/I2ISKdh4JyI+yAv/qk2MrwQ8HBGzIqKZlB79YhvGNAx4JiKmRURzRBxG2iPl2bJC4WPLzvWv/P1D4Lnc18Sy5/N+RLwWEbOAqRExLh8zKR+zKnC4pHuAo4ClcruXImJKRMwhBXItX5+DgBH5apP1gfr4v8/MzKwTORhrv5bB1HTSdB+kfUZaO64tngfWkdRXUgOwIWkTuVpeBlbKe56Q9zx5F1hFUqn2zUZl56o1tlqPPw8cGhEbk7Jt11Rp18Qnn7tRwDERsREpcC1WI8XMzKwbczA2750BnC3pb6R1U4VFxNPA1aQFhI8CrwJ/aUO790jr1+6V9BDweET8BzgauFvSw8ASpLnweeEQ4Oic4boMeKrKsS8Dq0o6kPSc/irpTtLaur/Oo/GYmVl31tzcMV91yoXCrdtwofDWuVB4dS4U3joXCq/OhcJb15GFwt988K4OCU6GrD/ChcKtsnxl4c4VHvplRDxUpd23SOuuWjo9Im6YV+MzMzPrVHWygL+zODNm3caHb79Z6MM6o//8hfqbPaf4D4PJ04plcfo0dv7KgaUXKvb6dPYPy+ZiewQB8N70YtmfzxTMqM2e9EGhdgBTBixYqN1H02YUanfqbffVPqiCn221QaF2APteXOxvxRFfXKFQu9WHLlOoHcBj/369ULsZs4tnq4s4/JvF34/xH04t1G6V5ZbpuMzYA//XMZmxr23qzJiZmZlZLc3t+GO4O/ICfjMzM7Mu5GDMzMzMrAt1eDAmaWjeSmFenW+MpI3nss3nJG0zF8efltsck0sadaha45N0j6SVCpx3b0nHtGtwBUlaKW8Ca2ZmNleam5s65Kte9ZbM2AhS/ag2iYgDI+K1DhxPS3M1PjMzM+s5qi7gl/QYqUr5ROB9YOOIeFzS48ClpALWzcCYiDijlYLRpXP1IRXMfjYiTpB0AGk7h/L2l5CKWA8l7WI/Mve3H6nI5luksj5IWhG4mFSzsRHYOSLGV3gOfUh1GueX9CBpK4h3gcVIFdUvABYBhgBnRcQ5OaOzd9k5liQV+m4klfTZOyKeaKWvIJUxWhJ4PY/3I+AhYC3gPGDZ/PxuIm3EWj6+d4DTcl9vkAp5Q9pUdSlgAeD7EfFvSb8DNiBtLntKRFwjaTip2PfE/Nq0mpXMWbOV8hgXBQ6IiPslfSe/TnOA+yPisHzs+sCCwB4R8VyF8y0N/Jm0m/7bZfd/G9gP6Ed6v7fP538jIs6StCjwfxGxZmtjNTOzXqSX7fRQKzN2I7AFMJxU3HpTSasAL5EKZw4nBQPbSRKfFIzeON8+IZ+nL+mX9EM5EFsF+F6F9gD/iYgtgDOBUTkA+SmpePW2QP983GakHdw3JQU0C1d6Arku4gnAFRFxU777yojYFFieFAhuTipoXWnPLoC1ScHoVqSgouIumbmvscB6wJbAM8DX89cdpCDs4fz81iYFdS3Hdx6we0SsA9wCrJxPf0tEjABuA74taSvg8xExnFSM9IhctPscUrC2Kek9q+XjfN5dgbMkLUYqKP71fO5lJG2Wj30uItavFIhlR5Be203430oBKwLfyOcbR/pMXQjslh/fmfT5MDMz63VqbW1xPekX7Gv5+09IAdx1pGDrznzcosAX+KRg9KGk7EhpW98vA5NJWRWALwHLVWgPnxStHk+auluelE2bASDp0fz4aOBQ4HZSwerD2/icIWWvIGWhDpS0Qx5fv1aOvy2P78b8nH5T5dzXA1sDnye9ZtuSMkyjgQ+AtSRtkvurtC304FKwExGjAXKc+lh+/G1S6aBVgTXL1mX1I2UUl4qIUs3JB4BaG/Pclft6VtLgfPySwK2530Gk9wA+ed1asyIp01jqe598+13gUkkfkTJxD+XM3pQcmO8CfKvGuc3MrJdoz76C3VHVzFhEPAMMI2VxbiUFU9uSCkM/C2ySs2CXkOoRtlYw+jHgG8APJK1G+qVeqT18urj0i8AXJc2XpwFXz/dvC9wXEV/P/Rxa5amUF6cu/RvgYFJgsGs+R2ubwW0MvJUzaL8Bflulr7+TinAvQXrN1gS+EhH/AEYCH0bELsDJpKnJhhbje1PSFwAkHSqpVDek5evyPHB3fv1GkGpYvgy8IamUTVuryjhL1sx9fYk0LfoKKRDeLJ/7TD6Z6qy1+nEcKSv4374lLUzKtO1Emmqexiev8wXAr4DXI2JCG8ZqZma9QXNTx3zVqbYs4L8HeC8imoB7gXcj4klSVut+Sf8kZY3eoErB6IiYRsqUXEYKJCq1/5Rc9PoE4EFShqq0VfA/geMk3UVa33VmlefwNLCtpJ1a3H8zsF8e74HAbEmVslVPAnvmLNQfgN+11lHO4I0nFeduIgWej+SH7wS2lDSWNJ34ImmtWvn49gIuymNanRTQVXIz8JGk+0jBbnNETMntL8vFt5drbZxlVs/HXgj8OL/ep5CKjD9Cmpp9odoJyvwG2D6/TqVM12RSluwh4D5SMDYkP3YDaZp5dBvPb2Zm1uO4HFIvlhflvx0R53ZR//OTAvx1cuBalcshdQyXQ2qdyyG1zuWQqnM5pPYZ/383dUhwsuym33I5pI4kqT9pkXxLERF7dUB/15OuyCw3KSK2ndd9tVdrY+WT9Xnz5Hxz89wlrU+6WOHYtgRiZmZmPVWPCcYiYiZpbVdn9bdDZ/XVXvN6rPPifBHxIOkiBDMzs//Vy2btekwwZr1AU+deXTOnHdNwRaf/i7ZraKjLzHvd6Ozp34a+rV2YXVtTU7HPwMyC07hvfTilULvZTcX//yg63XjXsy8VarfCUosXagcw4aNiU3jTZs6qfVCdmFOHgU9vW0LVW3bgNzMzM6tLzoyZmZlZXfE+Y2ZmZmbWaTolGJM0VFKrNRLzMQ9LGtqBYxglqU0LOSR9RdJR+fbbtY6fF6qNT9LGksYUPG+njL+VvsdI2rir+jczs26ql2362pumKQ8nbThbc1VlLgL+RAePp6U2j8/MzMx6jprBmKTHSLuwTyQVy944Ih6X9DhwKanMTTOp4PYZkpYFzgfmI+22PqrsXH1IpY+ezQXDjycV1B5PKh+EpM+SdqcfCCwNHEkqs3N5RKydj7mKVE5oW1KR7L7AdRFxYivPYQ9SPccxkk4DTgRm5nFOIxX/7pefx/ak2pl7R8ROZefYF/ghqSTQPyLiJ6309VOgX0ScJOlcYGZE/ETSEaRSQ2+QCps3kspL7Uwqll4a3/akagJrk4qiH03aE+wLkm4DPgPcHBHHSFoVOINUXuh9YHfgo/y8vkgqj1SpokD5eP9NqhCwPKmw+Z6kepSjgdIlSD+JiKcl/YdUPWFcRPyslfPtl8/xVh4rkhYi7fC/CGn3/bOAK4DHgRUjYo6kE4HHIuLqauM1MzPradoyTXkjsAUwnBRMbJqLO78EfCffvwGwnVJl6ZOAM3Jdw5NIpYwgBUx/JtWCPEHSV4ENSTUMdyMFAJAKSZ8cEZuRArn9cuHraZJWkbQY8PmIeJRUYLoUzHzY2hPIBbffJgWOAAMjYoOI+BOpuPU3ImI4KejbopXT/AjYPyLWA56T1FogewMpwAQQsE6+vSXwV1KQtGt+fa4HvtNifNsBS+TAcxPgq6Ux58c2APbP912QX5+NSWWTfkEKJgdGxLrAL4Fa26t/FvhV7m/B3MfhwJ0RsQnpPTgnH7sssHOVQGwp4KfAuqRAuX9+aAVSsL45sDlwUERMAu4HtshB+lbAX2qM1czMeoPm5o75qlNtmaa8HjgCeC1//wkpiLuOFGzdmY9blFRjclXgcEmHkjI2pWm3L5PqFJZqfawI/DPvvj5Z0tP5/reAI3M2q5mUsYIUeIzM47g837cLKdgbTKpb2VZRdvtd4FJJH5ECwYdaafMj4BBJn8/HVNzYKSJekzS/pLWB54DPSVqLtEP9ZElvAGfk/pYh1W0sp9IYImIi8Ku87uqZXPcSSaU6GysDZ6cYmH6kWpdTgUfLxjK+xmvxWkSUNu95MPe/KjBC0vfy/aXd9idExPtVzrU8KetZGuej+f53gAMl7UD6DJS/p6XP0//ljXvNzMx6lZqZsYh4BhhGmja7lRRMbUuarnoW2CRnZi4hFQZ/Hjg037cXcE0+1WPAN4AfSFqNlIVaW1KjpAWAVfJxvwYui4gfAHfzSdBzLSmrsj1weS7o/R3g+6QM0khJ1QpjN5U93yYASQsDx5IyUnuSpixb2z3zx6Spy41IBbzXr9LXLcDvSeWZ7iBNO5aKsV0A/CgiRgJvlvVXGt9zpGwhkhaW9Lf8eKWQPoDd8mv9C1LmbRywXm4/hBTwVbOMpMH59tdI7+nzwKn5vN/lk+C31urHF4EvSpovZ7tWz/cfTMqI7kr6PDQARMT9pABuD1ws3MzMsuY5czrkq1619WrKe4D3chbrXuDdiHiSlBW7X9I/SVmxN4BDgKMl3UtakP5U6SQRMQ3YJ9//HCmb9Q9gDClDBemX9UmSxgKbkdeSRcR0YGzu+4OcffkAeJgUtN1Bypq15j5SMFkebE0mZaYeyo9PI61pquRp4D5Jd+WxPlKlr+tJgc1dwN9IU4035scuz+d5gDQ1W+qvNL6bgImS7s9tT6vSzz7AZfnYE0iv9Y3A+5IeyW0nVGkPMAP4Yz7+TeBm4Hjgu5LuAW4nrSWrKSLey+N4kPTelrauvhnYL38mDgRm52Aa0tT14Ih4ti19mJmZ9TQN3ankgKSzSAv17+rqsfQUkt6OiMG1j+yw/n8OvB8RF9U69sM3xxf6sM4YOKj2QZXazZ5d+6BWfDRtRqF2Rcv2tKcc0tIL1VpW2IpOvky8PX/VfjCz2FgXn7/q9S+tmjO1WIkhgA8b+tc+qFK7j6cVanfk1X+rfVAFv/3elrUPasVf/lnsb6+i5ZBGjVin9kGtePDF/xRq19nlkE7beavCbV+d+FGhdqsO/WyH1WF79cYrOiQ4GbrtznVZO67bbG0h6Q7SmqVWAzFJo0gL+lv6ZUS0thas6Hi+BRxU4aHTI+KGCvd3mWpjndfnm5vnLukSUmZwmyLjMDMz6wm6TTCWr8Srdcz5pG0dOlxE3ESaUqx7NcY614HjvHrued2cmZlZr9ZtgjGzxv7Fpoz69+1TrL92TP01NRXLsDc2FuuzsdXrTjpQQ+dWU2voW7y/BRs7dzlG44CBhdsOaCr2Xg4aWOz/j12Hr1Go3YIF+wNYfWit64oqW2GpxWsfVMH5d1Vb4lvdH3b+RqF2BX8EMG1mwYvK2/H/4wIDik2Nd6TmOt4tvyO4NqWZmZlZF3JmzMzMzOpLN7q4cF5wMGZmZmZ1pZ73BOsInqY0MzMz60J1FYxJ2ljSmCqPD5S0Z4v7tpd0RRvOvX+tY8qO3VLSKElDJT3c1nbtUW18kkZKOqG1x6u0Gyjp1XYNrB0kPSxpaFf1b2Zm3VRzU8d81am6CsbaYDCpbBEAkk4HfkfbnseRbe0kIm7P22R0pjaPz8zMzHqOLl0zJmlF4GJgNimgOr/ssV1IpXNmkGoejiIVKl9F0lERcRyp7M5fSDUwq/VzBLCYpLNJRbR3z/0dTSq2vQOwAKl00PakjWNXAs4tO8fxpBqYfUlVAE5spa9TgQci4lpJtwN3RMQpki7Iz3UIsB+pWHZz7m+vsvEdnI9bDugPlDJm6+aNb5cEzomI8yVtRCpdNAd4OZ9nAKnE0KJA1e2qc9bqGlJx9s8Ct0XEEZKWJb0X85FKRI0C+pDKGr0P3BoRv2/lnMcDWwLjyaWsJH0WOAcYCCxNCjzHAZdHxNr5mKuAkyPi0UrnNTMz66m6OjO2GSk42pQUGC0MIGlxUgHvERExHPiQFGgcD4zLgRgRcRWVC2j/j4g4HvggIvbNd03M570bWBzYNCLWIQVaa7Vyml1IQdoGeTytuQHYStJ8pIDo65IagDVJNTBXBL6R+x8HbNFifHsDr0bEeqQC5qU6HrOALUjB24H5nBcAO+Ti5W8AI3P7ZyJiQ+C8Wq8NMDS3WwsYIWkN4CTgjFwo/CRSvUlImcnNqwRiXwU2zOfajVR7E1Jge3JEbEYK7PaLiBeAaZJWkbQY8HkHYmZmBtDc3NwhX/Wqq4Ox0aTA5nZSBqhUDHAY8GxElAq8jQW+OA/7DYBc+HwmcKWk0aTsUL9W2uxCCkr+BixS5dz3A2uQsmjXkTJZGwAPRUQzqcj4pZIuBlar0J9IQRsR8WJEnJbvfzy3fxuYP593aeDqXNB7c1I2bUVSgEtEPEIK4qp5Mhden0Mqfi5gVeDwfN6jgKXysa9ERLUdCVcE/hkRTRExmVRcHVLmbS9JfyIFi6XnfAEpENyZVEDdzMys1+nqYGxb4L6I+DppuuzQfP8rpOnIBfK/NwJeAJooPubyba2bACStBmwXEd8DDsjn/tT215IGAN8Bvk8KskZKWq5SJznA+yfwC+AOUnD2e+B6SQuTMn47kda+TSvrr/T9OXJ2TtKwsosTWob0E4DXgW1zBut44C5Stm293H51Wg8uS1aWNL+kPqQs3DjgeeDQfN69SO8N5NetinHA2pIa83u3Sr7/18BlEfEDUjay9FyvJQWR2+NgzMzMSubM6ZivOtXVwdg/geMk3UXKmJwJEBETSNOWd+erGZcgrTl6F+gvqeJ6rRrGSWr5C/8lYKqkB4C/kzI4Q1o2jIgZwAfAw6Rg4g7gtSp9XU9ai/YkKZO2AnAvMBl4gJT5uo8UjJX6K43vPGCYpHuBy4BTKnWQg76fArdIehDYF3iGtM5tmKT7SWvTZlQZJ6TM4DWkrNiNEfEkcAhwdNkYnqpxjtKYngBuA/4BjCG9X+TznyRpLGlqeol8/HRS1vPdiPigLX2YmZn1NA31PIdqHSsv4B8TEet24RjOIl0QcVetYydPeLfQh3VO//mKNGP2nOKXQU+dUay+XFfUplx4YK3kafc3o2ChwAEF34/m2bVWB7RuasHalB/PLNbnP/79eqF2ay+/bKF2AM++/k6hdlOmTS/UrjfUplxzuaWLdQi8N7XY6zps6c90WFHcl644r0OCkxV23qsLCvnW1qN24Jd0FDCiwkM/iohX5nFfo0hrnVr6ZUQ8NC/7aq9qY53X55ub556vDp3QlkDMzMyss+WL8S4HPgNMAX4YEe+1OOZG0ozPLGBaRGwlaQXgEtISo2dIF661+he+M2PWbUx65+1CH9am+RaofVAFH89oR3ajYGasT8FMTHt8ZsFimcPO3kCxefbs2ge14oNZxX7OLT7/gELt5nw0qVA7gI/6zl+oXdHP3Jl3PFCo3QGbf61QO4ArH3yiULsJH00t1O6HG6xZqB3Az6+4pVC7HddetVC7QfMV+8ztuMZKhdoBvDWlWGZsxc8O7rjM2J/P6ZjM2C77zNWYJR0ELBQRx0jaCVgvIn7a4phxwBfzRXal+24CTomIeySdC/wtIm5orZ+uXjNmZmZmVq+Gk3Z8gLQmetPyByUtRdph4WZJ90v6Zn5oTdJa8YrtWupR05RmZmZmRUjaA/hZi7vfAUqp7ink/VDL9AdOBk4HFgMekPQo0FCWKavU7n84GDMzM7O60tzU+XUkI2I0af/T/5J0PZ9sYD6IT2/6/jZwbkTMBt6V9C/Sfp3lT6BSu//haUozMzOzyh4Ats63tyJtS1VuU/JenJIWBL5E2i/0X5I2rtLuf9RVMCZpY0ljqjw+UNKe+fbCkm6WdK+khyStV+Pc+1d7vMWxW0oaJWlo3uesw1Ubn6SRkk5o7fEq7QZKerVdA2sHSQ/n7TPMzMzarmlOx3zNvXOAL+a9O0eRNm5H0u8lrR0RtwEv5FjhDuDwvFfqwcCxkh4iTWVeW62T7jZNOZi0c/2FwEHAnRFxmiQBV5LKELXmSOCPbekkIm6H/+7D1VnaPD4zM7OerF52eoiIj0kVeFre/4uy2wdWePwFUvWgNunSYEzSisDFpJqUjcD5ZY/tAhxI2kH+RVJEegSpTNJRwKl8srt8X6DVa3MlHQEsJulsUt3G3XN/R5N2yt8BWIBUYmh70h5aK5F2sy+d43hSKaS+pE1KK1YBkHQq8EBEXCvpduCOiDhF0gX5uQ4h7Yzfj7T/yPakkkOl8R2cj1uOFE2XMmbr5n25lgTOiYjzJW1EKoM0B3g5n2cA8GdSkfKXWntN8liHktKrb5Hqct4WEUdIWpb0XsxHqhIwCugD3Ay8D9xapVj48cCWwHjyTvuSPkv662IgqZ7mkaTSSZdHxNr5mKtIxcRdLNzMzHqVrp6m3IwUHG1KCowWBpC0OCkVOCIihpMWvu1FCjzGRcRxEfFhREyTNJi0IVurG5hGxPHABxGxb75rYj7v3cDiwKYRsQ4p0FqrldPsQgrSNqD6QrwbgK3yRnGLAl+X1EC6zPUhUjHtb+T+xwFbtBjf3sCrEbEeqYblOvm8s4AtSMHbgfmcFwA7RMRGwBukott7A89ExIak0kq1DM3t1gJGSFoDOAk4I9emPIlUIB1SZnLzKoHYV4EN87l245NFjyuRAq3NSIHdfvmvhmmSVpG0GPB5B2JmZtYbdXUwNpoU2NxOygCVdnUcBjwbEVPyv8cCX2zZWNKqwJ2kOdp7Wz5eRcB/6zvOBK6UNJqUHWqtNswupKDkb6Q9RVpzP2m6dBPgOlImawPgoXyZ67vApZIuBlar0J9IQRsR8WJEnJbvfzy3fxuYP593aeBqSfeQCm4vRwr2Hs3tHyEFcdU8GREfRMQcUn1KAasCh+fzHgUslY99JSKq7Sy5IvDPiGiKiMnA0/n+t4C9JP2JFCyWnvMFpEBwZ1wo3MzMeqmuDsa2Be6LiK+TpssOzfe/QpqOLG2dvhHwAulS0UYASavkNjvnBXS1lO+625TPsRqwXUR8Dzggn/tTu/NKGkCaM/4+KcgaKWm5Sp3kAO+fwC9Ii/nuB34PXC9pYVLGbyfS2rdpZf2Vvj9Hzs5JGibpinx/ywn0CcDrwLY5g3U8cBcp27Zebr86rQeXJStLml9SH1IWbhzwPHBoPu9e5CtF+N9LdSsZB6wtqTG/d6vk+38NXBYRPyBlI0vP9VpSELk9DsbMzKykqaljvupUVwdj/wSOk3QXKWNyJkC+EuFo4O58hcISpDVH7wL9JZ0I/I60Bul0Sffk2lDVjJPU8hf+S8BUSQ8AfydlcIa0bBgRM4APgIdJwcQdwGtV+rqetBbtSVImbQXSTryTSZfJPkS6zHVaWX+l8Z0HDJN0L3AZcEqlDnLQ91PgFkkPAvuS6l+dm9vfT1qbNqNS+zIzScHWI8CNEfEkcAhwdNkYnqpxjtKYniDtNPwPYAzp/SKf/yRJY0lT00vk46eTsp7vRsQHbenDzMx6vuamOR3yVa9cm7IXywv4x0TEul04hrNIF0TULBbu2pQdw7UpW+falK1zbcrqXJuyfeLCkzokONGeh3T+D9k26G5bW1SVr7IcUeGhH0XEK/O4r1GktU4t/TIiHpqXfbVXtbHO6/PNzXPPV4dOaEsgZmZmvUgvSxT1qGAsIo4Djuukvs6nbCuOelZjrHOdFZtXzz0iNm/vOczMzLq7HhWMWc/WXHBabPrM4tON3cWcpp7/V2RD33b8uJrVyZ+Bxj6Fm84uuMh45pxi62GmFfz/Y047FkPPKDjlXHSs7fnfo+h043WPPl37oAp2WOtLhdq1R3vey47S3At+ppXr6gX8ZmZmZr2agzEzMzOzLuRpSjMzM6svnXy1dlerq8yYpI0ljany+EBJe+bbC0i6UdJYSf8naZka596/2uMtjt1S0ihJQ/M+Zx2u2vgkjZR0QmuPV2k3UNKr7RpYO0h6uJOLrZuZmXU7dRWMtcFg0s71AD8GHss1GC8n7XhfzZFt7SQibs9XDHamNo/PzMysJ+ttm7526TSlpBWBi0k1KRsp2y5B0i7AgaQd5F8kFZg+glQm6aiIOC6X8AH4HFWKd0s6AlhM0tmkuo275/6OJu2UvwOwAKnE0PakPbRWIu1mXzrH8aRSSH1Jm5Se2EpfpwIPRMS1km4H7oiIUyRdkJ/rENLO+P1IJY62J5UcKo3v4HzcckB/Us1OgHXzvlxLAudExPmSNiKVQZoDvJzPMwD4M6lI+UutvSZ5rENJu+O/RarLeVtEHCFpWdJ7MR+pSsAooA9wM/A+cGuVYuHHA1sC48k77Uv6LKmCwkBSPc0jSaWTLo+ItfMxV5GKibtYuJmZ9SpdnRnbjBQcbUoKjBYGkLQ4qYbjiIgYTgq09iIFHuPyfmJExJxcSukA4IbWOomI44EPImLffNfEfN67gcWBTSNiHVKgtVYrp9mFFKRtQJXAL49jK0nzkQKir0tqANYklUFaEfhG7n8csEWL8e0NvBoR65FqWK6TzzsL2IIUvB2Yz3kBsENEbAS8QSq6vTfwTM4YnldlnCVDc7u1gBGS1gBOAs7ItSlPIhVIh5SZ3LxKIPZVYMN8rt2AQfmhlUiB1makwG6/iHgBmCZpFUmLAZ93IGZmZkDa9LUjvupUVwdjo0mBze2kDFBp85lhwLMRMSX/eyzwxUoniIgRpADpurnoN3LbJlJtxisljSZlh1orrL0LKSj5G7BIlXPfD6xByqJdR8pkbQA8FBHNpHqNl0q6GFitQn8iBW1ExIsRcVq+//Hc/m1g/nzepYGrJd1DKri9HCnYezS3f4QUxFXzZER8EBFzSPUpBawKHJ7PexSwVD72lYioVnNlReCfEdEUEZOB0kY7bwF7SfoTKVgsPecLSIHgzrhQuJmZ9VJdHYxtC9wXEV8nTZcdmu9/hTQdWSoquBHwAtBEHrOkX0r6QX78I9JUXTXl9aia8jlWA7aLiO+RsmuNLY4jHzcA+A7wfVKQNVLScpU6yQHeP0lr2O4gBWe/B66XtDAp47cTae3btLL+St+fI2fnJA2TdEW+v2VIPwF4Hdg2Z7COB+4iZdvWy+1Xp/XgsmRlSfPnKd91cvvngUPzefcivTeQX7cqxgFrS2rM790q+f5fA5dFxA9I2cjSc72WFERuj4MxMzPrpbo6GPsncFyeatwbOBMgIiaQpi3vzlczLkFac/Qu0F/SicBFwC45e3Ml8KMafY2T1PIX/kvAVEkPAH8nZXCGtGwYETOAD4CHScHEHcBrVfq6nrQW7UlSJm0F4F5gMvAAKfN1HykYK/VXGt95wDBJ9wKXAadU6iAHfT8FbpH0ILAv8AxpndswSfeT1qbNqDJOSJnBa0hZsRsj4kngEODosjE8VeMcpTE9AdwG/AMYQ3q/yOc/SdJY0tT0Evn46aSs57sR8UFb+jAzs56vuampQ77qVUNzHc+hWsfKC/jHRMRc16ech2M4i3RBRM1i4R++/WahD+u0vgOLNGtXCZWpM6rN5rauT+OnErNt0p5ySEsvNH+xht1oH6D3pxUro7P4/AMKtZvz8UeF2gF8WDOZXdmU6bX+7qrstNvuK9Tu4K03LNQO4E/3P16o3buTi72uo0YU/xH36MvV/u5uXWeXQ/rR8K8Uagfw+qSPC7Vb+XNDiv3AaoNxZx7XIcHJKgcc1WFjbo8etemrpKOAERUe+lFEvDKP+xpFWuvU0i8j4qF52Vd7VRvrvD7f3Dz3fHXohLYEYmZm1ovU8TYUHaFHBWP5KsvjOqmv8ynbiqOe1RjrXP/JOK+ee0Rs3t5zmJlZz9PbZu16VDBmVknfPn1qH1TBzNmd/5dZ0enGotObVn8aC76XfRo69zPQ0Mn9tce0mcWWDQAMmq/YVHXR6cbr//FMoXbtmabsbYFPPXIwZmZmZvWlPYt2u6GuvprSzMzMrFdzMGZmZmbWheoqGJO0saQxVR4fKGnPFvetJGmSpKr7F0jav9rjLY7dUtIoSUPzPmcdrtr4JI2UdEJrj1dpN1DSq+0aWDtIejhvn2FmZmatqKtgrA0Gk3auB0DSQsDJ1N7YFFJx6jaJiNvzFYOdqc3jMzMz69Gamzrmq0516QJ+SSsCF5NqUjZStl2CpF2AA0mB1oukAtNHkMokHUUqsXM+cDhwY41+jgAWk3Q2qW7j7rm/o0k75e8ALEAqMbQ9aQ+tlUi72ZfOcTypFFJf0ialJ7bS16nAAxFxraTbgTsi4hRJF+TnOoS0M34/Uomj7Uklh0rjOzgftxzQn1SzE2DdvC/XksA5EXG+pI1IZZDmAC/n8wwA/kwqUv5SjddlKGl3/LdIdTlvi4gjJC1Lem3nI1UJGAX0AW4G3gdurVIs/HhgS2A8ead9SZ8lVVAYSKqneSSpdNLlEbF2PuYqUjFxFws3M+vlmnvZPmNdnRnbjBQcbUoKjBYGkLQ4qYbjiIgYTiomvhcp8BiX9xM7Grgll++pKiKOBz6IiH3zXRPzee8GFgc2jYh1SIHWWq2cZhdSkLZBHk9rbgC2kjQfKSD6uqQGYE1SGaQVgW/k/scBW7QY397AqxGxHqmG5Tr5vLOALUjB24H5nBcAO0TERsAbpKLbewPPRMSGpNJKtQzN7dYCRkhaAzgJOCPXpjyJVCAdUmZy8yqB2FeBDfO5dgMG5YdWIgVam5ECu/0i4gVgmqRVJC0GfN6BmJmZ9UZdHYyNJgU2t5MyQLPz/cOAZyNiSv73WOCLLdruCuyRa1MOJtWLbKuA/9Z3nAlcKWk0KTvUWi2SXUhByd+ARaqc+35gDVIW7TpSJmsD4KGIaCbVa7xU0sXAahX6EyloIyJejIjT8v2P5/ZvA/Pn8y4NXJ1fg81J2bQVSQEuEfEIKYir5smI+CAi5pDqUwpYFTg8n/coYKl87CsRUW3DnhWBf0ZEU0RMBkr1QN4C9pL0J1KwWHrOF5ACwZ1xoXAzM8uam5s75KtedXUwti1wX0R8nTRddmi+/xXSdOQC+d8bAS8ATeQxR8QKEbFxzt68TQpGqinfobAJQNJqwHYR8T3ggHzuT+1kKGkA8B3g+6Qga6Sk5Sp1kgO8fwK/IAWI9wO/B66XtDAp47cTae3btLL+St+fI2fnJA2TdEW+v+WnaALwOrBtfg2OB+4iZdvWy+1Xp/XgsmRlSfNL6kPKwo0DngcOzefdi/TeQH7dqhgHrC2pMb93q+T7fw1cFhE/IGUjS8/1WtL7tj0OxszMrJfq6mDsn8Bxku4iZUzOBIiICaRpyLvz1YxLkNYcvQv0l1RxvVYN4yS1/IX/EjBV0gPA30kZnCEtG0bEDOAD4GFSMHEHUK167PWktWhPkjJpKwD3ApOBB0iZr/tIwVipv9L4zgOGSboXuAw4pVIHOej7KXCLpAeBfYFnSOvchkm6n7Q2rdbFDTNJwdYjwI152vcQ4OiyMTxV4xylMT0B3Ab8AxhDer/I5z9J0ljS1PQS+fjppKznuxHxQVv6MDOzXqCpqWO+6lRDPaftrGPlBfxjImKu61POwzGcRbogomax8A/ffrPQh3XWgAVqH1RBe8ohTZ1RvPxKEe0ph/SZBecr1rCOr0xq6f1ptWbrK1t8/mKlcOZ8/FGhdgCTG/sXavfRtLZcVP5pJ986tlC7Q76xUaF2AJfd91ihdu9OLva6/mD4GoXaAbw6YWKhdpM/nl6oXdFySDf/bNdC7QDGfzi1ULtVllumw2piPX3CzzskOFn1sD/UZR2vHlUOKV9lOaLCQz+KiFfmcV+jSGudWvplRDw0L/tqr2pjndfnm5vnnq8OndCWQMzMzKyn6lHBWL7K8rhO6ut8yrbiqGc1xjrXWbF59dwjotY6PzMz64Wa63hKsSN4mtK6jcnvTyj0YW3oW+xvjqbGPoXaAbz/0bTCbYtYdIGCU41AO2Y4O9WEKR8Xblt0KrapodiLM2Va8WnqBQYWm6Ys+j42FtzPqT3/fxTts7CGdiyP7ibT8ducWvwaqHN236FQu5U/N6TDfno89duDOyQ4We3wk+vyJ16PyoyZmZlZD9BNguB5xcGYmZmZ1Zem3jVr19VbW5iZmZn1ag7GzMzMzLqQpymtU+VtMS6OiFmS/gAMJ30Oz4+IC7p2dGZmZp3PmTHrbIcDfSRtAqyQC6IPBw6VtGjXDs3MzOpBc3NTh3zVK2fGbK5IWgi4kFQsfQhwFWkD2FUiolnSH4E7gTeAs4AppLJI00kloAaTSiXtBDyRT9sM9KF2UXMzM7Mex5kxm1srkEoobU4q8r0bqXblBrmg+ibAzaQamSMjYgTwMkBEjCYVdd8pIqZHxERJ/YBLSdOUxWvImJlZj9HcNKdDvuqVgzGbW+8A2+Wi5kcC/YALgB8C2wI3RcRsYEhEPJvb3FfpRHla8nZgXET8rsNHbmZm3UNzc8d81SkHYza3DgYeiohdgWuABtK05OrA7qQpTIDxklbJt8tLLjUBjZLmy+0uiohfd8rIzczM6pDXjNncuhk4U9JOwIfAbKA/cC2waUS8nI/bF7hI0kfATNIaMkhZsluBG4FhwI8l/Tg/Ns8LupuZWTdUJ5u+5sTB5cBnSGugfxgR75U9viVwWP5nA+mCtC8BA4G/Ai/mx86JiKta68fBmM2ViLib9EFr6bf5q2RtYJuIeE/Sb0gBGRHxw7JjTu2wgZqZmbXfPsDTEXFMTkIcCfy09GBE3E5aboOknwMPRMRzkvYETomIk9vSiYMx6yjvAHfkzNgk0poyMzOz7mQ48Pt8+zbgV5UOkvRZ4AfAWvmuNdPd2paUHTswIqa01omDMesQEXEtaerSzMxsrnTFlY+S9gB+1uLud0gJBUjTlAu30vwg4NSImJH//ShwYUQ8JukI4GjgkNb6djBm3UbTzBm1D6qg6FUqTf36FGwJr743sXDbIqbPLL5F2zKLLTQPR1Jb0aUgH7fjOX40s1+hdvMPKNauX9/in53Zc4ptTDl1xsxC7aZML/b/1WILzF+oHcCkj6cVajen4NVwCwzoX6gdFH8/5jQVa9dc8Dmes/sOhdoB7HPR9YXa3XPM/oX7rEd5+6XR5fdJuh4YlP85iLRWmhbHNALfBI4ou/uGiCgdewNwZrW+fTWlmZmZ1Zfmpo75mnsPAFvn21tReaumLwHPR0T5Xxl/k7R2vv114LFqnTgzZmZmZlbZOcClku4nXYi2M4Ck3wPXRsSjgIB/t2i3D2nngVmkzc5HVevEwZiZmZnVlaLTtfNaRHwMfKfC/b8ou30Nad/N8scfB77W1n4cjJmZmVl9KbjmrrvymjEzMzOzLuTMWA8kaSFSWaJFgCHAWaTFg2eRLs19F5geESMlHUCaA28mFQA/o8p59wD2Bz4gzZ2XdhPenRTYHw0MBg4EZpD2VhkF7AKsFBGHSRpIWug4VNI9wPPASqSdi78XEW/Pm1fBzMyse3BmrGdagRRYbQ5sTtr/5FxgZESMAF4GyLUjv0fa1G4DUgFwVTqhpCWAQ0lz4JsDC5Q9PDEihgNPAMcCI/K/PwT2qjHWByNiY1Jgd/jcPlEzM7Puzpmxnukd4EBJOwCTgX7AkIh4Nj9+H7AT6XLc5UgFuwEWBb4ARIVzrgCMy4sZkfRg2WOl44cBz5btMjyWFLg9UnZsQ4vz3pW/Pwhs29YnaGZmPVdXbPralZwZ65kOBh6KiF1JV3g0AONzJgxg3fw9gGeBTXJ26hLgqVbO+RKwkqT58gZ3a5c9Vlpp+QqwiqRS1mwj4AVgOrB0vm+NFuddM3//Wh6LmZlZr+LMWM90M2l/k51IU4WzSWu9Lsq1ImcCb0TEk5LuBO6XNIBUvuGNSieMiAmSTiRl1T4A5gNmkbJu5cccDdwtqYkUwB1Gql6/T96n5TFStq5kpKSDgKmkul5mZtbb1cnWFp3FwVgPFBF3k6Yg/0vSfsA2EfGepN+QAjIi4g/AH2qdU1Jf0lTnVyU1kKYgx0fE2BZ9XwFc0aL5dFKWrJJfRsTzbXhaZmbWSzQXrZvWTTkY6z3eAe7ImbFJwA8rHSTpW6QF/y2dDiwg6XFSIPcIlctCmJmZ2VxwMNZLRMS1wLVtOO4m4KZWHr6BeXjFY16nZmZm1qs11EvJATMzMzOAfx60a4cEJ1895fKWV/TXBWfGzMzMrL70sq0tHIyZmZlZXWludm1KMzMzM+skzoyZmZlZfell69mdGTMzMzPrQs6MmZmZWV1pbvKaMTMzMzPrJA7GzMxaIal/V4/B2i+XcKv7du1ta92XgzHrFiQ1lt1u8w8rSX0K9tdQ7d8doSt+CJf3Wc+/BMrf/7lsV+j9z20FfKk95yjQZ7d4P4qq8P9Vm9/X9rweEdGcz7FQPbdrb9vcrmd8bpqaOuarTjkYs7onqTEimiQtIWm+0g+rNrRriIg5kholnSVpWFt+UEnq07KPiGhuyy+OSsfMbZ+SFqh1fMu2c3N8pT7hk18CHdVf0bZl73+DpMGSFs73V31dc7s5ud3qBYY7EzgVeF7SN+divN3p/Sj8R0c7sz8XS/piRLT5t2PZ/x9fl9Snrc+7NE5JRwBz8z52art29nmApKMkrZF/VhXN6DWWf7fO4wX8VvfyL+LFgUuAc4G/trFd6ZfZb4EhEfHvWm3KfoE3AlcCAQyLiF1LAUFrvyTzL9M5+QfhBsC7wMsRMatGu4ayPi8BPpI0ETglIt6fi/EeD9wL/KMN7fq06LMZOAd4PCJmtrG//XJ/L0TE9Gr9VWh7LPA4cE9ETKzRpim/prcAM4D3JZ0cEc+19rq2eC+uAVaU9H/AH2t9DkptI+IVSbcDo2jjz8ryABD4MjApIl5pQ7vy9+MCYCzw54iY3cZ2Q4AdcptWX88Wbf/72uVg898RMa5A289ExLs1jm+MiKay9yqAVYFnS49V6wv++wfR14EfR8SdbR1jWZ+PA4dKui8ixtdLu3nQ9jRgSeAx4GZJ60fEf6q1adG+EbgKeAOYJel3EfFBtZ9ZncGbvprVGaV1OxcC70VEzUCs/C9mSYsACwFvSvpyrbb5F38j8CdSoDEaGJH/Uq2arSj7Zfpn4NvAT4EjKmXaWrQrPXYBcD9wJvBDYMc2jrcBuBlYBOgXEe9LWrpGu1LA8BvgReAVYF/gq2plnVSLwGg06S/3M4FvShpUrb/8g73U9o/A8sABwG6SlmrD8/sF6bXZH3geODBnViq+rmXP71TgNmBdYGFgZ0krVBlnKZjqI+kLwPXAVsABkr6lpGLWocXrcyNwIvAbSdtVe23Kxtsnt3saeB/4hqQ1JfWr0W4IcCkwCFhH0qBa70duWwqm9iO9rhtIGippwFy0/TFwvqS1ahzflI//an6ejwCblT9Wra9SfzkImybp4LkY44mSlouI24CrgcXy/RV//3V2u/a0zZ9RRcQuEXEK8Bfgq/mxtmTkG4AjScHxFaRs8O8lDejKQKw3cjBmdakUUEnqlzM15wCfk7RVtR8y5RkGSfsAAm4H3gO+LmmNVtqtKemLZXe9TvpL82RSBujdFo+Xt20oG9MRwL+Ao3PffUgZkkrtytfB9QOagBfyOX4OLCFpzdaea5mvAO9ExD4RcXN+jtu1Ntayf/4W+G5E/DoijgGeBH5C+oX+qde47JfmFcBzEbEFcAawDbB1tQCg7Af7lcDMiNg59/UVYFdJg1uMs/xn027AlrnPN4AxwH+An6vFlG6Ldl/OfcyMiI+BXwErASMlzddyjC2CqZuA04Cj8sOHkILVG0gZnUrPsdT2EOBhYOt8nm0kVQysJa0qacP8z5WAj4E7Sdm4jYG9qP1zehTwFCm7cSDpl+t2NdqU+v8c6Q+HH5L+aPkl8IuWr2vZ8f3Lbn+b9N7sR/qDZRtJX21xfPkfRrvmY68DXgaWkbRTlbGV//9xiaQz82f7QqBaNrW8z4WB2cBZko4EdspfnwoCO7tde9tmrwJvSPpK/vcc0s8cSH981PI74OvA2RHxKOkPwo9JP4u6VlNzx3zVKQdjVnfKAqrPARdLupj0Wf0T6ZfNt1prW5ZhuB0YDPwMWA8YByxNyjZUCho+AkZLGgOsASwOnA38jfSLdb9WxtrYYnqh9EviLFLW6FHSL9VKz7G0DmpfYDXgWdI07OOkv3C/Bcyq1Lbsdr889nUkfSbf/XlgI0kDyoMqfTpD92tguqRzACLiZOAJ0tRac3m7FkPoA4zMba4D7iD9Qp+/2lizR4E9JA2NiGdIr/HawIDyNmWZlCH5tbgvP8cvRcTrpEzQsRExtWW7/JoOBZ4DNgROlrR5RLxJCpSuiohpLcfaIph6APgucBdwKOmX047ANhHxVIvnWP5zdBNSxnAqaer3VuAeYIey96fch8A+kq4AlgLeJH1eTgBOJwX0S1R6TcsyZq8D04HjSBnEj4DPVujrf0haH9gCmATsCSxL+twOp8IvckkDgW9LWl4p47wM6f+znUif381I/+/8d5xlfxjtSPps7Qc8SMrE9SNN51caW/lnYBHSe/AfYGfSZ2ZPSZu20q7U54mkAPoUYO/cb+n/lY26st08aPslSTtFxCzguIh4Ij+0LDBeaRbgYqXlHZVe3wZJ25P+IJsMbJ8fWor0/+NS1f7o7QzNTXM65KteNTT3spIDVt8kLRgRH+W/Eq8k/VJaiRRUfQ8YBuwOfL/FL+LdSeudnsg/pDeIiKMl3UUKpq4l/dDpExFR1q6x7If+X0m/VLYDPiBNp40lBUW/jYhbW4y1fF3SX0hBya2kjNrVpCnAK3Pb28raNcQnFwScRvoFdj/pl+qS+WsF4KyIuLFFn6XsTaktwO9JAcDB+faPgcMi4q4KYy2tEZtEChiOAP5OWi+0Z4X3o7zdLrndzaRM5bCI2DwfNzgi3q7S9ue5v7+Q/hI/HNg6Il6WtFBETG75PElrvfrm9+JWYB1gIHBh2S+fSn1dk8f5NeAg4C3S+/jtiLi9wnMs/wxsk8f6p4i4QNJipM/dBsA+ETGplX4bgNVJmYodSe/pNaQgsj+wUES81bJPSfOTMkVfAPaPiNslbUL6zI8CDo2IOyq0G0IKpv9NCuAn59d1IVJgtX/8f3tnHaZXdXXxXwQrXlwKhUI3BYo7lOJWigV3S3Apbg0SXIMHC+5SNLh9aHEotnB3dwnJ98c6N3Pm5p2JTJiZhLOeJ0/mfd+77z1Xz7pb1pZeqo21WQ5QROyMPbGPpO1/BGwHdJG0Z/04JZvVcL7fzZiIzQSMJ6lfRJwKvCnp6Hy82JM5KQ6FXy/pxrBnciHgXGAdSY/Xx5lsb8BE+GVJu6Xft8TXwtfYC/hT7jnKrvEP8TW3cDoer4Y9sD3x9X5xbd/a1W4U2D6cjv9u1e8RcSwmrSvj58dNdbu03JTAs9jzewVOrfgcX6tnSLq9kV174uGeq/4q5GSRs27slNWmxTNW0GkQEesCM6SPkwMfYJf5P/FDd02cvF8nYhWB2SkiZsYhyQ0i4h486d+AScf7NSKWe1LGxl6FLTAJGx9P5BcA29SJGDTLETsFT/5H4wlmYWACPFkelROxZFc9ZK5OYz0A5whNjb0oBwM714lYsq28N6fi/I7XgbtxOGwz/EDdIydi2Vi74InxrbSNBfBEvjJ+A5+95uXJ9/EiYDFM+h7Cno1P0zEGT+QtHZ+LgGmBLnjifzAds7uSt+VbgIiYMTM/GXhG0urYU7hc2ucvcRL/EIQrbKtX3rNx0cSWwDrp8zfYo9LQy5hdA3NgT9iVwDwRsSj2XF0K7FUnYrV9vBF7b67AJOF1TIqWlfRtC0SsCyYaW6V/G4UT6d9M9lvlRCxtb1C63o/Hk+ky+DqbFOcXzQ/8q07Ekm2Vl7RSOJx4Gw5LToK9nZsB3SsiVnlGah6Sz7DXbA7gHUnnA9NExNmYlB0dEStnyx+Icy9Xwfd2z4jYCBhX0r3Yw/mH7NiMn90f/THp64U9i33TfvTH99rY2THZPHnQwB7N93BYejx8zVwSzjH8IO3DPyNi7A6w69JG2/z+PAm/wOWpF7Pi0OPRrRCxGeWCi/mwN64HfuGYEJPeDidiv0UUMlbQKRARf8Nv5M8n9/kg/LZ/OXAsTjJfCpi0RsS6Svo4LTcuJl3f4NyHmdN3J2NvSm6XVzBeiQnbvNhDdUxaXz8ASc81GG81QR2GvW2b4ofbqcASkjYGtlZWcJA/SMM5OT/K+Vr3YO/UPJgYjSPpxdr28nu1JzCrpD0knYC9h4+l9V0l6f8yu94RMXv6ODUmJAdK+kTScsAUkn4E5pH0fOYhWiHb3k5p3dtJ6oXJUR9JG2BvXLOclojYPLNdM/2+i6STMTk+JP29rKQf0nlYEXuDKoyNc+9Iy04FTC1pf0kvZNv6ZzoeFd7HhBM5nHgKMJOk6yXdWQ+91MjUTjgf7g08QW6LPaxfyKHRIQiHiapzchjwtKT1MElaJ63v1rSe3K4if1UF233A6pjgXo5J7tnA85KeoIb00nB8GvsJwAqYiB2CCfk+ja7XzL7ynF2M741HcN7gg8CRmfep8k7lVZOzpeUXxi8Sh0TETDgZ/2RJWyZCvV9E7JU2+Xo6nqdjkvAl9jRPksYyLQ4nE87x3CoiJouIyXF13z04768PsEZEnJjWOwmwIDBpOGy7Bk48nyiN8SHscRqAi00GkpLhgU+Ag3B+VbvZybmvXdtim704HIQ90/MDc0XE8elc3Invq3togIjYDNgnmsL9m+Lrd9V0nJeLiG3q90nBr49Cxgo6C97DD/GfSB4F/JC+Ab89Hg/skojXEGQkoA9+cH2NCdmdOOQyDw71tOSduhAToXPxRLgWfihuCBygBqG3mv1LwBvh8KrSOM6IiH9l3pq6B2a6RAy/DueoAXyP86ZmwaHSZshI0uzY+/V+ROwREeNKOgd7IBrlwvVPBHdh7L2aCpNOwsUB04QrL/Pw1UTA7NkD+Z20nxVuIT07lIWXMvxUs81DkG8CA9Pvr6XtTSrpVkm3RsR64YT2B/Aks1iaZP5A8qBl4/yDpBsknRQRxyZvw9e4gnWKRPDXSt9Vx7FR6GMv4FZJ22LPwvw4L+lR7JlohnCu1czZtfc19qCRPKhvA/NJOl+1/LLMQ3k89hj1xPl362Ev0C7AfpLeyrY3RPspTcoXAAtFxMbpGtsUE6sJWti/aj2V1trJeMJfG3uUd4+IiZXkSXIClhGxXthD+AgOjQ3AHs47gT9LejqN8y1MaleLiC2w52sQvr8fSLZ9ZbmPr4Gd0n0DDu8vhslKFfrfHBeW3Ixzzm5Iy76Yxv9JOgZrYZJ4cjoX9+EKwYmw53l3Sfelfboce0/bzU7Si+FipJGyTX9XLw6nA3MCCyYv4z/wc+Nq7E3+b3Ues9NffX4Z56ZuEA6DfoMrht9P52Qj4ObWrqN2w+BBv86/ToqSM1bQKZAeMv/BD5UHcHXY9/jhPxD4Sq6ka2S7PrCapA3TA2YTTDj2k/RGbdluFUlKZKQHJlAH41DNqsAZwEmqaTxF87ykHbDnY26cJP44nlx64IljTWATSd9G8xyYAXiC/wHYB3v9JsEegjVIE6uk3mmbucZSLyzR0A97uebHYdwT0iSdezSmTb+/CPwRe2r+jsnYAThEtSx+6x6SRxURgRP4PwjnAH2WtjcAODN93hZ7UZoR3HCZ/Ti4WKI3nnDWwOf1VRxW2xCHbgckmwlxeE84/LgIDt1+jEPFi+Ow2Mk1L+ME2Cv0O0wUd07H5J/YSzQxTn4/TLVQX34NpM+7Yy/qlKSqXRxyO50aUojnzfT3RthL8iO+Dl7H1+15QK9qUkzL1vPSLgQWS0R5QezJPaO+zeyamwYnW7+Ow/ePYA/upXLYbijUvFpT4ZeT5fE1tjYmyrfgXLhDG60j2a6DCxc2Td6rNfC99XhEzCvpyXybmGRULxbXpn19DHvFessVv/nY8mNzOSYap2BP4brAn3E17Y6S7oqI7vm9GS5kuAC/vC2Nr7PD8UvZ5MAlkq5vcEza1W5kbWvbPhE/D/fDxLUncK2kKyJiKkkfNjh/XfG92x2/AH2DX76Wxc+GbSQ9UD+uHY2Htlr5VyEni55zc6f0+hUyVtBpEE6WnhkTlMob85qki2rL1SfTvwFbyHlCRMSmmBT9O/dM1EjRaXjinQ3nTt2M3/TvBbZvweNTPdiuwZ6hX9J6/oC9UkvhXJZumGitnXsb8EP4UawldR6euP+F34hXw2GZw4GNJb3cwvYPwyG8K9J2F8Fl6W/UlpsurXt1XPAwGHsp1scesimBwZIey48rJpZLYZJ3TzpGp+K8tM0xyblRDfJKkvetByaXR6Rj8QnOvdsk2T6hJNiZnY9lMGHrj8OeB2Cy+gROvJ+iERFPIZfTgMskbRURR2ISvrakryNickmf1GzyAohV07H4ER/3H3B+0gCcI3Z3zbYb9lxNj7XAZkjn4rW0yFzpuzNqBDdP8h8H5xNugsOZm0p6JRGy7pIearCfU2Gv1ABMwo7E5/8ZTGTXAb6uTfr5BP6PtN03cEXxavja6SpppQbHJrcdB7+czCmp0q/aERO71SS9WrM9HhPZ7cJ6bn3x/XIxMH21fIN97Jr26aF0bDfA+XtfYcL9vloOva2GX3zWSZ+vwOdyD+AbSd/VSVFH2I0C25nwPfh/2T10An7puETSRS2M92rsXbwJX6Nz4/MxHvBzo2uuM+C3RsZKmLKg00DSZ4kc9MEPjNnwm/sQRKbiHhH7R8S+yaU/eUScFRFbY/JxhIYOEVU398HAbJKelkMPX2DydBuWS2hIxBJ2B+6QtBomUb1JshiYfCyOxT73UXNV+gnwW/AdaR1XYuJwnaQvMFlaBSdtvxyZdllEXBYRh6Z92B8Tv32xh+S4nIhFUxj1XTxZf4d1sR7BBGAA8FdJj9aJWCK4b2JvxMY45LQiKclXUm8596sZEYsm+Yrn0raWxgRqHZz7cr6kMyUdk00iuczGd9j7Ng+wsqRDMKFbFIvYvttgW6R9ORn4OCLWkrQP8ApwW0RUVZj5OPPE+cuwh2h7LAzbN9kei6+BOhHrko7PVek4riHpYOzxmxFPpLvgl4Jb6nbRlJv4b3yt3Idzwy6NiFnS+Xgoszs5mnoTzoO7Khwr5wPuDkwnF2msJemrVojYVmn58fC99EH6fCRNJBJoKg7JbP9CU+jsuXCSPpJOwSkDr+a26c8XcfUykl5J+7kTMFlLRCxhclJ+p+zJPB17iyYBrmqJiCW8AkwWEUukzyfha2cSWV+upfB0e9uNsG32DOiFi1geAM6PiHkiYiFMxJ7CHq6hthuWePlZ0iHpuXY3lu15T9L/dVYiBvzmdMaKZ6ygUyJNBN/XPT7pty7Yi/IF9mq9IWmTcMn7lNj7clvdLtlOgt8u/47zqW4IV6f1Au6XK7xaG9cm2N2/KPYYbYf1lrbDyfHzAK9raFmBsXHYbilMWp7GE/P51cQfVr3+sYHn7484zHiRpCOTF+VoXCDwarZc5YHpTlMociLs7XoLP4iXwu2L7m5g1w0r48+IixHGTfs4adr+P3DOzOAWtvk3HIpaFHteLsMT/jXAnkrhrJp36gIcwroHE9bDsedwHOCKNKFX2+ouaWCy2wZ7Jq/CRQ/z4uvhMTzRNCPi2Tq64kl+Ykl7pO/6Aw9IOiecv/Z5zSYPbY+PcxoXA16U5VN2wRPcyarlNGbruJAmr+jl2At7NCZ290l6uLb87NiTNTkmJOcBi0j6KU3MK2Dv0cDa+fhLOnbPpDGdiQnnMtgr+jT2pL6X2TTypvTEpPwRfH33TsdtSklrtmQbEevhvKN++D7ZFEu7DFWM0OAYnYa9g73C6QaX48rgR4dh9zv8ArYcJibL4zDqsO7ldrUbEduI5i2iwpW9p+P7dx38wjMx1l2cEx/nDXChTeX9Pxmf/4PxPb9X8laeh58dzYqEOhse2mKlX8czdu4tndIzVshYwWiHcGuiRST9M32+ERiUvFXDYz85znsJPBFeP4Lb/wfOtzgCh1YOqXtSWrHdE09uqwA7SLo9mufM5ETlYkxuXsLelOdwnto8WFtoqId/NLVGeh9rOt0Qlgz5K84TWkOSGkyilR7UWNhr8iGWW5gG5+4drkyeobbNqjKwO37TfwTncP0Rk7ItVMtliaaw7QfYG/URlgX5Hoce95F0f4NtdcN5SHfhnLjxcBh0jrR/F6vWtzBc2TctJmr/hye1l9I+fZzCbgMl9Wu0b9n5ODWt4ybsyeyHz8+bmCi/nNnVCXVv7BXdK+13V+DdumciIuZMf76Lr9ETceizKi65GpPPhpNpWFz1HpwA/zUOY86Lcy43i4h+6RjdV7fN1vE3XBCyOtZcWwhP4Pfh0OQZLdkm+y3xuZ8bOF0NtN1qy1fh6pnS9ubA5/VA1fISW1nH5MBf8EvE442unc5gNzy20TysfRq+7l7C5PgzSQPSS8HKOIT7Lyz382K2jkOAJSUtlY7rsZikT4mfVzfSyfFbI2MlTFnQ6VELTYEfTFOEc4aQtCowTgyjP14FOY/oRpwMvXw0VkZvNI7qJn4Ck5u7sZ7P3dlvw8IAHMbZQincl78BZ2G0vtirdCTWf9oB53s8hTXIWnoLXwi3RuoJ3BQuUuiOBWhXkFy51iCMciTWjVoTk6kJsMzH9cDVLRGxhF3SNtfEZGdWTFrOwCG/D2EIaaswBZ5I+qbfu+AE7WeA5fMJKiLWiogqt2lJ4G1Z1mFcXLm4lFwQ0KsBETsWk4JbcP7hW5gQTQKsGxEb4EmuYY5edj6uxZ63VTD5G4y9qQOBu2tEbEiz8Ghq3zUpls24Dhd7HNDCsZwcFyDcjMOaB+A8qpOxh+t/wOYteTXkjgizYA/jkjiEPjbwcDTlczUjYg2u3Y8wcdwR58dtiZPov5F0RjhFYKjrvTq/kvrLBSjryyK23bJlutT/rq5FSa9L2h4XiKwj6eZqnbVrpxE+lXSfpBNr10672o0KWzWFtTfFHrRNcOrGlpiQI1djv4ivv/VqRGwJXHH9SUQsl45rD+zdXH90IGLw21PgL2SsoFMjmueIHRsRG+Kcqd7AEuktHEkr5uGMBgSuGWTJiv/gyr6P8gdoS8QqmzTex8nf/0wTRl4Y0Nq+dJP0nKTLJD3QyrZ2wN6BC+Uw7eI4xPklcEplW9/PaGqNNH9YamMQ9v6tBPwi6e1GdglVwn61n9vikMf1quXrNLD9gST6mrxB6+Fk7SfUVGafS3tMjonNq/gcTgjMjnsV/j6tr9rWhNgDtni4QOAlnB/4NPYaHI1lFKbU0NWv62DysVHyzswcTUn+5+Pihy2B4xuQuHwf1wAekrQvLkhYIW13Oklb58cnmuelXYFJ0WXYi3o/DgNfiD1/eY5YRWTuwed5AmAOSSdhz8hrmPBeryx0W0dE/BUT8hfxNfq/tP0vsQzEZmm5IdedmnLEVoqIVfC56YET/ffCyeV/lIsici/uAvk1n3kQK/whfV+FeLul+6RLNBd3bXbMZR25j/J1Vv9HxJ5hYefcLs9zWyKF4mhvu7ba1o7h1aSUB+zVPQl7u+eI1CNXbid2qVJKRDquR+Ew5vOY0C8bLhog3Y/N8gQLOg8KGSvotEgPrrxx86c4B2o9mvKYVoqIaWtkKvdMzN5gvdXE9z4mAHkfvK7Zw3Ko+yOts6sslNotIiZJE0xONnrH0D3sumST0voR0SeNoZEr/jn8MF0y7LWbCef/TKJaaDEjqifiRPQPcMjw4bDncBfgPDWXAsjtVgnnGd2G9dGWCDcdnhOHDIc6dpntFuGQ7WXAphGxW1iDaxEyT1O179EUzrwcE4WXcB/E4zHhOFYu4qiOf3dJX+NQ3VfJZlHsmXwDE7grgQtkRfE6JgAmCCc7H4eJ0bvY8/Q77C18B5gyLB3RaB83x16GrhFxFm4cvy/2FNU7AeR5PhvgHMR503IH4nDSoUBFDpvZhcVO/4JlC/YDdggnaV+cxjzUC0ZFqjJyNT0uuuiLr6NVgY8kXSLp8Ox8DI7mXqoN0xiPw0SsJw5V74sJ7dZp0cruUmBpNc9r6pLdR+sAp0eT0nyuk3USDrFRs63ujzWBTSL13sy2cQ0u6Hgt3+/selkbk+TvO8KurbYZDsR5r//CwscLAVtK2giHiZ+r1ll7Vl2L88j+hL3BH2PP8dLhvNjRC78xnbFCxgo6JXJShLWx/ot1lVbDJOw77GnYUdJ72SQwhBRhZekrEkHIiVS1bA+cPzR13TYizsMJ9vmYushNwQeFtc0Oyb6vJppjcCJ7z4qQ1Sa9Htgbc0lL+y7nn12NJ/yTMVnpLenT2nLVfp6LPQkfYwHbU3DF3EAseHtXA7uuOLdsHRzC+wEnXu+GE7WPUaaT1cD2auxhOgpP3ovi6tcNk+39mU11Hi/A4a8z0vg+wR6qw7D455CWU+k8DQx7S36XtvcjJhvv4LDqQCxBcV3tGFd/X57GtCd+1i0hq/n3xtW0woUg85B547IJ9VzcmeCeNPax0z7vgfXZ8k4A+bVzMQ5hLpLWtykOy56BizzeyeyqF45pMCHeCxOpm3F+4N7p/PRv5BHLju3y6fPN+L7YRVKlCzd93aZGDObE+UtLYlX7DTAB2ADYV9IOiZhWNlvg3KMna/tfra8HLnLYXq4Uzs/JpcCfJF1VOwa57W7YS5sTvSlwZe5s2T50r9n1TGP7oD3tJL0bzT3UI2TL0LgFeDFdR9dhr+ouEfEnpQKRBi9x/8Cke1scXp4VF5m8iV9yGhaWFHQelAT+gk6HaJ7Aej1OeP8MP5yPxe76U3FeSUsih5diIdFumCgcKOm+zCvQA0+YO6dJObc9F1fqLY9DWCc0mDC2wRNePiFfg70Rl6ZtLo0TmKuQ5Nppm7nqeH3s+XYWxwTpCxxO/bLB8mti79L+mODMi8nFP1raRrI7CVehHh8RF+EHdy9Jd0Sq6mzF9lBc6XpY8jitAZwl6chWbGbBE9Ah+M2/CxZoPQvnjdW7FVTn/yrsFfwv9lBV5OxGNdbkGiLMW/PaTCPp/YhYBHtm9lZTFeu4kn6oHftFcKXa+7ii75eI+BdJJFjSrQ22XQmePov7cT4OXK4mAd+51KDKMyImxuS8H/YWno1FQXfFIfmuaj1nj4i4FVfMfom9qlNIOqo1m2S3OSbQ82Dx16vDLY1ux0T32kQ0BqX7ZlJMLNfHeXO3SnokW18PHOLeUZJi6EKGFfFLwCrpWsvXXdnuQFK6T/fj0mm/PsTepHeUNTIPF6j0SnavtKddvo8jY9vCORkXk6nVMbHeGT+HWiwSSMf1SCwN80G46nt7TOgPhlblNjolHtx4mV9lvItddFdJ4C8oGB5kD7YzaUpSXQbnTvyCvRlHNiJiCatiQdPe2AtyDe6jt2B66K+DpSh2rh6mme2ewE+ygOwywBYR0TubpNeniVDlRGwy7PE4QtLzOFG/C7BdRPw5IlbHBG6ntM0W89KyEMQDeGIeByebj93A5AFc5XYulkvog708k7dwbCrcA7walnU4A4f7zg8LjP40DNtbgJcSibsKv7nvHrX8l9p+vYILAw7EHqAD8KR1Tz5Zp2UrInY6To5fChOMiXH7nW8wMWuGaJ78fGpE7BIRu4Zz1HYKi1+egb2Md0dTuPqH9H91jnfBx/w87I3bMRG2EzCJuDXbZn7tzIInwG6SvsEyBFtExDFp/c9kdvmzdxCu0PwK692djMPE52NvR6tELK17RRxifBGT3n0j4h8RQ4Ux8+O1CS7qWAHLvRwXESvIHQYWTUSsCh92iYgLsJd2LRzuBefrLZTWtwwmkBURq+d77o0rPJcGzo6IlST9kq751XEYdwdJL2Xn8VL8UrRjWvdewGxhsVMi4k/V7zLa1S4d+5G2beFc/oDJ3AzpnPZvjYglm1txmPKycGeIbfGL6+I432+0ImK/RRQyVtBZsTdumL0n9trchT1k3+CHWR7SqufSvEciFGkieTt97h0RK2NB0x1qD9MuETEXrlwbFBGTyRVyJwPbR8TOyWOwNfaI5d60nXD+UldMasCh1YlwTshCuHpvCPnLH45hlfNmE3Q2eU6JvUHXKLU8quFT/Pb7AhA4xLWdsiT/FvBfHDJ7AXveZgQ2lPThcDy4n8c5YS/iSs2VgTXVQmJ5Ri6vxqHJfbHnpZnAbu08zopJb2V7fvpuoKQj1KCaUM0rH1/GYds1cAXkudgjtoFSvpaawtXda6uaKdl9iatDZwR2Tufn62y8OdlYPu3bgvg6WzuRqAVwWD0/HlVIc5J0zY2LvWiLYgmTD7GHdZ/hmUQzUvmipLOxp2sVSTdV9jnJzzAV0CPcRmcAfhG5JVwE8Flt2VMx8T8Ge2sH4VDq4GzZJ3H3iOq+qs7HhfgefAO/GH2EX4YujIjJw62tJsJhu5eyce6Jr88+2BsHPhfbp3WCw3B7yL0f29UuHfuRtm0Ncg7kLtjTdWNLL281HIUJ/NT4+fls+v7b4bDtdPitVVOWMGVBp0S4f9/CwImyFtRaOG/nXEk7ZcvlQqD/BrpIOijc4+4HTK42xInTK+HJ5EdJdXX2BfFb6OFYQ+wH/DDbCOcebYWTql8HPlbzENi+wLyS1o2IazG5mROHclYFppG0d1o2r7y8BBObWbFu2MfRPKdtHUxItlcL7ZHScpXW1ixYhmK4StcjYinsEVkM2DUnuMNhOxdWVl8At526Md+/lv6Opt6hj0q6Jz8easpHWxZLY/wRVyTug+VArsFE84naWPJjNiUO1+6HSdkATJJuUPOOCI32aSu56ToRcRDO2TsVexlfUCbkm423C/YUDsTE9BBM2B7AYd9L68cifZ4Be+newYT9VpxrOBUmZWvUJ+2I+J2SSnt9v6tt4Ot/UEvLpO/WxCRqAD6HWwHLyOGtBSU9WjumY2OSfx1+kbkVF9A8DDwl6edoLoybn/d58DV8KPaqPQggN3efMpGOIURczUOa62NCsyhNIs9LYu/zL9k5qIdCf1W7arwja/trI1y0tDW+Nyu5mNEOD2z491+FnCx+yb2dMkxZyFhBp0RE/AGHGJ/Fk9uqeGLcFje2/Sxbtgv2KHyOtbi+lLR2IjPT44n9F1xtuHqadJr135OV74/BlXuT44lxXvxg/RZPJuvK+j7VNneTdFz6/G+cH/RSONT3Nxzi2hdXQtUn1iux1+UunF90HU58r9a/Ng5r7kjKZxnG8eqGQ7NDJpnhmQDCgpDd5P6IDZs3t2I7Oa4Ye78+mUbE2C148hqtpyVicyg+9w9ir8OmciVZw0kxnAT/Ba62HIg9C+/gasT1VCvrD8s4fImvjaew56KfpAPT77fi66+PUiJ6g/Eujht+H528rjtiD8VXuAXQnZldRTy74/ywi9J4L0g2z2BP6CtKzcgz2+44yfxD3OHhf60cx/HxC8Ar+XbT32un4zoAvwRslNZ7CA6LfUXyRmLC9qf03RLYu3g4vkfuxl0VGgqWZp9nwMR4Dnz/3o+9N5uoeReAnIxvnc7F+Gmst+P78GScO3lTR9m11fbXQu0cz4pFZR+RJXxGS/zWyFgJUxZ0SsiaWEfhqsm/4QngOzxZ/RwW05wxLb47MK2k3SUtj/Nbbpd0Ja7e+yuuMNyiARHbDefXTIHDm4cAz8hVd/2wl+YUTKpyz8rEuGT89Ig4Ak9ay6Sxf4hDgPNh70geCqnCks9gInZ4+ic8GRJuKdMTT+wvqykUtlea3MjW1SWa8npWiojp0vJ5dd/8kWQCMrvuaayvk4Xe0m9dM9sV0+Se/14Rr0/ScUDO/anGeRL2QjYbZ/b36hGxWUSM1YDY3CnpH5g474PDV/Pi0E9VFZh726ptXo5DxCtgEdepsafiQpwjVidip2Cv4MZpOzviJvWrhaVJZsXn+8pWiNi1+LpYIyJmlisZz8J5cW9IurPa72jS2JoEe9zGwtflIfhcz4Sv4TvrRCwd34HYI3UBToBvdlyz8z1R2uffZceoOl4L4VD/ipJ2w7mG56V/68oFIpVnrfKc9cFkeEocWlwS5wke1RIRS+ejf1gK5O+4CvVDLDVyAfZ219sxVcf0IlyFukc6hyfie2l77GW6KdvndrVrq21bkY7rbhGxU0TMGimHtHaO18ek96HRmYgBDB486Ff511lRyFhBp4WkVySdhR8uC+IJenvsNflJ0pvhqreXgInDTcKR1aa/j4h5sWfjOpx78Xw0L8EfB1egfYIn8q9x3lU16T+PCdMmwLPZRLMfzo1ZFYc2X8MhgS0jYro0huuAw2Rhxjw5fFtM2ubEYbdLcWL7PsB40dTjcVcZ1dPjNODPsoI8aV2V1MbgcBj3YJx4nifBXwPMLennmt3A9PcGwMWRiXBmk80VwJyVty6zrTxR6+Ck/8mySedKYGplLaZqk0UPnF/zABaibYnY3EIiNpKEK976hkVgieZ5d7vgvo/bYwI9DSY6wgUTzVrqRMThuAfiupK2wx0OVsHkbHlMJPsBZ6vWMzI7H4fhPK81ccXvbhERkq7FKudfpOUrGYlfwiHU63G+VVXEcCf2vK6Mm0g3Qz6Zp3PfF7+MbFqtP/3/SyJi52EP6zP572HNubPSvu0d9gYfja/xzTV0dehBWOtqg3RceuMXiM2xp/fa+liza+5IfE/ciYVfH8PE5SN8Pq+v2VXnsR+u0t0ybedvwOdyD9Ftq/OY7XO72rXVti1Ix3UAvnb+ip87lYZiRTJ7YC/nzipSFqMdChkrGB3wPH6wbygr2H+evA4b4Un0O+yNWCgitgOQtJqkJxNZeVfShzVPyn/wA3V8SadggvAl9hz8Pq3jG7ltyWsZabgYv+EvGxFXZIRxPTwJv1tNoGrKZQOGeKNmxQ/Rnlg24Y84d2xvWSG7Cq/lBQJ/xAS0W7hqsxkZSQ/h7XDI6Y3suG2U1t+sik/NQ1abYsLybT5WrFs0LfZoVLb1bW6FvY2fZpPONdi7NE+1zzWbbfFk/spwEpsN0rG8AZhfFoHNPTBH4JYxjyQCsjomhKtKelCZ7EIaQ288WW2bPo8ne4S2wvk+X6b1rZ+2OeS4ZX/Pgz2hU8uh2ErnbZ9wXtfH2bKVR2wiHNIaW060vxiTz0WwLMm2ypq+V8jPVbhIoD8OGR4QEdtGxDbp90lwqP5oDd3v8u84f3EZfJ18C+wfEWNJOkDSidn2BkXEctir+0s6Pvfje2USSR+rscBuhf3xNXGopMtwUv/CwE1y94D7Ghml4/sG9jaHrL81AJgnal7djrRrq20bMA9u59UXp1E8m76rzllV5b2zOnkD8OHG4MG/zr9OipIzVjDaoOZh2RRPGB9hovJfXHW4IfYyvdvorTQRpSuBe/GktCYmQ7dI+jxayXUKV01OLWn/iDgQK53/AKzUyCZcun9LengvL+nWcMjvTEwev0pjnzB5f6rxDekggEVZn8MCkrOk5fsryR1kRGyIVlL6fhxM+pbG3okLlSW+R03zLJpre02Hc2AWxUredyorCoimfLad5BBsVxxu+xTnfM2KPTjrSnos2ayJiwy2SuOscr7mwaTkU0nbh/PttsFhux0kfRfNQz3jSvo+fXdC2uYPOMy4pqQnwsUYE6omdpu2Nz4pV09J/ylNoN1xLtNecguq3CY/NkvhcPZcOC/ns3Q+JwImUhYOjaaQ5nRp3Xdjr+tbwMmSvkkk7WdJjZTYq/WsiT1Tj+IwWF+c53Yi8JYsyno9Dh0+kN8nyb4nDt2eLenycPHF7riR/NVpmbrNeniyfw7LWByHC0maeQpbGO8jONS/dUT8GRO5TdRY4LRuuz1+QTgLE/GjJd3W2ezaaju8SNfcMti7eC32+m6NyeCZ6e/xcTj5YGVyO6M77l938V+FnCxxxQMjFTpO9+E6kjZs8FtP/NwaCBwqV8BOjueW8fAzYwtlBTh1FDJWMFoivb3PgsN82+Lcpfuxh+STVuxmwYStD57Mx8Ok5Zb0+Ue1kCyfJpa5sfDnyTgvpz/uUflUbdkJsAfopLC+0H+wFMAPeAJ/Lfe8NNhWV5ybU6m1f4+9R3PjifgwnKdyOCZCL6mpSrM/Drl+kP6Nnfaxv6QnI2JZXPreTHw22V5AU6/J9zFhXBi4WdIN4W4G/yaFUaMpd+axtM3eafllsc7Rn9Pq18MEuBLzHCFik8a3Ag5t3hkOkZ4KzCALtm6Dw7SrZgSwYUFCONfmblwJuEP6bg5MOLZRlrNVrSOaql/HxQnbXXChwJyY+J/QwnmcBF+j16Vju3A6ZzfgPqNfNbLL7HukY3lYOheb4dy2izDhqcLNk0n6tLbPq+AikvFw9eMswJOyftgflHqV1mzyvzfBYc3pMNEYkB/HBmPtno3nPnx/vAScqSSw22jZBuvZG5Pr/SRdWFtvu9q11bYtSPfIgTgPsj+OAGyDr6X18KR/Q7rGUJbbOCagM5GxcLu5FfEzY/3ab1Pjwo0F8PPh/vT3MTjUf15E7IPnlobPCShhyoLRDBFxZlhE8WX8NrowfjP9HhOSFolYwuuYAByGE53/jd9mbpL0XUtELOFtfKO9gCUIdsW6VU/VxjgbJhMnRcRpwNrYi3cOJlBbAUdHxPjRcnPxDYCHJe2MG2V/mfb5euAiST8m0rCtjOrBdSGWHLgCh3DHxt6NSkKBtP89cyKW0Bcnax+JCUA3HCJ+Ejf1Jn3eKrNdJI3tIhzeOwXoIekiHFb8KhGOc8mKETBB2QXnef0Ne4v+iL1hnzQgYkcDv8+IWOUpuCKc/3QGrmaboLLJSEVezHA0JuNL4bDSYeFmzsfjTgDNkuez47o/JpJr4Lysb3H17i3pX0sYF5Ooq9Jb8UP4evsBn5tmqHkBwZ60BYGZ5RDt9Zi0RkY0uii1ysr2eSfsiVw97evs+ByuGRHzSno7IhbMyGYVWs/1yC5K2/sf7vE5YZ2IRfOctqp9FZL+hnMxJ1FTp4Mu4S4GzZatr0/uHHA48K+ImC0t26526beRtm0r0nG9EV8j1+Lnx7TYE/Y+fhm6IY3hizGNiHVCPIgjEI2wEPBAeiZ/iXM/58LpBNWz4Wb8fGwRdbHDgoLOjrdxaOCB9Pe2OARzlIYhpRBNyednh6vp9sFv/YfWCVUjyOGxSbGA63bASWqsjD01sGFE/IBJyGlYwPYQYJuImBuHpvLE+GaSADhR928p5HYwfihviuUEBmYeimbJ9Thsdwf2/PVP6/kEV7BVLX9eSMvXvRw/YtJ2ECZm42KPSv9EoroBX9ce/FX+0NXYW/gwcFZEXAG8V032tUmqIjb7h4ss1qWJ2AwVyoqIvjjX6rLkwVoaE7eqEvH6iPinnPs3VMgtI4Cn4qrMP2NCtBQmdftgJfpchmJ77IEcJOcETkzKn5O9ixvhlkPX1cdbw1fJbrmIuB2/PHyfjml+HOteqZXx8b8MvzT/KyK+kPS/iDhdWZ9S1cLxETE9loJZPpGrlTG5vh97ZJ+MiL/hStI/4orRwdm5Gpxdj5cnz+60aRxExPGYWJ+e22XHemxJP0laMSJeiogTJe2Sll0qIpaXtIqaqn6H0ifDlaM/01TB3N52bbVtK/4CfCBpv7CX/Z/4Be11Je06GP1aHI0IRjac2BZExFa4E0SOLeTw/lItmE2EX0grfI2fF/n31XctonjGCjot8rfuiOgTrvw7G5OwcbCXYUmaEqlbRe2tvw9+g9lXDr8MkQgYxjrew2RirfRmOmT5sCTCgjiM1QNXYb6LwwyrRFNbnKfllkmVXa7kvk24KvQ/2DM1M07m3we4rSI1atITqzw+M2G5hM/T8jdigrQdMLGGbvmTy1fMlybwe5PNi7g9Ty9MGoeQxGycZ4YlLBbB3qgPcO7KecBpkj7KJvbt0371TKuZGOtrIenJNO4pJN2hWs5L2Au6I87zIo3tqrSODTHhfBJXmFVjHBJyy1Z1Ag7zbISV+FfBTecXABauEbG+mPCNS1MhxSXAYhHRK+z5XDyNpVUkb9jpWFj3BOxN3aWRJyMb9zZYLmEmTKzvwTIUZ0XE9BURy67Z/D4ZD3epmAaI9PV/8Zv6j9nLw8Pp37IRsVq1/WgulUL6bT7gMjX1Rr0IFwCsk9tVY6nuxbCUxh7AiZES2yWtDkyVyHp1PXWrEdH1sRf5ShI5by87SW+M7FhVyzUcGaR7a2tgS2DmsDDuN/h+6QaslV5ICn4FSDpH0py1f48Ow+wr3EO2woT4fOXfV9+1iJIzVtApUXsLnQInsB+OvRvLAm9KOjRNTu/UbFsVLI0GeR2RqZenv/+SE6b6esO5U//NiUpETCLpi4hYCU/U6+Kb8ET8lnQTzi97JbPJw0SX4RY+0+G37O0wCfs5bStPos+FJwdgD1ngkOhm2Pvze9xguFluWm2bA2hSC98KE6qtcfuoc1STIUg2R6ftvYPDtZ9h71s34H1J92bb6Jv2536cr/R/ETEfDg/fjEnWuTQWED0QE5JzsbfuPLktEhGxNK74/Bw4Tq2o6yeiujnwfxXpSiTvL8D5ki7NCM0e+NxvmdmPjQnJz2kcn+GwY4s5fw3GMD72qA5SrddkREyklDsWrpY9PY13DXwu75RFZZeXdHsr29gce9764+KLlfC52gwLIe9aW74/Pn/vA7dLujx9X11bQ4SHpeZNv8N9KtfDHRH6p+/y33vg3ozrKoV+E8k5DYekF8Eixaum36pOGj2wt/NfavLgtqtdW21HFtGUJ/omzu/7B/bcnoULdHbF3syzJP23rdsrGDEkz9i2ajlnbEHsJPgvLn45BnhcTTljg+WwdkMUMlbQ6ZBN5F1xDlQ3nKd1K37j74E9DfMBX+XEK5pXvs2smlxA7a12VVwmfiE000k6DHtNekl6MCdqya4H9o79U5aymAFXEL6Ik5afw16lC3CIcUbspu6jFoQYw4nAC0taK32+CHhH0j7RPCRStzsWhw4PDucJ9cQT8kS4KrPFJtNhWYhukvaKiCWwx2MlPAF1V4Pk8rBG10aSZkyf18Yhvl4Nlt2TkSQ2EfF74O+S/pM+L5eW7yfno1XfvaWsTVFmX11DvbCA6ZuYpKyKQ74HYdX97yQdmtntigUz/xtuDv5D+v5MTJbvT8fmu9bOy/AiXVsbYsL6EJ58j8A5Xm/JFYnnYSJ6T75vtfVshMMru2Ov0HeYYC8KfCbp4NpxOR2HUA7HGmcLp/2+Mi1XyZA0a2qd7snLsbfuTZxr10dOXq/W3YOmaltl3+8ALC1p7bSui4DJJa2UPq+LXwQ6xK52fEbYtq2IiIOxJ/rQiDgSe21nxmS6G34BOgbrwr0xKrZZMPyok7GwYPgrkq4Pe/174Wjj4ZKuDleGn49fyD/B0kwt9gktZKygUyEiJpDd8tXb9yv47f5UPHHulH77qxq0hEm/VQninwKnSnquwTI9cAL5FhVhy+yEH36LYpHK+2oTTaXnUz3Ap8XdApbEeV1v4/DSIemtaFVMmO5tYbyT4QfucsAJkm4Pa0OtJGnfVo7V37EsxCOSeqfv+uGJu1UJgnCu1h6YFO0k6euwmO1zaiUPKnl4HsMFD3tExJx4Qt60TjRHltjE0Plz1fqWxtVl50s6t4Xx1fs1Loo9TUthmZClcYhzV1wJuSnOxfk5kfGzgW8qL1I0tco6CbhUNQ2vUYWIeA17MqfHhHg7/LY9OTClpE1bse2Gj8t/ldrvRMTFOI/ymfS5KzRrjn40MEDuD9odh9p+wUn/f8fEbpuc3CS7WbHHqIekryJiYUwi15Z0TTh0uQO+R15Vc8/x4pgMnyXptXB17InYm9sVV+L+m1To0V52sjxLvY3TcNu2dF5GFOlanR57RPthr/DROGQ5F74udmrpuVcweqOQsYJOg+TFGAtXAn6HPUt7q6nH3n1Y6+h/de9ANA8hnorDfWdjT8HzuNrl+fT7Wvitvy7tsBp+e1k/TXDbYS/cXnLz5HXwG/8OaZLKt1lpffWVdHZYqPUxTOZOHY59nwJXvi2A36IWx5Npi5V6iRgtj8Mor2Cphf74zfmp4djm4jif7RecP3QEJpkPtLB8FZ4ZHxOpL3FlZn9Jd2TLVd7JESY20dyzeRhWNT8m+305XDW5Fk5wbskrehom8C/hcPFncm7g+NgT9DtMODbAVbjVeZwW55TdKen09N1sOBduOznHrc1ocP1ug4nhnZJ6hxPsZ8T5kMc2sqmtb1t8rW4m6b2IuAy4IO1zflwWwAUFi2HpkVXTKg7H1+qj4bzHz+V+pXWS8nt8nX+Er7XKs3w4rjjbBUsvvKSmMHql3j8dyeOHXwKWxYTmsXB3gkH4PLWbnaRPonnIf4Rsh3GaRwgRMS72sK+O769dgGNl7bgpcdeRL0blNgs6DwoZK+gUiIjAeki7Yw2oOzBheib9PSH2Wq2rrCVQsq1IQhecZ7Ey8HT6/1YsndBflkVYF8spNHpzXwCTkU3T59XTsj/hyX1bTMxykdRu+AE6Np6gDsfJ1vfiCrSxVNNYauUYTI3fitfAyfrHD4fN+PiNeRMcwt0v7WdD71KyyT0dSyXbv+Jw0w3DsK32ewLsuXlb0rrVemkezh0pYhPNKx8HAw8q0+eJiN8raxRf2WQT6ia41dA16ecFcRXh1mnZObGn4TGa654djnPQ7sP5Tp9godWNgCNVa6s0sqgd/02wF/bZNNHfjz1NX8vVt41sGoUpJwB2wkr7zwIDJW2WHx98LzyGieyuOK+wKlQ4RRaqHGo7yfZ87PEdH+cYdsHXzLTAPmqSr8g9oF1wnuQDmPxOjkP4H+N+o7dJuqMBMW1Xu7bajkok0nUolrM5UFmeaMGYjULGCjocETE7niRWxhPgPrga8PdAYHmFP+Keew0fTmnC6IdJ0EfYazM+zgu6Kq3zSUyo7sCx/qpd0b8xiTgo3HD6BzwhbogfjCvhXI0fcxIQTcnzj2ICsD32FO2APVtry/0wh/sBHs4zWBVPADfIqv1DQrct2IyPBQmXBh5TSnIfxnbyiXYJTGK/xKSzWR5eA9uxJf2UJrB3cKJ/75oHZoSITY0EnIilJ/bDx3FzHO48vb5sbR1dcTXoG8Ac2AO0Dw71zAxsrRSyrm0vJ38DsVfiPBw6/hrLCTRs49MWRMQ/0j4+ggnApdi7dAL2gvyrtvxSwHtqkCOXLbMQzhV8OH2uzvPu+MXgyLBC/nOYuL8fbuHUojJ4RFyFX5CexjmQt2P9sfHxPfFMRobz4zoXfnk6ICJuw3lmj+Re1Gwb7WrXVttfE+GK2AklffRrk7+CzoNCxgo6FNlDfHmc29MT53rthlXK38aT6gSq5X7VHqY74BYzlRZS4FyLBXFF4Y3p+1yVuwvOlfkce0q+lLR2OBw5PSaIv+DJcXWlnKhsguuD89iOiIiHcEhjD+w5mFhZlWc0rzQbS1nj7vw4pL/XxRPdTdhbOD0WfP1MQ1eB5nY98Rt9P7m1U4sergZj2hST3kurSQCYRpbyaOmYz42rvp5WUyi5TcQmWq58nAUn+rdINMMJ0AMl9YmIo7CH8aL0eQpJH2fnrhH52x+H77bC7bEubGlbbUU4VL4G9ka+nI7//LhN03XZctV4Z8XEdnE16GGZls3JcFccSqv2cW1clDIlJlQTpn09AhO/3MNUV6A/EmvInYRfkr7D57zFfKlEKKbC57+6L77HLzUbAR83IvztbddW24KCUYWiM1bQYUgP/UGJUNyOPVHnYI/YcTifZy5JbzYgYt3yCUTOy7o0Iu5Nn4Unjw1T+KW61pePiBnT37sD00raXdLyQJeIuF2uKLsDh2FOwUn+H0STuni13ReAiSLiFuz9OQvn7XzXiIiFNYROBFYN595Uv+eEam2cK3KX3JC5O85duwcLP+bHIA8JroXzv87IiVja5mbpzX/I9qK5llQPXDJ/WSJiVRXr7mHBzyHIJvceuHXRIzSp80OTntfG6fdFcc/IUyVd0IiIRZNGVS9cxPAAcH5EzJM8PYFV4Geo29ZwC/BiOHn9Okw0domIPyk1767Gn+3HTJg8D5D0g9zP8iNg3bBUxChBtY8ZfsDSGvOnz9fj/LYJcpvsWnsD51LuEy6TJ5x4Xy1bne+J8HU9bvp+r4hYBofaB2Nh3+9xl4VKNbzZG7mS4nxYggT8MiAcqrwNt9KaqLZ//8j+7ocJ+cT4pWpOTPTPwDIkH2bXbbvatdW2oODXQvGMFXQIImJ8Sd9mnpSuwF1Y8+gsLPT5AZZeeKpmm4fYrsaT2KyS1koP13klLdxgm5MC88k5VYtgL8G+OMx2dlrmelyZ9hTOhxko6cNonpO0FQ55Lp7+fYHDe+fggoOG4RRMcJ7DodTuOLn9iWyZIZIANG/6vVfa5gE4/6qeL7U29ijuquZaSV3S8REOMz1fkcTsGFa2x8pVnN3SfjyLCc0GmHTeIenz+jgT6a2215pX62pJ59XGPbKVj0MRiGRfT4DeGXtF6/plwyt78b2kPvXtjChqXrge+Lp6DCfob4kraG+OiPFUaxhes/03DrueLmmP9N2QKslExB7AEiu98AvNlLiApdKFA+dQXqJaU+twEcF3skzFNcn2E0lrRMQNuEhkYdyxYkBmNzsO0b+N9QDfxdfPkbh44hdMqN9VVlHc3nZttS0o+DVRyFhBuyMizsWengvxJPgOJg1nYU/Us1iBfu4GxCOfnKo+jJdgz0l/OXfpCvxW21AYMazJFFhwtCsuV39SKSepwfJD8mGwAOnvMQEcH+dZvYvlAM5QJspZ83jNkfZxLdxq6G4cAvm73OB5iMAmLtEflIjRn7FXY2w8EV+XjteLsrTA2njiHUrvKCJ2xlVg62BV8q+AHyT1TL9Xtv0xAVte1lW7PZ2HrYA7cThtD0mPh0Oo22HZg5dGltjESFY+thYaS+ttMQF6VJO/EUVEbIG1qc4FtsCSIN/hnLaNJT1dWz6/1sfGobS/4heAgZIOzJadCIeDT8XndGLcSHyvsEDxkvh6PR4Trh9r2xoHn7MeWJz2LknHRsSNwKeSNouICXGnhGZ9Q5P9srirwcLAsnLV7Oq4onlDtSBW2952bbUtKPi1UMKUBe2KiJgcv5F+g/OIJsZv2k9iUrStpMewd+uzun1tUnweT+D9MZF5MyJml7RuTsTyEFE4N2dBHCZaDFeFXQssHhHTNwgnVV6HLpgsviRptfT3OzjJ92TcPDsnYnmrot1xTtJJwJpYr+hUnAc2MFzdtwnNiVhV3XVk2tagZLcansynCPcczMU1662c7qYp5+0kLGVQebeWx5P2rpIuS3+fk8KSR6bx9k3jHAj8FBET49DadthLkp+P/+HChUdwTtJe2MO4C07cny8ixk3HY0j7J0x4lkv73wd7itZK6/4We3kGAusNi4glm4/SNldWqg5scD5OT8f88XRMFpP7T/ZMx3ZRLHGwrxy6HCkiVrvuZsCK9b2SF3ZnTMIexHIUT9ftMyK2JX7h2B6HMW8BJg0L/pJI0hXA0ckjuSn2Kk8dbu79IH5p6Y6brdeJWLf03S1YTmYCXOGJrDo/XUTcJunrnIjVrrdXcU7b08BeETGpnPvWC58/OsqurbYFBe2B4hkraHdExCrAxXgyvBf4j6RnI+IvePLvgZPpcy9G7iXYHpO4afAb/9mYUA3A+V2Pt7Lt5XDY7FJcWTkxDmk9oppuUDRPcK+kAX6Q9M/03f64Qu2g2rJ5GPVwTPqeT3+PhUno33Fo8IZkM4VSXlP6fACu8OyTJuP1cGLxi8D0kl4P5768KOnVaB5GPRuHQ59LY14eJ9Rvg9WhbwnnkH0l9+LrhitKF0rHZuO0nWMx+TpGqS1SCgVWAqkj7dWKkax8HBnUjs1wy16olarF4dhmfr1ugXO1lsCFAdWxvBborSZh1kaSC+tgT93W2Ms5A06i/wmYQ9I56Tp4H3sgz8ch0PsxIRa+zr6K1K6rtv4huYX4GvsZvyhtjat5z0/LzZ/fV7Vr/FZ8rT2NE+DnJ3nhlPpZZsu3q11bxtr6GS4oGLUoZKyg3ZG8LwfjsMsUOBQ2CHskjtQwtHVSmGFmPCkdjx+uywNHqAWR1LDq+7fY23MBFhR9DHtzLlXWLzItn09S6+Jw5K040foDTOb2Tdu8kwZIIZ7HMOFcGPgTJkrj4zDT/0WTRloe0lwxjeuhdDwGh0U9NwRWVYM2RcmuCw7RTYbDhVPhPLw3sMfpRiWtJJrrgZ0LfCi3XloHn5u1sOdvikT8hhCaUUFsYgQqHxvt64iiPclfbbubYY/Wfvj8/x33rpsXQNIWrdh2wd7Ft9TU//E04GFJF2TLjYXvn+uwh/JauevBotjb+Cywm1quJuyCX2RewyTuBny9bo1zBc9pwa47vp++lbR3+m5THOachqRe39F2bbUtKGgPlDBlQbtD0quSNsahoI+w9+R8nJfUIhGLiDPDCeGvYu/NbHjCOAXo2RIRS3gb58QsmP7eFudQHVUnYmmMlefnGuyN2AV7gDbABPKMNN47qxBINFVsVjk4H0s6SBbEvAFXaW2CWw79X9rOwPR/RYz2xQnzl+EE6tXDyvX9cD5LQyKWcCrun7ct9lj9D4cAp5C0q5oKC4Y0RA8XNTyflkWuJH0w7TeSXs/HlxGxq3Ez3NdxQvpJ2DszRzg/DknPYqLbyMM03JWPowgHAk/I2l1PYi/glpI2AlaT9FwVVhwV203HdmysUdc7EfazcIHBDFjkdYtq2UbrSOP4H7BCNFXDToLJPBExW0QsLMukTIh7me6biNhMOAduLZxL2YyIhdMFKlSe6B0kXYq9zavgl5bHa3ZzhGVkwCHwN/DLUIWp8fVztJqHNNvVrq22BQXtjULGCjoMcjuc43Co4B0No58iTYRqAey12REYV9IX+YQfzXN1+kTEBtgj9TYwDvY4LYlbzfyUb6CWW7Iu8Kako3Gi9TjJbk0cltsp7ccvyZNWEaoZ5Byc6SLiuLSucZP9RNgD2Gh7YI9Jb1xc8AQmU6snb807+YINbO8DZouIpVPI5SZMtJo1C1fzHLheWNdt3ohYMdyGpwvOgWtJaHZUEJsncSj0BZzovxqwhlrQ0BoFaFfyJ2lwuraeAmYMdw0YjL1PJ0s6DobLC/dw+ndGuDDlRzUVmnQFNgq3nfojMHdE9E6//R6HicdTCoNWSAT8gIj4Z0QsiQnK4OTJBF/rH2DV+adq+/UcsGZEfIiLHt4G5omI5cLttTbCumWfd6RdW20LCtobhYwVdCgk3Qr8Q0PnsgyLUD2IQz7j1eyG6I+F+z3ehsNEf8cetZlkTbJ5GpEbZdpcmCyMH+6JeRrO+Vojka7VgSkjYprIEtIjYgBwSiJh/wSWCMtt9Mc5X6/hSs5q/39JXpT10ud1cd7Oybji9ClcFVfPJcrHelREnIJzYK4B9oiIZWSR2nPU1JMz98Achz00J2Kv5CdYp6wPcIVab4jdZmIjt8z5MI3hOOy9ub81mzaivclfhf/gl4c9E5n6UtKb1Y/DcZzexR7PrbAExhbpnHfBrXoWxS8I3XAXhXXDWnZnY0HZDxus83Oso3c1bv/1Ai7I6BURe2Ox0/+peauwnPhfmra9oqTLcV7acrhydvec/LW3XVttCwo6CiVnrKDTIZonw0+Bw5GH40lpWeytOjQipldzcdU8UfdCPEG9gHO9psHhmMWA+Wih5U+a5I5ItkfiJPbfYWmIXciS2Wt2XXEl3iO4su0xTIQOCfecXAyHRXvj0OormSftz8DlwMVqagpdJWHvk4hLs21l3q1LcFXmc/hN/2Qc3uyJxVar6sl6w+fAocX/SOqXrXNyDaMBcgynntfwINqx9Ut0UN+/cI/OPwMzqyn3a6hOAOn7rvXrMpr3Xu2K88PAxSCTYd2wJXE7sK+w9/UHtZwH2QWHljfB1+IWWJ9sBeyZvV+ZOG/NbnHsxX4jvXi8hfPuvsA5gF91lF1bbQsKOhKFjBV0KowsoYqsf2NEXIDf9I/GBO47STul3/4q6X+tbH/NZLeLXBU4NzA71p26Q9LdmYdpAazB9FpYXmBPTNo2wl6Yg3HC/7/wxDc/zjV7Ppsw5saK6IOwR+I+7LE4Coez6oKla+OE+DfCjc0PkbRK+m0l4N+SFo+I6ZJXpV5NeDb2Jj6I8712wuHMfkr9JoeHEHUUsWkr2pP8tTKGRi2ZZgY+kPRd7WWkIhcT4yKMfrgy80pcoHGhpDPCrbBWwNXBm9Q9YtG8IOVonAt2I77+LsZ5l5+p5WT9rviFYUpcEHCmpKfDIslzAOtLerSj7dpqW1DQUShkrKDTYGQJVVhwdCzskfoOJx7vraZ+ifcB20v63/BMwBGxG7BMWsdzrSw3Fw6DPoorKyfC+WSP45yvUzDJuS0Rr7GUctTShHERFkodDzcY70sTWTpItWbayW4h7HWbFU/K/8JhxQciYpa0jg2Br2sely5pe8LioMfgXKTb0vHdRNLbrR2XBmPpcGIzJiCcZL4hPu//kJt3dwMGq0lZ/yJM0B/E18gjOIR9D9bmOz8i5gfGkXXFGm2nKw7bfYm9Q2Phatg5sHzGhfk1VyOLx+Iw/zXYG/s2vrYfjog/Snqjo+zaaltQ0BlQyFhBp8DIEqoUbhsP9+O7G+fCbAs8k/6eEE9A60p6axhjyOUl9sKeht0kPVPbZu65uBgXFawgV7HtgqUSVkrjvbOF0NPJOJS0Z/KqXYlDjHfhisi3a8v/GYeQrsJhpSXSMVoO50CNh713x7UQRh0vHdutEnmaFBOxvwHd1XKyfsEoRoPrdy98ze6HhY+Xqzxb0aSsf3QiE5MAh2DSvQkWLz4CX2v9hrGt1YC/SjosLGcyJU7UPxaLGf/SiFSHpWhWw6HMLfF1szUWEN5dzk1stJ/tatdW24KCjkRJ4C/ocKQJ6RFgEZz0Phn24CwQEZOHy/THwm/0uTL57Dgxe2Kc37U0Tmh+O63rODyRHTosIpbWW4XykCso78TFAvk2u6RJq1tETIU9d6sC14Sr0R5Ldlsr6Y+pqbVRjs9wcjeSvsYejgkkfd+Ch+pdTJzuwhpij2LCdxcOM96Oyev1VRi12peIOCkd1+eARcM5XxNjz9rvCxFrP9TIUS+sdTaLpJ8lVWHtFyJi7ETSL8V5ig9HxHn4GuiPQ+LPYq/mQziUPxRqROwH4O1wG7ET8PU3Ba5I/qVaPppLtGyLqzLPwALAz0i6Bqv0n5iTm/a2a6ttQUFnQiFjBR2KkSVUydv0PE4iPwe/5R+DH8Yf4fBEb+wxaJbPlOV8ERbMHIJEnLqnv4/AE161bE88eYEnsrOxavnTNPVxPAJPAo0SoLtGxGHhXoEA50XELOGm5athL0X9+FQk7ntcZTklML9cEfo6zqH7SdK1apIGqWQlKm/cQzj37kWsH9UvHdOjJL1X32bBr4eMHK2He2IeBfwSrrRE0v647+dP+F44QE2VrVfh3pRVd4VVsDf4QEn31q7rnKT8CUs7PIiJ+y+YiG+Fid6TtTFW3uHJ8XW+Ps7RfAHoExGPYlX/RzrSrq22BQWdCSVMWdBhiKbE8uVxw+aeWPNqNyyS+jaWP5ggz92Kmmp9yqO6DIclPsU6WLfIPQDr2xyifxURh+Bqwifz37MJswcOB+4vJ1afj4nOBzjscRXWIhsPS0RMnsbaKCG5S9qn94Dr5b6JfbHw5ATAqfUcsWiedB1YtHIanN/zFg5t7gacrgZ9GyPiOpy3Nh6wIvamTAj8AVeTPVW3Kfj1EU7GvxZ3K9gqfXcdMKmkJaMpwX8sST9HxB1YE+4rLFp8Ok2twF5Uk5hvfTtdcC7aVThUt4ikTSLiGqx7d7pSO64GtsfgApUjsEd6IUknh4tGfpAFfTvcrq22BQWdBcUzVtAhSISqaq9zO540zsFilcdhpfu5JL1ZI2LjV0QMODUizgBmAjbH4YmpcRXjYw222UUW46zeQGbBIdEcVYivB25JdDr2SCFpM6wTtjTwX0kvY52tQZjovNaIiCXMh1sO9QJujoj5gAckrY+bYNeJWBUO7Yon7vNxTtmn6Tj9BXsChhCx3BuSYY90TJfH2kqfS3qsELGOQfKKLo0J9ZwRsSuApNVJYWuaPJs/p8/v4ReNxdP/vXEXh1PU1N6qWn+uJbcS9jZfgT1oX4WrbNcCNmqJiCXciJX+j8VFIttGxLTp2mmN3LS3XVttCwo6Bbp39AAKfntIhOrbjFB1xblPm2MPwI6YUHWr2Z0L3JNyXvpjFf6rk80pWFLiP8Dckj6rbzfzeB2Nw6KTArNGxFc4D+ubNK61cEL1dsCriRSNhYViD0rj3SYiXpAbnAN8L6vut4TuwHyRmjVHxKzAaskj8n1LY8VaYNdhz9+zmKjugzXPZsg9YlnI5kisy3YhbofzIG6rswiu+GxVR6xg1KHmaR0XS4HMignEFsAJETGxpIMlnZDMBidS1Refx2uS3en4BWIu7Bl7B5oLx2bbmk/SzSlfsAdJdw4Xe/RUC6rzEbFnWuZmfB9ORZOe2SyYGHa4XVttCwo6G4pnrKBdkQjV2onQ9Meenn7YszQzJlT9gXdz703KCZkN+AbYDJOpQ1OIcW1c3v8YMG+diGV5V5Xn4EYsViqcq3UQbjg+TUSsiqvbdpCRe6fWiYhVJPXGHrJTw8Kzz2oYSu6S/osru+6PiC1xePEcST9luV31fLbuONH/JUxOd8WdBA5O63y+hc1NisOmXdMxnQN7GnfUMARdC0YtMnI0jSzeezmWPlkFe3H3pkbGM+/tuPg6+QtupL44SahVte4ROcJaeTuEm4pfh0n5Scn2qmEM+QksItwPk/615CT4FeXG9g37aHaAXVttCwo6FUrOWEG7IRGqG3A4YSJMhDaQ9ENE/BG4TNIi0YIKfESsggUqHwfuxflez0bEX3BVWdXwOCc3ueBpP5zYe7mk9yJiZUxSNsP5Op9FxMJYyPWVbB0HAQNxyOd04Nu0DzvjRthP1rdXG3cumbERTp7+WNK9rRyrHXBhwEs40fpr4ExM6HorNRpvxX55HLrpjSesTYfhuSsYhah5xObFXq79ZD24iXDi/iTAYVUoLcsVy23nxrmIR+Ieo5uq1jqswbbHwdfrEbhn5d+AvSRdWB9bK+uYFRenbIzvkaeGZdMRdm21LSjoLChkrKBdMTKEKrP9E/YKTYWrGu/E+VqLAkeqBRX49IZ8HRbJnBX3quuDJ8M9cZ7Jd2qgI5Y+n4SrGAfhCsoNgEclnVnbztrAI2ogo9GIpFVjSxNwrl02FQ4rTYjzfSYA/o09KbtLujWa2r08Iem7lrYTEX8Fxtewm7AXjCLE0PIVU+GG7HfjrgqPJq/V42pZ8b7eJml2rAc3Qr0UI2I27IWTpJuG06Z6gemOG41/PZwErl3t2mpbUNCZUMKUBe0N4fL6wZh4bRGuhjoL9zf8vBFpAZD0qqSNsbfnI9wz8nxgjzoRi+a6XqsC96Xw4me4nVJfYCGszP1tnYiFZSh2jIg1JO2MwyA3YUmBWbGobH17H0p6K4x6PmY+sS4dlrOoqjrHVpN22cyy4OcFuJp0A+wZ2R2Hp25NqzkQ6JETsbS+ygPXJU1U/ytErH2RXUtr4mrbR3DO3prAvyLiZqztdU46T0OF07J1dE3k4vkRIWLRpJf3oqTjJd1UbSdqhR4Ntj842Q7Mx9Pedm0ZKwUFoxmKZ6ygQxARi2Iv16vYIzbBiJCGiFgRe7dWqIdtMm9TV+xhmgy/eEyC89GmxGKtGzTK9Up2F+My+UlweGgPnLO1OHCuskq0FHrsLrekWR1rHfXFno8hEhxp2XWwzEDPRNxmwIn1dyS7DWjqNDAtrqB8F8trfJ3W0S0du0lxkvIpuPig8qzlnplVsNfvnuE9tgVtRwovHo5bDF0WFnC9CCfebyJJ6TwOStfqJNgj3KyFVXYe18K9WO9In5t5bxtsP7f9C/CJpI+jeSPtFXBT8G9bCJGujyuVj03jbDc7WdJjpMaqpirUgoLRBsUzVtAhkIUsj8NVYu+MqPcmeYj+0YCIdcsmtAvxQ/z3WJ9pStwy6CDcULulpPu9sUDqDpjszIl1wI4DtlRNEkDSxYmI/Ru4BYusbgLMn7xeFRFbG5PDnbNQ5o9Y9uI6nJB8IXB4mkCnwbk/Z2ZErGuahA/HSd2bS/qymrRqE9TaOAQ7zO4DBaMc7+FQ/EoRsUA6f5sBN0hSWmYQ0CXcwHpTnKgPDJF+yfXudiKdx/RbLiK8cr7hdI3k4rKHp22hpoKUAVinbPVqWzW7Hji0eq3cHaBd7doy1ractIKCjkIhYwUdhpYI1QjYf5x/rohKIiWr4n57PbAX7H9Y32kH4JAs3EfUVPhxbs+j2Dt2I/ZoLBsRc+VjjaFbHM2BhVj74XBsL0w2K+/Z1sBOmVeEFJKsyvEXkvPQbsaer/OB89WU4N1NTfkx3XHV5ysRcUpa12CadNLWTtvfUdJrw3tMC0YN0rXZF4ez14uIxSR9IalPRMyVkeaLcO7jHfga2zsiJqjCbuk8botV+V9K6x6YroEbccPvySNi4YiYMnmRcjK+Je55uVFETJCGtz/WydsfWAZ3gpiv9tKwTdru8u1pJ+mFiNh5ZG1H9nwVFHQ0SpiyYIxAHrrAmlzjY0/YqclrNQMmYv/JvXARMUMKF44NHIa9U0+kn6uGw/sDBykTdI3m6vg74BYzF+AquRlwPtyOeKJ9HQvS9pH0fGbbHXtLnsZk7G/Yo3ILKTwq6f20vbwq9Awc3v1R0gkRcSPwkaQt07IbYs/crpkXpqADEK4g3hEr5V8WrnJdAxOpu3Bbqsdxp4f/YA/QKZKeTF6tLbEnVRFxGNBF0n4RsSSu5t0cE7ovsaDvrmm7Q2xxfmUfYDocBt8VX2uf4oKUlbBOXp/kZdsXe3Db1S7t46Qjazsy56egoLOgkLGCMQoRcQAwjaQdUr7Uarjy8ZyIGEeZvENELI1DIAvjMNEkwLS4afdjmGT9HjcZvrbBtrpg79m7WKB2Xlxivy/W91ozEaguOGH7+8y2K9ac+hk4S9LdEbEuFvRcG1hDtRZHaT3XYLmLy3Ehwytpe/+HJ8K38KR1kFrWIStoR0TEhHKV3z8x0V8HV1g+iHXzxsMN6R/FIsabYxHiU3H/0BcjYg5MuO7GntczcaXtI/ga/oaUB4lzp47AGmUz4wbhD+KXillpKgpZCV83FwL7SHoweZoexyHTdrOT9Hq6X0fKdmTPTUFBZ0EJUxaMMQj3/Psd8KeUc3UzcCuwdLgNTDOdLUl34wnrLqwztjUmYLMBARwKrC3p2mjccmYTnLi/p6TdgPuAvpL+hftXXpO2MzgnYglrYM/WhomIzYmlLI4EVq8TsYQZsfdjb0lPYPI1ecqTWVwWn/0Kt7opRKyTIBGxLsCEkt7FhOsD3E9xLJyfOD3OGzxQ0gtylWyvRMRmBeaThV4Xx+d9PUkr4zDobNjD1jed/0+AzdI19KKku4DVcfHKy/i6/B6r1x+FCd+DabjXJHLT3na00bagYLRGIWMFYwwkfQkcg8nVxsCckv4D7JYmwSGoCJWk07Fnaf2ImDs93I/FoZEvJH2alhuc5XlV7uSXgFdTaAXsofg2/X0+MGm4Sq5RftkHwE/Z54WBkPRNKyGXsYGFk5cE7IWYNSKmyPdLJYm5U6FKOpd0SbgX5SE4TPkZJlcLYw/rRpJuiSa5i0qu4Q1JF0bEPrjh+xLA7hGxMw5pd8X6c7cDpGv98/T3axExM76eN8Re0yewZ/UiLJdyU7bNru1pp6YcyJGyHSUnqKCgE6CEKQvGOKQ8nW1weOPfkr5pYbm88nAHXHm4rqQnIvXPrC+bwotnAc/jlkr7Av/FVZGrA0enCWMqLEL5Ri3fa19c7n9ERFyLSdlDuE/hoUrSBa3s23a42vNUrGG1v6TbRupAFfzqiObyDFNLej8i+uIcw9NwbuHkWLR4qDZeai4+vAo+59dhweRnsDfs2GyZLkBVyNIVe2/vwp7exTDBuxR3dbgmeVjrY20Xu7baFhSMSShkrGCMRPIWTZCHMSLiD5Leri2XE7JdMNEJnCRcVbTl6vgH4b6Y0+Acn6dwXs4UwEMp5NhdmQhltR0cevkCh6felLRxuE/lZMCTrRGx2jiXw5P59yqCrp0WNQI/AJOLLyVtlAjZ2Lgn6kBJb9RscwLfH+djPY/P+2Y4BH8n9v4O1VYr2V2D89G+wm28BgHLY4/sUXKvzA61a6ttQcGYgkLGCn4TiIizcc/JvRv8VoUsB4cbOr+f/VZNil1wZdqf5eKA8bAg6wfAaZLea7TejEDtDfxN0qrp843YQ7ZazaZh26T6OFvaTkHnQO3cn48T7c/F5P1OYHuciN9XLUgypPN9LfAszoUchPPNfocJ2R6SPsxJn5okH/YGvpZ0WkTci4lgX5yj9rQyjb32tmurbUHBmIiSM1YwxiNNat8DP0bExhExQYMcriopf4aI+HNllxGxk7D469IR0VNOyN8TJ15P1Gi72WQ8H05GnjIiNk2/rQqMExELZuMcQvwi4pyI+EPU2sFk61w+3IWgtH/pZIjmgqRj4+b0D+Ncsd7AUtj7M5Q2Vu26XBJ4UNbY+h2u1q16Xe4ia9QNyWfMrp2FcHXlFxHRD7fS+gDYCPdOzQlVu9q11bagYExFIWMFYzQyD8X5uFJyk5QkXymYd0nJ1YPC0hKHAV9FcyX/84FfJPXE2k0bRcQ2kj4HtlKDysfKixURPXFe0AdY+X/JiNgKQNKKyrTLMuJ3Im5983bmPcg9LetgwdeirdQJkRGNy3Ee4W3p/2dwxe2zwNUNPJxds+tyZ0zAfkkk5VgsVzEt8FQ9vyzLu7oemFXSqTjE9zkuNJkOOF2uyOwwu7baFhSMqShkrGCMRY1QvY4rsp6OiN4wpKl217RsD5wovCPwcTYpzovzwxaNiD+nHK2Dga0iYnpSm5lsm1VVWbXdB9IyS+B8seuB5SJiumrZmjdkMqza/1NEjFtfXxpnT6ys/8YoOEwFowgRMVtEjJs+nopDb1emxPO3cA/Su4AzJN1eEfZkW3lhu+Gk9T9Iuhm4BOcjLoCbwx8j6bnMboGImDJ9XA0Tmcqb9DjJu4YLS+7tKLu22hYUjOkoOWMFYyRqCdB7Y2HWN3G4cn2s8bVvWnZ9XM24s2RZiWR3I/ZkLAb8A+f7rCfp5YiYNHnG8m3mif7nAoenZQNXUX4K3AA8p9TKqTbOf2IF/o9xGGsAFoT9IS27ERanHTLOgs6BcEutFXCf0WfS/0sAe8rVuXNiMdbPJD1Qs/0LsJgsTDwvsAsWCV4//b4TsDLOL7utZrsYbsF1B5aAWBAT+nNlFf+JsAiyOtKurbYFBWM6ChkrGGORPA8347BQFxwKeRp4A3uXDkvf98Gtil7IbHcBppJbz9yIK9mWxG2WFsZkLpcdyEnV4rhl0Wc4LPp6uEXRmsBeqglVpnHeghXG18CVZbfhSrubsHbahFhh/SQVQddOiXBHh2uBeyStHhG9MME+SNLjw7C9HeeE7Y9J+L64svBAST+G+1W2JNFyLb425wM+xE3FZwQuVCvVtu1t11bbgoIxGSVMWTAmY0XgA0l74GT7T4G/pof+rnID7U+A7euJ1JjATRwRd2FSdCEOc24o6bsaEcsT/a/FgrOvYI/aDWlS3g23VcqlNnIl/yckHZbG+Of0/UbA3Smn7SvsEStErPPiHpzb9XhE7CE3fX8A6B0REzYyyELU/YC3gXlk+ZWjgAmA49J18l0D2+r62RN70+4BJsUe3f+RhF872q6ttgUFvwV07+gBFBT8ivgIK9TPLenpiHgS6BkR4+MKrkq1vxFewFVr7+KXlv7YS/G/+oJZfti/sXzGNtHUsHwO3N9yP0n3Q5MXLbN7EVgzIh4E9khj2wnnhb2TFRnkiv0FnQjRJNXQJyIWB1aNiDOwpMX+kr5uZJeR+uskXR0Rt0bEqdizegPwcrpOWgxhSHoZeDld14/jcPq/hhXua2+7ttoWFIzJKGHKgjEWYS2wbbGUwD1Ym2lvSbcOp/1MwHI4of5KSXe2suzEwD640fd+ifytiQndmWqqipxGVmHvgqsrX6SpQfkCOPG7N3CwpJtGcJcLOgkiYn7c8P2O1q6bbPkhQsERcQ0wA25xVE+CH0pTrlZpuzyuxP1vg23UFf2H166Z9t0I2I30WAsKfmsoZKxgjEaq3loQmBV4tJ48PZzraDaJtbLcpLgQYGacY7Yxzhe6Lf2+JrAd9nrtCnTDnoGlsSfuMZz0fbPcxLxgNEMLBKRFId/acnkByLSS3qvWFxFzKKuibM229v2ywGC5AfdQ42vFbl7clP6NEdle+m0lSbeM6FgLCn7LKDljBaM1cnmAFvCxpJsk9a2I2HDY1DFcDYnl6soLcHh0feAcSbdV25Oblj8MnIP7B/bC4agrsAzC9cC+hYh1XsTQYsGtLbtMRMySeUWHZTsoW2ZQRIydiNh8wCkp/Fmtuy6LUZG4dSJirfR3XyzV0jMVoVAjYi3ZnYCLW/ZOhSzN9r0lu/T5j8CAiNiidiy6Dsu2oOC3jELGCkZbRKYjFhHdq++y3/OQyMIRMQOMuGL9iCwv6RPgFNzMea6ImIvsPpPUGxO2WVPI8pf0+1zVPhR0TlREIqw/d2kiE1Nmv3fPrre1cdj65/S5W2a7ZUTM3mDdg9MyGwCH0pTT+0esdbdzuFl4rjuXX+Nr4ZZdz6d1zCJpTUkbAJ+GpSOq7XVtwW4d4C+SVsGVyFNFxLRpm7/U9nGIXbVOnIj/DPDvcN9Vku2g2rib2RYU/NZRyFjBaInaxHgKcF5ETJ2+61abpNYBjsPSFr86ZHX0C3ELpA+zcfYL98i8BMtXnJ48Dxvg0v6BJXzTORERE2Wk/AocUv4YWCgi/gmQ5XytDWwD7CTpzfTbL9EktTI9sHBETJeWz71cPYDNgeMlfZd+mx57U88CNouIlRqMrwcOgVcdId4DnoyI8SLid8BsuHqRNJ5BLdi9DVTh0HnSWE6IiKdq+1i3IxWlfIkLV+YH9omIDyNiiXw/G9kWFPzWUchYwWiHaK6sfxSWp3gd+L+ImCoRmiqk0gPYGtha0gftNUZJH2Gl9Q+zcX6AJ/AHcXXmrTjHrI9qYp4FnQcRsQ2wQ0RMnQjUhFiOYQ9cLbtmREyRll2f1MlBkqJ5b9HNgNclHYJFXPtFxI7JIzY4vTT0wh6j8SJirnSdn4xFUv+LPa6bRMSqMKQv5eo4HLkjMGHyuj2DWy59j71zYwFvR8QikTpQhHMYc7s5sA7fiWm8T2Ix2vWAZyJixmS3RmUn6aWImD8i/prt5yTp37vAj8DsjcYq6aWROR8FBWMiSlikYLRCHu7BJGsaSRun3wAei4gFJX0Q7jVZtQ5q19L5NM6fWxnn01jk83pJ77bn2ApGGHfjVkRrY/X4a3FByGm4l+J5wFjh9ljbAttV11vmgVoJt8NaJCJOxnpkU2KRXyLi78l2h0TiZgUujIi3cHXuK2m5Afi5vXlEPAL8gBvY95K7PfwZe2WFQ51gWYxHgbnTd8en72fP7GbFOnov43ZfSLohbXMerH3XJSImwAS0lyxTARanvTAi3sEVwlNgWY79cI7kgxFxJ34RmbNmW1BQQPGMFYxmyMI9p+FJ4U/RlJz8b+BinI/1J9zCaKf2JmLDMc59sYdj3kLEOi+iqS/oS7hTww7Yo3U1FnP9I+4j2UfSe3Jj61UlvVDLXZwFOBwLCS+ACcoEWG3/krTYj9hz9lLa5su4EGQR4E/VuiR9gYVSd5L0kSwGfDSpx2Ma60dYzmWmZDYuJn0XA0dKGpC+Pyazq7a3JK4GJiLWiIhjcXj0QElvyF0Ajk4ErmvNdiHc3PwU4FRJ1ycP8bySXq3GWohYQcHQKNIWBaMFIpMHSGGWFSUtnj5fCUwsaYVs+QmAsVTrH9nZxlnQuZEI9aXYs/R/OBfsKeAh4BfcQ/LhaCBfkWwnlfRZCs/NAxyCXxKWAm6VdHu2fF0HbEEcbj8Ge+bubZRTOAy7g3F+20W4yfi90SSX0ZrdXtiT9QMwkaTno6kquCXb7sl2d2XaYdn2hpL9KCgoMAoZKxitEBGL4tYwlwFnSzoufX8T0FvD6AHYXhhdxlkwNGqE+vfA+Tjn8MMUzrsRe39OrxLaW7DdEjep3x2YHHu4DpP0Q0T8TtJ3abkuWOqkCr+fA4wNvIN7lA4CTsLkaHNJb2Xb6zYcdkrbfbJOxFqwG4zzxj4GNpL0fm0fh2XbF+dxblEVMBQUFLSOQsYKRhukqrXVMcF5HzgSeFDSER06sBpGl3EWDI1oavjeBed0fQL8Cze23hYYD3vK9lVNOT4jKV1wbtRHwF9wqLH610/SQTW78SV9m0Kbl+Jw5tU4pLkIcAAOOY4t6cERtPsT9hA/0NbttdW2oKCgZZQE/oJOiwZhjUfwBLkicAvOuekbEZcBb9bDRO2F0WWcBa2jRsRuwlIoH+NKxq7A7djb1KcBEeuSeYsG4IbvUwM9Jd0T1urqiasWx5H0Y7JbE1gvIrbHCf7dU7UlEfEZsAIObT9W297w2j0yknbNttdW24KCgtZREvgLOiWiuaDrMRGxjCwTcQNupL0lFsJcTdLrHUjERotxFgwbGRHbG7gft616EVdRXorJxjpZAjzg/MSMjPfHRG574GvgpIhYKCX4H4x7Ts6X7LrhqtqXgD7Y6/ZeRJyW1jUeMCNOwM+31652bbUtKCgYNgoZK+h0SB6KSij1n7i35FYRsXCqznocaye9laq7yjgLRhoxtBbYisDzkt7GAq/v4sT7n1LFZG67BXBZREyWvnoIJ/sfnWy/APpHxGTJOzYtJjHdUwL8G1iF/mdccXkBboV0J660PFLS89n22tWurbYFBQXDh5IzVtCpkFdeAVfiaq5Jgb9jkdRHgE2xVtEIN/3+rY2zoHXkVYGJLH2DxVzHBc6X9FxYP2xsSa+1sI6zsPTFvsBUOHfqRyzu2xuL/z6Ylp0kyVNU3qbLgA/TsrPjZPhDgIlxrtcbjcbcnnZttS0oKBg2imesoFMhC/fsi1sJbQysg9vILIwrw3bsaIIzuoyzoHVkns1rsCDqsVgHrAuwXUTMLemdOhGLaNZs/gcsVXEO7rLwM035gpdLejCadMe+zOyOx163A4DlcbL9etir9kEr5Ka97dpqW1BQMAwUMlbQ6RARE2NRzJkiYr4kAbA18CbwsqS7O3SACaPLOAuGicNxcv62wDJYbf4YrCzfsJ9plid4BvC+pFlwX8ejgXuAM4EeVX5Z5X2rFXq8hrXK+mHi9jgmdMep9R6l7W3XVtuCgoJhoJCxgk4HudnwMbgNzVopB+tLYElJz7Vu3X4YXcZZ0By1HDGwNtZ4uK3RLsBAYBFJ+0l6YRi2Y+G+qEjaAecN7gU8LOmZYQzlEuDUtF0Bq2Bh11c7mV1bbQsKCoaBQsYKOiVk5fxzge9xOf1EeNLsVBhdxllgJMI8KCK6RESfiJgBV072BD4H7gU2SX+3Zntosh0A/D0iVg030n4NuFJSQ49aDkkf47DmdJjUHyvp3s5m11bbgoKCYaMk8Bd0akTEFMAEkl7v6LG0htFlnL9lRMRsuMn3wZIuTYn3O2HyvC6wLDAhTty/fjhsd8AetdVw/tQ4wAmSBjTQnmttXF1wy6Evh7lwB9q11bagoKBlFDJWUFDwm0FELI0T9W/ADdzvw/pZ32DZht9L+nQEbJ/CemIvtmZbUFBQ0BpKmLKgoGCMRlbJSCqq2B1XO66H5RkOw8nof62TqeGwPRyHqYeyLSgoKBheFM9YQUHBGIusxVFX4ATswfoZeAI3AN8ptSsaS9LPo8q2oKCgYERQPGMFBQVjLLIWR5cD7+Dm3btgcdYdgCOTqOtQ8gxtsS0oKCgYERQyVlBQMMahJso6C/AW7hu5CXAyMDnwGLBKEnUdNCpsCwoKCkYGhYwVFBSMUag1bx8LK+TPhntFnod14XoBk0j6bFTZFhQUFIwsunf0AAoKCgpGFZKkxC8pz+so3NboeuAZ3MZnbJysf6Sk90aVbUFBQUFbUBL4CwoKxgjUmn5fhb1YA4GtcK7XpOnz95LuG1W2BQUFBW1FIWMFBQVjDFK+167AFMCRuJfik7gK8hJJH/0atgUFBQVtQckZKygoGK0REXm6xe+xmv4awHPAlcDpwJrAZKPStqCgoGBUoXjGCgoKRnukPK/VcY7XAsAMwDL4hXM24HhJ141q24KCgoJRgZLAX1BQMFoiz/MClgKuxmr44BZFfXHS/WBJz44q24KCgoJRjeIZKygoGG2R8rymlPRhROwEfAUsjtsVXS6p169hW1BQUDAqUXLGCgoKRmfMDVweETsAAfwukajtcAL+r2VbUFBQMMpQPGMFBQWjNSJiOmBe3KJoYeAgSSf92rYFBQUFowqFjBUUFIwRiIg/YF2wGyQ93l62BQUFBW1FIWMFBQVjDCKiu6SB7W1bUFBQ0BYUMlZQUFBQUFBQ0IEoCfwFBQUFBQUFBR2IQsYKCgoKCgoKCjoQhYwVFBQUFBQUFHQgChkrKCgoKCgoKOhAFDJWUFBQUFBQUNCBKGSsoKCgoKCgoKADUchYQUFBQUFBQUEH4v8B+du306ZGYywAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of correlations\n",
    "corr = train.corr()\n",
    "fig, axes = plt.subplots(figsize=(8,8))\n",
    "ax = sns.heatmap(corr, vmin = -1, vmax = 1, center = 0,\n",
    "                 cmap = sns.diverging_palette(20,220, n=200),\n",
    "                 square = True, ax=axes)\n",
    "ax.set_xticklabels( ax.get_xticklabels(), rotation=45, horizontalalignment = \"right\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cERGjFEWOtcB1wP/KzGcA3wPOAPYFftpx1x3AfsBQWcTo3DeXtpIkSVItHLkhSQMsIg6kGEHx/sz8WET8embeWR6+FHgf8BlgtONuo8CdwJ4p9m2fQ9sZLVu2lJGRJV33pW5jY6OzN2rx89VlEPs1iH0C+yVJajeLG5I0oCLiwcBG4LWZ+c/l7ssj4s8y8zrgWcD1wNXAuyLiTODhwHBm3hERN0TEysy8EjgW+BJwyxzazmjbtp0L2t+FtmXLjtqea2xstNbnq8sg9msQ+wT2a/J9JEntU0lxwxX6JakR3gQsA94SEW8p9/0F8O6I+CXwI+CUzNweEZuAayimK64u254KrI+IvYGbgYszc3e3bavvniRJklSoauTGxAr9J0XE/sCNwF9RrNB/1kSjSavuHwhcAhzOvavuXxkR51Ks0H9bt21xETtJIjNfB7xuikNPn6LtOmDdpH2bKfJuz20lSZKkOlRV3HCFfkmSJEmSVItKihuZ+TOASSv0PwA4PzOvj4g3U6zQfyewteOus63Q323bGc1nEbsmzMNsQgzQjDiaEEOdZutvE85HE2KAZsTRhBgkSf0VEUuA9UBQTKN+NXA385yC7XRtSbqvroobEfEF4EPApzPzl13ep7Er9Pe6iF0TFttqQgxNiaMJMdRtpv424Xw0IYamxNFrDDMVRHrJxZKkhdNjHj4eIDOfHhErgbdTjGzueQq207Ul6f6Gu2z3DuA5wHcj4pyIOHymxh0r9J+WmReUuy+PiKeU250r9K+KiOGIOIhy1X3ghjL5Q7Hq/qY5tpWkQTSnXCxJWnBzzsOZ+WnglPLmIyi+iJs8rfpoOqZrZ+btwHRTsOfaVpIWha5GbmTml4EvR8QDgRcDl0TEduB8il89+cWku7hCvyQtsB5ysSRpAfWahzNzV0RcBLywvN8x85yCvSDTteczVbsuTZni2ZQ46mJ/B9ug9rfrNTfK0REnUSzYuQH4R+AY4LPAqs62rtAvSdWYSy6WJC28XvNwZr48Ik4DrgUe2HGolynYCzJdu9ep2nXq9zRTaMZ01zrZ38HWlv72UoDpalpKOa/vDIphbo/NzFMy8wrgzcDYnJ9VkjRn5mJJ6q9e8nBEnBQRp5c3d1IUIL4+zynYTteWpEm6HbnxTGBHZv5nRDwwIg7JzFvK1ZcPrTA+SdK9zMWS1F+95OFPAR+KiC8DewFrKKZS9zwF2+naknR/3RY3jgNeQZG0DwA+FxHvzsy/qyowSdL9mIslqb/mnIcz8+fAH0xxaF5TsJ2uLUn31e2vpZwCHAWQmbdRrMT8Z1UFJUmakrlYkvrLPCxJDdVtcWMvoHP153uA8WnaSpKqYS6WpP4yD0tSQ3U7LeXTwBUR8Yny9osoVoSWJNXn05iLJamfPo15WJIaqauRG5l5GvBeIIBHAe/NzLVVBiZJui9zsST1l3lYkpqr22kpUKy4/AmKivVPIuIZlUQkSZqJuViS+ss8LEkN1NW0lIg4BzgeuLVj9zjFz2FJkmpgLpak/jIPS1JzdbvmxrOByMy7qgxGkjQjc7Ek9Zd5WJIaqttpKd8DhqoMRJI0K3OxJPWXeViSGqrbkRs/Ab4dEV8F7p7YmZknVxKVJGkq5mJJ6i/zsCQ1VLfFjS+W/0mS+sdcLEn9ZR6WpIbqqriRmRdFxMHA44DLgQMz8/tVBiZJui9zsST1l3lYkpqrqzU3IuIPgc8B7wH2B66JiJdWGZgk6b7MxZLUX+ZhSWqubhcUPQ14GrAjM/8TeBJwemVRSZKmYi6WpP4yD0tSQ3Vb3NidmTsmbmTmfwB7qglJkjQNc7Ek9Zd5WJIaqtsFRb8VEa8F9oqIJwKvAW6sKihJ0pTMxZLUX+ZhSWqobosbq4G1wF3ABcAVwKlVBSVJmtKccnFE7FW2Oxh4APA24NvAhcA4cBOwOjP3RMQZwHHALmBNZl4XEYfMt+1Cdl6SGsBrYklqqG5/LeXnFPMJnVMoSX3SQy5+KbA1M0+KiP0pvl28EVibmVdGxLnACRFxG7ACWA4cCFwCHA6cPZ+2wKUL0G1JagyviSWpuboqbkTEHopv4zr9R2Y+fOFDkiRNpYdc/Eng4nJ7iGKkxWHAVeW+DcCzgQQ2ZuY4cHtEjETE2AK0tbghaaB4TSxJzdXtyI1fLTxaDnN+AfDUimKSJE1hrrk4M39Wth2lKHKsBc4sCxMAO4D9gH2BrR13ndg/NM+2M1q2bCkjI0tma9Y3Y2OjA/18dRnEfg1in8B+dcNrYklqrm7X3PiVzPwl8MmIePN0bZznLUnV6iYXA0TEgRQjKN6fmR+LiHd1HB4F7gS2l9uT9++ZZ9sZbdu2c7YmfbVly47ZGy2QsbHRWp+vLoPYr0HsE9ivyffpRrd5WJJUj26npbys4+YQ8Djgnhnu4jxvSVpgc83FEfFgYCPw2sz853L3DRGxMjOvBI4FvgTcArwrIs4EHg4MZ+YdETHftpI0UHq4JpYk1aTbkRu/27E9DtwB/OEM7Z3nLUkLb665+E3AMuAtEfGWct/rgPdGxN7AzcDFmbk7IjYB1wDDFL8GAMUvAKzvte38uipJjTTXPCxJqkm3a268ci4POsjzvJswH7UJMUAz4mhCDHWarb9NOB9NiAGaEcdCx9BDLn4dRTFjshVTtF0HrJu0b/N820rSIJlrHpYk1afbaSnf5/4rQ0MxKmM8Mx81xX0Gbp53E+ajNiGGpsTRhBjqNlN/m3A+mhBDU+LoNYaZCiK95GJJ0sIxD0tScw3P3gSAj1Es2vl04CnAe4CvAiu57/A84D7zvE/LzAvK3TdExMpy+1hgE3A1sCoihiPiIMq52wvQVpIG0ZxysSRpwZmHJamhul1zY1VmPrnj9nsi4vrMvG2a9s7zlqSFN9dcLElaWOZhSWqobosbQxFxdGb+X4CIeB7FNJEpOc9bkioxp1wsSVpw5mFJaqhuixunAB+OiN+kmGf4HeDllUUlSZqKuViS+ss8LEkN1e2vpVwPPC4ifgO4e+LXUCRJ9TEXS1J/mYclqbm6WlA0Ih4REf9Esd7FgyLiiog4uNLIJEn3YS6WpP4yD0tSc3X7aynnAX8D/Az4MfAPwIerCkqSNCVzsST1l3lYkhqq2+LGb2TmRoDMHM/M9cC+1YUlSZqCuViS+ss8LEkN1W1x466IeDjFwklExJHALyqLSpI0FXOxJPWXeViSGqrbX0t5PXAZ8OiIuBHYH/j9qoKSJE3JXCxJ/WUelqSG6ra48WDgcOCxwBLgO5l5T2VRSZKmYi6WpP4yD0tSQ3Vb3HhXZn4e+FaVwUiSZmQulqT+Mg9LUkN1W9y4NSIuAK4F7prYmZmuDi1J9TEXS1J/mYclqaFmXFA0Ih5Wbm4FhoAjgN8t/1tZaWSSJMBcLEn9Zh6WpOabbeTG54BDM/OVEXFqZp5VR1CSpPswF0tSf5mHJanhZvsp2KGO7T+uMhBJ0rTMxZLUX+ZhSWq42Yob4x3bQ9O2kiRVyVwsSf1lHpakhputuNFpfPYmkqSKmYslqb/Mw5LUQLOtufG4iPheuf2wju0hYDwzH1VdaJKkkrlYkvqrpzwcEXsBFwAHAw8A3gZ8G7iQokhyE7A6M/dExBnAccAuYE1mXhcRh8y37cKdAklqttmKG4+tJQpJ0kzMxZLUX73m4ZcCWzPzpIjYH7ix/G9tZl4ZEecCJ0TEbcAKYDlwIHAJcDhw9nzaApf2GLcktc6MxY3MvK2uQCRJUzMXS1J/zSMPfxK4uNweohhpcRhwVblvA/BsIIGNmTkO3B4RIxExtgBtLW5IWjRmG7khSZIkqQeZ+TOAiBilKHKsBc4sCxMAO4D9gH2BrR13ndg/NM+2M1q2bCkjI0t66Fl9xsZG+x0C0Jw46mJ/B9ug9tfihiRJklSRiDiQYgTF+zPzYxHxro7Do8CdwPZye/L+PfNsO6Nt23Z21Yd+2rJlR79DYGxstBFx1MX+Dra29LeXAozFDUkacBGxHHhnZq6MiCcBlwHfLQ9/IDM/7kJ2krTwIuLBwEbgtZn5z+XuGyJiZWZeCRwLfAm4BXhXRJwJPBwYzsw7ImK+bSVp0bC4IUkDLCLeAJwE/LzcdRhwdmae1dHmUFzITpKq8CZgGfCWiHhLue91wHsjYm/gZuDizNwdEZuAa4BhYHXZ9lRgfa9tq++eJDWHxQ1JGmy3Ai8CPlLePgyIiDiBYvTGGuBIXMhOkhZcZr6Oopgx2Yop2q4D1k3at3m+bSVpsai0uOFQaEnqr8y8JCIO7th1HXB+Zl4fEW8GzqCYl+1CdpPUvdjWoC7uNYj9GsQ+gf2SJLVbZcUNh0JLUiNdmpl3TmwD7wM+gwvZ3U+di221ZXGvuRrEfg1in8B+Tb6PJKl9hit87Imh0BMOA46LiC9HxAfLn8T61VDozLwdmG5489FzbCtJmtrlEfGUcvtZwPXA1cCqiBiOiIMoF6ejXPSubHsssGmObSVJkqRaVDZyY1CHQjehmt+EGKAZcTQhhjrN1t8mnI8mxADNiKMJMUzhfwDvi4hfAj8CTsnM7S5kJ0mSpDarc0HR1g+FbsKQzSbE0JQ4mhBD3WbqbxPORxNiaEocvcZQRUEkM38AHFFufwN4+hRt1uFCdpIkSWqpKqelTOZQaEmSJEmStODqHLnhUGhJkiRJkrTgKi1uOBRakiRJkiRVrc5pKZIkSZIkSQvO4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWm2k3wFIkqoVEcuBd2bmyog4BLgQGAduAlZn5p6IOAM4DtgFrMnM6xaibZ39lNQOJ7/jitqe63NnnVDbc0mS+suRG5I0wCLiDcD5wD7lrrOBtZl5FDAEnBARhwIrgOXAicA5C9G26r5JkiRJEyodueG3hZLUd7cCLwI+Ut4+DLiq3N4APBtIYGNmjgO3R8RIRIwtQNtLK+2ZJEmSVKqsuFF+W3gS8PNy18S3eldGxLkU3wDexr3fAB4IXAIcPt+2eEEtSQBk5iURcXDHrqGyMAGwA9gP2BfY2tFmYv98285o2bKljIwsmVuHajQ2NjrQz1eXQezXIPYJ7Jckqd2qHLnht4WS1DydI9tGgTuB7eX25P3zbTujbdt2dhlyf2zZsqO25xobG631+eoyiP0axD7B4PYL5v63bDFEktqpsuLGoH5b2IQPvCbEAM2Iowkx1Gm2/jbhfDQhBmhGHE2IYQo3RMTKzLwSOBb4EnAL8K6IOBN4ODCcmXdExHzbSpIkSbWo89dSWv9tYRO+1WhCDE2Jowkx1G2m/jbhfDQhhqbE0WsMNRRETgXWR8TewM3AxZm5OyI2AddQLDS9eiHaVt0RSZIkaUKdxQ2/LZSkPsjMHwBHlNubKdYvmtxmHbBu0r55t5UkSZLqUGdxw28LJUmSJEnSgqu0uOG3hZIkSZIkqWrD/Q5AkiRJkiRpPixuSJIkSZKkVrO4IUmSJEmSWq3OBUUlSZKkRScilgPvzMyVEXEIcCEwDtwErM7MPRFxBnAcsAtYk5nXLUTbOvspSf3kyA1JkiSpIhHxBuB8YJ9y19nA2sw8ChgCToiIQykWyF8OnAicsxBtq+6bJDWJxQ1JkiSpOrcCL+q4fRhwVbm9ATgaOBLYmJnjmXk7MBIRYwvQVpIWDaelSJIkSRXJzEsi4uCOXUOZOV5u7wD2A/YFtna0mdg/37YzWrZsKSMjS+bWoZqNjY32OwSgOXHUxf4OtkHtr8UNSZIkqT6d62CMAncC28vtyfvn23ZG27bt7DLk/tmyZUe/Q2BsbLQRcdTF/g62tvS3lwKM01IkSZKk+twQESvL7WOBTcDVwKqIGI6Ig4DhzLxjAdpK0qLhyA1JkiSpPqcC6yNib+Bm4OLM3B0Rm4BrKL58XL0QbWvrkSQ1gMUNSZIkqUKZ+QPgiHJ7M8WvnUxusw5YN2nfvNtK0mLhtBRJkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUquN9DsASVL9IuIbwPby5veB84D3ALuAjZn51ogYBt4PPAH4BfCqzLwlIo7otm2tnZIkSdKiVXtxwwtqSeqviNgHGMrMlR37bgR+D/ge8PmIeBLwSGCfzHxqmX/PAk4Azp1DW0mSJKlytRY3vKCWpEZ4ArA0IjZSfA6sAx6QmbcCRMTlwNHAQ4AvAmTm1yLiyRGxb7dt6+2SJEmSFrO6R254QS1J/bcTOBM4H3gMsAG4s+P4DuBRwL7ATzv27y73be+mbUSMZOau6YJYtmwpIyNLeu9FxcbGRgf6+eoyiP0axD6B/ZIktVvdxY1GXFD36vhTP7PQDzmtC974zNqeS9Kisxm4JTPHgc0R8VNg/47joxS5eWm5PWGYIg+PdtN2tjy8bdvOHsOvx5YtO2p7rrGx0Vqfry6D2K9B7BMMbr9g7n/LFkMkqZ3qLm404oK66d8WwswfrE350G1CHE2IoU6z9bcJ56MJMUAz4mhCDNM4GXg88JqIeChFHv15RDyaYtrfKuCtwMOB44FPlNP+vpmZ2yPinm7a1t0pSZIkLV51FzcacUHd9G8LYfpvGZryzUoT4mhCDHWbqb9NOB9NiKEpcfQaQ00FkQ8CF0bEV4Bxity8B/gosIRiweZrI+JfgGMi4qvAEPDK8v6vnkNbSZIkqXJ1Fze8oJakPsvMe4CXTHHoiEnt9lDk3cn3/1q3bSVJkqQ61Frc8IJakiRJkiQttOF+ByBJkiRJkjQfFjckSZIkSVKr1b3mhiT1zcnvuKK25/rcWSfU9lySJEnSYufIDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS12ki/A1gIETEMvB94AvAL4FWZeUt/o5KkxcVcLEn9ZR6WtJgNysiNFwD7ZOZTgTcCZ/U3HElalF6AuViS+ukFmIclLVKDUtw4EvgiQGZ+DXhyf8ORpEXJXCxJ/WUelrRoDY2Pj/c7hnmLiPOBSzJzQ3n7duBRmbmrv5FJ0uJhLpak/jIPS1rMBmXkxnZgtOP2sElckmpnLpak/jIPS1q0BqW4cTXwXICIOAL4Zn/DkaRFyVwsSf1lHpa0aA3Er6UAlwLHRMRXgSHglX2OR5IWI3OxJPWXeVjSojUQa25IkiRJkqTFa1CmpUiSJEmSpEXK4oYkSZIkSWo1ixuSJEmSJKnVBmVB0QUREcuBd2bmykn7jwf+EtgFXJCZ6yPigcDfAwcAO4CXZ+aWiuP4I2BNGcc3gddk5p6I+AbFT38BfD8z57141AwxvB54FTDR1z8FbqfGcxERvwn8Y0ezJwJvBM4D/j/gu+X+azLz9Hk+/17ABcDBwAOAt2XmZzuOV/7e6CKGWt4XXcRR+Xtjphhqfl8sAdYDAYwDr87MmzqO15ozBtVccnIfwuvZXHN87QH2aLp+dRz/O+AnmfnGWgObpxler8OBsykWbfwR8NLMvLv+COduhj79MXAqsJvib+sDfQhvznr5rO5HnG0XEcPA+4EnAL8AXpWZt/Q3qoUx1XsI+DZwIcXn/E3A6vL66gzgOIr305rMvK4fMS+EiDgAuB44hqI/FzKg/Y2I04HnA3tTvI+vYkD7W76fL6J4P+8G/oQBf30nOHKjFBFvAM4H9pm0fy/g3cCzgRXAKRHxYOB/AN/MzKOADwNrK47jgRSJ9ncz8+nAfsDzImIfYCgzV5b/LURhY8oYSocBL+t4vqTmc5GZP5p4fuB04BsU/9B8NPCNjtjm9Q/Y0kuBrWXfngP8bUd8db03ZoqhtvfFTHGU6nhvTBtDze+L48vnfDpFn94+caDunDGoesjJrTDXHF9/hL2Z5XODiPhT4PG1BrUAZni9hijyyysz80jgi8Aj6o9w7mZ5rc4EjgaeDpwaEcvqjG0eevms1ty9ANgnM59K8eXBWf0NZ0FN9R46G1hb7hsCToiIQyneR8uBE4Fz+hTvvJV/G+cBd5W7Bra/EbESeBpFblsBHMgA95fi56BHMvNpwF9RXKcOcn9/xeLGvW4FXjTF/v8G3JKZ2zLzHuArwDOAiYsZgA0UFwNVxvEL4GmZubO8PQLcTVE9XxoRGyPiivI3zauKAYp/wJ4eEV8pK6BQ/7kAfnVx+T7gf2Tm7jK2h0XElyLiCxERCxDDJ4G3lNtDFFXNCXW9N2aKoc73xUxxQD3vjdliqOV9kZmfBk4pbz4CuLPjcN05Y1DNNSe3xVxzfFtMm68j4mkUF07n1RrRwpiuX48FtgKvj4irgP3Lgm4bzPTZ+q8UhbV9KHJsW35Sr5fPas3drz7HMvNrwJP7G86Cmuo9dBjFt/tw7+f2kcDGzBzPzNuBkYgYqzvYBXImcC7ww/L2IPd3FcWIyEuBzwGXMdj93UwR+zCwL/BLBru/v2Jxo5SZl1C88JPtC/y04/YOig/+zv0T+yqLIzP3ZOaPASLiz4AHAf8E7KRITquAVwMfjYh5TTea4VxAMez/1cAzgSMj4nnUfC46HA98q+OC8j+Av87M3wX+fxRTAOYbw88yc0dEjAIXc99v22t5b8wUQ83vi5nOBdTw3ugiBqjhfVHGsisiLqIopHy041CtOWNQ9ZCTW6GHHN8K0/UrIh4CnAG8tvagFsAM78PfoPgW8G8pLhCfFRHPrDO2Xs3y2XoTxRD1bwGXZeaddcU1Hz1+VmvuJp/L3fO9tmiKad5DQ5k5UeCb6rO8c3+rRMQrgC2ZeXnH7oHtL0XOfjLw+5TXxcDwAPf3ZxRTUr5DMcrwvQz26/srFjdmtx0Y7bg9SvEtbef+iX2ViojhiDiTYl7c75Vv0M3A35cVt80U3yQ9pKLnHwL+T2beUX778XngSfThXJReCvxdx+2vA58ByMyvAA8tY56XiDgQ+BLwkcz8WMeh2t4bM8RQ6/tiujjqfG/MdC5Ktbwvysd7OcU3uOsj4tfK3Y3JGQNquvPbetP8Lbfd71NcVH6BYhj7S8qL6rbbSjEa4ObM/CXFt9mt/hY7In6HYt71Iykuig+IiN/va1Bz0MNnteZu8rkczsz7jaBsqyneQ51rHk31Wd65v21OBo6JiCsp1ij7MMWaYBMGrb9bgcsz857yy6+7ue8/4getv6+n6O9jKUZzX0Sx1siEQevvr1jcmN3NwGMiYv+I2JtiKOM1wNUU85kAjgU21RDLeRRDRV/QMXT5ZMo5jxHxUIoK3H9U9Pz7AjdFxIPKfxw+k+Ibnn6cCyguJL/acfsMisX4iIgnAP82338clPNyNwKnZeYFkw7X8t6YJQao6X0xSxy1vDe6OBdQz/vipI6pNzspLoAmLoKalDMG0XTndxBM9bfcapn53sw8rFwL5x3AxzLzwv5GtSC+BzwoIg4pbx9FMdqhzX5KMff+rnJK338CrVhzo8fPas3drz7Hyumu3+xvOAtnmvfQDeVaDXDv5/bVwKqyGH0QRYHnjtoDnqfMfEZmrihz843Ay4ANg9pfiuloz4mIofK6+NeAfx7g/m7j3hEZPwH2YoDfz50GYihZFSLiJcCDMvPvIuIvgMspikEXZOa/R8QHgIsi4ivAPcBLqoyD4tvn/07xRryiXDbgPcAHgQvLOMaBkxe6ij7pXLyJoqr9C+CfM/MLZdW3tnNRxjEGbJ/0j9R3AH8fERMr/r5iAZ72TRQXd2+JiIm5mOuBX6vxvTFtDNT7vpjtXNTx3pgthrreF58CPhQRX6b4wFgDvDAi+p4zBtVsObm/0fVuthyfmZf2Mbyedb5e/Y5lIU16H/534GNlQfermfn5PofXk0l9Og/4SkTcQ7E2x4V9Da57c/6s7lOcbXcpxbf9X6VYl2IhFitviqneQ68D3lsWxW4GLs7M3RGxiaJANgys7ku01TiVYiTqwPU3My+LiGcA13FvP77PgPaXYhHlC8q+7E3x/v46g9vfXxkaHx+EUa+SJEmSJGmxclqKJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG9IsImK/iPh0RDw0Ir7Q73gkSbOLiJXlz1FL0sCLiAsiYnNE/NE0x8fL/6+LiHXzfK4vRMRD5/MY83juL/XjedUOI/0OQGqBZcATM/OHwHP7HYwkSZI0ySuAfTLznqqfKDP7eT28so/PrYazuCHN7r3AQyPiUuBJmXlwRDwYOA84ENgDnJ6Z/7eshB8BHAT8bWa+v19BS1KbRMRfAy8G7gD+A/gsRX5dQzHS9HpgdWbeHRH/AVwMHAnsAv4gM78fEc8G3g3cDXyn47EPAT4A/BdgJ/BnmXlDRFxY7jsEeENmfq6GrkrSgoqIzwJDwHUR8Q/AScA4Rd58bWb+bJr7PQ94G0WO/R7wp8BLgQMy87SIOAb4FLAsM3dFxLeB3wWupSgyrASeA+wPPArYmJmvKR/7fjk9My+coQ9bynh/EzgceD/w28CDgQReBLyzbHttZi6PiOcAfwXsBXwf+JPM3DqXc6fB4rQUaXZ/DvwQeH3HvvcAF2TmYcDzgfMiYrQ8tk9m/paFDUnqTkQcT1GoeBzFCLknAb8G/AnwtMx8IvCfwP8s7/KbwD9n5pOALwOvjYgHABcBLy5z810dT3ERRfHiUOAU4B87jm3NzP9mYUNSW2Xm88vNkyjy5orMfDzwc+CMqe4TEQdQfFH3gsz8HeBq4G+BzwPPKps9i6IgfGhEPBLYkZk/nvRQTwN+D/gd4PiIePw0OX02vwG8o8z3TwXuycynUhSfHwg8NzP/vOzv8ogYA94BrCo/Cy6nLH5o8XLkhtSbo4H/GhF/Vd7eC3h0uX1tf0KSpNY6BvhEOZz6noj4NMW3kI8BvhYRAHsD3+i4zxfL/98EPAN4PPDDzLy53H8R8L8j4kEU3wJ+qHwcgAdFxH8pt83ZkgbFCuBzHaMX/g740DRtnwJcl5k/6Gh7emb+frne3DLgKIqCxwqKQsnnp3icr2bmDoCI+B7FKI6pcno3rgXIzC9HxNaIWA38V4rPggdNarucYqT0l8rcvgT4SZfPowFlcUPqzRLgmZn5E4ByUaUfAy/gvt8WSpJmt5v7jyZdQnFx/OcAZZHiV9ctmXl3uTlOUQgZn/QYuzoe5+7y20DKx3o4914Em7MlDYrJeXSI6f+9N1PbLwIvpMirlwH/u9yeahTI3R3bE/l4qpw+q8y8CyAink8x3eQ9FMWZ3ygft9MS4CsTo1YiYh9gFC1qTkuRZreL+38wXAFMzCn8LeBfgaU1xyVJg+KfgN+LiL0jYl/gecCvAy+MiAMiYohizYw1MzzGvwIHRMQTytt/BJCZPwW+GxEvBSjnkH+5kl5IUn9dCTw/IvYvb/8JMN2vi1wLHBERB5e3T+lo+3ngTcBXgBuB3wIem5nfoDtT5fTx7rvB0RTF7Q8BP6IYnbekPLY7IkbK+J8aEY8t978F+Js5PIcGkMUNaXY/Bm7nvsP6/oziA+FfgY8DJ00MyZMkzU1mfoGi4HADxUX1D4GbgbdSFJO/RXHN8o4ZHuOXFAWNj0TEN7hvwfmPgVeVOfuvgT/MzLlcaEtS42XmRI67KiK+Q1EkXjtN2x9TFDQujYhvUSwO+ury8JXAQ4Ary1x5A3DVHOKYKqfPZZTceuCPIuIGigVNvwY8sjz2GeD/AXcCJwOfiIhvAocCp87hOTSAhsbH/WyXJEn9ExFPpfhW8KKI2Au4Bji5vFCXJLWIOV39YnFDkiT1VTmE+mMU3xQOAxdl5pn9jUqS1IupcjpwDkWRYyp/mZmfrSk8DTCLG5IkSZIkqdVcc0OSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq430O4B+2LJlx3gv91u2bCnbtu1c6HBaF0NT4mhCDMbRvBiaEkevMYyNjQ5VEE4j9ZKLm/DaNiWOJsRgHM2LoSlxNCGGXuMwD8+uKa9vN4y1GsZaDWO9Vy+52JEbczAysqTfITQiBmhGHE2IAYyjaTFAM+JoQgyDqCnntQlxNCEGMI6mxQDNiKMJMUBz4hg0bTqvxloNY62Gsc6PxQ1JkiRJktRqFjckSZIkSVKrLco1NyRJkqS6RMQ3gO3lze8D5wHvAXYBGzPzrRExDLwfeALwC+BVmXlLRBwxn7b19VKS+svihiRJklSRiNgHGMrMlR37bgR+D/ge8PmIeBLwSGCfzHxqWaQ4CzgBOHc+bTPzhnp6Kkn9ZXFDkiRJqs4TgKURsZHi2nsd8IDMvBUgIi4HjgYeAnwRIDO/FhFPjoh9F6CtxQ1Ji4LFDUmSJKk6O4EzgfOBxwAbgDs7ju8AHgXsC/y0Y//uct/2ebad1rJlS3v+xYOxsdGe7tcPxloNY62GsfbO4oYkSZJUnc3ALZk5DmyOiJ8C+3ccH6UodiwttycMUxQrRufZdlrbtu3svhcdxsZG2bJlR0/3rZuxVsNYq2Gs9338ufLXUiRJkqTqnEyxJgYR8VCKwsTPI+LRETEErAI2AVcDzy3bHQF8MzO3A/fMs60kLQqO3JAkSZKq80Hgwoj4CjBOUezYA3wUWELxqybXRsS/AMdExFeBIeCV5f1fPZ+2tfRQkhrA4oYkSZJUkcy8B3jJFIeOmNRuD0VxYvL9vzaftpK0WDgtRZIkSZIktZojN+bg+FM/U9tzXfDGZ9b2XJLUFuZhSeo/c7GkJqq0uBERBwDXA8cAu4ALKeYa3gSszsw9EXEGcFx5fE1mXhcRh8y3bZX9kqQ2MRdLkiRp0FU2LSUi9gLOA+4qd50NrM3MoygWPjohIg4FVgDLgROBcxaibVV9kqS2MRdLkiRpMahyzY0zgXOBH5a3DwOuKrc3AEcDR1Ks5DyembcDIxExtgBtJUkFc7EkSZIGXiXTUiLiFcCWzLw8Ik4vdw9l5ni5vQPYD9gX2Npx14n98207o2XLljIysmTO/arT2NhoT8fq1IQ4mhADGEfTYoBmxNHvGMzF8zPb69fv17cpMYBxNC0GaEYcTYgBmhOHJKlaVa25cTIwHhFHA08EPgwc0HF8FLgT2F5uT96/Z55tZ7Rt287Ze9BnW7bsmHL/2NjotMfq1IQ4mhCDcTQvhqbE0WsMC3wRbi6eh5levza/x4xjsGNoShxNiKHXOCyGSFI7VTItJTOfkZkrMnMlcCPwMmBDRKwsmxwLbAKuBlZFxHBEHAQMZ+YdwA3zbCtJi565WJIkSYtFnT8FeyqwPiL2Bm4GLs7M3RGxCbiGotCyeiHa1tYjSWofc7EkSZIGTuXFjfIbwwkrpji+Dlg3ad/m+baVJN3LXCxJkqRBVuWvpUiSJEmSJFXO4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJarWRqh44IpYA64EAxoFXA3sBlwHfLZt9IDM/HhFnAMcBu4A1mXldRBwCXFje9yZgdWbumUvbqvomSW1gHpYkSdJiUeXIjeMBMvPpwFrg7cBhwNmZubL87+MRcSiwAlgOnAicU97/bGBtZh4FDAEnzKVthf2SpLYwD0uSJGlRqGzkRmZ+OiIuK28+AriT4qI6IuIEim8N1wBHAhszcxy4PSJGImKsbHtVef8NwLOBnEPbS6vqmyS1gXlYkiRJi0VlxQ2AzNwVERcBLwReDDwMOD8zr4+INwNnUFxsb+242w5gP2CovHju3LfvHNpOa9mypYyMLJlP1yo3Njba07E6NSGOJsQAxtG0GKAZcTQhhqbmYWh+Lp7t9WvC69uEGMA4mhYDNCOOJsQAzYlDklStSosbAJn58og4DbgWeFpm/nt56FLgfcBngM5PnVGKC+09U+zbPoe209q2befcOtEHW7bsmHL/2NjotMfq1IQ4mhCDcTQvhqbE0WsMVVyENzEPQ/Nz8UyvX5vfY8Yx2DE0JY4mxNBrHBZDJKmdKltzIyJOiojTy5s7KS58PxURTyn3PQu4HrgaWBURwxFxEDCcmXcAN0TEyrLtscCmObaVpEXNPCxJkqTFosqRG58CPhQRX6ZYnX8N8G/A+yLil8CPgFMyc3tEbAKuoSi2rC7vfyqwPiL2Bm4GLs7M3d22rbBfktQW5mFJkiQtClUuKPpz4A+mOPT0KdquA9ZN2reZYkX+nttK0mJmHpYkSdJiUeVPwUqSJEmSJFXO4oYkSZIkSWq1yn8tRZIkSVrMIuIAigWcjwF2ARcC48BNwOrM3BMRZwDHlcfXZOZ1EXHIfNvW10tJ6i9HbkiSJEkViYi9gPOAu8pdZwNrM/MoYAg4ISIOpVi3aDlwInDOQrStum+S1CQWNyRJkqTqnAmcC/ywvH0YcFW5vQE4GjgS2JiZ45l5OzASEWML0FaSFg2npUiSJEkViIhXAFsy8/KIOL3cPZSZ4+X2DmA/YF9ga8ddJ/bPt+2Mli1bysjIkjn3q05jY6ONeIy6GGs1jLUaTYvV4oYkSZJUjZOB8Yg4Gngi8GHggI7jo8CdwPZye/L+PfNsO6Nt23bO3oM+27Jlx7zuPzY2Ou/HqIuxVsNYq1F1rL0UTpyWIkmSJFUgM5+RmSsycyVwI/AyYENErCybHAtsAq4GVkXEcEQcBAxn5h3ADfNsK0mLhiM3JEmSpPqcCqyPiL2Bm4GLM3N3RGwCrqH48nH1QrStrUeS1AAWNyRJkqSKlaM3JqyY4vg6YN2kfZvn21aSFgunpUiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdVGqnrgiFgCrAcCGAdeDdwNXFjevglYnZl7IuIM4DhgF7AmM6+LiEPm27aqvklSG5iHJUmStFhUOXLjeIDMfDqwFng7cDawNjOPAoaAEyLiUGAFsBw4ETinvP+82lbYL0lqC/OwJEmSFoXKihuZ+WnglPLmI4A7gcOAq8p9G4CjgSOBjZk5npm3AyMRMbYAbSVpUTMPS5IkabGobFoKQGbuioiLgBcCLwaOyczx8vAOYD9gX2Brx90m9g/Ns+20li1bysjIkp77VYexsdGejtWpCXE0IQYwjqbFAM2IowkxNDUPQ/Nz8WyvXxNe3ybEAMbRtBigGXE0IQZoThySpGpVWtwAyMyXR8RpwLXAAzsOjVJ8i7i93J68f888205r27adXcffL1u27Jhy/9jY6LTH6tSEOJoQg3E0L4amxNFrDFVchDcxD0Pzc/FMr1+b32PGMdgxNCWOJsTQaxwWQySpnSqblhIRJ0XE6eXNnRQXvl+PiJXlvmOBTcDVwKqIGI6Ig4DhzLwDuGGebSVpUTMPS5IkabGocuTGp4APRcSXgb2ANcDNwPqI2Lvcvjgzd0fEJuAaimLL6vL+p86nbYX9kqS2MA9LkiRpUaisuJGZPwf+YIpDK6Zouw5YN2nf5vm2laTFzDwsSZKkxaLKn4KVJEmSJEmqnMUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqI1U8aETsBVwAHAw8AHgb8G/AZcB3y2YfyMyPR8QZwHHALmBNZl4XEYcAFwLjwE3A6szcM5e2VfRLktrEXCxJ/RcRS4D1QFDkyFcDdzPP/GoulqT76mrkRkR8ISJ+v7xQ7sZLga2ZeRTwHOBvgcOAszNzZfnfxyPiUGAFsBw4ETinvP/ZwNry/kPACXNp22WMktQq5mJJ6q8e8jDA8QCZ+XRgLfB25plfzcWSdH/dTkt5B8WF8Xcj4pyIOHyW9p8E3lJuD1FUlA8DjouIL0fEByNiFDgS2JiZ45l5OzASEWNl26vK+28Ajp5jW0kaROZiSeqvueZhMvPTwCnlzUcAdzL//GoulqRJupqWkplfBr4cEQ8EXgxcEhHbgfMphjT/YlL7nwGUF80XU1SpHwCcn5nXR8SbgTMokvvWjrvuAPYDhjJzfNK+fefQdkbLli1lZGRJN13vm7Gx0Z6O1akJcTQhBjCOpsUAzYhjoWMwF9drttdvEN9jvTKOZsUAzYijCTHAwsYx1zzccb9dEXER8MLyfsfMM78uSC5ueh6GhXn9mvJe7IaxVsNYq9G0WLtecyMiVgInAc+mqAT/I3AM8Flg1RTtDwQuBd6fmR+LiF/PzDvLw5cC7wM+A3SekVGKi+w9U+zbPoe2M9q2bedsTfpuy5YdU+4fGxud9lidmhBHE2IwjubF0JQ4eo1htg8Jc3F9Znr92vweM47BjqEpcTQhhl7jWOg8PCEzXx4RpwHXAg/sONRLfl2QXNz0PAwz5+JuNOW92A1jrYaxVqPqWHspnHS75sZtFN/uXQU8NjNPycwrgDcDY1O0fzCwETgtMy8od18eEU8pt58FXA9cDayKiOGIOAgYzsw7gBvKDw6AY4FNc2wrSQPHXCxJ/TXXPFze56SIOL28uZOiAPH1eeZXc7EkTdLtyI1nAjsy8z8j4oERcUhm3lKuvnzoFO3fBCwD3hIRE/O9/wJ4d0T8EvgRcEpmbo+ITcA1FIWW1WXbU4H1EbE3cDNwcWbu7rZt992XpFYxF0tSf801DwN8CvhQRHwZ2AtYQ5Ene86v5mJJur9uixvHAa+gSNoHAJ+LiHdn5t9N1TgzXwe8bopDT5+i7Tpg3aR9mylWgO65rSQNIHOxJPXXnPIwQGb+HPiDKQ7NK7+aiyXpvrr9tZRTgKMAMvM2ipWY/6yqoCRJUzIXS1J/mYclqaG6LW7sBXSu/nwPMD5NW0lSNczFktRf5mFJaqhup6V8GrgiIj5R3n4RxYrQkqT6fBpzsST106cxD0tSI3U1ciMzTwPeCwTwKOC9mbm2ysAkSfdlLpak/jIPS1JzdTstBYoVlz9BUbH+SUQ8o5KIJEkzMRdLUn+ZhyWpgbqalhIR5wDHA7d27B6n+DksSVINzMWS1F/mYUlqrm7X3Hg2EJl5V5XBSJJmZC6WpP4yD0tSQ3U7LeV7wFCVgUiSZmUulqT+Mg9LUkN1O3LjJ8C3I+KrwN0TOzPz5EqikiRNxVwsSf1lHpakhuq2uPHF8j9JUv+YiyWpv8zDktRQXRU3MvOiiDgYeBxwOXBgZn6/ysAkSfdlLpak/jIPS1JzdbXmRkT8IfA54D3A/sA1EfHSKgOTJN2XuViS+ss8LEnN1e2CoqcBTwN2ZOZ/Ak8CTq8sKknSVMzFktRf5mFJaqhuixu7M3PHxI3M/A9gTzUhSZKmYS6WpP4yD0tSQ3W7oOi3IuK1wF4R8UTgNcCNVQUlSZqSuViS+ss8LEkN1e3IjdXAw4C7gAuA7RTJXJJUH3OxJPWXeViSGqrbX0v5OcV8QucUSlKfmIslqb/Mw5LUXF0VNyJiDzA+afd/ZObDFz4kSdJUzMWS1F/mYUlqrm5Hbvxq+kpE7AW8AHhqRTFJkqZgLpak/jIPS1Jzdbvmxq9k5i8z85PAMyuIR5LUBXOxJPWXeViSmqXbaSkv67g5BDwOuKeSiCRJUzIXS1J/mYclqbm6/SnY3+3YHgfuAP5w4cORJM3AXCxJ/WUelqSG6nbNjVfO5UHLOYgXAAcDDwDeBnwbuJDig+AmYHVm7omIM4DjgF3Amsy8LiIOmW/bucQrSW1gLpak/pprHpYk1afbaSnf5/4rQ0MxHG88Mx81af9Lga2ZeVJE7A/cWP63NjOvjIhzgRMi4jZgBbAcOBC4BDgcOHs+bYFLuz0BktQW5mJJ6q8e8rAkqSbdTkv5GPALYD3wS+CPKS5m3zxN+08CF5fbQxTf7h0GXFXu2wA8G0hgY2aOA7dHxEhEjC1AWy+oJQ0ic7Ek9ddc87AkqSbdFjdWZeaTO26/JyKuz8zbpmqcmT8DiIhRigvrtcCZ5cUwwA5gP2BfYGvHXSf2D82z7YyWLVvKyMiS2Zr11djYaE/H6tSEOJoQAxhH02KAZsRRQQzm4hrN9voN6HusJ8bRrBigGXE0IQZY8DjmlIclSfXptrgxFBFHZ+b/BYiI5wHbZ7pDRBxI8a3d+zPzYxHxro7Do8Cd5WOMTrF/zzzbzmjbtp2zNem7LVt2TLl/bGx02mN1akIcTYjBOJoXQ1Pi6DWGWS7CzcU1mun1a/N7zDgGO4amxNGEGHqNY6HzsCSpHsNdtjuFojK9NSLuAN4IvGq6xhHxYGAjcFpmXlDuviEiVpbbxwKbgKuBVRExHBEHAcOZeccCtJWkQWQulqT+mlMeliTVp9tfS7keeFxE/AZw98RQ5xm8CVgGvCUi3lLuex3w3ojYG7gZuDgzd0fEJuAaikLL6rLtqcD6Xtt20ydJahtzsST1Vw95WJJUk25/LeURwPkUPyd4VER8Fjg5M38wVfvMfB3FBfRkK6Zouw5YN2nf5vm2laRBYy6WpP6aax6WJNWn22kp5wF/A/wM+DHwD8CHqwpKkjQlc7Ek9Zd5WJIaqtvixm9k5kaAzBzPzPUUK+ZLkupjLpak/jIPS1JDdVvcuCsiHg6MA0TEkRS/8S1Jqo+5WJL6yzwsSQ3V7U/Bvh64DHh0RNwI7A/8flVBSZKmZC6WpP4yD0tSQ3Vb3HgwcDjwWGAJ8J3MvKeyqCRJUzEXS1J/mYclqaG6LW68KzM/D3yrymAkSTMyF0tSf5mHJamhui1u3BoRFwDXAndN7MxMV4eWpPqYiyWpv8zDktRQMy4oGhEPKze3AkPAEcDvlv+trDQySRJgLpakfjMPS1LzzTZy43PAoZn5yog4NTPPqiMoSdJ9mIslqb/Mw5LUcLP9FOxQx/YfVxmIJGla5mJJ6i/zsCQ13GzFjfGO7aFpW0mSqmQulqT+Mg9LUsPNVtzoND57E0lSxczFktRf5mFJaqDZ1tx4XER8r9x+WMf2EDCemY+qLjRJUslcLEn91VMejoi9gAuAg4EHAG8Dvg1cSFEkuQlYnZl7IuIM4DhgF7AmM6+LiEPm23bhToEkNdtsxY3H1hKFJGkm5mJJ6q9e8/BLga2ZeVJE7A/cWP63NjOvjIhzgRMi4jZgBbAcOBC4BDgcOHs+bYFLe4xbklpnxuJGZt5WVyCSpKmZiyWpv+aRhz8JXFxuD1GMtDgMuKrctwF4NpDAxswcB26PiJGIGFuAthY3JC0as43ckCRJktSDzPwZQESMUhQ51gJnloUJgB3AfsC+wNaOu07sH5pn2xktW7aUkZElPfSsPmNjo414jLoYazWMtRpNi9XihiRJklSRiDiQYgTF+zPzYxHxro7Do8CdwPZye/L+PfNsO6Nt23Z21Yd+2rJlx7zuPzY2Ou/HqIuxVsNYq1F1rL0UTubyaymSJEmSuhQRDwY2Aqdl5gXl7hsiYmW5fSywCbgaWBURwxFxEDCcmXcsQFtJWjQcuSFJkiRV403AMuAtEfGWct/rgPdGxN7AzcDFmbk7IjYB11B8+bi6bHsqsL7XttV3T5Kaw+KGJEmSVIHMfB1FMWOyFVO0XQesm7Rv83zbStJi4bQUSZIkSZLUahY3JEmSJElSq1U6LSUilgPvzMyVEfEk4DLgu+XhD2TmxyPiDOA4it/9XpOZ10XEIcCFwDhwE7A6M/fMpW2V/ZKkNjEXS5IkadBVNnIjIt4AnA/sU+46DDg7M1eW/308Ig6lmBu4HDgROKdsezawNjOPAoaAE+bStqo+SVLbmIslSZK0GFQ5cuNW4EXAR8rbhwERESdQfGO4BjgS2JiZ48DtETESEWNl26vK+20Ang3kHNpeWmG/JKlNzMWSJEkaeJUVNzLzkog4uGPXdcD5mXl9RLwZOAO4E9ja0WYHsB8wVF44d+7bdw5tZ7Rs2VJGRpbMuU91Ghsb7elYnZoQRxNiAONoWgzQjDiaEIO5uHezvX5NeH2bEAMYR9NigGbE0YQYoDlxSJKqVedPwV6amXdObAPvAz4DdH7ijFJcZO+ZYt/2ObSd0bZtO+cQdn9s2bJjyv1jY6PTHqtTE+JoQgzG0bwYmhJHrzHUcBFuLu7STK9fm99jxjHYMTQljibE0GscFkMkqZ3q/LWUyyPiKeX2s4DrgauBVRExHBEHAcOZeQdwQ0SsLNseC2yaY1tJ0tTMxZIkSRo4dY7c+B/A+yLil8CPgFMyc3tEbAKuoSi0rC7bngqsj4i9gZuBizNzd7dta+uRJLWPuViSJEkDp9LiRmb+ADii3P4G8PQp2qwD1k3at5liNf6e20qSCuZiSZIkDbo6p6VIkiRJkiQtOIsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1SxuSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVRqp88IhYDrwzM1dGxCHAhcA4cBOwOjP3RMQZwHHALmBNZl63EG2r7JcktYm5WJIkSYOuspEbEfEG4Hxgn3LX2cDazDwKGAJOiIhDgRXAcuBE4JyFaFtVnySpbczFkiRJWgyqnJZyK/CijtuHAVeV2xuAo4EjgY2ZOZ6ZtwMjETG2AG0lSQVzsSRJkgZeZdNSMvOSiDi4Y9dQZo6X2zuA/YB9ga0dbSb2z7ftjJYtW8rIyJK5dahmY2OjPR2rUxPiaEIMYBxNiwGaEUcTYjAX9262168Jr28TYgDjaFoM0Iw4mhADNCcOSVK1Kl1zY5LOudejwJ3A9nJ78v75tp3Rtm07uwy5f7Zs2THl/rGx0WmP1akJcTQhBuNoXgxNiaPXGGq4CDcXd2mm16/N7zHjGOwYmhJHE2LoNQ6LIZLUTnX+WsoNEbGy3D4W2ARcDayKiOGIOAgYzsw7FqCtJGlq5mJJkiQNnDpHbpwKrI+IvYGbgYszc3dEbAKuoSi0rF6ItrX1SJLax1wsSZKkgVNpcSMzfwAcUW5vplhhf3KbdcC6Sfvm3VaSVDAXS5IkadDVOS1FkiRJkiRpwVnckCRJkiRJrVbnmhuSJEnSohMRy4F3ZubKiDgEuBAYB24CVmfmnog4AzgO2AWsyczrFqJtnf2UpH5y5IYkSZJUkYh4A3A+sE+562xgbWYeBQwBJ0TEoRTrFi0HTgTOWYi2VfdNkprE4oYkSZJUnVuBF3XcPgy4qtzeABwNHAlszMzxzLwdGImIsQVoK0mLhtNSJEmSpIpk5iURcXDHrqHMHC+3dwD7AfsCWzvaTOyfb9sZLVu2lJGRJXPrUM3GxkYb8Rh1MdZqGGs1mharxQ1JkiSpPp3rYIwCdwLby+3J++fbdkbbtu3sMuT+2bJlx7zuPzY2Ou/HqIuxVsNYq1F1rL0UTpyWIkmSJNXnhohYWW4fC2wCrgZWRcRwRBwEDGfmHQvQVpIWDUduSJIkSfU5FVgfEXsDNwMXZ+buiNgEXEPx5ePqhWhbW48kqQEsbkiSJEkVyswfAEeU25spfu1kcpt1wLpJ++bdVpIWC6elSJIkSZKkVrO4IUmSJEmSWs3ihiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWs7ghSZIkSZJazeKGJEmSJElqNYsbkiRJkiSp1UbqfsKI+Aawvbz5feA84D3ALmBjZr41IoaB9wNPAH4BvCozb4mII7ptW2unJKllzMWSJEkaJLUWNyJiH2AoM1d27LsR+D3ge8DnI+JJwCOBfTLzqeVF9FnACcC5c2grSZqCuViSJEmDpu6RG08AlkbExvK51wEPyMxbASLicuBo4CHAFwEy82sR8eSI2LfbtvV2SZJax1wsSZKkgVJ3cWMncCZwPvAYYANwZ8fxHcCjgH2Bn3bs313u295N24gYycxd0wWxbNlSRkaW9N6LGoyNjfZ0rE5NiKMJMYBxNC0GaEYcTYhhGubiLsz2+jXh9W1CDGAcTYsBmhFHE2KA5sQhSapW3cWNzcAtmTkObI6InwL7dxwfpbjAXlpuTximuJge7abtTBfTANu27ewx/Pps2bJjyv1jY6PTHqtTE+JoQgzG0bwYmhJHrzHUdBFuLu7CTK9fm99jxjHYMTQljibE0GscFkMkqZ3q/rWUkynmYRMRD6W4GP55RDw6IoaAVcAm4GrguWW7I4BvZuZ24J5u2tbbJUlqHXOxJEmSBkrdIzc+CFwYEV8BxikusPcAHwWWUKy6f21E/AtwTER8FRgCXlne/9VzaCtJmpq5WJIkSQOl1uJGZt4DvGSKQ0dMareH4uJ58v2/1m1bSdLUzMWSJEkaNHVPS5EkSZIkSVpQFjckSZIkSVKrWdyQJEmSJEmtVveCopIkSQvu+FM/U8vzXPDGZ9byPJIkaW4cuSFJkiRJklrN4oYkSZIkSWo1ixuSJEmSJKnVXHNDmqe65nmDc70lSZIkaSqO3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1mj8FK0mS1KWT33FFbc/lz39LktQ9ixsaSHVefEqSJEmS+svihiRJUgM5SkSSpO655oYkSZIkSWo1ixuSJEmSJKnVLG5IkiRJkqRWc82NRc6FN9tlUF8v53pLkiRJmg9HbkiSJEmSpFYbiJEbETEMvB94AvAL4FWZeUt/o5KkxcVcLEn9ZR6WtJgNRHEDeAGwT2Y+NSKOAM4CTuhvSJKaps5pPZ87a1GmoBdgLu7JoP7k56BOpdP8mIsr9QLMw5IWqUEpbhwJfBEgM78WEU/uczyS5sB/AA0Mc3EL+Pemqfi+GBjmYUmL1tD4+Hi/Y5i3iDgfuCQzN5S3bwcelZm7+huZJC0e5mJJ6i/zsKTFbFAWFN0OjHbcHjaJS1LtzMWS1F/mYUmL1qAUN64GngtQzi/8Zn/DkaRFyVwsSf1lHpa0aA3KmhuXAsdExFeBIeCVfY5HkhYjc7Ek9Zd5WNKiNRBrbkiSJEmSpMVrUKalSJIkSZKkRcrihiRJkiRJarVBWXNjwUTEMPB+4AnAL4BXZeYtHcf/BPhTYBfwtsy8rE9xvIfit8x3lLtOyMyfVhTLcuCdmbly0v7jgb+kOBcXZOb6Kp6/izheD7wK2FLu+tPMzAV+7r2AC4CDgQdQvPaf7They7noIo7Kz0X5PEuA9UAA48CrM/OmjuOVn48uYqjlXJTPdQBwPXBMZn6nY3+tfyODpAm5uEl5uHy+vufifubh8nn6novNw3OOw1w8IGbLif3WmZ8i4hDgQor35E3A6szcExFnAMdRvBfWZOZ1Ncd4v/wBfLuhsd7vbxu4u4mxdsT8qxxQxtLIWCPiGxS/bATwfeA84D1lTBsz861N+XuLiNOB5wN7l/FcRUPPKzhyYyovAPbJzKcCbwTOmjgQEb8J/DnwdGAV8NcR8YC64ygdBqzKzJXlf1UVNt4AnA/sM2n/XsC7gWcDK4BTIuLBVcQwUxylw4CXdZyLKi6aXgpszcyjgOcAf9sRW53nYto4SnWcC4DjATLz6cBa4O0TB2o8H9PGUKrlXJT9PQ+4a4r9tf2NDKAX0P9cPG0MpVryMDQjFzcgD0MzcrF5uMs4SubiwfECZs6JfTNFfjobWFv+nQ4BJ0TEoRTvgeXAicA5fQh1qvzR1Fin+ttuaqxT5YBGxhoR+wBDHTnxlcC5wEsovjBZHhFPogF/bxGxEngaxfXWCuBAGnpeJ1jcuL8jgS8CZObXgCd3HHsKcHVm/qK8iL0F+J264ygreY8B/i4iro6IkyuKAeBW4EVT7P9vwC2ZuS0z7wG+AjyjD3FAceF0ekR8pawuVuGTwFvK7SGKquSEOs/FTHFAPeeCzPw0cEp58xHAnR2Hazkfs8QANZ0L4EyKD6UfTtpf99/IoGlCLm5KHoZm5OJ+52FoRi42D3cfB5iLB8lMebnfJuenwyi+YQbYABxNEf/GzBzPzNuBkYgYqzfMKfNHI2Od5m+7kbGWJueApsb6BGBpRGyMiCsi4hnAAzLz1swcBy7viLXff2+rKH5O+lLgc8BlNPe8AhY3prIv0Pnt2+6IGJnm2A5gvz7E8WvA+yiqv88BXhMRlRRZMvMS4JddxFfluZgpDoB/pBgq90zgyIh4XgXP/7PM3BERo8DFFBXsCbWdi1nigBrORUcsuyLiIor34kc7DtV5PqaLAWo4FxHxCmBLZl4+xeFa/0YGUBNycSPyMDQjF/c7D5cx9D0Xm4fnFAeYiwfJTDmxr6bIT0PlPxTh3te87++FafJHI2OFKf+2GxnrNDmgkbECOykKMasocuOHyn2TY2rC39tvUBRVfp8i1o8Cww09r4DFjalsB0Y7bg9n5q5pjo1y/28o6ohjJ/CezNyZmTuAKyiqgHWq81xMKyKGgP+TmXeU38h8HnhSRc91IPAl4COZ+bGOQ7Wei+niqPNcTMjMlwOPBdZHxK+Vu2s9H1PFUOO5OBk4JiKuBJ4IfLicMgEN+RtpsSbk4qbnYWjA+6zu3NOEXGwe7i4Oc/HAmSknNs2eju2J17wR74Up8kdjY4X7/m0DD5wipibEer8cABwwRUxNiHUz8PflKIfNFEWB/aeIqQl/b1uByzPznnJK4d3ct2jRpPMKWNyYytXAcwEi4giKoTgTrgOOioh9ImI/iqGON93/ISqP47HA1RGxpJxfdiTwjYrimM7NwGMiYv+I2JtiiOc1NccARaXwpoh4UHkR9UyKhYQWVDk/dyNwWmZeMOlwbediljhqORdlHCd1DC/eSfHBPPHhXMv5mCWGWs5FZj4jM1dksbjijRTzyn9UHm7K30hbNSEXNz0PQzPeZ3Xmnr7nYvPwnOIwFw+WmXJi09xQrhcAcCywiSL+VRExHBEHUfxj8Y46g5omfzQ11qn+tr/exFinygHAhibGSlGIOQsgIh4KLAV+HhGPLvPkqo5Y+/339hXgORExVMb6a8A/N/S8Av5aylQupaj8fZViLtwrI+IvKOZrfjYi3kvxIg4Db87Mu/sUx0eAr1EMwftwZn6rojjuIyJeAjwoM/+ujOdyinNxQWb+ex0xTBHHmygq4L8A/jkzv1DBU74JWAa8JSIm5kquB36t5nMxWxx1nAuATwEfiogvA3sBa4AXRkSd743ZYqjrXNxHU/5GBkATcnEj8zA0433WhzwMzcjF5uG5xWEuHhz3y4l9jmcmp1KMItqbosB1cWbujohNFMWtYWB1H+KaKn+8DnhvA2Od6m/7Zpp5XqfS1PfAB4ELI+IrFL84cjJF4eijwBKKtSuujYh/oc9/b5l5WRRrglzHvefr+zTzvAIwND4+PnsrSZIkSZKkhnJaiiRJkiRJajWLG5IkSZIkqdUsbkiSJEmSpFazuCFJkiRJklrN4oYkSZIkSWo1ixtqlIi4ICI2R8QfTXN8vPz/uohYV2twkrRI1JmLI+ILEfHQ+TyGJKm/IuJLHds3lv9/SkS8s9x+fkT8VZ/C0yIx0u8ApEleAeyTmff0OxBJWsReQU25ODOfW/VzSJIqt3JiIzOfWG7+FvDgct9ngc/WHpUWFYsbaoyI+CwwBFwXEf8AnASMA9cDr83Mn01zv+cBb6MYifQ94E+BlwIHZOZpEXEM8ClgWWbuiohvA78LHAS8G1gK3AH8aWZ+PyKuBH4CPK58nD8Hfrt8uvdn5voZ+vAw4IPArwMPAf4hM98YEd8ATsnMr0fEEuA24FCKpP8+YBdwDfBbmblyhsf/7bL9g4ADgLMy870RsR/wYeCQ8hw8HHgh8G/A31B84CwBLszMd0/3+JLUh1x8LUWOWgk8B9gfeBSwMTNfUz72XwMvpsjV/wF8NjMvnKEPry3j/jVgD/CHwGMo8vDzOto8FjgVOBc4Evj3sq//OzOvnOHx3w48q4z1DuBFmfmjiPgD4K+AncA3gJHMfEVEHM4UnzfTPb6kxSUiVgJvpsi9jwYuBn4KvKDc91zg97l/XvsZRW5eAdwKfB04PTM/P8PzvIvimvAmYDVwDsV17hLgnZn5DxHxCuBFFDnuwcDngFMzczwi3gj8Qdn+cuA04D3l41+bmcvL0X3LKPLhgyLizRT5dSXF58BUufj1zOGaNSIOLuO6lSK/3wa8NDN/EhHjmTlUtnsFsLLMxT8APgKsKs/jyzLz+oh4InAeRY7+CfDHmfn/Tffcai6npagxMvP55eZJwJ8AKzLz8cDPgTOmuk9EHECRjF6Qmb8DXA38LfB5igtPyv/vBA6NiEcCO4BtwPnASzLzUOAsoLNo8a+ZGRRJbv/MfBJwNPD0WbrxRxQFjSOA3wFeExG/QZFITyzbPBP41zKGj1Ak0CcBv5zlsQFeBbwtMw+n+EfB28v9fwlkZj4OeGv53FCcR8o+PgU4ISKO6uJ5JC1SdebizPzxpId6GvB7FDns+Ih4fEQcT1F4eBzFBf6TZoo/Ival+AfBysz8beDTwGuADeVzLyub/hHw98CrKS5y/yvwSuDwWR7/kLLt0zLzscAtwB9HxBjwf8p+PpniHwVExN7M/HkjSQDLKXLQ44D/AWzJzCdTXDOeyBR5LTP/jaK48AGK/PzV6QobHR4LPDMzXw6sBa7PzMOAZwBvjohHle0Op8jHjwOOAF4YEc8BDiuPPQl4GMV17J8DZObyiSfJzDsprk8/m5kT16swfS7u5Zr1t4H/U17/3gysm6U9wNbMfApFUftN5b6PUhS1Hw/8I/C6Lh5HDWRxQ020AvhcZm4tb/8d914cT/YU4LrM/EFn28z8DrBfmTiPorjIXgEcS3Gx/ViKyvhny3mB76T4pnDCteX/bwIiIi6n+AbytJkCz8wzgdsj4n9SVLH3prho/gfgRRExxL1J/PHAf2bmv5Z3v2Cmxy6dCuwTEadTFDYeVO4/hqJQQmZ+neKDEIqCzPPLPl5LMaLj8V08jyTVkYsn+2pm7sjMnRSjP/anyG+fyMx7MnMbxUX9tDJzO/AS4MRyxMfxwIMy85cU3xj+XkQ8AvgvmXld+fgfzczxzLwN+OdZHv8Wilz8qog4C3gqRS4+CrgmM/89M/cAF5V3me3zRpIAbsrMfyvz3x3cm4tuoxgFcb+8BpCZHwLuKo+f2sXzZGb+tNw+Gnh1mZu+THHN+rjy2Gcz88fl9MR/pPhy7miKIsz1FKPTntzRvisz5OJerlk3d4yyu6iMcTZfLP9/E7B/+SXkQzLzsjK+D2Tm/5pDl9QgFjfURJPfl0NMP4VqprZfpJiaMQ5cxr0X1JdRDHf7XmY+sZwXeBjFN4MT7gIoL+ofRzEVJIBvRMSvTxd4eaH75xQfRG+j+HAayswfAZsphtodTXFxvnuK+GfzibJP3+beajMzPNYS4A0d/TwC+NAcn1PS4lRHLp7s7o7t8fJx5pQrI+JAiml+v07xDeGF5eNAUVj+Q4oh1R8r98318Q8DNpb3uRi4dJY4Z/u8kSSAyWsc7erYnjavRcQ+5fERioLAbO7q2F5CMZWj8zpx4h//nc8/XN5eQjFSYqL9cu4dRTwXU+XiXq5Zp4oRgPILRYC9Jt1n4nNm4jPmPiOnI2KfjtErahmLG2qiKykqt/uXt/8E+NI0ba8Fjijn3QGc0tH28xQFgK8AN1Ksb/HYzPwG8B2Kau3EcLeTuTe5/kpEPJ8iAX+eomjxM4oPkOkcA/xNZn6ybPcwimQNxciKs4Ary6r8zcCyiJioSr+EItHO5BjgLzPzMxT/QKBcw+OfyvtTPt5vl491BfAnEbFXRDyoPBfLp3pgSZrkSqrPxd34J4pv+PYup5w8j5lz5eHALeVc7WspCilLADLza8BDKabc/H3H458YEUPlr7asnOXxV1Dk8XMpCs3PLh//q8DhEfGQ8qL6xPJxuvq8kaQZTJvXgP9Ncb33euBDETGXf99dQTEFhoh4CMXI34PKY8dGxH5l8eSPKIoqVwAnRcSDImKE4su6F5ftd5f7Ou1iiqL4NLm4l2vWKNfLgGJKz4Zy+w7gcWUufv5Ud+yI5afAv5XrQlHG5K+6tJTFDTVOOU3jr4GrIuI7FFXqtdO0/THFRfSlEfEtiovSV5eHr6RY1PPKzBwHbgCuKu/3C4qFmc6KiH8FXg789ymeYgNFhftbwHXApzLzmzOE/9fARyLieuB/USzs9Mjy2KUUCx79fRnDPRRTXT5ctj+Q+1bTp7IO+Eq5QOkq4Afl478NOKTsy18BPyof61zgu2Xfvw58aKZF8iRpQh25uMs4vkAxXPoGikLJD5k5V24EhssFS7/GvXlywseBn2Xm98rb6ynWYvomxbDm22Z5/I8DTyjz7RUU/xh4ZGZuoSiC/xPwLxTfFt41h88bSZrOlHktIp5KkV/enJkXUyyG+T/n8LhvBR4YETdR5LM3ZOat5bH/BL4A/D+KKYqXZ+bngEsoCiw3URSsJ6bgfQb4f2UxZMJ1FIXvd0zx3JNzcS/XrD8B3lp+7hxAcT0M8EaK0YHXADnLY0BxPX5GOSXmDymu4dVCQ+Pjs31RLKkKZWX9HcBbM/PnEfEXwMMys5v5kpMf66XA9zPz6og4iOIfDo8u531LUmuVF++PzcyLImIviovVkzvWK5rv4x9HMX3wsvKXp24AnpyZP5nj4/wXiuLGWzNzT0S8F/huZr5vIeKUpLp0/sJIn0OZVjlS8MrMPLjPoahB/ClYaY4i4vUU37xN9sPMfG63j1Ne/P4E+JeIuIeiCv/fI+JvKKafTPb1zHzVNA/3HeDccorKboqfGbSwIWkQJMU3an9BMeL0IuC75TdsU/nLzPzsHB7/2xQj7ia+8ftLiimDV0zT/lXlws2T/YRidMtNEbGLYrE9fxVFUq3KKXDTFVWfm5k/rDOe+YiIR1OMFJnKdNfEWsQcuSFJkiRJklrNNTckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1Goj/Q6gH7Zs2THey/2WLVvKtm07FzqcRlkMfYTF0c/F0EcYvH6OjY0O9TuGuvSSi9v4ehtzPdoWc9vihcUTs3l4dm18L0xmH5rBPjRDE/vQSy525MYcjIws6XcIlVsMfYTF0c/F0EdYPP1UoY2vtzHXo20xty1eMGbdaxDOq31oBvvQDIPQB7C4IUmSJEmSWs7ihiRJkiRJarVK19yIiG8A28ub3wfOA94D7AI2ZuZbI2IYeD/wBOAXwKsy85aIOGI+bavslyS1hXlYkvrPXCxJ1ausuBER+wBDmbmyY9+NwO8B3wM+HxFPAh4J7JOZTy0T8lnACcC582mbmTdU1TdJagPzsCT1n7lYkupR5ciNJwBLI2Jj+TzrgAdk5q0AEXE5cDTwEOCLAJn5tYh4ckTsuwBtTeSSFjvzsCT1n7lYkmpQZXFjJ3AmcD7wGGADcGfH8R3Ao4B9gZ927N9d7ts+z7bTWrZsac8rwo6NjfZ0vzZZDH2ExdHPxdBHWDz97EFj8zD0novb+Hobcz3aFnPb4gVj7lFjc/Fivya2D81gH5phEPpQZXFjM3BLZo4DmyPip8D+HcdHKRL70nJ7wjBFYh6dZ9tp9fobvmNjo2zZsqOn+7bFYugjLI5+LoY+wuD1c4E/WBqbh6G3XNzG19uY69G2mNsWLyyemCu4wG9sLl7M18T2oRnsQzM0sQ+95OIqfy3lZIr5f0TEQymS8M8j4tERMQSsAjYBVwPPLdsdAXwzM7cD98yzrSQtduZhSeo/c7Ek1aDKkRsfBC6MiK8A4xSJfQ/wUWAJxQrO10bEvwDHRMRXgSHgleX9Xz2fthX2S5LawjwsSf1nLpakGgyNj4/3O4babdmyo6dON3G4zkJbDH2ExdHPxdBHGLx+jo2NDvU7hrr0kovb+Hobcz3aFnPb4oXFE7N5eHZtfC9MZh+awT40QxP70EsurnLkxsA5/tTP1PZcF7zxmbU9lyS1hXlYkvrPXCypiapcc0OSJEmSJKlyFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUaiNVPnhEHABcDxwD7AIuBMaBm4DVmbknIs4AjiuPr8nM6yLikPm2rbJfktQm5mJJ6i/zsCRVr7KRGxGxF3AecFe562xgbWYeBQwBJ0TEocAKYDlwInDOQrStqk+S1DbmYknqL/OwJNWjymkpZwLnAj8sbx8GXFVubwCOBo4ENmbmeGbeDoxExNgCtJUkFczFktRf5mFJqkEl01Ii4hXAlsy8PCJOL3cPZeZ4ub0D2A/YF9jacdeJ/fNtO6Nly5YyMrJkzv2q09jY6KJ87jothn4uhj7C4unnXJmL52ch31dtfI8ac/XaFi8Y81yZh+evytevje/nyexDM9iHZqhqzY2TgfGIOBp4IvBh4ICO46PAncD2cnvy/j3zbDujbdt2zt6DPtuyZUdfnndsbLRvz12nxdDPxdBHGLx+LvAHi7l4HhbqfdXG96gxV69t8cLiidk83CxVvefa+H6ezD40g32oRi+5uJJpKZn5jMxckZkrgRuBlwEbImJl2eRYYBNwNbAqIoYj4iBgODPvAG6YZ1tJWvTMxZLUX+ZhSapPpb+WMsmpwPqI2Bu4Gbg4M3dHxCbgGopCy+qFaFtbjySpfczFktRf5mFJqsDQ+Pj47K0GzJYtO3rq9MnvuGKhQ5nWBW98Zm3P1amJQ5KqsBj6uRj6CIPXz7Gx0aF+x1CXXnJxG/NwG9+jxly9tsULiydm8/Ds2piLJ2vj+3ky+9AM9qEaveTiKn8tRZIkSZIkqXIWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnFDkiRJkiS1msUNSZIkSZLUahY3JEmSJElSq1nckCRJkiRJrWZxQ5IkSZIktZrFDUmSJEmS1GoWNyRJkiRJUqtZ3JAkSZIkSa1mcUOSJEmSJLWaxQ1JkiRJktRqFjckSZIkSVKrWdyQJEmSJEmtZnHj/8/e3cfLVpf1/3/tcwOIHugQW00B0YirQkNBBRXkRCAiEmh5U94BIZnHFOObAmJg6S9MwNQgFUXU1FIUFBWhIm5ElEQoUbwQVKjUOiB4DoLcnf37Y60tw2Zm79l7btb67P16Ph48mFnzmZnrs2bOe9a+Zq01kiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkq2opRPXBELAdOBwKYAl4F/Bw4s75+DbA2MzdGxPHAAcC9wJGZeUVE7DDo2FHNTZJKYA5LUvPMYkkaj7723IiIL0bECyJi5Twe+0CAzHwGcBzwNuAU4LjM3BOYAA6KiF2AvYDdgBcDp9b3H2jsPOqUpCIsIIvNYUkaIreJJam9+j0s5UTg2cB3I+LUiHjKXHfIzHOAI+qrjwFuA3YFLq6XnQfsA+wBXJCZU5l5E7AiIiaHMFaSFpt5ZbE5LElD5zaxJLVUX4elZOYlwCUR8RDg94FPR8R64APA32fmXT3ud29EfBh4Xn2/fTNzqr55A7AlsAVwS8fdppdPDDi2p9WrN2fFiuVzT7xBk5OrluRzj9NSmOdSmCMsnXkuJIvbmsPQ/iwe5vuqxPeoNY9eafWCNbtNPH6jfM+V+H6eyTm0g3Noh77PuRERa4CXAc+i6gT/I7Av8Dlgv173y8xXRMQbga8BD+m4aRVV53p9fXnm8o0Dju3p1lvvmO3mVli3bkMjzzs5uaqx5x6npTDPpTBHWHzznOuDZSFZ3MYchvZn8bDeVyW+R6159EqrF5ZOzaPIYWhnFrc9h2F028Qlvp9ncg7t4BxGYyHNln7PuXEjcDzVbm47ZuYRmXkh8CZgssd9XhYRx9RX76AK26/XHwgA+wOXApcB+0XEsojYDliWmTcDVw04VpIWlflmsTksScPlNrEktVe/e27sDWzIzP+LiIdExA6ZeX199uVdetznM8CHIuISYCVwJHAtcHpEbFJfPisz74uIS4HLqZota+v7HzXI2H5XgCQVZL5ZbA5L0nC5TSxJLdVvc+MA4BCq0H44cG5EvDMz39/rDpn5M+CFXW7aq8vYE4ATZiy7btCxkrTIzCuLzWFJGjq3iSWppfr9tZQjgD0BMvNGqjMx/+moipIkdWUWS1KzzGFJaql+mxsrgc6zP98NTPUYK0kaDbNYkpplDktSS/V7WMo5wIUR8cn6+vOpzggtSRqfczCLJalJ52AOS1Ir9bXnRma+EXg3EMDjgHdn5nGjLEyS9EBmsSQ1yxyWpPbq97AUqM64/EmqjvVPIuKZI6lIkjQbs1iSmmUOS1IL9XVYSkScChwI3NCxeIrq57AkSWNgFktSs8xhSWqvfs+58SwgMvPOURYjSZqVWSxJzTKHJaml+j0s5XvAxCgLkSTNySyWpGaZw5LUUv3uufET4NsR8RXg59MLM/OwkVQlSerGLJakZpnDktRS/TY3vlT/J0lqjlksSc0yhyWppfpqbmTmhyNie2An4Hxg28z8/igLkyQ9kFksSc0yhyWpvfo650ZEvAg4F3gXsBVweUS8dJSFSZIeyCyWpGaZw5LUXv2eUPSNwNOBDZn5f8CTgGNGVpUkqRuzWJKaZQ5LUkv129y4LzM3TF/JzB8BG0dTkiSpB7NYkpplDktSS/V7QtFvRcRrgJUR8UTg1cDVoypKktSVWSxJzTKHJaml+t1zYy3waOBO4AxgPVWYS5LGxyyWpGaZw5LUUv3+WsrPqI4n9JhCSWqIWSxJzTKHJam9+mpuRMRGYGrG4h9l5jbDL0mS1I1ZLEnNMoclqb363XPjF4evRMRK4GDgaSOqSZLUhVksSc0yhyWpvfo958YvZOY9mfkpYO8R1CNJ6oNZLEnNMoclqV36PSzl5R1XJ4CdgLtHUpEkqSuzWJKaZQ5LUnv1+1Owv91xeQq4GXjR8MuRJM3CLJakZpnDktRS/Z5z49BRFyJJmp1ZLEnNMoclqb36PSzl+zz4zNBQ7Y43lZmPG2pVkqQHMYslqVnmsCS1V7+HpXwcuAs4HbgHeAnwFOBNI6pLkvRgZrEkNcsclqSW6re5sV9mPrnj+rsi4srMvHEURUmSujKLJalZ5rAktVS/PwU7ERH7TF+JiOcC60dTkiSpB7NYkpplDktSS/W758YRwEci4pFUxxl+B3jFyKqSJHVjFktSs8xhSWqpfn8t5Upgp4jYGvh5Zt4+2rIkSTOZxZLULHNYktqrr8NSIuIxEfHPwOXAwyLiwojYfqSVSZIewCyWpGaZw5LUXv2ec+N9wDuA24H/BT4BfGRURUmSujKLJalZ5rAktVS/zY2tM/MCgMycyszTgS1GV5YkqQuzWJKaZQ5LUkv129y4MyK2oTpxEhGxB9VvfEuSxscslqRmmcOS1FL9/lrK64HPA78aEVcDWwEvGFVRkqSuzGJJapY5LEkt1W9z4xHAU4AdgeXAdzLz7pFVJUnqxiyWpGaZw5LUUv02N/4mM78AfGuUxUiSZmUWS1KzzGFJaql+mxs3RMQZwNeAO6cXZqZnh5ak8TGLJalZ5rAktdSsJxSNiEfXF28BJoDdgd+u/1sz0sokSYBZLElNM4clqf3m2nPjXGCXzDw0Io7KzJPHUZQk6QHMYklqljksSS0310/BTnRcfskoC5Ek9WQWS1KzzGFJarm5mhtTHZcneo6SJI2SWSxJzTKHJanl5mpudJqae4gkacTMYklqljksSS001zk3doqI79WXH91xeQKYyszHdbtTRKwEzgC2BzYF3gp8GziT6gPhGmBtZm6MiOOBA4B7gSMz84qI2GHQsfNaC5LUbmaxJDXLHJaklptrz40duf9M0J2X19T/7+WlwC2ZuSfwbODvgFOA4+plE8BBEbELsBewG/Bi4NT6/gON7WvmklQOs1iSmmUOS1LLzbrnRmbeuMDH/RRwVn15gqqrvCtwcb3sPOBZQAIXZOYUcFNErIiIySGMPXuBdUtS65jFktQsc1iS2m+uw1IWJDNvB4iIVVSBfhxwUh3CABuALYEtqH4vnBnLJwYcO6vVqzdnxYrlC5jZ+ExOrlqSzz1OS2GeS2GOsHTmOV9m8WCG+b4q8T1qzaNXWr1gzfNlDg9ulK9fie/nmZxDOziHdhhJcwMgIral6haflpkfj4i/6bh5FXAbsL6+PHP5xgHHzurWW+/oaw5NWrduQyPPOzm5qrHnHqelMM+lMEdYfPMc9geLWbxww3pflfgetebRK61eWDo1m8PtMqr3XInv55mcQzs4h9FYSBbP59dS+hYRjwAuAN6YmWfUi6+KiDX15f2BS4HLgP0iYllEbAcsy8ybhzBWkpY8s1iSmmUOS9L4jGrPjWOB1cCbI+LN9bLXAe+OiE2Aa4GzMvO+iLgUuJyq0bK2HnsUcPpCx45oTpJUGrNYkpplDkvSmExMTS29n+pet27DgiZ92IkXDruUns44eu+xPVenNu6SNApLYZ5LYY6w+OY5OblqoukaxmUhWVxiDpf4HrXm0SutXlg6NZvDcysxi2cq8f08k3NoB+cwGgvJ4pEcliJJkiRJkjQuNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFWjPLBI2I34O2ZuSYidgDOBKaAa4C1mbkxIo4HDgDuBY7MzCuGMXaU85KkkpjFktQsc1iSRm9ke25ExBuADwCb1YtOAY7LzD2BCeCgiNgF2AvYDXgxcOowxo5qTpJUGrNYkpplDkvSeIzysJQbgOd3XN8VuLi+fB6wD7AHcEFmTmXmTcCKiJgcwlhJUsUslqRmmcOSNAYjOywlMz8dEdt3LJrIzKn68gZgS2AL4JaOMdPLBx07q9WrN2fFiuXzm9CYTU6uWpLPPU5LYZ5LYY6wdOa5EGbxwg3zfVXie9SaR6+0esGaF8IcHswoX7+m3xvD4BzawTm0w0jPuTFD5zF/q4DbgPX15ZnLBx07q1tvvaPPkpuzbt2GRp53cnJVY889TkthnkthjrD45jmGDxazuE/Del+V+B615tErrV5YOjWbw+0yqvdcie/nmZxDOziH0VhIFo/z11Kuiog19eX9gUuBy4D9ImJZRGwHLMvMm4cwVpLUnVksSc0yhyVpBMa558ZRwOkRsQlwLXBWZt4XEZcCl1M1WtYOY+zYZiRJ5TGLJalZ5rAkjcDE1NTU3KMWmXXrNixo0oedeOGwS+npjKP3HttzdWrjLkmjsBTmuRTmCItvnpOTqyaarmFcFpLFJeZwie9Rax690uqFpVOzOTy3ErN4phLfzzM5h3ZwDqOxkCwe52EpkiRJkiRJQ2dzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKtqLpAoYhIpYBpwE7A3cBh2fm9c1WJUlLi1ksSc0yhyUtZYtlz42Dgc0y82nA0cDJzZYjSUvSwZjFktSkgzGHJS1Ri6W5sQfwJYDM/Crw5GbLkaQlySyWpGaZw5KWrEVxWAqwBfDTjuv3RcSKzLy3qYIkaQlaVFl82IkXju25zjh677E9l6RFbVHlsCTNx2JpbqwHVnVcXzZbiE9OrppYyJOce/JBC7lbcSYnV809aBFYCvNcCnOEpTPPAow8i5dKDrdBif+uSqu5tHrBmgvgNvE8LIb3hnNoB+fQDovlsJTLgOcARMTuwDebLUeSliSzWJKaZQ5LWrIWy54bZwP7RsRXgAng0IbrkaSlyCyWpGaZw5KWrImpqamma5AkSZIkSVqwxXJYiiRJkiRJWqJsbkiSJEmSpKLZ3JAkSZIkSUVbLCcUHZqIWAacBuwM3AUcnpnXd9z+SuCPgXuBt2bm5xspdEB9zPNdwB7AhnrRQZn50wc9UAEiYjfg7Zm5ZsbyA4G/oHotz8jM0xsob2hmmefrgcOBdfWiP87MHHN5A4mIlcAZwPbAplT/9j7Xcfuiei1VZhaXmqslZmRJeVdafvVRbxvX8XLgdCCAKeBVmXlNx+2tWselmivjShIR36D62VyA72dmMSde7cy/iNgBOJPqfX8NsDYzNzZZXz9mzOFJwOeB79Y3/31m/lNz1c2uW0YC36ag16HHHP6Lgl6HXmxuPNjBwGaZ+bT6J7ROBg4CiIhHAq8FngxsBnw5Iv45M+9qqtgBHEyPedZ2BfbLzJubKG5YIuINwMuAn81YvhJ4J/CU+rbLIuJzmfm/469ycL3mWdsVeHlmXjneqobqpcAtmfmyiNgKuBr4HCy+11K/cDDlZfHBFJarJWZkgXlXWn71rLfWxnV8IEBmPiMi1gBv4/68aOM6LtXBzJ5xRYiIzYCJmc3REnTJv1OA4zLzooh4L9XrcXZT9fWjyxx2BU7JzJObq2peumXk1ZT1OnSbw19S1uvQlYelPNgewJcAMvOrVBvP054KXJaZd9Xftl0P/Nb4SxyKnvOsO/O/Brw/Ii6LiMOaKXEobgCe32X5bwDXZ+atmXk38GXgmWOtbLh6zROqD41jIuLLEXHMGGsapk8Bb64vT1B9+zZtsb2WqpSYxSXmaokZWVrelZZfs9ULLVzHmXkOcER99THAbR03t3Edl2q2XC7JzsDmEXFBRFxYN2pKMTP/dgUuri+fB+wz9ormr9scDoiISyLigxGxqqG6+tUtI0t7HXrNoaTXoSubGw+2BdC5m/B9EbGix20bgC3HVdiQzTbPhwLvoerqPRt4dUS04Q+HecvMTwP3dLlpMb2Ws80T4B+BVwF7A3tExHPHVtiQZObtmbmhDtqzgOM6bl5Ur6V+ocQsLi5XS8zI0vKutPyao15o4ToGyMx7I+LDVP/OPtZxU+vWccFmy7iS3AGcBOxH9V7+WCnz6JJ/E5k5VV8u4r3dZQ5XAH+emc8Evgcc30hhfeqRkUW9Dj3mUNTr0IvNjQdbD3R2qpZl5r09blvFA78dKMls87wDeFdm3pGZG4ALqbrci8liei17iogJ4G8z8+b6G6svAE9quKwFiYhtgX8DPpqZH++4aUm8lktQiVm8mHK1reu4pzbnXWn51aveNq9jgMx8BbAjcHpEPLRe3Mp1XKjZMq4k1wH/kJlTmXkdcAvwKw3XtFCd53Uo9b19dsdhbmfTokzppUtGFvc6dJlDca9DNzY3Huwy4DkA9W5q3+y47Qpgz4jYLCK2pNrV8ZoHP0QRZpvnjlTHpC6vj1XdA/jG+EscqWuBX4uIrSJiE6pdVC9vuKZR2AK4JiIeVm+U7g206TjpvkTEI4ALgDdm5hkzbl4qr+VSU2IWL6ZcLfHfVSvzrrT8mqPetq7jl3UcInMH1R8a039stG4dF2y2jCvJYVTnCyEiHkX1vv5RoxUt3FX1eWYA9gcubbCWhTo/Ip5aX/4dWpAps+mRkUW9Dj3mUNTr0EsRu2CN2dnAvhHxFapjkA6NiD+jOl7zcxHxbqo37DLgTZn58wZrHcRc8/wo8FWq3cY+kpnfarDWoYmIPwQelpnvr+d7PtVreUZm/k+z1Q3PjHkeS9WZvQv418z8YrPVLcixwGrgzRExfYzg6cBDF/truYSVmMXF52qJGVlA3pWWX3PV28Z1/BngQxFxCbASOBJ4XkQU9V4uwIMyruF6FuqDwJkR8WWqX7c4rNA9UACOotpTaROqRt5ZDdezEH8CvCci7gF+zP3nz2mrbhn5OuDdBb0O3ebwZ8A7C3odupqYmpqae5QkSZIkSVJLeViKJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotncUBEiYouI+HpEXB0RO/YYsyYiLhrCc50ZEYd0Wf7UiHj7oI9fkoh4S0TsWV/+QEQ8uemaJDVrOgvq/z7QcC1HRMQfNFlDvzprjYi/jIjfbbomSWWLiMdGxAcHuP+HIuIx9eUvRsSjhlddu7mNuzitaLoAqU9PBO7OzCaD5zeBRzT4/E3YC/g3gMw8vOFaJLXAjCxoOheeDlzUcA39+kWtmfkXzZYiaZF4DPCrA9z/t4G3AGTmc4ZSUTncxl2EJqamppquQS0XEWuAY4E7gN8AvllfvyAzt6/HnACQmSdExI+Bc4E9gR8BpwGvBbYBDsnMi2d5rkcAHwS2A+6tn+cbwFeARwIXZmbXb7vqOk8FbqQK+gRekJl3RcTbgN8BtgJuBp4P3AKcATy+fojTMvP0iDgTeCjVB8YjgLcBnwT+E3gYcDLwnrrObYBHAZcAL8/MqYj4a+D36+f5EfA54DPAJ+o5ALwlMz83y3o4E9gIPAHYEvirzPxoRDysnuPjgeXA2zPzE/WeJq8AtgbOzcxjezzuo+u6fwn4FeATmXl0RGxWP+4ewD3AXwGbUr12PwaeV8/5hMy8KCKOBV4K3AdcALwB2BY4G7gGeBLwv/X6/0mveUoavYg4GnghVWacD/w91b/V71FlzNep/ug+BFgNPC8zr42I3YF3AZtR5dkfZ+b19R5yJ9QPf0JmrpnluR8DfAh4ONVnyOGZ+Z8RcShwFDAFXAm8JjNvj4ipzJyo73sIsCYzD4mIHwAfBfajyueX17V+ErgdeGVmnt+jhhOAHak+F34ZeF9mviMilgPvANbU6+bMzHxn/VnyN/WyazLzFT0edwu6fA7UN59IlZv3Au8DvtVZK/AHwEWZeeYs6+JHwFlUuXwv8MLM/H6vdS2pnepMeQvV9tW2wBXAW4Hze2xHd/23HxH7UG2DLqPa1v1D4MvA44APA5+iI5PrbcnpnOm2HXwI8JfA9VTb7FdS5eFNwN/W46eAj2bm23v8PfCHVJ8RbuOqFTwsRf16OvAaqjDbjmoDs5dHAJ/PzF+vrz8vM/ek2hg+co7neQ9VA+O3qBoEZwATVN8Ofr1XY6PDdsDaus5HAvtExA7ArwNPz8wdqUL8JfWctsrMJwH7AM/oeJzNgN2AA4C3ZeZtwF8An8vMt9XLr87MpwG/BjwN2CUiDqQKz52A51AFIFTB+YPM3JUqMPecYx5QbTA/HdgbOCkiHgkcB1xZP84zgTdFxOM6xj+pV+jX/oAq7HcHfgt4dURsDfwpVePmN+p18RfAP1L90XN4Zn5z+gEi4jnA7wK71vPbAXhVffPOwCmZ+XjgNqr1LKkhEfFsqn+rT6H69/poqn+Xv0W1gRf1bdvXefYJ4IiI2IQqA16TmTsD761vm6/TgE/XmXACcFxEPAF4E7BXZj4B+BlwfB+PdUtmPrWu5djM/Beq5vFf9GpsdHg81Yb6rsAfR8QuVE0GMnMX4KnAQdO7KFM1Q/bu1diodf0coPrsegbVhvtTgUOpNogfVOsc6+KRwL/Wn1GXUH0GSyrTU6m2T3+dahvzgFnGPujffkRsCnwMeEWdFf9J9Qf/a6m2j9f2erBe28GZeSLwQ+A5mXlLx11eRfXH/G/Vdf9eREzX2+3vAbdx1Ro2N9SvazLzvzNzI3AtVed3NufV/78RuLDj8uo57rc3VdeVzPwe8DWqJkO//iMzv99R59aZeT3Vt2KHR8TJVBugD6Pa2IyIOJ8qjN/Y8Tifzcwpqm/btp75JJn5CeCfI+JIqobML9ePuS/wycy8OzNvBc6p7/IV4OCIOIeq+fFXfczlQ5l5T2b+N3BZfb99gFdFxNVUH3gPpWqkAHwjM++d7QEz8yTgpoj4f1TfyG5SP8ZewMcyc2Nm/jgzd8rMu3s8zN5UHx531s93BtUfDQD/l5lX1ZevYe73iaTR2ocqQ6+k2gvuyVSZ8ePMvKrOyv8G/rUeP53TOwK3Zua/A2Tmp4AdImLLeT7/XlR7XJCZX8zMF9bLzu3YmH4/92fIbL5U/38h2fKJzLw9M39K1WTYm2rd/G6dp1+j2nh+Qj0+67E9zfI5sBfV58Bd9XM+MTN/3ONh5loXg8xZUntckpUpqkzce47xM//tPwH4n8y8GiAzj83M9/TzxLNsB/eyN9WebPdl5h1UTZXpXOr294DbuGoNmxvq1887Lk8fyzTRsWxl5+AZoTFrGM0w8z05wfzODdP5XFPARETsSrVb2TKq3fzOBibqjcmdqDZKA/hGRPxS5+PUH0IPEhF/SrU787r6/t+ua72vyxzIzO9Sdc0/RtXRviIiJmaOm2Uuy+rry4GX1hvLTwR25/4PwDvneDzqD7XXUv0B81aqXRMnqHbT6xy3Q/3NbTezvUYz3ydzzVHSaC0H/rYjM3ajOtRu5obdzJzutn0wUT/efPwiWyJiIiJ+s8tjPyDnO7Jx5Yxx0/mykGzpladvmJGnH6rH9JOnvT4HZubp9hHx0B4PM+u6yMxB5iypPWZm0EOZfTt65r/9mbmyZURsM+M5ZubEynps1+3gWWqd13ae27hqE5sbWqjbgNURMVnvKvfsIT3uhcAfAdS7oj0DuHzAx9yL6pjD91JtfD4LWF6fqf4fgC9QheHtVLvh9XIv9wfcvlTHbX+MKuCeSBXK/0y1+94m9fHYzwWmIuI1VMcgfgp4NdXx53N9A/rC+o+Bx1D9QXIp1fr5E4CI+BWq3RK363dF1HW/o65jW6pd1JdTdcinn+/hwMVUxyN2znnahcAfRMRDImIF1S7X/zaPGiSNz4XAyyLiYfW/13Oo9t6YSwK/HBFPAYiIFwI3LuD44kuAF9eX96HaM+Eiqj0mpr/1eiX3Z8jNwE71hnE/vybSLaO6eV6dy6uBA6k29C8EXhkRK+tjvb/M/PYU7PU5cAnw/PpxN6faOH90j1ovove6kLR47BERj46IZVTn5jmH+W1HJzBZN4ihOg/Eq3hgrtwMPC4iNqszZfrwkK7bwfVtvbbzXhERy+sMewmz5JLbuGoTmxtaqJ9SfWP178C/UJ0caRheC+wdEd+kCv7DM/NHAz7mPwE7R8R/UoXWfwKPpTp05k6qQ0+uAD7TedxdF1cAu0fEiVQnWjo+Ir5BdUz5V4DHZuYXqUL0KqqmyQ/r5/gI1SEw36xvP6E+j8dsNqc6HvALwBH1niZvAR4SEdfUc3lDZt4wj3Xx18BHI+JK4M/rx39sPYefAf9B9Xr+aWZuoNoof29EPH36ATLz88Dn6/t+i6pD3teukZLGKzPPBT5NddjFNcDVVBt2c93vLuBFwN/VefOa+vp8vYaq4Xs1VX4dkZn/SZVFF0fEd6hO/nZcPf5oqny5nGpjfi7/AhwbEb8/x7g7qZoXlwN/nZnfpjp3x3ep8vrrVLtJX9T3zHp/DpxNtZv1N6g+I9+Vmdd1q3WOdSFp8fgh1bbgt4H/Af6OeWxH13tyvBT4SL09+5tUJy6+FviliPhoZn6LapvxW1QnF720vnuv7WCo8vaLEfFY7vc+qsMV/4MqHz9X51ovbuOqNfy1FGmIIuJpwI6Z+eGIWEm1IX1YvQE7n8c5k/oM18OvUpIWLiKuotoY/fema+lHdPwKQbOVSFqKovqVkVl/WWopcRtXozSfcxlIQxER76DadWymr+ccvzNdn8m+Vwf1OZn5w0HrG1BSfZP3Z1R7Rn24V2NjtvUwSAER8XqqM2jP9MNcer9hLmmIIuIKqr0g/qNj2YIzfYh19cw9BtizMCJeBBzT7bb6mHBJ0gxu46op7rkhSZIkSZKK5jk3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKtqLpApqwbt2GqYXcb/Xqzbn11juGXU4jnEs7OZd2GudcJidXTYzliVpgIVm8mN5XnZxXORbjnMB5dTKH59am94u1dGct3VlLd22sZSFZ7J4b87BixfKmSxga59JOzqWdFtNcSrdYXwvnVY7FOCdwXpqfNq1Xa+nOWrqzlu4WSy02NyRJkiRJUtFGelhKRHwDWF9f/T7wPuBdwL3ABZn5lohYBpwG7AzcBRyemddHxO6DjB3lvCRJkqR+uU0sSaM3suZGRGwGTGTmmo5lVwO/B3wP+EJEPAl4LLBZZj6tDuSTgYOA9w4yNjOvGtXcJEmSpH64TSxJ4zHKPTd2BjaPiAvq5zkB2DQzbwCIiPOBfYBfAb4EkJlfjYgnR8QWQxhrkEuSJKlpbhNL0hiM8pwbdwAnAfsBrwI+VC+btgHYEtgC+GnH8vvqZesHHCtJkiQ1zW1iSRqDUe65cR1wfWZOAddFxE+BrTpuXwXcBmxeX562jCqYVw04tqfVqzdf8FlYJydXzT2oEM6lnZxLOy2muUiSxspt4hGzlu6spTtr6W4x1DLK5sZhwBOAV0fEo6hC+GcR8atUxwHuB7wF2AY4EPhkfczgNzNzfUTcPeDYnhb6G76Tk6tYt27Dgu7bNs6lnZxLO41zLm36YJEkDYXbxCNkLd1ZS3fW0l0ba1nINvEomxsfBM6MiC8DU1TBvhH4GLCc6gzOX4uIfwf2jYivABPAofX9XzXI2BHOS5IkSeqX28SSNAYja25k5t3AH3a5afcZ4zZSBfHM+391kLGSJElS09wmlqTxGOUJRSVJkiRJkkZulIelLDoHHvXZsT3XGUfvPbbnkiQtHYedeOHYnuvckw8a23NJGh+3iSW1kXtuSJIkSZKkornnhiQtchGxG/D2zFwTETsAZ1Kd1O4aYG1mboyI44EDgHuBIzPzimGMHec8JUmStHS554YkLWIR8QbgA8Bm9aJTgOMyc0+qM+wfFBG7AHsBuwEvBk4dxthRz02SJEmaZnNDkha3G4Dnd1zfFbi4vnwesA+wB9VPBk5l5k3AioiYHMJYSZIkaSw8LEWSFrHM/HREbN+xaCIzp+rLG4AtgS2AWzrGTC8fdOysVq/enBUrls9vQsDk5Kp536cEzqsci3FO4LwkSWWzuSFJS0vneTBWAbcB6+vLM5cPOnZWt956R58l329ychXr1m2Y9/3abrHOC1h081qsr5XzeuB9JEnl8bAUSVparoqINfXl/YFLgcuA/SJiWURsByzLzJuHMFaSJEkaC/fckKSl5Sjg9IjYBLgWOCsz74uIS4HLqZrea4cxdmwzkiRJ0pJnc0OSFrnM/AGwe335OqpfO5k55gTghBnLBh4rSZIkjYOHpUiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkq2oqmC5Akaak78KjPNl2CJElS0dxzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVbcUoHzwiHg5cCewL3AucCUwB1wBrM3NjRBwPHFDffmRmXhEROww6dpTzkiRJkvrlNrEkjd7I9tyIiJXA+4A760WnAMdl5p7ABHBQROwC7AXsBrwYOHUYY0c1J0mSJGk+3CaWpPEY5WEpJwHvBX5YX98VuLi+fB6wD7AHcEFmTmXmTcCKiJgcwlhJkiSpDdwmlqQxGMlhKRFxCLAuM8+PiGPqxROZOVVf3gBsCWwB3NJx1+nlg46d1erVm7NixfJ5z2ucJidXLYrnGBfn0k7ORZK0lLlNPLh+Pn/b9BltLd1ZS3fW0t1CaxnVOTcOA6YiYh/gicBHgId33L4KuA1YX1+euXzjgGNndeutd8w9g4atW7dhpI8/Oblq5M8xLs6lnZzLwp9LkrRouE08oLk+f9u0vWEt3VlLd9bS3XQtC9kmHslhKZn5zMzcKzPXAFcDLwfOi4g19ZD9gUuBy4D9ImJZRGwHLMvMm4GrBhwrSZIkNcptYkkan5H+WsoMRwGnR8QmwLXAWZl5X0RcClxO1WhZO4yxY5uRJEmSND9uE0vSCIy8uVF3qqft1eX2E4ATZiy7btCxkiRJUlu4TSxJozXKX0uRJEmSJEkauXEeliJJaoGIWAl8GNgeuA94JXAvcCYwBVwDrM3MjRFxPHBAffuRmXlFROzQ79hxzkuSJElLl3tuSNLS8xxgRWY+HfhL4G3AKcBxmbknMAEcFBG7UO3ivBvwYuDU+v7zGStJkiSNnM0NSVp6rgNWRMQyYAvgHmBX4OL69vOAfYA9gAsycyozb6rvMznPsZIkSdLIeViKJC09t1MdkvIdYGvgucAzM3Oqvn0DsCVV4+OWjvtNL5+Yx9h1vYpYvXpzVqxYPu/iF/K752rOYny9FuOcwHlJkspmc0OSlp7XA+dn5jERsS1wIbBJx+2rgNuA9fXlmcs3zmNsT7feese8C5+cXMW6dRvmfT81Z7G9Xov1Pei8HngfSVJ5PCxFkpaeW4Gf1pd/AqwEroqINfWy/YFLgcuA/SJiWURsByzLzJvnOVaSJEkaOffckKSl553AGRFxKdUeG8cCXwdOj4hNgGuBszLzvnrM5VTN8LX1/Y+ax1hJkiRp5GxuSNISk5m3Ay/sctNeXcaeAJwwY9l1/Y6VJEmSxsHDUiRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkormCUUlSdJIHHjUZ8f2XGccvffYnkuSJLWPe25IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUVb0XQBkiS10WEnXth0CZIkSeqTe25IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkoq0Y1QNHxHLgdCCAKeBVwM+BM+vr1wBrM3NjRBwPHADcCxyZmVdExA6Djh3V3CRJkqR+uE0sSePR154bEfHFiHhBRKycx2MfCJCZzwCOA94GnAIcl5l7AhPAQRGxC7AXsBvwYuDU+v4DjZ1HnZJUhAVmsSRpSNwmlqT26vewlBOBZwPfjYhTI+Ipc90hM88BjqivPga4DdgVuLhedh6wD7AHcEFmTmXmTcCKiJgcwlhJWmzmncWSpKFym1iSWqqvw1Iy8xLgkoh4CPD7wKcjYj3wAeDvM/OuHve7NyI+DDyvvt++mTlV37wB2BLYAril427TyycGHNvT6tWbs2LF8rkn3qDJyVWL4jnGxbm0k3MZroVmsSRpONwmHr9+Pn/b8Bk9zVq6s5burKW7hdbS9zk3ImIN8DLgWVSd4H8E9gU+B+zX636Z+YqIeCPwNeAhHTetoupcr68vz1y+ccCxPd166x2z3dwK69ZtGOnjT06uGvlzjItzaSfnsvDnms1Cs1iSNBxuE4/XXJ+/bdresJburKU7a+luupaFNDj6PefGjcDxVLu57ZiZR2TmhcCbgMke93lZRBxTX72DKmy/Xn8gAOwPXApcBuwXEcsiYjtgWWbeDFw14FhJWlQWksWSpOFxm1iS2qvfPTf2BjZk5v9FxEMiYofMvL4++/IuPe7zGeBDEXEJsBI4ErgWOD0iNqkvn5WZ90XEpcDlVM2WtfX9jxpkbL8rQJIKspAsliQNj9vEktRS/TY3DgAOoQrthwPnRsQ7M/P9ve6QmT8DXtjlpr26jD0BOGHGsusGHStJi8y8s7iX+lvE3wU2AU6j+hbyTIb8s4QDzFWS2shtYklqqX5/LeUIYE+AzLyR6kzMfzqqoiRJXQ0li+tdlp8OPINqI3hbRvezhJK0mLhNLEkt1W9zYyXQefbnu6m+sZMkjc+wsng/4JvA2cC5wOcZ3c8SStJi4jaxJLVUv4elnANcGBGfrK8/n+qM0JKk8TmH4WTx1sBjgOcCj60fY9mIfpZwXa8iFvoThG36qTK1xzjfF4v1Pei8+nIObhNLUiv11dzIzDdGxO9T7XJ8D/DuzDxnlIVJkh5oiFl8C/CdzLwbyIj4OdWhKdOG+bOEPS3kJwjb9FNlapdx/lzzYnwPOq8H3qcXt4klqb36PSwFqjMuf5KqY/2TiHjmSCqSJM1mGFn8ZeDZETEREY8CHgr864h+llCSFhu3iSWphfracyMiTgUOBG7oWDxF9XNYkqQxGFYWZ+bn643xK7j/JwS/z2h+llCSFg23iSWpvfo958azgMjMO0dZjCRpVkPL4sx8Q5fFQ/9ZQklaZNwmlqSW6vewlO9R/dyfJKk5ZrEkNcsclqSW6nfPjZ8A346IrwA/n16YmYeNpCpJUjdmsSQ1yxyWpJbqt7nxpfo/SVJzzGJJapY5LEkt1e9PwX44IrYHdgLOB7bNzO+PsjBJ0gOZxZLULHNYktqrr3NuRMSLgHOBdwFbAZdHxEtHWZgk6YHMYklqljksSe3V7wlF3wg8HdiQmf8HPAk4ZmRVSZK6MYslqVnmsCS1VL/Njfsyc8P0lcz8EbBxNCVJknowiyWpWeawJLVUvycU/VZEvAZYGRFPBF4NXD2qoiRJXZnFktQsc1iSWqrf5sZa4DjgTuAM4ELgqFEVJUnqasln8YFHfbbpEiQtbUs+hyWprfr9tZSfUR1P6DGFktQQs1iSmmUOS1J79dXciIiNwNSMxT/KzG2GX5IkqRuzWJKaZQ5LUnv1u+fGL048GhErgYOBp42oJklSF2axJDXLHJak9ur311J+ITPvycxPAXuPoB5JUh/MYklqljksSe3S72EpL++4OgHsBNw9kookSV2ZxZLULHNYktqr319L+e2Oy1PAzcCLhl+OJGkWZrEkNcsclqSW6vecG4eOuhBJ0uzMYklqljksSe3V72Ep3+fBZ4aGane8qcx83FCrkiQ9iFksSc0yhyWpvfo9LOXjwF3A6cA9wEuApwBvGlFdkqQHM4slqVnmsCS1VL/Njf0y88kd198VEVdm5o2jKEqS1JVZLEnNMoclqaX6/SnYiYjYZ/pKRDwXWD+akiRJPZjFktQsc1iSWqrfPTeOAD4SEY+kOs7wO8ArRlaVJKkbs1jq4bATLxzL85x78kFjeR61ljksSS3V76+lXAnsFBFbAz/PzNtHW5YkaSazWJKaZQ5LUnv1dVhKRDwmIv4ZuBx4WERcGBHbj7QySdIDmMWS1CxzWJLaq99zbrwPeAdwO/C/wCeAj4yqKElSV2axJDXLHJakluq3ubF1Zl4AkJlTmXk6sMXoypIkdWEWS1KzzGFJaql+mxt3RsQ2VCdOIiL2oPqNb0nS+JjFktQsc1iSWqrfX0t5PfB54Fcj4mpgK+AFoypKktSVWSxJzTKHJaml+m1uPAJ4CrAjsBz4TmbePbKqJEndmMWS1CxzWJJaqt/mxt9k5heAb42yGEnSrMxiSWqWOSxJLdVvc+OGiDgD+Bpw5/TCzPTs0JI0PmaxJDXLHJaklpr1hKIR8ej64i3ABLA78Nv1f2tGWpkkCTCLJalp5rAktd9ce26cC+ySmYdGxFGZefI4ipIkPYBZLEnNMoclqeXm+inYiY7LLxllIZKknsxiSWqWOSxJLTdXc2Oq4/JEz1GSpFEyiyWpWeawJLXcXM2NTlNzD5EkjZhZLEnNMoclqYXmOufGThHxvfryozsuTwBTmfm4bneKiJXAGcD2wKbAW4FvA2dSfSBcA6zNzI0RcTxwAHAvcGRmXhEROww6dl5rQZLabUFZLEkaGreJJanl5mpu7LjAx30pcEtmviwitgKurv87LjMvioj3AgdFxI3AXsBuwLbAp4GnAKcMMhY4e4F1S1IbLTSLJUnD4TaxJLXcrM2NzLxxgY/7KeCs+vIEVVd5V+Dietl5wLOABC7IzCngpohYERGTQxhrkEtaNAbIYknSELhNLEntN9eeGwuSmbcDRMQqqkA/DjipDmGADcCWwBZUvxfOjOUTA46d1erVm7NixfIFzGx8JidXLYrnGBfn0k7ORZK0lLlNPLh+Pn/b9BltLd1ZS3fW0t1CaxlJcwMgIral6haflpkfj4i/6bh5FXAbsL6+PHP5xgHHzurWW+/oaw5NWrduw0gff3Jy1cifY1ycSzs5l4U/lyRp8XCbeDBzff62aXvDWrqzlu6spbvpWhayTTyfX0vpW0Q8ArgAeGNmnlEvvioi1tSX9wcuBS4D9ouIZRGxHbAsM28ewlhJ0iwi4uER8V8R8esRsUNEfDkiLo2Iv4+IZfWY4yPiioj4SkQ8tV7W91hJWurcJpak8RnVnhvHAquBN0fEm+tlrwPeHRGbANcCZ2XmfRFxKXA5VaNlbT32KOD0hY4d0ZwkaVGoz97/PuDOetFAJ6ybZawkLXVuE0vSmIzqnBuvowrumfbqMvYE4IQZy64bdKwkqaeTgPcCx9TXR3Jyu8xcN57pSFI7uU0sSeMzsnNuSJLaJyIOAdZl5vkRMd3cGPSEdb3GztrcKOFEdlI3i/XcOM5LklQymxuStLQcBkxFxD7AE4GPAA/vuH2YJ7ebVQknspO6actJ14apTSeTG6aFzMtmiCSVaSQnFJUktVNmPjMz98rMNcDVwMuB80Z0cjtJkiRpLNxzQ5I00AnrZhkrSZIkjYXNDUlaouq9N6YN/eR2kiRJ0rh4WIokSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVbUXTBUiSJJXiwKM+O7bnOuPovcf2XJIklc49NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkoo20hOKRsRuwNszc01E7ACcCUwB1wBrM3NjRBwPHADcCxyZmVcMY+wo5yVJkiT1y21iSRq9ke25ERFvAD4AbFYvOgU4LjP3BCaAgyJiF2AvYDfgxcCpwxg7qjlJkiRJ8+E2sSSNxyj33LgBeD7w0fr6rsDF9eXzgGcBCVyQmVPATRGxIiImhzD27BHOS5KKFRErgTOA7YFNgbcC32YE3yKOc16S1GJuE0vSGIysuZGZn46I7TsWTdQhDLAB2BLYArilY8z08kHHzmr16s1ZsWL5/CY0ZpOTqxbFc4yLc2kn59JKLwVuycyXRcRWwNX1f8dl5kUR8V6qbwZv5P5vBrcFPg08hfu/GexnrCQteW4TD6afz982fUZbS3fW0p21dLfQWkZ6zo0ZOo/5WwXcBqyvL89cPujYWd166x19ltycdes2jPTxJydXjfw5xsW5tJNzWfhzjdingLPqyxNUe1qM5FvEzFw36slIUoHcJp6HuT5/27S9YS3dWUt31tLddC0L2SYeZ3PjqohYk5kXAfsD/wZcD/xNRJwEbAMsy8ybI2LQsZKkLjLzdoCIWEXV5DgOOGlE3yLO2two4RtDqUnj/hatTd/aDVML5+U2sSSNwDibG0cBp0fEJsC1wFmZeV9EXApcTnVy07XDGDu2GUlSgSJiW6rjsE/LzI9HxN903DzMbxFnVcI3hlKTxvktWpu+tRumhcxrDM0Qt4klaQRG2tzIzB8Au9eXr6M6JnvmmBOAE2YsG3isJOnBIuIRwAXAazLzX+vFI/kWcawTk6QWc5tYkkZvnHtuSJKadyywGnhzRLy5XvY64N0j+BZRkiRJGgubG5K0hGTm66iaGTMN/VtESZIkaVyWNV2AJEmSJEnSIGxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRVjRdgCRJkh7ssBMvHNtznXvyQWN7LkmSRsE9NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSirWi6AEmSJC0dh5144die69yTDxrbc0mSmuWeG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUXzhKKSJElL3IFHfbbpEiRJGoh7bkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklS0RfFTsBGxDDgN2Bm4Czg8M69vtipJWlrMYklqljksaSlbLHtuHAxslplPA44GTm62HElakg7GLJakJh2MOSxpiVoszY09gC8BZOZXgSc3W44kLUlmsSQ1yxyWtGRNTE1NNV3DwCLiA8CnM/O8+vpNwOMy895mK5OkpcMslqRmmcOSlrLFsufGemBVx/VlhrgkjZ1ZLEnNMoclLVmLpblxGfAcgIjYHfhms+VI0pJkFktSs8xhSUvWovi1FOBsYN+I+AowARzacD2StBSZxZLULHNY0pK1KM65IUmSJEmSlq7FcliKJEmSJElaomxuSJIkSZKkotnckCRJkiRJRVssJxQdmYhYBpwG7AzcBRyemdc3W9X8RcQ3qH4eDOD7wPuAdwH3Ahdk5luaqq1fEbEb8PbMXBMROwBnAlPANcDazNwYEccDB1DN68jMvKKxgmcxYy5PAj4PfLe++e8z85/aPpeIWAmcAWwPbAq8Ffg2Bb4uPebyXxT4uiwWc2VvRLwS+GOq1+Gtmfn5Rgqdhz7m9HrgxfXVL5aQy9Df52Q95gvAZzPzveOvcv76eL32B46nOmnjlVR51+oTmfUxp6OAPwQ2Av9fZp7dSKEL1PnZOmP5gcBfUOXFGZl5egPlFadNOdxHLe8C9gA21IsOysyfjqqe+jlb836bpZbXA4cD6+pFf5yZOaIaHrQtlZmf67h9rOulj3rGuW6WA6cDQbWN/KrMvKbj9rGtmz5qGdt66XjOh1N9ju6bmd/pWD7v9eKeG3M7GNgsM58GHA2c3Gw58xcRmwETmbmm/u9Q4L1UGzB7ALvVf2C3VkS8AfgAsFm96BTguMzck2rD8qCI2AXYC9iN6g+EU5uodS5d5rIrcErH6/NPhczlpcAt9WvwbODvKPd16TaXUl+XxeJgemRvRDwSeC3wDGA/4K8jYtMmipyng+k9p8cBLwGeDuwOPCsifquJIhfgYOb+nHwrsHqcRQ3BwfR+vVYB7wCem5m7AT8Atm6gxvk6mN5z+iXgdcDTgGcBfzv+8hauy2fr9PKVwDup5rQXcEREPGL8FRbpYNqTwz1rqe0K7NfxmT3qxkZr3m+9aqntCry8Y72M8o/UbttS0zU28e+wZz21ca6bAwEy8xnAccDbpm9oYN30rKU2zvUyPf/3AXd2WT7v9WJzY257AF8CyMyvAk9utpwF2RnYPCIuiIgLI+KZwKaZeUP9LdP5wD7NljinG4Dnd1zfFbi4vnweVf17UO2FMpWZNwErImJyvGX2pdtcDoiISyLig/VGcwlz+RTw5vryBFVXtdTXpddcSnxdFovZsvepwGWZeVe9AXs9UEIjYLY5/Rfw7My8r87llcDPx1/igsz6ORkRv0+1J8CXxl/aQGab19OBbwInR8SlwP9m5roHP0TrzDannwE3Ag+t/9s49uoGM/OzddpvANdn5q2ZeTfwZeCZY62sXG3K4Z611Ht1/Brw/oi4LCIOG2Ed09r0futVC1TbMsdExJcj4pgR19FtW2paE+tltnpgjOsmM88BjqivPga4rePmsa6bOWqB8b5nAE6i+tL9hzOWL2i92NyY2xZAZ/f3vogo7XCeO6jeOPsBrwI+VC+btgHYsoG6+paZnwbu6Vg00bH773T9M1+rVs6ry1yuAP48M58JfI9qN+fWzyUzb8/MDfUf/WdRdX+LfF16zKXI12URmS17S30des4pM+/JzJsjYiIiTgKuyszrGqly/nrOKyIeT7WX4F80UdiAZnsPbg38NvBGYH/gyIjYccz1LcRc2zT/RXV44TeAd4+zsEF1+WydVmpetEGbcni2Wh4KvIfqm/pnA68e9Z5vbXq/zVILwD9SbfvvDewREc8dYR3dtqWmNbFeZqsHxrhu6nrujYgPU71XP9ZxUxPrplctMMb1EhGHAOsy8/wuNy9ovdjcmNt6YFXH9WWZObPz13bXAf9Qf9t8HdUbZauO21fx4K5d23V+ozRd/8zXqpR5nZ2ZV05fBp5EIXOJiG2BfwM+mpkfp+DXpctcin1dFonZsrfU12HWz5P6EMKP1WNePebaBjHbvF4OPBq4EDgE+LOIePZ4y1uw2eZ1C/DvmfnjzLwduAR44pjrW4jZ5rQ/8CvAY4HtgIMj4qljrm8USs2LNmhTDs9Wyx3AuzLzjszcQJU3O4+wltm05v0WERPA32bmzfU331+g2pYZ5XPO3Jaa1sh66VVPE+sGIDNfAewInB4RD60XN7JuutXSwHo5DNg3Ii6i+gz9SH3IGyxwvdjcmNtlwHMAImJ3qt1QS3MY9bGJEfEoYHPgZxHxq/WbeD/g0gbrW4irImJNfXl/qvovA/aLiGURsR3VB9/NTRU4D+d3bED+DtUJdVo/l/q4twuAN2bmGfXiIl+XHnMp8nVZRGbL3iuAPSNis4jYkmrXxWse/BCt03NOdRZ/FviPzPzjzLyvmRIXpOe8MvMNmblbVie5O5PqPDalHJ4y23vwG8DjI2Lr+tvj3an2eGi72eZ0K9Uxz3dl5s+pNiJ/acz1jcK1wK9FxFYRsQnVbs2XN1xTKdqUw7PVsiNwWUQsr4/T34Pq32gT2vR+2wK4JiIeVn/G7E21LTMSPbalpo19vcxRz7jXzcs6DvG4g+rLwOkvBMe6buaoZazrJTOfmZl71dsIV1Od6+PH9c0LWi+lHV7RhLOpOkpfoTpe69CG61mIDwJnRsSXqc6KexjVm/hjwHKqcwh8rcH6FuIoqk7jJlRv/rMy87762OfLqRp3a5sscB7+BHhPRNwD/Bg4IjPXFzCXY6lOEPjmiJg+pvF1wLsLfF26zeXPgHcW+LosFg/K3oj4M6rjLz8XEe+map4tA95U/zHWdj3nRJXFewGbRvUrHADHZGYJf4TN+lo1W9pA5noPHkN1ziqAT2bH2eZbbK457QN8NSI2Uh3f/M8N1jqQiPhD4GGZ+f56judT5cUZmfk/zVZXjDbl8Fy1fBT4KtXhGR/JzG+NsJYHadP7bUYtx1LtuXAX8K+Z+cURPnW3banTgYc2tF7mqmec6+YzwIci4hKqc2odCTwvIpp4z8xVyzjXy4MM+m9pYmqq1b9aJkmSJEmSNCsPS5EkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqav5YiSZIkSZKGKiJ2A95e/9xrt9ufDRxdX52g+innx2fmtQt5Pn8tRY2IiIuAEzLzojE933Lgi8A2wNpxPW/93GcCF2XmmeN6zmGKiLcA/5KZl0bEB4D3ZubXm65LUvkiIoB3AI+tF30TeG1m3jzC55zKzIlZbn8scFxm/lFEPBl4VWYePqp6JKlpEfE1YFNgK+BhwE31Ta8D3piZzxnCc/w+cAzVl+vLqH6y9x2DPu6M53gq8HuZ+cZhPq4WJiLeALwM+Flm7t7H+D8HVmfmsQt9Tvfc0FLxaOAJmfmopgsp0F5Uv3eNG/iShiUiHkWVLX+cmedGxATVhu/ZwJ4NlvYY4FcB6kauuSdpUcvM3QAi4hBgTWYe0nHzxYM+fkQ8GjgZ2CUzb4mIhwEXR0Rm5ucGffwOvwk8YoiPp8HcADwf+ChARDwBeDfVHhq3AIdl5k/r27ahaoQ8ZZAntLmhOUXEGuBY4A7gN6i+WTsWuCAzt6/HnACQmSdExI+Bc6k2Tn8EnAa8lmqviUMyczokj4iIU6je4K/PzIvqsDsVeDywnGo3pk/UYfsKYGvg3F4dvYjYHDgd2BnYCJyUmR8BPg9sHRFfz8wn97jvucBpmXleRLyNKoD3j4hfAf45Mx8fEYcCRwFTwJXAazLz9ohYV19/JNU/yrcDzwV+WM/joojYAvhEPQbgLbMFer3Hx0bgCcCWwF9l5keHsI4eDXwQ+CXgV4BPZObREbFZ/bh7APcAf0XVxX8y8IGIeB7wHuo9biLiWOClwH3ABcAbgG2p/jC5BngS8L/ACzLzJ73mKak8EbEC+HuqHHoEkMB3gP/JzJPqMWcBHweuAD4GrKb6/NgrM7cB/oTqc+RcgMycioi3A9+vH38TuuR5nXUHUDWttwH+FtgO2JtqY2l/qpw9l2rD6teAG4GXdmZRryyl2vB6XEScCnyKKvPWRMSOwPupvtn8GdUeJv9eZ/VPgV3ret6SmR8awmqWpDkNKY97Pfb2VHsfb19n3c+othN/CTiS6o/RnYFzMvOoek/pdwBrqHL1zMx8J9W26Upgc+CWetv5FcDP6+f5AfBZ4Jn1Ux+WmVdFxA713H6Z6u+QP62Xn8mM3KXa/vxL4GER8abMfNv816aGKTM/Xb+Hpp1O9dp+OyL+iOpvhzfVt/0Z8M7MvGuQ5/SEourX04HXUDU3tgP2m2XsI4DPZ+av19efl5l7AidQBeG02zNzF6o/yD8aEZsCxwFXZuauVAH3poh4XD1+G+BJc+yqdAJVaD6eakP3hIj4LeB3gR/2amzUvgD8Tn35mcBv1CH9bOCLdbfxTVQfBE+gCvjj6/FbAydm5hOBg6j+sN8JeAGww/R6AH5Qz+2l9PfN5DZU635v4KSIeCSDr6M/oGpo7A78FvDqiNga+FOqXRF/A9gH+AvgH4GvA4dn5jenHyAinkO1Tnet57oD8Kr65p2BU+rX4DbgJX3MU1JZng7cnZlPo/r3/xDgv4EXA0TEqnrMF4B3Af+Umb8FnEXVlIAqO77W+aCZeV9mfiIz76V3ngM8lSqb96T6NvC8+vHh/s+nxwN/m5k7AdfWj9epV5a+Fvh6Zq6dMf4fgHfXz/N64Kz6cwuqxu6ewIHASXOsO0kapmHkcb8elZk7U20jfohq2++JwCsjYkvglQD19v1TgYMiYs/M/A+q5sX3IuKKupG9PDOv73jsn2Tmk+rH/nC97MPAG+rHO4Jqu3TaA3I3M2+r7/s5Gxut9RvAafXpCQ6jfv9FxDKqL4X/sfdd+2NzQ/26JjP/OzM3Um0kbjXH+PPq/98IXNhxeXXHmA8CZOZ/AuuAX6f6o/pVEXE1cAnwUKomAcA36g3e2ezd8bg3UwXpmjnuM+0LwO/UHwIA/wHsQvUt4OepDs84NzNvqW9/P/c3Q+D+jfQ1wGcy857MXEd1rg+ArwAHR8Q5VF3vv+qjpg/Vj/PfwGX1/QZaR3UX/6aI+H9UH3Kb1I+xF/CxzNyYmT/OzJ0y8+4eD7M3VYPkzvr5zuhYF/+XmVfVl69h7veKpMJk5iVUGyhrqXLk14Cbgc3qb9qeR9XkvgvYl3qX1Mw8m6rpCdXeGD3PfcHseX5ZZq7PzBvr6/9a/7/zc+a6vP/8Sh+uH6/TbFn6APVeHjtk5mfqer4K/ASIesgFmTmFmSdpzIaUx/3q3L6/JjP/LzM3UOXhaqpc/d06V79G9aXbE+rn+xNge6o9MR4DfDUint/x2O+vx50LbFMfpvAU4EP1432caq+MX67Hm7vlSeDlWZ1c9A1Uf19B9WXEdzLzzkGfwMNS1K+fd1yePgtt50bpSqpDGQCY8Udxrz+2O5dP1PdfTrXr8DcAIuIRVIH5EqCfN/zMht0Efb7PM/O/6s7h71E1Ev6X6g/2XevrT5ztsTv+QU7NqOPe+vbvRsSvU33beCBwVET8Rh3MvXSuo2X19YHWUUScDDyO6kPiHKoPoun13zluB+4/odRMs63nme+V2f54kVSgiPhdqt1/30X17d3WVP/W/wF4EdW3hG+vh99H9y9Tvk512Fvn4y6j+jbxT7rcpzNnHtB47dHU7ZafnXpl6TO6PNYyHpxlD8q9+tCaLneXpNEYUh73a67t++VUe1p8pq5ta+BnEXEA8LDM/Ke6xg9FxCuBPwI+0+XxltWP9fN6r2jqx9uGKqfB3C3RnwAfqQ+lmqJ6/aH6ouB7w3gC99zQQt0GrI6IyXq33Gcv4DFeAlCfjX4L4LtUe3n8Sb38V4D/pDoMpl8XUv9DqQP1YOCiedz/PKpdlS+qH+tPga9l5n31st+NiOnu8CupT7Q5w78AL4iITSNiNfW6iYjXUB2L/Sng1cDDqc6lMZsXRsRERDwG2A24lMHX0b7AO+o6tqXaJWw51TeX08/3cKoTSG1K9WEzs0F0IfAHEfGQOqAOpfu6kLQ47QN8sj63xI+pDutYTnUs94uovjm8tB77z8AfAkTE/lTHakP1Ld0B9WFu1CcUfTPw8Mz8XwbP84iIJ9aXD+X+bxyn9crSB2VeZq4Hbpj+ljEidqc6r8c186hHkkZhGHk8LBdSHaKyst7j7ctU2693AH89ff6FOu9/E7iq477Th9E8D7i23jPvuxHx0nr5vlTbqrPpts2qBmXmD+pD4cnMKzNzTWbukZl7ZuZ19fJPZeaRw3g+mxtaqJ9SnTDo36n+mL9iAY/xsIi4Cngv8IeZeQ/VCYEeEhHXUAXkGzLzhnk85l8CW0XEN6kC8G3T38r16QtUu8p9mWpDdxPqXabqw2f+murszt+h+kA4buYDZOZnqTbArwE+B3y7vukjVBvb07WdUB8fOJvNqb7d/AJwRH1IzKDr6K+pznFyJfDn9eM/lurErz+jOhznX6hO2rQB+BLw3oh4esccP0+1Xr4OfItq98T3zKMGSWU7narBeRXVt25fBR6bmf9FtTv0WR17pR0J/F499kXUu0Fn5o+pDvs7qs7Fb1FthB9c32/QPP8J8JaI+BZVM/mtM27vlaXXAr8UER+dMf6lwGvrev4OeP4sh+5J0rgMnMdD9F6qLyuvotpG/FBmXpSZ/0aVuZ+PiOkTni6nyvlpz6gPP/l/VOfjg+qL0MMjYnob/EVz7PF8BbB7RJw4xDmpIBNTU7O9PyQ1pT4T9EWZeWbDpUjSgkXEa4F/yers6LsAp9cn8Rzlc25PfYb/UT6PJJWkiTzus64fUP0E7Q8aLkWFc7cdFSciXs/9Hd1OP8zM58xx318FPt3j5sMz8+uD1jcfEfEOqsNEZhqojkHWkSQN2XeBT0TERqpjpF/ZcD2StFSZx1rU3HNDkiRJkiQVzXNuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVbUXTBTRh3boNUwu53+rVm3PrrXcMu5wFaVMtYD2zaVMt0K562lQLtKOeyclVE40WMEYLyeI2vEb9KKHOEmoE6xymEmqE5us0h+fW9GvUL+scvlJqLaVOKKfWcde5kCx2z415WLFiedMl/EKbagHrmU2baoF21dOmWqB99ejBSnmNSqizhBrBOoephBqhnDqXslJeI+scvlJqLaVOKKfWEuq0uSFJkiRJkoo20sNSIuIbwPr66veB9wHvAu4FLsjMt0TEMuA0YGfgLuDwzLw+InYfZOwo5yVJpTCHJal5ZrEkjd7ImhsRsRkwkZlrOpZdDfwe8D3gCxHxJOCxwGaZ+bQ6kE8GDgLeO8jYzLxqVHOTpBKYw5LUPLNYksZjlHtu7AxsHhEX1M9zArBpZt4AEBHnA/sAvwJ8CSAzvxoRT46ILYYw1iCXtNSZw5LUPLNYksZglM2NO4CTgA8AvwacB9zWcfsG4HHAFsBPO5bfVy9bP+DYnlav3nzBJ0SZnFy1oPuNQptqAeuZTZtqgXbV06ZaoH31DKi1OQwLz+JSXqMS6iyhRrDOYSqhRiinzj61NosXyzbxbKxz+EqptZQ6oZxa217nKJsb1wHXZ+YUcF1E/BTYquP2VVTBvnl9edoyqmBeNeDYnhb6EzaTk6tYt27Dgu47bG2qBaxnNm2qBdpVT5tqgXbUM+QPjdbmMCwsi9vwGvWjhDpLqBGsc5hKqBGar3MEG++tzeLFsE08G+scvlJqLaVOKKfWcde5kCwe5a+lHEZ1/B8R8SiqEP5ZRPxqREwA+wGXApcBz6nH7Q58MzPXA3cPOFaSljpzWJKaZxZL0hiMcs+NDwJnRsSXgSmqYN8IfAxYTnUG569FxL8D+0bEV4AJ4ND6/q8aZOwI5yVJpTCHJal5ZrEkjcHE1NRU0zWM3bp1GxY06TbtMtSmWsB6ZtOmWqBd9bSpFmhHPZOTqyYaLWCMFpLFbXiN+lFCnSXUCNY5TCXUCM3XaQ7PrenXqF/WOXyl1FpKnVBOrQ0cljLvLB7lYSmSJEmSJEkjN8rDUhadA4/67Nie64yj9x7bc0lSKcxhSWqeWSypjdxzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKtmKUDx4RDweuBPYF7gXOBKaAa4C1mbkxIo4HDqhvPzIzr4iIHQYdO8p5SVJJzGJJapY5LEmjN7I9NyJiJfA+4M560SnAcZm5JzABHBQRuwB7AbsBLwZOHcbYUc1JkkpjFktSs8xhSRqPUR6WchLwXuCH9fVdgYvry+cB+wB7ABdk5lRm3gSsiIjJIYyVJFXMYklqljksSWMwksNSIuIQYF1mnh8Rx9SLJzJzqr68AdgS2AK4peOu08sHHTur1as3Z8WK5fOe1zhNTq4ayphxsp7e2lQLtKueNtUC7atnEGbxYAZ9L5TwXiqhRrDOYSqhRiinzrmYw4NbClkM5dQJ5dRaSp1QTq1tr3NU59w4DJiKiH2AJwIfAR7ecfsq4DZgfX155vKNA46d1a233jH3DBq2bt2GWW+fnFw155hxsp7e2lQLtKueNtUC7ahnyB8aZvEABnkvtOG9NJcSagTrHKYSaoTm6zSH22WxZzGUUyeUU2spdUI5tY67zoVk8UgOS8nMZ2bmXpm5BrgaeDlwXkSsqYfsD1wKXAbsFxHLImI7YFlm3gxcNeBYSVryzGJJapY5LEnjM9JfS5nhKOD0iNgEuBY4KzPvi4hLgcupGi1rhzF2bDOSpPKYxZLULHNYkkZgYmpqau5Ri8y6dRsWNOnDTrxw2KX0dMbRe896e9t2X7Ke3tpUC7SrnjbVAu2oZ3Jy1USjBYzRQrK4TTk8mza8l+ZSQo1gncNUQo3QfJ3m8NzM4uEqpU4op9ZS6oRyam3gsJR5Z/Eofy1FkiRJkiRp5GxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSirRjVA0fEcuB0IIAp4FXAz4Ez6+vXAGszc2NEHA8cANwLHJmZV0TEDoOOHdXcJKkE5rAkNc8slqTx6GvPjYj4YkS8ICJWzuOxDwTIzGcAxwFvA04BjsvMPYEJ4KCI2AXYC9gNeDFwan3/gcbOo05JKsICstgclqQhcptYktqr38NSTgSeDXw3Ik6NiKfMdYfMPAc4or76GOA2YFfg4nrZecA+wB7ABZk5lZk3ASsiYnIIYyVpsZlXFpvDkjR0bhNLUkv1dVhKZl4CXBIRDwF+H/h0RKwHPgD8fWbe1eN+90bEh4Hn1ffbNzOn6ps3AFsCWwC3dNxtevnEgGN7Wr16c1asWD73xBs0OblqKGPGyXp6a1Mt0K562lQLtK+eTgvJ4rbmMLQ/iwd9L7T5vTSthBrBOoephBqhvXW6TTx+SyGLoZw6oZxaS6kTyqm17XX2fc6NiFgDvAx4FlUn+B+BfYHPAfv1ul9mviIi3gh8DXhIx02rqDrX6+vLM5dvHHBsT7feesdsN7fCunUbZr19cnLVnGPGyXp6a1Mt0K562lQLtKOeuT40FpLFbcxhaH8WD/JeaMN7aS4l1AjWOUwl1AjN1zmKHIZ2ZnHbcxgWfxZDOXVCObWWUieUU+u461xII6Xfc27cCBxPtZvbjpl5RGZeCLwJmOxxn5dFxDH11Tuowvbr9QcCwP7ApcBlwH4RsSwitgOWZebNwFUDjpWkRWW+WWwOS9JwuU0sSe3V754bewMbMvP/IuIhEbFDZl5fn315lx73+QzwoYi4BFgJHAlcC5weEZvUl8/KzPsi4lLgcqpmy9r6/kcNMrbfFSBJBZlvFpvDkjRcbhNLUkv129w4ADiEKrQfDpwbEe/MzPf3ukNm/gx4YZeb9uoy9gTghBnLrht0rCQtMvPKYnNYkobObWJJaql+fy3lCGBPgMy8kepMzH86qqIkSV2ZxZLULHNYklqq3+bGSqDz7M93A1M9xkqSRsMslqRmmcOS1FL9HpZyDnBhRHyyvv58qjNCS5LG5xzMYklq0jmYw5LUSn3tuZGZbwTeDQTwOODdmXncKAuTJD2QWSxJzTKHJam9+j0sBaozLn+SqmP9k4h45kgqkiTNxiyWpGaZw5LUQn0dlhIRpwIHAjd0LJ6i+jksSdIYmMWS1CxzWJLaq99zbjwLiMy8c5TFSJJmZRZLUrPMYUlqqX4PS/keMDHKQiRJczKLJalZ5rAktVS/e278BPh2RHwF+Pn0wsw8bCRVSZK6MYslqVnmsCS1VL/NjS/V/0mSmmMWS1KzzGFJaqm+mhuZ+eGI2B7YCTgf2DYzvz/KwiRJD2QWS1KzzGFJaq++zrkRES8CzgXeBWwFXB4RLx1lYZKkBzKLJalZ5rAktVe/JxR9I/B0YENm/h/wJOCYkVUlSerGLJakZpnDktRS/TY37svMDdNXMvNHwMbRlCRJ6sEslqRmmcOS1FL9nlD0WxHxGmBlRDwReDVw9aiKkiR1ZRZLUrPMYUlqqX733FgLPBq4EzgDWE8V5pKk8TGLJalZ5rAktVS/v5byM6rjCT2mUJIaYhZLUrPMYUlqr76aGxGxEZiasfhHmbnN8EuSJHVjFktSs8xhSWqvfvfc+MXhKxGxEjgYeNqIapIkdWEWS1KzzGFJaq9+z7nxC5l5T2Z+Cth7BPVIkvpgFktSs8xhSWqXfg9LeXnH1QlgJ+DukVQkSerKLJakZpnDktRe/f4U7G93XJ4CbgZeNPxyJEmzMIslqVnmsCS1VL/n3Dh01IVIkmZnFktSs8xhSWqvfg9L+T4PPjM0VLvjTWXm44ZalSTpQcxiSWqWOSxJ7dXvYSkfB+4CTgfuAV4CPAV404jqkiQ9mFksSc0yhyWppfptbuyXmU/uuP6uiLgyM28cRVGSpK7MYklqljksSS3V70/BTkTEPtNXIuK5wPrRlCRJ6sEslqRmmcOS1FL97rlxBPCRiHgk1XGG3wFeMbKqJEndmMWS1CxzWJJaqt9fS7kS2CkitgZ+npm3j7YsSdJMZrEkNcsclqT26uuwlIh4TET8M3A58LCIuDAith9pZZKkBzCLJalZ5rAktVe/59x4H/AO4Hbgf4FPAB8ZVVGSpK7MYklqljksSS3Vb3Nj68y8ACAzpzLzdGCL0ZUlSerCLJakZpnDktRS/TY37oyIbahOnERE7EH1G9+SpPExiyWpWeawJLVUv7+W8nrg88CvRsTVwFbAC0ZVlCSpK7NYkpplDktSS/Xb3HgE8BRgR2A58J3MvHtkVUmSujGLJalZ5rAktVS/zY2/ycwvAN8aZTGSpFmZxZLULHNYklqq3+bGDRFxBvA14M7phZnp2aElaXzMYklqljksSS016wlFI+LR9cVbgAlgd+C36//WjLQySRJgFktS08xhSWq/ufbcOBfYJTMPjYijMvPkcRQlSXoAs1iSmmUOS1LLzfVTsBMdl18yykIkST2ZxZLULHNYklpurubGVMfliZ6jJEmjZBZLUrPMYUlqubmaG52m5h4iSRoxs1iSmmUOS1ILzXXOjZ0i4nv15Ud3XJ4ApjLzcd3uFBErgTOA7YFNgbcC3wbOpPpAuAZYm5kbI+J44ADgXuDIzLwiInYYdOy81oIktZtZLEnNMoclqeXm2nNjR+4/E3Tn5TX1/3t5KXBLZu4JPBv4O+AU4Lh62QRwUETsAuwF7Aa8GDi1vv9AY/uauSSVwyyWpGaZw5LUcrPuuZGZNy7wcT8FnFVfnqDqKu8KXFwvOw94FpDABZk5BdwUESsiYnIIY89eYN2S1DpmsSQ1yxyWpPab67CUBcnM2wEiYhVVoB8HnFSHMMAGYEtgC6rfC2fG8okBx85q9erNWbFi+QJmNj6Tk6uGMmacrKe3NtUC7aqnTbVA++oZhFk8mEHfCyW8l0qoEaxzmEqoEcqpcy7m8OCWQhZDOXVCObWWUieUU2vb6xxJcwMgIral6haflpkfj4i/6bh5FXAbsL6+PHP5xgHHzurWW+/oaw5NWrduw6y3T06umnPMOFlPb22qBdpVT5tqgXbUM+wPDbN44QZ5L7ThvTSXEmoE6xymEmqE5us0h9tlsWcxlFMnlFNrKXVCObWOu86FZPF8fi2lbxHxCOAC4I2ZeUa9+KqIWFNf3h+4FLgM2C8ilkXEdsCyzLx5CGMlackziyWpWeawJI3PqPbcOBZYDbw5It5cL3sd8O6I2AS4FjgrM++LiEuBy6kaLWvrsUcBpy907IjmJEmlMYslqVnmsCSNycTU1NL7qe516zYsaNKHnXjhsEvp6Yyj95719rbtvmQ9vbWpFmhXPW2qBdpRz+TkqolGCxijhWRxm3J4Nm14L82lhBrBOoephBqh+TrN4bmZxcNVSp1QTq2l1Anl1NrAYSnzzuKRHJYiSZIkSZI0LjY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRVozywSNiN+DtmbkmInYAzgSmgGuAtZm5MSKOBw4A7gWOzMwrhjF2lPOSpJKYxZLULHNYkkZvZHtuRMQbgA8Am9WLTgGOy8w9gQngoIjYBdgL2A14MXDqMMaOak6SVBqzWJKaZQ5L0niM8rCUG4Dnd1zfFbi4vnwesA+wB3BBZk5l5k3AioiYHMJYSVLFLJakZpnDkjQGIzssJTM/HRHbdyyayMyp+vIGYEtgC+CWjjHTywcdO6vVqzdnxYrl85vQmE1OrhrKmHGynt7aVAu0q5421QLtq2dQZvHCDfpeKOG9VEKNYJ3DVEKNUE6d/TCHB7MUshjKqRPKqbWUOqGcWtte50jPuTFD5zF/q4DbgPX15ZnLBx07q1tvvaPPkpuzbt2GWW+fnFw155hxsp7e2lQLtKueNtUC7ahnDB8aZnGfBnkvtOG9NJcSagTrHKYSaoTm6zSH22WxZzGUUyeUU2spdUI5tY67zoVk8Th/LeWqiFhTX94fuBS4DNgvIpZFxHbAssy8eQhjJUndmcWS1CxzWJJGYJx7bhwFnB4RmwDXAmdl5n0RcSlwOVWjZe0wxo5tRpJUHrNYkpplDkvSCExMTU3NPWqRWbduw4ImfdiJFw67lJ7OOHrvWW9v2+5L1tNbm2qBdtXTplqgHfVMTq6aaLSAMVpIFrcph2fThvfSXEqoEaxzmEqoEZqv0xyem1k8XKXUCeXUWkqdUE6tDRyWMu8sHudhKZIkSZIkSUNnc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFc3mhiRJkiRJKprNDUmSJEmSVDSbG5IkSZIkqWg2NyRJkiRJUtFsbkiSJEmSpKLZ3JAkSZIkSUWzuSFJkiRJkopmc0OSJEmSJBXN5oYkSZIkSSqazQ1JkiRJklQ0mxuSJEmSJKloNjckSZIkSVLRbG5IkiRJkqSi2dyQJEmSJElFs7khSZIkSZKKZnNDkiRJkiQVzeaGJEmSJEkqms0NSZIkSZJUNJsbkiRJkiSpaDY3JEmSJElS0WxuSJIkSZKkotnckCRJkiRJRbO5IUmSJEmSimZzQ5IkSZIkFW1F0wUMQ0QsA04DdgbuAg7PzOubrUqSlhazWJKaZQ5LWsoWy54bBwObZebTgKOBk5stR5KWpIMxiyWpSQdjDktaohZLc2MP4EsAmflV4MnNliNJS5JZLEnNMoclLVkTU1NTTdcwsIj4APDpzDyvvn4T8LjMvLfZyiRp6TCLJalZ5rCkpWyx7LmxHljVcX2ZIS5JY2cWS1KzzGFJS9ZiaW5cBjwHICJ2B77ZbDmStCSZxZLULHNY0pK1KH4tBTgb2DcivgJMAIc2XI8kLUVmsSQ1yxyWtGQtinNuSJIkSZKkpWuxHJYiSZIkSZKWKJsbkiRJkiSpaIvlnBsjExHLgNOAnYG7gMMz8/oRP+duwNszc01E7ACcCUwB1wBrM3NjRBwPHADcCxyZmVf0GjtAHSuBM4DtgU2BtwLfbrCe5cDpQNSP+Srg503VU9f0cOBKYN/6uZqs5RtUZ0kH+D7wPuBd9fNekJlv6fV+rk869oCxg9RS13MM8LvAJvVzXkxz751DgEPqq5sBTwTW0OD60fw0kcV91LTgf3Njqq8VnyXzqPFJwOeB79Y3/31m/lOTNbbtc3AeNf4X7VuXrfsM1/y0MYe76Sf7Gq6v71xpqMRfmM+/26Zq7NTPdnlz1d2vn+2Hpmrr1O+2fGMFduGeG3M7GNgsM58GHA2cPMoni4g3AB+g+gMM4BTguMzck+rEUAdFxC7AXsBuwIuBU3uNHbCclwK31I/3bODvGq7nQIDMfAZwHPC2JuupP5zeB9zZ6/HHWMtmwERmrqn/OxR4L/CHwB7AbvUfDgfT/f3cbewg9awBng48g2r+29Lg+snMM6fXDdWH3mtpcP1oQQ5mjFk8lyH8mxt1fW36LOm3xl2BUzrW6T81XSPt+xzst8Y2rstWfYZrQQ6mRTncTT/Z11RtHfrKlQbr69TXv9vmyrtfP9vlTdXWaR7bD43qd1u+sQJ7sLkxtz2ALwFk5leBJ4/4+W4Ant9xfVeqLhnAecA+dU0XZOZUZt4ErIiIyR5jB/Ep4M315QmqbmJj9WTmOcAR9dXHALc1WQ9wElUY/bC+3mQtOwObR8QFEXFhRDwT2DQzb8jMKeD8jnoe8H6OiC16jB3EflQ/P3c2cC7VN4hNrh8AIuLJwE7AP9Ls+tH8jTuL57Lgf3Njqq9NnyXzqfGAiLgkIj4YEataUGOrPgfnWWOr1mULP8M1f23L4W76yb6m9ZsrjZvHv9s26Ge7vA363X5oWr/b8q1ic2NuWwA/7bh+X0SM7HCezPw0cE/Hoon6jQ6wAdiyS03Ty7uNHaSW2zNzQ71RdBZVx7axeuqa7o2IDwPvAT7WVD31YQ7rMvP8jsVNrps7qEJ9P6pdBj9UL5v5vA96P9fL1ncZO4itqTZ6XlDX8zFgWZPvndqxwFvoPedxrR/N31izuA8L/jc3jrrb9FkyjxqvAP48M58JfA84vgU1tu5zsM8aW7cu61pb8RmuBWtbDj9In9nXqHnkSiv0+e+2UfPYLm+Dfrcfmtbvtnyr2NyY23pgVcf1ZZl57xifv/M4plVUHdOZNU0v7zZ2IBGxLfBvwEcz8+NN1wOQma8AdqQ6BvAhDdVzGNXvyF9Edf6GjwAPb6gWgOuAf6i/6bqOauNjqz7qWTZLjYO4BTg/M+/OzKQ6PrMzAP9/9u48TpK6vv/4a3YXRHTRNQ4qXkTRTxJUbkHlWBFERASvQDyRoKKowZCfV1DAaEQFFYyKorCiaFQUxAMkCsghglwKih+CKCTxWhBkkUvY+f3xrYHe2emZnp7prqqd1/Px2Md2V3+761PVPe+u/nRVdR2v5QcDkZlnTTHfYa0fzVzdWTxR339zNdVde3b34OTMvGT8MrAZDaixie+DPdTYyHUJjXkPV3+akmcz0cjXTY+50hg9/N3Wrdft8ibodfuhbr1uyzeKzY3pnQ88F6A6qeAVQ57/ZdUxTwC7AudWNe0SEQsi4jGUN5cbuoztW0Q8DDgDeFtmHteAel5RndgGSodzJXBxHfVk5vaZuUOWczhcDrwSOK2udUMJ9SMBImIDYF3gzxHx+IgYoXSHx+tZ5fWcmbcAd00ydjbOA54TESNVPQ8Avl/j+gHYHvg+wBTLPKz1o5mrO4sn6vtvrp5y68vuGfhuRDy1uvwsyvlxaq2xae+DM6ixieuyMe/h6ltT8mwmGve6mUGu1G4Gf7e1msF2eRP0uv1Qt1635RulUbuSNdTJlE7gDynHxb16yPM/CDg2ItYGrgJOysx7IuJc4AJKg+qAbmNnOe93AkuAd0XE+LGB/wQcXVM9XweOj4hzgLWAA6vHrWv9TFTnc/VZYFlEnEc5g/G+lDegE4GFlOOXL4yIHzP563n/iWNnU0xmfivKMYQXcd9y/4p6n6ug7J49brVlHtb6UV/qzuKJZvs3N2x15lOvXg98LCL+AvwOeG1m3lJzjU17H+y1xn8GPtKwddn093BNr2k53Ismvm56ypW6ipugp7/b+sqbUhOfe+hx+6HG+oDet+VrLHFSI2NjY9OPkiRJkiRJaigPS5EkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmt5k/BShNExD7Ah4HrKT91tg5wKvD2zLxnDh7/qcCLMvNtEfF8YMvMfPdsH1eS2igiAvgQ8NfVpCuAN2fmDfVV1V1E7A48ITM/XHctktQUEfFaYEVmfiki3gNcnJmn1l2X5hf33JAmd2pmbpqZmwBbAJsBh87RY/8d8DCAzDzVxoak+SoiNgDOAo7NzCcDTwGuBE6utbCpbQGsV3cRktQwTwfuB5CZ77axoTqMjI2N1V2DNGciYhHwSeBJlAZCAr8A/i8zj6jGnAR8EbgIOBFYQvmmcIfMfFS158bSzNyn43GfCnwHGAUOAcjMQ6vbfg0srf69Cngo8M1qHh8DHgisDxwJnAD8tJp2JPB/4/OKiG2Aoyh7itwAvC4zr4mIs6tat6vm/6bMPG2OVpkk9WWO8vbfgEdPyNuFwN8DXwXWBo4FNgFWAkdk5glVTu8GPBJ4FPBR4DHAjsCNwK7Aw4FTgGuBJwMXA2cD+1R1vCAzr4qIrYCPAOtyX/b+arLsBa4DzqxKfQdlD78PAmPATcA/NHWPE0kaFxEjwOHAC4C7gU9Vl/8IbAzsRcnQ9wBrAb8CXpOZN0bES4CDgPtX//ajZPVXgFuB1wD/AJydmcsi4tXV+DHgEuCNmXlrRPwWOAnYtqrh76vsPQLYGbgH+EZmHjbo9aE1h3tuaE3zdOCuzHwasBEldP8X2BsgIhZXY75NaSR8OTOfQgnXR07xuFcCf0XZwJ3Ko4DNMvOdlLB/b2ZuBTwTeF9m3gy8m7JnyPvG7xQRawP/SQn8TYBjgC91PO7a1TK9BXjvdCtBkoZgLvJ2M+DCzgfNzHsy80uZeTdlj7kbM/NJlMbFoRHxlGroU4HnUJoPRwKnVY8PsEv1/1OAfwMC2ArYsKr3S8Brq+z9DPDSzNy8epxjO8pZJXsz8+eUfD4mM48HDgb2z8wtKU3tzWe+GiVp6F4MPIPS+H0q8GpKM+OnmRmUL98OB3bJzM2A7wIfiIgFwP7A86rt1cOB/5eZ36Mcwv3uzPzu+Ewi4snAv1Ia2k8G/kz1JWE1v+9Xj38O8MaIeCywa/XYTweeEBHrDHJFaM1ic0NrlMw8B/hERBxA2Zh+AuWbuHUiYiNKV/pbmXknpSv8+ep+JwM3T/HQ47s43T5NCZdWG+RQutTrRMQ7gPdR9tbo5onATZn546qerwIbRcSDqttPr/6/EnjINDVI0sDNUd6upJzbqJsdgc9W97sB+AZlLzmA8zPzlsy8rrr+/er/6yh7ZgD8LjMvy8yVlMbLxDFPBB4PnBoRlwMfAB7XMf/psvdU4OSI+A/gqsw8Y4plkaSm2AH4SmbemZm3ZuamwO+4r9m8NWVvuLOqbHwj5VxDKynZvkt1Xo19mHr7dgfgm5l5Y3X908CzOm6fmLH/B9weEedTmsoHZ+Yds1lQzS82N7RGqU7QeSJwG3A8pRM8AnyBsovdXtVlKLu79fo38BTgfzNzBaXR0bkxvlbH5c7mx1cobwA/B945zeNPVscIsLC6PB7sE+ctSbWYo7y9GNhywuMuiIivR8TDJrnPCPedDP2uzhs6Gsud7ppwfeKYhcC11TmWNqWcT2PbjtunzN7M/Ail2XIN8MGI+NdJapCkpvlL55WI2BB4APdtxy4EzuvIxq2AF0fEA4EfU04AfQ5wNFNvl06V4XQ0LsaAkSrHtwbeRdlj+oKIeOJMF07zl80NrWl2onSij6d0oLenBPSJlA3tJwDnVmP/C3gpQETsCjx4sges9p74N+Dj1aQbKCcFHT8XxyO61LIzZfe8b1A61+PHkt/N6r9UlMBfVcd+ExF/D1yXmX/scbkladjmIm8/DewWEc+tbhuhbNSun5m/p5zf4h+r2x4K7Ek5b8Zc+QXwkIjYrrq+L+UcIVO5N8Mj4kJgcWZ+lHLeDg9LkdQG5wAvjIi1ImJdyh4UnYdnXwg8raOx8C7Kr1o9kbLH3b9T8nlX7vsibrLt27OB50fE+J5vr6GcRHpSEbEZ8APgnMz8F8oXhNHPAmp+srmhNc2xwD9ExGXA14EfAX+dmf9DaUqclJnjh5gcCLyoGrsXqx6W8vyIuLy67TzgfMpJ46CcG+OvIuLnlBPMXdallkOB8yLiUsrx37+mdLovAraJiMPHB1a7be8F/EdEXEnZ/W+vPteBJA3DrPM2M39H2Tg+KCKuAH5GaYrsWd3vPZTmwxWUjfH3Zealc7UAVfa+BDgyIn5KOSn0P05zt3OAl0XEmyh75S2LiEuA13LfseSS1FjV4YHnA5dS9sQ4Cri64/bfUZq9X6nyd3PK4dY/AS6nNIYvpZxA9LHV3b4HvDMiXtzxOD8F3g/8ICJ+QWlsHzxFXZcBFwBXVtvPvwY8ib565q+laN6KiDcD38vMn0fE5pSfItyi7rokaU1j3kqSpEGbuOuQNJ/8N/CliFhJOa76NTXXI0lrKvNWkiQNlHtuSJIkSZKkVvOcG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqtUV1F1CH5ctXjPVzvyVL1uWmm26b63L60qRaoFn1NKkWaFY9TaoFmlVPU2oZHV08UncNw9JPFjfleaqb68F1MM71MPfrwByeXpNfd9bWH2vrj7X1p5fa+sli99yYgUWLFtZdwr2aVAs0q54m1QLNqqdJtUCz6mlSLerO56lwPbgOxrkeXAd1aPI6t7b+WFt/rK0/g6rN5oYkSZIkSWq1gR6WEhGXArdUV38FfAo4CrgbOCMzD4uIBcAngE2AO4H9MvOaiNhmNmMHuVySJElSr9wmlqTBG1hzIyLWAUYyc2nHtMuBFwHXAt+OiM2AvwbWycynVYF8JLAHcMxsxmbmZYNaNklqCzeoJalebhNL0nAMcs+NTYB1I+KMaj6HAvfLzF8CRMR3gZ2ARwCnA2TmjyJiy4hYbw7GGuSS5jU3qCWpEdwmlqQhGGRz4zbgCOAzwBOA04CbO25fATwOWA/4U8f0e6ppt8xybFdLlqzb90lMRkcX93W/QWhSLdCseppUCzSrnibVAs2qp0m1zBE3qCWpfm4TD5m19cfa+mNt/RlEbYNsblwNXJOZY8DVEfEn4CEdty+mBPu61eVxCyjBvHiWY7vq9ydxRkcXs3z5ir7uO9eaVAs0q54m1QLNqqdJtUCz6mlKLXMc9I3doIb+N6qb/EY9TK4H18E410Pj14HbxENkbf2xtv5YW396qa2fXB9kc2Nf4MnAGyJiA0oI/zkiHk/ZbXkX4DDgUcDuwFeqXZyvyMxbIuKuWY6VpPmusRvU0N9GdZPfqIfJ9eA6GOd6mPt1MIBGidvEkjQEg/wp2M8CD46I84AvU4J9P+BE4CLgssy8EDgZuCMifgh8BHhLdf/9ZzlWkua7fSnnxGDiBnVEjFA2fM8FzgeeW427dyMZuGuWYyVJbhNL0lAMbM+NzLwLeOkkN20zYdxKShBPvP+PZjNWksRngWXVBvUYZYN6JWXDdyHlV00ujIgfAztXG8kjwKur++8/m7FDWUJJaji3iSVpOAZ5WIokqUZuUEuSJGm+GORhKZIkSZIkSQPnnhszsPtB3xjavI57+45Dm5cktYU5LEn1M4slNZF7bkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWq1RYN88IhYH7gE2Bm4G1gGjAFXAgdk5sqIOATYrbr9wMy8KCI2mu3YQS6XJEmS1Cu3iSVp8AbW3IiItYBPAbdXkz4MHJyZZ0fEMcAeEXEdsAOwNfBo4GvAVrMdC5w8qOWSpLZxo1qS6uM2sSQNxyAPSzkCOAb4TXV9C+AH1eXTgJ2AbYEzMnMsM68HFkXE6ByMlSQx5Ub1dsAIZUN5c+7bUN4b+PhcjB30sklSS7hNLElDMJA9NyJiH2B5Zn43It5RTR7JzLHq8grgQcB6wI0ddx2fPtuxU1qyZF0WLVo44+UaptHRxXMyZpiaVE+TaoFm1dOkWqBZ9TSpljk0vlE9nsUTN36fDSTVhjJwfUR021Ce6Vi/MZQ0r7lNPHv9vDc3+f3c2vpjbf2Zb7UN6rCUfYGxiNgJ2BQ4AVi/4/bFwM3ALdXlidNXznLslG666bbpl6Bmy5evmPL20dHF044ZpibV06RaoFn1NKkWaFY9TallLoPejerZafIGATS/vmFwHRSuh0avA7eJZ2mm781NeT+fjLX1x9r60/ba+sn1gTQ3MnP78csRcTawP/ChiFiamWcDuwJnAdcAH4yII4BHAQsy84aIuGyWYyVJblTPSlM3CKDZGyzD4jooXA9zvw7mslHiNrEkDc8wfwr2IOCwiLgAWBs4KTMvAc4FLqCcDOmAuRg7pOWRpEbLzO0zc4fMXApcDrwSOC0illZDdqXk6vnALhGxICIeQ7WhDFw2y7GSpNW5TSxJAzDQn4IFqDaqx+0wye2HAodOmHb1bMdKkiZ1EHBsRKwNXEXZUL4nIsY3lBew6oZy32OHtkSS1AJuE0vSYA28uSFJqp8b1ZIkSVqTDfOwFEmSJEmSpDlnc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmttmhQDxwRC4FjgQDGgP2BO4Bl1fUrgQMyc2VEHALsBtwNHJiZF0XERrMdO6hlkyRJknrhNrEkDcfAmhvA7gCZ+YyIWAq8DxgBDs7MsyPiGGCPiLgO2AHYGng08DVgK+DDsxkLnDzAZZOkxnODWpIawW1iSRqCng5LiYjvRMRLImKtXh84M08BXltdfSxwM7AF8INq2mnATsC2wBmZOZaZ1wOLImJ0DsZK0hqljyy+d4MaOJiyQT2+4bsdZeN6j4jYnPs2kvcGPl7df1ZjZ7WwktRAbhNLUnP1es6Nw4HnAP8dER+PiK16uVNm3h0RnwM+BpwIjGTmWHXzCuBBwHrAnzruNj59tmMlaU0zoyx2g1qS5pzbxJLUUD0dlpKZ5wDnRMT9gRcDX4uIW4DPAJ/MzDunuO+rIuJtwIXA/TtuWkzZ0L6lujxx+spZju1qyZJ1WbRo4VRDajc6unhOxgxTk+ppUi3QrHqaVAs0q54m1TKZfrK4Y4P6BdV9du6ykXxjx92m26DudeyUmp7FTX89NL2+YXAdFK6H4a0Dt4mHr5/ntsl/E9bWH2vrz3yrredzblTHCL4CeDblW7n/BHYGTgV2mWT8K4BHZeb7gdsoYXtxRCzNzLOBXYGzgGuAD0bEEcCjgAWZeUNEXDbLsV3ddNNtvS52bZYvXzHl7aOji6cdM0xNqqdJtUCz6mlSLdCseppSy3RBP9MshmZuUEPzs7gJr4dumvJ6rZProHA9zP06mOscdpt4dmb63Db5b8La+mNt/Wl7bf00P3pqblQnLboWOB54Y2beXk0/G7i4y92+DhwfEecAawEHAlcBx0bE2tXlkzLznog4F7iAcpjMAdX9D5rN2N4WX5LaY6ZZ3OQNaklqI7eJJam5et1zY0dgRWb+ISLuHxEbZeY11ZnwN5/sDpn5Z+DvJ7lph0nGHgocOmHa1bMdK0lrmJlmsRvUkjS33CaWpIbqtbmxG7APJbTXB74ZER/JzE8PqjBJ0mpmlMVuUEvSnHObWJIaqtdfS3ktsB1AZl5HOSv+mwZVlCRpUmaxJNXLHJakhuq1ubEW0Hn257uAsS5jJUmDYRZLUr3MYUlqqF4PSzkFODMivlJdfyHljNCSpOE5BbNYkup0CuawJDVST3tuZObbgKOBAB4HHJ2ZBw+yMEnSqsxiSaqXOSxJzdXrYSlQzn7/FUrH+o8Rsf1AKpIkTcUslqR6mcOS1EA9HZYSER8Hdgd+2TF5jPJzWJKkITCLJale5rAkNVev59x4NhCZefsgi5EkTckslqR6mcOS1FC9HpZyLTAyyEIkSdMyiyWpXuawJDVUr3tu/BH4eUT8ELhjfGJm7juQqiRJkzGLJale5rAkNVSvzY3Tq3+SpPqYxZJUL3NYkhqqp+ZGZn4uIjYENga+Czw6M381yMIkSasyiyWpXuawJDVXT+fciIi9gG8CRwEPAS6IiJcPsjBJ0qrMYkmqlzksSc3V6wlF3wY8HViRmX8ANgPeMbCqJEmTMYslqV7msCQ1VK/NjXsyc8X4lcz8LbByMCVJkrowiyWpXuawJDVUrycU/VlEvBFYKyI2Bd4AXD6ooiRJkzKLJale5rAkNVSve24cADwSuB04DriFEuaSpOExiyWpXuawJDVUr7+W8mfK8YQeUyhJNTGLJale5rAkNVdPzY2IWAmMTZj828x81NyXJEmajFksSfUyhyWpuXrdc+Pew1ciYi1gT+BpA6pJkjQJs1iS6mUOS1Jz9XrOjXtl5l8y86vAjgOoR5LUA7NYkuplDktSs/R6WMorO66OABsDdw2kIknSpMxiSaqXOSxJzdXrT8E+s+PyGHADsNfclyNJmoJZLEn1MoclqaF6PefGqwddiCRpamaxJNXLHJak5ur1sJRfsfqZoaHsjjeWmY+b06okSasxiyWpXuawJDVXr4elfBG4EzgW+AvwMmAr4F8HVJckaXVmsSTVyxyWpIbqtbmxS2Zu2XH9qIi4JDOvG0RRkqRJmcWSVC9zWJIaqtefgh2JiJ3Gr0TE84BbBlOSJKkLs1iS6mUOS1JD9brnxmuBEyLi4ZTjDH8BvGpgVUmSJmMWS1K9zGFJaqhefy3lEmDjiHgocEdm3jrYsiRJE5nFklQvc1iSmqunw1Ii4rER8V/ABcADI+LMiNhwoJVJklZhFktSvcxhSWquXs+58SngQ8CtwO+BLwEnDKooSdKkzGJJqpc5LEkN1Wtz46GZeQZAZo5l5rHAeoMrS5I0CbNYkuplDktSQ/Xa3Lg9Ih5FOXESEbEt5Te+JUnDYxZLUr3MYUlqqF5/LeUtwLeAx0fE5cBDgJcMqihJ0qTMYkmqlzksSQ3Va3PjYcBWwBOBhcAvMvOugVUlSZqMWSxJ9TKHJamhem1ufDAzvw38bJDFSJKmZBZLUr3MYUlqqF6bG7+MiOOAC4HbxydmpmeHlqThMYslqV7msCQ11JQnFI2IR1YXbwRGgG2AZ1b/lg60MkkSYBZLUt3MYUlqvun23PgmsHlmvjoiDsrMI4dRlCRpFWaxJNXLHJakhpvup2BHOi6/bJCFSJK6MoslqV7msCQ13HTNjbGOyyNdR0mSBskslqR6mcOS1HC9nlAUVg31KUXEWsBxwIbA/YD3Aj8HllWPcyVwQGaujIhDgN2Au4EDM/OiiNhotmNnsFyS1CY9Z7EkaSDcJpakBpquubFxRFxbXX5kx+URYCwzH9flfi8HbszMV0TEQ4DLq38HZ+bZEXEMsEdEXAfsAGwNPBr4GuW3wz88m7HAyTNaC5LUbH1lsRvVkjRn3CaWpIabrrnxxD4f96vASdXlEcoG8BbAD6pppwHPBhI4IzPHgOsjYlFEjM7BWINc0pqk3yx2o1qS5obbxJLUcFM2NzLzun4eNDNvBYiIxZRAPxg4ogphgBXAg4D1KD+pxYTpI7McK0lrjH6zGDeqJWlOuE0sSc03k3NuzEhEPJqyYfuJzPxiRHyw4+bFwM3ALdXlidNXznLslJYsWZdFixb2tBx1GR1dPCdjhqlJ9TSpFmhWPU2qBZpVT5NqmQtN36huehY3/fXQ9PqGwXVQuB6avQ7cJp6dfp7bJr8erK0/1taf+VbbQJobEfEw4AzgjZn5/WryZRGxNDPPBnYFzgKuAT4YEUcAjwIWZOYNETHbsVO66abb5nJxB2L58hVT3j46unjaMcPUpHqaVAs0q54m1QLNqqcptcx10Dd5o7rpWdyE10M3TXm91sl1ULge5n4dzGUOu008ezN9bpv8N2Ft/bG2/rS9tn6yeLqfgu3XO4ElwLsi4uyIOJvyjeFhEXEBsDZwUmZeApwLXEA5bvuA6v4HzWbsgJZJklqlY6P6bZl5XDX5sohYWl3elZKr5wO7RMSCiHgM1YbyHIyVpPnObWJJGpKB7LmRmf8E/NMkN+0wydhDgUMnTLt6tmMlSatsVL+rmvZPwNERsTZwFWVD+Z6IGN9QXsCqG8rH9jt28IsnSc3mNrEkDc/AzrkhSaqXG9WSJEmaLwZ1WIokSZIkSdJQ2NyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrbZokA8eEVsDH8jMpRGxEbAMGAOuBA7IzJURcQiwG3A3cGBmXjQXYwe5XJLUJmaxJNXLHJakwRvYnhsR8VbgM8A61aQPAwdn5nbACLBHRGwO7ABsDewNfHwuxg5qmSSpbcxiSaqXOSxJwzHIw1J+Cbyw4/oWwA+qy6cBOwHbAmdk5lhmXg8siojRORgrSSrMYkmqlzksSUMwsMNSMvNrEbFhx6SRzByrLq8AHgSsB9zYMWZ8+mzHTmnJknVZtGjhzBZoyEZHF8/JmGFqUj1NqgWaVU+TaoFm1dOkWuaKWdy/pr8eml7fMLgOCtdDs9eBOTw7/Ty3TX49WFt/rK0/8622gZ5zY4LOY/4WAzcDt1SXJ06f7dgp3XTTbT2WXJ/ly1dMefvo6OJpxwxTk+ppUi3QrHqaVAs0q56m1DKENyGzuEdNeD1005TXa51cB4XrYe7XgTncLDN9bpv8N2Ft/bG2/rS9tn6yeJi/lnJZRCytLu8KnAucD+wSEQsi4jHAgsy8YQ7GSpImZxZLUr3MYUkagGHuuXEQcGxErA1cBZyUmfdExLnABZRGywFzMXZoSyRJ7WMWS1K9zGFJGoCRsbGx6UetYZYvX9HXQu97+JlzXUpXx719xylvb9puRk2qp0m1QLPqaVIt0Kx6mlLL6OjikbprGJZ+srhJOVynprxe6+Q6KFwPAzksxRyeRpOzuMl/E9bWH2vrT9tr6yeLh3lYiiRJkiRJ0pyzuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJabVHdBcyFiFgAfALYBLgT2C8zr6m3KkmaX8xiSaqXOSxpPltT9tzYE1gnM58GvB04st5yJGle2hOzWJLqtCfmsKR5ao3YcwPYFjgdIDN/FBFb1lzPrO17+JlDmc9xb99xKPORNC+scVksSS2zxuWw28SSejUyNjZWdw2zFhGfAb6WmadV168HHpeZd9dbmSTNH2axJNXLHJY0n60ph6XcAizuuL7AEJekoTOLJale5rCkeWtNaW6cDzwXICK2Aa6otxxJmpfMYkmqlzksad5aU865cTKwc0T8EBgBXl1zPZI0H5nFklQvc1jSvLVGnHNDkiRJkiTNX2vKYSmSJEmSJGmesrkhSZIkSZJabU0558bARMQC4BPAJsCdwH6Z6Cz7GQAAk0tJREFUeU1NtWwNfCAzl0bERsAyYAy4EjggM1cOoYa1gOOADYH7Ae8Ffl5HLVU9C4Fjgajmvz9wR131VDWtD1wC7AzcXXMtl1LOnA7wK+BTwFFVXWdk5mHDqqWq5x3A84G1KX9XP6Ce1/E+wD7V1XWATYGl1LhuNLUmZXFdJsvfzDy11qJq1Jm1mfmLuusZtol5mpmfrbmkoav+Jj5H+Zu4B3jNfHwtDMp0uRsRrwFeR3nffG9mfmuItU2ZhxHxFmA/YHk16XWZmUOsb5Xtr8x8dcdtda63fVh9++fhmXlzdftRwLbAimrMHpn5pyHU1fNnnIi4P/AFYP2qzldl5vLVH3UgtW0KfIySN3cCr8zM308Y3/W5H3BtmwHfAv67uvmTmfnljrF1rrf/BB5e3bQh8KPM3Ltj7Ajwvx21X5CZ7+hnvu65Mb09gXUy82nA24Ej6ygiIt4KfIYSRAAfBg7OzO0oJ4zaY0ilvBy4sZrvc4D/qLEWgN0BMvMZwMHA++qsp3qz/RRwezWpzlrWAUYyc2n179XAMcBLKW9cW1dBOKx6lgJPB54B7AA8mprWT2YuG18vlA9Hb6bGdaOe7EkDsrhmk+XvvDRJ1s4rXfJ0PnousCgznw68h7INoLmzJ11yNyIeTnnvfAawC/D+iLjfEGubLg+3oHzwHN8GGmZjY7Ltr/Hbal1vk23/jDc2KlsAu3TUPozGxkw/47weuKK6/QTK9v+wajsKeFO1/r4OvG3C+K7P/RBq2wL4cMe8vzzhLrWtt8zcu1pnLwBuBt4y4S6PBy7tqL2vxgbY3OjFtsDpAJn5I2DLmur4JfDCjutbUL71BjgN2GlIdXwVeFd1eYTSda6rFjLzFOC11dXHUv5gaqsHOILyIfk31fU6a9kEWDcizoiIMyNie+B+mfnLzBwDvjvkenah/CTdycA3Kd3lOtcPEbElsDHwn9S7bjS9pmRxnSbL3/lqYtbON5Pl6Xx0NbCo2sNgPeAvNdezppkqd58KnJ+Zd1YfgK8BnjLE2qbLwy2Ad0TEedVeTsM0cftrm47b6l5vwH3bP5n56Y5pC4AnAJ+OiPMjYt8hlTPTzzj3vi673D7I2vbOzMury4soe4t3muq5H3RtWwC7RcQ5EfHZiFg8YXyd623cYcDHMvO3E6ZvATwyIs6KiO9ERPQ7Y5sb01sP6Oxa3hMRQz+cJzO/xqpv2iPVhzAouxY9aEh13JqZK6o/mJMoXb9aaumo6e6I+BxlN7ET66qn2tVveWZ+t2NynevmNsoHgF0oh+scX00bN+x6HkrZMHpJVc+JwII6XzvAOylBux737UJYVy2aWiOyuE5d8nfe6ZK1881qeVrt1jvf3ErZxfkXlENUj661mjXPVLk78bahvm/2kIf/Sfnb2BHYNiKeN6zaWH3768SmrLcO49s/nR5A2ZZ+OWVvmDdExMAbL318xulchwNdfxNrG/9QHhFPB94IfGTCXaZ67gdaG3AR8P8yc3vgWuCQCXepbb3BvYeSPotyyNFEvwXen5nPBP6dcvhMX2xuTO8WoLPztSAzm/BtWed5CRZT9lgYioh4NHAW8PnM/GKdtYzLzFcBT6Rs3Ny/pnr2pfy2/NmUYxhPoBzXVkctUL7R+kJmjmXm1ZRAe0iN9dwIfDcz76p2D72DVYN12K/jBwORmWex+t95La9jTampWTxUk+TvfLRa1la7es8nk+XpaM011eEtlPXwRMo3pp+rdgvX3Jgqd2t/3+yWh1Wj76OZeUNm3gV8GxjmoaYTt79uBB5R3daE9fZg7tv+6XQbcFRm3paZK4AzKX9Xwzbd54rOdVjH+tuLsufgbpOcs2Kq537QTs7MS8Yvs/prvtb1BrwY+GJm3jPJbRcD3wDIzPOADfpt2NvcmN75lGM6qXYtuqLecu51WXXMLcCuwLnDmGlEPAw4A3hbZh5XZy1VPa/o2N3wNkogXlxHPZm5fWbuUB1TdjnwSuC0utYN5QPAkQARsQGwLvDniHh8FRi7DLme84DnRMRIVc8DgO/XuH62B74PkJm3AHfVuG40vaZm8dB0yd95Z7Kszczf1VvV0E2WpzfWXFMdbuK+byL/CKwFLKyvnDXOVLl7EbBdRKwTEQ8C/pZy8sehmCYP1wOujIgHVu/pO1LOLzEsE7e/1qN8Mw01r7fKvds/EzwROD8iFlbnNdoWuHSolRXTfa6493XZ5faBiYiXU/bYWJqZ104yZKrnftC+GxFPrS4/i9Vf87Wtt8pOlMNhJnMIcCBARGwC/E/H3jszMq926e3TyZRviH5IOaZvYCeGmaGDgGMjYm3gKsouecPwTmAJ8K6IGD/W8Z+Ao2uoBcrJfI6PiHMoGzUHVjXUsW4mU9fzBPBZYFlEnEc54/S+lObPiZSNvzMy88JhFZOZ36rO+3ERpbF6AOUXXOpaP0HZbW/c+KEyQ1836klTs3iYJsvfXTNzXp5Ucz6bLE+7fBu2pvsIcFxEnEv51Zh3Zuafa65pTbJa7kbEPwPXZOapEXE05QPSAuBfM3Pi+QcGabI8PBZ4QGZ+OiLeSdmr407g+5n5nSHWNtn215sjognrDSZs/0x4Tj8P/IhySMEJmfmzIdcGXbadI+IM4HnAJyl7aZ0H3EU5GfzARfmFxqOB64GvV6eF+EFmHhIR4yfoXO25H+Jepq8HPhYRfwF+R3VOwrrXW4eJ292dtR0OfCEidqOcP2effmcyMjbWV1NEkiRJkiSpETwsRZIkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJ6lNEzPnPT0bEsojYp4/77V79vOtM7vOeiHh+RGwYEb+e6TxnIyKOj4jHTnH7PhGxbBaPf2hEHNrv/edKHet2PrK5oXkrIp4aER+Yxf3P6vN+z4+I9/Q7X0lak0XEehFxcURcHhFPrLue2YqIwyJiu7rrkDRvbAGsN5M7ZOa7M/PUAdUznWcCIzXNW2uYRXUXINXo74CHzeL+S/u5U/XmUdcbiCQ13abAXZm5Zd2FzJEdgL6a4ZIGIyKuAP4+M6+KiBOBWzLz9RGxDfBu4Bzg74GFwHeBt2XmWES8EjiQ8gXxJcABmXlHx+M+HVgGPBf4HfBx4EnV43wgM79U7Y3xHOAhwOOAMzLzDRExAhwJPA/4TXWfsyNiPeBLwMOr2RzWrREREX8H7F9dvg54LLAN8BjgP4CfAe8D1gWWAG/NzK9We0acXf0bf6yXAm8F7gF+Bby8c1knzPebwCcy87SIeB+weWbuGhGPAP4rM59UTX9Wtdw3AC8E9gE2AL5TNYE3q9bBAuA64KXVLDaKiLOr5fh+Zr6mmu/bmfx5+n/Aa6v53ARcNFndHfX/GvgGsH01ad/MvCwiNgI+CfwVcBvwpmr6smraRtU6/GaXx90M+Gx19Scd058EfAx4ILB+tcz/AVwLPDszr46IBwC/AJ7Qbb1rdTY31ErVG8DhwAuAu4FPAacBn6aE5p+BN2fmj6sA+hOlk/0o4DDgZOA9wAMj4l+rx/oQpWGxEFiWmR+JiKXAOymB9rfAFZSgPaKq48LM3LpLjc8HXpuZz6uuvxF4InApsDQz94mIrYCPUN5kbgBeB2xOecPdKyKeAFwNPDwzfx8Rp1PedLcFXgWsBC7KzNfNaoVKEtAl895J2fjesBpzKEBmHhoRvwO+CWwH/Bb4BPBmStbuk5k/mGJeD6Ns9D2GkuPvpOTjccDDI+LUzHx+l/uu9h6QmUdVe3p0ex/4MyU7H0z5cPIKYBPglMw8qPrAsRvwyKr+j1a17QjcCOyamXd0+3ATEb8FTqrmcTdlg3s7YEvgMxHxAmBnzG6pCb5N+aB9FfCUjum7At+i7E2wFTAGfB54WURcBrwGeHr1N/9+4F+A9wJExKaUTNs9M6+JiMOBSzLzVVWD4ocRcWE1n6cDG1MaBxkRnwSC8uF+Y0pO/bQa+wLg15m5W0T8LbAvXb4ky8yfR8Qx1eXjq7xeJzP/rqrxJGC/zPxFROwIHAV8tcs6ei+wTWb+ISLeC/wNcPk06/M0SoPg0RGxkNLE+U7VJPibat2tjIgTgJdl5uERsT+lGXQrcCKwS2ZeHhH/TsnLFZQs3pSS47+MiI2BR1O27Sc+T7+o1tFm1fQLmKa5UfljZm4WEbsDn6O8Lj4HvLFqaPwd5fNDVONvzMzdp3nME4C3ZOb3IuJdlNcVwH7AezPz+xHxOOAnmXl0RHwOeDllW/9FwLdsbMyMh6WorV4MPAN4MvBU4NWUN6OjM/MpwFuAkyLiftX4R1M2MncHjsjMmynBcWpmvo/yZkVmbl493h4duxE/HXgjZUP/MZTQfXM1ftLGRuU0YPOIWFJd/wfgC+M3RsTawGeAl1bzPRI4FvgvYNtq4/1ZwB+AHSLi/pRAvQx4B2WDeQtgZUQ8svdVJ0lTWi3zphj7MMrG199U11+QmdsBh1IaAFP5GHBmldkvpjQ1RigbfRd3a2xUVnsPiIiHUzK22/vABpm5CSX7j6d8u7kp8JqIeFA15qmUjfHtKJl8WvVYALtUG9TjH242peTzv1S3P5zyjeJmlG9935iZJwAXV8t0FWa31BTfBp5VfWD9GXBPRKxPaW5sCWxNaV5eWl3fmPLB9AnAjyLicmAPygf2cacD38vMrK7vBOxfjT0HeED1OAA/zMwVmXkb5dv6h1C+YPt6Zv4lM5cD3xkfC+wZEadQmqf/NsNlvbDj8suBJ1UftA+i7DnQzTeB8yPiQ5Scv3yKsePrc3F1/SeUL+t2re57TTW//SLiSOBpk8z7ycD/jc8nM9+ZmR+rbjsnM/+YmXcCvwQeSlm/kz1PS4HvZOatmflnujdvJvp0Nd9vAo+KiEdRGifHV8/hFylfiv5VNf7CSR+lEhEPpbzvfK+atKzj5oOAdSLiHZQ9acbXxfHct7fKqybcRz2wuaG22gH4SmbemZm3UsL+oZn5dYDM/BHwR+7rrp6RmWPAlZQ3kIl2Ap5fhdeFlG/tnlzddmVm/m9mrqRsnE52/9Vk5l+ArwMvqk6U9FeZ2dk5fiLweODUar4fAB6XmbdQdkN7CuUbw49Wy/tM4KzqcX8I/Bg4BPh4Zv5fLzVJUg9mmnmnVf9fB5zZcXnJ5MPvtSPV7rqZeS0le6dqGHda5T2gajTcCmw0xftAZ51XZuYfMnNFNWa81vMz85bMvK66/v0Jy9PLhxuY5L0mM+/G7Jaa4oeU5uZOlEMxfkBpmq5N2dv3o5m5aZUtW1M+gC6k5M749KdSGsHjXgq8MCI2qa4vpBzKMT5+G+7LiM5v48cojd0xVv1sdjdAZv43JWdOpDReL6q+AOvV7R2Xz63qvqRapq6Pk5n/RNl74I/AFyLi5VOM/Z+q9hcB51PW6bMojdzzI2IL4IxqzEmUPSAmzvsvnVci4kFVgwGqdVEZX18Lmfx5mnQ99qBz3ILq8e8Yf/yOefyxGnM7Uxuvc7LH/wplj5yfU/ZaBCAzfw1cFxEvBB6WmVM2ULQ6mxtqq79MuP44Vg/JEe479OoOgKrBMZmFlGPmOt+Aju+8b2ViUE3nC8BelN2TvzjJPK/tmOcWlCYNlG79zpQ3s09T3szGd5UE2BN4fVXL6RGxwwxqkqSpTMw8WDX31uocnJl3dVztdSMSVt8G6czs6UzcCN6QkqlTvQ/0UmfnmPGGRKcpP9x07D7c7b1iT8xuqXaZeQ+lofpmygfxM4F/pWx/nQm8IiIeGBGLgFMojY+zgRdExPpVc+GTdOyhlplnUvbOOjYiFlSP83qA6twTP6XsDdfN94CXRMT9qr1+n1Pd942U82x8FXgD5RwND+r+MNzNJFkaEQ+hfLH27sz8DvBsSqatJiIWRcR/Azdk5vsph1dsNsU8oTSQD+a+9fkm4MJqXe8AnJ2Zx1A+0HfOe7zeBEarvWmgnO9j/ynm1+15+j7wvKo5sg6lidCLvatlfwFwVdXk/u/xpk5E7EzZA6cnmXkjpVGxWzXppR0370x5Hr5BWTdUh/FA2YvxaMphNpohmxtqq3Mo3fG1ImJdSgd0rOp0EuWEUA+nfHvWTWf4n0nZNXmtiHggcB7Tf4N4TxWmXVXfHG5AObb7CxNu/gXwkI7DX/blvgbItymB/vMqHP9COaTmjIgYpXybekVmvpvSCX8KkjQYNwNLImK0OsTjOXP0uGcC/whQHXP8DMqx0b2Y+B5wOuUQmV/O8H1gps5mig83XdwNLDK7pcb5NvCAzPwFZc+N8cPsvgl8jdL8uJJynonPZeZPKOdtO5NyKMsCyrl/7lUdivZnygf7w4D7R8SV1X3empm/7FZM9UH37Gqep1KaAFAaCxHlJKjnAIdWh1d3cw7l3BNvmvD4f6QcDv2z6vwh6wPrRjlx5cRa7qYcwve9iLiYch6ND08xTyjr87GUbeifUvaCGf9S7svAJhHxU8q6+Cnw19Vt36I0lR5BOWzmhGrc3zFh/U6osdvzdDllr+cfU57X6yZ/hNU8o9oj718oh4QAvIxyKM1PgfcDe03xRelkXg4cUq3vx3dMPxQ4LyIupRz6+WvuWx9fp+z5Z3OjD55QVK2UmSdHxJaUY+wWUE6IdBZwTEQcBtwJvDAz74qIbg9zEXBodcKnd1F2Nb6M8ndxfGaeHeXket18A/hJRGwxzcl+vgw8p9rtunMZ7oyIlwBHVZ3lW6jCNMuJnka476zVZwNPrg7BuTUiPgX8OCJuA67HY/IkDc6fKCdc/jHwP/R2YrZevBn4dES8mrKnw36Z+duYIrTHTfYekOXs8i9nZu8DM5KZP6ke+8xqvpcxxcZ35XTgGOCVlJNfm91SA2Tm56k+QFbNgkUdt72X6kShE+7zGUqDYOL0kY7Lz+y4abVDOTJzGR1/+5m5tOPywZS9HybabZJpk8rMc7jvg/LE2w6inO9h3Buq//fpmLZhNfZLlF9p6XW+57Lqnn2jHbf9H12+NMzMA7mvSfwryrkzOi2j+/rq9jx9nPJLNTPx9uqwkM7H+QWT/DpiZu7TywNm5s8oe/hNnP5hJmkWVdv+z6Scu+U3vcxDqxoZG5tJ80mSJEmSVJfqJJ87T3LTxZm534Dm+XjKnhKT2S8zLx7EfOdKRJzF5OeCOgZ4O+WXDH/dx+OeyH0niu10arWX3kwe66OUPbV3zcyrZ1qLbG5IszZVWFbHFkrSvDSbDfDqkL2Pdbn5uX6rJUmSOtnckCRJkiRJreYJRSVJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS12qK6C6jD8uUrxvq535Il63LTTbfNdTl9a1I9TaoFrGc61tNd3bWMji4eqW3mQ9ZPFtf9/DStDmhOLdbRzDqgObW0pQ5zeHpNeS77Zf31sv56taX+frLYPTdmYNGihXWXsIom1dOkWsB6pmM93TWpFq2uKc9PU+qA5tRiHatqSh3QnFqsY83R9nVo/fWy/nq1vf6p2NyQJEmSJEmtNtDDUiLiUuCW6uqvgE8BRwF3A2dk5mERsQD4BLAJcCewX2ZeExHbzGbsIJdLktrCHJak+pnFkjR4A2tuRMQ6wEhmLu2YdjnwIuBa4NsRsRnw18A6mfm0KpCPBPYAjpnN2My8bFDLJkltYA5LUv3MYkkajkHuubEJsG5EnFHN51Dgfpn5S4CI+C6wE/AI4HSAzPxRRGwZEevNwViDXNJ8Zw5LUv3MYkkagkE2N24DjgA+AzwBOA24ueP2FcDjgPWAP3VMv6eadsssx3a1ZMm6fZ9IZXR0cV/3G5Qm1dOkWsB6pmM93TWplllqbA5D/1nclOenKXVAc2qxjlU1pQ5oTi3ztI7GZvGatE08U9ZfL+uvV9vr72aQzY2rgWsycwy4OiL+BDyk4/bFlGBft7o8bgElmBfPcmxX/f70zejoYpYvX9HXfQehSfU0qRawnulYT3d11zLHbzaNzWHoL4vrfn6aVgc0pxbraGYd0Jxa2lLHADb6G5vFa8o28UxZf72sv15tqb+fLB7kr6XsSzn+j4jYgBLCf46Ix0fECLALcC5wPvDcatw2wBWZeQtw1yzHStJ8Zw5LUv3MYkkagkHuufFZYFlEnAeMUYJ9JXAisJByBucLI+LHwM4R8UNgBHh1df/9ZzN2gMslSW1hDktS/cxiSRqCkbGxsbprGLrly1f0tdBN24WnSfU0qRawnulYT3d11zI6uniktpkPWT9ZXPfz07Q6oDm1WEcz64Dm1NKWOszh6TXlueyX9dfL+uvVlvr7yeJBHpYiSZIkSZI0cIM8LGWNs/tB3xjavI57+45Dm5cktYU5LEn1M4slNZF7bkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVFg3ywSNifeASYGfgbmAZMAZcCRyQmSsj4hBgt+r2AzPzoojYaLZjB7lcktQmZrEk1csclqTBG9ieGxGxFvAp4PZq0oeBgzNzO2AE2CMiNgd2ALYG9gY+PhdjB7VMktQ2ZrEk1csclqThGORhKUcAxwC/qa5vAfygunwasBOwLXBGZo5l5vXAoogYnYOxkqTCLJakepnDkjQEAzksJSL2AZZn5ncj4h3V5JHMHKsurwAeBKwH3Nhx1/Hpsx07pSVL1mXRooUzXq5hGh1dPKfjhqFJtYD1TMd6umtSLbNhFs/OdK+DJr1OmlKLdayqKXVAc2qZb3WYw7M3qOeqKa/Ffll/vay/mQZ1zo19gbGI2AnYFDgBWL/j9sXAzcAt1eWJ01fOcuyUbrrptumXoGbLl6+Ydszo6OKexg1Dk2oB65mO9XRXdy1z/GZjFs/CVK+Dul8nnZpSi3U0sw5oTi1tqcMcbpZBvGaa8lrsl/XXy/qHo58sHshhKZm5fWbukJlLgcuBVwKnRcTSasiuwLnA+cAuEbEgIh4DLMjMG4DLZjlWkuY9s1iS6mUOS9LwDPTXUiY4CDg2ItYGrgJOysx7IuJc4AJKo+WAuRg7tCWSpPYxiyWpXuawJA3AyNjY2PSj1jDLl6/oa6H3PfzMuS6lq+PevuO0Y5q0S1GTagHrmY71dFd3LaOji0dqm/mQ9ZPFTcnhul8nnZpSi3U0sw5oTi1tqcMcnl5TsrhfTXkt9sv662X9w9FPFg/y11IkSZIkSZIGzuaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJarVFg3rgiFgIHAsEMAbsD9wBLKuuXwkckJkrI+IQYDfgbuDAzLwoIjaa7dhBLZsktYE5LEn1M4slaTgGuefG7gCZ+QzgYOB9wIeBgzNzO2AE2CMiNgd2ALYG9gY+Xt1/VmMHuFyS1BbmsCTVzyyWpCHoqbkREd+JiJdExFq9PnBmngK8trr6WOBmYAvgB9W004CdgG2BMzJzLDOvBxZFxOgcjJWkNcpMs9gclqS55TaxJDVXr4elHA68CvhQRHwbWJaZP57uTpl5d0R8DngB8GJg58wcq25eATwIWA+4seNu49NHZjm2qyVL1mXRooXTlV+r0dHFczpuGJpUC1jPdKynuybVMsGMs7ipOQzNz+LpXgdNep00pRbrWFVT6oDm1LIG1OE28ZAN6jXTlNdiv6y/XtbfTD01NzLzHOCciLg/JZC/FhG3AJ8BPpmZd05x31dFxNuAC4H7d9y0mNK5vqW6PHH6ylmO7eqmm26b6uZGWL58xbRjRkcX9zRuGJpUC1jPdKynu7prmerNpt8sbmIOQ/OzeKrXQd2vk05NqcU6mlkHNKeWttQxiByu7tu4LG56DkNv28Qz1ZTXYr+sv17WPxz9NGB6PudGRCwF/gP4d+B04M3Aw4BTu4x/RUS8o7p6GyVsL64eB2BX4FzgfGCXiFgQEY8BFmTmDcBlsxwrSWucmWSxOSxJc89tYklqpp723IiI64BrgeOBN2bm7dX0s4GLu9zt68DxEXEOsBZwIHAVcGxErF1dPikz74mIc4ELKM2WA6r7HzSbsb0tviS1Rx9ZbA5L0hxym1iSmmtkbGxs2kER8XhgRWb+odoN75GZec3AqxuQ5ctXTL/Qk9j38DPnupSujnv7jtOOadIuRU2qBaxnOtbTXd21jI4uHul2m1ncnByu+3XSqSm1WEcz64Dm1NKWOszh6TUli/vVlNdiv6y/XtY/HFNlcTe9HpayG2W3O4D1gW9GxGunGC9JmntmsSTVyxyWpIbqtbnxWmA7gMy8jvIzU28aVFGSpEmZxZJUL3NYkhqq1+bGWkDn2Z/vAvrajU2S1DezWJLqZQ5LUkP1dEJR4BTgzIj4SnX9hXQ5I7QkaWBOwSyWpDqdgjksSY3U054bmfk24GgggMcBR2fmwYMsTJK0KrNYkuplDktSc/V6WAqUn5P6CqVj/ceI2H4gFUmSpmIWS1K9zGFJaqCeDkuJiI8DuwO/7Jg8Bsz9bzNJkiZlFktSvcxhSWquXs+58WwgMvP2QRYjSZqSWSxJ9TKHJamhej0s5VpgZJCFSJKmZRZLUr3MYUlqqF733Pgj8POI+CFwx/jEzNx3IFVJkiZjFktSvcxhSWqoXpsbp1f/JEn1MYslqV7msCQ1VE/Njcz8XERsCGwMfBd4dGb+apCFSZJWZRZLUr3MYUlqrp7OuRERewHfBI4CHgJcEBEvH2RhkqRVmcWSVC9zWJKaq9cTir4NeDqwIjP/AGwGvGNgVUmSJmMWS1K9zGFJaqhemxv3ZOaK8SuZ+Vtg5WBKkiR1YRZLUr3MYUlqqF5PKPqziHgjsFZEbAq8Abh8UEVJkiZlFktSvcxhSWqoXvfcOAB4JHA7cBxwCyXMJUnDYxZLUr3MYUlqqF5/LeXPlOMJPaZQkmpiFktSvcxhSWqunpobEbESGJsw+beZ+ai5L0mSNBmzWJLqZQ5LUnP1uufGvYevRMRawJ7A0wZUkyRpEmaxJNXLHJak5ur1nBv3ysy/ZOZXgR0HUI8kqQdmsSTVyxyWpGbp9bCUV3ZcHQE2Bu4aSEWSpEmZxZJUL3NYkpqr15+CfWbH5THgBmCvuS9HkjQFs1iS6mUOS1JD9XrOjVcPuhBJ0tTMYkmqlzksSc3V62Epv2L1M0ND2R1vLDMfN6dVSZJWYxZLUr3MYUlqrl4PS/kicCdwLPAX4GXAVsC/DqguSdLqzGJJqpc5LEkN1WtzY5fM3LLj+lERcUlmXjeIoiRJkzKLJale5rAkNVSvPwU7EhE7jV+JiOcBtwymJElSF2axJNXLHJakhup1z43XAidExMMpxxn+AnjVwKqSJE3GLJakepnDktRQvf5ayiXAxhHxUOCOzLx1sGVJkiYyiyWpXuawJDVXT4elRMRjI+K/gAuAB0bEmRGx4UArkyStwiyWpHqZw5LUXL2ec+NTwIeAW4HfA18CThhUUZKkSZnFklQvc1iSGqrX5sZDM/MMgMwcy8xjgfUGV5YkaRJmsSTVyxyWpIbqtblxe0Q8inLiJCJiW8pvfEuShscslqR6mcOS1FC9/lrKW4BvAY+PiMuBhwAvGVRRkqRJmcWSVC9zWJIaqtfmxsOArYAnAguBX2TmXQOrSpI0GbNYkuplDktSQ/Xa3PhgZn4b+Nkgi5EkTckslqR6mcOS1FC9Njd+GRHHARcCt49PzEzPDi1Jw2MWS1K9zGFJaqgpTygaEY+sLt4IjADbAM+s/i0daGWSJMAslqS6mcOS1HzT7bnxTWDzzHx1RByUmUcOoyhJ0irMYkmqlzksSQ033U/BjnRcftkgC5EkdWUWS1K9zGFJarjpmhtjHZdHuo6SJA2SWSxJ9TKHJanhej2hKKwa6lOKiLWA44ANgfsB7wV+DiyrHudK4IDMXBkRhwC7AXcDB2bmRRGx0WzHzmC5JKlNzGJJqpc5LEkNNN2eGxtHxLURcW3n5Yj4VTWtm5cDN2bmdsBzgP8APgwcXE0bAfaIiM2BHYCtgb2Bj1f3n9XYmawASWoBs1iS6mUOS1LDTbfnxhP7fNyvAidVl0coXeUtgB9U004Dng0kcEZmjgHXR8SiiBidg7En91m3JDWRWSxJ9TKHJanhpmxuZOZ1/TxoZt4KEBGLKYF+MHBEFcIAK4AHAetRflKLCdNHZjl2SkuWrMuiRQv7WLLhGR1dPKfjhqFJtYD1TMd6umtSLWAW12W610GTXidNqcU6VtWUOqA5tbS1DnO4PoN6zTTltdgv66+X9TfTTM65MSMR8WhKt/gTmfnFiPhgx82LgZuBW6rLE6evnOXYKd100209LUOdli9fMe2Y0dHFPY0bhibVAtYzHevpru5a5vrNxizu31Svg7pfJ52aUot1NLMOaE4tbanDHG6WQbxmmvJa7Jf118v6h6OfLJ7unBt9iYiHAWcAb8vM46rJl0XE0uryrsC5wPnALhGxICIeAyzIzBvmYKwkzXtmsSTVyxyWpOEZ1J4b7wSWAO+KiHdV0/4JODoi1gauAk7KzHsi4lzgAkqj5YBq7EHAsf2OHdAySVLbmMWSVC9zWJKGZGRsrOdfs1pjLF++oq+F3vfwM+e6lK6Oe/uO045p0i5FTaoFrGc61tNd3bWMji4eqW3mQ9ZPFjclh+t+nXRqSi3W0cw6oDm1tKUOc3h6TcnifjXltdgv66+X9Q9HP1k8kMNSJEmSJEmShsXmhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWq1RYN88IjYGvhAZi6NiI2AZcAYcCVwQGaujIhDgN2Au4EDM/OiuRg7yOWSpDYxiyWpXuawJA3ewPbciIi3Ap8B1qkmfRg4ODO3A0aAPSJic2AHYGtgb+DjczF2UMskSW1jFktSvcxhSRqOQR6W8kvghR3XtwB+UF0+DdgJ2BY4IzPHMvN6YFFEjM7BWElSYRZLUr3MYUkagoEdlpKZX4uIDTsmjWTmWHV5BfAgYD3gxo4x49NnO3ZKS5asy6JFC2e2QEM2Orp4TscNQ5NqAeuZjvV016RaZsss7t90r4MmvU6aUot1rKopdUBzapmPdZjDszOo56opr8V+WX+9rL+ZBnrOjQk6j/lbDNwM3FJdnjh9tmOndNNNt/VYcn2WL18x7ZjR0cU9jRuGJtUC1jMd6+mu7lqG8GZjFvdoqtdB3a+TTk2pxTqaWQc0p5a21GEON8sgXjNNeS32y/rrZf3D0U8WD/PXUi6LiKXV5V2Bc4HzgV0iYkFEPAZYkJk3zMFYSdLkzGJJqpc5LEkDMMw9Nw4Cjo2ItYGrgJMy856IOBe4gNJoOWAuxg5tiSSpfcxiSaqXOSxJAzAyNjY2/ag1zPLlK/pa6H0PP3OuS+nquLfvOO2YJu1S1KRawHqmYz3d1V3L6OjikdpmPmT9ZHFTcrju10mnptRiHc2sA5pTS1vqMIen15Qs7ldTXov9sv56Wf9w9JPFwzwsRZIkSZIkac7Z3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmttqjuAuZCRCwAPgFsAtwJ7JeZ19RblSTNL2axJNXLHJY0n60pe27sCayTmU8D3g4cWW85kjQv7YlZLEl12hNzWNI8taY0N7YFTgfIzB8BW9ZbjiTNS2axJNXLHJY0b42MjY3VXcOsRcRngK9l5mnV9euBx2Xm3fVWJknzh1ksSfUyhyXNZ2vKnhu3AIs7ri8wxCVp6MxiSaqXOSxp3lpTmhvnA88FiIhtgCvqLUeS5iWzWJLqZQ5LmrfWiF9LAU4Gdo6IHwIjwKtrrkeS5iOzWJLqZQ5LmrfWiHNuSJIkSZKk+WtNOSxFkiRJkiTNUzY3JEmSJElSq9nckCRJkiRJrbamnFB0zkTEAuATwCbAncB+mXlNx+2vAV4H3A28NzO/NeB61gKOAzYE7lfN89SO298C7Acsrya9LjNzwDVdSvmpMYBfZearO24b9vrZB9inuroOsCnw8My8ubr9KGBbYEU1Zo/M/NMA6tga+EBmLo2IjYBlwBhwJXBAZq7sGHt/4AvA+lVdr8rM5as/6pzVsynwMeAeymv6lZn5+wnjuz6nA6hnM+BbwH9XN38yM7/cMXbY6+c/gYdXN20I/Cgz9+4YOwL8b0e9F2TmO+ayHq2uKVncpAxuSvY2IXebkrlNydqmZGwTsnWyv1ng59T8vrwmmC6X22LQ2zyDMpPca6KZ5FST9JMpTdKl/v+hJet/pmxurG5PYJ3MfFr1E1pHAnsARMTDgTcDW1I26M6LiP/KzDsHWM/LgRsz8xUR8RDgcuDUjtu3oGxAXTLAGu4VEesAI5m5dJLbhr5+MnMZJVyIiI8Dx41vYFe2AHbJzBsGVUNEvBV4BfDnatKHgYMz8+yIOIby+jm54y6vB67IzEMjYm/gYOCfBljPUcCbMvPyiHgd8DbgnzvGd31OB1TPFsCHM/PILncZ6voZ39iOiCXAWcBbJtzl8cClmbn7XNWgnuxJM7K4ERncpOytO3ebkrlNydqmZGyDsnWyv9nLqfF9eQ2yJ11yuS0Gvc0zKH3kXqP0kVNN0k+mNMlk9b+H9qz/GfGwlNVtC5wOkJk/omwsjnsqcH5m3ll9C3UN8JQB1/NV4F3V5RHKt3KdtgDeERHnRcQwvk3eBFg3Is6IiDOrN7dxdawfACJiS2DjzPx0x7QFwBOAT0fE+RGx74Bm/0vghR3XtwB+UF0+Ddhpwvh7X2Ndbp/revbOzMury4uAOyaMn+o5HUQ9WwC7RcQ5EfHZiFg8Yfyw18+4w4CPZeZvJ0zfAnhkRJwVEd+JiJjjejS5pmRxUzK4cdlbY+42JXObkrVNydimZOtkf7N1vy+vKabK5bYY9DbPoMw095pmpjnVJP1kSpN0q78t639GbG6sbj2gc/fZeyJiUZfbVgAPGmQxmXlrZq6oXnQnUb5N6PSfwP7AjsC2EfG8QdYD3AYcAexSzffEOtdPh3dSNqA6PYCyi/DLgecAb4iIOd/gz8yvAX/pmDSSmeO/sTzZOuhcT3O+jibWM75BGRFPB94IfGTCXaZ6Tue8HuAi4P9l5vbAtcAhE+4y1PUDEBHrA8+i+jZ6gt8C78/MZwL/Ttl1WYPXiCxuUAY3MXtryd2mZG5TsrYpGduUbO3yN1vr+/IaZKpcbouBbvMMSh+51yh95FRj9JkpjdGl/tas/5myubG6W4DO7tWCzLy7y22LgZsHXVBEPJqyS+fnM/OLHdNHgI9m5g2ZeRfwbWCzAZdzNfCFzBzLzKuBG4FHVLfVtX4eDERmnjXhptuAozLztsxcAZxJ6dgPWucxd5Otg871NKx1tBdwDLDbJMcRT/WcDsLJHbvwn8zqr9mhrx/gxcAXM/OeSW67GPgGQGaeB2xQ/e1psBqTxQ3J4EZlb8NytzGZ25CsbVLG1pKtk/zNNuY10nJT5XJbDHubZ1Cme0033XQ51Sh9ZEqjTFJ/q9b/TNjcWN35wHMBql3Vrui47SJgu4hYJyIeBPwt5SQyAxMRDwPOAN6WmcdNuHk94MqIeGC1QbAjMOhzb+xLOcaSiNigqmF8V9Ohr5/K9sD3J5n+ROD8iFgY5WQ62wKXDqGeyyJiaXV5V+DcCbff+xrrcvucioiXU75FXJqZ104yZKrndBC+GxFPrS4/i9Vfs0NdP5WdKLsVTuYQ4ECAiNgE+J+Obr0GpxFZ3KAMblr2Nil3G5G5DcraJmXs0LO1y99sI14ja4Cpcrkthr3NMyjTvaabbrqcaow+M6UxutTfmvU/U43fDasGJwM7R8QPKcclvToi/hm4JjNPjYijKS/gBcC/ZubEY2rn2juBJcC7ImL8eKljgQdk5qcj4p2UTtydwPcz8zsDruezwLKIOI9yhuB9gTdHRF3rByAou1SVK6s+X58HfkTZFe6EzPzZEOo5CDg2ItYGrqLsAkZEnAE8D/gk8LlqHd4FvHRQhUTEQuBo4Hrg69UhzT/IzEMi4gTKrmmrPacD/ibm9cDHIuIvwO+A11a1Dn39dFjlNTShnsOBL0TEbpTjFPcZQj1qThY3JYOblr1Nyt3aM7dhWdukjK0jWyf7m/0n4OgmvC+33Gq5XHM9/Rj2Ns+gTJp7LTJpTjVUz5nSUJPV/8/AR1qy/mdkZGzMLyAlSZIkSVJ7eViKJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG+pbREz7UzsR8euI2HDAdTwoIk6Z4X22jIjPVJfP7vit6oGLiN2rn02cakzfP2MUERtGxK/7vf9cGva6leaT6fJ1smyMiLUi4vu9/F1GxGERsd0Ma/pORGwQEftExLKZ3Hc2enkfiIhlEbHPLObRiDwb9rqV1N1MczgiXhsRV0bEFRFxfPVTolM9vjm86v3NYU3J5obWBEuATWdyh8y8ODP3G0w509oCWK+meUuaP1bJxogI4Gzg6T3efwdg4UxmmJnPzczfzOQ+c2TG7wOSNAT3ZlNEPBH4f5QMfgrlc9gB09zfHJZmYFHdBWh4IuIK4O8z86qIOBG4JTNfHxHbAO8GzgH+nhKi3wXelpljEfFK4EBKCF8CHJCZd3Q87tOBZcBzgT8CXwAeDfwcWKcasx7wWeBRwAbVvF4JnACcm5mfrsadBbwdeAbwKmAlcFFmvm6KRTsa2CAiTgbeApwO3ADcAbywy3x3AA7NzKUdy/Eo4ETgAdV835yZP+qyLl9Urcu9IuIJwNXAwzPz9xFxerU+7w+8D1iXEvhvBX4G7F89xnXAN6r6/ga4E/jnzDyzuv0Y4GnVLF+UmddExFbAR6rHvAF4XWb+KiI2qx4H4CdTrKvx+g8Fngg8Hvgr4FOZ+aGIWAh8CFhKeR0sy8yPVF3yD1bTrszMV3V53PsBnwG2BH4NPLSavgj4JPAk4GFAUp6bdwILM/Od1bjjgdMz88vTLYM0n0yWTx23LQA+CjwLGAM+n5kfoCMbM/MFwD9S/r4P7GF+r6T8HX8mIl4AfIyS7xsDewHbAq/oqGev6r3l15T86HysI4CdgXuAb2TmYV3muRD4LfD4zFwREecDp2bmByJib2B7yvvDZJm+yrJGxFsoWXsP8M3MfFs1m90i4g2UHHpfZn46Ih4IfJySTwuBD2Tml7rl2RTrbEPgm8AvgScA1wEvz8w/RsRzgPcAawG/Al6TmTdW6+tCygeC7TLzD10e+xXAwcAt1ePeWk1/CXAQ5f3m/sB+wG+AM4ENM3NlROwAvD0zd52qfklTm20OU7L39Zl5S3WfK4DHTDE/c9gc1gy558b88m1K6ELpGG9bXd4V+BZlj4KtgM2ARwIvi4iNgdcAT8/MTYE/AP8y/oARsSkl4HbPzGsooXFpZj6ZElIPq4buBlyemU+jhM3TgM2B44CXV4/1WGB9SgPlHZQg2wJYGRGPnGK53gz8ptp4BwhKkO00xXwn84/AtzJzS0ojYtsu4wD+C9g2IkYo6/QPwA4Rcf9q/j8G3gTsl5mbV4/97sz8OXAMcExmHg/8G3BNZv4t5Q3qfR3z+F5mblLN63XVroufAV5aPeaRwLHV2BOAt1bTr52i7k5Pqmrfonr8zSnPNdXjPBXYo2N3yCcCO3ZrbFTeVN3/bynPy+Or6U8H7qqeh40o4f9c4HjgHyJiJCIeUNVzSo/1S/PJVPm0P6Wh/BTK3+2LImI3JmRjZr41M0/pZWaZeQJwMSXDrqgm/zQzg5IxewJLM/NJlL/ZN0z2OFWu71pl2dOBJ0TEOl3meQ9lY3CHakN3Q0ojGu57n+qW6fcua0Q8tarnqdU62SIitqgeZx1g6+pxxvP2YOCSzNyCsuH+rxHxOLrn2VSeBHw0MzcGrgIOjYhR4HBgl8zcjPLlwQc67nNaZsYUG9QbUJrL21fLu7iavoDy3D+vWr+HA/+vei/+Ffd9uHkV5QsISbMzqxzOzOsy83sAVS68kfIl16TMYXNYM2dzY375NvCsiPg7yh4E90TE+pSw2pISNJcAl1bXNwaeSQmuH0XE5cAelL0Mxp1O+RCe1fWlwJcBMvMcqg/amfkl4L8i4kBK5/mvgAdSdpHeoOq0vhI4ITPvBn5IaRAcAnw8M/9vBsv5h8z89TTzncz3gH+JiC9Smjv/0W0GVdf9F5TA3pHSrd+Bsr7OyswxStPmSRHxLkpHd7L57gB8vnrMK6o3inGnVP//jNKpHt/T4tTqufgA8LiIeCiwwfgbJr2H55cy89bM/BNwarUcOwHPrx7/QkpX/sn3LXb+aZrHXAp8pRr835Tncfy18ImIOAA4ivKaemBmXkvpxG9P2ZPj25l5Z4/1S/PJVPm0I2Uvq3sy8zbKN4vPmuQxZutCuDf/XgrsHRHvB3ane67+H3B79e3fW4CDs2PPv0mMN+G3p+wFuHFErAVsB5zZY6ZvT/mW8E+ZeXdm7pSZl1S3faPK5/FchZJ7+1e5dw7lW9CN6ZJn07g6M8+uLn+O8txsTfl29qxqHm+kZOC4C6d5zKcDP8zM31fvj1+oaloJvADYJSLeA+zDfeviOOAVEbEuNo2luTInOVx9Yfd94LMdedErc3h65vA8ZnNjfvkhZZernShNhR8ALwbWBv5E6XJuWu2hsTWlm7oQ+ErH9KdSAmHcS4EXRsQm1fUxVn1d3Q0QEW+i7A69nBKEPwdGqnD7HPAPlENiPl/db0/g9cAIcHq1O1evbh+/0G2+k90pM88H/o7Szd2LslvbVL5D2cXvb4BPU0J/vKsNcC5lfV1CWZeTzfcvnVci4m+qLjBVeEJZpyOU5+LajudiC8q3BuO3j7ub3nSOW1BdX0jZA2R8HttQ9q6AjvU6hW7P//Mpb/S3VY93TkfNx1FeRy/FrrY0qWnyaeJ7+QiDOez0doCIeDRwAfBg4DTK3223XL2b8n7yLsoG8AVRjjvv5nRKk/iZwFnA5ZRvS6/MzDt6zPSJubpBRDy4unp3VVfnSZsXUvb268y90+mSZ9PolqvndTz+VpT33nHTZWu3XH0g5UuAv6Zk6tHcty6+Snl/ejHwHZvG0uzNRQ5HxN8A5wOfy8x/66MMc3h65vA8ZnNjHql2NbuQslvX2ZTdzv6V8iH9TEp38YFRzo9wCuWP8WzgBRGxfnUIxifpOF47y/kh3gEcW30o/x73HWayFeUQBCh/3J/KzBMpAbEp950gaRlll67/yczfVLuOXQVckZnvBs6g7CHRzd1035Cfar6riIgPAq/IzM9RGjjdDl8Z9+2q7p9n5o2UIN8dOCMiHkLZ0+Ldmfkd4Nkd8+2s9xxg72r+f8N9QT6ZXwAP6ThMZF/gi9W8r6t2f4TSJOjFCyJi7YhYMl435XXwmii/qPBA4DzKG2Kvvge8NCIWVLtBjp+4cCdKk+x44HeUjv74+jiJ0tF+eGZO1zmX5qVp8ulM4FURsbD6huhllA3SqbKxF93uvxXlcLqPUN5TdqV7rm5GaaSfk5n/QtkIjm4zzMzllI3M3Sn5cyZlg3y8adwt0ztrPRfYteP97EuUvRG7OZPSTCciHgH8lPINX7c8m0pUh2sCvJryoeNC4GkdHybeRflg0KvzgG0i4pHV++xe1fQnUo6z//dqGe59Hqpvjk+rbls2g3lJ6mK2ORwRiynbWgdn5pE9ztYcNoc1AzY35p9vAw/IzF9Qgu5hlOMHvwl8jfLHfyWlS/u5zPwJcBjlD/ZnlNfM4Z0PmOWYwD9Tjos7BHh8RPyMcsKh8fM/fBQ4JCIuBT5B2Yvkr6v7/w9wPdUffhWqnwJ+HBGXUE7GuWyKZfo9cH2Uk5FO1HW+k/gY5RjJy4GTqUK2m2odjlAaQFT/X10d6vFHyvkxfhYRl1HOJbJulPNKnEM5n8n4+npCRPyEsmfDKyZ0sjvndyfwEuDIiPgp5fi9f6xufnm1nJfR2/GIUN64zqN0/t+f950P5L+ByyjHeR4/w10mP0E50dJVlPOBXFlNP5Zybo3LgK8DP+K+5//2qoYvzWA+0nwzVT59CvhfysmEL6Oc/O1kps7GXpwOHBPlpNGdzgAWRMTPKX/Lv6ZLrmbmZZS/7yurHP41ZWNvKt8Bbs7MWynvPRtQ3ruge6bfu6yZeSlld/ELKOvknI7D9iZzGHD/iLiymt9bM/OXdM+zqfwROKx6D1wfeG9m/o7SjP5KlBMIbk45VLEnmfl7yvvr94CLqpqolu1ySuP7UsrJ7R7bcdf/pJw43KaxNDdmm8P7Uba7/yUiLq/+vWeaeZrD5rBmYGRsrNuXxNLgVXuDPILSaHmSu2wNR5RfSyEzD625jhHKSZkuAJ5VvflIUutEOXfU2Zm5Yc2ljP/iwfso56D6cN31SNIwmMPyp2BVtxdRDnV5/VSNjepQjI91uXlgv+cd5SdzN57kplOrQ2YaK8pPcE32yya/oXSd+33cvSiHIq2mOo5xJraifCtxmI0NafiqbxOXTHLTMZl5zIDmOZcZMlQR8XjKXo6T2W8Wj3t/SpN3Mu/OzFNn+JAXU34u/Pn91iRpOMzhmTGHNRX33JAkSZIkSa3mOTckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1GqL6i6gDsuXrxjr535LlqzLTTfdNtflNNJ8WlaYX8s7n5YV2re8o6OLR+quYVj6yeK2PZ+TcRnq1/b6wWUYJHN4ek157qzDOqbTlFqsY+Z19JPF7rkxA4sWLay7hKGZT8sK82t559Oywvxb3jXdmvB8ugz1a3v94DKoXk157qxjVdaxuqbUYh2rGlQd83LPDUmSJGlYIuJS4Jbq6q+ATwFHAXcDZ2TmYRGxAPgEsAlwJ7BfZl4TEdvMZuzwllKS6jXQ5oZBLkn1MoclqV4RsQ4wkplLO6ZdDrwIuBb4dkRsBvw1sE5mPq3K1COBPYBjZjM2My8bzpJKUr0G1twwyCWpXuawJDXCJsC6EXEGZdv7UOB+mflLgIj4LrAT8AjgdIDM/FFEbBkR683BWLNY0rwwyD03DHJJqpc5LEn1uw04AvgM8ATgNODmjttXAI8D1gP+1DH9nmraLbMc29WSJev2fez76Ojivu4316xjVdaxuqbUYh2rGkQdg2xuGOQtN5+WFebX8s6nZYX5t7wdGpvD0H8WrwnPp8tQv7bXDy5Di1wNXJOZY8DVEfEn4CEdty+mZPO61eVxCyjZuniWY7vq91cTRkcXs3z5ir7uO5eswzqm05RarGPmdfTz/jDI5oZB3mLzaVlhfi3vfFpWaN/yzvGGfmNzGPrL4rY9n5NxGerX9vrBZRikATRc9gWeDLwhIjag5OifI+LxlEP5dgEOAx4F7A58pTrs74rMvCUi7prlWEmaFwb5U7D7Uo7FZmKQR8QIJXDPBc4HnluNuzecgbtmOVaS5jtzWJLq91ngwRFxHvBlSjbvB5wIXARclpkXAicDd0TED4GPAG+p7r//LMdK0rwwyD03Pgssq4J8jBLkKymBu5ByNv0LI+LHwM5VOI8Ar67uv/9sxg5wuSSpLcxhSapZZt4FvHSSm7aZMG4lJUsn3v9HsxkrSfPFwJobBrkk1cscliRJ0nwxyMNSJEmSJEmSBm6Qh6WscXY/6BtDm9dxb99xaPOSpLYwhyWpfmaxpCZyzw1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmtZnNDkiRJkiS1ms0NSZIkSZLUajY3JEmSJElSq9nckCRJkiRJrWZzQ5IkSZIktZrNDUmSJEmS1Go2NyRJkiRJUqvZ3JAkSZIkSa1mc0OSJEmSJLWazQ1JkiRJktRqNjckSZIkSVKr2dyQJEmSJEmttqjuAiRJkqQ1WUSsD1wC7AzcDSwDxoArgQMyc2VEHALsVt1+YGZeFBEbzXbs8JZSkuo10OaGQS5J9TOLJak+EbEW8Cng9mrSh4GDM/PsiDgG2CMirgN2ALYGHg18DdhqtmOBk4e1nJJUt4EdljJFkG8HjFDCeXPuC+e9gY/PxdhBLZMktY1ZLEm1OwI4BvhNdX0L4AfV5dOAnYBtgTMycywzrwcWRcToHIyVpHljkHtujAf5O6rrEwP32UBShTNwfUR0C+eZjrVLLUmFWSxJNYmIfYDlmfndiBjP4ZEqQwFWAA8C1gNu7Ljr+PTZjp3SkiXrsmjRwhkv1zCNji6e1e3DYh2rakod0JxarGNVg6hjIM0Ng3z2mvCia0INwzSflnc+LSvMv+UdZxbPziBfN2vCa7Lty9D2+sFlaIl9gbGI2AnYFDgBWL/j9sXAzcAt1eWJ01fOcuyUbrrptumXoGbLl6/oetvo6OIpbx8W62hmHdCcWqxj5nX08/4wqD03DPJZqvtF15QX/rDMp+WdT8sK7VveOd7QN4tnYVCvm7a9JifT9mVoe/3gMgzSXOZwZm4/fjkizgb2Bz4UEUsz82xgV+As4BrggxFxBPAoYEFm3hARl81yrCTNGwM550Zmbp+ZO2TmUuBy4JXAaRGxtBqyK3AucD6wS0QsiIjHUIUzcNksx0rSvGcWS1IjHQQcFhEXAGsDJ2XmJZTcvIBygtAD5mLskJZHkhphmD8FexBwbESsDVxFCed7ImI8nBewajj3PXZoSyRJ7WMWS1INqkbzuB0muf1Q4NAJ066e7VhJmi8G3twwyCWpfmaxJEmS1mQD+ylYSZIkSZKkYbC5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFazuSFJkiRJklrN5oYkSZIkSWo1mxuSJEmSJKnVbG5IkiRJkqRWs7khSZIkSZJazeaGJEmSJElqNZsbkiRJkiSp1WxuSJIkSZKkVrO5IUmSJEmSWs3mhiRJkiRJajWbG5IkSZIkqdVsbkiSJEmSpFZbVHcBkiRJ0poqIhYCxwIBjAH7A3cAy6rrVwIHZObKiDgE2A24GzgwMy+KiI1mO3ZYyypJdRpYc8Mgl6R6mcOS1Ai7A2TmMyJiKfA+YAQ4ODPPjohjgD0i4jpgB2Br4NHA14CtgA/PZixw8vAWVZLq09NhKRHxnYh4SUSsNYPHvjfIgYMpQT4euNtRQn2PiNic+8J5b+Dj1f1nNXYGdUpSK/SRxeawJM2hfraJM/MU4LXV1ccCNwNbAD+opp0G7ARsC5yRmWOZeT2wKCJG52CsJM0Lve65cTjwKuBDEfFtYFlm/niqO2TmKRHxrerqeJDvxKqB+2wgqcIZuD4iuoXzTMfapZa0pplRFpvDkjTnZrxNDJCZd0fE54AXAC8Gdq5yFGAF8CBgPeDGjruNTx/5/+3deZglZXnw/2/PNDCiDQ6xxQgqInL/DEZkURZBRmRxRGQ0GhRXCCJxXFDeICib+WkUBYyoqBkCqHFDFAWRRYPIDorwBgRuHFQ0iSQDDswg68z0+0dVy5mml+rus9U53891zTXnVD2n6n6qq+9z+j5PPTXLthOaP399BgfnThV+Rw0PD81qfbsYx9q6JQ7onliMY22tiKNScSMzLwMui4gnUCTk70TECuA04AuZ+fAErzORz1A3nHTdEEM79VN/+6mv0Dv9nUku7tY8DN2fi1t53vTCOVn3PtQ9frAPnTDTz8Tla98WER8ErgWe0LBqiKL4vKJ8PHb5mlm2ndDy5Q9MtrorLFu2csJ1w8NDk65vF+Pozjige2IxjunHMZP3h8pzbpTXCL6F4tu4C4BvAnsC5wJ7T/Q6E/nMdPqk65YTv136qb/91FeoX3+nSuQzycXdmIeh+3Nxq86bup2T46l7H+oeP9iHVmp2Ho6ItwCbZubHgQco8uXPI2JBZl4KLAR+AiwFPhkRJwKbAnMy8+6IuGGWbSWpL1Sdc+NO4DiKIcdbZuYhmXkJ8GFgeILXvCUijiqfrpXIy2ULgcuBK4G9I2JORDyTMjkDN8yyrST1lOnmYvOwJDXXTD4TA98FtomIy4CLgMOAxcBHIuJqYF3g7My8niJ3Xk0xQeji8vWHz6Zts/ouSd2u6siN3YGVmfm/EfGEiNgiM5eWM+FvO8FrvgucUSbydSgS+a3AkohYt3x8dmaujojR5DyHtZPzjNtWPQCSVCPTzcXmYUlqrml/Js7MPwF/O86q3cZpezxw/Jhlt8+2rST1g6rFjX2At1Mk7acC50XEpzPzXyZ6gYlckppuWrnYPCxJTTftz8SSpPaodFkKxe2rdgXIzDspZsV/T6uCkiSNy1wsSZ1lHpakLlW1uLEO0Dj78yPAyARtJUmtYS6WpM4yD0tSl6p6Wcr3gEsi4qzy+WspZoSWJLXP9zAXS1InfQ/zsCR1pUojNzLzg8ApQACbA6dk5tGtDEyStDZzsSR1lnlYkrpX1ctSoJj9/iyKivUfI+KlLYlIkjQZc7EkdZZ5WJK6UKXLUiLi88C+wB0Ni0coboclSWoDc7EkdZZ5WJK6V9U5N/YCIjMfbGUwkqRJmYslqbPMw5LUpapelvJrYKCVgUiSpmQulqTOMg9LUpeqOnLjj8AtEXEV8NDowsw8qCVRSZLGYy6WpM4yD0tSl6pa3Liw/CdJ6hxzsSR1lnlYkrpUpeJGZn45IjYDtgIuAp6Rmb9pZWCSpLWZiyWps8zDktS9Ks25ERH7A+cBnwE2Aq6OiDe3MjBJ0trMxZLUWeZhSepeVScU/SCwM7AyM/8X2AY4qmVRSZLGYy6WpM4yD0tSl6pa3FidmStHn2TmH4A1rQlJkjQBc7EkdZZ5WJK6VNUJRX8ZEe8G1omIFwLvAm5sVVCSpHGZiyWps8zDktSlqo7cWAxsAjwInA6soEjmkqT2MRdLUmeZhyWpS1W9W8qfKK4n9JpCSeoQc7EkdZZ5WJK6V6XiRkSsAUbGLP5DZm7a/JAkSeMxF0tSZ5mHJal7VR258efLVyJiHWARsFOLYpIkjcNcLEmdZR6WpO5Vdc6NP8vMRzPz28DuLYhHklSBuViSOss8LEndpeplKW9teDoAbAU80pKIJEnjMhdLUmeZhyWpe1W9FezLGh6PAHcD+zc/HEnSJMzFktRZ5mFJ6lJV59w4sNWBSJImZy6WpM4yD0tS96p6WcpvePzM0FAMxxvJzM2bGpUk6XHMxZLUWeZhSepeVS9L+TrwMLAEeBR4E/Ai4MMtikuS9HjmYknqLPOwJHWpqsWNvTNz+4bnn4mI6zPzzlYEJUkal7lYkjrLPCxJXarqrWAHImKP0ScR8SpgRWtCkiRNwFwsSZ1lHpakLlV15MYhwFci4mkU1xneBrytZVFJksZjLpakzjIPS1KXqnq3lOuBrSLiKcBDmXl/a8OSJI1lLpakzjIPS1L3qnRZSkQ8KyJ+BFwNPCkiLomIzVoamSRpLeZiSeos87Akda+qc258CfgUcD/wP8A3gK+0KihJ0rjMxZLUWeZhSepSVYsbT8nMiwEycyQzlwAbtC4sSdI4zMWS1FnmYUnqUlWLGw9GxKYUEycREbtQ3ONbktQ+5mJJ6izzsCR1qap3S3k/8APgORFxI7AR8PpWBSVJGpe5WJI6yzwsSV2qanFjY+BFwJbAXOC2zHykZVFJksZjLpakzjIPS1KXqlrc+GRmng/8spXBSJImZS6WpM4yD0tSl6pa3LgjIk4HrgUeHF2Ymc4OLUntYy6WpM4yD0tSl5p0QtGI2KR8eA8wAOwIvKz8t6ClkUmSAHOxJHWaeViSut9UIzfOA7bNzAMj4vDMPKkdQUmS1mIulqTOMg9LUpeb6lawAw2P39TKQCRJEzIXS1JnmYclqctNVdwYaXg8MGErSVIrmYslqbPMw5LU5aYqbjQambqJJKnFzMWS1FnmYUnqQlPNubFVRPy6fLxJw+MBYCQzNx/vRRGxDnA6sBmwHvBR4BbgTIo3hJuBxZm5JiKOA/YBVgGHZeZ1EbHFbNtO6yhIUnczF0tSZ5mHJanLTTVyY0semwm68fGC8v+JvBm4JzN3BV4BfA44GTi6XDYA7BcR2wK7ATsAbwA+X75+Vm0r9VyS6sNcLEmdZR6WpC436ciNzLxzhtv9NnB2+XiAoqq8HfDTctkFwF5AAhdn5gjwu4gYjIjhJrQ9Z4ZxS1LXMRdLUmeZhyWp+011WcqMZOb9ABExRJHQjwZOLJMwwEpgQ2ADivuFM2b5wCzbTmr+/PUZHJw7g561z/DwUKdD6IoY2qmf+ttPfYX+6+8oc/HstPK86YVzsu59qHv8YB/qwDw8e1OdI91yDhnH2rolDuieWIxjba2IoyXFDYCIeAZFtfjUzPx6RHyyYfUQcC+wonw8dvmaWbad1PLlD1TqQyctW7ayo/sfHh7qeAzt1E/97ae+Qv362+xEby6euVadN3U7J8dT9z7UPX6wD61kHu4uk50j3XIOGUd3xgHdE4txTD+OmeTi6dwtpbKI2Bi4GPhgZp5eLr4hIhaUjxcClwNXAntHxJyIeCYwJzPvbkJbSep75mJJ6izzsCS1T6tGbnwImA8cExHHlMveB5wSEesCtwJnZ+bqiLgcuJqi0LK4bHs4sGSmbVvUJ0mqG3OxJHWWeViS2mRgZKT/btW9bNnKGXX6oE9c0uxQJnT6kbu3bV/j6ZYhS+3ST/3tp75C/fo7PDw00OkY2mUmubgX8nDdzsnx1L0PdY8f7EMrmYen1i25uFvOIePozjige2IxjunHMZNc3JLLUiRJkiRJktrF4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqtcFWbjwidgBOyMwFEbEFcCYwAtwMLM7MNRFxHLAPsAo4LDOva0bbVvZLkurEXCxJnWUelqTWa9nIjYg4AjgNmFcuOhk4OjN3BQaA/SJiW2A3YAfgDcDnm9G2VX2SpLoxF0tSZ5mHJak9WnlZyh3Aaxuebwf8tHx8AbAHsAtwcWaOZObvgMGIGG5CW0lSwVwsSZ1lHpakNmjZZSmZ+Z2I2Kxh0UBmjpSPVwIbAhsA9zS0GV0+27aTmj9/fQYH506vQ202PDzU6RC6IoZ26qf+9lNfof/628hcPHOtPG964Zysex/qHj/Yh7owD8/OVOdIt5xDxrG2bokDuicW41hbK+Jo6ZwbYzRe8zcE3AusKB+PXT7btpNavvyBiiF3zrJlKzu6/+HhoY7H0E791N9+6ivUr79teMMxF1fUqvOmbufkeOreh7rHD/ahlczD3WWyc6RbziHj6M44oHtiMY7pxzGTXNzOu6XcEBELyscLgcuBK4G9I2JORDwTmJOZdzehrSRpfOZiSeos87AktUA7R24cDiyJiHWBW4GzM3N1RFwOXE1RaFncjLZt65Ek1Y+5WJI6yzwsSS0wMDIyMnWrHrNs2coZdfqgT1zS7FAmdPqRu7dtX+PpliFL7dJP/e2nvkL9+js8PDTQ6RjaZSa5uBfycN3OyfHUvQ91jx/sQyuZh6fWLbm4W84h4+jOOKB7YjGO6ccxk1zczstSJEmSJEmSms7ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSaq1wU4H0AwRMQc4FdgaeBg4ODOXdjYqSeov5mJJ6izzsKR+1isjNxYB8zJzJ+BI4KTOhiNJfWkR5mJJ6qRFmIcl9aleKW7sAlwIkJnXANt3NhxJ6kvmYknqLPOwpL41MDIy0ukYZi0iTgO+k5kXlM9/B2yemas6G5kk9Q9zsSR1lnlYUj/rlZEbK4ChhudzTOKS1HbmYknqLPOwpL7VK8WNK4FXAkTEjsBNnQ1HkvqSuViSOss8LKlv9cTdUoBzgD0j4ipgADiww/FIUj8yF0tSZ5mHJfWtnphzQ5IkSZIk9a9euSxFkiRJkiT1KYsbkiRJkiSp1nplzo2WiYg5wKnA1sDDwMGZubSzUbVGROwAnJCZCyJiC+BMYAS4GVicmWs6GV+zRMQ6wOnAZsB6wEeBW+jB/kbEXGAJEBR9OxR4iB7sa6OIeCpwPbAnsIoe728/qHsurmt+7YV82Ut5sO65LSJ+QXE3D4DfAF8CPkPRl4sz8yOdik1Ta2cernKuTBRPOZHqrM6rKjk7Io4D9in3c1hmXjedtjOMZRvgB8CvytVfyMxvtTKW6bwPdCCO33fgeFR+T2n1OTJBLOu0+5iUsUz5/tSO3xlHbkxtETAvM3cCjgRO6mw4rRERRwCnAfPKRScDR2fmrhQTUu3Xqdha4M3APWXfXgF8jt7t774AmfkS4GjgY/RuX4E/v/l9CXiwXNTT/e0ji6hpLq55fu2FfNkTebDuuS0i5gEDmbmg/Hcg8EXgAGAXYIfyDzd1r0W0IQ9P41yZKJ5ZnVdVcnZEbAvsBuwAvAH4/AzaziSW7YCTG47Nt9oQS6X3gQ7F0YnjUek9pU3nyHixtP2YVHl/atfvjMWNqe0CXAiQmdcA23c2nJa5A3htw/PtgJ+Wjy8A9mh7RK3zbeCY8vEARUWwJ/ubmd8DDimfPgu4lx7ta4MTKT7Y/Hf5vNf72y/qnIvrnF9rny97KA/WPbdtDawfERdHxCUR8VJgvcy8IzNHgIvo/j70u3bl4arnyuPiiYgNJmg7HVVy9i4Uo0JGMvN3wGBEDE+z7Uxj2SciLouIf42IoTbEUvV9oFNxtPV4TOM9peXnyCSxtPscqfL+1JbfGYsbU9sAuK/h+eqI6LnLeTLzO8CjDYsGyjcFgJXAhu2PqjUy8/7MXFn+sp9NUens5f6uiogvA58FvkYP9zUi3g4sy8yLGhb3bH/7TG1zcZ3za6/ky7rnwR7JbQ9QfADem2Lo9BnlslF16EO/a1cernquPC6ectmKcdpWVjFnj9336PLptJ1JLNcB/5CZLwV+DRzX6lim8T7QiTjafjzKWKq8p7TrHBkbS1uPyTTen9pyPCxuTG0FMNTwfE5mrupUMG3UeN3uEEUlsGdExDOAnwBfzcyv0+P9zcy3AVtSXJf3hIZVvdbXg4A9I+JS4IXAV4CnNqzvtf72k17KxbXKN72SL2ueB3sht90O/Fv5TdztFB9cN2pYX4c+9Lt25eGq58rj4hlnWTPOq/Fy3kT7mU7bmTgnM68ffQxs045YKr4PdCKOjhwPqPSe0rZzZEwsF7f5mFR9f2rL8bC4MbUrgVcClBMU3dTZcNrmhohYUD5eCFzewViaKiI2Bi4GPpiZp5eLe7K/EfGWiDiqfPoARQL5eS/2FSAzX5qZu2XmAuBG4K3ABb3a3z7TS7m4NvmmF/JlL+TBHsltB1HOiRARTwfWB/4UEc+JiAGKb+m7vQ/9rl15uOq58rh4MnMF8EiTz6vxct6VwN4RMScinklR6Ll7mm1n4qKIeHH5+OUUEzi2NJZpvA90Io5OHI+q7yktP0cmiOW77Twm03h/asvvTC2G9HbYORTVqKsoru86sMPxtMvhwJKIWBe4lWL4V6/4EDAfOCYiRq/dex9wSg/297vAGRFxGcXsyYdR9K9Xf7bj6eVzuZ/0Ui6u0znZC/myV/Ngnc4jgH8FzoyIKyhmxT+I4oP414C5FN82XtvB+DS1duXhSudKRPxsgngOHdt2lvE87nctM1dHxOXA1RRfFi+eQduZ+HvgsxHxKHAXcEhmrmhxLJXeB9pwTMaL4wPAp9t8PCq9p7TpHBkvlt/T/nNkrI79zgyMjIxM3UqSJEmSJKlLeVmKJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbmjaIuK3EbHZJOs3jIjvNTz/+4j4ZUTcEhGfioiBKbb/kYjYdZox/TAinh4Rb4+IM6fz2tkY29cJ2pwZEW+fxT4ujYgFM319s7T72Eqa3HRzccPyxRFxaYXtHxIRb5xmTKdFxPYRsaDKPpopIn4yxfrjI+L4WWx/Vrm8WTpxbCVpJiLixRFxQvl4bkR8ISJuLv8uOKzD4akHWdxQK8wHXggQEc8GPgC8GPhrYGdgzylevxswdzo7zMxXZuZ/TzvS2ftzXyWpyzwuP0XEXwFHVXz9zsB609lhZh6cmT+fzmuaaEGH9itJGt9fARuXjw8E/gJ4AcXfBYdExLadCky9abDTAai7RcSmwNeAJwJrgPc2rJsD/DPwcmAE+GpmngCcAjw9Is7JzNdExF9l5qMR8RfAhsC9k+zvrcD2wGkR8Rrgs8Afga2A/YFdgLc0xLN/Zt4aEb9lzAfbiDiRopCyGvh+Zn5kgn3OBf4APCczV0bElcC5mXlCRLwBeClwJPCvwKbA04HLgLeO09f3A4eW+zwvMz9Y7mafiHgXRYL/WGb+S0Q8Cfg88HyKYs4JmfmNiFgPOK08Dr8FnjLR8Srj3ww4D7gDeC5wJ/DmzPxjRLwC+EdgHeA3wDsy857yeF1L8YfPrpn5vxNs+y3A0cCKcrv3l8tfDxwOPKH8dzDw38AlwGaZuSYidgOOzMyFk8UvaWpNysXrAV8CjgHeNsX+9gBeDeweEX8A3kjxoXQL4AhgHmNyQGZeVo4oOH7Mtj5Q7m8NcF1mvnOS/d4E/G2Z178GrMjMv4+IHYFjy5i+QJE3NwYSeC0w+s3gtZm5Q0QcQJG7RoCfAe8od/HiiLgK2AQ4IzOPL98DPkXxHjIXODMzP12OMjwJeBVFfpsLXDrFcVsG/ADYDlgJvCkzfxsRLwI+DawP3A28MzN/Ux6vP7/HZeaNE2x3r/L1DwG3NSzfDfhYud35FD+bCyny/eaZuaJ8jzg/M7eaLHZJahQRgzw+394G/Fdmnli2ORv4OnAdxXvUfOAmii8qn0/xGfRJEfFh4N+BqzNzDfCniPg18AzgF+3sl3qbIzc0lb8DfpCZ21N8aNqlYd2hFElptAL7NxGxD8WH7v/OzNcAlIWNdwC/pigi3DjRzjLzK8DPKT4o31Qu/o/MjPL1i4AFmfl84HvAu8bbTkQ8C1iYmVtTfPv43IiYN8E+V1P8Ub5bWXDYjCIpAyyk+KC6D3BjZu5EUUDYCdi2sa8R8eIynheXx2S7iNiu3M48YIdyOx8rlx0NXJ+Z21EUUD4cEZsD7ynjel65/edMdLwaPB/45/LD663A8RExDHwC2DsztwEuovwDoHRBZsYkhY2nA58sY9sJGCqXz6H42b+qPL6fAP4hM5dSfKBeUG7ibcCZFWKXNLVZ52Lg48DpFL+nk8rMHwPnAsdm5kXl4nvKvHQ+4+SA8bZTfjg+iqJYux2wJiI2mWTX51MUaSj7M9rP0Vy8M/BImYu3oCisvDIz31vGvUO5/U8De5U5cS5F7oXiA/rLylj+ISKGKAsfmbktxfHbr7w08m+AbSgKD68v9zeVpwCXZuYLgG8Cp0TEuhQF6wPKfZwELGl4zX+UufjG8TZYFqW+DLyufL94sGH1eyjeL7elOEeOzcyV5XF8XdnmrcBXKsQuSY3Gy7f/CbwBoMyfO1Pkm88A3ypz39nAJpl5L0VR+tzM/FhmXpOZvyxfuzNFvr2svV1Sr7O4oan8GPg/EfF1im+6PtewbneKb7hWZ+YDFBXbl4+zDTJzCcW3fncx5lu9Cq4tt7ECOAB4Q0R8HNgXeNIEr/kv4MFyFMb7gaMz86FJ9jH6gfqlwL8BW0XEOsCuwCWZ+Q3gR+X1gZ8t+zJ23y+lGK1xX2auysw9MvP6ct33M3ME+CWPjcTYAzg0Im6kSO5PpPgQvQA4q+zzr4CrJol71O2ZeWn5+MsUP5sdgGcCPyn38W6Kwsyoa6fY5s7AVZn5P5m5iuK4UFbcXwPsHRH/CLydx47F6cBbImJ9iuP5vQqxS5rarHJxROwJPDMzz5hFDKO5eLIcsJYyd1xFMXriOODzmflfk+zjfODl5eUzvwRWR8RTKYsbmXkZcGpELKb4MP3ccfa9E3BlZv5nGcNbMvN75boLMvPhzLybYgTFRhS5+NVlnryWYoTeX1Pk4u9m5qOZuQz44ZRHqBhZMVpIGM3FW1IUqc8t93ECsHnDa6bKxX9NUaS6tWG7o94MPD8ijqEYSbNWLi4fHwB8tULskvRnE+Tbu4F5EbEFxfvADzLzYYqR0l8tX3cOk4/S3g34DsXItuUt7YT6jsUNTSozr6S4Xu4iistCzmtYPfb8GWDMpU4R8YyIeEm5rVUU32S9YJphPDi6LeBq4MnABRSjAsadnLTc1w4Uw6//Arg6IracZB8XUnyb9zLgJxSjS/4OuDkzH4qI91AMW15GUdy4ZZx9P9r4JIoJTp9cPl1VxjXS0GQuxeUjL8zMFwI7lnGMsPaxXTVJ3OO1mVM+nwtc0bD9F/HYN3mw9rd/4xk3jnJ0y8+AZ1MUZU7hsWPxbYo3uNcBPyzf8CTN0mxzMcVlJVuVf1yfBmwfEd+aZhijuXiyHDCeRcDfl20uLD/YTuQqisvl9qC4BOSnFPlk3cz8XUS8mqJ48wBwRrn/qXLxcDmSDdbOlSPla+cCR4zJxWcws1y8piHPN+biXzdsfzvWHnkzo1xcupzi28/rKUYFjh6Ly4BNIuK1wG+yM3NSSaqxSfLtv1G8D+1fPobicuwp/64sc9JZwBsz80ctCFt9zuKGJhURnwTekplfpvjmv3Hin0uAt5WzH68PvImiMLCKxz5Ybwh8LSKeXF6//Drgiil22/j6Ri8Clmbmpym+6VrIBBOPRsQ2FB+KL8vM/0NRjIiJdlh+K/cgxWiQK8q+HUMxDBqKP9i/lJlfo/ig+cJy342xXg4sjIgnlUOxv0ExFHsil1B84Cci/hL4D4qRFj8GDoiIOeXlNTtPso2GLscLy8cHUhR/rgV2aijqHENRoKnqCmDHiNikvBRl/3L5lhTXzv9T2Yc//xzKb40vKNedOY19SZrEbHNxZh6Umc8r/7g+GPh5Zu7P5CbKxRPmgHHiHqa4VO6mzDwWuJhJCtzlZYLXUlxSc2m5/Q/z2KiJPYCzyhEod1GMmBvd9+oy9/4M2CEinlYu/zSw3yT9vAR4R0SsUxZurqAojv8YeH1ErBcR84FXTLKNUetHxL7l49FcfBuwUTx2F7CDKK5Rr+o/gKdGxNbl8zcCRMRGFD+LYzPzh8BePJaLRyhGeJyCuVjSzEyUb79G8ZnwuRSffQF+RDFKjIhYSPFFJDS8j5RzD30B2LNhtLHUVBY3NJXPUly/fSNwDuUf46UvUVx793+BGyiuqTsH+B/gdxHxk8y8meI676vKdg9QXG88mQuBL5bX4zW6GJgTEbcA11BMtvns8TaQmTdQjPK4OSJ+Uba9YIr9/hC4NzPvp/iw+3SKIdJQTNZ3XLmtU8v+PHtMX39BMVT86rKvl5XXrU/kI8ATIuLmcn9HZOYd5fZXUPxBsAS4eYq4oZiQ7iMR8UvgqcBHM/Muig/RZ5WT9G1LMWy5ksz8H4rruX9MMVHUinLV/6UY2XIbxSRQ9wPPanjpNykmAZxqqLWk6maVi2e4zx8DH4qI141ZPlUO+LOycPwl4GcRcT3FZHNnTrHf84EnZuZtFEXqjXms0LwEeGNE3AB8l+K9YPR94PtlbH8E3gdcVObXBym+dZzIF4FfURy7n1NMNHppZn6fosByM8X8I7dMEfeo10fEfwB7A4eVI9heD5xULn8bxcjASjLzUYqCxlfL96D1y+V/pBiF88vyeDyVorjyxPKl3yzbfq/qviSpwbj5NjN/T3F5ytkNI9UOo3iPuoGi8HFvufw6ii/KPkEx19wg8JWIuLH89+q29UZ9YWBkZGTqVpK6VhQz4V+amZt1OJTRO898DPjfzDy50/FIUjtFxEhmTnaJTrviGJ34+f8bnWxVklolIt4L/Dgzb4ni9q5LygmQpbbyVrDqiPKbxPnjrPpiZn6xRfvcn2LW/scph2p3rYh4DsXkS+M5eBbbfQLFSJPxHJuZ505zkz+nqOZbiZdqIIrbrY53i9Bzy8tIWrHPXSlGooznld08P8RUOXOW227m++J3KS5z3Hs2MUlSRb8CvhERaygmVn7HFO2llnDkhiRJkiRJqjXn3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJFUWETtExKXjLN83In4WEVdHxDs6EJok9Q1zsSQ9nsUNSVIlEXEEcBowb8zydYBPA3sBuwGHRMTG7Y9QknqfuViSxmdxQ5JU1R3Aa8dZ/jxgaWYuz8xHgCuAl7Y1MknqH+ZiSRrHYKcD6IRly1aOzOR18+evz/LlDzQ7nJaqW8x1ixeMuV3qFvNM4x0eHhpoQThNkZnfiYjNxlm1AXBfw/OVwIZTbW9kZGRkYKBruyupf3V1YmpmLjYPS+pi005OfVncmKnBwbmdDmHa6hZz3eIFY26XusVct3hnaQUw1PB8CLh3qhcNDAywbNnKVsXUVYaHh+xrD7KvvWl4eGjqRt1p2rnYPNyb+qmv0F/97be+TpfFDUnSbN0KPDciNgLupxgGfWJnQ5KkvmMultTXLG5IkmYkIg4AnpSZ/xIRHwAuopjL6fTM/K/ORidJ/cFcLEkFixuSpMoy87fAjuXjrzcsPw84r0NhSVJfMRdL0uN5txRJkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1dpgpwOok30P/37b9nX6kbu3bV+SJEmSJNWZIzckSZIkSVKtWdyQJEmSJEm11rLLUiJiLrAECGAEOBR4CDizfH4zsDgz10TEccA+wCrgsMy8LiK2mG3bVvVNkiRJkiR1j1aO3NgXIDNfAhwNfAw4GTg6M3cFBoD9ImJbYDdgB+ANwOfL18+qbQv7JUmSJEmSukjLihuZ+T3gkPLps4B7ge2An5bLLgD2AHYBLs7Mkcz8HTAYEcNNaCtJkiRJkvpAS++WkpmrIuLLwGuA1wF7ZuZIuXolsCGwAXBPw8tGlw/Msu2E5s9fn8HBuTPuVzsMDw915bbaoW7xgjG3S91irlu8kiRJUl21/Fawmfm2iPggcC3whIZVQxSjOVaUj8cuXzPLthNavvyByvF3yrJlK5uyneHhoaZtqx3qFi8Yc7vULeaZxmtBRJIkSZq+ll2WEhFviYijyqcPUBQgfh4RC8plC4HLgSuBvSNiTkQ8E5iTmXcDN8yyrSRJkiRJ6gOtHLnxXeCMiLgMWAc4DLgVWBIR65aPz87M1RFxOXA1RbFlcfn6w2fTtoX9kiRJkiRJXaRlxY3M/BPwt+Os2m2ctscDx49Zdvts20qSJEmSpN7XylvBSpIkSZIktZzFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1dpgpwOQJHW/iJgDnApsDTwMHJyZSxvWHw4cAKwB/ikzz+lIoJLUw8zFkjQxR25IkqpYBMzLzJ2AI4GTRldExJOB9wE7AXsB/9z+8CSpLyzCXCxJ47K4IUmqYhfgQoDMvAbYvmHdn4A7gSeW/9a0PTpJ6g/mYkmagJelSJKq2AC4r+H56ogYzMxV5fPfA7cAc4GPV93o8PBQ8yLscva1N9lXtVnTc3E//Vzta+/qp/72U1+ny+KGJKmKFUDju+mchg/TC4G/BJ5dPr8oIq7MzOum2uiyZSubG2WXGh4esq89yL72pi7/w6Hpubiffq72tTf1U3/7ra/T5WUpkqQqrgReCRAROwI3NaxbDjwIPJyZDwH3Ak9uc3yS1A/MxZI0AUduSJKqOAfYMyKuAgaAAyPiA8DSzDw3IvYAromINcAVwI86GKsk9SpzsSRNoCXFjYhYBzgd2AxYD/goxTWAPwB+VTb7QmZ+KyKOA/YBVgGHZeZ1EbEFcCYwAtwMLM7MNdNp24p+SVK/KvPqoWMW39aw/jjguLYGJUl9xlwsSRNr1WUpbwbuycxdgVcAnwO2A07OzAXlv29FxLbAbsAOwBuAz5evPxk4unz9ALDfdNq2qE+SJEmSJKkLteqylG8DZ5ePByhGWmwHRETsRzF64zCK21ldnJkjwO8iYjAihsu2Py1ffwHFvbpzGm3PaVG/JEmSJElSl2lJcSMz7weIiCGKIsfRFJennJaZ10fEhymGzN0L3NPw0pXAhsBAWcRoXLbBNNpOav789RkcnDuzzrVJM2fq7vJZvx+nbvGCMbdL3WKuW7ySJElSXbVsQtGIeAbFCIpTM/PrEfHkzLy3XH0O8Fng+6x9O6shioLHmnGWjb311WRtJ7V8+QOV+9EpzbrFT91uF1S3eMGY26VuMc80XgsikiRJ0vS1ZM6NiNgYuBj4YGaeXi6+KCJeXD5+OXA9xe2s9o6IORHxTIp7dd8N3BARC8q2C4HLp9lWkiRJkiT1iVaN3PgQMB84JiKOKZd9APh0RDwK3AUckpkrIuJy4GqKQsvisu3hwJKIWBe4FTg7M1dXbduiPkmSJEmSpC7Uqjk33ge8b5xVLxmn7fHA8WOW3U5xZ5QZt5UkSZIkSf2hVbeClSRJkiRJaguLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRaG2zFRiNiHeB0YDNgPeCjwC3AmcAIcDOwODPXRMRxwD7AKuCwzLwuIraYbdtW9EuSJEmSJHWfVo3ceDNwT2buCrwC+BxwMnB0uWwA2C8itgV2A3YA3gB8vnz9rNq2qE+SJEmSJKkLtaq48W3gmPLxAMVIi+2An5bLLgD2AHYBLs7Mkcz8HTAYEcNNaCtJkiRJkvpESy5Lycz7ASJiCDgbOBo4MTNHyiYrgQ2BDYB7Gl46unxglm0nNX/++gwOzp1Bz9pneHioK7fVDnWLF4y5XeoWc93ilSRJkuqqJcUNgIh4BnAOcGpmfj0iPtmwegi4F1hRPh67fM0s205q+fIHKvWhk5YtW9mU7QwPDzVtW+1Qt3jBmNulbjHPNF4LIpIkSdL0tWpC0Y2Bi4F3Z+a/l4tviIgFmXkpsBD4CbAU+GREnAhsCszJzLsjYrZtJUlNFBFzgFOBrYGHgYMzc2nD+oXAcRSXIl5PMbnzyHjbkiTNjLlYkibWqjk3PgTMB46JiEsj4lKKS1M+EhFXA+sCZ2fm9cDlwNXAd4DF5esPn03bFvVJkvrZImBeZu4EHAmcNLqivATxU8CrMnMH4LfAUzoQoyT1ukWYiyVpXK2ac+N9wPvGWbXbOG2PB44fs+z22baVJDXVLsCFAJl5TURs37BuZ+Am4KSI2Bw4LTOXdSBGSep15mJJmkDL5tyQJPWUDYD7Gp6vjojBzFxF8c3gy4AXAvcDl0fE1WXxeVL9NMeIfe1N9lVt1vRc3E8/V/vau/qpv/3U1+myuCFJqmLspM5zyg/TUNzJ6meZeRdARFxG8eF6yuJGnSaJnY26TYg7G/a1N/VbX7tY03NxP/1c7Wtv6qf+9ltfp6vSnBsR8cOIeH1ErDPtPUiSesGVwCsBImJHiqHPo34BPD8inhIRg8COwC3tD1GSep65WJImUHXkxieAtwGfiojzgTMz82etC0uS1GXOAfaMiKsoZuE/MCI+ACzNzHMj4ijgorLtWZl5c6cClaQeZi6WpAlUKm5k5mXAZRHxBOB1wHciYgVwGvCFzHy4hTFKkjosM9cAh45ZfFvD+m8C32xrUJLUZ8zFkjSxyreCjYgFwOeAf6KYpfm9wMbAuS2JTJIkSZIkqYJKIzci4k7g18AZwLsz88Fy+aXAz1sWnSRJkiRJ0hSqjtzYHdg/M78CEBFbQDE0LjO3bVVwkiRJkiRJU6la3NiH4lIUgKcC50XEIa0JSZIkSZIkqbqqxY1DgF0BMvNOYDvgPa0KSpIkSZIkqaqqxY11gMY7ojwCjDQ/HEmSJEmSpOmpNKEo8D3gkog4q3z+WrxLiiRJkiRJ6gKVRm5k5geBU4AANgdOycyjWxmYJEmSJElSFVUvSwG4FTiLYhTHHyPipS2JSJIkSZIkaRoqXZYSEZ8H9gXuaFg8QnGLWEmSJEmSpI6pOufGXkBk5oOtDEaSJEmSJGm6ql6W8mtgoJWBSJIkSZIkzUTVkRt/BG6JiKuAh0YXZuZBLYlKkiRJkiSpoqrFjQvLf5IkSZIkSV2lUnEjM78cEZsBWwEXAc/IzN+0MjBJkiRJkqQqKs25ERH7A+cBnwE2Aq6OiDe3MjBJkiRJkqQqqk4o+kFgZ2BlZv4vsA1wVMuikiRJkiRJqqhqcWN1Zq4cfZKZfwDWtCYkSZIkSZKk6qpOKPrLiHg3sE5EvBB4F3Bjq4KSJEmSJEmqqurIjcXAJsCDwOnACooChyRJkiRJUkdVvVvKnyjm2HCeDUmSJEmS1FUqFTciYg0wMmbxHzJz0+aHJEmSJEmSVF3VkRt/vnwlItYBFgE7tSgmSZIkSZKkyqrOufFnmfloZn4b2L0F8UiSJEmSJE1L1ctS3trwdADYCnikJRFJkiRJkiRNQ9Vbwb6s4fEIcDewf/PDkSRJkiRJmp6qc24c2OpAJEmSJEmSZqLqZSm/4fF3S4HiEpWRzNx8gtftAJyQmQsiYhvgB8CvytVfyMxvRcRxwD7AKuCwzLwuIrYAziz3eTOwODPXTKdtlX5JkiRJkqT6q3pZyteBh4ElwKPAm4AXAR+e6AURcQTwFuBP5aLtgJMz86SGNtsCuwE7AM8AvlNu92Tg6My8NCK+COwXEXdWbQucU7FfkiRJkiSp5qoWN/bOzO0bnn8mIq7PzDsnec0dwGuBr5bPtwMiIvajGL1xGLALcHFmjgC/i4jBiBgu2/60fN0FwF5ATqOtxQ1JkiRJkvpE1eLGQETskZk/BoiIVwErJntBZn4nIjZrWHQdcFpmXh8RHwaOA+4F7mlosxLYEBgoixiNyzaYRttJzZ+/PoODc6dq1lHDw0Ndua12qFu8YMztUreY6xavJEmSVFdVixuHAF+JiKdRzG1xG/C2ae7rnMy8d/Qx8Fng+0Djp/8hioLHmnGWrZhG20ktX/7ANMLujGXLVjZlO8PDQ03bVjvULV4w5napW8wzjdeCiCRJkjR9c6o0yszrM3MrIIDNMnOXzLxjmvu6KCJeXD5+OXA9cCWwd0TMiYhnAnMy827ghohYULZdCFw+zbaSJEmSJKlPVL1byrOA04DNgF0j4lzgoMz87TT29ffAZyPiUeAu4JDMXBERlwNXUxRaFpdtDweWRMS6wK3A2Zm5umrbacQkSZIkSZJqruplKV8CPgWcAPwP8A3gK8BLJ3tRWfzYsXz8C+Al47Q5Hjh+zLLbKe6MMuO2kiRJkiSpP1S6LAV4SmZeDJCZI5m5hGKCT0mSJEmSpI6qWtx4MCI2pZhMlIjYBXi4ZVFJkiRJkiRVVPWylPcDPwCeExE3AhsBr29VUJIkSZIkSVVVLW5sDLwI2BKYC9yWmY+0LCpJkiRJkqSKqhY3PpmZ5wO/bGUwkiRJkiRJ01W1uHFHRJwOXAs8OLowM7/SkqgkSZIkSZIqmnRC0YjYpHx4DzBAcVvXl5X/FrQ0MkmSJEmSpAqmGrlxHrBtZh4YEYdn5kntCEqSJEmSJKmqqYobAw2P3wRY3JCkPhQRc4BTga0pbgV+cGYuHafN+cD3M/OL7Y9SknqbuViSJjbpZSnASMPjgQlbSZJ63SJgXmbuBBzJ+MXujwLz2xmUJPWZRZiLJWlcUxU3Go1M3USS1KN2AS4EyMxrgO0bV0bE64A1o20kSS1hLpakCUx1WcpWEfHr8vEmDY8HgJHM3Lx1oUmSusgGwH0Nz1dHxGBmroqI5wMHAK8Djp3ORoeHh5oYYnezr73JvqrNmp6L++nnal97Vz/1t5/6Ol1TFTe2bEsUkqRutwJofDedk5mrysdvBTYBLgE2Ax6JiN9m5pTfHC5btrLZcXal4eEh+9qD7Gtv6vI/HJqei/vp52pfe1M/9bff+jpdkxY3MvPOGUcjSeolVwL7AmdFxI7ATaMrMvOI0ccRcTxwV5XChiRp2szFkjSBqUZuSJIEcA6wZ0RcRXFp4oER8QFgaWae29nQJKlvmIslaQIWNyRJU8rMNcChYxbfNk6749sSkCT1IXOxJE1sOndLkSRJkiRJ6joWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbU22MqNR8QOwAmZuSAitgDOBEaAm4HFmbkmIo4D9gFWAYdl5nXNaNvKfkmSJEmSpO7RspEbEXEEcBowr1x0MnB0Zu4KDAD7RcS2wG7ADsAbgM83o22r+iRJkiRJkrpPKy9LuQN4bcPz7YCflo8vAPYAdgEuzsyRzPwdMBgRw01oK0mSJEmS+kTLihuZ+R3g0YZFA5k5Uj5eCWwIbADc19BmdPls20qSJEmSpD7R0jk3xmicB2MIuBdYUT4eu3y2bSc1f/76DA7OrRh2ZwwPD03dqAPbaoe6xQvG3C51i7lu8UqSJEl11c7ixg0RsSAzLwUWAj8BlgKfjIgTgU2BOZl5d0TMtu2kli9/oAXda65ly1Y2ZTvDw0NN21Y71C1eMOZ2qVvMM43XgogkSZI0fe0sbhwOLImIdYFbgbMzc3VEXA5cTXGJzOJmtG1bjyRJkiRJUse1tLiRmb8Fdiwf305xt5OxbY4Hjh+zbNZtJUmSJElSf2jl3VIkSZIkSZJazuKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSao1ixuSJEmSJKnWLG5IkiRJkqRas7ghSZIkSZJqzeKGJEmSJEmqNYsbkiRJkiSp1ixuSJIkSZKkWrO4IUmSJEmSas3ihiRJkiRJqjWLG5IkSZIkqdYsbkiSJEmSpFob7HQAkqTuFxFzgFOBrYGHgYMzc2nD+vcDbyif/jAzP9L+KCWpt5mLJWlijtyQJFWxCJiXmTsBRwInja6IiM2BNwE7AzsCe0XECzoRpCT1uEWYiyVpXBY3JElV7AJcCJCZ1wDbN6z7PfCKzFydmSPAOsBD7Q9RknqeuViSJuBlKZKkKjYA7mt4vjoiBjNzVWY+CtwdEQPAp4AbMvP2jkQpSb3NXCxJE7C4IUmqYgUw1PB8TmauGn0SEfOA04GVwLuqbnR4eGjqRj3CvvYm+6o2a3ou7qefq33tXf3U337q63RZ3JAkVXElsC9wVkTsCNw0uqL8lvD7wCWZecJ0Nrps2cqmBtmthoeH7GsPsq+9qcv/cGh6Lu6nn6t97U391N9+6+t0WdyQJFVxDrBnRFwFDAAHRsQHgKXAXGA3YL2IWFi2Pyozr+5MqJLUs8zFkjQBixtSjRz0iUvatq/Tj9y9bftql3Yev/NO2q9t+2qHzFwDHDpm8W0Nj+e1MRxJ6kvmYkmamMUNtY1/mEuSJEmSWsFbwUqSJEmSpFqzuCFJkiRJkmrN4oYkSZIkSaq1ts+5ERG/oLhHN8BvgC8BnwFWARdn5kciYg5wKrA18DBwcGYuLW95ValtWzslSZIkSZI6pq3FjYiYBwxk5oKGZTcCfwP8Gjg/IrYBng3My8ydyoLGScB+wBen0VaSJEmSJPWBdo/c2BpYPyIuLvd9PLBeZt4BEBEXAXsAfwlcCJCZ10TE9hGxQdW27e2SJEmSJEnqpHYXNx4ATgROA54LXADc27B+JbA5sAFwX8Py1eWyFVXaRsRgZq6aKIj589dncHDuzHvRBsPDQ125rbpod5978Rh3Y5+6MabJ1C1eSZIkqa7aXdy4HViamSPA7RFxH7BRw/ohimLH+uXjUXMoChtDVdpOVtgAWL78gRmG3z7Llq1synaGh4eatq06aWefe/UYd1uf6nicZxKvBRFJkiRp+tp9t5SDKObEICKeTlGY+FNEPCciBoC9gcuBK4FXlu12BG7KzBXAI1XatrdLkiRJkiSpk9o9cuNfgTMj4gpghKLYsQb4GjCX4g4o10bEz4A9I+IqYAA4sHz9odNoK0mSJEmS+kBbixuZ+QhwwDirdhzTbg1FIWPs66+p2laSJEmSJPWHdl+WIkmSJEmS1FQWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTVmsUNSZIkSZJUaxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKtWdyQJEmSJEm1ZnFDkiRJkiTV2mCnA2iGiJgDnApsDTwMHJyZSzsblST1jqnybES8A3gnsAr4aGb+oCOBSlIPMxdL0sR6ZeTGImBeZu4EHAmc1NlwJKnnLGKCPBsRTwPeC7wE2Bv4eESs14kgJanHLcJcLEnj6pXixi7AhQCZeQ2wfWfDkaSeM1mefTFwZWY+nJn3AUuBF7Q/REnqeeZiSZpAT1yWAmwA3NfwfHVEDGbmqvEaDw8PDcxkJ+edtN9MXtZxw8NDnQ4BqO/xq6Jdx7iXj2EVsz3O7T5+3fK71yST5dmx61YCG1bY5kCPHaNJ2dfeZF/VZs3OxebhHtVPfYX+6m8/9XW6emXkxgqg8ac8Z6LChiRpRibLs2PXDQH3tikuSeon5mJJmkCvFDeuBF4JEBE7Ajd1NhxJ6jmT5dnrgF0jYl5EbAg8D7i5/SFKUs8zF0vSBAZGRkY6HcOsNcwc/QJgADgwM2/rbFSS1DvGy7MUH7CXZua55Qz9h1AUzf8pM7/TsWAlqUeZiyVpYj1R3JAkSZIkSf2rVy5LkSRJkiRJfcrihiRJkiRJqrVeuRVs00XEDsAJmblgzPJ9gWOBVcDpmbmkA+GNa5KY3w8cDCwrF70zM7PN4a0lItYBTgc2A9YDPpqZ5zas76rjXCHebjzGc4ElQAAjwKGZeXPD+q46xlAp5q47zgAR8VTgemDPxvl+uvEYt1vD9eFbAw8DB2fm0ob17wDeSXGMPpqZP+hIoE1Qoa/vB95QPv1hZn6k/VE2x1R9bWhzPvD9zPxi+6Nsngo/24XAcRRzIFwPLM7MWl73W6GvhwMHAGso5nQ4pyOBNkkdP+/NhLnYXEzNc7F5uHfzMDQvFztyYxwRcQRwGjBvzPJ1gE8DewG7AYdExMbtj/DxJoq5tB3w1sxcUP7r+B+DwJuBezJzV+AVwOdGV3TpcZ4w3lI3HuN9ATLzJcDRwMdGV3TpMYZJYi513XEuj+WXgAfHWd6Nx7jdFgHzMnMn4EjgpNEVEfE04L3AS4C9gY9HxHqdCLJJFjFxXzcH3gTsDOwI7BURL+hEkE2yiAn62uCjwPx2BtVCi5j4ZzsEfAp4VWbuAPwWeEoHYmyWRUzc1ycD7wN2osht/9z+8Jqnjp/3ZmER5mJzcb0twjzcc3kYmpuLLW6M7w7gteMsfx7FbNTLM/MR4ArgpW2NbGITxQzFH4RHRcQVEXFUG2OazLeBY8rHAxTVuFHdeJwnixe68Bhn5vcoZkwHeBZr3+u+G4/xVDFDFx5n4ETgi8B/j1nelce4A3YBLgTIzGuA7RvWvRi4MjMfzsz7gKUUdwCoq8n6+nvgFZm5uvwmaR3gofaH2DST9ZWIeB3FN0oXtj+0lpisvztT3I7zpIi4HPifzFz2+E3UxmR9/RNwJ/DE8t+atkfXXHX8vDdT5uKCubi+zMOFXsvD0MRcbHFjHOVtsx4dZ9UGwH0Nz1cCG7YlqClMEjPAN4FDgd2BXSLiVW0LbAKZeX9mriwrrWdTfEs/quuO8xTxQhceY4DMXBURXwY+C3ytYVXXHeNRk8QMXXacI+LtwLLMvGic1V17jNts7HFYHRGDE6yr+zGasK+Z+Whm3h0RAxFxInBDZt7ekSibY8K+RsTzKYbLHtuJwFpksvP4KcDLgA8CC4HDImLLNsfXTJP1FYo/Dm8BfgGc0s7Amq2On/dmwVyMubjmzMOP6Zk8DM3NxRY3pmcFMNTwfIjHf7PcVSJiAPjnzLy7rHidD2zT4bAAiIhnAD8BvpqZX29Y1ZXHeaJ4u/kYA2Tm24AtgSUR8cRycVce41Hjxdylx/kgYM+IuBR4IfCVcngvdPkxbqOxx2FOZq6aYF3dj9FkfSUi5lEU7IaAd7U5tmabrK9vBTYBLgHeDnwgIl7R3vCabrL+3gP8LDPvysz7gcso8kFdTdbXhcBfAs8GngksiogXtzm+dui13ATmYnNx/XOxebjQL3kYZpCbnFB0em4FnhsRGwH3UwyLObGzIU1pA+DmiHgexTCm3Skmxuyo8nqpi4F3Z+a/j1nddcd5ini79Ri/Bdg0Mz8OPEAxbG106FrXHWOYMuauO86Z+eehcWWB49DMvKtc1JXHuAOupJhL5ayI2JFi2Oio64CPlR8016MYfnjz4zdRGxP2tSzOfR+4JDNP6FB8zTRhXzPziNHHEXE8cFdm1n1I9GTn8S+A50fEUyg+dO1IMTFyXU3W1+UU8ws9nJkjEXEv8OS2R9h6vZi/zcWYi2uei83DhX7JwzCDXGxxo4KIOAB4Umb+S0R8ALiIYtTL6Zn5X52NbnxjYv4QxYiDh4F/z8wfdjY6AD5EMbnRMRExOpfFEuCJXXqcp4q3G4/xd4EzIuIyimtKDwNeExHdfC5PFXM3Hue11DFftNg5FKNbrqKYr+bA8rgszcxzI+IU4HKKY/ThzKzztc8T9hWYSzEZ1npRzOgOcFRmXt2ZUGdt0p9rZ0NrianO46MoftcBzsqGuzzV0FR93QO4JiLWUFz//KMOxtpUPZ6/zcXm4rozD/dBHobZ5eKBkZFa3iFHkiRJkiQJcM4NSZIkSZJUcxY3JEmSJElSrVnckCRJkiRJtWZxQ5IkSZIk1ZrFDUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbU22OkApFaJiEHgC8DzgY2BBF4LvAN4D3AvcBtwR2YeHxGvAP4RWAf4DfCOzLxnku0/HziT4vfocmBhZm4REWcCfwFsARwBLAM+A8wD7gbemZlLI+JS4PjMvDQiNgMuzczNytevAf4a2BD4/zPzq805KpIkSZLUexy5oV62M/BIZu5EUWh4AkWxYTGwHbAr8FyAiBgGPgHsnZnbABcBJ0yx/S8Dx2bmC4Ffs3ax8J7MfF65nW8C787MrYEvAt+oEPumZfy7AydGxNMqvEaSJEmS+pLFDfWszLwMODUiFlOMnHhuueoHmbkiMx/isULDDsAzgZ9ExI3AuxvaP05EbARslpk/LBedPqbJteX/WwLLM/NnZUzfBraIiA2nCP+MzHw0M/8TuBLYZYr2kiRJktS3vCxFPSsiXk1xmclngDOAp1BcivLkcZrPBa7IzFeXr50HDE2y+dXAwCTrHyz/H6+AOFDub6RhG+uMabOq4fGcMc8lSZIkSQ0cuaFetgdwVmaeAdwFvLRc/sqI2CAi1gX+hqLIcC2wU0RsWbY5BvjURBvOzPuApRGxsFx0QLmdxzUF/iIiXgQQEX8L3JmZf6SYf2Orst2iMa/724gYiIhnUYwqubxinyVJkiSp71jcUC9bArwxIm4AvgtcAwwDpwBXUxQMVgIPZuZdwEHAWRFxE7AtcPgU238bcGxE/IKiAPHg2AaZ+TCwP/C5iLiZ4nKX/cvVnwTeVb7+CWNeuj7wc+B84JDJJjaVJEmSpH43MDIy3pfNUm8qR2bsk5mfLp9/HzgtM8+bwbaOBZZk5h8i4rXAmzLzb5oQ45kUd045c7bbkiRJkqR+4Jwb6jd3Ai8qR1GMUNzN5AcTNY6Ir/HYpSONzqW4Q8qPIuJRYDnwd80PV5IkSZI0FUduSJIkSZKkWnPODUmSJEmSVGsWNyRJkiRJUq1Z3JAkSZIkSbVmcUOSJEmSJNWaxQ1JkiRJklRrFjckSZIkSVKt/T968nF4pa26WgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x3600 with 27 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histograms of all features.\n",
    "cols = train.columns\n",
    "fig, axes = plt.subplots(9, 3, figsize=(18, 50))\n",
    "for i in range(len(cols)):\n",
    "    train[cols[i]].plot(kind=\"hist\", bins=10, ax= axes[i//3, i%3])\n",
    "    axes[i//3][i%3].set_xlabel(cols[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "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>tier</th>\n",
       "      <th>gender</th>\n",
       "      <th>following_rate</th>\n",
       "      <th>followers_avg_age</th>\n",
       "      <th>following_avg_age</th>\n",
       "      <th>max_repetitive_punc</th>\n",
       "      <th>num_of_hashtags_per_action</th>\n",
       "      <th>emoji_count_per_action</th>\n",
       "      <th>punctuations_per_action</th>\n",
       "      <th>number_of_words_per_action</th>\n",
       "      <th>...</th>\n",
       "      <th>content_views</th>\n",
       "      <th>num_of_comments</th>\n",
       "      <th>weekends_trails_watched_per_day</th>\n",
       "      <th>weekdays_trails_watched_per_day</th>\n",
       "      <th>slot1_trails_watched_per_day</th>\n",
       "      <th>slot2_trails_watched_per_day</th>\n",
       "      <th>slot3_trails_watched_per_day</th>\n",
       "      <th>slot4_trails_watched_per_day</th>\n",
       "      <th>avgt2</th>\n",
       "      <th>age_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "      <td>488877.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.975382</td>\n",
       "      <td>1.213037</td>\n",
       "      <td>0.082233</td>\n",
       "      <td>0.347520</td>\n",
       "      <td>0.403049</td>\n",
       "      <td>0.739748</td>\n",
       "      <td>0.000277</td>\n",
       "      <td>0.000981</td>\n",
       "      <td>0.012805</td>\n",
       "      <td>0.179148</td>\n",
       "      <td>...</td>\n",
       "      <td>0.391013</td>\n",
       "      <td>0.002009</td>\n",
       "      <td>0.074353</td>\n",
       "      <td>0.066927</td>\n",
       "      <td>0.032855</td>\n",
       "      <td>0.141705</td>\n",
       "      <td>0.150401</td>\n",
       "      <td>0.158382</td>\n",
       "      <td>164.765782</td>\n",
       "      <td>1.741643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.430707</td>\n",
       "      <td>0.409454</td>\n",
       "      <td>2.467781</td>\n",
       "      <td>0.816334</td>\n",
       "      <td>0.925291</td>\n",
       "      <td>3.075954</td>\n",
       "      <td>0.012221</td>\n",
       "      <td>0.020381</td>\n",
       "      <td>0.159553</td>\n",
       "      <td>0.647588</td>\n",
       "      <td>...</td>\n",
       "      <td>0.905303</td>\n",
       "      <td>0.030561</td>\n",
       "      <td>0.211094</td>\n",
       "      <td>0.174791</td>\n",
       "      <td>0.193962</td>\n",
       "      <td>0.402612</td>\n",
       "      <td>0.451999</td>\n",
       "      <td>0.502065</td>\n",
       "      <td>981.988886</td>\n",
       "      <td>1.088559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000887</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040650</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003968</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011834</td>\n",
       "      <td>0.014563</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.008621</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.150183</td>\n",
       "      <td>...</td>\n",
       "      <td>0.364486</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.059016</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117188</td>\n",
       "      <td>0.118644</td>\n",
       "      <td>0.122396</td>\n",
       "      <td>178.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>895.304000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>624.000000</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>27.333333</td>\n",
       "      <td>262.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>75.662281</td>\n",
       "      <td>8.196850</td>\n",
       "      <td>17.201754</td>\n",
       "      <td>18.756140</td>\n",
       "      <td>19.612903</td>\n",
       "      <td>27.905983</td>\n",
       "      <td>45.083333</td>\n",
       "      <td>55.153846</td>\n",
       "      <td>39304.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                tier         gender  following_rate  followers_avg_age  \\\n",
       "count  488877.000000  488877.000000   488877.000000      488877.000000   \n",
       "mean        1.975382       1.213037        0.082233           0.347520   \n",
       "std         0.430707       0.409454        2.467781           0.816334   \n",
       "min         1.000000       1.000000        0.000000           0.000000   \n",
       "25%         2.000000       1.000000        0.000000           0.000000   \n",
       "50%         2.000000       1.000000        0.000000           0.000000   \n",
       "75%         2.000000       1.000000        0.008621           0.000000   \n",
       "max         3.000000       2.000000      895.304000           4.000000   \n",
       "\n",
       "       following_avg_age  max_repetitive_punc  num_of_hashtags_per_action  \\\n",
       "count      488877.000000        488877.000000               488877.000000   \n",
       "mean            0.403049             0.739748                    0.000277   \n",
       "std             0.925291             3.075954                    0.012221   \n",
       "min             0.000000             0.000000                    0.000000   \n",
       "25%             0.000000             0.000000                    0.000000   \n",
       "50%             0.000000             0.000000                    0.000000   \n",
       "75%             0.000000             0.000000                    0.000000   \n",
       "max             4.000000           624.000000                    2.333333   \n",
       "\n",
       "       emoji_count_per_action  punctuations_per_action  \\\n",
       "count           488877.000000            488877.000000   \n",
       "mean                 0.000981                 0.012805   \n",
       "std                  0.020381                 0.159553   \n",
       "min                  0.000000                 0.000000   \n",
       "25%                  0.000000                 0.000000   \n",
       "50%                  0.000000                 0.000000   \n",
       "75%                  0.000000                 0.000000   \n",
       "max                  3.000000                27.333333   \n",
       "\n",
       "       number_of_words_per_action  ...  content_views  num_of_comments  \\\n",
       "count               488877.000000  ...  488877.000000    488877.000000   \n",
       "mean                     0.179148  ...       0.391013         0.002009   \n",
       "std                      0.647588  ...       0.905303         0.030561   \n",
       "min                      0.000000  ...       0.000887         0.000000   \n",
       "25%                      0.000000  ...       0.040650         0.000000   \n",
       "50%                      0.000000  ...       0.124031         0.000000   \n",
       "75%                      0.150183  ...       0.364486         0.000000   \n",
       "max                    262.666667  ...      75.662281         8.196850   \n",
       "\n",
       "       weekends_trails_watched_per_day  weekdays_trails_watched_per_day  \\\n",
       "count                    488877.000000                    488877.000000   \n",
       "mean                          0.074353                         0.066927   \n",
       "std                           0.211094                         0.174791   \n",
       "min                           0.000000                         0.000000   \n",
       "25%                           0.000000                         0.002265   \n",
       "50%                           0.003968                         0.015873   \n",
       "75%                           0.060000                         0.059016   \n",
       "max                          17.201754                        18.756140   \n",
       "\n",
       "       slot1_trails_watched_per_day  slot2_trails_watched_per_day  \\\n",
       "count                 488877.000000                 488877.000000   \n",
       "mean                       0.032855                      0.141705   \n",
       "std                        0.193962                      0.402612   \n",
       "min                        0.000000                      0.000000   \n",
       "25%                        0.000000                      0.000000   \n",
       "50%                        0.000000                      0.011834   \n",
       "75%                        0.000000                      0.117188   \n",
       "max                       19.612903                     27.905983   \n",
       "\n",
       "       slot3_trails_watched_per_day  slot4_trails_watched_per_day  \\\n",
       "count                 488877.000000                 488877.000000   \n",
       "mean                       0.150401                      0.158382   \n",
       "std                        0.451999                      0.502065   \n",
       "min                        0.000000                      0.000000   \n",
       "25%                        0.000000                      0.000000   \n",
       "50%                        0.014563                      0.015873   \n",
       "75%                        0.118644                      0.122396   \n",
       "max                       45.083333                     55.153846   \n",
       "\n",
       "               avgt2      age_group  \n",
       "count  488877.000000  488877.000000  \n",
       "mean      164.765782       1.741643  \n",
       "std       981.988886       1.088559  \n",
       "min         0.000000       1.000000  \n",
       "25%         0.000000       1.000000  \n",
       "50%         0.000000       1.000000  \n",
       "75%       178.666667       2.000000  \n",
       "max     39304.000000       4.000000  \n",
       "\n",
       "[8 rows x 25 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  }
 ],
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