example-viz-scripts.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example scripts generated by GPT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VFRUVRpMndXJ67tw5MXbsWAFAc+JbtmyZACDmzJmjs+2qya0p6u+uym0XQvUPLQBix44detczdGzu3btXABCrV682uM3MzEwBQHz44Yday8+cOSN8fX3FG2+8IYQQ4tKlS8LHx8fgd6Op5Mke5wN9zP0+qaqsrEzcuHFDNG3aVOt7XH0MdunSRXZdffv2Ff7+/pp9n5qaKh5//HEhhBBffPGFqFu3rqioqBBCCJGUlCTCwsI061p6Pi8vLxcRERHirrvu0lrv1KlTwtPTU2/y1KpVK61/mOzevVsAEN9++61mmaHzkBzVetvu7rvvhqenJwIDA5GSkoKQkBD873//09xr/euvv3Ds2DE89dRTAICysjLNT48ePZCbm4s//vjDYP0lJSUYM2YMmjRpAg8PD3h4eCAgIABXrlzB0aNHLYp58+bNAKBzy+CRRx6Bv78/Nm3apLX89ttvR4MGDTS/+/j4oFmzZlqX8Dt06ICff/4ZY8eORUZGBq5du6Z325IkITU1VWtZ69atteoyRt2PagkJCYiJidE7yE/O+o8++ig8PDw06//yyy8oKyvDgAEDtPaVj48PEhMTZT050bhxYzRs2BAbN24EAGzYsAGtWrVC//79kZOTg7///hulpaXYsWMH7r//fs1669atQ1JSEqKiorS2rX4yZOvWrZpytWrVQmpqqla522+/HREREToxytl/jhYYGIjBgwdjwYIFuHLlCgDVcZmdnY2RI0eaXP/AgQPo3bs3ateuDXd3d3h6emLAgAEoLy/Hn3/+qVU2IiICHTp00FpW9ZjbsmULWrZsiTZt2miVe/LJJ81q16JFi7Bnzx6dn06dOplcd+vWrYiPj0dcXJzWcn1P/wDy2qU+viofi8nJybj//vuxYcMGAKqHM65cuaJ1LMr93unatSvatGmjuXUAAHPmzIEkSXjuuedMtlktICAAjzzyCL7++muUlZVh0aJFGDx4sNExJkeOHIGnpyc8PT0RFRWFDz/8EE899RS++uoro9sqLCzUrKf+MfSUZFVVvz/Ux0fl7x85x2aTJk0QEhKCMWPGYM6cOcjOztbZ1rp16yBJEvr376/1dx4REYE2bdpo/s4zMzNx/fp1g9+NptjjfGALZWVleO+99xAXFwcvLy94eHjAy8sLx48f13vue+ihh2TXnZSUhCtXrmDPnj2a8U7qpxITExNx4cIFHDlyBKWlpdi1a5fmlp015/M//vgDeXl5ePTRR7WWN2jQwOBDCz179oS7u7vm99atWwOAzfq6WgeML1q0CLfddhuKi4uxfPlyzJ07F0888YTmfrN6XMFrr72G1157TW8dxh6ff/LJJ7Fp0yaMHz8ed955J4KCgiBJEnr06GEwQTHl4sWL8PDw0BncK0kSIiIicPHiRa3ltWvX1qnD29tba/ufffYZ6tWrh+XLl2P69Onw8fFBt27d8P7776Np06aacn5+fvDx8dGp6/r167Jij4iI0Lusasxy1/fw8EDt2rU166v315133ql3fTc3ebn6fffdh/T0dACqE1dycjJatWqF8PBwbNy4EU2bNsW1a9e0Tljnz5/H2rVrDQ6YVB8n58+fR2FhIby8vIyWU5Oz//RRf0Hm5OSgRYsWRsta4sUXX8TMmTOxdOlSPPfcc5g5cybq1auHPn36GF3v9OnT6Ny5M5o3b45PP/0UDRs2hI+PD3bv3o0RI0botEtO+y9evIjY2FidcvqON2Nuu+02zbjHyoKDg3HmzBmj6xqKITw8XG95Oe2KiYlB48aNsXHjRjz22GPIzMzE6NGj0aRJE7z00kv4448/sHHjRvj6+iIhIUGznjnfOy+99BKeffZZ/PHHH2jUqBG++uorPPzww2b33TPPPINOnTphypQpuHDhgslpHBo3boxly5ZBkiT4+PggNjZWM14G+O/4rXqiCQwMxJ49ewCoEhS5TyqpvysqU7dR/f0h99gMDg7G1q1bMWXKFLz55pu4dOkSIiMjMXToULz99tvw9PTE+fPnNePW9GnUqJHWtg19N5pij/OBPuZ+n4waNQqzZs3CmDFjkJiYqBmr9+yzz+rdVuWnfE1RJ0NbtmyBl5cXCgsLkZiYCACIi4tD3bp1kZGRgYsXL2qNd7LmfK7uR337Mzw8HDk5OTrLq/a1t7c3AFh87q+qWpOnyl+WSUlJKC8vx7x58/D999/j4YcfRp06dQAA48aNw4MPPqi3jubNm+tdfvnyZaxbtw4TJkzQGvBYWlqKgoICi2OuXbs2ysrKcOHCBa0/GCEE8vLyDCYOxvj7+yMtLU3zyKn6KlRqaiqOHTtmcaxV5eXl6V3WpEkT2etHR0drfi8rK8PFixc1B6l6f33//fey/tVmyH333Yf/+7//w+7du/Hbb7/h7bffBgDce++92LBhA06dOoWAgACtpzHq1KmD1q1bY8qUKXrrjIqK0pSrXbu2JjmrKjAw0OK4K+vWrRu+/PJLrF692uCAW2s0adIE3bt3x6xZs9C9e3esWbMGaWlpWv/S0mf16tW4cuUKVq5cqbWPDh48aHEstWvXNnhsOUrt2rV1HjSxRQz33Xcf/ve//2Hr1q2oqKhA165dERgYiKioKGzYsAEbN25E586dNV/M5n7vPPnkkxgzZgxmzZqFu+++G3l5eWYNwla755570Lx5c0yaNAnJycmoX7++0fI+Pj56E1W1O+64AyEhIVi7di3ee+89zXJ3d3fNellZWbLjq/pdAfy3b9TLzDk2W7VqhWXLlkEIgUOHDmHBggWYNGkSfH19MXbsWNSpUweSJGH79u2afVOZepl624aOX1Nz/NnjfKCPud8nS5YswYABA7T2HaBKTmrVqqVT3pwn4eLj4zUJkre3N8LDw7USui5dumDLli2ahEedPFlzPlfvJ3v8jVtKUU/bzZgxAyEhIXjnnXdQUVGB5s2bo2nTpvj999/Rvn17vT+GTnbqJ5Oq/uHMmzcP5eXlWsvMyUjvu+8+ANB5/PeHH37AlStXNJ9bKjw8HIMGDcITTzyBP/74Q+dpFGssXbpU6/edO3fi1KlTsieCq7r+ihUrUFZWplm/W7du8PDwwN9//21wf6kZ6/P77rsPkiRh/PjxcHNzQ5cuXQCobqNs2bIFGzZsQJcuXbSuMvXq1QtZWVlo3Lix3u2qk6devXrh4sWLKC8v11vO0B+vufr06YNWrVph6tSpBk8yv/zyi9H9a+pfpC+//DIOHTqEgQMHwt3dHUOHDjUZl/pLsvLfhRDC5O0aY5KSknDkyBH8/vvvWsu/+eYbi+s0V2JiIrKysnRu4Sxbtsyqeu+//36cP38en3zyCe6++27N9819992HVatWYc+ePVpXQM353gFUScxzzz2HhQsX4qOPPsLtt99u8dxJb7/9NlJTUzF69GiL1q/My8sLr7/+OrKysjB9+nSr6wN0vz/Ux4f6+8OSY1OSJLRp0wYff/wxatWqpZkoslevXhBC4OzZs3r/ztVzDt19993w8fEx+N1oir3PB2rmfp9IkqRzDP744484e/as1bFIkoTExETs3LkTGzZs0Fx1UktMTMTWrVuxZcsWREVFoVmzZgBg1fm8efPmiIiI0Hkq7/Tp09i5c6fFbbHmalS1XnmqKiQkBOPGjcMbb7yBb775Bv3798fcuXPRvXt3dOvWDYMGDUJ0dDQKCgpw9OhR7N+/3+DjvEFBQejSpQvef/991KlTBw0bNsTWrVvxf//3fzqZt/rRzy+//BKBgYGay9j6LrEmJyejW7duGDNmDIqKinDPPffg0KFDmDBhAtq2bYunn37a7Hbfdddd6NWrF1q3bo2QkBAcPXoUixcvRseOHbUupVtr7969ePbZZ/HII4/gzJkzeOuttxAdHY0XXnhB1vorV66Eh4cHkpOTceTIEYwfPx5t2rTR3Idu2LAhJk2ahLfeegsnTpzQjGM7f/48du/erbnCBkDz5TV9+nR0794d7u7uaN26Nby8vBAWFob4+HisX78eSUlJmj64//77UVBQgIKCAnz00UdasU2aNAkbNmxAQkICXnrpJTRv3hzXr1/HyZMn8dNPP2HOnDmoV68eHn/8cSxduhQ9evTAyy+/jA4dOsDT0xP//PMPtmzZgj59+qBfv35W97W7uztWrVqFBx54AB07dsTw4cORlJQEf39/nDp1Ct9//z3Wrl1rdELYVq1aYeXKlZg9ezbuuOMOuLm5aSWgycnJiIuLw5YtW9C/f3+EhYWZjCs5ORleXl544okn8MYbb+D69euYPXu2VRPTvvLKK/j666/Rs2dPTJ48GeHh4Vi6dKlNr5rKjaF79+6YNGkSwsPD8c0332hikHvLuKp7770XkiRpJiNUu//++zFw4EDN/6uZ872j9sILL2DGjBnYt28f5s2bZ1GcANC/f3/079/f4vWrGjNmDI4dO4axY8di27ZteOyxx9CwYUOUlpbixIkTmDdvHtzd3WV9R3l5eeHDDz9ESUkJ7rzzTuzcuROTJ09G9+7dNWPa5B6b69atwxdffIG+ffuiUaNGEEJg5cqVKCws1Mx1dc899+C5557D4MGDsXfvXnTp0gX+/v7Izc3Fjh070KpVKwwfPhwhISF47bXXMHnyZK3vxokTJ8q6bWeP84E+5n6f9OrVCwsWLECLFi3QunVr7Nu3D++//z7q1atnk3iSkpLw/fffY/369Zg5c6bWZ4mJibh48SK2bdumM+7R0vO5m5sb0tLSMGzYMDz88MMYMmQICgsLkZaWhsjISIv/vo2dh0yyaJi5lQxNVSCE6umDBg0aiKZNm2pGyv/+++/i0UcfFWFhYcLT01NERESIe++9V+tJEH1P2/3zzz/ioYceEiEhISIwMFCkpKSIrKwsnSd1hBDik08+EbGxscLd3V3rscmqT9upYxwzZoyIiYkRnp6eIjIyUgwfPlznkf+YmBjRs2dPnTYmJiZqPcUxduxY0b59exESEiK8vb1Fo0aNxKuvvir+/fdfTZmBAwcKf39/nbrUT8JVBgNP261fv148/fTTolatWsLX11f06NFDHD9+XKdOQ9vYt2+fSE1NFQEBASIwMFA88cQT4vz58zrlV69eLZKSkkRQUJDw9vYWMTEx4uGHHxYbN27UlCktLRXPPvusqFu3rpAkSedJs1dffVUAEFOmTNGqu2nTpgKAOHTokM52L1y4IF566SURGxsrPD09RWhoqLjjjjvEW2+9JUpKSjTlbt68KT744APRpk0b4ePjIwICAkSLFi3EsGHDtPpD7v4zprCwULz77ruiXbt2IiAgQHh6eooGDRqI/v37i19//VVTTt/TdgUFBeLhhx8WtWrV0vRRVRMnTtQ8uSrX2rVrNW2Pjo4Wr7/+uvj555/1PpWm75F2fX8T2dnZIjk5Wfj4+IjQ0FDxzDPPiP/9739mPW2n7/tACP1PHer7G87KyhL333+/VgwLFy4UAMTvv/9uUbuEEKJt27YCgNb+Onv2rAAgateurXmySM2c7x21rl27itDQUK2pMoyp/LSdMeZMVWDImjVrRGpqqggPDxceHh4iMDBQ3H777WL06NFaj70bov7uOnTokOjatavw9fUVoaGhYvjw4Vp/l0LIOzaPHTsmnnjiCdG4cWPh6+srgoODRYcOHcSCBQt0tv3111+Lu+66S/j7+wtfX1/RuHFjMWDAALF3715NmYqKCjF16lRRv3594eXlJVq3bi3Wrl0r++/c1ucDY+R+n1y6dEk888wzIiwsTPj5+YlOnTqJ7du362xLfd787rvvZG1fLTs7W/MkbFZWltZnFRUVIjQ0VAAQX331lc66lp7PhRDiyy+/FE2aNBFeXl6iWbNm4uuvvxZ9+vQRbdu21ZQx9rdR9dxo6jxkjHSrQnJhCxYswODBg7Fnzx6j4xzI+bRv3x6SJGkG8ZK25557Dt9++y0uXrwo71+T1SA/Px8xMTF48cUXMWPGjOoOh8hpFBYWolmzZujbty++/PJLh25bUbftiMi0oqIiZGVlYd26ddi3b5/TvXvRXiZNmoSoqCg0atQIJSUlWLduHebNm4e3335bkYnTP//8gxMnTuD999+Hm5sbXn755eoOiUix8vLyMGXKFCQlJaF27do4deoUPv74YxQXF1fL3w6TJyIns3//fs0XyIQJE9C3b9/qDkkRPD098f777+Off/5BWVkZmjZtio8++kixScm8efMwadIkNGzYEEuXLtV6kpWItHl7e+PkyZN44YUXUFBQAD8/P9x9992YM2eOziu9HIG37YiIiIjMoKipCoiIiIiUjskTERERkRmYPBERERGZweUHjFdUVODcuXMIDAw0awp6IiIiqj5CCBQXFyMqKsriiTDtxeWTp3Pnzpl8zxMREREp05kzZ2w2O7qtuHzypH5XzpkzZxAUFFTN0RAREZEcRUVFqF+/vs1e2G5LLp88qW/VBQUFMXkiIiJyMkoccqOsm4hERERECsfkiYiIiMgMTJ6IiIiIzODyY56IiMi+ysvLcfPmzeoOg5yMp6cn3N3dqzsMizB5IiIiiwghkJeXh8LCwuoOhZxUrVq1EBERochB4cYweSIiIouoE6ewsDD4+fk53QmQqo8QAlevXkV+fj4AIDIyspojMg+TJyIiMlt5ebkmcapdu3Z1h0NOyNfXFwCQn5+PsLAwp7qFxwHjRERkNvUYJz8/v2qOhJyZ+vhxtjFzTJ6IiMhivFVH1nDW44e37VxV2Q1gz1fApZNASEPgzqGAh5d2mYpy4NROoOQ8EBAOxCQAbs5z2ZSIiKg6MHlyRevHA5kzAVFRadnbQMeRwAPvqn7PXgOkjwGKzv1XJigKSJkOxPV2bLxERAokSRJWrVqFvn37VncopDC8bedq1o8Hdn6mnTgBqt93fqb6PHsNsGKAduIEAEW5quXZaxwXLxFRNcjLy8OLL76IRo0awdvbG/Xr10dqaio2bdqkKZObm4vu3bsDAE6ePAlJknDw4EGrt92wYUNIkoRly5bpfNayZUtIkoQFCxbolJckCX5+foiPj8fcuXO11rtx4wbef/99tGvXDv7+/ggODkabNm3w9ttv49y5Kt/1ZDUmT66k7IbqipMxmTOBn98AIPR8eGtZ+ljVLT0iIgcorxDI/Psi/nfwLDL/vojyCn3fT7Zz8uRJ3HHHHdi8eTNmzJiBw4cPIz09HUlJSRgxYoSmXEREBLy9ve0SQ/369TF//nytZbt27UJeXh78/f11yk+aNAm5ubk4dOgQ+vbti+effx7Lly8HAJSWliI5ORnvvfceBg0ahG3btmHfvn2YMWMGLl68iM8//9wubajJeNvOlez5SveKU1WiAijONVYAKDqrGgsV29mm4RERVZWelYu0tdnIvXxdsywy2AcTUuOQEm+fuX9eeOEFSJKE3bt3ayUqLVu2xJAhQzS/V75tFxsbCwBo27YtACAxMRGTJk3CfffdhzNnziAiIkKz3ujRo7Fnzx5s27bNYAxPPfUUPv74Y5w5cwb169cHAHz99dd46qmnsGjRIp3ygYGBmm1MnjwZK1aswOrVq/HYY4/h448/xo4dO7B3715NfADQpEkTdOvWDULYNxmtiXjlyZVcOmm7ukrO264uIiI90rNyMXzJfq3ECQDyLl/H8CX7kZ5l7B96likoKEB6ejpGjBih9wpPrVq19K63e/duAMDGjRuRm5uLlStXokuXLmjUqBEWL16sKVdWVoYlS5Zg8ODBRuMIDw9Ht27dsHDhQgDA1atXsXz5cq3kzRgfHx/N4/3ffvstkpOTtRKnypz1iTYlY/LkSkIa2q6ugHDb1UVEVEV5hUDa2mxjAwiQtjbb5rfw/vrrLwgh0KJFC7PWq1u3LgCgdu3aiIiIQGhoKADgmWee0br99uOPP+Lq1at49NFHTdY5ZMgQLFiwAEIIfP/992jcuDFuv/12o+uUlZVhwYIFOHz4MO677z4AwJ9//onmzZtrlevXrx8CAgIQEBCAhIQEc5pKMjB5ciV3DgUkE7tUcgMCIwEY+peIBARFq6YtICKyk905BTpXnCoTAHIvX8funAKbbld9C8tWV2MGDRqEv/76C7t27QKguvX26KOP6r2qVVXPnj1RUlKCbdu24euvvzZ61WnMmDEICAiAr68vRowYgddffx3Dhg3TfF61PV988QUOHjyIIUOG4OrVqxa2jgxh8uRKPLxU0xEY03Ek0H3GrV+qfnnc+j1lGud7IiK7yi82nDhZUk6upk2bQpIkHD161Cb1hYWFITU1FfPnz0d+fj5++ukn2bfePDw88PTTT2PChAn47bff8NRTTxks+/rrr+PgwYM4deoUSkpKMGPGDLi5uWnadOzYMa3ykZGRaNKkieYKGdkWkydX88C7QMJLulegJHfV8gfeVc3j9OgiIKjKYMygKNVyzvNERHYWFuhj03JyhYaGolu3bpg1axauXLmi83lhYaHe9by8VJMMl5frPon87LPPYtmyZZg7dy4aN26Me+65R3Y8Q4YMwdatW9GnTx+EhIQYLFenTh00adIEUVFROleZnnjiCWzYsAEHDhyQvV2yDp+2c0UPvAvcO974DONxvYEWPTnDOBFViw6xoYgM9kHe5et6xz1JACKCfdAh1vZXTr744gskJCSgQ4cOmDRpElq3bo2ysjJs2LABs2fP1ntVKiwsDL6+vkhPT0e9evXg4+OD4OBgAEC3bt0QHByMyZMnY9KkSWbFctttt+Hff/+16h2Br776Kn788Ufce++9mDhxIjp37oyQkBD8+eef+Pnnn53qhbvOgleeXJWHF9BxBNDjfdV/q76aBVAlSrGdgVYPq/7LxImIHMTdTcKE1DgABgcQYEJqHNzdbP+kWGxsLPbv34+kpCSMHj0a8fHxSE5OxqZNmzB79my963h4eOCzzz7D3LlzERUVhT59+mg+c3Nzw6BBg1BeXo4BAwaYHU/t2rXh6+trcXt8fHywadMmjB07FvPnz0enTp1w22234ZVXXsE999yD1atXW1w36ScJF58AoqioCMHBwbh8+TKCgoKqOxwiIpdw/fp15OTkIDY2Fj4+lt9aq455nuxh6NChOH/+PNas4RsazGHsOFLy+Zu37YiIqNqkxEciOS4Cu3MKkF98HWGBqlt19rjiZA+XL1/Gnj17sHTpUvzvf/+r7nDIQZg8ERFRtXJ3k9Cxce3qDsMiffr0we7duzFs2DAkJydXdzjkIEyeiIiILJSRkVHdIVA14IBxIiIiIjMweSIiIiIyA5MnIiIiIjMweSIiIiIyA5MnIiIiIjMweSIiIiIyA5MnIiIiPRYsWIBatWqZtc6gQYPQt29fu8RDysHkiYiIahRDCU5GRgYkSUJhYSEA4LHHHsOff/7p2OAc4OTJk5AkCR4eHjh79qzWZ7m5ufDw8IAkSTh58qRWefVPSEgIunTpgq1bt2qtm5eXh5dffhlNmjSBj48PwsPD0alTJ8yZMwdXr151VPMcgskTERFVr4pyIGc7cPh71X8ryqs7IgCAr68vwsLCqjsMu4mKisKiRYu0li1cuBDR0dF6y2/cuBG5ubnYunUrgoKC0KNHD+Tk5AAATpw4gbZt22L9+vV47733cODAAWzcuBGvvvoq1q5di40bN9q9PY7E5ImIiKpP9hrgk3hgYS/gh2dU//0kXrW8mum7bTd58mSEhYUhMDAQzz77LMaOHYvbb79dZ90PPvgAkZGRqF27NkaMGIGbN28CAD7//HO0atVKU2716tWQJAmzZs3SLOvWrRvGjRsHAPj777/Rp08fhIeHIyAgAHfeeadWIjJp0iSt+tTuuOMOvPPOO0bbN3DgQMyfP1+nzQMHDtRbvnbt2oiIiEDr1q0xd+5cXL16FevXrwcAvPDCC/Dw8MDevXvx6KOP4rbbbkOrVq3w0EMP4ccff0RqaqrRWJwNkyciIqoe2WuAFQOAonPay4tyVcsVkEBVtnTpUkyZMgXTp0/Hvn370KBBA8yePVun3JYtW/D3339jy5YtWLhwIRYsWIAFCxYAALp27YojR47g33//BQBs3boVderU0dwCKysrw86dO5GYmAgAKCkpQY8ePbBx40YcOHAA3bp1Q2pqKk6fPg0AGDJkCLKzs7Fnzx7N9g8dOoQDBw5g0KBBRtvTu3dvXLp0CTt27AAA7NixAwUFBbISHT8/PwDAzZs3cfHiRaxfvx4jRoyAv7+/3vKS5BwvepaLyRMRETleRTmQPgaA0PPhrWXpY+12C2/dunUICAjQ+unevbvRdT7//HM888wzGDx4MJo1a4Z33nlH71WfkJAQzJw5Ey1atECvXr3Qs2dPbNq0CQAQHx+P2rVra5KljIwMjB49WvP7nj17cP36dXTq1AkA0KZNGwwbNgytWrVC06ZNMXnyZDRq1Ahr1qgSy3r16qFbt25aV5Dmz5+PxMRENGrUyGh7PD090b9/f3z99dcAgK+//hr9+/eHp6en0fWuXLmCcePGwd3dHYmJifjrr78ghEDz5s21ytWpU0fTt2PGjDFap7Nh8kRERI53aqfuFSctAig6qypnB0lJSTh48KDWz7x584yu88cff6BDhw5ay6r+DgAtW7aEu7u75vfIyEjk5+cDUF2B6dKlCzIyMlBYWIgjR47g+eefR3l5OY4ePYqMjAy0a9cOAQEBAFSJyhtvvIG4uDjUqlULAQEBOHbsmObKEwAMHToU3377La5fv46bN29i6dKlGDJkiKx+eOaZZ/Ddd98hLy8P3333ndH1EhISEBAQgMDAQKxduxYLFizQSh6rXl3avXs3Dh48iJYtW6K0tFRWPM7Co7oDICKiGqjkvG3Lmcnf3x9NmjTRWvbPP/+YXK9qgiCE7pWzqlduJElCRUWF5veuXbviyy+/xPbt29GmTRvUqlVL8/RaRkYGunbtqin7+uuv45dffsEHH3yAJk2awNfXFw8//DBu3LihKZOamgpvb2+sWrUK3t7eKC0txUMPPWSyLYDqSliLFi3wxBNP4LbbbkN8fDwOHjyot+zy5cs1SVzt2rU1y5s0aQJJknDs2DGt8uorX76+vrJicSbVeuVp9uzZaN26NYKCghAUFISOHTvi559/1nw+aNAgrccjJUnC3XffXY0RExGRTQSE27acAzRv3hy7d+/WWrZ3716z61GPe/r+++81iVJiYiI2btyoNd4JALZv345BgwahX79+aNWqFSIiIjRTCKh5eHhoBn/Pnz8fjz/+uGZMkhxDhgxBRkaGyatV9evXR+PGjbUSJ0A1kDw5ORkzZ87ElStXZG/XmVXrlad69eph2rRpmux/4cKF6NOnDw4cOICWLVsCAFJSUrTu5Xp5eVVLrEREZEMxCUBQlGpwuN5xT5Lq85gER0dm0IsvvoihQ4eiffv2SEhIwPLly3Ho0CGTY4uqUo97Wrp0Kf73v/8BUCVUo0ePBgDNeCdAdVVn5cqVSE1NhSRJGD9+vNZVLLVnn30Wt912GwDg119/NSueoUOH4pFHHjF7QtDKvvjiC9xzzz1o3749Jk6ciNatW8PNzQ179uzBsWPHcMcdd1hctxJVa/JUdUT/lClTMHv2bOzatUuTPHl7eyMiIqI6wiMiIntxcwdSpqueqoME7QTq1q2xlGmqcgrx1FNP4cSJE3jttddw/fp1PProoxg0aJDO1ShTJElCYmIiVq9ejc6dOwMAWrdujeDgYDRq1AhBQUGash9//DGGDBmChIQE1KlTB2PGjEFRUZFOnU2bNkVCQgIuXryIu+66y6x4PDw8UKdOHbPWqapx48Y4cOAA3nvvPYwbNw7//PMPvL29ERcXh9deew0vvPCCVfUrjST03bCtBuXl5fjuu+8wcOBAHDhwAHFxcRg0aBBWr14NLy8v1KpVC4mJiZgyZYrRSctKS0u1BqYVFRWhfv36uHz5stYBSURElrt+/TpycnIQGxsLHx8fyyvKXqN66q7y4PGgaFXiFNfb+kDtLDk5GREREVi8eHG1xiGEQIsWLTBs2DCMGjWqWmMxh7HjqKioCMHBwYo8f1f7gPHDhw+jY8eOuH79OgICArBq1SrExcUBALp3745HHnkEMTExyMnJwfjx43Hvvfdi37598Pb21lvf1KlTkZaW5sgmEBGRpeJ6Ay16qp6qKzmvGuMUk6CoK05qV69exZw5c9CtWze4u7vj22+/xcaNG7Fhw4ZqjSs/Px+LFy/G2bNnMXjw4GqNpaao9itPN27cwOnTp1FYWIgffvgB8+bNw9atWzUJVGW5ubmIiYnBsmXL8OCDD+qtj1eeiIjsz2ZXnpzItWvXkJqaiv3796O0tBTNmzfH22+/bfB85CiSJKFOnTr49NNP8eSTT1ZrLObilScLeXl5aQaMt2/fHnv27MGnn36KuXPn6pSNjIxETEwMjh8/brA+b29vg1eliIiILOXr66vId7QpZPRNjaK4STKFEAYn07p48SLOnDmDyMhIB0dFREREpFKtV57efPNNdO/eHfXr10dxcTGWLVuGjIwMpKeno6SkBBMnTsRDDz2EyMhInDx5Em+++Sbq1KmDfv36VWfYRER0C696kDWc9fip1uTp/PnzePrpp5Gbm4vg4GC0bt0a6enpSE5OxrVr13D48GEsWrQIhYWFiIyMRFJSEpYvX47AwMDqDJuIqMZTz6J99epVl5xBmhzj6tWrAHRnZVe6ah8wbm9KHnBGROTMcnNzUVhYiLCwMPj5+em8uoTIECEErl69ivz8fNSqVUvvcBwln7+rfcA4ERE5J/UExuqX3hKZq1atWk45ETaTJyIisogkSYiMjERYWBhu3rxZ3eGQk/H09IS7u/Lm85KDyRMREVnF3d3daU+CRJZg8mSpivL/ZsT1rwsIAVz9V9Gz45KFKu9r7l8iohqPyZMl9L2LqbKgKNULL53gvUxkgt73bnH/EhHVZIqbJFPxsteo3gJuKHECgKJcVZnsNY6Li2zP0L7m/iUiqtGYPJmjolx1FQKmZne49Xn6WNU65HyM7mvuXyKimozJkzlO7TR+xUmLAIrOqtYh52NyX3P/EhHVVEyezFFy3jHrUPWTu9+4f4mIahwmT+YICHfMOlT95O437l8iohqHyZM5YhJUT1pBzisIJCAoWrUOOR+T+5r7l4iopmLyZA43d9Uj6gCMJ1C3PkuZxvmAnJXRfc39S0RUkzF5Mldcb+DRRUCQ7ksMNYKiVGU4D5BzM7SvuX+JiGo0SQhh6rl7p2a3tzJzhvGagzOMExE5nN3O3zbAGcYt5eYOxHau7ijIEbiviYioEt62IyIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjKDR3UHQFQjVZQDp3YCJeeBgHCg/l3Amd/++z0mAXBzt75eS+shIiKDmDwROVr2GiB9DFB07r9lkhsgKv77PSgKSJkOxPW2rl5L6iEiIqN4247IkbLXACsGaCc4gHbiBABFuapy2Wusq9fceoiIyCQmT0SOUlGuujIEIaPwrTLpY1XrWVyvGfUQEZEsTJ6IHOXUTt0rQ0YJoOisaj2r6pVZDxERycLkichRSs7bZz259Vq6fSIi0sLkichRAsLts57cei3dPhERaWHyROQoMQmqp98gyVxBAoKiVetZVa/MeoiISBYmT0SO4uaumjYAgOkE6tbnKdNMz9NktF4z6iEiIlmYPBE5Ulxv4NFFQFCk9nKpyp9iUJSqnNz5mQzVa249RERkkiSEkPPctNMqKipCcHAwLl++jKCgoOoOh0iFM4wTERml5PM3Zxgnqg5u7kBsZ+1lVX+3Vb1ERGRTvG1HREREZAYmT0RERERmYPJEREREZAaOeSLLcGCyYewbIiKXxuSJzJe9RvUi2srvUwuKUs01VNMfiWffEBG5PN62I/NkrwFWDNB9EW1Rrmp59prqiUsJ2DdERDUCkyeSr6JcdVUF+qYGu7UsfayqXE3DviEiqjGYPJF8p3bqXlXRIoCis6pyNQ37hoioxmDyRPKVnLdtOVfCviEiqjGYPJF8AeG2LedK2DdERDUGkyeSLyZB9eQYJAMFJCAoWlWupmHfEBHVGGYlT3/88QcmTpyI++67D40bN0ZkZCRat26NgQMH4ptvvkFpaam94iQlcHNXPXIPQDdJuPV7yrSaOacR+4aIqMaQhBD6Hg/ScuDAAbzxxhvYvn07EhIS0KFDB0RHR8PX1xcFBQXIysrC9u3bUVRUhDfeeAOvvPIKvL29HRG/SUp+K7PT0juXUbQqOajpcxmxb4iIbELJ529ZyVNMTAxef/11PPnkkwgNDTVYLjMzEx9//DFuv/12vPnmmzYN1FJK7nynxlm0DWPfEBFZTcnnb1nJ040bN+Dl5SW7UnPL25OSO5+IiIj0U/L5W9aYJ3MTIaUkTkRERES2JvvddteuXcOmTZvQq1cvAMC4ceO0Boi7u7vj3XffhY+Pj+2jJCIiIlII2cnTokWLsG7dOk3yNHPmTLRs2RK+vr4AgGPHjiEqKgqvvvqqfSIlqi62GMNUdgPYPRc4vQvw8gdaPwE06qJbT9kNYM9XwKWTQEhD4M6hgIfMK7kV5cDJHUDOVuDSGUASQHADoFEi0LCTbcddcVwXEdVgssY8AUCXLl3w6quvol+/fgCAwMBA/P7772jUqBEAYMmSJZg1axYyMzNlb3z27NmYPXs2Tp48CQBo2bIl3nnnHXTv3h0AIIRAWloavvzyS1y6dAl33XUXZs2ahZYtW8rehpLvmZIT0Pv0XJRqWgK5T8+tHw/s/Bw6773zCgD6zv6vnvXjgcyZgKj4r4zkBnQcCTzwruk4174MXCvQ/7lvKJD6qW2e+LNFnxARmaDk87fseZ7+/PNPNGvWTPO7j48P3Nz+W71Dhw7Izs42a+P16tXDtGnTsHfvXuzduxf33nsv+vTpgyNHjgAAZsyYgY8++ggzZ87Enj17EBERgeTkZBQXF5u1HSKLZK8BVgzQfWddUa5qefYa03WsHw/s/Ax6Xxh8owRY8bSqHnW5yokToPp952eqz43G+bThxAlQfabeljVs0SdERE5O9pUnX19fHDx4EM2bN9f7+bFjx3D77bfj+vXrVgUUGhqK999/H0OGDEFUVBReeeUVjBkzBgBQWlqK8PBwTJ8+HcOGDZNVn5IzV1KwinLgk3gjL/uVVFdbXjls+HZV2Q1gchj0Jk6VBUaqbn9VTZy0NucOvJWnewvPZJxVBEUbj9kYW/QJEZFMSj5/y77yVK9ePWRlZRn8/NChQ6hXr57FgZSXl2PZsmW4cuUKOnbsiJycHOTl5eGBBx7QlPH29kZiYiJ27jT8ZvrS0lIUFRVp/RCZ7dROEwmJAIrOqsoZsucrmEycAKA413jiBACi/FZ95sZZhamYjbFFnxARuQDZyVOPHj3wzjvv6L2ydO3aNaSlpaFnz55mB3D48GEEBATA29sbzz//PFatWoW4uDjk5eUBAMLDtV+kGh4ervlMn6lTpyI4OFjzU79+fbNjIkLJeevLXTppk1CM1ic3TmvXMWc9S+snInISsp+2e/PNN7FixQo0b94cI0eORLNmzSBJEo4dO4aZM2eirKzMolnFmzdvjoMHD6KwsBA//PADBg4ciK1bt2o+lyTt94QJIXSWVTZu3DiMGjVK83tRURETKDJfQLjpMqbKhTS0SShG65Mbp7XrmLOepfUTETkJ2clTeHg4du7cieHDh2Ps2LFQD5WSJAnJycn44osvdK4SyeHl5YUmTZoAANq3b489e/bg008/1YxzysvLQ2RkpKZ8fn6+0e14e3sr5r165MRiElTjd4pyof/W263xPTEJhuu4cyjwy1sG1q9E7pinO4caidOMMU/GYjbGFn1CROQCZN+2A4DY2Fikp6fjwoUL2LVrF3bt2oULFy4gPT1dM2WBtYQQKC0tRWxsLCIiIrBhwwbNZzdu3MDWrVuRkMAvZ7IzN3fVo/cAgKpXOm/9njLN+MBoDy8g4UXT2+o+QzUdgTEdR+if70krThlMxWyMLfqEiMgFyL7yBACnTp3C+vXrUVZWhi5dupg135I+b775Jrp374769eujuLgYy5YtQ0ZGBtLT0yFJEl555RW89957aNq0KZo2bYr33nsPfn5+ePLJJ63aLpEscb2BRxcZmNNomrw5jdTzM5ma50ldl848T+6qxMnYPE9xvYFHFztmnidb9AkRkZOTPVXBtm3b0KNHD1y9ehUA4OHhgYULF+KJJ56weOPPPPMMNm3ahNzcXAQHB6N169YYM2YMkpOTAfw3SebcuXO1JsmMj4+XvQ0lP+pIToIzjOvfFmcYJyI7UvL5W3bylJiYiKCgIMydOxe+vr4YN24cfvzxR5w5c8beMVpFyZ1PRERE+in5/C07eQoNDcW2bds0V32uXLmCoKAg/PvvvwgJCbFrkNZQcucTERGRfko+f8seMF5YWIiwsDDN7/7+/vDz80NhYaE94iIiIiJSJLMGjGdnZ2tNUCmEwNGjR7XeNde6dWvbRUdERESkMLJv27m5uUGSJOgrrl4uSRLKy8ttHqQ1lHzZj6xkzaDlinIgZztwaofqIbjYzvIGVVfdZv27gNOZqrokADGdVHVZ+u44Ww3C1gweNzOuyjH41QEkCbhywTGDwjkInYgqUfL5W/aVp5ycHHvGQWSe7DUGHpefbvpx+ew1wNqXgGuX/lu2/X3Tj/Pr2yYkaE9B8D7gGwKkfmbeY/vWtEdfXTrTFsiIS2/7KrE0Hjls2X4iIjuTfeXJWSk5cyULZa8BVgyA7izXtyZqfHSR8QRhxdPG6390se76BrdpZj0GY7KwPXrrslf7LIhHDlu2n4hchpLP37KTp9OnT8uqsEGDBlYFZGtK7nyyQEU58Em8kdeR3HpFyCuHdW/5VJQDH7cEinONbyMoWnt9k9s0IDAKeDXL+K0na9pjdl0G4jKrfWbEI4ct209ELkXJ52/Zt+1iY2M1/1/5vXaVlylxzBO5mFM7TZzkBVB0VlUutrPuuqYSJ0B3fZPbNKD4nP44qsZkaXvMrstAXGa1z4x45LBl+4mIHER28iRJEurVq4dBgwYhNTUVHh5mPahHZBsl5y0vJ3fdqmXNWc/cbVrTHkvrqlrWkvZZ0yeW1GOr7RER2YDsDOiff/7BwoULsWDBAsyZMwf9+/fHM888g9tuu82e8RFpCwi3vJzcdauWNWc9c7dpTXssratqWUvaZ02fWFKPrbZHRGQDsifJjIiIwJgxY3D06FF8//33mnfN3X333fjqq69QUVFhuhIia8UkqMbAQDJQQFKNWYpJ0L9uYKTpbVRd3+Q2DQiM0h9H1ZgsbY/BusyMy6z2mRGPHLZsPxGRg8hOnirr1KkT/u///g/Hjx+Hn58fnn/+ec40To7h5q56fB2A7gn31u8p0/QPLnZzB7rPML2Nqusb3aYR3aebHuRsTXuM1mVGXLLbZ2Y8ctiy/UREDmJR8rRz5048++yzaNasGUpKSjBr1izUqlXLxqERGRDXW/X4elCVq0hBUaYfa4/rrXpU31fP+xh9Qw1PL2Bom/qSDWP1GIzJwvborWuxKgZz4jLYPivjkcOW7ScicgDZUxXk5uZi0aJFmD9/Pi5duoSnnnoKzzzzDFq2bGnvGK2i5EcdyUqcYdx4XZxhnIicmJLP37KTJy8vL0RFRWHgwIHo3bs3PD099ZZT2rvtlNz5REREpJ+Sz99mvdtOs9Kt+Z2qrqrEeZ6U3PlERESkn5LP33y3HREREZEZZCdPMTEx9ozD6ZRXCOzOKUB+8XXUCfAGBPDvlVKEBfqgQ2wo3N3MfKyd/hvzUpyrGmfjX1c1tYCjxr5YMuamOsfpVB63VVEB+IWqxilduyiv7wzFrm9c15nfqm+/WIpjqIjITmQlT6dPnzbrnXVnz55FdHS0xUEpXXpWLtLWZiP38nW9n0cG+2BCahxS4mXMKUQq2WuA9DH6X9URFKV6nN2eT13p276p7Vqyji3jXfsScO2S8XKG4jEUe/zDQNb32sslN0DomcfNUW21RHXuGyJyebKmKrjzzjsxdOhQ7N6922CZy5cv46uvvkJ8fDxWrlxpswCVJj0rF8OX7DeYOAFA3uXrGL5kP9KzZLxHjVQnuhUDDL/jrOic6vPsNY7dflGu4e1aso5N433adOIE6O87g7GfA3Z+prtcX+JkqG4lqM59Q0Q1gqwB4wUFBXjvvffw9ddfw9PTE+3bt0dUVBR8fHxw6dIlZGdn48iRI2jfvj3efvttdO/e3RGxy2LLAWflFQKdpm82mjipSQAign2wY8y9vIVnTEU58Em8jBfTSqorB68ctu2tF5Pb17NdS9axZbwft5T3guPKgqJV8QAy+9uCupVwS6w69w0R2ZSSB4zLuvIUGhqKDz74AOfOncPs2bPRrFkz/Pvvvzh+/DgA4KmnnsK+ffvw66+/KipxsrXdOQWyEidANXVQ7uXr2J1TYN+gnN2pnTJP5AIoOqsq79Dt69muJevYinpMmLnU8cjubwvqVoLq3DdEVGPIHjAOAD4+PnjwwQfx4IMP2iseRcsvlpc4WbtOjVJy3r7lbVVf5XKWrGMr1tRpj3gcUbc5qnPfEFGNYVbyVNOFBfo4ZJ0aJSDcvuVtVV/lcpasYyvW1GmPeBxRtzmqc98QUY1h0bvtaqoOsaGIDPaR++55RAarpi0gI2ISVGNQTJJUY2tiEuy0fUN7Vc92LVnHVmISVNMEmEsdj8nYLWCvtlqiOvcNEdUYTJ7M4O4mYUJqHABZ757HhNQ4DhY3xc1d9fi4nJN5yjTbD/LVbB96YpD0b9eSdWzFzR3oPsPMlaT/4jEauyUk+7XVEtW5b4ioxmDyZKaU+EjM7t8OEcGGb8dFBPtgdv92nOdJrrjewKOLDF+BCopWfW6v+Xk026+yv4KiDG/XknVsGu9iwDfEdFl9fWcw9mgg4SXd/SAZ+Jqw936xVHXuGyKqEWS/285Z2etRR84wbgecYdz8eDnDuGGcYZzIqSl5qgKLkqc///wTGRkZyM/PR0WF9gR677zzjs2CswUldz4RERHpp+Tzt9lP23311VcYPnw46tSpg4iICEjSf1dYJElSXPJEREREZEtmJ0+TJ0/GlClTMGbMGHvEQ0RERKRoZg8Yv3TpEh555BF7xEJERESkeGZfeXrkkUewfv16PP/88/aIh8h5KHFAsjWD3i+fBc7uUS0LaQiExasGnxurxxF9oMR+JqIazezkqUmTJhg/fjx27dqFVq1awdPTU+vzl156yWbBESlW9hogfYz2e9SColRzDFXXo/CWxKRvHX301eOIPlBiPxNRjWf203axsbGGK5MknDhxwuqgbEnJo/XJSWWvAVYMgOr1z5XdeniiOuYSsiQmg+voU6UeR/SBEvuZiBxGyedvzvNEZI6KcuCTeCNXaiTVlZFXDjt2vidzYzK5jpF6XjoIfNbGvn2gxH4mIodS8vnbqhnGhRBw8dyLSNupnSYSDgEUnVWVcxRLYjK5jpF69nxl/z5QYj8TEd1iUfK0aNEitGrVCr6+vvD19UXr1q2xePFiW8dGpDwl521bzhYsicma+C6dNH975lJiPxMR3WL2gPGPPvoI48ePx8iRI3HPPfdACIFff/0Vzz//PP7991+8+uqr9oiTSBkCwm1bzhYsicma+EIamr89cymxn4mIbjE7efr8888xe/ZsDBgwQLOsT58+aNmyJSZOnMjkiVxbTIJqrE1RLvQPtL41FicmQdkxmVxHn1v13DkUyJxp3z5QYj8TEd1i9m273NxcJCTofmElJCQgNzfXJkERKZabu+oxeQCap740bv2eMs2xg5gtiUlrHTkq1ePhZf8+UGI/ExHdYnby1KRJE6xYsUJn+fLly9G0aVObBEWkaHG9VY/JB0VqLw+Kqr7H5y2JSbNOlOn6q9bjiD5QYj8TEcGCqQp++OEHPPbYY7j//vtxzz33QJIk7NixA5s2bcKKFSvQr18/e8VqESU/6khOTokzX3OGcSJyEUo+f1s0z9O+ffvw8ccf4+jRoxBCIC4uDqNHj0bbtm3tEaNVlNz5REREpJ+Sz9+cJJOIiIgUR8nnb1lP2xUVFcmuUGkNJCIiIrIlWclTrVq1IElVn3jRJoSAJEkoLy+3SWBERERESiQredqyZYu94yAbu1FWgcWZJ3Gq4CpiQv3wdMeG8PLQfriyvEJgd04B8ouvIyzQBx1iQ+HuZjxJphpCPUi7OBe4cgHwrwsERpo3WNtWA70dNSg9ZztwaodqWqnYzkDDTqrP1Nv2qwNIkqo/Kv+/Mw1it7QvOWifSAvHPLmgqT9l46vtOaiotGfdJGBo51iM6xEHAEjPykXa2mzkXr6uKRMZ7IMJqXFIiY+sWiXVJNlrgPQx+t8tFxSlmn/J1DQB+uqQu6496jG1jbUvAdcuaS/3CgDcPXWX62PrmOzB0r50xD4g0kPJ529ZydOhQ4dkV9i6dWurArI1JXe+PUz9KRtzt+UY/HxYl1i0bRCC4Uv268zbrL7mNLt/OyZQNVX2GmDFABifdVwyPs+SwTpuHWFy52iyVT0mt/G0dXUAsGlM9mBpXzpiHxAZoOTzt6zkyc3NDZIkwVRRJY55UnLn29qNsgq0GP+z1hWnqtwkoG6AN84Xl+r9XAIQEeyDHWPu5S28mqaiHPgkXv8VJy23Xo3yymHdWzcm6zCyrj3qMaaiHPi4perWpE3YICZ7sLQvHbEPiIxQ8vlb1pinnBzDVzJIORZnnjSaOAFAhYDBxAlQ/fsy9/J17M4pQMfGtW0bICnbqZ0yEicAEEDRWVX52M5m1mFkXXvUY4x6TJfN2CAme7C0Lx2xD4iclKzkKSYmxt5xkA2cKrhqs7ryi6+bLkSupeS89eXl1mGqnK3qsde61VGvpSztS0fsAyInJSt50ic7OxunT5/GjRs3tJb37s3739UlJtTPZnWFBfrYrC5yEgHh1peXW4epcraqx17rVke9lrK0Lx2xD4iclNnJ04kTJ9CvXz8cPnxYaxyUeh4opY15qkme7tgQU346KmvMU35xqd4hweoxTx1iQ+0VJilVTIJqDIvcMU8xCUbqyIX+QedG1rVHPaa2ERhp+zFP1sRkD5b2pSP2AZGTcjNdRNvLL7+M2NhYnD9/Hn5+fjhy5Ai2bduG9u3bIyMjww4hklxeHm4Y2jnWaJmhnWOR1qclgP+erlNT/z4hNY6DxWsiN3fV4+c6R4YeKdP0DxLW1AE99UjG17VHPaa20X2G5etrsVFM9mBpXzpiHxA5KbOTp8zMTEyaNAl169aFm5sb3Nzc0KlTJ0ydOhUvvfSSPWIkM4zrEYdhXWJRNfdxk1TTFIzroZrHaXb/dogI1r41FxHsw2kKarq43qrHz4Oi9H8eFG368XRNHVWOo6Ao8x5tt1U9JrexGPAN0f3MK0D/cn1sGZM9WNqXjtgHRE7I7EkyQ0JCsG/fPjRq1AiNGzfGvHnzkJSUhL///hutWrXC1au2G7RsC0p+1NGeOMM4WYUzjHOGcVusR2QFJZ+/zU6eOnfujNGjR6Nv37548skncenSJbz99tv48ssvsW/fPmRlZdkrVosoufOJiIhIPyWfv80eMP7222/jypUrAIDJkyejV69e6Ny5M2rXro3ly5fbPEAiIiIiJbHJu+0KCgoQEhKieeJOSZScuRIREZF+Sj5/WzzPU2WhoXysnRTK0WM1ym4Ae74CLp0EQhoCdw4FPLzst73qULlPjY39sUffG6rT1tuqWl/9u4AzvznPmB+OUSKyK9nJU25uLmbOnIkpU6YAADp16qQ1ONzd3R2rV69GdHS07I1PnToVK1euxLFjx+Dr64uEhARMnz4dzZs315QZNGgQFi5cqLXeXXfdhV27dsneDtVQjn4b/PrxQOZMQFRUWvY20HEk8MC7tt9eddDXp5Wp+xewfd8b2p/xDwNZ39tuW/q2I7lp71d7HkfWcvRxT1QDyb5tN378eBQUFGDWrFkAgMDAQAwZMkRz1ennn39Gp06d8MEHH8jeeEpKCh5//HHceeedKCsrw1tvvYXDhw8jOzsb/v7+AFTJ0/nz5zF//nzNel5eXrKvdin5sh/ZkaPfBr9+PLDzM8OfJ7zk/AmUwT6tTDLyuRV9L2vbNtiW7O3Y6TiylqOPeyI7UvL5W3bydPvtt+P9999HcnIyAFXy9Pvvv6NRo0YAgF9++QWjRo3CkSNHLA7mwoULCAsLw9atW9GlSxcAquSpsLAQq1evtqhOJXc+2Ymj3wZfdgOYEq59ZUJnk+7AW3nOewvPZJ/KZUHfW7xtM7dl9nZsfBxZy9HHPZGdKfn8LXuSzJMnT6Jx48aa35OTkzVXhwCgefPmyMnJsSqYy5cvA9AdQ5WRkYGwsDA0a9YMQ4cORX5+vsE6SktLUVRUpPVDNYw5b4O3hT1fGU+cAECUq8o5K5N9KpcFfW/xts3cltnbsfFxZC1HH/dENZjs5KmsrEyT3ADAypUrER7+3wshL126BDc3sycs1xBCYNSoUejUqRPi4+M1y7t3746lS5di8+bN+PDDD7Fnzx7ce++9KC0t1VvP1KlTERwcrPmpX7++xTGRk3L02+AvnbRtOSWyVV9ZUp+127b38WDrvrGUo497ohpMdrbTvHlz7Nxp+F8s27dvR7NmzSwOZOTIkTh06BC+/fZbreWPPfYYevbsifj4eKSmpuLnn3/Gn3/+iR9//FFvPePGjcPly5c1P2fOnLE4JnJSjn4bfEhD25ZTIlv1lSX1Wbttex8Ptu4bSzn6uCeqwWQnT48//jjeeecdHDp0SOez33//HWlpaXjiiScsCuLFF1/EmjVrsGXLFtSrV89o2cjISMTExOD48eN6P/f29kZQUJDWD9Uw6rfBG3zBraR6R5ut3gZ/51DV01jGSO6qcs7KZJ/KZUHfW7xtM7dl9nZsfBxZy9HHPVENJjt5euWVVxAfH4877rgDPXr0wKuvvopRo0ahR48eaN++PVq2bIlXXnnFrI0LITBy5EisXLkSmzdvRmxsrMl1Ll68iDNnziAyki+vJQMc/TZ4Dy/VdATGdBzhvIPFARN9Wplk4P8r/W5u38vetpXbMms7djiOrOXo456oBpOdPHl6emLDhg149913ce7cOcydOxdz5szB2bNn8e6772LDhg3w9PQ0a+MjRozAkiVL8M033yAwMBB5eXnIy8vDtWvXAAAlJSV47bXXkJmZiZMnTyIjIwOpqamoU6cO+vXrZ15LqWZx9NvgH3hXNR1B1StQkrtrTFMAGO7TyoKigEcXq35s2fcG92e0qn+DomyzLUPbqbpf7XUcWcvRxz1RDWWT17NYvHEDr3OZP38+Bg0ahGvXrqFv3744cOAACgsLERkZiaSkJLz77ruyB4Ir+VFHcgDOMG57nGFc+TN2c4ZxcgFKPn9Xa/LkCErufCIiItJPyedvy+cWICIiIqqBmDwRERERmYHJExEREZEZPMwpfPPmTTRv3hzr1q1DXFycvWIiJ1BeIbA7pwD5xdcRFuiDDrGhcHezdg4gBak04LbcPwy7y1sg/8pNZbSVg4F1qfukOFc1eN2/LhAYafuB467W167ePiI7MSt58vT0RGlpqcGn5KhmSM/KRdrabORevq5ZFhnsgwmpcUiJd4H5t7LXAOljNO8JcwcQI0Kx4OYA/FLRoXrbWiU2AKrH0FOm19zH0PX1iZo1fePqfe3q7SOyI7Oftps2bRqOHTuGefPmwcPDrNyrWih5tL4zSs/KxfAl+1H1oFGn07P7t3PuBCp7DbBiAFClhRW3fh1+8xWsr+gAoBraaiA2Te/XxHl8DPZJZZL5fePqfe3q7SOXoOTzt9nJU79+/bBp0yYEBASgVatW8Pf31/p85cqVNg3QWkrufGdTXiHQafpmrStOlUkAIoJ9sGPMvc55C6+iHPgk3uCb6SsEkIfa6FT6KQTcHNtWE7GpXr0RBbxyuObcdjHZJ2pm9o2r97Wrt49chpLP32YPGK9VqxYeeughdOvWDVFRUQgODtb6Ide1O6fAYOIEqP4Nm3v5OnbnFDguKFs6tdPoidhNAqKki+jgdszxbTURGyCAorOqcjWFyT5RM7NvXL2vXb19RA5g9n23+fPn2yMOcgL5xYYTJ0vKKU7JeVnFwlCo+X+HtVVmbLLLuQJz22rrPnTWvnb19hE5gEVTFZSVlWHjxo2YO3cuiouLAQDnzp1DSUmJTYMjZQkL9LFpOcUJCJdVLB+1NP/vsLbKjE12OVdgbltt3YfO2teu3j4iBzA7eTp16hRatWqFPn36YMSIEbhw4QIAYMaMGXjttddsHiApR4fYUEQG+xh837wE1VN3HWJDHRmW7cQk3HrBrP4WVgjgnKiN3RUtHN9WE7GpxqlEq8rVFJo+McXMvnH1vnb19hE5gNnJ08svv4z27dvj0qVL8PX11SxXDyQn1+XuJmFCqmp+r6pfu+rfJ6TGOedgcUA1ODZl+q1ftNugftou7ebTELf+bBzaViOxaX5PmVazBvhq+kTGPjCnb1y9r129fUQOYHbytGPHDrz99tvw8tJ+U3xMTAzOnj1rs8BImVLiIzG7fztEBGvfrooI9nH+aQoA1ePZjy4CgrTbkYfaGH7zFfxS0aH62mogNgRF1dxHyzV9YuAKVFC0ZX3j6n3t6u0jsjOzpyoIDQ3Fjh07EBcXh8DAQPz+++9o1KgRduzYgYceegjnzytrkKGSH3V0ZpxhnDOMKwpnGLeMq7ePnJqSz99mJ0+PPfYYgoOD8eWXXyIwMBCHDh1C3bp10adPHzRo0EBxT+MpufOJiIhIPyWfv81Ons6dO4ekpCS4u7vj+PHjaN++PY4fP446depg27ZtCAsLs1esFlFy5xMREZF+Sj5/mz3PU1RUFA4ePIhvv/0W+/fvR0VFBZ555hk89dRTWgPIiYiIiFyR2VeenI2SM1equZx9zJjd4lfaGBylxeNoSmi/EmKgaqHk87dFb/b9448/8Pnnn+Po0aOQJAktWrTAyJEj0aJFC1vHR+Ry0rNykbY2W+tVN5HBPpiQGucUTyvaLf7sNUD6GO1XhwRFqR6rr46nv5QWj6Mpof1KiIFID7OnKvj+++8RHx+Pffv2oU2bNmjdujX279+PVq1a4bvvvrNHjEQuIz0rF8OX7Nd5R2De5esYvmQ/0rNyqykyeewWf/YaYMUA3XeuFeWqlmevsTBiCyktHkdTQvuVEAORAWbftmvUqBH69++PSZMmaS2fMGECFi9ejBMnTtg0QGsp+bIf1SzlFQKdpm82+HJlCar5snaMuVeRt/DsFn9FOfBJvJGX1Uqqqw2vHHbM7RqlxeNoSmi/EmKgaqfk87fZV57y8vIwYMAAneX9+/dHXl6eTYIickW7cwoMJh4AIADkXr6O3TkFjgvKDHaL/9ROIyfJWzUXnVWVcwSlxeNoSmi/EmIgMsLs5Klr167Yvn27zvIdO3agc+fONgmKyBXlFxtOPCwp52h2i79E5sS6cstZS2nxOJoS2q+EGIiMMHvAeO/evTFmzBjs27cPd999NwBg165d+O6775CWloY1a9ZolSUilbBAH9OFzCjnaHaLPyDctuWspbR4HE0J7VdCDERGmD3myc1N3sUqSZJQXl5uUVC2pOR7plSzqMcM5V2+Dn1/dM4y5snm8WvGt+QChmquljFPConH0ZTQfiXEQNVOyedvs2/bVVRUyPpRQuJEpCTubhImpMYBMPgue0xIjVNk4gTYMX43d9Wj58ZqTpnmuJOk0uJxNCW0XwkxEBlhdvJERJZLiY/E7P7tEBGsfWsrItgHs/u3U/w8T3aLP6438OgiIKjK+kFRquWOntNHafE4mhLar4QYiAzgDONE1YAzjBugtNmklRaPoymh/UqIgaqFks/fTJ6IiIhIcZR8/uZtOyIiIiIzMHkiIiIiMoPZydP+/ftx+PBhze//+9//0LdvX7z55pu4ceOGTYMjIiIiUhqzJ8kcNmwYxo4di1atWuHEiRN4/PHH0a9fP3z33Xe4evUqPvnkEzuESS5BQQM/yysEdv19EZkn/gUgoWPj2ri7UW29g55NDY6u+vkdMSHYd+qSTnk5g6ytGYjt7IPQFUlBxyzZGPctWcHsAePBwcHYv38/GjdujOnTp2Pz5s345Zdf8Ouvv+Lxxx/HmTNn7BWrRZQ84KxGyV4DpI/Rfl9VUJRqLhcHP3KcnpWLsSsPo/DqTa3ltfw8Me3BVlqP26dn5SJtbbbWO90ig30wITUOKfGRej93k4CKSn9VkcE+6N0mEmt+zzVYj5xtmWqTpeuSAQo6ZsnGuG+dgpLP32YnT0FBQdi3bx+aNm2K5ORk9OrVCy+//DJOnz6N5s2b49q1a/aK1SJK7vwaI3sNsGIAdGcKvnVVxIFztqRn5eL5JfuNlplza76i9KxcDF+y31DUeK5LLL7clqN3/mM51PXM7t8OAIxuy9gcSqbidIb5oxRHQccs2Rj3rdNQ8vnb7DFP7du3x+TJk7F48WJs3boVPXv2BADk5OQgPJzvGaIqKspV/8LTm2LcWpY+VlXOzsorBCauOWKyXNrabNwoq0Da2mxjUeOr7ZYnTpXrmbjmCCauMb6ttLXZKK/QLVFeIUzGaWhdMkBBxyzZGPct2YjZydMnn3yC/fv3Y+TIkXjrrbfQpEkTAMD333+PhIQEmwdITu7UTu1L4zoEUHRWVc7OducUIK+o1GS53MvXsTjzpNYtsKoEtG/NWUoAyCsqRV6R8W3lXr6O3TkFOp/tzikwGaehdckABR2zZGPct2QjZg8Yb926tdbTdmrvv/8+3N052I6qKDlv23JWyC82nGRUdargqh0jsYy++OW2yZy213gKOmbJxrhvyUYsmuepsLAQ8+bNw7hx41BQoPoXbXZ2NvLz820aHLmAAJm3cuWWs0JYoI/pQrfEhPrZMRLL6ItfbpvMaXuNp6BjlmyM+5ZsxOzk6dChQ2jatCmmT5+ODz74AIWFhQCAVatWYdy4cbaOj5xdTILqKRadN6OrSUBQtKqcnXWIDUVEkLfJcpHBPni6Y0NEBvsYixq2mAVAAhAR5I2IIOPbigxWTT1QVYfYUJNxGlqXDFDQMUs2xn1LNmJ28jRq1CgMHjwYx48fh4/Pf/+a7d69O7Zt22bT4MgFuLmrHv8FoPuFdev3lGkOmV/F3U3CxN4tTZabkBoHLw83TEiNA2AwagztHAtJz+dyqdeb2LslJvY2vq0JqXF652xyd5NMxmloXTJAQccs2Rj3LdmI2cnTnj17MGzYMJ3l0dHRyMvLs0lQ5GLieqse/w2q8rh8UJTDHwtOiY/EnP7tUMvPU+ezED9PzTQF6rKz+7dDRLD2La+IYB/M7t8O43rE6f28ap4SGeyDYV1iEWmgnpT4SJPbMjbVgDXrkgEKOmbJxrhvyQbMnucpPDwc6enpaNu2LQIDA/H777+jUaNGWL9+PZ555hlOkkmGKWhGX84wTrIo6JglG+O+VTwln7/NTp6ee+45XLhwAStWrEBoaCgOHToEd3d39O3bF126dFHc61mU3PlERESkn5LP32bftvvggw9w4cIFhIWF4dq1a0hMTESTJk0QGBiIKVOm2CNGIiIiIsUwe56noKAg7NixA5s3b8b+/ftRUVGBdu3a4f7777dHfERERESKYvZtO2ej5Mt+REREpJ+Sz9+yrjx99tlnsit86aWXLA6GyBzVPUDanEHnsuo6cRGZf18EINCxUR3c3Vh+Xeq+yCu6joKSUtTy9UThtZsIDVDNIcXB43DdAcK2bJej+shV9wXVGLKuPMXGxsqrTJJw4sQJq4OyJSVnrmS59KxcpK3N1nqvW2SwDyakxjnk0fz0rFyMXXkYhVdvai2v5eeJaQ+2MisGa+vS1xdVObJvFCl7jeqFsJXfaxYUpZrzx5kfTbdluxzVR666L8jmlHz+5m07cjrpWbkYvmS/znvR1ddV7D23UXpWLp5fst9omTkyY7C2LkN9oY8E+/eNImWvAVYMAAwdMc46t48t2+WoPnLVfUF2oeTzt0XvtiOqLuUVAmlrs/UmC+plaWuzUV5hn38TlFcITFxzxGQ5OTGo6so2WdfENUf01mWsL6yJy6VUlKuuchg7YtLHqso5E1u2y1F95Kr7gmokWWOeRo0ahXfffRf+/v4YNWqU0bIfffSRTQIj0md3ToHR21MCQO7l69idU4COjWvbZft5RaUmy8mJQT1GyZS8olK9dZnqi6rs3TeKdGqn9u0hHQIoOqsqF9vZYWFZzZbtclQfueq+oBpJVvJ04MAB3Lx5U/P/hkhSDR+QSnaXXywvWZBbzl7bl1PW2rosbaO9+kaRSs7btpxS2LJdjuojV90XVCPJSp62bNmi9/+JHC0s0Md0ITPK2Wv7cspaW5elbbRX3yhSQLhtyymFLdvlqD5y1X1BNRLHPJFT6RAbishgH533oatJUD1Z1iE21G7bjwjyNllOTgyqukwnMhFB3nrrMtUXVdm7bxQpJkH1JJexIyYoWlXOmdiyXY7qI1fdF1QjyZ5hfMiQIbLKff311xYHQ2SKu5uECalxGL5kPyRoDz1VfyVPSI2z25xG7m4SJvZuafIJOTkxqOqKM1nXxN4t9dZVuS/ksmffKJKbu+oR+BUDAENHTMo055tjyJbtclQfueq+oBpJ9pWnBQsWYMuWLSgsLMSlS5cM/hDZW0p8JGb3b4eIYO2rNhHBPg55FD8lPhJz+rdDLT9Pnc9C/DxlT1Ngqq5aMupS90VksPErWJEO6htFiuutegQ+qErbg6Kc+9F4W7bLUX3kqvuCahzZ8zy98MILWLZsGRo0aIAhQ4agf//+CA1V/uV/Jc8TQdbhDOPa63OGcRNcdVZrzjBOLkrJ52+zJsksLS3FypUr8fXXX2Pnzp3o2bMnnnnmGTzwwAOKfdJOyZ1PRERE+in5/G3xDOOnTp3CggULsGjRIty8eRPZ2dkICAiwdXxWU3LnExERkX5KPn9b/LSdJEmQJAlCCFRUVNgyJiIiIiLFkv20HaB9227Hjh3o1asXZs6ciZSUFLi5cdYDso5m3M7layi4csPh43XkjKGqWuaOmBDsO3XJ5LirG2UVWJx5EqcKriIm1A9Pd2wILw/dvxlrx3HdKKvAwp0nsTvnX1y9UYHaAd6oH+KLhMamx1Cpx3DtPPEvzl26hohgH4T6e6NOoGP2g6G2l1cI7P77AspP/oowqRCNGzWGe8N7OEaGiKqNRQPGBw8ejP79+6N2bete8TB16lSsXLkSx44dg6+vLxISEjB9+nQ0b95cU0YIgbS0NHz55Ze4dOkS7rrrLsyaNQstW7aUtQ0lX/aj/6Rn5SJtbbbe141EBvtgQmqc3V/2W3X7Vberr4ybBFR+VZy+WKf+lI2vtudolXOTgKGdYzGuR5xZMRgz9adsfLk9B4b+omv5eWLag6301pWelYuxKw+j8OpNg/Xbcz8YanvvNpG4vH8VXro5D1FSgeaza74R8E19n09nEbkwJZ+/ZSdPbm5uaNCgAdq2bWt0cPjKlStlbzwlJQWPP/447rzzTpSVleGtt97C4cOHkZ2dDX9/fwDA9OnTMWXKFCxYsADNmjXD5MmTsW3bNvzxxx8IDAw0uQ0ldz6ppGflYviS/UZfcCsBdnvU3tD21Uf57P7tAMBkjFXXSYmPxNSfsjF3W47B8sO6qBIoOTEYa7up7VRWdfqD9Kxck3NNVY7H1vvB2P7v5rYbsz0/AaBKONUqxK2hA3y8nchlKfn8LTt5GjRokKwn6ubPn29xMBcuXEBYWBi2bt2KLl26QAiBqKgovPLKKxgzZgwA1a3D8PBwTJ8+HcOGDTNZp5I7n1S3ajpN32zyBbcSVPM47Rhzr01vHZnavgQgPMgbgCTrJb6VY908uitaTkjXuuJUlZsEHElLwb0fZhiNwVjbb5RVoMX4n41up7KIIG/8OvY+zS2xe6ZtkvWyYzmxmMtY/7uhAju8X0IECqBvUxUApKBoSK8c5i08Ihek5PO37DFPCxYssGMYKpcvXwYAzfxROTk5yMvLwwMPPKAp4+3tjcTEROzcuVNv8lRaWorS0v9OBEVFRXaOmqyxO6fAZOIEqOYizr18HbtzCtCxsXW3i83ZvgBkJxaV18m9fB3v/ZRtMqGpEMB7P+m/XVm1PkNtX5x5UnbiBKjao65LNTeU/PbZej8Y6/8Obse0btVV5QYARWdV8wXFdrY6FiIiuRQzylsIgVGjRqFTp06Ij48HAOTl5QEAwsO1XxQZHh6u+ayqqVOnIjg4WPNTv359+wZOVskvlnc1x9Lyjq6vspMXr9q0nKFYTxXIW19fXZa231b9ZqyeMBTKq6TkvE1iISKSSzHJ08iRI3Ho0CF8++23Op9VvV0ohDB4C3HcuHG4fPmy5ufMmTN2iZdsIyzQ9ItxrSnv6Poqa1jbz6blDMUaEypvfX11Wdp+W/WbsXryUUteJQHhpssQEdmQIpKnF198EWvWrMGWLVtQr149zfKIiAgA0LnKlJ+fr3M1Ss3b2xtBQUFaP6RcHWJDTb6XDVCNtYkMVj2+bo/tG3nPOyKCVI/qyx3ho471zR5xesfqVOYmAW/2iDMZg7G2P92xocntVBYR5K2pq0NsKCKCvGWva+v9YKz/d1e0wDkRavCWZAUAERSterUHEZEDVWvyJITAyJEjsXLlSmzevBmxsbFan8fGxiIiIgIbNmzQLLtx4wa2bt2KhAR+YboCdzcJE1LjZCUmE1LjbD7PkHr7AHRiUP8+sXdLTOytv0xV6s8npMbB18sdQzvHGi0/tHMsfL3cTcZgrO1eHm4mt1PZxN4tNXW5u0mY2FvetB9qttwPxvq/Am5IuzlA9f9VEqgKAUiQIKVM42BxInK4ak2eRowYgSVLluCbb75BYGAg8vLykJeXh2vXrgFQ3a575ZVX8N5772HVqlXIysrCoEGD4OfnhyeffLI6QycbSomPxOz+7QxegYoM9rHbNAWVtx9RZfsRlbZrqEzVHCKiSqzjesRhWJdYnXJu0n/TFMiNwRj1dow9EFvLz1NnmgL1tuf0b4dafp5Gt2Gv/WCo7ZHBPmjY6TG86fkG8qB9pavUL4LTFBBRtbH43XY22biBb/r58+dj0KBBAP6bJHPu3Llak2SqB5WbouRHHUkbZxjnDOOcYZyI1JR8/q7W5MkRlNz5REREpJ+Sz9+KGDBORERE5CyYPBERERGZgckTERERkRlkv56FyFrWDoYmbfr6E4DZfawZqF90HQUlpQj190JEsK9OfXX8vQEJ+LekVFbdrrC/jQ5id/K2EZHlmDyRQ6Rn5SJtrfY73CKDfTAhNc5uUxC4Mn39qZ5qoPDqTc0yU32srx5j9VVmrG5X2N+G2tC7TSTW/J7r1G0jIuvwaTuyu/SsXAxfsh9VDzT1v9PtOYeTKzLUn/oY62Nz6jGnblfY3+b2jTO1jchZKPn8zTFPZFflFQJpa7P1noTUy9LWZqPc0Ds4SIux/tTHUB+bW4/cul1hf1vSN87SNiKyDSZPZFe7cwr03hJSEwByL1/H7pwCxwXlxEz1pz76+tiSeuTU7Qr729K+cYa2EZFtMHkiu8ovlncSkluuprOmnyqva+v+VtfnCvvb2tiU3DYisg0mT2RXYYH631dnabmazpp+qryurftbXZ8r7G9rY1Ny24jINpg8kV11iA1FZLAPDD3ELUH1pJL6sXgyzlR/6qOvjy2pR07drrC/Le0bZ2gbEdkGkyeyK3c3CRNS4wBA52Sk/n1CahznyJHJWH/qY6iPK9djKX11u8L+NrePK5dTetuIyDaYPJHdpcRHYnb/dogI1r6dERHsw0e7LWCoP0P8PDVzM6kZ62N1PZHB+m8z1dJTn5y6XWF/G2pDZLAPhnWJ1ekzZ2obEVmP8zyRw3BWZtviDOP2xxnGiaqPks/fTJ6IiIhIcZR8/uZtOyIiIiIzMHkiIiIiMgNfDExkQzfKKrA48yROFVxFTKgfnu7YEF4e9vs3ijVjb4ytW/mzOgHegAD+vaIa63RHTAj2nbpkchyUrcYFGYtFXae6309evAIAuL1+CCKCfGSP0SqvENj190VknvgXgIS7YkPhJklabd6TU6D5vGPj2ri7UW3FjnOy9VgtjvEyoaIcOLUTKDkPBIQDMQmAm7v9161uzhy7lTjmichGpv6Uja+256Dyq83cJGBo51iM62HdtAD6pGflIm1tttarRCKDfTAhNc7kU1/G1gWg81llbhJg6PVtxuqQG5upOKtuLz46CJuO5huMydT207NyMXblYRRevWlwXQnQedddLT9PTHuwleKesDO0b3u3icSa33PN3ifWHGc1QvYaIH0MUHTuv2VBUUDKdCCut/3WrW4OiF3J528mT0Q2MPWnbMzdlmPw82FdbJtApWflYviS/TondPW1AGOPzRtb19ovA2N1yImtMkNxWhNb1e2nZ+Xi+SX7rap3joKmKDC3z0ztE2uOsxohew2wYgB0j/pbPfToIsOJhDXrVjcHxa7k8zfHPBFZ6UZZBb7abjhxAoCvtufgRlmFTbZXXiGQtjZb7wlSvSxtbTbK9VyKkbOuNYzVYSq2yozFaamq2y+vEJi45ojV9cppjyNY0mfG9ok1x1mNUFGuuvJirIfSx6rK2XLd6ubMsdsQkyciKy3OPGnyllGFUJWzhd05BQZvYwGqr6/cy9exO6fA7HXtzVhsldkrzsrbV81tVWp1nXLa4wiW9pmhfWLNcVYjnNqpfctKhwCKzqrK2XLd6ubMsdsQB4wTWelUwVWbljMlv1jeCVJfObnr2pupOOwdp63rV0K/WhtD1fWtOc5qhJLzlpezZt3q5syx2xCTJyIrxYT62bScKWGB+l+nIqec3HXtzVQc9o7T1vUroV+tjaHq+tYcZzVCQLjl5axZt7o5c+w2xNt2RFZ6umNDmHpq201SlbOFDrGhiAz2MfjSWgmqp6HUr1cxZ117MxZbZfaKs/L2O8SGIiLI2+o65bTHESztM0P7xJrjrEaISVA9XWash4KiVeVsuW51c+bYbYjJE5GVvDzcMLRzrNEyQzvH2my+J3c3STMdQNWvL/XvE1Lj9M7DI2ddfZ/JZawOU7FVZixOS1XdvrubhIm9W1pdr5z2OIIlfWZsn1hznNUIbu6qx/IBGOyhlGn65z2yZt3q5syx2xCTJyIbGNcjDsO6xOpcgXKTbD9NAQCkxEdidv92iAjWvmUSEexj8vFxY+vO6d8Oc/R8Vpmxc6WxOuTEJifOyiKDfZAcF2byyp+h7afER2JO/3ao5edpdF191Yf4eSpqmgLAcJ9FBvtgWJdYRJq5T6w5zmqEuN6qx/KDqvRDUJTpx/WtWbe6OXPsNsJ5nohsiDOMc4ZxJeAM4w7GGcbtEruSz99MnoiIiEhxlHz+5m07IiIiIjMweSIiIiIyA5MnIiIiIjNwkkxyaRwgaxm57Xf1fqrp7bNr+2UONnb1fUDOickTuaz0rFykrc3Wej9XZLAPJqTGGX3E2tL1XIXc9rt6P9X09tm1/dlrVC+XrfyOtKAo1fxBlR5zd/V9QM6LT9uRS0rPysXwJft13vut/veqoTlqLF3PVchtv6v3U01v33NdYvHlthz7tD97DbBiAGCo9lvzBLn6PiDTlHz+5pgncjnlFQJpa7N1vnSB/76u09Zmo7xCu4Sl67kKue2/UVbh0v3k6seBnPZ9tV03car8ucXtryhXXXEyVnv6WJSXlbn0PiDnx+SJXM7unAKty/xVCQC5l69jd06BTdZzFXLbvzjzpEv3k6sfB3LaZywnsar9p3Zq36rTV3vRWRz77ReX3gfk/Jg8kcvJLzb8pWusnKXruQq57TpVcNWm9SmNqx8HtorbonpKzssqdu3SWfvFQGQDTJ7I5YQFGn4XmrFylq7nKuS2KybUz6b1KY2rHwe2ituiegLCZRXzDYm2XwxENsDkiVxOh9hQRAb7GHyzvATVEzsdYkNtsp6rkNv+pzs2dOl+cvXjQE77jM0EYFX7YxJUT9UZ23pQNFrc1c2l9wE5PyZP5HLc3SRMSI0DoPsVrf59Qmqczlwxlq7nKuS238vDzaX7ydWPAzntG9o5FpKRzy1uv5u7ajoCY1tPmQZ3Dw+X3gfk/Jg8kUtKiY/E7P7tEBGsfVk/ItjH6CPOlq7nKuS239X7qaa3b1yPOPu1P663ajqCoCp1BEVppimQE6Oz7wNybpzniVwaZxi3DGcYV6np7eMM41SdlHz+ZvJEREREiqPk8zdv2xERERGZgckTERERkRmYPBERERGZwaO6AyAi87jyAFqltU1p8ehjyxidob22UpPaSrbH5InIiaRn5SJtbbbWe78ig30wITXO6R/dVlrblBaPPraM0Rnaays1qa1kH3zajshJpGflYviS/Tpvmlf/W9mZ575RWtuUFo8+tozRGdprKzWprc5OyedvjnkicgLlFQJpa7N1vvABaJalrc1GeYXz/VtIaW1TWjz62DJGZ2ivrdSktpJ9MXkicgK7cwq0bjFUJQDkXr6O3TkFjgvKRpTWNqXFo48tY3SG9tpKTWor2ReTJyInkF9s+AvfknJKorS2KS0ea7Ytp5wztNdWalJbyb6YPBE5gbBAH9OFzCinJEprm9LisWbbcso5Q3ttpSa1leyLyRORE+gQG4rIYB+dN8yrSVA9LdQhNtSRYdmE0tqmtHj0sWWMztBeW6lJbSX7YvJE5ATc3SRMSI0DAJ0vfvXvE1LjnHKeGqW1TWnx6GPLGJ2hvbZSk9pK9sXkichJpMRHYnb/dogI1r6lEBHs4/SPVyutbUqLRx9bxugM7bWVmtRWsh/O80TkZFx5ZmSltU1p8ejDGcYtU5Pa6qyUfP5m8kRERESKo+TzN2/bEREREZmByRMRERGRGfhiYCKqESwZ48JxMfbBfiVnV63J07Zt2/D+++9j3759yM3NxapVq9C3b1/N54MGDcLChQu11rnrrruwa9cuB0dKRM4sPSsXaWuztV7NERnsgwmpcQafrrJkHTKN/UquoFpv2125cgVt2rTBzJkzDZZJSUlBbm6u5uenn35yYIRE5OzSs3IxfMl+nXea5V2+juFL9iM9K9cm65Bp7FdyFdV65al79+7o3r270TLe3t6IiIhwUERE5ErKKwTS1mZD3yPFAqqJEdPWZiM5LkJz28iSdcg09iu5EsUPGM/IyEBYWBiaNWuGoUOHIj8/32j50tJSFBUVaf0QUc20O6dA5ypHZQJA7uXr2J1TYNU6ZBr7lVyJopOn7t27Y+nSpdi8eTM+/PBD7NmzB/feey9KS0sNrjN16lQEBwdrfurXr+/AiIlISfKLDZ+sDZWzZB0yjf1KrkTRT9s99thjmv+Pj49H+/btERMTgx9//BEPPvig3nXGjRuHUaNGaX4vKipiAkVUQ4UF+pguVKWcJeuQaexXciWKTp6qioyMRExMDI4fP26wjLe3N7y9vR0YFREpVYfYUEQG+yDv8nW9Y20kqN5p1iE21Kp1yDT2K7kSRd+2q+rixYs4c+YMIiP5OCsRmebuJmFCahwA1cm5MvXvE1LjtAYoW7IOmcZ+JVdSrclTSUkJDh48iIMHDwIAcnJycPDgQZw+fRolJSV47bXXkJmZiZMnTyIjIwOpqamoU6cO+vXrV51hE5ETSYmPxOz+7RARrH07KCLYB7P7t9M7t5Al65Bp7FdyFdX6YuCMjAwkJSXpLB84cCBmz56Nvn374sCBAygsLERkZCSSkpLw7rvvmjWGSckvFiQix+EM48rBfiU5lHz+rtbkyRGU3PlERESkn5LP30415omIiIioujF5IiIiIjIDkyciIiIiMzjVPE9EVDNxgLHrcaV9ak1bnLkfnDl2azF5IiJFS8/KRdrabK33okUG+2BCahwfbXdSrrRPrWmLM/eDM8duC3zajogUKz0rF8OX7NeZkVr9b1vODeR8XGmfWtMWZ+4HR8Wu5PM3xzwRkSKVVwikrc3W+yoP9bK0tdkor3Dpf/+5FFfap9a0xZn7wZljtyUmT0SkSLtzCrRuCVQlAORevo7dOQWOC4qs4kr71Jq2OHM/OHPstsTkiYgUKb/Y8Be0JeWo+rnSPrWmLc7cD84cuy0xeSIiRQoL9DFdyIxyVP1caZ9a0xZn7gdnjt2WmDwRkSJ1iA1FZLAPDD34LEH1dE+H2FBHhkVWcKV9ak1bnLkfnDl2W2LyRESK5O4mYUJqHADofFGrf5+QGldj5pVxBa60T61pizP3gzPHbktMnohIsVLiIzG7fztEBGvfAogI9lH0o9xkmCvtU2va4sz94Myx2wrneSIixavJMxm7Klfap5xh3D6xK/n8zeSJiIiIFEfJ52/etiMiIiIyA5MnIiIiIjMweSIiIiIyA5MnIiIiIjMweSIiIiIyA5MnIiIiIjMweSIiIiIyA5MnIiIiIjMweSIiIiIyg0d1B2Bv6gnUi4qKqjkSIiIikkt93lbii1BcPnkqLi4GANSvX7+aIyEiIiJzFRcXIzg4uLrD0OLy77arqKjAuXPnEBgYCElyjpctFhUVoX79+jhz5ozi3uejNOwr+dhX8rCf5GNfyce+kqdyPwUGBqK4uBhRUVFwc1PWKCOXv/Lk5uaGevXqVXcYFgkKCuIfmUzsK/nYV/Kwn+RjX8nHvpJH3U9Ku+KkpqxUjoiIiEjhmDwRERERmYHJkwJ5e3tjwoQJ8Pb2ru5QFI99JR/7Sh72k3zsK/nYV/I4Sz+5/IBxIiIiIlvilSciIiIiMzB5IiIiIjIDkyciIiIiMzB5IiIiIjIDkyc7mTp1Ku68804EBgYiLCwMffv2xR9//KFVZtCgQZAkSevn7rvv1ipTWlqKF198EXXq1IG/vz969+6Nf/75R6vMpUuX8PTTTyM4OBjBwcF4+umnUVhYaO8m2sTs2bPRunVrzYRoHTt2xM8//6z5XAiBiRMnIioqCr6+vujatSuOHDmiVYer95Gaqb7i8aTf1KlTIUkSXnnlFc0yHlf66esrHlcqEydO1OmHiIgIzec8pv5jqq9c4pgSZBfdunUT8+fPF1lZWeLgwYOiZ8+eokGDBqKkpERTZuDAgSIlJUXk5uZqfi5evKhVz/PPPy+io6PFhg0bxP79+0VSUpJo06aNKCsr05RJSUkR8fHxYufOnWLnzp0iPj5e9OrVy2FttcaaNWvEjz/+KP744w/xxx9/iDfffFN4enqKrKwsIYQQ06ZNE4GBgeKHH34Qhw8fFo899piIjIwURUVFmjpcvY/UTPUVjyddu3fvFg0bNhStW7cWL7/8smY5jytdhvqKx5XKhAkTRMuWLbX6IT8/X/M5j6n/mOorVzimmDw5SH5+vgAgtm7dqlk2cOBA0adPH4PrFBYWCk9PT7Fs2TLNsrNnzwo3NzeRnp4uhBAiOztbABC7du3SlMnMzBQAxLFjx2zfEAcICQkR8+bNExUVFSIiIkJMmzZN89n169dFcHCwmDNnjhCi5vaRmrqvhODxVFVxcbFo2rSp2LBhg0hMTNQkBDyudBnqKyF4XKlNmDBBtGnTRu9nPKa0GesrIVzjmOJtOwe5fPkyACA0NFRreUZGBsLCwtCsWTMMHToU+fn5ms/27duHmzdv4oEHHtAsi4qKQnx8PHbu3AkAyMzMRHBwMO666y5NmbvvvhvBwcGaMs6ivLwcy5Ytw5UrV9CxY0fk5OQgLy9Pq/3e3t5ITEzUtK2m9ZFa1b5S4/H0nxEjRqBnz564//77tZbzuNJlqK/UeFypHD9+HFFRUYiNjcXjjz+OEydOAOAxpY+hvlJz9mPK5V8MrARCCIwaNQqdOnVCfHy8Znn37t3xyCOPICYmBjk5ORg/fjzuvfde7Nu3D97e3sjLy4OXlxdCQkK06gsPD0deXh4AIC8vD2FhYTrbDAsL05RRusOHD6Njx464fv06AgICsGrVKsTFxWn+AMLDw7XKh4eH49SpUwBQY/pIzVBfATyeKlu2bBn279+PPXv26HymbgePKxVjfQXwuFK76667sGjRIjRr1gznz5/H5MmTkZCQgCNHjvCYqsJYX9WuXdsljikmTw4wcuRIHDp0CDt27NBa/thjj2n+Pz4+Hu3bt0dMTAx+/PFHPPjggwbrE0JAkiTN75X/31AZJWvevDkOHjyIwsJC/PDDDxg4cCC2bt2q+bxqO+S0zdX6SM1QX8XFxfF4uuXMmTN4+eWXsX79evj4+Bgsx+NKXl/xuFLp3r275v9btWqFjh07onHjxli4cKFmsDOPKRVjfTVq1CiXOKZ4287OXnzxRaxZswZbtmxBvXr1jJaNjIxETEwMjh8/DgCIiIjAjRs3cOnSJa1y+fn5mn/hRERE4Pz58zp1XbhwQedfQUrl5eWFJk2aoH379pg6dSratGmDTz/9VPN0RtV/RVRtf03oIzVDfaVPTT2e9u3bh/z8fNxxxx3w8PCAh4cHtm7dis8++wweHh6advC4Mt1X5eXlOuvU1OOqKn9/f7Rq1QrHjx/nd5UJlftKH2c8ppg82YkQAiNHjsTKlSuxefNmxMbGmlzn4sWLOHPmDCIjIwEAd9xxBzw9PbFhwwZNmdzcXGRlZSEhIQEA0LFjR1y+fBm7d+/WlPntt99w+fJlTRlnI4RAaWkpYmNjERERodX+GzduYOvWrZq21dQ+UlP3lT419Xi67777cPjwYRw8eFDz0759ezz11FM4ePAgGjVqxOPqFlN95e7urrNOTT2uqiotLcXRo0cRGRnJ7yoTKveVPk55TNl9SHoNNXz4cBEcHCwyMjK0Hse8evWqEEL1dMvo0aPFzp07RU5OjtiyZYvo2LGjiI6O1nm0tV69emLjxo1i//794t5779X7uGbr1q1FZmamyMzMFK1atXKaR1vHjRsntm3bJnJycsShQ4fEm2++Kdzc3MT69euFEKrHf4ODg8XKlSvF4cOHxRNPPKH38V9X7iM1Y33F48m4qk+Q8bgyrHJf8bj6z+jRo0VGRoY4ceKE2LVrl+jVq5cIDAwUJ0+eFELwmKrMWF+5yjHF5MlOAOj9mT9/vhBCiKtXr4oHHnhA1K1bV3h6eooGDRqIgQMHitOnT2vVc+3aNTFy5EgRGhoqfH19Ra9evXTKXLx4UTz11FMiMDBQBAYGiqeeekpcunTJQS21zpAhQ0RMTIzw8vISdevWFffdd58mcRJC9QjwhAkTREREhPD29hZdunQRhw8f1qrD1ftIzVhf8XgyrmryxOPKsMp9xePqP+p5mzw9PUVUVJR48MEHxZEjRzSf85j6j7G+cpVjShJCCPtf3yIiIiJyDRzzRERERGQGJk9EREREZmDyRERERGQGJk9EREREZmDyRERERGQGJk9EREREZmDyRERERGQGJk9EVOM0bNgQn3zyiezyJ0+ehCRJOHjwoN1iIiLnweSJiMySl5eHF198EY0aNYK3tzfq16+P1NRUbNq0yebbioyMxPTp07WWjRkzBpIk6Wzvvvvuw5NPPimr3j179uC5556zWZwAsGDBAtSqVcumdRKRMjF5IiLZTp48iTvuuAObN2/GjBkzcPjwYaSnpyMpKQkjRoywuN7y8nJUVFToLO/atSu2bNmitSwjIwP169fXWn7jxg1kZmYiKSlJ1vbq1q0LPz8/i+MlopqNyRMRyfbCCy9AkiTs3r0bDz/8MJo1a4aWLVti1KhR2LVrl6bcRx99hFatWsHf3x/169fHCy+8gJKSEs3n6qs069atQ1xcHLy9vXHq1Cmd7SUlJeHXX39FWVkZAKC4uBgHDhzA2LFjkZGRoSn322+/4dq1a5rkaefOnejSpQt8fX1Rv359vPTSS7hy5YqmfNXbdseOHUOnTp3g4+ODuLg4bNy4EZIkYfXq1VrxnDhxAklJSfDz80ObNm2QmZkJQJXQDR48GJcvX4YkSZAkCRMnTrS0m4lI4Zg8EZEsBQUFSE9Px4gRI+Dv76/zeeVbVm5ubvjss8+QlZWFhQsXYvPmzXjjjTe0yl+9ehVTp07FvHnzcOTIEYSFhenUmZSUhJKSEuzZswcAsH37djRr1gwPP/ww9uzZg6tXrwIAtmzZgnr16qFJkyY4fPgwunXrhgcffBCHDh3C8uXLsWPHDowcOVJvuyoqKtC3b1/4+fnht99+w5dffom33npLb9m33noLr732Gg4ePIhmzZrhiSeeQFlZGRISEvDJJ58gKCgIubm5yM3NxWuvvSarX4nICTnk9cNE5PR+++03AUCsXLnS7HVXrFghateurfl9/vz5AoA4ePCgyXWjo6PFe++9J4QQ4vXXXxcvvPCCEEKIFi1aiPXr1wshhEhKShJPP/20EEKIp59+Wjz33HNadWzfvl24ubmJa9euCSGEiImJER9//LEQQoiff/5ZeHh4iNzcXE35DRs2CABi1apVQgghcnJyBAAxb948TZkjR44IAOLo0aOaNgUHB8vtEiJyYrzyRESyCCEAAJIkmSy7ZcsWJCcnIzo6GoGBgRgwYAAuXryodevMy8sLrVu3NllX165dNbfoMjIy0LVrVwBAYmIiMjIyUFpail27duHee+8FAOzbtw8LFixAQECA5qdbt26oqKhATk6OTv1//PEH6tevj4iICM2yDh066I2lcryRkZEAgPz8fJNtICLXwuSJiGRp2rQpJEnC0aNHjZY7deoUevTogfj4ePzwww/Yt28fZs2aBQC4efOmppyvr6+sREw97unixYs4cOAAunTpAkCVPG3ZsgW7du3SGu9UUVGBYcOG4eDBg5qf33//HcePH0fjxo116hdCyIoDADw9PTX/r15H30B3InJtTJ6ISJbQ0FB069YNs2bN0rqCpFZYWAgA2Lt3L8rKyvDhhx/i7rvvRrNmzXDu3DmLt5uUlIQrV67go48+QtOmTREeHg5AlTzt3bsXP/74I2JjYxETEwMAaNeuHY4cOYImTZro/Hh5eenU36JFC5w+fRrnz5/XLFOPsTKHl5cXysvLLWwlETkTJk9EJNsXX3yB8vJydOjQAT/88AOOHz+Oo0eP4rPPPkPHjh0BAI0bN0ZZWRk+//xznDhxAosXL8acOXMs3majRo3QoEEDfP7550hMTNQsj4qKQkxMDObMmaM1RcGYMWOQmZmJESNG4ODBgzh+/DjWrFmDF198UW/9ycnJaNy4MQYOHIhDhw7h119/1QwYl3tFClA9wVdSUoJNmzbh33//1QxmJyLXw+SJiGSLjY3F/v37kZSUhNGjRyM+Ph7JycnYtGkTZs+eDQC4/fbb8dFHH2H69OmIj4/H0qVLMXXqVKu2m5SUhOLiYs14J7XExEQUFxdrJU+tW7fG1q1bcfz4cXTu3Blt27bF+PHjNWOUqnJ3d8fq1atRUlKCO++8E88++yzefvttAICPj4/sGBMSEvD888/jscceQ926dTFjxgzzG0pETkES6lGgREQEAPj111/RqVMn/PXXX3rHSRFRzcbkiYhqvFWrViEgIABNmzbFX3/9hZdffhkhISHYsWNHdYdGRArkUd0BEBFVt+LiYrzxxhs4c+YM6tSpg/vvvx8ffvhhdYdFRArFK09EREREZuCAcSIiIiIzMHkiIiIiMgOTJyIiIiIzMHkiIiIiMgOTJyIiIiIzMHkiIiIiMgOTJyIiIiIzMHkiIiIiMgOTJyIiIiIz/D8ecb6LBnTR+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "def plot(data: pd.DataFrame):\n",
    "    plt.scatter(data['weight'], data['city_mpg'], label='City MPG')\n",
    "    plt.scatter(data['weight'], data['highway_mpg'], label='Highway MPG')\n",
    "    plt.xlabel('Car Weight')\n",
    "    plt.ylabel('Miles per Gallon (MPG)')\n",
    "    plt.legend()\n",
    "    plt.title('Relationship between City and Highway MPG based on Car Weight')\n",
    "    plt.savefig('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/plot.png')\n",
    "    return plt\n",
    "\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars_half.csv'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# No additional imports needed\n",
    "\n",
    "def plot(data: pd.DataFrame):\n",
    "    # Aggregating average retail price by car type\n",
    "    avg_price_by_type = data.groupby('type')['retail_price'].mean().reset_index()\n",
    "\n",
    "    # Plotting the bar chart\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.bar(avg_price_by_type['type'], avg_price_by_type['retail_price'], color='skyblue')\n",
    "    \n",
    "    # Adding a vertical line for the global average retail price\n",
    "    global_avg_price = data['retail_price'].mean()\n",
    "    plt.axhline(y=global_avg_price, color='red', linestyle='--', label=f'Global Avg: {global_avg_price:.2f}')\n",
    "\n",
    "    plt.xlabel('Car Types')\n",
    "    plt.ylabel('Average Retail Price')\n",
    "    plt.title('Distribution of Retail Prices for Different Car Types')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "    \n",
    "    return plt\n",
    "\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars_half.csv'))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "def plot(data: pd.DataFrame):\n",
    "    # Group the data by car type and calculate the average retail price\n",
    "    avg_retail_price = data.groupby('type')['retail_price'].mean()\n",
    "\n",
    "    # Create a bar chart showing the average retail price by car type\n",
    "    plt.bar(avg_retail_price.index, avg_retail_price.values)\n",
    "\n",
    "    # Add labels and title\n",
    "    plt.xlabel('Car Type')\n",
    "    plt.ylabel('Average Retail Price')\n",
    "    plt.title('Distribution of Retail Prices for Different Car Types')\n",
    "\n",
    "    # Save the plot as an image\n",
    "    plt.savefig('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/plot.png')\n",
    "\n",
    "    return plt\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars_half.csv'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Stub section\n",
    "def plot(data: pd.DataFrame):\n",
    "    plt.scatter(data['engine_size'], data['horsepower'], alpha=0.7, color='blue')\n",
    "    plt.xlabel('Engine Size')\n",
    "    plt.ylabel('Horsepower')\n",
    "\n",
    "    plt.axvline(data['engine_size'].median(), color='red', linestyle='--', label=f'Median Engine Size: {data[\"engine_size\"].median():.2f}')\n",
    "    plt.axhline(data['horsepower'].median(), color='green', linestyle='--', label=f'Median Horsepower: {data[\"horsepower\"].median():.2f}')\n",
    "\n",
    "    plt.legend()\n",
    "    plt.title('Correlation between Engine Size and Horsepower of Cars', wrap=True)\n",
    "    plt.xticks(rotation=45)\n",
    "\n",
    "    return plt\n",
    "\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars_half.csv'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TH/9zOlflefbsGYyNjeHv71/mmyITQogsaKmXEFKrli5dCgMDA5iamiIvLw9HjhzBli1bsGDBgjop+j53//zzD/7880+sWrUKcnJymD59el2HRAj5jFHhRwipVQKBAKtWrcI///wDsVgMCwsLrFmzhgqWatqyZQuWLl0KExMTxMTEwNDQsK5DIoR8xmiplxBCCCGkkaC3cyGEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COkkRk2bBiUlZXx6tWrcvuMGTMGAoGgzM/draqsrCzweDxER0dXed/Hjx9jyZIl3MffvW/JkiVlftbvp2BiYgJvb+9aGy86Oho8Ho978Pl8NG/eHO7u7rh37161xrx16xaWLFmCrKysGsf1/hje3t4yfayat7e3RE6KioqwtLTE4sWLUVBQINPxa/s8fwwdO3YEj8fD6tWr6zqUj6L057f0IRAIoKOjg86dO2PmzJm4efOm1D5nz54Fj8fD2bNnJdrXrVsHc3NzKCgogMfjcb+DFixYACMjI/D5fGhqan78pKqpuj9T169fx7hx49CqVSsoKSmhSZMm6NixI1auXIn//vvv4wRbkbp9/2hCyKd2+PBhBoBt2LChzO2vXr1iysrKbOjQobVyvIKCApaSksKePXtW5X3T0tKkPmGi1N9//81SUlJqIcKqS09PZ3/88UetjVf6CTBbt25lKSkp7MyZMyw0NJQpKyuzZs2asf/++6/KY+7bt48BYGfOnKl2XM+ePWMpKSkSn0Dj5eXFjI2NK93Xy8uLKSsrs5SUFJaSksISEhKYp6cnA8C+/vprmY5f2+e5tl27do37xJ42bdrUdTgfRemnvPj7+7OUlBR28eJFdvToURYaGspMTU2ZvLw8W7lypcQ+OTk5LCUlheXk5HBtpedqwoQJ7Pz58ywlJYWJxWIWHx/PALD58+ezCxcusLS0tE+dosyq8zP1008/MT6fz9q2bcs2bNjAzpw5w06ePMmWLVvGWrVqVWu/Z6uCCj9CGhmxWMwMDAxYp06dyty+adMmBoAdPny4xsf58CPrqqqiwq8hKS38PvyjFxISwgCwqKioKo9ZG4VfWapS+JX1EW49evRgANg///xT7r6yfiRdXfv2228ZADZw4EAGgF28eLHWxs7Pz6+1sWqitPBbtWqV1LY3b94wFxcXBoAlJCRUOM7OnTsZAJaamirRHhoaygCwp0+f1lrMH+vcVfVnKjk5mcnLyzMXF5cyfxcWFhayX375pVZiq0rOVPgR0ggFBQUxAOz69etS27744gvWvHlzJhaL2bNnz5ivry+zsrJiqqqqTFdXl/Xq1YudO3dOYp/SPw4rVqxg3333HTMxMWHy8vLs2LFjZX4u7L1795i3tzczNzdnysrKzMDAgA0aNEgintLPmf3wUfq5saWfGfu+4uJitmLFCu4zYHV1dZmnpyf7+++/JfqVfn7s5cuXWffu3ZmysjJr1aoVCwsLk/o84LJ8+NnHpbHu2rWLBQcHs+bNmzM1NTXWp08f9vvvv1c6XnmF39GjRxkAFhYWJtGelpbGBg8ezLS0tJiioiKzs7Nje/fulRrvw0fp1+DkyZPsq6++YoaGhkxRUZGZmZmxSZMmSX3+buk4f/31F9dW08Jvzpw5EkWSsbExGzhwIDtw4ACzs7NjioqKLDAwkNv24WdDv3z5kgUEBLBWrVpxX+MBAwaw27dvc30KCwvZd999x30fNG3alHl7e0vNOiclJTFHR0emra3NlJSUWMuWLdnw4cNl+iP69u1bpqWlxTp16sTu3r3LADAfH58y+x47doz17t2bqaurM2VlZdamTRu2bNkyqXN1/fp15uzszJo0acK6du3KGHv3+d6+vr7MwMCACQQC1qpVKxYcHCxVSMTGxrIvvviCO0arVq3YuHHjuO3FxcXsu+++Y61bt2ZKSkrc5yNHRERUmGdFhR9jjD169IgJBALWq1cvrq3056G0QHJ0dJT6Xiz9Pirv55sxxvbs2cO6du3KVFRUmKqqKuvXrx9LT0+XOH5F507W74PS78Fjx46xDh06MCUlJWZpacmEQiHXp7KfqbIMGjSI8fl89vDhwwrP8fv5Ojs7M319faakpMTatGnDAgMDpT5PvKKcZUGf3EFIIzR+/HgsX74cUVFR+OGHH7j2W7du4fLly5g3bx7k5eW5608WL14MfX195OXl4eDBg3ByckJSUhKcnJwkxl27di1at26N1atXQ11dHRYWFmUe//Hjx9DR0cHy5cuhq6uL//77D9u2bUOXLl1w7do1WFpaomPHjti6dSvGjRuHBQsWYODAgQCAFi1alJuXr68vfvrpJ/j5+WHQoEHIysrCwoULcfbsWaSnp6Np06Zc3+zsbIwZMwazZs3C4sWLcfDgQQQFBcHAwABjx46t1nkNDg7Gl19+iS1btiA3NxeBgYEYPHgwbt++DXl5+SqP99dffwEAWrduzbWdOXMGLi4u6NKlCzZv3gwNDQ3s2bMHbm5uePPmDby9vTFw4EAsW7YMwcHB2LBhAzp27AgAMDMzAwDcv38fDg4OmDBhAjQ0NJCVlYU1a9age/fuuHHjBgQCQbXyl8Uff/wBANDV1eXa0tPTcfv2bSxYsACtWrWCqqpqmfu+fv0a3bt3R1ZWFgIDA9GlSxfk5eXh3LlzePLkCdq0aYOSkhIMGTIE58+fx9y5c9GtWzc8ePAAixcvhpOTE65cuQJlZWVkZWVh4MCB6NGjB6KioqCpqYlHjx7h+PHjKCoqgoqKSoV5xMXF4eXLlxg/fjwsLCzQvXt37N27FxEREWjSpAnXTygUYuLEiXB0dMTmzZvRrFkz3L17F7/99pvEeEVFRfjqq68wefJkzJs3D2KxGAUFBejVqxfu37+PkJAQtG/fHufPn0dYWBgyMjJw9OhRAEBKSgrc3Nzg5uaGJUuWQElJCQ8ePMDp06e58VeuXIklS5ZgwYIF6NmzJ0QiEX7//fcKr/WVhYGBATp16oTk5GSIxWLw+dJlxcaNG7F7926EhoZi69ataNOmDXR1dTF9+nRs2LABQqEQx48fh4aGBvfzvWzZMixYsID7+S8qKsKqVavQo0cPXL58GdbW1hWeO1m/D0plZmZi1qxZmDdvHvT09LBlyxb4+PjA3NwcPXv2rPRn6kPFxcU4ffo0OnXqhJYtW8p0Lu/duwdXV1fMmDEDqqqq+P3337FixQpcvnxZ4mtZXs4yk7lEJIQ0KI6Ojqxp06asqKiIa5s1axYDwO7evVvmPmKxmIlEItanTx82bNgwrr10VsDMzExivPe3VfQ/Y7FYzIqKipiFhQWbOXMm117RUu+HM363b99mANjUqVMl+qWmpjIALDg4WCJ3lLHsZG1tzfr3719unKXKm/FzdXWV6BcbG8sAVHotYulswqVLl5hIJGKvX79mx48fZ/r6+qxnz55MJBJxfdu0acM6dOgg0cbYu9mF5s2bczOWsi5LlZSUMJFIxB48eMAASCw91caMn0gkYiKRiP37778sMjKS8Xg81rlzZ66fsbExk5eXZ3fu3JEa48PzvHTpUgaAJSYmlnvc3bt3MwDswIEDEu2l30sbN25kjDG2f/9+BoBlZGRUmktZevfuzZSUlNjLly8ZY/9/rt6fJXr9+jVTV1dn3bt3ZyUlJeWO5eXlVeaS/ubNmxkAFhsbK9G+YsUKBoCdPHmSMcbY6tWrGQD26tWrco8xaNAgZmdnV9U0K53xY4wxNzc3ieXaD2f8GCt/Vrv05/j92eaHDx8yPp/P/P39Jfq+fv2a6evrS1wjWt65k/X7gLF332dKSkrswYMHXNvbt2+ZtrY2mzx5MtdWlaXe7OxsBoC5u7tX2rcspT+Xv/76KwPAMjMzuW3l5SwruquXkEbKx8cHz58/x6FDhwAAYrEYO3fuRI8ePSRm6jZv3oyOHTtCSUkJfD4fAoEASUlJuH37ttSYX331lUyzRWKxGMuWLYO1tTUUFBTA5/OhoKCAe/fulTmuLM6cOQMAUneBfvHFF7CyskJSUpJEu76+Pr744guJtvbt2+PBgwfVOj7wLv8PxwMg85hdu3aFQCCAmpoaXFxcoKWlhV9++YWbRfnjjz/w+++/Y8yYMQDencfSh6urK548eYI7d+5Uepxnz55hypQpaNmyJfc1NTY2BoBqn/+y5OfnQyAQQCAQQFdXFzNmzMCAAQNw8OBBiX7t27eXmNUsz7Fjx9C6dWv07du33D5HjhyBpqYmBg8eLHF+7OzsoK+vz91pamdnBwUFBUyaNAnbtm3Dn3/+KXNef/31F86cOYPhw4dzd6GOGjUKampqiIqK4volJycjNzcXU6dOlekO9BEjRki8Pn36NFRVVTFy5EiJ9tLv8dLv6c6dOwMAvv76a8TGxuLRo0dSY3/xxRfIzMzE1KlTceLECeTm5sqcb2VYLX/y64kTJyAWizF27FiJr6GSkhIcHR2l7hYGpM+drN8Hpezs7GBkZMS9VlJSQuvWrWv0+6Cq/vzzT4wePRr6+vqQl5eHQCCAo6MjgLJ/Lj/MWVZU+BHSSI0cORIaGhrYunUrACAhIQFPnz6Fj48P12fNmjXw9fVFly5dcODAAVy6dAlpaWlwcXHB27dvpcZs3ry5TMcOCAjAwoULMXToUBw+fBipqalIS0uDra1tmePK4sWLF+XGYGBgwG0vpaOjI9VPUVGx2scva0xFRUUAkHnM7du3Iy0tDadPn8bkyZNx+/ZtfPPNN9z20rfXmT17NldQlT6mTp0KAHj+/HmFxygpKUG/fv0QFxeHuXPnIikpCZcvX8alS5eqFKsslJWVkZaWhrS0NFy/fh2vXr3C0aNHYWhoKNFP1u+bf//9t8KlfuDdOXr16hUUFBSkzlF2djZ3fszMzHDq1Ck0a9YM3377LczMzGBmZobIyMhK44iKigJjDCNHjsSrV6/w6tUriEQifPXVV7h48SJ+//13Ll6g4ssTSqmoqEBdXV2i7cWLF9DX15cqGps1awY+n899T/fs2RPx8fFcsdSiRQu0a9cOu3fv5vYJCgrC6tWrcenSJQwYMAA6Ojro06cPrly5UmlslXnw4AEUFRWhra1d47GA//8+79y5s9TXcO/evVLf42WdO1m/D0rV9u+Dpk2bQkVFhbtcozJ5eXno0aMHUlNTERoairNnzyItLQ1xcXEApH8uy8pZVnSNHyGNlLKyMr755hv8/PPPePLkCaKioqCmpoZRo0ZxfXbu3AknJyds2rRJYt/Xr1+XOaas76u3c+dOjB07FsuWLZNof/78ebXfx6v0F/eTJ0+k/tA+fvxY4vq++srKygr29vYAgF69eqG4uBhbtmzB/v37MXLkSC6HoKAgDB8+vMwxLC0tKzzGb7/9hszMTERHR8PLy4trL732rjbJyclx+VRE1u8bXV1d/PPPPxX2adq0KXR0dHD8+PEyt6upqXH/7tGjB3r06IHi4mJcuXIF69atw4wZM6Cnpwd3d/cy9y8pKeHek7K8r0FUVBRWrlzJXcdYWcxA2edAR0cHqampYIxJbH/27BnEYrHE9/SQIUMwZMgQFBYW4tKlSwgLC8Po0aNhYmICBwcH8Pl8BAQEICAgAK9evcKpU6cQHByM/v374++//670msbyPHr0CFevXoWjo2OZ1/dVR2le+/fv52aiK1LWuavK98HHIC8vjz59+uDYsWP4559/Ki3+T58+jcePH+Ps2bPcLB+Acq/BrMl7mNKMHyGNmI+PD4qLi7Fq1SokJCTA3d1d4g9A6Rvvvu/69etISUmp0XHLGvfo0aNSS1RVmTHr3bs3gHdF5fvS0tJw+/Zt9OnTpyYh14mVK1dCS0sLixYtQklJCSwtLWFhYYHMzEzY29uX+Sj9g1beuSv9g/Hh+f/xxx8/QUY1M2DAANy9e1fqQvf3DRo0CC9evEBxcXGZ56eswlheXh5dunTBhg0bALy72aQ8J06cwD///INvv/0WZ86ckXq0bdsW27dvh1gsRrdu3aChoYHNmzdXazm0T58+yMvLQ3x8vET79u3bue0fUlRUhKOjI1asWAEAuHbtmlQfTU1NjBw5Et9++y3++++/ar/J99u3bzFhwgSIxWLMnTu3WmOUpX///uDz+bh//3653+eVqc73QWWqOoMfFBQExhgmTpyIoqIiqe0ikQiHDx8G8Gl/LmnGj5BGzN7eHu3bt0dERAQYYxLLvMC7X57fffcdFi9eDEdHR9y5cwdLly5Fq1atqnYX2QcGDRqE6OhotGnTBu3bt8fVq1exatUqqf8Vm5mZQVlZGTExMbCyskKTJk1gYGAAAwMDqTEtLS0xadIkrFu3DnJychgwYAB3V2/Lli0xc+bMasdbV7S0tBAUFIS5c+di165d8PDwwI8//ogBAwagf//+8Pb2hqGhIf777z/cvn0b6enp2LdvHwCgXbt2AICffvoJampqUFJSQqtWrdCmTRuYmZlh3rx5YIxBW1sbhw8fRmJiYl2mKpMZM2Zg7969GDJkCObNm4cvvvgCb9++xa+//opBgwahV69ecHd3R0xMDFxdXTF9+nR88cUXEAgE+Oeff3DmzBkMGTIEw4YNw+bNm3H69GkMHDgQRkZGKCgo4K7Pq+gaQqFQCD6fj+Dg4DK/DydPnoxp06bh6NGjGDJkCMLDwzFhwgT07dsXEydOhJ6eHv744w9kZmZi/fr1FeY7duxYbNiwAV5eXsjKyoKNjQ0uXLiAZcuWwdXVlYtz0aJF+Oeff9CnTx+0aNECr169QmRkpMQ1YoMHD0a7du1gb28PXV1dPHjwABERETA2Ni737vv3PXz4EJcuXUJJSQlycnJw7do1REVF4cGDBwgPD0e/fv0qHUNWJiYmWLp0KebPn48///yTu9716dOnuHz5MlRVVRESElLhGLJ+H1RFeT9TZS0TA4CDgwM2bdqEqVOnolOnTvD19UXbtm0hEolw7do1/PTTT2jXrh0GDx6Mbt26QUtLC1OmTMHixYshEAgQExODzMzMKsUok2rdEkIIaTAiIyMZAGZtbS21rbCwkM2ePZsZGhoyJSUl1rFjRxYfHy91Z2dFd/6VdVfvy5cvmY+PD2vWrBlTUVFh3bt3Z+fPn2eOjo7M0dFRYv/du3ezNm3aMIFAIPP7+LVu3ZoJBALWtGlT5uHhUe77+H1I1jtWy7urd9++fZXmXpby7nhk7N3dhUZGRszCwoKJxWLGGGOZmZns66+/Zs2aNWMCgYDp6+uz3r17s82bN0vsGxERwVq1asXk5eUl4rh16xZzdnZmampqTEtLi40aNYo9fPhQ6n3UPsb7+H2o9D3UyttW1vv4TZ8+nRkZGTGBQMCaNWvGBg4cKPF+iSKRiK1evZrZ2toyJSUl1qRJE9amTRs2efJkdu/ePcYYYykpKWzYsGHM2NiYKSoqMh0dHebo6MgOHTpUbqz//vsvU1BQqPDTFl6+fMmUlZXZ4MGDubaEhATm6OjIVFVVmYqKCrO2tmYrVqzgtld0rl68eMGmTJnCmjdvzvh8PjM2NmZBQUES7+N35MgRNmDAAGZoaMgUFBRYs2bNmKurKzt//jzXJzw8nHXr1o01bdqUKSgoMCMjI+bj48OysrLKzYWx//8eLn3Iy8tz7184Y8YMdvPmTal9anpXb6n4+HjWq1cvpq6uzhQVFZmxsTEbOXIkO3XqlEznTpbvA8bK/x4s6/dReT9TFcnIyGBeXl7MyMiIKSgoMFVVVdahQwe2aNEiifcUTE5OZg4ODkxFRYXp6uqyCRMmsPT0dKnjyPqzVR4eY7V8Ow4hhBBCCKmX6Bo/QgghhJBGggo/QgghhJBGggo/QgghhJBGggo/QgghhJBGggo/QgghhJBGggo/Qgghn0x0dDR4PB54PF6Zn7nKGIO5uTl4PB6cnJxq7bg8Hg9Lliyp8n5ZWVng8Xjcp3UQ8rmjwo8QQsgnp6amBqFQKNX+66+/4v79+x/9I7UIaayo8COEEPLJubm54cCBA8jNzZVoFwqFcHBwgJGRUR1FRkjDRoUfIYSQT+6bb74BAOzevZtry8nJwYEDBzB+/Hip/v/99x+mTp0KQ0NDKCgowNTUFPPnz0dhYaFEv9zcXEycOBE6Ojpo0qQJXFxccPfu3TJjuHfvHkaPHo1mzZpBUVERVlZW3Of1VuTff//FpEmT0LJlSygqKkJXVxdffvklTp06VZVTQEidoM/qJYQQ8smpq6tj5MiRiIqKwuTJkwG8KwLl5OTg5uaGiIgIrm9BQQF69eqF+/fvIyQkBO3bt8f58+cRFhaGjIwMHD16FMC76wOHDh2K5ORkLFq0CJ07d8bFixcxYMAAqePfunUL3bp1g5GREcLDw6Gvr48TJ05g2rRpeP78ORYvXlxu7J6enkhPT8f333+P1q1b49WrV0hPT8eLFy9q9yQR8hFQ4UcIIaROjB8/Hr169cLNmzfRtm1bREVFYdSoUVLX923btg3Xr19HbGwsRo0aBQBwdnZGkyZNEBgYiMTERDg7O+PEiRM4c+YMIiMjMW3aNK6fgoIC5s+fLzFmQEAA1NTUcOHCBairq3N9CwsLsXz5ckybNg1aWlplxn3x4kVMmDABEydO5NqGDBlSa+eFkI+JlnoJIYTUCUdHR5iZmSEqKgo3btxAWlpamcu8p0+fhqqqKkaOHCnR7u3tDQBISkoCAJw5cwYAMGbMGIl+o0ePlnhdUFCApKQkDBs2DCoqKhCLxdzD1dUVBQUFuHTpUrlxf/HFF4iOjkZoaCguXboEkUhU5dwJqStU+BFCCKkTPB4P48aNw86dO7F582a0bt0aPXr0kOr34sUL6Ovrg8fjSbQ3a9YMfD6fW2J98eIF+Hw+dHR0JPrp6+tLjScWi7Fu3ToIBAKJh6urKwDg+fPn5ca9d+9eeHl5YcuWLXBwcIC2tjbGjh2L7Ozsap0HQj4lKvwIIYTUGW9vbzx//hybN2/GuHHjyuyjo6ODp0+fgjEm0f7s2TOIxWI0bdqU6ycWi6WutfuwINPS0oK8vDy8vb2RlpZW5qO0ACxL06ZNERERgaysLDx48ABhYWGIi4vjZiAJqc+o8COEEFJnDA0NMWfOHAwePBheXl5l9unTpw/y8vIQHx8v0b59+3ZuOwD06tULABATEyPRb9euXRKvVVRU0KtXL1y7dg3t27eHvb291OPDWcPyGBkZwc/PD87OzkhPT5dpH0LqEt3cQQghpE4tX768wu1jx47Fhg0b4OXlhaysLNjY2ODChQtYtmwZXF1d0bdvXwBAv3790LNnT8ydOxf5+fmwt7fHxYsXsWPHDqkxIyMj0b17d/To0QO+vr4wMTHB69ev8ccff+Dw4cM4ffp0mbHk5OSgV69eGD16NNq0aQM1NTWkpaXh+PHjGD58eM1PBiEfGRV+hBBC6jUlJSWcOXMG8+fPx6pVq/Dvv//C0NAQs2fPlnjbFTk5ORw6dAgBAQFYuXIlioqK8OWXXyIhIQFt2rSRGNPa2hrp6en47rvvsGDBAjx79gyampqwsLCocJlXSUkJXbp0wY4dO5CVlQWRSAQjIyMEBgZi7ty5H+0cEFJbeOzDiyYIIYQQQkiDRNf4EUIIIYQ0ElT4EUIIIYQ0ElT4EUIIIYQ0EnRzByFEQklJCR4/fgw1NTWpN8wlhBDy6THG8Pr1axgYGEBOrmZzdlT4EUIkPH78GC1btqzrMAghhHzg77//RosWLWo0BhV+hBAJampqAN79gin98PrPgUgkwsmTJ9GvXz8IBIK6DqfaGkIeDSEHoGHkQTnUHzXJIzc3Fy1btuR+P9cEFX6EEAmly7vq6uqfXeGnoqICdXX1z/6Pw+eeR0PIAWgYeVAO9Udt5FEbl9/QzR2EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEPIZeyt+ixP3ruKt+G1dh0II+QxQ4UcIIZ+xgzeuYXayN+J/u1bXoRBCPgNU+BFCyGfsaW4BACA7p6COIyGEfA6o8PsIlixZAjs7O+61t7c3hg4dWmfxkOo5e/YseDweXr16BQCIjo6GpqZmhft8+LX/lExMTBAREVEnxyaEEPJ5aPSFX3JyMuTl5eHi4vLRjhEZGYno6GiZ+lpaWkJBQQGPHj2qsN/kyZPB4/Eq/UMfFxcHe3t7aGpqQlVVFXZ2dtixY0elcdy4cQOOjo5QVlaGoaEhli5dCsaYTDl8jpycnDBjxgyJtm7duuHJkyfQ0ND4pLGEhYWhc+fOUFNTQ7NmzTB06FDcuXPnk8ZAPh/5ebkSz4QQUpFGX/hFRUXB398fFy5cwMOHDz/KMTQ0NCqdKQKACxcuoKCgAKNGjaqwUIyPj0dqaioMDAwqHVNbWxvz589HSkoKrl+/jnHjxmHcuHE4ceJEufvk5ubC2dkZBgYGSEtLw7p167B69WqsWbOm0uN9bkQiUbnbFBQUoK+v/8k/r/bXX3/Ft99+i0uXLiExMRFisRj9+vVDfn5+jcatKFfy+bp346rEMyGEVKRRF375+fmIjY2Fr68vBg0aJFVslbW0Fx8fL1UILF++HHp6elBTU4OPjw8KCiSvtZF1qVcoFGL06NHw9PREVFRUmTNsjx49gp+fH2JiYmR6528nJycMGzYMVlZWMDMzw/Tp09G+fXtcuHCh3H1iYmJQUFCA6OhotGvXDsOHD0dwcDDWrFlT4azfP//8A3d3d2hra0NVVRX29vZITU3ltm/atAlmZmZQUFCApaWl1Mwjj8fDli1bMGzYMKioqMDCwgKHDh0CAJSUlKBFixbYvHmzxD7p6eng8Xj4888/AQA5OTmYNGkSmjVrBnV1dfTu3RuZmZlc/9Kl2KioKJiamkJRURFeXl749ddfERkZCR6PBx6Ph6ysLKml3lLx8fFo3bo1lJSU4OzsjL///rvCr8HWrVthZWUFJSUltGnTBhs3bqyw//Hjx+Ht7Y22bdvC1tYWW7duxcOHD3H16v//YX/27BkGDx4MZWVltGrVCjExMVLj8Hg8bN68GUOGDIGqqipCQ0MrPC4hhJCGr1F/ZNvevXthaWkJS0tLeHh4wN/fHwsXLqzSDE9sbCwWL16MDRs2oEePHtixYwfWrl0LU1PTKsXy+vVr7Nu3D6mpqWjTpg3y8/Nx9uxZ9OrVi+tTUlICT09PzJkzB23btq3S+ADAGMPp06dx584drFixotx+KSkpcHR0hKKiItfWv39/BAUFISsrC61atZLaJy8vD46OjjA0NMShQ4egr6+P9PR0lJSUAAAOHjyI6dOnIyIiAn379sWRI0cwbtw4tGjRQiLHkJAQrFy5EqtWrcK6deswZswYPHjwANra2nB3d0dMTAymTJnC9d+1axccHBxgamoKxhgGDhwIbW1tJCQkQENDAz/++CP69OmDu3fvQltbGwDwxx9/IDY2FgcOHIC8vDyMjY1x7949tGvXDkuXLgUA6OrqIisrSyrPN2/e4Pvvv8e2bdugoKCAqVOnwt3dHRcvXizzXP78889YvHgx1q9fjw4dOuDatWuYOHEiVFVV4eXlVcFX6//l5OQAABc/8O4/E3///TdOnz4NBQUFTJs2Dc+ePZPad/HixQgLC8MPP/wAeXn5MscvLCxEYWEh9zo3992SoUgk+qxmCUtj/ZxiLktV82AljHuuL7k31q9FfUQ51B81yaM2c2/UhZ9QKISHhwcAwMXFBXl5eUhKSkLfvn1lHiMiIgLjx4/HhAkTAAChoaE4deqU1KxfZfbs2QMLCwuuoHN3d4dQKJQoilasWAE+n49p06ZVaeycnBwYGhqisLAQ8vLy2LhxI5ydncvtn52dDRMTE4k2PT09bltZhd+uXbvw77//Ii0tjStQzM3Nue2rV6+Gt7c3pk6dCgAICAjApUuXsHr1aokcvb298c033wAAli1bhnXr1uHy5ctwcXHBmDFjsGbNGjx48ADGxsYoKSnBnj17EBwcDAA4c+YMbty4gWfPnnFF6+rVqxEfH4/9+/dj0qRJAICioiLs2LEDurq63HEVFBSgoqICfX39Cs+lSCTC+vXr0aVLFwDAtm3bYGVlhcuXL+OLL76Q6v/dd98hPDwcw4cPBwC0atUKt27dwo8//ihT4ccYQ0BAALp374527doBAO7evYtjx47h0qVLXBxCoRBWVlZS+48ePRrjx4+v8BhhYWEICQmRaj958iRUVFQqjbG+SUxMrOsQaoWseWQ/fQoYvntOSEj4yFFVTWP7WtRnlEP9UZ083rx5U2vHb7SF3507d3D58mXExcUBAPh8Ptzc3BAVFVWlwu/27dsSM1AA4ODggDNnzlQpnveLUADw8PBAz5498erVK2hqauLq1auIjIzkljarQk1NDRkZGVxhGxAQAFNTUzg5OZW7z4fHKF3iLe/YGRkZ6NChg8Ss1Ptu377NFV6lvvzyS0RGRkq0tW/fnvu3qqoq1NTUuJmsDh06oE2bNti9ezfmzZuHX3/9Fc+ePcPXX38NALh69Sry8vKgo6MjMebbt29x//597rWxsbFE0VcVfD4f9vb23Os2bdpAU1MTt2/flir8/v33X/z999/w8fHBxIkTuXaxWCzzDSN+fn64fv26xNL87du3y43jQ+/3KU9QUBACAgK417m5uWjZsiX69esHdXV1meKsD0QiERITE+Hs7PzZf5B7VfI4cDMNTwDo6+nB1dX14wcog8b6taiPKIf6oyZ5lK7E1IZGW/gJhUKIxWIYGhpybYwxCAQCvHz5ElpaWpCTk5O6pu1jTDXfunULqampSEtLQ2BgINdeXFyM3bt3w9fXF+fPn8ezZ89gZGQksX3WrFmIiIgoc1mylJycHDf7Zmdnh9u3byMsLKzcwk9fXx/Z2dkSbaXFV+nM34eUlZUrzbOsYvLDtg9/GHg8HrdcDABjxozBrl27MG/ePOzatQv9+/dH06ZNAbxbCm/evDnOnj0rdez3iyJVVdVKY61KHuW1lcb9888/czNzpcpbdn2fv78/Dh06hHPnzqFFixZce2VF+PtkyVVRUVFiWb+UQCD4LH/Jfq5xf0jWPHhyPO65vuXd2L4W9RnlUH9UJ4/azLtR3twhFouxfft2hIeHIyMjg3tkZmbC2NiYu1BeV1cXr1+/lribMiMjQ2IsKysrXLp0SaLtw9eVEQqF6NmzJzIzMyXimTt3LoRCIQDA09MT169fl9huYGCAOXPmVHiHblkYYxLXdH3IwcEB586dQ1FREdd28uRJGBgYSC0Bl2rfvj0yMjLw33//lbndyspK6oaS5OTkMpcnKzJ69GjcuHEDV69exf79+zFmzBhuW8eOHZGdnQ0+nw9zc3OJR2lxWB4FBQUUFxdXenyxWIwrV65wr+/cuYNXr16hTZs2Un319PRgaGiIP//8UyqespbLSzHG4Ofnh7i4OJw+fVqqr5WVVblxEEIIIRVplDN+R44cwcuXL+Hj4yO15DZy5EgIhUL4+fmhS5cuUFFRQXBwMPz9/XH58mWpO3+nT58OLy8v2Nvbo3v37oiJicHNmzdlvrlDJBJhx44dWLp0KXcNV6kJEyZg5cqVyMzMhK2trdQSpkAggL6+PiwtLcsdPywsDPb29jAzM0NRURESEhKwfft2bNq0ieuzfv16HDx4EElJSQDeFVchISHw9vZGcHAw7t27h2XLlmHRokXlzjJ98803WLZsGYYOHYqwsDA0b94c165dg4GBARwcHDBnzhx8/fXX6NixI/r06YPDhw8jLi4Op06dkuk8lWrVqhW6desGHx8fiMViDBkyhNvWt29fODg4YOjQoVixYgUsLS3x+PFjJCQkYOjQoRUue5qYmCA1NRVZWVlo0qRJuUvWAoEA/v7+WLt2LQQCAfz8/NC1a9cyr+8D3t1FPG3aNKirq2PAgAEoLCzElStX8PLlS4nl1fd9++232LVrF3755Reoqalxs68aGhpQVlaGpaUlXFxcMHHiRPz000/g8/mYMWOGTLOupOGxsOmE9OfxsLDpVNehEEI+A41yxk8oFKJv375lXmc1YsQIZGRkID09Hdra2ti5cycSEhJgY2OD3bt3Y8mSJRL93dzcsGjRIgQGBqJTp0548OABfH19ZY7l0KFDePHiBYYNGya1zcLCAjY2NtysX3Xk5+dj6tSpaNu2Lbp164b9+/dj586d3M0oAPD8+XOJa+A0NDSQmJiIf/75B/b29pg6dSoCAgLKLVSAdzNmJ0+eRLNmzeDq6gobGxssX76cW9IcOnQoIiMjsWrVKrRt2xY//vgjtm7dWuF1huUZM2YMMjMzMXz4cIlih8fjISEhAT179sT48ePRunVruLu7Iysrq9wl6lKzZ8+GvLw8rK2toaurW+57OqqoqCAwMBCjR4+Gg4MDlJWVsWfPnnLHnTBhArZs2YLo6GjY2NjA0dER0dHRFc74bdq0CTk5OXByckLz5s25x969e7k+W7duRcuWLeHo6Ijhw4dzb2FDGh/VJuoSz4QQUhEea8gfx0AIqbLc3FxoaGggJyfns7u5IyEhAa6urp/1dUBVzeOHX08jKms6xptEYqZj708QYeUa69eiPqIc6o+a5FGbv5cb5YwfIYQQQkhj1Civ8SOEkIbCza4TgMj/PRNCSMWo8COEkM+YgYZGvVniJYTUf7TUSwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwghhBDSSFDhRwgh//NW/BYn7l3FW/Hbug6FEEI+Cir8CCHkfw7euIbZyd6I/+1aXYdCCCEfBRV+hBDyP09zCwAA2TkFdRwJIYR8HA228FuyZAns7Oy4197e3hg6dGidxUPqXmP9HoiOjoampmZdh/FZyM/LlXgmhJCGpl4UfsnJyZCXl4eLi8tHO0ZkZCSio6Nl6mtpaQkFBQU8evSown6TJ08Gj8dDREREhf3i4uJgb28PTU1NqKqqws7ODjt27Kg0jhs3bsDR0RHKysowNDTE0qVLwRirdL8jR47AyckJampqUFFRQefOnWXOvapMTEyk8v+UhcbFixfB5/MlinxCquvejasSz4QQ0tDUi8IvKioK/v7+uHDhAh4+fPhRjqGhoSFTMXLhwgUUFBRg1KhRFRZL8fHxSE1NhYGBQaVjamtrY/78+UhJScH169cxbtw4jBs3DidOnCh3n9zcXDg7O8PAwABpaWlYt24dVq9ejTVr1lR4rHXr1mHIkCHo1q0bUlNTcf36dbi7u2PKlCmYPXt2pbF+SkVFRTXaPycnB2PHjkWfPn3qRTyEEEJIfVfnhV9+fj5iY2Ph6+uLQYMGSRVbZc0excfHg8fjSbQtX74cenp6UFNTg4+PDwoKJK/RkXWZTygUYvTo0fD09ERUVFSZM2yPHj2Cn58fYmJiIBAIKh3TyckJw4YNg5WVFczMzDB9+nS0b98eFy5cKHefmJgYFBQUIDo6Gu3atcPw4cMRHByMNWvWlDvr9/fff2PWrFmYMWMGli1bBmtra5ibm2PWrFlYtWoVwsPDkZqaCkC283r//n0MGTIEenp6aNKkCTp37oxTp05J5PXgwQPMnDkTPB4PPB4PZ8+exbhx45CTk8O1LVmyBMC72cHQ0FB4e3tDQ0MDEydOBAAcOHAAbdu2haKiIkxMTBAeHl7pOQXezbiOHj0aDg4OUtuKi4sREBAATU1N6OjoYO7cuVLnzcnJCX5+fggICEDTpk3h7Oxc5nFKv3eWLVsGPT09aGpqIiQkBGKxGHPmzIG2tjZatGiBqKgoif0CAwPRunVrqKiowNTUFAsXLoRIJOK2l16OsGPHDpiYmEBDQwPu7u54/fo116esGVU7OzvunALAmjVrYGNjA1VVVbRs2RJTp05FXl6eTOcQAAoLC5GbmyvxAACRSPTZPWoaNyt59z3CSthnnUd9eDSEHBpKHpRD/XnUJI/awq+1kapp7969sLS0hKWlJTw8PODv74+FCxdKFXYViY2NxeLFi7Fhwwb06NEDO3bswNq1a2FqalqlWF6/fo19+/YhNTUVbdq0QX5+Ps6ePYtevXpxfUpKSuDp6Yk5c+agbdu2VRofABhjOH36NO7cuYMVK1aU2y8lJQWOjo5QVFTk2vr374+goCBkZWWhVatWUvvs378fIpGozJm9yZMnIzg4GLt370aXLl1kijUvLw+urq4IDQ2FkpIStm3bhsGDB+POnTswMjJCXFwcbG1tMWnSJK6I09bWRkREBBYtWoQ7d+4AAJo0acKNuWrVKixcuBALFiwAAFy9ehVff/01lixZAjc3NyQnJ2Pq1KnQ0dGBt7d3ubFt3boV9+/fx86dOxEaGiq1PTw8HFFRURAKhbC2tkZ4eDgOHjyI3r17S/Tbtm0bfH19cfHixQqX0U+fPo0WLVrg3LlzuHjxInx8fJCSkoKePXsiNTUVe/fuxZQpU+Ds7IyWLVsCANTU1BAdHQ0DAwPcuHEDEydOhJqaGubOncuNe//+fcTHx+PIkSN4+fIlvv76ayxfvhzff/99JV+d/ycnJ4e1a9fCxMQEf/31F6ZOnYq5c+di48aNMu0fFhaGkJAQqfaTJ09CRUVF5jjqi8TExGrvm/30KWD47jkhIaEWo6q6muRRXzSEHICGkQflUH9UJ483b97U2vHrvPATCoXw8PAAALi4uCAvLw9JSUno27evzGNERERg/PjxmDBhAgAgNDQUp06dkpr1q8yePXtgYWHBFXTu7u4QCoUShd+KFSvA5/Mxbdq0Ko2dk5MDQ0NDFBYWQl5eHhs3bix3hgkAsrOzYWJiItGmp6fHbSur8Lt79y40NDTQvHlzqW0KCgowNTXF3bt3ZY7Z1tYWtra23OvQ0FAcPHgQhw4dgp+fH7S1tSEvLw81NTXo6+tz/TQ0NMDj8STaSvXu3VuiMB0zZgz69OmDhQsXAgBat26NW7duYdWqVeUWfvfu3cO8efNw/vx58PllfwtHREQgKCgII0aMAABs3ry5zKV1c3NzrFy5stJzoa2tjbVr10JOTg6WlpZYuXIl3rx5g+DgYABAUFAQli9fjosXL8Ld3R0AuOIWeDdzN2vWLOzdu1ei8CspKUF0dDTU1NQAAJ6enkhKSqpS4Tdjxgzu361atcJ3330HX19fmQu/oKAgBAQEcK9zc3PRsmVL9OvXD+rq6jLHUddEIhESExPh7Ows00x8WQ7cTMMTAPp6enB1da3dAGVUG3nUtYaQA9Aw8qAc6o+a5FG6ElMb6rTwu3PnDi5fvoy4uLh3wfD5cHNzQ1RUVJUKv9u3b2PKlCkSbQ4ODjhz5kyV4nm/CAUADw8P9OzZE69evYKmpiauXr2KyMhIpKenV2lGEng3+5ORkcEVtgEBATA1NYWTk1O5+3x4jNIZqaoe+/39FRQUZO6fn5+PkJAQHDlyBI8fP4ZYLMbbt29rdB2mvb29xOvbt29jyJAhEm1ffvklIiIiUFxcDHl5eYltxcXFGD16NEJCQtC6desyj5GTk4MnT55ILAHz+XzY29tLzep9GE952rZtCzm5/78yQk9PD+3ateNey8vLQ0dHB8+ePePa9u/fj4iICPzxxx/Iy8uDWCyWKqRMTEy4og8AmjdvLjGGLM6cOYNly5bh1q1byM3NhVgsRkFBAfLz86Gqqlrp/oqKihIzy6UEAsFn+Uu2JnHz5Hjcc13n/rme//c1hByAhpEH5VB/VCeP2sy7Tq/xEwqFEIvFMDQ0BJ/PB5/Px6ZNmxAXF4eXL1++C1BOTuqPdW2udZe6desWUlNTMXfuXC6Wrl274u3bt9i9ezcA4Pz583j27BmMjIy4Pg8ePMCsWbOkZuc+JCcnB3Nzc9jZ2WHWrFkYOXIkwsLCyu2vr6+P7OxsibbSgqB05u9DFhYWyMnJwePHj6W2FRUV4c8//+SKJVnO65w5c3DgwAF8//33OH/+PDIyMmBjY1OjmyA+LEQYY+UWuGV5/fo1rly5Aj8/P+5rsHTpUmRmZoLP5+P06dM1iqc8H/7Q8XjShQGPx0NJSQkA4NKlS3B3d8eAAQNw5MgRXLt2DfPnz5c6dxWNAVT+dXrw4AFcXV3Rrl07HDhwAFevXsWGDRuk+hFCCCFAHRZ+YrEY27dvR3h4ODIyMrhHZmYmjI2NERMTAwDQ1dXF69evkZ+fz+2bkZEhMZaVlRUuXbok0fbh68oIhUL07NkTmZmZEvHMnTsXQqEQwLtluOvXr0tsNzAwwJw5cyq8Q7csjDEUFhaWu93BwQHnzp2TKBROnjwJAwODcovMkSNHgs/nl3lzxObNm/HmzRuMHTsWgGzn9fz58/D29sawYcNgY2MDfX19ZGVlSfRRUFBAcXFxpW3lsba2lrrJJTk5Ga1bt5aa7QMAdXV13LhxQ+JrMGXKFFhaWiIjIwNdunThlrvf/x4Qi8W4evXTvUXHxYsXYWxsjPnz58Pe3h4WFhZ48OBBlcfR1dXFkydPuNe5ubn466+/uNdXrlyBWCxGeHg4unbtitatW5dZ+BNCCCFAHS71ll7M7uPjAw0NDYltI0eOhFAohJ+fH7p06QIVFRUEBwfD398fly9flrrzd/r06fDy8oK9vT26d++OmJgY3Lx5U+abO0QiEXbs2IGlS5dKLN8BwIQJE7By5UpkZmbC1tYWOjo6EtsFAgH09fVhaWlZ7vhhYWGwt7eHmZkZioqKkJCQgO3bt2PTpk1cn/Xr1+PgwYNISkoCAG4509vbG8HBwbh37x6WLVuGRYsWlbvUa2RkhJUrV2L27NlQUlKCp6cnBAIBfvnlFwQHByM0NJTLT5bzam5ujri4OAwePBg8Hg8LFy6UmI0C3i1Vnjt3Du7u7lBUVETTpk1hYmLCLWnb2tpCRUWl3JsEZs2ahc6dO+O7776Dm5sbUlJSsH79+nKvT5OTk5P6GjVr1gxKSkoS7dOnT8fy5cthYWEBKysrrFmzBq9evSpzzI/B3NwcDx8+xJ49e9C5c2ccPXoUBw8erPI4vXv3RnR0NAYPHgwtLS0sXLhQoiA2MzODWCzGunXrMHjwYFy8eBGbN2+uzVQaFQubTkh/Hg8Lm051HQohhHwUdTbjJxQK0bdvX6miDwBGjBiBjIwMpKenQ1tbGzt37kRCQgJsbGywe/duibeyAAA3NzcsWrQIgYGB6NSpEx48eABfX1+ZYzl06BBevHiBYcOGSW2zsLCAjY0NN+tXHfn5+Zg6dSratm2Lbt26Yf/+/di5cyd3MwoAPH/+HPfv3+dea2hoIDExEf/88w/s7e0xdepUBAQESFyEX5aZM2ciLi4O58+fh729Pfd2LtHR0dyNCABkOq8//PADtLS00K1bNwwePBj9+/dHx44dJfosXboUWVlZMDMzg66uLgCgW7dumDJlCtzc3KCrq1vhzRMdO3ZEbGws9uzZg3bt2mHRokVYunRphXf0ymLWrFkYO3YsvL294eDgADU1tTK/vh/LkCFDMHPmTPj5+cHOzg7JycncDSxVERQUhJ49e2LQoEFwdXXF0KFDYWZmxm23s7PDmjVrsGLFCrRr1w4xMTEVXkJAKqbaRF3imRBCGhoek+WjIMhn67///kOfPn2grq6OY8eOfZZvz0E+rdzcXGhoaCAnJ+ezu6s3ISEBrq6u1b4Q+odfTyMqazrGm0RipmPvynf4CGojj7rWEHIAGkYelEP9UZM8avP3cp2/gTP5uLS1tXHq1Cn06dMHKSkpdR0OIfWam10njDeJhJsdLfUSQhqmOn8fP/Lx6ejoYNGiRXUdBiH1noGGRp3N9BFCyKdAM36EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEEIIIY0EFX6EEFKJt+K3OHHvKt6K39Z1KIQQUiNU+BFCSCUO3riG2cneiP/tWl2HQgghNUKFHyGEVOJpbgEAIDunoI4jIYSQmqHCT0ZLliyBnZ0d99rb2xtDhw6ts3hI3aPvgcYjPy9X4pkQQj5XDbLwS05Ohry8PFxcXD7aMSIjIxEdHS1TX0tLSygoKODRo0cV9ps8eTJ4PB4iIiIq7BcXFwd7e3toampCVVUVdnZ22LFjR6Vx3LhxA46OjlBWVoahoSGWLl0Kxlil+x05cgROTk5QU1ODiooKOnfuLHPuVWViYiKVf3R0NDQ1NT/K8T508eJF8Pl8iSK/Pjp79ix4PB5evXpV16E0CvduXJV4JoSQz1WDLPyioqLg7++PCxcu4OHDhx/lGBoaGjIVIxcuXEBBQQFGjRpVYbEUHx+P1NRUGBgYVDqmtrY25s+fj5SUFFy/fh3jxo3DuHHjcOLEiXL3yc3NhbOzMwwMDJCWloZ169Zh9erVWLNmTYXHWrduHYYMGYJu3bohNTUV169fh7u7O6ZMmYLZs2dXGuunVFRUVKP9c3JyMHbsWPTp06dexEMIIYTUtgZX+OXn5yM2Nha+vr4YNGiQVLFV1uxRfHw8eDyeRNvy5cuhp6cHNTU1+Pj4oKBA8toeWZf5hEIhRo8eDU9PT0RFRZU5w/bo0SP4+fkhJiYGAoGg0jGdnJwwbNgwWFlZwczMDNOnT0f79u1x4cKFcveJiYlBQUEBoqOj0a5dOwwfPhzBwcFYs2ZNubN+f//9N2bNmoUZM2Zg2bJlsLa2hrm5OWbNmoVVq1YhPDwcqampAGQ7r/fv38eQIUOgp6eHJk2aoHPnzjh16pREXg8ePMDMmTPB4/HA4/Fw9uxZjBs3Djk5OVzbkiVLALybHQwNDYW3tzc0NDQwceJEAMCBAwfQtm1bKCoqwsTEBOHh4ZWeU+DdjOvo0aPh4OAgta24uBgBAQHQ1NSEjo4O5s6dK3XenJyc4Ofnh4CAADRt2hTOzs5lHictLQ3Ozs5o2rQpNDQ04OjoiPT0dG57VlYWeDweMjIyuLZXr15x5yMrKwu9evUCAGhpaYHH48Hb2xsAUFhYiGnTpqFZs2ZQUlJC9+7dkZaWJlP+hBBCGj5+XQdQ2/bu3QtLS0tYWlrCw8MD/v7+WLhwoVRhV5HY2FgsXrwYGzZsQI8ePbBjxw6sXbsWpqamVYrl9evX2LdvH1JTU9GmTRvk5+fj7Nmz3B9tACgpKYGnpyfmzJmDtm3bVml8AGCM4fTp07hz5w5WrFhRbr+UlBQ4OjpCUVGRa+vfvz+CgoKQlZWFVq1aSe2zf/9+iESiMmf2Jk+ejODgYOzevRtdunSRKda8vDy4uroiNDQUSkpK2LZtGwYPHow7d+7AyMgIcXFxsLW1xaRJk7giTltbGxEREVi0aBHu3LkDAGjSpAk35qpVq7Bw4UIsWLAAAHD16lV8/fXXWLJkCdzc3JCcnIypU6dCR0eHK47KsnXrVty/fx87d+5EaGio1Pbw8HBERUVBKBTC2toa4eHhOHjwIHr37i3Rb9u2bfD19cXFixfLLahfv34NLy8vrF27lhvb1dUV9+7dg5qaWqXnsWXLljhw4ABGjBiBO3fuQF1dHcrKygCAuXPn4sCBA9i2bRuMjY2xcuVK9O/fH3/88Qe0tbXLHK+wsBCFhYXc69zcd9exiUQiiESiSuOpL0pj/RgxsxLGPX/sc/Ix8/hUGkIOQMPIg3KoP2qSR23m3uAKP6FQCA8PDwCAi4sL8vLykJSUhL59+8o8RkREBMaPH48JEyYAAEJDQ3Hq1CmpWb/K7NmzBxYWFlxB5+7uDqFQKFH4rVixAnw+H9OmTavS2Dk5OTA0NERhYSHk5eWxcePGcmeYACA7OxsmJiYSbXp6ety2sgq/u3fvQkNDA82bN5fapqCgAFNTU9y9e1fmmG1tbWFra8u9Dg0NxcGDB3Ho0CH4+flBW1sb8vLyUFNTg76+PtdPQ0MDPB5Poq1U7969JQrTMWPGoE+fPli4cCEAoHXr1rh16xZWrVpVbuF37949zJs3D+fPnwefX/aPREREBIKCgjBixAgAwObNm8tcWjc3N8fKlSsrPA8fFos//vgjtLS08Ouvv2LQoEEV7gsA8vLyXBHXrFkzbqY1Pz8fmzZtQnR0NAYMGAAA+Pnnn5GYmAihUIg5c+aUOV5YWBhCQkKk2k+ePAkVFZVK46lvEhMTa33M7KdPAcN3zwkJCbU+flk+Rh6fWkPIAWgYeVAO9Ud18njz5k2tHb9BFX537tzB5cuXERcXBwDg8/lwc3NDVFRUlQq/27dvY8qUKRJtDg4OOHPmTJXieb8IBQAPDw/07NkTr169gqamJq5evYrIyEikp6dXaUYSANTU1JCRkcEVtgEBATA1NYWTk1O5+3x4jNIZqaoe+/39FRQUZO6fn5+PkJAQHDlyBI8fP4ZYLMbbt29rdB2mvb29xOvbt29jyJAhEm1ffvklIiIiUFxcDHl5eYltxcXFGD16NEJCQtC6desyj5GTk4MnT55ILAHz+XzY29tLzep9GE9Znj17hkWLFuH06dN4+vQpiouL8ebNmxpfj3r//n2IRCJ8+eWXXJtAIMAXX3yB27dvl7tfUFAQAgICuNe5ublo2bIl+vXrB3V19RrF9CmJRCIkJibC2dlZpksmquLAzTQ8AaCvpwdXV9daHftDHzOPT6Uh5AA0jDwoh/qjJnmUrsTUhgZV+AmFQojFYhgaGnJtjDEIBAK8fPkSWlpakJOTk/pj/TGmj2/duoXU1FSkpaUhMDCQay8uLsbu3bvh6+uL8+fP49mzZzAyMpLYPmvWLERERCArK6vc8eXk5GBubg4AsLOzw+3btxEWFlZu4aevr4/s7GyJtmfPngH4/5m/D1lYWCAnJwePHz+WuumkqKgIf/75J3fntCzndc6cOThx4gRWr14Nc3NzKCsrY+TIkTW6CUJVVVXiNWOs3AK3LK9fv8aVK1dw7do1+Pn5AXi3/M4YA5/Px8mTJ9GpU6dqx1MWb29v/Pvvv4iIiICxsTEUFRXh4ODAnQc5OTmpuGX5Hi2vkC/rnLxPUVFR4hKAUgKB4LP8Jfsx4ubJ8bjnT3VOPtfz/76GkAPQMPKgHOqP6uRRm3k3mJs7xGIxtm/fjvDwcGRkZHCPzMxMGBsbIyYmBgCgq6uL169fIz8/n9v3/YvoAcDKygqXLl2SaPvwdWWEQiF69uyJzMxMiXjmzp0LoVAIAPD09MT169clthsYGHAFUlUwxiSu0/qQg4MDzp07J1FknTx5EgYGBlJLwKVGjhwJPp9f5s0Rmzdvxps3bzB27FgAsp3X8+fPw9vbG8OGDYONjQ309fWlilsFBQUUFxdX2lYea2trqZtckpOT0bp1a6nZPgBQV1fHjRs3JL4GU6ZMgaWlJTIyMtClSxduufv97wGxWIyrV6v31h7nz5/HtGnT4Orqyt2E8vz5c267rq4uAODJkydc24fnsnSm9f3zYm5uDgUFBYn8RSIRrly5Aisrq2rFSgghpGFpMDN+R44cwcuXL+Hj4wMNDQ2JbSNHjoRQKISfnx+6dOkCFRUVBAcHw9/fH5cvX5a683f69Onw8vKCvb09unfvjpiYGNy8eVPmmztEIhF27NiBpUuXol27dhLbJkyYgJUrVyIzMxO2trbQ0dGR2C4QCKCvrw9LS8tyxw8LC4O9vT3MzMxQVFSEhIQEbN++HZs2beL6rF+/HgcPHkRSUhIAcMuZ3t7eCA4Oxr1797Bs2TIsWrSo3NkgIyMjrFy5ErNnz4aSkhI8PT0hEAjwyy+/IDg4GKGhoVx+spxXc3NzxMXFYfDgweDxeFi4cCFKSkok+piYmODcuXNwd3eHoqIimjZtChMTE25J29bWFioqKuVeezZr1ix07twZ3333Hdzc3JCSkoL169dj48aNZfaXk5OT+hqV3hH7fvv06dOxfPlyWFhYwMrKCmvWrKn2e+iZm5tjx44dsLe3R25uLubMmcPdnAEAysrK6Nq1K5YvXw4TExM8f/6cu3mllLGxMXg8Ho4cOQJXV1coKyujSZMm8PX1xZw5c6Ctrc19/d68eQMfH59qxUresbDphPTn8bCwkX32lxBC6qMGM+MnFArRt29fqaIPAEaMGIGMjAykp6dDW1sbO3fuREJCAmxsbLB7927u7UFKubm5YdGiRQgMDESnTp3w4MED+Pr6yhzLoUOH8OLFCwwbNkxqm4WFBWxsbLhZv+rIz8/H1KlT0bZtW3Tr1g379+/Hzp07uZtRAOD58+e4f/8+91pDQwOJiYn4559/YG9vj6lTpyIgIEDi2q6yzJw5E3FxcTh//jzs7e25t3OJjo5GcHAw10+W8/rDDz9AS0sL3bp1w+DBg9G/f3907NhRos/SpUuRlZUFMzMzbuarW7dumDJlCtzc3KCrq1vhzRMdO3ZEbGws9uzZg3bt2mHRokVYunRphXf0ymLWrFkYO3YsvL294eDgADU1tTK/vrKIiorCy5cv0aFDB3h6enJvv/JhH5FIBHt7e0yfPl3qTmNDQ0OEhIRg3rx50NPT45aply9fjhEjRsDT0xMdO3bEH3/8gRMnTkBLS6t6iRMAgGoTdYlnQgj5XPGYLB/dQMj//Pfff+jTpw/U1dVx7Nixz/KuT1Kx3NxcaGhoICcn57O7uSMhIQGurq61fh3QD7+eRlTWdIw3icRMx96V71ADHzOPT6Uh5AA0jDwoh/qjJnnU5u/lBjPjRz4NbW1tnDp1Cn369EFKSkpdh0MIIYSQKmgw1/iRT0dHRweLFi2q6zAI+WTc7DoBiPzfMyGEfL6o8COEkEoYaGh89CVeQgj5FGiplxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxBCCCGkkaDCjxDSaLwVv8WJe1fxVvy2rkMhhJA6QYUfIaTROHjjGmYneyP+t2t1HQohhNQJKvwIIY3G09wCAEB2TkEdR0IIIXWDCj9Sry1ZsgR2dnbca29vbwwdOrTO4qnPzp49Cx6Ph1evXtV1KIQQQuopKvxIrUlOToa8vDxcXFw+2jEiIyMRHR0tU19LS0soKCjg0aNHFfabPHkyeDweIiIiKuwXFxcHe3t7aGpqQlVVFXZ2dtixY0elcdy4cQOOjo5QVlaGoaEhli5dCsaYTDkUFhbCzs4OPB4PGRkZMu1DypeflyvxTAghjQ0VfqTWREVFwd/fHxcuXMDDhw8/yjE0NDSgqalZab8LFy6goKAAo0aNqrBQjI+PR2pqKgwMDCodU1tbG/Pnz0dKSgquX7+OcePGYdy4cThx4kS5++Tm5sLZ2RkGBgZIS0vDunXrsHr1aqxZs6bS4wHA3LlzZYpNFsXFxSgpKamVsT5X925clXgmhJDGhgo/Uivy8/MRGxsLX19fDBo0SKrYio6OlirY4uPjwePxJNqWL18OPT09qKmpwcfHBwUFktdiybrUKxQKMXr0aHh6eiIqKqrMGbZHjx7Bz88PMTExEAgElY7p5OSEYcOGwcrKCmZmZpg+fTrat2+PCxculLtPTEwMCgoKEB0djXbt2mH48OEIDg7GmjVrKp31O3bsGE6ePInVq1eXuT0hIQGtW7eGsrIyevXqhaysLIntpef8yJEjsLa2hqKiIh48eFBpnoQQQhoufl0HQBqGvXv3wtLSEpaWlvDw8IC/vz8WLlwoVdhVJDY2FosXL8aGDRvQo0cP7NixA2vXroWpqWmVYnn9+jX27duH1NRUtGnTBvn5+Th79ix69erF9SkpKYGnpyfmzJmDtm3bVml8AGCM4fTp07hz5w5WrFhRbr+UlBQ4OjpCUVGRa+vfvz+CgoKQlZWFVq1albnf06dPMXHiRMTHx0NFRUVq+99//43hw4djypQp8PX1xZUrVzBr1iypfm/evEFYWBi2bNkCHR0dNGvWTKpPYWEhCgsLude5ue+WQUUiEUQiUfknoZ4pjbWimFkJ457ra26y5FHfNYQcgIaRB+VQf9Qkj9rMnQo/UiuEQiE8PDwAAC4uLsjLy0NSUhL69u0r8xgREREYP348JkyYAAAIDQ3FqVOnpGb9KrNnzx5YWFhwBZ27uzuEQqFE4bdixQrw+XxMmzatSmPn5OTA0NAQhYWFkJeXx8aNG+Hs7Fxu/+zsbJiYmEi06enpcdvKKvwYY/D29saUKVNgb28vNZMHAJs2bYKpqSl++OEH8Hg8WFpa4saNG1JFqEgkwsaNG2Fra1tujGFhYQgJCZFqP3nyZJlFZ32XmJhY7rbsp08Bw3fPCQkJnzCqqqsoj89FQ8gBaBh5UA71R3XyePPmTa0dnwo/UmN37tzB5cuXERcXBwDg8/lwc3NDVFRUlQq/27dvY8qUKRJtDg4OOHPmTJXieb8IBQAPDw/07NkTr169gqamJq5evYrIyEikp6dXaUYSANTU1JCRkcEVtgEBATA1NYWTk1O5+3x4jNIl3vKOvW7dOuTm5iIoKKjcMW/fvo2uXbtKjOHg4CDVT0FBAe3bt68oJQQFBSEgIIB7nZubi5YtW6Jfv35QV1evcN/6RCQSITExEc7OzuUu3R+4mYYnAPT19ODq6vppA5SRLHnUdw0hB6Bh5EE51B81yaN0JaY2UOFHakwoFEIsFsPQ0JBrY4xBIBDg5cuX0NLSgpycnNQ1bR9j2v7WrVtITU1FWloaAgMDufbi4mLs3r0bvr6+OH/+PJ49ewYjIyOJ7bNmzUJERESZM2yl5OTkYG5uDgCws7PD7du3ERYWVm7hp6+vj+zsbIm2Z8+eAfj/mb8PnT59GpcuXZJYHgYAe3t7jBkzBtu2bZP5rmBlZeVKi1tFRUWpYwGAQCD4LH/JVhQ3T47HPdf33D7X8/++hpAD0DDyoBzqj+rkUZt5080dpEbEYjG2b9+O8PBwZGRkcI/MzEwYGxsjJiYGAKCrq4vXr18jPz+f2/fDtyexsrLCpUuXJNo+fF0ZoVCInj17IjMzUyKeuXPnQigUAgA8PT1x/fp1ie0GBgaYM2dOhXfoloUxJnF93IccHBxw7tw5FBUVcW0nT56EgYGB1BJwqbVr10rEX7okuXfvXnz//fcAAGtr6xqfK0IIIY0PzfiRGjly5AhevnwJHx8faGhoSGwbOXIkhEIh/Pz80KVLF6ioqCA4OBj+/v64fPmy1J2/06dPh5eXF+zt7dG9e3fExMTg5s2bMt/cIRKJsGPHDixduhTt2rWT2DZhwgSsXLkSmZmZsLW1hY6OjsR2gUAAfX19WFpaljt+WFgY7O3tYWZmhqKiIiQkJGD79u3YtGkT12f9+vU4ePAgkpKSAACjR49GSEgIvL29ERwcjHv37mHZsmVYtGhRuTNx789EAkCTJk0AAGZmZmjRogUAYMqUKQgPD0dAQAAmT56Mq1evyvz+hoQQQhovmvEjNSIUCtG3b1+pog8ARowYgYyMDKSnp0NbWxs7d+5EQkICbGxssHv3bixZskSiv5ubGxYtWoTAwEB06tQJDx48gK+vr8yxHDp0CC9evMCwYcOktllYWMDGxoab9auO/Px8TJ06FW3btkW3bt2wf/9+7Ny5k7sZBQCeP3+O+/fvc681NDSQmJiIf/75B/b29pg6dSoCAgIkrqmrDiMjIxw4cACHDx+Gra0tNm/ejGXLltVozMbAwqaTxDMhhDQ2PCbrxUKEkEYhNzcXGhoayMnJ+exu7khISICrq2u518P88OtpRGVNx3iTSMx07P2JI5SNLHnUdw0hB6Bh5EE51B81yaM2fy/TjB8hhBBCSCNB1/gRQhoNN7tOACL/90wIIY0PFX6EkEbDQEOj3i7xEkLIp0BLvYQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoSQOvFW/BYn7l3FW/Hbug6FEEIaDSr8CCF14uCNa5id7I34367VdSiEENJoUOFHCKkTT3MLAADZOQV1HAkhhDQeVPiROrNkyRLY2dlxr729vTF06NA6i+dz97mdv/y8XIlnQgghHx8VfkQmycnJkJeXh4uLy0c7RmRkJKKjo2Xqa2lpCQUFBTx69KjCfpMnTwaPx0NERESF/W7evIkRI0bAxMREpv6lTpw4ga5du0JNTQ26uroYMWIE/vrrLwCAk5MTeDxeuQ8TE5NKx7948SL4fL5EgdxQ3LtxVeKZEELIx0eFH5FJVFQU/P39ceHCBTx8+PCjHENDQwOampqV9rtw4QIKCgowatSoCgvF+Ph4pKamwsDAoNIx37x5A1NTUyxfvhz6+voyxfvnn39iyJAh6N27NzIyMnDixAk8f/4cw4cPBwDExcXhyZMnePLkCS5fvgwAOHXqFNeWlpZW4fg5OTkYO3Ys+vTpI1M8lSkqKqqVcQghhHy+qPAjlcrPz0dsbCx8fX0xaNAgqWIrOjpaqmCLj48Hj8eTaFu+fDn09PSgpqYGHx8fFBRIXtsl61KlUCjE6NGj4enpiaioKDDGpPo8evQIfn5+iImJgUAgqHTMzp07Y9WqVXB3d4eiomKl/QEgPT0dxcXFCA0NhZmZGTp27IjZs2cjMzMTIpEI2tra0NfXh76+PnR1dQEAOjo6Um3lmTx5MkaPHg0HBwepbcXFxQgICICmpiZ0dHQwd+5cqfPg5OQEPz8/BAQEoGnTpnB2dpYpL0IIIQ0Xv64DIPXf3r17YWlpCUtLS3h4eMDf3x8LFy6UKuwqEhsbi8WLF2PDhg3o0aMHduzYgbVr18LU1LRKsbx+/Rr79u1Damoq2rRpg/z8fJw9exa9evXi+pSUlMDT0xNz5sxB27ZtqzR+Vdjb20NeXh5bt26Ft7c38vLysGPHDvTr10+mYrMiW7duxf3797Fz506EhoZKbQ8PD0dUVBSEQiGsra0RHh6OgwcPonfv3hL9tm3bBl9fX1y8eLHMAhkACgsLUVhYyL3OzX13zZ1IJIJIJKpRHhVhJYx7ro3jlI7xMWP+FBpCHg0hB6Bh5EE51B81yaM2c6fCj1RKKBTCw8MDAODi4oK8vDwkJSWhb9++Mo8RERGB8ePHY8KECQCA0NBQnDp1SmrWrzJ79uyBhYUFV9C5u7tDKBRKFH4rVqwAn8/HtGnTqjR2VZmYmODkyZMYNWoUJk+ejOLiYjg4OCAhIaFG4967dw/z5s3D+fPnweeX/SMaERGBoKAgjBgxAgCwefNmnDhxQqqfubk5Vq5cWeHxwsLCEBISItV+8uRJqKioVCMD2WQ/fQoYvnuu6Tl7X2JiYq2NVZcaQh4NIQegYeRBOdQf1cnjzZs3tXZ8KvxIhe7cuYPLly8jLi4OAMDn8+Hm5oaoqKgqFX63b9/GlClTJNocHBxw5syZKsXzfhEKAB4eHujZsydevXoFTU1NXL16FZGRkUhPT6/SjGR1ZGdnY8KECfDy8sI333yD169fY9GiRRg5ciQSExOrdfzi4mKMHj0aISEhaN26dZl9cnJy8OTJE4klYD6fD3t7e6lZPXt7+0qPGRQUhICAAO51bm4uWrZsiX79+kFdXb3KOcjqwM00PAGgr6cHV1fXGo8nEomQmJgIZ2fnGs+41qWGkEdDyAFoGHlQDvVHTfIoXYmpDVT4kQoJhUKIxWIYGhpybYwxCAQCvHz5ElpaWpCTk5MqOD7GlPytW7eQmpqKtLQ0BAYGcu3FxcXYvXs3fH19cf78eTx79gxGRkYS22fNmoWIiAhkZWXVWjwbNmyAurq6xIzazp070bJlS6SmpqJr165VHvP169e4cuUKrl27Bj8/PwDvlq4ZY+Dz+Th58iQ6deok83iqqqqV9lFUVCzzukaBQPBRf8ny5Hjcc20e52PH/ak0hDwaQg5Aw8iDcqg/qpNHbeZNN3eQconFYmzfvh3h4eHIyMjgHpmZmTA2NkZMTAwAQFdXF69fv0Z+fj63b0ZGhsRYVlZWuHTpkkTbh68rIxQK0bNnT2RmZkrEM3fuXAiFQgCAp6cnrl+/LrHdwMAAc+bMKXMptCbevHkDeXl5ibbS1yUlJdUaU11dHTdu3JCIf8qUKbC0tERGRga6dOkCDQ0NNG/eXOL8icViXL1Kb4tCCCGkYjTjR8p15MgRvHz5Ej4+PtDQ0JDYNnLkSAiFQvj5+aFLly5QUVFBcHAw/P39cfnyZak7f6dPnw4vLy/Y29uje/fuiImJwc2bN2W+uUMkEmHHjh1YunQp2rVrJ7FtwoQJWLlyJTIzM2FrawsdHR2J7QKBAPr6+rC0tCx3/KKiIty6dYv796NHj5CRkYEmTZrA3NwcALB+/XocPHgQSUlJAICBAwfihx9+wNKlS7ml3uDgYBgbG6NDhw4y5fUhOTk5qfyaNWsGJSUlifbp06dj+fLlsLCwgJWVFdasWYNXr15V65h1xcKmE9Kfx8PCRvYZTEIIITVDM36kXEKhEH379pUq+gBgxIgRyMjIQHp6OrS1tbFz504kJCTAxsYGu3fvxpIlSyT6u7m5YdGiRQgMDESnTp3w4MED+Pr6yhzLoUOH8OLFCwwbNkxqm4WFBWxsbLhZv+p4/PgxOnTogA4dOuDJkydYvXo1OnTowN2MAgDPnz/H/fv3ude9e/fGrl27EB8fjw4dOsDFxQWKioo4fvw4lJWVqx2LLGbNmoWxY8fC29sbDg4OUFNTK/Pc1GeqTdQlngkhhHx8PFbeezwQQhql3NxcaGhoICcn56Pe3PHDr6cRlTUd400iMdOxd+U7VEIkEiEhIQGurq6f9XVADSGPhpAD0DDyoBzqj5rkUZu/l2nGjxBCCCGkkaBr/AghdcLNrhOAyP89E0II+RSo8COE1AkDDY1aWeIlhBAiO1rqJYQQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4QQQghpJKjwI4TUG2/Fb3Hi3lW8Fb+t61AIIaRBosKPEFJvHLxxDbOTvRH/27W6DoUQQhokKvwIIfXG09wCAEB2TkEdR0IIIQ0TFX6ENBBnz54Fj8fDq1ev6joUQggh9RQVfuSTSk5Ohry8PFxcXOo6lHJ5e3uDx+NV+ACAZ8+eYfLkyTAyMoKioiL09fXRv39/pKSkAAAeP34MbW1trF27VmL81NRUCAQCJCYmVhpLYWEh7OzswOPxkJGRUeu51jf5ebkSz4QQQmoXFX7kk4qKioK/vz8uXLiAhw8ffvTjiUSiKu8TGRmJJ0+ecA8A2Lp1q1TbiBEjkJmZiW3btuHu3bs4dOgQnJyc8N9//wEADAwMsHbtWgQFBeHevXsAgLdv38LLywsTJkyAs7NzpbHMnTsXBgYGVc6hLMXFxSgpKamVsT6WezeuSjwTQgipXdUu/O7fv48FCxbgm2++wbNnzwAAx48fx82bN2stONKw5OfnIzY2Fr6+vhg0aBCio6Ol+hw6dAj29vZQUlJC06ZNMXz4cG4bj8dDfHy8RH9NTU1unKysLPB4PMTGxsLJyQlKSkrYuXMnXrx4gW+++QYtWrSAiooKbGxssHv37nLj1NDQgL6+PvcoPc77ba9evcKFCxewYsUK9OrVC8bGxvjiiy8QFBSEgQMHcmN5eHigf//+8Pb2RklJCYKCglBUVIRVq1ZVer6OHTuGkydPYvXq1WVuT0hIQOvWraGsrIxevXohKytLYnt0dDQ0NTVx5MgRWFtbQ1FREQ8ePKj0uIQQQhoufnV2+vXXXzFgwAB8+eWXOHfuHL7//ns0a9YM169fx5YtW7B///7ajpM0AHv37oWlpSUsLS3h4eEBf39/LFy4kFs6PXr0KIYPH4758+djx44dKCoqwtGjR6t8nMDAQISHh2Pr1q1QVFREQUEBOnXqhMDAQKirq+Po0aPw9PSEqakpunTpUq1cmjRpgiZNmiA+Ph5du3aFoqJiuX03b96Mdu3aYcyYMdi3bx9Onz6NJk2aVDj+06dPMXHiRMTHx0NFRUVq+99//43hw4djypQp8PX1xZUrVzBr1iypfm/evEFYWBi2bNkCHR0dNGvWTKpPYWEhCgsLude5ue+WWUUiUbVmTGuClTDuuarHLu3/qWOubQ0hj4aQA9Aw8qAc6o+a5FGbuVer8Js3bx5CQ0MREBAANTU1rr1Xr16IjIysteBIwyIUCuHh4QEAcHFxQV5eHpKSktC3b18AwPfffw93d3eEhIRw+9ja2lb5ODNmzJCYKQSA2bNnc//29/fH8ePHsW/fvmoXfnw+H9HR0Zg4cSI2b96Mjh07wtHREe7u7mjfvr1E32bNmuG7777jirSePXtWODZjDN7e3pgyZQrs7e2lZvIAYNOmTTA1NcUPP/wAHo8HS0tL3LhxAytWrJDoJxKJsHHjxgrPY1hYmMQ5L3Xy5Mkyi86PKfvpU8Dw3XNCQkK1xpDl2snPQUPIoyHkADSMPCiH+qM6ebx586bWjl+twu/GjRvYtWuXVLuuri5evHhR46BIw3Pnzh1cvnwZcXFxAN4VTm5uboiKiuIKv4yMDEycOLHGx7K3t5d4XVxcjOXLl2Pv3r149OgRN8Olqqpao+OMGDECAwcOxPnz55GSkoLjx49j5cqV2LJlC7y9vSWOv23bNqioqODSpUsQi8Xg88v/0Vu3bh1yc3MRFBRUbp/bt2+ja9eu3GwpADg4OEj1U1BQkCpEPxQUFISAgADudW5uLlq2bIl+/fpBXV29wn1r24GbaXgCQF9PD66urlXaVyQSITExEc7OzhAIBB8nwE+gIeTREHIAGkYelEP9UZM8SldiakO1Cj9NTU08efIErVq1kmi/du0aDA0NayUw0rAIhUKIxWKJ7w/GGAQCAV6+fAktLS0oKytXOAaPxwNjTKKtrOnvDwu68PBw/PDDD4iIiICNjQ1UVVUxY8YMFBUV1SCjd5SUlODs7AxnZ2csWrQIEyZMwOLFiyUKv9WrV+PevXtIS0tD7969sWzZMixatKjcMU+fPo1Lly5JLR/b29tjzJgx2LZtm9R5KI+ysrJEcVgWRUXFMpeqBQLBJ/8ly5Pjcc/VPXZdxP0xNIQ8GkIOQMPIg3KoP6qTR23mXa2bO0aPHo3AwEBkZ2eDx+OhpKQEFy9exOzZszF27NhaC440DGKxGNu3b0d4eDgyMjK4R2ZmJoyNjRETEwMAaN++PZKSksodR1dXl7ujFgDu3bsn0/T3+fPnMWTIEHh4eMDW1hampqbcXba1zdraGvn5+dzrmzdvYvHixdi0aROsra2xefNmhIaG4vr16+WOsXbtWmRmZnLnqXTJc+/evfj++++541y6dElivw9fE0IIIR+q1ozf999/D29vbxgaGoIxBmtraxQXF2P06NFYsGBBbcdIPnNHjhzBy5cv4ePjAw0NDYltI0eOhFAohJ+fHxYvXow+ffrAzMwM7u7uEIvFOHbsGObOnQsA6N27N9avX4+uXbuipKQEgYGBMv0vyNzcHAcOHEBycjK0tLSwZs0aZGdnw8rKqto5vXjxAqNGjcL48ePRvn17qKmp4cqVK1i5ciWGDBkC4F3B6+XlhWHDhmHkyJEAgKFDh2LUqFHw9vbG5cuXy1zyNTIyknhdeiOImZkZWrRoAQCYMmUKwsPDERAQgMmTJ+Pq1atl3iVNCCGEvK9aM34CgQAxMTG4e/cuYmNjsXPnTvz+++/YsWMH5OXlaztG8pkTCoXo27evVNEHvLtOLiMjA+np6XBycsK+fftw6NAh2NnZoXfv3khNTeX6hoeHo2XLlujZsydGjx6N2bNny3TzwcKFC9GxY0f0798fTk5O0NfXx9ChQ2uUU5MmTdClSxf88MMP6NmzJ9q1a4eFCxdi4sSJWL9+PQBg2bJlePToEfe61Lp16/DkyRMsW7as2sc3MjLCgQMHcPjwYdja2mLz5s01Gq++sLDpJPFMCCGkdvGYrBcLEUIahdzcXGhoaCAnJ+eT39zxw6+nEZU1HeNNIjHTsXeV9hWJREhISICrq+tnfR1QQ8ijIeQANIw8KIf6oyZ51Obv5Wot9TLGsH//fpw5cwbPnj2T+jSA0js3CSGEEEJI/VGtwm/69On46aef0KtXL+jp6VV61yAhhMjCza4TgMj/PRNCCKlt1Sr8du7cibi4uCq/zxYhhFTEQEOjyku8hBBCZFetmzs0NDRgampa27EQQgghhJCPqFqF35IlSxASEoK3b9/WdjyEEEIIIeQjqdZS76hRo7B79240a9YMJiYmUnenpKen10pwhBBCCCGk9lSr8PP29sbVq1fh4eFBN3cQQgghhHwmqlX4HT16FCdOnED37t1rOx5CCCGEEPKRVOsav5YtW37yN3YlhBBCCCE1U63CLzw8HHPnzkVWVlYth0MIIYQQQj6Wai31enh44M2bNzAzM4OKiorUzR3//fdfrQRHCCGEEEJqT7UKv4iIiFoOgxBCCCGEfGzVKvy8vLxqOw5CCCGEEPKRVesav/e9ffsWubm5Eg9CCPncvBW/xYl7V/FWTG9MTwhpuKpV+OXn58PPzw/NmjVDkyZNoKWlJfEghJDPzcEb1zA72Rvxv12r61AIIeSjqVbhN3fuXJw+fRobN26EoqIitmzZgpCQEBgYGGD79u21HSMhhHx0T3MLAADZOQV1HAkhhHw81Sr8Dh8+jI0bN2LkyJHg8/no0aMHFixYgGXLliEmJqa2YySEyMDJyQkzZsyo6zA+W/l5uRLPhBDSEFWr8Pvvv//QqlUrAIC6ujr39i3du3fHuXPnai860mglJydDXl4eLi4udR1Kuby9vcHj8Sp8lPYbOnRotY6xZ88e8Hi8au9PZHfvxlWJZ0IIaYiqVfiZmppyb95sbW2N2NhYAO9mAjU1NWsrNtKIRUVFwd/fHxcuXMDDhw8/+vFEIlGV94mMjMSTJ0+4BwBs3bpVqq26Hjx4gNmzZ6NHjx41GqdUUVFRrYxDCCHk81Wtwm/cuHHIzMwEAAQFBXHX+s2cORNz5syp1QBJ45Ofn4/Y2Fj4+vpi0KBBiI6Olupz6NAh2NvbQ0lJCU2bNsXw4cO5bTweD/Hx8RL9NTU1uXGysrLA4/EQGxsLJycnKCkpYefOnXjx4gW++eYbtGjRAioqKrCxscHu3bvLjVNDQwP6+vrco/Q4H7ZVR3FxMcaMGYOQkBCYmppKbc/Pz8fYsWPRpEkTNG/eHOHh4VJ9TExMEBoaCm9vb2hoaGDixInVjocQQkjDUK338Zs5cyb37169euH333/HlStXYGZmBltb21oLjjROe/fuhaWlJSwtLeHh4QF/f38sXLiQWzo9evQohg8fjvnz52PHjh0oKirC0aNHq3ycwMBAhIeHY+vWrVBUVERBQQE6deqEwMBAqKur4+jRo/D09ISpqSm6dOlS22lWaOnSpdDV1YWPjw/Onz8vtX3OnDk4c+YMDh48CH19fQQHB+Pq1auws7OT6Ldq1SosXLgQCxYsKPdYhYWFKCws5F6XviWTSCSq1kxoXSmNtboxsxLGPddl3jXNoz5oCDkADSMPyqH+qEketZl7tQo/AEhKSkJSUhKePXuGkpISiW1RUVE1Dow0XkKhEB4eHgAAFxcX5OXlISkpCX379gUAfP/993B3d0dISAi3T3X+wzFjxgyJmUIAmD17Nvdvf39/HD9+HPv27fukhd/FixchFAqRkZFR5va8vDwIhUJs374dzs7OAIBt27ahRYsWUn179+4tkVNZwsLCJM5lqZMnT0JFRaXqCdSxxMTEau2X/fQpYPjuOSEhoZajqrrq5lGfNIQcgIaRB+VQf1Qnjzdv3tTa8atV+IWEhGDp0qWwt7dH8+bNuZkYQmrqzp07uHz5MuLi4gAAfD4fbm5uiIqK4gq/jIyMWlm2tLe3l3hdXFyM5cuXY+/evXj06BE3E6aqqlrjY8nq9evX8PDwwM8//4ymTZuW2ef+/fsoKiqCg4MD16atrQ1LS0upvh/mWJagoCAEBARwr3Nzc9GyZUv069cP6urq1ciibohEIiQmJsLZ2Vnq88NlceBmGp4A0NfTg6ura+0HKKOa5lEfNIQcgIaRB+VQf9Qkj9r8cIxqFX6bN29GdHQ0PD09ay0QQoB3s31isRiGhoZcG2MMAoEAL1++hJaWFpSVlSscg8fjgTEm0VbWNPmHBV14eDh++OEHREREwMbGBqqqqpgxY8YnvSni/v37yMrKwuDBg7m20hl1Pp+PO3fuSOVWEVmKVkVFRSgqKkq1CwSCz/KXbHXj5snxuOf6kPfnev7f1xByABpGHpRD/VGdPGoz72rd3FFUVIRu3brVWhCEAIBYLMb27dsRHh6OjIwM7pGZmQljY2PuPSLbt2+PpKSkcsfR1dWVuKP23r17Mk2Tnz9/HkOGDIGHhwdsbW1hamqKe/fu1TyxKmjTpg1u3Lghkf9XX32FXr16ISMjAy1btoS5uTkEAgEuXbrE7ffy5UvcvXv3k8ZKCCHk81OtGb8JEyZg165dWLhwYW3HQxqxI0eO4OXLl/Dx8YGGhobEtpEjR0IoFMLPzw+LFy9Gnz59YGZmBnd3d4jFYhw7dgxz584F8O66tvXr16Nr164oKSlBYGCgTP9bMjc3x4EDB5CcnAwtLS2sWbMG2dnZsLKyqnFuOTk5UtfsaWtrw8jISKJNSUkJ7dq1k2grfYuk0nYFBQX4+Phgzpw50NHRgZ6eHubPnw85uRp/9HajZmHTCenP42Fh06muQyGEkI+mWoVfQUEBfvrpJ5w6dQrt27eX+qO6Zs2aWgmONC5CoRB9+/aVKvoAYMSIEVi2bBnS09Ph5OSEffv24bvvvsPy5cuhrq6Onj17cn3Dw8Mxbtw49OzZEwYGBoiMjMTVq5W/Ke/ChQvx119/oX///lBRUcGkSZMwdOhQ5OTk1Di3s2fPokOHDhJtXl5eZb5VjSxWrVqFvLw8fPXVV1BTU8OsWbNqJc7GTLWJOvD8f8+EENJAVavwu379Ove2Eb/99pvENrrRg1TX4cOHy93WsWNHiWvbhg8fLnVHbikDAwOcOHFCou3Vq1fcv01MTMq8Tk5bW1vq/f+qorxr76Kjo6td4JXu/6EmTZpgx44d2LFjB9f24Xtolr7JOiGEEFKqWoXfmTNnajsOQgipU252nQBE/u+ZEEIapmq/jx8hhDQkBhoamOnYu67DIISQj4quBieEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COEEEIIaSSo8COE1Kq34rc4ce8q3orf1nUohBBCPkCFHyGkVh28cQ2zk70R/9u1ug6FEELIB6jwI4TUqqe5BQCA7JyCOo6EEELIh6jwI6SBWLJkCezs7Oo6DEIIIfUYFX6fgeTkZMjLy8PFxaWuQ6nQ2bNnwePxuIeOjg569+6NixcvSvTLz89HYGAgTE1NoaSkBF1dXTg5OeHIkSMAgLy8PJiZmSEgIEBiv6ysLKirq2PLli2VHrusR3R09EfLvTzFxcUICwtDmzZtoKysDG1tbXTt2hVbt24td5+zZ89iyJAhaN68OVRVVWFnZ4eYmJhPGHXN5OflSjwTQgipP/h1HQCpXFRUFPz9/bFlyxY8fPgQRkZGH/V4IpEIAoGg2vvfuXMH6urq+PfffxEaGoqBAwfi7t27aNasGQBgypQpuHz5MtavXw9ra2u8ePECycnJePHiBQCgSZMm2Lp1K/r06YNhw4ahR48eYIxh3Lhx+PLLLzFhwgSpY3br1g1PnjzhXk+fPh25ubkSBZaGhka1c6quJUuW4KeffsL69ethb2+P3NxcXLlyBS9fvix3n+TkZLRv3x6BgYHQ09PD0aNHMXbsWKirq2Pw4MHVjqWoqAgKCgrV3l9W925cBZr/73ng0I9+PEIIIbKjGb96Lj8/H7GxsfD19cWgQYPKnLU6dOgQ7O3toaSkhKZNm2L48OHcNh6Ph/j4eIn+mpqa3DhZWVng8XiIjY2Fk5MTlJSUsHPnTrx48QLffPMNWrRoARUVFdjY2GD37t0yxdysWTPo6+vDxsYGCxYsQE5ODlJTU7nthw8fRnBwMFxdXWFiYoJOnTrB398fXl5eXJ+ePXvC398f48aNQ35+PiIjI5GRkVHmbB8AKCgoQF9fn3soKytDUVER+vr6KCgogIGBAW7evCmxz7p162BsbAzGGDdjePToUdja2kJJSQldunTBjRs3JPZJTk5Gz549oaysjJYtW2LatGnIz88v91wcPnwYU6dOxahRo9CqVSvY2trCx8dHajbzfcHBwfjuu+/QrVs3mJmZYdq0aXBxccHBgwcl+i1fvhx6enpQU1ODj48PCgokr6nz9vbG0KFDERYWBgMDA7Ru3brcYxJCCGkcaMavntu7dy8sLS1haWkJDw8P+Pv7Y+HCheDxeACAo0ePYvjw4Zg/fz527NiBoqIiHD16tMrHCQwMRHh4OLZu3QpFRUUUFBSgU6dOCAwMhLq6Oo4ePQpPT0+YmpqiS5cuMo355s0bbsbt/RlEfX19JCQkYPjw4VBTUyt3/2XLluHYsWPw8PDAiRMn8NNPP8HQ0LDKuZmYmKBv377YunUr7O3tufatW7fC29ubO5cAMGfOHERGRkJfXx/BwcH46quvcPfuXQgEAty4cQP9+/fHd999B6FQiH///Rd+fn7w8/Mrd+lWX18fp0+fxtSpU6Grq1vl2Evl5OTAysqKex0bG4vFixdjw4YN6NGjB3bs2IG1a9fC1NRUYr+kpCSoq6sjMTERjLEyxy4sLERhYSH3Ojf33RKtSCSCSCSqcqyshHHP1dm/ukqP9SmP+TE0hDwaQg5Aw8iDcqg/apJHbebOY+X9NSD1wpdffomvv/4a06dPh1gsRvPmzbF792707dsXwLslTlNTU+zcubPM/Xk8Hg4ePIihQ4dybZqamoiIiIC3tzeysrLQqlUrREREYPr06RXGMnDgQFhZWWH16tVlbj979ix69eoFVVVVAO8KP8YYOnXqhJSUFK74O3fuHMaMGYOnT5/C1tYW3bt3x8iRI/Hll19KjXnixAm4uLhgwIABSEhIqPR8lfL29sarV6+42c7Y2FhMmTIFT548gaKiIjIzM9GhQwf8+eefMDEx4WLfs2cP3NzcAAD//fcfWrRogejoaHz99dcYO3YslJWV8eOPP3LHuXDhAhwdHZGfnw8lJSWpOG7duoWRI0fizp07aNu2Lbp164YhQ4ZgwIABMueyf/9+jBkzBunp6Wjbti2Ad193W1tbbNq0ievXtWtXFBQUICMjgzsHx48fx8OHDytc4l2yZAlCQkKk2nft2gUVFRWZ4yy14fQRPOl4Cc3Tu+Lb3oOqvD8hhBBJb968wejRo5GTkwN1dfUajUUzfvXYnTt3cPnyZcTFxQEA+Hw+3NzcEBUVxRV+GRkZmDhxYo2P9f5MGPDupoTly5dj7969ePToETcrVFrUVeT8+fNQVVXFtWvXEBgYiOjoaIkZv549e+LPP//EpUuXcPHiRZw+fRqRkZEICQnBwoULJcYSCoVQUVHBjRs3kJOTU+3r9IYOHQo/Pz8cPHgQ7u7uiIqKQq9evWBiYiLRz8HBgfu3trY2LC0tcfv2bQDA1atX8ccff0jcaMEYQ0lJCf766y+JGblS1tbW+O2333D16lVcuHAB586dw+DBg+Ht7V3usvX7zp49C29vb/z8889c0QcAt2/fxpQpU6RiP3PmjESbjY1Npdf1BQUFSSw95+bmomXLlujXr1+1fsEcuJmGJwD09fTg6upa5f2rSyQSITExEc7OzjW6RrWuNYQ8GkIOQMPIg3KoP2qSR+lKTG2gwq8eEwqFEIvFEsubjDEIBAK8fPkSWlpaUFZWrnAMHo8ntcRX1pTxhwVdeHg4fvjhB0RERMDGxgaqqqqYMWMGioqKKo27VatW0NTUROvWrVFQUIBhw4bht99+g6KiItdHIBCgR48e6NGjB+bNm4fQ0FAsXboUgYGBXKGyd+9eHDp0CCkpKfD09MTMmTMRFRVV6fHLoqCgAE9PT2zduhXDhw/Hrl27EBERIdO+pUvBJSUlmDx5MqZNmybVp6IbbuTk5NC5c2d07twZM2fOxM6dO+Hp6Yn58+ejVatW5e7366+/YvDgwVizZg3Gjh0rU6wfkqVQV1RUlPjalBIIBNX6JcuT43HPdfFLurpx1zcNIY+GkAPQMPKgHOqP6uRRm3nTzR31lFgsxvbt2xEeHo6MjAzukZmZCWNjY27WqX379khKSip3HF1dXYm7Xe/du4c3b95Uevzz589jyJAh8PDwgK2tLUxNTXHv3r0q5+Hp6YmSkhJs3Lixwn7W1tYQi8XcDQpPnz7Ft99+i9DQUHTo0AHR0dHYsWMHjh07VuUYSk2YMAGnTp3Cxo0bIRKJJG6CKXXp0iXu3y9fvsTdu3fRpk0bAEDHjh1x8+ZNmJubSz2qcrestbU1AFR4U8jZs2cxcOBALF++HJMmTZLabmVlJRHrh7ETQgghZaEZv3rqyJEjePnyJXx8fKSWN0eOHAmhUAg/Pz8sXrwYffr0gZmZGdzd3SEWi3Hs2DHMnTsXANC7d2+sX78eXbt2RUlJCQIDA2X6n4O5uTkOHDiA5ORkaGlpYc2aNcjOzi5zObMicnJymDFjBkJDQzF58mSoqKjAyckJ33zzDezt7aGjo4Nbt24hODgYvXr14pYWJ0+eDEtLS24J0t7eHnPnzsWkSZPw22+/VWvJ18rKCl27dkVgYCDGjx9f5mzp0qVLoaOjAz09PcyfPx9Nmzblro8MDAxE165d8e2332LixIlQVVXF7du3kZiYiHXr1pV5zNJrF7t16wZ9fX389ddfCAoKQuvWrbmC8kOlRd/06dMxYsQIZGdnA3g3a6mtrQ3g3dvVeHl5wd7eHt27d0dMTAxu3rwpdXNHXbCw6YT05/GwsOlU16EQQgj5AM341VNCoRB9+/Yts8AZMWIEMjIykJ6eDicnJ+zbtw+HDh2CnZ0devfuLfHWKeHh4WjZsiV69uyJ0aNHY/bs/2vvzuOpyv8/gL+u7EKKQsmSUoQsrVPckTbTNlq0UGK0Utpo105NqmmalsnWNkWztG/KMBqVSrQZqZQW2kZJwr18fn/4Od9u9mjudb2fj8d9XPcsn/N+34/l7fM559x5NTphf+nSpbC2tsaAAQPA5/Ohra0tcoFIbXh4eEAgEGDr1q0AgAEDBmD37t3o378/OnXqBB8fHwwYMABRUVEAgD179iA6OhoRERGQkfnft2hAQACaNWuG2bNnf1YcAODp6YmioiJ4eHhUuD4oKAizZs2CjY0NsrKycPToUW40z8LCAnFxcUhPT0efPn1gZWWFpUuXQkdHp9LjDRgwAMeOHcOQIUPQoUMHTJw4ER07dsTZs2chK1vx/10RERHIz89HYGAgdHR0uMfHI5QuLi5YtmwZ/P39YWNjg0ePHmHatGmf/b7UJ5WmaiLPhBBCJAdd1UsalTVr1uDgwYPl7s9XdlVvTk4OmjVrJp7gJERubi7U1dU/++qxTXExCHs4Cx4GP2C2vcMXiLBiAoEAJ0+ehJOTU4M+D0ga8pCGHADpyINykBx1yaOuv5c/RiN+pFHIy8vDlStX8OOPP1Z4cQYhhBDSGFDhRxoFb29v9O7dG/b29pVO85L64dLFBh4GP8ClC53jRwghkoYu7iCNQkRERIUfd1eGz+dX+skWpHZ01dX/0yleQgghNUcjfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQR9ZBshhBBCyBf0QfgBf96/gSJWJO5QaMSPEEIIIeRL+uPmdfhf/g5X374SdyhU+JGGycDAAJs3bxZ3GP85d3d3DB8+XNxhEEIIqYXnuQUAgFzxD/hJbuGXkJCAJk2aYODAgeIOpUqxsbHg8Xjo3LkziouLRdY1a9YMERER3Ovr169j8ODBaNmyJRQVFWFgYAAXFxe8elX6H8DJkychLy+PpKQkkXY2bNgATU1NZGdnf/F8/muBgYHo2rUrVFVV0bJlSwwfPhxpaWniDqtB27lzJywtLaGiooJmzZrBysoK69atE3dYhBDSaL3PywUAFOS/F3MkElz4hYWFwcfHBxcuXEBmZuYXP55AIKjT/vfv38eePXsqXf/ixQs4OjpCU1MTZ86cQWpqKsLCwqCjo4P8/HwAgJOTEyZMmIAJEyagsLAQAJCamoqlS5fip59+gra2dp1ilERxcXGYMWMGLl26hOjoaAiFQvTv3x/v39fth6Ou/dlQhYaGYs6cOZg5cyZSUlLw999/w8/PD3l5eeIOjRBCGq30m9cAAE8fiH9gQyILv/fv3yMqKgrTpk3D4MGDRUbNyhw9ehS2trZQVFSEpqYmnJ2duXU8Hg+HDx8W2f7j0beHDx+Cx+MhKioKfD4fioqK2LdvH16/fo2xY8eiTZs2UFZWhrm5OQ4cOFCjmH18fBAQEICCgoIK1yckJCA3NxchISGwsrKCoaEhHBwcsHnzZrRt25bbbtOmTcjLy0NAQACEQiEmTJiAIUOGwMXFpcrj//3337C3t4eysjI0NDQwYMAA5OTkAAAKCwsxc+ZMbqSxd+/euHLlCrdvREQEmjVrJtLe4cOHwePxuNfLly9Hly5dsHPnTujp6UFZWRmjRo3CmzdvRPYLDw9Hp06doKioiI4dO2Lbtm1Vxn369Gm4u7vDzMwMlpaWCA8PR2ZmJq5du8Zt8+LFCwwZMgRKSkowNDTE/v37y7XD4/GwY8cODBs2DCoqKli9enWFxzMwMMDq1asxYcIENG3aFPr6+jhy5AhevnyJYcOGoWnTpjA3N8fVq1e5fWryfcHn8zFz5kz4+fmhefPm0NbWxvLly7n1Zd9zycnJ3LI3b96Ax+MhNjYWAFBcXAxPT08YGhpCSUkJJiYm+OGHH6p8/z517NgxjB49Gp6enjA2NoaZmRnGjh2LVatW1aodQggh0kkir+qNjIyEiYkJTExM4OrqCh8fHyxdupQrRE6cOAFnZ2csXrwYe/fuRVFREU6cOFHr4/j7+yM4OBjh4eFQUFBAQUEBbGxs4O/vDzU1NZw4cQJubm4wMjJC9+7dq2zL19cX+/btw9atWzFv3rxy67W1tSEUCvHHH39g5MiRIkXVx1RVVREWFoYBAwYgIyMDjx8/xqlTp6o8dnJyMvr27QsPDw9s2bIFsrKy+PPPP7mpZz8/P/z222/YvXs39PX1sX79egwYMAD37t1D8+bNa/huAffu3UNUVBSOHTuG3NxceHp6YsaMGVwhtmvXLgQEBGDr1q2wsrLC9evX4eXlBRUVFUycOLFGx3j79i0AiMTl7u6Ox48fIyYmBvLy8pg5cyZevHhRbt+AgAAEBgZi06ZNaNKkSaXH2LRpE9auXYulS5di06ZNcHNzw1dffQUPDw98//338Pf3x4QJE3D79m3weLwaf1/s3r0bc+bMweXLl3Hx4kW4u7vjq6++Qr9+/WqUe0lJCdq0aYOoqChoamoiISEBkydPho6ODkaPHl2jNrS1tREXF4dHjx5BX1+/RvsUFhZyI8wAkJtbOiUhEAga1MhpWawNKeaKSEMe0pADIB15UA6SgZUw7uvPyaM+c5fIwi80NBSurq4AgIEDByIvLw/nz5+Ho6MjAGDNmjUYM2YMVqxYwe1jaWlZ6+P4+vqKjBQCECnafHx8cPr0aRw6dKjawk9ZWRkBAQFYtGgRvLy8oK6uLrK+R48eWLRoEcaNG4epU6eiW7ducHBwwIQJE9CqVSuRbR0cHDBy5EgcPHgQkZGR0NTUrPLY69evh62trcjompmZGYDS0dPt27cjIiICgwYNAlBaoEVHRyM0NBTz58+vsu2PFRQUYPfu3WjTpg0A4Mcff8Q333yD4OBgaGtrY9WqVQgODubeU0NDQ9y5cwc7d+6sUeHHGMOcOXPQu3dvdO7cGQBw9+5dnDp1CpcuXeL6IDQ0FJ06dSq3/7hx4+Dh4VHtcZycnDBlyhQAwLJly7B9+3Z07doVo0aNAlD6D0HPnj3x/PlzaGtro3Xr1jX6vrCwsEBAQAAAoH379ti6dSvOnz9f48JPTk5O5Hva0NAQCQkJiIqKqnHhFxAQAGdnZxgYGKBDhw7o2bMnnJycMHLkSMjIVDzAHxgYKHLcMmfPnoWysnKNjitJoqOjxR1CvZCGPKQhB0A68qAcxCv7+XOgdenXn5NH2Slh9UHiCr+0tDQkJibi999/BwDIysrCxcUFYWFhXOGXnJwMLy+vOh/L1tZW5HVxcTGCgoIQGRmJp0+fciMhKioqNWrP09MTGzduxLp167B27dpy69esWYM5c+YgJiYGly5dwo4dO7B27Vr89ddfMDc357Z79uwZTp8+DWVlZcTHx1f7Rz85OZkrWj51//59CAQCfPXVV9wyOTk5dOvWDampqTXKq0zbtm25og8AevbsiZKSEqSlpaFJkyZ4/PgxPD09RfpGKBSWK4Ir4+3tjRs3buDChQvcstTUVMjKyor0VceOHctNTQPl+7MyFhYW3NdlRffH73/ZshcvXkBbW7vG3xcftwsAOjo6FY5MVmXHjh0ICQnBo0eP8OHDBxQVFaFLly413l9HRwcXL17ErVu3EBcXh4SEBEycOBEhISE4ffp0hcXfwoULMWfOHO51bm4u9PT00L9/f6ipqdUqfnESCASIjo5Gv379ICcnJ+5wPps05CENOQDSkQflIBl+u30FWf//9efkUTYTUx8krvALDQ2FUChE69atuWWMMcjJySEnJwcaGhpQUlKqsg0ejwfGmMiyioZJP/3DHRwcjE2bNmHz5s0wNzeHiooKfH19UVRUs+uvZWVlsXr1ari7u8Pb27vCbVq0aIFRo0Zh1KhRCAwMhJWVFTZs2IDdu3dz23z33XewtLTEihUr0LdvX4wcORL29vaVHreq96Psffh0apkxxi2TkZGp0fv1qbL9eTweSkpKAJSOJn46OlrVtGsZHx8fHD16FH/99ZdIcVlZ/BWpaYH+8Q9cWbsVLSvLqabfF5/+IH/8vpQVXB+/z5++x1FRUZg9ezaCg4PRs2dPqKqq4vvvv8fly5drlNfHOnfujM6dO2PGjBm4cOEC+vTpg7i4OHz99dfltlVQUICCgkK55XJycg3yl2xDjftT0pCHNOQASEcelIN48WT+9zfsc/Koz7wl6uIOoVCIPXv2IDg4GMnJydwjJSUF+vr63LlkFhYWOH/+fKXtaGlpISsri3udnp5eo2HS+Ph4DBs2DK6urrC0tISRkRHS09NrlcOoUaNgZmZW4dTZp+Tl5dGuXTuRK1hDQkIQHx+P8PBw2Nvbw9vbGx4eHlVe5VrV+2FsbAx5eXmRUTSBQICrV69y06VaWlp49+6dyDE+vgihTGZmJp49e8a9vnjxImRkZNChQwe0atUKrVu3xoMHD2BsbCzyMDQ0rDR2xhi8vb3x+++/IyYmpty2nTp1glAoFLnYIi0trdxFJV9SfXxfaGlpAYDI9+Wn73F8fDx69eqF6dOnw8rKCsbGxrh//36d4zc1NQWAOl8pTQghpOGTqBG/48ePIycnB56enuWmB0eOHInQ0FB4e3sjICAAffv2Rbt27TBmzBgIhUKcOnUKfn5+AErPkdu6dSt69OiBkpIS+Pv716haNjY2xm+//YaEhARoaGhg48aNyM7OrvB8sqoEBQVhwIAB5XI7ePAgxowZgw4dOoAxhmPHjuHkyZMIDw8HUFpYzZ07Fxs2bOAKoLVr1+LEiRNYsGABfvzxxwqPt3DhQpibm2P69OmYOnUq5OXl8eeff2LUqFHQ1NTEtGnTMH/+fDRv3hxt27bF+vXrkZ+fD09PTwBA9+7doaysjEWLFsHHxweJiYkVXkmtqKiIiRMnYsOGDcjNzcXMmTMxevRo7jYzy5cvx8yZM6GmpoZBgwahsLAQV69eRU5OjshU4sdmzJiBX375BUeOHIGqqip3r0J1dXXuytaBAwfCy8sLP//8M2RlZeHr61vtqG99qo/vCyUlJfTo0QNBQUEwMDDAq1evsGTJknLH2bNnD86cOQNDQ0Ps3bsXV65cqbJw/tS0adOgq6sLBwcHtGnTBllZWVi9ejW0tLTQs2fPGrdDCCFEOknUiF9oaCgcHR0rPCdsxIgRSE5ORlJSEvh8Pg4dOoSjR4+iS5cucHBwEJkOCw4Ohp6eHuzs7DBu3DjMmzevRiepL126FNbW1hgwYAD4fD60tbU/61MSHBwc4ODgAKFQyC0zNTWFsrIy5s6diy5duqBHjx6IiopCSEgI3NzcwBiDh4cHevTowV14AJReNBIeHo7t27cjLi6uwuN16NABZ8+eRUpKCrp164aePXviyJEjkJUtreuDgoIwYsQIuLm5wdraGvfu3cOZM2egoaEBoPQK2n379uHkyZPcrUo+vhVJGWNjYzg7O8PJyQn9+/dH586dRS4o+e677xASEoKIiAiYm5vD3t4eERERVRYu27dvx9u3b8Hn86Gjo8M9IiMjuW3Cw8Ohp6cHe3t7ODs7Y/LkyWjZsmXNOqMe1Nf3RVhYGAQCAWxtbTFr1qxyt5yZOnUqnJ2d4eLigu7du+P169eYPn16rY7h6OiIS5cuYdSoUejQoQNGjBgBRUVFnD9/Hi1atKh1zIQQQuquvbkNAKC1kYmYIwF47NOTuwipwPLly3H48OEKp4CJdMnNzYW6ujrevn3b4C7uOHnyJJycnBrseUCAdOQhDTkA0pEH5SAZNsXFIOzhLPQumo4t7t991sUd9fV7WaJG/AghhBBCyJcjUef4EUIIIYRIG5cuNigp2YQWr3LEHQqN+JGaWb58OU3zEkIIIZ9BV10dM3vbQ0NeXtyhUOFHCCGEENJYUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCGEENJIUOFHCCH17IPwA86kX8MH4Qdxh0IIISKo8COEkHr2x83rmJfgjsO3ros7FEIIEUGFHyGE1LPnuQUAgOy3BWKOhBBCRFHhRwgh9ex9Xq7IMyGESAoq/IhUSEhIQJMmTTBw4EBxh1Kl2NhY8Hg8aGhooKBAdDQoMTERPB4PPB6v3PY8Hg8yMjJQV1eHlZUV/Pz8kJWVJbK/i4sLunfvjuLiYm6ZQCCAtbU1XF1dv2xiRET6zWsiz4QQIimo8CNSISwsDD4+Prhw4QIyMzO/+PEEAkGd9ldVVcUff/whsiwsLAxt27atcPu0tDQ8e/YMV65cgb+/P86dO4fOnTvj5s2b3Dbbtm3Do0ePEBQUxC1btWoVsrOz8eOPP9YpXkIIIdKBCj/S4L1//x5RUVGYNm0aBg8ejIiIiHLbHD16FLa2tlBUVISmpiacnZ25dTweD4cPHxbZvlmzZlw7Dx8+BI/HQ1RUFPh8PhQVFbFv3z68fv0aY8eORZs2baCsrAxzc3McOHCgRjFPnDgRYWFh3OsPHz7g4MGDmDhxYoXbt2zZEtra2ujQoQPGjBmDv//+G1paWpg2bRq3TYsWLfDzzz9j5cqVuHHjBq5du4bAwECEhIRAQ0OjRnERQgiRbrLiDoCQuoqMjISJiQlMTEzg6uoKHx8fLF26lJsyPXHiBJydnbF48WLs3bsXRUVFOHHiRK2P4+/vj+DgYISHh0NBQQEFBQWwsbGBv78/1NTUcOLECbi5ucHIyAjdu3evsi03Nzd8//33yMzMRNu2bfHbb7/BwMAA1tbWNYpFSUkJU6dOxezZs/HixQu0bNkSADB06FCMGTMGEyZMgEAgwMSJE+Hk5FRlW4WFhSgsLORe5+aWnpcmEAjqPLL5XyqLVRJiZiWMe65tPJKUx+eShhwA6ciDcpAcdcmjPnOnwo80eKGhodw5bAMHDkReXh7Onz8PR0dHAMCaNWswZswYrFixgtvH0tKy1sfx9fUVGSkEgHnz5nFf+/j44PTp0zh06FC1hV/Lli0xaNAgREREYNmyZQgLC4OHh0et4unYsSOA0hHJssIPAH744Qfo6upCTU0NGzdurLadwMBAkfemzNmzZ6GsrFyrmCRBdHS0uENA9vPnQOvS55MnT35WG5KQR11JQw6AdORBOUiOz8kjPz+/3o5PhR9p0NLS0pCYmIjff/8dACArKwsXFxeEhYVxhV9ycjK8vLzqfCxbW1uR18XFxQgKCkJkZCSePn3KjZypqKjUqD0PDw/MmjULrq6uuHjxIg4dOoT4+Pgax8NY6ajSxxeDAMAvv/wCHo+HV69e4Z9//kG3bt2qbGfhwoWYM2cO9zo3Nxd6enro378/1NTUahyPuAkEAkRHR6Nfv36Qk5MTayy/3b6CLADarVpVO+L6KUnK43NJQw6AdORBOUiOuuRRNhNTH6jwIw1aaGgohEIhWrduzS1jjEFOTg45OTnQ0NCAkpJSlW3weDyuiCpT0bD6pwVdcHAwNm3ahM2bN8Pc3BwqKirw9fVFUVFRjWJ3cnLClClT4OnpiSFDhqBFixY12q9MamoqAMDAwIBb9uDBA/j5+WHr1q34+++/4e7ujuvXr0NBQaHSdhQUFCpcLycn1yB/yUpC3DwZHvf8ubFIQh51JQ05ANKRB+UgOT4nj/rMmy7uIA2WUCjEnj17EBwcjOTkZO6RkpICfX197N+/HwBgYWGB8+fPV9qOlpaWyK1R0tPTazSsHh8fj2HDhsHV1RWWlpYwMjJCenp6jeNv0qQJ3NzcEBsbW+tp3g8fPuDnn3+GnZ0dtLS0AAAlJSWYNGkS+Hw+Jk2ahI0bNyIvLw8BAQG1apsQQoj0ohE/0mAdP34cOTk58PT0hLq6usi6kSNHIjQ0FN7e3ggICEDfvn3Rrl07jBkzBkKhEKdOnYKfnx8AwMHBAVu3bkWPHj1QUlICf3//Gv13ZWxsjN9++w0JCQnQ0NDAxo0bkZ2djU6dOtU4h1WrVmH+/PnVjva9ePECBQUFePfuHa5du4b169fj1atX3BQ3UHpu382bN3H79m0AgJqaGkJCQvDNN9/A2dm52ilfUn/am9sg6dVhtDe3EXcohBAigkb8SIMVGhoKR0fHckUfAIwYMQLJyclISkoCn8/HoUOHcPToUXTp0gUODg64fPkyt21wcDD09PRgZ2eHcePGYd68eTW6qGHp0qWwtrbGgAEDwOfzoa2tjeHDh9cqB3l5eWhqapY7T+9TJiYm0NXVhY2NDYKCguDo6Ihbt27B1NQUAHD37l0sXrwYW7duhY6ODrdf//79MWnSJLi7u4tcuUu+LJWmaiLPhBAiKWjEjzRYx44dq3SdtbW1yHl7zs7O5a7ILaOrq4szZ86ILHvz5g33tYGBQblzAAGgefPm5e7/Vx0+n19hW2WGDx8usr667ct06NCh0unpn3/+uVYxEkIIkV404kcIIYQQ0kjQiB8hhNQzly42AH74/2dCCJEcVPgRQkg901VXx2x7B3GHQQgh5dBULyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEEJII0GFHyGEEHwQfsCZ9Gv4IPwg7lAIIV8QFX6EEELwx83rmJfgjsO3ros7FELIF0SFHyGEEDzPLQAAZL8tEHMkhJAviQo/0uDx+Xz4+vr+J8cyMDDA5s2b/5Nj1dby5cvRpUsXcYdBCCFEgjWowi8hIQFNmjTBwIEDxR1KldLS0vD111+jVatWUFRUhJGREZYsWQKBQFDlfgYGBuDxeCKPBQsWVLkPn8/ntpWXl0e7du2wcOFCFBYWimzH4/Fw+PDhuqZWpeXLl2PMmDEA/pfLpUuXRLbx9fUFn8+v1+P+/vvvWLVqVb22GRERgWbNmpVbfuXKFUyePLlej1WVe/fuQVVVtcJYCKlP7/NyRZ4JIdKpQRV+YWFh8PHxwYULF5CZmfnFj1ddoVYZOTk5TJgwAWfPnkVaWho2b96MXbt2ISAgoNp9V65ciaysLO6xZMmSavfx8vJCVlYW7t27h/Xr1+Onn37C8uXLPyv2ujh69CiGDRvGvVZUVIS/v/8XP27z5s2hqqr6xY8DAFpaWlBWVv5PjiUQCDB27Fj06dOnXtorKiqql3aIdEq/eU3kmRAinRpM4ff+/XtERUVh2rRpGDx4MCIiIsptc/ToUdja2kJRURGamppwdnbm1lU04tWsWTOunYcPH4LH4yEqKgp8Ph+KiorYt28fXr9+jbFjx6JNmzZQVlaGubk5Dhw4UGWsRkZGmDRpEiwtLaGvr4+hQ4di/PjxiI+PrzZPVVVVaGtrc4+mTZtWu4+ysjK0tbXRtm1bjBgxAv369cPZs2er3a8yc+fOxZAhQ7jXmzdvBo/Hw4kTJ7hlJiYm2LlzJ/f68ePHuHXrFgYNGsQtmzJlCi5duoSTJ09WeqwrV66gX79+0NTUhLq6Ouzt7ZGUlMStHzt2LDeKWEYgEEBTUxPh4eEAyk/1ZmVl4ZtvvoGSkhIMDQ3xyy+/lJui3bhxI8zNzaGiogI9PT1Mnz4deXl5AIDY2FhMmjQJb9++5UZTywrpT9vJzMzEsGHD0LRpU6ipqWH06NF4/vw5t75s+nXv3r0wMDCAuro6xowZg3fv3lX6npRZsmQJOnbsiNGjR1e4PigoCK1atYKqqio8PT1RUCB6bpa7uzuGDx+OwMBA6OrqokOHDtUekxBCiHSTFXcANRUZGQkTExOYmJjA1dUVPj4+WLp0KXg8HgDgxIkTcHZ2xuLFi7F3714UFRWJFCo15e/vj+DgYISHh0NBQQEFBQWwsbGBv78/1NTUcOLECbi5ucHIyAjdu3evUZv37t3D6dOnRQrRyqxbtw6rVq2Cnp4eRo0ahfnz50NeXr7G8aekpODvv/+GgYFBjff5FJ/PR2hoKEpKSiAjI4O4uDhoamoiLi4O33zzDbKzs3H37l3Y29tz+xw9ehR2dnYiU5IGBgaYOnUqFi5ciIEDB0JGpvz/Ge/evcPEiROxZcsWAEBwcDCcnJyQnp4OVVVVjB8/HqNHj0ZeXh5XBJ85cwbv37/HiBEjKox/woQJePXqFWJjYyEnJ4c5c+bgxYsXItvIyMhgy5YtMDAwQEZGBqZPnw4/Pz9s27YNvXr1wubNm7Fs2TKkpaUBQIUFOGMMw4cPh4qKCuLi4iAUCjF9+nS4uLggNjaW2+7+/fs4fPgwjh8/jpycHIwePRpBQUFYs2ZNpX0QExODQ4cOITk5Gb///nu59VFRUQgICMBPP/2EPn36YO/evdiyZQuMjIxEtjt//jzU1NQQHR0NxliFxyosLBQ5NSA3t3SqTyAQfPaotziUxdqQYq6IuPJgJYx7ruuxqS8kB+UgOeqSR33m3mAKv9DQULi6ugIABg4ciLy8PJw/fx6Ojo4AgDVr1mDMmDFYsWIFt4+lpWWtj+Pr61uuQJs3bx73tY+PD06fPo1Dhw5VW/j16tULSUlJKCwsxOTJk7Fy5coqt581axasra2hoaGBxMRELFy4EBkZGQgJCalyv23btiEkJAQCgQBFRUWQkZHBTz/9VE2mlbOzs8O7d+9w/fp1WFtbIz4+HvPmzeMKkD///BOtWrVCx44duX2OHDkiMs1bZsmSJQgPD8f+/fvh5uZWbr2Dg4PI6507d0JDQwNxcXEYPHgwBgwYABUVFfzxxx/c/r/88guGDBkCNTW1cu39888/OHfuHK5cuQJbW1sAQEhICNq3by+y3ccjhIaGhli1ahWmTZuGbdu2QV5eHurq6uDxeNDW1q70fTp37hxu3LiBjIwM6OnpAQD27t0LMzMzXLlyBV27dgUAlJSUICIigpuOdnNzw/nz5yst/F6/fg13d3fs27evwhyB0lFYDw8PfPfddwCA1atX49y5c+VG/VRUVBASElLlPw+BgYEiPzdlzp49+59Na9en6OhocYdQL/7rPLKfPwdalz5XNUpfG9QXkoNykByfk0d+fn69Hb9BFH5paWlITEzkCg9ZWVm4uLggLCyMK/ySk5Ph5eVV52OVFQtliouLERQUhMjISDx9+pQbHVFRUam2rcjISLx79w4pKSmYP38+NmzYAD8/v0q3nz17Nve1hYUFNDQ0MHLkSKxbtw4tWrSodL/x48dj8eLFyM3Nxbp166CmplbpaFhNqKuro0uXLtyImYyMDKZMmYKAgAC8e/cOsbGxIqN9ubm5iIuLw65du8q1paWlhXnz5mHZsmVwcXEpt/7FixdYtmwZYmJi8Pz5cxQXFyM/P587h1NOTg6jRo3iCsf379/jyJEj+OWXXyqMPS0tDbKysrC2tuaWGRsbQ0NDQ2S7P//8E2vXrsWdO3eQm5sLoVCIgoICvH//vkZ9CwCpqanQ09Pjij4AMDU1RbNmzZCamsoVfgYGBiLnIOro6JQbgfyYl5cXxo0bBzs7uyqPPXXqVJFlPXv2xJ9//imyzNzcvNoR44ULF2LOnDnc69zcXOjp6aF///6VFp6SSCAQIDo6Gv369YOcnJy4w/ls4srjt9tXkAVAu1UrODk51akt6gvJQTlIjrrkUTYTUx8aROEXGhoKoVCI1q1bc8sYY5CTk0NOTg40NDSgpKRUZRs8Hq/cVFdFQ6ef/tEPDg7Gpk2bsHnzZu6cMF9f3xqdKF9WEJiamqK4uBiTJ0/G3Llz0aRJk2r3BYAePXoAKJ0qrqrwU1dXh7GxMQBg3759MDMzQ2hoKDw9PWt0nIrw+XzExsZCXl4e9vb20NDQgJmZGf7++2/ExsaKjJidOnUKnTp1gr6+foVtzZkzB9u2bcO2bdvKrXN3d8fLly+xefNm6OvrQ0FBAT179hR5f8ePHw97e3u8ePEC0dHRUFRUFDmX8GOVTWd+vPzRo0dwcnLC1KlTsWrVKjRv3hwXLlyAp6dnrYbTGWPcqQZVLf/0B5zH46GkpKTSdmNiYnD06FFs2LCBa6+kpASysrL4+eef4eHhUeMYa1LEKigoQEFBodxyOTm5BvlLtqHG/an/Og+eDI97rq/jUl9IDspBcnxOHvWZt8Rf3CEUCrFnzx4EBwcjOTmZe6SkpEBfXx/79+8HUDpCdv78+Urb0dLSQlZWFvc6PT29RkOn8fHxGDZsGFxdXWFpaQkjIyOkp6fXOg/GSs+bqawwqcj166V30NfR0anxPnJycli0aBGWLFlSp6FhPp+P+Ph4xMTEcLdfsbe3x8GDB8ud33fkyBEMHTq00raaNm2KpUuXYs2aNeX+a4mPj8fMmTPh5OQEMzMzKCgo4NWrVyLb9OrVC3p6eoiMjMT+/fsxatSoSkexOnbsCKFQyL13QGnh/ObNG+711atXIRQKERwcjB49eqBDhw549uyZSDvy8vIoLi6u8j0yNTVFZmYmHj9+zC27c+cO3r59i06dOlW5b1UuXrwo8r2+cuVKqKqqIjk5Gd9++y0AoFOnTuVulfPpa0IIIeRTEl/4lZ0Q7+npic6dO4s8Ro4cidDQUABAQEAADhw4gICAAKSmpuLmzZtYv349146DgwO2bt2KpKQkXL16FVOnTq1RBW1sbIzo6GgkJCQgNTUVU6ZMQXZ2dpX77N+/H1FRUUhNTcWDBw9w6NAhLFy4EC4uLpCVLR1kTUxMRMeOHfH06VMApX/sN23ahOTkZGRkZCAqKgpTpkzB0KFD0bZt21q9Z+PGjQOPxys3wpaRkSFSUCQnJ3NXsn6q7Dy/Y8eOcYUfn8/Hvn37oKWlBVNTUwClhfmpU6cqPL/vY5MnT4a6unq5K6KNjY2xd+9epKam4vLlyxg/fny50Vsej4dx48Zhx44diI6O5s71rEjHjh3h6OiIyZMnIzExEdevX8fkyZOhpKTEjcK1a9cOQqEQP/74Ix48eIC9e/dix44dIu0YGBhw55G+evWqwiLa0dERFhYWGD9+PJKSkpCYmIgJEybA3t6+3CkDtdGpUyeR7/PWrVtDRkYGnTt35qasZ82ahbCwMISFheHu3bsICAjA7du3P/uYhBBCGgeJL/xCQ0Ph6OgIdXX1cutGjBiB5ORkJCUlgc/n49ChQzh69Ci6dOkCBwcHXL58mds2ODgYenp6sLOzw7hx4zBv3rwanbi+dOlSWFtbY8CAAeDz+dDW1sbw4cOr3EdWVhbr1q1Dt27dYGFhgeXLl2PGjBkiF2nk5+cjLS2Nm1pUUFBAZGQk+Hw+TE1NsWzZMnh5eVV765iKyMvLw9vbG+vXrxcp7ObMmQMrKyuRx9WrVytsQ11dHVZWVmjevDlX5PXp0wclJSUio31xcXFo2rQpbGxsqoxJTk4Oq1atKnfxQVhYGHJycmBlZQU3NzfMnDkTLVu2LLf/+PHjcefOHbRu3RpfffVVlcfas2cPWrVqBTs7O3z77bfw8vKCqqoqFBUVAQBdunTBxo0bsW7dOnTu3Bn79+9HYGCgSBu9evXC1KlT4eLiAi0tLZF/IsqU3SJIQ0MDdnZ2cHR0hJGRESIjI6uMrz64uLhg2bJl8Pf3h42NDR49eoRp06Z98eMS6dXe3EbkmRAinXisNnOPhHxi5syZEAqFFZ6/JymePHkCPT09nDt3Dn379hV3OBIvNzcX6urqePv2bYO7uOPkyZNwcnJq0OcBiSuPTXExCHs4Cx4GP2C2vUP1O1SB+kJyUA6Soy551Ofv5QZxcQeRXJ07d0bPnj3FHYaImJgY5OXlwdzcHFlZWfDz84OBgUGVV8kSQgghjQEVfqRO/svPra0pgUCARYsW4cGDB1BVVUWvXr2wf//+Bv2fIiFfmksXGwA//P8zIURaUeFHpM6AAQMwYMAAcYdBSIOiq65e5yleQojkk/iLOwghhBBCSP2gwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQgghpJGgwo8QQqTQB+EHnEm/hg/CD+IOhRAiQajwI4QQKfTHzeuYl+COw7euizsUQogEocKPEEKk0PPcAgBA9tsCMUdCCJEkVPgRIiUePnwIHo+H5ORkcYdCJMD7vFyRZ0IIAajwI7WQkJCAJk2aYODAgeIOpUppaWn4+uuv0apVKygqKsLIyAhLliyBQCCocj8DAwPweDyRx4IFC6rch8/nc9vKy8ujXbt2WLhwIQoLC0W24/F4OHz4cK1zYYxh0KBBn70/abzSb14TeSaEEACQFXcApOEICwuDj48PQkJCkJmZibZt237R4wkEAsjJydV6Pzk5OUyYMAHW1tZo1qwZUlJS4OXlhZKSEqxdu7bKfVeuXAkvLy/uddOmTas9npeXF1auXImioiJcuXIFkyZNAgAEBgbWOvZPbd68GTwer87tAKVFZHFxMWRl6ceeEEIaKxrxIzXy/v17REVFYdq0aRg8eDAiIiLKbXP06FHY2tpCUVERmpqacHZ25tZVNGLVrFkzrp2yacqoqCjw+XwoKipi3759eP36NcaOHYs2bdpAWVkZ5ubmOHDgQJWxGhkZYdKkSbC0tIS+vj6GDh2K8ePHIz4+vto8VVVVoa2tzT1qUvgpKytDW1sbbdu2xYgRI9CvXz+cPXu22v2qk5KSgo0bNyIsLKzC9YmJibCysoKioiJsbW1x/broSfyxsbHg8Xg4c+YMbG1toaCgUKP3gBBCiPSif/1JjURGRsLExAQmJiZwdXWFj48Pli5dyo1GnThxAs7Ozli8eDH27t2LoqIinDhxotbH8ff3R3BwMMLDw6GgoICCggLY2NjA398fampqOHHiBNzc3GBkZITu3bvXqM179+7h9OnTIoVoZdatW4dVq1ZBT08Po0aNwvz58yEvL1/j+FNSUvD333/DwMCgxvtUJD8/H2PHjsXWrVuhra1dbv379+8xePBgODg4YN++fcjIyMCsWbMqbMvPzw8bNmyAkZERmjVrVm59YWGhyNR0bm7pOWECgaDa6XFJUhZrQ4q5IvWVByth3PN//Z5QX0gOykFy1CWP+sydCj9SI6GhoXB1dQUADBw4EHl5eTh//jwcHR0BAGvWrMGYMWOwYsUKbh9LS8taH8fX17dcgTZv3jzuax8fH5w+fRqHDh2qtvDr1asXkpKSUFhYiMmTJ2PlypVVbj9r1ixYW1tDQ0MDiYmJWLhwITIyMhASElLlftu2bUNISAgEAgGKioogIyODn376qZpMqzZ79mz06tULw4YNq3D9/v37UVxcjLCwMCgrK8PMzAxPnjzBtGnTym27cuVK9OvXr9JjBQYGivRbmbNnz0JZWfnzkxCT6OhocYdQL+qaR/bz50Dr0ueTJ0/WU1S1Q30hOSgHyfE5eeTn59fb8anwI9VKS0tDYmIifv/9dwCArKwsXFxcEBYWxhV+ycnJIufGfS5bW1uR18XFxQgKCkJkZCSePn3KjU6pqKhU21ZkZCTevXuHlJQUzJ8/Hxs2bICfn1+l28+ePZv72sLCAhoaGhg5ciTWrVuHFi1aVLrf+PHjsXjxYuTm5mLdunVQU1PDiBEjapBtxY4ePYqYmJhyU7cfS01NhaWlpUhh1rNnzwq3/fQ9/dTChQsxZ84c7nVubi709PTQv39/qKmp1TJ68REIBIiOjka/fv0+69xQSVFfefx2+wqyAGi3agUnJ6f6C7AGqC8kB+UgOeqSR9lMTH2gwo9UKzQ0FEKhEK1bt+aWMcYgJyeHnJwcaGhoQElJqco2eDweGGMiyyoauv60oAsODsamTZuwefNmmJubQ0VFBb6+vigqKqo2bj09PQCAqakpiouLMXnyZMydOxdNmjSpdl8A6NGjB4DSqeKqCj91dXUYGxsDAPbt2wczMzOEhobC09OzRsf5VExMDO7fv19uWnbEiBHo06cPYmNjy72XVamuSFZQUICCgkK55XJycg3yl2xDjftTdc2DJ8PjnsX1flBfSA7KQXJ8Th71mTdd3EGqJBQKsWfPHgQHByM5OZl7pKSkQF9fH/v37wdQOkJ2/vz5StvR0tJCVlYW9zo9Pb1GQ9fx8fEYNmwYXF1dYWlpCSMjI6Snp9c6D8ZKz3OqTcFUNuKmo6NT433k5OSwaNEiLFmy5LOH5hcsWIAbN26IvN8AsGnTJoSHhwMoLWZTUlLw4cP/Po7r0qVLn3U8QgghjQcVfqRKx48fR05ODjw9PdG5c2eRx8iRIxEaGgoACAgIwIEDBxAQEIDU1FTcvHkT69ev59pxcHDA1q1bkZSUhKtXr2Lq1Kk1+g/G2NgY0dHRSEhIQGpqKqZMmYLs7Owq99m/fz+ioqKQmpqKBw8e4NChQ1i4cCFcXFy4W5kkJiaiY8eOePr0KQDg4sWL2LRpE5KTk5GRkYGoqChMmTIFQ4cOrfVta8aNGwcej4dt27aJLM/IyBAp5pKTk5GXl1duf21t7XLvNQC0bdsWhoaG3DFkZGTg6emJO3fu4OTJk9iwYUOt4iTSrb25jcgzIYQAVPiRaoSGhsLR0RHq6url1o0YMQLJyclISkoCn8/HoUOHcPToUXTp0gUODg64fPkyt21wcDD09PRgZ2eHcePGYd68eTW6cGDp0qWwtrbGgAEDwOfzoa2tjeHDh1e5j6ysLNatW4du3brBwsICy5cvx4wZM0Qu0sjPz0daWho33aygoIDIyEjw+XyYmppi2bJl8PLyqvbWMRWRl5eHt7c31q9fL1LYzZkzB1ZWViKPq1ev1rp9oPT+gseOHcOdO3dgZWWFxYsXY926dZ/VFpFOKk3VRJ4JIQSgc/xINY4dO1bpOmtra5GpU2dn50pvmaKrq4szZ86ILHvz5g33tYGBQYXTsM2bN6/1J1a4uLjAxcWlym34fL7I8aytrT9rqjQ2NrbC5YsWLcKiRYu417WZYq5IRfv36NGj3MezfbzdpzkSQgghNOJHCCGEENJI0IgfIYRIIZcuNgB++P9nQggpRYUfIYRIIV11dcy2dxB3GIQQCUNTvYQQQgghjQQVfoQQQgghjQRN9RJCRJRdCVyfHxH0XxAIBMjPz0dubm6Dvru/NOQhDTkA0pEH5SA56pJH2e/j+rhTAxV+hBAR7969A/C/j7wjhBAiGd69e1fhfXVrg8foRl+EkI+UlJTg2bNnUFVVBY/HE3c4NZabmws9PT08fvwYamoN96bF0pCHNOQASEcelIPkqEsejDG8e/cOurq6kJGp21l6NOJHCBEhIyODNm3aiDuMz6amptag/ziUkYY8pCEHQDryoBwkx+fmUdeRvjJ0cQchhBBCSCNBhR8hhBBCSCNBhR8hRCooKCggICAACgoK4g6lTqQhD2nIAZCOPCgHySEpedDFHYQQQgghjQSN+BFCCCGENBJU+BFCCCGENBJU+BFCCCGENBJU+BFCCCGENBJU+BFCCCGENBJU+BFCCCGENBJU+BFCSANHd+WSHNQXkkMa+uJL5ECf1UsIadQYY+DxeOIOo1ZevHiBx48fo6SkBObm5lBUVBR3SHXWEPsBoL6QJNLQF/9FDnQDZ0JIo/HgwQMcOXIEjDG0adMGo0ePFndItXbjxg2MGDECQqEQAoEAKioq2LFjB3r06AElJSVxh1cj0tAPAPWFJJGGvvjPcmCEENII3Lx5k2loaLA+ffowCwsLpqKiwoYNG8Zu3bol7tBqLCsrixkYGLCFCxey1NRUlpiYyFxcXFjTpk3Zjh07WG5urrhDrJY09ANj1BeSRBr64r/MgQo/QojUy8vLY3Z2dmzGjBmMMcZyc3PZ9evXmb6+PuvZsye7cuWKmCOsmaSkJGZiYsLS0tJEls+ZM4epqKiwPXv2MMYYKykpEUd41ZKWfmCM+kKSNPS+YOy/zYEu7iCESD05OTm8f/8etra2AAAVFRV06dIFV69exYsXLzB37lz8+++/ACT7hPDXr1/j0aNHaNq0KQCgoKAAABAcHAx3d3d4e3vjyZMnEnt+lrT0A0B9IUkael8A/20OVPgRQqReSUkJXr9+jX/++QcAICMjg6KiImhqauKvv/7CrVu3sGrVKgCQyD8OZX94+/bti44dO8Lb2xslJSVQVFREUVERAGDr1q0wNTXF2rVrRfaRJA29HwDqC0kiDX0hjhyo8COESD1FRUXMmzcP+/btw2+//QYAkJeXR2FhIXR1dbF27VpER0cjKytLov4wvH//HsXFxXj37h23bO7cucjIyIC/vz8YY5CXl4dQKAQAGBoa4s2bNwAk8491Q+0HgPpCkkhDX4gzByr8CCFSJzs7G0lJSfjrr79QUlICABg8eDD69OmDjRs34vjx4wAABQUFAICamhoEAgGUlJQk5g/DrVu3MHToUPTs2RO9evXCjh078O7dO4waNQpDhw5FTEwMfHx8AACysrLcs7KyMoqLiyXij7U09ANAfUF9Ub/EnQPdx48QIlVu3LgBZ2dnAEBubi40NTXx/fffY9CgQfDz88OKFSuwfPlyvHz5EpMmTcKHDx9w48YNNG/eXGL+wD148AB2dnZwc3ND+/btkZ2dDV9fX/z9999YvHgxFi5cCGVlZezduxdmZmYYOHAgnj17hmPHjuHy5cto0qSJuFOQin4AqC+oL6QwhzpfHkIIIRIiOzubtWvXji1atIjduXOH3b17l3377bdMT0+PbdiwgQkEAnbz5k3m4+PD5OXlWceOHVnXrl1Z8+bNWVJSkrjD5wQHB7OvvvpKZNmZM2dY+/btmYuLC8vIyGBFRUXs6tWrzN3dnQ0ZMoS5ubmxmzdviiliUdLSD4xRX0iSht4XjElGDlT4EUKkRlJSEmvXrh27c+eOyPJZs2axdu3ase3btzPGSm9lce3aNRYUFMTCwsLYvXv3xBFupVauXMm6du3KiouLmVAoZEKhkDHG2NmzZ5muri6bNWtWuX2Ki4v/4ygrJy39wBj1hSRp6H3BmGTkQIUfIURq/Pnnn6x58+bs7t27jDHG3r9/z62bPHky09HRYffv3xdXeDUWFRXFmjRpwt1LTSAQcPfvioqKYjIyMiwhIUFkH0m6R5m09ANj1BeSpKH3BWOSkQMVfoQQqVFcXMxMTU3ZsGHDuGUFBQXc11ZWVmzSpEliiKz2Ro4cyTp06MBSU1MZY4wVFhYyxhgrKipipqambOvWreIMr0rS1A+MUV9IkobcF2XEnQNd1UsIabDev38PgUCADx8+ACi9F9n69euRlJSEmTNnAii9SrHsfli2trZ4//692OKtyN27dzF37lx4eHhg1apVyMjIAAAsWLAAenp6cHV1xT///AN5eXkApbdyUFJSkqjPH5WGfgCoLySJNPSFpOZAhR8hpEG6desWnJyc8NVXX8HMzAw//fQTHj16hEGDBsHX1xenTp3C5MmTAYD7xZqfnw8lJSWJua3DnTt30LVrV6SlpaGgoABbtmyBq6srwsPDYWNjg+XLl6NFixbo1asXwsLC8Ouvv2Lp0qXIyMgAn88Xd/gApKMfAOoL6ov6JdE5fNHxREII+QIePHjANDQ0mLe3N4uIiGALFy5krVu3ZmPGjGHXrl1jAoGAbd++neno6LAuXbowLy8vNm7cOKaioiIxH0BfWFjIxowZwzw9PbllL1++ZKNGjWJdu3ZlP/30E2OMsczMTDZ//nymq6vLTE1NWdeuXSXmaktp6AfGqC+oL+qXpOdAhR8hpMHZuHEj69Onj8iy33//nfXq1YsNHz6cu/XB/fv3mbu7Oxs5ciRzd3eXqD9wjDE2cOBANn36dMYY467ue/36NZswYQLr0aMHO3nyJLft48ePWU5ODsvJyRFHqBWSln5gjPpCkjT0vmBMsnOgwo8Q0uBs2LCBmZubs9zcXJFbHRw/fpzZ2Ngwb29vkasXGfvfL19JUFxczIqKipizs7PISfdFRUWMMcZevXrFevXqxQYNGsStk7SrExlr+P3AGPWFJJGGvmgIOVDhRwhpcA4ePMgUFRXZ1atXGWP/uyqOMcZ2797N5OTkuHVlJO0PBGOMJSQkMB6PxzZu3MgtK8vl+vXrTEFBgV27dk1c4VVLWvqBMeoLSdLQ+4Ixyc6BCj9CSIM0dOhQpqenx54/f84YE71FhampKVu3bp24QqvQo0eP2PHjx9muXbvY06dPWW5uLmOMsTVr1jBZWdlyt3C4du0aMzExkcgb6X6sofUDY9QXkkQa+qKh5UCf1UsIkWhpaWnYuXMnnj17hi5dusDR0RG2trbYtGkTxo0bhx49eiAuLg56enoAgIKCAqioqEBTU1PMkf/PjRs30L9/f+jq6iIjIwMrV66Ei4sLZs2ahQULFiA/Px+zZs3C06dP4eHhATU1Nfz+++8oLi6GqqqquMMHIB39AFBfSBJp6IsGmYNYyk1CCKmB27dvM3V1dTZ48GDm6urKtLW1We/evdnmzZsZY4zdunWL9enTh6mrq7Nt27axffv2MX9/f9a8eXOJGRHIyclhNjY2bP78+ezff/9ljDG2YsUK1rt3bzZs2DD26NEjxhhj4eHhTF1dnbVp04Z16NCBtW7dWmKms6ShHxijvqC+qF8NNQcq/AghEqmoqIhNmDBB5JYIjx49YlOnTmVdunRhQUFBjLHSj6Dy9fVlHTt2ZCYmJqxnz54Sc1sHxkpj1tfXZ2fOnBFZvnv3btanTx82btw4lp2dzRhj7MmTJ+zUqVPszJkz7PHjx+IItxxp6QfGGn5fFBYWUl9ISF8w1nBzoMKPECKx+vXrxzw8PBhj/zsR/dmzZ8zX15d169aN7d+/n9v26dOnLCcnh71580YssVYmMzOTdezYkYWHhzPGSj+bs8zOnTuZubk52717t5iiqxlp6AfGSm+b0dD7wtHRkfpCQmRmZjITE5MGlwOPMQm5VTchhHykqKgIU6dORU5ODg4cOAAFBQUwxiAjI4PMzExMnToVcnJyOHLkCACAMQYejyfmqEtlZWUhJycHpqamAIAhQ4bgyZMn+PPPP9GsWTMIhULIypaeYj1q1Cg8ffoUCQkJ4gy5nOLiYjRp0gSFhYWYNm0a3rx5g19++aVB9QNQ+skUcnJykJOTAwAMGzYMmZmZDaovnjx5guzsbNja2sLDw6PB9sWnGuLPRUlJCYDSj8IDABcXF9y5cwfx8fENJgca8SOESIzXr1+z1NRUdvfuXcYYYxcvXmRNmjRhP/zwA7dN2T3KEhMTGY/HY9evXxdHqJV68uQJa9GiBfv222/ZxYsXGWOld+03MDBg/fr1E7nNBmOM7dq1i/Xo0aPccnG6du0a69OnD8vLy2OMMRYbG9vg+oExxm7evMmGDh3K/vrrLy6Xly9fMkNDwwbTF7du3WJ6enpszpw5jDHGzp07x2RkZBpcXzx+/JgdPHiQ/frrr9y0c0Pri9u3bzM3Nzfm4ODAJk2axE6ePMlevHjBLC0tGZ/PbxA5MMYYfVYvIUQi3Lp1C46Ojhg9ejTMzMywYsUK9OjRA0FBQZg9ezZ27doF4H//aTdt2hSmpqZQVlYWZ9jl3L17F2/fvsXbt2+xfft2XLlyBZqamjhw4ABu3boFBwcH7vM7ASAxMRGqqqoS8zmpKSkpsLOzQ9euXaGiogLGGOzt7REYGIjZs2fj559/BiD5/XD79m3Y2dmhTZs2MDIygoqKCgBAU1MTv/zyC27fvo3+/ftLfF9069YNsrKy2L9/P7KystC3b1+sW7cOs2fPRkhICADJ74ubN2+id+/e2LBhA2bMmIHly5cjPT2d64vU1FSJ74t//vkHvXv3hry8PL755hs8fvwY06dPx5o1a7Bt2za8fPlS4n+2OWItOwkhhJX+J92iRQs2b948dvv2bbZhwwbG4/FYZmYmEwgEbPny5YzH47GFCxeyq1evspcvX7IFCxYwIyMj7uRpSfH69Ws2dOhQtnPnTmZtbc3GjRvH7ty5wxhjLCUlhfXu3ZsZGRkxW1tbNmTIEKaqqsqSk5PFHHWplJQUpqKiwubPny+y/MOHD4wxxoKCgpiMjIzE90NeXh7r378/mzZtGrcsNTWVXb9+nT158oQxVjqSZmpqytq1ayeRfZGcnMyUlJTYokWL2MuXL5mZmRlbtWoVKykpYXl5eWzFihWMx+OxxYsXS3RfPHz4kLVu3ZotWLCA5eXlsZMnTzJtbW2WmJjIbSPpfVFQUMDGjx/PZs6cyS3Lz89nFhYWjMfjsbFjx7IbN26w7t27M0NDQ4nM4WN0jh8hRKxevXqFESNGwMrKCps3bwZQem7SoEGDEBAQAGVlZWhoaCAlJQVTpkwBYwzNmjXDu3fvcOzYMVhZWYk3gY8UFxfj33//Re/evRETE4PExEQEBgbC0tISd+7cgbGxMXbv3o0ff/wRz549g5KSElxcXGBiYiLu0JGdnQ0rKytYWlri9OnTKC4uxuzZs3H37l2kp6dj0qRJGDRoEJ48eYJp06YBANTV1SWyHwoLC+Ho6IgtW7bAwsIC33zzDf7991/8888/MDU1hZeXFzw9PQEAW7duxdOnTyWqL27cuIFu3bph7ty5WLNmDUpKSuDi4oKHDx/iypUrAErPNdu/fz/8/PwgIyMDNTU1ieyLnTt34uDBg4iJieHON/zmm28wbNgwKCgoQF9fH3w+HwAk8ueijKOjI/r06YOAgAAUFBRAUVER/v7+uHfvHh49egQPDw9Mnz4dP/30E548eSKROZShGzgTQsSKx+Nh4MCBGDlyJLds9erVOHv2LLKzs/Hvv/+iU6dO2L59O65du4b09HQUFhbC1NQUrVu3FmPk5cnIyEBLSwtdu3bFrVu38O2330JBQQETJ05EQUEBJk2aBADw8fERc6QV69mzJx4/fowjR45gx44dEAqF6NatGzp37oyoqCikpKQgLCwMly5dwsOHDyW2H968eYO0tDS8evUK8+fPBwDs2rULWVlZiImJwZIlS6CsrIyxY8fC29tbzNGWV1hYCD8/P6xcuRIlJSWQkZHB6tWr0b17d2zbtg3Tp0+HjIwM3Nzc0KdPH2RmZkpsXzDGkJmZieTkZFhZWWHNmjU4deoUioqK8ObNG2RmZmL16tXw8vKSyJ8Lxhg+fPiAoqIi3L9/H0KhEIqKinj69CkiIyMREBCAmJgYHDx4ENOnT8eMGTPEHXL1xDncSAghjDHuI44YY+zAgQOMx+OxgwcPstevX7PY2Fhma2vLli1bJsYIa2fChAlswYIFjDHGPD09mYaGBjM1NWUeHh7cBR+MSd5npT579oxNmDCBKSoqsn79+rHXr19z6/744w+mpaXFDhw4IMYIa6akpISNGTOGeXt7s8GDB7PTp09z6x4/fsxcXV3Z1KlTmUAg4C6MkLS++FhJSQl78+YNGz58OBs9ejQTCARMKBRysUuyBw8esF69ejFjY2M2YsQIxuPx2OHDh1lJSQl7/vw5mzlzJuPz+ezly5cS3RcXLlxgMjIyzM7Ojrm5uTEVFRX23XffMcZKLyJq2rQpS01NZUKhkDEmmTmUoYs7CCFi9/FHF/Xs2RNXr16Fi4sLmjdvDnt7e+jo6OD69etijLBm2P+fOePg4AB5eXlMnz4dJ0+exLVr17B69WrExcVh9+7dKCwsBACJu9WGjo4OAgMDMWfOHCxatAjNmzfnbl8xfPhwaGlp4cKFC2KOsno8Hg9z585FeHg4Tpw4gaKiIm5dmzZt0KpVK9y5cwdNmjThLoyQtL74GI/Hg7q6Otzc3HDo0CFcvnxZJHZJZmhoiP379yMwMBDm5uYYMWIEhg0bBh6Ph5YtW0JXVxc5OTlo2rSpRPfFV199hUuXLqFt27ZQUFDA+vXruQvOHjx4AD09Pejo6KBJkyYAJDOHMjTVSwiRKPr6+tDX1wdQWkgVFRWhadOm6Ny5s5gjq17ZL3tDQ0NMmjQJrVq1wvHjx2FoaAhDQ0PweDxYWlpCQUFBzJFWTldXF35+flBSUgJQOn3NGMObN2/QokUL2NjYiDnCmrG1tcWpU6dgb2+Pn3/+GUZGRjAzMwMACAQCdOjQAUKhkLu/X0MwePBg9OvXD9u3b4e1tTXXR5LOwMAABgYGePPmDa5cuYKioiLIy8sDAJ4/fw4DAwMUFxeLOcrqde3aFXv27ClX1MXHx6NVq1YSXex9jC7uIIRItGXLlmH37t04d+4c2rdvL+5wakQgEGDv3r2wtbWFhYWFxN9ItyaWLVuGAwcOIDo6GgYGBuIOp8b++usvjB07Fm3atIG5uTmKiopw9OhRXLhwoUH8M/GpoKAgBAYGIi0tDdra2uIOp1bu3LmDXr16YfHixdDW1satW7fw888/46+//oK5ubm4w6u1mzdvYseOHdi3bx/++usvWFpaijukGqERP0KIRPr1118RGxuLgwcPIjo6usEUfQAgJycHd3d3iZ66qqmDBw8iNjYWUVFROH/+fIMq+gDAzs4OMTEx2LdvHy5duoT27ds3yKKv7J+HKVOm4Ndff+XuFdeQmJqa4o8//oCXlxdkZGTQunVrxMXFNciir7CwEPfu3cO///6L+Ph4WFhYiDukGqMRP0KIRLp9+zZWrlyJgIAA7qPPyH/vxo0bWLRoEdatW8dNlTZUn37cVkPEGEN+fj53Q+qG6N9//4VAIICCggKaNWsm7nA+W2FhIYRCYYPrCyr8CCESSyAQNKhzsKTVx+dkEUIaNir8CCGEEEIaiYY73k0IIYQQQmqFCj9CCCGEkEaCCj9CCCGEkEaCCj9CCCGEkEaCCj9CCCGEkEaCCj9CCCENHo/Hw+HDhwEADx8+BI/HQ3Jycr0fx8DAAJs3b673dgn5r1DhRwghpM7c3d3B4/HA4/EgKyuLtm3bYtq0acjJyalxG3Up2LKysjBo0KAab8/n87l4FRQU0KFDB6xdu7baz4y9cuUKJk+eXOv4CJEUVPgRQgipFwMHDkRWVhYePnyIkJAQHDt2DNOnT/9Pjq2trQ0FBYVa7ePl5YWsrCykpaVh5syZWLJkCTZs2FDhtkVFRQAALS0tKCsr1zleQsSFCj9CCCH1QkFBAdra2mjTpg369+8PFxcXnD17VmSb8PBwdOrUCYqKiujYsSO2bdvGrTM0NAQAWFlZgcfjgc/nAygdZevXrx80NTWhrq4Oe3t7JCUlibT78VRvTSkrK0NbWxsGBgbw9vZG3759uTbc3d0xfPhwBAYGQldXFx06dABQfqr3zZs3mDx5Mlq1agVFRUV07twZx48f59YnJCTAzs4OSkpK0NPTw8yZM/H+/ftaxUlIfZIVdwCEEEKkz4MHD3D69GmRj9zbtWsXAgICsHXrVlhZWeH69evw8vKCiooKJk6ciMTERHTr1g3nzp2DmZkZ9zFx7969w8SJE7FlyxYAQHBwMJycnJCeng5VVdV6i1lJSUlkavr8+fNQU1NDdHQ0KvqQq5KSEgwaNAjv3r3Dvn370K5dO9y5cwdNmjQBANy8eRMDBgzAqlWrEBoaipcvX8Lb2xve3t4IDw+vt7gJqQ0q/AghhNSL48ePo2nTpiguLkZBQQEAYOPGjdz6VatWITg4GM7OzgBKR/ju3LmDnTt3YuLEidDS0gIAtGjRAtra2tx+Dg4OIsfZuXMnNDQ0EBcXh8GDB9c57pKSEpw9exZnzpyBr68vt1xFRQUhISGVfk7xuXPnkJiYiNTUVG5E0MjIiFv//fffY9y4cVyb7du3x5YtW2Bvb4/t27dDUVGxzrETUltU+BFCCKkXX3/9NbZv3478/HyEhITg7t278PHxAQC8fPkSjx8/hqenJ7y8vLh9hEIh1NXVq2z3xYsXWLZsGWJiYvD8+XMUFxcjPz8fmZmZdYp327ZtCAkJ4c7fc3NzQ0BAALfe3Ny80qIPAJKTk9GmTRuu6PvUtWvXcO/ePezfv59bxhhDSUkJMjIy0KlTpzrFT8jnoMKPEEJIvVBRUYGxsTEAYMuWLfj666+xYsUKrFq1CiUlJQBKp3u7d+8usl/Z1Ghl3N3d8fLlS2zevBn6+vpQUFBAz549uYLtc40fPx6LFy+GgoICdHV1y8WhoqJS5f5KSkpVri8pKcGUKVMwc+bMcuvatm1b+4AJqQdU+BFCCPkiAgICMGjQIEybNg26urpo3bo1Hjx4gPHjx1e4fdno2qe3VImPj8e2bdvg5OQEAHj8+DFevXpV5/jU1dW5QvVzWFhY4MmTJ7h7926Fo37W1ta4fft2nY5BSH2jq3oJIYR8EXw+H2ZmZli7di0AYPny5QgMDMQPP/yAu3fv4ubNmwgPD+fOA2zZsiWUlJRw+vRpPH/+HG/fvgUAGBsbY+/evUhNTcXly5cxfvz4akfb/gv29vaws7PDiBEjEB0djYyMDJw6dQqnT58GAPj7++PixYuYMWMGkpOTkZ6ejqNHj3LT34SIAxV+hBBCvpg5c+Zg165dePz4Mb777juEhIQgIiIC5ubmsLe3R0REBHcbF1lZWWzZsgU7d+6Erq4uhg0bBgAICwtDTk4OrKys4ObmhpkzZ6Jly5biTIvz22+/oWvXrhg7dixMTU3h5+fHjVhaWFggLi4O6enp6NOnD6ysrLB06VLo6OiIOWrSmPFYRdeoE0IIIYQQqUMjfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjQQVfoQQQgghjcT/AfKD02cvL3OrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Stub section\n",
    "def plot(data: pd.DataFrame):\n",
    "    plt.figure(figsize=(10, 6))  # Adjust figure size if needed\n",
    "    data.boxplot(column='retail_price', by='name', vert=False)\n",
    "    plt.xlabel('Retail Price')\n",
    "    plt.title('Variation in Retail Prices Across Different Car Models', wrap=True)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    return plt\n",
    "\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars.csv'))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Stub section\n",
    "def plot(data: pd.DataFrame):\n",
    "    plt.figure(figsize=(8, 6))  # Adjust figure size if needed\n",
    "    car_type_counts = data['type'].value_counts()\n",
    "    car_type_counts.plot(kind='bar', color='skyblue')\n",
    "    plt.xlabel('Car Type')\n",
    "    plt.ylabel('Count')\n",
    "    plt.title('Distribution of Car Types in the Dataset', wrap=True)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    return plt\n",
    "\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars_half.csv'))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "boxplot() got an unexpected keyword argument 'y'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb Cell 8\u001b[0m line \u001b[0;36m3\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=28'>29</a>\u001b[0m     plt\u001b[39m.\u001b[39msavefig(\u001b[39m'\u001b[39m\u001b[39m/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/plot.png\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=30'>31</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m plt\n\u001b[0;32m---> <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=31'>32</a>\u001b[0m chart \u001b[39m=\u001b[39m plot(pd\u001b[39m.\u001b[39mread_csv(\u001b[39m'\u001b[39m\u001b[39m/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars.csv\u001b[39m\u001b[39m'\u001b[39m))\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=32'>33</a>\u001b[0m plt\u001b[39m.\u001b[39mshow()\n",
      "\u001b[1;32m/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb Cell 8\u001b[0m line \u001b[0;36m9\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m median_price \u001b[39m=\u001b[39m data\u001b[39m.\u001b[39mgroupby(\u001b[39m'\u001b[39m\u001b[39mcyl\u001b[39m\u001b[39m'\u001b[39m)[\u001b[39m'\u001b[39m\u001b[39mretail_price\u001b[39m\u001b[39m'\u001b[39m]\u001b[39m.\u001b[39mmedian()\u001b[39m.\u001b[39mreset_index()\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m \u001b[39m# Create a box plot of retail price by number of cylinders\u001b[39;00m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m plt\u001b[39m.\u001b[39mboxplot(data\u001b[39m=\u001b[39mdata, x\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mcyl\u001b[39m\u001b[39m'\u001b[39m, y\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mretail_price\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m \u001b[39m# Add a horizontal line for the median retail price\u001b[39;00m\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/preethi/projects/evadb-viz-generation/example-viz-scripts.ipynb#X11sZmlsZQ%3D%3D?line=11'>12</a>\u001b[0m \u001b[39mfor\u001b[39;00m i, row \u001b[39min\u001b[39;00m median_price\u001b[39m.\u001b[39miterrows():\n",
      "\u001b[0;31mTypeError\u001b[0m: boxplot() got an unexpected keyword argument 'y'"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "def plot(data: pd.DataFrame):\n",
    "    # Group the data by number of cylinders and calculate the median retail price for each group\n",
    "    median_price = data.groupby('cyl')['retail_price'].median().reset_index()\n",
    "\n",
    "    # Create a box plot of retail price by number of cylinders\n",
    "    plt.boxplot(data=data, x='cyl', y='retail_price')\n",
    "\n",
    "    # Add a horizontal line for the median retail price\n",
    "    for i, row in median_price.iterrows():\n",
    "        plt.axhline(y=row['retail_price'], color='red', linestyle='--', label=f'Median Price: {row[\"retail_price\"]:.2f}')\n",
    "\n",
    "    # Set the x-axis label and tick labels\n",
    "    plt.xlabel('Number of Cylinders')\n",
    "    plt.xticks(ticks=median_price.index, labels=median_price['cyl'])\n",
    "\n",
    "    # Set the y-axis label\n",
    "    plt.ylabel('Retail Price')\n",
    "\n",
    "    # Add a legend\n",
    "    plt.legend()\n",
    "\n",
    "    # Set the title\n",
    "    plt.title('How does the retail price vary based on the number of cylinders?', wrap=True)\n",
    "\n",
    "    # Save the plot as an image\n",
    "    plt.savefig('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/plot.png')\n",
    "\n",
    "    return plt\n",
    "chart = plot(pd.read_csv('/home/preethi/projects/evadb-viz-generation/viz-cars-data/data/cars.csv'))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}