{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Kudos to ChatGPT 4.0, Github Copilot for the formating ang debugging for the following code "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   trader_type  trader_id  period order_size  wealth_start  alloc_risk  \\\n",
      "0       Retail          1       0      small      1.000000    0.035786   \n",
      "1       Retail          1       1      small      1.057515    0.026839   \n",
      "2       Retail          1       2      small      1.098268    0.042584   \n",
      "3       Retail          1       3      small      1.141637    0.051607   \n",
      "4       Retail          1       4     medium      1.195254    0.150804   \n",
      "5       Retail          1       5      small      1.301462    0.162942   \n",
      "6       Retail          1       6     medium      1.396245    0.081471   \n",
      "7       Retail          1       7      small      1.423840    0.095278   \n",
      "8       Retail          1       8     medium      1.495137    0.127781   \n",
      "9       Retail          1       9      small      1.567468    0.128205   \n",
      "10      Retail          1      10      large      1.620668    0.000000   \n",
      "11      Retail          1      11      small      1.685495    0.062500   \n",
      "\n",
      "    alloc_rfree  R_risk_true    W_next  cpi_surprise  temp_shock  perm_shock  \\\n",
      "0      0.964214     0.529433  1.057515      0.108842    0.169053   -0.060211   \n",
      "1      0.973161    -0.014532  1.098268     -0.033706   -0.046594    0.012888   \n",
      "2      0.957416     0.028004  1.141637      0.104478    0.003282    0.101196   \n",
      "3      0.948393     0.174952  1.195254      0.125477    0.040752    0.084725   \n",
      "4      0.849196     0.363987  1.301462      0.047870   -0.078892    0.126762   \n",
      "5      0.837058     0.241471  1.396245      0.117969    0.000207    0.117762   \n",
      "6      0.918529    -0.208381  1.423840      0.146077   -0.000089    0.146166   \n",
      "7      0.904722     0.145725  1.495137     -0.066949   -0.175472    0.108524   \n",
      "8      0.872219     0.105561  1.567468      0.124873    0.101766    0.023107   \n",
      "9      0.871795    -0.007267  1.620668     -0.006998    0.060050   -0.067048   \n",
      "10     1.000000    -0.062026  1.685495     -0.110435   -0.062543   -0.047892   \n",
      "11     0.937500     0.536894  1.805259      0.047333   -0.017155    0.064488   \n",
      "\n",
      "    liquidity  realized_return  \n",
      "0    0.510865         0.057515  \n",
      "1    0.643824         0.038536  \n",
      "2    0.650332         0.039489  \n",
      "3    0.478727         0.046964  \n",
      "4    0.533197         0.088858  \n",
      "5    0.573503         0.072828  \n",
      "6    0.480714         0.019764  \n",
      "7    0.322199         0.050073  \n",
      "8    0.565471         0.048377  \n",
      "9    0.589435         0.033940  \n",
      "10   0.541550         0.040000  \n",
      "11   0.407646         0.071056  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yf/78Yle3zsvL49VXX71jbcOHDyc0NJSPPvrojm0B3njjDVJTU/nmm2+Aa71Br7/+OgMHDrS6DRo0iE6dOt10ekyn0xETE0Pbtm3v+H6PPvooly5duukz5ubmMn/+fPz9/a1m1BWtl3M3/y53407He+SRR/D19eWjjz5i27Ztd+wNKjJlyhQURWHEiBHFfh8fPHiQ7777DjAHPTs7O7Zv327V5sbv27sxePBgcnNz+e6771i3bh2DBg2yej06OhoPDw8+/PBDq5maRYp+vu7mZ1pUXXJqTIgbnD59mm7dujFo0CDq16+Pvb09v/zyC0lJSQwZMgQwr1EzefJkpk2bRs+ePenbty+nTp3iiy++4KGHHrL8gVGr1cyfP59HHnmEBg0aMHr0aEJCQoiPj+f333/Hw8OD3377rdg62rZti5eXFyNHjuSll15CpVKxePHim8LIli1bmDBhAk888QR16tShoKCAxYsXY2dnZ7VmT4sWLdi0aROffPIJwcHBREREFHsdLQ8PD+bMmcMzzzzDQw89xLBhw/Dy8uLo0aNkZWVZ/uAVp0aNGjRs2JBNmzbx9NNPW722aNEievToQf/+/enTpw/dunXDzc2NM2fO8MMPP5CQkHDHtYQcHBx4+eWXee2111i3bh09e/a8bftHHnmEhg0b8sknn/DCCy+wZMkSmjZtSrVq1Ypt37dvX1588UUOHTpkCSybNm1CURQee+yx274XmKetL1iwgCeeeIKnn36aZs2akZqayrJlyzhx4gSLFi2yGrPUokULAF566SWio6Oxs7OzfI/dj5o1a+Lp6clXX32FRqPBzc2NqKgoIiIiAPPXb8iQIXz22WfY2dndtPr3rbRt25bPP/+c559/nrp161qtLL1161ZWrlzJP/7xD8A8eP+JJ55g3rx5qFQqatasyapVqyzjde5F8+bNqVWrFm+//Ta5ublWp8XA/L365ZdfMmLECJo3b86QIUPw8/MjLi6O1atX065dOz777LO7+pkWVZgNZ6wJUS7cOH0+JSVFeeGFF5S6desqbm5uilarVaKiopQff/zxpn0/++wzpW7duoqDg4MSEBCgPPfcc8VOET98+LDSv39/xcfHR3FyclKqV6+uDBo0SNm8efNNdVw/PXrXrl1K69atFRcXFyU4OFh5/fXXlfXr11tNTz537pzy9NNPKzVr1lScnZ0Vb29vpUuXLsqmTZusajh58qTSsWNHxcXFRQEsU+mLe19FUZSVK1cqbdu2VVxcXBQPDw+lVatWyn//+987fj0/+eQTxd3dvdip/1lZWcqsWbOUhx56SHF3d1ccHR2V2rVrKy+++KJy9uxZS7ui6fNXrly56Rg6nU7RarVW08ZvN2194cKFCqDMnj1bAZR33333lrWfP39eAZT/+7//s2wbPHiw0r59+zt+7iJpaWnK//3f/ykRERGKg4OD4uHhoXTp0kVZu3btTW0LCgqUF198UfHz81NUKpXVVHruY/q8oijKr7/+qtSvX1+xt7cvdir9vn37FEDp0aPHXX+mIgcPHlSGDRumBAcHKw4ODoqXl5fSrVs35bvvvrNaRuLKlSvKgAEDFFdXV8XLy0sZN26ccuLEiWKnz7u5ud32Pd9++20FUGrVqnXLNr///rsSHR2taLVaxdnZWalZs6YyatQo5cCBA4qi3NvPtKh6VIpyh75uIYS4Bzqdjho1avDxxx8zZswYW5fzQBITE4mIiOCHH364qx6hiuDo0aM0bdqURYsWPfACl0JUBjJGSAhRorRaLa+//jozZ8687RpJFcHcuXNp1KhRpQlBAN988w3u7u7079/f1qUIUS5Ij5AQQlQBv/32G3/99RfvvvsuEyZM4JNPPrF1SUKUCxKEhBCiCggPDycpKYno6GgWL15cqitFC1GRVJhTY9OnT+ehhx5Co9Hg7+/P448/ftMaLsVZvnw5devWxdnZmUaNGrFmzZoyqFYIIcqX8+fPk52dzYoVKyQECXGdChOEtm3bxgsvvMAff/zBxo0byc/Pp0ePHpaF0oqze/duhg4dypgxYzh8+DCPP/44jz/++H0tFCeEEEKIyqfCnhq7cuUK/v7+bNu2jY4dOxbbZvDgwRgMBlatWmXZ1rp1a5o2bWq14q4QQgghqqYKu6Bi0QUlvb29b9lmz549VtcYAvNKpMWtbFskNzfXaqVRk8nE1atX8fHxsdnFEoUQQghxbxRFQa/XExwcXOz17IpUyCBkMpmYOHEi7dq1u+0VshMTEwkICLDaFhAQcNsrDk+fPp1p06aVWK1CCCGEsJ2LFy/e9uLTFTIIvfDCC5w4cYKdO3eW+LEnT55s1Yuk0+kICwvj4sWLeHh4lPj7CSGEEKLkZWRkUK1atTtODqhwQWjChAmsWrWK7du33zbhAQQGBpKUlGS1LSkpicDAwFvu4+TkhJOT003bPTw8JAgJIYQQFcydhrVUmFljiqIwYcIEfvnlF7Zs2WK5iODttGnThs2bN1tt27hxo+UK2UIIIYSo2ipMj9ALL7zA0qVL+fXXX9FoNJZxPlqtFhcXFwCeeuopQkJCmD59OgAvv/wynTp1Yvbs2fTq1YsffviBAwcO8PXXX9vscwghhBCi/KgwPUJffvklOp2Ozp07ExQUZLktW7bM0iYuLo6EhATL87Zt27J06VK+/vprmjRpwk8//cSKFStuO8BaCCGEEFVHhV1HqKxkZGSg1WrR6XS3HSNkNBrJz88vw8pEeefg4ICdnZ2tyxBCiCrpbv9+V5hTY+WVoigkJiaSnp5u61JEOeTp6UlgYKCsQSWEEOWUBKEHVBSC/P39cXV1lT94AjAH5KysLJKTkwEICgqycUVCCCGKI0HoARiNRksI8vHxsXU5opwpGsSfnJyMv7+/nCYTQohyqMIMli6PisYEubq62rgSUV4VfW/I+DEhhCifJAiVADkdJm5FvjeEEKJ8kyAkhBBCiCpLgpAQQgghqiwJQqJKGjduHDVr1sTFxQU/Pz8ee+wxTp48aeuyhBBClDEJQqJKatGiBd9++y1///0369evR1EUevTogdFotHVpQgghypAEoSpKr9czfPhw3NzcCAoKYs6cOXTu3JmJEycCsHjxYlq2bIlGoyEwMJBhw4ZZ1sQB2Lp1KyqVivXr19OsWTNcXFzo2rUrycnJrF27lnr16uHh4cGwYcPIysqy7Ne5c2defPFFJk6ciJeXFwEBAXzzzTcYDAZGjx6NRqOhVq1arF271rKP0WhkzJgxRERE4OLiQmRkJJ9++ukDff5nn32Wjh07Eh4eTvPmzfnHP/7BxYsXOX/+/AMdVwghRMUiQagEKYpCVl6BTW73eqWUSZMmsWvXLlauXMnGjRvZsWMHhw4dsryen5/PBx98wNGjR1mxYgXnz59n1KhRNx1n6tSpfPbZZ+zevZuLFy8yaNAg5s6dy9KlS1m9ejUbNmxg3rx5Vvt89913+Pr6sm/fPl588UWee+45nnjiCdq2bcuhQ4fo0aMHI0aMsAQok8lEaGgoy5cv56+//uK9997jrbfe4scff7Qcc8mSJbi7u9/2tmPHjmK/FgaDgW+//ZaIiAiqVat2T19HIYQQFZtca+wObnetkpycHGJjY4mIiMDZ2ZmsvALqv7feJnX+9X40ro53tz6mXq/Hx8eHpUuXMnDgQAB0Oh3BwcGMHTuWuXPn3rTPgQMHeOihh9Dr9bi7u7N161a6dOnCpk2b6NatGwAzZsxg8uTJxMTEUKNGDQDGjx/P+fPnWbduHWDuETIajZZQYjQa0Wq19O/fn0WLFgHm1bqDgoLYs2cPrVu3LvYzTJgwgcTERH766SfLZ0pKSrrt5w4JCbEscgjwxRdf8Prrr2MwGIiMjGT16tXUrFnzrr6Gd+vG7xEhhBBlQ641Jm7p3Llz5Ofn06pVK8s2rVZLZGSk5fnBgweZOnUqR48eJS0tDZPJBEBcXBz169e3tGvcuLHlcUBAAK6urpYQVLRt3759Vu9//T52dnb4+PjQqFEjq30Aq1Nxn3/+OQsWLCAuLo7s7Gzy8vJo2rSp5XWNRoNGo7mnr8Pw4cN5+OGHSUhIYNasWQwaNIhdu3ZJYBFCiCpEglAJcnGw46/3o2323iXFYDAQHR1NdHQ0S5Yswc/Pj7i4OKKjo8nLy7Nq6+DgYHmsUqmsnhdtKwpRxe1T3H5FixAW7ffDDz/w6quvMnv2bNq0aYNGo2HmzJns3bvXss+SJUsYN27cbT/X2rVr6dChg+W5VqtFq9VSu3ZtWrdujZeXF7/88gtDhw697XGEEEJUHhKESpBKpbrr01O2VKNGDRwcHNi/fz9hYWGA+dTY6dOn6dixIydPniQ1NZUZM2ZYxswcOHDAZvXu2rWLtm3b8vzzz1u2xcTEWLXp27cvUVFRtz1OSEjILV9TFAVFUcjNzX2wYoUQQlQo5f+vtihxGo2GkSNH8tprr+Ht7Y2/vz9TpkxBrVajUqkICwvD0dGRefPmMX78eE6cOMEHH3xgs3pr167NokWLWL9+PRERESxevJj9+/cTERFh9Znu9tTYuXPnWLZsGT169MDPz49Lly4xY8YMXFxcePTRR0vrYwghhCiHZNZYFfXJJ5/Qpk0bevfuTffu3WnXrh316tXD2dkZPz8/Fi5cyPLly6lfvz4zZsxg1qxZNqt13Lhx9O/fn8GDBxMVFUVqaqpV79C9cnZ2ZseOHTz66KPUqlWLwYMHo9Fo2L17N/7+/iVYuRBCiPJOZo3dwb3MGqvIDAYDISEhzJ49mzFjxti6nEqjMn2PCCFERSKzxsRtHT58mJMnT9KqVSt0Oh3vv/8+AI899piNKxNCCCHKjgShKmzWrFmcOnUKR0dHWrRowY4dO/D19bV1WUIIIUSZkSBURTVr1oyDBw/augwhhBDCpmSwtBBCCCGqLAlCQgghhKiyJAgJIYQQosqSICSEEEKIKkuCkBBCCCGqLAlCQgghhKiyJAgJIYQQosqSICSqnKtXr/Liiy8SGRmJi4sLYWFhvPTSS+h0OluXJoQQoozJgoqiyrl8+TKXL19m1qxZ1K9fnwsXLjB+/HguX77MTz/9ZOvyhBBClCHpEaqi9Ho9w4cPx83NjaCgIObMmUPnzp2ZOHEiAIsXL6Zly5ZoNBoCAwMZNmwYycnJlv23bt2KSqVi/fr1NGvWDBcXF7p27UpycjJr166lXr16eHh4MGzYMLKysiz7de7cmRdffJGJEyfi5eVFQEAA33zzDQaDgdGjR6PRaKhVqxZr16617GM0GhkzZgwRERG4uLgQGRnJp59+et+fvWHDhvzvf/+jT58+1KxZk65du/LPf/6T3377jYKCgvs+rhBCiIpHglBJUhTIM9jmpij3VOqkSZPYtWsXK1euZOPGjezYsYNDhw5ZXs/Pz+eDDz7g6NGjrFixgvPnzzNq1KibjjN16lQ+++wzdu/ezcWLFxk0aBBz585l6dKlrF69mg0bNjBv3jyrfb777jt8fX3Zt28fL774Is899xxPPPEEbdu25dChQ/To0YMRI0ZYApTJZCI0NJTly5fz119/8d577/HWW2/x448/Wo65ZMkS3N3db3vbsWPHLb8eRVcntreXTlIhhKhKVIpyj39Bq5iMjAy0Wq3lD+X1cnJyiI2NJSIiAmdnZ3Mg+TDYNoW+dRkc3e6qqV6vx8fHh6VLlzJw4EDAHASCg4MZO3Ysc+fOvWmfAwcO8NBDD6HX63F3d2fr1q106dKFTZs20a1bNwBmzJjB5MmTiYmJoUaNGgCMHz+e8+fPs27dOsDcI2Q0Gi2hxGg0otVq6d+/P4sWLQIgMTGRoKAg9uzZQ+vWrYv9DBMmTCAxMdFyKkuv15OUlHTbzx0SEoKLi8tN21NSUmjRogVPPvkk//znP+/05bsnN32PCCGEKBO3+/t9PfnvbxV07tw58vPzadWqlWWbVqslMjLS8vzgwYNMnTqVo0ePkpaWhslkAiAuLo769etb2jVu3NjyOCAgAFdXV0sIKtq2b98+q/e/fh87Ozt8fHxo1KiR1T6A1am4zz//nAULFhAXF0d2djZ5eXk0bdrU8rpGo0Gj0dzz1yIjI4NevXpRv359pk6des/7CyGEqNgkCJUkB1dzz4yt3ruEGAwGoqOjiY6OZsmSJfj5+REXF0d0dDR5eXnWb+vgYHmsUqmsnhdtKwpRxe1T3H4qlQrAst8PP/zAq6++yuzZs2nTpg0ajYaZM2eyd+9eyz5Llixh3Lhxt/1ca9eupUOHDpbner2enj17otFo+OWXX26qSwghROUnQagkqVR3fXrKlmrUqIGDgwP79+8nLCwMMJ8aO336NB07duTkyZOkpqYyY8YMqlWrBphPjdnKrl27aNu2Lc8//7xlW0xMjFWbvn37EhUVddvjhISEWB5nZGQQHR2Nk5MTK1eulNNWQghRRUkQqoI0Gg0jR47ktddew9vbG39/f6ZMmYJarUalUhEWFoajoyPz5s1j/PjxnDhxgg8++MBm9dauXZtFixaxfv16IiIiWLx4Mfv37yciIsLqM93tqbGMjAx69OhBVlYW33//PRkZGWRkZADg5+eHnZ1dqXwOIYQQ5Y/MGquiPvnkE9q0aUPv3r3p3r077dq1o169ejg7O+Pn58fChQtZvnw59evXZ8aMGcyaNctmtY4bN47+/fszePBgoqKiSE1NteoduleHDh1i7969HD9+nFq1ahEUFGS5Xbx4sQQrF0IIUd7JrLE7uKdZYxWYwWAgJCSE2bNnM2bMGFuXU2lUpu8RIYSoSGTWmLitw4cPc/LkSVq1aoVOp+P9998H4LHHHrNxZUIIIaqSov6YookyZU2CUBU2a9YsTp06haOjIy1atGDHjh34+vrauiwhhBCVnDE9HcOePWTu2oVh125CZs/CtXlzm9QiQaiKatasGQcPHrR1GUIIIaoAxWgk+9gxDDt3kblzBznHjltdEcGwc6cEISGEEEJUHvlJSRh27iRz504Mu/dg0umsXneqXQu3du1xa9cO15YtbFSlBCEhhBBClABTXh7ZBw+SuWMnhp07yT192up1tYcHbm3b4t7BHH4cAgNtVKk1CUJCCCGEuC95Fy6Yg8+OHRj27UPJzr72okqFc+NGuLdrj1uH9rg0aoSqHF7YuvxVJIQQQohyyWQwYNi7D8POHWTu2En+DWuv2fn54t6+A+4d2uPapg32Xl42qvTuSRASQgghxC3lxsZi2L6dzG3byNp/ACU//9qLDg64tmiBe/t2uHXogFOdOjabBn+/JAgJIYQQwsKUl0fWvv1kbt9G5rZt5F+Is3rdoVo13Dt0wK19e9yiWqF2K//X2LwdCUJCCCFEFZefmEjmtu1kbt+OYc8elKysay86OOD2UEvcO3XCrWNHnK67zmNlIEFIVElff/01S5cu5dChQ+j1etLS0vD09LztPlOnTmXatGlW2yIjIzl58mQpViqEECVPMRrJPnqUzK3byNy+ndwbfo/Z+/vj3qkj7p064dq6DXbuFbvX53YqVBDavn07M2fO5ODBgyQkJPDLL7/w+OOP37L91q1b6dKly03bExISCCwn0/aEbWRlZdGzZ0969uzJ5MmT73q/Bg0asGnTJstz+3I4A0IIIYpTkJZmXtdn6zYMO3divH5dH5UKlyZNcO/cCfeOHXGqV6/CjfW5XxXq6vMGg4EmTZrw+eef39N+p06dIiEhwXLz9/cvpQorDr1ez/Dhw3FzcyMoKIg5c+bQuXNnJk6cCMDixYtp2bIlGo2GwMBAhg0bRnJysmX/rVu3olKpWL9+Pc2aNcPFxYWuXbuSnJzM2rVrqVevHh4eHgwbNoys67pYO3fuzIsvvsjEiRPx8vIiICCAb775BoPBwOjRo9FoNNSqVYu1a9da9jEajYwZM4aIiAhcXFyIjIzk008/faDPP3HiRN58801at259T/vZ29sTGBhoucklSYQQ5ZWiKOTGxJDyzTecHzqMM+3ac/m118lYvRqjTodaq8WjVy+CZ35M7d27CP/hv/iOH49z/fpVJgRBBesReuSRR3jkkUfueT9/f/87nvYoCYqikF2QfeeGpcDF3uWevnEnTZrErl27WLlyJQEBAbz33nscOnSIpk2bApCfn88HH3xAZGQkycnJTJo0iVGjRrFmzRqr40ydOpXPPvsMV1dXBg0axKBBg3BycmLp0qVkZmbSr18/5s2bxxtvvGHZ57vvvuP1119n3759LFu2jOeee45ffvmFfv368dZbbzFnzhxGjBhBXFwcrq6umEwmQkNDWb58OT4+PuzevZtnn32WoKAgBg0aBMCSJUsYN27cbT/z2rVr6dChw11/jYpz5swZgoODcXZ2pk2bNkyfPp2wsLAHOqYQQpQUpaCArEOHyNzyO/rft9w00NkpMhL3Tp1w79wJl8aNy+W6PmVNpSjXXeyjAlGpVHd9aqx69erk5ubSsGFDpk6dSrt27e76fTIyMtBqteh0Ojw8PKxey8nJITY2loiICJydncnKzyJqadT9fqQHsnfYXlwdXO+qrV6vx8fHh6VLlzJw4EAAdDodwcHBjB07lrlz5960z4EDB3jooYfQ6/W4u7tbvrabNm2iW7duAMyYMYPJkycTExNDjRo1ABg/fjznz59n3bp1gLlHyGg0smPHDsDc26PVaunfvz+LFi0CIDExkaCgIPbs2XPLHpsJEyaQmJjITz/9ZPlMSUlJt/3cISEhuLi4WG0r+hx3M0Zo7dq1ZGZmEhkZSUJCAtOmTSM+Pp4TJ06g0WiK3efG7xEhhChpxsxMDDt3ot+yhcxt260uZaFycMC1TWs0Xbvi3qkTDkFBNqy0bN3u7/f1KnUUDAoK4quvvqJly5bk5uYyf/58OnfuzN69e2l+i4u75ebmkpuba3mekZFRVuWWmXPnzpGfn0+rVq0s27RaLZGRkZbnBw8eZOrUqRw9epS0tDRMJhMAcXFx1K9f39KucePGlscBAQG4urpaQlDRtn379lm9//X72NnZ4ePjQ6NGjaz2AaxOxX3++ecsWLCAuLg4srOzycvLs/ReAWg0mluGkZJyfW9k48aNiYqKonr16vz444+MGTOmVN9bCCGul3/5Mvrffydzy+8Y9u2D69b2sfP0xL1zZ9y7dsGtbbtKPdC5JFTqIBQZGWn1x71t27bExMQwZ84cFi9eXOw+06dPv2lm0N1ysXdh77C997Xvg3Kxd7lzo7tkMBiIjo4mOjqaJUuW4OfnR1xcHNHR0eTl5Vm1dXBwsDxWqVRWz4u2FYWo4vYpbr+iU3xF+/3www+8+uqrzJ49mzZt2qDRaJg5cyZ79177WpfVqbHreXp6UqdOHc6ePVtixxRCiOIoikLOn3+RuWUL+t9/J/fvv61edwwPx71bVzRdu+LStCkqOzsbVVrxVOogVJxWrVqxc+fOW74+efJkJk2aZHmekZFBtWrV7urYKpXqrk9P2VKNGjVwcHBg//79lvEtOp2O06dP07FjR06ePElqaiozZsywfPYDBw7YrN5du3bRtm1bnn/+ecu2mJgYqzZ9+/YlKur2pyVDQkJKtK7MzExiYmIYMWJEiR5XCCGgcGHDvXvNp7y2/E7B9af/1WpcmjVD07UL7l264lSjcq3tU5aqXBA6cuQIQbc5R+rk5ISTk1MZVlT2NBoNI0eO5LXXXsPb2xt/f3+mTJmCWq1GpVIRFhaGo6Mj8+bNY/z48Zw4cYIPPvjAZvXWrl2bRYsWsX79eiIiIli8eDH79+8n4rpFve711FhiYiKJiYmW3pzjx4+j0WgICwvD29sbgG7dutGvXz8mTJgAwKuvvkqfPn2oXr06ly9fZsqUKdjZ2TF06NAS/LRCiKrMZDCQuWMn+o0bydy2DVNmpuU1lasr7u3a4d61K+6dOmJf+LtKPJgKFYQyMzOtTkPExsZy5MgRvL29CQsLY/LkycTHx1sG3c6dO5eIiAgaNGhATk4O8+fPZ8uWLWzYsMFWH6Hc+OSTTxg/fjy9e/fGw8OD119/nYsXL+Ls7Iyfnx8LFy7krbfe4l//+hfNmzdn1qxZ9O3b1ya1jhs3jsOHDzN48GBUKhVDhw7l+eeft5pif6+++uorq1OgHTt2BODbb79l1KhRgLnXKSUlxdLm0qVLDB06lNTUVPz8/Gjfvj1//PEHfn5+912HEEIUpKWR+ftW9Bs3Yti1C+W6IQj2fn64d+2KpltXXKOiUFfy/6jbQoWaNXarBRJHjhzJwoULGTVqFOfPn2fr1q0AfPzxx3z99dfEx8fj6upK48aNee+994o9xq3cy6yxisxgMBASEsLs2bNl4G8JqkzfI0KIkpOfmIh+02b0mzaRtX8/GI2W1xyqh6Hp3h2Phx/GuXFjVOoKteRfuXG3s8YqVBCyhcoahA4fPszJkydp1aoVOp2O999/n61bt3L27FlZJLAEVeTvESFEycqNjUW/cRP6TZvIOXbM6jWnunXRPNwdTfeHcapTu0otaFhaZPq8uKNZs2Zx6tQpHB0dadGiBTt27JAQJIQQJURRFHL//puMjRvRb9xI3tnrJnmoVObBzt27o3m4O453OSlHlDwJQlVUs2bNOHjwoK3LEEKISqVomrt+/Toy1m8gP+66lZ3t7XFr3docfrp1xV7GF5YLEoSEEEKIB6AoCjkn/rwWfi5etLymcnbGvUN7ND164N6pE3a3OUUjbEOCkBBCCHGPFEUh5/hxMtatR79+Pfnx8ZbXVM7OuHfqhEfPaNw7dkTtJis7l2cShIQQQoi7oCgKOceOXQs/ly9bXlO5uODeuRMe0YXhx7X8L64rzCQICSGEELegKAo5R4+SsW49GRvWU3A5wfKaytUVTedOaKJ74t6xA2qXkrvUkSg7EoSEEEKI6xTN9tKtXk3G2rXFhJ/OaHpG495Bwk9lIEFICCGEAHLPxZKxejUZa9aQFxtr2a52dcW9S5dr4UfWBKtUJAgJIYSosvIvXyZj7Vp0q1eT+9e1K7qrHB1x79wZj169cO/UUcJPJSZBSFRJX3/9NUuXLuXQoUPo9XrS0tLw9PS0dVlCiDJQkJpKxrp1ZKxeQ/ahQ9desLfHrW0btL164d6tG3bu7rYrUpQZCUKiSsrKyqJnz5707NmTyZMn27ocIUQpM2ZkoN+4iYw1azD88ce1a3upVLi2bIlHr15oontg7+Vl20JFmZMruVVRer2e4cOH4+bmRlBQEHPmzKFz585MnDgRgMWLF9OyZUs0Gg2BgYEMGzaM5ORky/5bt25FpVKxfv16mjVrhouLC127diU5OZm1a9dSr149PDw8GDZsGFlZWZb9OnfuzIsvvsjEiRPx8vIiICCAb775BoPBwOjRo9FoNNSqVcvqyvJGo5ExY8YQERGBi4sLkZGRfPrppw/0+SdOnMibb75J69atH+g4Qojyy5SbS8a6dVycMIEz7dqT8PbbGHbtAqMR50aN8H/zDWpt/Z3qixfhNWSwhKAqSnqESpCiKCjZ2TZ5b5WLyz1dpG/SpEns2rWLlStXEhAQwHvvvcehQ4do2rQpAPn5+XzwwQdERkaSnJzMpEmTGDVqFGvWrLE6ztSpU/nss89wdXVl0KBBDBo0CCcnJ5YuXUpmZib9+vVj3rx5vPHGG5Z9vvvuO15//XX27dvHsmXLeO655/jll1/o168fb731FnPmzGHEiBHExcXh6uqKyWQiNDSU5cuX4+Pjw+7du3n22WcJCgpi0KBBACxZsoRx48bd9jOvXbuWDh063PXXSAhR8SgmE1kHDqBbuRL9uvWYMjMtrznWqom2Vy88Hn0Ux+rVbVilKE/k6vN3cC9XnzdlZXGqeQub1Bl56OBdL+Cl1+vx8fFh6dKlDBw4EACdTkdwcDBjx45l7ty5N+1z4MABHnroIfR6Pe7u7mzdupUuXbqwadMmunXrBsCMGTOYPHkyMTEx1KhRA4Dx48dz/vx51q1bB5h7hIxGIzt27ADMvT1arZb+/fuzaNEiABITEwkKCmLPnj237LGZMGECiYmJ/PTTT5bPlJSUdNvPHRISgssNU12LPkdpjRGSq88LUTZyz51D9+tKMn77zWqhQ/vgILS9euPRuzfOkXVsWKEoa3L1eXFL586dIz8/n1atWlm2abVaIiMjLc8PHjzI1KlTOXr0KGlpaZhMJgDi4uKoX7++pV3jxo0tjwMCAnB1dbWEoKJt+/bts3r/6/exs7PDx8eHRo0aWe0DWJ2K+/zzz1mwYAFxcXFkZ2eTl5dn6b0C0Gg0aDSae/5aCCEqroLUVDJWr0G3ciU5J05Ytqvd3dH0jEbbty+uLVuiUssoEHFrEoRKkMrFhchDtrmiu6oEF/UyGAxER0cTHR3NkiVL8PPzIy4ujujoaPLy8qzaOjg4XKtBpbJ6XrStKEQVt09x+xWd4iva74cffuDVV19l9uzZtGnTBo1Gw8yZM9m7d69lHzk1JkTVYMrJQb95M7qVKzHs3HVt0LO9Pe7t26N9rC/uXbrIdHdx1yQIlSCVSoWqAlxfpkaNGjg4OLB//37CwsIA86mx06dP07FjR06ePElqaiozZsygWrVqgPnUmK3s2rWLtm3b8vzzz1u2xcTEWLXp27cvUVFRtz1OSEhIqdQnhChdislE1r795nE/69djMhgsrzk3aoS2b188ej2Kvbe3DasUFZUEoSpIo9EwcuRIXnvtNby9vfH392fKlCmo1WpUKhVhYWE4Ojoyb948xo8fz4kTJ/jggw9sVm/t2rVZtGgR69evJyIigsWLF7N//34iIiKsPtO9nBpLTEwkMTGRs2fPAnD8+HE0Gg1hYWF4yy9TIcqF3NhYdL+sQLdyJQWJiZbtDiEhePTtg7ZPX5xqRNzmCELcmQShKuqTTz5h/Pjx9O7dGw8PD15//XUuXryIs7Mzfn5+LFy4kLfeeot//etfNG/enFmzZtG3b1+b1Dpu3DgOHz7M4MGDUalUDB06lOeff95qiv29+uqrr5g2bZrleceOHQH49ttvGTVq1IOWLIS4T8ZMA/p1a0n/+RerxQ7VGg0ePXuifawvLs2by7gfUWJk1tgd3MussYrMYDAQEhLC7NmzGTNmjK3LqTQq0/eIEKVFMZnI2n8A3c8/k7Fhw7VlSNRq3Dq0x7NfP/O4Hycn2xYqKhSZNSZu6/Dhw5w8eZJWrVqh0+l4//33AXjsscdsXJkQoqrIj48nfcUKdCt+Jf/iRct2x/BwtP37o33sMRwC/G1YoagKJAhVYbNmzeLUqVM4OjrSokULduzYga+vr63LEkJUYqacHPQbN5H+8//I+mMvFJ6UULu54fHoI2j79celWdN7WiBWiAchQaiKatasGQcP2maqvxCi6sk+8Sfpy5eTsWYNJr3est01KgrP/v3QPPzwXS8KK0RJkiAkhBCiVBj1ejJWrSJt+XJy//rbst0hOBjt44+j7d8Px9BQG1YohAShEiHjzcWtyPeGqGoURSH7yBHSl/9Extq1loHPKgcHND164DlwAK5RUTLrS5QbEoQeQNFqyFlZWTddw0oIMH9vwM2raQtR2RjT09Gt/I305T+Se+asZbtjzZp4PjEQ7WOPydXdRbkkQegB2NnZ4enpabkmlqurqwzwE4D5f8VZWVkkJyfj6emJnZ2drUsSosQpikLW/v2kL/8J/fr1KIWX4FE5OeHxyCN4DnoCl2bN5PeiKNckCD2gwMBAwPoCoUIU8fT0tHyPCFFZFFy9iu6XFaT/9BN5sbGW7U6RkXgOegJtnz7Y3WbdFiHKEwlCD0ilUhEUFIS/vz/5+fm2LkeUIw4ODtITJCqNorE/af/9L/q161AKf9+pXF3R9noUzyeewLlRI+n9ERWOBKESYmdnJ3/0hBCVjikrC92qVaT99wdy/74288u5QQM8Bw3Co1cv7NzdbFihEA9GgpAQQoib5J47R9rS/6JbsQJTZiZQOPanVy+8hg7BpVEjG1coRMmQICSEEAIAJT8f/eYtpP33v2Tt3WvZ7lA9DK8hQ/Hs9zh2np62K1CIUiBBSAghqrj8pCTSf1xO+o8/UnDlinmjWo17ly54DR2KW9s2su6PqLQkCAkhRBVUNPU97fsl6DdvBqMRADsfHzyfGIjXoEE4BAfbuEohSp8EISGEqEJMublkrFrF1cXfk3vypGW7S8sWeA0disfDD6NydLRhhUKULQlCQghRBeQnJZP236WkL/sRY1oaACpnZ7SPPYbX8GE416lj4wqFsA0JQkIIUYllHzvG1UWLyVi3DgoKALAPCsJ7+DA8Bw6Uwc+iypMgJIQQlYySn0/Ghg2kLVpM9tGjlu0uLVrgPWIEmu7dUNnLr38hQIKQEEJUGgVpaaQv+5G0pUspKLzsj8rBAY9HH8XrqRG4NGhg4wqFKH8kCAkhRAWXe/YsV7/7Dt3K31BycwGw8/XFa8gQvIYMxt7X18YVClF+SRASQogKSFEUsvbt5+qCBWRu22bZ7tygAd5PjUDzyCOoZfaXEHckQUgIISoQpaAA/YYNpC74lpwTJ8wbVSo03bvhPWoULs2by4VPRbmUb8on0ZDI5czLXM68THxmPAmGBOIz4xnXeBxtgtvYpC4JQkIIUQGYDAbS//c/ri78jvzLlwHztb+0/fvhM3IkjuHhti1QVHkFpgISDYnEZ8ZbbkWh57LhMslZyZgUU7H7ntOdkyAkhBDiZvnJyaR9v4S0H37AlJEBgJ2XF17Dh+M1bCj23t42rlBUFYqioMvVEZ8Zz8XMi1zSX+KS/hLxmfFc0l8iwZCAUTHe9hiOakeC3YMJcQ8hyD2IEPcQgt2CaezXuIw+xc0kCAkhRDmUGxND6n8WoPvtN8jPB8CxenW8R49G+/hjqJ2dbVyhqIzyjHlczrzMpcxL1kGn8HlmfuZt93dQOxDiHmK53Rh6vJ29UavK13XrJAgJIUQ5kn38OKlff41+02ZQFMC8/o/P06Nx79JFLn4qHoiiKKTnphOnjyMuI45LmZeI118LOslZySgotz2Gn4sfoZpQQt1DCdWEEuIeYnnu5+pX7oLOnUgQEkIIG1MUhaw//iDl66/J2vOHZbt79274PvMMLk2b2q44UeEoikJabhpxGXGWwGN5rI9Dn6e/7f4u9i43BZ1qmmqEuocS7B6Ms33l6o2UICSEEDaimEzoN28m9Zv55Bw7Zt5ob4+2d298xj6DU82ati1QlFuKonA15yoX9Re5kHHhWuDRx3Ex4yL6/NuHnQDXAMI8wqimqWbu0SkMPaGaULycvKrUzEMJQkIIUcaU/Hx0q1aTOn8+eTExgHkGmOfAgfg8PRqHkBAbVyjKC12ujvMZ5zmvO28VeC7qL95xvE6gWyDVNdWp5lHN6j5UE1rpenUehAQhIYQoI6acHNJ/+h+pC/5DweUEANQaDV7DhuH91AjsfXxsXKGwhQJTAZczLxOri+V8xnlidbGWx1dzrt5yPxUqAt0CCfMII0wTRnWP6lTTVCNMEyZh5x5IEBJCiFJmysoi7YdlpC5YgDElBTBfAsN75FN4DRmCnUZj4wpFWSjq3YnVxXJed97yOE4fR4Gp4Jb7+bv4E64Np7pHdap7VCdME0aYhznsONk5leEnqJwqVBDavn07M2fO5ODBgyQkJPDLL7/w+OOP33afrVu3MmnSJP7880+qVavGO++8w6hRo8qkXiFE1WYyGEj74QdS/7MA41Xz/+wdgoPxGfsM2n79ZAp8JWRSTMRnxnMu/dw99e442TlR3aM64R7hRGgjCNcW3nuE4+bgVoafoOqpUEHIYDDQpEkTnn76afr373/H9rGxsfTq1Yvx48ezZMkSNm/ezDPPPENQUBDR0dFlULEQoioyZhpIW7qUq99+izEtDQCHatXwHT8Obd++qBwcbFyheFAmxUS8Pp4YXQxn089yLv0cZ9PPEquLJceYc8v9/F39ifCwDjrh2nCC3IIq3LTzyqJCBaFHHnmERx555K7bf/XVV0RERDB79mwA6tWrx86dO5kzZ44EISFEiTNmZpL2/RJzANLpAHCoHobv+OfQ9u4lAagCMpqMxGfGE5MeQ4wuxnyfHnPbwOOgdiBcG04NbQ2rHh7p3SmfKlQQuld79uyhe/fuVtuio6OZOHHiLffJzc0lNzfX8jyjcEl7IYS4FaNez9XFi7n63SJMhQHIMTwc3+fG49GrFyr7Sv2rtlIoOqV1Ju2MVeiJ1cWSa8wtdh9HtSMR2ghqeNaglmctamprUtOzJqGaUOzV8m9eUVTqf6nExEQCAgKstgUEBJCRkUF2djYuLi437TN9+nSmTZtWViUKISowY2YmVxd+x9VFiyzXAXOsUQPf557D49FHUNnZ2bhCUZyMvAzOpJ3hTNoZTqed5nTaac6knSGrIKvY9o5qR2p41qCG1hx4ioJPiHuIBJ5KQP4FbzB58mQmTZpkeZ6RkUG1atVsWJEQorwxZWWRtnQpqd/Mt5wCc6xV0xyAevaUAFROFJgKiMuIs4SdoluCIaHY9g5qB2p6mnt1annWsgSfEPcQ7NTyb1pZVeogFBgYSFJSktW2pKQkPDw8iu0NAnBycsLJSaYjCiFuZsrLI33Zj6T8+9+WafCONWviN+EFNNHRch0wG0rNTrUKO0WnuPJMecW2D3QLpI5XHatbmEcYDmoZx1XVVOog1KZNG9asWWO1bePGjbRp08ZGFQkhKiIlP5/0FStI+eJLChLMvQkOoaH4TngBbZ8+0gNUhhRFIT4znpNXT/L31b/5O/VvTl49yZXsK8W2d7F3obZXbavAU8uzFlonbRlXLsqrChWEMjMzOXv2rOV5bGwsR44cwdvbm7CwMCZPnkx8fDyLFi0CYPz48Xz22We8/vrrPP3002zZsoUff/yR1atX2+ojCCEqEMVkImP1Gq58No/8C3EA2AcE4Pvcc3gO6C+zwEqZ0WTkfMZ5/r76NydTC4PP1b+LvWioChVhHmHU8apjFXxC3ENkWrq4rQoVhA4cOECXLl0sz4vG8owcOZKFCxeSkJBAXFyc5fWIiAhWr17N//3f//Hpp58SGhrK/PnzZeq8EOK2FEVBv2kTKf+aR+6ZMwDYeXvj8+xYvIYORS2nz0tcnjGPM+lnrALPmbQzZBdk39TWXm1Pbc/a1POpR13vutTzrkcdrzq4OrjaoHJR0akURVFsXUR5lpGRgVarRafT4eHhYetyhBClzLB7N8mfzCHnxAkA1B4e+Dz9NN4jnkTtJmvAlIQCUwEx6TH8mfonJ1JOcCLlBGfSzxR7mQkXexfqete1BJ56PvWoqa2Jg530xonbu9u/3xWqR0gIIUpLzsmTJM+ajWHnTgBUrq54PzUCn6efxk7+E3TfFEUhTh9nCTx/pv7Jyasni+3p0TppzWHHu7Cnx6ceYZowmbElSpUEISFElZZ/+TJXPv0XupUrQVHAwQGvIUPwHT9OrgZ/H5IMSZxIPcGfKYW9Paknih3T4+bgRgOfBjTwbUBDn4Y09G1IkFsQKpXKBlWLqkyCkBCiSjLqdKT8+2vSvv8eJc88xdrj0UfwmzgRx7AwG1dXMWTlZ/Fn6p8cvXKUY1eOcSLlRLGztxzVjtT1rmsOPb4NaejTkHBtuAxiFuWCBCEhRJViys0l7fslpPz735bVoF1btcL/tVdxadTIxtWVX4qicCnzEkevHOVo8lGOXjnK6bTTGBWjVTu1Sk1Nz5qWXp6Gvg2p7VlbxvSIckuCkBCiSlCMRnS//caVf/2LgsvmtYCcatfG/9VXcOvYUU7J3CC7IJs/U8y9PUW3qzlXb2rn7+JPE/8mNPFrQiPfRtT1riuzt0SFIkFICFHpZe7aRfLMWeSePAmAfWAgfi+9hPaxvrIYYqGU7BQOJR3iUPIhjiQf4dTVUxQo1rO47NX21POuRxO/JpZboFughEhRoUkQEkJUWrnnYkn++GMyt24FQK3R4PPsWLxHjEDt7Gzb4myo6DTXoaRDHEw6yKHkQ1zIuHBTOz8Xv2uhx78J9bzr4Wxfdb9uonKSICSEqHSM6elc+eIL0pb+FwoKwN4er2FD8X3uOey9vGxdXpkzKSbOpJ3hUPIhc69P0iGSs5Ot2qhQUcurFs39m9PcvzlN/ZvKLC5RJUgQEkJUGkp+PmnLfiRl3jzLVeHdO3fG//XXcaoRYePqyk6BqYC/U/9mf9J+y+muG6ew26vtaeDTgOYBzWnh34Km/k3l+luiSpIgJISoFDJ37CBpxkfkxcQA4FS7Fv5vvIl7+3Y2rqz0FfX47E3Yy/7E/RxIOkBmfqZVGxd7F5r4NaF5QHNaBrSkoW9DXOxdbFSxEOWHBCEhRIWWe+4cSTNmYNi+AwA7T0/8Xn4JzyeeQGVfOX/FKYpCbEYs+xL2sS9xH/sT95Oem27VRuOooWVAS1oEtKBFQAsivSNxUMsUdiFuVDl/SwghKj1jpoGUL77g6qJF5nFADg54P/kkvs+Nr5SXxLikv8S+RHPw2Zew76aFC13sXWge0JyowChaBbWirldduTSFEHdBgpAQokJRFIWMVatJ/vhjCq6Yw4B7584EvPkGjuHhti2uBGXkZbAvYR+7L+9m9+XdxGfGW73uqHakqX9TWgW2Iiooiga+DaTHR4j7IEFICFFh5Jw6ReIHH5B94CAADmFhBLw1GU3nzrYtrAQYTUZOpJ5gd7w5+BxPOW61arO9yp6Gvg1pFdSKqMAomvg3wcnOyYYVC1E5SBASQpR7xowMrsz7jLSlS8FoROXsjO/48XiPHoXaqeKGgYTMBHZd3sXuy7v5I+GPm2Z2hXuE0za4Le1C2tEioAVuDm42qlSIykuCkBCi3FJMJnS/rCB59myMV82Xd9BERxPwxus4BAfbuLp7l2/M51DyIbZd2sbO+J3E6mKtXtc4amgd1Jq2wW1pG9yWYPeK9xmFqGgkCAkhyqWcU6dJnDKF7CNHAHCsUYOAt9/CvV3Fmg6fkp3Cjks72BG/g92Xd2PIN1heU6vUNPZtbA4+IW1p4NMAe7X8WhZVhKJAQQ7kZICjGzi526QM+YkTQpQrpqwsUr74gtRvF4LRiNrVFd8XXsB7xJOoHB1tXd4dmRQTf6f+zfZL29l+aTsnUk9Yve7t7E2HkA50DO1I6+DWeDhWvhluogowmSAvE3J01265GeZQk1t00xc+19/w/LptpsLr2T32BTQbbpOPIkFICFFu6LduJen9D8i/fBkAzcMPE/D2WzgEBtq4stvLLshm9+XdbLu4jR3xO0jJTrF6vb5PfTqGdqRTaCfq+9RHrVLbqFIhCpmMhcFFd8OtmG2WdunXbdODYiqhYlSQn1VCx7p3EoSEEDaXn5RM0ocfol+/HgD74CAC33kXTdcuNq7s1nS5OrZd2sbmC5vZfXk3OcYcy2uu9q60DW5Lx9COtA9pj5+rnw0rFZWWyWgOJdlpt7ilm+9vCjs6uGFg/n2zcwRnT3D2ACcPcNaCk+bacyfNdffXb79um6M7qG33nwMJQkIIm1GMRtKW/pcrc+diMhjAzg7vkSPxe+F51G7lb4ZUoiGRLXFb2HJxCwcSD1hNbw92C6ZrWFc6hnakRUALHO3K/2k8UU4U5Jl7W24ZaG5xy9E9+Hs7uBaGl8IQc9Ptxu2e1m0dnB+8BhuTICSEsImcv/4i4b0p5Jwwj6FxbtKYoGnTcK5b18aVWTuXfo7NcZvZErflpvE+tb1q0y2sG93CuhHpFSlXahdgLDCHlKwUyEq9djNc99jy2lVz27zMOx/3dhw14OIFLp6F99ffPAt7bK4PNp7Xwo+9BHYJQkKIMmXKzSXls89JXbDAPBhao8F/0v/hOWgQKrvycUmIs2lnWX9hPevPr7ea4q5CRVP/pnQL60bXal2p5lHNhlWKUqco5rEwWSnm0JKVCoaUGwLN1evCToq5Z+e+qMzh5KYgc6ebJ9jJiuIPQoKQEKLMZB08SMLb75B3/jwAmkd6EvjWW9j72X4MTawulvXnzeHnbPpZy3YHtQNRQVF0C+tG52qd8XXxtWGV4oEpirkXxnAFMpPBkAyZV8zPLY+vuy/IufMxi+PiBa4+4OpbeO8NbkWPi7Z7Xws0zlqQa8PZhAQhIUSpMxkMJH8yx7wytKJg7+dH4NQpaLp1s2ldF/UXWX9+Peti13Eq7ZRlu73anvbB7ekR3oPO1TqjcdTYsEpxR4pi7onRJ4E+4Q4h5wqY8u/t+PYuN4QYn8Ln3jeEncKbixfYyZ/XikL+pYQQpSpz1y4S333PMiVeO6A/Aa+/jp1Wa5N6LmdetvT8/Jn6p2W7vcqeqOAoeob3pGtYV1nfpzwo6r3JLAw4RUGnuOf32nPjpAV3P3Dzv+7eH9z8zLeix+7+5sX+RKUlQUgIUSqMOh1JH32M7uefAXAICSHw/Wk2WRlal6tjw4UNrIpZxaHkQ5btapWaVoGt6Bnek25h3fB09izz2qqsglzIiAddPGRcNj/WJ0Jmovm+KOgYc+/+mM6eoAm8LsgUE3Lc/c09OJVgtpMoGRKEhBAlTr95MwlTp2K8kgIqFV5PPon/xJfLdEp8vjGfHfE7WHVuFVsvbiW/8HSIChUtA1tawo+Pi0+Z1VRlFOQWhpvCgGMJPNc9zkq583GKOHuCJgg0AeZ798J7TeC1m3sAOLiU2kcSlZcEISFEiTFmZJD0zw/R/forAI4REQT98x+4Nm9eJu+vKApHrxxl1blVrD+/nvTcdMtrtb1q06dGHx6NeJQAt4AyqadSUhTzOJv0OEi/AOkXrwUe3SXzY0Py3R3L3hk8QsAjuPA+CNyLwk1h8HEPlN4bUaokCAkhSoRh924uv/U2BYmJoFbjM+ZpfCdMQO3kVOrvnWRI4teYX/n17K/E6eMs2/1c/Hg04lH61OxDpHdkqddRKdwUdOJuuF2Eguw7H8fOyRxwtKHXwo42pPBxiHm7ixfI2kvCxiQICSEeiCk7m+RZs0lbsgQAh+phBE+fgWvzZqX6vvnGfLZe2srPZ35m9+XdmAqve+Ri70L3sO70rtmbqMAo7GRK8s1yMiAtFq6eg7TzN4edOw48VpmDjWcYaKvdEHAK7119JOSICkGCkBDivmUfOcLlN94k78IFALyGDcP/1VdQu7qW2nvGpMfw85mfWXVuFVdzrlq2twhoQf/a/eke1h1Xh9J7/wpBUcwL/V09Vxh2CkPP1cL7O47PuS7oFHfzCJUViUWlIUFICHHPlLw8rnz+BanffAMmE/YBAQR9+M9SmxGWlZ/F2ti1/Hz2Z45dOWbZ7ufiR9+afelXux/VPaqXynuXW0WnsFLOXAs8ltATa75i+O24+oJ3DfCOAM/qNwSdEAk6osqQICSEuCc5p05z+Y03yD15EgCPvn0IfPvtUlkXKCY9hmWnlrEyZiWGfAMAdio7OoZ2pH/t/rQPaY+9upL/GivIM4eblNOFt7OF92cg9w4X3fQIAa8Ic9gpCj3eNczbnGWdJCFAgpAQ4i4pikLaokUkz5qNkp+PnZcXgdOm4tGjR4m+T74xn80XN7Ps5DIOJB2wbK/uUZ3+tfvTt2bfynmZi6yr14Wd6wJP2nm47ir31lTmHhyfmoVBpzDkeNcAr+oynVyIuyBBSAhxRwUpKVx+6y0M23cA4N6lC0EfvI+9b8kFkkRDIstPL+fnMz+Tkm0ew6JWqelSrQuDIwcTFRSFWqUusfezmdxMuHIKkv+C5L+v3Wcm3nofR3fwrQ2+dcCnduHj2uBdU6aWC/GAJAgJIW4rc8dOLk+ejDElBZWTE/5vvI7X0KGoSmBGkKIo7Evcx9K/l7L10lbLzC9fF18G1B7AwDoDCXQLfOD3sYmCXHOPzvVhJ/kv86ysW9FWuy7w1DLf+9Yxr6sjM7CEKBUShIQQxTLl5XHlkzlcXbgQAKfatQmePQvnOnUe+Nh5xjzWxq5l0V+LOJ122rL9ocCHGBQ5iG7VuuFg5/DA71NmMq9A4jHzLeEYJJ2A1Jhbn9JyDwD/euBf/9q9XyQ4ycVdhShr9xWEvv32WwYPHoxrKU6RFULYTu65WOJffYXcv/4GCqfFv/4aaucHOw2TlpPGj6d+5IdTP1hOf7nYu9C3Zl+G1h1KTc+aD1x7qVIU88DlxOPmwJN4zPxYn1B8e2etddjxrwd+9cBNLushRHmhUhRFudedAgICyM7O5oknnmDMmDG0bdu2NGorFzIyMtBqteh0Ojw8ZJaFqNwURUH3v/+R+M8PUbKzsfP0JOjDD9F07fJAx41Jj2HxX4tZdW4VuYUX0fR38WdovaE8UecJtE62uRL9bSmKeTr65cMQfxASjppDT7HT0lXmAcuBjSGwkfk+oIGc0hLChu727/d99QjFx8fz22+/sXDhQjp37kyNGjUYPXo0I0eOJDCwgp7PF6KKM+r1JLz7Hvp16wBwbdOa4Bkf4RDgf1/HKxr/s/DPheyM32nZXt+nPiPqjyC6enT5Ov2lT4T4Q3D5kDn4xB+CnPSb29k5mnt3AhtBUJNrocfJvcxLFkI8uPvqEbpeUlIS33//Pd999x0nT56kZ8+ejBkzhj59+qBWV/wZHtIjJKqC7D//JP7/JpEfFwf29vi9/BI+Y8aguo+fYZNiYtvFbcw/Pp9jKebFD1Wo6FKtC081eIrm/s1LZKD1A8kzmMPOpQOFweeQ+aKhN7JzNAedkOYQ3Mz82C8SylOAE0IUq1R7hK4XEBBA+/btOX36NKdPn+b48eOMHDkSLy8vvv32Wzp37vygbyGEKCWKopC+bBlJH05HycvDITiYkDmf4NKkyT0fq8BUwPrz65l/fD5n088C4GTnRL9a/Xiq/lNU86hW0uXfvYzLEPcHXNxrvk88XsxAZhX41YWQFhDSzHzv30BWWBaikrvvIJSUlMTixYv59ttvOXfuHI8//jirVq2ie/fuGAwG3n//fUaOHMmFwmsQCSHKF2OmgcQpU8hYvRowrw0UPP1D7Dw97+k4ecY8fo35lQXHF3Ap8xIAbg5uDIkcwpP1nyz7xQ9NRvNU9Yt/mENP3F7QFTNl3SMUQlsWBp8W5tNccnpLiCrnvk6N9enTh/Xr11OnTh2eeeYZnnrqKby9va3aJCcnExgYiMlkKrFibUFOjYnKKOfUaeJffpm88+fBzg7/V17Be/SoezpllZWfxfLTy1n05yKSs5MB8HLy4sn6TzKk7hA8HMvo58VYYB7QfH47nN8Fl/bfPKBZpTaP4wlrA9WiIKw1aEPLpj4hhE2U6qkxf39/tm3bRps2bW7Zxs/Pj9jY2Ps5vBCiFKX//AuJ77+PkpODfUAAIXM+wbV587veP7sgm2Unl7HgxALSctMA8Hf1Z3SD0fSv3b/0r/xuMppncJ3fAbE7IG4P5GVat3F0N/f2VGsNYVEQ0lKurSWEKNZ9BaFOnTrRvJhfnHl5efzwww889dRTqFQqqlevYleDFqIcM+XlkfTPD0lftgwAtw4dCP74I+y9vO5q/1xjLstPLWf+8fmk5qQCEKYJY0yjMfSp0af0ZoApivlU17mt5vBzftfNFxt19oTw9uZbWBsIaAh2sl6sEOLO7uvUmJ2dHQkJCfj7W0+rTU1Nxd/fH6PxVhcIrHjk1JioDPKTkoh/6WWyjx4FlQrfFyfgO378Xc0KyzPm8b8z/2P+sfmWU2Ah7iGMbzKe3jV6l87V37OumoPP2c0QswX0l61fd/KA6m0hvANEdDAHH7VdydchhKiwSvXUmKIoxY4luHTpElptOVwYTYgqzLBvH/H/NwljaipqDw9CZs3EvWPHO+5XYCrgt5jf+OLoFyQazBcEDXILYlzjcfSt1RcHdQn2ABkLzNPZYzabw8/lQ6BcN77Q3tkcfCI6mYNPYBPp8RFClIh7+k3SrFkzVCoVKpWKbt26YW9/bXej0UhsbCw9e/Ys8SKFEPdOURTSFi8m6aOPwWjEKTKS0Hn/wjEs7I77bb24lU8PfUqMLgYwjwF6ttGz9KvdD0e7EppOnp0GZzbBqTXmAJRzw+kuv3pQqxvU7GoOQQ4uJfO+QghxnXsKQo8//jgAR44cITo6Gnf3a1NNHR0dCQ8PZ8CAASVaoBDi3pmys0l49z0yVq0CwKN3b4I+eB+1y+3DxJHkI8w5OIdDyYcA0DppGdtoLEPqDsHJzunBC7saC6fWmsPPhd3Wa/k4e0LNLlCzMPxoQx78/YQQ4g7uKQhNmTIFgPDwcAYPHozzA16A8X58/vnnzJw5k8TERJo0acK8efNo1apVsW0XLlzI6NGjrbY5OTmRk5NTFqUKYRP5ly9z8YUJ5P79N9jZEfDGG3iNePK2U+PPpZ/j00OfsuXiFgCc7Zx5sv6TPN3waTSOD3BFdJPJfMrr1BpzALryt/XrfvUg8hHzLaSFjPMRQpS5+zrJPnLkyJKu464sW7aMSZMm8dVXXxEVFcXcuXOJjo7m1KlTNw3cLuLh4cGpU6csz22+tL8QpSjr0CEuvfgSxtRU7Hx8CJ07B9eHHrpl+7ScND4/8jk/nf4Jo2JErVLTr1Y/nmvyHAFuAfdXhMkEl/bBnyvgrxXWV2ZX2ZlPc0U+CpE9wbvG/b2HEEKUkLsOQt7e3pw+fRpfX1+8vLxuGyiuXr1aIsXd6JNPPmHs2LGWXp6vvvqK1atXs2DBAt58881i91GpVHIhWFElpP/vZxKmToX8fJzq1qXaF5/jEBxcbNt8Uz7LTi7ji6NfoM/TA9ClWhcmNp9IDc/7CCcmE8QfgD9/MQeg62d5OXlAre7m8FO7O7jc3XR9IYQoC3cdhObMmYNGo7E8Luuelby8PA4ePMjkyZMt29RqNd27d2fPnj233C8zM5Pq1atjMplo3rw5H374IQ0aNLhl+9zcXHJzcy3PMzIybtlWiPJAMRpJnjmLqwsXAqDp0YPgGdNRuxa/sOHO+J18vP9jYnXmBU/reNXhzVZv8lDgrXuOin9jxXzR0r9WmMNPxqVrrzl5mINPg37mcT/2JTC+SAghSsFdB6HrT4eNGjWqNGq5rZSUFIxGIwEB1t31AQEBnDx5sth9IiMjWbBgAY0bN0an0zFr1izatm3Ln3/+SWho8cvrT58+nWnTppV4/UKUBqNeT/ykVzDs2AGA7wsv4PvC88WuDxSri2Xm/pnsiDe39Xb2ZkKzCfSv1R+7exmbkxoDx5bB0R8g/bprCTq6Xxd+uoJD2Y8hFEKIe3XXQeheekbKy8KDbdq0sboMSNu2balXrx7//ve/+eCDD4rdZ/LkyUyaNMnyPCMjg2rVbHjVbCFuIe/CBS4+9zx5586hcnYmeMZ0PIpZviK7IJuvj33Nwj8XUmAqwF5lz/B6wxnXZNzdD4TOTjOf9jr6g/kK7kUc3c0DnRv0M8/2kvAjRJkxmRQKTApGk0KByYSx8LFRUTCZoMBkwmQCo6JgNJkwmsBoUjAp1/YzKQoFRvO9ZX/LMcztil4rMJm3Xf/a9cczmRTze1z3fjcdX1EwGm84hqIwrFUY7WqV8QWaC911EPL09Lzj6bCihRZLY2VpX19f7OzsSEpKstqelJR012OAHBwcaNasGWfPnr1lGycnJ5ycpBtflG9Zhw5x6fkXMKanYx8YSOjnn+FSzCnfbRe38eHeD7lsMI/Z6Rjakddavka4NvzOb2Iymld1PrzYPOPLmGferlKbe3yaDDX3ADmW8rXFhChBRpNCvtFEntFEXoGJfKOJ/AKFPGPh48JbXoFi/dyokF9gosBkosBk/uNuvr/23GgykV8YDvKNpsJ7cxujSSl8zUS+0bqN+Vjm4+QXHuem4xfz2HTP14Uov9rW9Cn/Qej3338vzTruyNHRkRYtWrB582bLekYmk4nNmzczYcKEuzqG0Wjk+PHjPProo6VYqRClK2PNGi6/ORklLw/nRo2o9sXn2Pv5WbVJyExgxr4ZlunwQW5BvNnqTbqGdb3zG+ji4fD35gCku3htu38DaDoUGj0BGpmAIO5MUcwBI7fARG6+idwCI7kF5gBi3mZ+br4Zyc03B5Tithc9zjcWhpaiEGO8IcQUXAs6Ra/nF1x7XpnCw+3Yq1Wo1SrsVKprj4tuquseq1WoVRQ+VmOnxup1tUqFvZ353k5deKwb9rdTmY9//XtavX5DG8txLe2hZXVv232t7rZhp06dSrOOuzJp0iRGjhxJy5YtadWqFXPnzsVgMFhmkT311FOEhIQwffp0AN5//31at25NrVq1SE9PZ+bMmVy4cIFnnnnGlh9DiPuiKAqpX3/DlTlzAHDv3o2QmTOtFknMN+Xz/V/f8+XRL8kuyMZeZc+IBiMY33j87a8KbyyAsxvh4EI4s+Ha5S2cPc09P82GQ2Cj0vtwosyYTAq5BSay843mW56RnOseZ+cXPi98nJ1vJOe6x9l5ppva3xhY8gquBZnyzsFOhYOd2nJztFPhaH/tuYO9eZuDnRp7OzUOhX/IHezU5mBgZ/6Dbm+nNt+r1de2FW23PC96XNjWzvpYDnbmMFL0HpZj2t1wXMt7mbfb2V0LGEWBQ9y9uw5Cx44do2HDhqjVao4dO3bbto0bN37gwoozePBgrly5wnvvvUdiYiJNmzZl3bp1lgHUcXFxqK8bJJqWlsbYsWNJTEzEy8uLFi1asHv3burXr18q9QlRWpT8fBKmTUP30/8A8B45Ev/XX0Nld22Q858pf/Lu7nc5k3YGgOb+zXmn9TvU9qp96wMbUuDgt7B/gfWU9+rtocVIqNdXxv3YkMmkkJVvJCu3gMzcArLyjGTmFmDILcCQZzTf5xZgyDWSlWfdxvzc3CYrt+BaqMm3XThxslebbw52lseO9nbFbneyt8PRst383MlejaOd2hxe7IuCS1FoMQcYx8LwYtl2XaCxel74uqwtJ+766vNqtZrExET8/f1Rq9WoVCqK27W0xgjZilx9XtiaUa8n/uWJGHbvBrWagLffwnv4cMvrucZcvjjyBQv/XIhJMeHp5MmkFpN4rNZjqFW3uLp8wjHY+xUc/wmMhctFuPqYe39ajALf24QncVcURcGQZyQjO5+MnHz0OQVkZBfe5+RbPy58LSOnAH1hW0NhqClNTvZqXBztcHEw35wd7CzPrz1Wm59f187FsfD1wuDiXBRgHG4ONUVhxtFOLaFDlKkSv/p8bGwsfoXjEGJjYx+8QiHEHeUnJnJx7LPknjmDysWFkE9mo+nSxfL6keQjvLvrXc5nnAfgkYhHeLPVm3g7F3O+3VgAp1bDH19B3O5r24ObQdRz0OBxWe+nGIqikJFTQHpWHlcNeaRn5ZOWlUdaVj5phjzSsq5tS8+6Fnr0OfklNh5FrQI3J3vcnexxdbQrvLfHzckeNyc7872j3XVtCrdf18b1uvDi4miHs72dnEIRgnsIQtWrV7c8vnDhAm3btrW6+jxAQUEBu3fvtmorhLg/uTExxD0zloKEBOz9/Aj96kvLzLCs/CzmHZ7Hkr+XoKDg6+LLu63fLX4wdF6WeeDz7s9AF2fepraH+o9D1HgIbQlV6H/qiqKgy87nij6XK5m5pGTmkaLPJSUzl9TMPK5m5ZFeGHSK7o0PkGjs1Sq0Lg5onO3xcHHAw7nwsbMDHi72aJwd8Ch8reixxtnBHGiczKHHyV56U4QoLfd1rbEuXbqQkJBw0/W9dDodXbp0qVSnxoSwhewjR7g4bjxGnQ7HiAjC5n+DQ4j5auz7E/fz3q73uJRpXsn5sZqP8dpDr6F10t5wkDTYNx/2fglZqeZtrj7Q8mnzzaP4y29UVLkFRpIzcknMyCFBl8OVwnBTFHKuZOaSos8j1ZBLvvHeg42rox1ero54ujpY3Xu5OeJV+Fjrag46Whf7wsDjgLODhBghyrP7CkJF6wXdKDU1FTc3twcuSoiqLHPbNi69PBElJwfnJo2p9tVX2Ht5kW/MZ96ReSw8sRAFhUC3QKa0mUL7kPbWB8hIgD2fmWeA5WWat3mFQ9uXoOnwCjn4OSffSHx6Nok6c8hJysghQWf9PCUz756O6eFsj5/GCV93J3w1Tvi5O+HjZg423m7XBZ3C0OPscA+rbwshKox7CkL9+/cHzAOiR40aZbXwoNFo5NixY7Rt27ZkKxSiCklfsYKEt98BoxG3jh0InTsXtasr59LP8caONzh51Xw5mf61+/Nay9dwd3S/bueLsGMWHFl6bfHDgIbQ/v/Mp8Hs7uv/PWUir8BEgi6bi1ezuZiWxcWrWVxKK3qcTUpm7p0PAjjaqQnUOhPo4YyfhzncmMOOI76Wx074uDviZC/BRghxj0FIqzV3vSuKgkajweW69UscHR1p3bo1Y8eOLdkKhagiUv+zgOSZMwHw6NuH4H/+E+zt+e/J/zL7wGxyjbl4Onkyte1UuoV1u7ajPhF2fGKeBl8UgMLamgNQ7YfLzfifnHwjF1KziE3J5FyKgdgrBi5czeLS1SwSM3LuOLDYzdGOIE8XgrTOBHg4E6R1toSeQK0zQVoXvFwd5DSUEOKe3FMQ+vbbbwEIDw/ntddew/UWV7cWQtw9RVHMV49fsAAA79Gj8X/tVVJzr/LutnfZGb8TgHbB7fig3Qf4uRauIm1IhV1zzOOACrLN28I7QJe3oXqb4t6q1CmKwpXMXE4nZnI2WU9sisEcelIMxKdnc7vFOpwd1IR6uRLq5UI1L1eqebsQ6uVqeax1kZAjhCh59xSEvLy8LL+IPv30U8t2rVZLnTp1ePXVV3n44YdLtkIhKjHFaCRx6jTSly8HwP+11/AZ8zTbL23nnZ3vkJabhqPakUktJzG07lDzukDZ6eYxQH98eW0MUGgr6PoO1Ci7FeAzcvI5najnVJKe04l6TibqOZ2kJy0r/5b7aJzsqeHnRg0/dyJ83aju40o1b3PY8XV3lKAjhChz9xSE5s6dW+z29PR0Dh48SO/evfnpp5/o06dPSdQmRKWmFBRwefJbZPz2G6jVBP3jH7g/3oe5B+fynxP/ASDSK5IZHWZQy6sWGPPhwHzYOh2yr5oPEtQEur4LtbqX6imw5Iwcjl3ScTzefDuZkMFlXU6xbdUqCPdxo6a/uzn0+F4LPj5uEnaEEOXLPQWhkSNH3vb1pk2bMn36dAlCQtyBKS+Py6+8gn7jJrC3J2Tmx+R2askzG57hYNJBAIbVHcYrLV/BUe0ApzfAhrch5bT5AH51zT1AdXuXeAC6os/lRLyuMPikczxeR1JG8YOVg7TO1AnQUDdQQ50ADZGBGmr5u8sMKyFEhVGi00h69+7NP/7xj5I8pBCVjiknh0svvoRhxw5Ujo6EfDqXv+q68vpvA7macxU3BzemtZ1GdHg0JP1lDkAx5qvI4+oDXd6C5qNKZBaY0aRwKlHPwQtX2X8+jYMX0ohPz76pnVoFtfzdaRTiSeNQLfWDPagToEHr4vDANQghhC2VaBDKzc3F0dGxJA8pRKVizDRw6fnnydq3z3zJjM/mscT9OF9u/BKTYqKOVx1md5pNuL0GVv2feS0gxQRqB2g9Hjq8Ci6e9/3+eQUmDselsS/2KvsvpHH4Qhr63AKrNioV1PRzp3GIloYhWkvwcXUsv9PvhRDifpXob7b//Oc/NG3atCQPKUSlYdTpuPjsOLKPHkXt5obXZ7N5LXMxu87uAsxrA01u+QbOx5fDpinmlaEB6vWBh98H7xr3/J4mk8LJRD27Y1LYeTaFveeukp1vvfK7u5M9zcI8aVndm4fCvWhczRN3Jwk9Qoiq4Z5+202aNKnY7TqdjkOHDnH69Gm2b99eIoUJUZkY09O58PTT5P71N3ZaLaZP3uWpy9OJz4zH2c6Zd1q/w2PuNWHRY3Bpn3mngIbwyEcQ3v72B79BamYuv5+6wrbTV9h9NoVUg/WKy77ujkTV8KFVuDctw72oG+iBnVx8UwhRRd1TEDp8+HCx2z08PHj44Yf5+eefiYiIKJHChKgsrEKQjw/x/3iGN85PI7sgm2qaasxtP4M6R36EPaNBMYKju3kcUKtxdzUOSFEUziZnsunvZDb/ncTBuDSr9XpcHe2IivCmXS1f2tf2JTJAIzO3hBCi0D0Fod9//7206hCiUjLqdMSNecYcgry92fnmw8yJmw1Am6A2zIwYgPa/T0FarHmHen2h5wzQhtz2uIqicCgujTXHE9n0dxIXUrOsXq8f5EG3ev50qO1H02qeONqrS+XzCSFERScDAYQoJcaMDOKeGUvOn3+i9vJkyfN1+PnqTwA8FTmU/0tJwX7JIHNjjxDoPQfqRN/yeIqi8HeCnpVHL/Pb0ctWs7sc7dS0qelD9/oBdKvrT7Cnyy2PI4QQ4hoJQkKUAqNebw5Bx4+j0nowb7Qf24wHcFQ7MrX2EPrsWQS6OHPj5iOhxwfgrC32WOdTDKw8epmVRy9zNjnTst3N0Y4eDQKJbhBIh9q+uMkAZyGEuGfym1OIEmbMzOTiM2PJOXYMtBo+HO7EYadYvJ28+Jd7Q5qs+yeggGcY9PkX1Oxy0zFy8o2sOZ7AD/svsi/2qmW7o72aLpF+9G0SQrd6/rJwoRBCPCAJQkKUIGOmgYvPjCX76FFMGjemDDJySptGDbcQPk/JIPTkEnPDFqOgxz/Byd1q/5OJGSzdG8cvh+PR55jX91GroF0tX/o2CSa6YSAezrKIoRBClBQJQkKUEFN2NhfHjyP7yBEK3F1454lczvlClGson5w6jEd+tnll6L7zoG4vy35Gk8KWk8l8uyuW3TGplu2hXi4MblmNgS1DCdLKmB8hhCgNEoSEKAFKXh6XXn6Z7AMHyXd15J2BecQGqBig9ubtP3fjAOYLoz72BWgCADDkFvDD/ot8t/s8cVfNs77s1Cp61A9gWFQY7Wr6opb1fYQQolRJEBLiASlGI/FvvIFh+w4KHO14f4CR2CAVz2erGJ94BJXaAXr8A6LGgUqFLjuf73afZ8GuWNKz8gHQujgwpFU1nmoTTojM+BJCiDIjQUiIB6AoColTp6Ffuw6jnYqP+imcCbXj3as6BunSQRsGgxZCSAtSM3P5z85YFu25QGbh9b0ifN14pkME/ZqFyLW8hBDCBuQ3rxD3SVEUkmfOIn35ckwq+LSPir9q2DE7KZnuWdlQpyc8/iWZdh58s/E083ecw5Bnvs5XZICGF7rWolejILm8hRBC2JAEISHuU+q/v+bqggUA/PsRNSfq2vHvhEQeyi2A7lPJi3qR/+6/xL82H7Rc76thiAcvda1N93oBMv5HCCHKAQlCQtyHq0uXcmXuXAC+66bmUCMV8y9fpoHaDeXJhWzIqcc/5+ywDIKO8HXj1R6RPNooUK7zJYQQ5YgEISHukW7VapLe/wCA/7VV8UcLhW8vJ1FbW4NLPf/DO9uz2XrqIAB+Gide7labwQ9Vw8FOrvclhBDljQQhIe6B4Y+9XH7zTQDWtlCxta3CwsvJVAvvymfeb/Kvby+RZzThaKfm2Y41eL5LTRkELYQQ5Zj8hhbiLuWcPs3FCS9AQQF76qrY2Fnhu8QkVJFj6HYumvMnEgHoUNuXaX0bUMPP/Q5HFEIIYWsShIS4C/lJSVx4dixKpoG/Q2FFTxMLEq9wOHgiLxxqgaLkEqR1Zkqf+kQ3kHFAQghRUUgQEuIOjJmZxD4zBlNiMvHe8P1j8OXVdL50eJVFZxoDMOSharzdqx4auQ6YEEJUKBKEhLgNJS+P2Beew3gmhnQ3mD8AZmVmMTHzdfabIgnwcGLGgMZ0ifS3dalCCCHugwQhIW5BURQuvD2Z/L0HyHGAf/eHyXkFjM14mxglhH7NQpjapwFaV+kFEkKIikqCkBC3kDD3E7J/W4NRBf/pC88pJl7IeJtU+0Dm9G9Iv2ahti5RCCHEA5IgJEQxUn/6Cd2/5wOwuIeK/i4KL2W+g7tfNX59sgV1AjQ2rlAIIURJkCAkxA0yD+wnYcp72AG/toG2/mpe179F2yb1mN6/EW5O8mMjhBCVhfxGF+I6uRcvcnb8MzgZFfZGQmgde97PeIsJfVozqm24TIsXQohKRoKQEIWMmZkcHz0Yt8w8YgLBGKXmq6wpfDSiA93rB9i6PCGEEKVAgpAQgGI0cnjcMNwupXHVHS51hV9M0/hm3MM0CtXaujwhhBClRIKQEMDxKRNxO3iGPHs4EK2wz+0f/OfpRwn1crV1aUIIIUqRBCFR5cX892scftoEwObuCqcD3ueLsY+hdZH1gYQQorJT27oAIWwp+fAeMv85B4DtrSC2xpvMfLafhCAhhKgiJAiJKis7JYmY8c/gWAB/RUBM87FMH/ekXC9MCCGqEAlCokoy5eez+6leeOpMJHnCyS49ee+5l3CXNYKEEKJKkSAkqqQtL/cn+JyBHAc42qM+E1+eKSFICCGqIAlCosrZ88XbhGw5a37cxZPRk/8rq0ULIUQVJUFIVCnn9m7A+cufAdjbwp4B09bj4eJo46qEEELYigQhUWUY0lO58MpEnPMhJhRa/+NnArw8bF2WEEIIG5IgJKqMdc/0IDBFQecGrq+8Td2I2rYuSQghhI1VuCD0+eefEx4ejrOzM1FRUezbt++27ZcvX07dunVxdnamUaNGrFmzpowqFeXJ/94eSv0TWZhUcGlIR7o+8qStSxJCCFEOVKggtGzZMiZNmsSUKVM4dOgQTZo0ITo6muTk5GLb7969m6FDhzJmzBgOHz7M448/zuOPP86JEyfKuHJhS3tWfE2tX48AcLStFwNf+7dtCxJCCFFuqBRFUWxdxN2KiorioYce4rPPPgPAZDJRrVo1XnzxRd58882b2g8ePBiDwcCqVass21q3bk3Tpk356quv7uo9MzIy0Gq16HQ6PDxkPElFk5Jwnr/6P4JfGpwJV/PwL/twcXGzdVlCCCFK2d3+/a4wPUJ5eXkcPHiQ7t27W7ap1Wq6d+/Onj17it1nz549Vu0BoqOjb9leVD7bJvTDLw2uaiBy1tcSgoQQQlipMIunpKSkYDQaCQgIsNoeEBDAyZMni90nMTGx2PaJiYm3fJ/c3Fxyc3MtzzMyMh6gamFLP055kkZ/5mBSwdUxfWjXsJ2tSxJCCFHOVJgeobIyffp0tFqt5VatWjVblyTuw4Ftv1Dzl4MAHG/jRZ/xH9u4IiGEEOVRhQlCvr6+2NnZkZSUZLU9KSmJwMDAYvcJDAy8p/YAkydPRqfTWW4XL1588OJFmco16Emd+jaueRAXrOLxf621dUlCCCHKqQoThBwdHWnRogWbN2+2bDOZTGzevJk2bdoUu0+bNm2s2gNs3Ljxlu0BnJyc8PDwsLqJiuW3F3sRlqCQ5QQB707D2V1r65KEEEKUUxVmjBDApEmTGDlyJC1btqRVq1bMnTsXg8HA6NGjAXjqqacICQlh+vTpALz88st06tSJ2bNn06tXL3744QcOHDjA119/bcuPIUrRru9mUG/3FQBO9WnIsC5P2LgiIYQQ5VmFCkKDBw/mypUrvPfeeyQmJtK0aVPWrVtnGRAdFxeHWn2tk6tt27YsXbqUd955h7feeovatWuzYsUKGjZsaKuPIEqR4UoCfPYdauBoQweGTPvB1iUJIYQo5yrUOkK2IOsIVRy/DoqizrEMrmjBb+Ei6tV7yNYlCSGEsJFKt46QELez8+up1DmWgQm40L+thCAhhBB3RYKQqPD0l+Nw/GoZAEeaOzDs1W9sXJEQQoiKQoKQqNAURWHP80+gyYLLvtDgjW+ws5NvayGEEHdH/mKICu3ENx9S7WQGBWo4+2gLmjaJsnVJQgghKhAJQqLCyo6/SMFn3wPwR5QdA1+UU2JCCCHujQQhUSEpisKBl5/EOQ/OBYFT/2n4aFxsXZYQQogKRoKQqJDOLfsPvieSKVDDifZhDH20n61LEkIIUQFJEBIVTn5qKukfzQFgTyto8vg8HGSAtBBCiPsgfz1EhXP49WdxzTYR5wdXGjxCdPPati5JCCFEBSVBSFQoV9avRrPrL0wqONPeni6Pv4lKpbJ1WUIIISooCUKiwjBmZHDpvXcA2NZSIbnaS7St7W/jqoQQQlRkEoREhREzfRrOuhwue4GhTiCP9Rpg65KEEEJUcBXq6vOi6so6coSCFWtQAXu6GEnye4UW1b1tXZYQQogKTnqERLmnFBRw9u3XUCmwvaGKAseHeLJHW1uXJYQQohKQHiFR7l35fhEOMZfIdIbMFvnEeI4hqoaPrcsSQghRCUiPkCjX8pOSSfp0LgC/dYRUw8M8062RbYsSQghRaUgQEuXaxX9Owz47n9PBUCvExFHvAXSs7WvrsoQQQlQScmpMlFuZO3aSu2ELJhVs6WpEpevHqP51ZN0gIYQQJUZ6hES5ZMrN5dK0KQCsaamis50de1y70rdpsI0rE0IIUZlIj5Aol65+twjl0mWuusOFlnlcTBrEUw/XxMneztalCSGEqESkR0iUO/lJyVz58gsAlnRR85jeng3qdgxrFWbjyoQQQlQ2EoREuXNlzhzIzuF0MLhXz+a3rP482jgELzdHW5cmhBCikpEgJMqV7GPH0K1YAcDi7moeT3NglakNI1pXt21hQgghKiUJQqLcUBSFxH9+CMDWRiqaaQysyOlDvWBPmlbztG1xQgghKiUJQqLcyFi1ipyjR8lxgF86wMB0NSuM7XmydXWZMi+EEKJUSBAS5YLJYCB55iwAfm6rpreSyfKcnjg5ufCYTJkXQghRSmT6vCgXUv/zHwqSk0nyhC0tFZYnmXjY2JW+LYJwdZRvUyGEEKVDeoSEzeUnJ5P67UIAvu+iZkCWgVX53TDgwsAWobYtTgghRKUmQUjYXMoXX6BkZ3M6GI7WVhiRkcV/crtTw9eN5mFeti5PCCFEJSZBSNhU7rlY0pf/BMD3Xe0YmGngpEM7kvBmQItQGSQthBCiVEkQEjZ1Ze5cMBo5UEtFTCiM0un5SNcNlQr6Nw+xdXlCCCEqOQlCwmayjxxBv2EDJhX8t7OafvpMCtwac0KpQftavgRpXWxdohBCiEpOgpCwCUVRSJ41G4BtjVQk+MIYXQYLCqIB6NNEpswLIYQofRKEhE1kbttG1oEDFDio+bGDmj6ZBvydfFl4tQEOdiqi6wfaukQhhBBVgAQhUeYUo5Ersz8BYHULhasaFWPSM9jn3RcjdnSq44fW1cHGVQohhKgKJAiJMpexZi25Z86Q5+rAitZqumRlEWZUmJvaBoDejeW0mBBCiLIhQUiUKcVoJOWLLwD4tRUYXFSMyNCTEd6DfVedcbJX071+gI2rFEIIUVVIEBJlKmP1avJiY8l3d2ZVcxP18gpokZPLWudeAHSt64+7k1xSQwghRNmQICTKjFJQQMrn5t6gNa0dyHZSMSI9HZVXON9cNK8Z9EijIFuWKIQQooqRICTKjG7VKvIuXMDo4cr/Gmfhp9jR05BFap1BxKRk42Cnokukn63LFEIIUYVIEBJlQikoIOXLLwHY0t6DHCcVQ9JScVCpWaPuAkDrGj5onGW2mBBCiLIjQUiUCd3K38i/EIei1bCo3hWcUPOEPhNqdmPFOXObHjJIWgghRBmTICRKnZKfb+kN2ts1iFxHFX2y8/EymdDVG8KhuDQAmS0mhBCizEkQEqVOt3Il+RcvovL25Isa5u6fEalJ4OLNhoJmKAo0DtXKtcWEEEKUOQlColQpRiMpX38NwF/RdchxhHZ2WmrkF0Cjgaw/eRWAh+tJb5AQQoiyJ0FIlCr9xo3kX4hD7eHBF+ExAAxNigMgt/5Adp5NAeS0mBBCCNuQICRKjaIopH4zH4CU3q1IQkeggwft9TrwimB/Xg1y8k0EeDhRN1Bj42qFEEJURRKERKnJ2rOHnD//ROXszOJ6qQAMLHDADqDxYLaduQJAx9p+qFQq2xUqhBCiypIgJEpN6nxzbxB9urEr6zh2KjX9446btzUexPbT5tNinWQRRSGEEDYiQUiUiuwTf2LYvQfs7FgX5QhAV/cI/AoKIKQFCfbBnErSo1ZB+1q+Nq5WCCFEVSVBSJSKot4g90d78qN+KwAD09PNLzYcyI7C3qDGoZ54ujqWfYFCCCEEFSgIXb16leHDh+Ph4YGnpydjxowhMzPztvt07twZlUpldRs/fnwZVVx15Z0/j37DBgBO9qyHPk9PkIs/UXFHzA3qP2YZH9SpjpwWE0IIYTsVJggNHz6cP//8k40bN7Jq1Sq2b9/Os88+e8f9xo4dS0JCguX28ccfl0G1VVvqgm/BZMK9Uyd+NP4BwGOuYdihQLUojJpgdp4x9wh1lCAkhBDChuxtXcDd+Pvvv1m3bh379++nZcuWAMybN49HH32UWbNmERwcfMt9XV1dCQwMLKtSq7yCK1fQrVgBgOnJx9l77nUAHk++aG5Q/3FOxOvQZefj4WxPk1CtjSoVQgghKkiP0J49e/D09LSEIIDu3bujVqvZu3fvbfddsmQJvr6+NGzYkMmTJ5OVlXXb9rm5uWRkZFjdxN1LW/YjSl4eLk2asMb9HAoKUX7NCIk7YG5Q/zH2nDNPpY+q4YO9XYX4FhRCCFFJVYgeocTERPz9/a222dvb4+3tTWJi4i33GzZsGNWrVyc4OJhjx47xxhtvcOrUKX7++edb7jN9+nSmTZtWYrVXJUpeHmk//ACA51MjWBHzLwD62ftC4WkxtCH8cW4fAK1r+NiqVCGEEAKwcY/Qm2++edNg5htvJ0+evO/jP/vss0RHR9OoUSOGDx/OokWL+OWXX4iJibnlPpMnT0an01luFy9evO/3r2oy1q3DmJKCvb8/Z5v4cNlwGXcHd7rF/21uUP9xCowm9seary/Wuoa3DasVQgghbNwj9MorrzBq1KjbtqlRowaBgYEkJydbbS8oKODq1av3NP4nKioKgLNnz1KzZs1i2zg5OeHk5HTXxxRmiqJwddFiALyGDWVJ3DoAHg7piPNW80VXqdeb4/E6DHlGtC4O1Av0sFW5QgghBGDjIOTn54ef351nDbVp04b09HQOHjxIixYtANiyZQsmk8kSbu7GkSNHAAgKCrqvesWt5Rw9Ss6JE6gcHXEd8BgbNg4AoI+dJygmCGgEnmH8ccTcGxcV4Y1aLZfVEEIIYVsVYqRqvXr16NmzJ2PHjmXfvn3s2rWLCRMmMGTIEMuMsfj4eOrWrcu+febxJzExMXzwwQccPHiQ8+fPs3LlSp566ik6duxI48aNbflxKqWri78HwKNXL3YajqPP1xPoFkiLi4WX1Kj7KAB/FA6UlvFBQgghyoMKEYTAPPurbt26dOvWjUcffZT27dvz9ddfW17Pz8/n1KlTlllhjo6ObNq0iR49elC3bl1eeeUVBgwYwG+//Warj1Bp5Sclk7F+PQBeTw5n1blVAPSqHo363O/mRpGPkm80ceB80fggCUJCCCFsr0LMGgPw9vZm6dKlt3w9PDwcRVEsz6tVq8a2bdvKorQqL33ZD1BQgEuLFuTWDGHHoR0A9Lb3hfws8AiFoCYcv5iOIc+Ip6sDdQM1Nq5aCCGEqEA9QqJ8MuXlkfbDMgC8RzzJxriNFJgKiPSKpNbFg+ZGkY+ASsW+wtlircJlfJAQQojyQYKQeCAZa9ZgvHoV+8BANN27sz7WfIrskfCecMo8c4y6vQA4dCENgJbhXjapVQghhLiRBCHxQNKW/hcAr6FDSc1PZ3/SfgCi3cLAkAyO7lC9HYqicCjOHIRaVJcgJIQQonyQICTuW87Jk+QcOwYODngOHMDGCxsxKSYa+TYi9NIRc6MancHekYtXs0nJzMPBTkWDYLm+mBBCiPJBgpC4b+nLfwJA07Ur9j4+rIs1nwqLDo+GMxvNjWo/DMDBOPP4oIYhWpwd7Mq+WCGEEKIYEoTEfTHl5KArXIrA84knSDIkcTj5MADRAVEQX3iR1VqFQahwfFCLMDktJoQQovyQICTui379ekwZGTgEB+PWtg0bL2xEQaG5f3MCE06YV5P2rw/aEAAOXUgHoLmMDxJCCFGOSBAS96XotJh24ABUajUbL5hPhT1c/WE4u8ncqFZ3ADJzCziZmAHIQGkhhBDliwQhcc9yz8WSdeAAqNV49u9PSnaK5bRY92pdrxsf1AOAYxfTMSkQ4ulCgIezrcoWQgghbiJBSNyz9J/MvUHuHTviEBjI1otbUVBo4NOAQH0SZKWAowaqmS+IWzQ+SE6LCSGEKG8kCIl7ouTloVuxAgDPJwYCsCnOfCqse/XucG6ruWFEB7B3BODIxXQAmod5lmGlQgghxJ1JEBL3RL/ld/NK0n5+uHfqhD5Pz96EvQB0DesK5wqv7xbRCQBFUTgWrwOgcainLUoWQgghbkmCkLgn6cuXA6Dt3x+VvT3bL22nwFRADW0NargGQ9wf5oY1OgOQlJHLFX0udmoV9YM8bFS1EEIIUTwJQuKu5V2Kx7B7NwCeA/oDsDluMwDdwrrBpX1QkA3ugeAXCcDxwt6g2v7uuDjKQopCCCHKFwlC4q5lrPoNFAXXqCgcw8LIM+axK34XcONpsY6gMl9d/vildAAahchlNYQQQpQ/EoTEXVEUBd1K80rS2r59ATiQdICsgix8XXyp71P/2kDpwtNicK1HqFGoBCEhhBDljwQhcVdy/vqLvHPnUDk5oelhvmzG9kvbAegY2hF1rh4uHzI3rnFtoHRREGooPUJCCCHKIQlC4q5k/LYKAPcuXbDTaFAUha0XtwLQKbQTnN9lvqyGd03QhgKQmJFDSmaeDJQWQghRbkkQEnekGI1krF4NgLZPbwDO6c4RnxmPo9qR1kGt4fwOc+OIjpb9jl26NlBarjgvhBCiPJIgJO4oa98+Cq5cQa3V4t6hAwDbLpkHRrcKaoWrgytcMA+aJry9Zb8TlvWD5LSYEEKI8kmCkLijokHSHj17onI0rxa97aI5CHUK7QQ5Okg8bm5cva1lP8tAaRkfJIQQopySICRuy5STg37DBuDaaTFdro4jV44AhUHo4j7z+CCvCPAIBswDpU/IQGkhhBDlnAQhcVuZW7diMhiwDw7CpXlzAP5I+AOTYqKmtiZB7kHXTotVb2fZ70pmLimZeahVUDdQBkoLIYQonyQIidvSFc4W0/bug0pt/nbZfdm8unTbkMLTYBfMz68/LXYyQQ9AuK+brCgthBCi3JIgJG7JmJ5O5nbzWkFFp8UURWFn/E4A2gW3g/xsiC9cP+i6IHQq0RyE6gZqyrBiIYQQ4t5IEBK3lLFuPeTn41S3Lk61awMQkx5DclYyTnZOtAhoAZcOgCkfNEHgFW7Z9+/EDEBOiwkhhCjfJAiJW8pYVXharE8fy7Zdl83jgVoEtMDZ3tn6tFjh9cXg2qkx6RESQghRnkkQEsXKT04m6+BBADwefcSy3TI+KLhofFDhQOmwNpY2BUYTZ5MzAekREkIIUb5JEBLF0m/aBIqCS5MmOAQFAZBdkM2BxAMAtA9pDyYjxJvD0vVBKDbFQJ7RhJujHaFeLmVeuxBCCHG3JAiJYunXm9cO0kRHW7YdSjpEnimPANcAamhrwJWTkJcJju7gX8/S7u/CgdKRgRrUahVCCCFEeSVBSNykIDWVrP37AdD06GHZvjdxLwCtg1qjUqnMCykChDQH9bUp8qcKB0pHymkxIYQQ5ZwEIXET/cZNYDLh3LAhjqEhlu37EszBJyooyrzhkjksEdrKav+igdL1gmSgtBBCiPJNgpC4iX7DegA8el47LabL1fH31b8BaBVYGHwsQeghq/1PWtYQkh4hIYQQ5ZsEIWGlIC0Nw15zz8/1p8UOJh3EpJgI9wgnwC0Asq5Cymnzi9cFoYycfOLTswGIDJAeISGEEOWbBCFhJXPrNjAacYqM5P/bu/fgKKv7j+PvJSQhdwRyLQkkIFHUJIRLyEWSIEqpw8B0xlrHjkCZXix2ihQrVAHxFlvGGWilQGfagn84KaUD7dQCY3ETiEBIwP3JTUQuBiU3YAlJ2M1ld39/bPLAEkWBZNfsfl4zmd397tlnv88zQL6cc55zQlJSjHhlrXt+kDEs1r2a9JA0iBhqtPukqzcoMWYQMeHB3klaRETkNqkQEg8t7+8CIOqhhzziB+rcvUTXhsW6JkrfMD/oVKN7/aDRcZF9mKWIiEjvUCEkBqfNRsse9z5iUdOuFUIXbBf49PKnAExM6BoG654flOw5P6h7IcVRsSqERETk20+FkBha9+3DZbczMCmR0HuvrQtUVecuetLvSueuQXeB0wmfdy2keMNE6VONrYB6hEREpH9QISSG5l1dw2JTH3KvE9TFGBZL7BoGu3QK2ppg4CCIu8/jGN1DY+oREhGR/kCFkADgcjhoed8MeA6LgXtFaXBvtArAeYv7MeEBCBpotLN3ODh36SoAo+Ii+jZhERGRXqBCSACwffghDquVAdHRhI8fb8Stdiunm04DkB2X7Q6e/9D9mDTO4xhnL7bidEH0oIHERoZ6JW8REZE7oUJIAGgpLwcgcsoUTMHXbns/1ODuDRoVM8o9Pwig1uJ+vKEQMiZKx0V6DK2JiIh8W6kQEqBr/SAgsqjII36w3j0pOju+qzfI6YTa/3M/T8zyaHuqoWuitOYHiYhIP6FCSOg4f562kydhwAAiC/I93uueH2QUQhc/de84HxwOw8Z4tDUmSuuOMRER6SdUCIkxLBaWlUXQ4MFG/GrHVT6+9DEAE+InuIPd84NumCgNWkNIRET6HxVCcm1YrLDQI25ptOBwOUiKSCIhIsEd/Ir5QU6ni9MXtKq0iIj0LyqEApzTbqe10r2PWGSRZyHUY1gMrvUI3TA/6IvLNuwdToKDTCTfFdZn+YqIiPQmFUIB7uqBA+7VpBMSCB3jOeen+46xaxOlHVD7kfv5DT1C3fODRg6NYGCQ/liJiEj/oN9YAa6lfDfgHha7/pb3TmcnRy4cAWBcbFfRc+EkdLRCcAQMu9vjONpaQ0RE+iMVQgGutcK9yWrkgwUe8ZPWk9g6bUQFR5E2OM0drOvqDUq4HwYEebQ/e8FdCI0cphWlRUSk/+g3hdBrr71GXl4e4eHhDL7uzqabcblcLF++nMTERMLCwpg2bRonT57s20T7kfbPP6f9s88gKIjwyZM93vu/RvdaQQ/EPsAAU9cfk7rD7seEB3oc67OurTVGDg3vu4RFRER6Wb8phNrb23nsscd4+umnv/Fnfv/73/OHP/yB9evXU1lZSUREBNOnT8dut/dhpv1H6wd7ga7b5iM9h7Q+anT3/mTEZlwL1h91P8Z7brQK8NlFd4/QiKHqERIRkf5j4Nc3+XZYuXIlABs3bvxG7V0uF6tXr+bFF19k1qxZALz99tvEx8ezbds2fvjDH/ZVqv1G6wcfABCRn9fjve4eoczYzGvBevecIeI9e4Q6HE6+sNoAGKEeIRER6Uf6TY/QrTpz5gx1dXVMmzbNiMXExJCTk8O+fft8mNm3g6uzk9b9+wGIzPdcTdpqt1LTXAPAA8O6ip6WRmipB0wQP9aj/fnLNjqdLkIHDiA+alCf5y4iItJb+k2P0K2qq6sDID4+3iMeHx9vvPdl2traaGtrM143NTUBcOXKlT7I0ndsH33Ela7d5ttTUui47vz2f7Efh83BiOgRmNpMXGm7Aqcroc0Fd40EuwPs19of++wCzrarJEVH0NLS7IOzERER8dT9e9vlct20nU8LoSVLlvC73/3upm2OHz/OPffc46WMoKSkxBiGu15ycrLXcvC6IUO+NHyc48QQc0P0I3j+xpjbOSDmhd5NTURE5E40NzcTE/Plv7fAx4XQr3/9a+bOnXvTNmlpabd17IQE95YQ9fX1JCYmGvH6+nqysrK+8nNLly5l0aJFxmun08mlS5cYOnSoxzo7d+rKlSskJydz7tw5oqOje+244knX2Tt0nb1H19o7dJ29oy+vs8vlorm5maSkpJu282khFBsbS2xsbJ8cOzU1lYSEBHbt2mUUPleuXKGysvKmd56FhoYSGhrqEfumt+vfjujoaP0l8wJdZ+/QdfYeXWvv0HX2jr66zjfrCerWbyZL19TUYLFYqKmpweFwYLFYsFgstLS0GG3uuecetm7dCoDJZGLhwoW8+uqr/Pvf/+bw4cM89dRTJCUlMXv2bB+dhYiIiHyb9JvJ0suXL2fTpk3G63Hj3Ns+mM1mioqKADhx4oQxuRngN7/5Da2trfz0pz/l8uXLFBQUsGPHDgYN0p1NIiIi0o8KoY0bN37tGkI3zgw3mUy8/PLLvPzyy32Y2e0JDQ1lxYoVPYbhpHfpOnuHrrP36Fp7h66zd3wbrrPJ9XX3lYmIiIj4qX4zR0hERESkt6kQEhERkYClQkhEREQClgohERERCVgqhHxg7dq1jBw5kkGDBpGTk8OBAwd8nZLf2b17NzNnziQpKQmTycS2bdt8nZJfKikpYeLEiURFRREXF8fs2bM5ceKEr9PyO+vWrSMjI8NYdC43N5ft27f7Oi2/98Ybbxhr0knveumllzCZTB4/3txO63oqhLzs73//O4sWLWLFihUcOnSIzMxMpk+fTkNDg69T8yutra1kZmaydu1aX6fi18rLy1mwYAH79+/nvffeo6Ojg0ceeYTW1lZfp+ZXhg8fzhtvvMHBgweprq5m6tSpzJo1i6NHj/o6Nb9VVVXFhg0byMjI8HUqfuu+++6jtrbW+KmoqPBJHrp93stycnKYOHEib731FuDeyyw5OZlf/vKXLFmyxMfZ+SeTycTWrVu1orgXNDY2EhcXR3l5OVOmTPF1On5tyJAhrFq1ivnz5/s6Fb/T0tJCdnY2f/rTn3j11VfJyspi9erVvk7Lr7z00kts27YNi8Xi61TUI+RN7e3tHDx4kGnTphmxAQMGMG3aNPbt2+fDzER6R/fK7kOGDPFxJv7L4XBQWlpKa2srubm5vk7HLy1YsIBHH33U499q6X0nT54kKSmJtLQ0nnzySWpqanySR79ZWdofXLhwAYfDQXx8vEc8Pj6ejz/+2EdZifQOp9PJwoULyc/P5/777/d1On7n8OHD5ObmYrfbiYyMZOvWrYwdO9bXafmd0tJSDh06RFVVla9T8Ws5OTls3LiR9PR0amtrWblyJQ8++CBHjhwhKirKq7moEBKRXrFgwQKOHDnis3F+f5eeno7FYqGpqYktW7YwZ84cysvLVQz1onPnzvGrX/2K9957T3tS9rEZM2YYzzMyMsjJyWHEiBFs3rzZ68O9KoS8aNiwYQQFBVFfX+8Rr6+vJyEhwUdZidy5Z555hv/85z/s3r2b4cOH+zodvxQSEsLo0aMBGD9+PFVVVaxZs4YNGzb4ODP/cfDgQRoaGsjOzjZiDoeD3bt389Zbb9HW1kZQUJAPM/RfgwcPZsyYMXz66ade/27NEfKikJAQxo8fz65du4yY0+lk165dGuuXfsnlcvHMM8+wdetW3n//fVJTU32dUsBwOp20tbX5Og2/8tBDD3H48GEsFovxM2HCBJ588kksFouKoD7U0tLCqVOnSExM9Pp3q0fIyxYtWsScOXOYMGECkyZNYvXq1bS2tjJv3jxfp+ZXWlpaPP5ncebMGSwWC0OGDCElJcWHmfmXBQsW8M477/Cvf/2LqKgo6urqAIiJiSEsLMzH2fmPpUuXMmPGDFJSUmhubuadd96hrKyMnTt3+jo1vxIVFdVjfltERARDhw7VvLdetnjxYmbOnMmIESM4f/48K1asICgoiCeeeMLruagQ8rLHH3+cxsZGli9fTl1dHVlZWezYsaPHBGq5M9XV1RQXFxuvFy1aBMCcOXPYuHGjj7LyP+vWrQOgqKjII/63v/2NuXPnej8hP9XQ0MBTTz1FbW0tMTExZGRksHPnTh5++GFfpyZyWz7//HOeeOIJLl68SGxsLAUFBezfv5/Y2Fiv56J1hERERCRgaY6QiIiIBCwVQiIiIhKwVAiJiIhIwFIhJCIiIgFLhZCIiIgELBVCIiIiErBUCImIiEjAUiEkIiIiAUuFkIj4tblz5zJ79uybtikrK8NkMnH58uVbPv5f/vIXHnnkkdtL7jqTJ0/mn//85x0fR0RujQohEelz69evJyoqis7OTiPW0tJCcHBwj+05uouSU6dO9UkuRUVFLFy4sFeOZbfbWbZsGStWrABgx44dmEwmY8+1bomJiYwcOdIjdvbsWUwmk7EJ84svvsiSJUtwOp29kpuIfDMqhESkzxUXF9PS0kJ1dbUR27NnDwkJCVRWVmK324242WwmJSWFUaNG+SLVW7Jlyxaio6PJz88HoKCggIEDB1JWVma0OX78ODabDavVytmzZ4242WwmNDTU+OyMGTNobm5m+/bt3jwFkYCnQkhE+lx6ejqJiYkeBUJZWRmzZs0iNTWV/fv3e8S7N8x1Op2UlJSQmppKWFgYmZmZbNmyxWjrcDiYP3++8X56ejpr1qz5yjzmzp1LeXk5a9aswWQyYTKZPIqTgwcPMmHCBMLDw8nLy+PEiRM3Pa/S0lJmzpxpvI6MjGTixIk9zrOgoID8/Pwe8cmTJzNo0CAAgoKC+N73vkdpaelNv1NEepcKIRHxiuLiYsxms/HabDZTVFREYWGhEbfZbFRWVhqFUElJCW+//Tbr16/n6NGjPPvss/zoRz+ivLwccBdKw4cP5x//+AfHjh1j+fLl/Pa3v2Xz5s1fmsOaNWvIzc3lJz/5CbW1tdTW1pKcnGy8/8ILL/Dmm29SXV3NwIED+fGPf3zTc6qoqGDChAm3fJ7gWfB1mzRpEnv27Lnpd4pI7xro6wREJDAUFxezcOFCOjs7sdlsfPjhhxQWFtLR0cH69esB2LdvH21tbRQXF9PW1sbrr7/O//73P3JzcwFIS0ujoqKCDRs2UFhYSHBwMCtXrjS+IzU1lX379rF582Z+8IMf9MghJiaGkJAQwsPDSUhI6PH+a6+9RmFhIQBLlizh0UcfxW63G70217t8+TJNTU0kJSX1OM/XX3+d2tpaEhMTKS8v57nnnqOzs5N169YBcPr0aWpqanoUQklJSZw7dw6n08mAAfp/qog3qBASEa8oKiqitbWVqqoqrFYrY8aMITY2lsLCQubNm4fdbqesrIy0tDRSUlI4evQoV69e5eGHH/Y4Tnt7O+PGjTNer127lr/+9a/U1NRgs9lob28nKyvrtnLMyMgwnicmJgLQ0NBASkpKj7Y2mw2gR5GUl5dHSEgIZWVlZGZmYrPZyM7Oxul00tjYyJkzZygrKyMsLIzJkyd7fDYsLAyn00lbWxthYWG3dQ4icmtUCImIV4wePZrhw4djNpuxWq1Gz0tSUhLJycns3bsXs9nM1KlTAfddZQDvvvsu3/nOdzyOFRoaCrjn6CxevJg333yT3NxcoqKiWLVqFZWVlbeVY3BwsPHcZDIBfOVdXEOHDsVkMmG1Wj3i4eHhTJo0CbPZzKVLlygoKCAoKIigoCDy8vIwm82YzWby8/MJCQnx+OylS5eIiIhQESTiRSqERMRriouLKSsrw2q18txzzxnxKVOmsH37dg4cOMDTTz8NwNixYwkNDaWmpsYomm70wQcfkJeXxy9+8Qsj9nW33YeEhOBwOO74XEJCQhg7dizHjh3rsY5QcXExpaWlWK1Wj+UBpkyZQllZGeXl5fz85z/vccwjR4549HaJSN/TILSIeE1xcTEVFRVYLBaP4qawsJANGzbQ3t5uzJuJiopi8eLFPPvss2zatIlTp05x6NAh/vjHP7Jp0yYA7r77bqqrq9m5cyeffPIJy5Yto6qq6qY5jBw5ksrKSs6ePcuFCxfuaN2e6dOnU1FR8aXnefLkSXbu3NnjPLdt28a5c+d6zA8C95ICvbE4o4h8cyqERMRriouLsdlsjB49mvj4eCNeWFhIc3OzcZt9t1deeYVly5ZRUlLCvffey3e/+13effddUlNTAfjZz37G97//fR5//HFycnK4ePGiR+/Ql1m8eDFBQUGMHTuW2NhYampqbvt85s+fz3//+1+ampo84rm5uYSGhuJyuRg/frwRz8nJoaOjw7jN/npffPEFe/fuZd68ebedj4jcOpPL5XL5OgkRkf7qscceIzs7m6VLl97RcZ5//nmsVit//vOfeykzEfkm1CMkInIHVq1aRWRk5B0fJy4ujldeeaUXMhKRW6EeIREREQlY6hESERGRgKVCSERERAKWCiEREREJWCqEREREJGCpEBIREZGApUJIREREApYKIREREQlYKoREREQkYKkQEhERkYD1//aQ9SNeRUn9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "##############################################################################\n",
    "# 1) HELPER FUNCTIONS\n",
    "##############################################################################\n",
    "\n",
    "def softmax(utilities):\n",
    "    shifted = utilities - np.max(utilities)\n",
    "    exp_utils = np.exp(shifted)\n",
    "    return exp_utils / np.sum(exp_utils)\n",
    "\n",
    "def crra_utility(wealth, gamma):\n",
    "    if np.isclose(gamma, 1.0):\n",
    "        return np.log(wealth)\n",
    "    else:\n",
    "        return (wealth**(1 - gamma) - 1) / (1 - gamma)\n",
    "\n",
    "##############################################################################\n",
    "# 2) TRADER CLASS\n",
    "##############################################################################\n",
    "\n",
    "class Trader:\n",
    "    def __init__(self, \n",
    "                 name,\n",
    "                 risk_aversion,\n",
    "                 info_level,\n",
    "                 max_risk=1.0,\n",
    "                 base_trans_cost=0.01):\n",
    "        self.name = name\n",
    "        self.gamma = risk_aversion\n",
    "        self.info_level = info_level\n",
    "        self.max_risk = max_risk\n",
    "        self.base_trans_cost = base_trans_cost\n",
    "        \n",
    "        self.wealth_history = []\n",
    "        self.allocation_history = []  \n",
    "        self.order_size_history = [] \n",
    "    \n",
    "    def choose_order_size(self, surprise, liquidity):\n",
    "        coeffs = {\n",
    "            'small':  {'c0': 0.0,  'cRA':  0.4, 'cSur': -0.1, 'cLiq': 0.1},\n",
    "            'medium': {'c0': 0.15, 'cRA':  0.0, 'cSur': -0.2, 'cLiq': 0.5},\n",
    "            'large':  {'c0': 0.4,  'cRA': -0.4, 'cSur': -0.3, 'cLiq': 0.9}\n",
    "        }\n",
    "        \n",
    "        sizes = ['small','medium','large']\n",
    "        utils = []\n",
    "        for sz in sizes:\n",
    "            c0   = coeffs[sz]['c0']\n",
    "            cRA  = coeffs[sz]['cRA']\n",
    "            cSur = coeffs[sz]['cSur']\n",
    "            cLiq = coeffs[sz]['cLiq']\n",
    "            U = (c0\n",
    "                 + cRA  * self.gamma\n",
    "                 + cSur * abs(surprise)\n",
    "                 + cLiq * liquidity)\n",
    "            utils.append(U)\n",
    "        \n",
    "        utils = np.array(utils)\n",
    "        probs = softmax(utils)\n",
    "        chosen_idx = np.random.choice(len(sizes), p=probs)\n",
    "        chosen_size = sizes[chosen_idx]\n",
    "        return chosen_size, probs, utils\n",
    "    \n",
    "    def feasible_allocations(self, step=0.25):\n",
    "        allocs = []\n",
    "        grid = np.arange(0, 1+1e-9, step)\n",
    "        for x in grid:\n",
    "            if x <= self.max_risk + 1e-9:\n",
    "                allocs.append(x)\n",
    "        return allocs\n",
    "    \n",
    "    def choose_allocation(self, \n",
    "                          current_wealth,\n",
    "                          mu_risk,\n",
    "                          std_risk,\n",
    "                          rf_rate,\n",
    "                          prev_alloc=0.0,\n",
    "                          step=0.25,\n",
    "                          num_sims=200,\n",
    "                          order_size='small'):\n",
    "        x_target = compute_target_allocation(mu_risk, std_risk, rf_rate, self.gamma, self.max_risk)\n",
    "        eta = order_size in ('small','medium','large') and {'small':0.25, 'medium':0.5, 'large':1.0}[order_size]\n",
    "        # quadratic+proportional trading cost creates sluggishness\n",
    "        adj = eta * (x_target - prev_alloc)\n",
    "        x_new = prev_alloc + adj\n",
    "        return float(np.clip(x_new, 0.0, self.max_risk)), None, None, None\n",
    "        return chosen_alloc, probs, allocations, utilities\n",
    "    \n",
    "    def update_wealth(self, current_wealth, x_risk, realized_return_risk, rf_rate):\n",
    "        W_next = current_wealth * (\n",
    "            (1 - x_risk)*(1 + rf_rate) +\n",
    "            x_risk*(1 + realized_return_risk)\n",
    "        )\n",
    "        return W_next\n",
    "# With CRRA utility and i.i.d. lognormal risky returns, the myopic optimal risky fraction is\n",
    "#This is the continuous-time Merton rule’s discrete analogue.\n",
    "def compute_target_allocation(mu_risk, std_risk, rf_rate, gamma, max_risk):\n",
    "    # Merton myopic share\n",
    "    x_star = (mu_risk - rf_rate) / (gamma * (std_risk**2 + 1e-12))\n",
    "    # cap to feasible set\n",
    "    return float(np.clip(x_star, 0.0, max_risk))\n",
    "\n",
    "##############################################################################\n",
    "# 3) SIMULATION FUNCTION\n",
    "##############################################################################\n",
    "def simulate_extended_dgp(N=5, T=4, seed=42):\n",
    "    seed = np.random.randint(1, 10)\n",
    "    np.random.seed(seed)\n",
    "    \n",
    "    temp_shocks = 0.1 * np.random.randn(T)  \n",
    "    perm_shocks = np.cumsum(0.05 * np.random.randn(T)) \n",
    "    \n",
    "    cpi_surprises = temp_shocks + perm_shocks  \n",
    "    liquidity_arr = 0.5 + 0.1 * np.random.randn(T)  \n",
    "    rf_rate = 0.04\n",
    "    \n",
    "    R_risk_true = 0.10 + 0.25 * np.random.randn(T)\n",
    "    \n",
    "    trader_types = {\n",
    "        \"Retail\": {\n",
    "            \"risk_aversion\": 3.0,\n",
    "            \"info_level\": 0,\n",
    "            \"max_risk\": 0.25,\n",
    "            \"base_trans_cost\": 0.1\n",
    "        },\n",
    "        \"Pension\": {\n",
    "            \"risk_aversion\": 2.0,\n",
    "            \"info_level\": 0.7,\n",
    "            \"max_risk\": 0.4,\n",
    "            \"base_trans_cost\": 0.005\n",
    "        },\n",
    "        \"Institutional\": {\n",
    "            \"risk_aversion\": 1.5,\n",
    "            \"info_level\": 0.8,\n",
    "            \"max_risk\": 0.8,\n",
    "            \"base_trans_cost\": 0.005\n",
    "        },\n",
    "        \"HedgeFund\": {\n",
    "            \"risk_aversion\": 1.0,\n",
    "            \"info_level\": 1.0,\n",
    "            \"max_risk\": 1.0,\n",
    "            \"base_trans_cost\": 0.002\n",
    "        }\n",
    "    }\n",
    "    \n",
    "    all_traders = []\n",
    "    trader_id_counter = 0\n",
    "    for tname, params in trader_types.items():\n",
    "        for i in range(N):\n",
    "            trader_id_counter += 1\n",
    "            tr = Trader(\n",
    "                name=tname,\n",
    "                risk_aversion=params[\"risk_aversion\"],\n",
    "                info_level=params[\"info_level\"],\n",
    "                max_risk=params[\"max_risk\"],\n",
    "                base_trans_cost=params[\"base_trans_cost\"]\n",
    "            )\n",
    "            all_traders.append((trader_id_counter, tr))\n",
    "    \n",
    "    records = []\n",
    "    for (trader_id, trader) in all_traders:\n",
    "        W = 1.0\n",
    "        x_risk = 0.0\n",
    "        trader.wealth_history = [W]\n",
    "        trader.allocation_history = [x_risk]\n",
    "        \n",
    "        for t in range(T):\n",
    "            surprise_t = cpi_surprises[t]\n",
    "            temp_shock_t = temp_shocks[t]\n",
    "            perm_shock_t = perm_shocks[t]\n",
    "            liq_t = liquidity_arr[t]\n",
    "            \n",
    "            order_size, _, _ = trader.choose_order_size(\n",
    "                surprise=surprise_t, \n",
    "                liquidity=liq_t\n",
    "            )\n",
    "            \n",
    "            noise_scale = 0.2 * (1 - trader.info_level)\n",
    "            if trader.name == \"Retail\":\n",
    "                perceived_mu = R_risk_true[t] - 0.02 + np.random.randn() * noise_scale\n",
    "            else:\n",
    "                perceived_mu = R_risk_true[t] + np.random.randn() * noise_scale\n",
    "            perceived_std = 0.2 + 0.5 * (1 - trader.info_level)\n",
    "\n",
    "            if trader.name == \"HedgeFund\":\n",
    "                if surprise_t > 0.3:  \n",
    "                    perceived_mu = R_risk_true[t] - 0.03 + np.random.randn() * noise_scale\n",
    "                elif surprise_t < -0.3:  \n",
    "                    perceived_mu = R_risk_true[t] + 0.02 + np.random.randn() * noise_scale\n",
    "                else:  \n",
    "                    perceived_mu = R_risk_true[t] + np.random.randn() * noise_scale\n",
    "\n",
    "            chosen_alloc, probs, allocs, utils = trader.choose_allocation(\n",
    "                current_wealth=W,\n",
    "                mu_risk=perceived_mu,\n",
    "                std_risk=perceived_std,\n",
    "                rf_rate=rf_rate,\n",
    "                prev_alloc=x_risk,\n",
    "                step=0.05,\n",
    "                num_sims=200,\n",
    "                order_size=order_size\n",
    "            )\n",
    "            \n",
    "            W_next = trader.update_wealth(W, chosen_alloc, R_risk_true[t], rf_rate)\n",
    "            \n",
    "            record = {\n",
    "                'trader_type': trader.name,\n",
    "                'trader_id': trader_id,\n",
    "                'period': t,\n",
    "                'order_size': order_size,\n",
    "                'wealth_start': W,\n",
    "                'alloc_risk': chosen_alloc,\n",
    "                'alloc_rfree': 1 - chosen_alloc,\n",
    "                'R_risk_true': R_risk_true[t],\n",
    "                'W_next': W_next,\n",
    "                'cpi_surprise': surprise_t,\n",
    "                'temp_shock': temp_shock_t,  \n",
    "                'perm_shock': perm_shock_t, \n",
    "                'liquidity': liq_t\n",
    "            }\n",
    "            records.append(record)\n",
    "            \n",
    "            W = W_next\n",
    "            x_risk = chosen_alloc\n",
    "            trader.wealth_history.append(W)\n",
    "            trader.allocation_history.append(x_risk)\n",
    "    \n",
    "    df = pd.DataFrame(records)\n",
    "    df['realized_return'] = df['W_next'] / df['wealth_start'] - 1.0\n",
    "    \n",
    "    return df\n",
    "\n",
    "\n",
    "##############################################################################\n",
    "# 4) DEMO + SIMPLE VISUALIZATIONS\n",
    "##############################################################################\n",
    "\n",
    "def plot_order_size_counts(df):\n",
    "    group = df.groupby(['trader_type','order_size']).size().reset_index(name='count')\n",
    "    pivoted = group.pivot(index='trader_type', columns='order_size', values='count').fillna(0)\n",
    "    pivoted.plot(kind='bar', stacked=True)\n",
    "    plt.ylabel(\"Count of Chosen Order Sizes\")\n",
    "    plt.title(\"Order Size Distribution by Trader Type\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_allocations(df):\n",
    "    group = df.groupby(['trader_type','period'], as_index=False)['alloc_risk'].mean()\n",
    "    pivoted = group.pivot(index='period', columns='trader_type', values='alloc_risk')\n",
    "    pivoted.plot(marker='o')\n",
    "    plt.title(\"Average Risky Allocation by Period and Trader Type\")\n",
    "    plt.xlabel(\"Period\")\n",
    "    plt.ylabel(\"Risky Fraction (x_risk)\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_cumulative_wealth(df):\n",
    "    group = df.groupby(['trader_type','period'], as_index=False)['W_next'].mean()\n",
    "    pivoted = group.pivot(index='period', columns='trader_type', values='W_next')\n",
    "    pivoted.plot(marker='o')\n",
    "    plt.title(\"Average Final Wealth Over Time by Trader Type\")\n",
    "    plt.xlabel(\"Period\")\n",
    "    plt.ylabel(\"W_next\")\n",
    "    plt.legend(title=\"Trader Type\")\n",
    "    plt.show()\n",
    "\n",
    "##############################################################################\n",
    "# 5) ADDITIONAL VISUALIZATIONS\n",
    "##############################################################################\n",
    "\n",
    "def plot_final_wealth_distribution(df):\n",
    "    \"\"\"\n",
    "    Distribution (hist and boxplot) of final wealth at the last period.\n",
    "    \"\"\"\n",
    "    T_last = df['period'].max()\n",
    "    dsub = df[df['period'] == T_last]\n",
    "    \n",
    "    # 1) Boxplot\n",
    "    plt.figure(figsize=(12,4))\n",
    "    plt.subplot(1,2,1)\n",
    "    dsub.boxplot(column='W_next', by='trader_type')\n",
    "    plt.title(\"Boxplot: Final Wealth by Trader Type\")\n",
    "    plt.suptitle(\"\")\n",
    "    plt.ylabel(\"Final Wealth\")\n",
    "    \n",
    "    # 2) Histogram\n",
    "    plt.figure(figsize=(12,4))\n",
    "    plt.subplot(1,2,2)\n",
    "    for ttype in dsub['trader_type'].unique():\n",
    "        plt.hist(dsub[dsub['trader_type'] == ttype]['W_next'], \n",
    "                 alpha=0.4, label=ttype, bins=15)\n",
    "    plt.title(\"Histogram: Final Wealth Distribution\")\n",
    "    plt.xlabel(\"Final Wealth\")\n",
    "    plt.ylabel(\"Count\")\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def categorize_shock(temp_shock, perm_shock):\n",
    "    \"\"\"\n",
    "    Categorize shocks based on both temporary and permanent components.\n",
    "    \"\"\"\n",
    "    if temp_shock > 0.1 and perm_shock > 0.1: \n",
    "        return 'Pos'\n",
    "    elif temp_shock < -0.1 and perm_shock < -0.1: \n",
    "        return 'Neg'\n",
    "    elif abs(temp_shock) > 0.15 and abs(perm_shock) <= 0.1:  \n",
    "        return 'Temp'\n",
    "    elif abs(perm_shock) > 0.25 and abs(temp_shock) <= 0.1: \n",
    "        return 'Perm'\n",
    "    else:\n",
    "        return 'Neu'  \n",
    "\n",
    "def plot_sensitivity_to_shocks(df):\n",
    "    \"\"\"\n",
    "    Show average final wealth grouped by different shock categories.\n",
    "    \"\"\"\n",
    "    df['shock_category'] = df.apply(lambda row: categorize_shock(row['temp_shock'], row['perm_shock']), axis=1)\n",
    "    \n",
    "    T_last = df['period'].max()\n",
    "    dsub = df[df['period'] == T_last]\n",
    "    group = dsub.groupby(['trader_type', 'shock_category'])['W_next'].mean().reset_index()\n",
    "    \n",
    "    pivoted = group.pivot(index='trader_type', columns='shock_category', values='W_next')\n",
    "    pivoted.plot(kind='bar', stacked=False)\n",
    "    \n",
    "    plt.title(\"Avg Final Wealth by Trader & Shock Category (Last Period)\")\n",
    "    plt.ylabel(\"Final Wealth (W_next)\")\n",
    "    plt.xlabel(\"Trader Type\")\n",
    "    plt.legend(title=\"Shock Category\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def plot_order_size_vs_final_wealth(df):\n",
    "    \"\"\"\n",
    "    Correlation of how many 'large' orders a trader does vs. final wealth.\n",
    "    We'll sum the # of large orders per trader_id, then compare to final wealth.\n",
    "    \"\"\"\n",
    "    T_last = df['period'].max()\n",
    "    dsub_final = df[df['period'] == T_last]\n",
    "    \n",
    "    wealth_by_id = dsub_final[['trader_id','W_next','trader_type']]\n",
    "    large_counts = df[df['order_size'] == 'large'].groupby('trader_id').size().reset_index(name='large_count')\n",
    "    \n",
    "    merged = pd.merge(wealth_by_id, large_counts, on='trader_id', how='left').fillna({'large_count':0})\n",
    "    \n",
    "    plt.figure()\n",
    "    plt.figure(figsize=(12,4))\n",
    "    for ttype in merged['trader_type'].unique():\n",
    "        sub = merged[merged['trader_type'] == ttype]\n",
    "        plt.scatter(sub['large_count'], sub['W_next'], alpha=0.5, label=ttype)\n",
    "    plt.title(\"Final Wealth vs. Number of Large Orders\")\n",
    "    plt.xlabel(\"# of Large Orders (over T periods)\")\n",
    "    plt.ylabel(\"Final Wealth\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "def plot_allocation_changes(df):\n",
    "    \"\"\"\n",
    "    Plot the time-to-time changes in x_risk (delta x).\n",
    "    We'll track the average absolute change by period and trader type.\n",
    "    \"\"\"\n",
    "    df_sorted = df.sort_values(['trader_id','period'])\n",
    "    df_sorted['x_change'] = df_sorted.groupby('trader_id')['alloc_risk'].diff().abs()\n",
    "    \n",
    "    group = df_sorted.groupby(['trader_type','period'], as_index=False)['x_change'].mean()\n",
    "    pivoted = group.pivot(index='period', columns='trader_type', values='x_change')\n",
    "    pivoted.plot(marker='o')\n",
    "    plt.title(\"Average Absolute Change in Risky Allocation by Period & Trader Type\")\n",
    "    plt.xlabel(\"Period\")\n",
    "    plt.ylabel(\"Mean |Delta x_risk|\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_risk_return(df):\n",
    "    \"\"\"\n",
    "    Plot each trader type's mean final wealth vs. std dev of final wealth,\n",
    "    i.e. a mini risk-return plot.\n",
    "    \"\"\"\n",
    "    T_last = df['period'].max()\n",
    "    dsub = df[df['period'] == T_last]\n",
    "    \n",
    "    group = dsub.groupby('trader_type')['W_next'].agg(['mean','std']).reset_index()\n",
    "    plt.figure()\n",
    "    for idx, row in group.iterrows():\n",
    "        plt.scatter(row['std'], row['mean'], s=100, label=row['trader_type'])\n",
    "        plt.text(row['std']+0.01, row['mean'], row['trader_type'])\n",
    "    \n",
    "    plt.title(\"Risk-Return Plot (Final Wealth)\")\n",
    "    plt.xlabel(\"Std Dev of Final Wealth\")\n",
    "    plt.ylabel(\"Mean Final Wealth\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_transaction_costs(df):\n",
    "    \"\"\"\n",
    "    We'll approximate total transaction cost for each trader by summing up\n",
    "    the cost from each period's re-allocation. \n",
    "    \"\"\"\n",
    "    from collections import defaultdict\n",
    "    costs_dict = defaultdict(float)\n",
    "    \n",
    "    df_sorted = df.sort_values(['trader_id','period'])\n",
    "    \n",
    "    size_mult = {'small':1.0,'medium':3.0,'large':6.0}\n",
    "    \n",
    "    prev_allocs = {}\n",
    "    \n",
    "    for row in df_sorted.itertuples():\n",
    "        t_id = row.trader_id\n",
    "        t_type = row.trader_type\n",
    "        base_c = 0.0\n",
    "\n",
    "        if t_type == \"Retail\":\n",
    "            base_c = 0.1\n",
    "        elif t_type == \"Pension\":\n",
    "            base_c = 0.005\n",
    "        elif t_type == \"Institutional\":\n",
    "            base_c = 0.005\n",
    "        else:\n",
    "            base_c = 0.002\n",
    "        \n",
    "        if t_id not in prev_allocs:\n",
    "            prev_allocs[t_id] = row.alloc_risk\n",
    "        \n",
    "        this_change = abs(row.alloc_risk - prev_allocs[t_id])\n",
    "        multiplier = size_mult[row.order_size]\n",
    "        cost = row.wealth_start * base_c * multiplier * this_change\n",
    "        \n",
    "        costs_dict[t_id] += cost\n",
    "        \n",
    "        prev_allocs[t_id] = row.alloc_risk\n",
    "    \n",
    "    cost_df = pd.DataFrame({\n",
    "        'trader_id': list(costs_dict.keys()),\n",
    "        'total_cost': list(costs_dict.values())\n",
    "    })\n",
    "    df_final = df_sorted[df_sorted['period'] == df_sorted['period'].max()][['trader_id','trader_type','W_next']]\n",
    "    merged = pd.merge(df_final, cost_df, on='trader_id', how='left')\n",
    "    \n",
    "    plt.figure()\n",
    "    merged.groupby('trader_type')['total_cost'].mean().plot(kind='bar')\n",
    "    plt.title(\"Approx Average Transaction Cost by Trader Type\")\n",
    "    plt.ylabel(\"Mean Total Transaction Cost\")\n",
    "    plt.show()\n",
    "    \n",
    "    plt.figure()\n",
    "    for ttype in merged['trader_type'].unique():\n",
    "        sub = merged[merged['trader_type'] == ttype]\n",
    "        plt.scatter(sub['total_cost'], sub['W_next'], alpha=0.5, label=ttype)\n",
    "    plt.title(\"Transaction Cost vs Final Wealth\")\n",
    "    plt.xlabel(\"Total Transaction Cost\")\n",
    "    plt.ylabel(\"Final Wealth\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "def plot_isoelastic_utility_curves():\n",
    "    \"\"\"\n",
    "    Plot isoelastic (CRRA) utility for different gamma values over a range of wealth.\n",
    "    \"\"\"\n",
    "    ws = np.linspace(0.01, 5, 200)\n",
    "    plt.figure()\n",
    "    gamma_list = [3, 2, 1.5, 1]\n",
    "    for gam in gamma_list:\n",
    "        if np.isclose(gam,1.0):\n",
    "            us = np.log(ws)\n",
    "        else:\n",
    "            us = (ws**(1-gam)-1)/(1-gam)\n",
    "        plt.plot(ws, us, label=f\"gamma={gam}\")\n",
    "    \n",
    "    plt.title(\"Isoelastic (CRRA) Utility Curves\")\n",
    "    plt.xlabel(\"Wealth (W)\")\n",
    "    plt.ylabel(\"Utility\")\n",
    "    plt.legend()\n",
    "    plt.ylim(-1, 2)\n",
    "    plt.show()\n",
    "\n",
    "def plot_crra_curves(traders, wealth_range=(0.1, 5), num_points=100):\n",
    "    \"\"\"\n",
    "    Plot the CRRA utility curves for each trader over a range of wealth values.\n",
    "    \"\"\"\n",
    "    ws = np.linspace(wealth_range[0], wealth_range[1], num_points)\n",
    "    plt.figure()\n",
    "    for trader in traders:\n",
    "        utilities = crra_utility(ws, trader.gamma)\n",
    "        plt.plot(ws, utilities, label=f\"{trader.name} (gamma={trader.gamma})\")\n",
    "    plt.xlabel(\"Wealth\")\n",
    "    plt.ylabel(\"CRRA Utility\")\n",
    "    plt.title(\"CRRA Utility Curves by Trader\")\n",
    "    plt.legend()\n",
    "    plt.ylim(-1, 2)\n",
    "    plt.show()\n",
    "\n",
    "##############################################################################\n",
    "# 6) MAIN\n",
    "##############################################################################\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    df_sim = simulate_extended_dgp(N=500, T=36, seed=123)\n",
    "    print(df_sim.head(12))\n",
    "    \n",
    "    plot_order_size_counts(df_sim)\n",
    "    plot_allocations(df_sim)\n",
    "    plot_cumulative_wealth(df_sim)\n",
    "    \n",
    "    plot_final_wealth_distribution(df_sim)\n",
    "    plot_sensitivity_to_shocks(df_sim)\n",
    "    plot_order_size_vs_final_wealth(df_sim)\n",
    "    plot_allocation_changes(df_sim)\n",
    "    plot_risk_return(df_sim)\n",
    "    plot_transaction_costs(df_sim)\n",
    "    \n",
    "    plot_isoelastic_utility_curves()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rd/v1tq2dh563z8fv2z2v1xs6yw0000gn/T/ipykernel_9041/2135733624.py:27: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  grouped = df.groupby(['trader_type', 'liq_bin'])['order_size_num'].mean().reset_index()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_order_size_vs_liquidity_trend(df, bins=5, use_quantiles=True, liquidity_range=(0.2, 0.8)):\n",
    "    \"\"\"\n",
    "    Shows how the average order size (with small=1, medium=2, large=3) changes across liquidity levels,\n",
    "    with one line per trader type.\n",
    "    \"\"\"\n",
    "    df = df.copy()\n",
    "    df = df[(df['liquidity'] >= liquidity_range[0]) & (df['liquidity'] <= liquidity_range[1])]\n",
    "    \n",
    "    if use_quantiles:\n",
    "        df['liq_bin'] = pd.qcut(df['liquidity'], q=bins, duplicates='drop')\n",
    "    else:\n",
    "        bin_edges = np.linspace(liquidity_range[0], liquidity_range[1], bins+1)\n",
    "        df['liq_bin'] = pd.cut(df['liquidity'], bins=bin_edges)\n",
    "        \n",
    "    mapping = {'small': 1, 'medium': 2, 'large': 3}\n",
    "    df['order_size_num'] = df['order_size'].map(mapping)\n",
    "    grouped = df.groupby(['trader_type', 'liq_bin'])['order_size_num'].mean().reset_index()\n",
    "    grouped['liq_bin_mid'] = grouped['liq_bin'].apply(\n",
    "        lambda x: 0.5 * (x.left + x.right) if hasattr(x, 'left') else x\n",
    "    )\n",
    "    \n",
    "    plt.figure()\n",
    "    for trader in grouped['trader_type'].unique():\n",
    "        sub = grouped[grouped['trader_type'] == trader].sort_values(by='liq_bin_mid')\n",
    "        plt.plot(sub['liq_bin_mid'], sub['order_size_num'], marker='o', label=trader)\n",
    "    \n",
    "    plt.title(\"Average Order Size Change Across Liquidity\")\n",
    "    plt.xlabel(\"Liquidity Bin Midpoint\")\n",
    "    plt.ylabel(\"Average Order Size (1=small, 2=medium, 3=large)\")\n",
    "    plt.legend(title=\"Trader Type\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "plot_order_size_vs_liquidity_trend(df_sim, bins=10, use_quantiles=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PHswXX3xR7irdRUVFPPvss9et2/3330+9evV48803r1sW4IUXXiA9PZ3//ve/wKVWo+eff557773X7jFmzBhiYmKu6FrLzs7m9OnTdO/e/brXGzp0KBcuXLjiMxqNRr744gsCAwPtZvKVrudTkb+Xirje+YYMGYK/vz9vvvkmv//++3VbjUq99tprKIrCgw8+WO7P8d69e1m4cCFgDX8ajYYtW7bYlbn857Yixo4di9FoZOHChaxZs4YxY8bY7R80aBB6vZ433njDboZoqdLfr4r8TgtRlnSrCXGZEydO0K9fP8aMGUPz5s3RarX8/PPPJCcnM27cOMC6hs7MmTOZPXs2gwcP5s477yQ2NpZPPvmETp062b501Go1X3zxBUOGDKFFixY89NBDhIWFkZCQwKZNm9Dr9axYsaLcenTv3h0fHx8mTpzItGnTUKlULFq06IqAsnHjRqZOncro0aNp3LgxJpOJRYsWodFo7NYU6tChA+vXr+fdd98lNDSUqKiocu8bptfree+993j00Ufp1KkT48ePx8fHh4MHD5Kfn2/7EixPgwYNaNmyJevXr+fhhx+22/f1118zcOBA7rnnHkaMGEG/fv1wd3fn5MmTLFmyhMTExOuudeTk5MRTTz3Fc889x5o1axg8ePA1yw8ZMoSWLVvy7rvvMmXKFBYvXkzbtm0JDw8vt/ydd97Jk08+yb59+2whZv369SiKwl133XXNa4F1Cv1XX33F6NGjefjhh2nXrh3p6eksXbqUI0eO8PXXX9uNgerQoQMA06ZNY9CgQWg0GtvP2M2Ijo7G29ubzz77DE9PT9zd3enSpQtRUVGA9c9v3LhxfPTRR2g0mitWMb+a7t278/HHH/N///d/NG3a1G6F7M2bN7N8+XJef/11wDpBYPTo0Xz44YeoVCqio6NZuXKlbfzPjWjfvj0NGzbkpZdewmg02nWpgfVn9dNPP+XBBx+kffv2jBs3joCAAOLj4/n111/p0aMHH330UYV+p4Ww48CZckJUC5dP5U9LS1OmTJmiNG3aVHF3d1e8vLyULl26KN99990Vx3700UdK06ZNFScnJyUoKEj529/+Vu509f379yv33HOP4ufnp+h0OiUiIkIZM2aMsmHDhivqUXaq9rZt25SuXbsqrq6uSmhoqPL8888ra9eutZsqfebMGeXhhx9WoqOjFRcXF8XX11fp27evsn79ers6HD9+XOndu7fi6uqqALZp/eVdV1EUZfny5Ur37t0VV1dXRa/XK507d1a+/fbb6/55vvvuu4qHh0e5yxDk5+cr8+bNUzp16qR4eHgozs7OSqNGjZQnn3xSOXXqlK1c6VT+1NTUK86RnZ2teHl52U1hv9YU+gULFiiA8s477yiA8sorr1y17mfPnlUA5emnn7ZtGzt2rNKzZ8/rfu5SmZmZytNPP61ERUUpTk5Oil6vV/r27ausXr36irImk0l58sknlYCAAEWlUtlN6+cmpvIriqL88ssvSvPmzRWtVlvutP5du3YpgDJw4MAKf6ZSe/fuVcaPH6+EhoYqTk5Oio+Pj9KvXz9l4cKFdktapKamKqNGjVLc3NwUHx8f5fHHH1eOHDlS7lR+d3f3a17zpZdeUgClYcOGVy2zadMmZdCgQYqXl5fi4uKiREdHK5MmTVL27NmjKMqN/U4LoSiKolKU67STCyHEDcjOzqZBgwa89dZbPPLII46uzi1JSkoiKiqKJUuWVKjlqCY4ePAgbdu25euvv77lRTmFqK1kzJEQolJ5eXnx/PPP8/bbb19zDaea4P3336dVq1a1JhgB/Pe//8XDw4N77rnH0VURotqSliMhhKgDVqxYwV9//cUrr7zC1KlTeffddx1dJSGqLQlHQghRB0RGRpKcnMygQYNYtGhRla54LURNV2O61ebOnUunTp3w9PQkMDCQkSNHXrHGTHm+//57mjZtiouLC61atWLVqlW3obZCCFG9nD17loKCApYtWybBSIjrqDHh6Pfff2fKlCns2LGDdevWUVxczMCBA22Lu5Xnzz//5L777uORRx5h//79jBw5kpEjR97U4nZCCCGEqBtqbLdaamoqgYGB/P777/Tu3bvcMmPHjiUvL4+VK1fatnXt2pW2bdvarRwshBBCCFGqxi4CWXpTTV9f36uW2b59u909lcC6omp5K/SWMhqNdiumWiwWMjIy8PPzc9gNI4UQQghxYxRFIScnh9DQ0HLv33ctNTIcWSwWpk+fTo8ePa555/CkpCSCgoLstgUFBV3zTsxz585l9uzZlVZXIYQQQjjO+fPnb/gG3DUyHE2ZMoUjR46wdevWSj/3zJkz7VqbsrOzqV+/PufPn0ev11f69YQQQghR+QwGA+Hh4Tc1AaHGhaOpU6eycuVKtmzZct0kGBwcTHJyst225ORkgoODr3qMTqdDp9NdsV2v10s4EkIIIWqYmxkSU2NmqymKwtSpU/n555/ZuHGj7UaK19KtWzc2bNhgt23dunW2O4cLIYQQQlyuxrQcTZkyhW+++YZffvkFT09P27ghLy8vXF1dAZgwYQJhYWHMnTsXgKeeeoqYmBjeeecdhg0bxpIlS9izZw+ff/65wz6HEEIIIaq3GtNy9Omnn5KdnU2fPn0ICQmxPZYuXWorEx8fT2Jiou199+7d+eabb/j8889p06YNP/zwA8uWLbvmIG4hhBBC1G01dp2j28VgMODl5UV2dvY1xxyZzWaKi4tvY81EdePs7HzD00WFEEJUjYp+f5enxnSrVVeKopCUlERWVpajqyIcTK1WExUVhbOzs6OrIoQQ4hZIOLpFpcEoMDAQNzc3WSiyjrJYLFy8eJHExETq168vPwdCCFGDSTi6BWaz2RaM/Pz8HF0d4WABAQFcvHgRk8mEk5OTo6sjhBDiJskAiVtQOsbIzc3NwTUR1UFpd5rZbHZwTYQQQtwKCUeVQLpQBMjPgRBC1BYSjoQQQgghypBwJG6rs2fPolKpOHDgAACbN29GpVLJbD8hhBDVhoSjOmrSpEmoVCpUKhVOTk5ERUXx/PPPU1hYWKHjbzbUhIeHk5iYKAtxCiGEqLZktlodNnjwYObPn09xcTF79+5l4sSJqFQq3nzzzSq7pkajueaNf4UQQghHk5ajOkyn0xEcHEx4eDgjR46kf//+rFu3DrCu2zN37lyioqJwdXW13X4FrF1jffv2BcDHxweVSsWkSZMAWLNmDT179sTb2xs/Pz+GDx/O6dOnbde8vFtNCCGEqG6k5agSKYpCQbFjpnG7OmluabbUkSNH+PPPP4mIiABg7ty5/O9//+Ozzz6jUaNGbNmyhQceeICAgAB69uzJjz/+yKhRo4iNjUWv19tu/puXl8eMGTNo3bo1ubm5vPrqq9x9990cOHBAbq0hhBCiRpBwVIkKis00f3WtQ67915xBuDnf2F/nypUr8fDwwGQyYTQaUavVfPTRRxiNRt544w3Wr19Pt27dAGjQoAFbt27lP//5DzExMfj6+gIQGBiIt7e37ZyjRo2yu8ZXX31FQEAAf/31l4wzEkIIUSNIOKrD+vbty6effkpeXh7vvfceWq2WUaNGcfToUfLz8xkwYIBd+aKiItq1a3fNc548eZJXX32VnTt3kpaWhsViASA+Pl7CkRBCiBpBwlElcnXS8NecQQ679o1yd3enYcOGgLWFp02bNnz55Ze2EPPrr78SFhZmd4xOp7vmOUeMGEFERAT//e9/CQ0NxWKx0LJlS4qKim64fkIIIYQjSDiqRCqV6oa7tqoLtVrN3//+d2bMmMGJEyfQ6XTEx8cTExNTbvnybpWRnp5ObGws//3vf+nVqxcAW7durfrKCyGEEJWoZn6TiyoxevRonnvuOf7zn//w7LPP8vTTT2OxWOjZsyfZ2dls27YNvV7PxIkTiYiIQKVSsXLlSoYOHYqrqys+Pj74+fnx+eefExISQnx8PC+++KKjP5YQQghxQ2T6kLDRarVMnTqVt956i5kzZ/LKK68wd+5cmjVrxuDBg/n111+JiooCICwsjNmzZ/Piiy8SFBTE1KlTUavVLFmyhL1799KyZUuefvpp3n77bQd/KiGEEOLGqBRFURxdierMYDDg5eVFdnY2er3ebl9hYSFxcXFERUXh4uLioBqK6kJ+HoQQovq41vf39UjLkRBCCCFEGRKOhBBCCCHKkHAkhBBCCFGGhCMhhBBCiDIkHAkhhBBClCHhSAghhBCiDAlHQgghhBBlSDgSQgghhChDwpEQQgghRBkSjsRtN2vWLNq2bevoagghhBDlknBUR02aNAmVSoVKpcLZ2ZmGDRsyZ84cTCZTlV/72WefZcOGDVV+HSGEEOJmaB1dAeE4gwcPZv78+RiNRlatWsWUKVNwcnJi5syZVXpdDw8PPDw8qvQaQgghxM2SlqM6TKfTERwcTEREBH/729/o378/y5cvx2g08uyzzxIWFoa7uztdunRh8+bNtuMWLFiAt7c3a9eupVmzZnh4eDB48GASExNtZTZv3kznzp1xd3fH29ubHj16cO7cOeDKbjWLxcKcOXOoV68eOp2Otm3bsmbNGtv+s2fPolKp+Omnn+jbty9ubm60adOG7du3V/mfkRBCiLpHwlFlUhQoynPMQ1Fuufqurq4UFRUxdepUtm/fzpIlSzh06BCjR49m8ODBnDx50lY2Pz+fefPmsWjRIrZs2UJ8fDzPPvssACaTiZEjRxITE8OhQ4fYvn07jz32GCqVqtzrfvDBB7zzzjvMmzePQ4cOMWjQIO6880676wG89NJLPPvssxw4cIDGjRtz33333ZZuQCGEEHWLdKtVpuJ8eCPUMdf++0Vwdr+pQxVFYcOGDaxdu5b77ruP+fPnEx8fT2io9bM8++yzrFmzhvnz5/PGG28AUFxczGeffUZ0dDQAU6dOZc6cOQAYDAays7MZPny4bX+zZs2uev158+bxwgsvMG7cOADefPNNNm3axPvvv8/HH39sK/fss88ybNgwAGbPnk2LFi04deoUTZs2vanPLYQQQpRHwlEdtnLlSjw8PCguLsZisTB+/HjuvfdeFixYQOPGje3KGo1G/Pz8bO/d3NxswQcgJCSElJQUAHx9fZk0aRKDBg1iwIAB9O/fnzFjxhASEnJFHQwGAxcvXqRHjx5223v06MHBgwfttrVu3druegApKSkSjoQQQlQqCUeVycnN2oLjqGvfoL59+/Lpp5/i7OxMaGgoWq2WpUuXotFo2Lt3LxqNxq582UHUTk5OdvtUKhVKma69+fPnM23aNNasWcPSpUt5+eWXWbduHV27dr3hepZ3zdIuOovFctPnE0IIIcoj4agyqVQ33bXlCO7u7jRs2NBuW7t27TCbzaSkpNCrV69bOn+7du1o164dM2fOpFu3bnzzzTdXhCO9Xk9oaCjbtm0jJibGtn3btm107tz5lq4vhBBC3AwJR8JO48aNuf/++5kwYQLvvPMO7dq1IzU1lQ0bNtC6dWvbmJ9riYuL4/PPP+fOO+8kNDSU2NhYTp48yYQJE8ot/9xzz/Haa68RHR1N27ZtmT9/PgcOHGDx4sWV/fGEEEKI65JwJK4wf/58Xn/9dZ555hkSEhLw9/ena9euDB8+vELHu7m5cfz4cRYuXEh6ejohISFMmTKFxx9/vNzy06ZNIzs7m2eeeYaUlBSaN2/O8uXLadSoUWV+LCGEEKJCVIpSCXPAazGDwYCXlxfZ2dno9Xq7fYWFhcTFxREVFYWLi4uDaiiqC/l5EEKI6uNa39/XI+scCSGEEEKUId1qQgghhKgVlKIiCo4cIX/nTpK2br3p80g4EkIIIUSNpJhMFB49St7OXeTv3En+vn0oBQUAFJjNN31eCUdCCCGEqBEUs5nCY8fJ37mTvF07KdizF0tenl0ZjY8Pbp0749qqJUyefFPXkXAkhBBCiGpJsVgwxsaSt3Mn+Tt3kb9nD5acHLsyai8v3Dp1xL1zF9y6dEHXqCEqtRqDwSDhSAghhBA1m6IoGE+etAahXTvJ37Ubc3a2XRm1hwduHTvi1qUL7l06o2vaFJW6cueXSTgSQgghhMMUnT9P3p/byduxnfyduzBnZNjtV7u54dqxA+5duuDWuQsuzZqi0lZtfJFwJIQQQojbxpSRQf6OHeRt307en9spTkiw269ydcWtXTtby5BLixaoLrufZ1WTcCSEEEKIKmPJzyd/zx7ytlsDkfH4cfsCWi2ubdvg3q0b7l274tqqFSpnZ8dUtrRKDr26qLUWLFjA9OnTycrKqpLz9+nTh7Zt2/L+++9XyfmvRqVS8fPPPzNy5Mjbel0hhKgplOJiCg4fIW/7n+Rv30H+wYNQXGxXRtekiTUMde+GW4cOqN2r103bJRzVUZMmTSIrK4tly5bd8rkiIyOZPn0606dPt20bO3YsQ4cOtb2fNWsWy5Yt48CBAzd07s2bN9O3b18yMzPx9va2bf/pp59wus3NrEIIIa6kKApFp07Zusnyd+++Ynq9U2gobt272VqHtH5+DqptxdSocLRlyxbefvtt9u7dS2Ji4nX/B1/6xXq5xMREgoODq7CmwtXVFVdX1yo7v6+vb5WdWwghxLUVJ6eQ9+ef1seO7ZhT0+z2a7y8cCsJQu7du+EUHo5KpXJQbW9cjbq3Wl5eHm3atOHjjz++oeNiY2NJTEy0PQIDA6uohjVTnz59mDZtGs8//zy+vr4EBwcza9Ys235FUZg1axb169dHp9MRGhrKtGnTbMeeO3eOp59+GpVKZfvhX7Bgga2lZ8GCBcyePZuDBw/ayixYsICzZ8+iUqnsWpOysrJQqVRs3ryZs2fP2sKtj48PKpWKSZMm2a5btqUqMzOTCRMm4OPjg5ubG0OGDOHkyZO2/aX1Wbt2Lc2aNcPDw4PBgweTmJhoK7N7924GDBiAv78/Xl5exMTEsG/fvkr8kxZCiJrJYjSSu20byW+9zZk77+JUTAyJM2diWLECc2oaKhcX3Hv0IPC5Z4n88Qcabf+Teu+/h8+4sTjXr1+jghHUsJajIUOGMGTIkBs+LjAw0K5LpqooikKBqaDKr1MeV63rLf3wLVy4kBkzZrBz5062b9/OpEmT6NGjBwMGDODHH3/kvffeY8mSJbRo0YKkpCQOHjwIWLu32rRpw2OPPcbkqyy2NXbsWI4cOcKaNWtYv349AF5eXiQnJ1+zTuHh4fz444+MGjWK2NhY9Hr9VVujJk2axMmTJ1m+fDl6vZ4XXniBoUOH8tdff9m63/Lz85k3bx6LFi1CrVbzwAMP8Oyzz7J48WIAcnJymDhxIh9++CGKovDOO+8wdOhQTp48iaen5039uQohRE2kKApFp0+Tu3Uredv+JH/3bpTCwksFVCpcWrTAvUcP3Lt3x7VdW9QOHkRdmWpUOLpZbdu2xWg00rJlS2bNmkWPHj2q5DoFpgK6fNOlSs59PTvH78TNye2mj2/dujWvvfYaAI0aNeKjjz5iw4YNDBgwgPj4eIKDg+nfvz9OTk7Ur1+fzp07A9buLY1Gg6en51W7Kl1dXfHw8ECr1d5Qd6ZGo7F1n10r4JaGom3bttG9e3cAFi9eTHh4OMuWLWP06NEAFBcX89lnnxEdHQ3A1KlTmTNnju08d9xxh915P//8c7y9vfn9998ZPnx4hesthBA1kTkri7zt222ByJSUZLdfGxhoDUM9rYFI6+PjoJpWvVodjkJCQvjss8/o2LEjRqORL774gj59+rBz507at29f7jFGoxGj0Wh7bzAYbld1Hap169Z270NCQkhJSQFg9OjRvP/++zRo0IDBgwczdOhQRowYgbaKF+GqqGPHjqHVaunS5VIw9fPzo0mTJhw7dsy2zc3NzRaMwP4zAiQnJ/Pyyy+zefNmUlJSMJvN5OfnEx8ff3s+iBBC3EaKyUTBwYPkbdtG7tZtFB4+DIpi269ydsatUydbINI1alTjusduVvX4dqsiTZo0oUmTJrb33bt35/Tp07z33nssWrSo3GPmzp3L7Nmzb+p6rlpXdo7feVPH3ipX7a0Nfr585pdKpcJisQDW7q3Y2FjWr1/PunXr+L//+z/efvttfv/991uaMaYuWe5dKfPLWHzZdM/KVN5nLHvtiRMnkp6ezgcffEBERAQ6nY5u3bpRVFRUZXUSQojbqejCBfK2biVv2zbytu/Akptrt1/XqCHu3Xvg3rMnbp06onZxcVBNHatWh6PydO7cma1bt151/8yZM5kxY4btvcFgIDw8vELnVqlUt9S1VZ25uroyYsQIRowYwZQpU2jatCmHDx+mffv2ODs7Yzabr3l8eWUCAgIA6+zBdu3aAVwx1d+5pA/7Wudv1qwZJpOJnTt32rrV0tPTiY2NpXnz5hX+jNu2beOTTz6xLUFw/vx50tLSrnOUEEJUX5aiIvJ37yZvyxZyt/xBUVyc3X6NlxfuPbrj3qMn7j264yQzuYE6GI4OHDhASEjIVffrdDp0Ot1trFH1t2DBAsxmM126dMHNzY3//e9/uLq6EhERAVjXOdqyZQvjxo1Dp9Ph7+9/xTkiIyOJi4vjwIED1KtXD09PT1xdXenatSv/+te/iIqKIiUlhZdfftnuuIiICFQqFStXrmTo0KG28UtlNWrUiLvuuovJkyfzn//8B09PT1588UXCwsK46667Kvw5GzVqxKJFi+jYsSMGg4HnnnuuSpcjEEKIqlB88SK5JWEob8cOlPz8Szs1GlzbtsWjp7V1yKV5c1QajeMqW03VqKn8ubm5HDhwwNa6UPplWzomZObMmUyYMMFW/v333+eXX37h1KlTHDlyhOnTp7Nx40amTJniiOrXWN7e3vz3v/+lR48etG7dmvXr17NixQr8ShbxmjNnDmfPniU6OtrWGnS5UaNGMXjwYPr27UtAQADffvstAF999RUmk4kOHTowffp0Xn/9dbvjwsLCmD17Ni+++CJBQUFMnTq13PPPnz+fDh06MHz4cLp164aiKKxateqGuv2+/PJLMjMzad++PQ8++CDTpk2TZR+EENWeUlxM3s5dJL/9NmdGjODUHf1ImjWb3I0bUfLz0QYE4DXqHsI++IDGO7YTufh/+P/tb9bbdEgwKpdKKTvoopq72qKOEydOZMGCBUyaNImzZ8+yefNmAN566y0+//xzEhIScHNzo3Xr1rz66qvlnuNqDAYDXl5eZGdno9fr7fYVFhYSFxdHVFQULnW0X1ZcIj8PQojbpTg5hbw/tpD7+xby/vzTfkVqtdraOtS7Nx4xvdE1bVpnBlKXda3v7+upUeHIESQciYqSnwchRFUpnVmWu+UPcrdswVhmJi6AxtcXj1698IjpjXv37mhuw9p+1d2thKM6N+ZICCGEqAnM2dnk/rGV3M2byf3jDyzZ2Zd2qlS4tG5lbR3q3RuXFi1QqWvUSJlqTcKREEIIUU0UnT1LzqbN5G7aRP7evVBmpq7Gywv3Xr3w6N0L95490co9JquMhCMhhBDCQRSTiYL9+22B6PKp9s4No/Hs2xePvn1xbdNGBlDfJhKOhBBCiNvIbDCQt3WrNRBt2WLfXabV4tapoy0QOVdwnT1RuSQcCSGEEFWs6Nw5cjZtInfTZmt3mclk26fx8sI9pjeeffvi3rMnGrnRtcNJOBJCCCEqmWKxUHj4MDnr15OzYSNFZ87Y7XeOjsazbx9rd1nbttJdVs1IOBJCCCEqgVJURN7OXeRsWE/uho2YUlMv7dRqcevY0RaInOvXd1g9xfVJOBJCCCFukjk3j7w/tpCzfgO5v/9udyNXtbs7HjG98ejXD49evdDc4Fo7wnEkHIlKFxkZyfTp05k+fbqjq3LLatNnEUJUDlNaGjkbN5KzYQP5f25HKS627dME+ON5Rz88+/fDrUsX1CU3zxY1i4SjOmrSpElkZWWxbNkyu+2lt2jJzMzEuxqtsDpr1ixmz559xfZ169bRv39/B9RICFGXFJ07R876DeRs2EDB/v1Q5uYSzhEReA7oj0e/ftbp9rIYY40n4UjUGC1atGD9+vV223xlETQhRBVQFIXCv/4iZ/16ctdvwHjypN1+l1at8OxnbSFyjo6uk/cuq80k3opr2rp1K7169cLV1ZXw8HCmTZtGXpkbHKakpDBixAhcXV2Jiopi8eLFV5zj+PHj9OzZExcXF5o3b8769etRqVR2rVbnz59nzJgxeHt74+vry1133cXZs2ftzqPVagkODrZ7ODs7M2vWLNq2bWtX9v333ycyMtL2ftKkSYwcOZJ58+YREhKCn58fU6ZMobhMc3hFPosQovZSFIWCQ4dIfvttTg8YyNlR95L+6WfWYKTV4t69G0GvvEzDTRuJ+v47/J94HF3DhhKMaiFpOapEiqKgFBQ45NoqV9dK/wU9ffo0gwcP5vXXX+err74iNTWVqVOnMnXqVObPnw9YQ8fFixfZtGkTTk5OTJs2jZSUFNs5zGYzI0eOpH79+uzcuZOcnByeeeYZu+sUFxczaNAgunXrxh9//IFWq+X1119n8ODBHDp0COdK6rPftGkTISEhbNq0iVOnTjF27Fjatm3L5MmTK/RZhBC1j2KxUHDgIDlr12JY9xumi4m2fSoXFzx69bJ2mcXEoPHycmBNxe0k4agSKQUFxLbv4JBrN9m3F5Wb2w0ds3LlSjw8POy2mcvcx2fu3Lncf//9tsHIjRo14t///jcxMTF8+umnxMfHs3r1anbt2kWnTp0A+PLLL2nWrJntHOvWreP06dNs3ryZ4OBgAP75z38yYMAAW5mlS5disVj44osvbAFv/vz5eHt7s3nzZgYOHAjA4cOH7erbvHlzdu3aVeHP6+Pjw0cffYRGo6Fp06YMGzaMDRs2MHnyZE6cOHHdzyKEqB0Us5mCffswrP2NnN9+w1TmP0EqNzc8+/TBc9AgPHr1RH2D/66K2kHCUR3Wt29fPv30U7ttO3fu5IEHHgDg4MGDHDp0yK57SVEULBYLcXFxnDhxAq1WS4cOlwJh06ZN7QZyx8bGEh4ebgtGAJ07d7a75sGDBzl16hSel60KW1hYyOnTp23vmzRpwvLly23vdTrdDX3eFi1aoCmz0FpISAiHDx8G4NixY9f9LEKImksxmcjfs5ec39ZiWLcOc2qabZ/a3R2PO+5AP2gg7j17onZxcWBNRXUg4agSqVxdabJvr8OufaPc3d1p2LCh3bYLFy7YXufm5vL4448zbdq0K46tX78+J06cuPGKliM3N5cOHTqUO8YnICDA9trZ2fmK+gKo1WqUMjNHALuxRKWcnJzs3qtUKiwWy81WWwhRzSnFxeTt2kXO2t/IWb8ec0aGbZ9ar8fzjjvwHDQQ9x49ZMq9sCPhqBKpVKob7tqqztq3b89ff/1VbiABa8uKyWRi7969tq6o2NhYsrKybGWaNGnC+fPnSU5OJigoCIDdu3dfcZ2lS5cSGBiI/iYWSQsICCApKQlFUWzdcgcOHLihc1Tkswghqj/FZCJvx04Mq1eRu34D5jI3ddV4eeExoD/6QYNw79IFlQQicRUSjsRVvfDCC3Tt2pWpU6fy6KOP4u7uzl9//cW6dev46KOPaNKkCYMHD+bxxx/n008/RavVMn36dFzLtGINGDCA6OhoJk6cyFtvvUVOTg4vv/wygC3I3H///bz99tvcddddzJkzh3r16nHu3Dl++uknnn/+eerVq3fNevbp04fU1FTeeust7r33XtasWcPq1atvKGhV5LMIIaonxWwmf+9eDKtWkbP2N8yZmbZ9Gl9fPAcMQD9oIG6dOqG6rAVZiPLIVH5xVa1bt+b333/nxIkT9OrVi3bt2vHqq68SGhpqKzN//nxCQ0OJiYnhnnvu4bHHHiMwMNC2X6PRsGzZMnJzc+nUqROPPvooL730EgAuJf36bm5ubNmyhfr163PPPffQrFkzHnnkEQoLCysUcJo1a8Ynn3zCxx9/TJs2bdi1axfPPvvsDX/e630WIUT1oSgKBQcOkPTGG5zqewfxEyaStWQp5sxMNL6+eN83jvoLF9Lojy2EzJ6Fe/fuEoxEhamUywdrCDsGgwEvLy+ys7Ov+KIuLCwkLi6OqKgo2xe9uL5t27bRs2dPTp06RXR0tKOrU2nk50GIqqUoCsZjxzCsXo1h1WqKExJs+9R6PZ4D+qMfOtTaZaaVjpG67lrf39cjPz2iyv388894eHjQqFEjTp06xVNPPUWPHj1qVTASQlQd4+nTGH5dhWHVKorKLA6rcnPDs18/9EOH4NGjh4whEpVGwpGocjk5ObzwwgvEx8fj7+9P//79eeeddxxdLSFENVZ0IQHDr79iWLUKY2ysbbtKp8MjJgb90KF4xPRGLeMCRRWQcCSq3IQJE5gwYYKjqyGEqObMWVkY1qwle8UKCvaWWRbFyQmPHj2sLUR33IHmssVrhahsEo6EEEI4jKWwkNzNm8lesZLcLVugdI0ylQq3Ll3wGj4Mz/790ciCrOI2knBUCWRMuwD5ORCiohSzmfzdu8lesYKctb9hyc217dM1bYrXiBHohw/DqWRtNCFuNwlHt6B0xeX8/HxZD0dQVFQEYHeLEiGElaIoGGNjyV6+AsOvv2JKTrbt04aG4DVsOPoRw3Fp3NiBtRTCSsLRLdBoNHh7e9vu3O7m5mZb2FDULRaLhdTUVNzc3NDKFGIhbIoTE8leuRLD8hUYT560bVfr9egHDcLrzhG4duiASi3L7onqQ/4Vv0WlN1RNKXNXZ1E3qdVq6tevLwFZ1HmW/Hxy1q0j6+dl5O/cCSVdzionJzz69EF/5wg8YmLkfmai2pJwdItUKhUhISEEBgaWe7NTUXc4Ozujlv/9ijpKURQK9uwha9kyclavwZKfb9vn1qkT+jtHoB84EI2XlwNrKUTFSDiqJBqNRsaaCCHqnKILCWT/sozsZb9QfP68bbtTeDhed4/E6867cK4X5sAaCnHjJBwJIYS4IZa8PAy/rSN7WUm3WQm1mxueQ4fgPXKkdRyRdDGLGkrCkRBCiOtSLBby9+wh++dlGNauRSntNlOpcOvaBe+778azf3/Ubm6OragQlUDCkRBCiKsqTkgg6+dlZC9bRvGFC7btThH18b77brzuvBOn0FAH1lCIyifhSAghhB2lqIicTZvJ+v578rZts802U7u7ox86BK+778a1XTvpNhO1loQjIYQQABjPxJH1ww9kL1uGOSPDtt2ta1e8R91j7TaTBW9FHSDhSAgh6jBLQQGGtWvJ+uEHCvZcutmrJsAf77vvwfveUTjXr+/AGgpx+0k4EkKIOqjwr7+srUQrVmLJybFuVKvxiInBe/S9ePTujUpWexd1lPzkCyFEHWHOzcWwciVZ3/9A4dGjtu1O9erhfe8ovO6+W272KgQSjoQQolZTFIXCw4fJXLIUw+rVKAUFgPVWHp4D+uN97724de0q9zYTogwJR0IIUQtZ8vPJXrmSzCVLMP51zLbdOToa79H34nXXXWh9fBxYQyGqLwlHQghRixhPniRzyVKyf/kFS24uACpnZ/RDBuM9dhyu7drKFHwhrkPCkRBC1HCWoiJyfltH1pIl5O/ZY9vuFFEfn7Hj8Lp7pLQSiVqr2FxMSkEKSXlJdo/zqeevf/BVSDgSQogaquhCAllLl5L144+X1iXSaPC8oy/e48bh3q2bjCUSNZqiKGQUZpCUl8TFvIsk5iaSmJd4KQTlJ5FekI6CcsWx5gLzTV9XwpEQQtQgisVC3tatZCxeTN6WP2yrV2sDA/EePRrvMaNlxpmoMYrNxSTlW4POxdyLJOZZw09pCErMS8RoNl73PM5qZ4Lcgwh2DybYLZhg92D0ip6HeOim6iXhSAghagBzTg7ZP/9M5uJvKDp3zrbdvXs3vMeNw7NvX1ROTg6soRBXyinK4WLuxUstP2WDT24iqQWp5bb6XC7ANYAQjxBC3EMIdQ+9FIRKwpCvi+8VY+kMBoOEIyGEqI2MZ86Q+b/FZC9bhiU/HwC1pyfe99yDz33jcI6MdGwFRZ2WbcwmITeBi7kXSchN4ELOBbsQlFuce91zOKudbcEnxD3ELgSFuIcQ5B6Es8b5NnyaSyQcCSFENaNYLOT+/juZ/1tsvfFrCefoaHwfuB+vO+9E7e7uwBqKuqLAVGAXfBJyEy49chLIKc657jm8dd624BPqEUqwezChHqG2beW1+jiahCMhhKgmzDk5ZP/0ExmLv6E4Pt66UaXCo29ffB98wLpYYzX7EhE1W7GlmKTcJC7kXrALPQl51uf0wvTrnsPXxZd6HvUI8wgjzDOMUI9QW6tPsHswbk5ut+GTVC4JR0II4WDWrrP/kbXsF5TSrjO9Hu9Ro/AZfx/O4eEOrqGoyXKKcjifc97uEW+IJyE3geT8ZCyK5ZrHezp5WkOPeyhhnmGEeYTZwlCoR2iNDD/XI+FICCEcQFEU8nfsIH3BAvJ+32LbrmvUEJ8HHsRrxHDUbrXvS0dUPkVRyDRmEm+IvxR+ckpeG86Tacy85vE6jY5Qj1Bry09p8CkJQWEeYXjpvG7TJ6k+JBwJIcRtpBQVkf3rKjIWLMAYG2vdqFLhcccd+D74IG5dOkvXmbiCRbGQkp9ia/UpDUAXci4QnxNPXnHeNY/3dfEl3DOc+p71CfcMp55nPcI9wwnzCMPP1Q+1StbDKqtGhaMtW7bw9ttvs3fvXhITE/n5558ZOXLkNY/ZvHkzM2bM4OjRo4SHh/Pyyy8zadKk21JfIYQoZc7KInPJUjIXL8aUmgqAytUV73vuwXfiBJzr13dwDYWjKYpCakEq5wznOGs4y9nss8Qb4m0hqMhSdM3jg92DbQGonmc96nvWp76+PvU86uHh7HGbPkXtUKPCUV5eHm3atOHhhx/mnnvuuW75uLg4hg0bxhNPPMHixYvZsGEDjz76KCEhIQwaNOg21FgIUdcVnT1Lxtdfk/XzMpSCAsC6YKPPgw/gM2YMGq+612VR1+UW5XIu5xxns8/aBaFzhnPkm/KvepxWpSXUI5RwfTjhHuHU19e3haEwzzB0Gt1t/BS1W40KR0OGDGHIkCEVLv/ZZ58RFRXFO++8A0CzZs3YunUr7733noQjIUSVURSFgj17SF+wkNyNG22rWOuaNcPvoUnoBw9G5Xx7120Rt1expZgLORc4ZzjHOcM54rLjbEEorSDtqsepVWrCPMKI0EcQqY8kQh9hC0Eh7iFo1TXqa7vGqtV/ytu3b6d///522wYNGsT06dOveozRaMRovLRUucFgqKrqCSFqGcVsJue330j/8isKjxyxbffo0wffSZNkPFEtZCgycCbrDHHZcZzJPsOZ7DOcM5zjQs4FzMrV7+3l5+JnDUBekbYQFKmPJNwzHCeNrHTuaLU6HCUlJRF02T2GgoKCMBgMFBQU4OrqesUxc+fOZfbs2berikKIWsBiNJL98zLS539F8Tnr+kQqnQ6vkSPxnTgBXYMGDq6huBWKopBemM6ZrDO2AFT6OrUg9arHuWpd7VqASoNQfX199M762/gJxI2q1eHoZsycOZMZM2bY3hsMBsJljREhRDnMOTlkLllCxsKvMadZu0o0Xl74PPAAPvePR+vr6+AaihthUSwk5SVxOus0Z7KtrUGlrw1FV+9FCHQLpIFXA9ujNAQFugVKS2ENVavDUXBwMMnJyXbbkpOT0ev15bYaAeh0OnQ6GdQmhLg6U2oqGV8vIvPbb7HkWu8dpQ0Jwe+hSXjfe6+sT1TNWRQLF3MvcjLzJKeyTtlag+Ky4ygwFZR7jAoV9TzrXQpB3tbnKK8oPJ09b/MnEFWtVoejbt26sWrVKrtt69ato1u3bg6qkRCiJis6d470r+aT/fPPKEXWadXODaPxe/RRvIYNQ+UkY0Wqm/SCdE5mneRU5inb86msU1edFaZVa4nURxLlFUUDrwZEe0fTwKsBEfoIXLQut7n2wlFqVDjKzc3l1KlTtvdxcXEcOHAAX19f6tevz8yZM0lISODrr78G4IknnuCjjz7i+eef5+GHH2bjxo189913/Prrr476CEKIGqjg6FHSv/iCnLW/gcV6qwXXtm3xe2wyHn36oFLLAnqOll+cz6msU5zMPGkXhjIKM8ot76R2ooFXAxr6NCTaK9rWElTPsx5Oagm5dV2NCkd79uyhb9++tvelY4MmTpzIggULSExMJL70Zo1AVFQUv/76K08//TQffPAB9erV44svvpBp/EKICsnft4+0Tz4lb+tW2zb3mN74T56Ma4cOMp7EAcwWM/E58cRmxHIi84QtDCXkJpRbXoWKcM9wGno3pJFPIxr6NKSxd2PC9eESgsRVqRSlZAEOUS6DwYCXlxfZ2dno9TK7QIi6IG/XLtI++ZT8HTusGzQa9EOH4vfoI7g0aeLYytUh+cX5nMw6SWxGLLEZsRzPPM7JzJNXHRfk7+pPI29rAGrk3YjGPo2J8oqqlTdGFdd3K9/fNarlSAghqoqiKORv307qJ59QsGevdaOTE94jR+L32GScZdZqlUorSON4xnGOZxy3BqGM45wznEPhyv+/u2hcaOzTmMa+jWnk3cjaIuTdEB8XHwfUXNRGEo6EEHWaoijk/fEHaZ98SsGBAwConJzwHn0vfo8+ilNoqGMrWMuYLWbO5ZyzBaDS5/TC9HLL+7v608S3CU19mtLUtylNfJtQ37M+GrXmNtdc1CUSjoQQdZKiKORu2kTaJ5/aVrNW6XR4jxmD36OP4HTZArLixlkUC2cNZ/kr/S+Oph3lr/S/OJZxrNxuMbVKTaQ+kia+TWji08QWhPxd/R1Qc1HXSTgSQtQpisVCzvr1pH36GcZjxwBQubriM24cfg8/hDYgwME1rJksioVzhnPWIJRuDULHM46TV5x3RVlXrSuNfRrbAlBTn6Y09GmIq7b89eeEuN0kHAkh6gTFYiFn3XrSPvoI48mTAKjc3PC9fzy+kyah9fNzcA1rDkVRiM+Jt7UGHU0/yrGMY+UGIReNC019m9LCvwXN/ZrT3Lc5UV5R0i0mqjUJR0KIWk1RFHI3byb1ww8x/mVtKVJ7eODz4AP4TpiA1kcG8V5PVmEWh9IOcTjtMIdTD3M47XC5t9Nw0bjQxLcJzf2a08LPGoaivKLkTvKixpGfWCFErVQ6+yzlgw8oPHgIALWbG76TJuI7cSIaLy8H17B6KjIXcTzjOIfTDnMo1RqIzuecv6Kcs9qZpn5Nae7b3NYq1MCrgQQhUSvIT7EQotbJ37OH1A/+Tf7u3QCoXFzwfeB+fB95RFqKylAUhfM5562tQiUtQsczjlNsKb6ibKQ+klb+rWgV0IrW/q1p7NMYJ40soihqJwlHQohao+DQIVI/+Dd527YBJVPyx43D/7HJMtAaa6vQX+l/sS9lH/tT9nMw5SCZxswrynnrvO2CUEv/lnjppKVN1B0SjoQQNV5h7AlS33+f3E2brBu0WrxHjcL/icdxCglxbOUcKLMwkwMpB9ifup8DKQc4mnaUIkuRXRkntRPNfJvRKqAVrfytYaieZz25NYqo0yQcCSFqrKILCaR9+G+yl68ARQG1Gq+77sL///5W51a0VhSFc4Zz7E/Zz4HUA+xP2U9cdtwV5XxdfGkb0JZ2ge1oG9iW5n7NcdY4O6DGQlRfEo6EEDWOKTOT9M8+I/Obb1GKreNjPAcPJmDaNHQNohxcu9vDZDERmxHLnuQ97Evex4HUA+XegT7KK8oahALa0j6oPfU960urkBDXIeFICFFjWPLySF+4kIwvv8KSZ11Tx61rVwKfmYFrq1YOrl3VKrYUcyz9GHuS97A7aTf7U/Zfsa6Qs9qZFv4taBfYzhaIvF28HVNhIWowCUdCiGpPKS4m8/vvSfvkU8xpaQDomjcjcMYzuPfoXitbQootxRxNO8qe5D3sSdrD/pT95Jvy7cp4OnnSPqg9HYI60C6wnXSRCVFJJBwJIaotxWLBsHo1qR/8m+L4eACc6tcn4Klp6IcMQaVWO7iGlcdkMXEk7Qi7knaxO2k3B1MPXnEPMr2zng5BHegY1JGOwR1p4tNEVpoWogpIOBJCVEv5+/aR/K83KTxkXcBR4+eH///9DZ/Ro1E51/zWEUVROJN9hh2JO9hxcQd7kveQW5xrV8Zb502HoA50Cu5Ex6CONPJphFpVewKhENWVhCMhRLVSFB9PyjvvkrN2LWC9/5nfIw/jN2kSand3B9fu1iTlJbEzcSc7EnewM3EnqQWpdvv1zno6B3emU3AnOgV3Ito7WsKQEDfDbIKCrJs+XMKREKJaMGdnk/bZf8j43/+guBjUarxHjSJg2pM1dgFHQ5GB3Um72XFxBzsSd3DWcNZuv06jo31ge7qEdKFraFea+jSVbjJRd5lNUJQDxhwoNFifjaXPOVCUC8bckucy7405JcflXtpmKgCjctNVkXAkhHAopbiYzCVLSfvoI8zZ2QC4d+9O4Asv4NKksYNrd2MsioXjGcfZmrCVbQnbOJh6ELNitu1Xq9S08GtB15CudAnpQtvAtug0OgfWWIhKYLFcCizGMqGmvIBTaCh5f/m2HLhs9qUjSTgSQjiEoijkbtpEyltvU3T2LADODaMJev553Hv1qjEz0DILM9l+cTvbLm5jW8I20gvT7fZH6iPpGtKVrqFd6RTcCb2z3kE1FeIqTEVQmA2FWdbngqxLr23PJY+rtepw8600V9C6gE4POk9w0YOzh/W1swfoSl97Wl+XbivvvdEC/wq8uSpU3qcRQoiKKYw9QfIbb5C/cycAGl9fAqZNw/veUai01fufJbPFzNH0o7bWocNph1HKfDG4ad3oEtKFnmE96RHWgzCPMAfWVtQJFgsYywSYgqwygSbr6ttKt182K/KmqbXWUONSEmx0XiXPnmW2lYaeMvvKbnP2AG0lTbgwG2760Or9r5AQolYxZ2WR+uFHZH77LVgsqJyd8Z00Cb/HJqPx8HB09a4q25jNtoRtbL6wme0Xt5NlzLLb38inET3DetIztCftAtvJ3erFzbGYrWGlIBMKMqzP+RnXfl+QbW3BqYyWG50XuHpZQ4qL96Vn15LXtuCjLxN6vC4FHK0OakiL7/VIOBJCVDnFbCbr+x9Iff99zFlZAHgOGkTgc8/hXK96tqyczznP5vOb2Xx+M3uT99qNHfJ08qRraFdr61BoD4LcgxxWT1ENKUpJq0wG5GdWPOwUZt/adbWul4JM2YBT3ja77d7WgCOTAWwkHAkhqlT+vn0kvf46xr+OAaBr1JCgl17CvWtXB9fMnkWxcDjtsC0Qnco6Zbe/oXdDYurF0Lteb1oHtEarln8+6wyL2Rpi8tMgL63Mc7r1YduWbn3OTweL6eavp9ODq4/14eZb8tq3nPfe1tcu3tYWHa0M7q8s8tsthKgSxcnJpMx7B8OKFQCoPT0JePJJfO4bh8qpenQ75RfnsyNxB5vPb+b3C7/b3bhVo9LQIagDfcL70KdeH8L14Y6rqKhcFrM1wOQmQ17qpaBzefApfV+QxU11Wzm5l4QZ76uEm3Leu3qDdMs6nIQjIUSlshQVkbFwIWmffoaSnw8qFd733kvA09PR+vo6unpkG7P5/cLvrDu3ju0Xt2M0G237PJw86BnWkz7hfegZ1hMvnZcDaypuiMVsDTN5KZCbYg09ucllXpduT7EGH8Vy49dw9QE3f3D3Bze/S89X2+bkUvmfU9wWEo6EEJUmd9s2kuf8g6Jz5wBwbduWoJdfxrVlC4fWK7Mwk43xG1kXv46dF3diUi51eYR5hFlbh8L70CGwgwymrm6MuZCTBDmJl55LW3xykyE39SYDj8oaZNwDSgJNmYBjCzn+l55dfUAjX5l1hfxNCyFuWXFKCin/ehPDqlUAaAL8CXr2WfQjRjjs5rCp+alsiN/A+nPr2ZO8x25AdUPvhvSP6E//+v1p7NO4xqypVKsUF5SEncuCj91zknXl4worDTyB4BFQ8lzyuPy1m5+EHXFV8pMhhLhpitlM5pIlpL73PpbcXFCr8XngfgKmTXPI1Py0gjTWnl3Lb2d/Y3/Kfrv1h5r5NmNAxAD6R/QnyivqttetzlAU6+BlwwXITgBDQvnhpyCz4ud09gTP4EsPjyAJPKJKyU+REOKmFBw5StKsWRQeOQKAS6tWBM96DdcWt7cLLduYzfpz61l9djW7k3ZjKdO10tq/NQMiBtAvoh/hnjKgulIUGqyBJzuhJABdKPM6AQwXK76ooNYFPENKHsFXeQ6yTjMX4jaScCSEuCHmnBxSP/g3md98AxYLag8PAmY8jc/Ysag0t2edlPzifDaf38zquNVsvbgVU5lp060DWjM4cjADIgYQ7B58W+pTa1jM1padrHOQFQ9Z5yH7fJkwlFCy4GAFuAeCVxjow0AfelnoKXnv4lVrFg0UtYuEIyFEhSiKQs6aNSS/MRdTaioA+uHDCXrhebQBAVV+/SJzEVsTtrI6bjW/X/idgjKtE418GjE0aiiDIwdTz7NeldelxlIU6yDmrHjIPFcSgkqDUEkYshRf/zwu3uBVzxp8SgOQV71L2/ShsuaOqNEkHAkhrqvoQgJJs2aRt3UrAM4REQS/9iru3btX6XUVReFI2hF+Of0La86uIdt4aQXhcM9whkQNYUjkEBr6NKzSetQoBZmQcaZM+CkNQvHWViBT4bWPV2utIcc7ArzDwSu8TAiqZw0+uup7qxchKoOEIyHEVSlmM5nffEvKe++h5OejcnLC7/HH8Zv8KGpd1bUMJOUlsfLMSpafXk5cdpxte6BrIIOjBjMkaggt/FrUzVlmpQOeM86UeZy+9Pp6A51VamvI8a4PPhHWZ+/S5/rW8CO3kRB1nIQjIUS5jKdPk/jSyxQcOACAW8eOBP9jDrqoqpnplV+cz4b4DSw/vZydiTttM81cNC70i+jHnQ3upEtIFzR14YtbUazr+KSfviwEnYGMOOsd2K/FM8QaeHwiLgWf0iCkD5MVmIW4DglHQgg7SnEx6V98Qdonn6IUF6N2dyfwuWfxHjOm0tcsUhSFfSn7+Pnkz6w7t458U75tX4egDtwVfRcDIgbg4VxLu3HMJsg8C2knSh4nL70uzLr2sfp64BsFvg0ue0SBs/vtqL0QtZaEIyGETcHhIyS+/DLG2FgAPGJiCJ71Gk4hIZV6nczCTJafXs6PJ3+06zar51GPOxveyYgGI2rXwOpCA6SfhNQT9kEo48w1BkCrrON9/C4PPw3AJxKcXG/nJxCiTpFwJITAUlBA6kcfkTF/AVgsaLy9CXrpJfTDh1XauB5FUdidtJsfTvzA+vj1FJeEAletK4MjBzOy4UjaBbar2eOIjDmQGgspf0HKMUg+ag1COYlXP8bJDfwagn/jkkcj67NftAQgIRzkpsLR/PnzGTt2LG5ubpVdHyHEbZa3axeJr7xC8bl4oGR6/t9nVtpNYtMK0qytRCd+JD4n3ra9uV9zRjUaxdCooTWv28xUZA09KccuBaGUo9YZYVfjEXwp+JQNQfowcNAtVoQQ5VMpiqJcv5i9oKAgCgoKGD16NI888gjdq3g6ryMZDAa8vLzIzs5Gr9c7ujpCVBpLQQEp775H5qJFAGiDggie9Rqeffve8rkVRWFn0k6+i/2OTfGbbDd6dXdyZ1jUMEY1HkVzv+a3fJ3bIjcFEg9B0kFIOmwNQumnoMzCk3Y8giGwGQQ2L3luZg1CLl63t95C1HG38v19Uy1HCQkJrFixggULFtCnTx8aNGjAQw89xMSJEwkOlhVphaju8vfvJ/HFmRSdOweA95gxBD73LBrPW7tNQ35xPitOr+Db499yOvu0bXvrgNbc2+heBkUOws2pmrY4WyyQGWcNQEmHSgLRIeuiieXReV0KP0EtrM8BzcDd7/bWWwhR6W6q5ais5ORk/ve//7Fw4UKOHz/O4MGDeeSRRxgxYgTqWtBULC1HojaxFBWR9uFHpH/5JVgsaIOCCHn9dTx69byl88Yb4vn2+Lf8cuoXcoqtd1F307oxInoEY5qMobFP48qofuWxmCH1OFzcbw1DiYesz+XeAV5lHRMU0hqCW0FQS2urkD5Ubn0hRDV221uOygoKCqJnz56cOHGCEydOcPjwYSZOnIiPjw/z58+nT58+t3oJIUQlKPzrLy6+8CLGkycB8LrrToJeegnNTYZ+i2Lhz4t/8s2xb9iasNW2LlGEPoL7mt7HndF34ulcDW4YqijWsUAJe0se+yDxABTnX1lWo4Og5tYQFNwaQtpYW4VkarwQdcpNh6Pk5GQWLVrE/PnzOXPmDCNHjmTlypX079+fvLw85syZw8SJEzlX0mwvhHAMpbiYtP/+l7RPPgWTCY2vL8GzZ6EfMOCmzpdXnMeyU8tYcnwJZw1nbdt7hfVifLPxdA/tjlrlwFbjvHS4uO9SEErYC/lpV5Zz9rSGn5A21jAU0to6QFoWSBSizrupbrURI0awdu1aGjduzKOPPsqECRPwvWxmS0pKCsHBwVgslkqrrCNIt5qoyYrOnSPhuecpPHQIAM+BAwme9dpNzURLyU9h8bHFfB/7va3rzMPJg5ENRzKu6Tgi9BGVWvcKsZgh+QjE74TzOyFhj3VRxcupnSC4JYR1sD5C21sHSdeF1baFqKNue7daYGAgv//+O926dbtqmYCAAOLi4q66XwhRdRRFIfunn0j65xso+fmo9XqCX3nlptYtOpl5koVHF/Jr3K+YSmZoReojub/Z/YyIHoG7023scjLmwoXd1iAUv8P6uij3ynJ+DS8FobAO1nFCTi63r55CiBrtpsJRTEwM7du3v2J7UVERS5YsYcKECahUKiIiHPA/SSHqOFNmJkmvzSLnt98AcOvUidC33ryhVa4VRWFX0i7mH53PtoRttu3tA9szqcUkYsJjbk/XWW4KnN1qDULnd0DSEVDM9mV0eqjXCep3tT6HtgNX76qvmxCi1rqpbjWNRkNiYiKBgYF229PT0wkMDMRsNl/lyJpHutVETZK3fTsXX3gRU0oKaLUEPDUNv4cfRqWpWPeRRbGwMX4jnx/6nGMZxwBQq9T0q9+PSS0m0TqgdVVW3zpe6NxWiPsDzv5hnVF2Oa/6UL8LhHexBqLA5tI9JoS4wm3vVlMUpdym+QsXLuDlJQudCXG7WYqKSH3vfTLmzwfAOSqK0LffxrVliwodb7KYWHN2DV8c+sK2PpGLxoWRDUcyofkEwvXhVVPx/Aw496c1CMX9YV1l+nJBrSCie0kg6gpeYVVTFyGEKHFD4ahdO+t9j1QqFf369UOrvXS42WwmLi6OwYMHV3olhRBXZ4yLI2HGMxiPWVt6vMeNJej551FX4PY+xeZilp9ezpdHvuR8znnAOsh6fLPxPNDsAXxcfCq3sqYi63ih0xvg9Ebr+kJc1ngd2Bwie0FUL4joAW6VcxsTIYSoqBsKRyNHjgTgwIEDDBo0CA+PS/dDcnZ2JjIyklGjRlVqBYUQV5e9fDmJs2aj5Oej8fEh5J+v43nHHdc9rtBUyI8nf2T+kfkk51tXgPbWeTOh+QTGNR1XuesTpZ+GUxusgSjuDyjOs9/v38QahCJ7QkRP8AiovGsLIcRNuKFw9NprrwEQGRnJ2LFjcXG5/bM/Pv74Y95++22SkpJo06YNH374IZ07dy637IIFC3jooYfstul0OgoLC29HVYWoMpb8fJJe/yfZP/0EgFvnzoS+/TZOQYHXPK7YXMyPJ3/kv4f+S0pBCgABrgFMbDGR0Y1HV86tPYw5ELflUiC6fGq9ewBE3wHR/aBBH/AMuvVrCiFEJbqpMUcTJ06s7HpUyNKlS5kxYwafffYZXbp04f3332fQoEHExsZeMTi8lF6vJzY21vb+RqcxC1HdFJ44QcLTMyg6fRrUavz/7//w/9sT1xx0XWwpZsXpFfzn4H+4mHcRgGD3YB5t+SgjG41Ep9HdWqWyzsOJNRC7yto6ZCm+tE/tZB04HX0HNOxnHUNUC24tJISovSocjnx9fTlx4gT+/v74+PhcM2RkZGRUSuUu9+677zJ58mRba9Bnn33Gr7/+yldffcWLL75Y7jEqlUpuhitqBUVRyPr+e5L/+QaK0Yg2IIDQefNw71J+yymA2WJmVdwqPjv4GfE58YC1pejRVo9yb+N7cdY432xlIPEgxK62BqKkQ/b7fRtYW4Ya9rOOH9J5lH8eIYSohiocjt577z08S+7Y/d577932FpiioiL27t3LzJkzbdvUajX9+/dn+/btVz0uNzeXiIgILBYL7du354033qBFi6vP4DEajRiNRtt7g8FQOR9AiFtgzs0l6dXXMKxaBYB7716E/utfV13pWlEU1sev56P9H3Em+wwAPjofHmn1CGObjMVFexNd4iajdVZZ7Grrw5BwaZ9KbZ1a32QoNBliXX1aCCFqqAqHo7JdaZMmTaqKulxTWloaZrOZoCD78QlBQUEcP17OWihAkyZN+Oqrr2jdujXZ2dnMmzeP7t27c/ToUerVq1fuMXPnzmX27NmVXn8hbpbx5EkuPDmNorNnQasl8Onp+D70EKqrdE3tTd7Lu3ve5VCatTVH76znoZYPMb7p+BsfU2QyWmeVHf3ZGoiMZf6z4ORm7SprOgwaDQR3/5v8hEIIUb1UOBzdSAtKdVkssVu3bna3OOnevTvNmjXjP//5D//4xz/KPWbmzJnMmDHD9t5gMBAeXkVrvAhxHdkrVpL46qsoBQVog4MJe+9d3Nq1K7fsmawzvLfvPTaf3wyAq9aVCc0nMLHFxBubfWYLRMusXWZlA5FHMDQZDE2GQVRvuSWHEDWcoihYFDBZLJgtCiaLgsWiYLYomBUFi4WS57LbrM9my6X9ZouCxbZNuWwb9vtLnu32l7mGbb9tG3bXLb8u2O9XFArzyrm1UAVVOBx5e3tftyutdHHIqlgh29/fH41GQ3Jyst325OTkCo8pcnJyol27dpw6deqqZXQ6HTrdLQ5OFeIWKUVFJL/5FpmLFwPg3r0bofPmlduNlpqfyicHP+Gnkz9hUSxoVBruaXQPf2vzNwLcKjgt3myCM5vh8PdXBiLPUGh+F7QYCfU6y2BqUacoijUwFJstFJutzyZz6ftL24rNFms5k4XikmeTxUKRWcFUss9suey1bZuC2WI9ruz7y8sVmy32x1lKypmtr8u+N5cpU+41S8JQsfmGb5JRY1iM+Td9bIXD0aZNm276IpXB2dmZDh06sGHDBtt6SxaLhQ0bNjB16tQKncNsNnP48GGGDh1ahTUV4tYUJyaSMP1pCg4eBMDvb08QMHXqFbPR8ovzmX90PguPLqTAVABA3/C+TG8/nQbeDa5/odJB1YeWwuEfIC/l0j7PEGg+UgKRqHKKYv2CLjJbMBabKTJbKDJZH0aTpWS7xW57kdl8aX+Z59IyRpOZYpM1TBSVDTPlhJbSsFNUTugxWSy1OjxUhEatQqNSoVZT8qwqs836rFFftr90m22fCo0Ku212+1UqNOrL9pc5l/Wa5Zz/inpgt9+Yn8vU92/uc1c4HMXExNzcFSrRjBkzmDhxIh07dqRz5868//775OXl2WavTZgwgbCwMObOnQvAnDlz6Nq1Kw0bNiQrK4u3336bc+fO8eijjzryYwhxVXnbt5Mw4xnMmZmo9XpC33oTzz597MooisKquFW8u+dd21pFrf1bM6PjDDoEdbj+RbLOw+Hv4NB39vcuc/ODFvdAy1HWwdUSiOqU0pBSaDJTWGzGWGyhsNhMYbGFgmJzyWszhSZLyX7rvsJic8l+y5XHmqzbjSbzpWBTNtSUhJmaxkmjQqtW46RR4aRR46RRo9WocC55tr5X41xSrnSbRq1CWxIMtGoVWo3a7r2mpGzZcuUdp1GXOa7kGrZ9mrJl1SXnsH9f9tjS7VrNpVBRNpzUZAaDgYo1nVypwuHo0KFDtGzZErVazaFDh65ZtnXrqrk55dixY0lNTeXVV18lKSmJtm3bsmbNGtsg7fj4eNRl/kHPzMxk8uTJJCUl4ePjQ4cOHfjzzz9p3rx5ldRPiJulKArpn/+X1A8+AIsFXbNm1Pv3BzhfNt7tWPox/rXrX+xL2QdAmEcYT3d4moERA6/d7V1cCMdWwL6F1hlnpTQ6aDoUWo+zTrvXOFXFxxOVRFGsLRz5RjP5xWbyjSbyi8wlD9Nlz2VeX1H+UplL4caMpRo0kmjVKnRaNc5lHxo1zlqNbbvOtq3Me60aZ43GbptTOUHFSavGSa26LNDYB53LQ0/ZbVq1StbLqwNUiqJU6NdBrVaTlJREYGAgarUalUpFeYdW1ZgjR7mVu/oKURGW/Hwu/v0lctasAcBr1D0Ev/IK6jIr0GcWZvLh/g/54cQPKCi4al15pOUjTGwx8drT8pP/gn1fw6ElUJB5aXtkL2g9FprfCS5ys+iqZrYo5BpN1kehiZzCYnJKXl9tW06hqeR9MbllQpD5NiQYlQpctBpcnNS4OGlwddKgcyp5X2a7S8k2nfbSa9cy212cNOi0GnROanSaKwOPzkljCzmlgaemt1aI6uNWvr8r3HIUFxdHQECA7bUQ4tYVJyRwfuqT1pvGarUEv/wyPuPG2vabLCa+i/2Ojw58RE5RDgBDIocwo+MMgt2vMhHBmGuder9vIVzYfWm7vh60fxDajgfv+lX5sWqlwmIz2QXFZOUXlzwXkV1QbHvYtpe8Lw01OYXWYFPZnLVq3Jw1uDtrcXXW4O6sKXnW2j/rNLg5a3Fz1pQ8rK9dy7wuDTylAchZo5bWEVGnVTgcRURE2F6fO3eO7t27o9XaH24ymfjzzz/tygohype/ezcXpj2FOTMTja8v9f79AW4dO9r2H0w9yJztcziReQKAJj5NeLHzi3QM7lj+CdNOwq7P4cC3UBKkUGutizK2nwTRfUF99VuM1BWKopBXZCYjt4j0PCPpuUVk5BWRnldERp6RjLzSwFNkF3qMlTA2xlmjxtNFi4eLFg+d9eHposXTxcn6vmS73lbGyVbOFnJ0GtycNGg1MiZMiKpyU/dW69u3L4mJiVfczyw7O5u+ffvWqm41IapC5rffkvTPN8BkwqV5c+p99CFOoaEA5BTl8MG+D/gu9jsUFLx0XkxrN41RjUahuTzcWCxwaj3s/Mx6k9dSvtHQfoK1lcjj2jejrQ3MFoX0XCMpOUaSDYWk5RpJzyu6Ivik51pf3+wgYLUKvFyd8HZzRu/qhLerU8l763PZh6eLU0nw0dqCj04r4VSImuCmwlHpekaXS09Px93d/ZYrJURtpRQVkfTPN8hauhQA/dChhPzzddSuriiKwrpz6/jXrn+RWpAKwF3Rd/FMx2fwcfGxP1FhNhz4xtpSlHGmZKPK2krU+THr3e5rQbeI2aKQklNIssFIiqGQ5BwjqYZCUnKMJQ/rvvRc4w0PJnZxUuPnrsPPwxlfd+vDz90ZH3dnvF2drww9bk54OGtlTIwQdcANhaN77rkHsA66njRpkt1iiWazmUOHDtG9e/fKraEQtYQpI4ML06ZRsGcvqFQEzHgav0cfRaVScTH3Iv/c+U+2XNgCQIQ+gle7vkrnkMtuKpsVD9s/hv3/g6KS1V91XtaxRJ0eBd+o2/ypbp6iKBgKTFzMLuBilvWRkFVIou19IUmGwgoPQFarwN9DR6BeR4CHDj8PHX7uZYKPhzN+7jrbazfnm/q/oRCiDrihfx28vKyzWhRFwdPTE1dXV9s+Z2dnunbtyuTJkyu3hkLUAsYzZzj/+BMUnz+P2sODsHfm4RETg8liYvFfi/n4wMcUmArQqrU82upRHm31KDpNmZXak/+CbR9YV7BWSrqt/ZtAl8ets86q6V3v84wm4jPyOZeeT3xGHufS8zmfWUBiSRjKq8BAZa1aRaCnjgC9C4GeOgI9dQSVvtbrCPS0vvbz0KGRVh0hRCW4oXA0f/58ACIjI3nuuedwc7vBm1gKUQfl7djBhWlPYTEYcAoPJ/w/n6Fr0IAz2Wd4eevLHE47DECHoA682u1VGniVWd06fidsfQ9OrL60LSoGejxlvelrNeg6MxQWcyY1jzOpuSUhKJ9z6XnEZ+STllt03eN93Z0J9XYhxMuVMG9XQr1dCPV2tT68XAnwlNAjhLi9bigc+fj42MYaffDBB7btXl5eNG7cmGeffZYBAwZUbg2FqMGyfvyRxNdmgcmEa7t21Pv4I1TeXiw8upAP93+I0WzE08mTZzs9y8iGI1Gr1NbbepxaD3+8C/F/lpxJBc1GQM/pEFaBVbArmaIoJBkKOZ2Sx+nUXE6l5NqeU3KM1zzW282J+r5u1Pd1I8LPjXAfN8J8LoUfV2cZpCyEqF5uKBy9//775W7Pyspi7969DB8+nB9++IERI0ZURt2EqLEUi4XU9z8g/fPPAdAPG0bIG//kgjGZV9Y+bVvhukdoD2Z1n2Vds0hR4NQG2Pg6XLTuR+0EbcZZW4r8G92WumfnF3MsycCxROvjeFIOp1Nyr9kFFuipo0GAO5F+7tT3KwlCvtbXXq6y6rYQoma5oXA0ceLEa+5v27Ytc+fOlXAk6jRLYSEXX5xpW/Ha///+hu/UKSw98R3v7X2PAlMBblo3nuv0HKMajbK2xp7dZg1FpS1FTm7Q8WHoNgX0oVVTT4vCuYx8WwiyPnJIyCoot7xGrSLC143oQA+iAzyIDnCnYaAHDQI8JAAJIWqVSp2uMXz4cF5//fXKPKUQNYopLY3zU6ZQePAQODkR8o855PfvzOPrHmdn0k4AOgd3Zk6POYR5hMGFvbDpdTi90XoCjQ46PQI9n67U9YkUReFidiEHz2dx8HwWB85ncSQh+6qtQWHerjQL0dM8xJOmIXoaBXoQ4eeOs1YWHhRC1H6VGo6MRiPOzs6VeUohaoyis2eJn/yYdUaalxf1Pvw3WwLSmbN8FLnFubhqXZnefjrjmo5DnfwXrHgWYldZD1ZrrYs29noWvMJuuS4FRWb2x2ey/3wW++OzOHghi9RyxgbptGqaBHvSLFhPsxBPmoXoaRqil5YgIUSdVqnh6Msvv6Rt27aVeUohaoSCw0c4//jjmDMycAoPx//j93gj5RuWb1kOQJuANrzR8w3qq5xh+ZOwfzGggEoNbe6D3s/d0hpF2QXF7D2Xwc64DHbFZXD4Qjamy9YH0qhVNA32pG24N23CvWlTz5voAHe5DYUQQlzmhsLRjBkzyt2enZ3Nvn37OHHiBFu2bKmUiglRU+Ru3caFadNQ8vNxad6c3LnTGX/kOc7nnEetUvN468d5rOn9aHd8Zl2rqDjPemDzkXDHyzc10DrXaGL76XS2nUpjZ1wGx5MMKJetlRji5UKHCB/ahnvTrr43LUK9cHGSmWFCCHE9NxSO9u/fX+52vV7PgAED+Omnn4iKqjkr9Apxq7JXrODizL+DyYRbt25s+r/OfLBzGibFRIh7CP/qOZf2ySfh4y6Qk2g9qF4nGPhPqN+lwtexWBSOXjSw5WQqv59IZd+5zCtahhr4u9Mp0pfOUdZHPR9XubO6EELchBsKR5s2baqqeghR46TPX0DKm28C4DJ4APOGFLP5r48BGBQ5iFcb3It+1UsQv916gFd9GDALWtxTocUbs/OL2XA8mc2xqWw9lUZGnv2CihF+bvRq5E/3aH86RvoQ6OlSqZ9PCCHqKrm5kBA3SLFYSHl7HhklK8abRw/liVaHuJiUhLPamZntpzPq3GFUXw0BxWKdlt/7Weg6BZyuHWCSDYX8djSJtUeT2XEm3a51yEOnpXu0H70aB9C7kT8RfnKTZyGEqAoSjoS4AUpxMRdfegnD8hUAJEy4g+fqbcBUYKa+Z33eCR1E01VzIC/FekDzu2DQG+BV76rnjEvLY82RJNYeTeLA+Sy7fU2CPBnQPIiYJgG0DffGSQZPCyFElZNwJEQFWYxGEqY/Te6mTaDR8PuDLfk4ZAsoMCC0B3OSkvBY84q1sF8jGPqW9f5n5UjJKWTFwUSW7U/gcEK23b529b0Z1CKYQS2CifKX1iEhhLjdJBwJUQGW/HwuTH2SvD//BJ0zC+8L5NeQo2jVWp7178b4XctQFedZF3GMeQ66PwVa+zW/CorMrD6SyM/7E9h2Ko3SHjONWkX3aD8GtghmYPMggvQydkgIIRxJwpEQ12HOyeH8E3+jYO9eFBcd88Y4szskCX+dN+/lqWi7c7G1YP3ucOe/r5iaf/RiNkt2nWfZgQRyCk227e3qezOybRjDWofg76G7nR9JCCHENUg4EuIaTJmZnJ/8GIVHjmBy0zH7XjOxYQW0dgnkvdNHCSwqAGdPGDAbOjwEauuYoIIiM78cSODbXfEcvHCp2yzc15VR7esxsm0YkdJlJoQQ1ZKEIyGuwpSaSvzDj2A8eZJCD2deHW3ibLCKe/DgpWN7cAZo2B9G/Nt2y4+k7EIWbj/Lt7viycovBsBJo2Jgi2Du61Sf7tF+qNWy9pAQQlRnEo6EKEdxYiLxDz1M0dmz5OideHWsmWR/DS9n5TImMx6VkxsMfB06PgwqFQfPZ/Hl1jhWHU60Tb8P93XlgS4RjOpQT7rNhBCiBpFwJMRlis6fJ37iJIovXiTDS8Nr4ywU+Gr5T+JFOhcarStc3/0f8Itm55l0Ptx4iq2n0mzHd47y5eEeUQxoHoRGWomEEKLGkXAkRBlF8fGcmzARU1ISyb5qZo0Ddw8VX5w/T6QF6PsySs/p/BmXzb9/2M7OuAwAtGoVd7YJ5eGeUbQM83LshxBCCHFLJBwJUaLowgXOTZyEKSmJBD+YPV5FtLaY9y+k4O1ZD+79il2maN78fDd7z2UC1vFEozuG87eYaMJ93Rz8CYQQQlQGCUdCAMUJCdYWo8REEnxh1ngNMUoesxIzcGoyjDM93uKNjUmsP2a9T5qzVs34zvV5PKYBIV6uDq69EEKIyiThSNR5xRcvcnbiREwXL3LRB+aM1zC+2MDfDPnk9pnDaxl9WfrZIcwWBY1axbhO4TzVrxGBslijEELUShKORJ1WnJTE2QkTMV1IIMkb/jFezVRjJqPV3vzS/iP+vtGZ/KLzAAxoHsQLg5vSMNDDsZUWQghRpSQciTqrODmZuAkPYr5wgWRveOM+Na8UpNPZsxXjCqaxc6saMNMm3Ju/D2lKlwZ+jq6yEEKI20DCkaiTilNSrMEo/gIpXvDOWBVv5qdi9BhGu3MjMaHG282JmUOaMrpDuCzcKIQQdYiEI1HnmNLTOTPhQSznzpOqhw/HwryCDL4rfogvE3oDMLpDPWYObYavu/N1ziaEEKK2kXAk6hSzwcDphyZiORtPmid8Ngb+YSxkZs4L7FMa0yjQg3/e3YrOUb6OrqoQQggHkXAk6gxLQQEnH30I5cRpstzgi9EKMwpVPJb3ChcI4omYaJ4e0AidVuPoqgohhHAgCUeiTlCKioh94hE49Bd5Olg4ysKDBZ48WvAsHj6BLB3TVlqLhBBCABKORB2gmM3ETv8/2LmfQif49m4L/YrqMcU4lTs7NODVEc3xdHFydDWFEEJUExKORK2mKAonZj6DsnEbxRr4/k4z0ZbW/EP1CO/f35YhrUIcXUUhhBDVjIQjUaud+tdsLMvXYlHBD0MtuKl78JP3JH5+sAPRAbKYoxBCiCtJOBK11ukvPsS0cCkAPw+wYHbpQ0KTx1g2ug0eOvnRF0IIUT75hhC10rmfF1M47xPUwG89FLK8BxB9x9O8HtMAlUoWdBRCCHF1Eo5ErZP4xzqyX34dJ+DPNgpnwocw8r6Z9G0S6OiqCSGEqAEkHIlaJePIfhKnTsPVDAcbwaGWd/LwpL/TJtzb0VUTQghRQ0g4ErVG3oVznHzoAfRGOBUG+7oNZvpjrxHl7+7oqgkhhKhBJByJWqE4J4e9948gIMdCgh/s7xfDs0/OJdDTxdFVE0IIUcNIOBI1nsVkYuP9famfXEy2Gxwc0p6nZ3woCzsKIYS4KRKORI23anJ/ok/kUaSFXUMbMeWFr3FxkvujCSGEuDlqR1dAiFux+qXxRG9PBmDHgGAee+1nCUZCCCFuiYQjUWNt/uw16v+0H4Ad3d2Z+OY6CUZCCCFumYQjUSMd+O1bvD7+DrUCh1pouPuDjbg4Sy+xEEKIW1fjwtHHH39MZGQkLi4udOnShV27dl2z/Pfff0/Tpk1xcXGhVatWrFq16jbVVFSV8ycPkfvKHFyK4XS4ip7/Xo63p97R1RJCCFFL1KhwtHTpUmbMmMFrr73Gvn37aNOmDYMGDSIlJaXc8n/++Sf33XcfjzzyCPv372fkyJGMHDmSI0eO3Oaai8qSl5PN4f+7D79sSPWCiDf+TVhYA0dXSwghRC2iUhRFcXQlKqpLly506tSJjz76CACLxUJ4eDhPPvkkL7744hXlx44dS15eHitXrrRt69q1K23btuWzzz6r0DUNBgNeXl5kZ2ej10vrhKMtHdeB1gfyKXCGrFef4I57n3J0lYQQQlRDt/L9XWNajoqKiti7dy/9+/e3bVOr1fTv35/t27eXe8z27dvtygMMGjToquVF9bbkuZG0PpAPQPx9PSUYCSGEqBI1ZgRrWloaZrOZoKAgu+1BQUEcP3683GOSkpLKLZ+UlHTV6xiNRoxGo+29wWC4hVqLyvLbV2/Q4tdYAA719GfszP86uEZCCCFqqxrTcnS7zJ07Fy8vL9sjPDzc0VWq82L3/4HXR4vQWuB4Iw2jPtvg6CoJIYSoxWpMOPL390ej0ZCcnGy3PTk5meDg4HKPCQ4OvqHyADNnziQ7O9v2OH/+/K1XXty0wrwczs14An0+JARAt09+RKt1dnS1hBBC1GI1Jhw5OzvToUMHNmy41GpgsVjYsGED3bp1K/eYbt262ZUHWLdu3VXLA+h0OvR6vd1DOM6Kx/oTnmghXwduM58hOLyJo6skhBCilqsxY44AZsyYwcSJE+nYsSOdO3fm/fffJy8vj4ceegiACRMmEBYWxty5cwF46qmniImJ4Z133mHYsGEsWbKEPXv28PnnnzvyY4gK+uWfD9Fyr3XM16lRHRk79FEH10gIIURdUKPC0dixY0lNTeXVV18lKSmJtm3bsmbNGtug6/j4eNTqS41h3bt355tvvuHll1/m73//O40aNWLZsmW0bNnSUR9BVNCx33+i/pIdAOzv7Mn4Vxc5uEZCCCHqihq1zpEjyDpHt58xO4MdQ3oSmKFYV8D+YRveXj6OrpYQQogapE6scyTqBkVR2PjwUAIzFDI8wPOFWRKMhBBC3FYSjkS18udbTxN5NBuTGo7f046Y/mMcXSUhhBB1jIQjUW0k7f0Dz6/XArCju44Hn5NxRkIIIW4/CUeiWjDl5XJy2t9wMsOxBtDxmf/h7KRxdLWEEELUQRKORLWw9cl78U83k+EByXeNo10zmVEohBDCMSQcCYc7sfgTgv48h0UFu/sEMPGhlxxdJSGEEHWYhCPhUPlxZ8h780MA/uwEbSctxM25Ri2/JYQQopaRcCQcRikq4sgTD+BSBLH1ILHro/RpGeXoagkhhKjjJBwJh4mdNxvPc5nkuMDRHkFMHPuEo6skhBBCSDgSjmHYuxvzop8A2HyHgkeneUT4uTu4VkIIIYSEI+EAlrw8Tk3/P9QK/NkCEv3vYfLAto6ulhBCCAFIOBIOEDt7Jq6puaTqIaetnq79H5dB2EIIIaoNCUfitsresAGWr8MCbO9nYo/r04zqEO7oagkhhBA2Eo7EbWPKyODc358HYF0nMDp1Z8KQPmg18mMohBCi+pBvJXFbKIrCuZdexCk7n/gAcGmh8FfwQwxoHuToqgkhhBB2ZKCHuC0MK3+laNMfmNSwerCZXMN4po9phUqlcnTVhBBCCDvSciSqnCk9nQv/mA3Ajz1UdFT8yKk/kK4N/BxcMyGEEOJKEo5Elbv4jzmoDbmcDQSX5vksyJvEUwMaO7paQgghRLkkHIkqZVi3jrw1v2FWwZLB4JvZDt+I1nSTViMhhBDVlIQjUWXM2dkkzHoNgOVdVdyrzeM/RaOZ1q+RjDUSQghRbcmAbFFlkv/1JqRncsEPLrYvwilpAPXCI+jRUFqNhBBCVF/SciSqRO4fW8n++WcswH+HqHkk28xX5qE81quBtBoJIYSo1iQciUpnycsj8dVXAVjdUUUHfS7fFdyNv68Pg1rIukZCCCGqNwlHotKlfvIJpsREUrzg154Kd2W78L05hkd6RMlq2EIIIao9+aYSlarwxAkyFi4E4MuBah7Jz+Gzgntwc3FhdEe5h5oQQojqT8KRqDSKxULS7DlgMrOzsYqMCDM9831YbunO/V0jcNfJ+H8hhBDVn4QjUWmyf15Gwd69FDrBggFqns7I4q38kaBSc3+X+o6unhBCCFEhEo5EpTBlZpLy9tsAfN9LTZSTkRZKCKstnbmjaSD1fNwcXEMhhBCiYqSfQ1SK1HffxZyVRXwArO4Ai5MzmVc0HgU1D3SNcHT1hBBCiAqTliNxy/L37Sfr+x8A+O9gDUML8qnnFMZPhR2p7+tG70YBDq6hEEIIUXESjsQtUUwmkmbPBmBjaxWnw+D/srL5kruxoGZ8l/qo1bLooxBCiJpDwpG4JVnff48xNpYCNw2L+6q5JyeXANdQPk5vh7NGzegO9RxdRSGEEOKGSDgSN81sMJD6wb8B+KaHQqGrislZBtZ7j8WElv7NA/Hz0Dm4lkIIIcSNkXAkblrax59gzsoiNciFde1VjDbkEOTsxesJ7QC4V1qNhBBC1EASjsRNMZ6JI2PxYgA+71OEk0rFo9nZnIm6j4v5Kvw9dDIQWwghRI0k4UjclJS33gKTiRPN9BxsoGaswUAATnyS1xeAe9qHyX3UhBBC1Ejy7SVuWO7WbeRu3oyiUfNxrzxcUfFQloHCFmP45WQxAKPaS5eaEEKImknCkbghislE8r/mArCjuw+JfirGZWXjb7Gw2uMeTBaF1vW8aBLs6eCaCiGEEDdHwpG4IZlLllJ06jRmvTufd8jCTaXhoWwDNOzPolPWmWl3twtzcC2FEEKImyfhSFSYOSeHtA8/BGBNf2/yXFXcn5OHj8VCWouJ7IvPQqWCoa1CHFxTIYQQ4uZJOBIVlv7ll5izszFHhLCoURIuKi0PpKeBTyQ/GZoB0DnSlyC9i4NrKoQQQtw8CUeiQkypqWQs/BqAlQO8sKhV3FOkxtdigU6TWXk4GYDhbUIdWU0hhBDilkk4EhWS9umnKAUFKM0bsdj/JFqVmolJcaB15XzE3Ry6kI1aBUNaBju6qkIIIcQtkXAkrqsoPp7M774HYMUgb1CpGKrxIdRkhtajWX6iAIBu0X74y+1ChBBC1HASjsR1pf77QzCZUHfryGKXAwA8HH/curPDQ6w8lAjA8NbSpSaEEKLmk3Akrqnw2DEMK1cC8NvgABQUertHEG0sgOBWxOuacCzRgEatYnAL6VITQghR80k4EteU8t57ALgOGcjXxX8AMCHNOvia9hNZdzwFgE6RPvi4OzukjkIIIURlknAkripv1y7ytvwBWi1bh9Sj0FxIU49wOiedAK0rtB7D+r+sQWlAc2k1EkIIUTtIOBLlUhSF1HetrUZe947iq6zVAEwwu6ECaHE3WRZXdp3NAGBAsyAH1VQIIYSoXBKORLnytv1JwYEDqFxcODCsEakFqQS6+jP45DZrgQ4T2Rybitmi0CTIk/p+bo6tsBBCCFFJJByJKyiKQtrHHwPgM3Ysi5KtA7LHebXAqTgffKMhvAvrjlm71Po3D3RYXYUQQojKVmPCUUZGBvfffz96vR5vb28eeeQRcnNzr3lMnz59UKlUdo8nnnjiNtW45srfuZOC/ftROTuTMrI7R9KP4KR2YlRSnLVAm/swmi38HpsKyHgjIYQQtUuNCUf3338/R48eZd26daxcuZItW7bw2GOPXfe4yZMnk5iYaHu89dZbt6G2NVvax58A4D1mDEvS1wIwOKw3vnElXWqtx7DzTAa5RhOBnjpah3k5qqpCCCFEpdM6ugIVcezYMdasWcPu3bvp2LEjAB9++CFDhw5l3rx5hIZeffFBNzc3goOlZaOi8nbtIn/3blROTmgeHMXqLeMBuM/sCigQ0RN8Itj4x1EA+jULRK1WObDGQgghROWqES1H27dvx9vb2xaMAPr3749arWbnzp3XPHbx4sX4+/vTsmVLZs6cSX5+/jXLG41GDAaD3aMuSfvkU8A6Q+0Xw1aKLcW09GtJq9gN1gJtxgKw5aS1Sy2msYw3EkIIUbvUiJajpKQkAgPtv4S1Wi2+vr4kJSVd9bjx48cTERFBaGgohw4d4oUXXiA2NpaffvrpqsfMnTuX2bNnV1rda5L8vXvJ37EDnJzweeQRvtvxMADjgrvBnlWgdYHmd3EhM58zqXlo1Cq6Rfs5uNZCCCFE5XJoOHrxxRd58803r1nm2LFjN33+smOSWrVqRUhICP369eP06dNER0eXe8zMmTOZMWOG7b3BYCA8PPym61CTlLYaeY8cyS7OkJiXiJfOi8GpF6wFmgwFFy/+OBQPQNtwb7xcnRxVXSGEEKJKODQcPfPMM0yaNOmaZRo0aEBwcDApKSl2200mExkZGTc0nqhLly4AnDp16qrhSKfTodPVvTvLFxw4QN62baDR4Pf4Y8w9YR24fmeDEej+WGAt1Go0AFtOWLvUejcKcERVhRBCiCrl0HAUEBBAQMD1v2C7detGVlYWe/fupUOHDgBs3LgRi8ViCzwVceDAAQBCQkJuqr61WeqnJWON7rqLLF9ntlzYAsC9Ho0g5yLo9NCwHyazhW2n0gDo1djfYfUVQgghqkqNGJDdrFkzBg8ezOTJk9m1axfbtm1j6tSpjBs3zjZTLSEhgaZNm7Jr1y4ATp8+zT/+8Q/27t3L2bNnWb58ORMmTKB37960bt3akR+n2imMPUHe71tArcb/scksO7UMs2KmfWB7Gpzdbi3UdBhodRy8kI2h0ITeRUubet4OrbcQQghRFWpEOALrrLOmTZvSr18/hg4dSs+ePfn8889t+4uLi4mNjbXNRnN2dmb9+vUMHDiQpk2b8swzzzBq1ChWrFjhqI9QbWUsWACA54ABaCPq8+OJHwG4t9E98Ncv1kIt7gHgj5JZaj0b+aORKfxCCCFqoRoxWw3A19eXb7755qr7IyMjURTF9j48PJzff//9dlStRitOTiF7pfX2IH4PP8T2i9u5mHcRT2dPBuAOucng4g0N+gAy3kgIIUTtV2NajkTVyPzf/6C4GNf27XFt04Zlp5YBMLzBcFyOWUMTzUaA1pmcwmIOnM8CrC1HQgghRG0k4agOs+Tlkbl0KWBtNTIUGdgYvxGAkVEj4Nhya8GW1i61PecysShQ39eNej5uDqmzEEIIUdUkHNVhWT/+hMVgwDkiAo++fVkTt4YiSxENvRvSLC8L8tPB1QciewOw80wGAF2ifB1YayGEEKJqSTiqoxSTiYyFCwHwnTQRlUbD8tPWlqKRDUeiil1lLdh4CGisQ9N2nEkHoEsDWRVbCCFE7SXhqI7KWb+e4oQENN7eeI0cSVx2HAdTD6JRaRgWNRSOl4w3ajoMgDyjicMJ2YC0HAkhhKjdJBzVQYqikP7lVwD4jB+P2tWVFaetSxz0COuBvyEJsuJB6wrRdwCw91wmZotCmLcr4b4y3kgIIUTtJeGoDirYu5fCw4dROTvjc/94LIqFFWes4eiu6LugdJZaw37gbA1CO+NKu9Sk1UgIIUTtJuGoDkqfvwCw3ipE6+fHvuR9JOUl4enkSUx4DBz/1VqwpEsNLg3G7hol442EEELUbhKO6piiCwnkbrRO1/edNBGAVXHWwdf9I/qjMyRC8mFQaaDxYAAKiswcvJAFQFcZjC2EEKKWk3BUx2R99x0oCu7du6GLjqbYXMxv534DYGiDoRC72lowoju4WbvQ9sVnUmxWCPFyIdzX1VFVF0IIIW4LCUd1iKWoiKwffgDAe9w4ALYnbifbmI2/qz+dgjrBibXWwk2G2I7bFWftUusc5YtKJfdTE0IIUbtJOKpDcn5bhzkjA21gIJ53WGeh/XrGOr5ocORgNMUFcG6btXCjgbbj9sVnAtAxwuf2VlgIIYRwAAlHdUjmt98C4D1mDCqtlvzifDad3wTA0KihELcFzEXgEwl+DQGwWBTb/dTa1ZdwJIQQovaTcFRHFMaeoGDvXtBo8B59LwC/X/idAlMB4Z7htPRvCSetY49oNBBKus/OpOWSU2jCxUlN02BPR1VfCCGEuG0kHNURWUuXAODZrx9OQUEA/HbWGoYGRw5GBXBynbVw2S61c1kAtK7njVYjPy5CCCFqP/m2qwPMuXlkL/sFAJ/7rAOx84vz+SPhDwAGRg6ElGNguABaF4jsaTt2/3nreKP20qUmhBCijpBwVAcYVq7Akp+Pc2Qkbl27AvBHwh8YzUbqedSjiU+TS11qUb3B6dJ0/dKWo3b1vW9zrYUQQgjHkHBUyymKQuY31oHYPveNs03FX3fO2oU2IHKAdVs5XWo5hcWcSMkBJBwJIYSoOyQc1XIF+/djPHEClYsLXiNHAlBoKmTLhS0ADIwYCMYcOL/DekDDfrZjD13IRlGgno8rgZ4ut7vqQgghhENIOKrlMr+1DsTWDxuKxssLgG0Xt1FgKiDEPYQWfi3g3J9gMVmn8Ps2sB2775x1vJFM4RdCCFGXSDiqxcxZWeSsta547VOyIjaU6VKLKOlSO7PZuqNBH7vj95esb9ReutSEEELUIRKOarHsX39FKSpC16QJLi1bAlBsLub3878D1nAElBuOFEVhf7y0HAkhhKh7JBzVYtk//QyA96h7bAOx9yTvIbc4Fz8XP1oHtIacZEj5C1BBZG/bsQlZBWTmF+OkUdEsRBZ/FEIIUXdIOKqlCo8fp/DoUXByQj9ihG176e1C+oT3Qa1SQ5y1FYmQ1uDuZyt3JMEAQOMgT3Raze2ruBBCCOFgEo5qqayffgLAs29ftD7WbjFFUdh8fjNgDUcAnCkJR5eNNzp6MRuAlqFeVVxTIYQQonqRcFQLKUVFGJavAKxdaqVOZJ4gMS8RF40LXUK6gKJcGm8UFWN3jiMJJeEoTH9b6iyEEEJUFxKOaqGczZsxZ2WhDQzEvUcP2/bSLrWuoV1x1bpC+mnrLUM0zlC/m62coigcLulWaxEmLUdCCCHqFglHtVD28uUAeN05ApVWa9te2qXWN7yvdUOc9T3hXcDZzVYuJcdIWq4RtQqaBUvLkRBCiLpFwlEtY8rMJPd36+rX+jvvtG1PzkvmaPpRVKjoXa9kVtrZbdbnqN525yjtUmsY6IGrswzGFkIIUbdIOKplctauheJidM2a4dK4sW37lgRrYGrl3wp/V3/reKNzf1p3RnS3O0fpTLWW0qUmhBCiDpJwVMtk/1LSpVZm+j7A1gtbAS61GmWcgdwk63ijsA52ZY/ITDUhhBB1mISjWqTo/HkK9u8HtRr9sGG27cXmYnYkWm8s27NeT+vG0lajsA7g5Gp3nqO2mWoSjoQQQtQ9Eo5qkdKB2O5du+IUFGjbvj9lP/mmfHxdfGnm28y68Spdaum5Ri5mFwLQPFQGYwshhKh7JBzVEoqiYFixEgCvu+6027f1orVLrUdoD+uq2ADnSgZjXxaOjl60jjdq4O+Oh06LEEIIUddIOKoljMeOUXT2LCqdDo9+/e32bU2whqOeYSVdatkXIOscqNTWafxllIYjaTUSQghRV0k4qiUMq1cD4BETg8bD3bY9OS+Zk5knUaGie2hJK1Fpl1pIG9DZ31Q2NskajpqFSDgSQghRN0k4qgUURcGwyhqO9EOH2O3bdtHafdbKvxXeLt7WjbYutR5cLjY59//bu/egqM77j+PvFQG5rFgNchFQiBFLOmDwglwirPVSm3F0OmPSTDpR6/SSmk6NNY22UWJuZupkRttYtTNtNH9kqLWj7dQoNXYXQ1QEzM54ixqiP4hy8YLchEV39/fHyrqbVSOoLHQ/r5kzyz7nwvfMcYaPz3nOcwBIjTH6rBMREQkECkf/AzqOHuX6+fMYwsOJzPd+R5rPLTW442Ds63YHVQ03w1GswpGIiAQmhaP/Ac27PgLAaDIxIOzWY/l2h939CH/uiJu9RNeuwKXTrp8TJ3sd5/8ut9FpdxAeEsSIId6P94uIiAQKhaN+zulw0LxnD+B7S+3E5RO0dLZgDDHy+LDHXY3nK12fQx+FiGFe25+qc/UajYkxMmCA4eEWLiIi0kcpHPVz7Z99xo36egYYjUQ8+aTXurK6MgAmxkwkaMDNd6TVHHZ9Jk7yOVbXYGyNNxIRkUCmcNTPtfznPwAYp5oYEBLita7rllpWnMfj+l+Vuz4TJvgc61R9CwBjNN5IREQCmMJRP+Z0OmneuxcA44wZXutsdhvWBisAk+Nuji1yOG7dVkvw7Tk6rSfVREREFI76s45jx7lxoRZDeDgRud6P5VsbrNjsNqLDokmOSnY1XvwcbM0QHAHD07y2b++0c+5yG6An1UREJLApHPVjLTd7jSKnTGHAoEFe67puqU2Om4zBcHNwddcttRGZEOT9apAvGlpxOmFoRAiPRHrfnhMREQkkCkf9lNPpvDXeaPo0n/Vlta7B2N7jjW4Oxk6Y6LO9e7xRTOStMCUiIhKAFI76qc6qKte71IKDfSZ+bO5s5vjl48DXw1GF6/N24ejmk2pjY/XaEBERCWwKR/1U881eo4icHIIiI73WVdRV4HA6GDV4FLERsa7G9quuMUdwh56jW3MciYiIBDKFo36q5eOPATDOmO6zrqLe1UM0MdYjBHU9pfatZIiM9tnndJ3rtlpqbKTPOhERkUCicNQPXa+txXbiJBgMRBYU+KyvrHcFoQkxHnMZnT/i+rzN/EYtHdepa+4AYHS0eo5ERCSw9Ztw9NZbb5GTk0N4eDhDhgy5p32cTierVq0iLi6OsLAwpk2bxpkzZx5uob2g1WIBICwjg4HDvF8B0trZyudXXLfPMmMyb6248JnrM/4Jn+OdveR6hH9YRAhR4cEPvmAREZF+pN+Eo87OTubNm8cLL7xwz/v8/ve/5w9/+AObNm2irKyMiIgIZs6cSUdHx0Os9OFrMZsBiDSZfNZZL1pxOB0kRCbcGm8EUGt1fcaN89nny4uucJQSHfGgSxUREel3Bn7zJn3D6tWrAdiyZcs9be90Olm3bh2vvvoqc+bMAeCDDz4gJiaGnTt38sMf/vBhlfpQOa5d49oh12P6kaYCn/Vdt9TGx4y/1djaAM3nAQPEpfvs8+VF12DslEc03khERKTf9Bx119mzZ6mrq2PatFtzAEVFRZGVlcXBgwf9WNn9aTtwAGdnJ8EjRhD62GM+628bji5YXZ+PPAahvmOKqi6p50hERKRLv+k56q66ujoAYmJivNpjYmLc627HZrNhs9nc35uamgBobm5+CFV2X21xMa12O0Oys2lpafFa13GjA2uNFbvDzpiwMbdq/uIQ2JwQlQa3OY/TNQ04bNeICXP2mfMUERG5H11/z5xOZ/d3dvrRK6+84gTuupw8edJrn/fff98ZFRX1jcf+9NNPnYDzwoULXu3z5s1zPv3003fcr7Cw8Btr0qJFixYtWrT0j6Wqqqrb+cSvPUe//vWvWbBgwV23SUlJ6dGxY2Ndg5Hr6+uJi4tzt9fX1zNu3Lg77rdixQqWLl3q/n716lVGjhxJdXU1UVFRPapFHozm5mYSExOpqalh8GDN5O1PuhZ9i65H36Fr0Xc0NTWRlJTE0KFDu72vX8NRdHQ00dG+ExI+CMnJycTGxrJv3z53GGpubqasrOyuT7yFhoYSGhrq0x4VFaV/6H3E4MGDdS36CF2LvkXXo+/Qteg7Bgzo/vDqfjMgu7q6GqvVSnV1NXa7HavVitVqpbW11b3N2LFj2bFjBwAGg4ElS5bw5ptv8q9//YujR4/y/PPPEx8fz9y5c/10FiIiItLX9ZsB2atWrWLr1q3u70884ZrM0Gw2U3BzluhTp065B1AD/OY3v6GtrY2f/vSnXL16lby8PPbs2cOgQYN6tXYRERHpP/pNONqyZcs3znHk/NqIdIPBwOuvv87rr7/e498bGhpKYWHhbW+1Se/Steg7dC36Fl2PvkPXou+4n2thcH49UYiIiIgEsH4z5khERESkNygciYiIiHhQOBIRERHxoHAkIiIi4kHh6C42bNjAqFGjGDRoEFlZWRw+fNjfJQWk/fv3M3v2bOLj4zEYDOzcudPfJQWsNWvWMHHiRIxGI8OHD2fu3LmcOnXK32UFpI0bN5Kenu6ebDA7O5vdu3f7uywB3nnnHfdce9L7XnvtNQwGg9cyduzYbh1D4egO/va3v7F06VIKCws5cuQIGRkZzJw5k4aGBn+XFnDa2trIyMhgw4YN/i4l4JWUlLB48WIOHTrE3r17uX79OjNmzKCtrc3fpQWchIQE3nnnHSorK6moqGDq1KnMmTOH48eP+7u0gFZeXs7mzZtJT0/3dykB7fHHH6e2tta9lJaWdmt/Pcp/B1lZWUycOJH33nsPAIfDQWJiIr/85S9Zvny5n6sLXAaDgR07dmiW8z7i4sWLDB8+nJKSEqZMmeLvcgLe0KFDWbt2LYsWLfJ3KQGptbWVzMxM/vSnP/Hmm28ybtw41q1b5++yAs5rr73Gzp07sVqtPT6Geo5uo7Ozk8rKSqZNm+ZuGzBgANOmTePgwYN+rEykb+makb4nL3aUB8dut1NUVERbWxvZ2dn+LidgLV68mKeeesrrb4f4x5kzZ4iPjyclJYXnnnuO6urqbu3fb2bI7k2XLl3CbrcTExPj1R4TE8Pnn3/up6pE+haHw8GSJUvIzc3lO9/5jr/LCUhHjx4lOzubjo4OIiMj2bFjB2lpaf4uKyAVFRVx5MgRysvL/V1KwMvKymLLli2kpqZSW1vL6tWrefLJJzl27BhGo/GejqFwJCI9snjxYo4dO9bte/ny4KSmpmK1WmlqamL79u3Mnz+fkpISBaReVlNTw69+9Sv27t2rd3f2AbNmzXL/nJ6eTlZWFiNHjmTbtm33fMtZ4eg2HnnkEYKCgqivr/dqr6+vJzY21k9VifQdL774Iv/+97/Zv38/CQkJ/i4nYIWEhDB69GgAxo8fT3l5OevXr2fz5s1+riywVFZW0tDQQGZmprvNbrezf/9+3nvvPWw2G0FBQX6sMLANGTKEMWPG8MUXX9zzPhpzdBshISGMHz+effv2udscDgf79u3T/XwJaE6nkxdffJEdO3bw3//+l+TkZH+XJB4cDgc2m83fZQSc7373uxw9ehSr1epeJkyYwHPPPYfValUw8rPW1laqqqqIi4u7533Uc3QHS5cuZf78+UyYMIFJkyaxbt062traWLhwob9LCzitra1eif/s2bNYrVaGDh1KUlKSHysLPIsXL+bDDz/kn//8J0ajkbq6OgCioqIICwvzc3WBZcWKFcyaNYukpCRaWlr48MMPsVgsFBcX+7u0gGM0Gn3G3UVERDBs2DCNx/ODZcuWMXv2bEaOHMmFCxcoLCwkKCiIZ5999p6PoXB0B8888wwXL15k1apV1NXVMW7cOPbs2eMzSFsevoqKCkwmk/v70qVLAZg/fz5btmzxU1WBaePGjQAUFBR4tb///vssWLCg9wsKYA0NDTz//PPU1tYSFRVFeno6xcXFTJ8+3d+lifjVV199xbPPPsvly5eJjo4mLy+PQ4cOER0dfc/H0DxHIiIiIh405khERETEg8KRiIiIiAeFIxEREREPCkciIiIiHhSORERERDwoHImIiIh4UDgSERER8aBwJCIiIuJB4UhE/qctWLCAuXPn3nUbi8WCwWDg6tWr3T7+X/7yF2bMmNGz4jxMnjyZf/zjH/d9HBG5fwpHIvLQbdq0CaPRyI0bN9xtra2tBAcH+7yKpCuoVFVVPZRaCgoKWLJkyQM5VkdHBytXrqSwsBCAPXv2YDAY3O+c6xIXF8eoUaO82s6dO4fBYHC/4PrVV19l+fLlOByOB1KbiPScwpGIPHQmk4nW1lYqKircbZ988gmxsbGUlZXR0dHhbjebzSQlJfHoo4/6o9Ru2b59O4MHDyY3NxeAvLw8Bg4ciMVicW9z8uRJ2tvbaWxs5Ny5c+52s9lMaGioe99Zs2bR0tLC7t27e/MUROQ2FI5E5KFLTU0lLi7OKzRYLBbmzJlDcnIyhw4d8mrvetGww+FgzZo1JCcnExYWRkZGBtu3b3dva7fbWbRokXt9amoq69evv2MdCxYsoKSkhPXr12MwGDAYDF6BpbKykgkTJhAeHk5OTg6nTp2663kVFRUxe/Zs9/fIyEgmTpzoc555eXnk5ub6tE+ePJlBgwYBEBQUxPe//32Kioru+jtF5OFTOBKRXmEymTCbze7vZrOZgoIC8vPz3e3t7e2UlZW5w9GaNWv44IMP2LRpE8ePH+ell17iRz/6ESUlJYArPCUkJPD3v/+dEydOsGrVKn7729+ybdu229awfv16srOz+clPfkJtbS21tbUkJia61//ud7/j3XffpaKigoEDB/LjH//4rudUWlrKhAkTun2e4B0Cu0yaNIlPPvnkrr9TRB6+gf4uQEQCg8lkYsmSJdy4cYP29nY+++wz8vPzuX79Ops2bQLg4MGD2Gw2TCYTNpuNt99+m48//pjs7GwAUlJSKC0tZfPmzeTn5xMcHMzq1avdvyM5OZmDBw+ybds2nn76aZ8aoqKiCAkJITw8nNjYWJ/1b731Fvn5+QAsX76cp556io6ODnfvjqerV6/S1NREfHy8z3m+/fbb1NbWEhcXR0lJCS+//DI3btxg48aNAHz55ZdUV1f7hKP4+HhqampwOBwMGKD/u4r4i8KRiPSKgoIC2traKC8vp7GxkTFjxhAdHU1+fj4LFy6ko6MDi8VCSkoKSUlJHD9+nGvXrjF9+nSv43R2dvLEE0+4v2/YsIG//vWvVFdX097eTmdnJ+PGjetRjenp6e6f4+LiAGhoaCApKcln2/b2dgCf4JSTk0NISAgWi4WMjAza29vJzMzE4XBw8eJFzp49i8ViISwsjMmTJ3vtGxYWhsPhwGazERYW1qNzEJH7p3AkIr1i9OjRJCQkYDabaWxsdPfQxMfHk5iYyIEDBzCbzUydOhVwPc0GsGvXLkaMGOF1rNDQUMA15mfZsmW8++67ZGdnYzQaWbt2LWVlZT2qMTg42P2zwWAAuOPTY8OGDcNgMNDY2OjVHh4ezqRJkzCbzVy5coW8vDyCgoIICgoiJycHs9mM2WwmNzeXkJAQr32vXLlCRESEgpGInykciUivMZlMWCwWGhsbefnll93tU6ZMYffu3Rw+fJgXXngBgLS0NEJDQ6murnYHqa/79NNPycnJ4Re/+IW77ZumAAgJCcFut9/3uYSEhJCWlsaJEyd85jkymUwUFRXR2NjoNVXBlClTsFgslJSU8POf/9znmMeOHfPqFRMR/9BNbRHpNSaTidLSUqxWq1fgyc/PZ/PmzXR2drrH4RiNRpYtW8ZLL73E1q1bqaqq4siRI/zxj39k69atADz22GNUVFRQXFzM6dOnWblyJeXl5XetYdSoUZSVlXHu3DkuXbp0X/MKzZw5k9LS0tue55kzZyguLvY5z507d1JTU+Mz3ghc0xs8iAklReT+KByJSK8xmUy0t7czevRoYmJi3O35+fm0tLS4H/nv8sYbb7By5UrWrFnDt7/9bb73ve+xa9cukpOTAfjZz37GD37wA5555hmysrK4fPmyVy/S7SxbtoygoCDS0tKIjo6murq6x+ezaNEiPvroI5qamrzas7OzCQ0Nxel0Mn78eHd7VlYW169fdz/y7+n8+fMcOHCAhQsX9rgeEXkwDE6n0+nvIkRE+qt58+aRmZnJihUr7us4r7zyCo2Njfz5z39+QJWJSE+p50hE5D6sXbuWyMjI+z7O8OHDeeONNx5ARSJyv9RzJCIiIuJBPUciIiIiHhSORERERDwoHImIiIh4UDgSERER8aBwJCIiIuJB4UhERETEg8KRiIiIiAeFIxEREREPCkciIiIiHv4f6r+dYChBJnsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def plot_isoelastic_utility_curves():\n",
    "\n",
    "    ws = np.linspace(0.01, 5, 200)\n",
    "    plt.figure()\n",
    "    gamma_list = [3, 2, 1.5, 1]\n",
    "    label_mapping = {3: \"Retail\", 2: \"Pension\", 1.5: \"Institutional\", 1: \"HedgeFund\"}\n",
    "    for gam in gamma_list:\n",
    "        if np.isclose(gam,1.0):\n",
    "            us = np.log(ws)\n",
    "        else:\n",
    "            us = (ws**(1-gam)-1)/(1-gam)\n",
    "        plt.plot(ws, us, label=label_mapping[gam])\n",
    "    \n",
    "    plt.title(\"Isoelastic (CRRA) Utility Curves\")\n",
    "    plt.xlabel(\"Wealth (W)\")\n",
    "    plt.ylabel(\"Utility\")\n",
    "    plt.legend()\n",
    "    plt.ylim(-1, 2)\n",
    "    plt.xlim(0, 5)\n",
    "    plt.show()\n",
    "\n",
    "plot_isoelastic_utility_curves()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_order_size_vs_final_wealth(df):\n",
    "    T_last = df['period'].max()\n",
    "    dsub_final = df[df['period'] == T_last]\n",
    "    wealth_by_id = dsub_final[['trader_id','W_next','trader_type']]\n",
    "    large_counts = df[df['order_size'] == 'large'].groupby('trader_id').size().reset_index(name='large_count')\n",
    "    merged = pd.merge(wealth_by_id, large_counts, on='trader_id', how='left').fillna({'large_count':0})\n",
    "\n",
    "    plt.figure()\n",
    "    plt.figure(figsize=(8,4))\n",
    "    for ttype in merged['trader_type'].unique():\n",
    "        sub = merged[merged['trader_type'] == ttype]\n",
    "        plt.scatter(sub['large_count'], sub['W_next'], alpha=0.3, label=ttype)\n",
    "    plt.title(\"Final Wealth vs. Number of Large Orders\")\n",
    "    plt.xlabel(\"# of Large Orders (over T periods)\")\n",
    "    plt.ylabel(\"Final Wealth\")\n",
    "    plt.legend()\n",
    "    xmin, xmax = plt.xlim()\n",
    "    plt.xlim(-1, xmax)\n",
    "    plt.show()\n",
    "    \n",
    "plot_order_size_vs_final_wealth(df_sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            alloc_risk  alloc_rfree\n",
      "trader_type   surprise_bin                         \n",
      "HedgeFund     Neg             0.475000     0.525000\n",
      "              Neu             0.440000     0.560000\n",
      "              Pos             0.550000     0.450000\n",
      "Institutional Neg             0.480000     0.520000\n",
      "              Neu             0.416667     0.583333\n",
      "              Pos             0.420000     0.580000\n",
      "Pension       Neg             0.180000     0.820000\n",
      "              Neu             0.220000     0.780000\n",
      "              Pos             0.235000     0.765000\n",
      "Retail        Neg             0.105000     0.895000\n",
      "              Neu             0.141667     0.858333\n",
      "              Pos             0.135000     0.865000\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.boxplot(x=\"surprise_bin\", y=\"alloc_risk\", hue=\"trader_type\", data=df_sim)\n",
    "plt.title(\"Risky Allocation by Surprise Category and Trader Type\")\n",
    "plt.xlabel(\"Surprise Category\")\n",
    "plt.ylabel(\"Risky Allocation (alloc_risk)\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.boxplot(x=\"surprise_bin\", y=\"alloc_rfree\", hue=\"trader_type\", data=df_sim)\n",
    "plt.title(\"Risk-Free Allocation by Surprise Category and Trader Type\")\n",
    "plt.xlabel(\"Surprise Category\")\n",
    "plt.ylabel(\"Risk-Free Allocation (alloc_rfree)\")\n",
    "plt.show()\n",
    "\n",
    "summary = df_sim.groupby(['trader_type','surprise_bin'])[['alloc_risk','alloc_rfree']].mean()\n",
    "print(summary)"
   ]
  }
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