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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt \n",
    "import numpy as np \n",
    "import os \n",
    "import pandas as pd \n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from data_loader import adult\n",
    "import sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_loader() -> np.ndarray:\n",
    "        scaler = StandardScaler()\n",
    "        X = fetch_california_housing().data\n",
    "        np.random.shuffle(X)\n",
    "        return scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame(data_loader())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Correlation matrix\n",
    "def plotCorrelationMatrix(df, graphWidth):\n",
    "    # filename = df.dataframeName\n",
    "    # df = df.dropna('columns') # drop columns with NaN\n",
    "    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n",
    "    if df.shape[1] < 2:\n",
    "        print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n",
    "        return\n",
    "    corr = df.corr()\n",
    "    plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n",
    "    corrMat = plt.matshow(corr, fignum = 1)\n",
    "    plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n",
    "    plt.yticks(range(len(corr.columns)), corr.columns)\n",
    "    plt.gca().xaxis.tick_bottom()\n",
    "    plt.colorbar(corrMat)\n",
    "    # plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "sns.set(rc = {'figure.figsize':(9,8)})\n",
    "sns.heatmap(dataset.corr())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame(adult())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MwzBMLHM894ddr+ayaNEiLFq0CH379sWTTz4ZTH2Rm5uL9evXB+v98MMP2LZtG8aPHy+dv2XLFgwdOhRnnHEGhg0bhs6dO+Phhx9GtLDV/FFTU4OysjJ0794dmqbB6/WipKTEUK9Jn4ow25BUeptEv0kmjx//d5FUNuhPd0jHno7h9w6Nu92CtHJb4tRCtrulzJ50q55I3DqFRII046Ol7W7DHi8J5xQVbmmWTGo6EbZ1aUimg/QTkGSYqTwyCS8UtojjUj1Smf9oG+nYXRGq6+kgjyGOZC90CmGNkiQzAB9Z4YF4YUyJ8n30x8njdwlZVmlIpruSZDQVFMr1RDKhZAyilDXdCveTOUvMCEmJN9QnSWUOEt7b5qB8fLRLaMyuoyT0k0pFK8w3Og3pFdZHYpk8Z42/kKXPvT+1RVioGU7M+mlmTVCZKVTb/hFs6xs+jiozl6ofWmbBPGMYrsJkRHfqDSZSh6JMNQiTMHmlhUB1b0xCjsX5/zmrZffr1w9ffPGF4e9Lly411KupqTHUu/rqq4OaFXZg60PF5s2b4fP5UFtbi8bGRvh8Przyyivo3bs38vLyzBtgGIZhmBjBf0rEPloWtj7v5eXlISsrC++88w4KCgowYsQILF68mB8oGIZhGKYVYnvqc13XMXr0aNTW1iIQCKCxsRFXXXWVVIemPmefCoZhGCa20FpVjg67sP2h4uKLL0ZiYiKeffZZPPLII9i6dauhTlM+FaL9XbSf0fTlhjTCwiH1ofhu+gLpWEypbrBtk3bTvg2Np7K/nBpalfaY2uIDxGbuF03OJDTVEHpmCI8UjYzE94GmJxZDdD1yvClNvy3OobNWXVeUPvcRSW+Hh8iii+cWEFs7me+jWaFJpX4oDR3lCd935eLg+34vkV0wcmnuI+L1yNcWkG+rPA9UjjqR+qyEjuU+gIC8ZOEQ/Ghon3GV8rm+ipCzhkbXEpmz6v6yh5F47/wJVK6cLqbQW3pt1JfAUR86tyZH7jMuX/b7oPdV6pKGPYvLx8zXQVGuDKc2Q/ycWAlNteCrYfBBsNCupZBSOiTFGC35sJi1qxoDlSi3oLmkq/xomJjB1oeKuro6rF69GsXFxXC73ZgxYwb69u1rZ5cMwzAMYwv+n7OHaDOxdYa+/fbbYDKxs846C+eccw569OhhqMdZShmGYRim5WPrTsWePXuwf/9+zJs3D06nE5qmob6+Hrt27UL//v2D9Vimm2EYholldAABy6mkf37Y+lBx6aWXwuFwoL6+Hk6nE8888wz+8Ic/oLi4WHqoaJIw986bKhvhqN1eNJNTHQrRhwIA9tz0YtgySmM7URM7fErvY4MK3w7VFpAMhWYy1zSuXxEnb0h1LdQNJIbXjzh2LHRpomkREFcQsdOrUpZTGz9tV0x3b9DKICnKxXvn6+wl7RJfCL+gPZFAfEDovVG0Y7DbC8XedmR+qf+CcEx1KWgqcV3xCaX2aFelXFn0uVClRQfIx4362JB5Edui98JwXxX6DEp7uomPgqbyB7Ag+a7CUvRgJJIyFqT7DaikMhS+XqbQuirfDVVdet8sDEFZmX0qYhZbzR8ZGRkYPXo03n//fQDAwoULEQgEMGDAADu7ZRiGYZio49cdtr1aC7ZfycKFCzF37lz07t0bhYWFWLp0Kbp16ybVYZluhmEYhmn52B5SumvXLlRVVaGyshKpqamor6831GnKp0IX9jc1cR+Mbs1agIZyidvmoikEAHq/cbt0nFAR6vdoF3W7tu3MWUmqSbfcReijJNkmFc0h/jTZnOCocpG6TZ8HEElskC14k8dZSbKZbNWr5Ie1uvDjo3WVpijFeADAT81L4hjaN0pl7gQ57DLwQyjsUqfmDgvZZY2DJKeKZiNDhkpq0gg/BkMYo0Ly3UnMIeIYrHwuzMIuT9g0EYlJ3Ir0tpUsqhaGYMjQa0Xa3DAQxSCsZFK1kg3XUvgp+Yx5I7l50cFKjo6fK7bOkK7rmDhxIhYsWIDGxka88cYbmDZtWpN65AzDMAwTu2gI6Pa9Wgu2P3ZpmoY333wTZ5xxBjp06ID09HTEx9PMWQzDMAzDtHRsNX9omoZVq1bhsssuQ0pKCs4991ysW7cObrcsMcgy3QzDMEwsczz1OaNG03XdNhcAn8+HYcOGobGxEW63G7quo7S0FLt27UJGRkbY81ypqch+9JHgsWjDtSJxG4k9L3/CQuk45/WQj0UkjrpKe7UVOyagTht8KjCbXzG9ttm9sXBtYmioIcS4haMMnSQoJZCtpPy2Ek5IiSC1OMNIWFhL3meeQ3Fxsa3DSe2cgNmbzrWt/bkX7bL9Gk4Gtn4Df/rpp/juu++wdu1abN++HQsWLEBdXR2+/vprO7tlGIZhmKgT0B22vVoLtl6J1+uFrutwOI5106VLF3g8HjQ2NpqcyTAMwzBMSyPih4o777wTPXr0gKZp2LZtW/Dve/bswaOPPgoAGDp0KPr164fRo0cDABqIzwTrVDAMwzCxjh+aba/WQsSOmtdeey3uv/9+nHuubGuaNm0a8vLy8OSTT+LXv/41CgsLceutt+Ljjz+GyyV3S3Uq4tqlIuFQ6HlHTIPtPkxSQ7chktnivSGGezF9OSBLb4s6FACQE5B1KvbeEPKxGDpHTqmeeFg2OnvaC6mhe0pF8JPYaykWW7O2sBwKbQGDHVx4fHQ0hpflBmQpdHc5me8koktwVNC0SGy+AV08r6l2A21DY3DUyWOg+hJpO0Ll5WcS2WsqI50UapemdXeSZ9nGTqEJ1uLkdvVGuV1NOKZzRv2APF2EdmnsPXnMd1WG/kDlvyk0rl9sjN5zpdQ89VuivhqiNoJLrVMRoDLvUsPhi8y+Y8XxmvnnaArZaJXd3kyvQ6khEommxQneC4pOtVToGpAKwxcZG25+VbPU5tK6ox8FMl5Rdp59dWKXiB8qzjvvPMPfysrKsHXrVnzwwQdwuVz47rvv0KVLF9xxxx147bXXMHDgwEi7ZRiGYZiThg60Kt8Hu7Blhvbv348uXbrA5XKhtLQUmqYhOzsbc+bMwS9/+Uvk5ORI9Q3mj0Y2fzAMwzBMSyPinYo777wT69evR2FhIX744QcMGTIEwLHdih49eqCwsBDdu3fHgQMHkJKSgr/+9a+GNgwy3WkpqMsJyUM7heyLns6y5DHN7Kk1CNkt28p7b5X94+Rzhf1MKr1NH0hFk8fXv10glfV9Rc5wKp4bINvDDjJ8BES7RAQS5DQjoSIjpL+NWldcNAtQswTdjvWmCeaEOjJphsyeobYau8jy304i/+0+GDqmZhW6pV7ZP9SPs5Zsv5MtYHGM/gzZYThQLa8PV4UwJtXWN2S5am8KlScn5wrrzuFR77E3dgrNk6tcHh9dow5FVkq6Dg1b+eIypNLhZL7Fbei4KnkQjenyIMQtd0NWXYUZgG7rB8g3lWpbXbmTb7bNL84DuW/KkF6zMFwtzPumEM+1ktmVDqme3EfVT0hFFliAmpVJXUWYP82yq5QAoPdclSH5FLkgtCbfB7uIeKfi2muvxZYtW+B0hr4cs7Ky0NDQgE2bNqF79+548803kZqaihdffBGpqamRdskwDMMwTAxii09Fx44dcfbZZ2PTpk0AgI0bNyIzM9Ng9mAYhmGYloHGPhXNIOIZmjZtGjIzM+H3+5GXlxd8cFi0aBEWLVqEkpISLF++HMuXLw/bhsGnwsM6FgzDMAzT0oh4pyI+Pj4YIvriiy9i/Pjx8Hg8eOCBB1BeXg5N09CuXTskJiaGbaMpnwq4QgY00b4n+kwAMPohiHZ8YsM1+B2IYWkmUsRi2Cj1odh9s5w2nZZLfVJ7pMG4rahLL1XwF6ChiQabqHitjdTXgdQVbZlkXhTDbSKsjhpqw7xHZGGAUvp1apeV08zAnySsqxp5+cd3rZOOffmhFOXUkhpQpCin1+IgviVi+KnhntJ2VbZ4w8kKnwU636Qp8T6bRTzqwmfOYOOn6ap9J/a7RZXeHlDLl6vWvpnvgOi7YTbdUr9mUuaKuip5dcM80PlWpS+3CzOJfdGngqwHGiaqujdKP5VTEVKqA37eqTDFFp8KAJg6dSp++OEHdO3aFRdccAFyc3Mj7YphGIZhmBgm4oeK8847D5mZmdLfEhISMGbMGGj/FXM6/fTTUVBQEGlXDMMwDHNK0AEEoNn2ai1E/FBx2mmnweVywe/3Y8qUKUGfiszMTMTFxaGwsBA33XQTysvLw7bBPhUMwzAM0/KJ2KdiwYIF6NWrF3r06IElS5Zg/PjxAIBvv/0WqampmDNnDl5++WW43e6wbRh8KlJT4agKxeSLdjm9jWxUdFbLZhfRvuegZfQRSjg2M9GJ0tu0HZWPRe83ZLlvg++GOGBitFX6L8AoVy01S69VtEETzQI9UR6Uszy0LHyp8nw7jsoNi6nGaUy6cVDCeVVUeEA+9Ir6GGZx8cKQfFQjgsyRqzK0JgIJ8jx4C9vK54rrg9qRqe+AOL9JssCBL1EeQ5w4v0Rm3iHLd0jzRDU3qP4FLZfuh5mMtOiKRHRBqF6DU1gDjSlEB6TK5DMnFZJD4VTqO2D2WVCiUgq3oAOh+kxZ0Z5QpqhH88sMYzCUmXjHWPDHUPmwqDBIbdOPvUJ7QqcaRNRn6BTAPhXm2GL+AIDU1FQ888wzWLduHe666y6DzwXDMAzDMK2LiHcqwjFv3jw88cQTSEhIwBNPPIF33nlHWXfevHnBY85SyjAMw8QaASvbND9TNF2nG7vWOO2007Br1y74/X4kJyejY8eO2LRpE7KystCrVy94vV7s378fbdq0QV1dnXmDOGb+yHrskdAfxHA3s3AmASt1zXAI4alU8lhF/oSF0jE1h0SEavtSJYFsNi+KLIlWsCL1a4zZVDVMjq1kgBSr0nBCYg5RZnW00K6ldRet+0bOjWpooup6OHtkq8CKicY2LHyWvc88h+LiYluH065TIn6z4TLb2n95zL9tv4aTQcTmjwULFqCgoABOpxNLlizB3r17kZmZCV3X8eGHHyIzMxMjRoyA1+tVOmsyDMMwTKyiQ4MfDtterQVbfCoqKytRXFyM3NxcvPDCC6ipqUFycjLS0tIi7Y5hGIZhmBjFFpnuqqoqjBw5Etu3b8dtt92GkpISzJo1K6hbQTGElLJPBcMwDBNjBHTNtldrwRaZ7m+//RZlZWXo3r07NE2D1+tFSUlJ2DaaCimVpGoF+17Sj/JzUG021e8V3hLp6kBbua4qJDNAsqT7hRBCs5TIYpgU9aGgPhZ9VoTCUWkIlblesiIcVRF+ZRaKGFcdmmMaXkjTEYvX6iQps2m4pDwGItdLw1wVwUIG3wJhTDT9Oh2v2A8Nj6WfBilslIa7UflhQT7eGEanuK/kPgUSyBoVQnapJL1hjgwS2aG2DWuW2syFckPoqj+83L0hws6CHdyAFV8Nlbyz2blilypJbyt+PrGIKgSWHlNpedV3nFmad7HZKPq1tSJ9qFaNLTLdmzdvhs/nQ21tLSorK+Hz+fDKK6/gxRdfVLTEMAzDMLFLAA7bXq0FW3wq8vLykJWVhXfeeQcFBQUYMWIEFi9ejLy88Im2GIZhGIZp2dgm063rOkaPHo34+Hh89tlnePrpp8O2wT4VDMMwTKzj1zXbXq0F22S6L774YiQmJuLZZ5/FI488gq1bt4Ztw+BTkZIKZ31okn2CZDP1dTAg2PCcJIWIX1ZhVhr4NJ3ar8V04PKzmCF9uR4+6F/0oQCAPRNDJqGc1yPQsDBblAq9AwNWbMdCv6r01KQqHCTu3U/9GeJDjUl+BYAl2zBF9DUxSGXQtOnxYmp56n9B1ocFG7+Uht4g2y4fivOk03tMx5AgT6qU2l01ZwDRqTCbRHGApIjqGSi0MlTy66bfsXqY9020q2zGig+Iqm4E/guq8ask6Wm5UkbcrF/qM6SaQ7pmVfookcyvCtZDiVkifqg477zzDH+rq6vD6tWrUVxcDLfbjRkzZqBv376RdsUwDMMwpwQdrKjZHGyR6RaTiW3cuBFHjhxBjx49wtanMt06mz8YhmGYGCPACcVMsUWm+3e/+x1uuukmxMXFwel0QtM01NfX4/vvv0f//v1N23SlpKLHw48Gj/2CfLKrRn5S9NOwRXGbn4TC+YkMMw2bkpoxhBA27zyzdgzb3QJ7b5DDTXNWmphDrGypimYKskWtk7BLMTTUT5LLqrJzOmgIr8JE4CAhpYbQTyGs0SCXrchuaRY6CdV46RiEa6UhuoZ5ENaaaUipeB6VCieP+eK9MAu7DcSTcNR6xRegYr3Qfihi+KyhrirzqJkJRrWeFRks6efcwImaNCIJj40ShtBfE3OZhBWTDMGSxD7Fyjyplqjqs0z6OBky3Umd2uDWd//XtvbfvPITlukGmpbpvvTSS+FwOFBfX4/6+no89thjSElJaRUTxjAMw/w88UOz7dVasCWkNCMjA6NHj8b7778PAFi4cCECgQAGDBgQaXcMwzAMw8Qotsh0A8ceJObOnYvevXujsLAQS5cuRbdu3Zpsg4aU6o3sU8EwDMPEEvZJdLcmB1BbZLoBYNeuXaiqqkJlZSVSU1NRX18ftg1DSGn7VPiSxFip0Ft3lfwcVN8mvN3eKF3dnCuyjsFv4gTDpqgPxd7r1WnTlcvQYJNWxXnJBETbpWn8qdCshUdUlXw2ADhEXwJiV1b5M1DZa8P4hWIqi27wDxDaMvvMi/4Mmk89Eaoppf4uVDJbhI6fSpRL/gwmoYmSLxKVUCf3SpQLN7Sr8AFQhUOaYZh/sR8aCkylzkXfEgt+BYFEhWQ66de2VOFUut/Mf0QcQwf5x5l+ML7Z56o+y4E2JHTZI1+8pWtXrAH6Xe/JED5jpyIVO9MsbJHp1nUdEydOxIIFC9DY2Ig33ngD06ZNQ01NTaTdMQzDMMwpIaA7bHu1FmzRqQAATdPw5ptv4owzzkCHDh2Qnp6O+PjmPykzDMMwDNOysEWmW9M03HvvvXj66afxz3/+E0OHDsWjjz4Kt9vdZBsGmW4P+1QwDMMwsYMOIADNtldrwRaZ7kOHDuHRRx/FX/7yF9xyyy1YvHgxfv3rX+Oaa65BRkaGoY2mfCrCxYs7I3nesBKTbqVZK3HZFvwtzNKmK3UsVP2YjFdyv7Cis2sm3yt1YnKsOpXalU/w3hnSw9Mb6bRwraJPglm7YrlJOnPxVIO+CH1GVzj3GG6j4l4Z+lF0Y/CpUNxXS3ZwM6VwUWPEcC0RCEpI4yW+JYplZ+k7wAIG/yHi76LSF0ltVycdVx4iO8UKfwaD/4tw7xx18iI16pqc4AeS9OkgaRbsmmMmutgSUvruu+9C0zTccsstAICpU6ciEAhg9erVkXbHMAzDMKcETihmji3eISNHjoTX68Xrr78OAFi0aBECgYDkzCnC5g+GYRiGMWfPnj0YNWoU+vbti+HDh+O7774z1Nm0aRMSExMxZMiQ4EuMwFy2bBn69OmD3r17Y8qUKfB6vVEbX8QPFZMnT0ZiYiL8fj9uvPFGtGnTBpqm4eGHH0Zubi6cTifuuOMOuFwuHDlypMk2Zs6cieLi4uDLkcAOnQzDMEwMocdG9Me0adMwdepU7N69Gw888AAmTZrUZL1+/fph27ZtwVdiYiIAYN++fXjkkUewefNm7N27FwcPHsTixYujMUMAouBT8ec//xnXXHMN8vLy8Pe//x1btmxBbm4uNm3ahJ9++gnZ2dl46KGHkJGRgfnz5+Pee+9FXJxJ/nJNhy7EmjtqQjscLo8614DKnGdqnxSh9j1Fvg+qJeBoEG3mdBCqbS4yPlKq0rEwpE1XpXWndnAq5SBcq0Y1Imhjki9Bs4dg0Fig90I8pnVpjgsp70YDsYPT8StSlBvWR6NQ2SQfhpQanc4D+ZRJIzSs3/C6KwZfEjpn9HoU6e5VNnNTNxpVmnSyCCT/ErN2xTFRe79Cq0QjY6A2f0u5KMSmyBiUuhq0THGtyrwaBEcjuVFKjRO5oSPFqXJbFvy5VDl06OckapBmG9tTXyThfeuxFliirKwMW7duxQcffAAAuOaaazB9+nTs3bs3KDxpxpo1a3DllVeic+fOAIDbb78dc+bMwa9//euojDHinYqEhASMGTMGmnbsLo8YMQIFBQUoLS3F6tWrcfvtt+P3v/89fvWrXyE7OxuffPJJxINmGIZhmJONnYqatbW1khuAmLn7OPv370eXLl2CgpOapiE7OxtFRUWGuvn5+Rg2bBiGDx+OBQsWBP9eVFSE7t27B4979OjR5PknSsQ7FdOmTcM//vEPHDhwAJdccgmOHj2K2267Dffffz+OHj2Kc889FyNHjsSyZcswderUJgdPU58HPI2GOgzDMAzTWklKSopa0s1hw4ahuLg4mMhzzJgxyMjIwHXXXReV9lVE/FAxf/58HDx4EDt37kRNTQ2cTidyc3PRtWtXrFy5Ek6nE6+99hquueaasG0YQkpTU6EdFfNZh95626rD9aQtSkP+cgvbdgr5YRoap3lV+/zkWLX3aXFLTzR5GNKmq8whZuGcopS1lTHR6VacazA9kUNRxptut9ItYUtpmRV9anSrWdwvVm3VA0BA3N9WmyVUsXGGcFQLUtaGFOsneB+pLDfdVpfuHTVjWRm/yhxiIuktXQ/9SNHxKz6fho+jtMVuErp8glYA03uhMMEox2A1slNhblKawOgyo/f8BKGfc111AafA/HFcp+JUkpWVhdLSUvh8PrhcLui6jqKiImRnZ0v12rVrF3yfmZmJ66+/Hps3b8Z1112H7Oxs5OfnB8sLCgoM50dCVKI/pk6diilTpqBbt2747W9/i9/85jdIT0+Hy+XCK6+8ElTdjPbgGYZhGObnQseOHTFs2DCsWLECALB27VpkZmYa/ClKS0sRCBx7UqypqcHbb7+NoUOHAjjmh7F+/XocOHAAuq5j4cKFmDBhQtTGGBWfil27duGNN97Ahg0b8Mtf/hIFBQUAgAkTJuDdd98FcCwMpqSkBOeff36kXTIMwzDMSSY2spQuWrQIixYtQt++ffHkk09i+fLlAIDc3FysX78ewLGHjdNPPx1nnHEGRowYgYsvvhi33norAKBXr16YPXs2zjnnHOTk5KBDhw6YNm1a1GYpYvPH3r17cc899yAuLg5du3aFz+dDSkoKAMDj8WDu3Lmor6/HF198gT/+8Y9NRn4YfCoaWKeCYRiGYSj9+vXDF198Yfj70qVLg++nT5+O6dOnh21jypQpmDJlii3j03TdiqOBEY/Hg48++giXXXYZnnjiCSxZsgRZWVn49NNPsX79eowZMwYXXXQRzjnnHLz22mvBXQwVrtRUZD/6SPBY9GcIpMoiHc4j8kOKKtyX2mVFu30ktmxliBgN1VLYd2nopKkNV/KTkAupj0WfFXnCGORm/PHyuXE1oUn0kdTyNGW5aG93euR2vSnhwwsNUtBWZLpV6tlutT1dkiBXhFVaRWqL+pbQfhTSymLKd0qAPI/T+2gYk/CTwRD5qbpWCyGlBn+XhvB+KQoVcQM0FNgQ3inOoRUfBdPPVNN9AOp08co+KWb+OVbaVYRZGj5jkexLK3xYlKeZhc+q5kl1reRavE8/FzUnx3C06ZiE//n7RNva/2zc27Zfw8kgaiGlzz77LNatW4eXXnopGOFx5ZVXBkNf+vXrh5KSEvh8CsEHhmEYhmFaLFFx1Jw3bx5WrlyJDRs24KWXXsLYsWMNdd5++22MGTMm+JBBz5dkutn8wTAMw8QYseBTEetE1aeiY8eOCAQCGDBgAIBjsbI7duwI7k60b98ehw4dQocOHaQ2mgopZRiGYRimZRHxQ0VmZib+8Y9/4LvvvsOqVatw3XXX4Z133gEAfPTRR3j//fcxa9YszJ8/HxMnTkR6enqz2pXliYWChqaTkoVOFN7SNNLULquS6aaoUkOrbKJm9keprgWjs6Ed+VzRhwIA9kx8Mfi+30tyGT1X1vpo/pAMfikGnZDQ2wCVrqbaH4KvhiF+XTFNZvdU9LlwNBJJbzom0VJn5YeEWWp5wc8jkKAWIhDHZOrzQSZGFybGcN8MOhtCPyb+RNJnk95zC2nHDb4mFvyYlBooKiV/s3kQ/UUU6e2jioXrtm0MVvq1oNdh9pWm1BuhsvniWjsF8xALOhUtAVtDSj/44APMmjULGzduRJs2bSLtimEYhmGYGCbinYri4mLcc8896NWrFy688EIUFRXB7XYDAG688UYkJiaib9++8Pv96NGjByoqKgy7FRxSyjAMw8Q6rcn3wS4ifqjIyMjA2LFjsXPnThw8eBCBQAAbNmwAgGCO9o8++ggXX3wxGhsbkZycbGijSZ8KYQ9F3Om6YMj30rmfbB0oNyaaP2j4o0e2hwQShX1HuhVLtsbFrXJ/m4CyrhgmSENINRL8Im4HBqhlR2E+AMh2sUk4mWjy+OG2F6WyPq/I5pCEw6GOaBijj6wYh9CPu0ou8yfIg5LCPamktL/5c6jc+qRJHckWqvtIaJK9vevlU0sSpGNxDg1b83T4iYKpoascWxs4ILfrbxtqmIa8UpOMTzCP0JBjV628YOjacghz6kuUz6X9iGNyVcvt0s+ROA4aQkozyMrjU38hq6TwVaYS06yqTkUZRWEGiigkU8Qs5NiC+TGgMI8ZstoqMuAaTA+K0GxT85gUckzKSF2xLXpt9LMRtflnbMU2me7jVFVV4cEHH8SYMWPg8XiwY8eOaHTJMAzDMCcVjv4wxzafCq/Xi71792L69OmYNWsWdF1HbW0tevXqFY1xMwzDMAwTY9gm0+31ejF48GB4PB6sWbMGXq8XI0aMQPv27Q1tsE8FwzAME+u0ph0Fu4haSCmV6a6urobD4cCrr76KG2+8EZMmTcKQIUOabMPgU9E+VQq1cxwNbah8+ZOc5ZTamTXxplObKLHjSzZHk3A9yV5pCH0ix4Kvhu4jfhxuhVHX4nqVBNbpufTOCvNCfSj23Cz7WPRbHir3u0kzZG9LlO32dCR1nXSiEB6FnLmhHVUz1DeDlPsThL8cipfr0tBVh4WU2cK8OJ3ywqOhiaIvBO2T+rCI8+LwkJTvhvnVwpYb/ANouJ7XIZQpm7WW6lpR1TB+ycZv4n+halex/2o2Z1KEYwT7uCoJeIMEOQ3DFdewiTuRyr+Bft+Z+p6IQ2oI789gSVKf+saQlAAQP+f0O8BHxyA6zDV/DNGEHyrMsU2m+6uvvkJjYyPuvvtu9OjRA2vWrMFjjz2Ghx9+OBrjZhiGYRgmxoh4pwIIyXRv3LgRd955J8aOHYvLL78co0aNwoEDBxAXFwdN03DjjTfiD3/4Q5Pns/mDYRiGiVVY/Kp5RLxTcdynYseOHejYsSNef/11fPjhhwCAV155BRMmTEBDQwMOHjyIp59+usk2Zs6cieLi4uDLER/fZD2GYRiGYWIXW2W633zzTWzfvh3ffvst3G434uPjUV5ebi7VrQMaTaH8X+I+TJEvIDt87DW1KRpivkUdAmKLpym+vamhys5adRy/szw0rYEEuSyumjolCG+JvZHqVhjiuBUy0gZ9DKEfUYcCkH0oAOCHW0M+FgP/fIdU1pgq9+MUNpXa5ctl5cPC+7BQbQ+DbViclwR64fKhaP/1E9lrel99GaF84e6fZAcGbyrxhRB9I6jmSaODHIf6cW9NksqOdg0vckHvkzdNFptw1IUWgWGNEk0IB/F1EOeNzjf9OeEUUq4bdFjoWhLt5NSniYxBPNeQ5p3qjwiYSXhLpm2DzwepK2lPkPEpXCxM03YrMEiqi74x9F5QvwmF9oQVvwiDfxH9PlSMgerGKOXXLaR5d9RTv5/wp/qS5Yt3Cr51p8S1oZWFftpFxA8VYkjpxo0bkZ+fjwULFsDn8+Gpp57Cpk2b4Ha7sXbtWnTu3LnZuT8YhmEYhmlZ2CbTfejQIZSWluK8885DdXU14uLiwjppsk8FwzAME+vwToU5tsl0x//XL0LTNPTt2xf19fV44IEH0LNnT4wbN05qwxhSmgI9MbT15RBkg5OvLJXOrdpL4xiFtyR8TGW28Kd5pTJHpTw17vLQub4kqpUrH/oEU4kYDgsY5ZKl8RgyJhLTDg1/Ey6HrnVqvpEyhJKwRRo2Kpo8dv56gVSWs/J2uR93qOPa7PBb3xSanZOGS4pnmm0XixfvOkrkp4lJyX0gdPGNXeV77ionEyNmP6W3jdxz0XQVGCHrlWv7iDS9MF56n1xH5HXnTxbCk+l6JnPmkC8H0MR+oKzrF8KgnfXq0FVxzCoTBiCHUJtJb4fNTAxr292GuqpwSIWZwkwiWzkmRRbYgIl5Saxret1iPyoTEaDOLmqSIVSFMVw5fF1q4lVJtzvqI3b5Y04Btsl0p6WlISkpCZ999hm2bduGxx9/HO3atUNVVZV5gwzDMAwTY7BMtzm2pj6//vrr8d577wEAFi5cCIfDgcGDB0faJcMwDMMwMYhtMt0AMG7cOFx33XWYOXMmGhoacNlll+Hss882tGH0qWiMdFgMwzAMEzV0sE9Fc9B0XW++8awJPB4PPvroI4NM96effoohQ4bgsccewzfffIOvvvoKn3/+OTZt2oSBAwcq23SlpiLrsUeCx+J9jC+XN1caU8Pr1KqklI/9QaysKAOUtstIQs9OFprKfmqQFBbj3+TKe69fKB33fiPkY2EIC6WhckrJZnKq2K1Ju1KRmV05XB8wSqirwiENCB05fGGLDP2qygxdmMln09TXYj+qtU/aNruPkuS0md1e6kNtTxfn2DRNuuDXYUiRTe32DSf2gTSsSRMpf+lcmhJAvB6Fv0UkGFLUu4nvhke+IOX1WAhdtet6xDBngEjsE7zPPIfi4uLodByG+A7JGLVqqm3t77l5le3XcDKwTaYbOOakWVFRgeXLl+Paa6+F2+1GWlpaxINmGIZhmJONrmu2vVoLtsl0A8Dy5ctxySWXoLy8HFOmTMGiRYvQuXPnJs/nkFKGYRiGadlE1aeiY8eOCAQCGDBgAADgvvvuQ319PTIyMpCWloZ77rkHZ511lsH8YQgpTU2NdFgMwzAME1U494c5tsl0Hzp0CBs3bsSGDRtw0UUXYffu3RgyZAg+/vhjU58KaEBAsAeKGgaOM0hI6lFZZEGvDh0HaFx/nWztCSjkcClOQf/Am6auLGkuUP8Lg2JzeP8FU1TVFdtpDjJ8qpUgSm+LOhSA7EMBAPkTQj4Wff8iy30b0ryLWekT5YlwEj0PyZ+Bam4obP4GOz0516GSjaa2d8lPQp2DWmwroWeNVOb5UdapkKSiqR4AkZH2C1LFdP0aZdsVEsikstEPSNSeoJ8TYqsX2nVQu3dyeA0GMz8Jqdzku1ulgaL0oYiS1DYAeQ1QvyTFtQbcao2WZvdJ+qV9OhqILo8FY7cqdTvFkqaIBf8LqmnBtAxsCykNBI6tFofjWBdpaWnw+Xyorq6OtEuGYRiGOemwToU5tsl0d+rUCZ06dUJubi6Sk5NRXV2NQCAQVNoUYZ8KhmEYhmn5RMX8cfHFF+PAgQM4ePAgfD4f3n77bQDA4sWLccstt+Cnn35C27ZtceaZZ8LlMnZJfSriUlIRfyhUzytsqTYQyWOamVF3hN/G9SVRbWVha9Yko59fkNem29DGrXCEhYZJieYQamowbFeqTCk07I+ENYpb7m5iQfIQpXMx2yiV3vYmyxcrmjx2T3pRKuv1V9lUIm6Tuo/IW7M0XEwlda4KBdVJZkMHlWYX7qtpOKdojiJby0a5YaHqDjmTbqA92R8W2yX3lJpg4oR5MmwHk/H7OhCp+erQQjSE2pK1JZqFDKG1dHtbaMvXTi6Mq5bnWzStmYW1imM026pXhcsaTIyKPlVjMg0VF8+1IOlNTX2G8VsI/1aZDwzfadTUJhbT7xaVucNkLSlDvi2YSmh2YinT7imyjLSmKA27iIpM9+rVq3HzzTejW7duWLBgAfLyjv2j+eMf/4jnnnsOHo8HixYtwvbt2zFo0KBodMkwDMMwTIwRlYeKl156CStXrsSGDRvg8/mgaRrKysrw5ZdfYuLEiQCAI0eOwOfzITs7OxpdMgzDMMxJhX0qzImaT4XD4UBaWho0TUOvXr2wf/9++Hw+JCYmwufz4bzzzsOgQYOwf/9+9OnTR2qDfSoYhmEYpuUTFZ+KiooKpP5XW+LOO+/EX/7yFwDH0qJ/8cUXOPfcczF//nxMndq0xKlBpyItBQ1ZofwfzorQMI221vDGNV9bdeiWaDsOxJNQOL/K2Nd8bWVa5GujCO0zsxNSVw6t6fcAoLcNb9T1J6htreXDwksgq/wZqA/Fj+NkSW8xbbrotwEAlf3kflK+C93zo12aL5Htp+GnFPHexVG/CDIvYggsDY+lQxA+SV4aVukL70djSBNNwoqTC0PnNlxCQlWJf5G7VM5v3n7YoeD7iv90kMqob4zkU0ElpskQxT/EZ9TLY8iXxyTeO1MJddWPNVVEL701Kh8nWpd+lC34Yyhl/q2guDZD2LDCn0E5dtqw2ZAUYdtWQlNNx2QB6XNzCn7Y62hdypd2ERXzR6ogVjVs2DDU1tYiMzMTVVVVQQVNXddRVFTE5g+GYRiGaaVEvFNRWVmJo0eP4sEHH8THH3+M+vp6dOjQAR07dsSwYcOwYsUKAMDGjRuRmZmJnJwcQxsG84eHs5QyDMMwMYTOWUqbQ8QPFVVVVRg8eDAaGhqgaRo0TUPfvn3R0NAAl8uFvLw8eDwezJ49G6tWrWqyjabMHwzDMAzDtCwifqjo3r07CgsLgyaQN998E9dccw3Ky8sxc+ZMbNiwAT179sSECRMwd+5cXH755eaNBjTZj0J8OKT2R5XCrYn2hFTXREJYakcV7w1ItkuzB1vVtUWCRv0+RGkE6h9AL0fhT6Kyg9MYdNGHApDTpue8Jkt60zmt7a7QN6CISucqyWOQNUBlS6g/hhV/Fwv2dV2hb0Dnt7Kf4JNAfCjovIhaKgBw+PuMUBmRljf4F4lpxy1oCTSWtpWOfV3kSbUkDa2aNwv+AFa0HMzmv/mdNr8dM70OS+NRfNcY5O0V5xqKIjGMW/j+U2FIaR8DmwQ6K4ebErFPxXHzx3E+/vhjuFwudO3aFWPGjIGmHVsJp59+OgoKCiLtjmEYhmGYGCUq5o9x48Zhz549qKurg8PhwGuvvQZN0zBt2jT84x//wIEDBzB58mQkJCQ02QaHlDIMwzCxDmcpNScq5o/U1FRkZWXB4XCgvr4ef/zjHzFu3Djs27cPaWlp8Pv9qKurwzvvvNNkG9Snwp3RDu37HQkeV3yfHnzvb0f0pxV7YnGpHvkPBfJWrSQNbZKVT8xS2tjFSyrLh44qV9gyQyZBoR+65WjYjjeYfoQtaxq2SDORindaYQYCZDncQIJJWK6QbZRKb9OwUdHksfdGWdK7/1LZHJL9fihUseT8NlIZveU+ITzSVScXNrSXxx9IEdYPMfNoDfK1OWtDx9S0kFAm1xVDNP1UDp7eRjFzJynzkzDojy4LPWzfesfdUtnB4XIIaXIBkToXnuHrR8uhn95C+bMghl26K8i1tZPHJGZO7fyRfM873F4gHX/3nx5oLuL6d9CPuUKK20ym28q2uZSBlXzMDZ8/0fRHzR80VNiKrLhYl7RDx2ToR4WJlLiyXUVdU9nu5o6JfleqzHBRiVtk7CBqMt3bt2/Htm3b8OSTT+KLL75AeXl5WPluhmEYhmlp6Lpm26u1YJtPRVpaWpPy3QzDMAzTEmGZbnOiFlJaW1uLQCAATdPw5JNPoqSkBPfccw+SkpLQoUMH+P3+sMJX1KfCX886FQzDMAzT0tB0PfIgmcrKSoNMd3V1NQCgoKAAN9xwA8rKypCSkoKvvvrKtD1Xaioyf/9IaJCCzc5BwowMksKqcCZF6Kcpov3UitxwBH0aQmBV/hkmUsVKFFLFhjA1auMltm+pHZouXPARiauVy3blyj4W/ZaHTGV+mvKbII2JzrcqNbQhpFRdLhcqykykiZW2bNKu6CPSmCEbmWnIHf1siP4ZzhqSAp7460hrjYYUE+lwZ53ga0J8QJz18uanX/DJUYU5A02EagvQc8XxSymx0YTPgjhtVkI0TUIyxfmnn1VViDpt11I4u6of0kzArfaHkhsi/SjC5g2hnhbGRJFkxokPBf2OkKTlyfC8zzyH4uJidWcR4s5ohwF/ucu29stvX277NZwMbJPpLi8vRyAQQG5uLl544QVkZmZix44dKC8vj0aXDMMwDMPEGLbJdDscDvzud7/DOeecgzPPPBOHDx9GcnIy0tLSDG1wSCnDMAwTy+hAq3KotAvbZLq//PJL/OEPf0BcXByefvppNDY24sYbb2zSWdMg0y3sfDAMwzAM0zKwTab7yy+/hKZpSE9Ph9vtxoEDB/Dee+/hxRdfNA0tdTboyP4gZGArulSw0hB7nrOBOgSE3ror5LKjWUSqWLD/GuzrxI4faBs6131QnjZ6rjcpvO2P+iToQsp1Ko/t8KifikXbpUHTgtb1h7f/Ulu86BNgcFFIIPZT4Vxfqjy/YvpyQJbeFnUoAKCfU14TP9wa8rEYsOgOeRBkUA0dQv1SWzC1I7sEOy29bz6SLl7ySaglvgLtZWcSrTZ0rQ6FzDkABOLD+xk4yT3vtjkkTFA5XU59XlEmy3aff9ou6fjTTacH38fVEP2OjPB2cDNtEtEnREuVnardpYnSsaeDSq9aPnQIvhH0c0Lt7ZLziRX/IROtBkl7gt5H2o/oD2DBL8LRqK6r8jPQHSZjkvqhziXNGNzxqlT3RjXHFq7d0I+41Egzkg8F1PNysuCdCnNsCyn97W9/i6ysLLzzzjsoKCjAiBEjsHjxYtaqYBiGYZhWiq0y3QBw8803Q9d1HD58GFVVVU22YQgp9XFIKcMwDBNbtCY9CbuISkjpr371Kxw4cCAo052RkYHPPvsMe/bswfz58/H++++jsrISbrcbJSUlpu25UlOR9VgopFSUo3YdJTLRqm1/C9K5pqi23lT9mIxB2lak47ES/uYMv51NcZAyeq44p3Sr1hCupwjhpVv5oix6wmG5oYY0ecs9riZU/v20BVJZnxXybpe0BkxCSq3Mt0oW2BBuKMypQUrZwpzRbWZRMru+GzG50JBSIjOudRNMTPtlswTNVCtuQ4sy3ADgOCovWinMtaM8pvhS+XeKKgxQhfJzQttSmCUAqEN8VSHfZtlET7SuGeKYzK5NMQ+mJiRVXZOwaOlclex4JKHtdLyixYuaSk5CSGlcRjv0XTbTvOIJUvXrpa0ipDTinQrgmEx3U6nPFyxYAE3TsHv3bhw4cAA5OTnR6I5hGIZhTjqc+twc23wq/H4/li1bhscffxyapmHlypU488wzI+2OYRiGYX627NmzB6NGjULfvn0xfPhwfPfdd4Y6H330Ec4++2wMHDgQgwYNwv33349A4NgWUkFBAZxOJ4YMGRJ85efnG9o4UWyT6f7oo49QU1ODtLS04N8B4MiRIwatCtapYBiGYWIaPTaiP6ZNm4apU6di0qRJWLNmDSZNmoQvv/xSqtO+fXu88cYb6NWrFzweDy666CK88sormDRpEgAgOTkZ27Zts2V8UQ8pvfPOO/GHP/wBmzZtAgC89NJLuPnmm3H33Xfjz3/+M7xemk/YqFMRl9EOidmh8DlPfrtQZZPtJ/Gex9E02B3Dh5QqpX0BOITQVbOU5Mq0zBZswwY/CRLiJoYm0vAxVaicqZ1TJTOu8FlQhp0RTD+bQjn1odgzUZb07rl+aug04gNCQzZFXxM6vwb/BvE+0vHRP4htEV8HZdiime1dbIrILqNR/vhSyXSfL7QmzDJkS2OqJ7VJt6JvjLOt/Hl2HZW1zqXwaguY2vQVKbMt+yaFq2tl6GbjFT+etK5q/BZk5w1dmqSPl4ZgFqIpnku//hSp203vjWJeIvHzaK2UlZVh69at+OCDDwAA11xzDaZPn469e/dK7gVDhw4Nvk9ISMCQIUNQUFBwUsZom0x3t27d4HA4cOONNwIA3nvvPWRnZ2PHjh3R6JJhGIZhTiL2pT3XdQ21tbXIzMwMvsTd++Ps378fXbp0gct17AeFpmnIzs5GUVFR2FEfOHAAa9aswRVXXBH8W11dHYYPH45hw4bhscceg98fPeEP22S6O3bsiNGjR+P9999HamoqDh8+jEAggAEDBhjaMJg/OEspwzAM8zMiKSkp6tEf1dXV+J//+R/cf//9OOusswAAXbp0QUlJCTp27IgjR45g/PjxePbZZ3H//fdHpc+IdyqqqqowYMAArF69GocPH8bRo0fRpUsXaJqG8ePHY/z48fh//+//oaKiAjfccAO6detmaGPmzJkoLi4OvhyJ7kiHxTAMwzBRRbfx1RyysrJQWloKn++YbUvXdRQVFSE7O9tQt6amBpdeeinGjh0ruRfEx8ejY8eOAIC0tDTcdttt2Lx5s4VZUGObTPfhw4dx3333YcOGDbj44ovxt7/9DZdffjnmzJmD5ORkZZu634GjPyUFjzXBXk1t5irZXaqTsO/KxdJxn1dDtnqD1HaKvB2UtiNk4KvsT2zmBild4T3RAzDoG4iH1P5PZYINcdyCf4C6qiV/B9F/xNCwg0546C3VPlANykcleIn9VJTepvdc9KEA5Pva7yXZ/8LXhkqSCwfE94GmPhfvjeGy64kGhyDrTtddgDwjO4WNOEO6dSp/IYzfWSl/XKmN3JsuG9Gdh0Id+xPlBW5IQ66C/vQQuvFXyRfXmGJloZFjlfaECjMfCpWNX9GW0i+JYuY7oPA9siTlYGFMhrJIwiFV56rmn35dm/iuKYdw6n0kTzkdO3bEsGHDsGLFCkyaNAlr165FZmamQa6htrYWl156KS699FLMmjVLKisrK0P79u0RFxeHhoYGrFu3TvLBiBTbQkrT0tKgaRrefPNNnHHGGejQoQPS09MRHx8faZcMwzAMc9Kx06eiuSxatAiLFi1C37598eSTT2L58uUAgNzcXKxfvx4AMH/+fPz73//GunXrgmGjjz/+OABgy5YtGDp0KM444wwMGzYMnTt3xsMPPxy1ObJNptvhcGDVqlW47LLLkJKSgnPPPRfr1q2D2200bRh8KjwcUsowDMMwlH79+uGLL74w/H3p0qXB9w8//HDYB4Wrr74aV199tW3js02m+5NPPsGwYcPQ2NgIt9sNXddRWlqKXbt2ISMjQ9meKzUV3R9+NHhs2FYXL0AhR+2k/p6kmcbOob1wrY5kHqUmDWEMNGMlDd3ytheyUJKte0OGQtHSQEIcqTmEosrwZ9juFubJLAOhX8hSaSaLLrblI5k76fjFbJfx5USmO10er5gpk2bJ1IktIq46VP7DbXK4ae83bpeO3ZXhN+f8ieH3pal5jEqde4UMpzQjKDXBuATTCe2Trjsxq2p9N7mQ3kdqWtPFEFSaAZfcV3HPkmaxNaxhod/4nGqpzPlJinRclx0+DlAlUa4KfwRIuK+J1PmJmi2iav6wgErGXWkyovNAzHv0vqquNUB+borfcYYx2TSHVkJgT4pMd3oKei6617b2j85YxDLdx2lKpvvjjz/Gd999h+3bt2PQoEHYvHkzfvWrX+Hrr7/GxRdfHI1uGYZhGIaJIaIWUnr8oeK4T0UgEICu63A4jj1udunSBR6PB42NHC7KMAzDtCx0xIaiZqwTVZ+Kmpoa+P1+3HvvvRgxYgQSExNx5plnwu/347iVpaEJCW6W6WYYhmGYlk9UfCqAY0lKbrjhBpSVlSElJQVfffUVLrvsMuzcuRMZGRno1asX/va3v2HVqlWmTiKu1FRk/5+Y+lxR2YokL7UbJoUMc45atZCxFL5JfR+ihZWUzXZiYQ5tQyVrbIH8CQulY+pj0aKIZnieKi22Bf8Ag82cfoxYWpk5USysw5PhU+FKT0GPF++zrX3PzIXsU3GcQCCA3NxcvPDCC7jnnnvw+eefo7y8HJs3b8bevXvRuXNnNDQ0oG3btqipqTFvkGEYhmGYFkdUfCrmzZuHc845B2eeeSYOHz6M5ORk6LoOr9eLzp07AwB+//vfo3Pnzk1qjLP5g2EYhol12KfCnIjFr/79739j3rx5WLt2LbKysvDdd99h7Nix0DQNXq8XbrcbmqZhy5YtGD58eJNtGGS6WSCLYRiGYVocEe9U5OfnIzk5GZWVlTh8+DA0TcPatWsxfPhwuN1ufPLJJ3jggQcwY8YMzJkzp0mN8qYw2Gb/C9U3aEyRjbbieWJqcABwH5Eb9ftDl091CKgeg1/wv3DWOUiZfLKrMtQP1dgwaACIWg4WUzarfE2odoY4DsM8JMgd+zJC+h3uA7KOtI/oKjiEWHhDHHwgfJx8IEUeoINIUIv6DAYtB6LPIEpvUx0Q6kMh+lgMfPEOqYzqSUhrwkynQkjx7a4Or2EBAK6jzdep8GaHdu2cpfLDNp1vlQaKIX057VeUkSbXZljDgiR5m33yWmocXisd+0raCAOUx0DHpNKpoJ9P6QdjNKW3o+VPpGhHeS2AMs24cgxm16JKua5IdwDI36sGXRALvjyWdCsMJ4snWjgvmvBOhSkR71Tk5eWhpKQE/fv3x2effYZ27drhjjvuQF5eHiZMmIB3330XALBnzx6UlJTg/PPPj3jQDMMwDMPEHlFx1BR9KkSeeuop3HTTTfjXv/6F/Px8rFixAnFxNGsT+1QwDMMwsU90YiVbNxE/VHz77bdYu3YtJk+eDE3TMGjQIPziF7/Arbfeis8++wyJiYlwu9248847ceGFFzbZxsyZM6XUrK72KQi0EcwN1aG9N++Ao9K5/ko5l4gmbk8l0n05eatWkoJuUG9rOYWQU3+GLOCl1cjTGBDMCXRrkMojSzt6ZN+IylEbMksqJHqp+UbcGvf2rpcrH5K31d0/hR78Grt6pTJDpkxhC96wM0gzsorbr0Q2mm4JS8eGrVjyB2/ztyRFk8fOvAVSWd+X82j1kw+9xQ2hdWcwnVG5dWLyEk0cNBsqNY+J29t0zRq264VheDoSM2FZonyuwgRD0RXb/kpziImJQHeFLVL245CXvvHeWDGVKBL/RhJKrrpv1BxG1494rfQeGxDNY2aDUmVOtZCZln7OJVOrWgHAHqzkKP8ZE7H543jY6PTp0+F2u/HDDz9g6tSpSEhIwM6dO/HNN98gOzsbc+fOjcZ4GYZhGIaJUSJ+qJg2bRrOOOMMfPbZZxg5ciT69euHxYsX48UXX4TLdewnQrt27XDkyBH4fD6T1hiGYRgmNomF1OexTsQPFaI/xYEDB/Ddd9/hX//6FwBg2LBhiIuLw+eff45AIIDOnTvj0KFDTbaRmZkZfAUaOD8IwzAMw7Q0IvKpOO5P8emnn6KgoAClpaXo27cvfvGLXwAAPvroI7z99tv4/e9/jz//+c+47rrrkJ6ebmjH6FORCq0h9Lwj+hI48mWbrbNNeCOXP46m7ZbLJT8Kw5Oi3K5T8B0NVMsNxXetk469hW1DdWk6bTLjKlumIUSTxGOJNketkaRjJ/Zg0a7sKEkI2w4AeFOF1Ofl8rXSlOriHNJwMUNoouBjId7fY2Xyub624e8rvVXiuWYS6mLYKPWh2H2LnDa9zwqhnNp7qb+I4P/ia0PqEvuv5Otgth5EfxHiU0NDPekcitLyDvKcbvDPUMh0G+zXwqkO4lPtS6XrQ/AJUbQDqNOZq2zZpmGhgfBlhvkWw1rpt6MVyXEr6cAjCPWEIpzTlyIXGtLdq+bbCtFKfU6bJd8fumJeThrsU2FKRDsVmzdvRkFBAXJycjBgwADU19dj3759wTDS999/H7Nnz8aGDRuCphCGYRiGYVonEf2nz8vLQ15eHp555hnU1NTgk08+weHDh3HZZZdh9erVmDVrFi666CJceOGFqKiowNq1a4Op0EUMIaUeDillGIZhYovW5PtgFxH7VBw3gWRlZeGTTz5BdXU1AODGG2+Ex+PBBx98gB9//BEOhwMzZ85EY6PRX8Ig053AMt0MwzAM09KI2CZBQ0pLS0sxdepUPP/887jhhhtw8cUXY+DAgRg9ejQWLlyIHTt2GESyDASAuMrQ845XkOJ21RGJaYUaiauCXF4E9rDGTqHIFdquLz9JOtbE+G9qyyY2/4AgeUxtiNSGDnKu5EfhoBcXXsOAxrPrDmK7dIrGVtIq1YQQn9zJGFR2cWct8amIl8/1txU0RKi2h8IObnaPVT4skg8FgD0TQz4WfV4hGhaKdkxj/hU2Zzp+V63ok0DmN44eyx07a0LnUo0T1Q8uf4LcjkY0Rcw0XaR+VJLTKkx8KpTtqs61YOM3yFGr2rWgNXHC0tRNnatKS0/um2GMCp0bw/iFc63IdBvqWph/gz7Kia6laMI+FabYFlKam5uLW265BbNmzUJ6ejoKCwtRVlaGXr16RWPcDMMwDMPEGBHvVIST6F69ejU+//xz7N27Fz/99BNSUlKwZs0atG/fvsk2RJ8KnWW6GYZhmJiDfSrMiFpIKQAcOHAAP/zwAyoqKjB//nz07dsXJSUlAIDGxkZ88803+OUvf2loxxBSmpoqhd2JW7dUili1v0ZD7pye8OYFutXmJ+FvWpzCJECHZCGToOYVQmethl+JYYFm23JCW6bb82Lop0HymEjniiYbk+yW4hhVWTIB2TxCQ/vopYpWFytywwZIw6LJY8/Ncrhpv+XEHCKeq8i+CZDQSZO15BPMQlRa25Ct1SMvWimzJDWPqbaW6ZY7vefCmvXL0cnQPFRPO3y7hjGoMmHSuuLaorLi1Ix4ghhMUwRJIlsVFgqceJilBVOD4fNmhsr8oRo/LaLflYrPghK6dIipVbfyfcecMiJ6qDgeUtqnTx/4fD789NNPcLlc+OKLL1BaWoqqqiq0a9cu6Jx5+PDhqAyaYRiGYU46/DBjSkQ+FXl5eSgtLcWPP/6I/v37Y+jQoejXrx/GjBmDgwcPYsSIEVi8eDGuvfZaPProo3j88cejNW6GYRiGYWKMiB01gZBfRV1dnSTTres6cnNz8eqrr+Khhx7CiBEjwp4vy3SzTwXDMAwTY+g2vloJUUt9/sorr2DDhg1ITk4Oll144YVIT0/HypUrsWTJEjz//PNNtmHwqUhJlfwfRGlllX36v38JvnNXyjY5ascXbYF+E3ukLoZvUvM0sSlKoX8m6XwlvwgzW7DKPmnl8dBE+lcKVbUQHknDQlUklMkDbuggd+RvH3Ig0Dx0guVDrV6QozbMocIHhNZUpGqnPhQ/3Cr7WOS8fnvYPgxp6IVygxQ7me/Eg6F5qu9MDOpkWgJtyclCPw4ii65Mze0mUtv1ckeiBLw3U/4BkLBHdrLwCPdV5Q8AyL4FZr4xkr2dfsbIOtQUIbAG/wZV+nUqbU7Dq1XtnqibB10eZC2JYaMGHwQzHwsLKcqle0c/fxZ8QowOUYp2VeHW7C8Zs0RFp2Lfvn0YPHgwUlNTUVtbiwULFiA7OxtLly7FRx99hPj4eEyfPh333nsvysvLm8z/wTAMwzAxDStqmhKx+SMvLw/33nsv7r//fpSWlqJdu3a44447MH78eBw8eBB///vf8Ytf/AJ9+vRBUlJSkw8U1PzBIaUMwzAM0/KIqky3pmnweo/tjY4ePRo+nw+//e1v8c0332Dv3r0IBAL45ptvDG1QmW4tnmW6GYZhmNhC1+17tRaiLtPd2NiIZcuWYfbs2bj//vvxzTff4D//+Q9mz56N/v3748svv8QZZ5yhblQDfElN+yV4k+TZN9gYxbrJUpHRn0FhwzXYFAU/A4PtXWELpLtl1LYt9kNtiIF4OijSj1f0fSD+IorHRYNvieFaQ4M2+Eno4WPHqYaIIXW0dG/UnyKtVrE0yX30C2P0u5XNGtaPhEHqXIAUiT4UALD3hoWhsteIhgVp1+sMX0bxqh77yfJw1BCdClVcv+LY4MNCEOdbJ3X9CeE/j2ao0q8rbfNmkt7iEOmAqJS16CPUTl7QDtWapENQpY838S2xJL0dyT8jPcx7NOEnoUo7bmEMhnlR+dGo+mlF/4RbG7bJdOfl5eH666/He++9h2XLluH666/Hv//9bwwePDga42YYhmGYkwtHf5him0w3ADzxxBOYMGECPvzwQ+zbtw8PPPAAzj777CbbkFKfs08FwzAMw7Q4oibTvXz5cnzyySd48MEHcdVVV+Hf//437rzzThQWFiIpKQm33XYb7rjjjibbMYSUtk+VTAwOIWQwZ2ShdO73P2RKx6JEr54o76e5j8hbtd52Qrhbe5JO9JDs1+EuD50rZk0FmtjSSwptmzor5Sl2NIbfvjTI3fpodk4qMy4WNl8iW+vqkYqcTjJPW0NZVwMjqqSyhgLZppTQsyb43rcjRSrzJlO96tBbfxLJhEnmxSFu89ItaxI6J4Yf0/ltTJXPdVeH9972tSHDFYdITQ0kbFQ0eey9UQ43pRlOXUdD5/oTSZ9ka1xco3Rf0Umyt4qhngDgF5ZwgJolGsObsWi7dC2Jxxox5/mJO5S0vW1i0hClxA1S25ZMjOSzIHwEDdlaFaGTzir5s2vJ8Z+2K0qz088mMWmowmlVZlpa5qgjplYSEmsp66f4/WEWLqsKVaVhuYoQbz8NDT7Vv+Z1jaM/mkFE5o/jMt09e/ZEXl4eNE3DggUL8OKLL2Lq1Kl46KGHkJiYiJdeegnPPPMMdu7cGa1xMwzDMAwTY0Qs011SUoL+/fvjs88+C4aTHn/A+Pzzz+Hz+TB8+HC43W6kpaVFa9wMwzAMc1LRdPterYWIHTWP+1Rs374dVVVV2L17NwDg3nvvxTPPPIOSkhL07NkTEydOROfOncO2wTLdDMMwDNOyiYpPxSuvvIJbbrkFycnJ6Nu3L3Rdx5QpU/DAAw9gzpw5+PDDD3HJJZfguuuuw7BhwwztNJX6XAprjAvV/WFbtnSuMiKPXF2AhBuK9lV3ghw+1oh4Uld4T0InHcRO60sU/DqoGwSVZRZQhYEe65jYRF1hi5RtBQ7IUso6scUe7Sr4muyTfShou54fQ+WB9rJDgDIFtZUwNGqfpqG3wn1VzS8AeNsq5l8RSWnok4YVCwuR+lDQtOliucGPho5BOHZ4iD8ADa2l5wrFjnq1fV28V/42gbBlgOy34iD+Ld5UeQ2I/hkGczT1k6A+Q1Kh8lQlSh8FVRSxlbBW+nlThezSz4WF9OCqOTSUUR8KK+NXjMn8eyp8OwZpc9VXBF3PZqG4J4NWtKNgFxGnPm9KolvXddTX12POnDkAjglhJSUlYcmSJXjxxRdNWmUYhmEYpiUSsU9FUxLdjz/+OBwOBx599FEAwIYNG1BVVYW4uLgm22HzB8MwDBPzHI8AsePVSojooeK4+ePll19Gv379UFNTg5deeglr1qzBggULMG/ePDgcDlx66aWIj49H27Ztm2yHynQ7WKabYRiGYVocEZs/CgoKcOjQIXTs2BFxcXHQdR1HjhxBXl4eVq1ahZtvvhmTJk1Ct27dsG7dOjzxxBPNalu01Yr2a2pHVtlhaZmDSFFAKA/8kCSXtZH78XQRHCmIIVZKFQ4grjw0rTTW2hibLx6QqtR+R65HOqJjom0J8+lvKxsnXbUKYzx5gtZ0xfw7aBlpVYyp99J25bqiRDm129OHeqdwX2ndRqIJIGpEUKh8uWQHN9GpEKW3aR8qH4u+pIzqVASorok4PLqWaIp1Ua+Brg96b4SqTg/RqSC2eVG6nUqxU40LS1oI4vjC34r/VrDQriUHDOGtiWy0rhqDqk9aRt0MVP4MVn7Q0u9GmqZANSYFqrVD2zL4DJH1Lel3GHxYwk/UKYuWYJ8KUyI2f5SWliIzMxPvvPMORowYEZTo3rFjB7Zu3YqJEydiyZIl6Ny5M6qqqrB3795ojZ1hGIZhTh4s021KxCGlx7n55puxdetW/OlPf8KhQ4fwpz/9CR6PBwMGDMBbb72Fv/3tb8jOzkZRUZHhXPapYBiGYZiWT8S5PwDA7/ejoaEBvXv3xo4dO/CrX/0KS5cuxerVq+H1evHWW2/hscceC3t+UyGlephYURoKJ0p4A2rZ2gDxE/W3DVXQPep9RXG73kEyM9KtOJ9gOqHbfQYThjhGk4yVhnLVbibdsk4QwkSpOYFsi4YzPQFNbFGK59JtUYVVxWz7UjSr0D6N4Z1CFyYhpQYTh9gO+TRIUtB06mk/wr2h0tt0HkSTx24abrqCmEOEOTWMj6wtKlGuDJGlW+zC58ZgYqRTJkrhm4T7nugvMEO7ClOEIcRRZV4wCWu11G5z+zRDYVZRWADMx2SwgTb/XIPZQjRTmHQjjt9BMxcrspQapc3Dh5+esh/2rWhHwS6islPhdDqxatUqfPPNN9i2bRv27t2LrKwsNDQ0YNOmTejevTt0XUdRURGys7PNG2QYhmEYpsUR8U5FXV0dAoHQY+zKlSsxdOhQdOzYEWeffTY2bdoEANi4cSMyMzORk5MTaZcMwzAMc/JpRaGfdhHxQ8XBgwexf//+oFKmy+XC7Nmz4fF44HK5kJeXB4/Hg9mzZ2PVqlVNtsGpzxmGYRim5aPpOrUWWycrKwtvvfUWBg0ahFmzZmHHjh1Yt24dPvroI1x22WXo2bMnJkyYgH/+85/BnQsVrvapyPz9rNAghdTAcdWyxcbXVja2inbQAJEbjquUDYViqJzK/g8AuhBGp/LjAIj9kbRrsMWLhzR8k9jMDWMUjJnU/kilxEWo7d3ga5ISOtl1hKR/pvLUKmll4gMiXh69Nw4SiuhsDO/XQe+NGN5J58xHfCikcE+DhLp8LPmAkCLqPyKGWTrJ+qDy8GKKcjr3eybKPhY935oSareaDJCG8PoV98IQsktluoWqinmgx+4q+b55ustx245Kxe8WRSil4QehSkbaTP5bIWVtmsZbqqzuR4mVEFgrzVq5NgvGbuV3TwShwRRpzNTfgvr2+MJ/dr1zn0NxcXHzB3YCuNqnIuv3j9jWvvdJ+6/hZBA1nwoAiIuLw4wZM7B582YkJCRgzJgx0LRjd//0009HQUFBNLpjGIZhGCYGiZpPxc033wxd19GmTRsMGjTIUG/lypUYO3Zsk20YzB8eNn8wDMMwMUQr05Owi6j4VBw4cAAHDx6Ew+FAIBAIOmNmZmbi4MGD8Pl8KCwsRNeuXTF//nxDG4aQ0vapkQ6LYRiGYZiTTMQPFb169ULXrl3xt7/9DUOGDEFpaSn69u0L4FhukKVLl+KNN97AjBkzMHfu3Ga16XAGkN6rInhcsSst+L6hk8JZgJCYcVQ69lWQNN7i1ZtIZLsqQ5aixk5eUlk+dFQJDVP7P5FAdgi2S0OadCIxrbSRmqRPFq/Vl0DzEZMx1oUMqP5k4vtA9Dz8yaELiDsiO30kF8p1K/uFLuCjy+ZJZZe+cp903G1zaI4PnE1z1suHoi6Iq1YupD4V3uzQLpjeQJxUiH6HKF/uIz4IiQfl++gVDr3tyPySbkTpbaq/IPpQAMC+/1kSfH/ub6ZJZUcGyg23+Ukeoz8x1E+jvPTRkE78XYTxuyvItZE14G8f+gx2eUduZ/hVX0nHazaNQHMR7fYGmz79fIr+FyZaGSo/CZXvhsEvSaGxYJCuVinfKzQgzOoadB8UMuhmOhvKtO8qw7iJrLg4L2bp45X6F9RPTKUhwsQMEd+acCGlAPDSSy9h5cqV2LBhA3w+X9C/gmEYhmEY6+zZswejRo1C3759MXz4cHz33XdN1lu2bBn69OmD3r17Y8qUKfB6vc0qi5SIHyqOmz9GjhyJhIQEzJ8/H889d8yL9Z577sHu3bvRqVMnTJ06FX4/lZc8BpXp9tfTzF8MwzAMc2rRdPtezWXatGmYOnUqdu/ejQceeACTJk0y1Nm3bx8eeeQRbN68GXv37sXBgwexePFi07JoELWQ0jZt2iAhIQEHDhxA165d8fXXXwfLly9fjttuuw3Dhg3DV199pWjpGK7UVGT/Xyh0R9zq0olJgIYiinfHbJtRKjczHwhhjTQToyE0URijQaabIIYB0hAqU6liBSpJ50ACNWk4SF0hnDNermvYklRcX0LPGunYsy+0B5/5kXxi4RVyu+27VQXfV5SkyA275TE5hbBFQ6gkMWmI4bSG8F4aHquQTTeEuUrnkcOG8Dt09D7RcN/O/wxd65YXFkll/ZfKkt7xR4hpKl54nyD305hK7qtohlPIexvIkJ2qE76XNco9HVT72+RYLKdrn5pDLGT3VV6PFbOKKjunWbipaFah12IIpQxfVyn/rbiWps5V9qOaQyshpWZjUPyspWWi6YfOmfeZkxBSmpqK7MfsCyltfNr8GsrKypCTk4MjR47A5XJB13V06dIFW7ZskYQl586di/z8fCxcuBAA8M4772DOnDnYsmWLsiwa2CbTfZyCggIsWbIEI0aMwI4dO1BeXh6NLhmGYRjm5KJrtr1qa2ulHXsxIvI4+/fvR5cuXeByHfs1omlak4k6i4qK0L179+Bxjx49gnVUZdHANpnuyspK1NbWIjc3Fy+88AJuueUWJCcnIy0tTdEawzAMw/z8SEpKahXiV1ELKR05ciR0XUenTp2wbt06VFVV4dxzz0VDQwNuu+02lJSU4NFHH23SWZNluhmGYZiY5xTrVGRlZaG0tBQ+ny9o/mgqUWd2djby8/ODxwUFBcE6qrJoEJWQ0k6dOkk+Fbm5uXj11VdRVlaG7t27Q9M0eL1elJSUNNmGQaciJVWyLYtS3HEk3M2fEP4uU1u2wd6u8AdQhqFRoxEx4kqSx6Suwb4r2PWNIaPEx4JEVoopqCkOhTOvGCp5bExyP6IfhZP4W/jpHIqHZDiiDwUgz8XB4bI+teaVb0ZFWbJQRhpuJNLhUhigWkJd9KOgdWkIr+hHQ+vSMFHRJ4f63Bh8ZcRQRLoGyT0Xw0apD8WuXFnSu+9f5HIpnblJ4FVADL01+eJ0CVL5vip5UTamhE+3bfBRMFy78N4sPFJs1xV+fgFAazS5+DD9UEl6w7SIMu503alShyvWDq1r6FIlXU0Qw70BQGsgvlOKFPZ0TiUJeIW/CADpegxh8YrxUtxVct3GtFDDVu5pa6Jjx44YNmwYVqxYgUmTJmHt2rVNJuq85pprcO655+J3v/sdOnXqhIULF2LChAmmZdHANp+KzZs3w+fzoba2FpWVlfD5fHjllVfw4osvmjfIMAzDMLGGbuOrmSxatAiLFi1C37598eSTT2L58uUAgNzcXKxfvx7AsR/7s2fPxjnnnIOcnBx06NAB06ZNMy2LBrb5VOTl5eGpp54KimJdcMEFmDFjBq666qpIu2QYhmGYnyX9+vXDF198Yfj70qVLpeMpU6ZgypQphnpmZZFiW+pzANB1HaNHj0ZtbS0CgQAaGxubfKigPhV6I/tUMAzDMLGFFT2JnytR8anIzMyUUp9v3rwZDz30EC6++GIkJibi2WefxSOPPIKtW7c22Qb1qXC3SUX69tDdK/tFeHueykbX5qBcVt1f1rh1iWmZqdYE8R0QbZkOagsOKGzz1MBE7esJocZ0r1zZWUcNneFlawNUc4EinGuQHybtOoTrob4ZBv0LYf59HeTK7lLZb8Iv2O2TC4h8drI8hvNP2xV8/8nm0+XxkfF700N/0MgcasSvRvTVofNA05DrcaEdOIdHNoQH2hKtj5pQOZ0zP7Ghi7Z6qktB05eL0tt0jqgPxe5Jsmlx4It3hMZAbNv0WkUbtZnvg7i+daJj4jxC/UmEAxM5bSgk61XQOVTJdpumBxfbJWvH0pian03AOCaVHo0FnwRnNfE9ciq+I+gYSD+qtPQq3Q26nq2kjxd9KIAmfKuYmCTihwrAmPq8b9++qKurw+rVq1FcXAy32x38O8MwDMO0SHinwhTbUp9/++23SE1NxZw5c7Bx40YcOXIEPXr0aLINQ0ipj80fDMMwDNPSsC31+Z49e7B//37MmzcPTqcTmqahvr4eu3btQv/+/aU2mjJ/MAzDMExMwTsVptiW+vzSSy+Fw+FAfX09nE4nnnnmGfzhD39AcXGx4aGCEogHDp4jaAQItjSd2r0V8eBHu8grwEn0GUS/CUP8t8F+FzLUqmLmAahTqlNbZU34NOmGeHZiAJaytpho6uua6BNCY+qJvV3U/tDC+3HQMTqIDbf9sEPS8eHvM4LvfSQXhZ/4KHy6KeRHoWXXS2U+H/E9ORTSSvC3o7H5dIEIfZK06NT+6xT8JAz3guoSCD4tYs6NY4XyoWirN6xfYp8W05cb2iX3WPShAICdeQuC76n/BdUhcIifsTSS0K9C1qKIqwp1nDZAlt33b82QjivFjzpdOwr/BtP04Kr02gSl5oxCM8Lscw6F9gT117HijyH5JFjJl0KLaH4aK/8QVfeK+p+pNC1M2lXlMnF41NofTGxiW+rzjIwMjB49Gu+//z4AYOHChQgEAhgwYECkXTIMwzDMSScWspTGOrbJdAPHHiQmT56M3/zmNygqKsJrr72Gbt26Gdow+FR42KeCYRiGYVoatsl0f/3119i1axeqqqpQWVmJ1NRU1NfXN9mGQaY7NRUQttDELWEf2SY3pKsWcB0lqaCJpLdkijDZ6hTD1gzhm4otSVX6XrO6ylTLUIfKGbZjhbo+uu1PZYLFa6Whh4ZtaD1sWcV/OkjH/rTQjawfLa8FZ0GSdBxXExqDd7+cTpvugvoThY5VW6+ALCFMrs1Bdv3FNO9UMt3RQO1LQrtknTnqzWIpm24HABoFpfMAkWmn95yGjYomDxpu2nvV7XJbYhrsI1QPXsbbLjSJOhmEcpvfzEyhSA9udq7ckOJcWmalrmIM9JYaQq/Fz4YFk4bBBKM41+y7RpVm3FR6W2Fq1ch3sHQfIzDfGFCM4aSgw5od62eKbTLduq5j4sSJWLBgARobG/HGG29g2rRpqKmpiUaXDMMwDMPEGLbJdAPHcr2/+eabOOOMM9ChQwekp6cjPp56mzEMwzBMC6AV+T7YhW0y3Zqm4d5778Vvf/tbOJ1ODB06FAsWLIDbbdxa5dTnDMMwTKzTmhwq7ULTdT3iacrKypJkunfs2IGXX34ZXbt2xdKlS3HLLbdg8eLF+PWvf43S0lJkZGQo23OlpiL7/x4JHsv+DHJdQyiows+AGntU5jFq05VsotR/gbajssua2UjDtQMYUiQr7YqKfmm4rEG+V0olTppVSSDT+VXIPRv8RejjrZVVKV4ObVcRmmgYg8qvxmzuLdxHdWprUtcXvsx4MjkU07wTX5P88Qul45zXQz4WBhs5WR9tSkITVZdNpJSpL4TYjhVzdCS291hAkQ78pBELcxjBPJiFW4t4n3kOxcXFzW/8BHClpKLnQ/9nW/v1f3rW9ms4GUTNpwIIyXRv3rwZ7777LjRNwy233AIAmDp1KgKBAFavXh2NLhmGYRjm5NKcFOYn+molRE2n4uabb8bpp5+Oq666CoMGDcLIkSPh9Xrx+uuvAziWAz4QCAQfQETmzZuHzMzM4IvNHwzDMAzT8oiKT0Xbtm1RUlKC2tpaAEBqair69OmDvLw83HTTTZg4cSIcDgc6duyILl26GNpoMqSUYRiGYWIEDexT0RyiolNx6aWXwufz4fnnn8eBAweQk5MDANi1axeWLVuGSZMmYeXKlbjpppswcOBAy32Itlh/W9mw5mgkqZbFm24Sky4pz5r4DkjHZnZCla8G1alQyQ2b+GNYsl+LUg5kDmm6cKcgjytpQDTRsCT/TXw16LGo70F9KKhstKghokqtbMBkjjSVtLJqPs0km0XfEsW1AGT8dLyKdWhIQU71RhrDzz+9VtGHAgD23hDysej7CpH0JmNM+ik0iXVZZLxUwrmNMOFukia9Ql4E8T1C4eaewmSpzCAPb0Ez4kR9Ocx0YlQEkuQbKUrYJ/aQw+qP7ifXqvD7MfST7g2Nj/jCOMtlIRZl6nNCnyH7peM927LC1FSTmC1fa2ODfM+9daExOmrlsvRv5OupGxNqq6FI1rVhYoeIHyrKysqwbNkyFBcXQ9M0rFy5EmeeeSbKysrw5Zdf4oMPPgAAfPvtt3C5opJpnWEYhmFOPrxTYUrE/+W3bt0Kj8eDnJwc1NTUoE2bNnj++eexf/9+OJ1OnHbaafD5fBg5ciQGDRqEoqKi4E7GcTiklGEYhmFaPhE/VHTu3BlerxeDBw9GYWEhAOC2227Dp59+Ck3T4PF4UFhYiDVr1mDq1KlNttGkT4UoK90htMUXd1De0gu4wz860m1nmpUS4na8YSuc7uOG3tLseXRXVJTBptuXhvEqUhIaMpoqzAA0I6HhXGEcrmr5Yum1+4UtayeRmA6QfhyC6YRemzF7Yei9u0JutyFNnqhAgjjhpJ16RWylSbZZlVmF3ki/OAYaRky28jVPaEzOo/K1ifMJAE6PkPGWjJeahcR5akyl+/HkkJrshGyjVHqbho2KJo/dN8uS3jmvyeaQ1K8OBt+XXpQmlcWXyP00CutFO0ptXvJhw76QGUAzMzWoJL0jkNdW/RINtAtv0qA4q+Qy8bPq2SebO6x4y4vmDgDQjoS+Dw2R7Sbh1VKGYWJ22/tVttyWI/zEqMxCnh/lazWkPxCOpc88gCOD5ZnRCgWTx6lSy+adClMijv7Izj62+Pr374/du3djz549GDBgAAoLC9HQ0IBNmzahe/fu0HUdRUVFwfoMwzAMw7QuIt6pSExMhNPpxAUXXABN07Bv3z4UFxfjnHPOwdlnn41NmzYBADZu3IjMzEyD6YNhGIZhWgIc/WFOxDsV+fn56NSpE2699VY4HA707t0bXbt2RXp6OlwuF/Ly8lBYWIjZs2dj9uzZTbbBOhUMwzAM0/KJeKfC5/Php59+wkUXXYQPPvgA27Ztw+jRo3Hw4EHMnDkTGzZsQM+ePTFhwgTMnTsXl19+uaGNpnwqRJuvaLs02AUVj0U6sfEbnjIbtLBlqlTi1H/BEPkpSitTiWZFam7DtZn0I/7B0K4quzZtl45RCkVUp3kPSFLQyqpSP2L6bAAGvwmHR3FjaZidWLVRbWwV/T7MbM7inNIwUYfCr4P6llD/FmnOTGz63uTm6xobfAsqwqcwN/hyCHNIfSj23ij7WJx+8I7ge0etPD5fUvPHq/zsxqvDZSX/Buo/RO7NiUqHG+65wofCSrvUL4n6t6ikrLUK2adMWvvkPF8KDR3Xwh4bJOAt/CRX+ZpYCcWm8gDU76ox5VRonTNWiXinIj09HQCwevVqaJqGoUOHonfv3tizZw/GjBkD7b8eV6effjoKCgoi7Y5hGIZhmBgl4p2KqqoqJCQkYOrUqdi3bx80TcPu3bsxYMAAqd7KlSsxduzYJtvgkFKGYRgm5mGfClOiYv7weDzYuHEjjh49CgAIBAJwuVzIzMzEwYMH4fP5UFhYiK5du2L+/PmGNlimm2EYhmFaPhE/VBwPEb3xxhvxwgsvQNM0DBkyBDt27MC3336LpUuX4o033sCMGTMwd+7c5jWqyfLQrrqQlcZHbMyGNN7iocEOHl6zwGBTpHoHQreBeGqPlo8lnQIzaW1RpsJHKjvUvg/yuWQeXOFt5nS81KYrjtGoS0HTYgvvLciV+5PliXCVy0tRNOlS3wd/Avm54BPrhvdfAGRbvW7iz+AQfG4cRMrcIcsFwC+0S30qHNQfQFw/5L7RMfjbhy6O2vRd1URDhPQbVxUqpz4sYvpyQJbeFnUoANmHAgB2zFwQfN9/qex/0dBFtq/HHRLGTJa3j+jGuCuF8dKbTqbJdSjkW0DXeoB+q2lh3ptA15LrqHzsaxv+Z6u4dgAgIKzZ+CPyl02jwb8o9JZ+5sU5Asg9p0vJFf77DiCS9eTeJByS/1DfOVSZuls4K4kmh3BoGK/iXhn0fvodlY7j9iYG33vbnYItA52jP5pDxD4V4UJKBwwYgJdeegkrV67Ehg0b4PP5gv4VDMMwDMO0PiLeqcjPz0fnzp0xc+ZM3HTTTXA4HLj33nuh6zruueceJCUloVOnTgCAfv36NdmGwafCwz4VDMMwTIzBOxWmRMWnoqSkBKNHj0Z8fDwA4Mknn8Qdd9wB/b/7y8uXL8dtt90Gt7vpEDeDT0VKqrR1648P1TVIZJPteHEPLbFM3oipySGhT4IEtUHmmm7zC9t24tgAo0mjMUURtkj3hqTsp+FNLk0dS3uj1FRiMN8IW/kNJhtUQlsGcweV2RXuh6+dPBHxGfXScWNp2+D7zh/JW8AHRxGzVmpIYjrgkZeps61se/BXhdZV2051UhmVRG6zL9SvpyMxUyieZf0J8rE3U66sCzLdWgM1ldC1JLwntyL+iPyHLu+Exlh4i9ynr0r+POnx8hymDSgPlZEbd8Qpy2uL2Uap9DYNGxVNHrty5XDTS7oOkY7znx2BcNDPjZXwWdEEZghlVsmvm0h4i+fSte5LshBmaZDjD731ErOJIZw9vDq8QapdulZS2UnCsqkp02DyFfB0VPRDCJAoV/F7yhAGapJ5WeKg/KELJAsnc3RpzGKbTPeOHTsAAAUFBViyZAlGjBiBHTt2oLy8XNUcwzAMw8Qmuo2vVoKtPhXFxcXIzc3FCy+8gJqaGiQnJyMtLc28UYZhGIZhWhy2yXT7fD706NEDmzZtwrnnnovvv/8el19+eZPOmlSmW2edCoZhGCbG0HT7Xq0F22S6CwoK4HQ6sWXLFgwfPhwXXHABrr766ibbMPhUtE9BY4eQ/4NoozaEDCaEt9k1/oKEJOUnSceiXdYsxbdY3phODIzEf8FZFTJWmsnUqmy4BtluRW5jOi8GvwnBTyIQrzZIGmSDpUHIh37BDh5HUqq782V/Bl+XUN0OtxdIZYf/1VM+tzQUPkZDSF1HZSOu6MPi3JUiD7enfK2Nw2tD7ZYlSmU+mlpcQCP26YQ9sr1XHKPoAwQA3lR5vYghx/TLxNO9UToeftVXwfcH/zpKKhOvGwCcxB/DvzUj+N4gxd4nfLgyTV9OpbfFsFHqQ/H+T9uk496rw/tUKLd8qTo89S8SylW+AWb9KKXa6RgUfgWGLunnXnQHIJ8/w+dNMV4ayqwarxiWDzThfyaNgbSrCF83HZPqp6ri+4+ikjo/ZanPGVMifqgIJ9O9fft2+Hw+jB07Fm63GwcOHMDUqVNRWlqKvLw8k1YZhmEYJsZoRTsKdhGx+UOU6T7rrLMwfPhw7N69G1dffTWysrKQkZGB5ORktG/fHnPnzm3ygcKYpbSxiZ4YhmEYhollIn6oEGW6d+zYge3bt+Po0aNwuVzYsGEDzjvvPHg8HpSXl+Puu+9uso2ZM2eiuLg4+HLEh8+uyDAMwzCnAvapMMdWme5//OMfwQRjBw4cQE5OTvMa1TU4jjZtKDXoLyjshN6f2sp/IPLakOyy4csA2ceCpmGm8tpKmyJdPOIYyN0w6FJQe6RoizWkA7ewShWpzw1pvKmdWaxL/FCOdiF2e2FevvtPD7mM+MZ4Oijuq0IvoC6b3jj50FfSJvie+gw7GuQ1J91HUtfTgdirxftI9QKOKtYHGa6DSB6v2ST4JHSgjgXyIfUtqOyPsNC1FWgT+kNjnHrtiNLbVIeC+lDkX7cwVPbG7fIY6EdO5cqjsvFH8wtZ4W6ktPEbKocvonLZVlD5alCoVLgy1Tz9DlB/HZLKqkLakbpfkYxtcuHhIeKHzEKfzEkl4oeKcCGl3bt3x7Jly1BcXAxN07By5UqceeaZ0RgzwzAMw5x8+GHGFNtkuvfs2QOPx4OcnBzU1NSgTZs2eP7555tsg1OfMwzDMEzLxzaZ7rfeegterxeJiYno2rUrKioqMHHiRJx55pno31/el20y9bn4RCiqUZvIRlvaihPqWnkAjWT7kiJuSRq2HC1kODW0qygzG78oSU77pBkhpUyvdLwWpHSthLFGhDhGVTgh7ddCKBw1qxjuxYlej8n6MHhIKcZvGJNbCE8+avK1YMETSzR55E9YGLbsVGHJpNHCUJphzc61MC92zWGFwnx3yuCdClNsk+murq6Gw+HAjz/+iG3btuE3v/kNUlJSUFxcHPGgGYZhGOZkw46a5tgm0z1y5EiMHj0a77//PgBg4cKFCAQCGDBgQMSDZhiGYRgm9rBNprtbt24YP348xo8fj/j4eOTn5+Omm25Ct27dDG0YdSrYp4JhGIaJIXSbX60E22S6Dxw4gPvuuw+fffYZ5s+fD5fLhWXLluHJJ59EcrIs39yUT4Vo35akrFV2bwq1QZNzrcjuquzTZv0qUYTGmfokqGz+ZinXxTISTiv6rRj8JFT+GBbCxczOtTSHwhh1szlTlav6tJJqORIfCgvSxIaU3xHMv7NCzMdO2iFrwJcY3ufGsIaFY+pDEYs+Fq2JSNZDLBBXIw+YyvUzsUnEOxXhZLp37NgBTdPw008/YfXq1RgzZgzS09ODzpwMwzAM06LgnQpTIt6pEGW69+3bFxS7GjhwIFatWoX//d//hdfrxU033YR169bB7TaqZXJIKcMwDMO0fKJi/jgu03306LGsoIFAAC6XCzNnzoTP50OHDh2QmpqKCRMmYNeuXcjIyJDaaDKklGEYhmFiiNYUpWEXtsl0L1q0CN999x22b9+OQYMGYfPmzfjVr36Fr7/+GhdffLFpu+FunkFO1iBPrSizYhdXYbKwwvmDHPsDORTGZNnmqZB7pkj9UL8Ulb+FIXV7eJ0KM1lx8frM2nU0hvfrMA4ybDNK+WEruhpmaeglvx8ika7U4CAoU3Er1joAQOFjYSbvHN+jJvi+YV8yVLgrQ415k9UfKtWaVvlYsH9F5LQ0HwoKTVvAtAxsk+keOnQodF2Hw3HsC6hLly7weDxobOQMpAzDMEwLhHcqTLFNpvu8885D27ZtccUVVyApKQmVlZUAgIYm/CXYp4JhGIZhWj4RP1QcPnwYJSUlyM7ORr9+/VBRUYHHHnsM119/PV5++WXk5uaipKQEbdu2Rffu3eFyGbs0lekWtm4dPvlcwxafypxAnzKFcsO2s0L+2yxc00qoqtSP2Xal4lrpVrjBxCE2YwgDDJ/N0HgtdN+/6fPMoPcxEEeGJIzf1ExhYZtflSFUdc9NzW7i+jCRQVeZJQxL1EI4NR2jFTOcpzBk8jDIjJPsvl6lnSh8kRmxLunNnFxU32GnCvapMCfikNLBgweHleN+++23ceedd8Lj8WD9+vUoKipCnz59ojFuhmEYhmEEAoEAfvOb36B3797IycnBn/70pybreTweXHXVVejbty/OOOMMXHzxxdi7d2+w/IILLkDPnj0xZMgQDBkyBM8991yzxxDxTkVGRkZQjnvMmDGSHPeqVauQn58PAHj33XeRmpqKkpISlupmGIZhWh4xvlOxYsUK7Ny5E7t370ZVVRWGDh2KCy+8EIMGDTLUnTp1Ki677DJomoY//elPyM3NxaZNm4Llzz33HK666irLY4h4p6K8vBzFxcW47rrrgnLcdXV1qK+vR319PbKzs6FpGrZs2YLzzz8fRUVFhjZYppthGIZhImPVqlWYMmUKnE4n0tLSMH78eKxcudJQLyEhAWPGjIH2X1vniBEjUFBQEJUxRLxTkZ6ejp07dwIAJk+ejPz8fCQnJ6N9+/ZwOp3YtWsXbrvtNsyYMQOvv/56k20YfCrapxqko4+j+aMYJyXati00GyCzRk3Mmqpd1ZOuWXpqimgzV/gZUMx8HyIKc5Uaoh2HHwMNu5R8AKJ4y6VrM/G/kEJVzcKRFXLrhvsaZjxAE6Gr4hhoGnoL99FMOlxlK9Yaw/vRKPvEia8flvRmNO+pHkET2LhTUVtbi8zMzOAx/b/YHIqKitC9e/fgcY8ePfDPf/7T9Lz58+dj7Nix0t8efPBBPPLIIxg4cCCeeOIJ9OrVq1ljiFokcG1tLVavXo2OHTvi2WefRXp6OtxuN9q0aROsU1BQENS1YBiGYRjmGElJSSguLlbWGTlyJPbs2dNk2ddff31C/c6ZMwd79+7Fhx9+GPzbq6++iqysLOi6jj//+c+44oorgpsHZkRs/jjOqlWr0LNnT9TV1eGKK64AAIwbNw4LFx77hbFnzx6UlJTg/PPPN5xrMH942PzBMAzDxBaaja/m8MUXX+Dw4cNNvrKyspCdnY3CwsJgfbMf8s888wzWrVuHd999V9oAyMrKOna9mobp06fjxx9/RHl5ebPGGPFORXl5OUaPHo09e/ZA0zS43W4kJCSgrKwMHo8Hc+fORX19Pb744gv88Y9/RFxcnKGNpswfDMMwDMM0n3HjxmHJkiUYN24cqqqqsGrVKrz99ttN1p03bx5WrlyJjRs3IlVIjeHz+VBeXo5OnToBANauXYtOnToFk4eaERWfim3btqG2thZdunRBbm4uvv/+e6SlpeGGG27AihUrcNFFF+Gcc87BU089hby8PPNGdRLrL771ys90NIZemaJcYUc2s/2qtBssxS4r7PhU3hk0VTu9dsHvhI7fQeta0ORQzYUeRySohX4MEtnhmzGMIUDTGkua3nQQzW9XdW1mfhLiPdfd4a+bjsl0HlT+F9Q/RyWvblXXRDEoaZ7IGg20k0VFXIdCPwxoOmrDZyFK/jAs6f3zIxZ1KmI9+uOmm27Cl19+iT59+kDTNMycOROnn346AGD9+vVYv349li5diuLiYtxzzz3o1asXLrzwQgBAfHw8/vWvf6GhoQGXX345Ghoa4HA4kJGRgfXr1zd7DFHzqVi1ahXOOOMMvPXWW3jiiScAAFdeeWWwvF+/figpKYHP52tSAIthGIZhmBPH6XTiz3/+c5NlV155ZfB/cmZmJnS96Sektm3bYuvWrSc8hqj5VCxbtgznn38+Kioqgj4Vf/jDH5CZmYkvvvgCt99+O1wuFyoqKgznckgpwzAME8toOLYTZ9ertRA1nwoAWLhwIXRdD/pU5OfnIy0tDU6nEwcPHsSKFSvQoUMHQxumqc+FCQ+46b6tYnBm2UQtbM2qbrqlsDlV2CINlzXJsqopTARKE0YE2+aGbX+xXbMQTUVdQ9iihdBbS6HBCtODMvzXIG0evl3TMahkxWlVlay4K3xm12aNIwwGSW8iOy72awhzNZESjxYs6d36MXzXMy2CiHcqjvtUbNmyBY2NjcjNzcVll12GtLQ0PPfcc3j44Yfhdruxbt06TJ06FYFAtPKPMwzDMMxJQrf51UqIakjpcZ+KyZMnAwA++OADzJo1Cxs3bpTCVRiGYRiGaX1ENaQ0KSkJ5eXluPbaa1FWVoYbb7wRiYmJyMnJgc/nQ3p6OioqKgyhKZz6nGEYhol5WtGOgl1ELaQUkGW609LS4PV6UVVVhYsvvhhOpxMlJSVITk42tNGUT4UYShcQwkZdNfLmijKkjdqgI7D3SqGIpCwifwtFeSCBmIpIyKmjLnRBqlBPwGReFKnFDSGZJIRXaxBCSk2kwqWwXBpSqliJhvlV+DNYkok2C39UpDNXhTI7Giw4M5j4dVhZW0r/DJO1rlofWr38wRHvlcH/4hTAkt5NYwhtjqLc/cnAdVQesK8N/0dvCUTN/HFcpnv//v1B8wcATJ8+HbNmzUK/fv3g8XiwY8eOaHXJMAzDMCcNjv4wxzaZbq/XixdeeAEOhwNXXnklDh8+jNra2iaTknBIKcMwDMO0fGyT6f73v/+NGTNmwOl0YvXq1fB6vRgxYgTat29vaMM0pJRhGIZhTjWtaEfBLmyT6S4tLYXT6URqairatGmDw4cPY+fOnXj44Yfx+OOPm7ari3ZbwT/A15bY9GmcvEJuWGlDN7M5KyJhregzWFmUjnozEYPQW4N+hEr2wUT+VhevlfpbWPAX0OnqUvhqWLLNR6JTIdZVjI/WNQyBzIPor0P9Q5S+JnQeVD4hJtoeShu6iWS9qq7h3lho91TAkt7HaGk+FBQzDRcmNrFNpvvyyy/HqFGjMGPGDFx11VWYNGkShgwZghkzZkSrS4ZhGIY5abQm3we7sFWmGwAefPBBnH766fjkk09w+PDhJs9lnwqGYRgm5mHxK1M0PVxWkWYiynTv378fuq6juroaZWVlqK2txUsvvYTXX38dtbW1qKqqQl1dnWmbrtRUZM1+pMkyMTMnYAz1k7BiljB0pCiLwS1fA/TaxW11ahpRzCkNw1VthRu27q3Mv5U5tRImSk8VzR9mIcZWQo5F6eqAieS4eKy6TxQrde1EIR0ek58FAQ43bTlYCSn1PvMciouLbR2POykVg27+P9vaP7T+Wduv4WQQdZ+KvLy8YOrzV199Fdu3b8e3334Lt9uN+Ph4lJeXNzsvO8MwDMPECmz+MMc2nwqfz4ennnoKmzZtgtvtxtq1a9G5c2d+oGAYhmGYVoptMt3bt29HaWkpBg0aBL/fD03TEAgEsH37dgwePFhqg2W6GYZhmJiHdypMsU2mu3PnzgCARx55BI8++igWLFiAu+66C025cFhJfW4pTiqaC0CVDtyCHG4kYX8qDO3Sc5USzorQRAuhngYfiihdj6XQMiuhk1SO2oLEt2EbVEhbb5A9txBirFwfVqS2QXxGLPg+WJJ3NgmJbXY7J4mfk6R3S5fpjqtlme6WiG0y3WlpaUhKSsLEiRMBAG+99RYGDRqEL7/8MlpdMgzDMMzJg6M/TLFNphsArr/+erz33nvYv39/MKSUmj4ADillGIZhmNaAbTLdZWVlGDduHK677jrcddddCAQCGD58OM4++2xDGyzTzTAMw8Q6HP1hjm0y3Wlpabjvvvvwl7/8BXfffTeefvpp3HHHHdi5cycGDhxo2q5ol3b4hAKVZHBTxyKRxPUrtAUMsswKPwSldoPZglVcq24mMS2eGwhfBETg52HBR8FM/0LpSxCJTog4hgh0TFTnmkqOK67NYPcW08XTOSJjMAxfoU1iZUzK0+iYqPbHqdLSaCatWdK7pflQULxJ/B+8JRJV88fxkNLjqc81TcPnn38On8+H4cOHw+12Iy0tLVpdMgzDMMzJwU5/ilb0/GSrTPfy5cvxpz/9CVVVVejfvz/mzJkTjAoRYZ8KhmEYhmn52CrTPX78eBQWFiIxMRFerxeHDh3CJ598Ymr+cKWmIvvRkEx3ID40RFet/Bzkj2/+8CMJsRK3dSVzjNl5iu3sYxXCnxtIlPeONT9pTCwm0tB0jOI4zOS0VXZDlanHzN6oGkOA3EfDtUoNkTFYCWMUx0C37sm1SeM1CckMJIcm3FklN2TIyKoKl1VcGzUt6HFyZQfNnKqS0yYo7znpR5Ihp3PfEiTsm0lrDjdtCbir5A9HY0r4D/pJkelum4rB1z9qW/sH3pvHMt1AeJluv9+PjRs3YsOGDbjooouwe/duDBkyBB9//HGzfCoYhmEYhmlZ2OZTEQgce6p0OI51kZaWBp/Ph+rq6mh1yTAMwzAnD/apMCUquT/eeecd3HXXXWjbti3Ky8tx5MgRdOrUCR06dMAVV1wBv98PXdfh9/sRHx9vOJ9luhmGYRim5RPxQ4Wu65g4cSI+//xzzJ8/Hy6XC3fccQfGjRuHUaNG4dtvvw3Kdn/88cfQNKOtvCmdCtEeLKbipvZdFZHIDavkk1U2csDElq2yQZO6Do+8kWToV5XOXGGrN5O9VvkSqFKfG+ZXdavM/FmshHdaCZ0T26Xn0VBblVuHSx6gozb0UVL5cRjGYBYuq/KFoc2q+jW5VvHcQDvZIcdRLX9NiCmpfSTsTxka3ML4OUl6xyK6M/Z+vrNOhTlR2anQNA0//fQTVq9ejRUrVuDtt99GfHw8Nm7ciL179wYjPo47bDIMwzAM0/qI2KdC0zSsWrUK48aNg9frxU033YSXX34ZNTU18Hq9wQeKJUuWIDExscnU5xxSyjAMw8Q87FNhSsQPFT6fD3fffTd8Ph86duyIDh064Nprr4XP54PX64Xb7YamaVi8eDFGjRoV1vxRXFwcfDma8LtgGIZhGCa2idj88fXXX2Pnzp34+uuvMXjwYBQUFKBXr1745z//CbfbjU8++QQPPPAAZsyYgTlz5iA7O9tyH1Ksvpk/gGjr9lkw6Jo9KSrKLfkSWOnXRE77hPu0gKlNXCFfbmXONC/5g9iWTVLPVq7NICtOx9vMdkz7jaCugROcN+pDQfG1bUU/qyzQmiW9Y5FYTHXOPhXmRLxTkZWVhUAggG+++QYA8O233wIABg0ahAkTJuDdd98FAOzZswclJSU4//zzI+2SYRiGYZgYJOKdis6dO+Ohhx7CrbfeismTJ8Pv9+PBBx9ETk4OnnrqKdx0003417/+hfz8fKxYsQJxcXGGNjiklGEYhol5eKfClIgfKnw+H9566y306tULbdq0QU1NDRYsWICZM2fiwQcfREFBAZxOJ5KSkpCUlNRkG2apz8WtZ7OQNaW8s8pMYWbCUG3zWwgTNaDY5jdsuZuFp54KVOGzijml12KQghZNV1bmmxLJl4AY1hzJXEeQmVYl062ZmPekz00srp0Wjmjy4HDT6OMg69vv5v/oLYGIzR/HfSrWrFmDbdu24cMPP0R1dTU+++wz/O///i927tyJs846C1dffTXGjRsXjTEzDMMwzElH0+17tRZs9am48sor4XId2wzp168fSkpK4PNZyMbFMAzDMEyLIeKHis6dO2PcuHG4+eaboWka/ud//gdjxoxBTk4Ohg0bhri4OHz66aeYNGkSNE1DRUWFoQ3WqWAYhmFiHtapMCXi1Oderxdt2rTB4sWLceutt+Lvf/87rrrqKuzbtw+pqalITU3FihUr8PDDD6O6uhrl5eXBJGPhcKWmIvv/QqnPlWGkZnZ8VV0rWPGTsKuu6twIMKQ+F/1WSJnuCO/7YCX1uamfhNQJbUjdjxLVfFvwuTFIZquuTeWfY3ZtivFSHwua7l7EkLKe+rQkNT91u6NRkM2ndu5WlPo8EtjHInKcHuJTkRB+MZ2s1OdDr7Yv9XnJx60j9XnEOxXbtm1DIBBA7969AQA9e/ZEXFwcdu7cidTUVKxatQqzZ8/G008/3aTwFcMwDMPEPDb6U7Qmn4qIoz+ys7PhdrsxduxYtGvXDuXl5YiPj8dpp52G1atX4/bbb0e7du2Ql5eHtWvXNrlLwSGlDMMwDNPyiXinIj09HR06dMDRo0dRVlaGxsZGBAIBtGnTBjfeeCOSkpLgcrlQUVGBSy65BKWlpYY2WKabYRiGiXl03b5XKyEqMt0lJSUGme7PPvsMXq8XVVVVuPjiizFw4ED861//wk8//YQuXbqYtivagCUb/4mmuY4UlR3cJK10s9u1iupcC/OkSmdukAoPhG/4hFOQW61rxR9DhRX7P/VnoKnmRU0IOh4r16oaE/V9MbluKYW9yZhEaW6z+xgQbdsqf5GfMSzpHQUi/skbXTS0LjOFXdgWUjpw4EDs3bsX06dPx6xZs6DrOmpra9GrV69Iu2QYhmEYJgaxTaa7W7duGDp0KA4ePIgdO3bgp59+wq233or27dsb2mCfCoZhGCbm4Z0KU2yT6b7jjjtQUlKC9PT0YL2SkpIm22hKplvckhe3nALx5K4SKVdpm9dCGCDd1jJsAWth3gNKeW2DaYESQUipOGZLmVIVW/cACRlsI18czc4ZcIfKnUfVG19i6KohTJiEqopjMFwbNcmo5oEgyV7T9aFYA6bbnsJ91kmYpUFO24qZRbg3NGSU3jclJuNP7FETfO/ZlyyVUQn1+COhjr0kY2kgnqwXK5mCWzGnQtLb9DstxnHVkJDSdP6P3hKwTaZ7y5YtaGxsRH19PSorK9HY2IhPP/0UDz/8cDTGzTAMwzAnFS1g36u1YJtPxVlnnYVRo0Zh8eLFKCgowLXXXotHH30Ujz/+eKRdMgzDMAwTg9gq063rOnJzcxEfH4/XX38df/zjH5tsg2W6GYZhmJiHZbpNidinwuv14s0338RLL70kyXQXFBTgwgsvRHp6OlauXIklS5bg+eefb7KNJlOfC+Y0ab4NIY6KwVFTtsJPwvSeKioYUlKb+VE0s13TU1U2UkXYpZk/gzgv1IeCzr/DE2rM0K4q9Tm9b4pQVQMWXBQoKjltXbGWLNmj/eo5s+JHo/IBMfjyqMZo4nNzdH/Ij8JwG8m9aWwX6pja7VUhx8wxVOGmTZWfKC3Nh4Ji8J9jWgS2ynQvXboUTz75JOLj4zF9+nQUFRWhvLw84kEzDMMwzMmGZbrNsU2mu3v37jh48CD+/ve/Y82aNThy5AiSkpKC0SAiHFLKMAzDMC0fW2W6fT4ffvvb32L79u0oKSlBeXk5/vrXvxraYJluhmEYJuZhmW5TbJPp3r59O5KSkvDNN9+gV69eWLNmDSZPnoyqqqrmNSza38X5thLzb6EPU8THL+rXYcWHghJJ6vNw7Zi0ZfBnID4AurgqLIQ6GeLiVZVpIb2tVtLdq8ZA50VxHyNKJa/yF6HdqPwkFO0afHdM/Iv0E/TdMEDLRL2RSCTJGQAs6R0OSzosDAAgEAjgrrvuwjvvvANN0zBjxgxMnz69ybo9evRAfHw8EhMTAQAPPfQQxo8fDwDYs2cPbrnlFhw+fBgpKSn4y1/+gkGDBjVrDLaFlA4aNAjXX3893nvvPQDAwoUL4XA4MHjw4Ei7ZBiGYZiTi43+FNHyqVixYgV27tyJ3bt349///jfmzp2L7777Lmz9VatWYdu2bdi2bVvwgQIApk2bhqlTp2L37t144IEHMGnSpGaPISohpcdluo/7Vjz44IPIycnBE088gffeew/9+vXDRx99hIceeghnn322oQ0OKWUYhmGYyFi1ahWmTJkCp9OJtLQ0jB8/HitXrrTURllZGbZu3YqJEycCAK655hrs378fe/fubdb5tsl0z5w5Ez/++CPKyspQXV2NpKSksG0YQkrbp0J3CY9ugsmDmhqU2+QUK1LWFIX8Nx2DFXOIuO0coHeDhHrqTvnY0Sh0bGUr38T0II7fdHtescWuMkWYbuWLYzALVQ0/BGsVVPMSydpRYGausST5rmjbMIeGUNDmtyvJl1sbEtMMToWkdyziaCCrKzEGbGs2DqG2thaZmZnBY/p/sTkUFRWhe/fuweMePXrgn//8Z9j6N998M3Rdx9lnn40nn3wSHTp0wP79+9GlSxe4XMf+IWmahuzsbBQVFSEnJ8d0DLbJdH/22WeYOnUqHnroISQmJuKll17CM888g507d0baJcMwDMO0KpKSkqSAhaYeKEaOHImMjIwmX/v377fU36effort27fjP//5DzIyMnDLLbdE5Toi3qkQfSoGDx4s+VRomobPP/8cPp8Pw4cPh9vtRlpaWsSDZhiGYZiTzanWk/jiiy+U5dnZ2SgsLMTIkSMBAAUFBcjOzg5bFwDi4uIwY8YM9O3bF8Cx/+mlpaXw+XxwuVzQdR1FRUVh26HYKtN977334plnnkFJSQl69uyJiRMnonPnzoY2DD4VHvapYBiGYRgrjBs3DkuWLIHf78eRI0ewatUqyQHzOHV1daisrAwer1y5EkOHDgUAdOzYEcOGDcOKFSsAAGvXrkVmZmazTB8AoOl6ZAGyXq8Xbdq0weLFiyWZ7n379mHgwIGYMWMG5syZgw8//BCXXHIJ/v3vf2PYsGHKNl2pqcj+v0eCx5L93SxcT7Qjm6S2FjHzHYjEtq0kAt8HqVyVqh2Q5s22lMhWUs2TMoMkryD3bLhvqtTnNAwtkpBY4ZHbMF6SDlwTwnKVoZ2GTsmxwi+F+kVQHxtDmnErIaVCeSDdK5dVxEnHcdWhgTSmyhfrkE+15vPEmPJz8rGIr5AXT0P78B9m7zPPobi42N7xJKbi7Evsy7K9b+v8iK/B7/fjzjvvxLvvvgtN03DnnXfirrvuAgCsX78e69evx9KlS/Hjjz/immuugd/vh67r6NWrF+bPn48ePXoAAH744QdMmjQJ5eXlaNeuHZYvX47TTz+9WWOI2PwRTqZ748aNqK+vx5w5cwAAo0ePRlJSEpYsWYIXX3wx0m4ZhmEYhhFwOp3485//3GTZlVdeiSuvvBIA0KtXL3z99ddh2+nXr5+pqSUcEf+OEGW6u3fvjlGjRiE+Ph4XX3wxHA4HHn30UQDAhg0bUFVVhbi4OEMbHFLKMAzDxDqxrlMRC0Rdptvn80HTNLRt2xZPPvkk5syZA4fDgUsvvRTdunVr0i7DMt0MwzAM0/KJ2Pzx6aefoqSkBNu3b8egQYOwefNm/OpXv8LXX3+N77//HrNmzcLvfvc7fPnllxg1ahT69evXrHYlO7Qoa0z1DagdXDS7maW2Vtj4Df4YFlKsW4llPlHJZtMyRV2qh2G4NvFcRQp1QzmdQ4U2guE+quTXzfxdTlDq3OB/QX1lVHLgNL25BU0IVZnKr8MwBjpnqrZN1qjoR6EdIbuJZAwBd+hkg24MndNW9AssFvg5SXrHpD8Or2dTIn6o8Hq90HUdDsexFdClSxd4PB40NjZi1apVyM/PB3DM98LtdgfrMQzDMAzTuoj4oWLEiBFo27YtrrjiCiQlJQXDVDweDxoaGnDeeedB13UMGDAAF154YZMCHZz6nGEYhol1WpPvg11EvG2QkpKCWbNmoaysDLt370ZDQwN69eqF2tpaAMckPvPz83HbbbehTZs2TbbBPhUMwzAM0/KJeKeioqICTz/9NP75z39i0KBB+PDDD/GrX/0K55xzDlwuF1555RU88MADANTqXkoEe7DDJxcp/RBOMJ+BZSJ4epXshibtSPlQQOz6ZpoW0nnNGtoxqJ8E1WdQ2PUj0muQTlSUmbWjmBcr8yD6EQCA5o3SdRMMdaP0y8gsP40u6oLQk1V5ZWwaL9M8WnOeEH9CrC0mHQjE2phij4h3KvLz85GamhrMtf7xxx/D4XCguroaEyZMwLvvvgvgWH72kpISnH/++ZF2yTAMwzBMDBLxTkWfPn2wf/9+xP/XZBEfHw+fz4eCggJ4PB7MnTsX9fX1+OKLL/DHP/4xrE4F+1QwDMMwMYsO3olrBhHLdFdUVKBHjx7o06cPdF1H9+7d8c4772D16tUAgDFjxuCiiy7COeecg9deew0FBQWmbbpSUtHj4UeDx95OjcH3STtlf4v6znSvWXhrsg+jChM1SCILMtKO+ubHOFIpZcPekCLsT+sgP1yltKuTjo8Up4Y911kb/uJpOKTKrEK34/3tZPuTsyYUQ2gIsyRI0takaiCeyD0Lad3pGFQmMMO1Keafplb2pcg2AeX1KD41zjp57un8ihLkBs8vGqkqSoUTk4U/Wf6Ds1r+jSCaqgzmDmoOEcxY9HNhmJfGUF2nR27In0juozDHhj5tkou30q5tkvUKTlafkZhDYmEOO3wlHx86M3zdkyLTnZCCEb+0T6Y7f/vztl/DySDinYr8/Hx06tQJW7duBQA0NDQgISEBuq5j7NixwXr9+vVDSUlJMPMZwzAMw7QkOPrDnIh9Kvr06YPDhw/j888/BwDcdNNNAI4lNhF5++23MWbMmCYfKKhMt97I5g+GYRgmxtB1+16thIi3DFJSUpCTk4Nzzz0XwDGfih49esDlcmHYsGHYsWMHfL5j+9Xt27fHoUOH0KFDB6mNmTNnYubMmaFBpaRGOiyGYRiGYU4yUQkpzc/Px44dO6SQ0oEDB+Kjjz7C+++/j1mzZmH+/PmYOHEi0tPTzRvVZPu7VhsaZn0n2WZrsN8p0lXTulZkYEU7svl5qhzrtOHwZfpB2X+k8pB87FB1oxoj2cMzzIvoA0D9PDyyDrPYj8F/wYI8tcNDDe7CWyvy39R/QZE2ndZ1HCUNn+A+Hm3XsEad4efX2Jjwnt6LBuK7oZh/M+lw8VyDhDoJnxX9Lwwp4Eld1Tq0y5cgohDek8DJ6lMl6d1UuUgszGFF/9iLV2bzhzm2hpR+8MEHmDVrFjZu3BhW+IphGIZhmNZBVEJKS0pK0L17d8TFxSEzMzMYUnrjjTciMTERffv2hd/vR48ePVBRUWHYreCQUoZhGCbm4Z0KU6Ii0z179mwcOXIEJSUl2LVrF3r16gWXywWv14vq6mq8++670HUdjY2NSE5ONrTBMt0MwzAM0/KxTaZ74MCBAICqqio8+OCDGDNmDP71r39hx44dOPNMRcDxf5Hi8wUbrmlq5RNNQR1N850qFbeFFOUGVLLjFq41otTcKmlrC/4BtsXqm82nqGxultZdD/OetEPLI5lfg9+ElXTxUcLUpyIQvi4Tu7S0tOm6USfxlKIB0FpRlIZd2OZTceTIEezduxfTp0/HrFmzoOs6amtr0atXr4gHzTAMwzBM7GGbTHd+fj4uuOACeDwerFmzBl6vFyNGjED79u0NbbBPBcMwDBPzWEhS+XMl4oeKQCCAxMREg0y31+uFw+HAq6++ihtvvBGTJk3CkCFDmmzDoFORmho2TNBBQ9ZU8rFWskVa2DY3rWvFzCIeW12wJ3puNK9VJJIPnEoRm27HK0wwpmYV0QRjtj5U2TgpKlOJFXOIAjOp7WhlejXIoJP5V4WJRpKhlTm5xHqGU42sQ7hPyTAYi9gm0719+3Y0Njbi7rvvxsMPP4zDhw9j/fr1OHToEB5//PGIB84wDMMwJxP2qTDHNpnuUaNGYdSoUUhLS0NycjI6dOiAO+64o8kHCirTzeYPhmEYhml5RCWk9LhMt8PhwFtvvRWU6X7llVcwYcIENDQ04ODBg3j66aebbINDShmGYZiYRrf51UqwVab7zTffxPbt2/Htt9/C7XYjPj4e5eXlzZbqPo5DkMgOuIksMA2rE0MGzfoQH6ks+ANYkWoNkBlWpu2m/gA0/TpVkRbasiSrS+aQpgCHmPqcSj9bSM2tktc22unD31dVinoKnW/DmE7UR8RE4l1Tzb9i/HQeHN7w/Rjmk6asp58FsdjEr6PPkP3B93u/ypYLyaQlHAo15umols2XQmLZv+KkYiVsOxJJb7uIr5AH7GvTiv7ztmKi4lMRLqT0qaeewqZNm+B2u7F27Vp07ty5eQ8UDMMwDBNrsE+FKbbJdH/zzTcoLS3Feeedh+rqasTFxeHhhx9usg0OKWUYhmGYlo9tMt3HdSs0TUPfvn3RuXNnPPDAA/jrX/9qaIN9KhiGYZhYR9Pte7UWbJPpHjVqFJKSkvDZZ5+hV69eWLNmDSZPnoyqqqrmNRxGTlnzmxhmrWhEnKCugpltWFwgBm0BlR6DWbu0LdEeb0E7wzQ9tTKnunpMcmHzxtNUXaUtXuEfoPJZAcicmd1/sR+z6z5BbQ+Dn4RC9tqo1xFePhsg124ypj3bskLtqO4/gPrOoY6U82DeLWMjkfiwxIKktzfppHTDRBlbU59ff/31eO+99wAACxcuhMPhwODBgyPtkmEYhmFOPrpu36uVYJtMd0FBAcaNG4frrrsOM2fORENDAy677DKcffbZhjbYp4JhGIZhWj62yXS7XC7cd999ePnll/HNN9/gq6++wueff46dO3cGM5gex0ymWzInkK37QJziCS+aIWxiNyYZTZXbjqrMmOS8QBt5b9lRJ+9/S+GedHteEWprl5SyKoTU9FyvhUGorDNm1jFxHsy6UdWlYwizXoEmwk/FLJ8mY7CS8daSzHgEP4xak/2XaR6nQtI74Iq9hWYlvP3nim0y3bquQ9M0VFRUYPny5XjsscewdetWpKWlRTxohmEYhmFij6iYP47LdI8aNSoo0+33+7F8+XJccsklKC8vx5QpU7Bo0SJ07tzZ0AabPxiGYZiYpxX5PtiFrTLd9913H+rr65GRkYGePXvinnvuwc6dOw1tcEgpwzAMw7R8bJPp7tKlCzZu3IgNGzbgoosuwu7duzFkyBB8/PHHBp+KJgkXUmphbKa+Aycq0x2JTwLtRxW26CE+FAoboxaIINTW0JjYLmlGkYbckg8FadfgGyP4hKh8Eo5VEAsVZbAWAitdG71uRT+W/DpM/CIk/wuT0Fp6baJN2nR9KMYQaCfH6TorQ18bgTgyJCIzLn2OWab7pGJFptsKJ0vS23WUyHS3jYFdghgYQqxjW0ipz3fsi8jhONZFWloafD4fqqurI+2SYRiGYZgYxDaZ7tLSUnTq1Am5ublITk5GdXU1AoFAMPRUhH0qGIZhmFhHY58KU5q1U3HnnXeiR48e0DQN27ZtC/59z549uOyyy9ChQwccOXIEbrcbp512GgYOHIiysjJ06tQJBw8exJ49ezBo0CCcf/75cLmMzzHsU8EwDMMwLZ9m7VRce+21uP/++3HuuedKf582bRqmTp2KSZMmYc2aNXjqqafw7LPPonPnznj55Zdx9913S2W1tbVBM4kpetPvaepzpWaB2SNTtGS6rchRq8pN7f/RMYpaSpNOZaNV/iSmwg/CW+oPQHU1xDKVDwXt9wR9R8zOtaTNYLY+TtD/woCJb48o422Yb3W3Eo5q+WtCFw4j0SZh7OVk+bDYJentTYmxXQEdHP3RDJr1FXDeeechMzNT+ltZWRm2bt2KiRMnorS0FNdccw3279+Pu+++G6NGjcJ3332H0aNHAwCuueYa7N69G06nE7/85S+jfxUMwzAMw5xyTvh3xf79+9GlSxe4XC48+uijGDBgACorK7Fnzx7cd9996NKlC1566SX07dsXffv2hcPhwKxZs6AZ3OaP+VRkZmYGX+xTwTAMw8QcARtfrYRmmT/uvPNOrF+/HoWFhfjhhx8wZMgQAEBjYyNGjRqFw4cPIyUlBX369MFDDz2E5ORklJWVYfny5SgsLMTXX3+NqVOnomPHjk2236RMt4C49RygoX30ZljZ8lNJK6vCC8msSXLZAByNwrazIvtmU+XRQtWPKiz0WIUojcFK6G0EGU2jJUGuvDeRrDNFWC7NqkrRFddGTYGqDL4G8w35OZGYXRN87/kxWR4DqeuuDP2hMaUVfRsyUSFakt6uOnk9+6np+6Sjs6NmM2jWTsW1116LLVu2wOkMfRtmZWVh//79mDx5Mnbv3o37778fu3btQnZ2NrKystDQ0IBNmzahe/fu0HUdRUVFyM7Otu1CGIZhGIY5tTRrp+K8886z1GjHjh1x9tlnY9OmTQCAjRs3IjMzEzk5OZYHyDAMwzAxAe9UmNKsnYrTTjsNLpcLfr8fU6ZMQU5ODvbv34/OnTtjxowZcLvdmDRpEnr06IGioiJ4PB64XC7k5eWhsLAQs2fPxuzZs8O2zz4VDMMwDNPyadZOxYIFC9CrVy/06NEDS5Yswfjx4/HVV1/hyJEjWLBgQTBs9JZbbgmeM3PmTGzYsAE9e/bEhAkTMHfuXFx++eVNtt+UT0VYeWIqVd1I7MiKEE2DL4FYZiXMktR1kDEExJA74q9g6MemB1+VL4chg3Y88QmpD50cIGWGFOWihLpKAjuaqFKLm9xHaR7II7WZ/4tyDKLPiks9Z5J/jlmfipBdVXp7wxhpGXGFaGwQF61iDCApqc38XfiH3c+aSCS9AxFLM9oA71SYcsIhpQkJCaivr8eECRMAAFdffTU8Hg90XUdCQgLGjBkTjPQ4/fTTUVBQEN2RMwzDMAwTU5xwSKnH40FiYiLeeOMNAMC6deuQkJDQZMjoypUrMXbs2LBtsfmDYRiGiXk4pNSUE/apAI4lCfvNb34Dt9uNW265BV27dg2ek5mZibi4OBQWFuIf//gH1qxZE7Z9lulmGIZhmJbPCftUlJWV4cCBA1i0aBEmT56Mv/71r7jhhhuCYaPffvstli5dijfeeAMzZszA3LlzLQ0snI+DwaavMnGZpIa2NB7F45dpau7mQvuI5OmVTpNC7wBkTkXfE5V8NgBpjJY0N8z8XVTXHsF9lcZoYh5VXo/CH8PM10GVzlyZ+tzsJ0AE8uXeulAOc4eJX4Rk6za5F5zunBGxIultSMkQA7BOhTkn7FNhxksvvYSVK1diw4YN8Pl8TZpFGIZhGIZpPTTroWLatGnIzMyE3+9HXl5eMKQ0KysLS5cuRd++ffHUU0+hf//+KCoqQnFxMe655x7s3r0bnTp1wtSpU+H3h/85yT4VDMMwTMyj6/a9WgnNMn/Ex8cHU5a/+OKLwZBSAMEdCHEnIjMzE/p/J2n58uW47bbb4Ha7w7bfpEx3OPMHkTU2bAmLx9F0flGZD8zC6prZrin0WsXIPiIVbpBstiBJflJQyKAbyk3CIVXtKrf9rXyOFXMPWDN5SfNt0u7J+qpx1Ia+CgIJ8sU4GuVB8p4jEy1Ukt59/5J3sofT4gkEArjrrrvwzjvvQNM0zJgxA9OnTzfUKy8vDyb8BICjR4/ixx9/RFlZGdLS0nDBBRegsLAQKSkpAIBbbrkFd999d7PGYCn1eY8ePYJ/Oy7TPWvWrCZ9KgCgoKAAS5YswYgRI/DVV1+hvLwc6enpzRoYwzAMw8QMLSD1+YoVK7Bz507s3r0bVVVVGDp0KC688EIMGjRIqpeeno5t27YFj5955hl88sknSEtLC/7tueeew1VXXWV5DLb4VFRWVqK4uBi5ubl44YUXUFNTg+TkZGnADMMwDMNEj1WrVmHKlClwOp1IS0vD+PHjsXLlStPzli1bhsmTJ0dlDLbIdFdVVaFHjx7YtGkTzj33XHz//fe4/PLLwzprsk8FwzAME/PY6FNRW1sr/R+cN2+e5eEVFRWhe/fuwePj/5NVfP7556ioqMAVV1wh/f3BBx/E6aefjvHjx+PHH39s9hhskemuqamB0+nEli1bMHz4cFxwwQW4+uqrw7bflE+F6CshpsD1ZshOFY46EosoYmb8ldKBE58EEhYoSnEH4sgWGA0vdITKVemoDcMh/iLuKrlhR6Nc3tg+1I9OLjaQII9RvD4alusg1+pLDjk4OOrlMTg9pB9Bxpv2SRH7pT4UNM2xN1kPW5eGn0plFsJ7ze65eK5BatugdR5664+nc0/qCidrARrOS8YklFPfF3eV/IfGNOIL4Qm/9gJx8nH6N6G6RwbLk+iukI99/Y6GDg4mSGV0jBnbQn+o6C+XxdWQaxe+jQwhxl75WCynoYeuo6RdYfh+skbjasm6SwqVOwyh1vK5vjZCXRpGTNed+H1WE/4zdKwf4bQG9bpTXVvat/JxRX9yPcIaoN898RV0XoTxutTz7U0JldPPNZXeFu8d9aHYPelF6XjAwjuC7/2J8hjI8miRJCUlobi4WFln5MiR2LNnT5NlX3/99Qn1u2zZMtx8881Bv0kAePXVV5GVlQVd1/HnP/8ZV1xxBXbu3Nms9k44S2lTMt3jx4+HruvYvHkzfD4fxo4dC7fbjQMHDmDq1KkoLS1FXh473zAMwzAtkFOsfPnFF18oy7Ozs1FYWIiRI0cCOObXKPo5Umpra7F69Wp8+eWX0t+zsrIAHAvAmD59Ou69995m+0TaItOdl5eHrKwsZGRkIDk5Ge3bt8fcuXPDPlCw+YNhGIZhImPcuHFYsmQJ/H4/jhw5glWrVmH8+PFh669atQpnnHEG+vcPbSP6fD4cPHgweLx27Vp06tSp2UEWtsl0b9iwAeeddx48Hg/Ky8uV4Sgs080wDMPEOpqu2/aKBjfddBP69++PPn36YPjw4Zg5cyZOP/10AMD69euRm5sr1W/KQbOhoQGXX345Tj/9dJxxxhlYsGAB1q9f3+wxaLpufjWffvpp0KfitddeC8p0d+3a1SDT/f333yMnJwd33303fD4fnn/+eRw4cAA5OTmoq6tr1qBcqanI/r9HmiyzoqlgqsdgQcY4avoXVlKsU/8AOsYTHYdZenCVH4LqXIXEtNVzxWt3EHuvakwGW7xC/8LS+Ez0JE5YB8REV0OVft00Lb2iXUp8dm3wfWNhklRGxy/6IYi+L83ph2Gai7tS/tB9f/uC4Hsq6e195jlTf4RISYhrhwv7GDUfosWO6ldsv4aTwQn7VKgoKyvDsmXLUFxcDE3TsHLlSpx55pknNECGYRiGiQliXKciFrBFpnvr1q3weDzIyclBYmIiHn/8cUybNi1s++xTwTAMwzAtH1tkuhMSEuD1epGYmIiuXbuioqICEydOxJlnnik5hBzHLKRUwsKDoqENxZa1eWPCeytS0FbaJZhm31RJWVvoxyANfaI6zFbaMcnIKl67JZOX2ZxJ0ubhywzHZlLsFtaAaNIwnKYwAxnmqNHKxJBj0nFDkWDyMGnW2044mZrKovnZYH7W0LBRlaR39jMnY0Q6EOAFbUazdiquvfZabNmyBU5n6Fv4uEz35MmTsXv3btx///3YtWsXsrOzMXjwYDgcDvz444/Ytm0bfvOb3yAlJaVV2IsYhmEYhmkaW2S6MzIyMHr0aLz//vsAgIULFyIQCGDAgAEnNkqGYRiGOdVwllJTbPGpAI49SMydOxe9e/dGYWEhli5dim7dujXZPvtUMAzDMEzLp1khpcfp0aMH/va3v2HIkCH46quvcMMNN+CHH34Ilp999tl48skn8ctf/jL4t8mTJyM9PR1PP/10swcVHx+PDh06oLa2FklJx2y94nuz41ioG4tj4rpcN9bHxHW57omce+jQITTY/GM0wZWMC3vapwi9o/711uEioFuge/fu+tdff63ruq4fPHhQT05O1r1er67ruh4IBPROnTrpe/bsCdavqanRk5KS9O+//95KN0G6devW5Huz41ioG4tj4rpcN9bHxHW5biTn2km8M0m/NOc+214n81rs5IRlujt27Ihhw4ZhxYoVAI5JeWZmZgbVNoGmJUAZhmEYpkXCPhWmWPKpKC4uxiWXXBJ8cFi0aBEWLVqEvn374sknn8Ty5cul86KZo51hGIZhmNimWToVixYtavLv/fr1U2ZN+/zzz09sVP9F1K4Q35sdx0LdWBwT1+W6sT4mrst1IznXdlinwhRLjpoMwzAM83MkwZWMC7Om2Nb+Du/qVuGoecI+FQzDMAzDMCLNMn8wDMMwzM8e3tg3hXcqGIZhGIaJCrxTwTAMwzDNgR01TYmph4off/wxKPOdnZ2NXr16NfvciooKtG/fHsCxaJWmUq1XVlbC6/Vix44dGDBgALp06YK6urpgFtYjR47g66+/hs/nQ319PVwuFwYOHGhpHAzDMAzzcyUmHiq+//573HLLLdi/fz+ys7MBAEVFRcjKysLy5cuRkJCA3NxcFBYW4qqrrsL48eMxbdo0OBwOHDlyBBkZGdixYwfatWuHK664Au+++y66dOmC6upqPPjgg6iqqsKZZ54ZzLTavXt3VFRU4IYbbsDixYuRkZGBl19+GePHj0ddXR08Hg8AYNCgQSgpKcHo0aOxbNkytGvX7lROEwDA7/fjk08+kR6+zj///GAG2UAgAIfDgfLycqSnpwM49sCVnJyMHTt2oFevXkhJSQEAPPLII/j9738frHP8oWzdunWorKzE4MGDcdZZZ2HXrl1IS0tDx44dsWvXLmzatAnV1dVwu91wuVwYNGgQunfvfkIPhHY8DGqahpqaGvh8vibn6Pg8VVRUBOcIAA4dOoTi4uKwcySOl84RAGmetm/fjsWLFyMuLg69e/eO2hyp5mnv3r0oKioKzhEAwzz99a9/hdPpROfOnTFw4EAAOKljMnuI79evH/bv3x8z69vhcMDr9Qb7ioW11L9/fzgcjrBz9P/bO/fgqMoz/j/nsmdv2d1sNreFze7mtkkMuUKiiVASwMigonihzm+qxVEb2hGqtjZKvI6lnQo4ZeqIUgtIUJGLNYDYUgM63moDxCCXgQSQIGRIDCRcVCDk+/uD376/PQkhke4Spc9n5sych/fL2Xef983Z57z7PO8ORZ+ys7OpvLz84pPmR8+VtUlVxBjqLT0BoLi4GKtWrerz7ytXrkRRUREqKirwwgsvYPPmzbjrrrsgSRJef/11LF68GESE9PR0lJWVYcSIEVAUBSaTCWVlZXC73YiLi0NrayvmzZsHWZbx0EMPISsrC/Hx8VAUBRs3bkRjYyMcDgdycnLw4YcfoqmpCT6fDzNmzMDp06fxq1/9ChUVFdi0aRP27t076Pd19OhRcf7SSy9dUHPs2DG0tbWhrq4Ohw8fBgCcPHlSbH/e0dGB9957D//4xz8we/ZsxMbGIj8/H1OnTsXUqVNRXFwMj8eDl19+GX6/H5qm4ZZbboHL5UJMTAxcLhfS0tLg9XoRHx8Pi8WCMWPGYP78+XC5XHjyySehaRqMRiP8fj/mzJkDIoLD4YDT6cSNN96I+Ph4JCUloaamBnFxcbBYLDAYDFBVFSUlJTCZTDAYDMjPz0dxcTESExNRVFSE9evXo6ysDMnJyYiOjsa///1v5OXloaCgAD6fDyNHjoSmaYiNjcW0adOQkJCA2tpa1NTUYPjw4YiKisLYsWOhKAo0TUN6ejpiY2Mxc+ZMmEwmeDwe1NXVITY2FmazGZIkgYigqioURYHH48GUKVOEjz744APU19cLP2maBqfTCZfLhffffx8Gg0H4aMaMGZgyZQpcLhfmz58Pv9+PQCAAk8mEuLg4nY/mzZuH5557Tvjpscceg6IocDgcICL4fL5+fbR9+3Y0NzcLP0VFRSE3NxcFBQXYvn07rFar8NH8+fPxu9/9Tvjp2muvxfjx42G325GbmwsiQnR0NOx2O1avXo1XX31V+GnhwoXCL0SExMRE8bcycuTIfsftoYcegsfjEeOWm5vbZ9xqa2uRkJCAmpoaxMTEiHF7/fXXdX2aMWNGv+MmSRKSk5MhSRJiYmIwZcqUIZ/fiqLAaDTCZDLB6XTipptuGvK55PF4oKoqrFYrbrrpJp2PhqpPgUAAWVlZyMnJwYoVK/6r++TF7pVNTU26++TlxqhYMdEzM2LHlbJN9w8iqAgEAn3+rbGxEY2NjfD5fMjIyBB2Y2MjZFlGUVEROjs7oSgKSktLsXXrVgCAyWSC3+8HAOTm5iI9PV1cU5Ikcf7xxx9DURTYbDaMGTMGsbGxyMvLE+35+fnIzs5GUVEREhMTYTQafxAfmKmpqXA6nbj99tvxxhtvoLa2FnPnzoXRaMQTTzyBmpoaTJ06FUSEf/7zn9i0aRMURYEsy5g8eTJuuOEGqKqKadOmISoqCsnJybBYLACAVatWweFwICMjA6tWrcKECRNARJgyZQpee+01WCwWZGdnY8+ePWhvb0dKSgpcLhdWrVqFhQsXoqysTIzR3LlzYbVa8dhjj+GNN96AyWSC3W6PeDBoMBgwdepUnD59GtXV1SgvLxc+8nq9uOqqq4SfZFmG3+/HihUr4HK5QETCR/Hx8eIDctq0aTAYDHjhhRfEfLVYLMJHsizDbrfjrbfeQktLCyRJQl1dHQBgw4YNUBRF+Ojmm2/W+Sg7OxslJSXCT5IkISMjAwsWLIDX6wURobS0FCNGjIDT6URUVJTwk6qqqKqqQmtrK1JSUmA2mzF37lykpaVBVVXExcUJPymKgr/+9a8Azt+0VVXF8uXLUV1djbvvvrvfcbvxxht1QbzBYIAkSaJPiqKgrKwMJpMJbrcbBoNBjJvL5YLP5xN9IiJMnz4dtbW1FwziXS4XPvnkE9Gn2traIZ3fmqZh0qRJAICFCxeiuLh4yOeSLMuor68XcynUR0PVp6ioKBQVFcFutyM6OvqyBc2XG6NsxcThMyJ2cFARRkpLS7F06VKcO3dO/JskSYiLi4PRaISqqvD7/eIgIsyZMwcjR46EzWbDl19+iQkTJuCZZ56B0WjE8OHD0djYiLy8PDzwwAOYOXMmTpw4AVVVsWzZMvT09GD9+vWIiorCf/7zH1RVVUFVVWRmZmLXrl3YtWsXUlNTYbPZxAqK3+8f8g9MVVXF6kl1dTUkSUJ5eTnKysogSRLKysrEEXyCaGlpgaZpqKurQ3FxMdauXQuz2SzeU25uLgKBALq7uwEAFosFBQUFYhyMRiOeffZZpKSkQFEUJCYmirb8/HwYjUZhExGSk5N14xQ8NxgMcLvdEQ8GjUYjRo0apetT0EdmsxlRUVHCR5IkoaamBoFAAD6fD2lpacJH+fn5KCgoEH3SNE346OqrrxY+BM7fhN1uN1JSUuDz+SDLsm5+h/Y/EAiIp3K/3w9VVaFpms5ns2fPRlFRETweD7xer/BTXl4e8vPzL9inUaNGwWQyiddJSUlBTEyM8JOiKP32KT09Xden0HEL2sFxMxgMWLRokehT8DWDcyl03Mxms24uaZqGe++9FzabDUajEV6vt9+5lJ6eDlmWh3R+G41GFBYW/qDnUqiPhrJPwftkIBC4bEFzVVUVdu/ejcsFBxWD4wcRVDQ1NWHcuHFwOBzIzMxEZmameBravXs3brnlFrz77rtCbzQa0dXVhXnz5ok/sp6eHjz55JOQJAmKoogb4t69e/Hggw/CbreLZVZVVXH99dfjb3/7G2JiYhAbG4v33nsPOTk54qnHZrMhKSkJANDa2vqD+MC02WwYNmwYjhw5AgAwGAyor6/H008/DYvFogvKDAYDli9fjvT0dNjtdgBAV1cX7rrrLsiyjOXLlyM+Ph5ZWVl46qmncNttt6GpqQlutxtutxv79+/Hiy++CKfTiXXr1qGmpgYJCQmw2WzYuHEjNm7ciJSUFERHR4uAUFVVHDp0COfOncOSJUt0H3LBJfRIB4Nmsxk+n0/4SNM04aOKigoEAgHhJ4PBAABYvnw5nE4nvF6v8JHT6YTP5xNPTbGxscJHc+bMgaqqwkeTJ0/GNddcg3Xr1uHRRx+FLMt44oknAABPPfUUFEURPgoEAvD7/Th48CCWLFmCkpISZGRk6MYNAObMmYOYmBikpaUJPyUkJCAzM1P4yeVyCR89+uijMBgMwkfl5eUoLCwUfiIivPbaawCAN954A7Isiz5lZmbq+hQ6bsE+hY4bANEnRVHQ0NCA4cOH9xm3+Ph4+Hw+3bht375dPN2azWZdEO90OvHMM8/gyJEjyMzMREZGxpDOb7PZjLS0tAv+vQ3lXAr6KBAI6Hx0qX16++23/6s+hQYZlzNoDgaoY8aMwauvvopIY5StmDjsgYgdHFREgLa2NmzZsgVbtmzB/fffjw8//BAA8N133+G7774TusrKSnH+1VdfifPOzk7861//woIFC/pcu729HW+++Sa2bt2Kr7/++oKv393djU2bNmHDhg3o6urSraD4/f4h/8D0+/1ITEwU0TwRwWw245577sGdd96JtWvXij4VFhaiq6sLb775pri5AEBzc7N4otE0DWVlZfjqq6/w5z//GcOGDRNfs9jtdlRWVmLDhg3Iz89HYWEhPv/8c1x33XUgIvG9/Lp16zBu3DjYbDaYTCYkJSXBbrejvLwcEyZMEMFgZWUlKioqIhYMyrIMWZZhtVoxadIk4SNJkoSPjhw5gnvuuUf4KegjADo/NTc3IyMjQyzNBp/8nn76aXg8HhgMBp2POjo68Nlnnwk/LVu2DGazGUQEWZYxe/ZsjBs3Dna7HbGxsYiOjobFYkF5eXmfoNnj8Yg+hfrp0KFDSEpKgtFoFH7y+Xy49957YbfbxVNf0Ef79u3DO++8I/z0hz/8Aaqqiq8vHnjgAdGn6OhoREdHw2q19hm30D6F9ifYp2DeQbBPoeOmaZquTwMF8W+//TbuueceWK1WKIoCVVWHdH7Hx8fjlltuEXNJluUhn0vPP/+88JGqqjofDVWfUlNTsXTpUhw6dAjPPPPMZQuagfP5Z6+88gquvfbaC97TwwkHFYODf/vjIjQ3N1NlZSVt2bKFZFkmm81GXV1dVFhYSIqi0G9+8xuaOHEiTZ8+nfbv308rV66kV155hX77299ST08PAaCnn36ann32WZJlmZKSkoiIqK6ujv7yl7/QokWL6MSJE0REpCgKjR8/nqZOnUqPPPIIybJMy5cvp4ceeoh27txJAMhqtdLatWtp7NixtGvXLvrjH/9IS5cu/V7vqbu7m7q7u6mrq4u2bNlCkyZNEm3nzp2jr7/+mjRN02X296ajo4N6enooLi5O/Ft7ezsdPHiQiIiSkpIoLi6OTp8+TZ2dnZSQkCB0wezyQ4cO0fDhw+nYsWMkyzLV19dTfX09PfbYYzptT08P1dXVUXp6Onk8HvGaodn8586do/fff58AUHFxMdntdjp27BgFp/aKFSto+vTp4rq9KxVC7Zdffpnuu+8+OnPmDB0/fpzeeust+uUvf6nT3nnnnXTy5Elau3btRa87a9Ys+v3vf0+yLNPLL79Mt956q/CR1+ul2NhYIiI6ffo0EREZjcY+vg766fjx49TZ2UknTpygjz76SPc633zzDe3YsYOam5vp+uuvp5iYmH7H7d1336WSkhJKTU3VjVt3dzcdOHCARo8eTTExMdTe3k579uyhrKwsUlVVVN709PSQpmnCPnv2LH355Zf0xRdf0K233iq0Pp+P9uzZQ6qq0vHjx6m0tJTcbje1t7eL/6soCi1cuJAKCgpozJgx1NbWJipFjEYjdXV1UXJyMhGdrwCKjo4W76U/u7u7m9rb20mWZTG/g23B+f3tt9+S3+/v9zrnzp0T8/vUqVOkaZqoJvrss88oJyeH/H4/HT16lD755BMaMWIE+f1+OnjwIO3atYuuuuoqslgs9Mknn1B2djYlJibS0aNH6eOPP6bi4mKh3blzJ/l8PjKbzbRt27Z+r3vgwAF67733qKKigqxWKzU0NNDZs2fpm2++oZMnT9Lo0aPp+PHj9OWXX4oy+FCb6PzffbDt2LFj1NzcTGfOnKHOzk4aPXo0HThwgFRVJQB09OhROnv2LI0bN67Pdbu6uoT22LFjZLVa6euvv6YlS5bQzp07ye1205EjR+jMmTNUXFxML730ElVVVVFlZSVNnDiRkpKSaMeOHWS32+n5558X98rDhw/TNddcQ21tbdTd3U1JSUkEgCZMmEArV66k6OhoamlpIVVVafz48bRgwQIxNy4XJiWKyuN/HrHrf6HUXhG//fGDWqn4oRK6gtLW1gag7+pJKN9n9WTFihWDXj1paGjQZeXv3LlT2LGxsfjJT34i2nJzc0VbYmIiduzYodOOHTu2X23v6/bWlpeXC21ogmp6ejpsNhskSUJiYiIKCgogSRIMBgPeeustjB49Wtjz5s3rV7t69epL1j766KO6JNn77rsPDocD1dXVmDVrFmbNmgWHw4FZs2bh9ttv72MHzwerHei61dXVmDJlii5Rt6CgAHa7HWVlZWhoaBD22LFj8dxzz2HSpEmw2+0oLS1Fdna2aPv8889RUFAAm812UW1/173hhhuENiEhQVelYTQakZ+fj7i4OOTl5SEmJgZFRUVwOByiaiUuLk6svEVCS70S8QwGAyZPnow1a9bozs+dO9evXVtbO2ht8Lo333yzri1oL168WJc07XA4IEkSZFnG448/rrMnT54MIoLBYIDdbofFYomI1maz6Spm0tLSxKqOLMtIS0uDLMtQVRWSJMFoNIqVl5SUFNE2GO1A1w2u+lx11VWiOuaDDz7Q3ScHe6/s7OzEgQMHsH379j73ylOnTuGzzz7D66+/3u998nJglK2YmPiriB1XykoFBxWXSGheROj5QPZ/o7VYLLrSWlmWMXfuXGzevBmqqiI5ORkffPAB7rrrLiiKItqcTieio6Mjog1NUJUkCb/+9a+xePFiUZr397//XZQSZmRkCDtSWuqVJEtEkCRJLPGH2vT/lnhlWe7TFk5t70TdhIQEkagb/F47aGuaJpLTrr76ahiNxohoNU3TVWkE59q+ffsgyzIaGhoAnC/31jRNtFmt1ohpQytFVFVFTEwMqqqqkJWVBUVRUF5ejtTUVLjdbl1bbztcWlVVddUqwaX6tWvXig/aoE1EWLNmDRobG2Gz2aBpWkS0JpNJVzGTmJiIjRs3ikqnUNtut+O2227D6dOncccdd8BsNkdEm5mZecHS+71792LTpk0XtEOP/1Z7uTDKVkxM+GXEDg4q/gcILWNduXKl7nA4HOLc5XL12xZOraIo/ZbWms1mkQDV2dkJVVXFeUFBgS6RNFLa0IWvpKQkXd5J8Kk0SKS0vZNkg3kIQXvRokXCDlYxuN3uPm3h1IYmn+Xm5ur6azKZdLYkSSI5LTc3V/dew6kNfqAD56s0+kseHjVq1GXThlZlBMuVg4l4iYmJIjEvLy8PUVFRou3xxx+PiDYhIaHfapWLzVGfz6ernginNnSM8/Pzdf83PT1dZ2uapquE6l3xEy6twWDQld7n5OTAYDDAYDAgJydHZ6enp8NqtYr8p/T09EvW9i5djTQcVAwODiouQu8yu2BilKqqOju4ZHihtnBr+yutDU2ACtrB87S0NGRkZEREG5qgGpoFfvfdd+tugE6nU1fJElriGE6t0+nUJcnm5OTA4/EIu7u7W2fv3bsXJpPpgm3h0oYmn+Xl5SEzMxPbtm1DY2MjTCaTzpYkSZzn5eXBaDRGRBuaBBcfH4/rrrsOM2bMwOrVqxEVFYWKigocP34cd9xxB5xOp2jzer0R04ZWipSXl6OgoEAk4lmtVgDQ2aFJepHQWq1WXbWKyWTC9u3bsWzZMiiKgkAgIGwiwtKlS/Hhhx/C6XRC07SIaI1GY5+y9127dgE4H3SE2pqmoaioCADw6aefQpKkiGmDJaWZmZliM8Pg5oWhttVqFdpQ+1K0QXrbkcIoWzExfnrEDg4q/gcIVnz0PgfOf9AFbY/Ho2sPbQun1mQy6bLyg/a8efNARKIt1A5m7AcrDMKtDa3oICKRbX748GHY7XZ0dXXh8OHDKC4uFtrQtnBri4uLAfz/qpKoqCgMGzYMPT09mDt3LkpKSvrYbre737ZwaEOrI/x+PzweD5KTk+H1eqFpms4mIni9Xvj9fni9XhgMhohos7Ky+lRpBCtshg8fLgLaYJZ/sM3j8URUG1q9EvrEHno+kB0ubWj1TGiVkSRJqK6u1tk//elPxY6lFosFSUlJEdF6vV5dxcyf/vQnuFwupKamwmQy6exgHkZGRgZiYmJQXFwcEW0wMGttbcX999+v28wwEAjo7NBKnd7299WGcqENFMMNBxWDg4OKizBz5kxR1hp6DgAjRowQdmVlpa49tC2c2vvuu0+X8BRq7927V9cWan/11Ve6ZKlwakPpnaB64MCBPucD2eHW9k6S7Z0IFmpfrC2c2iCnTp3Cvn37BmVHStve3o7169eLZOFTp05h27Zt2Lp1K1paWsR577ZIaDdt2qRLxOvo6Ljg+UB2OLWhdHd3Y/PmzWLfiovZkdSGlr0D57f637x58wXti7WFS9t788LS0lIsWbIEixYtQklJic622WxYunQpzp49iyVLlsBms12yFoAo8Q/akcQoWzExtjJix5USVHBJKcMwDHPJhJbeu91uOnPmDB04cIAkSRI/EBm03W43dXR00DfffEMWi4VcLhcdPnz4krSaplFraysVFhbSSy+9RIFAIKLv06REUXnMzyJ2/S+M666IktIfxK+UMgzDMD9O0tLSqK6urs9eNUTUr202m+nbb78NizZ0v5xIA/Rcttf6scIrFQzDMExECAQCtGfPnkHZ4dRGApMSRWXO/xOx6283reeVCoZhGOZ/m23btuns0A/3o0eP0qpVq4Td1tbWr/19taGvG9yZOKIARD38DD4QvFLBMAzDXDKyLJPf7xfb4vfeHpyI+mwXHiTU/r7a4FbrROe3sz9z5kwk3p7AJFupLDqCKxWWd6+IlQp5qDvAMAzD/Hjx+Xz00Ucf0f79+2n//v3i90rOnj1LHo9HZyuKIs57299XG3y9/fv3635fKKIAkTuuEDioYBiGYS6ZyZMn0759+y5o33DDDTo7KytLpw21v682lN42M3Tw1x8MwzAMMwAm2Upltp9G7PrbbRv46w+GYRiGYZggXP3BMAzDMIOBF/YHhFcqGIZhGIYJC7xSwTAMwzCDAD28o+ZAcFDBMAzDMIOBv/4YEP76g2EYhmGYsMArFQzDMAwzECDepnsQ8EoFwzAMwzBhgVcqGIZhGGZAQMQ/fT4gvFLBMAzDMExY4JUKhmEYhhkE4JyKAeGVCoZhGIZhwgKvVDAMwzDMYOCcigHhlQqGYRiGYcICr1QwDMMwzCDgnIqB4ZUKhmEYhrkCeOedd2jkyJFkNBrpwQcfvKi2qamJSktLKRAIUFFREe3YsWNQbQPBQQXDMAzDDAb0RO4IA+np6bRo0SJ65JFHBtRWVlbSL37xC9qzZw9VVVXRtGnTBtU2EBxUMAzDMMwVQCAQoLy8PFLVi2c2tLW10ebNm+lnP/sZERHddtttdPDgQWpubr5o22DgnAqGYRiGGYCcUdm0q/XTiF1flmXyeDzCfvjhh+nhhx+OyGsdPHiQ3G63CD4kSSKv10stLS3kcDj6bUtLSxvw2hxUMAzDMMwA1NfXD3UXqKSkhJqami7Y1tDQQElJSZe5R33hoIJhGIZhfgR8+ml4VkqSkpKotbWVuru7SVVVAkAtLS3k9XrJbrf32zYYOKeCYRiGYf6HiI+Pp8LCQlq2bBkREa1evZo8Hg+lpaVdtG0wSAC48JZhGIZhfuTU1dXRz3/+czp+/DgBIIfDQS+++CJNnjyZ1qxZQ2vWrKFXXnmFiIh2795N06ZNo46ODrLb7bR48WLKyckZsG0gOKhgGIZhGCYs8NcfDMMwDMOEBQ4qGIZhGIYJCxxUMAzDMAwTFjioYBiGYRgmLHBQwTAMwzBMWOCggmEYhmGYsMBBBcMwDMMwYYGDCoZhGIZhwsL/BY50Ftx3VCfWAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotCorrelationMatrix(dataset, 8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "code-FAU2-nB6-py3.11",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}