From 64e86652e217d229dba3aa0f45ab720963c0679e Mon Sep 17 00:00:00 2001 From: Anna Nowak Date: Mon, 31 May 2021 14:33:39 +0200 Subject: [PATCH] Bayes recznie --- Bayes.ipynb | 1050 ++++++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 963 insertions(+), 87 deletions(-) diff --git a/Bayes.ipynb b/Bayes.ipynb index 2171c03..cf15d11 100644 --- a/Bayes.ipynb +++ b/Bayes.ipynb @@ -28,18 +28,58 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: pandas==1.2.4 in c:\\users\\annad\\anaconda3\\lib\\site-packages (1.2.4)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (2.8.1)\n", - "Requirement already satisfied: numpy>=1.16.5 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (1.20.3)\n", - "Requirement already satisfied: pytz>=2017.3 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (2020.1)\n", - "Requirement already satisfied: six>=1.5 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7.3->pandas==1.2.4) (1.15.0)\n", - "Requirement already satisfied: numpy==1.20.3 in c:\\users\\annad\\anaconda3\\lib\\site-packages (1.20.3)\n", - "Requirement already satisfied: sklearn==0.0 in c:\\users\\annad\\anaconda3\\lib\\site-packages (0.0)\n", - "Requirement already satisfied: scikit-learn in c:\\users\\annad\\appdata\\roaming\\python\\python38\\site-packages (from sklearn==0.0) (0.24.2)\n", - "Requirement already satisfied: joblib>=0.11 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (0.17.0)\n", - "Requirement already satisfied: numpy>=1.13.3 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (1.20.3)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (2.1.0)\n", - "Requirement already satisfied: scipy>=0.19.1 in c:\\users\\annad\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (1.5.2)\n" + "Collecting pandas==1.2.4\n", + " Using cached pandas-1.2.4-cp38-cp38-win_amd64.whl (9.3 MB)\n", + "Requirement already satisfied: pytz>=2017.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (2020.1)\n", + "Requirement already satisfied: numpy>=1.16.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (1.19.2)\n", + "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas==1.2.4) (2.8.1)\n", + "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7.3->pandas==1.2.4) (1.15.0)\n", + "Installing collected packages: pandas\n", + " Attempting uninstall: pandas\n", + " Found existing installation: pandas 1.1.3\n", + " Uninstalling pandas-1.1.3:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ERROR: Could not install packages due to an EnvironmentError: [WinError 5] Odmowa dostępu: 'c:\\\\programdata\\\\anaconda3\\\\lib\\\\site-packages\\\\pandas-1.1.3.dist-info\\\\direct_url.json'\n", + "Consider using the `--user` option or check the permissions.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting numpy==1.20.3\n", + " Using cached numpy-1.20.3-cp38-cp38-win_amd64.whl (13.7 MB)\n", + "Installing collected packages: numpy\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 1.19.2\n", + " Uninstalling numpy-1.19.2:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ERROR: Could not install packages due to an EnvironmentError: [WinError 5] Odmowa dostępu: 'c:\\\\programdata\\\\anaconda3\\\\lib\\\\site-packages\\\\numpy-1.19.2.dist-info\\\\direct_url.json'\n", + "Consider using the `--user` option or check the permissions.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: sklearn==0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: scikit-learn in c:\\users\\ania\\appdata\\roaming\\python\\python38\\site-packages (from sklearn==0.0) (0.24.2)\n", + "Requirement already satisfied: scipy>=0.19.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (1.5.2)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (2.1.0)\n", + "Requirement already satisfied: joblib>=0.11 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (0.17.0)\n", + "Requirement already satisfied: numpy>=1.13.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn==0.0) (1.19.2)\n" ] } ], @@ -51,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +100,6 @@ "import numpy as np\n", "import typing\n", "import os, pickle\n", - "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.metrics import confusion_matrix, accuracy_score\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", @@ -490,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -869,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -913,12 +952,12 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -947,12 +986,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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zzTeTl5dHVlZWiVP3jEYj+fn5Nv8VvzwX/1X/xRdfLHGJXUWsW7eOt99+Gz8/P95++23uuOMOy47P22+/za+//nrFMS9ewnjy5MlSC8xz585Ru3btK45rb1eydmazmeHDh7N3716GDx/Ogw8+yG233cZNN93EqVOnSExMvBYps3DhQqKioujQoQPDhg3D39/fsjv13HPPlXrUvdFoLNFWUFBQoc9erVq1ACp0CuOVurj+cXFxdO7c2Wbfo0eP8txzz3HTTTcRGRlJu3btaN68OY6Ojqxdu7bEyY1XwtnZmWeeeYZnnnmGY8eOsXnzZr766iv++9//Mnz4cNavX1+ioM3OzrasjYhIZdE9TSJS7fTu3RtnZ2cSEhLK/Nf5vLw8yx/P9957L4Dl3qSLl3Bd6qeffsJsNtu8X6Q8fn5+AGXeX/HBBx8wd+7cMi9xW716NQAzZszgwQcftLpEbv/+/cCV7/TYmvOff/5JRkaG5eSyqnQla7dr1y52795N9+7defXVV7nzzjstuy8XC5VL1+nSe7PsafXq1Tg6OhIbG0tQUJClYDKbzWW+Xzt27CgR5+IO4sX7jMpyMX5lXIpma/3Pnj3Lu+++y5dffglAcnIy+fn5vPzyywwYMAAfHx8cHR2B0te/og4fPszMmTPZsGEDAI0aNaJ///4sWLCATp06cfLkyRLHpBuNRs6fP0/Dhg2veDwRkSuhoklEqp2mTZvy9NNPc+bMGZ577jnLpWwXZWdnM2bMGA4ePEjXrl0t9/P069cPgJkzZ1p951FmZibvvfceAI888shfyuvuu+8mJSWFr776yuq5L774gg8//JBNmzaVeanUxUsBT506VeK1F++RKSoqsrRf/Bf3i/ellOaRRx7BycmJjz76iMOHD1vaz58/z6RJkyx9qtqVrN3F9bv0PYQLf9xffB8vXaeL9xDZWqer4erqSnFxcYk8PvzwQ8vhBpfmARcKpLVr11p+z8nJYcaMGTg4ONC3b1+b4/n6+gKwZ88ee6RvpXv37tSsWZP58+dz4MABq+emTZvGkiVLOHToEFD253Tnzp0sWbIEKDnvirjpppuYN28e77//vtU/LBQUFJCRkYGLi0uJ+8x2794NUOZhLSIi9qLL80SkWnr11Vc5ffo0K1eupFu3btx///3ceuutnDx5ks2bN5OZmUnbtm0tf0TDhcMQhg4dyqJFi+jTp4/le5w2bNhARkYGw4YNK/XAhCsxadIkQkNDeeWVVwgKCuK2227jwIEDfPfdd9SuXZu33367zNf26dOHNWvWMHLkSHr27EnNmjXZsWMHP/zwA/Xq1eP06dOcPXvW0v/i/TFvvvkm9957r+VLXC/VtGlTxo4dy7vvvkvfvn158MEHcXNzIyUlhcOHD9OzZ08effTRvzRne6no2jVv3pyAgAB+/PFHBg0aRNu2bTlz5gzJyckUFBRQo0YNq92Yi+u0bt063Nzc6Nu3r1121/r06cP//vc/QkJCCA4OxtnZmW3btvH777+X+n7BhXvLwsLCWLduHQ0aNOC7777j8OHDvPjii+X+4d++fXtuvvnmUncN/yoPDw/eeecdxowZY/mc1K9fnx9//JHU1FTuvPNOy2mCXbt2ZcaMGcyZM4f9+/dz66238ueff7JhwwbLvXOXz7siPD09eeqpp1i0aBG9evXivvvuw8HBgU2bNrFv3z5efPFFy+ERF/3888/A/+0mi4hUFhVNIlItOTo6MmXKFHr27Mknn3zCzp072bhxI05OTvj5+fHKK6/Qv39/y2VDF40bN47bb7+dpUuXsmrVKpycnPD39+ett96yy5djent7s3LlSmJiYti4cSNbtmyhfv36PPLIIyWO/b7c/fffz6xZs5g3bx6rVq3ipptuomnTprz11lsEBgbSt29fNm7caPlS3hEjRrBv3z42b97MwYMHSy2a4MIx1M2bN2fBggUkJSVhNpvx8fFh+PDhPP744395zvZS0bVzcHAgJiaGmTNnsnnzZn7//XcaNmxIUFAQL7zwAjNmzCA5OZlDhw5x66230rhxY0aPHs3ixYtZunQpPj4+dimaBg0ahNlsZtmyZSQmJuLu7k6LFi2YOXMmrq6uvPTSS2zcuNHqvrsOHTrQrVs35s6dS0pKCj4+Prz33nsV2u1zdnYmKCiIDRs2kJOTU6KA+KuCg4Np2LAhc+bMYdOmTeTl5dG4cWNefPFFnn32Wcv9cQ0aNGDRokXMnDmTrVu38t///pdGjRoxePBghg8fTo8ePdi0aRNms/mKL418/fXXadasGYmJiXz++ecUFxfTsmVL/v3vf5e6E7d582Y8PDwICgqyyxqIiJTFYK6so5BEREQEuPB9SN26daNbt27ExMRcdZz//e9/PPHEE0RGRjJgwAA7Zlj9nDx5kq5du/L8889bvutKRKSy6J4mERGRauKuu+6ic+fO1+yEwOvZypUrcXV1LfHlwiIilUFFk4iISDUybtw4/vjjD8spczeirKws4uLieOmll/7S1wSIiFSUiiYREZFqpFWrVrzwwgvMnDkTk8lU1elUiXnz5nHrrbcydOjQqk5FRG4QuqdJRERERETEBu00iYiIiIiI2KAjx0VERERExMovSVlVMm5gD48qGbc8KpqkTBkZ2XaP6enpbve41SVmZcWtLjErK251iVlZcatLzMqKe6Pnqvlr/pp/9Zm/VG+6PE9ERERERMQGFU0iIiIiIiI2qGgSERERERGxQfc0iYiIiIiIFYO2VqxoOURERERERGzQTpOIiIiIiFgxGKo6g+tLtdxpWrlyJdOnT6/qNMr06aefUlhYCEBYWBiPPfYY+/btIzExsYozExERERGRK1Uti6br3Zw5czCZTAB8//33rFixAldXVxVNIiIiIiLVULW4PC8/P5833niDY8eOUVhYyEMPPcSvv/7KM888Q2ZmJiEhITzxxBP06tWL5s2b4+zszMSJE3n99dfJycmhuLiYV155hc6dO9O7d2/at2/Prl278Pb2pl69emzfvh0XFxfmzp3L6dOniYiIwGg0kpGRwejRo3nwwQdLzSszM5PRo0djNpsxGo1MnDiR3377jYyMDF599VXq169PTk4OL7zwAvXq1WPv3r1ER0czcuTIUuOVl1t+fj7h4eGcOXMGgPHjx+Pn50dCQgJJSUnk5eVRp04doqOjWb16NRs3biQ/P59Dhw4xbNgw+vXrV2nvkYiIiIjI31W12Gn65JNPaNy4MZ9++ikzZ87E1dUVJycnFixYQHR0NIsXLwbg/PnzvPjii8yaNYvY2Fjuueceli5dyvvvv094eDhms5nc3Fx69erFxx9/zPbt22nbti1Lly6lsLCQvXv3sn//foYOHcqiRYuYNGkSS5cuLTOv1NRUateuzbx583jrrbc4f/48/fv3x9PTk1mzZhEREUGtWrWIjY1lxIgRtGzZssyCCSg3t48++ohOnToRHx9PZGQkERERmEwmzp49S1xcHImJiRQXF7Njxw4AcnJymDNnDrGxscydO9e+b4qIiIiIyA2iWuw07d+/n6CgIACaN2+Oh4cHt99+OwaDAU9PT/Lz8y19W7RoAcC+ffvo3bs3AA0aNKBmzZqcPn0agDvuuAMADw8PfHx8LI+NRiOenp7Exsby2WefYTAYKCoqKjOvoKAgDh48yIsvvoiTkxMvvPDCX56rrdx2797N1q1bWbduHQDnzp3DwcEBZ2dnwsLCcHNz48SJE5acW7VqBYCXlxcFBQV/OTcRERERuTHoyHFr1WI5fHx8LLsnhw8fZubMmRjKONLDwcHB8prt27cDcPLkSbKysqhduzZAma8FeP/993nkkUeYNm0aHTt2xGw2l9l327Zt1K9fn4ULF/LCCy8wc+ZMS/yL9zRdmtflbaWxlZu3tzdPP/008fHxREVF0adPH3bu3ElycjJRUVFMmDABk8lkydlWLBERERERqZhqsdM0cOBA3nzzTZ588kmKi4sZOnSo5b6esgwfPpw333yTr7/+mvz8fCZNmoSTU/nTffjhh3nvvfeYO3cuDRs2tDlOq1atCAsLY9myZRQVFfHSSy8B0L59e55//nmWLFli6VuvXj0KCwuZNm0ar7/+egVnbm3EiBGEh4ezfPlycnJyGDlyJM2aNaNGjRoMHDgQAE9PT9LT068qvoiIiIgI6MjxyxnMtrZS5IaWkZFt95ienu52j1tdYlZW3OoSs7LiVpeYlRW3usSsrLg3eq6av+av+Vef+Vc3O77LqpJx77zfo0rGLU+12GmqatHR0Wzbtq1E++TJk2natOkVxUpNTWXatGkl2oODgxk0aNBV5ygiIiIiIpVDRVMFjBw50uapd1ciICCA+Ph4u8QSEREREZHKVy0OghAREREREakq2mkSERERERErOgjCmnaaREREREREbNDpeSIiIiIiYuX3TVVzet4dXXR6nlQzvyTZ/z+WwB4e1eLI0ep2jGl1iFlZcatLzMqKW11iVlbcGz1XzV/z1/yrz/yletPleSIiIiIiIjaoaBIREREREbFBRZOIiIiIiIgNuqdJRERERESs6chxK9ppEhERERERsUE7TSIiIiIiYsWgrRUrWg4REREREREbVDSJiIiIiIjYoKJJRERERETEBt3TdJVWrlzJihUrMJlMnDx5kvbt23Pw4EE6d+5MdnY2qamptGjRgmnTppGUlMS8efNwcnKifv36zJo1CweH0uvV3r170759e3bt2oW3tzf16tVj+/btuLi4MHfuXPLz8wkPD+fMmTMAjB8/Hj8/PxISEkhKSiIvL486deoQHR3N6tWr2bhxI/n5+Rw6dIhhw4bRr1+/a7lMIiIiIiLVnnaa/gIPDw+WLVvGiRMnGD16NEuXLmXJkiUMGjSIxMREfvrpJ7Kysli9ejXPPvssy5Yto2vXruTk5JQZMzc3l169evHxxx+zfft22rZty9KlSyksLGTv3r189NFHdOrUifj4eCIjI4mIiMBkMnH27Fni4uJITEykuLiYHTt2AJCTk8OcOXOIjY1l7ty512ppRERERKQaMxiq5ud6pZ2mv6BFixYA1K5dm0aNGgHg5uZGy5YtAXB3d8doNPLGG28wZ84cEhIS8Pb25sEHH7QZ94477gAuFGU+Pj6Wx0ajkd27d7N161bWrVsHwLlz53BwcMDZ2ZmwsDDc3Nw4ceIERUVFALRq1QoALy8vCgoK7LwCIiIiIiJ/fyqa/oKLl9gZyimLP/30U0aNGkW9evV46623+Oabb+jbt2+Z/W3F8/b2pk+fPvTu3ZvTp0+TmJjIzp07SU5OJjExkby8PPr164fZbK5QbiIiIiIil9OfkNZUNF0DAQEBDB8+nJtvvhk3Nzfuv//+q441YsQIwsPDWb58OTk5OYwcOZJmzZpRo0YNBg4cCICnpyfp6el2yl5ERERE5MamoukqXXqgwubNm0t9/OWXXwLwwAMP8MADD1Qo7rfffmt5vHz5csvjmJiYUh9ftGTJEptxXV1drWKLiIiIiEjFqGiqAqmpqUybNq1Ee3BwMIMGDaqCjEREREREpCwqmqpAQEAA8fHxVZ2GiIiIiIhUgIomERERERGxYtAXE1nRcoiIiIiIiNignSYREREREbGiI8etGcwXv9BHREREREQE2P1jVpWM63u3R5WMWx7tNEmZfkmy/38sgT087B43sIcHGRnZdo3p6elu95iVFbe6xKysuNUlZmXFrS4xKyvujZ6r5q/5a/7VZ/5if6tWrSI2NpbCwkKefvppQkNDrZ5PTk5m9uzZmM1mmjRpwpQpU6hVq9ZVjaV7mkREREREpFo5efIks2bN4uOPP+bLL7/k008/Ze/evZbnc3JyiIiIYO7cufznP//Bz8+P2bNnX/V4KppERERERKRa+f777+nUqRO1a9fGzc2Nhx56iK+++sryfGFhIRERETRo0AAAPz8/jh8/ftXj6fI8ERERERGxUlUHQWRlZZGVVfJWDg8PDzw8/u9+p/T0dDw9PS2/169fn9TUVMvvderU4cEHHwQgPz+fuXPnMnjw4KvOS0WTiIiIiIhcFxYvXkx0dHSJ9pEjRzJq1CjL76WdZWcopdLLzs7mxRdfpFWrVvTt2/eq81LRJCIiIiIiVgwOVbPV9NRTT5Va3Fy6ywTQoEEDtm/fbvk9PT2d+vXrW/VJT0/n2WefpVOnTrz55pt/Ka/r+p6mhISECvdduXIl06dPr7RcjEYjiYmJV5TP+vXrS7Tfe++99kxLRERERORvw8PDgyZNmpT4ubxouueee9iyZQuZmZnk5eWRlJREUFCQ5fni4mJGjBhBcHAw4eHhpe5CXYnreqcpNjaWJ598sqrTACAjI4PExET69+9fof79+vWr5IxERERERG5MDRo04NVXX2XIkCEUFhby+OOPExAQwLBhw3j55Zc5ceIEaWlpFBcX8/XXXwPQunVr3n333asaz25F04EDB3jjjTdwcnLCZDIxYMAAvvzySxwcHMjIyOCJJ54gNDSUXbt28c477wBQu3ZtJk+eTM2aNYmMjCQ1NZXCwkJGjRrFnj17OHfuHBEREQQEBLBixQpMJhMvv/wy+/btIykpiby8POrUqVPqdY+Xy8zMZOzYsWRnZ2M2m5k6dSr16tUjPDycM2fOADB+/Hj8/Pzo0aMHbdu25cCBA9SrV4/Zs2fz0UcfsXfvXqKjozGbzfzyyy+cP3+ed999l40bN7JmzRqcnJxo3749r7/+OrNnz+aWW25hwIABTJgwgb1799K0aVMKCgps5tm9e3cCAwM5ePAgnTt3Jjs7m9TUVFq0aMG0adM4fvw4EyZMwGg04urqSmRkJF5eXsyYMYPffvuNs2fP0qpVK6ZMmcLs2bM5cuQIp0+f5tixY7zxxht06dLlr7/ZIiIiIiJVrHfv3vTu3duqbd68eQDceeed7Ny5025j2a1o+v777wkICOD1119n+/bt7Nu3j5MnT/LFF19gMpno3bs3Dz/8MBMmTGDy5Mm0bNmSxMRE5s+fT+vWrTlz5gyfffYZ586dY9GiRYwePZqEhAQiIiJYuXIlHh4exMbGYjKZ+Omnn4iLi8PBwYFnn32WHTt2lJtfTEwMDzzwACEhIfz888+kpqaya9cuOnXqxKBBgzh48CBvvPEGy5Yt4/DhwyxevBgvLy8GDhzIjh07GDFiBLt372bkyJHMnj0bb29vxo8fz65du1i3bh2ffPIJTk5OjBo1ig0bNljG/eabbzAajSxfvpxjx45ZKt2yHD16lMWLF+Pp6UmHDh1ITExkwoQJdOvWjaysLKZOncrgwYO577772LJlC9OnT2fixIl4eHiwaNEiTCYTPXv25OTJkwC4uLgwf/58Nm/ezMKFC1U0iYiIiIhcIbsVTY8//jjz5s3jueeew93dnXvvvZfAwEBcXFwAuO222zh06BD79u1j4sSJwIXz05s3b87NN9/MXXfdBUCtWrUYPXp0ifgtWrQAwMHBAWdnZ8LCwnBzc+PEiRMUFRWVm9+BAwd4/PHHAWjbti1t27Zl2LBhbN26lXXr1gFw7tw54MIRhV5eXgB4eXlhNBrLzGf//v20adMGZ2dnANq3b8+ePXss/Q4ePEhAQAAAjRo1ssQtS+3atWnUqBEAbm5utGzZEgB3d3eMRiO7d+9mzpw5zJ8/H7PZjJOTE66urmRmZlrW5Pz58xQWFgLg7+8PQMOGDcvd5RIRERERAaCKjhy/XtmtaFq/fj3t2rVj5MiRrF69mpkzZ1K7dm2Ki4spKChg7969NGvWjBYtWjB16lQaNWrETz/9REZGBk5OTpYvo8rOzmb06NEsWLDA6ihBB4cLZ1bs3LmT5ORkEhMTycvLo1+/fqUeOXg5Hx8fduzYQatWrfjxxx/57rvv8Pb2pk+fPvTu3ZvTp09bDnoo7UYxBwcHTCZTiXy8vb1ZtGgRRUVFODo68uOPP/Loo49atgNbtmzJmjVreOqppzh58qRlB6gs5d2k5u3tzTPPPEPbtm3Zt28fP/74IykpKRw/fpyoqCgyMzP55ptvLGvyV296ExERERG50dmtaGrdujVjx461XEI3ePBgPv/8c4YNG8bZs2d54YUXqFu3LhEREYwdO5aioiIMBgPvvvsuzZs3Z8uWLYSEhFBcXMxLL70EXCh0xowZwz333GMZp1mzZtSoUYOBAwcC4OnpSXp6ern5jRgxgjfffJP//Oc/AJZ7qcLDw1m+fDk5OTmMHDmyzNfXq1ePwsJCpk2bxk033WRp9/PzIzg4mJCQEEwmE+3atePBBx+0FE3dunVj8+bN9O/fn0aNGlGnTp0rX9xLjB07loiICIxGI/n5+YSHh9OkSRNiYmIIDQ3FYDDQtGnTCq2JiIiIiEhpDNf1GdvXnsFckW2aq7Bt2zY++eQTZs2aVRnh5Rr4JanktzH/VYE9POweN7CHBxkZ2XaN6enpbveYlRW3usSsrLjVJWZlxa0uMSsr7o2eq+av+Wv+1Wf+1c2+X+2/thXh0+b6XKvr+sjxqzFy5EjLvUkX1axZk9jY2CrKqKT169cTFxdXon3IkCF079792ickIiIiIiJlqrSiqWPHjnTs2LGywpepIsePV7Vu3brRrVu3qk5DREREREQqQFcrioiIiIiI2PC3uzxPRERERET+Gh3AbE07TSIiIiIiIjZop0lERERERKxop8lapR05LiIiIiIi1dOBHVVz5HiLO3XkuFQz1el7mqrDdz9B9fmeiur23RfVIWZlxa0uMSsr7o2eq+av+Wv+1Wf+Ur3pniYREREREREbVDSJiIiIiIjYoMvzRERERETEikFbK1a0HCIiIiIiIjZop0lERERERKzoyHFrVbLTlJCQUOG+K1euZPr06WU+P3v2bJYtW2aPtABYtmwZs2fPLrffq6++SkFBgVVbSkoK48aNA+Cbb77h5MmTHDlyhAEDBtgtPxERERERubaqpGiKjY2timHtatasWbi4uJT5/JIlS8jJybmGGYmIiIiISGUo9/K8AwcO8MYbb+Dk5ITJZGLAgAF8+eWXODg4kJGRwRNPPEFoaCi7du3inXfeAaB27dpMnjyZmjVrEhkZSWpqKoWFhYwaNYo9e/Zw7tw5IiIiCAgIYMWKFZhMJl5++WX27dtHUlISeXl51KlTh+jo6ApNIjk5mXXr1pGfn8/48eMJCAggISGhRKzVq1ezceNG8vPzOXToEMOGDaNfv35s376dyZMn4+HhgaOjI3fddReTJ0+mbdu2PPzwwzz77LP84x//YOjQoYwfP55+/foxZswY1q1bx5EjR3jzzTepUaMGNWrUoFatWnz33Xf88ccfjB07lmnTppGZmcmLL75IRkYGfn5+lnUqTffu3QkMDOTgwYN07tyZ7OxsUlNTadGiBdOmTeP48eNMmDABo9GIq6srkZGReHl5MWPGDH777TfOnj1Lq1atmDJlCrNnz+bIkSOcPn2aY8eO8cYbb9ClS5cKfjRERERERAQqsNP0/fffExAQwKJFixg1ahQ5OTmcPHmS2NhYli9fTlxcHKdPn2bChAm8/fbbxMfHExQUxPz580lOTubMmTN89tlnLFmyhN9++40XXniBWrVqERERAYCHhwfLli2jY8eOnD17lri4OBITEykuLmbHjh0VmkTjxo1ZsmQJ7777Lm+//TYmk6nMWDk5OcyZM4fY2Fjmzp0LwMSJE5kxYwZxcXE0adIEuFC8pKSkkJ+fT1ZWFlu2bMFsNvP7778TGBhoGfu9997j5ZdfJi4uztJ+//334+/vz9SpU3F2diYnJ4cpU6bw6aefsmXLFk6fPl3mXI4ePcro0aNZunQpS5YsYdCgQSQmJvLTTz+RlZXF1KlTGTx4MPHx8Tz77LNMnz6dnJwcPDw8WLRoEStWrOB///sfJ0+eBMDFxYX58+cTHh5OXFxchdZTRERERET+T7k7TY8//jjz5s3jueeew93dnXvvvZfAwEDLpWm33XYbhw4dYt++fUycOBGAwsJCmjdvzs0338xdd90FQK1atRg9enSJ+C1atADAwcEBZ2dnwsLCcHNz48SJExQVFVVoEnfffbcll4yMDJuxWrVqBYCXl5flnqRTp05Z8mjbti2HDh2iXbt2vPvuu2zbto0ePXrw9ddfs337du666y4Ml9wZd/DgQQICAiyv3b9/f4n8mjZtSq1atQCoV68eeXl5Zc6ldu3aNGrUCAA3NzdatmwJgLu7O0ajkd27dzNnzhzmz5+P2WzGyckJV1dXMjMzLfM9f/48hYWFAPj7+wPQsGHDEvdgiYiIiIiURkeOWyu3aFq/fj3t2rVj5MiRrF69mpkzZ1K7dm2Ki4spKChg7969NGvWjBYtWjB16lQaNWrETz/9REZGBk5OTnz11VcAZGdnM3r0aBYsWIDZbLbEd3C48I7s3LmT5ORkEhMTycvLo1+/flb9bElNTaV3797s2rWLRo0a2YxlKOUokAYNGrBv3z58fHzYsWMHtWrVwsHBgdatWzN//nzefPNNTp06xbRp03j11VetXuvj48Mvv/xCUFAQv/32m6XdYDDYHLMs5fX19vbmmWeeoW3btuzbt48ff/yRlJQUjh8/TlRUFJmZmXzzzTdXNbaIiIiIiJRUbtHUunVrxo4dS2xsLCaTicGDB/P5558zbNgwzp49ywsvvEDdunWJiIhg7NixFBUVYTAYePfdd2nevDlbtmwhJCSE4uJiXnrpJeBCoTFmzBjuueceyzjNmjWjRo0aDBw4EABPT0/S09MrNIkjR44wZMgQCgoKmDRp0hXHmjRpEv/617+oWbMmN998s2VXqHv37rzxxhu0atWKf/zjH3zxxReWXa2Lxo0bx9ixY1mwYAF169bF1dUVgMDAQP71r38RGRlZoTlU1NixY4mIiMBoNJKfn094eDhNmjQhJiaG0NBQDAYDTZs2rfDaiYiIiIhcTv/ubs1gruh2zv+3bds2PvnkE2bNmlVZOcl14pekLLvHDOzhYfe4lRUzIyPbrjEBPD3d7R63usSsrLjVJWZlxa0uMSsr7o2eq+av+Wv+1Wf+1c3hXfZf24po6nd9rlW1+XLbkSNHcu7cOau2mjVrVsvjy9evX1/qoQxDhgyhe/fu1z4hEREREREp0xUXTR07dqRjx46VkYtNFT1+vDro1q0b3bp1q+o0RERERESkAnQuhoiIiIiIiA3V5vI8ERERERG5RnQQhBXtNImIiIiIiNigoklERERERMSGKz5yXERERERE/t4O766iI8d9deS4VDM3+vc0Vdb8q8P3VFS3776oDjErK251iVlZcW/0XDV/zV/zrz7zr24Muh7NipZDRERERETEBhVNIiIiIiIiNujyPBERERERsWLQkeNWtNMkIiIiIiJig4omERERERERG1Q0iYiIiIiI2KB7mkRERERExIqOHLem5bhKK1euZPr06Rw5coQBAwbY7BsWFsZjjz3GL7/8Qt++fRk6dOg1ylJERERERP4qFU3XwPfff8+KFSsoKiqiSZMmLFq0qKpTEhERERGRCtLleWVYuXIlK1aswGQyERISwuLFi3FxcaF58+ZMmjSp1Nds3ryZqKgoXF1dqV27NpMnT2bmzJnk5OTw3HPPkZGRQXp6Oh988AEvv/xyqTG6d+9OYGAgBw8epHPnzmRnZ5OamkqLFi2YNm0ax48fZ8KECRiNRlxdXYmMjMTLy4sZM2bw22+/cfbsWVq1asWUKVOYPXs2R44c4fTp0xw7dow33niDLl26VOayiYiIiMjfgI4ct6aiyQYPDw8mT57MgAED+Pzzz6lZsyaTJ0/m008/xc3Nzaqv2WxmwoQJLFu2jAYNGrB48WJiY2OJiIjgm2++Yf78+Wzbto1PPvmkzIIJ4OjRoyxevBhPT086dOhAYmIiEyZMoFu3bmRlZTF16lQGDx7Mfffdx5YtW5g+fToTJ07Ew8ODRYsWYTKZ6NmzJydPngTAxcWF+fPns3nzZhYuXKiiSURERETkCqlosqFFixYcPnyYli1bUrNmTQDuvvtu/vvf/9KmTRurvmfOnKFmzZo0aNDA0m/mzJlXPGbt2rVp1KgRAG5ubrRs2RIAd3d3jEYju3fvZs6cOcyfPx+z2YyTkxOurq5kZmYSFhaGm5sb58+fp7CwEAB/f38AGjZsSEFBwdUthIiIiIjIDUxFkw0ODg40adKEffv2cf78edzc3Pjhhx9o0aJFib516tQhJyeH9PR06tevzw8//EDz5s2veExDOXuh3t7ePPPMM7Rt25Z9+/bx448/kpKSwvHjx4mKiiIzM5NvvvkGs9lcoXgiIiIiImKbiqZy1K1bl1GjRjFkyBAcHBy49dZbGTNmDGvWrLHqZzAYeOeddxg1ahQGg4FatWoxZcoUu+czduxYIiIiMBqN5OfnEx4eTpMmTYiJiSE0NBSDwUDTpk1JT0+3+9giIiIicmPQv7tbU9FUhn79+lke9+7dm969e5f5/PLlywG45557uOeee0rE2rx5MwAdO3akY8eONse92Pfyx19++aXl8YIFC0q8bsWKFSXa2rVrZ3ns4+NDfHy8zbFFRERERKQkFU1VYP369cTFxZVoHzJkCN27d7/2CYmIiIiISJlUNFWBbt260a1bt6pOQ0RERESkVAZ9m6sVLYeIiIiIiIgNKppERERERERsUNEkIiIiIiJig8F88Qt9REREREREgPQj2VUybv0m7lUybnl0EISU6ZekLLvHDOzhYfe41SVmZcUN7OFBRoZ9/4fN09Pd7jErK251iVlZcatLzMqKe6Pnqvlr/pp/9Zm/VG+6PE9ERERERMQG7TSJiIiIiIg1ba1Y0XKIiIiIiIjYoKJJRERERETEBhVNIiIiIiIiNtwQRdPIkSOv6Xg//vgjO3fuvKZjioiIiIjYi8FQNT/XqxuiaIqOjr6m461YsYL09PRrOqaIiIiIiFSOck/P+/jjj1m3bh0Af/75J/feey8Gg4E///wTk8nE6NGj6dixI7169aJ58+Y4OzszceJEXn/9dXJyciguLuaVV16hc+fOpcY3m81ERkaSmppKYWEho0aNwt3dnenTp+Ps7MyAAQPw9PQkKioKV1dXateuzeTJkykqKmL06NGYzWaMRiMTJ07E29ubV155hZycHPLy8nj11Vf5xz/+wb333svmzZsZPHgwrVq1Ys+ePeTk5PD+++/TuHFjPvzwQ5KTk6lbty55eXm88sordOzYsdR8L53n2LFjiYiIwGg0kpGRwejRo2nYsCGbNm3i999/p2XLlvz666/ExcXh4OBAu3btGDNmTJlr3bt3b9q3b8+uXbvw9vamXr16bN++HRcXF+bOnUt+fj7h4eGcOXMGgPHjx+Pn50dCQgJJSUnk5eVRp04doqOjWb16NRs3biQ/P59Dhw4xbNgw+vXrV+4HQkRERERErJVbNA0aNIhBgwaxY8cO3n33XZo3b05WVhaTJ0/mzJkzPPnkk6xZs4bz58/z4osvcvvttzN16lTuuecennrqKU6ePElISAjr16/HUMqeW3JyMmfOnOGzzz7j3LlzLFq0iM6dO2M0GklMTMRsNtOtWzeWLVtGgwYNWLx4MbGxsXTs2JHatWvz3nvvsXfvXs6fP8+hQ4c4e/Ys8+fP5/Tp0xw8eLDEeAEBAYSHhzNr1izWrFlDUFAQmzZt4rPPPqOwsJDevXvbXI9L5/n9998zdOhQOnbsyM8//8zs2bNZtGgRXbp04Z///Cdubm7Mnj2bFStWUKNGDV5//XU2b97MvffeW2rs3NxcevXqxdtvv83DDz/MG2+8wauvvsqTTz7J3r17Wb16NZ06dWLQoEEcPHiQN954g6VLl3L27FlLYfbss8+yY8cOAHJycliwYAEHDx5kxIgRKppEREREpEKu50vlqkKFvqdp3759vP3228TGxhIbG8tPP/1EamoqAEVFRWRmZgLQokULS/+LxUeDBg2oWbMmp0+f5pZbbikR+8CBA9x1110A1KpVi9GjR7Nt2zZLrDNnzlCzZk0aNGgAwN13383MmTN5/fXXOXjwIC+++CJOTk688MIL3HbbbTzxxBOEhYVRVFTE4MGDS4x3++23A9CwYUNOnTrFvn37uPPOO3F0dMTR0ZHWrVuXux4Xc/P09CQ2NpbPPvsMg8FAUVGRVb9Dhw6RmZnJ888/D1woig4dOlRm0QRwxx13AODh4YGPj4/lsdFoZPfu3WzdutWy83fu3DkcHBxwdnYmLCwMNzc3Tpw4YcmjVatWAHh5eVFQUFDuvEREREREpKRyi6ajR48SFhbGzJkzadCgAd7e3jRs2JARI0aQn59PbGwstWvXBsDB4cItUj4+Pmzfvp3bb7+dkydPkpWVZelzOW9vb7766isAsrOzGT16NM8//7wlVp06dcjJySE9PZ369evzww8/0Lx5c7Zt20b9+vVZuHAhv/zyCzNnzmT8+PHk5uYyd+5c0tPTGThwIF27drU5v5YtWxIfH4/JZKKoqIi0tLRyF+1ibu+//z79+/fnvvvuY8WKFXz++ecAGAwGzGYzTZo0wcvLi4ULF+Ls7MzKlSvx9/e3Gbu03bhL16pPnz707t2b06dPk5iYyM6dO0lOTiYxMZG8vDz69euH2WwuN5aIiIiIiFRMuUXTxIkTyc/PZ+LEiZjNZjw9PXFycuLJJ58kJyeHQYMGWYqIi4YPH86bb77J119/TX5+PpMmTcLJqfShunXrxpYtWwgJCaG4uJiXXnrJ6nmDwcA777zDqFGjMBgM1KpViylTpmAwGAgLC2PZsmUUFRXx0ksv0bx5cz788EPWrVuHyWTi5ZdfLncB/Pz8uO+++xgwYAB16tTB2dm5zFwv9/DDD/Pee+8xd+5cGjZsaLnXqE2bNkyfPp2oqCiefvppBg8eTHFxMY0bNyY4OLhCsUszYsQIwsPDWb58OTk5OYwcOZJmzZpRo0YNBg4cCFzY/dIhFCIiIiIi9mMwX9yWuEGdPn2ar776itDQUAoKCujZsyeLFy+mUaNGVZ1alfslKcvuMQN7eNg9bnWJWVlxA3t4kJGRbdeYnp7udo9ZWXGrS8zKiltdYlZW3Bs9V81f89f8q8/8q5vT6fZf24qoV//6XKuKbanYQXR0NNu2bSvRPnnyZJo2bXqt0iihTp06/Pbbbzz22GMYDAb69+/PqVOnGDt2bIm+wcHBDBo06C+Nl5qayrRp0yoltoiIiIiI2N81K5pGjhx5zb9ktiIcHByYMmVKifb4+PhKGS8gIKDSYouIiIiIiP1ds6JJRERERESqB50nZs2h/C4iIiIiIiI3LhVNIiIiIiIiNqhoEhERERERseGGP3JcRERERESsnTlVNUeO17nlBj9yXKqfyviPpc4t7qQfs2/c+o3cOXXCvjFvaWj/PKHycj2bad+YtetWr+++qA4xKytudYlZWXFv9Fw1f81f868+85fqTZfniYiIiIiI2KCdJhERERERsWLQ1ooVLYeIiIiIiIgNKppERERERERsUNEkIiIiIiJig+5pEhERERERa4aqTuD68rfeaVq5ciXTp0+v6jRERERERKQa+1sXTSIiIiIiIn/V3/7yvF9//ZVnnnmGzMxMQkJCqFWrFkuXLqWoqAiDwUB0dDR79uxh+vTpODs7M2DAABYsWED79u3ZtWsX3t7e1KtXj+3bt+Pi4sLcuXPJy8vj9ddfJycnh+LiYl555RU6d+5M79696dChA7t27cJgMBATE8O8efNo0KABoaGhnDt3jqFDh7Jy5cpScx03bhxOTk4cO3aMgoIC/vnPf7JhwwaOHz9OTEwMt956KzNmzGD79u2YTCaefvppgoOD+eGHH4iOjsZsNpObm8uMGTNwdnbmtddeo2HDhhw+fJg777yTiRMnXuPVFxEREZHqyOCg6/Mu9bffaXJycmLBggVER0ezePFiDh48yNy5c1m2bBktW7bkv//9LwBGo5GPP/6YRx99lNzcXHr16sXHH3/M9u3badu2LUuXLqWwsJC9e/cSGxvLPffcw9KlS3n//fcJDw+3FCw9e/YkISGB+vXrk5KSQv/+/fniiy8AWL16Nb1797aZb+PGjVm4cCHe3t4cOXKEefPm0aNHD7799ls2btzIkSNHWLZsGUuWLOGjjz4iKyuLPXv2MG3aNOLj4+nRowdfffUVAAcPHuTdd98lMTGRlJQUMjIyKnWtRURERET+jv72O0233347BoMBT09P8vPzqVevHmPHjuXmm29m//793HXXXQC0aNHC6nV33HEHAB4eHvj4+FgeG41G9u3bZyl+GjRoQM2aNTl9+rRlPAAvLy+MRiNNmzbl5ptvZu/evaxatYqYmJhy8704lre3t+VxQUEBu3fv5vfff2fw4MEAFBUVcfToURo0aMC7776Lm5sbJ0+epG3btgDceuut1KxZEwBPT0+MRuPVL6SIiIiIyA3qb180GQz/t7WYnZ3NBx98wHfffQfA0KFDMZvNADg4OJT5usv5+Piwfft2br/9dk6ePElWVha1a9cu83UDBgwgJiaGBg0aULdu3Qrnezlvb286duxIZGQkJpOJmJgYmjZtyjPPPMM333xDzZo1GTt2rGVOtmKJiIiIiFRnq1atIjY2lsLCQp5++mlCQ0Otnv/jjz8YP348OTk5tG/fnokTJ+LkdHXlz9/+8rxL1axZk7Zt2/LEE08QGhrKTTfdRHp6+hXHGT58OFu3biU0NJQXX3yRSZMm2XwDHnzwQb7//nsef/zxv5I+DzzwAG5ubgwaNIh+/foBF+bUp08fQkNDGThwILm5uVc1JxERERGRixwM5ir5qaiTJ08ya9YsPv74Y7788ks+/fRT9u7da9Xn9ddfZ8KECXz99deYzWaWL19+1ethMF/clpBKk5eXx5NPPkliYmKJHa3r2ZlT2XaPWecWd9KP2Tdu/UbunDph35i3NLR/nlB5uZ7NtG/M2nXdyciw//w9Pe0ft7rErKy41SVmZcW90XPV/DV/zb/6zL+6yc6y/9pWhBkzWVlZJdo9PDzw8PCw/P7555/z448/MnnyZAA+/PBDzGYzI0eOBODo0aM89dRTJCcnA7B9+3Y++OADlixZclV5/e0vz6tqP//8M2+//TYvvfQSDg4OFBQU8Oyzz5bo16JFCyZNmlQFGYqIiIiIXB8WL15MdHR0ifaRI0cyatQoy+/p6el4enpafq9fvz6pqallPu/p6cnJkyevOi8VTZWsbdu2rFq1yvK7i4sL8fHxVZiRiIiIiIhtRQZTlYz71FNP0bdv3xLtl+4yAZR2sdyl9/OX9/yVUtEkIiIiIiLXhcsvwytLgwYN2L59u+X39PR06tevb/X8qVOnLL9nZGRYPX+lqs8NNiIiIiIiIsA999zDli1byMzMJC8vj6SkJIKCgizPN27cGFdXV3766ScAvvjiC6vnr5SKJhERERERqVYaNGjAq6++ypAhQ3j00Ufp1asXAQEBDBs2jB07dgAwffp0pkyZQnBwMHl5eQwZMuSqx9PpeSIiIiIiYiUjO7NKxvV0t/2dplVF9zRJmX47tt/uMVs38uZM9jm7xqzjXsvu/2F7utfl7Bn7H7VZu447J7NO2zVmA496HDlj3+/malKnPr8klTzu868K7OFRLY6crW7H2FaHmJUV90bPVfPX/DX/6jN/qd50eZ6IiIiIiIgN2mkSERERERErJt3BY0U7TSIiIiIiIjaoaBIREREREbFBRZOIiIiIiIgNuqdJRERERESs6J4ma9ppqmTffPMNJ0+erOo0RERERETkKqloqmRLliwhJyenqtMQEREREZGrdMNcnrdy5UqSk5PJzc3lzJkzvPTSS9SpU4dZs2bh6OhI06ZNmTRpEqtWrWLFihWYTCZefvlljhw5wrJlyzCZTDzwwAO8/PLLrFu3jri4OBwcHGjXrh1jxoxh9uzZ7N+/n9OnT5OVlcX48ePJycnhjz/+YOzYsUybNo2XX36Z2rVrExQUxLBhw0rkeOTIEV599VW8vLw4cuQIPXv2ZM+ePaSlpXH//fcTFhbGrl27eOeddwCoXbs2kydPxs3NjbfeeosTJ06Qnp7OAw88wKuvvsq4ceNwcXHh6NGjpKen8+9//5s77rjjWi+9iIiIiFQzZl2eZ+WGKZoA8vLyWLRoEZmZmfTv3x8HBweWL19OvXr1iIqK4vPPP8fJyQkPDw9iY2M5ffo0b7/9Nv/5z39wdXVlxowZHDt2jNmzZ7NixQpq1KjB66+/zubNmwG46aabWLJkCXv27OG1117jP//5D/7+/kRERODs7ExGRgYrVqzAxcWlzBwPHz7MwoULyc/Pp1u3bqSkpFCjRg26du1KWFgYEyZMYPLkybRs2ZLExETmz59P//79ueuuu+jfvz9Go5GgoCBeffVVABo1asSkSZNYvnw5n376KZMmTbomay0iIiIi8ndxQxVNd999Nw4ODtxyyy3UqFGDP//8k9GjRwOQn5/PPffcQ7NmzWjRogVwoYC57bbbuOmmmwAYM2YMqampZGZm8vzzzwOQm5vLoUOHAOjUqRMAt912G6dOnSoxfpMmTWwWTABNmzbF3d0dFxcXbrnlFmrXrg2AwWAAYN++fUycOBGAwsJCmjdvTu3atdmxYwdbt26lZs2aFBQUWOL5+/sD0LBhQ37++ecrXjMRERERkRvdDVU0/f777wCcOnUKo9HIrbfeSkxMDO7u7qxfvx43NzeOHz+Og8OFW71uvfVW9u/fT0FBAS4uLrz88suMHTsWLy8vFi5ciLOzMytXrsTf35/k5GR+//13HnnkEXbv3k2DBg2AC8XOxe3Ni3FtuVgclaVFixZMnTqVRo0a8dNPP5GRkcHKlStxd3dn0qRJ/PnnnyxfvtwyZnnxRERERETEthuqaDp16hRPPfUU2dnZvP322zg4OPD8889jNpu5+eabee+99zh+/Lilf926dRk2bBhPPvkkBoOBrl270rhxY55++mkGDx5McXExjRs3Jjg4GIA//viDp556iry8PCIjIwEIDAzkX//6l+X3vyoiIoKxY8dSVFSEwWDg3XffxcfHh9dee43//e9/uLi40KxZM9LT0+0ynoiIiIjceHTkuDWD+Qa5y2vlypXs37+fMWPGVEr82bNnc8sttxASElIp8avCb8f22z1m60benMk+Z9eYddxrkZGdadeYnu51OXsm264xAWrXcedk1mm7xmzgUY8jZ+xbJDepU59fkrLsGhMgsIcHGRn2XVdPT/dqEbOy4laXmJUV90bPVfPX/DX/6jP/6sbef1tUVJM69atk3PLcUDtN14tPP/2U1atXl2gPCwsjMDCwCjISEREREZGy3DBFU79+/So1/qhRoyrc94knnuCJJ56oxGxERERERK6eyWyq6hSuK/pyWxERERERERtUNImIiIiIiNigoklERERERMSGG+aeJhERERERqZgb5IDtCrthjhwXEREREZGK+fP08fI7VYJm9byqZNzyaKdJylRZ39Nj77jVJWZlxa2smGczK+F7quq6s+vkn3aN6deg2Q3/3R/VIWZlxb3Rc9X8NX/Nv/rMX6o3FU0iIiIiImLFpIvRrOggCBERERERERtUNImIiIiIiNigoklERERERMQG3dMkIiIiIiJWdMC2Ne00iYiIiIiI2KCi6QolJCQQHBzM2rVrr+h1mZmZPPTQQxiNxkrKTEREREREKoMuz7tCSUlJREVF4efnV+HXbNq0iRkzZpCRkVGJmYmIiIiI2IcJXZ53KRVNl1m5ciUbNmwgPz+fjIwMhgwZwvr169mzZw+hoaGkpaURHh7OrFmzWLVqFcnJyRQXFxMSEsLAgQOJiYkp0ebg4MCiRYt47LHHyh2/d+/etG/fnl27duHt7U29evXYvn07Li4uzJ07l/z8fMLDwzlz5gwA48ePx8/Pj4SEBJKSksjLy6NOnTpER0ezevVqNm7cSH5+PocOHWLYsGH069evspdQRERERORvRZfnlSI3N5d58+YxbNgwli1bRnR0NJMmTWLbtm34+/szdepUsrOzSUlJITExkcTERA4ePEhaWlqJNrPZzL333kudOnUqPHavXr34+OOP2b59O23btmXp0qUUFhayd+9ePvroIzp16kR8fDyRkZFERERgMpk4e/YscXFxJCYmUlxczI4dOwDIyclhzpw5xMbGMnfu3MpcNhERERGRvyXtNJXC398fAHd3d3x8fDAYDNSqVcvqfqQDBw4QEBCAo6Mjjo6OjBs3jjVr1pRouxp33HEHAB4eHvj4+FgeG41Gdu/ezdatW1m3bh0A586dw8HBAWdnZ8LCwnBzc+PEiRMUFRUB0KpVKwC8vLwoKCi4ugUREREREbmBaaepFAaDodw+3t7epKWlYTKZKCwsZOjQoTRp0qRE29UUKrbG9/b25umnnyY+Pp6oqCj69OnDzp07SU5OJioqigkTJmAymSzHRFZkLiIiIiIilzKZTVXyc73STtNV8vf3p0uXLoSEhGAymQgJCaFNmzYl2lxcXOw67ogRIwgPD2f58uXk5OQwcuRImjVrRo0aNRg4cCAAnp6epKen23VcEREREZEblYqmy1x6UEJQUBBBQUHAhSJpwYIFVn2HDx/O8OHDy2276Ntvvy13/Ev7LF++3PI4Jiam1McXLVmyxGZcV1fXCo0vIiIiIiLWVDRVgdTUVKZNm1aiPTg4mEGDBlVBRiIiIiIi/+firR5ygYqmKhAQEEB8fHxVpyEiIiIiIhWggyBERERERERsUNEkIiIiIiJigy7PExERERERKybd02TFYNZdXiIiIiIicok/ThysknH9GzavknHLo50mKdOLH8+0e8yYQWFErlls15gTej5F8zefsGvMg5M/pdVbg+0aE2DnpPhKybXH+2PsGjPplekcyjxh15gAt9ZtSGZGtl1j1vV0Z+jif9s15qKnxpFh5zwBPD3d7R63usSsrLg3eq6av+av+Vef+Uv1pqJJRERERESs6GI0azoIQkRERERExAYVTSIiIiIiIjaoaBIREREREbFB9zSJiIiIiIgVHTluTTtNIiIiIiIiNqhoukIJCQkEBwezdu3aCr8mLi6O/v37079/f6KjoysxOxERERERsTddnneFkpKSiIqKws/Pr0L9Dx8+zH/+8x8SExNxcHAgJCSEBx98kFatWlVypiIiIiIiV8dkNlV1CtcVFU2XWblyJRs2bCA/P5+MjAyGDBnC+vXr2bNnD6GhoaSlpREeHs6sWbNYtWoVycnJFBcXExISwsCBA4mJibFqe+yxx5g/fz6Ojo4AFBUV4erqWub4vXv3pn379uzatQtvb2/q1avH9u3bcXFxYe7cueTn5xMeHs6ZM2cAGD9+PH5+fiQkJJCUlEReXh516tQhOjqa1atXs3HjRvLz8zl06BDDhg2jX79+12QdRURERET+LnR5Xilyc3OZN28ew4YNY9myZURHRzNp0iS2bduGv78/U6dOJTs7m5SUFBITE0lMTOTgwYOkpaWVaHNycqJu3bqYzWamTp3K7bffTosWLWyO3atXLz7++GO2b99O27ZtWbp0KYWFhezdu5ePPvqITp06ER8fT2RkJBEREZhMJs6ePUtcXByJiYkUFxezY8cOAHJycpgzZw6xsbHMnTv3Wi2hiIiIiMjfhnaaSuHv7w+Au7s7Pj4+GAwGatWqhdFotPQ5cOAAAQEBODo64ujoyLhx41izZk2JNgCj0cibb77JzTffzNtvv13u+HfccQcAHh4e+Pj4WB4bjUZ2797N1q1bWbduHQDnzp3DwcEBZ2dnwsLCcHNz48SJExQVFQFYLgP08vKioKDATiskIiIiInLj0E5TKQwGQ7l9vL29SUtLw2QyUVhYyNChQ2nSpEmJtoKCAl588UX8/PyYNGmS5TK9qx3f29ubp59+mvj4eKKioujTpw87d+4kOTmZqKgoJkyYgMlkwvz/j4msyFxERERERC5lNpur5Od6pZ2mq+Tv70+XLl0ICQnBZDIREhJCmzZtSrRt3LiRH374gYKCAjZt2gRAWFgYgYGBVzXuiBEjCA8PZ/ny5eTk5DBy5EiaNWtGjRo1GDhwIACenp6kp6fbba4iIiIiIjcyFU2XufSghKCgIIKCgoALRdKCBQus+g4fPpzhw4eX23bx/qKK+Pbbby2Ply9fbnkcExNT6uOLlixZYjOuq6urVWwREREREakYFU1VIDU1lWnTppVoDw4OZtCgQVWQkYiIiIjI/zFdx5fKVQUVTVUgICCA+Pj4qk5DREREREQqQAdBiIiIiIiI2KCiSURERERExAZdniciIiIiIlau5+O/q4LBrBUREREREZFL/HxoV5WM2/ZWvyoZtzzaaZIy/Xn6uN1jNqvnxeFd2XaN2dTPnb2/2Ddmy0B3fknKsmtMgMAeHnaPG9jDg+/3VfxY+4q4x+dO0o/Zd00B6jdyr5T3/48TB+0a079hc/6TutmuMQH6BNxLRoZ95+/p6V4tYlZW3Bs9V81f89f8q8/8pXpT0SQiIiIiIlZ05Lg1HQQhIiIiIiJig4omERERERERG1Q0iYiIiIiI2KB7mkRERERExIrJbKrqFK4r2mkSERERERGxQUWTiIiIiIiIDSqarlBCQgLBwcGsXbu2wq9ZunQpjz32GI8//vgVvU5EREREpCqYzeYq+ble6Z6mK5SUlERUVBR+fhX7tuLMzEyWLVvG559/jtFopGfPngQHB2MwGCo5UxERERERsQcVTZdZuXIlGzZsID8/n4yMDIYMGcL69evZs2cPoaGhpKWlER4ezqxZs1i1ahXJyckUFxcTEhLCwIEDiYmJKdH2xRdf4OTkxNGjR3F1dbVZMPXu3Zv27duza9cuvL29qVevHtu3b8fFxYW5c+eSn59PeHg4Z86cAWD8+PH4+fmRkJBAUlISeXl51KlTh+joaFavXs3GjRvJz8/n0KFDDBs2jH79+l2rpRQRERER+VvQ5XmlyM3NZd68eQwbNoxly5YRHR3NpEmT2LZtG/7+/kydOpXs7GxSUlJITEwkMTGRgwcPkpaWVqLNbDbj5OREQkICTzzxBH369Cl37F69evHxxx+zfft22rZty9KlSyksLGTv3r189NFHdOrUifj4eCIjI4mIiMBkMnH27Fni4uJITEykuLiYHTt2AJCTk8OcOXOIjY1l7ty512L5RERERET+VrTTVAp/f38A3N3d8fHxwWAwUKtWLYxGo6XPgQMHCAgIwNHREUdHR8aNG8eaNWtKtF305JNPMmDAAIYNG8bWrVvp1KlTmePfcccdAHh4eODj42N5bDQa2b17N1u3bmXdunUAnDt3DgcHB5ydnQkLC8PNzY0TJ05QVFQEQKtWrQDw8vKioKDAjqskIiIiIn9Xpuv4/qKqoJ2mUlTkfiNvb2/S0tIwmUwUFhYydOhQmjRpUqJt//79jBw5ErPZjLOzMy4uLjg42F52W+N7e3vz9NNPEx8fT1RUFH369GHnzp0kJycTFRXFhAkTMJlMlhvpdO+UiIiIiMhfo52mq+Tv70+XLl0ICQnBZDIREhJCmzZtSrR5e3vTqlUrnnjiCQwGA126dKFDhw5XPe6IESMIDw9n+fLl5OTkMHLkSJo1a0aNGjUYOHAgAJ6enqSnp9trqiIiIiIiNzSD+Xo+20+q1J+nj9s9ZrN6XhzelW3XmE393Nn7i31jtgx055ekLLvGBAjs4WH3uIE9PPh+3w67xrzH507Sj9l3TQHqN3KvlPf/jxMH7RrTv2Fz/pO62a4xAfoE3EtGhn3n7+npXi1iVlbcGz1XzV/z1/yrz/yrG3v/bVFR9/jcWSXjlkc7TVUgNTWVadOmlWgPDg5m0KBBVZCRiIiIiIiURUVTFQgICCA+Pr6q0xARERERkQrQQRAiIiIiIiI2aKdJRERERESs6Mhxa9ppEhERERERsUGn54mIiIiIiJX/7k2tknH/0TKgSsYtjy7PkzLt+M7+R27feb8H587l2DVmrVo1+eXwbrvGDGzqy5e/brJrTIBH2nThh4Npdo3ZofntnMk+Z9eYddxrsTfjiF1jArT0bEJS2o92jdnj9rs5us++R8M29nHn1An7H2N7S0N3ojestGvMkV373fDH+N7IuWr+mr/mX33mX92YzKaqTuG6osvzRERERETkb+HYsWOEhoby8MMP88ILL5Cbm1uiT3p6Os8++yyPPPIIffv2ZcuWLeXGVdEkIiIiIiJ/CxMnTmTQoEF89dVXtG7dmpiYmBJ93nvvPbp27cqXX37JjBkzGDNmDMXFxTbjqmgSEREREZFqr7CwkB9//JGHHnoIgH79+vHVV1+V6NejRw969+4NQLNmzTAajZw/f95mbN3TJCIiIiIiVqrqrLisrCyyskreV+/h4YGHh4fN1545c4aaNWvi5HShxPH09OTkyZMl+vXo0cPyeMGCBfj7++Pubvu+MxVNIiIiIiJyXVi8eDHR0dEl2keOHMmoUaMsv69bt44pU6ZY9WnevHmJ1xkMhjLHiouL49NPPyUhIaHcvFQ0iYiIiIjIdeGpp56ib9++Jdov32UKDg4mODjYqq2wsJCOHTtSXFyMo6MjGRkZ1K9fv9Rx3nvvPTZu3MjSpUtp2LBhuXnpnqYrlJCQQHBwMGvXrr2i15lMJp577jmWLVtWSZmJiIiIiNiHyWyukh8PDw+aNGlS4qe8S/MAnJ2dad++veXv9C+++IKgoKAS/eLi4ti2bRvLli2rUMEE2mm6YklJSURFReHn53dFr4uKiir1+kwREREREbGPt99+m3HjxhEbG4uXlxczZ84EYNmyZaSnp/Pyyy/z4YcfUrNmTQYPHmx53dy5c2nQoEGZcVU0XWblypVs2LCB/Px8MjIyGDJkCOvXr2fPnj2EhoaSlpZGeHg4s2bNYtWqVSQnJ1NcXExISAgDBw4kJiamRNtXX32FwWCgS5cu5Y7fu3dv2rdvz65du/D29qZevXps374dFxcX5s6dS35+PuHh4Zw5cwaA8ePH4+fnR0JCAklJSeTl5VGnTh2io6NZvXo1GzduJD8/n0OHDjFs2DD69etX2UsoIiIiIlIlGjduTHx8fIn2kJAQy+Mff/zxiuPq8rxS5ObmMm/ePIYNG8ayZcuIjo5m0qRJbNu2DX9/f6ZOnUp2djYpKSkkJiaSmJjIwYMHSUtLK9G2a9cuVq9ezSuvvFLhsXv16sXHH3/M9u3badu2LUuXLqWwsJC9e/fy0Ucf0alTJ+Lj44mMjCQiIgKTycTZs2eJi4sjMTGR4uJiduzYAUBOTg5z5swhNjaWuXPnVuayiYiIiIj8LWmnqRT+/v4AuLu74+Pjg8FgoFatWhiNRkufAwcOEBAQgKOjI46OjowbN441a9aUaHvvvfc4efIkTz31FEePHsXZ2ZnGjRuXen3lRXfccQdw4YY3Hx8fy2Oj0cju3bvZunUr69atA+DcuXM4ODjg7OxMWFgYbm5unDhxgqKiIgBatWoFgJeXFwUFBfZfLBERERH526mqI8evVyqaSmHraMKLvL29WbZsGSaTieLiYp5//nlGjx5dom3OnDm4uLgAMHv2bG655RabBVN543t7e9OnTx969+7N6dOnSUxMZOfOnSQnJ5OYmEheXh79+vWzfNArMhcRERERESmbiqar5O/vT5cuXQgJCcFkMhESEkKbNm1KtF0smOxlxIgRhIeHs3z5cnJychg5ciTNmjWjRo0aDBw4ELjwRV7p6el2HVdERERE5Ealoukylx6UEBQUZNkV8vf3Z8GCBVZ9hw8fzvDhw8ttu+jSL+Qqy7fffmt5vHz5csvjmJiYUh9ftGTJEptxXV1drWKLiIiIiJTFpMvzrKhoqgKpqalMmzatRHtwcDCDBg2qgoxERERERKQsKpqqQEBAQKlHIYqIiIiIyPVHR46LiIiIiIjYoJ0mERERERGxonuarGmnSURERERExAaDWd9cJSIiIiIil0hK+7FKxu1x+91VMm55dHmelCkjO9PuMT3d63J0X7ZdYzb2cSf9mH1j1m/kzi9JWXaNCRDYw4PDu+2ba1Nfdzbu/sWuMe/zDeTkYfvmCdCgqTtH9to3bpOW7vx2bL9dY7Zu5M32P3faNSZA+2at7P65CuzhwXtJy+wa8189QsjIsP/77+npbve4lRGzsuJWl5iVFbe6xKysuNUlZmXFrS4xKyuup6e7XePJtafL80RERERERGzQTpOIiIiIiFgxm01VncJ1RTtNIiIiIiIiNminSURERERErOjIcWvaaRIREREREbFBRZOIiIiIiIgNKppERERERERsUNF0hRISEggODmbt2rUVfs0777xDv379GDx4MIMHDyY72/7fKSAiIiIiIpVDB0FcoaSkJKKiovDz86vwa37//Xfmz59P3bp1KzEzERERERH7MOsgCCsqmi6zcuVKNmzYQH5+PhkZGQwZMoT169ezZ88eQkNDSUtLIzw8nFmzZrFq1SqSk5MpLi4mJCSEgQMHEhMTY9U2YMAA/vzzT9566y1OnTrF448/zuOPP17m+N27dycwMJCDBw/SuXNnsrOzSU1NpUWLFkybNo3jx48zYcIEjEYjrq6uREZG4uXlxYwZM/jtt984e/YsrVq1YsqUKcyePZsjR45w+vRpjh07xhtvvEGXLl2u4WqKiIiIiFR/KppKkZuby8KFC1mzZg1xcXEsX76cbdu2sWTJEvz9/YmIiCA7O5uUlBQSExMpLi5m5syZpKWllWg7f/48Tz75JEOHDqW4uJghQ4bQunVrWrVqVerYR48eZfHixXh6etKhQwcSExOZMGEC3bp1Iysri6lTpzJ48GDuu+8+tmzZwvTp05k4cSIeHh4sWrQIk8lEz549OXnyJAAuLi7Mnz+fzZs3s3DhQhVNIiIiIlIuE9ppupSKplL4+/sD4O7ujo+PDwaDgVq1amE0Gi19Dhw4QEBAAI6Ojjg6OjJu3DjWrFlTou1ioVSjRg0AOnXqxM6dO8ssmmrXrk2jRo0AcHNzo2XLlpZcjEYju3fvZs6cOcyfPx+z2YyTkxOurq5kZmYSFhaGm5sb58+fp7Cw0GouDRs2pKCgoHIWTERERETkb0wHQZTCYDCU28fb25u0tDRMJhOFhYUMHTqUJk2alGjbs2cPISEhFBcXU1hYyM8//8wdd9xx1WN7e3szZswY4uPjmThxIg8//DApKSkcP36cmTNnEhYWRn5+vuU61IrMRUREREREyqadpqvk7+9Ply5dCAkJwWQyERISQps2bUq0tWrVikceeYQBAwbg7OzMI488wm233XbV444dO5aIiAiMRiP5+fmEh4fTpEkTYmJiCA0NxWAw0LRpU9LT0+04WxERERGRG5eKpsv069fP8jgoKIigoCDgQpG0YMECq77Dhw9n+PDh5bY999xzPPfccxUaf/PmzaU+/vLLLy2PL88DYMWKFSXa2rVrZ3ns4+NDfHx8hXIQEREREZH/o6KpCqxfv564uLgS7UOGDKF79+7XPiERERERkUuYdOS4FRVNVaBbt25069atqtMQEREREZEKUNEkIiIiIiJWzGZTVadwXdHpeSIiIiIiIjYYzGZdsCgiIiIiIv/ny183Vcm4j7TpUiXjlkeX50mZfknKsnvMwB4eHN6dbdeYTX3dOXvGvjFr13HnwKljdo0J0OKWRmRm2DfXup7upB+zb8z6jdxJPbrXrjEBAhq3ZN1vW+0aM7h1J9K+t+9n9fZ7PNh18k+7xgTwa9CMtTu22DXmP+/sbPf/VgN7eDDzm0/tGhMgrPsTZNj58+/p6W73mJUVt7rErKy41SVmZcWtLjErK251iVlZcT093e0aT649XZ4nIiIiIiJig3aaRERERETEio4ct6adJhERERERERu00yQiIiIiIlZ0Vpw17TSJiIiIiIjYoKJJRERERETEBhVNIiIiIiIiNqhoukIJCQkEBwezdu3aCr9m48aNDBgwgP79+xMREaFrREVEREREqhEdBHGFkpKSiIqKws/Pr0L9c3JymDZtGkuWLKFu3brMmzePM2fOULdu3UrOVERERETk6ujIcWsqmi6zcuVKNmzYQH5+PhkZGQwZMoT169ezZ88eQkNDSUtLIzw8nFmzZrFq1SqSk5MpLi4mJCSEgQMHEhMTY9XWuHFjfH19mTp1KocPH6Z///42C6bevXvTvn17du3ahbe3N/Xq1WP79u24uLgwd+5c8vPzCQ8P58yZMwCMHz8ePz8/EhISSEpKIi8vjzp16hAdHc3q1avZuHEj+fn5HDp0iGHDhtGvX79rtZQiIiIiIn8LujyvFLm5ucybN49hw4axbNkyoqOjmTRpEtu2bcPf35+pU6eSnZ1NSkoKiYmJJCYmcvDgQdLS0kq0nTlzhm3btjFmzBjmzZvH4sWLOXDggM2xe/Xqxccff8z27dtp27YtS5cupbCwkL179/LRRx/RqVMn4uPjiYyMJCIiApPJxNmzZ4mLiyMxMZHi4mJ27NgBXNjpmjNnDrGxscydO/daLaGIiIiIVGMms7lKfq5X2mkqhb+/PwDu7u74+PhgMBioVasWRqPR0ufAgQMEBATg6OiIo6Mj48aNY82aNSXaUlJSuPPOO/H09ASgffv2/PHHH7Ro0aLM8e+44w4APDw88PHxsTw2Go3s3r2brVu3sm7dOgDOnTuHg4MDzs7OhIWF4ebmxokTJygqKgKgVatWAHh5eVFQUGDnlRIRERER+fvTTlMpDAZDuX28vb1JS0vDZDJRWFjI0KFDadKkSYm222+/nd27d5OZmUlRURG//vorLVu2vOrxvb29efrpp4mPjycqKoo+ffqwc+dOkpOTiYqKYsKECZhMJsthExWZi4iIiIiIlE07TVfJ39+fLl26EBISgslkIiQkhDZt2pRou+WWW3jttdd47rnnAHj44Yfx9fW96nFHjBhBeHg4y5cvJycnh5EjR9KsWTNq1KjBwIEDAfD09CQ9Pd0u8xQRERERudGpaLrMpQclBAUFERQUBFwokhYsWGDVd/jw4QwfPrzctp49e9KzZ88Kjf/tt99aHi9fvtzyOCYmptTHFy1ZssRmXFdXV6vYIiIiIiJSMSqaqkBqairTpk0r0R4cHMygQYOqICMRERERkf9jNpuqOoXrioqmKhAQEEB8fHxVpyEiIiIiIhWgoklERERERKxcz8d/VwWdniciIiIiImKDiiYREREREREbDGaz9t5EREREROT/LPsxuUrGDbn7wSoZtzy6p0nKlH4s2+4x6zdy58AO+8Ztcac7u37IsmtMvw4e/JJk35gAgT08+H2TfePe0cWDY2cz7BqzUW1PTh62//vfoKk7R/fZN25jH3fOncuxa8xatWqyesf3do0J0OvOe+z+uQrs4cHMbz61a8yw7k9U2uc/cs1iu8ac0PMpMjLs/1n19HS3e9zqErOy4laXmJUVt7rErKy41SVmZcX19HS3azy59lQ0iYiIiIiIFV2MZk33NImIiIiIiNignSYREREREbGiI8etaadJRERERETEBhVNIiIiIiIiNqhoEhERERERsUFF0xVKSEggODiYtWvXVqj/H3/8weDBgy0/d955JykpKZWcpYiIiIiI2IsOgrhCSUlJREVF4efnV6H+/v7+xMfHA7Bu3Trq169PUFBQZaYoIiIiIvKX6CAIayqaLrNy5Uo2bNhAfn4+GRkZDBkyhPXr17Nnzx5CQ0NJS0sjPDycWbNmsWrVKpKTkykuLiYkJISBAwcSExNTog3g/PnzzJ49m4SEBJvjd+/encDAQA4ePEjnzp3Jzs4mNTWVFi1aMG3aNI4fP86ECRMwGo24uroSGRmJl5cXM2bM4LfffuPs2bO0atWKKVOmMHv2bI4cOcLp06c5duwYb7zxBl26dLkWyygiIiIi8rehoqkUubm5LFy4kDVr1hAXF8fy5cvZtm0bS5Yswd/fn4iICLKzs0lJSSExMZHi4mJmzpxJWlpaiTaz2YzBYOCzzz7j4Ycfpm7dujbHPnr0KIsXL8bT05MOHTqQmJjIhAkT6NatG1lZWUydOpXBgwdz3333sWXLFqZPn87EiRPx8PBg0aJFmEwmevbsycmTJwFwcXFh/vz5bN68mYULF6poEhEREZFymc2mqk7huqKiqRT+/v4AuLu74+Pjg8FgoFatWhiNRkufAwcOEBAQgKOjI46OjowbN441a9aUaLto1apVfPDBB+WOXbt2bRo1agSAm5sbLVu2tORiNBrZvXs3c+bMYf78+ZjNZpycnHB1dSUzM5OwsDDc3Nw4f/48hYWFVnNp2LAhBQUF9lkgEREREZEbiA6CKIXBYCi3j7e3N2lpaZhMJgoLCxk6dChNmjQp0VZQUEB2djYFBQV4eXn95bG9vb0ZM2YM8fHxTJw4kYcffpiUlBSOHz/OzJkzCQsLIz8/H/P/vw61InMREREREZGyaafpKvn7+9OlSxdCQkIwmUyEhITQpk2bEm0uLi7s3LmTxo0b22XcsWPHEhERgdFoJD8/n/DwcJo0aUJMTAyhoaEYDAaaNm1Kenq6XcYTEREREbnRqWi6TL9+/SyPg4KCLCfd+fv7s2DBAqu+w4cPZ/jw4eW2BQQEEBMTU6HxN2/eXOrjL7/80vL48jwAVqxYUaKtXbt2lsc+Pj6WU/xERERERKTiVDRVgfXr1xMXF1eifciQIXTv3v3aJyQiIiIicgkdOW5NRVMV6NatG926davqNEREREREpAJ0EISIiIiIiIgN2mkSERERERErZl2eZ0U7TSIiIiIiIjYYzCojRURERETkEgs3r6mScZ+5t2eVjFseXZ4nZfolKcvuMQN7eLDv12y7xvRp487hXfaN2dTPnbOZ9o0JULtu5eS692f7xmzZ1p0Dp47ZNSZAi1sakfzHdrvGfNC/vd0/q4E9PEjZ8z+7xgQIuu0ulv2YbNeYIXc/WCnzf399ol1jArzSrX+l5DppdZxdYwK81etpMjLs+9+Vp6d7tYhZWXGrS8zKiltdYlZW3OoSs7Lienq62zWeXHsqmkRERERExIqOHLeme5pERERERERsUNEkIiIiIiJigy7PExERERERK7o8z5p2mkRERERERGxQ0SQiIiIiImKDiiYREREREREbVDRdoYSEBIKDg1m7dm2FX7Nw4UL69evHY489xjfffFOJ2YmIiIiI/HVms6lKfq5XOgjiCiUlJREVFYWfn1+F+mdlZbFkyRKSkpLIy8vj0UcfpXv37pWcpYiIiIiI2IuKpsusXLmSDRs2kJ+fT0ZGBkOGDGH9+vXs2bOH0NBQ0tLSCA8PZ9asWaxatYrk5GSKi4sJCQlh4MCBxMTEWLU99thjNGrUiLy8PPLy8jAYDDbH7927N+3bt2fXrl14e3tTr149tm/fjouLC3PnziU/P5/w8HDOnDkDwPjx4/Hz8yMhIcFSmNWpU4fo6GhWr17Nxo0byc/P59ChQwwbNox+/fpdi2UUEREREfnb0OV5pcjNzWXevHkMGzaMZcuWER0dzaRJk9i2bRv+/v5MnTqV7OxsUlJSSExMJDExkYMHD5KWllaiDcDLy4uePXvSt29fhgwZUu7YvXr14uOPP2b79u20bduWpUuXUlhYyN69e/noo4/o1KkT8fHxREZGEhERgclk4uzZs8TFxZGYmEhxcTE7duwAICcnhzlz5hAbG8vcuXMre+lERERE5G/AZDZXyc/1SjtNpfD39wfA3d0dHx8fDAYDtWrVwmg0WvocOHCAgIAAHB0dcXR0ZNy4caxZs6ZE2/r160lPT2f9+vUAPPvss7Rt25aAgIAyx7/jjjsA8PDwwMfHx/LYaDSye/dutm7dyrp16wA4d+4cDg4OODs7ExYWhpubGydOnKCoqAiAVq1aARcKt4KCAjuvlIiIiIjI3592mkpR3iV0AN7e3qSlpWEymSgsLGTo0KE0adKkRJu7uzs33XQTLi4uuLq64u7uTlZW1lWP7+3tzdNPP018fDxRUVH06dOHnTt3kpycTFRUFBMmTMBkMmH+/5V6ReYiIiIiIvJ3cOzYMUJDQ3n44Yd54YUXyM3NLbNvTk4ODz74INu2bSs3rnaarpK/vz9dunQhJCQEk8lESEgIbdq0KdHWoUMHtm7dyoABA3BwcKBt27bce++9Vz3uiBEjCA8PZ/ny5eTk5DBy5EiaNWtGjRo1GDhwIACenp6kp6fba6oiIiIiItXCxIkTGTRoED179uTDDz8kJiaG119/vdS+kZGR5W5mXKSi6TKXHpQQFBREUFAQcKFIWrBggVXf4cOHM3z48HLbXn75ZV5++eUKjf/tt99aHi9fvtzyOCYmptTHFy1ZssRmXFdXV6vYIiIiIiJlMVfR/UVZWVmlFjIeHh54eHjYfG1hYSE//vgjH374IXDh7/onn3yy1KJp7dq13HzzzRU+EVtFUxVITU1l2rRpJdqDg4MZNGhQFWQkIiIiIlL1Fi9eTHR0dIn2kSNHMmrUKJuvPXPmDDVr1sTJ6UKJ4+npycmTJ0v0O3bsGIsXL2bx4sUMGzasQnmpaKoCAQEBxMfHV3UaIiIiIiLXlaeeeoq+ffuWaL98l2ndunVMmTLFqq158+YlXnf5/f0mk4nw8HAmTJjATTfdVOG8VDSJiIiIiIiVqjr+uyKX4cGFK7SCg4Ot2goLC+nYsSPFxcU4OjqSkZFB/fr1rfrs37+f/fv3Ex4eDsChQ4cYP348kZGRdOrUqczxVDSJiIiIiEi15+zsTPv27Vm7di29e/fmiy++sJxPcFHLli3ZuHGj5ffBgwczcuRIOnbsaDO2jhwXEREREZG/hbfffpvly5fzz3/+k+3btzN69GgAli1bxvvvv3/VcQ3mqjoaQ0RERERErkvRG1ZWybgju/Yrv1MV0OV5UqYje7PtHrNJS3d2/VCx8/Aryq+DB/9Ltm/Mux704Jck+8YECOxh/7iBPTxIP2Lf96p+E3cyjtv//ff0cufwbvvGberrzqkT9o15S0N3lv2YbNeYACF3P1gp7/97ScvsGvNfPUIq7fNfnXKd+c2ndo0Z1v0JMjLs+1n19HS3e8zKiltdYlZW3OoSs7LiVpeYlRXX09PdrvGuhaq6p+l6pcvzREREREREbFDRJCIiIiIiYoMuzxMREREREStms6mqU7iuaKdJRERERETEBhVNIiIiIiIiNqhoEhERERERsUFF0xVKSEggODiYtWvXVvg1c+fO5ZFHHiE0NJQNGzZUYnYiIiIiIn+dyWyukp/rlQ6CuEJJSUlERUXh5+dXof67du1i9erVJCYmAjBw4EA6depEjRo1KjNNERERERGxExVNl1m5ciUbNmwgPz+fjIwMhgwZwvr169mzZw+hoaGkpaURHh7OrFmzWLVqFcnJyRQXFxMSEsLAgQOJiYmxavPw8KBDhw64uroC0KxZM3bt2sVdd91V6vjdu3cnMDCQgwcP0rlzZ7Kzs0lNTaVFixZMmzaN48ePM2HCBIxGI66urkRGRuLl5cWMGTP47bffOHv2LK1atWLKlCnMnj2bI0eOcPr0aY4dO8Ybb7xBly5druFqioiIiIhUfyqaSpGbm8vChQtZs2YNcXFxLF++nG3btrFkyRL8/f2JiIggOzublJQUEhMTKS4uZubMmaSlpZVo69+/P3PnziUnJ4fCwkJ++eUXnnjiiTLHPnr0KIsXL8bT05MOHTqQmJjIhAkT6NatG1lZWUydOpXBgwdz3333sWXLFqZPn87EiRPx8PBg0aJFmEwmevbsycmTJwFwcXFh/vz5bN68mYULF6poEhEREZFyma/jS+WqgoqmUvj7+wPg7u6Oj48PBoOBWrVqYTQaLX0OHDhAQEAAjo6OODo6Mm7cONasWVOiDSA0NJTnnnuORo0a0aZNG+rUqVPm2LVr16ZRo0YAuLm50bJlS0suRqOR3bt3M2fOHObPn4/ZbMbJyQlXV1cyMzMJCwvDzc2N8+fPU1hYaDWXhg0bUlBQYP/FEhERERH5m9NBEKUwGAzl9vH29iYtLQ2TyURhYSFDhw6lSZMmJdpOnTpFbm4un3zyCRMnTuT48ePcdtttVz22t7c3Y8aMIT4+nokTJ/Lwww+TkpLC8ePHmTlzJmFhYeTn51v+daAicxERERERkbJpp+kq+fv706VLF0JCQjCZTISEhNCmTZsSbfXq1WP//v089thjODs7869//QtHR8erHnfs2LFERERgNBrJz88nPDycJk2aEBMTQ2hoKAaDgaZNm5Kenm7H2YqIiIiI3LhUNF2mX79+lsdBQUEEBQUBF4qkBQsWWPUdPnw4w4cPL7dt0qRJFR5/8+bNpT7+8ssvLY8vzwNgxYoVJdratWtneezj40N8fHyF8xARERGRG9f1fPx3VVDRVAXWr19PXFxcifYhQ4bQvXv3a5+QiIiIiIiUSUVTFejWrRvdunWr6jRERERERKQCVDSJiIiIiIgVE7o871I6PU9ERERERMQGFU0iIiIiIiI2GMz6ul8REREREbnEe0nLqmTcf/UIqZJxy6N7mqRMvyRl2T1mYA8P9v6SbdeYLQPd2fuznWO2dSf9mH1jAtRv5F4p8/91vX3fqzbdPDhw6phdYwK0uKURG3f/YteY9/kG2v2zGtjDg293/mTXmAAPtGrH4i3r7Brzqc7BlTL/yvg/y3/1CKmUXN9fn2jXmACvdOtfKbnO3bTKrjGf79KbjAz7/2+Vp6e73eNWl5iVFbe6xKysuNUlZmXF9fR0t2u8a8FsNlV1CtcVXZ4nIiIiIiJig4omERERERERG3R5noiIiIiIWDHp2AMr2mkSERERERGxQUWTiIiIiIiIDSqaREREREREbFDRVIaEhASCg4NZu3btFb0uMzOThx56CKPRCEB+fj6jRo1i0KBBDBs2jMzMzMpIV0RERETEbkwmU5X8XK9UNJUhKSmJqKgo/vnPf1b4NZs2beKZZ54hIyPD0rZs2TJ8fX35+OOPefTRR4mJiamMdEVEREREpJLcsKfnrVy5kg0bNpCfn09GRgZDhgxh/fr17Nmzh9DQUNLS0ggPD2fWrFmsWrWK5ORkiouLCQkJYeDAgcTExJRoc3BwYNGiRTz22GOWcX766Seee+45AIKCgmwWTbZy+te//sWDDz7IunXriIuLw8HBgXbt2jFmzBhOnDhBREQERqORjIwMRo8ezYMPPkjv3r3p0KEDu3btwmAwEBMTg7t79ftyNRERERGRqnTDFk0Aubm5LFy4kDVr1hAXF8fy5cvZtm0bS5Yswd/fn4iICLKzs0lJSSExMZHi4mJmzpxJWlpaiTaz2cy9995bYoycnBxLoXLzzTeTnW37G6Zt5dS+fXtmz57NihUrqFGjBq+//jqbN2/GYDAwdOhQOnbsyM8//8zs2bN58MEHyc3NpWfPnkyYMIHXXnuNlJQUevbsWSlrKSIiIiJ/Hzpy3NoNXTT5+/sD4O7ujo+PDwaDgVq1alnuRwI4cOAAAQEBODo64ujoyLhx41izZk2JtrLUrFmT3Nxc4EJB5OHhcdU5HTp0iMzMTJ5//nlLvEOHDtG+fXtiY2P57LPPMBgMFBUVWeLdfvvtAHh5eVnNS0REREREKuaGvqfJYDCU28fb25u0tDRMJhOFhYUMHTqUJk2alGgrKCgo9fVt27Zl48aNAKSkpNCuXburzqlJkyZ4eXmxcOFC4uPjefLJJ7nrrrt4//33eeSRR5g2bRodO3bEfMm/DFRkjiIiIiIiUrYbeqepIvz9/enSpQshISGYTCZCQkJo06ZNiTYXF5dSXx8SEsLYsWMJCQnB2dmZGTNmXHUudevW5emnn2bw4MEUFxfTuHFjgoODefjhh3nvvfeYO3cuDRs25MyZM1c9hoiIiIiIWLthi6Z+/fpZHgcFBREUFARcKJIWLFhg1Xf48OEMHz683LaLvv32W8vjGjVq8MEHH9gtp0ceeYRHHnnE6nW9evWiV69eNvMYM2ZMhXIQERERETHrniYrN2zRVJUiIiLYt29fifZ58+Zx0003VUFGIiIiIiJSFhVNVSAiIqKqUxARERERkQpS0SQiIiIiIlZ05Li1G/r0PBERERERkfKoaBIREREREbHBYNbRGCIiIiIicomIVYuqZtzeQ6tk3PLoniYpU/qRbLvHrN/EnSN77Ru3SUt3/kyzb8xmt7vzv+Qsu8YEuOtBD/an2jdX7wB3DmWesGvMW+s25HS6/d//evXdObzbvnGb+rpz/Nwpu8b0qnULG3b9bNeYAF392vJLkn0/V4E9PJi7aZVdYz7fpbfd84QLuc5KXm7XmK8+OKDSco3esNKuMUd27Vcp7//iLevsGhPgqc7BZGTY979VT0/3ahGzsuJWl5iVFbe6xKysuJ6e7naNdy3oniZrujxPRERERETEBhVNIiIiIiIiNujyPBERERERsWI2m6o6heuKdppERERERERsUNEkIiIiIiJig4omERERERERG3RPk4iIiIiIWNGR49a002RDQkICwcHBrF279opel5mZyUMPPYTRaLS0/fnnn/Tu3dveKYqIiIiISCXTTpMNSUlJREVF4efnV+HXbNq0iRkzZpCRkWFp++KLL1iyZAmZmZmVkaaIiIiIiFSiG7poWrlyJRs2bCA/P5+MjAyGDBnC+vXr2bNnD6GhoaSlpREeHs6sWbNYtWoVycnJFBcXExISwsCBA4mJiSnR5uDgwKJFi3jssccs49SqVYuEhAS6d+9ebk7du3cnMDCQgwcP0rlzZ7Kzs0lNTaVFixZMmzaN48ePM2HCBIxGI66urkRGRuLl5cWMGTP47bffOHv2LK1atWLKlCnMnj2bI0eOcPr0aY4dO8Ybb7xBly5dKnNJRURERORvwKzL86zc0EUTQG5uLgsXLmTNmjXExcWxfPlytm3bxpIlS/D39yciIoLs7GxSUlJITEykuLiYmTNnkpaWVqLNbDZz7733lhija9euFc7n6NGjLF68GE9PTzp06EBiYiITJkygW7duZGVlMXXqVAYPHsx9993Hli1bmD59OhMnTsTDw4NFixZhMpno2bMnJ0+eBMDFxYX58+ezefNmFi5cqKJJREREROQK3fBFk7+/PwDu7u74+PhgMBioVauW1f1IBw4cICAgAEdHRxwdHRk3bhxr1qwp0WYPtWvXplGjRgC4ubnRsmVLS35Go5Hdu3czZ84c5s+fj9lsxsnJCVdXVzIzMwkLC8PNzY3z589TWFhoNb+GDRtSUFBglxxFRERERG4kN/xBEAaDodw+3t7epKWlYTKZKCwsZOjQoTRp0qREmz2KkvLy8fb2ZsyYMcTHxzNx4kQefvhhUlJSOH78ODNnziQsLIz8/HzLlmpF5iciIiIiImW74XeaKsLf358uXboQEhKCyWQiJCSENm3alGhzcXGp9FzGjh1LREQERqOR/Px8wsPDadKkCTExMYSGhmIwGGjatCnp6emVnouIiIiI/D3pyHFrN3TR1K9fP8vjoKAggoKCgAtF0oIFC6z6Dh8+nOHDh5fbdtG3335bom3z5s3l5nRpn0sff/nll5bHl+cGsGLFihJt7dq1szz28fEhPj6+3PFFRERERMTaDV00VZX169cTFxdXon3IkCEVOmFPRERERESuHRVNVaBbt25069atqtMQERERESmVCV2ed6kb/iAIERERERERW1Q0iYiIiIiI2KCiSURERERExAaD2azzBEVERERE5P+8viKmSsad9tiLVTJueXQQhJTpl6Qsu8cM7OHBvl+z7RrTp417pcTMzLBvTIC6nu4c2GHfuC3udGfHd/Z9r+6834Pd6YfsGhPAt/6tfL9vh11j3uNzp90/q4E9POyeJ1zINWFbkl1jPtmxR6XMf+rXS+0aE2DsQ6GVkuus5OV2jQnw6oMDKiXXJVu/tmvMIZ0eqrT/rf5/7d15WFRl/wbwexgBTQZUBEVAA9zAwg3FUjHLHy6ouMugmJaBKeaWKy9JZvqmgpiIpbnijlsZWoiauCQuWZm4oKJkyaJgAsk2nN8fXszrhKDOnNNw5P5cl1fwNHPP98yZGfjynPOcnT/9IGrmkHZvIEvkz1UbG5XomVLlyiVTqly5ZEqVa2OjEjWP/n08PI+IiIiIiKgSnGkiIiIiIiIdpTyDRwdnmoiIiIiIiCrBpomIiIiIiKgSbJqIiIiIiIgqwXOaiIiIiIhIB69KpIszTRXYtGkTevfujf379z/X/bKzs9GzZ08UFhYCAHJzczFu3DiMHDkSw4cPx/nz56Uol4iIiIiIJMKZpgrEx8cjMjISLVq0eOb7HDt2DOHh4cjKytKOrVu3Dp06dcLo0aNx48YNTJs2DXv27JGiZCIiIiIikkC1bZp2796NI0eOoKCgAFlZWRg1ahQOHTqElJQUjBgxAsnJyQgJCcHSpUuxb98+JCQkQKPRQK1Ww8/PD9HR0eXGTExMsG7dOgwePFj7OKNHj4aZmRkAQKPRwNzcvMKakpKSsGrVKpiamiI9PR1+fn44deoULl++jFGjRsHf3x+nT5/G0qVLoVQq4ejoiHnz5qGwsBAhISHIzc1FZmYm/P394e/vj4CAALRs2RIpKSnIy8vDsmXLYG9vL/lzS0RERETyxiXHdVXbpgkA8vPzsXbtWsTFxWH9+vXYsWMHkpKSsHHjRri6uiIsLAy5ublITExEbGwsNBoNIiIikJycXG5MEAR07ty53GNYWloCALKysjB9+nTMmTOn0prS09Oxd+9eXLx4EZMmTcLBgweRkZGB4OBgqNVqhIaGYsuWLbC2tkZkZCT27NmDVq1awcfHB97e3sjIyEBAQAD8/f0BAO7u7trmLy4uDoGBgeI/kUREREREL7Bq3TS5uroCAFQqFVxcXKBQKGBlZaU9HwkAUlNT4e7uDqVSCaVSiVmzZiEuLq7cWGWuXLmCqVOnYsaMGejYsWOlt23WrBlMTU2hUqnQuHFjmJmZaWvKzs5GZmYmJk+eDAAoKCjA66+/jm7dumHDhg2Ij4+HhYUFSkpKtHlubm4AgIYNG+Lu3bv6PE1ERERERNVatV4IQqFQPPU2zs7OSE5ORmlpKYqLizFmzBg4ODiUGysqKnri/a9du4ZJkyYhPDwc3bp1M6imunXromHDhoiOjkZMTAzGjRuHTp06Ye3atWjTpg2WLFmCXr16cbUTIiIiIiIRVeuZpmfh6uqKrl27Qq1Wo7S0FGq1Gq1bty43Vnbe0j+Fh4ejqKgIn376KQDAwsICK1eu1KsWExMThISEIDAwEIIgoHbt2li0aBEUCgXmz5+P/fv3Q6VSQalUVtjEERERERE9Dc9p0lVtm6ZBgwZpv/by8oKXlxeAR03SmjVrdG4bFBSEoKCgp46VOXz4sPbr52mQPD094enpCQBwcXFBTEwMgEfnRX333XcAgC5duqBLly4697O2tsa3335bLq/s/gCgVqufuQ4iIiIiIvqfats0GVNUVBSSkpLKjS9YsACOjo5GqIiIiIiIiCrCpskIgoODERwcbOwyiIiIiIieSBBKjV1ClVKtF4IgIiIiIiJ6GjZNRERERERElWDTREREREREVAmFwIv6EBERERHRYyZsXWqUx12hnmKUx30aLgRBFbqWdVv0zKY2DvjrrzxRM62sLHA3PVfUzPoNVbh65oGomQDQvIMlMn4Xt9YGjir8lHZF1Mx2jVuI/pwCj57X36+Im+vYQoUfb/wmauZrzq8g+U6qqJkA4GbnhPPx4r6u2npb4rPvN4uaObPnCNHrBB7V+kncBlEzQ33erta1tvW2xLJDsaJmAsCkt4ZKUuu6k/tFzRzzeh9kZYn/WWVjoxI9Vy6ZUuXKJVOqXBsblah59O/j4XlERERERESVYNNEREREREQvhD///BMjRoxAr1698P777yM/P7/cbYqKijB//nwMGDAAPj4+OH78+FNz2TQREREREdEL4eOPP4a/vz++++47vPLKK4iOji53m6+++go5OTnYs2cPIiMjMXv2bDxtmQc2TUREREREpEMQBKP8M0RxcTHOnDmDnj17AgAGDRqE7777rtztDhw4gPfeew8KhQLNmjXDunXrnvrYXAiCiIiIiIiqhAcPHuDBg/IL0VhaWsLS0rLS++bk5MDCwgI1ajxqcWxsbJCRkVHudrdu3cKZM2cwZ84cmJqaYsqUKWjatGml2WyaiIiIiIhIR6mRrkq0YcMGREVFlRsPDg7GxIkTtd8fOHAACxcu1LnNyy+/XO5+CoWi3JhGo0F6ejp27dqFK1euYOzYsThw4ABUqopXOWTTVIFNmzZh8+bNmDhxIvr06fPM98vOzoZarcY333wDc3Nz/P3335g2bRoePHgAU1NTfPbZZ2jQoIGElRMRERERydPbb7+NgQMHlhv/5yxT79690bt3b52x4uJieHp6QqPRQKlUIisrC7a2tuWy6tevDx8fHygUCrRs2RINGzZEamoq3N3dK6yL5zRVID4+HpGRkc/VMB07dgzvvPMOsrKytGM7duxAq1atsHnzZvTv3x+rV6+WolwiIiIiItmztLSEg4NDuX9POzQPAExNTeHh4YH9+x9dE27v3r3w8vIqd7vu3btrb/P777/jzp07cHJyqjS72s407d69G0eOHEFBQQGysrIwatQoHDp0CCkpKRgxYgSSk5MREhKCpUuXYt++fUhISIBGo4FarYafnx+io6PLjZmYmGDdunUYPHiw9nFGjx4NjUYD4NESiJXt8KSkJKxatQqmpqZIT0+Hn58fTp06hcuXL2PUqFHw9/fH6dOnsXTpUiiVSjg6OmLevHkoLCxESEgIcnNzkZmZCX9/f/j7+yMgIAAtW7ZESkoK8vLysGzZMtjb20v+3BIRERERGcPcuXMxa9YsrFy5EnZ2doiIiAAAbN26FZmZmZg0aRI+/PBDzJs3Dz4+PgCA+fPnV3poHlCNmyYAyM/Px9q1axEXF4f169djx44dSEpKwsaNG+Hq6oqwsDDk5uYiMTERsbGx0Gg0iIiIQHJycrkxQRDQuXPnJz6OUqnEqFGjcPXqVaxbt67SmtLT07F3715cvHgRkyZNwsGDB5GRkYHg4GCo1WqEhoZiy5YtsLa2RmRkJPbs2YNWrVrBx8cH3t7eyMjIQEBAAPz9/QEA7u7u2uYvLi4OgYGBoj+PRERERERVgb29PWJiYsqNq9Vq7dcWFhZYtGjRc+VW66bJ1dUVAKBSqeDi4gKFQgErKysUFhZqb1N2fKNSqYRSqcSsWbMQFxdXbuxpNm7ciOvXryMoKAgJCQkV3q5Zs2YwNTWFSqVC48aNYWZmpq0pOzsbmZmZmDx5MgCgoKAAr7/+Orp164YNGzYgPj4eFhYWKCkp0ea5ubkBABo2bIi7d+/q8zQRERERUTVjrIUgqqpqfU7Tk1bT+CdnZ2ckJyejtLQUxcXFGDNmDBwcHMqNFRUVPfH+X375Jfbu3QsAqF27NpRKpd411a1bFw0bNkR0dDRiYmIwbtw4dOrUCWvXrkWbNm2wZMkS9OrVy+A17omIiIiI6H+q9UzTs3B1dUXXrl2hVqtRWloKtVqN1q1blxszMzN74v0HDx6MmTNnYteuXdBoNFiwYIHetZiYmCAkJASBgYEQBAG1a9fGokWLoFAoMH/+fOzfvx8qlQpKpbLCJo6IiIiI6GkEodTYJVQp1bZpGjRokPZrLy8v7coarq6uWLNmjc5tg4KCEBQU9NSxMocPH9Z+Xb9+/XJ5FfH09ISnpycAwMXFRXs8pqWlpfZqxl26dEGXLl107mdtbY1vv/22XN7jx3M+fhwnERERERE9u2rbNBlTVFQUkpKSyo0vWLAAjo6ORqiIiIiIiIgqwqbJCIKDgxEcHGzsMoiIiIiI6BlU64UgiIiIiIiInoYzTUREREREpINLjuviTBMREREREVElFAIv6kNERERERI8Zs+G/RnncdW/PMsrjPg0Pz6MKnY9/IHpmW29LpF7IFTXT6VUVbvwqbqazuwp308XNBID6DVW4eVHc3JdbqZB8Utx95fa6JW5k/SFqJgA429jj/O9XRc1s69gcF4+Ju/2tuloiMeVnUTMBwKtZG3x74aSomX1ffV3092pbb0usOrZP1EwACOzaT5JaNyXFi5oJACM9vSWp9cBvp0TN7P1KJ8k+q8/euixqpkeTlpI8pz/e+E3UTAB4zfkVZGWJ+1ltY6OSRaZUuXLJlCrXxkYlah79+3h4HhERERERUSXYNBEREREREVWCTRMREREREVEleE4TERERERHp4FpxujjTREREREREVAnONBERERERkQ5e3FYXZ5qIiIiIiIgqwaapAps2bULv3r2xf//+57pfdnY2evbsicLCQp3x69evo3379uXGiYiIiIioauPheRWIj49HZGQkWrRo8cz3OXbsGMLDw5GVlaUznpeXh88++wxmZmZil0lERERERBKrtk3T7t27ceTIERQUFCArKwujRo3CoUOHkJKSghEjRiA5ORkhISFYunQp9u3bh4SEBGg0GqjVavj5+SE6OrrcmImJCdatW4fBgwdrH0cQBISGhmLq1KkYP358pTUlJSVh1apVMDU1RXp6Ovz8/HDq1ClcvnwZo0aNgr+/P06fPo2lS5dCqVTC0dER8+bNQ2FhIUJCQpCbm4vMzEz4+/vD398fAQEBaNmyJVJSUpCXl4dly5bB3t5e6qeWiIiIiOiFUm2bJgDIz8/H2rVrERcXh/Xr12PHjh1ISkrCxo0b4erqirCwMOTm5iIxMRGxsbHQaDSIiIhAcnJyuTFBENC5c+dyjxEVFYVu3bqhZcuWz1RTeno69u7di4sXL2LSpEk4ePAgMjIyEBwcDLVajdDQUGzZsgXW1taIjIzEnj170KpVK/j4+MDb2xsZGRkICAiAv78/AMDd3V3b/MXFxSEwMFDU55CIiIiIXjyCUGrsEqqUat00ubq6AgBUKhVcXFygUChgZWWlc95Ramoq3N3doVQqoVQqMWvWLMTFxZUbq8g333yDhg0bYteuXcjKysI777yDzZs3V3j7Zs2awdTUFCqVCo0bN4aZmZm2puzsbGRmZmLy5MkAgIKCArz++uvo1q0bNmzYgPj4eFhYWKCkpESb5+bmBgBo2LAh7t69a8jTRURERERULVXrpkmhUDz1Ns7Ozti6dStKS0uh0WgQGBiIyZMnlxv78ssvn3jO0sGDB7Vfv/nmm1i7dq3eNdWtWxcNGzZEdHQ0VCoVDh06hJdeeglr165FmzZt4O/vj1OnTuHo0aNP3S4iIiIioopwyXFd1bppehaurq7o2rUr1Go1SktLoVar0bp163Jj/8YiDyYmJggJCUFgYCAEQUDt2rWxaNEiKBQKzJ8/H/v374dKpYJSqURRUZHk9RARERERVQfVtmkaNGiQ9msvLy94eXkBeNQkrVmzRue2QUFBCAoKeupYmcOHDz/XeBlPT094enoCAFxcXBATEwMAsLS0xHfffQcA6NKlC7p06aJzP2tra3z77bfl8sruDwBqtbrSxyYiIiIioiertk2TMUVFRSEpKanc+IIFC+Do6GiEioiIiIiIqCJsmowgODgYwcHBxi6DiIiIiIieAZsmIiIiIiLSwYUgdJkYuwAiIiIiIqKqjDNNRERERESkQ+BMkw6FwGeEiIiIiIge47f6Y6M87rb35hrlcZ+GM01UoZ/Sroie2a5xC2TlZouaaaOqh/vZuaJm1qmnwu9Xxc0EAMfmKuTcFTe3bn0Vku+kiprpZueEzD/F337bRirc+FXcXGd3FY5ePS9qZrfmbZF6909RMwHAqX4jnI9/IGpmW29LLInfJmrmh95+otcJPKr1k7gNomaG+rwtWa2ffb9Z1MyZPUdIsv/XnogTNRMA3unsI0mt607uFzVzzOt9JNv/v/5xTdRMd/umyMoS9/PPxkYleqZUuXLJlCrXxkYlah79+3hOExERERERUSXYNBEREREREVWCh+cREREREZEOLjmuizNNREREREREleBMExERERER6RCEUmOXUKVwpomIiIiIiKgSbJoqsGnTJvTu3Rv79z/f8qjZ2dno2bMnCgsLATy6MFjXrl0REBCAgIAAhIeHS1EuERERERFJhIfnVSA+Ph6RkZFo0aLFM9/n2LFjCA8PR1ZWlnYsLS0NrVq1whdffCFFmUREREREJLFq2zTt3r0bR44cQUFBAbKysjBq1CgcOnQIKSkpGDFiBJKTkxESEoKlS5di3759SEhIgEajgVqthp+fH6Kjo8uNmZiYYN26dRg8eLD2cS5evIiMjAwEBASgZs2amD17NpydnZ+7phkzZqBHjx44cOAA1q9fDxMTE7Rv3x4ffvgh0tPTERYWhsLCQmRlZWHy5Mno0aMH+vXrh44dO+LKlStQKBSIjo6GSsWLqxERERERPY9q2zQBQH5+PtauXYu4uDisX78eO3bsQFJSEjZu3AhXV1eEhYUhNzcXiYmJiI2NhUajQUREBJKTk8uNCYKAzp07l3sMGxsbBAYGonfv3jh79iymT5+OXbt26VWTh4cHli9fjl27dqFWrVqYPn06Tpw4AYVCgTFjxsDT0xM//fQTli9fjh49eiA/Px8+Pj4IDQ3FtGnTkJiYCB8fHymfUiIiIiJ6AXDJcV3VumlydXUFAKhUKri4uEChUMDKykp7PhIApKamwt3dHUqlEkqlErNmzUJcXFy5sYq88sorUCqVAAAPDw9kZmZCEAQoFIrnriktLQ3Z2dkIDAwE8KjBSktLg4eHB1auXImdO3dCoVCgpKREm+fm5gYAsLOz09kuIiIiIiJ6NtV6IYiKGpfHOTs7Izk5GaWlpSguLsaYMWPg4OBQbqyoqOiJ94+KisKGDRsAAJcvX4adnV2lj1vZ/3NwcICdnR3Wrl2LmJgYjBw5Em3atMGyZcvg6+uLxYsXw9PTE8Jjfxl4lm0kIiIiInpcqSAY5V9VVa1nmp6Fq6srunbtCrVajdLSUqjVarRu3brcmJmZ2RPvHxgYiOnTp+Po0aNQKpVYuHCh3rXUq1cPo0ePRkBAADQaDezt7dG7d2/06tULixYtwqpVq9CwYUPk5OTo/RhERERERKSr2jZNgwYN0n7t5eUFLy8vAI+apDVr1ujcNigoCEFBQU8dK3P48GHt11ZWVli1apVoNfn6+sLX11fnfn379kXfvn0rrePDDz98phqIiIiIiEhXtW2ajCksLAzXr18vN7569WrUrFnTCBUREREREVFF2DQZQVhYmLFLICIiIiKiZ8SmiYiIiIiIdAhVeFEGY6jWq+cRERERERE9DWeaiIiIiIhIR1Ve/tsYFALn3oiIiIiI6DH9V8wxyuN+M2GBUR73aTjTRBU6H/9A9My23pbI+D1X1MwGjircShY3s4mbCvezxc0EgDr1VPj9iri5ji1UuHhM3H3Vqqslku+kipoJAG52Tjhy5SdRM7u3aIdr58V9Tpu2VSEp9aKomQDg6dQKO3/6QdTMIe3eEP292tbbEhtPfS9qJgCM6tRTklrFfk4B6Z7XxJSfRc30atZGss/qk9cviJr5usurkjynUr1Xpaj1z/tZomY2qmODrCzxf1bZ2KhEz5VLplS5NjYqUfPo38dzmoiIiIiIiCrBpomIiIiIiKgSPDyPiIiIiIh0CCg1dglVCmeaiIiIiIiIKsGZJiIiIiIi0sElx3VxpomIiIiIiKgSbJoqsGnTJvTu3Rv79+9/rvtlZ2ejZ8+eKCwsBABoNBrMnz8ffn5+GDRoEI4cOSJFuUREREREJBEenleB+Ph4REZGokWLFs98n2PHjiE8PBxZWf+7DsPXX3+NkpISbNu2DRkZGThw4IAU5RIRERERkUSqbdO0e/duHDlyBAUFBcjKysKoUaNw6NAhpKSkYMSIEUhOTkZISAiWLl2Kffv2ISEhARqNBmq1Gn5+foiOji43ZmJignXr1mHw4MHaxzl+/DiaNWuGwMBACIKA0NDQCmtKSkrCqlWrYGpqivT0dPj5+eHUqVO4fPkyRo0aBX9/f5w+fRpLly6FUqmEo6Mj5s2bh8LCQoSEhCA3NxeZmZnw9/eHv78/AgIC0LJlS6SkpCAvLw/Lli2Dvb39v/H0EhERERG9MKpt0wQA+fn5WLt2LeLi4rB+/Xrs2LEDSUlJ2LhxI1xdXREWFobc3FwkJiYiNjYWGo0GERERSE5OLjcmCAI6d+5c7jFycnKQlpaGL7/8EmfOnMHs2bOxefPmCmtKT0/H3r17cfHiRUyaNAkHDx5ERkYGgoODoVarERoaii1btsDa2hqRkZHYs2cPWrVqBR8fH3h7eyMjIwMBAQHw9/cHALi7u2ubv7i4OAQGBkr2fBIRERHRi4ELQeiq1k2Tq6srAEClUsHFxQUKhQJWVlba85EAIDU1Fe7u7lAqlVAqlZg1axbi4uLKjVWkTp06eOONN6BQKNCxY0fcvHmz0pqaNWsGU1NTqFQqNG7cGGZmZtqasrOzkZmZicmTJwMACgoK8Prrr6Nbt27YsGED4uPjYWFhgZKSEm2em5sbAKBhw4a4e/euns8UEREREVH1Va0XglAoFE+9jbOzM5KTk1FaWori4mKMGTMGDg4O5caKioqeeP/27dvj6NGjAIDLly/Dzs5O75rq1q2Lhg0bIjo6GjExMRg3bhw6deqEtWvXok2bNliyZAl69eoFgX8ZICIiIiIDCIJglH9VVbWeaXoWrq6u6Nq1K9RqNUpLS6FWq9G6detyY2ZmZk+8/7BhwzB37lwMGzYMgiDg448/1rsWExMThISEaM+Pql27NhYtWgSFQoH58+dj//79UKlUUCqVFTZxRERERET0fKpt0zRo0CDt115eXvDy8gLwqElas2aNzm2DgoIQFBT01LEyhw8f1n5tZmaGhQsXPlNNnp6e8PT0BAC4uLggJiYGAGBpaYnvvvsOANClSxd06dJF537W1tb49ttvy+WV3R8A1Gr1M9VARERERES6qm3TZExRUVFISkoqN75gwQI4OjoaoSIiIiIiIqoImyYjCA4ORnBwsLHLICIiIiKiZ8CmiYiIiIiIdHDJcV3VevU8IiIiIiKip+FMExERERER6RCEUmOXUKUohKq8IDoREREREf3r/i9yqlEe9+DkCKM87tNwpokqlJR6UfRMT6dW+PN+lqiZjerY4H52rqiZdeqp8GequJkA0MhJhewscXPr2ahwLeu2qJlNbRzw1195omYCgJWVBTL/FHf7bRupcOTKT6Jmdm/RDmnZ6aJmAkDjeg1x8dgDUTNbdbVE1JHdomYGdx+E8/Hi1gkAbb3lVWv0D3tEzRz/xkDRa23rbYnd54+KmgkAg9p2k6TWnT/9IGrmkHZvSLb/k++kiprpZuckyXMq9mcq8OhzNUvkn1U2NvLIlCrXxkYlah79+3hOExERERERUSXYNBEREREREVWCh+cREREREZEOLjmuizNNREREREREleBMExERERER6eBMky7ONBEREREREVWCTRMREREREVEl2DRVYNOmTejduzf279//XPfLzs5Gz549UVhYCABYtWoVAgICEBAQAF9fX3Tu3FmKcomIiIiISCI8p6kC8fHxiIyMRIsWLZ75PseOHUN4eDiysv538dbAwEAEBgYCAIKCgjB9+nTRayUiIiIiIulU26Zp9+7dOHLkCAoKCpCVlYVRo0bh0KFDSElJwYgRI5CcnIyQkBAsXboU+/btQ0JCAjQaDdRqNfz8/BAdHV1uzMTEBOvWrcPgwYPLPV58fDwsLS3RpUsXvWqaMWMGevTogQMHDmD9+vUwMTFB+/bt8eGHHyI9PR1hYWEoLCxEVlYWJk+ejB49eqBfv37o2LEjrly5AoVCgejoaKhUvCI1EREREVVO4EIQOqpt0wQA+fn5WLt2LeLi4rB+/Xrs2LEDSUlJ2LhxI1xdXREWFobc3FwkJiYiNjYWGo0GERERSE5OLjcmCEKlh959+eWXiIiIMKgmDw8PLF++HLt27UKtWrUwffp0nDhxAgqFAmPGjIGnpyd++uknLF++HD169EB+fj58fHwQGhqKadOmITExET4+PmI+hUREREREL7xq3TS5uroCAFQqFVxcXKBQKGBlZaU9HwkAUlNT4e7uDqVSCaVSiVmzZiEuLq7cWGWuXbsGS0tLNGnSxKCa0tLSkJ2drT3cLz8/H2lpafDw8MDKlSuxc+dOKBQKlJSUaPPc3NwAAHZ2djrbRURERERUES45rqtaLwShUCieehtnZ2ckJyejtLQUxcXFGDNmDBwcHMqNFRUVVZhx8uRJeHl5GVyTg4MD7OzssHbtWsTExGDkyJFo06YNli1bBl9fXyxevBienp4606nPso1ERERERFSxaj3T9CxcXV3RtWtXqNVqlJaWQq1Wo3Xr1uXGzMzMKsxITU0VZdW8evXqYfTo0QgICIBGo4G9vT169+6NXr16YdGiRVi1ahUaNmyInJwcgx+LiIiIiEhu/vzzT0yfPh337t2Dk5MTlixZgtq1a+vcpqioCLNnz8bVq1dhYmKCmTNn4vXXX680t9o2TYMGDdJ+7eXlpZ0JcnV1xZo1a3RuGxQUhKCgoKeOlTl8+LDO93PnzhWtJl9fX/j6+urcr2/fvujbt2+ldXz44YfPVAMRERERkVx9/PHH8Pf3h4+PD1asWIHo6Ohyq1d//fXXKC0txb59+3DlyhW89957SExMrDS32jZNxhQWFobr16+XG1+9ejVq1qxphIqIiIiIiIzvwYMHePDgQblxS0tLWFpaVnrf4uJinDlzBitWrADwaEJi5MiR5Zqm0tJSPHz4EBqNBg8fPnym37/ZNBlBWFiYsUsgIiIiIqqQIJQa5XE3bNiAqKiocuPBwcGYOHFipffNycmBhYUFatR41OLY2NggIyOj3O0GDhyIPXv2oGvXrnjw4MEzrXDNpomIiIiIiKqEt99+GwMHDiw3/s9ZpgMHDmDhwoU6Yy+//HK5+z1pUbSoqCi0adMGW7duxc2bNzF69Gi0atUK9vb2FdbFpomIiIiIiHQYa8nxZzkMDwB69+6N3r1764wVFxfD09MTGo0GSqUSWVlZsLW1LXffQ4cOYenSpVAoFHByckLr1q3x66+/Vto0Veslx4mIiIiI6MVgamoKDw8P7N+/HwCwd+/eJ172p2XLlkhISAAAZGdn47ffftNeK7UiCkHglauIiIiIiOh/Oi+aYJTHPTFjhUH3/+OPPzBr1izcu3cPdnZ2iIiIgJWVFbZu3YrMzExMmjQJd+/eRWhoKNLS0mBiYoKgoKAnrkT9ODZNVKELP5RfucRQr75hidvXckXNdGiqwqUfxa3V9TVL/HFd3DoBwN5FhatnxK21eQdLnI8XN7OttyWuZd0WNRMAmto4IPlOqqiZbnZOSDkr7vY387DE0avnRc0EgG7N2yIx5WdRM72atcGtZHFfq03cVNhx7oiomQAwrH13SV6r319MEjUTAHq28pSk1isZt0TNbNGgieh1Ao9q/eV2iqiZrR2aSfKcHrnyk6iZANC9RTtJas14cE/UzAaW1pLt/xu/ivu54uyuQlaWuJk2NuJnSpVrY6MSNe/fINemSSo8PI+IiIiIiKgSXAiCiIiIiIh0GGshiKqKM01ERERERESV4EwTERERERHp4LIHujjTREREREREVAk2TURERERERJVg01SBTZs2oXfv3tqLYz2r7Oxs9OzZE4WFhQCA3NxcjB07Fv7+/hg9ejSysrKkKJeIiIiIiCTCpqkC8fHxiIyMRJ8+fZ75PseOHcM777yj0xjt3r0bzZs3x5YtW9CnTx+sWbNGinKJiIiIiEgi1XYhiN27d+PIkSMoKChAVlYWRo0ahUOHDiElJQUjRoxAcnIyQkJCsHTpUuzbtw8JCQnQaDRQq9Xw8/NDdHR0uTETExOsW7cOgwcP1j5O8+bNcePGDQBAXl4eatSo+ClPSkrCqlWrYGpqivT0dPj5+eHUqVO4fPkyRo0aBX9/f5w+fRpLly6FUqmEo6Mj5s2bh8LCQoSEhCA3NxeZmZnw9/eHv78/AgIC0LJlS6SkpCAvLw/Lli2Dvb295M8tEREREckblxzXVW2bJgDIz8/H2rVrERcXh/Xr12PHjh1ISkrCxo0b4erqirCwMOTm5iIxMRGxsbHQaDSIiIhAcnJyuTFBENC5c+dyj1G3bl2cOHECffr0wV9//YXNmzdXWlN6ejr27t2LixcvYtKkSTh48CAyMjIQHBwMtVqN0NBQbNmyBdbW1oiMjMSePXvQqlUr+Pj4wNvbGxkZGQgICIC/vz8AwN3dXdv8xcXFITAwUJLnkoiIiIjoRVWtmyZXV1cAgEqlgouLCxQKBaysrLTnIwFAamoq3N3doVQqoVQqMWvWLMTFxZUbq0hUVBTGjh0LPz8/XL58GRMnTsS+ffsqvH2zZs1gamoKlUqFxo0bw8zMTFtTdnY2MjMzMXnyZABAQUEBXn/9dXTr1g0bNmxAfHw8LCwsUFJSos1zc3MDADRs2BB379415OkiIiIiompCEEqNXUKVUq3PaVIoFE+9jbOzM5KTk1FaWori4mKMGTMGDg4O5caKioqeeH9LS0uoVCoAgLW1NfLz8/WuqW7dumjYsCGio6MRExODcePGoVOnTli7di3atGmDJUuWoFevXlxXn4iIiIhIRNV6pulZuLq6omvXrlCr1SgtLYVarUbr1q3LjZmZmT3x/pMmTcJ//vMfbNmyBSUlJfjkk0/0rsXExAQhISEIDAyEIAioXbs2Fi1aBIVCgfnz52P//v1QqVRQKpUVNnFERERERPR8qm3TNGjQIO3XXl5e8PLyAvCoSfrnCndBQUEICgp66liZw4cPa79u0KABVq9e/Uw1eXp6wtPTEwDg4uKCmJgYAI9mq7777jsAQJcuXdClSxed+1lbW+Pbb78tl1d2fwBQq9XPVAMREREREemqtk2TMUVFRSEpKanc+IIFC+Do6GiEioiIiIiIqCJsmowgODgYwcHBxi6DiIiIiOiJuOS4rmq9EAQREREREdHTcKaJiIiIiIh0cKZJF2eaiIiIiIiIKqEQeFEfIiIiIiJ6TNv5Y43yuOf/85VRHvdpeHgeVehKxi3RM1s0aIKcu7miZtatr8L9bHEz69RT4c5NcTMBwO5lFe6mi5tbv6EK17Jui5rZ1MZB9DqBR7WK/bzavazCr39cEzXT3b4p7vx1V9RMALCzqo9LPz4QNdP1NUt8/csxUTN9W3fF+Xhx6wSAtt6W2HL6oKiZ/h3/r1rX2tbbEgmXzoqaCQA9XD0kqTU++Yyomd5uHSTb/1J8rkjxnObk/iVqJgDUVVlJUuu1n8T9/G/aToWsLPF/VtnYiJ9rY6MSNY/+fTw8j4iIiIiIqBKcaSIiIiIiIh08g0cXZ5qIiIiIiIgqwZkmIiIiIiLSwSXHdXGmiYiIiIiIqBJsmoiIiIiIiCrBpomIiIiIiKgSbJoqsGnTJvTu3Rv79+9/rvtlZ2ejZ8+eKCwsBADcv38f7733HtRqNd5//33cu3dPinKJiIiIiEgibJoqEB8fj8jISPTp0+eZ73Ps2DG88847yMrK0o59+eWXaN++PbZu3YqAgABERERIUS4RERERkWgEodQo/6qqart63u7du3HkyBEUFBQgKysLo0aNwqFDh5CSkoIRI0YgOTkZISEhWLp0Kfbt24eEhARoNBqo1Wr4+fkhOjq63JiJiQnWrVuHwYMHax/n2rVrmDJlCgCgXbt2mDdvnl41zZgxAz169MCBAwewfv16mJiYoH379vjwww+Rnp6OsLAwFBYWIisrC5MnT0aPHj3Qr18/dOzYEVeuXIFCoUB0dDRUKl6RmoiIiIjoeVTbpgkA8vPzsXbtWsTFxWH9+vXYsWMHkpKSsHHjRri6uiIsLAy5ublITExEbGwsNBoNIiIikJycXG5MEAR07ty53GO4urri8OHDcHNzw+HDh1FQUKB3TR4eHli+fDl27dqFWrVqYfr06Thx4gQUCgXGjBkDT09P/PTTT1i+fDl69OiB/Px8+Pj4IDQ0FNOmTUNiYiJ8fHykejqJiIiI6AXBJcd1VeumydXVFQCgUqng4uIChUIBKysr7flIAJCamgp3d3colUoolUrMmjULcXFx5cYqEhgYiE8//RQjRoxAt27d0LBhQ71rSktLQ3Z2NgIDAwE8arDS0tLg4eGBlStXYufOnVAoFCgpKdHmubm5AQDs7Ox0touIiIiIiJ5NtT6nSaFQPPU2zs7OSE5ORmlpKYqLizFmzBg4ODiUGysqKnri/c+ePYuhQ4di8+bNaNKkCdq1a6d3TQ4ODrCzs8PatWsRExODkSNHok2bNli2bBl8fX2xePFieHp6QnjsLwPPso1ERERERFSxaj3T9CxcXV3RtWtXqNVqlJaWQq1Wo3Xr1uXGzMzMnnh/JycnzJw5EwBga2uLBQsW6F1LvXr1MHr0aAQEBECj0cDe3h69e/dGr169sGjRIqxatQoNGzZETk6O3o9BRERERES6qm3TNGjQIO3XXl5e8PLyAvCoSVqzZo3ObYOCghAUFPTUsTKHDx/Wft2kSRNs27ZNtJp8fX3h6+urc7++ffuib9++ldbx4YcfPlMNRERERESkq9o2TcYUFhaG69evlxtfvXo1atasaYSKiIiIiIj+hwtB6GLTZARhYWHGLoGIiIiIiJ4RmyYiIiIiItIhcKZJR7VePY+IiIiIiOhpFALbSCIiIiIiekzLjwKM8riX58UY5XGfhofnUYV+OfRA9MzWb1ni96u5omY6Nlfhwg/i1vrqG5a4dl7cOgGgaVsVfjsqbq2vdLPE+XhxM9t6WyItO13UTABoXK8hku+kiprpZueEaz+Ju6+atlPh+4tJomYCQM9WnriWdVvUzKY2DrhzU9ztt3tZhfO/XxU1EwDaOjZH2mVxa23cUoU7f90VNRMA7Kzq4+oZcd9XzTtYIjtL3O2vZ6MS/f0PPPoM+OuvPFEzrawsJPmsynhwT9RMAGhgaS1JrX/ezxI1s1EdG8n2/+1r4r5WHZqK/1pt6y3+z7+y3CyR36s2NipR8+jfx8PziIiIiIiIKsGZJiIiIiIi0sElx3VxpomIiIiIiKgSnGkiIiIiIiIdAkqNXUKVwpkmIiIiIiKiSrBpIiIiIiIiqgSbJiIiIiIiokqwaarApk2b0Lt3b+zfv/+Z77N+/XoMHToUQ4cORVRUFACgoKAAEydOhL+/P9577z1kZ2dLVTIREREREUmATVMF4uPjERkZiT59+jzT7X///Xd888032LZtG3bs2IHjx4/j8uXL2Lp1K5o3b44tW7ZgwIABiI6OlrhyIiIiIiLDlAqCUf5VVdV29bzdu3fjyJEjKCgoQFZWFkaNGoVDhw4hJSUFI0aMQHJyMkJCQrB06VLs27cPCQkJ0Gg0UKvV8PPzQ3R0tM7Y4MGD8dVXX0GpVAIASkpKYG5ujnPnzmHs2LEAAC8vr0qbpspqmjFjBnr06IEDBw5g/fr1MDExQfv27fHhhx8iPT0dYWFhKCwsRFZWFiZPnowePXqgX79+6NixI65cuQKFQoHo6GioVLwiNRERERHR86i2TRMA5OfnY+3atYiLi8P69euxY8cOJCUlYePGjXB1dUVYWBhyc3ORmJiI2NhYaDQaREREIDk5udxYjRo1UK9ePQiCgEWLFsHNzQ1OTk7Iy8vTNiq1a9dGbm6u3jV5eHhg+fLl2LVrF2rVqoXp06fjxIkTUCgUGDNmDDw9PfHTTz9h+fLl6NGjB/Lz8+Hj44PQ0FBMmzYNiYmJ8PHx+TeeWiIiIiKSsao862MM1bppcnV1BQCoVCq4uLhAoVDAysoKhYWF2tukpqbC3d0dSqUSSqUSs2bNQlxcXLkxACgsLMScOXNQu3ZtzJ07FwBgYWGB/Px8AI8aIktLS71rSktLQ3Z2NgIDA7V5aWlp8PDwwMqVK7Fz504oFAqUlJRo89zc3AAAdnZ2OttFRERERETPplqf06RQKJ56G2dnZyQnJ6O0tBTFxcUYM2YMHBwcyo0VFRVh/PjxaNGiBebNm6c9TK9du3Y4evQoACAxMRHt27fXuyYHBwfY2dlh7dq1iImJwciRI9GmTRssW7YMvr6+WLx4MTw9PSE89peBZ9lGIiIiIiKqWLWeaXoWrq6u6Nq1K9RqNUpLS6FWq9G6detyY0ePHsXp06dRVFSEY8eOAQCmTp0KtVqNmTNnQq1Ww9TUFOHh4XrXUq9ePYwePRoBAQHQaDSwt7dH79690atXLyxatAirVq1Cw4YNkZOTI9bmExERERFVe9W2aRo0aJD2ay8vL3h5eQF41CStWbNG57ZBQUEICgp66tiFCxee+Fiff/65aDX5+vrC19dX5359+/ZF3759y+UdPnxY+/WHH374TDUQEREREZGuats0GVNYWBiuX79ebnz16tWoWbOmESoiIiIiIvofgQtB6GDTZARhYWHGLoGIiIiIiJ5RtV4IgoiIiIiI6GnYNBEREREREVWCTRMREREREVElFALP8iIiIiIiIqoQZ5qIiIiIiIgqwaaJiIiIiIioEmyaiIiIiIiIKsGmiYiIiIiIqBJsmoiIiIiIiCrBpomIiIiIiKgSbJqIiIiIiIgqwaaJiIiIiIioEmyaiIiIiIiIKsGmiYiIiIiIqBJsmoiIiIiIiCpRw9gFkHzt3bsXX375JYqKiiAIAhQKBQ4dOlSlMk+cOIF169ahqKhIO7Zx40aDapRTrhT7qMy9e/dQWFio/b5Ro0YG5V26dAnbt2/XyVy4cKFBmWXk8FqVKlOqXKneA3KpVap9JUWteXl5SExM1MkcMGCAQZlS7f87d+7g22+/1fkcCA4OrhaZgDT7SopapagTkE+tUm0/VW1smkhvq1evxhdffAE7O7sqm7lw4ULMmTMHDRs2FCVPbrlS7CMACAsLQ2JiImxtbbW/MG7bts2gzFmzZmHkyJGiP6eAPF6rUmVKlSvVe0AutUq1r6Sodfz48bC1tdXWqlAoDM6Uav9PmjQJr732mqjPq1wyAWn2lRS1SlEnIJ9apdp+qtrYNJHeHB0d0aRJkyqdaWdnh9dff120PLnlSrGPAODXX39FQkICTEzEO8K3fv36GDp0qGh5j5PDa1WqTKlypXoPyKVWqfaVFLUKgoAlS5aIminV/q9duzamTJlSLTMBafaVFLVKUScgn1ql2n6q2tg0kd5q1qyJsWPHwtXVVftXlqlTp1apTGtra3z00Udwc3PT5g0fPtygGuWUK8U+AoAmTZqgsLAQtWrVMjirjL29PVatWqVTa5cuXUTJlsNrVapMqXKleg/IpVap9pUUtbZo0QK//PILXF1dtWNmZmZVrk4AaNasGeLi4nSeVycnp2qRCUizr6SoVYo6AfnUKtX2U9XGpon01q1btyqf6eDgAAC4e/dutcyVYh8Bj4477969u/Yv7WIcnldcXIzU1FSkpqZqx8RqmuTwWpUqU6pcqd4DcqlVqn0lRa2nT5/G4cOHtd+Lcf6VVPv/0qVLuHTpkvZ7hUJh8LlScskEpNlXUtQqRZ2AfGqVavupalMIgiAYuwiSp5KSEly4cAElJSUQBAGZmZno27dvlcvMzMzUyWvbtq1BeXLKleL5BIA//vij3Ji9vb3BuY/LzMyEra2tKFlyea1Ktb+kypXiPSCXWqWqU4papfJv1FlUVCT6X/DlkikV1kqkH840kd6Cg4NRXFyMzMxMaDQa2NraGvxLg9iZc+bMwc8//4yHDx+ioKAAjo6O2LFjh0E1yilXin0EPPqF8bvvvkNxcTGAR788zZs3z6DMZcuWYevWrSguLkZBQQFefvllxMXFGVwrII/XqlSZUuVK9R6QS61S7Sspaj106BC2bNmC4uJiCIKA+/fvY9++fVWuTgDYtm0b1q1bp23GTE1N8f3331eLTECafSVFrVLUKadapdp+qtp4nSbSW05ODtasWQN3d3fs3r1bZ4nQqpJ5+fJlxMXFoUuXLoiLi4O5ubnBNcopV4p9BADTpk0DAPz000+4ffs27t+/b3Dm4cOHkZiYiH79+mH//v1o0KCBwZll5PBalSpTqlyp3gNyqVWqfSVFrZGRkQgODoadnR0GDhyI5s2bV8k6AWDz5s2IiYmBl5cXFi5cCBcXl2qTCUizr6SoVYo6AfnUKtX2U9XGpon0VrNmTQDAw4cPUbNmTVGW3BQ7s27dulAoFPj7779Rr149g+uTW64U+wgAXnrpJQQFBaFBgwb473//K8p5DTY2NjAzM0N+fj6aNGmincUSgxxeq1JlSpUr1XtALrVKta+kqNXW1lZ76NygQYOQmZlpcKZU+9/W1ha2trbIz8+Hp6cncnNzq01mWa7Y+0qq7Re7zrJcOdQq1fZT1camifTm7e2NqKgotGzZEsOGDRPluGOxM1u1aoU1a9bA1tYWU6ZMQUFBgcE1yilXin0EPDrpNSsrC/n5+fj777/x999/G5zZsGFD7Ny5E7Vq1UJ4eDgePHggQqWPyOG1KlWmVLlSvQfkUqtU+0qKWk1NTXHmzBmUlJTg2LFjyMnJqZJ1AoBKpUJCQoJ2cRkxZrHlkglIs6+kqFWKOgH51CrV9lPVxoUgSBRXrlxBkyZNtH99rUqZ+fn5MDc3R2JiItzd3VG/fn1R6pNbrpj76MyZM0hJSUGDBg0QGhoKX19fzJw506DM0tJSpKenw9LSEnv27MFrr72Gpk2bGlzrP1Xl16rUmWLnSvVaLSOXWsXeV2LXmpGRgRs3bsDGxgbLli1Dr1694OPjU+XqBIC8vDz8/vvvqFevHtatW4fu3bvD09OzWmQC0uwrKWqV6jUll1ql2n6q2rgQBOktJSUFc+fOxYMHD9C/f380a9YM3bt3r1KZGRkZWLx4MbKzs9GrVy/88ccfovxgl0uuFPsIADp06ABXV1fcvn0bBw8eRO3atQ3O/Pvvv7F9+3ZkZmaie/fuMDU1NTizjBxeq1JlSpUr1XtALrVKta+kqLVBgwa4ceMGzp07hwkTJohyPSGp9n+tWrXw22+/4c8//0T37t3RrFmzapMJSLOvpKhVijoB+dQq1fZT1cbD80hv8+fPx8KFC1G3bl0MGTIEy5cvr3KZoaGhGDx4MIqLi+Hh4YFPP/3U4BrllCvFPgKA77//HiNHjsT06dOxfv16REdHG5w5Z84cODo64tatW6hfvz5CQkJEqPQRObxWpcqUKleq94BcapVqX0lRa0REBPbs2YMdO3bg0qVLmD17dpWsEwA++ugj/Pnnnzh58iTy8/MNnsGWUyYgzb6SolYp6gTkU6tU209VG5smMkiTJk2gUChQr149UWYbxM4sKCjAa6+9BoVCAWdnZ9FWeJJTrhT7aN26ddixYwfq1KmD8ePHIyEhweDM+/fvY8iQIahRowbatWuH0tJSESr9n6r+WpUyU4pcqd4DgHxqlWJfSVHruXPnsGjRIrz00ksYOHAgbt++XSXrBIC0tDRMmjQJ5ubmePPNN0VZCEAumYA0+0qKWqWoE5BPrVJtP1VtbJpIb1ZWVti2bRsePnyIuLg4WFpaVrlMc3NzHDt2DKWlpfj5559FO1lbLrlS7CMAUCqVMDMzg0KhgEKhQK1atUTJvX79OgAgPT0dSqVSlExAHq9VqTKlypXqPSCXWqXaV1LUqtFoUFhYCIVCAY1GAxMTw3/0S7X/NRoNsrOzATw6v0WMWuWSWZYr9r6SavvFrrMsVw61SrX9VLVxIQjSW15eHr744gtcvXoVLi4uCAoKQp06dapUZnp6Oj777DNt3vTp0+Ho6GhQjXLKlWIfAY8OTbh9+zYuXrwIT09PvPTSS5g1a5ZBmVevXkVoaCiuX78OZ2dnzJ07F61atTK4VkAer1WpMqXKleo9IJdapdpXUtR64MABREVFITs7G3Z2dhg9ejT69+9f5eoEgNOnTyM0NBRZWVmws7PDnDlz0Llz52qRCUizr6SoVYo65VSrVNtPVRubJtKbRqNBSkoKioqKtGPu7u5VLjMvL0/nwpPW1tYG5ckpV4rns0xiYqL2FyYxToCXklxeq1LtL6lypXgPyKVWKd9bUjyvf/31F27dugVHR0fUrVvX4DxAus9AAMjOzhb1+k9yypRiXwHi1ypVnYA8apVy+6lqYtNEenv33XdRVFQEKysrCIIAhUKBqKioKpU5Y8YM/PTTT1CpVNq8PXv2GFSjnHKl2EcA8Pvvv+PIkSM6vzC99957BmUuXboUu3bt0hk7fvy4QZll5PBalSpTqlyp3gNyqVWqfSVFrYcPH8bu3bt13q+rV6+ucnUCwLZt27B9+3adWvfv318tMgFp9pUUtUpRJyCfWqXafqrauOQ46a2wsBCbNm2q0pmpqamiLFIg11wp9hEAjB8/Ht7e3qKdxwEAP/zwAw4fPizauRGPk8NrVapMqXKleg/IpVap9pUUtX722WeYN28erKysRMuUav9v3LgRq1atErVWuWQC0uwrKWqVok5APrVKtf1UtbFpIr15eHjg2LFjcHFx0Y41atSoSmW6u7vjxo0bcHZ2NqguueZKsY8AwM7ODhMnTjQ453Fubm4oLCyUpGmSw2tVqkypcqV6D8ilVqn2lRS1NmvWTJQLrz5Oqv3fokUL2NnZiboQjFwyAWn2lRS1SlEnIJ9apdp+qtrYNJHe7t27hwULFmhnGxQKBbZt21alMi0sLDBkyBC89NJL2jExDvmSS64U+wgAunfvjiVLlqBp06basQEDBhiU2axZM3Tp0gX169fXHu5z6NAhAyt9RA6vVakypcqV6j0gl1ql2ldS1PrWW29h+PDhOg3OwoULDcqUav936tQJPXr0gKOjo/ZzYOPGjdUiE5BmX0lRqxR1AvKpVartp6qNTRPp7caNGzhw4ECVzkxKSsLp06dRo4a4L3W55Eqxj4BHx5g7OztrlwhXKBSiZB46dEjUQ/7KyOG1KlWmVLlSvQfkUqtU+0qKWmNiYjB27FioVCrRMqXa/9u3b0dkZKSotcolE5BmX0lRqxR1AvKpVartp6qNTRPprUWLFvj555/h5uamHTP00CqxM19++WXcu3cPDRo0MKguueZKsY/KMj7++GODcx7XqFEj1KpVS5LD8+TwWpUqU6pcqd4DcqlVqn0lRa3169dHnz59RMsDpNv/DRo0wKuvvirqdW/kkglIs6+kqFWKOgH51CrV9lPVxtXzSG/9+vVDfn4+FAqFaIdTiZ3p7e2NP/74Q2c5UDEOIZFLrhT7CABCQ0Ph4OAANzc37SxTly5dDMocNmwYbt++rb3Wi1iHOwHyeK1KlSlVrlTvAbnUKtW+kqLWDz74APn5+Trv16lTp1a5OoFHqxJmZmaiWbNm2lrDw8OrRSYgzb6SolYp6pRTrVJtP1VtbJpIdNu2bYOfn1+VzkxISECPHj1Ey5NbrqHP5+zZs8uNGXo89x9//FFuzN7eHr/88gtat25tUHZF5PBalSpTqlyp3gNyqVWqfWVIrU9aCnzgwIEoKioSfWbX0Of09OnT5cY6duyIP/74A/b29i90JiDNvpKiVqleU3Kp9d98T1EVIhCJLCAgoMpnSlGjnHKlqvOjjz4SPVOqWqXKlkumVLnVvVZuP7dfCnKpldsv3c8rMj5xD8YlAiBIMHkpdqYUNcopV6o6U1NTRc+UqlapsuWSKVVuda+V28/tl4JcauX28+CtFxmbJhKdGCupSZ0pRY1yypWqTilIWascXqtSZUqVW91r5fZz+6Ugl1q5/fL52UrPj00TERERERFRJdg0kejkMOUtp0MIpMiV0yEEPDxPPq8rqTKlypVLplS5csmUKlcumVLlyiVTqly5ZFLVwaaJ9BYdHa3zfdmyoNOnTzcoNy8vD/n5+di7dy/++usvUTL/acyYMQZnZGdn488//9T+MyT33XffBQBERUU98f8bUu+PP/6I7du34/LlyygsLAQg/vNZxpAfGGvWrHnieL9+/fTOfBp9n4erV6/i1q1bOmO//PKLQZmPO336NM6ePav9Xqz99c8lofXJzcvL03599epVfPPNN9qLHAOGvVZzcnIAALdu3cJ3332Ha9euGVTr05bAFuNz4MKFCzh58qT2e0P2VWFhIX799VecOnUKV65c0Xk/iVHrPzVt2lT0TCnqBIBOnTpV20xAmn0lRa1S1AnIp1aptp+qBi45Ts8tNjYWO3fuxPXr17UfEBqNBiUlJU9chvN5TJkyBW+88QbOnz+P0tJS3Lt3DytWrHjunLJrBhUXF+Phw4ews7NDeno6rK2tcfjwYYNqBB5dp+jHH39E/fr1tddoMeSaQoMGDYKDgwPOnTtX7oeDIdeoiIiIQHp6Oq5fv46RI0fi2LFjiIiI0DuvzKBBg9C/f38MGDAAderU0Y4XFxfD1NRUr8xRo0Zh3bp1UCqVBtdXpqioqML/p++ysCtWrMDx48dRUlICNzc3hIWFQaFQYNSoUdi4caNemQcOHMBnn30Gc3Nz9O/fH2fOnIGZmRnatGmD8ePH65UJANu3b9f5ft26ddpfaocPH65XZtl27tq1C1u2bEGnTp1w7tw5DBw4UO9MAJg3bx7s7e1hbW2NDRs2wMPDA7/88gt69uyp/aPC83J3d0fPnj0REhKi8zo1REJCAhYsWAATExMEBAQgISEBKpUKTk5OBjVMP/zwAz7//HM0adIE58+fR+vWrZGeno7p06fDw8NDr8ycnBxER0fjxx9/RF5eHlQqFTw8PBAcHAxra2u9a5XCzz//jHnz5sHc3BzTpk3TbvOECRP0+hkAAJmZmVi9ejWsrKzQo0cPTJw4EUqlEgsXLkTbtm31yvznZ8q7776LtWvXQhAEg5aaXrp0KaZMmYLU1FRMnz4dWVlZsLOzw8KFC+Hk5KRX5tGjR3Hr1i10794ds2fPxs2bN9GoUSN8/PHHcHV11SuzS5cuWLx4MV577TW97l+Re/fu4auvvoKpqSmGDBmC4OBg5OfnY/78+Xo/VnZ2NiIiInDu3DkUFhaiYcOGaNeuHd5//33Url1br0w5vadIAuIswkfVyY0bN4Tff/9d+M9//iPcvn1buH37tvDnn38KhYWFBmf7+/sLgiAII0eOFARBEN5++22D8qZNmyb8+eefgiAIQnp6ujBp0iSD8soMHTpUKC0tFSVLEATh/PnzwunTpwVfX18hKSlJ558h/vl8Dh061OBaBUEQ/vrrL2HTpk3C8OHDhcmTJwsnTpwwOLNv377Ca6+9JgwdOlQYNmyYMHz4cIMzvb29hfbt2wtvvvmm0L17d53/6mvYsGHar//73/8Kc+fOFQThf8+xPoYOHSrk5eUJqampgqenp1BcXCyUlpYa/ByMHTtWGD58uLB8+XJh+fLlQvfu3bVf66tsSV0/Pz8hLy9PEARBKCoqEvz8/Ayqtex59ff3F/Lz8wVBEITi4mJh0KBBemeOHDlSOHDggNCnTx9h+fLlQnp6ukE1CoIgDBkyRPjrr7+EO3fuCK+//rr2c8/QfTVy5EhtVnZ2tjB16lQhNzdXUKvVemcGBgYKcXFxQm5urlBaWirk5uYK3377rUGfq3379hU6d+78xH+GGD58uHDjxg3h6tWrwoABA4Rjx44JgmDY+2rMmDHC7t27haioKOG1114Trl+/Lty5c0cYMWKE3pnt27cXXn/9de1nyauvvmrwZ4og/O99FRgYKJw9e1YQBEG4dOmSMHr0aL0zBw8eLKSnpwuBgYHC6dOntZmPf4Y9L19fXyEoKEiYMWOGkJaWpnfOP40ZM0bYsWOHsHbtWqFz587C5cuXhczMTIPeV+PHjxdOnjwpFBQUCHFxccLq1auF77//3qDfA6R4T5F81DB200byM2PGDMTGxiI7O9ugi/g9SXFxMeLj49G0aVNkZ2cjPz/foLzbt2/Dzs4OANCgQQPcuXNHjDJha2uL/Px8WFhYiJL36aefIjY2Fra2tujYsaMomcCjGcDCwkIoFApoNBqYmIhzRK6lpSVGjBiBTp06ITo6GtOmTYODgwMCAwPxf//3f3plLl++XGeWquzQTENs3boV7777LtavXw8rKyuD8wDdQxBnzpyJadOm4auvvjJo1aTS0lLUqlULL7/8MiZOnIgaNWqUeyx9rFq1CpGRkdBoNPjggw+QlJSE4OBggzLz8/Nx//592NjYaOusUaMGiouLDcoFgPv378PR0REFBQV46aWXkJeXZ9BzoFAo0KtXL3Tr1g07d+7ExIkTUVxcDHt7+woPhX0ajUaj/Su1QqHQ7vfS0lK96wSA3NxcbZa5uTnu3LkDCwuLSmdLnyYvLw99+vTRfm9hYQEfHx9s3rxZ78yoqChMnToVmzdvRs2aNfXO+SdTU1PtjMqqVavwzjvvwMbGxqD3VVFREQYOHAjg0SGvzs7OAAxb4Wz79u1YtGgRpk6dihYtWiAgIAAxMTF65/3Tw4cP0b59ewBAy5YtUVJSoneWmZkZGjRoAADo0KGDNtMQlpaW+OKLLxAfH48pU6bAysoKXbt2haOjI9566y29cwsLCzF06FAAwM6dO9GiRQsA0H7G6OP+/fvaWao+ffpo99XatWv1zpTiPUXywaaJnpujoyNee+015Obmag+DK/O0cwieZuzYsYiLi8Ps2bMRExNj0KFJAODi4oLp06fD3d0d58+fR6tWrQzKGz58OBQKBe7duwdvb284OjoCgMGH55U9p3l5eaI+p2+//TYGDRqE7OxsDB06VLTzDTZv3oyvv/4aFhYWGDJkCP773/+ipKQEw4YNe+6mKSsrC3l5eZg5cyYWLVoEQRBQWlqKjz76CDt37jSoznr16mHatGlITk4W7XCSPn36YMiQIfjqq69Qp04dLFy4EO+//772nCZ9DBw4EL6+vvj6668xYsQIAMDEiRPRtWtXg2pVKBSYMmUKvv/+e3zwwQcG/QJepl27dhg/fjxu3bqFdevWISAgAGq1GgMGDDAod/z48QgICEDz5s3Rv39/vPrqq0hJScHUqVP1zixruGrVqoWAgAAEBAQgLy/PoOuJ9e3bFz169IC9vT08PT0xduxY1KxZ0+B91adPHwwdOhQdO3bE2bNn4e/vjw0bNsDNzU3vTGtra0RFRcHLywsWFhbIz8/H0aNHYWNjo3dmkyZNMGrUKCQlJaFbt2565/xT7dq1sXHjRvj5+cHGxgZLlizB5MmTDXrNWlpaIjo6Gu+//z42bNgAAPj6669hbm6ud6aLiwvCw8Px0Ucf4Y033hBtiembN2/i/fffR15eHr7//nu8+eab2LBhA1566SW9M1u1aoV58+ahbdu2mDNnDrp3746jR4/CxcVF78yy95S3tze8vb1x/fp1nDx5EidPnjSoaXrppZewZMkS5OXloaioCDt27ICFhYVB21+7dm2sWrUKXl5eOHToEBwcHPDzzz/rnQdI854i+eA5TaS3jz/+GHPnzhU9Ny8vT7tgAQCDjhMuLS3FwYMHcfPmTTRt2tSgD3UA+OOPPwCUP3fnr7/+MuiXmzJiP6fp6emoVasWbt26BQcHB9y/f1/711ZDLF26FEOGDNE2jWXOnz//3OcKJCQkYMOGDbh8+bL2r6AmJiZo27YtJk+ebHCt/2TIeVdlfv/9dzRq1Eh7/lVRURESExPRo0cPvTNzcnJQt25d7fepqal6n8vwJFevXsXXX3+NyZMnG7z9wKNfnh4+fIiaNWvi6tWrBv8FG3g0i3X+/Hnk5OSgTp06aNWqFerVq6d33uOvqTJi7P/c3FzUqlULAJCYmAhLS0u9zzt63NWrV3H9+nW0aNECzs7OyM7ONmj7CwsLsXXrVpw7dw55eXmwsLBAu3btoFarRZ0lEkNeXp72nLuyGfxr164hIiKi3KJDz+rhw4fYsWMH3n77be3YqlWrMHjwYFHOP4mKisI333yD+Ph4g7MAIC0tDb/99htsbW3xyiuvICoqCoGBgbC0tNQrr7S0FF9//TWOHz+ufU+1b98eQ4cO1fv8q1WrViEwMFCv+1YmLy8Pu3fvRvPmzVGnTh2sWLECVlZW+OCDD2Bra6tX5l9//YUvvvgC169fh6urKwIDA3H27Fk4OTmhcePGemXK6T1F4mPTRM9No9FAo9Fg6tSpWLp0KQRBgCAIeO+99/Q+Eb7MzJkzce7cOahUKu0CC/osLnHkyBF079693InwgP4nwAMVz4rMnDnT4FkR4NEvYytXrsS1a9fw8ssvY/z48XqdwH716lVkZGRgyZIl2pPTS0tLER4ejq+//trgOvPy8pCYmKjzV2BDZxqOHj0q6l+uH7djxw6kpqZi5syZeOedd7SLWFSHTLnVun37dty8ebPK1yqn7ReTFIurEMnJ1atXYW5ujiZNmmjHfvnlF7Ru3dqIVdG/gU0TPbcdO3bgiy++wN27d2FjYwNBEGBiYgIPDw/897//NSh76NChiI2NNbjGPXv2YODAgU88b8GQczqknhX54IMP4OHhgQ4dOuD06dP48ccf8cUXXzx3ztmzZ7Fr1y4cO3ZMe9iQQqFA69atDWoay4waNQq2trba88UUCoVBh1EBwLlz5zBv3jzcu3cPtra2+PTTT/Ve4emfBg4ciNjYWO25NyNHjnxiQ/0iZrJW+WSKnStFg9OzZ0/cu3cPVlZW2j9slf330KFDemUC0tQql0ypcuWSKVWulKunajQauLm5Ye7cuQavnkrywXOa6LkNGzYMw4YNw86dOzFkyBBRs93d3XHjxg2DDyErO/k3ODgYP/zwA1JSUuDk5GTQ4VMA0KNHD/To0UOyWZGcnByMGjUKAODq6orvv/9erxwPDw94eHjg4sWLBp/H9SSCIGDJkiWiZn766acIDw9H06ZNcfXqVXz00UcGnSf2OBMTE+0JxaampqKchyCXTKlyq3utctj+fv36id7gSLG4ilS1yiVTTrVW9+1PTEzU/hHjs88+w8cff4ywsDBe1LaaYNNEenvllVdw/vx5mJiYICIiAuPGjTP4ZPuyhQUeP/nTkIUQwsPDcevWLbRr1w579+7FuXPnMHPmTL3zZs+erf36u+++0/l/Cxcu1Du3TGFhIbKysmBjY4O7d+8avCJXeno6IiIiUFxcDEEQcP/+fezbt8/gOlu0aIFffvlFZybI0ENzVCqV9rpfzZs3F/X48Lfeegv+/v5wd3fHxYsX8eabb1abTKlyq3utcth+KRocKRZXAaSpVS6ZUuXKJVOqXLmsnkrywcPzSG9+fn4IDQ3F8uXLMW7cOCxevNjgZTf9/PywadMmg5YZ/Wde2WyFIAgYNmyYQYf/HTt2DMCjD+O2bduiXbt2uHDhAi5cuGDQRWjLnDhxAh999JF2VZ5PPvnEoF9M+vXrh3nz5mHbtm3w9PTEyZMnRZkh6t+/P/Ly8rTfG/pXRgCYOnUqatWqhU6dOuHixYtITk6Gj48PAMPOQytz6dIlpKamwsHBAe7u7gbnySlTqtzqXqsctv/48eNQKpWiX4z0cWIsrgFIU6tcMqXKlUumVLliZ65fvx7ffvutdvXUoqIivP/++zh79qxBK6iSTEhy9SeqFgICAoTCwkLhnXfeEQTBsIsQlpkxY4YoF6AsM3jwYEGj0QiCIAgajUa0i7uOGTNG53tDLkD4JPfu3RMlp2zfzJgxQxAEcfbR4+7evSuUlJSIklV20dUn/TPU9u3bhf/+97+CIDzad3v27Kk2mVLlVvda5bT9jysqKhIlR+o6BUG8WuWYKVWuXDKlyhUjMy0tTefnXmFhoXDw4EGDc6nqY9NEehs1apQwadIkYf369UJcXFy5RkIfb775puDm5ibaVebXrFkjDBs2TPj000+F4cOHC+vWrTO4RkF4dPX6kydPCrm5uUJiYqKgVqsNyhs2bJgwfPjwJ/4zRFBQkHD69Glh6tSpQmJiouDj42NQXplTp04Jb775puDr6yt0795dOH78uCi5J06cELZt2yZcunRJKCgoECVTEARhwIABQnFxsSAIj35oDhs2rNpkSpVb3WuV0/ZL0eBItf1yaXDl1DTLJVOqXLlkUtXHpon0du/ePeGHH34QSktLhR9//FHIyckRBEEQbt++rXemoc3HP12/fl24cuWKcODAAeHKlSui5V67dk0ICgoSvL29hQkTJghpaWkG5d2+fbvCf4ZIT08XTp48KaSkpAjBwcHCt99+a1BeGT8/P+2MYHp6ujBkyBCDM8PDw4Xp06cLgwYNEnbv3i1MmTLF4MwygwYN0vne0GZUTplS5Vb3WuW0/VI0OFJtv1waXDk1zXLJlCpXLplU9XEhCNJbvXr1tCvIderUSTs+e/ZsvZfeNDExwYQJE+Dk5AQTExMAMGgp65CQEGzduhXNmzfXO+NxJSUlqFGjBhwdHfH555+Lkgmg0iWFDdn+RYsWac+1Wr58ud45/6RUKtGgQQMAQIMGDWBubm5w5rlz57B582YEBARg4MCB2Lp1q8GZZeSyEIAcFheQMlOqXLlkSpUrxUp/Um2/XFY6lMPqiXLLlCpXLplU9bFpItEJBqwtMnjwYBErAV566SUsWLBApwkzZFGBmTNnIjw8HL169dJ+SAoiLLfq5OSk930rU1RUhMuXL8PJyUlbrxgXoLSwsEBMTAw6dOiAM2fOiLIykUajQWFhIRQKBTQajXZ/GeLAgQPo3bs3fH190b17d6SmpmLAgAHaa2y9yJmsVT6ZUuYC0jQ448eP19bZp08f0RbCkEuDK6emWS6ZUuXKJZOqPq6eR6KrShd5E/vitmXOnz+Ptm3bGpzzTyUlJdi+fTuuXbuGl19+GWq12qAmp1+/fsjPzxftWhplcnNzER0djRs3bsDFxQVBQUEGN04HDhxAVFQUsrOzYWdnh9GjR6N///4GZfr4+CAyMhIhISH47LPPdP6fvo2qXDJZq3wypcwtI/ZKfzt27EBqaipmzpyJd955B/3798eAAQMMzgXks9KhHFZPlFumVLlyyaSqjU0Tia4qNU3R0dEYP3689vvw8HBMmzbN4NzQ0FBcvHgRbdu2hbe3Nzp06CDKzMicOXNgaWkJDw8PnD59Gvfv38eiRYsMzv2nbdu2wc/PT+/7azQapKSkaGeGAIjyQ+POnTvIyspC/fr10ahRI4PzNm3ahIMHDyI5OVnnmlIA9H6NyiWTtconU8pcQJoGZ+DAgYiNjUWNGjVQXFyMkSNHVnqYsTFrlUumnGrl9kv3RwOqutg0kegCAgIQExNj1BpiY2Oxc+dOXL9+XXvB1NLSUhQXF2PPnj2iPc7Zs2exePFipKWl4ccffzQ4b8SIETrXunr8OlNiMrSxfffdd1FUVKRzpfUnzeo9j6ioKBQVFWHq1Kn44IMP8MorryAwMNCgzDIbN25EUlISCgsLATy6rtTq1aurRSZrlU+mVLlSNDiDBw/Grl27tN+L9VklRa1yyZRTrdx+abafqjae00Sie3xRCGPx9fXFa6+9hi+//BLjxo0D8OjETWtra1Hy169fj1OnTiE7Oxvt2rXDxIkTRcktLCzEw4cPUatWLRQUFECj0YiS+0+G/q2ksLAQmzZtEqmaRw4fPozdu3cDAD7//HP4+fmJ1jRt3rwZn3zyCSwtLUXJk1OmVLnVvVY5bT8XgpBHplS5csmUKlcumVT1sWkivR06dAibN29GSUkJBEHA/fv3sW/fPkyYMMHYpcHMzAwODg74+OOP8dtvv2n/anv79m106NDB4Pzjx4/jwYMH8Pb2RpcuXUQ5WRsA3n77bfj6+qJZs2a4du2aaM3YPxn6Ae/h4YFjx47BxcVFO2bo4XQKhQJFRUUwMzNDcXGxwY3d45o1a4aOHTuKlienTKlyq3utctp+MRscKResELtWuWVKlSuXTKly5ZJJVR8PzyO99evXD/PmzcO2bdvg6emJkydPYsmSJcYuS0dwcDDu3bsHOzs7AI9+MS9bgttQhYWFOHXqFL766iukpqbi+PHjBmeOGDEC0dHRSEtLg4ODA+rWrStCpeUZenheaGgozp49q/1ruEKhMPjQnJ07d2L16tVo3rw5bty4gffee0+0Y8T37NmDbdu2wdnZWTu2cOHCapEpVW51r1UO21/W4Pzxxx948OABUlNT4ezsbFCDI9WCFVLUKpdMOdXK7Zdm+0keONNEerO1tUXbtm2xbds2DBo0SNRzhcRy9+5dSc4Jio+Px9GjR5GcnIxXXnkF7733nii5CoUCc+bMEe06VRUx9G8lN27cwIEDB0Sq5hEHBwds3boVv//+OxwdHVGvXj3RsmNiYjB27FioVKpqlylVbnWvVQ7bHxUVhaZNm2obnLIFJlJTU/VucNRqNebPn4/U1FTMnTtX5/8Z8ocYKWqVS6acauX2S7P9JA9smkhvpqamOHPmDEpKSnDs2DHk5OQYu6RynJyckJGRob0Qq1jOnTuHgQMHYv78+aIeyyz2darOnDmj832NGjVgZ2eH6dOnG5TbokUL/Pzzz3Bzc9OOGXr9p+XLl2Pz5s2iNktl6tevjz59+lTLTKlyq3utcth+KRqckSNHYuTIkU9csKKq1SqXTDnVyu2XZvtJHnh4HuktIyMDN27cgI2NDZYtW4bevXtL8kuEIXr27Inff/8ddevW1f5QN+QwuspWiBPj+k9iGzFiBO7evYtWrVohOTkZpqamKCoqwpAhQwyaHZPi+k8jR46ElZWVJLNsH3zwAfLz8+Hm5qZ9HRiaLZdM1iqfTKlypViRr2fPnuUWrBDjECW5rHQop9UT5ZIpp1ql2n6q2jjTRHqrX78+cnJy8Pfff2Ps2LFVcvWY77//XtS8+vXrA3i0CIa9vT3atWuHCxcu4M6dO6I+jlhq1qyJb775Bubm5igqKsLEiROxfPlyjBw50qCmaezYsfD19RWxUvFn2R7XvXv3apspVW51r1VO2y/FinxSLYQhl5UO5bR6olwypcqVSyZVfWyaSG+BgYEoKirSWQzA0Gv1iC0lJQVz587FgwcP0L9/fzRr1sygX0rKLggbHx+PsLAwAED//v0xZswYMcoVXU5ODszNzQE8OnwuJycHZmZmKC0tNSg3NjZW9KapX79+2LNnD/7880906tQJzZo1Ey174MCBomXJLVOq3Opeq5y2X6oV+YYPHy76QhhyWelQTqsnyiVTqly5ZFLVx6aJ9CbFtXrENn/+fCxcuBD/+c9/MGTIEIwdO1aUv+Tev38faWlpaNy4MW7cuIHc3FwRqhXfW2+9BbVaDXd3d1y4cAFvvvkmtmzZYnBDUlRUhAEDBugcSmfoqoRz586Fra0tTp48iVdffRUzZ87k4Q5EIpCiwZFqIQwpapVLplS5csmUKlcumVT1sWkivUlxrR4pNGnSBAqFAvXq1UPt2rVFyZwzZw4mTJiAe/fuoWHDhtpZp6pmwoQJeOutt3Djxg0MHjwYzZs3R3Z2NtRqtUG5H374oUgV/k9aWho+/fRTnD17Fm+++SZWrVol+mMQVUdSNDhSLYQhl5UO5bB6otwypcqVSyZVfWyaSG/37t3DggULRL1Wj9isrKywbds2PHz4EHFxcaIdf+zh4YF9+/aJkiWlO3fu4NixYygsLMSNGzcQHx8vyoIVzZs3x/Hjx7UXNs7MzDT4UAWNRoPs7GwoFArk5eVpZ7CIyDBSNDg1a9bEu+++K/pCGHJZ6VAOqyfKLVOqXLlkUtXHpon0JsW1esS2YMECfPHFF6hbty5+++03fPrpp6Lk7t27F6tWrdKunAPA4NXjpDBp0iS89tpr2ov7iiU4OBjOzs64evUqzM3NUatWLYMzp0yZguHDh+POnTvw8/PDnDlzRKiUiKRocKRaCEOKWuWSKadauf3SbD9VbWyaSG9SXKtHbNnZ2WjZsiU+/PBDLFmyBHl5eahTp47BuatXr8bKlStFb0bEVrt2bUyZMkX0XEEQMG/ePMyePRuffvop/P39Dc7MycmBRqNBkyZNUFBQYPBiFUT0iBQNjlQLYchlpUM5rZ4ol0ypcuWSSVUfr9NEeiu7Vk8ZMa7VIzY/Pz/MmjULbdq0wZkzZxAVFYUNGzYYnDtu3Dh88cUXIlQorQULFqB169ZwdXXV/jVMjKuWjxo1CqtXr8aMGTMQGRmJYcOGITY21qDMAQMGYM2aNbC2tsbdu3cxbtw47Ny50+BaiYiIiAzFmSbSW9k5Pffu3UOdOnWgVCqNXNGTtWnTBgDQoUMH0WYvatasibFjx+o0I1Vxav7SpUu4dOmS9nuFQiHKVctHjBiBDRs2oEuXLnjjjTfQrl07gzPr1KkDa2trAI+OF7ewsDA4k4iIiEgMbJpIb0lJSZgzZw5UKhUePHiATz75BJ07dzZ2WTosLS2xfft2tGnTBr/++qtoq+d169ZNlBypxcTESJL7119/4euvv8bDhw/x8OFD/PLLLwZn1q5dG++++y46dOiAixcvoqCgABEREQCqZkNKRERE1QcPzyO9qdVqREZGokGDBsjIyEBwcLDBh2iJLTs7GytXrkRqaiqaNm2KwMBA1KtXz+DckpISXLhwQWf1uL59+4pQsTg++OADfP755+jSpUu5/3f8+HGD8wcNGoTly5fDxsZGO2bo+Wx79uyp8P9Jdf4EERER0bPgTBPpTalUokGDBgCABg0awNzc3MgVlVevXj2EhISUG58wYQJWrFihd25wcDCKi4uRmZkJjUYDW1vbKtU0ff755wDEaZCepG7durC3txc1k40RERERVVVsmkhvFhYWiImJQYcOHXDmzBlYWVkZu6Rn9uDBA4Pun5OTg+3btyMkJAShoaEYM2aMSJWJ6+TJk9rZsE8++QSTJk1Cv3799M4rO1yuqKiIy60SERFRtcGrR5LeFi9ejD///BNLly7FnTt3sGDBAmOX9MzKftHXV82aNQEADx8+RM2aNQ3Ok8rSpUvx8ssvY+PGjdi6davBFx92cnKCk5MTBg0ahL59+8LZ2Vk7RkRERPSi4kwT6S0sLAzh4eHGLsMovL29ERUVhZYtW2LYsGF46aWXjF3SE9WsWRPW1taoUaMGbGxsDG7ueAgdERERVUdsmkhvRUVFuHz5MpycnLS/jFe1i9tKZcSIEdqvu3XrhiZNmhixmopZWFhg7NixGD58ODZv3izKIhhERERE1Q2bJtLbzZs3MX78eO33VfHithUx9PyrCxcuYO7cubh79y4aNWqEefPmoXnz5iJVJ55ly5YhLS0NTZs2RUpKCoYOHWrskoiIiIhkh0uO0wspPDy8wkPRxFiwwM/PD/Pnz0fTpk1x5coVfPzxx9iyZYvBuWK7fPkyHj58CBMTE0RERGDcuHF47bXXjF0WERERkaxwpon0Fhsbiw0bNuDhw4fasaoy0+Ts7Cxpvrm5OZo2bQoAaNGiBUxNTSV9PH2FhYUhNDQUy5cvx5QpU7B48WI2TURERETPiU0T6W3r1q348ssvdS5wWlWULVjwpIvQGmL79u0AgBo1aiAsLAwdOnTAr7/+CgsLC4NrloKZmRmaNWuG4uJitGnTBiYmXDCTiIiI6HmxaSK9SXGBU7GJfRHarKwsAEDbtm0BAKmpqVCpVHB1dRWlXrEpFArMmDEDXl5e2L9/f5WdESMiIiKqynhOEz23sgucnj9/HmZmZlX6AqfDhw8vdxHarVu3SvZ4EyZMwIoVKyTLf17Z2dm4cOECunXrhqSkJLRo0QJ16tQxdllEREREssKZJnpuZRcytbCwgLm5OSwtLREREYF33nnHyJWV929fhPbBgweS5j8vMzMznDp1Cps3b8bLL7+MFi1aGLskIiIiItnhCQ703AYOHIiBAwfi+++/R/fu3TFw4EBs2bIFCQkJxi6tHG9vb6xYsUJ7EVqpryMldVP2vObMmYNGjRphypQpsLe3x6xZs4xdEhEREZHscKaJ9GZqaorGjRsDABwdHavkIgMuLi7w9PSEQqGo0hehlUpOTg4CAgIAAK6urvj++++NXBERERGR/LBpIr01atQIERERaNOmDX799VfY2toau6Ryli9fjk6dOgFAtTw0rbCwEFlZWbCxscHdu3dRWlpq7JKIiIiIZIdNE+lt4cKF2Lp1K44ePQoXFxeMHz/e2CWVo1AoMGHCBDg5OWlnwqRcrMLKykqybH1MnjwZfn5+UKlUyMvLwyeffGLskoiIiIhkh6vn0Qttz549Ot8rFAoMGDBA77zw8PAKz1uqaisHAsA333yD/v37Izs7G/Xq1TN2OURERESyxJkmeqFduHABH330kfb7GTNmGNQ0OTs7i1DVv2fHjh3o378/GyYiIiIiA7BpohfS5s2bsXLlSty/fx/x8fEAAEEQ0LRpU4NyBw4cCAAoKSnBhQsXUFJSAkEQkJmZaXDNUigqKsKAAQPg5OQEhUIBhUKB8PBwY5dFREREJCs8PI9eaF988QXGjRsneu64ceNQXFyMzMxMaDQa2NraYv369aI/jqFOnz5dbqxjx45GqISIiIhIvqreGtFEImrWrBk+//xzAMC7776L48ePi5Kbk5ODNWvWwN3dHbt370ZhYaEouWLLy8vDqVOn0LFjR3z55ZdVtk4iIiKiqoxNE73QoqKiMGbMGABAZGQkoqKiRMmtWbMmAODhw4eoWbNmlbuobZnly5frbP+KFSuMXBERERGR/LBpohdajRo1oFKpAAAqlUq0C/B6e3tjxYoVaNmyJYYNGwYzMzNRcsUm1fYTERERVSdcCIJeaO7u7pg2bZr2Arxubm6i5Lq4uMDT0xMKhQLdunVDkyZNRMkV2+Pbf+HCBdG2n4iIiKg64UIQ9MJLSEhAamoqXFxc8Oabb4qSOWLECGzevFmULKklJCTgxo0bcHFxwVtvvQUA+OOPP2Bvb2/kyoiIiIjkgTNN9ELLy8vDhQsXkJmZiSZNmuDWrVuizAopFApMmDABTk5O2kPequLFbQGgR48e5cZmz56NjRs3GqEaIiIiIvlh00QvtDlz5sDLywtnzpxB/fr1ERISgk2bNhmcO3jwYJ3vq+pCEBXhBDMRERHRs+NZ4fRCu3//PoYMGYIaNWqgXbt2KC0tFSX3woULGDhwoPbfyZMnRcn9t8itySMiIiIyJs400Qvv+vXrAID09HQolUqDsjZv3oyVK1fi/v37iI+PB/Bo1qZp06YG10lEREREVRMXgqAX2tWrVxEaGorr16/D2dkZc+fORatWrQzO/eKLLzBu3DgRKjSOgIAAxMTEGLsMIiIiIlng4Xn0QmvevDlWrlyJr776CqtWrRKlYQKAZs2a4fPPPwcAvPvuuzh+/LgouVLJzs7WOTSxU6dORqyGiIiISF4400QvtM2bN2Pjxo1o2rQprl27hvHjx8PX19fg3IEDB2Ljxo1QqVTIzc3Fe++9h23btolQsbhOnTqFkJAQWFhYIDc3F5988gk6d+5s7LKIiIiIZIXnNNELLTY2Ft988w3Mzc3x8OFDjBw5UpSmqUaNGlCpVAAAlUqlXXa8qlm2bBm2bNmCBg0aICMjA8HBwWyaiIiIiJ4TmyZ6oVlbW2sXf6hZsybq1KkjSq67uzumTZuGNm3a4Ndff4Wbm5souWJTKpVo0KABAKBBgwYwNzc3ckVERERE8sOmiV5ogiBgwIABaNu2LS5duoTi4mJMmzYNABAeHq53bmhoKBISEpCamorevXvjzTffFKtkUVlYWCAmJgYdOnTAmTNnYGVlZeySiIiIiGSHTRO90Hx9fZGXlwelUomTJ08iICBAlFmhvLw8XLhwAZmZmWjSpAlu3bqFJk2aiFCxuBYvXozo6GgsXboULi4uWLBggbFLIiIiIpKdqnkiBpFIYmNj4eLigpMnT2Lq1Kk4dOgQOnbsiI4dOxqUO2fOHDg6OuLWrVuoX78+QkJCRKpYXGFhYZg5cya+/PJLzJgxgzNNRERERHpg00QvNIVCgQ4dOuDBgwfw8fERbcGG+/fvY8iQIahRowbatWuns5x3VVJUVITLly+jsLAQRUVFKCoqMnZJRERERLLDw/PohVZSUoLFixfDw8MDp06dQnFxsWjZ169fBwCkp6drF5uoam7evInx48drv1coFDh06JARKyIiIiKSH16niV5oN2/exIkTJzB06FAkJCTg1VdfhaOjo8G5V69eRWhoKK5fvw5nZ2fMnTtXtAvnSiEnJwd16tSBQqEwdilEREREssOmiUhP2dnZSEtLw8svvyzaUuZiO3PmDD7++GNoNBr06tULjRo1wtChQ41dFhEREZGs8JwmIj1s3rwZarUaq1evxvDhw/H1118bu6QnioyMxKZNm1C/fn2MGzcOW7duNXZJRERERLLDc5qI9BAbG4tvvvkG5ubmePjwIUaOHAlfX19jl1WOiYmJ9rA8c3Nz1K5d29glEREREckOZ5qI9GBtba1d/KFmzZpV9vC8xo0bIzw8HPfv38eqVatgb29v7JKIiIiIZIczTUR6EAQBAwYMQNu2bXHp0iUUFxdj2rRpAIDw8HAjV/c/paWlUKlUaN++PWrVqiXq6oFERERE1QWbJiI9+Pr6Ii8vD0qlEidPnkRAQADc3NyMXVY5J0+exM2bN7Fs2TLY2tri4MGDxi6JiIiISHZ4eB6RHmJjY+Hi4oKTJ09i6tSpOHToEDp27IiOHTsauzQdjRs3RkhICN5//33cuHFDtIv7EhEREVUn/A2KSA8KhQIdOnTAgwcP4OPjU6WbkVdeeQWLFi3C1KlTkZ6ebuxyiIiIiGSn6v6mR1SFlZSUYPHixfDw8MCpU6eq7LlCffr0AQC4uLhgxYoVaNKkiZErIiIiIpIfXtyWSA83b97EiRMnMHToUCQkJODVV1+Fo6OjscsiIiIiIgmwaSIiIiIiIqoED88jIiIiIiKqBJsmIiIiIiKiSrBpIiIiIiIiqgSbJiIiIiIiokqwaSIiIiIiIqrE/wPV71uPN9yeGgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -987,12 +1026,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1033,36 +1072,87 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Wczytywanie modelu (utworzenie nowego w przypadku jego braku)" + "# Wykorzystanie algorytmu Bayesa" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 143, + "metadata": {}, + "outputs": [], + "source": [ + "class NaiveBayesContinues:\n", + " def __init__(self, X, Y):\n", + " self.classes = Y.unique()\n", + " self.priors = [] # prawdopodobieństwo każdej z klas\n", + " self.stds = [] #lista odchyleń standardowych każdej z cech dla każdej z klas\n", + " self.means = [] #lista średnich dla każdej z cech dla każdej z klas\n", + " for c in self.classes:\n", + " x_with_c_class = X[c == Y]\n", + " self.priors.append(len(x_with_c_class) / len(X))\n", + " self.means.append(x_with_c_class.mean(axis=0))\n", + " self.stds.append(x_with_c_class.std(axis=0))\n", + "\n", + " \n", + " def predict(self, X, display_results=False):\n", + " print(self.classes)\n", + " y_preds = []\n", + " for x in X:\n", + " posteriors = []\n", + " for i, c in enumerate(self.classes):\n", + " prior = self.priors[i] # prawdopodobieństwo dla rozpatrywanej klasy\n", + " mean = self.means[i] # średnia cech dla rozpatrywanej klasy\n", + " std = self.stds[i] # odchylenie standardowe cech dla rozpatrywanej klasy\n", + " \n", + " #P_X_yi = ((2 * np.pi * std ** -1) * np.e) ** (-((x - mean) ** 2) / (2 * std ** 2))\n", + " P_X_yi = np.exp(-(x - mu) ** 2 / (2 * std ** 2)) / np.sqrt(2 * np.pi * std ** 2)\n", + " \n", + " posterior = 0\n", + " for P_x_yi in P_X_yi:\n", + " posterior += np.log(P_x_yi)\n", + " \n", + " posterior = posterior + np.log(prior)\n", + " posteriors.append(posterior)\n", + " \n", + " print(\"posteriors\")\n", + " if(display_results):\n", + " print(posteriors)\n", + " print(np.argmax(posteriors))\n", + " y_pred = self.classes[np.argmax(posteriors)] # Wzięcie naj\n", + " y_preds.append(y_pred)\n", + " return y_preds" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [], + "source": [ + "X_train_np = X_train[['mfcc4_mean', 'mfcc12_mean', 'mfcc9_var', 'mfcc1_mean', 'rms_mean', 'chroma_stft_mean', 'mfcc6_var', 'mfcc9_mean']].to_numpy()\n", + "X_test_np = X_test[['mfcc4_mean', 'mfcc12_mean', 'mfcc9_var', 'mfcc1_mean', 'rms_mean', 'chroma_stft_mean', 'mfcc6_var', 'mfcc9_mean']].to_numpy()\n", + "\n", + "model = NaiveBayesContinues(X_train_np, Y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Creating model\n", - "Model saved (model.model)\n" + "[ 7 6 4 10 9 2 1 3 5 8]\n", + "posteriors\n", + "[-11.745365635355467, -91.3863018346481, -48.16517992070102, -58.50348263664468, -53.13204480069614, -214.42116826476263, -48.12739973527347, -86.71888878308839, -12.84317733607411, -54.56992869288584]\n", + "0\n" ] } ], "source": [ - "if os.path.isfile(model_path):\n", - " print(\"Loading model\")\n", - " with open(model_path, 'rb') as file:\n", - " model = pickle.load(file)\n", - " print(f\"Model loaded ({model_path})\")\n", - "else:\n", - " print(\"Creating model\")\n", - " model = GaussianNB()\n", - " model.fit(X_train, Y_train)\n", - " with open(model_path, 'wb') as file:\n", - " pickle.dump(model, file)\n", - " print(f\"Model saved ({model_path})\")" + "Y_train_predicted = model.predict(X_train_np[:1], display_results=True)" ] }, { @@ -1081,7 +1171,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 141, "metadata": { "scrolled": true }, @@ -1090,22 +1180,823 @@ "name": "stdout", "output_type": "stream", "text": [ + "[ 7 6 4 10 9 2 1 3 5 8]\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", 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"posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", + "posteriors\n", "(Train data) Confusion matrix:\n" ] }, { "data": { "text/plain": [ - "array([[27, 1, 13, 1, 0, 2, 32, 0, 9, 0],\n", - " [ 0, 82, 0, 0, 0, 0, 3, 0, 3, 1],\n", - " [ 8, 0, 37, 11, 1, 0, 8, 1, 6, 1],\n", - " [ 1, 0, 3, 35, 5, 0, 23, 3, 3, 5],\n", - " [ 1, 0, 5, 14, 28, 0, 12, 7, 8, 2],\n", - " [12, 18, 2, 11, 1, 17, 14, 1, 0, 6],\n", - " [ 0, 0, 1, 8, 0, 0, 70, 0, 0, 1],\n", - " [ 0, 0, 2, 20, 4, 1, 0, 42, 5, 2],\n", - " [ 5, 0, 12, 4, 6, 0, 4, 7, 45, 2],\n", - " [ 1, 0, 10, 17, 2, 0, 29, 1, 6, 9]])" + "array([[19, 2, 0, 6, 9, 32, 1, 1, 8, 7],\n", + " [ 5, 69, 2, 0, 0, 9, 1, 0, 1, 2],\n", + " [20, 0, 2, 0, 5, 29, 0, 3, 6, 8],\n", + " [ 6, 1, 2, 10, 16, 2, 4, 3, 25, 9],\n", + " [ 1, 0, 0, 6, 30, 2, 22, 9, 3, 4],\n", + " [ 6, 16, 8, 0, 1, 42, 1, 5, 3, 0],\n", + " [ 2, 0, 0, 2, 23, 0, 40, 0, 13, 0],\n", + " [ 5, 1, 0, 4, 19, 8, 0, 33, 3, 3],\n", + " [ 3, 0, 2, 11, 8, 8, 11, 5, 12, 25],\n", + " [13, 0, 0, 7, 7, 12, 1, 4, 21, 10]], dtype=int64)" ] }, "metadata": {}, @@ -1116,12 +2007,12 @@ "output_type": "stream", "text": [ "(Train data) Accuracy:\n", - "0.49\n" + "0.33375\n" ] } ], "source": [ - "Y_train_predicted = model.predict(X_train)\n", + "Y_train_predicted = model.predict(X_train_np)\n", "cm = confusion_matrix(Y_train, Y_train_predicted)\n", "ac = accuracy_score(Y_train, Y_train_predicted)\n", "print(\"(Train data) Confusion matrix:\")\n", @@ -1139,7 +2030,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1152,16 +2043,16 @@ { "data": { "text/plain": [ - "array([[ 3, 0, 2, 0, 0, 0, 7, 0, 3, 0],\n", - " [ 1, 10, 0, 0, 0, 0, 0, 0, 0, 0],\n", - " [ 6, 0, 9, 4, 0, 0, 4, 0, 2, 2],\n", - " [ 1, 0, 1, 6, 3, 0, 4, 0, 3, 4],\n", - " [ 1, 0, 3, 2, 5, 0, 6, 1, 4, 1],\n", - " [ 1, 4, 2, 2, 0, 4, 3, 1, 1, 0],\n", - " [ 0, 0, 1, 4, 1, 0, 14, 0, 0, 0],\n", - " [ 0, 0, 1, 4, 2, 0, 1, 13, 1, 2],\n", - " [ 1, 0, 1, 1, 2, 0, 0, 1, 7, 2],\n", - " [ 1, 1, 5, 6, 1, 1, 9, 0, 0, 1]])" + "array([[ 5, 0, 2, 0, 0, 2, 4, 0, 1, 1],\n", + " [ 0, 8, 0, 0, 0, 3, 0, 0, 0, 0],\n", + " [ 7, 0, 6, 6, 0, 4, 1, 0, 1, 2],\n", + " [ 0, 0, 2, 7, 1, 0, 2, 4, 5, 1],\n", + " [ 0, 0, 0, 2, 10, 0, 6, 1, 4, 0],\n", + " [ 0, 3, 0, 1, 0, 14, 0, 0, 0, 0],\n", + " [ 0, 0, 0, 0, 1, 0, 17, 0, 2, 0],\n", + " [ 1, 0, 0, 2, 1, 0, 0, 18, 1, 1],\n", + " [ 0, 1, 0, 0, 3, 1, 0, 4, 6, 0],\n", + " [ 5, 0, 3, 5, 1, 1, 5, 1, 0, 4]], dtype=int64)" ] }, "metadata": {}, @@ -1172,12 +2063,12 @@ "output_type": "stream", "text": [ "Accuracy:\n", - "0.36\n" + "0.475\n" ] } ], "source": [ - "Y_test_predicted = model.predict(X_test)\n", + "Y_test_predicted = model.predict(X_test_np)\n", "cm = confusion_matrix(Y_test, Y_test_predicted)\n", "ac = accuracy_score(Y_test, Y_test_predicted)\n", "print(\"Confusion matrix:\")\n", @@ -1195,45 +2086,30 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Y: 10\tPredicted: 7\n", - "Y: 9\tPredicted: 9\n", - "Y: 3\tPredicted: 3\n", + "Y: 10\tPredicted: 10\n", + "Y: 9\tPredicted: 8\n", + "Y: 3\tPredicted: 1\n", "Y: 6\tPredicted: 6\n", "Y: 7\tPredicted: 7\n", "Y: 10\tPredicted: 7\n", "Y: 1\tPredicted: 1\n", - "Y: 3\tPredicted: 10\n", - "Y: 4\tPredicted: 7\n", + "Y: 3\tPredicted: 6\n", + "Y: 4\tPredicted: 4\n", "Y: 8\tPredicted: 10\n" ] } ], "source": [ - "for i in range(10):\n", + "# for i in range(10):\n", " print(f\"Y: {Y_test.to_numpy()[i]}\\tPredicted: {Y_test_predicted[i]}\")" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Porównanie accuracy na zbiorach train/test dla różnych modeli typu NB\n", - "\n", - "| Class | Acc_Train | Acc_Test | Uwagi | \n", - "|---|---|---|---|\n", - "| GaussianNB | 0.49 | 0.36 | - |\n", - "| MultinomialNB | - | - | Brak obsługi ujemnego inputu |\n", - "| ComplementNB | - | - | Brak obsługi ujemnego inputu |\n", - "| BernoulliNB | 0.35125 | 0.305 | - |\n", - "| CategoricalNB | - | - | Brak obsługi ujemnego inputu |" - ] } ], "metadata": { @@ -1252,7 +2128,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.8.5" } }, "nbformat": 4,