n_1r20i_numeric.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "import annotate\n",
    "import n_1rxi_numeric as method\n",
    "import plot_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_size = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'n_1r20i_numeric'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fname = method.__file__.split('/')[-1][:-3].replace('x', str(chunk_size))\n",
    "fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rate\n",
    "rate.setkey(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = annotate.get_clean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = source.sample(frac=1, random_state=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Rate limit reached for 10KTPM-200RPM in organization org-2zDrNKNNJOpVoTb0SJjsRKw1 on tokens per min. Limit: 10000 / min. Please try again in 6ms. Contact us through our help center at help.openai.com if you continue to have issues.\n",
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      "Retrying in 5 s...\n",
      "Rate limit reached for 10KTPM-200RPM in organization org-2zDrNKNNJOpVoTb0SJjsRKw1 on tokens per min. Limit: 10000 / min. Please try again in 6ms. Contact us through our help center at help.openai.com if you continue to have issues.\n",
      "Retrying in 5 s...\n",
      "Rate limit reached for 10KTPM-200RPM in organization org-2zDrNKNNJOpVoTb0SJjsRKw1 on tokens per min. Limit: 10000 / min. Please try again in 6ms. Contact us through our help center at help.openai.com if you continue to have issues.\n",
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     ]
    }
   ],
   "source": [
    "await method.rate(source, chunk_size=chunk_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "source.to_excel(f'gpt-ratings/{fname}.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = pd.read_excel(f'gpt-ratings/{fname}.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'novelty': SignificanceResult(statistic=0.375557035245246, pvalue=3.1944684732247005e-42),\n",
       " 'feasibility': SignificanceResult(statistic=0.6515644574513654, pvalue=1.4295505632279257e-148),\n",
       " 'value': SignificanceResult(statistic=0.2655358831363329, pvalue=3.6262778308044994e-21)}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = {key: stats.spearmanr(source[[key.capitalize(), key]]) for key in annotate.measures}\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 4200x2400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3, figsize=(7,4), layout='constrained', dpi=600)\n",
    "for measure, ax in zip(annotate.measures, axs.T):\n",
    "    Measure = measure.capitalize()\n",
    "    if measure == 'value':\n",
    "        mask = (source['value']>0) & (source['value']<100000)\n",
    "        suffix = ', ¥'\n",
    "        ax[0].semilogy(source[mask][Measure], source[mask][measure], 'ok', ms=.5)\n",
    "    else:\n",
    "        suffix = ''\n",
    "        ax[0].plot(source[Measure], source[measure], 'ok', ms=.5)\n",
    "    ax[0].set_xlabel(f'{Measure} (Elo)')\n",
    "    ax[0].set_ylabel(f'{Measure} (GPT{suffix})')\n",
    "    ax[0].set_title(Measure)\n",
    "    if measure != 'value':\n",
    "        ax[0].set_ylim(0,100)\n",
    "\n",
    "    if measure != 'value':\n",
    "        sns.histplot(source, x=f'{measure}_transformed', ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        sns.histplot(source, x=measure, ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        ax[1].set_xlabel(Measure)\n",
    "\n",
    "axs[1,2].plot([], label='Elo\\n(1-100)')\n",
    "axs[1,2].plot([], label='GPT')\n",
    "axs[1,2].legend(loc='center left')\n",
    "axs[1,2].set_xticks([])\n",
    "axs[1,2].set_yticks([])\n",
    "\n",
    "sns.despine()\n",
    "sns.despine(ax=axs[1,2], bottom=True, left=True)\n",
    "\n",
    "for i, ax in enumerate(axs.flatten()):\n",
    "    if i < 5:\n",
    "        plot_utils.label_panel(ax, i)\n",
    "\n",
    "plt.savefig(f'Figure_2.{fname}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key, c in corr.items():\n",
    "    plt.figure(figsize=(4,4))\n",
    "    sns.scatterplot(source, x=key.capitalize(), y=key)\n",
    "    sns.despine()\n",
    "    plt.xlabel(f'{key} (ELO)')\n",
    "    plt.ylabel(f'{key} (GPT)')\n",
    "    plt.title(f'{key}: $\\\\rho = {c.statistic:.2g}$, $p = {c.pvalue:.2g}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in ('novelty', 'feasibility'):\n",
    "    fig, ax = plt.subplots(figsize=(4,2))\n",
    "    sns.histplot(source, x=key, ax=ax, kde=True)\n",
    "    sns.histplot(source, x=f'{key}_transformed', ax=ax, kde=True)\n",
    "    sns.despine()\n",
    "    plt.plot([], label='GPT')\n",
    "    plt.plot([], label='ELO')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'value: $\\\\rho = 0.32$, $p = 1.2e-25$')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NPH1+u0lPT8ekSZPqDSqAvd46duxIQYU0OupjIS3OiRMnIBKJnIbk3unefvttr2lOnTqFrl273oLSkDsd3bGQFufkyZPo1KkTffNuAMYYTp8+TYGF3BLUx0IIIYRXdMdCCCGEVxRYCCGE8IoCC08YY9Dr9Q2anZcQQm5HFFh4Ul5eDrVazc1VRAghdyoKLIQQQnhFgYUQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeNWkgWXx4sUQCAROr+joaG6/0WjE7NmzERQUBH9/f4wfPx4FBQVOeeTm5iIlJQVKpRIhISFYsGABLBaLU5pdu3ahd+/ekMlk0Gq1WLdunUtZVq1ahfbt20MulyM+Ph6//fZbo5wzIXcCncGEi4UVOJZbiovXK6AzmJq6SF45ynz0SgnO5utxvqAcl1pI2ZubJl/oq3v37vjll1+438XiP4v0zDPPYNu2bdi8eTPUajXmzJmDcePGYf/+/QAAq9WKlJQUhIWF4cCBA8jLy8Pf//53SCQSLF26FACQk5ODlJQUPPHEE/jss8+wY8cOPPLIIwgPD0dycjIAYNOmTZg3bx5Wr16N+Ph4vPvuu0hOTsa5c+cQEhJyC2uDkJbvWlkVFm49gb0Xirhtg6M0WD6+ByICFE1Ysvq5K3OiNgjTEztg2Q9ZeHVMTLMte3PUpOuxLF68GF9//TUyMzNd9ul0OgQHB2PDhg148MEHAQBnz55F165dkZGRgQEDBuDHH3/E/fffj2vXriE0NBQAsHr1aixcuBDXr1+HVCrFwoULsW3bNpw6dYrLe9KkSSgrK0NaWhoAID4+Hv369cPKlSsBADabDW3btsVTTz2F559/3qdz0ev1UKvV0Ol0UKlUN1MthLRYOoMJcz4/5nSBdhgcpcGKyXFQK6VNULL6eSpzojYIcZGBOHG1rFmWvblq8j6WCxcuICIiAh07dsSUKVOQm5sLADhy5AjMZjOSkpK4tNHR0YiMjERGRgYAICMjA7GxsVxQAYDk5GTo9XqcPn2aS1M7D0caRx4mkwlHjhxxSiMUCpGUlMSlcae6uhp6vd7pRcidrqjC5PYCDQB7LhShqKL5NSt5KvP+7GLEtQ1otmVvrpo0sMTHx2PdunVIS0vDBx98gJycHAwaNAjl5eXIz8+HVCpFQECA03tCQ0ORn58PAMjPz3cKKo79jn2e0uj1elRVVaGoqAhWq9VtGkce7ixbtgxqtZp7tW3b9obqgJDbid5o9ri/3Mv+puCtzNUWG4DmWfbmqkn7WEaMGMH93KNHD8THx6Ndu3b44osvoFA07/bM1NRUzJs3j/tdr9dTcCF3PJVc4nF/Ky/7m4K3MsvE9u/fzbHszVWTN4XVFhAQgM6dOyM7OxthYWEwmUwoKytzSlNQUICwsDAAQFhYmMsoMcfv3tKoVCooFApoNBqIRCK3aRx5uCOTyaBSqZxehNzpNP5SDI7SuN03OEoDjX/z66PwVOZEbRCOXS1rtmVvrppVYKmoqMDFixcRHh6OPn36QCKRYMeOHdz+c+fOITc3FwkJCQCAhIQEnDx5EoWFhVya7du3Q6VSoVu3blya2nk40jjykEql6NOnj1Mam82GHTt2cGkIIb5RK6VYPr6Hy4V6cJQGb47v0Sw7v+srs2NU2Lk8fbMte7PFmtD8+fPZrl27WE5ODtu/fz9LSkpiGo2GFRYWMsYYe+KJJ1hkZCTbuXMnO3z4MEtISGAJCQnc+y0WC4uJiWHDhg1jmZmZLC0tjQUHB7PU1FQuzaVLl5hSqWQLFixgWVlZbNWqVUwkErG0tDQuzcaNG5lMJmPr1q1jZ86cYY899hgLCAhg+fn5Pp+LTqdjAJhOp+OhZghp2coqq1l2QTk7dqWEZReUs7LK6qYukleOMh+5XMKyrunY+Xw9u1jYMsre3DRpYJk4cSILDw9nUqmU3XXXXWzixIksOzub219VVcVmzZrFAgMDmVKpZGPHjmV5eXlOeVy+fJmNGDGCKRQKptFo2Pz585nZbHZKk56eznr16sWkUinr2LEjW7t2rUtZVqxYwSIjI5lUKmX9+/dnv/76a4POhQILIYTYNelzLLcTeo6FEELsmlUfCyGEkJaPAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osBBCCOEVBRZCCCG8osBCCCGEVxRYCCGE8IoCCyGEEF5RYCGEEMIrCiyEEEJ4RYGFEEIIryiwEEII4RUFFkIIIbyiwEIIIYRXFFgIIYTwigILIYQQXlFgIYQQwisKLIQQQnhFgYUQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osBBCCOEVBRZCCCG8osBCCCGEVxRYCCGE8IoCCyGEEF5RYCGEEMIrCiyEEEJ4RYGFEEIIryiwEEII4RUFFkIIIbyiwEIIIYRXFFgIIYTwigILIYQQXlFgIYQQwisKLIQQQnhFgYUQQgivmk1gWb58OQQCAebOncttMxqNmD17NoKCguDv74/x48ejoKDA6X25ublISUmBUqlESEgIFixYAIvF4pRm165d6N27N2QyGbRaLdatW+dy/FWrVqF9+/aQy+WIj4/Hb7/91hinSQght71mEVgOHTqEDz/8ED169HDa/swzz+C7777D5s2bsXv3bly7dg3jxo3j9lutVqSkpMBkMuHAgQNYv3491q1bh1deeYVLk5OTg5SUFAwdOhSZmZmYO3cuHnnkEfz0009cmk2bNmHevHlYtGgRjh49ip49eyI5ORmFhYWNf/KEEHK7YU2svLycRUVFse3bt7MhQ4awf/zjH4wxxsrKyphEImGbN2/m0mZlZTEALCMjgzHG2A8//MCEQiHLz8/n0nzwwQdMpVKx6upqxhhjzz33HOvevbvTMSdOnMiSk5O53/v3789mz57N/W61WllERARbtmyZz+eh0+kYAKbT6Xw/eUIIuQ01+R3L7NmzkZKSgqSkJKftR44cgdlsdtoeHR2NyMhIZGRkAAAyMjIQGxuL0NBQLk1ycjL0ej1Onz7Npambd3JyMpeHyWTCkSNHnNIIhUIkJSVxadyprq6GXq93ehFCCAHETXnwjRs34ujRozh06JDLvvz8fEilUgQEBDhtDw0NRX5+PpemdlBx7Hfs85RGr9ejqqoKpaWlsFqtbtOcPXu23rIvW7YMr776qm8nSgghd5Amu2O5evUq/vGPf+Czzz6DXC5vqmLcsNTUVOh0Ou519erVpi4SIYQ0C00WWI4cOYLCwkL07t0bYrEYYrEYu3fvxnvvvQexWIzQ0FCYTCaUlZU5va+goABhYWEAgLCwMJdRYo7fvaVRqVRQKBTQaDQQiURu0zjycEcmk0GlUjm9CCGENGFguffee3Hy5ElkZmZyr759+2LKlCnczxKJBDt27ODec+7cOeTm5iIhIQEAkJCQgJMnTzqN3tq+fTtUKhW6devGpamdhyONIw+pVIo+ffo4pbHZbNixYweXhhBCSAM09eiB2mqPCmOMsSeeeIJFRkaynTt3ssOHD7OEhASWkJDA7bdYLCwmJoYNGzaMZWZmsrS0NBYcHMxSU1O5NJcuXWJKpZItWLCAZWVlsVWrVjGRSMTS0tK4NBs3bmQymYytW7eOnTlzhj322GMsICDAabSZNzQqjBBC7Jp1YKmqqmKzZs1igYGBTKlUsrFjx7K8vDyn91y+fJmNGDGCKRQKptFo2Pz585nZbHZKk56eznr16sWkUinr2LEjW7t2rcuxV6xYwSIjI5lUKmX9+/dnv/76a4PKToGFEELsBIwx1tR3TbcDvV4PtVoNnU5H/S2EkDtakz/HQggh5PZCgYUQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osBBCCOEVBRZCCCG8osBCCCGEVxRYCCGE8IoCCyGEEF5RYCGEEMIrCiyEEEJ4RYGFEEIIryiwEEII4RUFFkIIIbyiwEIIIYRXFFgIIYTwigILIYQQXlFgIYQQwisKLIQQQnhFgYUQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osBBCCOEVBRZCCCG8osBCCCGEVxRYCCGE8IoCCyGEEF6JG5LYZrNh9+7d2Lt3L65cuQKDwYDg4GDExcUhKSkJbdu2baxyEkIIaSF8umOpqqrC66+/jrZt22LkyJH48ccfUVZWBpFIhOzsbCxatAgdOnTAyJEj8euvvzZ2mQkhhDRjPt2xdO7cGQkJCfjPf/6D++67DxKJxCXNlStXsGHDBkyaNAkvvvgiHn30Ud4LSwghpPkTMMaYt0RZWVno2rWrTxmazWbk5uaiU6dON124lkSv10OtVkOn00GlUjV1cQghpMn41BTWtWtXLFmyBAaDwWtaiURyxwUVQgghf/LpjgUARCIR8vLyEBIS0thlapHojoUQQux8Hm7sY/xpkA8++AA9evSASqWCSqVCQkICfvzxR26/0WjE7NmzERQUBH9/f4wfPx4FBQVOeeTm5iIlJQVKpRIhISFYsGABLBaLU5pdu3ahd+/ekMlk0Gq1WLdunUtZVq1ahfbt20MulyM+Ph6//fYb7+dLCCF3ggY9xyIQCHg9eJs2bbB8+XIcOXIEhw8fxj333IMxY8bg9OnTAIBnnnkG3333HTZv3ozdu3fj2rVrGDduHPd+q9WKlJQUmEwmHDhwAOvXr8e6devwyiuvcGlycnKQkpKCoUOHIjMzE3PnzsUjjzyCn376iUuzadMmzJs3D4sWLcLRo0fRs2dPJCcno7CwkNfzJYSQOwLzkUAgYAEBASwwMNDj62YFBgay//73v6ysrIxJJBK2efNmbl9WVhYDwDIyMhhjjP3www9MKBSy/Px8Ls0HH3zAVCoVq66uZowx9txzz7Hu3bs7HWPixIksOTmZ+71///5s9uzZ3O9Wq5VFRESwZcuW+VxunU7HADCdTtewEyaEkNtMgx6QfPXVV6FWqxslwFmtVmzevBmVlZVISEjAkSNHYDabkZSUxKWJjo5GZGQkMjIyMGDAAGRkZCA2NhahoaFcmuTkZDz55JM4ffo04uLikJGR4ZSHI83cuXMBACaTCUeOHEFqaiq3XygUIikpCRkZGfWWt7q6GtXV1dzver3+ZquAEEJuCw0KLJMmTeK98/7kyZNISEiA0WiEv78/vvrqK3Tr1g2ZmZmQSqUICAhwSh8aGor8/HwAQH5+vlNQcex37POURq/Xo6qqCqWlpbBarW7TnD17tt5yL1u2DK+++uoNnTMhhNzOfO5j4bt/xaFLly7IzMzEwYMH8eSTT2Lq1Kk4c+ZMoxyLT6mpqdDpdNzr6tWrTV0kQghpFny+Y2GNMCoMAKRSKbRaLQCgT58+OHToEP7v//4PEydOhMlkQllZmdNdS0FBAcLCwgAAYWFhLqO3HKPGaqepO5KsoKAAKpUKCoUCIpEIIpHIbRpHHu7IZDLIZLIbO2lCCLmN+XzHYrPZYDAY8J///AerVq3CqVOnGqVANpsN1dXV6NOnDyQSCXbs2MHtO3fuHHJzc5GQkAAASEhIwMmTJ51Gb23fvh0qlQrdunXj0tTOw5HGkYdUKkWfPn2c0thsNuzYsYNLQwghpAF87eVPT09nfn5+TCAQMIFAwCQSCfvf//53UyMHnn/+ebZ7926Wk5PDTpw4wZ5//nkmEAjYzz//zBhj7IknnmCRkZFs586d7PDhwywhIYElJCRw77dYLCwmJoYNGzaMZWZmsrS0NBYcHMxSU1O5NJcuXWJKpZItWLCAZWVlsVWrVjGRSMTS0tK4NBs3bmQymYytW7eOnTlzhj322GMsICDAabSZNzQqjBBC7HwOLImJiWzMmDHs2rVrrKSkhM2aNYuFh4ff1MFnzJjB2rVrx6RSKQsODmb33nsvF1QYY6yqqorNmjWLBQYGMqVSycaOHcvy8vKc8rh8+TIbMWIEUygUTKPRsPnz5zOz2eyUJj09nfXq1YtJpVLWsWNHtnbtWpeyrFixgkVGRjKpVMr69+/Pfv311wadCwUWQgix83lKl4CAABw4cIBrYjIYDFCpVCgoKEBQUFAj3lO1DDSlCyGE2Pncx6LX66HRaLjflUolFAoFdDpdoxSMEEJIy9Sg51h++uknpwckHZ3ctTvyR48ezV/pCCGEtDg+N4UJhd5vbgQCAaxW600XqiWipjBCCLHz+Y7FZrM1ZjkIIYTcJho0uzEhhBDijc93LFarFWfOnEFsbCwAYPXq1TCZTNx+kUiEJ5980qcmM0IIIbcvnwPLpk2bsHr1auzZswcAsGDBAgQEBEAstmdRVFQEuVyOmTNnNk5JCSGEtAg+316sXbsWs2fPdtq2e/du5OTkICcnB2+//TY+/fRT3gtICCGkZfE5sJw9exZ9+/atd/+QIUNw/PhxXgpFCCGk5fK5Kez69etOv1+6dMnpiXuJRILKykr+SkYIIaRF8vmOJTQ0FOfOneN+Dw4Oduqoz8rK8jjNPCGEkDuDz4Hl3nvvxRtvvOF2H2MMy5Ytw7333stbwQghhLRMPj95f/HiRfTu3RvR0dF49tln0blzZwD2NVL++c9/4ty5czhy5Ai3aNedhp68J4QQO5/7WDp16oTt27dj2rRpmDhxIrdUMWMM0dHR+Pnnn+/YoEIIIeRPPt+x1JaZmYnz588DAKKiohAXF8d7wVoaumMhhBC7GwosxBUFFkIIsfOp83758uWoqqryKcODBw9i27ZtN1UoQgghLZdPgeXMmTOIjIzErFmz8OOPPzo902KxWHDixAm8//77uPvuuzFx4kS0atWq0QpMCCGkefO5Kez48eNYuXIltmzZAr1eD5FIBJlMBoPBAACIi4vDI488gmnTpkEulzdqoZsjagojhBC7Bvex2Gw2nDhxAleuXEFVVRU0Gg169erltGzxnYgCCyGE2FHnPU8osBBCiB0tnkIIIYRXFFgIIYTwigILIYQQXlFgIYQQwqsbDizZ2dn46aefuAcnaQwAIYQQ4AYCS3FxMZKSktC5c2eMHDkSeXl5AICZM2di/vz5vBeQEEJIy9LgwPLMM89ALBYjNzcXSqWS2z5x4kSkpaXxWjhCCCEtj8/T5jv8/PPP+Omnn9CmTRun7VFRUbhy5QpvBSOEENIyNfiOpbKy0ulOxaGkpAQymYyXQhFCCGm5GhxYBg0ahE8++YT7XSAQwGaz4a233sLQoUN5LRwhhJCWp8FNYW+99RbuvfdeHD58GCaTCc899xxOnz6NkpIS7N+/vzHKSAghpAVp8B1LTEwMzp8/j4EDB2LMmDGorKzEuHHjcOzYMXTq1KkxykgIIaQFoUkoeUKTUBJCiF2Dm8L27Nnjcf/gwYNvuDCEEEJavgbfsQiFrq1nAoGA+9lqtd58qVogumMhhBC7BvexlJaWOr0KCwuRlpaGfv364eeff26MMhJCCGlBGtwUplarXbbdd999kEqlmDdvHo4cOcJLwQghhLRMvM1uHBoainPnzvGVHSGEkBaqwXcsJ06ccPqdMYa8vDwsX74cvXr14qtchBBCWqgGB5ZevXpBIBC4TJM/YMAArFmzhreCEUIIaZkaHFhycnKcfhcKhQgODoZcLuetUIQQQlquBgeWdu3aNUY5CCGE3CZ8Cizvvfeezxk+/fTTN1wYQgghLZ9PD0h26NDBt8wEAly6dOmmC9US0QOShBBi59Nw45ycHJ9eDQ0qy5YtQ79+/dCqVSuEhITggQcecBmybDQaMXv2bAQFBcHf3x/jx49HQUGBU5rc3FykpKRAqVQiJCQECxYsgMVicUqza9cu9O7dGzKZDFqtFuvWrXMpz6pVq9C+fXvI5XLEx8fjt99+a9D5EEII4fE5lhuxe/duzJ49G7/++iu2b98Os9mMYcOGobKykkvzzDPP4LvvvsPmzZuxe/duXLt2DePGjeP2W61WpKSkwGQy4cCBA1i/fj3WrVuHV155hUuTk5ODlJQUDB06FJmZmZg7dy4eeeQR/PTTT1yaTZs2Yd68eVi0aBGOHj2Knj17Ijk5GYWFhbemMggh5DZxQ7Mb//777/j222+Rm5sLk8nktO/f//73DRfm+vXrCAkJwe7duzF48GDodDoEBwdjw4YNePDBBwEAZ8+eRdeuXZGRkYEBAwbgxx9/xP33349r164hNDQUALB69WosXLgQ169fh1QqxcKFC7Ft2zacOnWKO9akSZNQVlaGtLQ0AEB8fDz69euHlStXAgBsNhvatm2Lp556Cs8//7zXslNTGCGE2DV4VNiOHTswevRodOzYEWfPnkVMTAwuX74Mxhh69+59U4XR6XQAgNatWwMAjhw5ArPZjKSkJC5NdHQ0IiMjucCSkZGB2NhYLqgAQHJyMp588kmcPn0acXFxyMjIcMrDkWbu3LkAAJPJhCNHjiA1NZXbLxQKkZSUhIyMDLdlra6uRnV1Nfe7Xq+/qXMnhJDbRYObwlJTU/Hss8/i5MmTkMvl2Lp1K65evYohQ4ZgwoQJN1wQm82GuXPnIjExETExMQCA/Px8SKVSBAQEOKUNDQ1Ffn4+l6Z2UHHsd+zzlEav16OqqgpFRUWwWq1u0zjyqGvZsmVQq9Xcq23btjd24oQQcptpcGDJysrC3//+dwCAWCxGVVUV/P39sWTJErz55ps3XJDZs2fj1KlT2Lhx4w3ncSulpqZCp9Nxr6tXrzZ1kQghpFlocGDx8/Pj+lXCw8Nx8eJFbl9RUdENFWLOnDn4/vvvkZ6ejjZt2nDbw8LCYDKZUFZW5pS+oKAAYWFhXJq6o8Qcv3tLo1KpoFAooNFoIBKJ3KZx5FGXTCaDSqVyehFCCLmBwDJgwADs27cPADBy5EjMnz8fb7zxBmbMmIEBAwY0KC/GGObMmYOvvvoKO3fudHlepk+fPpBIJNixYwe37dy5c8jNzUVCQgIAICEhASdPnnQavbV9+3aoVCp069aNS1M7D0caRx5SqRR9+vRxSmOz2bBjxw4uDSGEEB+xBrp48SI7fvw4Y4yxiooK9vjjj7PY2Fg2btw4dvny5Qbl9eSTTzK1Ws127drF8vLyuJfBYODSPPHEEywyMpLt3LmTHT58mCUkJLCEhARuv8ViYTExMWzYsGEsMzOTpaWlseDgYJaamsqluXTpElMqlWzBggUsKyuLrVq1iolEIpaWlsal2bhxI5PJZGzdunXszJkz7LHHHmMBAQEsPz/fp3PR6XQMANPpdA2qA0IIud00OLDwenDA7Wvt2rVcmqqqKjZr1iwWGBjIlEolGzt2LMvLy3PK5/Lly2zEiBFMoVAwjUbD5s+fz8xms1Oa9PR01qtXLyaVSlnHjh2djuGwYsUKFhkZyaRSKevfvz/79ddffT4XCiyEEGLX4OdYHnnkETz88MP4y1/+wvO9U8tGz7EQQohdg/tYrl+/juHDh6Nt27ZYsGABjh8/3hjlIoQQ0kI1OLB88803yMvLw8svv4xDhw6hd+/e6N69O5YuXYrLly83QhEJIYS0JDc0pUttv//+Oz7//HOsWbMGFy5ccJn88U5BTWGEEGJ3U5NQms1mHD58GAcPHsTly5ddnlwnhBBy57mhwJKeno5HH30UoaGhmDZtGlQqFb7//nv8/vvvfJePEEJIC9PgSSjvuusulJSUYPjw4fjoo48watQoyGSyxigbIYSQFqjBgWXx4sWYMGGCy8SQhBBCCMBD5z2xo857Qgixa9IVJAkhhNx+KLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8aPKULIYQ0Jp3BhKIKE/RGM1QKCTR+UqiV0htO19y01HI3BAUWQkizca2sCgu3nsDeC0XctsFRGiwf3wMRAYoGp2tuWmq5G4qawgghzYLOYHK56ALAngtFeH7rCegMpgala25aarlvBAUWQkizUFRhcrnoOuy5UISiClOD0jU3LbXcN4ICCyGkWdAbzR73l9fs9zVdc9NSy30jKLAQQpoFlVzicX+rmv2+pmtuWmq5bwQFFkJIs6Dxl2JwlMbtvsFRGmj8pQ1K19y01HLfCAoshJBmQa2UYvn4Hi4X38FRGrw5vgc3JNfXdM1NSy33jaAVJHlCK0gSwg/Hcx7lRjNaySXQ+Ht+jsVbuuampZa7ISiw8IQCCyGE2FFTGCGEEF5RYCGEEMIrCiyEEEJ4RYGFEEIIryiwEEII4RUFFkIIIbyiwEIIIYRXFFgIIYTwigILIYQQXlFgIYQQwisKLIQQQnhFgYUQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCqyYNLHv27MGoUaMQEREBgUCAr7/+2mk/YwyvvPIKwsPDoVAokJSUhAsXLjilKSkpwZQpU6BSqRAQEICZM2eioqLCKc2JEycwaNAgyOVytG3bFm+99ZZLWTZv3ozo6GjI5XLExsbihx9+4P18CamPzmDCxcIKHMstxcXrFdAZTE2S/x+lBmTl6XHwUjHO5ulxtbgSWdfcv0dnMOFCQTkOXS7BmWs6XCmudJuvzmDCuXw9DuXY0+Vcr0BeWRUv53TpegXOF5TjbL4eR6+U3FA5HXVz/GoprhRX4kJBOY7lluJ8QTlyrlfg8OUSnM3Xo0Bv9FgWT/Xb2J9vcyNuyoNXVlaiZ8+emDFjBsaNG+ey/6233sJ7772H9evXo0OHDnj55ZeRnJyMM2fOQC6XAwCmTJmCvLw8bN++HWazGdOnT8djjz2GDRs2ALCvRT9s2DAkJSVh9erVOHnyJGbMmIGAgAA89thjAIADBw5g8uTJWLZsGe6//35s2LABDzzwAI4ePYqYmJhbVyHkjnStrAoLt57A3gtF3LbBURosH98DEQGKW5b/leJKvPDVSezPLua2DdQG4fUHYvHYJ4cRppZz77lWVoWFW05gb/afeSZqg/DUPVFo11qJ8Jp87emOY2+tPBO1QZgzVAuz1YbIIL8bPqdXvjmFSf0jsXZ/jlOZa5+bp3K2b62EDcDCrSdw5Eop3psch7d+OueUV6I2CNMTO+Dva35D78gALB0b61Jmb/Xb2J9vcyRgjLGmLgQACAQCfPXVV3jggQcA2O9WIiIiMH/+fDz77LMAAJ1Oh9DQUKxbtw6TJk1CVlYWunXrhkOHDqFv374AgLS0NIwcORK///47IiIi8MEHH+DFF19Efn4+pFIpAOD555/H119/jbNnzwIAJk6ciMrKSnz//fdceQYMGIBevXph9erVPpVfr9dDrVZDp9NBpVLxVS3kNqczmDDn82NOFx2HwVEarJgcB7VS2uj5/1FqwHNbTzhdVB0GaoOwaHR33PfvPRgcpcHbE3ri2S+OO12sHRK1Qbi/RwRGxoQBAOZsOFZ/uthwDOkS0uCLq+OcerYNwLHcUrdl9qWcT90ThVU7s7E3uwhz7tHWm1eiNghxkYFYuTMbA7VB+NdfeyFUJXcqS331+/aEnnh28/FG+3ybq2bbx5KTk4P8/HwkJSVx29RqNeLj45GRkQEAyMjIQEBAABdUACApKQlCoRAHDx7k0gwePJgLKgCQnJyMc+fOobS0lEtT+ziONI7juFNdXQ29Xu/0IqShiipMbi86ALDnQhGKKm6uycTX/PVGi9uLKgDsyy6Gxcq495RWmtxerAFgf3YxQlrJUFRhsh/bUzqVHLoqc0NPiTunuLYB9ZbZl3L6yUTcfk957c8uRlzbAAD2uiit/PMz8Va/pZWN+/k2V802sOTn5wMAQkNDnbaHhoZy+/Lz8xESEuK0XywWo3Xr1k5p3OVR+xj1pXHsd2fZsmVQq9Xcq23btg09RUKgN3q+sJZ72c9X/novF/jyWvv1RovHtNUWG8qNZq/HdqRrKEe+1Rabl3Sey1lhtDqVxZPa+2vn6+0cvZXhZj/f5qrZBpbmLjU1FTqdjntdvXq1qYtEWiCVXOJxfysv+/nKX6Xwkq7WfpXcc9esTCxEK7nE67Ed6RrKka9M7Pny5a2c/nKRU1k8qb2/dr7eztFbGW72822umm1gCQuzt9EWFBQ4bS8oKOD2hYWFobCw0Gm/xWJBSUmJUxp3edQ+Rn1pHPvdkclkUKlUTi9CGkrjL8XgKI3bfYOjNND431z7u6/5q+RiDNQGuU03UBsEsUjAvSfQr/48E7VBKCyvhsZfCo2/FIM8pdMbofYS0NxxnNOxq2VIrKfMvpSzstrK7feUV6I2CMeulgGw10Wg35+fibf69VQGPj7f5qrZBpYOHTogLCwMO3bs4Lbp9XocPHgQCQkJAICEhASUlZXhyJEjXJqdO3fCZrMhPj6eS7Nnzx6YzX/ecm7fvh1dunRBYGAgl6b2cRxpHMchpLGolVIsH9/D5eIzOEqDN8f3uOmOXV/zvytQiTfGxroEl4HaILw+NhazPz3KvSdUZR8dVjdoODrEh3YOhlophVopxZv1pJszNAqJWs0NjYpynNO5PD2mJ3ZwCQi+lrNDayVXN2v25bjNyzEqbM2+HAzUBmHp2Fiu4752WeqrX0cZGuvzba6adFRYRUUFsrOzAQBxcXH497//jaFDh6J169aIjIzEm2++ieXLlzsNNz5x4oTTcOMRI0agoKAAq1ev5oYb9+3blxturNPp0KVLFwwbNgwLFy7EqVOnMGPGDLzzzjtOw42HDBmC5cuXIyUlBRs3bsTSpUsbNNyYRoWRm6Ez2Du7y41mtJJLoPGX8nrR8TX/P0oN0BstXDp/qQgV1SZIxa7v0RlMKCyvhq7KDKVUBD+pGAFKiUu+OoMJ+Xoj9FUWKGUiKCT2V/hNDrXVGUworjTBamOw2hgMJivUioaX01E3ldVmqBVSmKw2VFZboJSKIREJUFxpgr9MjEA/qVNQaUj9Nvbn2+ywJpSens4AuLymTp3KGGPMZrOxl19+mYWGhjKZTMbuvfdedu7cOac8iouL2eTJk5m/vz9TqVRs+vTprLy83CnN8ePH2cCBA5lMJmN33XUXW758uUtZvvjiC9a5c2cmlUpZ9+7d2bZt2xp0LjqdjgFgOp2uYZVACCG3mWbzHEtLR3cshBBi16RP3hNyJ3I0i+iNZqgUEmj8Gt4sojOYUGYwo9JkQaXJigCFBCGtZG7zKdAbUVppgt5ogUohRqDSe5POzZSNEAoshNxCfEzvkVdWhSslBqzYecHpob5BNR3CtfPJLa5EqptpWm5kahJCfNVsR4URcrvRGUwuF27A/gT281tP+DQxoc5gwq7z112CCgDsrZNPgd7oElQA+9PjL3x10mlSRT7KRogDBRZCbhE+pm8pqjAhpJXM41QmjnxKK00ep2lpyNQkt+vUI6RxUGAh5BbhY/oWvdHsdfoRbpoWL9OJNGRqktt16hHSOCiwEHKL8DF9i0ou8Tr9CDdNi5fpRBoyNcntOvUIaRzUeU9II3A3usox/ceeeqZQFwsFOJZb6nE0lsZfit8ulyBRG1TvdPGOaUIC/aQYqA3Cvnqmwq89NYm/XIwNj8SjrMoMuUSEo7mlWLMvBwaT1e3UIzR6zBnVhzN6joUn9BwLcahvdNWb43uAAXh+6wmn4DIoSoPZQ7WYse4QDCYrl76+0VieRoW9Nb6H0xPtuTWLd+3zMCrMXXkdU5lsOHgFjw3u5Lp4F40e41B9uKLAwhMKLATwbWEtANz0Hn4yMQ5fKcVr35/hgkrd9O6++dZ+jsUxlYlPz7HInacm8VTeQVoNpiW2x1OfH0PfdoFc2RtzYbKWprEXamupqCmMEB75MrqqU4g/d7G5WFiB1C9Pekzv7sLkmOTRF6Eqeb0PRHoq797sIkxLbA+Dyeo0Mszb+d1JF1JfPu87qT4cKLAQwqOGjq5q6tFYvizGVbss3po37rTRY039+TVXFFjIHc/Xjldf0jV0dFVTj8byZTEuLq1CApFAgI+n9kW1xebSyV9feW/nju2m/vyaKwos5I7ma8err+m8jfyqO7qqoen55un4tRe4uq9rCKQiIVK/POm0jnyiNgjvTY7D0zX9MHXLe7t3bDf159dcUec9T6jzvuXxteO1oR2018qqXEZ+OUaFuVuDpKHp+ebu+I5RYY6AsWxcLJ7/8qTbOkjUBuH+HhH4S+dgp/LeKR3bTf35NUcUWHhCgaXluVhYgXv/vbve/TvmDUGnEH+f09XW0IWdmnohqNrH95OJIRUJoasywU9mL0tRhcljHWx/ZjCiQls5bbuRemupmvrza26oKYzcsXzteL2RDtqGjNq6kfR8c3/8P2c/vlRU6fH9ldWu08fcSR3bTf35NTc0pQu5Y/na8UodtDdWB1Rvdy66YyF3LEfH6+ErpZgxsAPi2gZwo50K9Eau4/VGO2hrj4byr2leKqsywV/+58gox7rtFqsNjoG9jAEGkwUBSqnHEWq+LvSlM5igqzKj0mRFeZV9ZJZKIXHqPC/QG1FWZQJj9uNX1CwKFlCzKJinOhik1UAosPc11M7TXy7GxkfjIZOIIBYJoTOYoFZIUW2xQm80w8aYfZvS/XQxuioTlDIxhAIBxEIBgho4mszdaLRqiw0lXhY9K9AbUWowodxoQSuZGEIBIBYJG3z8Oxn1sfCE+lhaJl8Xzapv2pOn7olymu7EwdM0KY4O8dcfiMGbaWcxtncbbDh4BQ/Ft8Pa/TlO5XA3gqohC33ll1WhwmTFom9PuSz29cbYWLQL8kNucSVe/e40Jrs5fu3pX7x18veODODyvFZWhVe+OYVJ/SOxdn8OjuWW4b3JcV7Pz1O9bfotF6+OifFpNJm7fAZFaTDrL50wc/1hbnh03elt3E2BcyPHv9NRYOEJBZaWSWcwYc6GY05DaB3qjgz74VQ+QlrJUG2xQSYW4tjVMqzZl8NNd+L4NutpNFSiNghxkYFYuTMbA2suWGv25yAuMhDHckvrnViybjm+P3HNp7RZ+eVuFwUD7BfV5eN7YOHWEx6PP1AbhH/9tRdCVXLoDCbk6434vbQKALg6qH2hfnN8Dzz/5Un0bBvA5TnnHq3X8wPqny7GUW8nrpZ5HU3ma/3XPT8AmPdFptsyNuT4hPpYyB2uqMLkNqgAzgtcFVWYkPrlScxcfxizPjuKmesPY+XObJfpTrg865nmY392MeLaBgCwL7YVopJx23xZvKshC30VVZjgJxN5XOyr3Gjxevzai4KplVLYGDBz/WGnOqidVm+0YO+FIqc8fTk/X+rNl0XHfK3/uufnaWG0hhyfUB8LucM1xsiwhkyTUmG0umzzVo6GpDWavaStMvt0fKdFwaq81IWbPH0ps7emE0ce3kaTNaT+/3yP50XRGnJ8QoGF3OEaY2SYSi6BUipyGRDgmP6kbWsl5tyjxZp9OfCXiwDA58W7NH5SyCUibH4iAf4yMQQAbIwhT2fEwq0nUFRhciqzVGzBnHu0bsthMFnRSiHx6fhOi4IpvNRFrTyVUhEeG9wR7YP8sPHRAfCTiQAIsPNcAT7cfcnjVDB1OcrobdoYhVTkUz61eVsUzdvxiTMKLOSO5uuIr4aMDNP4S7FmWj+s2HnBqS0/URuEj6f2xc6zBTiWW4qPp/ZFUXk1N3VKfYt3DdJqoJAIPXYsf37wCj57ZABW7DjvVObrFcCx3FKXcrw3OQ6fH7yCVnIxBmqDcDZfj0FRGvfT50dpnBcFk4nrXUBskFYDlVyMwVEanLqmw9pp/bBy5wW8+8sFp+PPGapFj7sCMHvDUfSpNRVMvWXQanDyD53bUXh1O+rn3KOtt3y1p6lxqL3ombf33cnTtDQEdd7zhDrvWy5fp+TwNZ2nAQGDtBr0aR+Id3+5gEFRGoyNuwsqhQQbD17BJDejsuwX4SiIhMCKHRew10PHcmZuKZaP74E2gUqv5RioDcKysbFoWzMqLF9fBasNWJme7fb4nYL9EFLTeT//i+OYFB/pdgTZCyO7IthfBrONYX92Eb7N/KPeMqfEhgMAOgb7o2uY/al9d4MNHGX4vdSAgVqN12ljlFIR3psch3X7c5yChH1UmBYz1x+64VFhS8bE3LHTtDQEBRaeUGBp2XydksOXdN6mMvl4al/MXH8YgH0qFJFQADAgt8QAtVICsUiAUoMZFivjmq02PT4Ao1bs95pn2j8GITpc5VSO+prlxsXdhY7B9ilVsvL0GP/BAad0tUe+ffnk3YgOV9WbpyNt38hAhKnliA5X4Wy+HsPf3euxzGqFBH9f8xu+mzMQAgHw7fFrGKjVwGJl8JOJwACknyvEh7sv4ZvZiT5PG+Mo3/2x4TCardxnZTBZUVZlhr7KDLWb53kA5+dY/GViiAQCiEUNf47mTkZNYYTA9yk5fEnXkM7jymoLetUM9Z227lC973F08nvL06mT3Wjmvr2v3Z/j0hw2Nu4uAPY7MZ3BDIPJ6pTG+ZwsTudWX9r3p/Tm0uoM3uuhsLwaBpMVldVm+MkkOHS5xKXZbHpiBwANmzbGUb6k6BD0igzkztOXmZY9LYxGfEPDjQnhmb/M8/e12p3Hvg4OcHTye8uzdie0v0yMGQM7uDRZAfbhs4u/PY0Cvb3T389L/o58fVm/hUvrpZNfJhb+WW6FBIvrPMTpKOfa/TmYMbDDTU0bozOYXIIKYB/q/PzWE9AZaAgxn+iOhbRY3haQ8mWBqYYuQuVtKhWdwQQrY/h4al8IBAKXhbAGaTUA7E01fdsFQiUX42pxJcw2W73vSdQGobLaiqToYERHqBHfvjU0/jJAYJ96xV8uhlgkwLi4CAgEwMXrFfbRY2Ih7u4YVO9dyN4LRSittD/zMe3u9hjbKxzTB3aEWCTkpn4xW21Ytz8HgX72By5FQk8d7EEorqhGzF1qAIBaIcEgbVC9fSwFeiOu6YwYHKVBtdWGnpGBmJbYwWX02v7sYsz+i9al01xnMEEsFNRbHkdHu85gQp7OiCNXSusdIddUSwjfrougUWAhLZK3Zg1fmj0augiVp6lU3hrfAwxwOx2JYyGsuMgATE1sj88OXsGaaf3QVi1HpcmKF78+6dJZXfs9T90ThY6tlXh5VHcs+e40erUNwOs/nHHpOH99bCxe/uoEsvIrsPGxBCz94QweG9TJYz06mq0+3J2Ntx7s5VKWgdogvP5ALCxmK1749jTSz1/H6of7AIDLec4aGoW7Av5sRooIUOD1sbF46atTLouDPTU0CtUWK9LPFuKt8T1QYbLWO3rt6c+PQSoWuqx5s3DrCRy5Uor3JsfBxpjLVDFvju8Bg8mK57acwN/ubldvk+B7k+NQWX3rn025nRdBo857nlDn/a3jbQGptyf0xLObj3tcYAqof/oQd4tQeZtKZdm4WPxwIq+ekWBBWDA8Gj+fKeDuRAZFabBkdHe89I1r84/9PRosGdMdQoEAAUoJV97a06TU5RjhdKGwAmtqmr/WTOuHGR76btL+MQjD/28vts8bjMXfnq433xdTuuJamREz1x/GM/dFIdhfhlCV3OP0No4RZDFt1PYOeRuDsuYZk3N5esS0UUOtkMJPKsKcDUc9jnhL7BSEdkF+iAhQuHz+tQcSAEBkayVCWsnsdVYzKu6nuYOw5Pszbs8vURuENx6IQXvNrVsb5nZfBI3uWEiL42nKjj21mnfq2++YksNbmtr/2N6mUglpJat3api92cWYVl7t9E1574UiGC027M8urnfUVrXVhuiwP0d4OZqs6mva2pddjEqTlZsmBgCO5pZ6fD7GTyrC4Cj7KCxPU7owCBCisl+sY+8KqDdY1a67ogoTfjlbiF/OFjp1yDt8PLUvBBCgymR1G1QAex/LrL9osf9iMQKUUkQEKFw+/7oDCXbMGwK1Umqvs5rPxGqDx+lajF5mBuCbt7/hpmqa4wsFFtLieBt15W16Dl+mD6k7bYfeaIbJWv/Fx9uUJW6nEanyPGrrgV53OR3fl+NUVFtgs/15dht/y8Waaf1QbrRAV2XmgtaZazosHB4NXZUJrz8Qgzyd0WO+5VVm2Jj97kAp8dzRX1ZlcipzfaotNuiNFkhEAo/pREIB1uzLweAojU/5upuGx9s0NPoq71O68Ol2XwSNAgtpcbyNBFIpPP9Z+3kZteUujUougdVWfzjyNiWK22lEFBKPo7Ze/e40/jmhJ0JVcu6cvR3HbLFxdxZKqQjLx/fAm2lnXfqE5g/rgiqTBX4yCZZ8fwbzh3XxmG8rhQRWmw0zBnaA1UvrebXZBp3B5PMIMonI8zkZTFb79DM1+Xkbdef47Gof39dRb7fK7b4IGgUW0qLoDCbYPIy6GhylgVwsxD3RwegWoXZpXjpzTQdpzYXsnuhg9GwbgKFdQgDYL2ASkRAXC8shq3Ox0/jbF6iqr1mpUF/NjU5yzI/leNDPXy6Gn1SEtH8M4ub1+uro75CJhUjwNmrLYHJaaOvY1TIM0mrqfar/2NVS/KVLMP49oQfiIgPxips+nL0XisAYw5LRMRALBejXvjWEAmDrEwMQ5C9DldkGfZUZfjIxCvRGbD1yFQIAxeUmDOsWyh3rSK77BdJOXSvjypzUNQRxkQEY3DkYVSYb/GQiyMUiFFcakVdmRKCffQSZp+lktMF+2PLEAO7iLxUJ6/0cErVBEAsFuHS9Av41U8scvlIKxuCh3v6c0sUxSqui2oxApRQ2xuzP2XhZTK0hfPkbdoyAa6mjxqjznifUed/4vC2e1TsyAEvHxkJXZYJULMaS70+7jHB6+f7uMFssYABkEjGKK6pdpjEZFKXBq6O7c0+lA8AfxZWosFghYAK89v1ppz6BRG0QHhnYEUqpCP/ZewkPxUdi7b4clzRzhmphNNvw6a+X8cqo7lCKhLhSVoUHV2fUe84fT+2LruEqRAQocKW4Ev+3/RyeTuqCl752nnZkoDYIi0d3BwSACAIU6I2wMmDKfw/Wm/cPTw+EQiLCG9vOoHf7QIyICcdLX7suCPb6A7EQMYa8imqs2HEBl4sN+N/M/sjTGd3W3WtjusNQbUa3uwKRW1yJF7866VQXg7RBmHNPFMLVcihEQiz76SyevrczXv7mlNvP9vODV7BwRFe898t5vJDSDQW6KhQbzG6nv5me2AFigQAWxvD10d+xcHg0/tAZ8dGei3h4QDus3XfZdYRazWJtAPBczUizVQ/1hlwidHt+dRdTawhfFoBzTBHUkkeNUWDhCQUWZw35puXr8yb1z7/156irc3l6vJjSFS99fareyQSXPhALADiYY9/fMdifm0LEMfPuyd91eGNsLEJVcuSVVcFgtmLxN6dwudiAVVN6Oz3rYbHaMOuzoyiuNGHNtH5YtbP+Ob3uj41AiEqGDQevYMmYGBRVmDD5P7/WOxPyislxWH/gMpaP74G30rIw/74uePW704iudTfmGJV15poO93UNRa/IALy+LQtT4tth1mdH6/2MtjyRgNW7sjEpvh38ZSJ8tOeS27u8rGs6LB7VHak1c2h9PLUvKk0WbD501e15DorSYOkDMVApJPWO9hqk1WBUz3DEdwiCzmhGdkE5ukaoUFJphq7K7DTSzGCycouirT9wGfPu64KH/muvs76RgX9Og1NphtXGEOQvxbu/nEe3CDXatVbi28xr2Jtd5HE0W592gRgZG47UL09izj1aRKjl2HYyz+vCZA1ZQtnTSLBBURq8PiYGAUoJN6KuJY8ao6YwwruGfNPyNW2+3uhx1NX0ChNW7syGUiqC0WJzG1QAe9+FyWqDQAD0igzEa9+53n04Zt4tM5hgtTHsPleI70/m4Vx+OT57ZIDbO6H/Tu2HKf/9FQYvI5xmJHaAXCLC5Ph2KK+2wF8uwsdT+2JlerbbmZB/u1yCPReKoDea8eRfolBhsuKXs9fxy9nrbo8xJb4dGATcsTzxl4sR0yYAa/fn4IWR0dzSyHXLMT2xAyrNVq5O7wqUAVDUe557LxSh0mSF0WKrP012Ef6RFIXyagve/ukcnhveBRYbq/cOa192MRaO6Io9F4qwIDkafSIDsWZfDnpNDsA/fz7nfFehDcLUmjsXK2Pc301MhJqbo81dmafd3R4AuGHL9Y0iO3ylFKUGc713WMt+yHK7hLGnkWB7LxTBYmNcsGjpo8ZoShfCq4ZMneFr2oJaS+HWR1wzsmjGwA74w0vacqMFNgaXoALYLyYr07ORp6sCY/YHHkNUcuzPLsab43u4BBXAftF77fvTeHN8D4iFnkc4maw26KrszThgQFW1De/XaW5xlOP99ItwtCdUGC1Y8v1pr6Obqi02bqEtx1T87iRqg3DsShkGajXYn10MIYT1DiJwlNVBIZZ4reOKagvKvJTVYrP3X+y9UIRCfbXX+dAMNXOF6YwmzBraCS+ldHVb5r01ZVYrJQ1abKzaYoPGX4q2rZUeO89nDOyAl78+6fJ366irLuEqt9PE8LlYXHMfNUZ3LMSpwzJAKYXJYkNFteWGOguLKkw+T53h67ey0koTBAKBx8WzAmseIqy77Kw7SqkINhtDVn45Pp7aFyEqGSqMVrSSi7m5s2YO7AgG+zfJyf0jofGXIjxA4fFZjxdSusHbOOY2gQoUl9uXwGUAmIA5Bbe65xjZWgmLzT4AYH92MV5K6eY2naMu/KRibqGtNftysPKhOAgB5z6OKA2mJ7bHnA3HsGZaP/tDiwLPz3nUPq0qixVqL/OA+cnEsHlpZfeTiiARCbmHJr3Nh6ZS2BdQUyskmL72ENZO74cXvjpVb5mfHyGAvNbQaG8j6vykYnz2yAC8+t1pj3d7cW0D6h1w4bhTXLkz2+WuoqGLxfmatjmiwHKHqzs1xls/OTcrNLSzsKLa7PPUGb5+K6uotiC0lQxrpvbDinTXxbPWTOvHXdCFAgGOeHooMEoDiUiAympzvc1anz0yAOVGE6pMFrQNVKCVzH7BKa00eQxuOoMZl4sq6x3hlKgNwqnf9QgPsE95UlltgcFk5fLsHRkIpUQEGxgOXCx26l8YH3cXlFIRVFIRkrqGYFL/SJc6dqQz22y4JzoYPdoEIFQlw4Lh0XhOIECpwQSLlaFAVwUB7HdWarkYqx7q7fVOqMJowSBtEI7klkEsFOJ8QbnHOrZaGZQykVOauk/IS8VC6KrMWPVQb5zJ06GVvLXHEW/lRjPWTO0LsQBYPr4HCvXVHsusr7IgXC3nFu/yuJhalAYhKhn39xAXGVhvWm8cd0aO53kcPC0WNyhKAytj3DxvDVlYrjmiprA7WO2mqPqep2jo7K9qhcRjk0rtGW8DFBJ8PLUv3p/SG2um9cOce7Tct1cAUErt33uC/KSoNFmwKv2C23xX7cyGSmEfWhoRIMeafTmYntjBpRkoURuERaO6QSYSIkAp89is1Vopg1wiwqopvREWIMeS70+jlcL+MOOx3FLMXH8Ysz47ihnrDuFYrj0oqxRivLbtDJaM7u722NMTO+C1bWe4i4JCKgJj4PKcse4QJv3nVzz0n4NcnkqpCPuyi/HKt6fx2GD7XdQLI9w3Ae3LLsbL35yCXCzCCyO74sjlEqS8tx+jV+7HqBX78OHui7Axhte2ZeG/+y7ZZwyWiSGXCGHx8IwOYH82aPGYGLw6ujte/fYUXt+W5baOHVPVQMAgFQrw4siuGKgN4h4EddTdzPWHkfzuXqzYcQFyiRCxEWpEtJJhyZjuGFgnz4HaICwa3R2ZV0uxKv0i/GT2vzFvgvyl+NdP5zCtppz1/V045noT4M+7tvrSDtQGoU2g5y9Zjjsjx/M8DmqlFMvH9+Ae9Kyd59S72+OBVftx779246nPj8FgsrpN65gDrTn3rwB0x3LH0hlMKKk0YUFyF8weqkUrubje2/s9F4pQWF7t08gtX6YpAex3Sq98c8ql47z25IuOJ7JNVhsUUpHHjmCDyYa3J/SEwWTB3Z2CcLrmyXLA/nyK49kGo9kKK2OweZjiY192MaprOvj9ZWJU15yTzQasqydoCgC8OjoGSqkIpQYT4iIDMaNmpl7H6KOnay4YVSYbxsVF2B8QVIixYucFp/SOutpw8ApmDLQ3qxy5UopXR3VHuckKm83z9CsGkxWvbzvjMoDB8R5HnrP+ooXJxvCfvZcwJb5dvXcLidogSEVCCAVAjzZqLNhyAgDw9OfHMGNgB6fzjFDLUWmywGSxodJsBQNDr8hAPDc8Gm/XeVDT/tkVwwbgtdExsAkEOJRTjLlJnTFnqPNCX8t/yMLcpM5Y+sM5VJqsXu8qErVBUEhEmBwfCbOVIXVEV8glQpRUmPBSSjcIBfY74VYyCUJV9mdTrtbqNzKYrC7n1661Evl6I6QiocdZmx13RgcuFXMTcjr+d9QKCd6e0BMVNTMhGM1WHLhUzP1tAPb/t4VbT2DF5DismBzn0wJ0njTFszAUWO5A7mbpfX9Kb4/vyS0xOI2ocTdT8CvfnMJjgzt5naZEZzBh4ZYTbjvOhQIBtj6ZgOt6E4orTegQbG/S8PaNutxoxn/2XMS8pM54KaUbXvz6JN7Z/uf8VIO0Giwa3R3FFdVoLRG5NFPUpa8yQyEVYekPp/HUPVoA9s7m+kab7asZbfbm+B4wmm31BmkAUMpEeObezvj+xO+4t3u4x9FY4pq+pfcmx2HRt/ZA7O2zKjdaPI6Kc/QfiIQCVJuteCi+HT47eAVTE9vDBuegNShKg6l3t0epwQSFBKioVW3uFvva+NgAWG02aPxl+L20CiarvS7i2gZ4HC1XbbXBxgT45rjzJJ+Oevhw9yXMF9nrwtFst2ZfDt6rGfZbd1TYy6O647XvTjuNnnPkNW3dIfSJDMCrY2KcnlWq+/R93fNLmzsInx28gl8vlWDlQ/bj1v1iND2xAzYcvMI9lzK0SzAWf3fa7ahHgQC4518H3NaJo4+xU4j/TQWBpnoWhgJLE2qKbxI6gwm7zl/HwUtFWDg82ul5jDn3aJ2eAAb+bBcPD1Dg80cHOHVwP1/zrQoAXvnmFP4+oD00flJsfiIB5VUWpI7oyqUtqjBx05S8NqY7svL1+HhqX4Sr5RAKBGCwf4P0l4nhJxFBqRGhymTDsdxStKpZb0QpFTmVrTY/qRiz7tHCZGVY9O0p5BYb8O2cxDpri1hx/I9S7D1fjBdGdvVYT/4yMZRSEbLy9PCraZLzFtwqqy0IUcnw0+kCjxM/CgBU2xjG9GyDcrO13qZDAHh2WBeXZkpvndBKmedOcEcfgKHmaXJH3r9eKnH6hq5WSBCuluP+Ffvw8dS+CPZXAALPI7esNoZwtQKLvjmFaYkduFkOvI3Iqqy24P9+OV9vPcwY2AEVRktNk6OEK7+7u6Y2gQos/zELO+sMya57x7bo2z+nzAHsgcVT/9ixK6V4KL4dTvyugwACjIgNx8IRXVFiMCFQKYHFyqAzmNEtQs3dgZgtNvRsG4Bpd7d3uht95ZtTeGFEV7f/cw43O/LL26jLxnwWhgJLHatWrcLbb7+N/Px89OzZEytWrED//v15P05TfZMoqjAhMkCBAUmd3T5l7WiKcnQqu7vzcHRwT/nvr9xMwb3bBSAiUI6Xv3XNs3Za+6y+Vnz2yAC8mZbFfVuv3cH78dS+eD89u87T2hpuXfe6/4QDtUEoNZgQIVUgX2/E5WIDPpnZv96nyP93IBeCmt/dfbMfqA2CVCLEGz9k4e0He8DKGAZpNT7NUVVmMNf7TTpRG4SXR3XDj6fycCinBEvHxsLGPI/Gen6EwGUUkqdOaEcTkCcysZBbaCtcLefycXcHsu3pgegdGQCDyQq90QKlTOTx4ptxqRgpseHYm12MnpGBiFDLkagN8j4iSyb2+vyPUibC/+04j2VjY7nPrm6ZE7VBWDg82iWo1M0LsI/4y9MZYbUxRAQoYLUxzPpLJ4Axt3cijibaN8f3wH/3XcL+7GLMuUdb7zIGSV1DIJeK3a4zMz2xA3JLDFxfWu2mMIebHfnVlM/CUOd9LZs2bcK8efOwaNEiHD16FD179kRycjIKCwt5PU5TLpOqN5oR0VrhctEF7M0562qWgQVQb4d+7ec2ygz2O677uoVhkZv1PGqndZCJRFjy/Wl0i1C75D9jYAesrBNUAHs/yvu7LuLlFOc7DftUJjEID5Bj0TenUFZlxqopves9v5e+PolVU3rDaLbg9Qdi3XYUvzKqO/798zlEh6sQqlKgtNKMl+7vCgHg8bkQAezfeh3fpOMiA7nBCR9P7Yu4yECYrVZ8uPsSN8V9hZeZmEvdrBvvaXDC9MQOMFttHstZqDdiztAoJHRs7XYd+dp0BjOmJXaASCBApckKAQNeTulW77HX7MtxaqoKVyswZ6gWhfpqr3XnjVxsH8hQabbitQdiMKhOx7ajDCUVnv9/at89Gc1WPL/1BAr0RlwtrcLM9YexYHi0y+fmuPDvzy52Wpagvs9icJQGL9/fDW//5Nqv5BjIolZKnJZervv+mx351ZTPwtAdSy3//ve/8eijj2L69OkAgNWrV2Pbtm1Ys2YNnn/+ed6O05TfJFRyCYxmm8fO3xdTuiEpOgQyicjj2h8LR0RDLBRCKhJyHdye0jo4Ovgd4/1r8/SMwN4LRXhxZFf88PQglBvN8K9plpv0UQb+NzPevu5JYgeIRULPz5uIhNBXW1FmqMb0xA5YOCIaFUYr/OUiFOqr8dB/7HdXH09ti4pqCypNFuSVMYQGyDG95tuuu34ACAArY9y36brnMahmgkTHN1NHh6wnrZVSGM3O32TrNgH5ycSorLZwAwS+nHW323I6+h7EQgGqTBZU1wyK8EQmEeKRTw7jnxN6IkQtR5XFhgKd0ePgBGXNnZ3BZMXsDUfx+JCOSO4Whj7tAt3OszY9sQOYlweAIgIUgMCeRmcwY9OhXLw6ujsMJqtLU5S/l5mKa989KaUibg2fsiozDCYrfi+t8jgVTu0HOd01x7UPUuKuAAXy9Eavd6OOn2s/N8PXyK+mfBaGAksNk8mEI0eOIDU1ldsmFAqRlJSEjAzXSQKrq6tRXf3nOHq9Xu/zsZrym4TGX4qz+eVej9+/QxAOXvI8hr+y2ooAhdCnPB3/jIOiNNz5uWt399YWf6mo0u0/fe2nzb01WZVXmaGUifBHWRWe/LT+C0i1xYYwqQhmhQQZl4oxWKbB5wevuL2ofn7wCqYMaIfntpzAlifudpkkMrFmmpGnPz/GbWsll0ApEdXbJJeoDULa6XxEqOUuzU+OJiDHCouOIJaoDYJMJKy3nG/9eBZPJ0Xh3V/O47nkaMjFIo/NaunnrnN9MYwxlBstOJxb6tK84zBIq0Gh3siV12Cy4p3tFxATocZTNRfgaW4C0ranBtb/DEvNjNVXig0A7P1f8+7rgmtlVdiTXeTSFDXnHq3Hczp2tYz72UFvtHABx1uzXd0HOetdaOx6hcd8at+NqhUSfD3r7hse+eVOUz4LQ01hNYqKimC1WhEaGuq0PTQ0FPn5+S7ply1bBrVazb3atm3r87Ga8puEWil1epbE0/G9pVMpJIDAtzz95fYL2GtjYrj83f0D38i6JgCcnjb3en4KCcRCAdRe6lmtkEAqFqKVXIyzeXoYTTakjuyGzFrPscxcfxiZuaV4fkRXPLfFPkih2mrFotHdkTZ3ED6e2telOQWwN7n5SUUQC4DFo2MwSOu+WefMNR3C1QosGdPdpelnYK3mp9rvKa6oxnPDu7ot53MjovHBrmw8FN8OTACIBMBT90TV26y0Zl8OBmqDcFegAkXl9skWPTXFvTqmO7YcuYrXxzg3VR27Wobekfa70dplWrkzG70jAyAWCrB4dHcMcvdczJjusIHh2S3HMVAbBLVSgjatlWilkLgty5p9OZgzVOvxnOxzwkUh/Zy9mVslF3N9V56mwhmoDfLYrFf7gq1WeL5wW6x/3qUFKqXoFRl406PAaqvvuZlb8SwM3bHcoNTUVMybN4/7Xa/X+xxcmvqpWrVC4rHj2jFdh0ou9piuwmjGXTUDDVr7ST2mlUtEuL9HBAKVEkiqBRhY6x+49jdLTx3TA2t926xtkNb+jdbxLdlitXksiwAMAqEAYSq5x3St/aRQiIV4Z/s5vDCyK97YdgZ92gdi0ejuMFsYKoxmtFJIUKA3YnJN81miNghCgQDLf8jCtLs7oF2QHxZ/6zzTsqNfSFdlQpBCCpGA4YWUrigzmGC2MZcRRp/+ehlLRnXH2LgIPDe8C6rNNpitNhhMVogEAvxzQk/u2//G33Kx6P5uWPZjFp4bHo1UgcD+vEZNMC0oM6JTSCt8fvAKnk2OhkQshFgILKlpVsrXG7nP4enPj6FPZCBSR0bjerkRh66UYKA2CL0jA9yOxirUG1FUYcTUuzsgQCnBmzVPx5cYqhGgkGBc3F1YVOfZpUFRGiwbG4tWcjGyC8vxj6QopKZ0s9etXAKFRIirxVV4ZnMmuoa1wutjY9EmUMn9zdVXlt9LDHhzfA9UVltQajBBKhJBKATydEasmByHAr0RRrO9v2twlAaBflKcy9M7DRcGnJsSB0dpsHRsLMxWG5aMicHib12HEde+YHv6P0/UBuFobin3vsb6n48IUPDyLExD0bT5NUwmE5RKJbZs2YIHHniA2z516lSUlZXhm2++8fj+hk6bf62sCs9vPeH0R+f4wwy/BWstXKlZJ6PuBe+NsbFoF+TnNd3i0TGQiQRoWyttbnElXnCT9pVR3fHeL+fxYko37tyuFFdiyXenMbm+UWG7Ljr90w6K0mDRqG5Y+oPzMFL7+h8x8BMLUWW14cWvTnKjwl7+2vWC/vrYWBy/WoYB7VsDAAxmK16pc4EYpNUgdWQ0/KVivL87G1Pv7gAwK/xk9ofo9EYz2gQqcPJ3HV7flsXdhQyK0mD2UC1e+foUPvx7H7z+/RlMu7sDJGIB/GRirh+nstqC0FZyKCUihAYokFtciYM5JejZJsClD2KQVoPXx8agXZAfrhRX4qWvTuJIbhk3Wq/uMydvPBADhVCASitDod6I1v4yvPrtaacmJsfoOLEAaBPkh9ziSmTl6xEdqsKBi0UIqTWtfKHeiP4dg1Cgq8Ka/Zfx5JCOCPKXu10P5rUHYnHsSiniO7TGXTXrm1wtrsTvZVVYmZ6NY7llTlO6tAlUIEwl5y5yeWVV2JddhA4aP9gYQ6CfFBYrs89bJxcjQCnlhgZ7+5tbOjYWkTV/m458o8NbcdPAOKbLr7v+yaJvTqFLuIqbjl8qEsJotiJAKXW5IDseF/B0wXb3f17f+iu3EwostcTHx6N///5YsWIFAMBmsyEyMhJz5szx2nl/I+ux+PKH2ZiulVVBV2Xmjq9WSNwOdf6j1AC90cKl85OKIBUKEFbzzbG2Ar0RpZUm6I0WtJKLoZAIwZj922Xdc/uj1IDyagvA7FN9VVZb4CcTQy0Xw08mdqkbQ7UFVRYbqsxWGKqtaKUQw18iQiuFhMu7QG9EqcEEk9mCQKUMFSarU7ltNvsFy5FeZzBBV9NpW14znFYpEUEiFMBSkxYAiitNkAKw1nS+VxrNaO0vg8lqQ6XRAj+5GIFKKeRiIYoqTDCYTAhQyFBptrqcn1/NRIq16+P3UgMqatVFRbW9/gLrXEwdn4Wh2oJAPymqHROGysVoJRHBrybf/LIqXC4xIEApglIiQWWtevCXiiAWChBe6/P7o9QAo8UCmVCE8jp1ZrFZAQgRVHM8fbXJnq7aiopqezqZWAiDyYLWSiki6vxdFOqN9nnRaj43teLPp93r0hlMKCyvhq7KDKVUBD+pmFujpD61/+ZUcjEC/VwDkM5gf+DWamOw1syqrFa4/s81xv9k7Tz9ZGJIRULoqkzwk936//lbhQJLLZs2bcLUqVPx4Ycfon///nj33XfxxRdf4OzZsy59L3XRQl93hqb+MtAQjV3WllQX5NaiPpZaJk6ciOvXr+OVV15Bfn4+evXqhbS0NK9Bhdw51MqWc/Fs7LK2pLogtxbdsfCE7lgIIcSOhhsTQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCK3qOhSeOUdsNmeWYEEJaglatWkEg8GXVHDsKLDwpL7dPG9+QWY4JIaQlaOjzefSAJE9sNhuuXbvW4Mhem2OG5KtXr9JDlrVQvbhH9eKK6sS9m60XumNpIkKhEG3atOElL5VKRf8UblC9uEf14orqxL1bVS/UeU8IIYRXFFgIIYTwigJLMyKTybBo0SLIZLKmLkqzQvXiHtWLK6oT9251vVDnPSGEEF7RHQshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osPBsz549GDVqFCIiIiAQCPD111877Z82bRoEAoHTa/jw4U5pSkpKMGXKFKhUKgQEBGDmzJmoqKhwSnPixAkMGjQIcrkcbdu2xVtvvdXYp3ZT+KiX9u3bu6RZvny5U5qWVC/e6gQAsrKyMHr0aKjVavj5+aFfv37Izc3l9huNRsyePRtBQUHw9/fH+PHjUVBQ4JRHbm4uUlJSoFQqERISggULFsBisTT26d0wPurlL3/5i8vfyhNPPOGUx+1WL3XP1/F6++23uTS36tpCgYVnlZWV6NmzJ1atWlVvmuHDhyMvL497ff755077p0yZgtOnT2P79u34/vvvsWfPHjz22GPcfr1ej2HDhqFdu3Y4cuQI3n77bSxevBgfffRRo53XzeKjXgBgyZIlTmmeeuopbl9LqxdvdXLx4kUMHDgQ0dHR2LVrF06cOIGXX34ZcrmcS/PMM8/gu+++w+bNm7F7925cu3YN48aN4/ZbrVakpKTAZDLhwIEDWL9+PdatW4dXXnml0c/vRvFRLwDw6KOPOv2t1L5A3o71Uvtc8/LysGbNGggEAowfP55Lc8uuLYw0GgDsq6++cto2depUNmbMmHrfc+bMGQaAHTp0iNv2448/MoFAwP744w/GGGPvv/8+CwwMZNXV1VyahQsXsi5duvBa/sZyI/XCGGPt2rVj77zzTr37W3K9uKuTiRMnsocffrje95SVlTGJRMI2b97MbcvKymIAWEZGBmOMsR9++IEJhUKWn5/Ppfnggw+YSqVyqqfm6kbqhTHGhgwZwv7xj3/Uu/92rJe6xowZw+655x7u91t5baE7liawa9cuhISEoEuXLnjyySdRXFzM7cvIyEBAQAD69u3LbUtKSoJQKMTBgwe5NIMHD4ZUKuXSJCcn49y5cygtLb11J8IzT/XisHz5cgQFBSEuLg5vv/22U9PF7VQvNpsN27ZtQ+fOnZGcnIyQkBDEx8c7NX8cOXIEZrMZSUlJ3Lbo6GhERkYiIyMDgL1OYmNjERoayqVJTk6GXq/H6dOnb9n58MWXenH47LPPoNFoEBMTg9TUVBgMBm7f7VYvdRUUFGDbtm2YOXMmt+1WXlsosNxiw4cPxyeffIIdO3bgzTffxO7duzFixAhYrVYAQH5+PkJCQpzeIxaL0bp1a+Tn53Npav9DAOB+d6RpabzVCwA8/fTT2LhxI9LT0/H4449j6dKleO6557j9t1O9FBYWoqKiAsuXL8fw4cPx888/Y+zYsRg3bhx2794NwH5OUqkUAQEBTu8NDQ29bf9WfKkXAHjooYfw6aefIj09Hampqfjf//6Hhx9+mNt/u9VLXevXr0erVq2cmkVv5bWFZje+xSZNmsT9HBsbix49eqBTp07YtWsX7r333iYsWdPypV7mzZvHpenRowekUikef/xxLFu27LabwsNmswEAxowZg2eeeQYA0KtXLxw4cACrV6/GkCFDmrJ4TcbXeqndbxAbG4vw8HDce++9uHjxIjp16nTrC36LrVmzBlOmTHHpd7pV6I6liXXs2BEajQbZ2dkAgLCwMBQWFjqlsVgsKCkpQVhYGJem7sgfx++ONC1d3XpxJz4+HhaLBZcvXwZwe9WLRqOBWCxGt27dnLZ37dqVG/0UFhYGk8mEsrIypzQFBQW37d+KL/XiTnx8PAA4/Z/dTvVS2969e3Hu3Dk88sgjTttv5bWFAksT+/3331FcXIzw8HAAQEJCAsrKynDkyBEuzc6dO2Gz2bh/joSEBOzZswdms5lLs337dnTp0gWBgYG39gQaSd16cSczMxNCoZC7vb+d6kUqlaJfv344d+6c0/bz58+jXbt2AIA+ffpAIpFgx44d3P5z584hNzcXCQkJAOx1cvLkSacLyvbt26FSqVwuzi2BL/XiTmZmJgA4/Z/dTvVS28cff4w+ffqgZ8+eTttv6bWlQV39xKvy8nJ27NgxduzYMQaA/fvf/2bHjh1jV65cYeXl5ezZZ59lGRkZLCcnh/3yyy+sd+/eLCoqihmNRi6P4cOHs7i4OHbw4EG2b98+FhUVxSZPnsztLysrY6Ghoexvf/sbO3XqFNu4cSNTKpXsww8/bIpT9snN1suBAwfYO++8wzIzM9nFixfZp59+yoKDg9nf//537hgtrV481QljjH355ZdMIpGwjz76iF24cIGtWLGCiUQitnfvXi6PJ554gkVGRrKdO3eyw4cPs4SEBJaQkMDtt1gsLCYmhg0bNoxlZmaytLQ0FhwczFJTU2/5+frqZuslOzubLVmyhB0+fJjl5OSwb775hnXs2JENHjyYO8btWC+MMabT6ZhSqWQffPCB2zxu1bWFAgvP0tPTGQCX19SpU5nBYGDDhg1jwcHBTCKRsHbt2rFHH33UacgjY4wVFxezyZMnM39/f6ZSqdj06dNZeXm5U5rjx4+zgQMHMplMxu666y62fPnyW3maDXaz9XLkyBEWHx/P1Go1k8vlrGvXrmzp0qVOAZmxllUvnurE4eOPP2ZarZbJ5XLWs2dP9vXXXzvlUVVVxWbNmsUCAwOZUqlkY8eOZXl5eU5pLl++zEaMGMEUCgXTaDRs/vz5zGw234pTvCE3Wy+5ubls8ODBrHXr1kwmkzGtVssWLFjAdDqd03Fux3r58MMPmUKhYGVlZW7zuFXXFpo2nxBCCK+oj4UQQgivKLAQQgjhFQUWQgghvKLAQgghhFcUWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhZBG1L59e7z77ru35Fh/+9vfsHTp0ltyrNpMJhPat2+Pw4cP3/Jjk+aJAgsht4Hjx4/jhx9+wNNPP81tc7fue9213+tbU97h9OnT+Otf/4rg4GDIZDJ07twZr7zyitOiWVKpFM8++ywWLlzYKOdGWh4KLITcBlasWIEJEybA39/faXvddd/rrv3uya+//or4+HiYTCZs27YN58+fxxtvvIF169bhvvvug8lk4tJOmTIF+/btuy1WXyQ3jwILIW589NFHiIiI4BaWchgzZgxmzJgBALh48SLGjBmD0NBQ+Pv7o1+/fvjll1/qzfPy5csQCATcFO4AUFZWBoFAgF27dnHbTp06hREjRsDf3x+hoaH429/+hqKionrztVqt2LJlC0aNGuWyT6lUIiwszOmlUqm8nj9jDDNnzkTXrl3x5Zdfon///mjXrh0mTJiA7777DhkZGXjnnXe49IGBgUhMTMTGjRu95k1ufxRYCHFjwoQJKC4uRnp6OretpKQEaWlpmDJlCgCgoqICI0eOxI4dO3Ds2DEMHz4co0aN8rjglDdlZWW45557EBcXh8OHDyMtLQ0FBQX461//Wu97Tpw4AZ1O57SW+c3KzMzEmTNnMG/ePAiFzpeJnj17IikpCZ9//rnT9v79+2Pv3r28lYG0XBRYCHEjMDAQI0aMwIYNG7htW7ZsgUajwdChQwHYL7CPP/44YmJiEBUVhddeew2dOnXCt99+e8PHXblyJeLi4rB06VJER0cjLi4Oa9asQXp6Os6fP+/2PVeuXIFIJHJZzxwA3n//ffj7+zu9PvvsM6/lcByra9eubvd37drVpTwRERG4cuWK17zJ7Y/WvCekHlOmTMGjjz6K999/HzKZDJ999hkmTZrEfYOvqKjA4sWLsW3bNuTl5cFisaCqquqm7liOHz+O9PR0l74SwN701rlzZ5ftVVVVkMlkEAgEbs/hxRdfdNoWGhrqc3kasqqGQqFw6tQndy4KLITUY9SoUWCMYdu2bejXrx/27t3r1K/w7LPPYvv27fjnP/8JrVYLhUKBBx980KlTuzZHQKp9sa69BCxgD1ajRo3Cm2++6fL++pZp1mg0MBgMMJlMkEqlTvvUajW0Wq1vJ1yLI4BlZWUhLi7OZX9WVpZLkCspKUFwcHCDj0VuPxRYCKmHXC7HuHHj8NlnnyE7OxtdunRB7969uf379+/HtGnTMHbsWAD2oHD58uV683NcdPPy8riLde2OfADo3bs3tm7divbt20Ms9u3fs1evXgCAM2fOcD/frF69eiE6OhrvvPOO010aYL+r+uWXX7Bs2TKn95w6dcptECJ3HupjIcSDKVOmYNu2bVizZg3Xae8QFRWFL7/8EpmZmTh+/Dgeeughl1FktSkUCgwYMADLly9HVlYWdu/ejZdeeskpzezZs1FSUoLJkyfj0KFDuHjxIn766SdMnz4dVqvVbb7BwcHo3bs39u3b57LPYDAgPz/f6VVaWuqUJicnB5mZmU4vg8GAjz/+GGfOnMH48ePx22+/ITc3F5s3b8aoUaOQkJCAuXPnOuWzd+9eDBs2zFN1kjtFgxczJuQOYrVaWXh4OAPALl686LQvJyeHDR06lCkUCta2bVu2cuVKNmTIEPaPf/yDS9OuXTv2zjvvcL+fOXOGJSQkMIVCwXr16sV+/vlnBoClp6dzac6fP8/Gjh3LAgICmEKhYNHR0Wzu3LnMZrPVW87333+fDRgwwGnbkCFD3K6RnpyczKVxtx8A27t3L2OMsRMnTrDx48ez1q1bM4lEwjp16sReeuklVllZ6XSsAwcOsICAAGYwGHytWnIbozXvCbkNVFVVoUuXLti0aRMSEhJu+fEnTpyInj174oUXXrjlxybNDzWFEXIbUCgU+OSTTzw+SNlYTCYTYmNj8cwzz9zyY5Pmie5YCCGE8IruWAghhPCKAgshhBBeUWAhhBDCKwoshBBCeEWBhRBCCK8osBBCCOEVBRZCCCG8osBCCCGEVxRYCCGE8Or/Abn/KYVbLqj8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = (source['value']>0) & (source['value']<100000)\n",
    "vcorr = stats.spearmanr(source[mask][['Value', 'value']])\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.scatterplot(source[mask], x='Value', y='value')\n",
    "sns.despine()\n",
    "plt.xlabel(f'value (ELO)')\n",
    "plt.ylabel(f'value (GPT)')\n",
    "plt.title(f'value: $\\\\rho = {vcorr.statistic:.2g}$, $p = {vcorr.pvalue:.2g}$')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".env",
   "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": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}