exp.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models.prediction import PredModel\n",
    "from data import get_loader\n",
    "\n",
    "from tqdm import tqdm\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "metadata": {},
     "execution_count": 18
    }
   ],
   "source": [
    "from models.prediction import PredModel\n",
    "# model = PredModel(2, 3, 20, batch_size=1, hidden_dim=900)\n",
    "fil = '/Users/ishaan/code/descript-research-test/model.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga.pt'\n",
    "# fil = '/Users/ishaan/code/descript-research-test/beluga/128_0.0001_adam.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/128_0.001_Adam_weird_sig.pt'\n",
    "# fil = '/Users/ishaan/code/descript-research-test/beluga/128_0.001_Adam_weird_sig_shuffle.pt'\n",
    "\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/overfit.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/overfit_300.pt'\n",
    "# fil = '/Users/ishaan/code/descript-research-test/beluga/overfit_3.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/64_0.0001_1615667362.633599.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/1_overfit.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/64_0.0001_1_400.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/const.pt'\n",
    "fil = '/Users/ishaan/code/descript-research-test/beluga/64_0.0001_1615692736.471937.pt'\n",
    "# fil = '/Users/ishaan/code/descript-research-test/beluga/64_0.0001_Adam_weird_sig_shuffle.pt'\n",
    "model = PredModel(2, 3, 20, batch_size=1, hidden_dim=400)\n",
    "model = PredModel(2, 1, 20, batch_size=1, hidden_dim=900)\n",
    "state = torch.load(open(fil, \"rb\"), map_location=torch.device(\"cpu\"))[\"model\"]\n",
    "model.load_state_dict(state)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.path.insert(0,'..')\n",
    "from utils import plot_stroke\n",
    "loader, dataset = get_loader(\"data/strokes-py3.npy\", 128)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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a3N3d8dtvv2mgOvpRgQIF8P37dwBA8+bNcfDgQZiYmPzyeXK5XBzr6+urrT5Vi4uLw/v37yVzCR+/ut29e1ccN2vWTOXXnzBhgtif1NraGr17907R85QDT3Z4ql/GensAERERERERERERJSswMBAxMTHaLoOIVCg0NBQDBgxA165dJWFnoUKF0KdPH2zbtg2enp5wdnaGtbW1WJ74y5cvsLOzw59//inCGtIcZ2dncfzy5UsYGhqm6HnKgWdG6vD8+PEjYmNjJXPaCDxr1Kih0ms/e/YMu3fvFuOlS5em+OtiaWkpjn19fVVaFyWWcX5aiIiIiIiIiIiIKFkTJ05EoUKFYGFhgStXrmi7HCJSgeDgYDRo0AAbN24Uc8WKFcPRo0fx/v17eHp6olevXujTpw9WrVqFmzdv4sKFC7CwsBDn//333/jtt98QGRmpjQ8hyxo8eLDYl/P169fYsmVLip6XUQPPH7s7Ac0saRsdHY3Hjx+LcfXq1VV6/YULF0KhUACIXy63YcOGKX5u+fLlcfToUTx79gz37t1TaV2UWMb5aSEiIiIiIiIiIlISEBAgeWE4K/P19cW8efMAxH9eXF1dtVwRkW6Ji4tDWFhYhup0jIyMROfOnfHo0SMx16NHDzx8+BDt2rVLNgxr1KgR7t+/j+7du4u5Y8eOoWvXrgw9NShnzpwYM2aMGLu5uaWoA195GdsfOyZ12efPnxPNaaLD88mTJ+LzWqpUKeTNm1dl13737h22bt0qxhMmTEjV842NjdGuXTuUL18eRkZGKquLksbAk4iIiIiIiIiIMpSQkBBMnDgRpUuXxo4dO7Rdjk549eqVZHz58mV8/fpVS9UQaU9YWBiOHz+OUaNGoUqVKjAxMYGBgQEMDAxgYmICY2NjFChQANWqVUObNm0wYMAAbNmyBSEhIdouXSIuLg69e/fG5cuXxZy7uzt27NiBfPny/fL5efPmxa5duzBlyhQxd+LECXTp0oWhpwYNGTIEBQoUAAD4+fnB09Pzl8/JkSOHOI6IiFBbbaqmrcDzxYsX4rhq1aoqvfbSpUtFmFq/fv1UdXeS5jHwJCIiIiIiIiKiDGXFihWYN28eIiIiMGXKlAzVsaUuxYsXl4zj4uJw7tw5LVVDpHlfvnxBv379kD9/frRr1w7Lli3D48ePERYWhri4OMm5nz9/xsOHD3Hy5Els3LgRffv2hZmZGTp06ABPT0+deLOAi4sL9u3bJ8aLFi3CgAEDUnUNmUyGmTNnYtq0aWLu5MmT6Nu3r6rKpF8wMTHB6NGjxXjOnDm/7PLMnj27OA4PD1dbbaoWFBSUaE4TS9p+/PhRHBctWlRl1/3y5QvWr18vxuPHj1fZtUk9GHgSEREREREREVGGMmLECJiamgKI75gZOHBghnpRWB3Mzc0Tzd28eVMLlWQ9CoUCQUFBePHiBW7cuIGTJ09i165dOHDgAD59+qTt8rKEf//9F1WrVsXmzZsRHR2d5DkymQzZs2dPdhnYmJgYHD16FI6OjihWrBimTZuGb9++qbPsZJ08eRIrVqwQ45EjR8LFxSXN15s+fbok9Ny9ezf3+dUgZ2dn5M+fH0B8N/62bdt+er5yh2dG+rtNWx2eyoFn4cKFVXbd1atXi/orVaqEDh06qOzapB4MPImIiIiIiIiIKEPJkycPJk2aJMbbtm1DjRo1cO3aNS1WpV3GxsaJ5m7duqWFSrKG6OhonD59Gs7OzjA3N0fBggVRvnx51K1bF23atEGPHj3w22+/wczMDDVr1oSrqyvev3+v7bIzpe3bt6NFixZ49+6dmKtSpQpcXFxw4sQJfPnyBdHR0YiLi0N4eDiio6Px4cMH3L59G0eOHMG8efNgbW0tuWZYWBhmzpyJMmXKYPXq1Snad1FVYmJiMHLkSDHu2rUrFi9eDJlMlq7rTp8+HX/88YcYu7q6QqFQpOualDK5cuVK1OX5s705lTs8IyIiMszXSVuBZ0BAgDguVKiQSq757ds3LFmyRIzHjx+f7JslSHfwK0RERERERERERBmOs7MzunTpIsYvXrxAgwYN4Obmpr2itCipZX1v376dYV4ozwhiY2Nx4MAB9O7dG2ZmZmjVqhXWrFkjCdqScvfuXcydOxfly5fH4sWLNRqeZXaPHj2Ck5OTGBcoUAAHDhzAw4cPsXjxYrRu3Rp58+ZFtmzZRGCor6+PwoULo2bNmujQoQPGjx+PmzdvwtfXF/Pnz0elSpXE9QIDAzF06FBUr14d3t7eGvmY1q5di2fPngGID8rWrFmjsqBl9uzZMDAwAABcuHABp0+fVsl16deGDh0q9l718fHB9u3bkz1XX18fRkZGYpxR9lxN6nehppe0VVXguXr1anz58gUAULp0afTs2VMl1yX1YuBJREREREREREQZjqGhIfbv3w93d3fkypULACCXyzFp0iRJt0dWERERkWju8+fPeP36tRaqyVzCw8OxatUqlC1bFr/99hu2b9+eaI9HExMTWFpawtraGi1atEC3bt3QoEED6Ovri3O+f/+OMWPGoEGDBuKFdEq779+/4/fffxff+xUqVMDDhw8lb4RIjVKlSmHcuHF48OABNm/eLFkm+smTJ7CxsVH7MrBBQUGSpWenTJmi0iU6LS0tMXDgQDFml6fm5M6dW7Is8ezZs3/a5am8rG1Sv991kZ+fX6I5TS9pq4rA8/v371i8eLEYT5o0SbxRgHQbA08iIiIiIiIiIsqQZDIZBgwYgIcPH6Jo0aJi/sOHD1qsSjuS6wB6+vSphivJPD5//oxZs2ahRIkSGDZsWKIX80uUKIERI0bg3Llz+PLlC7y9vXHz5k2cPn0ae/bsweXLlxEcHAwvLy9UrFhRPO/mzZto1aoVQkJCNPsBZTIrVqzA8+fPAcSHQ/v27VNJOKivrw9HR0e8ePECCxYsEMtFBwUFoVmzZti9e3e675GcOXPmiO+LMmXKYPjw4Sq/x+TJk8XHdPv2bRw7dkzl96CkDRs2DHnz5gUAeHt7Y+fOncmeq7ysbUbZx1Nbgady17zy5y2t1q1bh6CgIADxv+f79OmT7muSZjDwJCIiIiIiIiKiDK1EiRKwtLQU49DQUC1Wox3JBZ4vXrzQcCUZ35cvX+Di4oISJUpg6tSp4oVvADA1NYWrqyvu3r2LV69eYdmyZWjatGmy3T+5c+eGnZ0d7t+/j7lz54r5W7duoUePHpDL5Wr/eDIjuVwOd3d3MV60aJFkKVpVMDY2xtixY3H27FkULFgQQPzS0X/88QfGjBmD6OjoX15DoVAgODgYT548wdmzZ7Fjxw4sWbIEXbt2hUwmg0wmQ48ePRAREYGwsDBs2rRJ8jEpL2uqKsWKFcNff/0lxuoMcEkqT548GDVqlBjPnj0bcXFxSZ6r3OGpiWVh0yskJCTJN3Foonbl37/pXTI8PDwcCxcuFGNXV1dky5YtXdckzWEfLhERERERERERZXi5c+cWxww8/4eBZ+ocPXoUTk5OibqES5QogdGjR6N///7ImTNnqq+bLVs2TJgwAaamphg0aBAA4MSJE1i1apVauvgyu/Pnz+PVq1cAgLx586Jv375qu5eNjQ2uXbuG9u3bi701Fy9ejEuXLmHOnDn49u0bAgICEv334cMHfPz48ZfB6K5du9C2bVvExsaKpZLLli2Ljh07qu1j6t27N5YtWwYAOHLkCKKjo2FoaKi2+9H/DB8+HEuWLMHXr1/x4sUL7Nq1C7169Up0XsJS7YBmuiTTy9/fP8l5TdSuHEj+bJnglFi3bh0CAwMBAObm5mr93UKqx8CTiIiIiIiIiIgyPOXA88f9FbOC5DoFGXimTEhICEaNGoXNmzdL5qtVq4Zx48ahe/fuKunycXJywsuXL0UH0bhx49CkSRNYWVml+9rKvn//jrFjx+Ldu3eYPn06atasqdLra9vWrVvFce/evVWyjOXPlC5dGleuXEGfPn1w9OhRAMCNGzfQsmVLlVw/MjISHh4eYjxo0CDo6alvccaaNWuiRIkS8Pf3R0hICM6dO4fWrVur7X70P3nz5sXIkSMxY8YMAMCsWbPwxx9/SPb7BaSBZ0Z4E4/ycrYmJiYi6NR04JmeDs+wsDDMnz9fjCdMmMA3AmQwXNKWiIiIiIiIiIgyvDx58ojjjPDisKopFApxrByUMPD8tRMnTqBKlSqSsNPMzAxeXl64d+8eevXqpdIlDWfNmoXq1asDiF8i1d7eXuWhwNSpU7Fu3TocOXIEnTp1QlRUlEqvr04KhQL37t3DvHnz0LVrVzRs2BCVK1dGyZIl0bx5c+zduxfXrl0T5//xxx8aqStfvnw4fPgwFi1alOwSxknJlSsXypYti8aNG6N79+4YPnw43NzcJOfkz58fN27cAAAYGhqqvatMJpPht99+E+P9+/er9X4kNWLECPEmnefPn2PPnj2JzlEOPL99+6ax2tJK+e9dCwsLcazpJW3T0+G5Zs0aSXfngAED0l0baRY7PImIiIiIiIiIKMPL6kvaKgee5ubmYnnB9+/fa6sknadQKDBz5kxMnz5dMv/HH39g5cqVKFCggFrua2RkhF27dqFWrVoICwvD8+fP0a9fP+zevVtlXX0HDhwQx+/evcOtW7fQoEEDlVxbHRQKBc6ePYtVq1bh8uXLkn1Tlfn7++Ps2bNiLJPJRHisCXp6ehg9ejQaNmwINzc3vHv3DkWKFEHhwoVRuHBhyXHhwoVRqFChZJdA3rlzJx4+fAgA2Ldvn5j//fff1fa9p+y3337D0qVLAQAHDx7EmjVrEnUZknrky5cPI0aMwKxZswDEvwmie/fuks9/Rgs8ld8Uorz3rKY7PNP65o7v379jwYIFYjx58mS17KFL6sXAk4iIiIiIiIiIMrysHngqL2n75s0bcWxubq6NcnSeQqHAtGnTROAAAAULFsTatWthZ2en9vuXL18eq1evFp18Xl5eiepJK7lcnmg/PU10WaXFw4cPMXToUFy8eDFNzy9Tpkya9lRNr7p16+LQoUPpukaOHDnEsfLH379//3RdN6Xq16+PQoUK4ePHjwgMDMTDhw81Gh5ndSNHjsSyZcvw7ds3PH36FF5eXrC3txePZ7TAU3npV+VjTQSehQoVEsfKf/+lxqpVq8QbLUqWLMm9OzMoLmlLREREREREREQZXlYPPJU7PJXDzwoVKmijHJ2mUCgwdepUSbjYqlUrPH78WCNhZwJHR0cMGzZMjGfPng0vL690X/fz58+JljiuWrVquq+rDgsXLkwy7DQ1NUWPHj2wceNGnD9/Hg8ePMDdu3fRvHlzyXnVqlXTVKkqpxx4JnRi58yZE40aNdLI/fX09NCwYUMxvnnzpkbuS/Hy58+P4cOHi/GsWbMkv7uV/07LyIGnJt5sUbZsWXHs7e2d6ueHhoaKfZWB+O5O7t2ZMTHwJCIiIiIiIiKiDI+BpyLJeQaeUgqFApMnT8bs2bPFXLt27XD48GEULFhQo7U8fvwYb9++lcxt2LAh3dddtGiRZDx79mwUKVIk3ddVhzZt2kjGgwYNwqNHjxAYGIgdO3agX79+aNKkCapWrYrq1atj9+7dkvOVf+4zGuXAM4Gtra1Gg5Y6deqI4+vXr2vsvhRv1KhRMDExARD/+0B5aeOM3OGpvMRsWFiYJMhVhzJlyojjly9fpvr5q1atQnBwMACgdOnScHBwUFltpFkMPImIiIiIiIiIKMPLkyePOP769asWK9EOmUyW5DwDT6mpU6fCzc1NjNu3b4/9+/drdK+2ly9folevXqhatapkr02ZTCZZ0jIt/Pz8JPvQAcD48ePTdU116tmzJy5duoRSpUrhyJEjWL9+PSpXrpzsXqampqaScVq6uXRFUkvxtmrVSqM11K1bVxzfuHFDo/em+O9n5S7vmTNninBQOczPCH+nKQeesbGxyJ49O4D4N5lERESo9d7p6fAMCwsTe9kC8d2dyoEtZSwMPImIiIiIiIiIKMPL6h2eyXWFMfD8n6NHj0o6Ozt06IB9+/ZpLOz08/PDgAEDULFiRezYsUPSlfvbb7/hwYMH6dq/MTo6Gt27d5fMubq6Jhse6oqGDRvCx8cHHTp0SPVzM0IQlJwCBQokmmvdurVGa6hVq5b4/nj8+LFG9lskKRcXFxF+P3r0SLwJIn/+/OKcz58/a6W21EjoVAXiO1KVx+pe1tbS0lIc+/j4pKqjdMOGDWLvzhIlSqB3794qr480R7f/tiMiIiIiIiIiIkqBrB54JhfalSpVSsOV6KavX7/izz//FOO2bdvCy8tLI2Hnu3fvMGTIEJQrVw4bN25EXFyceKx9+/a4ffs29u3bhypVqqTrPmPHjk20D+OPe17qquQ6lH/ly5cvKq5EcwoXLiwZFy9eXNKppgkmJiaoVKkSgPi9f2/fvq3R+1N88D106FAxTujyVA7EM0Lg+WNAq9zBrO4gPW/evGJJ8sjISDx69ChFz4uKipLs3Tl+/Hh2d2ZwDDyJiIiIiIiIiCjDy+qBp7GxcZLzCcsKZnWjR4/Gu3fvAABmZmbYunWr2sPOjx8/YtSoUbC0tMTatWsRExMjHmvRogWuXLmCf/75BzVr1kz3vfbu3YsVK1Ykmreyskr3tXWNcufYmzdvtFhJ+vwYeNaoUSPNwW961K5dWxzfuXNH4/en+N9PCXu6PnjwAIcOHZIs35wRAk/leoODgyU/p5roHG7WrJk4PnToUIqes3nzZrx//x4AUKRIEfTr108ttZHmMPAkIiIiIiIiIqIML6sHnsmFd5rcm1JXnTp1Ch4eHmK8evXqRHtBqtLnz58xYcIElC5dGsuWLUNUVJR4rGHDhjh37hxOnz4NGxsbldzv5cuXGDBgQKJ5CwsLtX6c2pJZQtwfA8+qVatqpY4aNWqI47t372qlhqyuYMGCcHZ2FuOZM2dKOiYTllzVZblz54a+vj6A+IBTeZl1dS9pCwCdO3cWxykJPGNiYjB//nwxHj16dLJvHKKMg4EnERERERERERFleMqBZ0be1y+tGHgm7du3b3BychLj33//Hb///rta7hUSEoJp06ahVKlSmD9/PsLDw8VjtWvXxsmTJ3Hx4kU0bdpUZfeMiIhAt27d8O3bt0SPqevj1DZNL/uqLj/u4cnAM2sbM2aM6PK8d+8erly5Ih7LCB2eMplMEtJGRESIY010eLZt2xYGBgYAgNu3b+Pt27c/PX/Dhg149eoVgPjleJWXPKeMi4EnERERERERZWrfv3+Hq6srpk+fjo8fP2q7HCJSk+zZs4sXO6OioiRddVlBUsGmTCYTn5OsatasWXj9+jWA+CUXV61apfJ7fP/+HW5ubihVqhRmzpwpCR+trKxw+PBhXL9+Ha1atVL5kqUjRozA/fv3k3xMOejNTCwtLbVdgkooh0MA0r2Ha1pZWVmJ78unT59KgirSHDMzMwwePFiMly9fLr4uoaGhkiWxdVXp0qXF8dOnT8WxJgLPvHnzwtbWVow3btyY7Lnfvn3DjBkzxHj8+PGSJXgp42LgSURERERERJna9OnTMXfuXMyYMQOFCxfOciEIUVYhk8kkXZ5JdbxlZsrLByrPaWNPQF0RHByMtWvXivGyZctQqFAhlV0/IiICixcvRqlSpTBp0iSEhISIxypWrIg9e/bgzp076Nixo1q+Dlu3bsWGDRvEuHjx4uK4cePGqFChgsrvqQsUCoW2S1CJbNmyScblypXTSh25cuUSXbNxcXF4+PChVuogYOzYsWLf5Xv37km+15N7Y4Mu6dSpU5LzmljSFgC6d+8ujufMmYMnT54ked7ixYsRGBgIIP735rBhwzRSH6kfA08iIiIiIiLKtC5cuIDFixdL5u7cuaOlaohI3bLyPp4ymSxR6JnVl7Nds2aN6CyqUqUKevbsqZLrRkVFYdWqVbC0tMSYMWMk++tZWlpi69atePjwIbp16wY9PfW8/PrkyRP89ddfYmxvby/2zwOQqZdn9PPz03YJKvFj15s2u7G5rK1uKFSokOTnWtnJkyc1XE3q/fbbb0nOa6LDEwD69u2LWrVqAQCio6PRv39/xMXFSc4JCAjAokWLxHjWrFkiZKaMj4EnERERERERZToKhQILFy5E8+bNEz22e/duLVRERJqQlQNPIHHHWFYOPMPDw7F8+XIxHjduXLrDx5iYGLi7u6Ns2bIYNmwYPnz4IB6zsLCAu7s7nj59it69e0vCR1ULCwvD77//LvYILV++PHr27Al/f38A8Uv3Jhc8ZAbe3t7aLkElPn36JBlrsyu9Zs2a4piBp3aNGzcOxsbGieYzQuBZoUIFVKxYMdG8pgJPAwMDbN68WfxdeP36dckbH6Ojo9GnTx/RcVq1alX06dNHI7WRZjDwJCIiIiIiokzl69evsLOzw7hx4xK9qxsA/vvvPy1URUSakNUDzx87xH7cIzAr2bhxo+i8tLCwwB9//JHma8XFxWHr1q2oUKECnJyc8ObNG/FY0aJFsXr1arx48QIDBgxIFDqrmkKhwODBg8X+eNmzZ8fevXvx6tUrcU6XLl2SDEwyi8wSeL5//14yjo6O1lIl0g5ProShXYULF06yQ/vq1asZ4u81Ozu7RHOaWtIWiO/mnzp1qhhPnDgRnp6eiIuLQ//+/XHmzBnx2MKFC9X65hTSPAaeRERERERElGk8fPgQtWvXxoEDB8ScjY2NZN+jBw8eICYmRhvlEZGaKQeeX79+1WIl2vFj2FamTBktVaJdMTExkiULx4wZk6YgUi6XY8+ePahSpQocHBzg6+srHitYsCCWLFkCb29vDBkyRGPdtB4eHti6dasYr1mzBlWrVsXbt2/FXOnSpTVSi7YoLyGckf0YeCb1Ji1NUQ48+e8k7Rs3blyi3ymxsbE4e/aslipKuSFDhiR6w4WmOjwTjB8/HtbW1gDif487OjoiW7Zs2L59uzhn1qxZaN26tUbrIvVj4ElERERERESZwrZt21C3bl28fPlSzA0fPhznz59HtWrVYGFhASC+gyKhM4aIMpc8efKI44zQCaNqP3Z4ZtXAc//+/WJ51wIFCmDAgAGper5CocChQ4dQo0YN2Nvb49mzZ+KxfPnyYe7cufD19cWoUaM0uvfbvXv3MHToUDHu168f+vbtCwCSrtPixYtrrCZtUNe+qJr2Y+AZGxurpUrif07Mzc0BxO9Rq/w9T5pXtGhRDBo0KNH8qVOntFBN6hQpUiRRh6qm/z7Oli0bjh07hmrVqok5hUIhjgcNGoRJkyZptCbSjMzxtwMRERERERFlWVFRURgyZAj69OmDiIgIAEDOnDmxc+dOLF++HIaGhgAgedHj+fPnWqmVKCOJi4vDpUuX4ObmhuXLl2Pv3r3477//8OrVK0RFRWm7vCRl9SVt2eEZ79ChQ+J4yJAhyJEjR4qep1AocOLECdSpUwddunTBgwcPxGO5c+fG9OnT8erVK0yYMAEmJiYqr/tnvn79im7duomfvapVq2LVqlXiceUOz4TgKrNK6ddT1wUHB0vG2uzwBKT7eN6+fVuLlRAQ36WY8G/YBBkliB4/frxkfPr0aY3XULBgQZw9exbNmjUTczly5MDMmTOxZs0ayGQyjddE6mfw61OIiIiIiIiIdNPr16/RrVs33LhxQ8xVqFAB+/btQ6VKlSTn5syZUxxrs4uCSJfFxsbi4sWL8PLywv79+/Hx48dkzzUzM0Px4sVhbm4Oc3NzcZzwZ7FixRK9WKtuWT3wZIdn/PKFynu0denSJUXPO3fuHCZPnowrV65I5nPkyIERI0ZgzJgxWtsTVaFQYODAgWLvShMTE+zdu1cS/GWlDk9NdtWq049vHAkPD9dSJfGsra3FmwVu3boluodJO4oVKwYnJyesXr1azH348EGLFaVckSJFYGdnh3379gEAbG1ttVKHqakp/v33X7x9+xZBQUGwtLRErly5tFILaQYDTyIiIiIiIsqQTp06hZ49e+Lz589irnv37nB3d0/yxQx9fX1xLJfLNVIjUUZy6dIlODg4wM/PL0XnBwYGIjAwEHfu3En2nEKFCklC0B+D0WLFiqVpb8XkZPXAkx2e8Xs5f/r0CUD8Mp1WVlY/Pf/KlSuYMmVKor3xjIyMMGTIEEyYMAFmZmZqqzclVq1aBS8vLzF2d3dH+fLlxTguLk6yPGpmDzyV/z7PyKKjoyVjPz8/VKxYUUvVALVr1xbHt27d0lod9D8TJkyQBJ4ZpcMTALZs2QKZTIYXL17A2dlZq7UUL1480/9epHgMPImIiIiIiChDkcvlmDNnDqZNmyb24zEwMMDChQsxYsSIZJeoUt7zi4EnqUJoaCjevHmDN2/e4MOHDyhcuDBq1qyJQoUKabu0VImLi8OcOXMwY8aMRD8bZmZm6NSpEwwNDfH+/Xu8e/cO7969Q0BAQIp+jj5+/IiPHz8m++K5TCZD4cKFE3WHKh8XLVpU0rn45csXfPjwIVEXNyANPL9+/ZrST4FaKBQKBAcHQ6FQwMDAACYmJok6MFXtx69JyZIl1Xo/XaS8dGLz5s2T3e/x9u3bmDJlCo4fPy6Zz5YtG5ycnODq6opixYqptdaUuHHjBkaPHi3GQ4YMgb29veScL1++iJUL8uTJk2k6IJOTWVZp+DHw9PHx0VIl8WrVqiWO7927h5iYGJW+IYVSr3jx4vjzzz+xfv16MRcVFQUjIyMtVpUyOXPmxN69e7VdBmUxDDyJiIiIiIgowwgODkbv3r0lL1AXKVIEe/bsQcOGDX/6XAaepArR0dFYtWoVFi9eLOmoUlakSBHUrFkTXbp0QZ8+fXT6hcm3b9+id+/euHDhgpjLmzcvevfujd9//x0NGzZMspsqNjYWAQEBIvB9+/at5M+EEDjhTQnJUSgU+PDhAz58+ICbN28meY6enh4KFy4Mc3NzvHjxAl++fAEANGnSBOfPn5ecq+0OTz8/Pxw+fBiXLl3C5cuXERAQIB6TyWSws7ODu7s78uTJo5b7/7gnoLoDVl2kvJxty5YtEz3+8OFDTJ06FQcPHpTM6+vro2/fvpgyZQpKlCih7jJTJDg4GN27d0dMTAyA+EBqyZIlic5T/vstK+xLl1m+r39c0lbbgWeBAgVQsmRJ+Pn5ISoqCo8ePUKNGjW0WhMBrq6uksAzMjJSp/9dQaRNmeNvByIiIiIiIsr0bt++DTs7O/j7+4u5pk2bYteuXSnqqPtV8EL0MwqFAseOHYOLiwtevHjx03M/fPiAo0eP4ujRo5gyZQpGjRqFP//8U20hV1r5+/vDxsZGsidY48aNsX379l8u/WZgYCCWiLOxsUnynJiYGHz48EESgv4YjAYEBPzyZ1Mul+P9+/eJAuYLFy7Az89P0sWo/DnWZOD5/PlzuLm5Yfv27YiLi0vyHIVCAS8vL3z+/BknT55US+fUj4FnVhMZGYmLFy+KcYsWLcTxs2fPMH36dOzZs0fyPSeTydCrVy9MmzZNp5YAlsvlcHR0FH/n5cmTB3v27Eky6FAOADNL9+PP5M2bF69fv9Z2Gemmax2eQPwbSYoVK4batWvDxMRE2+UQAAsLCyxfvhwTJ05E9+7dde7fEkS6hIEnERERERER6TSFQgF3d3cMHTpU8uLg+PHjMXv27BR3eig/l++Mp9R49+4dBg4ciBMnTkjmjYyMxPKrRYoUgZ+fH+7du4fw8HBxTkBAAMaPH485c+agVatWqFSpEipWrIhKlSqhXLlyMDY21vSHAyB+udcOHTqIsFNPTw9Tp07F5MmTVbY/XrZs2WBhYQELC4tkz4mJicH79++T7RJ9+/atpEvyR9++fZOMNd3h+eLFC0ydOjVRiJYgR44cMDY2xrdv30SX3rlz59CrVy9s375drctF6lJ4pymPHj1CREQEAMDS0hIlSpSAr68vZsyYgW3btiXq7u/WrRumT5+e5PLI2rZ48WL8888/Yrx582aULl06yXOzWuCZP39+bZegEoUKFYKZmRkCAwMBAN+/f9dyRfHfZ6R7hg8fjuHDh2u7DCKdx8CTiIiIiIiIdFZERAScnZ2xadMmMZc7d25s2bIFXbp0SdW1lANPQ0NDVZVImdzr169ha2sLX19fMZcnTx5MmzYNzs7Oib6X4uLi8OLFC/zzzz9YtmyZ6EoMDQ2Fl5eX5Fw9PT2ULl0alSpVkgShFSpUUGtnTUxMDLp3745Hjx4BiA8m//nnH7Rq1Upt90xOtmzZUKJEiZ8uIRodHS1CUWdnZzx8+BAAUKJECVStWlVyrqYCT7lcjuXLl8PV1RWRkZGSx2xtbWFnZ4dGjRqhcuXKIkCeM2cOJk+eDADYu3cvjIyMsHXrVpXWpKxatWoqu3ZGobxEaFRUFP78809s3LgxUQjYqVMnzJgxA9WrV9dwhSlz+fJlTJw4UYxdXFx++neecnCeFQLPAgUKaLsElfDy8sLKlStFkJVcoE1ERCnDwJOIiIiIiIh0ko+PD+zs7HD//n0xV61aNXh5eaFs2bKpvh4DT0otPz8/2Nraws/PD0D80pdOTk6YNWsWzMzMknyOvr4+KlasiIoVK2L48OHYvn07FixYgOfPnyc6Vy6Xw9vbG97e3jh8+LDkMQsLC0kImnCcL1++dH1MCoUCw4YNw6lTp8Scu7u7VsLOlDI0NETJkiVRsmRJNGzYUASeI0eOTHSuJgJPX19f9OvXT7J0KgC0adMGU6ZMQf369ZN8nqurKz59+oTly5fD2NgY/fr1U2ldjx8/loxTstR3ZqO8f+Xbt2/x999/Sx5v3bo1Zs6ciTp16mi6tBQLDAyEvb29WBrZxsYG8+bN++lzlLuyY2NjoVAoMvVennnz5tV2CSrz8uVLcZyWf9sQEdH/MPAkIiIiIiIinXP48GE4ODjg69evYs7BwQFr165Fjhw50nRNBp6UGr6+vrC1tRX7xBkaGmLfvn3o0KFDiq9hZGSE/v37o2/fvrhz5w4eP36MJ0+e4MmTJ3j69Cl8fX2T3b/y9evXeP36daJldAsXLpwoBK1UqRLMzMxSFHBs2rQJ69evF+OpU6fCwcEhxR+Ttil32pYqVSrR48qBp/LvD1Xx8PDAiBEjEBYWJuasrKzw999//zJEk8lkWLp0KXLkyAFbW1s0a9ZMpbWdPXtWMs5q+3l++vQJ48aNS/KxJk2aYPbs2WjYsKGGq0qduLg49OrVS3SGm5qaYvfu3b9c+lhPTw96enqiyzc2NlatyyVrW3L75GZEyntCM/AkIkofBp5ERERERESkM2JjYzF16lTMnTtXzBkaGmLlypVwcnJKV8cKA09Kqbdv36Jp06Z48+YNgPjg8sCBA2jbtm2arqenpwdra2tYW1tL5iMiIvDixQtJCPrkyRO8fPky2WUpAwICEBAQgHPnzknm8+fPL8LPhD9r1aolWfrx69evmDBhghj37NkT06dPT9PHpC3KgWdSyz+qq8MzOjoaI0aMwLp168Scvr4+Jk6ciClTpqT4d4pMJoObm5vK6lL24/dEUFCQWu6ja758+YLFixdj2bJlkiAaAOrVq4fZs2ejWbNmGaLjcc6cOThz5owYb9u2Debm5il6rqGhoVheOSYmJlMHnqraZ1jb4uLicP36dTHWxb1kiYgyEgaeREREREREpBMCAwPRo0cPSZeShYUFvLy8ULt27XRfPyIiQhwz8KTkKBQK9O/fX4SdxsbGOHjwIFq3bq3ye2XPnh1WVlawsrKSzMfExMDb2ztREPrs2TPJHoXKgoOD8d9//+G///4Tczly5MD+/ftF7XPmzMGnT58AAObm5tiwYUOGCIESxMXFieWFgaQ7PHPkyAF9fX3ExcUhMjIS0dHR6f55//jxI37//XdcvnxZzFWsWBFbtmxRye8mVYiLi8P58+clcwldgplVaGgoli9fjsWLFyfbzXvlypUM8z3+77//St6AMGnSJLRp0ybFz/8x8MzM9PT0tF2CSty/fx8hISFinFn2JiUi0hYGnkRERERERKR1V65cQffu3fHu3Tsx17p1a2zfvh2mpqYquce3b9/EsXIXGJEyd3d3nD59GkB8N566ws6fyZYtm9gH1M7OTswnBH4/BqFPnz7F9+/fE10nPDwcp06dQuvWreHj44Nly5aJxxYsWJDm5aG15f379yLIKViwIExMTBKdI5PJkDt3bnz58gVA/M99en6H3LlzB126dBEBOAD88ccf8PDw0KnP34ULFxKFfr6+vpDL5ZkmHEoQFhaG1atXY/78+T9dtrd27doZJux8//49evbsKZa4btq0aaq7r5WDfeUVDTKjihUrarsElfhxb+fVq1dj2rRpWqqGiCjjy1z/4iEiIiIiIqIMRaFQYMWKFWjSpIkIO2UyGaZPn46jR4+qLOwEpMtbMvCkpLx+/RqjR48WYxcXF42HnT+jr68PS0tLdOzYEePHj8fmzZtx48YNhIaGiv0+ly5dKnlO586dAQDjxo0TYaGNjQ3s7e01Xn96vXr1Shwn1d2ZQFXL2vr5+aFFixYi7JTJZJg/fz527NihU2EnAKxcuTLRXFRUlORNJBldZGQkli9fDktLS4wfP14SdpYrVw47duzAw4cPxVxG6XCNjY1Fjx49EBgYCAAoVKgQduzYAQOD1PWpZKXAs2PHjpKx8huaMpLq1atLxspd5ERElHoMPImIiIiIiEgrvn//jh49emDEiBFiv8L8+fPj2LFjmDZtmsr36GLgST+jUCgwYMAA8cJ5+fLlMWvWLC1XlTIymQzm5uZo3bo1Ro4ciXz58onHqlSpguvXr2P//v1ibunSpRmm802Z8nK2JUuWTPY85Z/v5JY6/ZXo6Gj88ccfolM0T548OHr0KMaNG6dznzt/f38cPnxYjPPkySOOvb29tVGSSkVHR2PdunUoU6YMRo4ciY8fP4rHSpUqhc2bN+Px48fo0aMHKlSogJw5cwIA3r17lyEC36lTp+LixYsA4pdq3blzJ4oUKZLq6xgZGYnjhPA0s/px/941a9ZoqZL0+bFTVXn/ViIiSj0GnkRERERERKRxz549Q506dbB7924xZ21tjTt37qRqz7KUksvlkiU/c+XKpfJ7kG66e/cuHB0d4enpKZaLTMrmzZvFi816enrYtGkTsmfPrqkyVUp5n09DQ0P8/fffYtyjRw/UrVtXG2WlmyY7PCdOnIjr168DAAwMDHD8+HG0bds2TddStzVr1kAulwMAWrRoIel+8/Hx0VZZ6RYbG4vNmzejfPnyGDx4sCS8LF68ONatW4dnz57B0dFRdEMaGBjA2tpanJfwNdRVx44dw9y5c8V4xowZsLW1TdO1atWqJY63b9+e7tp0mUwmQ40aNcT4Z2+A0HWLFi0Sx/Xr19diJUREGR8DTyIiIiIiItKoPXv2oHbt2nj69KmY+/PPP3Hp0iWUKFFCLfcMCwsTYVfOnDlV3j1Kumvw4MHw9PSEo6MjmjRpgri4uETnxMTEYMaMGWLs4uICGxsbTZapUgkd00D8MqDKbywYPny4NkpSCX9/f3GszsDz0KFDWLJkiRjPmzdPZ78fIiIi4O7uLsbDhg2DpaWlGGfEDk+5XI6dO3eicuXK6Nevn6Szt1ChQli+fDlevnyJP//8U7KMawLlQF+XA8+rV6+iT58+Yty6dWu4urqm+Xr9+/cXx56enpl+WdvDhw+jb9++mDFjBrp166btctLMxcUFrq6uqFy5MiZMmKDtcoiIMrTULQZPRERERERElEYxMTEYN24cli1bJuaMjY2xbt06ODo6qvXeXM4261LuCrx06RKioqIS7b+4fft2EaaZmppi+vTpmixR5ZRD3YMHDyIsLAxA/PKJGbW7EwA+fPggjosVK5bsecpLuqY28AwICEC/fv3EuGPHjnBxcUnVNTRp586dYi/LkiVLon379pKPOSN1eCoUChw4cABTp07F48ePJY+Zmppi/PjxcHZ2/uX+qcrf49euXVNLrekhl8uxaNEiuLq6ip/VYsWKYevWrdDTS3tvSqtWrVC8eHG8ffsWnz59wpEjR2BnZ6eqsnVO8eLFsWnTJm2XkW4ymQxz5szBnDlztF0KEVGGxw5PIiIiIiIiUrt3797B1tZWEnZaWlri2rVrag87AYh9GQEuZ5vVKHfmDR06NFFYEhcXBzc3NzF2cXERewBmVMqB55YtW8Rx//79dW7/ydRQ3ruxUKFCyZ6Xng7PiRMnin07zc3NsXnzZp39nCkUCqxcuVKMnZ2doa+vjzJlyoi5ly9faqO0VFEoFDh69Cisra1hZ2cnCTvz5MmDWbNm4dWrVxg7duwvw04AqFevnji+fv06fH191VJ3Wnz69AkdOnTA+PHjxc9p3rx54eXlhYIFC6br2vr6+pKw3sPD45fPSeuSz0RERLqIgScRERERERGp1blz51CzZk38999/Yq5z5864desWrKysNFKDcgCUsNcbZQ2BgYHiuFmzZoke37t3rwiF8uTJA2dnZ43Vpg4/Ltl7+fJlAPFhiPLymRlRQECAOE5p4Pn169cUX//69evYvHmzGLu7uyN//vypK1KDdu7ciXv37gEAsmfPLpY0rVChgjjn8ePHiIiI0EZ5v6RQKHDmzBnUr18fHTp0wJ07d8RjJiYmmDx5Ml69eoXJkyen6o0qRYsWFft4RkVFYeDAgWKPU226ePEiqlevjuPHj4u5evXq4d69e5KQNj2UA8/z58+L8D4pvr6+qFSpkuSNSERERBkZA08iIiIiIiJSC4VCgfnz56NFixYidNLT08O8efOwf/9+5M2bV7sFUpag/H32496tcrlcsozg8OHDJcuhZkQJy9cCQLZs2cRx+/btfxoS6jq5XC4Jr83MzJI9Ny0dnnK5XLK/aZcuXdCqVas0VKoZHz9+xLBhw8R40KBBIpzNmzevCD1jY2MlQaKuuHTpEmxtbdGyZUvJsrPZs2fH2LFj8erVK8yaNQv58uVL0/XXrl0rft7PnTuHv//+WyV1p0V4eDhmzJgBW1tbvH//XsyPHTsWFy9eVOne1aVKlcKQIUOwfPlyvHnzJtnP34cPH9CyZUu8e/cOo0aNwty5c1VWAxERkbbwba1EREREKhYcHIzAwECUL19eZ5dAIyJSt69fv6Jv3744ePCgmDMzM8OuXbtga2urvcIQH8RS1qEc8ikviQrEd0A9evQIAJAzZ06MGDFCo7Wpg3LgqSyj7+UXHBwsulfz5MkDY2PjZM9NS+Dp6emJGzduAACMjIywePHidFSrfsOGDRN7d1pYWGDWrFmSx21sbPDs2TMAwNWrV9GgQQON15iUGzduYMqUKTh16pRk3tDQEH/++ScmTpyIIkWKpPs+1tbWGDt2LObNmwcgPlxs27atSsPFXwkLC8PatWuxcOFCSVhvamqKLVu2oH379mq57+rVqyXjyMhInD9/HgqFAgqFAnK5HBMnThRL/RobG6N+/fpqqYWIiEiTGHgSERERqVBoaCjKlSuHz58/Y+XKlRg6dKi2SyIi0rgHDx7Azs4O3t7eYq5+/frYs2cPihUrppWa+AaUrOtngeeOHTvEsaOjI0xNTTVWl7p8//5dHMfExIjj1q1ba6Mclfn06ZM4/ll3J5C2wDMhGAOAMWPGoHTp0qmsUHP27duHvXv3ivGGDRsSLflar149bNq0CQAkHZTacu/ePUydOhVHjhyRzBsYGGDAgAGYNGkSzM3NVXrPadOm4dChQ3j69Cm+f/+Ozp07Y/v27ahcubJK7/Ojb9++Yc2aNVi0aBGCgoIkjzVs2BA7d+5E8eLF1VqDsuDgYLRt2zbJxwwMDLB37140adJEY/UQERGpC5e0JSIiIlKhU6dO4fPnzwAgWWaMiCir8PT0RL169SRh58iRI3H+/HmthZ2UtSl3AkZHR4vjyMhIeHl5iXHv3r01Wpe6JNXhWatWrQy9nC0AyT6UOXPm/Om5yssSpyTw9Pb2xvPnzwEAOXLkwIQJE9JYpfp9/vxZss9s//79k1x6V3lPSG0Gnk+ePEG3bt1Qo0YNSdipp6cHR0dHPH/+HOvWrVN52AnE/+xv3LhRvOHl/v37qFmzJtzc3BAbG6vy+4WEhMDNzQ0lS5bEhAkTJGFn8eLFsXr1apw7d06jYSeQ/Bt+ZDIZPD090aFDB43WQ0REpC7s8CQiIiJSIeW9soiIspKoqCiMGDEC69evF3M5c+bExo0b0b17dy1WlhiXtM1alANA5aDs+PHj+Pr1K4D4fe+UA6KMTLnDM0Fy3V0ZSWRkpDj+2XK2QOo7PI8dOyaOmzdvDhMTkzRUqH4KhQIjRowQncpFihRJdundypUrI2fOnAgLC8O7d+/w5s0btYSKyXn58iVmzJiBHTt2SH7nymQy2NvbY/r06Shfvrza66hXrx7WrFmDESNGIDo6GtHR0Zg0aRL279+PjRs3olq1amm+dmBgIC5duiT+u3fvHuRyueQcCwsLuLq6om/fvjAyMkrvh5MmxsbGosNbJpNBJpPB0NAQffr0yfBLXRMRESlj4ElERESkQvny5ZOMY2JiGIISUabn7++P33//Hbdu3RJzFStWxL59+1CxYkUtVvY/XNI260ou8FRezrZnz56Z5ntEeenXBJkh8IyKihLHqQk8E0Ltnzl69Kg4bteuXRqqU7/o6Gj89ddf2L59u5hbv3498ubNm+T5+vr6qFOnDs6dOwcAuHjxInr16qX2Ov39/TFr1ixs3rxZ7LmaoGvXrpgxYwaqVq2q9jqU/fXXX2jUqBH69euHmzdvAgBu374NKysrWFpawsbGBvXq1YONjQ2qVq0q+be7XC7Hly9fEBQUhE+fPsHHx0cEnC9evEj2nqVKlYKrqyscHBxgaGio9o/xZ/Lly4cTJ05otQYiIiJNYOBJREREpEI/LrH27ds35M+fX0vVEBGp34kTJ9CrVy8EBweLOXt7e7i7u+t0lxRlHeHh4eI44e/pr1+/SpbX7Nmzp8brUpf3799LxsbGxqhTp46WqlEddXV4hoeH4/z582Ksi4FncHAw7OzsJHX26dMHHTt2/OnzbG1tReCZ8LtaXd69ewc3Nzds2LBBsncsEP85nTlzJmrVqqW2+/9K5cqVceXKFSxZsgRTp04VAbqPjw98fHywbds2APFLGleqVAlhYWH49OkTgoODE3VtJkcmk6FGjRoYOnQoevfuzTc9EhERaRj38CQiIiJSoR/3p/vxne1ERJmFXC7HjBkz0K5dOxF2GhgYYPny5di5c6fOhZ16ev/7318GnlmL8t6P2bNnBwD8+++/IvCwsrJCpUqVtFKbOvwYeFarVg0GBhn//e7qCjwDAwPF3q6FChWChYVFOqpUPW9vb9jY2EjCzr59+8Ld3f2Xz1UOb0+ePJni4C41AgMD4eLiAktLS6xZs0YSdjZv3hxXrlzB0aNHtRp2JjAwMMC4ceNw9+5dtG3bNsklZsPDw3Hr1i08ffoUQUFBP/2cGRoaomHDhpg4cSKOHTuGL1++4Pbt2+jXrx/DTiIiIi3I+P/iJSIiItIhZmZmkrHy8mtERJnF58+f0bt3b8kSeUWLFsXevXtRv359LVaWPOXAk29GyVqUAwt9fX0AwH///SfmEva2yyzevXsnGVevXl07haiY8s/tr5YfzpMnjzj+VeBZoEABcfz161coFAqdWd740qVL6NKli6SD3s3NDRMmTEhRjTVq1ICZmRkCAwPx6dMn3L59G7Vr11ZJbZ8/f8aiRYuwYsUKSRc1ADRo0ACzZs2Cra2tSu6lahUrVsSxY8cQFRWFe/fu4dq1a7h69SquXr2K169fJzo/b968KFCgAAoUKIBChQqhdu3aaNy4MWrXrv3L8J2IiIg0h4EnERERkQopv6AOAEFBQShevLiWqiEiUr2bN2/i999/l7wobGtri127diV604cuSQi6AKily4l0l/LXOyEkUg48GzRooPGa1OnHDs/MEniampqK46CgoJ+emyNHDujp6UEulyMiIuKne6rnzJkTxsbGiIyMRGRkJL5//45cuXKptPbUksvlWLNmDUaPHi26T42NjeHp6Ylu3bql+Dp6enpo06YNPD09AQDHjh1Ld+D59etXLF26FEuWLMG3b98kj9WuXRuzZs1Cq1atdCY0/hkjIyPUrVsXdevWxYgRIwDE//z4+vqKkNPU1JTdmkRERBkEl7QlIiIiUiPl5deIiDIyhUKBJUuWoE6dOok6YN68eYMWLVrA2toa9evXh62tLUaNGoWHDx9qqdrE2OGZdSkvYSyTyRAREYE7d+6IOV3tSk6rzNrhqfyGio8fP/70XJlMluJlbWUymeTanz59SkeV6efr64tmzZph2LBhIuw0MzPD+fPnUxV2JlBe1vaff/5Jc13fv3/H3LlzUapUKcyYMUMSdlpZWeHQoUO4fv06WrdunSHCzuQULVoUDRs2RJUqVVC4cGGGnURERBkIA08iIiIiNWLgSekRERGB4OBg7jdIOmHGjBkYPXp0ko95e3vj4cOHuH37Nq5evYrz589j2bJlqFatGurVqwcPDw98//5dwxX/T2xsLO7duyfGr1+/xtu3b7VWD2mW8u9QPT093Lx5U+wzWL58ecmSphmdQqGAj4+PGMtkMlStWlWLFalOoUKFxHFgYOAvz0/NPp6FCxcWx+fOnUtDdeknl8uxatUqVK1aFRcuXBDz1apVw/Xr11G3bt00XbdVq1YitLt16xbu37+fqudHRERgyZIlKF26NFxdXfHlyxfxWIUKFbBnzx7cuXMHnTp1ytBBJxEREWV8DDyJiIiI1OjDhw/aLoEyEIVCgQcPHmDhwoVo1qwZ8uTJA1NTU5iYmKBixYpo3bo1Vq1aJV6oJ9IkDw+PND3v+vXrGDhwIIoXLw4vLy8VV5W0T58+4ejRo5g6dSqaN2+OvHnzomvXrpJzlJc0pcztxzeNXLlyRRxntuVsP3z4INk/vHDhwjAxMdFiRaqTP39+0akdEhLyy33SUxN4du7cWRxPnz4dERER6ag09Xx8fERXZ8J+mPr6+nB1dcWNGzdQsmTJNF87X758sLOzE+O1a9em6HlRUVFYvXo1LC0tMXr0aEnnq6WlJbZu3YpHjx6hW7duibZ0ICIiItIG/ouEiIiISI38/Py0XQJlELGxsWjdujWsrKwwbtw4nDt3TgSb4eHhePbsGU6dOoVhw4bB0NAQc+fOxdu3b3/5gi+RqowZM0Z0QTVr1gwjR47E6tWrcerUKTx69Aj37t3DjRs3cPnyZRw6dAj29vaSpQC/fv2K7t27Y+XKlWqt86+//oKZmRk6dOiAWbNm4ezZswgLC0t03rVr19RaB+kOIyMjcRwdHS352me2wFO5uxMAihUrpqVKVE9PTw8FCxYU4x+X7v1RagLPESNGiA7St2/fYtWqVemoNOV8fX0xevRoVKtWTdLVWblyZVy7dg1z5syRfP+m1ZAhQ8Txtm3b8PXr12TPjYmJgYeHB8qVK4ehQ4dK3rxnYWEBd3d3PH36FL1795bsjUxERESkbQbaLoCIiIgoM/txnzui5Pj6+uL06dMpPt/V1RWurq4AgFy5csHMzAwFCxZM9k/lY0NDQ3V9GJSJjRgxAiNGjEjx+Z06dUJQUBA8PT2xYsUK+Pv7Q6FQYPjw4Xj37h3c3NxU3hX04cMHrF+/PsnHjI2NJcuML1y4UKX3Jt2VI0cOcRwWFiYJBa2srLRRktr8GHgWLVpUS5WoR9WqVcX+nZcvX0bp0qWTPTdPnjzi+FeBZ86cOTF16lQ4OzsDiF/CO0+ePBg4cKDKf08pFAqcPXsWK1aswJEjRyQdyPr6+pgwYQKmTJmikqAzQcOGDVG5cmU8fvwYYWFh2Lp1K4YOHSo5Jy4uDjt37sT06dMTfR8VKVIEkyZNwsCBA1VaFxEREZEqMfAkIiIiUqOQkBBtl0AZRNmyZeHo6IgtW7ak+rnfvn3Dt2/fEr1AmZw8efL8MhRN+LNAgQIMSLOI9+/f48OHD6hSpYrKXtAuUKAAXFxc4ODggI4dO4rOuvnz5+Pdu3fYvHmzSjuElDtKgfjQtUePHmjQoAFMTEyQP39+APGdXwYG/N/hrOLHwNPf31+MS5QooY2S1CYzd3gCgK2tLc6cOQMgfq9NBweHZM9NTYcnADg5OWHp0qXw9vZGWFgY/vzzT+zYsQMbNmxA2bJl0117WFgYtm3bhhUrVuDJkyeJHq9WrRo8PDxgbW2d7nv9SCaTYciQISLQXbNmDZydnSGTySCXy7Fv3z5MmzYNT58+lTyvYMGCmDBhAgYPHozs2bOrvC4iIiIiVeL/4RERERGp0c+WDCNSJpPJsHnzZmzatAkhISH49OkTAgMDE/356NEjnDt3Ll33+vr1K75+/Qpvb+8UnZ83b15JCNqwYUMMHTqUXR6ZQFhYGJYsWYJdu3aJF+DNzMywa9cu2Nraquw+BQoUwL///gt7e3v8888/AOKXVWzUqBEGDRqk0vu0bt0aJ0+eBACUKVMGf/zxBwBI9r79/v07FAoFZDKZyu5Nuks58AwODsa3b98AANmzZ4epqam2ylKLrBB4JvjV34XKgWdK/j2WLVs27N+/H7///jtevHgBALhw4QKqVauGUaNGoW3btqhTp06K/u6Ty+V4/vw5bty4gZs3b+LGjRu4f/8+oqOjE53bpk0bDB8+HK1bt1brXpi9e/fGjBkz0LFjRwwePBgAcPjwYUydOhX379+XnJsvXz6MHTsWw4YNyzR7wBIREVHmx8CTiIiISI3Y4UmpJZPJkC9fPuTLlw/lypVL9rwFCxZg/PjxYnzp0iUoFIokg9Ifj+VyeapqCgkJQUhICF6+fAkAOHjwIAoUKABHR8e0fZCkdQqFAvv27YOLiwvevHkjeSwwMBA9e/bE69evE3VMpkeOHDlw4MABDBw4UHQyb968WaWBJwAMHz5cBJ4eHh6YMWMGTExMkC1bNmTPnh0RERGQy+UIDw9Hzpw5VXpv0k3KX2fl/QhLlCiR6ULvH5fSz2yBp7W1NXLmzCk6dV++fJls9+WdO3fEsbGxcYquX7VqVdy/fx8zZ87EggULEBcXh8jISMydOxdz586FsbEx6tWrh8aNG6NSpUoICwtDaGio5D9vb2/cunVLBOtJMTExQb9+/eDs7Izy5cun7pOQRrlz58abN29gaGiI8+fPo27durh586bknFy5csHFxQWjRo2SLAlMRERElBEw8CQiIiJSI3W+U5+ythEjRmDDhg2iS3Pnzp1YvXr1L58nl8vx5cuXJMPQpOaCgoKSDEhTunxuUp4+fQpnZ2fkyZMHw4YNg62tbaYLHXTZ9+/f0aNHD9FpmSBbtmyiCzIgIAB+fn4qWcZRmYGBARYtWoTt27cjNjYWV69eha+v70/34UutNm3aoFy5cnjx4gW+fv2KLVu2iGUcc+XKhYiICADxS1wy8MwalIMb5YDfwsJCG+Wo1du3byXjMmXKaKkS9ciWLRtsbW3F769Vq1Zh+fLlic67desWbt++DQAwMjJCx44dU3wPY2NjuLm5oVu3bhgwYADu3r0rHouMjMT58+dx/vz5NNVfsWJF/Pnnn+jXr5+kA1VTEpaof/TokSTszJEjB4YPH44xY8Zkuq5nIiIiyjr4ChwRERGRGuXKlUvbJZAWREZGomvXrjh9+rTa7mFkZIQlS5aI8ZYtWxAXF/fL5+np6cHU1BQVK1ZE48aNYWdnh8GDB2Pq1KlYtWoVdu/ejbNnz+LRo0f4+PEjoqOj8enTJzx+/FiyV1pa9/WMiIhAly5dcO7cORw8eBDNmzeHjY0NDh06lOrOU0q94OBgtGjRQhJ2FixYEO7u7ggJCUHdunXF/KdPn9RSQ4ECBdCqVSsx3rlzp0qvr6enh2HDhonxypUrxfdWavf0o8zB3NxcHCt3QGa2/TvlcnmiwFPVb1rQBQlvYACADRs2ICgoKNE5a9euFcf29vZpCvFq1KiBGzduYNeuXRgwYECqw+NChQqhY8eOmDlzJk6cOIGgoCA8efIEI0aM0ErYqczJyQnm5uYwMjLCqFGj4Ovri7lz5zLsJCIiogyNHZ5EREREasTAM+uJjo5Gt27d8M8//+D48ePw8vJChw4d1HKvDh06oEiRIvjw4QPCwsLg7e2t8qXx9PX1UaBAARQoUEDSJZXS5QF/NHXqVLE3WoLr16+jS5cuqFy5MiZOnAh7e3sYGPB/VVTtw4cPaNWqFR49eiTmnJ2dMXv2bOTNmxeANMg+e/Ys6tevr5ZaevXqhWPHjgEAtm/fjkmTJqn0+o6Ojpg0aRJCQ0Px/PlznDp1Cm3atGHgmUUpB5vK4Vi+fPm0UY7aBAYGSt74kitXLpiZmWmxIvVo3bo1rKyscP/+fURERGDJkiVwc3MTj4eEhEjeSPHXX3+l+V4GBgawt7eHvb09AOD9+/e4cOECLl68iMDAQOTOnRu5c+dGrly5xHGhQoVQq1YtmJub6+zqBUZGRtixYwdKlSqV6ZY9JiIioqyLHZ5EREREapTZXkyln4uNjUXPnj1F91xUVBTu37+vtvvJZDJYWVmJ8b1799R2L0C6jG3JkiVT/fyrV69KulJbtmwpCdgeP36M3r17o1y5cli3bh0iIyPTVS/9j5+fHxo2bCgJO1evXo1Vq1aJsBMAGjduLI7d3Nzg6+urlno6d+4svvZPnz796V53aZErVy70799fjBOWvGTgmTUpL12rvLd2ZntjRVLdnboauKWHTCbDhAkTxHj+/Pk4c+YMACAmJgYODg5i6epq1aqhXr16Krt30aJF0aNHD6xduxb79u3Dpk2bsHz5csyePRvjxo3DX3/9ha5du8LCwkLnP/cNGzZk2ElERESZCgNPIiIiIhX6cUnRtIRClDHFxcXB0dER+/btE3MTJ06Eq6urWu9bvXp1cazuwPPly5fiOLXLJEZGRqJ///5iadEWLVrg5MmT8PPzw9ixY2FiYiLOffXqFQYPHoxSpUph4cKFKg/Dsprv37+jffv2IrzU19fHtm3bMGTIEMl5L1++lCzDHBERobZlmXPmzCn5mkdHR6v8HsOGDROBw4kTJ/Ds2TNJ4Mnvq6yjYMGCMDIyAgDJGymyQuCZWXXr1k10oMvlcnTr1g3Ozs5o06YNjhw5Is4bM2aMzgePRERERKQaDDyJiIiIVCggIEAy1vYeTaQZcrkcgwYNwo4dO8TcqFGjMGfOHLW/0Krc4anObtLY2Fi8evVKjFO7l9n06dPx7NkzAICJiQnc3d0hk8lQpEgRLFiwAP7+/pgxYwby588vnhMQEIBx48bBwsICU6dOTXKfNvo5hUKBfv364cmTJwDil6w9cOAAevXqJc6JiYnB3LlzUbVqVdy4cUPMlylTBp06dVJbbfr6+uI4NjZW5dcvXbo0OnbsKMarVq2S/E4ODg5W+T1JN+np6Un28Uyg/D2YGfwYeFpaWmqpEvXT19eHl5cXihYtCiC+c3fNmjU4e/asOGf8+PHo3bu3tkokIiIiIg1j4ElERESkQj++2JjQUUKZl0KhwNChQ7Fx40YxN3jwYCxevFgjXSWVK1cWx8odmKrm5+cnQqmiRYsiZ86cKX7ujRs3sHDhQjFeuHChZE89AMifPz+mTp0Kf39/LFmyRLLMXkhICGbNmoUSJUpg1KhRiX7OKHkLFy6El5eXGK9fv14SAt64cQPW1tZwdXVFVFQUgPggYezYsbh//z6KFCmittqUu+vUEXgCwPDhw8Xx5s2bJd+3/D7KWkqXLp1oLrN1eDo6OqJz585irLyUb2ZUpEgRHDp0KMnfU6NGjcLcuXPZ3UlERESUhTDwJCIiIlKhH19Az2wvppKUQqHA6NGjsXbtWjHXr18/rFq1SmMvsibsUwbE71uoLsp7Oaamayg2NhZOTk5iKdtmzZph0KBByZ5vYmKCUaNGwcfHBxs2bJB0koaHh2PZsmUoXbo0Bg4cqNaANzM4ffo0Jk6cKMbOzs7o27cvgPhlbkeOHAkbGxs8ePBAnFOjRg3cuHEDCxYsQI4cOdRanyYCz2bNmqFKlSoAgLCwMLHPHwC8efNGLfck3ZRU4JnZOjxz5cqFsLAwMS5evLgWq9EMa2tr+Pr6wtPTEz179sSwYcNw/fp1LFmyhGEnERERURbDwJOIiIhIhX4MPPliW+Y2efJkLF26VIx79uyJDRs2QE9Pc//M/vTpkzg2MzNT232Ul7MtVapUip+3YsUKEahlz54d7u7uKfr8GBkZYeDAgXj27Bl27dqFatWqicdiYmLg4eGBChUqwN7eXu17l2ZEoaGh6N27twiaGzRogCVLlgAAjh07hsqVK2P58uXi8ezZs2PhwoW4ceMGatasqZEaE+4NJN7/WFVkMpmky9PHx0ccv379Wi33JN2U1Bs1lN8wklko/zskqWV8MyNjY2P06dMH27dvx4oVK1CnTh1tl0REREREWsDAk4iIiEiFGHhmHW5ubnBzcxNjOzs7bNmyReMdQ8qBZ8GCBdV2n7QEnm/evMHUqVPFeNq0aakKS4H4DqyEUPPo0aNo0KCBeEwul2PPnj2oUaMG2rVrh0uXLqXq2pnZnDlzEBgYCCB+2UcvLy+EhISgZ8+eaN++vSTsa9myJR49eoQxY8ZorCv99evXePfuHYD4sEKdS+f26tVLsjdsAnZ4Zi1JdXh+/fpVC5Woj0KhkHxfZ4UOTyIiIiKiBAw8iYiIKNVu3bqF/v37S5a4pHgMPLOGmzdvYvLkyWLcoUMH7NixQytLGCeEWoDudXiOHDlSLK9YuXJluLi4pPn+MpkM7dq1w+XLl3Hx4kW0adNG8vjx48fRuHFjNGrUCPv370d0dHSa75XR+fj4YNmyZWK8aNEinDhxAhUrVsTOnTvFvKmpKTw9PXHy5MkkwyB1OnnypDhu3LgxsmfPrrZ75ciRA05OTonmX79+DYVCobb7km4pV65cornQ0FAtVKI+ISEh4ndujhw5kC9fPi1XRERERESkOQw8iYiIKNWmTZuGTZs2oXz58tiwYYO2y9Epjx8/lowZeGY+crkczs7OIihp0qQJ9u7dC0NDQ63Uo6sdnkePHsX+/fvFeO3atciWLZtKamnUqBGOHz+O27dvo1u3bpKfs8uXL8POzg7FihXDyJEjtbrcbVRUFJ4+fYobN27g4cOH8Pb2xvv37/HlyxdERkaqLWwbN26cCHzNzMzg4eGBfv36ITg4WJzTq1cvPH36FH369NHK76kTJ06I4x/Da3VwdnZO1H0dFhaGkJAQtd+bdEPFihWRN29eyVxm6/CMiopCo0aNULJkSRQuXBje3t7aLomIiIiISGM0/xZ0IiIiytC8vb1x7NgxAEBsbKxkecms7tu3b3j06JFkjoFn5uPh4YGbN28CiN9ncuPGjTA2NtZaPQnLggLq6/BUKBSSF85/FXiGh4dj6NChYtyvXz80atRI5XXVrFkTe/bswfPnz7FgwQJ4enoiNjYWABAUFITly5dj+fLlsLKyQt++fdGrVy+1hMJv3rzBkydP8PLlS7x48UL85+/vL9mn8kcymQzFihVDvXr1YGNjAxsbG9SsWRNGRkZpruXChQuSoDkwMBBnz54V4xIlSmD9+vVo3bp1mu+RXjExMThz5owYayLwNDc3x2+//Ya9e/dK5v39/dkFl0Xo6+ujYcOG+Oeff8RcZgs8CxcuDFNTU7G896NHj1C2bFktV0VEREREpBns8CQiIqJUMTAwkIR4yt1lWd3NmzcTdWwx8MxcgoODMXHiRDEeP368xpcCVRYTEyNZGrRixYpquc+7d+/w5csXAEDu3Ll/uS/cnDlz4OfnBwDInz8/FixYoJa6EpQvXx4eHh7w9fWFq6trovru37+PUaNGoWjRoujatSsOHTqEmJiYNN/v27dvOHz4MJydnVGmTBlYWFigTZs2GDZsGFauXImTJ0/i1atXPw07gfgg+e3bt/Dy8sLo0aNRv3595M6dGzY2NhgzZgwePHiQ6tqU90xVpqenBxcXFzx+/FirYScA/Pfff2IpUXNzc1SoUEEj9x0xYkSiuWfPnmnk3qQbGjduLBkrdz1nFsqd9NeuXdNiJUREREREmsXAk4iIiFKlZMmS6NOnjxgPHz5cdFRldXxhMfObNGkSPn/+DCD+Z2HChAlarefMmTPiBXtzc3PUrVtXLfd5+PChOK5atepPg/yAgAAsWbJEjBcsWIACBQqopa4fmZubi7D11KlT6Nmzp6T7NjY2FgcPHkSXLl1QrFgxuLi4pChUlMvluHv3LubNmwdbW1uYmpqic+fOWLNmDXx8fJJ9nkwmQ4kSJVCrVi1UrlwZpUqVQuHChZEnT55kl0COjo7GtWvXsHjxYlhZWYklk1MS0Hp7e+PixYuJ5qtXr47r169j8eLFyJkz5y+vo05xcXGSn5u2bdtq7I0h9evXR82aNSVz9+/f18i9STf82GmeGd+0lStXLnG8YMEC7NmzR4vVEBERERFpDgNPIiIiSrXZs2cje/bsAIAHDx5g06ZNWq5INyQVeDIMzjxu376N9evXi/GyZcvEz4G27N69Wxx3794denrq+ef9j4HnzyxevBiRkZEAgFq1aqFfv35qqeln9PX10bJlS2zfvh0BAQH4+++/YWNjIznn06dPWLp0KaysrFCrVi2sXLkSQUFBknM+f/6MWbNmoXjx4qhZsyYmTpyI8+fPJwofc+TIgQYNGqB///6YN28e9u/fj0ePHiE8PBx+fn64desWHj16BF9fX3z48AEhISGIiopCdHQ07t69i7Vr18LBwSHJpScvXryI7t27o2TJkpg1axYCAgKS/JhPnTqV6PnGxsaYN28ebty4AWtr67R8KlVu/fr1uH79OgDA0NAQo0aN0ti9ZTJZoi7P27dva+z+pH3W1tbInTu3GGfGwNPJyQkmJiYA4vd1btKkiZYrIiIiIiLSDNmPy679jLW1teLWrVtqLIeIiDKS7du3w8PDA6NGjULHjh21XQ5p2IwZMzB9+nQAQI8ePbBjxw7tFqRlCoUChQoVSvTi6YoVKzBs2DAtVUWqIpfLUb9+fRHUtG3bFkePHtXqksWRkZEoVKiQWBr05s2bagu1evfuje3btwMA1qxZg8GDByd5XlBQEEqWLImwsDAAwMGDB9G5c2e11JQWz58/x5YtW+Dp6SnZ+zRBtmzZ0KlTJ7Rv3x53796Fh4cHwsPDk7xWtWrV0Lp1a7Ru3RoNGzZM176byoKCgnD16lVs374d+/btS/SmiezZs2POnDkYPnw49PX1ERQUhFGjRmHbtm2JrvXy5UuUKVNGJXWpwvv371GxYkXxPTtt2jTx94imREVFJdpzNzX/T0wZn52dnWSf2+/fv2u981nVXr16BQcHB4wbN47/RiciIiKiTEcmk91WKBSJXgBh4ElERGkSERGBHDlyiDFfLMx6Tp48iTZt2gAAmjVrhn///VfLFWmXr68vLC0tE83PmDEj2T31KOPw8PDAwIEDAcR3pT1+/FjrQdKhQ4fQpUsXAEDp0qXh7e2ttgDWyspKLP166dIlNGzYMMnzJk+ejDlz5gCIDwTv3r2rtq7T9IiLi8OZM2ewefNmHDhwAFFRUb98jqmpKVq1aoXWrVujVatWKFKkiNrrfP/+Pf7++2+sX78+UWenjY0NunTpggULFohllpX5+/vDwsJC7TWmRvfu3bF3714AQLly5fDgwQOVBcWpofx9CsSHzKamphqvg7TD3d0dTk5OYnzr1i3UqlVLixWph0Kh4D7iRERERJQpJRd46t6rD0RElCEYGBhIxq9evdJSJaQthQoVEscfP37UYiWp9+nTJ+zevRuTJk3C6NGjMWzYMAwfPhw7duxIMjhIieT27/zy5Ut6SiUdEBwcLNlzcOzYsVoPOwFg165d4viPP/5Q2wvbMTExePbsmRhXqVIlyfNCQkKwcuVKMZ40aZJOhp1A/JK3rVu3xs6dOxEQEABXV1fJMpc/qlChAhYsWIANGzbA0dFRI2EnABQtWhTTp0+Hv78/duzYIfncX716FePHj0/yd5a1tbXOhZ07d+4UYScQv7StNsJOABg6dKhkvHHjRq3UQdqR8GatBJl1hQqGnURERESU1ejmKxBERKTzsmXLJhkfO3ZMS5WQthQuXFgcJ7ennC559OgRxowZAysrK5iZmeGPP/6Am5sblixZglWrVmHlypXo1asXzMzM0LZtW/j6+qbq+idPnhTHxYsXF8chISGq+hBIS5YsWSL2drSwsICrq6uWK4oP0o8cOSLG9vb2arvX8+fPER0dDQAoUaIE8ubNm+R5K1euFEuVli9fHnZ2dmqrSZWuX7+OpUuXitqT8uzZMwwYMABFihTBn3/+ievXr2t0ZQNDQ0P06NED169fR8uWLRM9nj17dsneqj8GOtq2Y8cO9OnTR4z79u2Lpk2baq0e5b+/AGDcuHFaqoS0oXjx4ihRooQYb9u2jSuVEBERERFlAgw8iYhIJU6fPq3tEkjDChQoILoHPn/+jJiYGC1XlJhcLsfx48fRqlUrVK1aFYsXLxbLcv7sOSdOnICVlRW8vLxSdJ/v379j3759Yty7d29xzA7PjC0yMhLr168X4/nz50uW89aWmTNnin0yK1WqJAm7VO3+/fviuFq1akme8+3bNyxbtkyMJ02aBH19fbXVpCoHDhxAp06dEBERAQDQ09ND9+7dcfXqVRw4cAAdO3aUfBzfvn3D33//jXr16qFq1apYsmQJAgMDNVLr3bt30bhx4yT/vo2IiEBwcLAYJ7W8trZs2bIFvXv3RlxcHID4btnFixdruSpgxIgRknFGeOMOqY7ym0QCAwPx8uVLLVZDRERERESqwMCTiIhU4u3bt9ougTTMwMAABQoUEONPnz5psZrEjhw5gsqVK6Ndu3aJAgIDAwM0aNAAEydOxKJFi7BixQpMnz4dNjY2IsT9/v07evTogRMnTvzyXl5eXpLwSbkDi4FnxrZjxw5Jd+fvv/+u5Yriuw1XrVolxtOnT1fr0oXKbxKwsrJK8py1a9eKwK106dLo0aOH2upRlW3btqFbt26ie9XCwgIPHz7E7t27Ua9ePXTp0gWHDx/GmzdvMG/ePJQrV07y/MePH2P06NEoVqwYunbtisOHD6vljR/h4eEYP348ateujdu3b4v5KlWqoGfPnmL87t07cWxubq7yOtJiw4YN6Nevn+ieq1y5Ms6fP4/8+fNrubLEXZ1Lly7VUiWkDUOGDJGMld+0REREREREGRMDTyIiUomf7X1GmZcuLmsrl8sxbdo0dOrUSbLvoJ6eHn777Tf8888/CA4OxuXLl+Hm5ib28Jw2bRquXLmC69evi/0ZY2Nj8fvvv0s63JKyefNmcdy3b1/ky5dPjBl4ZlwKhQLLly8X46FDhybav1gbXFxcEBsbCwBo1KiR2kPYX3V4hoWFYdGiRWI8YcIEnfg8/cy6devg4OAgug7Lli2LS5cuoVKlSonOLVKkCMaPH49nz57h8uXL6N+/P3LmzCkej42NxcGDB9G5c2cUK1YMLi4uv+wkT6kzZ86gatWqWLBggajVyMgIc+bMwZ07d7Bt2zbJ/rIJlJfV1ga5XI5ly5Zh0KBBIuy0srLCuXPnJPs/a1PRokUl4wULFiAqKkpL1ZCmlShRAjVr1oShoSFsbW21usQyERERERGpBgNPIiJKE7lcLhkXLFhQS5WQNim/cP3x40ctVhLv27dvsLOzw8yZM8Vcrly5MHLkSHh7e2Pfvn1o3749cuXKlew1ateujQsXLsDCwgJAfJjj4OAgusB+5OvriwsXLgCID1V79+4tCTy5h2fGdeHCBRFc5ciRAwMHDtRyRcDx48dx/PhxAIBMJsPy5cvV2t0JSDs8kwo8169fLzq8LSws4OjoqNZ60mvRokUYPHiwCOKqVKmCixcvip/55MhkMjRo0AAeHh748OEDPDw80KBBA8k5nz59wtKlS2FlZYVatWph5cqVokM4NT5//oy+ffuiZcuWkv2EmzZtigcPHsDV1RXZsmWDTCaDm5sbxo8fL3n+7t27U31PVTl79izq1q2LUaNGiTlra2ucPXtW5/6t8Oeff0rGe/bs0VIlpA3Hjx/Hly9fcPbsWdjY2Gi7HCIiIiIiSicGnkRElCahoaGSsS7saUeap0uB57Nnz2BjY4ODBw+KuZYtW+LVq1dYunQpSpUqleJrFS1aFMePH0f27NkBxAc+CxYsSPJcT09PcdymTRsUKVJEEngq76tHGYtyd6eDg4Pk66oNMTExcHFxEeMBAwagRo0aar1nUFAQPnz4AADInj276H5OEBERIfnZmDhxIgwNDdVaU1opFApMmjQJY8eOFXMJb3BQ7lZPiVy5cqF///64fPkynj9/DldXVxQrVkxyzp07dzB8+HAULVoUdnZ2OHLkyC+XvFUoFNixYwcqVqyILVu2iPm8efPC3d0dZ8+eTbS0rkwmw9y5cyVh4qxZs/D8+fNUfUzp9eDBA7Rt2xbNmzfHrVu3xHy9evVw5swZnVjG9kedO3eWjEePHi2CcMr8zMzM+O9XIiIiIqJMhIEnERGlyY9da0ZGRtophLRKF5a09fX1Rb9+/VClShU8fvxYzLu4uODYsWMwNTVN03UrVaoENzc3MZ47d26ivWrlcrkklOjbty+A+CWeE5b0DAsLQ2RkZJpqIO159eoVDh06JMbDhw/XYjXx1qxZI5ZpzpUrF2bPnq32e/r4+IjjcuXKQV9fX/L4hg0bxJsdihUrhn79+qm9prSQy+UYOnSo5Ge6cePGKgniypUrhzlz5sDf3x8nT55Ejx49YGxsLB6PiYnB/v370alTJ5ibm2PMmDF49OhRouv4+/ujffv26NWrl2RP5G7duuHp06cYMGBAst28MplMsidlbGwsHB0dxdLH6uTv7w8HBwdUr15dsuexkZERxo0bhzNnziBPnjxqryMt2rRpA0tLSzH+9OkTrly5osWKiIiIiIiIKK0YeBIRUZr8GHjqYucGqZ82Ozz9/Pzg5OSE8uXLY/PmzZL97bZs2YLFixenex/BYcOGoXr16gCA8PDwRHvlXbx4EX5+fgCAfPnyoWPHjgDiwwfloPXz58/pqoM0b/Xq1aLTq1WrVqhYsaJW6wkKCsL06dPFeOrUqRrZC/HVq1fi+Mcu6cjISMyfP1+MJ0yYoJNvfomJiYGDgwPWrFkj5tq3b48TJ06odP9pfX19tGrVCjt27MCHDx+wbt061KtXT3LOx48fsXjxYlStWlUshR0XF4dly5ahcuXKYrliIH4fzsOHD2PPnj0p6kB1dHSU/M67fv06Vq5cqaKPLrGHDx+if//+KFeuHLZu3Sp+XvT09NC/f3+8fPkS8+fPl+x3qmtkMhk2btwomRswYICWqiEiIiIiIqL0YOBJRERp8uXLF8m4RIkSWqqEtEk5cNFUh+ebN2/w119/oVy5cnB3d5d0MLVo0QJXr16Fg4ODSu6lr6+PpUuXAohfzrNcuXKS5Q6VXyj/saurQIEC4jgte/iR9nz//h3u7u5iPGLECC1WEx+I9enTR7zRpEyZMhrrOE0I9IHEgaeHhwfev38PAChSpIhO7HH6o7i4OHTr1g3bt28Xcz169MCBAwfEktXqkDdvXvz555+4evUqnj59igkTJqBo0aLi8cKFC6NBgwa4f/8+bGxsMGrUKISFhQGID+GGDh2Kx48fizdRpETBggXRoUMHydz06dPx9etX1XxQiF9y98SJE2jVqhWqVauGTZs2SfY37tixI+7fvw8PDw+Ym5ur7L7q1LhxY5QsWVKMnz9/jtevX2uvICIiIiIiIkoTBp5ERJQm379/l4yVXyykrEO560jdHZ7v3r3D0KFDUaZMGaxfv16yF56trS0uXryI06dPq3xPw6ZNm2L58uV4/vw5pk6dKpaU9Pf3x86dO8V5CcvZJlAOPNnhmbF4enqKkKhcuXJo06aNVuuZNm2aZKnQFStWaGyfTOXAU/n3vFwul+zdOW7cOEngryt27dolWZr4r7/+wtatW5EtWzaN1VChQgXMnTsXr1+/xvHjx2Fvb4++fftiypQpsLa2xs2bN8W5lStXxn///YeVK1emqfvU1dVV0mUbGhoKZ2fndH8M4eHhcHd3R5UqVdC2bVucPn1a8niDBg1w4cIFHD58GFWqVEn3/TTt6NGjknFCZz8RERERERFlHOlb542IiLIs5Y4OgIFnVqWpJW3Pnj2Lzp07JwraGzVqhBkzZsDW1lZt9waS3r9x/vz5oru0UaNGqF27tuRxdnhmXJs2bRLHw4YNg56e9t4jePDgQcyZM0eMJ06ciLZt22rs/spL2ir/nj9//rzogjM1NcWgQYM0VlNqKH8tBw8ejNWrVye7D6a66evro02bNjAyMsKgQYPg7e0tHjM0NMTkyZMxfvz4dIXZtWvXxqlTp9C2bVuEh4cDALZv347Q0FDY2dmhXbt2KFiw4E+voVAo8Pr1a1y9elX8d+/ePcmbTID4pWvt7OwwatQo2NjYpLlmXVCpUiVUqlQJT548AQCdXoaXiIiIiIiIksbAk4iI0iQyMlIytrCw0FIlpE3KHZ7qWtL23Llz6NChAyIiIsScjY0NZs6ciebNm2slvHj37h08PDzEeMqUKYnOYeCZMX38+BG3bt0CABgYGKB3795aq+XZs2eS5Zlbt26NWbNmabSGd+/eiWPlJUo9PT3Fcc+ePZEjRw6N1pUSr1+/xtmzZwHEh3OTJk3SWtgJAMHBwRg7dmyiPSMbNWqEv//+GxUqVFDJfRo3boyrV6/C2tpahJRHjhzBkSNHIJPJUK9ePdja2kJPTw+RkZGIiooSf4aEhODmzZv48OFDstfPlSsXBg4ciGHDhiVa5jgju3nzJipWrIjXr18nWhqYiIiIiIiIdB8DTyIiShPlZQ4BqHUvNNJdBQoUgJ6eHuRyOYKDgxETE6PSpSLPnz+P9u3bi7CzWLFi8PDwQKtWrbQaXCxcuFB0OdetWxctWrRIdA4Dz4zp1KlT4rh+/frImzevVuoIDQ1F165d8e3bNwDx+2fu2LED+vr6Gq3DwCDx/y6EhYVh3759YtynTx9NlpRiW7duFXvutmjRAsWKFdNKHQqFAnv37sWwYcMQGBgo5nPnzo0FCxbAyclJ5V3E1apVw8SJEzFz5sxEtSR0baZWxYoVMWDAAAwcOBB58uRRVak6I0eOHPDx8cHr16+5LzkREREREVEGxMCTiIjS5Pnz59ougXSAvr4+ChQoIF7EDwwMVFmocOHCBUnYWbRoUZw/fx5lypRRyfXTKiAgAOvXrxfjKVOmJBm+Kgee79+/10htlH7Hjx8Xx5pcOlaZXC5H37598ezZMwDxbyg5cOAA8ufPr/FalDs3E5ZIPXjwoFheukKFCrC2ttZ4XSmhvHeno6OjVmp48+YNhgwZgn/++Ucy/9tvv2HlypUoWrSoyu4ll8sRGhqKkJAQhISEIC4uTjxmZmaGcuXK4cqVK5DL5b+8lomJCerWrYt69erBxsYG9erVg6mpqcpq1VUGBgYoXbq0tssgIiIiIiKiNGDgSUREaZKw5CNR4cKFReAZEBCgksDz4sWLaNeunQhYihQpohNhJwAsXrxYLOlcs2ZNtGvXLsnzypcvL44fP36skdoofeLi4nDy5Ekx1lbgOW/ePBw4cECM3d3dYWVlpZValAPPsLAwAPGdkwn69Omj1W7rn0no7gSg8bAuLi4Oa9asgaurq2Tv4aJFi2L16tXo0qWLyu+5b98+dO/ePcnHqlSpgn///RefP3/GiRMn8OzZMxgaGsLIyAhGRkYwNjYWf1aqVAmVK1fWeDcxERERERERUXow8CQiojR5+vSptksgHVGoUCFx/PHjx3Rf79KlS4nCznPnzqFs2bLpvnZ6BQUFYe3atWKcXHcnEL+kZIIHDx5AoVDobDBE8W7evIng4GAA8d93yl9DTVm3bh0mT54sxiNHjkTPnj01XkeCHwNPHx8fnD59Wsz16tVLG2WlSN26dcWbc65du4bWrVtr5L6PHj2Ck5MTrl27JpkfPHgw5s6dq7blYH+2/PKIESMAxAe/uvw1IyIiIiIiIkor1W4WQ0REWVKdOnW0XQJpkSoDzydPnqBdu3aik6xw4cI4d+6cpFtSm5YuXSpqq1q1Kjp16pTsuUWLFhVLkIaGhsLf318jNVLaKS9n26ZNG40H1AsWLMDgwYNFZ2KTJk2wYMECjdbwI+XOyNevX2PevHliSdRWrVrp9F6H9erVE8dnz55N0VKu6REZGYnJkyejRo0akrCzQoUKuHTpEtasWaPWvS/z5s2LXLlywcLCAtWqVUPjxo3RuXNnbNy48ae/q4iIiIiIiIgyA3Z4EhFRqn379k0yrlWrlpYqIV1QuHBhcRwQEJDm63z9+hVdu3YVyz8WKlRIp8JOf39/rFixQownT54MPb3k3zsmk8lgZWWFc+fOAYjv8ixZsqS6y6R00Nb+nQqFApMnT4abm5uYq127Nvbv349s2bJprI6kVK9eXRyPHDlS8tikSZM0W0wq2djYiOOLFy/CwcEBGzduhKGhocrvdfHiRTg5OeHFixdiLlu2bHB1dcXEiRNhZGSk8nv+qHbt2ggNDVX7fYiIiIiIiIh0ETs8iYgo1e7evSsZ58yZU0uVZAxRUVG4cOECDh06hKtXr8LHx0eyp1tGp4oOT7lcDkdHRxEW5MiRA6dOnUKFChVUUmN6yeVy9OvXT3zdKleuDDs7u18+T3lJ1Pv376utPkq/T58+ieVP9fX10bJlS43cVy6XY/jw4ZKws0mTJvj3339Fh7A21axZM8n5Ro0aoXHjxhquJnUsLS3h4OAgxtu3b0fbtm3x+fNnld0jJCQEgwYNQpMmTSRhZ/369XHv3j1Mnz5dI2EnERERERERUVbHwJOIiFLt9u3bkjH3JUzs48ePWL58Odq1a4d8+fKhadOm6NKlC+rXr48yZcogV65caNSoEU6cOCGWr8wogoOD4eXlJbo5VRF4zps3D4cOHRJjd3d3reyfmJzVq1eLTk09PT24u7tDX1//l8/7cR9P0l3Xrl0TP4t169b96X6IqhIbG4t+/fph1apVYq59+/Y4fvw4cuXKpfb7p0S9evVQo0YNyVyOHDmwcOFCLVWUOh4eHvjrr7/E+OzZsyhSpAg6dOgAT09PhISEpPnaly5dQsWKFbFhwwYxlytXLqxevRqXLl1CpUqV0lM6EREREREREaUCA08iIkq1hC4oSuzLly9wdXVF6dKlMXLkSBw/fhwRERFJnnv58mW0bdsW3bt3R0xMjIYrTRu5XI5mzZqhW7duqF+/PiIjI9O9pO2pU6cwefJkMR45ciR69OihknpV4cWLFxg/frwYjx8/XrI34M9YWVmJY3Z46jblN25oIuyMioqCvb09PD09xZy9vT0OHDiA7Nmzq/3+KZUtWzZcuXIF06dPR/ny5eHo6Ih79+6hbt262i4tRQwMDLBmzRrMnj1bzMXExODo0aNwdHSEmZmZCD+T+12dnBIlSkiWeO/cuTOePHmCIUOG/HS5ayIiIiIiIiJSPf6fOBERpdrNmzclY3Z4AmFhYXBzc0OpUqUwd+5chIeHSx4vU6YM2rZti9q1a6NEiRKS7kAvLy8MGDAgQ3R6+vr6iuDu1atXOHnyZLo6PP38/NCjRw/xsTdu3BgLFixQXcHpFBcXB0dHRxGEVK1aFdOmTUvx8ytVqiS+1t7e3vj69ata6qT0Uw4509P1lxKBgYFo37499u/fL+YGDhyI7du3a33PzqQYGxtj2rRpePbsGTZv3oyyZctqu6RUkclkmDRpEry8vBLtOZ0Qfjo5OSE6OjpV17WwsICbmxsKFy4MLy8vHDhwAMWLF1dl6URERERERESUQgw8iYgoVby9vfHy5UvJXFYPPB8/fozq1atj0qRJkkCrWrVqWLt2LXx8fPDy5UscO3YMN27cgJ+fH169egVHR0dx7tatW3H06FFtlJ8qjx49kowvXrwoCTxT0+EZGRkJOzs7BAcHAwCKFi2KPXv26FTgs2jRIly7dg1AfKeYp6dnqvbjy549u+jyVCgUuHr1qlrqpPTLkyePOFZn4Pnvv//CysoK//77r5gbPXo0/v777xQtk0xpZ2dnh1u3bsHHxwfz5s2ThJ+tW7eWfA+klLOzM54+fQo7O7ss/3chERERERERkTYx8CQiolQ5ePBgorms/CLv/v37UbduXXh7e4u5smXLYteuXbh79y7++usvlC5dOtHzzM3NsWnTJvTp00fMKe/jp6vev38vGX/79g0FChQQyzd++fIlxV1Sy5Ytw507dwDEL5vp5eUlCU+17eHDh5g6daoYT5s2DdWrV0/1dRo2bCiOL1++rIrSSA2UOzzV0YkbExODSZMmoWXLlpI3BsyaNQsLFy7M0r9HNa106dIYP368JPwcMmRImq6lr6+vkSWQiYiIiIiIiOjnGHgSEVGqMPCMJ5fLMXnyZNjZ2SEsLAwAkDNnTqxfvx5PnjyBvb39L/dwk8lkmDlzphifPn1a5/fylMvlknF4eDj09fVRsGBBMRcYGPjL63z69Alubm5ivGDBAtjY2Kiu0HSKjo6Gg4ODCG9r166NCRMmpOlayoHnpUuXVFIfqZ46l7T18/NDkyZN4ObmJpZvLliwII4fP47Jkydnyd+huiIh/GzTpo22SyEiIiIiIiKidDDQdgFERJRxfPz4EVeuXEk0r8kX6z98+IBLly4hNDQULVq0QMmSJTV27wTR0dHo3r07Dh06JOZKly6NQ4cOoUqVKqm6VsmSJZEzZ06EhYVBLpcjKipKp5Z0/RUzMzMAQOHChcX+nQEBAb/cx27mzJn49u0bAKBChQoYOnSoegtNBblcjsGDB+PevXsA4vcv9PT0hIFB2v7ZpBx43rhxA1FRUalaFpc0w8TEBHp6epDL5QgLC8PXr1/TtMTpj7y8vDBw4EBJ12iLFi3g6emJIkWKpPv6RERERERERETEDk8iIkqFw4cPi+4kZeredy48PBwTJkyApaUlihYtCnt7ezg5OaFUqVJo0KABtm7dmmRd6hAbG4uePXtKws5WrVrh5s2bqQ47gfh9LJWXgNXUx5FWP3Z4JuyBp7wUbULwmZwXL15g3bp1YrxgwYI0h4mqplAoMHz4cGzcuFHMzZkzBxUqVEjzNYsUKQJLS0sA8V/vhGV8SbfIZDLJ13nRokXpul5AQAAGDRqEbt26ibBTX18fc+fOxcmTJxl2EhERERERERGpEANPIiJKMeXlbJWXf1Rnh+etW7dQs2ZNzJ8/H76+vokev3LlChwcHCRLw6qLXC7HgAEDsG/fPjE3atQoHDt2DPnz50/TNS9cuCCWsS1fvjxy5cqlklrVJTQ0VDJOS+A5YcIExMbGAgCaNGmCDh06qLjKtFEoFBg3bhxWr14t5hwdHTFy5Mh0X5vL2mYMyssWL1myJNGetSnh6+uLIUOGoGTJktiwYYOYL1myJC5fvowJEyb8crlrIiIiIiIiIiJKHb7aQkREKRIaGoozZ86IcadOncSxOl68j4uLg5ubG2xsbPD8+XMxb2xsjCZNmqBNmzaSztLp06dj7969Kq8jgUKhwNChQ+Hp6SnmRo4cicWLF6erw1X5em3btk1XjZrwzz//SMZly5YFEL+kbYKAgIBkn3/p0iUcOHBAjBctWqQz+xdOmzZN0tX3xx9/wMPDQyXf38qB561bt9J9PVKPXr16wcrKCkB8Z/mwYcNSHHo+ePAAvXr1QtmyZbF27VpERUWJx7p164a7d++iXr16aqmbiIiIiIiIiCirY+BJREQpcuLECbH0avXq1WFhYSEeU3XgqVAoMHjwYEyaNEl0ApqYmMDd3R0hISE4f/48jh8/jvfv36N58+bieY6OjmpbLtTd3R1r164V44EDB2LJkiXpCus+fvwoCWn79OmTrho14fr165JxQtib0g7PyZMni+OePXvC2tpaxRWmzdy5czFr1iwx7tq1Kzw9PVW2XHPr1q2xZs0aPHjwALt27VLJNUn19PT0sGDBAjHev38/zM3N0a5dO+zduxdRUVGQy+UICgrCkydPcOHCBezevRsdOnSAlZUVduzYIVn22draGvv378fu3bslXfFERERERERERKRaurFhFhER6TzlkKZLly6SfSdVHXjOmTNHshSkjY0Ntm7dKvZBTGBmZoa9e/eibt26ePnyJSIiIuDs7IyrV6+qtJ6wsDBMnTpVjHv27Il169aluzNxy5YtYjlbGxsb1KxZM13XUzc/Pz/JeMqUKeI4JYFncHCwWM5VX18fc+bMUX2RabBs2TK4urqKcdu2bbFz505ky5ZNZfcwNzfH4MGDVXY9Up9WrVrB3t4eu3fvBhC/lPXx48dx/PhxGBsbIzo6OtFetj9q3rw5Jk6ciGbNmulMBzMRERERERERUWbGDk8iIvolX19fHDp0SIy7desmecFflYHn5s2bJUFa7969cfHixURhZ4J8+fLhyJEjMDQ0BABcu3ZNsgSuKixbtkws01qsWDG4u7unu/MvJiYGGzduFOM///wzXdfTBOW9LQGgQYMG4jglS9pevnwZCoUCQPzenyVLllR9kam0du1ajBo1SoybNWuGffv2wcjISItVkbZt374dnp6esLW1lcxHRkYmG3bKZDLY2dnhxo0bOHPmDJo3b86wk4iIiIiIiIhIQxh4EhHRL61YsUK8yN+6dWtUqlRJLYHnqVOn4OTkJMbNmzeHh4cHDAx+viBB+fLl0b59ezHeunWrSuoBgM+fP0uWuJw+fTqyZ8+e7uuOHj1aBLMmJib4/fff031NdQoKCpJ03QKQhDkp6fC8cOGCOG7cuLGKK0ydmJgYuLi4YMiQIWKuYcOGOHz4sEq+vpSx6evro0+fPjh79ix8fX0xbdo0lChRQjyeN29elC1bFvXr10fnzp3h4uKCJ0+ewMvLC7Vr19Zi5UREREREREREWROXtCUiop8KCQmBh4eHGLu4uACAJPBURRfTmzdv0K1bN7FnZ7Vq1bBv3z7RufkrDg4OOHDgAABg27ZtmDlzpkqC2Llz5yI0NBQAUKFCBfTt2zfd1/T19cXKlSvFePLkyciZM2e6r6suCXuqfv36VTIfGRkpjlMbeDZp0kTFVaZcQEAAunfvLpbXBYA6derg6NGjOv11IO0oVaoUpk+fjmnTpiE4OBi5cuVK8e8lIiIiIiIiIiLSDHZ4EhHRT23YsAHfv38HAFSuXBktW7YEAEnXZcI+lGmlUCjw119/iWCxePHiOHbsGPLkyZPia7Rr1w758+cHAPj7+0vCrLQKDg7GqlWrxHjOnDm/7DZNiZ07d0rGAwYMSPc11Wnnzp3w8vJKNB8RESGOTU1NxTK/X758QVRUlOTc0NBQ3L17F0B8QN6wYUM1Vpy8//77DzVr1pR8f3Tu3BmnTp1C7ty5tVITZQwymQympqYMO4mIiIiIiIiIdBADTyIiSlZMTAxWrFghxi4uLqKb08TERMyHhYWl6z7bt2/HsWPHAMSHCjt37kSxYsVSdQ1DQ0PJsrCXL19OV00AcODAARHcVa9eHV27dk3X9WJjYzF8+HBMnjxZzJUtWxa5cuVK13XV6d27d3B2dk7yMeXAU19fHwULFhTjwMBAybnXrl0TXcHVq1dH3rx5VV/sTygUCqxYsQJNmzbFhw8fAMQvxezm5ob9+/enKlwnIiIiIiIiIiIi3cLAk4iIkuXl5YW3b98CiF+ytFevXuIx5aU/0xN4fvz4ESNGjBBjZ2fnNHf/Va5cWRy/efMmzTUlUO7EdHBwSNfSvV++fEHbtm0lS9nWrFkTZ8+ehZGRUbrqVBeFQoEBAwYgJCQEAFCyZEn06NFDPK4ceAJA4cKFxXFAQIDkMeXlb/Ply6eGapMXFhaG3r17Y8SIEWLJZFNTU5w8eRITJ05U2R60REREREREREREpB18hY+IiJKkUCiwePFiMXZ2dpYEc8qBZ8KSt2kxdOhQBAcHAwBKlCiBuXPnpvlaFhYW4vj169dpvg4QH9idO3cOQHzXaffu3dN8rWfPnqFu3bo4c+aMmEvYQ7J48eLpqlOd1q1bh5MnTwKI/xxs2bIFRYoUEY//uKfnz/bxrFKliji+f/8+FAqFOkpO5M6dO6hXrx527Ngh5qytrXHnzh20aNFCIzUQERERERERERGRejHwJCKiJF26dAm3b98GABgbG+Ovv/6SPK6KJW0PHjwo2Rtyw4YNkuumlrm5uThOb4enl5eXWIK1cePGqV5iN8GJEydQr149vHz5UszNnDkTu3btQo4cOdJVozpdvHhR0nnr4uKS6PPw4+f4Z4FnyZIlxdK9nz9/xvv379VRthAaGooRI0agdu3aePTokZgfNGgQLl26JAnHiYiIiIiIiIiIKGNj4ElEpIMiIiISdc9pkkKhwIwZM8TYwcFBsj8jkP4Oz7i4OEyYMEGMBwwYgJYtW6ah2v9RZeC5Z88ecfzHH3+k+vkKhQLLli1D+/btxdcyR44c8PLywpQpU9K1PK66vXz5El27dkVMTAwAoGrVqpg9ezYAaRftj5/jny1pq6enBysrKzG+d++eqssGEP9537NnDypUqIAVK1aI0NrY2BgeHh5Yv349jI2N1XJvIiIiIiIiIiIi0g4GnkREOiQsLAxLlixB6dKlMXPmTK3VceDAAZw9exYAoK+vDxcXl0TnpLfDc+fOnXj+/DkAIHfu3FiwYEEaq/2fggULimV3v379im/fvqX5WsqBXKdOnVL13OjoaDg5OWHUqFEicDM3N8fly5dhZ2eX5po04fPnz2jfvr1YZrhQoUI4cuSICAl/tmzwzzo8AaB69erieOrUqen6+iTFx8cHbdu2hb29PT58+CDmW7VqhYcPH6J///4qvR8RERERERERERHpBgaeRDrk1q1b2LFjB2JjY7VdCmnYv//+C0dHRxQrVgyjR49GQEAA1q1bh0+fPmm8lsjISIwePVqMBw8ejPLlyyc6T7nDM7WBZ2xsrKSDdNSoUcifP38aqpWSyWRi2VQgvlM2LZTDUmNjY8m+lb8SGBiI5s2bw8PDQ8zZ2Njgxo0bqFGjRprq0ZSoqCj89ttvYvnd7Nmz4/DhwyhRooQ4Jz2BZ58+faCnF/9Pjzt37uD3339HdHS0SuqePXs2qlSpIvYcBeI7Tnft2oUTJ06gTJky6b4PERERERERERER6SYGnkQ64uHDh6hfvz569eqF6dOna7sc0pDo6GgMGTIELVq0gKenp2QZ27x58+LFixcar2nx4sXw8/MDAJiamkqCSWXKHZ6pXX5327Zt8Pb2BhD/cY4cOTJNtSbFwMBAHKf1zQPKS7Wam5unePnZBw8eoE6dOrh8+bKYc3BwwLlz5yTLveoihUIBJycnXLx4Ucxt3boVderUkZxnZmaGbNmyAQC+fPki+dr/bElbAKhTpw7Wr18vxqdOnYKDgwPevXuX6noDAgKwefNm2Nvbo3DhwpgyZQoiIyMBxAffw4YNw7Nnz2Bvb6/TywcTERERERERERFR+jHwJNIR9vb2Yr+8OXPmaLka0oRPnz6hZcuWWLt2rWS+dOnSWLNmDXx8fNCgQQON1vT27Vu4ubmJ8axZs5LtvCxWrJg4fvPmzf+1d99hWZf9/8dfFyC4UByYpuTIvUVxi4C4Qk1za87KzH27rVxldpdZqZnZram5NXMrTjC3aIWmOXGhYm4IBAGv3x/8/Hy5ElTWdWE+H8fRcXw+52ec7+uC2z/uF+/zlNlsfqY5YmNjLZbrHT58uFxcXFJXcBIehXFS+gWez2Lt2rWqW7euLl68KCkhdJsyZYrmz59vLLObWUVFRendd9/VwoULjbHPPvssyeV37ezsVKFCBeN89+7dxvHTOjwl6e2337b4o47ly5fLzc1N3t7emjNnju7cufPYM/Hx8YqIiNDevXv14Ycfqnr16ipUqJB69eqlFStW6O7du8a91atX16FDhzR9+nTlzp37mT4/AAAAAAAAgOebw9NvAWANf/75p3GcP39+m9QQHx+v3377TTt27FC5cuVSvG+hLYWGhio8PFwlSpQw9hrMzG7fvi0vLy+dOHHCGGvbtq1Gjx6t6tWr26wjbdSoUYqKipIkVapUSe+8806y97q4uCh37ty6d++e7t+/r7/++ssi8ErOggULdP78eUlS3rx5NWjQoPQp/v9L3OH56I8IUipx4Jl4CdekmM1mffrpp/rggw+MMWdnZy1dulR+fn6pmt+agoOD1blzZ4t/g9566y2NGDEi2Wd8fX2NPU63bt2qFi1aSHq2wFNK2L/z6tWr+v777yUlfIeBgYEKDAxUv379VKxYMUVFRSkqKkqRkZHPtOxtkSJFNGrUKL333nuyt7d/6v0AAAAAAAAA/j0IPIFMIDQ01OK8Z8+eVp3/wYMHGjhwoFauXGl0V7Vu3TpTB54xMTHatWuXNm/eLH9/f508eVJSQvdZ8eLFVbZsWdWsWVP9+/dXvnz5bFytpcjISPn5+Rlhp8lk0qeffqqRI0fadOnNvXv3asmSJcb59OnTLcLDpBQvXtwIvi5cuPDUwDM+Pl6ffvqpcT5y5EiLPTfTQ3osaZu4YzBXrlzJ3nf//n29/fbbFt9biRIltH79epUvXz5Vc1vLw4cPNX36dI0aNcoiUOzQoYNmzZr1xN/FJk2a6IsvvpCUEHg+ki9fPtnb2ys+Pl53795VdHR0kn+AYDKZ9N1338nT01Pz5s3Tzp07jQ7h2NhYYw/RJ3FwcFC9evXUvHlzNW/eXJUqVWLpWgAAAAAAAOAFReAJZAIbNmywOC9TpoxV5587d67RafVIYGCg4uPjM12nVGRkpL799ltNmTJFN27ceOz6w4cPde7cOZ07d04bN27UV199pbFjx2rw4MGZ4rM8ePBAbdu21YEDByQlBD+LFy9W586dbVrXw4cPLTot27VrJy8vr6c+V6xYMSPwPH/+vGrVqvXE+zdu3KiQkBBJUp48edS/f/9U15ycxEvaprbDs1ixYsbxuXPnkrzn6tWrat26tYKCgowxLy8v/fTTT5kuZP+n69evq2fPnvL39zfGsmfPrmnTpumtt956anBYv359Zc2aVdHR0Tp16pQuXbqkV155RXZ2dipQoIC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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "model.eval()\n",
    "x = model.generate(torch.device(\"cpu\"))\n",
    "x = torch.cat(x, axis=0)\n",
    "inv = torch.from_numpy(dataset.norm.inverse_transform(x[:, 1:]))\n",
    "x = torch.cat([x[:, 0:1], inv], axis=1)\n",
    "x[-1, 0]= 1\n",
    "plot_stroke(x.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "tensor([[ 0.0000, -0.1476, -0.5334],\n",
       "        [ 0.0000, -0.1070, -0.8389],\n",
       "        [ 0.0000, -0.0401, -1.2689],\n",
       "        ...,\n",
       "        [ 0.0000,  0.5743,  0.4684],\n",
       "        [ 0.0000,  0.3385,  0.1723],\n",
       "        [ 0.0000,  0.0811,  0.0079]])"
      ]
     },
     "metadata": {},
     "execution_count": 68
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 4158.87x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"289.7pt\" version=\"1.1\" viewBox=\"0 0 3241.023489 289.7\" width=\"3241.023489pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-03-13T22:47:10.487942</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4gQFeQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAOEFBHgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgTlCQBwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACIExTkAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADiBAV5AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIA4QUEeAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACBO/D/VnORWiibBHgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "a = dataset[0]\n",
    "plot_stroke(a)\n",
    "# print(a)\n",
    "inv = torch.from_numpy(dataset.norm.inverse_transform(a[:, 1:]))\n",
    "a = torch.cat([a[:, 0:1], inv], axis=1)\n",
    "plot_stroke(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mask = y[..., 0] > 0.3\n",
    "# y[mask] = 1\n",
    "# y[torch.logical_not(mask)] = 0\n",
    "plot_stroke(y.numpy())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_parameters(model):\n",
    "    return sum(p.numel() for p in model.parameters() if p.requires_grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "3998401"
      ]
     },
     "metadata": {},
     "execution_count": 35
    }
   ],
   "source": [
    "count_parameters(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models.prediction import PredModel\n",
    "model = PredModel(2, 3, 20, batch_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import StrokeDataset\n",
    "dataset = StrokeDataset(\"data/strokes-py2.npy\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = dataset[0]\n",
    "plot_stroke(a.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<data.StrokeDataset at 0x110c50280>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = dataset.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "5833"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "sum([1 for x in a if x[0, 0] == 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 0.41256168, -0.00600292], dtype=float32)"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.concatenate([s[:, 1:] for s in dataset.data]).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "tensor([[ 0.0000,  0.0000,  0.0000],\n",
       "        [ 0.0000, -0.1500,  0.0000],\n",
       "        [ 0.0000,  0.0000,  0.0000],\n",
       "        ...,\n",
       "        [ 0.0000,  0.2500,  0.0000],\n",
       "        [ 0.0000,  0.0000,  0.0500],\n",
       "        [ 1.0000,  0.2000, -0.1000]])"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}