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Last active January 23, 2021 22:13
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xmas_holidays_cases_corr.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "xmas_holidays_cases_corr.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNDKYXvPk2fIsZrppOSMU6h",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/daenuprobst/da328e179a71d03349ea84db71028cc5/xmas_holidays_cases_corr.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "cMy5kn2YUO-a"
},
"source": [
"# Setup\n",
"import pandas as pd\n",
"import seaborn as sns\n",
" \n",
"sns.set_context(\"notebook\")\n",
"sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
"sns.set_style(\"whitegrid\")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "aHfQZ-7wUXk2"
},
"source": [
"# Load data\n",
"df_holidays = pd.read_csv(\"https://gist.githubusercontent.com/daenuprobst/5e577117ee8714cd240b6c60d449f273/raw/8fbf6cd9633079305f78030ecba84a17fb9db0ba/christmas_holidays_per_canton.csv\")\n",
"df_cases = pd.read_csv(\"https://gist.githubusercontent.com/daenuprobst/ce28d655ec7264f104a6392fe1362755/raw/d717a73d3881c076ed0ee8724b47971ed8a1711e/bag_cases.csv\")\n",
"df_holidays.to_date = pd.to_datetime(df_holidays.to_date)\n",
"df_holidays.from_date = pd.to_datetime(df_holidays.from_date)\n",
"df_cases = df_cases.rename(columns={\"datum\": \"date\"})\n",
"df_cases.date = pd.to_datetime(df_cases.date)\n",
" \n",
"# We're only interested in data starting in december for cantons in the list of holidays\n",
"df_cases = df_cases[(df_cases.date >= \"2020-12-01\") & (df_cases.date <= \"2021-01-18\") & (df_cases.geoRegion.isin(df_holidays.canton))]\n",
" \n",
"# Get the diff from entries\n",
"df_cases[\"new_cases\"] = df_cases.entries.fillna(0)\n",
" \n",
"# Sort the data for later grouping and smoothing\n",
"df_cases = df_cases.sort_values(by=[\"geoRegion\", \"date\"])"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZjcVsWsJUg_k"
},
"source": [
"# Set params\n",
" \n",
"# Taking 6 as the incubation period (avg is 5-6)\n",
"# https://www.who.int/news-room/commentaries/detail/transmission-of-sars-cov-2-implications-for-infection-prevention-precautions#:~:text=The%20incubation%20period%20of%20COVID,to%20a%20confirmed%20case.\n",
"t_incubation = 6\n",
" \n",
"# This is now the big guess, as kids are not tested often or asymptomatic, how much time\n",
"# passes until parent would be infected and get tested?\n",
"t_exposure = 2 * t_incubation + 2"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Q89Xrjl3UiMi"
},
"source": [
"# Now we have to shift the dates of the tests back by the above calculated t_exposure\n",
"# as we're intrested in the time the kids in school got infected and not when their\n",
"# caretakers were tested\n",
"df_cases.date = df_cases.date - pd.to_timedelta(t_exposure, unit=\"d\")\n",
" \n",
"# Now take the centered 7 day mean\n",
"df_cases[\"new_cases_smooth_diff\"] = df_cases.groupby(\"geoRegion\").new_cases.rolling(7, center=True).mean().reset_index(0, drop=True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 605
},
"id": "5-jKjIhIYLd9",
"outputId": "ba6af2f4-f3b7-4055-a8c1-1d13fa9fd5b1"
},
"source": [
"# Next let's group cantons where holidays started on the same date\n",
"grouped_holidays = df_holidays.groupby(\"from_date\")[\"canton\"].apply(list)\n",
"for (i, row), color in zip(grouped_holidays.iteritems(), [\"tab:blue\", \"tab:green\", \"tab:orange\"]):\n",
" # Let's skip Grisons\n",
" if \"GR\" in row:\n",
" continue\n",
" ax = sns.lineplot(data=df_cases[df_cases.geoRegion.isin(row)], x=\"date\", y=\"new_cases_smooth_diff\", color=color, label=\",\".join(row) + \"\\n(\" + i.strftime(\"%Y-%d-%m\") + \")\")\n",
" ax.axvline(linewidth=2, color=color, x=df_holidays.loc[df_holidays.canton == row[0]].from_date)\n",
" ax.text(i, 275, i.strftime(\"%Y-%d-%m\"), rotation=90, verticalalignment=\"bottom\", horizontalalignment=\"right\")\n",
" \n",
"ax.set(xlabel=\"Date\", ylabel=\"Assumed Daily Infections (mean)\", title=f\"Change in Daily Cases by Exposure Date (Test Date -{t_exposure} days) Grouped by Winter Holiday Start\")"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[Text(0, 0.5, 'Assumed Daily Infections (mean)'),\n",
" Text(0.5, 0, 'Date'),\n",
" Text(0.5, 1.0, 'Change in Daily Cases by Exposure Date (Test Date -14 days) Grouped by Winter Holiday Start')]"
]
},
"metadata": {
"tags": []
},
"execution_count": 142
},
{
"output_type": "display_data",
"data": {
"image/png": 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d4//+7/8YPnw49vb2VK1alfbt27N582alfa5cucLdu3cpUKAANWvWzLKt01KzZk0aNWqEWq0mKSmJffv2MWbMGPLnz0/RokXp0aMHW7duzbE8MH9St4yvIkWK0KRJE/Lly4ejoyP9+vUjOjo602OjoqIoVaoUbdu2xdbWlnfeeYcmTZqwY8eODOsnJiZSoECBLPW5fft2ltdla2tLfHw8N2/exN7e/qmEbKVtA8h6fD/K8ePHuXv3LgMGDECj0VCmTBk6dOiQq/kHWbFz506MRiPvvvtutnW3b99OmzZtqFKlCvnz508XyuXr64urqytqtZq3336bFi1acOTIEQCCgoK4dOkSly5dAszPvmbNmqHRaLC1tSU5OZkLFy4ghKBSpUpWITwFChTg33//zVCnhIQEq/vv3r17eHl54enpSY0aNazqdu3aFRcXFxwcHNi2bRv169fH398fOzs7evbsSWpqqhLGkxMGDx6MRqPBx8eH+vXrs337doQQrF27ljFjxlC4cGEcHR3p06ePMr6ya8OMCA4OVuoPHjyYHTt2YDQas2zTR9FoNLi7uxMdHc29e/dITEykTJkyeHl5KfvOnTuX5ReaAQMG4ODgwNtvv83bb7+d6e9NdvcYmO+Jrl27Ymtri4ODQ4ZyduzYYfXsfPRejIyM5OOPP6Zo0aI4Ozvz8ccfW3n6M2P79u307duXwoUL4+LiQteuXa3Ks/q9b926NVu3bkUIAZjb3OJVf5Q+ffrQq1cvIiMjadu2LQEBAWzcuDFL3bJ7NgQFBeHp6Ylarcbe3j7ba30ZefWCc14iChcuTEJCQrZxUmkfug4ODmi1WuWYTZs2sWLFCuXT/IMHD6xCENIemy9fPqs6Tk5Oyj4AFxcXrl27BkB8fDw7duxg7969SrnBYMjx5ISsdM4Jer2eu3fv4uTkBJjDHRYtWsSlS5cwmUykpqbmKO4yKCiICRMmcPXqVS5evIijoyNubm4Z1i1cuDC3bt3KVJbRaGTu3Lns2LGDu3fvKp+RExISKFiwIPPnz2fx4sXMmTMHV1dXPvnkE2US16ZNm/jhhx+sru/mzZv4+PgwZswYFixYwLlz56hbty6hoaGUKFEiQx3efPNN5f8FChTAycmJmzdv4uLiorwc+Pv7ExERQbdu3bJsm40bN2Yaw9ywYUMmT55MhQoV0v0YWD7jWShZsiQ3b97k5s2bODk5WRnXJUuW5MSJEwBMmTKF+fPn06xZM0qXLs2AAQNo2LBhljpmdN3x8fEYDAarGFCTyYSLi0uOZFm4ceOGMr5SUlKYNm0aBw4cUAzI5ORkjEYjNjY26Y6Ni4vj2LFjVm1jNBoz/YEqVKhQtjG42V3XiBEj+OKLL2jXrh1OTk588MEHtGvXLlfX/Chp2yC78f0ocXFx3Lx5M10bZGTIx8fH06JFC2U7O+PvwYMHzJo1y2riV1bcvHmT6tWrK9ulSpWyKv/rr7+YPXs2Z8+eRa/Xo9PplLhje3t7mjVrRkREBAMGDGDLli3Mnz8fgNq1a9O5c2fCwsKIi4ujcePGjBo1ShnjWc1tKFy4sFXoROHChYmJieHy5cs0btzYqm7asXvz5k1KliypbKvValxcXLhx40aO2qJQoULkz59f2bbcn3fv3iUlJYU2bdooZUIIJewhuzbMiLR6lyxZEr1er7woZNamGWGJYy5VqhS1atUCzE6X8PBwSpUqhYuLS5b6PPo79+DBgwzr5eTZkfZZkxlNmzZl9uzZVvtcXV2V/z/ah5Y+yA7LszztcWnJ6vfe3d0dBwcHDh8+TLFixbhy5QpBQUEZnsfGxobOnTvTuXNnUlNT2bBhA2PGjMHNzY1KlSqlq5+TZ0Nun78vI9JgzkM8PDzQaDTs2rUr00kjWREXF8e4ceNYuXIlHh4eijc3JxQrVoz79++TkpKiGM0WYxnMgz84OJjPPvss13o9DXbv3o2NjQ1ubm7KbPoZM2YQFBSEnZ0d/fv3V96ksyLtj+GFCxeybJ/atWvzyy+/0LZt2wzLIyMj2b17NytWrKB06dIkJibi7e2t6OHm5sbixYvR6/WsWrWKIUOGsG/fPlxcXOjbty/9+vXLUG7Lli1p2bIlSUlJjB8/ntmzZzNr1qwM61riasH8Y33//n3F49WqVSvee+89Tp8+zfnz52nUqFG27ZMZc+fOpVKlSsTGxrJlyxbee+89pezGjRsIIRSj+dq1awQGBireyqSkJMWguHbtmmL8ly9fns8//xyTycQvv/zCoEGDOHz4MPny5bOKozQajeni7tIa6G+++SYajYZDhw499oQck8nE3r17qVOnDgDffPMNFy9eZO3atRQrVoxTp04REhKS6RhzcXHB29tbiYHODldXV8XblhnZXVexYsWU+zEmJoYPPvgAb2/vJ5q4uWvXLsXAzW58p+0DMLdB6dKl+eWXX7I9T8mSJXPlIb18+TJxcXFKfLZerycxMRF/f3/WrFlD6dKlreoXL17c6vn1aKaRTz75hC5duvD1119jb2/PlClTrBwLrVu3ZuTIkXh6epIvXz48PDyUsm7dutGtWzfu3LnDkCFD+Prrr5X48fPnz/P2229neA21a9fmhx9+4Pr169kaYWnbtnjx4lZx0kIIq/soX758pKSkKOW3bt2yesH+999/efDggWI0X7t2jcqVK1OkSBEcHBzYunVrhi/k2bVhRqStf+3aNeXLIGTdpo/i7e3N6tWrKVWqlDIea9Wqxbhx46z25ZZHx2xOnh2PHvM4FC9enPj4eCpXrgyY2yYnk4uLFSum9JflOAs5+b23OE2KFStGkyZNcuTpdXBwoHPnzsyfP59z585laDBn92zIiKfRji8aMiQjDylYsCCDBg0iLCyMXbt2kZKSgl6vZ9++fcycOTPb41NSUlCpVDg7OwPmiXFpA/GzolSpUlSvXp0FCxag0+n4888/rbzJrVq1Yu/evRw4cACj0YhWq+Xw4cNWBtuz4N69e0RERBAWFkavXr0oUqQIOp0OnU6Hs7Mztra27Nu3j99++y3HMoODg9m4cSN79uzJ0mAeNGgQf/75JzNmzFA8zZcvX2b48OH8+++/JCcno9FoKFKkCCkpKXz++efKsTqdjoiICBITE7Gzs6NAgQLKW3j79u1ZvXo1f/31F0IIHjx4QFRUFElJSVy4cIGDBw+i0+nQaDTY29tnOgEKzJ72mJgYdDodX3zxBe7u7sqb/ZtvvkmNGjUYMWIEjRs3zvRzYnZER0cTHh7OzJkzmTFjBpMnT7bybt29e5fvvvsOvV7P9u3bOX/+PPXr18fFxQUPDw8+//xztFotp0+fZv369YrXdfPmzYp3wuKVU6vVVKhQAa1WS1RUFHq9nsWLF2eZqqt48eL4+/szffp0kpKSMJlMXLlyRfnEnhUGg4Hz588zbNgwbt++TY8ePQDzy4e9vT2FChXi3r17VhPhwOzBunr1qrLdoEEDLl26xKZNm9Dr9ej1eo4dO2Y1OSst9evXzzLEIyfXtX37duX+c3JyQqVSKWPlUf2ywmg0cvXqVSZPnsyRI0f4+OOPlTbIbHwDFC1alNjYWGXbzc2NAgUKsHTpUlJTUzEajZw5c8YqJCw7dDodWq0WMBvFWq0WIQSVK1cmKiqKTZs2sWnTJj777DOKFi3Kpk2bMvRkNW3alI0bN3Lu3DlSUlLS9V9ycjJOTk7Y29tz7NgxtmzZYlXu4eGBWq1m+vTpVl8Jjh07xl9//YVerydfvnxoNBqr+zM6OpqAgIAMr61u3br4+vrSv39//vrrL3Q6HXq9nqNHj2bZJs2aNWPfvn0cPHgQvV7PN998g0ajUQzOt99+my1btmA0Gtm/f3+G48ryXI+JiSEqKoqmTZuiVqtp3749U6dO5c6dO4D55dcSipVdG2ZERESEUv+LL76gSZMmyheZzNo0I2rWrEliYiIRERF4enoC5jHu7OxMREREjibMZkTRokWJi4tTvOhP8uzIDS1atGDx4sXcvXuXu3fvsmjRIlq2bJntcc2aNWPp0qXcv3+f69evW02czMnvfatWrdi1axcRERHKJL6MWLlyJYcPHyY1NRWDwcDGjRtJTk7mnXfeAdI/T7J7NmTEo8+LVwFpMOcxH374IaGhoXz55ZfUrl2bBg0asGrVqhx5B9966y0+/PBDOnXqRJ06dThz5ozyOSsnzJ49m6NHj+Lr68u8efNo3ry5EmPm4uLCl19+yVdffUXt2rWpX78+y5cvVx48TxvLDP/GjRuzbt06Ro8ezeDBgwFwdHRk3LhxDBkyBG9vb7Zs2WIVb50dlriqatWqZflZr2zZsqxevZq4uDjee+89PD09GThwINWrV6dAgQKEhIRQsmRJAgICaNGiRboY3M2bNxMYGEitWrVYvXq14iWuUaMGkydPJiwsDG9vbxo3bkx4eDhgNhjmzJmDr68vdevW5e7duwwbNixTHd977z0WLVqEr68vJ0+eTOeJDgkJ4cyZMzn60mBpc8vflClTSEpKYtSoUYwfP54SJUrg5eVFu3btGD16tJUn/fLly/j5+TFv3jzmz5+veJU+//xz4uLiCAgIYMCAAQwcOFDx4h44cIAWLVoo55o7dy4ODg4ULFiQCRMmMG7cOOrVq0e+fPmy9cjNnDkTvV5P8+bN8fb2ZtCgQVmG01hmynt5edGvXz8KFy5MeHi44mnr3r07Wq0WPz8/OnbsmM4I6tatGz///DPe3t589tlnODo6snz5crZt20ZAQAB169Zl9uzZmRr6DRs25MKFC9l+Vs/quo4fP0779u3x8PCgX79+jB07ljJlygDmGM7Q0FC8vLwyjSE+evQoHh4eeHp60q1bN5KSkli/fr3yKTm78d2uXTvOnTuHl5cX/fv3x8bGhiVLlnD69GmCgoLw8/Nj3LhxJCUlZXmNaWnatClubm7cuHGDnj174ubmRlxcHLa2thQrVkz5c3JyQq1WU6xYsQxDZOrXr0/37t3p3r077777Ln5+flblEyZMULLgLFq0iGbNmqWTERwcnO7eSU5OZty4cfj4+NCwYUMKFy5Mz549AfPn83PnzmX5rF64cCENGzZkxIgReHt7ExQUpGQPyIyKFSsya9YsJk+ejJ+fH3v37mXJkiXKs3ns2LHs3bsXLy8vIiMj053/jTfeoFChQgQEBDB8+HAmTpyoeA1HjBhBuXLl6NChA7Vq1aJHjx5KLu7s2jAjgoODCQ0Nxd/fH51Ol25BkYzaNCPy589PtWrV0Ov1VqF2np6e3Llz57E9zJYvt76+vrRu3RrI/bPjcejfvz/Vq1enVatWtGrVimrVqtG/f/9sjxswYAAlS5YkKCiIDz/80KrdcvJ77+LiwjvvvINKpcqyzfLly8eMGTPw9/fHz8+PVatWsWDBAuV50rt3bxYvXoyXlxfLly/P9tmQEY8+L14FVCIn37UlrwVDhgyhYsWKDBo0KK9Veep069aNli1b0r59+7xW5ZkSHR3NiBEj2Lt37zP5JBYeHs66dev46aefnrrsV501a9Zw7ty5l3qVsleZTZs2sWbNmhyP7enTp1OmTBklbORF4PDhw4wYMYL9+/fntSpA7ttU8uRY0qIOHTo0r1V55ZAxzK8xx44do3DhwpQuXZpff/2V3bt35yjf6cvGsWPH+Pvvv/nyyy/zWpVnil6v57vvvqNdu3avZPzYy07Hjh3zWgVJJqSkpPDjjz/y/vvv5/iY0NDQZ6jRy8/jtKnkyYiNjWXnzp3ZZryQPB4yJOM15vbt23Tt2lX5RD5x4kQlhulVYdSoUXzwwQeMGTPGKnvDq8b58+fx9vbm1q1bSlyuRCLJngMHDlC7dm2KFi1qNblV8vjINn3+zJs3j5YtW9KzZ08ltELydJEhGRKJRCKRSCQSSRY8t5CM/v37Exsbi1qtJn/+/Hz66adUrVqVwMBAJTsAwPDhw5UJN0ePHmX8+PFotVpKlSrFrFmzKFq06PNSWSKRSCQSiUQieX4e5sTERCXB9a5du1i0aBEbN24kMDCQJUuWpFuEwmQy0aRJE6ZNm4aXlxdffvklV69eZdq0aTk6n8lkIjk5GTs7OxnPKZFIJBKJRCLJECEEer3eKiXsozw3D3PalaKSkpKyNWJPnDhhteo3vFQAACAASURBVPxrp06dCAoKyrHBnJycbJX8XSKRSCQSiUQiyYwqVapkuLIpPOcsGWPHjuW3335DCMHXX3+t7B8+fDhCCDw9PRk2bBiFChXi2rVrVstCOjs7YzKZuHfvHoULF872XHZ2doD54jNav/5V4sSJE1ZLmkpeH2TfvzjIvnhxeJX7ou4M8wJTv47K2bLyec1z7Yt5Ncz/Djn+fM4neSbkxf2r0+k4c+aMYjtmRJ5M+tu0aRNbt25l2bJlXLt2DRcXF3Q6HVOmTCE5OZnZs2fz888/s2HDBpYuXaoc5+7uzr59+3JkMGu1Wk6cOPEsL0MikUgkkudK23Xm1R43tM96cZ/XEc9I84JWf7Tck8eaSF5WqlevnumS4nmShzkkJITx48eTkJCgLHOq0Wh4//336devH2BesSbtWvaWJXVzYiynJauLf1X4448/lOVEJa8Xsu9fHGRfvDi80n2xbivAS3N9z7UvIs3/vCxtI8mYvLh/c+JkfS55mJOTk7l27ZqyvWfPHpycnLC3tycxMREwB1xv27aNqlWrAmZDNzU1lZiYGABWr16tLHMpkUgkEolEIpE8L56LhzklJYXBgweTkpKCWq3GycmJJUuWcOfOHQYOHIjRaMRkMlGpUiUmTJgAgFqtZubMmUyYMMEqrdyTotfriY2NJTU19YllvSjY2tpy6tSpvFZDkgfIvn9xeNK+cHBwoHTp0lnG0EkkEokkb3guBvMbb7zB2rVrMyzbtGlTpsfVqlWLyMjIp6pLbGwsBQsWpHz58q9Murnk5GQKFCiQ12pI8gDZ9y8OT9IXQgju3LlDbGwsFSpUeMqaSSQSieRJee2Wxk5NTaVo0aKvjLEskUheflQqFUWLFn2lvnxJJBLJq8RrZzAD0liWSCQvHPK5JJFIJC8ur6XBLJFIJBKJRCKR5JQ8SSsnseb+/fsEBATQoUMHxo0bp+zfsmUL33zzDUlJSTg6OpI/f3569uxJw4aZJ6xv3749Op2OzZs3K/tiY2Np3LgxlStXxmQyYWdnx7hx46hVq1amcs6fP0/z5s0ZPXo0PXr0UPYvWLCABw8eMGrUqHTHdO3alfj4eBwdHdHr9VSqVImpU6dSsGBBDh8+zIwZMwgPD8+yLUJDQ/n9998pUqQIJpOJokWLMm3aNFxcXLh//z6TJk3izJkzqFQq1Go1oaGh1K5dO52cwMBANBqNklLQ19eXMWPGsGDBAn788UeKFy+OVqulWrVqTJ48mfz586eTER4eTlRUFPPnz08n+9Hl3Nu0acOoUaPw9fW1qhsbG0tQUBCdOnVi0qRJyr62bdty+PBh5s6dy71795SyvXv30rdvX7Zs2ULlypUB6NOnD40aNaJ9+/ZWsuPi4hg/fjw3b94EzIv1TJ8+XdHLsgR9SkoKBoOBRo0aMWzYsAwX8smubY8fP868efO4ePEihQsXRgjBe++9R8+ePa3kbNiwge+++w6Aa9eu4eDgQJEiRQAICwvD3d09x+N66dKlnDp1irlz51rtDw0NpXTp0oSEhFiNa71ej5eXFwMGDODNN9PnqP3iiy/Ys8c6P+uVK1do0KCBco6c6nbjxg169+5ttS85OZmrV6+ybds27O3tlT5OW16rVi3++eefdLpJJBKJ5MVGGswvAFu2bMHd3Z2tW7cycuRINBoN69atY8WKFSxYsIBKlSoBcObMGX7//fdM5Zw9e5bbt29jZ2eXbqWcggULKkb0jz/+yNixY9m+fXumstavX4+fnx8bNmywMpizY9y4cTRs2BAhBEOHDuWnn35KZ1hkR+/evenSpQsAM2fOZMmSJUyaNIl58+ZRokQJ5syZg0qlIiEhgZSUlEzlzJ8/38qotRASEsKoUaPQ6XT06NGDH374Idc65ob8+fOze/duevbsSdmyZa3K/Pz8CAsLU7aPHDmCu7s7R44coXLlyhiNRv744w/Gjh2bTu6kSZOoU6eOYrTeuHEDW1vzLR0dHU1YWBjLli3D1dUVrVbLqFGjmDRpElOmTEknK6u2/eeff+jVqxczZsygfv36ANy5c4eVK1emk9O2bVvatm0LmA3b6tWrK30J5Gpch4SEsHjxYv79918KFSoEmI3OX375hcjISIQQVuNap9OxePFiOnXqRGRkZLrlTQcPHszgwYOV7ZiYGAYMGKDsy41uJUqUsHopFULw0UcfERAQQKVKlYiNjU13jEQikUheXmRIxgvAhg0b6N+/P66uruzevRswe3JHjx6t/HCDeZnvrIzXDRs2EBwcTEhICBs2bMi0nq+vr1Ve7EcxGAxERkYSFhaGVqvl2LFjub4mg8FAamoqTk5OuT7WgslkIjk5WZFx/fp1SpQoocR6FilSxGr59Nyi0Wjw8PDIsi2eBhqNhg8//JB58+alK/Pw8CA2Npbbt28DZkO3f//+imfy77//xtHRMZ2hDeb2KF68uLJdokQJihYtCpjHT79+/XB1dQXA3t6eiRMnsm3bNuLi4jKUlVnbLlu2jPbt2yvGMkDRokX55JNPct0WuRnXxYsXx9fXly1btij7tm/fjru7O6VKlUpXX6PRMHjwYEqUKEFERESWety8eZOhQ4cydepUypcvn2vdHmXhwoX8+++/jB49Otu6EolEInn5kAZzHnP69Gnu3buHn58fbdq0YcOGDdy5c4cbN27g7u6eYzl6vZ7IyEjatGlD69at2bZtG1qtNsO6O3fupHnz5pnKioqKoly5cpQrV47WrVtnaXw/ymeffUZwcDD+/v4kJCTQunXrHB9rYenSpQQHBxMQEMChQ4cUg6Vbt24sWrSIdu3aMWXKFA4ePJilnEGDBhEcHExwcDAHDhxIV56UlER0dDSNGzfOtY65pXPnzvz555/p8vQ6ODjg5ubGkSNHSEpKIiUlhYCAAE6fPg2YPc4+Pj4Zyvzoo48YP348Xbp0YdasWVYvNv/88w81a9a0ql+4cGHKlCnDmTNn0snKqm3//vvvXI3FzHiccd22bVurMJ7w8HDFg50ZNWrU4OzZs5mW6/V6Bg8eTLt27QgMDHxs3SxERUWxZs0aZs2aZRXukpiYqIy/4OBgOnXqlGvZEolEInkxkAZzHrN+/XqCg4NRqVQ0btyYY8eOZZhaqlOnTrz33nuZGgtRUVGUL1+esmXL4uLiwjvvvMPOnTuVcsuPd0BAACtWrKBv376Z6rRhwwbF0A0JCWHHjh2ZGt+PMm7cODZv3szBgwepXLnyYy0207t3bzZv3sxvv/1Gq1atlLju2rVrs3fvXvr164ednR1Dhgxh6dKlmcqZP38+mzdvZvPmzQQEBCj7N23aRKtWrfD396dYsWL4+fnlWseMyCrLgb29Pf379+fzzz9PV+bj48Phw4eV5UBtbGwoV64cZ8+e5ciRI+nioi20atWKLVu28P7775OSkkL37t2tvLG5ITdta3kpqlu37hN757Mb1w0aNCA+Pp6zZ89y6dIlzp07x7vvvvtE55w+fToFChRg4MCBT6QbmGOgR48ezdy5cylWrJhVmSVcxPK3evXqJ9JbIpFIJHmHNJjzEJ1Ox5YtW9iwYQOBgYE0b94cvV5PREQEJUqU4Pjx40rd1atX8/nnn5OQkJChrA0bNnDu3DkCAwMJDAzk1KlTVp5hy493VFQULVu25JNPPkEIkU7O7du3+fXXX1m4cCGBgYF07tyZlJQUfv7551xdm42NDe+++26WMdc5oWnTplYyHB0dCQoKYuTIkUyYMOGxFrYJCQkhIiKCXbt2cebMGX788cdcHe/s7My9e/es9t27d08Jh8iMNm3acPXqVWW5dwu+vr4cOXKE6OhovL29AfD29ubgwYP88ccfmXqYwew1bt68OePHj6dfv36Kwezq6srRo0fT6Xj16lVlMuGjZNa2VatWtRqLlpcivV6P0WjM8prTUrRo0VyPazs7O1q1akV4eDgbN26kRYsWykTOzDh+/Him17h582b27dvHnDlzUKv/e/w9jm4pKSl8/PHH9O3bV+k3iUQikbyaSIM5D9m9ezcVKlRg//797Nmzhz179vDNN9+wceNGPv74Y6ZNm8bFixeV+o9OcGvatCk3btzg9u3bHDlyhN27dyty9u3bx4kTJ4iPj7c6xsbGhhEjRnDr1i0lXnrnzp2MHDkSMHtfmzRpQlRUlCJr6tSpGYZl3Lhxg6ZNm2Z6fYcPH1biQ7PCch0ZcejQIUXGb7/9RlJSEmCeZPX3339TunRpAI4dO0b37t2zPVdaihUrxtixY1m8eLHi1R85cqSVZz4j/P39WbdunWIs7tu3D7VarcQZ//DDD8yZMyfdcTY2NgwZMiRd1g0PDw/i4uL45ZdfFOPYy8uLVatWUahQIcqUKaPU7d69uxJ6ERUVpXj+jUYj//zzj9IeH3/8MYsXL1YyMmi1WiZOnEjTpk2VOmmvNau27dWrF2vWrGH//v2KHjqdDpPJpGznpN0seuV0XFto27YtERERbNq0KUtvr06nY+HChVy/fp1WrVoB1n1x6tQppk6dyoIFCzKMrc+tbuPGjaNKlSq5HncSiUQiefmQWTLykA0bNtCyZUurfR4eHphMJipUqECvXr345JNPSEpKwtnZmXz58hEaGgrA3bt3uXfvHk5OTqxfv5569erh6OioyLG3t6dRo0aEh4cTEhJidQ57e3uGDBnCwoULCQoK4vLly8qx4eHh6VLGBQUFMWHChHQz/9NmZbDw2WefMW/ePAwGAy4uLkq6NDBnHKhXr56yXadOHUaOHKlch4WlS5eybt06TCYTjo6OTJ8+HTDH5U6fPl3xjJcrV47x48cD5hRrDg4O2TV5Oho0aEDFihVZvXo1PXr04OTJk3Tt2lUp37dvn5XObdq0oW/fvsycOZOQkBDUajVOTk4sXLgQOzs7wJySz2JsPkrTpk1ZtmwZycnJyj57e3vc3d25ceMGJUqUAMxxuI++kBiNRk6fPq3UOXz4MNOmTUOj0WA0GqlevbqS8cHX15dx48YxatQoUlNT0ev1BAUFMWzYMEVe2mvNqm3ffvttvvrqK7744gsmTpyIs7MzdnZ29O3bV5l0+Gi7ZUbHjh1xcHDI0bi2ULlyZUqWLIlWq7XK/AL/hRoZjUYlrdzq1auVDBlp+2L27NkYjUblXBYqVKjAvHnzcqXb0aNH2bJlCxUqVCA4OBgwT1JVq9WMHj060/6XSCQSyUuKeEVJTU0VMTExIjU11Wr/33//nUcaPV1+/vlnsWjRIiGEEElJSU8ka8CAAeLq1au5Pu6bb74RmzZteqJzp72OJ2Hy5MkiOjr6iWTcvXtX9OjR44l16dy5s0hMTHxiOY9y4sQJMWbMGKt9j9v3T+tan7aspzUeLDzNvshOtye9D4V4dZ5PeU1MTExeq/DMKDdqiyg3akteq5FjnmtfTChk/pO81OTF/ZuZzZgWlRAZBLK+Ami1WiUXcdqYx1OnTlG1atU81Ozpk5ycTIECBfJaDUkeIPv+xeFp9MWr+HzKCywTaF9FyoduBeDS9BZ5rEnOeK59MfHhl6mJ95/P+STPhLy4fzOzGdPy2odkbPgjlrUxV5+J7A5eZWjrKT/NPilagxE7tRq1OvMsFBKJRCKRSCTPCjnpT/JCYzCaSNWb0BqMGWb1kEgkEolEInnWvPYe5raepfPcCzxw4EB69eqFm5sbixYtYtu2bajVauzs7Bg6dKiSQzglJYXRo0dz8uRJbGxsGDVqFA0bNgTMyyQfPHgQjUZD/vz5GTt2LDVq1ADMqeJGjhxJXFwc9vb2TJ48OdMFGpYvX87atWu5fPkyixcvVuQDHD16lGnTpvHgwQM0Gg1hYWFUq1YtV3JMJhODBw/mzJkz2NvbU7RoUSZNmkTZsmXR6XR06tSJb7/9loIFCyKEQGcwYaNSoTcKbG0EdjbSyyyRSCQSieT5Ij3Mecxff/3FgwcPcHNzA8DNzY3169cTGRnJ1KlTGTp0qJLybPny5Tg6OrJz506WLFnCuHHjlGwL9erVIzIykoiICPr06cPQoUOVc8yZMwcvLy9+/vlnxo8fz4gRIzL11np7e7Ns2bJ0eWWFEAwcOJDhw4cTGRnJ6NGjH0sOmPMgb9++nYiICIKCgvj0008B89LGrVq1YsWKFQAYTQKDSaBWg41aRareiEl6mSUSiUQikTxnpMGcx6xZs4b33ntP2Q4ICCBfvnyAefEJIYSySMb27dvp2LEjAOXLl6d69epKbtyGDRsqac1q1qzJ9evXlTy5O3bsUJbl9fLyQqPRWC3QkBY3Nzcln3BaEhISSExMVAxgLy8vrl+/zsmTJ3MlR61WExQUpCwaUbNmTatc0S1atGD9+vUIIdAaTErcsmURPZ3BlE6mRCKRSCQSybNEGsx5zJEjRxTv8qNs2rSJsmXL8uabbwIQHx9PqVKllHIXFxeuX7+e7rhVq1bRoEED1Go1CQkJCCFwdnbO9riscHZ2pkiRIuzatQshBHv27CE5OTndwii5ZdWqVQQGBirbxYoVw87OjrPnzmM0CdLO87NRq9AZTBiM0miWSCQSiUTy/HjtY5jzmuvXr/PGG2+k23/kyBG++OILvvnmm1zJ27p1K5GRkaxateppqagwf/58Zs2azfwFC/HwqEnlypWxsbF5bHnLli3j/PnzfPvtt1b733jjDWLjr1GqbPl0x9ioVaQaTBRQq1CpZDyzRCKRSCSSZ480mPMYBwcHZXljC3/++ScjRozgyy+/pGLFisr+kiVLEhcXp3iLr127hq+vr1K+c+dO5s6dy8qVKxUjvEiRIoB5lbK0x7355pscOHCA2bNnA9CyZUs++uijdPoJITCazJPvyr31Nl8u/RoBCJOBoPr1eOutt3Ik51G+//57tmzZwrfffquEoFjQarXYaTRkZA+rVGB6qI+93eMb65LcYxICIUCtQr6sSCQSieS1QhrMeUyVKlW4ePGissTwsWPHGDp0KPPnz0+XgaJp06asWbOGGjVqcOnSJY4fP86cOXMA2Lt3L9OmTWPFihXpluVt2rQpq1evpn///sTExJCamkr16tVRq9VKBo5HEUJgMJl4oDNPtFOh4l7Cbd54oxgAixcvxcvLm3LlylGuXLlM5WTE6tWrWbt2Ld9++y2FCxe2KjMYDFyNjaVy5SqZHm+jVqE1mLC1UWGjllFFzwKTEJhMZgPZYBIYhXg4DszYqtXY2ahQq1WopfEskUgkklccaTDnMY0bN+bXX39VPMWTJk0iNTWV8ePHK3VmzpyJq6srPXv2JDQ0lHfffRe1Wk1YWBiOjo4kJyczevRo7OzsGDRokHLcypUrKVKkCJ988gkjRoxg06ZN2NvbM3PmTGXS3aN8/fXXfPfdd9y9e5czY8Zgr7Fnw+YIHB0d2bBuHdu3bcVkNFK1WnXGTQzDJESGBlNaOaGhodjb27Nt2zYAJk6cSMmSJfnggw8Ac3aMdevWARD9xx9Ur16DQoUKZtluarWKVL2J/BoZmvEkiIdeY9NDg9hoMv+ZxH8TLVWoUKnA1hJQLiwZTMyx5DZqFXY2amxUKrm4jEQikUheSeTS2HlMUlIS//vf/1i3bh0ODg6PJeNpLMlrEgKD0YT2YRYKtUqVYUhEWowmgZ2NGoenFBohhGDw0GGEtG6LX22/bOsbTQJ7WzUa29c3NCM3fS+E2RAWwuwxthjHCLC4jlUqlXkmcC7sXotMIdIYz2oVNq+Z8SyXxn5xkEtjvzjIpbEluUUujS3JEEdHR0JDQ4mNjeWtt9567uc3mQR6owndw8wTNipVjo0lS9YKW7UKW5snD414kKLFo5ZnjoxlMOuqNZiwUaufmnFmEsKc79kksLUYfg9fHl4mT7Y53thsIP/nNbZ+N1arzNf2pLly1CoUd7QQPFyV0fwVwM5Ghe3DsI2Xqf0kEolEIkmLNJhfAPz9/Z+pfIv3TwAC838EZkNK/xiGclqeVtYKIQRCbUOHjp1yfpAKVA8NtHx2Nk9skBlNJlJ0RsBsTBqM/7UPmON2bW3Mxt+LNPHN9NAYThtSkdY0Ntuzz8fjq1I9HEuYjWedwYQOc1hHfo2NDNmQSCQSyUuJNJhfUpTYUwRGAXqjyeqTu+VLe1YRNyp4YiPqaWWt0BvNOtvm0tupVpsNW4NaYGf7+NeiN5hI0RuxUf8XimJumozjdsEc02urVj+c+Pb8DWi90USKQWDSGv4LqeDhJLwXwC5NazxbXs7s1a9v+IxEIpFIXl6kwfwC8p9H+OG/aSZlmR7+Py1ag0ClN3tGzTaeChUPv7Q/B4/ek2atMK/qZ3xs493s5TYfn1sPpmVFQUtoSaaGpiojAxoMJqNSxfZh/O7TCE/Jqc4qwMbmBbCOs8FGpUJnNKGxVb8wnnmJRCKRSHKKzMn1gmAwmkjWGkhK1ZOkNZCsM/BAZyRFbyTVYERnNGF8aCdbJlT99/ffvv+8nTxXL6Mla8XjzCG1hD08rh1lOU5rMGZd8RFMJkGK3mg2lm1y6ZVVgTpNu9uoVBhNmPtMZ8BkejZzaY0mwQOdEb3RrPNLY3s+1NPwjNrlUfQGk1U4jUTyopOSksLff/9NUlJSurI//vgjDzR6sbh/P+OJfLldtVYieVykwfwCYHxouMHDiVjpDOKHxrDq8Y3KZ41aZb4OXS6NFNNDb6nNE16YjVqF/pGY46wwmkw8eGjY2j4ND+1DA9rWRoXBJEjWGZQwmaeBEOawl2StAcGTh9LkBWqVeZLos8byxUL7mC9wEsnz5tixYzRs2JCuXbvi7+/PsmXLrMp79eqVR5rlPRcvXqRZs2b4+voSEBCgpCe10Lx58zzSTPK6IUMy8hiTEAQFBaLR2GNvr0Gn1eHhWYvRYz9l+9YtzJo5g5IlSyr16/jXZfDQYenk6PV6li9byo7t27CxscHGxoay5crR7+MBVKr0FhGbNj5VWfv372P25/OsjrNVsmaYs0t07dqVDz/8kIYNGxIaGkr16tXp0qWLUn/GjBloHBz4qE//dN5dnU7Hgi/mEbVnD7a2ttg72NOnb38aBgUB0LRRELM+n0sNNzcAhg8bwrX4eL7/cQ02ahX3EhKoX78+0dHR6dL1bdm6ja+++goQ6LQ63q5alWkzZwHQvMm7zF/4JW9VrqzUf79jB4YNH46Xt0+6tlrz04+sX7sWlVqFXqcnoH59hg0fwbo1a1i3dg0qFUqe6uvXr1OuXDnWrl2rHJ+QkECPHj0AePDgATdv3qR8+fIANGjQgDp16jBjxgxWrV5n9iqnCRsZP3YMlV1d6dqtuyLv89mzyJ8/P337f2zV53q9nlKlSjMhLExZfMbCzZs3CXmvOT/v2kPBQoWU/THRR5g0fjwR27YTE32E+fPmotPp0Ov0vFHsDZYsW55pPu+MUKnAYBQYTaZnuuCMQZn0aJ4A+VReiCSSZ8j06dMZNmwYHTp04NSpU4wcOZKrV68SFhYGZD0X5VVnypQpNG3alB49ehAdHU1YWBixsbH07t0beL3bRvJ8kQZzHiKEQPvQszz787m8VbkyRqORD7t3Y8/uXQD4+vmlM0wzYuKn40hNTeX7VT9RsFAhhBD8emA/ly9dolKlt566rAxRgUqoSNUbya/JfnKXZdntjLzLUz+bTMqDB6zftBl7e3vOnT3Lx337UMjJCU8vL7y8vYmJPqIYzP+cOk2+/PlITErC1qYQR44coUaNGlbGshCC2Gs3mDw5jJ/WrONNFxeEEPxz+nS2umbEyRPHWfXD96z6aQ0FCxXCaDRy/tw5ANp37Ej7jh3Nq+UB12Kv0K1LZ0aNGmUlo0iRImzevBmAw4cPM2PGDMLDw5Xyg4cOYRJgMJkey/Cz9LkQgtCRI/hq8WLGfjreqk7x4sXx9PJmx47ttO/QUdm/edNGWgYHYzQaGT50CMu+WUkVV1cATp869VixyCqVeYLnswrztnjiLS8p5rSDMqWd5MXm7NmztG/fHoCqVavy008/0a9fP0aOHMn06dPzWLu85fjx43z11VfY2NjQqFEjqlevTs+ePUlOTmbo0KF5rZ7kNUKGZOQheqMJvdH67Vin1aLTaSmUxtOXHVevXGHPnt1MmBSmeAhVKhUB9eoTGNQoVzpdvnz5iWSp1dbp6rLCaIlnfcSWiY+P55cd2xnz6adKAvG3KlemZ+/eLF3yJQCe3t7EREcDcP78OcqWK0stTy+OHf0/dAYThw4fVlZPhIfxyjoj12/cxNbWFqeHS3KrVCrefsyFIm7cuIGjY0Hy5c8PgI2NjWJQWlCrVehSUhg8aBC9+vajpketHMk2G35GUh+muXvybCYqPL28uH7tWoblwa1bE7Fpo7KdnJzM3t27aRUSwoPkZB48eEDRokWV8rerVn0sI9RGpUJvNKWbuPq0sOSbVj0MX1IWZ5FIXmAcHBy4e/eusu3o6MjXX3/NnTt3rFZvfR1Rq9UkJycr22+++Sbff/89+/fv57PPPstDzSSvG9JgziMMRhOpepOy3PCIYUPp2K4NjRrWp2SpUtSuY87NfPjQITq2a6P8hW9Yn07WP/+cpmzZshRycsrynDmSdepUjmRlhe3DrBlZfSqz5A5WZzDT7tzZM5QpWxYnp8JW+93c3Dnzzz8AeHv78NfRPzEYDPwRHU0tL288Pb2IiY7GRq3iyOEj+PiYQygMlnhlIaha9W2qV69B88aNGD5sCKu+/4579+5ZncfSF5a/ixfOZ3gNtWvXwdbWhuZN3mX0yBFsWLeWlJSUdPUmTviUqu+8Q8dOnXmgM6DVG7Num4eLp6TqTU8tVlmv1/Hbgf00bto0w/L6DRoSFxfH+fNmD/kvP+/Azd2dN990oZCTE23btSf4veYMHtCfb75exvXrGRve2WKZ/Gd8NkaszmhClWZMqR9m55BIXmR8fHyIjIy02mdvb8/ixYsxGAykpqbmkWZ5j4eHBzt37rTa5+zszLfffsvRo0df67aRPF9kSEYeYMnOYJMmHnXWcR8HDwAAIABJREFUw5AMrVbL8KFmQ65gwYI5DqNIy/nz5xgzaiSpqan41w1gZOhoIOchGTmRlSUPFxSx5ISG9DmKLUaMKgODMCcxaaXLlKFgoUKc+vtv/oiJ4f0uXSldujTfrvyGhIS7xMZepVoNd3QGE6lW+ZVVzJ2/gHNnz/JHTDR79+zh25UrWBe+UTHQLX1h4f2OHTLUIV/+/Hz7w4/8ffIE//fHH2wM38Ca1T+xavUa7Ow0AHz37UouX77Eyu9XoVYDwmzAGUwCezs1thnE8j54OLEvu8wdmXl40+63vCTFx8VRoWJFGjfJ2GC2s7OjefMWRGzaxNBPhhOxaSOd3u+slIeOHUeXbt05cuQwv/16gBXLv+aH1WspV65c5gpmgsWItbN5uqESRpPAYLSOWVarn0/ctETyJIwdO9bKi2pBo9GwcOFC/vzzzzzQ6sVg5MiR/Pvvv+n2FypUiJUrV7Jr16480EryOiJ/QZ4z4qH3MM1qwlbY29sTUL8+hw4ezLFMV9e3uXLlCokPHyqVKr3FmvXh/O/9ziQlJuZKP9eqVZ+KLLVapcQogzlW1+LJtSzHff/ePYo4O6c7tnLlKly9coX79609v8eO/UXlKlWUbUsc86m/T/JOtWoUfeMNUlNT2b8vimrVa4CNHal6I7bq9OnX3qpcmY7/e58ly77G0dFRCe/ILSqVimrVa9C1ew9WfPc9165d49xZs5c2JvoIK79Zzpy5X/wXS636L7zigdZoXob74TLWllCFnK7KV8S5CP8+kmrpXkKCVZv6+vmxZn04O3btAVQsXrQgU3nBrduwbUskFy6c5+KFCzQMDLIqL12mDG3atmPO3C9wc6/J/qi9OWmidFgWu3naoRJ6oynDe0qtAt0z8mhLJE8DZ2dnypQpk2GZra0t3t7ez1mjF4fy5cvj9nCuyqM4OjoSEhLynDWSvK5Ig/k5ozWYvYuZLbBhMpn4IyYmW8/diePH6PPRhwCUKVuWBg0aEjZxAolpjNqMwgOyk1WuXLnHlnXzxg1at3xP2VZZ4lVNAn9/f7Zv3879+/fRGU1cv36Ng7//ho+PbzodSpYqxbuNmzB18mS0Wi0A586eZfnSpfTu21+R7+Xlw6aN4ZQqXQY7OzsA3N1rsmL513j7+JhX4rNRceLEf7Jv3rjBX0ePKjJuXL9OQkICpUqVzlFb7dm9i3FjzF72ixcucO7sWaXs0sVLGPR6SpQowY3r1xk9cgSTp0ylVOn0svfu2cXET8egN5p4oDWQojc+jPvOOrdyn48+5MTxYwD4+dVh986ditH8aJumpUCBAowbP4G1q1dz69YtAObPm8vqH1cpdSpXqULxEiX4dMxomjZvgUZj9pI/eJDMwd9/Uzz/if/+S3xcXIbXlVPUKlW6+P0nwfISltGLhlqtQm8wPbPc2BLJs0Sv19OtW7e8VuOFxGAwMHp0Dr56SiRPARmS8RzRG03/LZLxCCOGDUVjr0Gv1/PWW5Xp3bcfUXv3KJ/ULbxTrToTJoVxLf4a9vb/ZYAImzKFpUuW0OV/HbG1taVQoUIUK1acD3p+pNR5mrJ+O3CAJkGBynarkBAaNGyIje1/2TGMRgMae3tSDUbq1KlDp06d6Nq1q3kJbBsbRo4eQ/kKFQDS6TB63Kcs/GIebYNbYWdnh8Zew4jQULzSeFq8fXyYOH4cLVsFK/s8vbwJ37DeXO9hM6eVbTAa+X/27jw+rrpc/PjnrLNlT7qlLS20pSsFWi2L0CsogooXUECuP9TLFYsil+UnZSuUUpBaQPCKQEEUL6ggXKAsovxELhfhKktZStu0dN+SZs8ks89Zfn9MGhKbZZLMZCbJ8369YJo5M+c8cyaZeeY7z/f5rrn/PmpqqvF4PLiOyw8uuzztiX979+yhIBAAIBaLcefqH9Pc1ITpMdFUjdtW/Ziy8nJuW3kLoVCIn/30Hn7203s67h8IBPjVfz7WsR9NVVIrOTp9T+yzbZuPt2xh7LjxABx/4omc87WvcfG//Wv7qHTXc/qPjpw5ky+cfga//tXDLL32erZ+/DGz58zpcpuzzvkqq267lZtuvqXjOteF3z/+OKtX3Y5pmti2zRe//OV+TyjtTFVTteWOo/Z7dcbu9DXJVFFSZUBeWZpbDDOu6/LOAL8BG+kcx2Ht2rWsWrUq16GIUUBxR2gTw3g8zoYNG5g3b15HpwWAqqoqZg+wK8JgpFZos1CVzKzOtnrV7Xzh9NM5dsFCYrHYIb2GB7qvwXjsP39NWVk5X/7KV4hGo5x5xuk89rvHGTu+Ep+pYWgq0aSN1c1IYKZi6E4m9/3Dq67gh1dfQ+XEiUO+n6pNm3jy909w8y0rO64b6HPvOA7fvvAb/OdvftevXsqZZDsuHl3F1AeXxDquSzhupdoT9vS35YLtugQ8ekfLuUwLh8ME2j9MDVSuXp9GmnXr1rFwYeZfS7Llc5/7XI/bXNelpqaGqqoqAKZe9wcAdv34y0MS22AN9rnobXTdcRzWrVvXcW5Y0T5ZfUX3qwKK4SEXf7895YydyQjzEHDc1CQ/JUPJMsC119+QmR1lcF/f/Pa/AvDn//cy9997L+d9/etUTpyI69JRt53sYYQ9k48nm/v+yT3/kbP9zJ4zp0uyPBiqqvLY757IyL4GHIOS6qZiaOqgJv91dNzobRcK4KZGoj2DTNCFyLRgMMi1117LpG7KnBKJBN/73vdyEFV+WL9+PUuWLGHMmDGHbLMsS5YNF0NGEuYPHof3f5OdfR97Ie7RF3S0ERuOyxkPxGlfOJ3TvnB6x89Ke7ISS9qMklMg0nDw92Iwq/Ed7Fedzqix1r40tznIBF2ITJszZw4ej4cTTjjhkG2JRGJUr2Y3a9YsjjjiCM7opiVmIpHglltu6eZeQmSeJMxZdnBxktG+PK+mKqlV/SRjFp0o7S3m9AEu/ZdaqAT0dO6ugOukVho0dfk9FPnjBz/4AT6fr9tthmHw6KOPDnFE+ePb3/42xT2sC6DrutQviyEjCfMx/5L6Lwss2yGWsDsWJ+nJD6+6gn/7zsXMnXcUD615gJf/9Ec0VUPXdS674gpO/MxJQKpTxYqbbqRq00Y0Teeqq69m8T99FoBVt93K22+9hWEa+P1+ll53PXPnzgOgsaGBG2+4nurq/Xg8Hm66+ZaOJaU7cxyHpT+8iu3btmGaJmVl5SxbvpzJkw/rcrsHH7ifNfffx1PPrO3Sr7izG669hnfeeZuG+nrefOtt/P7UBLfdu3Zx28oVNNQ3oOkac+fO4/obb8Lr9bJ92zbuvutO7lvzYH9PtRimVOVgn+T+f5hyXbdj6et0aapCwrIz3gNaiMHovCrpP1IUpWMRptHoi1/8Yo/bVFXlnHPOGcJoxGgmbeWypLvFSbrz0fr1RCORVN9gYN5RR/Gbx3/Pk888y8233sq1S6/uWMno0V8/QqAgwPMv/Ymf/vw+Vt68nEgk1ez+MyefzJPPPMuTTz/Lv138Xa67+uqOY9z7Hz9lwcKFPPfiS1y/7EaWXX9tj1/xfeWfz+KZ517gyaef5bOnnMJtt6zosr1q0ybWf/ghEyore338Z3/1q/z+qacPud4wDH649FqefeFFnnz6WWKxGI/++hEApk2fjmmavPP2W73uW4wsipL6cNlfdnuf7/7kvYoCLmBJizmR51asWJHrEPLWQw89lOsQxCgkCXMW9LU4SWdP/9dTnPGlT2Y7n/iZkzq+mjvyyJngugTbF/z4fy//ia+dl1p1bsqUKcyZO483//oGAIv/6bMdvYjnH30MtbUHcByn437nnv91AI5dsBDTNNm0ccMhsaiqymdPObWja8L8o4+hprq6Y3sikWDVj25j2U3L+zwHi447nrLy8kOur5w4saOFm6qqzD3qKGpqPllm+YwvfYlnnz400RYjl9ZeltHfOs2k5Qyo44XaXss8mutCRf57/vnncx1C3lqzZk2uQxCjkCTMWdDX4iSdrXvnHY46qvtVjF54/jkmTZ7MuPGpvrsHamqYMOGTkd3xE8Zz4EDNIff7/eO/4+TF/4SqqrS0tOCSWmmv437jJ3DgwIE+Y/v9479j8WdP6fj5gZ/fy5fPPHPQLdUOisViPPfsM/zTZz/bcd38o4/m7bf+npH9i2Gi/c+kP6O+tuOStF0G0hFPUVKdazK90qAQmSQf6Hom50bkgtQwZ1hvi5N0p7b2AOXdjMS++847PPDze3ngoYf7dfw//fEl/vjSH/jlI//Zr/v9o1//6pfs3LmDBx/+FQAffvABmzZt5PKr/u+g9nuQZVlct/RqPr3oOD57yicLoFRUVNDY2EgymewYMRcj38FRXyPNyX89LYOdLgWl/e9UxgxEfhrNreT68s///M+5DkGMQvJukWGO4/ardZrH6yWeSHS57sMPPuDG66/j7v+4t8uqbeMnTKCm5pMSiQM1Bxg/fkLHz6/+5RXu+9nPuH/NQ5RXVABQUlICQHNz8yf3O1DD+PHj+d833+Dr536Vr5/7Vf7zkV91bH/8t7/ljy/9gXvvf6CjPGTdu++wY8cOvnzGF/jS6adRV1vLpd9bwt/+900efujBjv2kU39s2zbLrruWoqKiQ3okx+MJdF2XZHmUUZTUqLHt9F3L7Lg9L4OdrtRKg+kdT4hcuOSSS3IdQt665ZZbqK6ulpFmMaRkhDnHZsyYwe5dOzuasm/c8BHXLf0hd959zyHLFp/2hdN5+qknmTt3Hrt372bjhg2suuNOAF7/n9f4yZ138MBDvzikZOK0077Afz35e757yfd4/711xGNxZs+Zi6qqHR04DvqvJ5/kmf96igd/+SuKi0s6rv+3i7/Lv1383Y6fv3T6afzs5/czfcYMTjjxM1y8JL0Xd8dxuPnGZaiqys0rbz2kU8HOHTuYceTMtPYlRhZFSbV862vQt69lsNOlKpCwXHxmRnYnxKA8++yzPP3002zdupVoNMr48eM56qijuPTSS5k2bVquw8s7559/Ps8//zxlZWW5DkWMEpIw59ipn/s8//vmm3zq06m2QbffdiuxeJzbVq7ouM1tt/+YGUceybf/9SKW37iMf/7SGaiaxo03ryAQCBCLxbj5phsxDIOl//eqjvs9+PCvKCkp4fKrrmLZddfxwvPP4fV4uXXVqm6XQw6Hw9x+20omVFby/SUXA2Ca5oBWhPvhlVew4aOPADj7K2cyffp07n/wF7z5xl/5w4svMH36DL7x9fMAOOaYY7n+xpsA+N833+Bzp53W7+OJ4U9TFZK2g6mrPU7mSy1U4qSWwR4kVVWwHAfbUaU/uMipn//85zz33HOce+65fOYzn+GZZ57hy1/+Mo7jcOGFF/KTn/yEE088Mddh5sRnO81x6aypqYmzzz4bVVV57bXXhjQmMTpJwpxjZ3/1a/zbt77Jku99H6/Xy2+feLLH2/r8fu68+55ut/3362/0eL+KijE8+PAv+4wlEAjw3vpDu2d056WX/9zr9p/8tPuln09e/E+8/9HGbrclkwle/csrHXXTYnSyellYJK1lsPspVd4hy2WL3Hn88cd58sknmdj+7eCXvvQlLrvsMl544QUWLFjAnXfeybPPPpvjKHPD5/NRUVHBkiVL8Hg8QOqD8+WXX85NN93U46ImQmSa1DDnWEFBAf/36qXs378v16HkXHV1DZddfmVH3bUYfXpr+ea6LnF7YK3kenJwVNuRWkiRQ67rdpTlQWry88F5JyeffDK7du3KUWS59/zzz3PiiSfy4x//mLa2NhYtWsRxxx2HYRgsWLBgVC/qIoaWJMx54PgTT2TatOm5DiPnpkyZwsmLF+c6DJFDqYVFum/5lloGu38LlaQracnkP5E7ixcv5pprrmHjxo189NFHXH/99Rx//PEAtLa2UlBQkOMIc8cwDL7//e+zZs0annrqKZYsWcKePXtyHZYYhSRhFkLkFQWl24l98QEuVNKXgwunyCizyJVly5bh8/n4zne+w3e/+108Hg/Ll6cWiGpra+OGG27oYw8j3+TJk1mzZg3nnXce3/3ud2lpX9BLiKEyKmuYXdc9pDuDECI/qGqqW4an0+I/tuNgO27a/c37RQHc3munh4K0yBq9CgsLWbVqVbfbJk+ezOTJk4c4ovx12mmncdJJJ7F79+4uC3IJkW2jboTZ6/XS2Ngob05C5DFFgWSnHskJq3/9zfsrVTtt5+x1wXVdGhsb8Xq9OTm+yG/V1dV932gU8fl8zJo1q9tuT0Jky6gbYZ40aRL79u2jvr4+K/u37NRI2FCOYCetJIYuC32MRiP5uXdcF4+uAW7WyjH+8XiGNvAWc4lEAtMceFNnr9fLpEmTBnx/MTIlEgk+97nPUVVVletQcqK+vp7rr7+e999/nxkzZnDNNdewYMGCju0LFizgvffey2GEYrQYdQmzYRgc3mn1vEzbUR+ipiVGkW/okpgdm6uYPSt7j0nkr5H83DeH4xw1sZiWSJLGYJSSLK8wkkjaJHH59NSyAX3gXbduHUcffXQWIhMj3TvvvNPjtsQ/rAQ72vzoRz9i7NixPPbYY7z99tt8//vf58Ybb+QrX/kKIKVMYugMWcJ86aWXsm/fPlRVxe/3c9NNNzF79mx27tzJddddR0tLCyUlJaxevZqpU6cC9LpNCDGy+QyNnY1hInGLIm/2l+PzGhoNoTgtkSSlAVn+Twydb37zm4wZM0ZKDLrx9ttv89///d94PB7mzJnD8ccfz5IlS4hGo5x//vkyH0kMmSFLmFevXk1hYSEAr7zyCjfccAPPPvssN998M9/4xjc466yzeO6551i+fDmPPvooQK/bhBAjm9/UqWuLoavKkK3E5zU0aoJRSZjFkKqsrOSuu+7qUmpwUDwe55hjjslBVPnBtm0sy+pYtGTWrFk89thjXHTRRYTD4RxHJ0aTIfs4ezBZBgiFQiiKQmNjI5s2beLMM88E4Mwzz2TTpk00NTX1uk0IMTqU+k1K/EOXvPpNjYZQAqubtnZCZMu8efPYsKH7VVYVRWHChAlDHFH+mDt3Lm+80XUl2ylTpvDYY4/xu9/9jmg0mqPIxGgzpDXMy5Yt480338R1XR5++GFqamoYN24cmpZallbTNMaOHUtNTQ2u6/a4raysbCjDFkLkiKEN7VfUqqLguC5tMUtGmcWQ+clPftLjNtM0efXVV4cwmvxyxRVXEAwGD7l+4sSJ/OY3v+Gpp57KQVRiNBrShPlHP/oRAGvXruWOO+7giiuuyPoxe/rUni372ywaIzYBc2jf6Ks2j84Z1EKe+0wLJxxaqlUmF/V/4u66deuyEJEYiJH+XAynxzfYWAOBQI/7OOGEEzq2LczQ8UTu5eNzmJMuGWeffTbLly9n/Pjx1NbWYts2mqZh2zZ1dXVMmDAB13V73NYf8+bN66h9GgqlOeiSUbW5itmzZg/Z8UT+kOc+82zHJRS3OHZaecfCKelYt24dCxcu7PuGIutGwnPRY7u0p/4AMGweXzaeix7PzQupi+FybkT3cvH3G4/H+xxgHZJh0HA4TE1NTcfPr776KsXFxZSXlzN79mxefPFFAF588UVmz55NWVlZr9uEECJbNFXBchxCCSvXoYhRTNql9UzOjciFIRlhjkajXHHFFUSjUVRVpbi4mDVr1qAoCitWrOC6667j/vvvp6ioiNWrV3fcr7dtQgiRLaqi0BxKUOQdmYvCCCGE6J8hSZgrKip48sknu902bdq0Hov2e9smhBDZUuDRqWmNMaUikOtQxCj10ksv5TqEvCXnRuTCqFvpTwgh+mJoKq2xJJGEhd+Ul0mRfZZl8fe//51t27YRCoUoKChg+vTpHH/88ej66P4dlHMj8oH8pgkhRA9awklJmEXWbd68mUsvvRTXdZk5cyYFBQWEQqGOhbruv/9+Zs2aleMoc0POjcgX8k4ghBDdCJipsozKUl+uQxEj3LJly7jooov45je/eci23/zmN9xwww0888wzOYgs9+TciHwhC9cLIUQ3vIZGazRJ3LJzHYoY4bZv384FF1zQ7bbzzz+fHTt2DHFE+UPOjcgXkjALIUQvWqPSXk5k1xFHHMHjjz/e7bbf//73HHHEEUMcUf6QcyPyhZRkCCFED3yGRm1rjDGFQ7f4kRh9fvSjH/GDH/yAX/7yl8ycOZPCwkJCoRBbtmxBVVXuv//+XIeYM3JuRL6QhFkIIXrgMzUaw3Es20HX5As5kR2zZ8/m5Zdf5q233mLbtm1EIhH8fj/f+ta3WLRoEYYxevuBy7kR+UISZiGE6IGqKLgutMUsSgNmrsMRI5hhGJx00kmcdNJJuQ4l78i5EflAhkyEEKIXhqpSH4rnOgwxwn3wwQf8+te/5s033zxk20MPPZSDiPKHnBuRDyRhFkKIXgQ8OnWtMRzHzXUoYoRau3YtS5Ys4a233uLaa69lyZIlhMPhju1r1qzJYXS5JedG5AtJmIUQoheaqmA5LqGEdMsQ2fHQQw/x8MMP88ADD/DKK69QWlrKt771LVpbWwFw3dH7YU3OjcgXkjALIUQfVEWhKZTIdRhihKqtrWX+/PkAeL1eVq9ezaJFi/g//+f/0NjYiKIoOY4wd+TciHwhk/6EEKIPBR6dA8EYU8r98gYtMq6iooJdu3YxderUjuuuvfZafD4f3/jGN7Cs0fvthpwbkS9khFkIIfpgaCqxpE0kIav+icw79dRTefHFFw+5/vLLL+erX/0qicTo/XZDzo3IFzLCLIQQaVAUCEaSBDzysiky69prr+1x2yWXXMIll1wyhNHkFzk3Il/IK78QQqTBb+rUtMaoLPXlOhQxQu3cuZNt27YRDocJBAJMnz6dww8/PNdh5QU5NyLXJGEWQog0eA2NhlCcWNLGa2i5DkeMINXV1Vx11VVs3ryZww47jIKCAkKhEHv37mXWrFncfffdVFZW5jrMnJBzI/KFJMxCCJEmRYHWaFISZpFR119/PQsXLuTXv/41Pt8n32BEIhHuu+8+rrvuOh599NEcRpg7cm5EvpBJf0IIkSafoVHXJqv+icxav349V155ZZeEEMDv93PFFVewfv36HEWWe3JuRL6QhFkIIdLkMzQaw3GStpPrUMQIMn78eF577bVut/3P//wPEyZMGNqA8oicG5EvpCRDCCHSpCgKrgttMYuygJnrcMQIsXz5cv793/+dRx55hFmzZlFYWEgoFKKqqopt27bxs5/9LNch5oycG5EvJGEWQoh+MDWVhlBcEmaRMSeccAJ//vOf+fOf/8zWrVtpbGzE7/dzzjnn8PnPf56ysrJch5gzcm5EvpCEWQgh+sFv6tS1xpg+pgBVlVX/RGZEo1FKS0v5xje+cUi7tBdffJEzzzwzR5HlnpwbkQ+khlkIIfpBUxUsx6UtLkvyisx4/fXXOfPMM7n33ns5++yzWbFiBbb9yaqSy5cvz2F0uSXnRuQLSZiFEKKfNEWhKSzdMkRm3HPPPdx99908//zz/OUvf2H37t1ceumlHcs+u66b4whzR86NyBeSMAshRD8FPDoHgjF5sxYZsWfPHj772c8CUFFRwS9+8Qv8fj9LliwhGo3mNrgck3Mj8oUkzEII0U+GphJPOkQSdt83FqIPxcXF1NTUdPys6zp33303EyZM4KKLLsJxRm8bQzk3Il9IwiyEEAOgKNASSeQ6DDECnHDCCTz99NNdrlMUhVWrVnHkkUcSj4/e8h85NyJfSJcMIYQYAL+pUxOMMbHUn+tQxDB38803d5nI1tnKlSv53ve+N8QR5Q85NyJfSMIshBAD4G1f9S+WtPEaWq7DEcOYafbe07uysnKIIsk/cm5EvpCSDCGEGCAXl9ZocsD3j1s2LZGETB4UQog8JyPMQggxQH5D50BrjLFF3n7dL5a0qQlG2dsUIWm7VJb4mD62AEOTMQwhhMhHkjALIcQA+QyNpnCCpJ3eTP1Y0mZ/c5S9zRFURaHIa6IqUN8WJxhNMreyiEKvkeWohRBC9JckzEIIMUCKkloauy3W+6p/saTNvuYIe5uj6IpCic9E67SsdqnfJJKweHdXM0eOK6SyxNuxbyGEELknCbMQQgyCqanUt8W63RZNpBLlfc1RdE2hzG+i9pAI+00dj66x5UAbwWiC6WMLMXUp0RBCiHwgCbMQQgyC39Spb4vj6TRxLxy32Nsc4UAwhq4qlAV6TpQ701SFMYUeGkMJgtEm5lQWU+yTEg0hhMg1SZiFEGIQNFXBclycpEsobrG3KZUoG5pKmd8cUGlFid8kmrB5b3cz08cWMKnUJyUaQgiRQ5IwCyHEIGmKwq5gEntnI6amUR4YWKLcmc/UMHWVbXUhWqIJjhxXiEeXfs9CCJELUiAnhBCDVOg1cFwoD3go8hkZGw3WVIWKAg/BSJJ3dzUTjAy857MQQoiBk4RZCCEGSVMVfIaatbKJYp+Jqams293EnsYwjiMLnQghxFCSkgwhhBgGvIaGoalsbwjRHEkyc3yhLMkthBBDREaYhRBimNBUhYqAl1Dc4t3dTVKiIYQQQ0QSZiGEGGaKvAYeTeO9Pc1UN0dxXSnREEKIbJKSDCGEGIYOlmhsqW2lLZ5k2pgCdE3GQIQQIhvk1VUIIYYpTVUoD3g4EIzx4b4WYkk71yEJIcSIJAmzEEIMY4qiUBbwEE86vLtL6pqFECIbJGEWQogRoNBr4NE13tvTxL7miNQ191PcstnbFCEYTUrbPiHEIaSGWQghRoiDdc1ba0O0xSxmjJW65nQ4jsvmmjYaQ3FUVUFXVSYUe6ko9FDo0VFVWZZciNFOEmYhhBhBUnXNJnVtMcJxi7mVxfhM6dfcm/0tUZoiccYUegGwbIeaYIy9zRFJnoUQgCTMQggx4iiKQpnfQyiW6td81MRiSvxmrsPKS8Fokq11bZT5PR3X6ZpKsS81Mi/JsxACJGEWQogRq8CrE7ds3tvdzIxxhUwq9WVt+e7hKGE5bKwOUugx0HpIfjsnz7ZWRDewAAAgAElEQVTjtifPYXRVZXyxlzEFXgq9kjwLMdJJwiyEECOYR9coC6hsrQsRiktd80Gu67Ktrg3bdin0pFeyoqkKxT4DMLAdlwPBOPuao+iqysRSL2MKvRR45G1ViJFI/rKFEGKESy2pbVLXGiMUSzJrQhGFXiPXYeXUgWCM2tY4FQWevm/cjU+S51TZxr7mKLsaIhR6dSaX+igJmHj00V07bjsutnRrESNEnwnzxo0bee2119iyZQutra0UFRUxc+ZMFi9ezFFHHTUUMQohhBikg/2aIwmLd3c1MbkswJRyP0aWR5tjSRtNVbJ+nP4IxS02H2ijxJeZDw26plLiS9WIx5I2VQfaABhb6GFCsY9inzGqSjYSlkNta4zdjRFqgxaLch2QEBnQY8L817/+lXvuuYdwOMyiRYtYsGABgUCAcDjM9u3bufrqqwkEAlx55ZUsXrx4KGMWQggxQH5Tx2to7G+OUNsa48hxBVQUeDJe2xxL2uxrjrKvOYKmKkwtDzC+2JvzxNmyHTZVB/GbWlZKU7yGhtfQcF2XYNSirq0FXVWYWOob8SUbkYRFdUuM/c0RINUbvClqE4pbI/pxi9Ghx9/gp556ihUrVjB//vwe77x+/XoefvhhSZiFEGIYUdtHmxOWw4b9QcoLPMwYW5iR9nNxy6a6JcruxgiaolDqN3Ecl+31IXY3hplaEWB8kTdnddQ7GkJEEjblgYGVYqRLURQKPDoFHh3LdtjblCrZKPBoTCr1U1YwMko2XNelNWaxrzlCXWscQ1Mo9pkdkygNTWF3Y5i5lcU5jlSIwekxYf7Zz37W553nz5+f1u2EEELkH1NXqSjw0hpN8tbORo6oCDCx1N9jx4jeJCyHA8EouxrDuC6UdEqaVE2hPODBsh221YXY1RjmiPICxhZ5hjRxrmuNsa85SkWWk+V/pGsqpf5PSja21Lbh1kJ5wKTQY+AzVQxNxdBVDFVF1/KrhKU7juPSFEmwqzFMW9TCq2uUB8xDvqnw6Qq1rXEOK0uO+rp5Mbz16zuSxsZGIpFIl+smT56c0YCEEEIMrSJfquvD9vowNcEYs8YXUexPL7lJ2g4HgjF2NYZxXJdir9lri7bygIek7bClto2djWGOqAgwtsg7oCS9PyIJi6qaVkp8hyZ1Q6lzyUY0YdMatbBsBxQ4GJULqEqqw4nX0PCZGl5dxZsHC9AkbYf61ji7msLEkw4BU+914qSiKPh0jZ0NYeZPKhnCSIXIrLQS5tdff51ly5bR0NCA22nGq6IoVFVV9Xn/5uZmrrnmGvbs2YNpmkyZMoWVK1dSVlbGzJkzOfLII1HV1KfpO+64g5kzZwLw6quvcscdd2DbNnPnzmXVqlX4fL6BPE4hhBC90FSFigIP0YTNuj1NVJb4OLwi0GPZgO241AZj7GgMYdkuxV4j7dFiQ1OpKOiaOE+rCFBRmJ3E2XZcqmpaMTUtb0ZuFUXBb/b8Fuy6LpbjEk86ROI2luN06ThxoCXK+JKhez+MJW1qglH2NkVxXJcir0GhJ70PVQVenfpQjGA02dFZRIjhJq2EeeXKlVx66aWcc845eL3efh9EURQuvvhijjvuOABWr17NXXfdxe233w7AE088QSAQ6HKfcDjMTTfdxG9/+1umTp3KsmXL+OUvf8lll13W7+MLIYRIj8/U8Boq9W1x6tvizBhTwLhib8eorO24NLTF2N6QGmEs9hkY3oEloUanEedNNW14G8JMG5OahJjJrhI7G8K0xays1y1nkqIoGJqC0cOgctWBNgp8xpBMptvTGGZ7fRhdVSjy9rzIS298hs6uhjBHT5ZRZjE8pfUq19raygUXXDCgZBmgpKSkI1kGOOaYY6iuru71Pq+//jrz5s1j6tSpAFxwwQX88Y9/HNDxhRBCpE9RFEp8JgFTp+pAGx/sbaEtlqSuNcbbOxupOtCGV9eoKPBkZMT24IizqWlsrAny9q4m6lpjOM7ge/g2huLsbgp31BCPFH5TY+P+IEnbyepx6ttibK0PUeo3KfH3XG7TlwKPTmM4TjCSzHCEQgyNtD6afu1rX+Ppp5/m3HPPHfQBHcfh8ccf59RTT+247pvf/Ca2bbN48WL+/d//HdM0qampobKysuM2lZWV1NTU9Pt4GzZsGHTM/bG/zaIxYhMwh/Zrv6rNfZfGiJFJnvv8MVKfiz1Jh3fXp5JXv6FiaAp1WTxe0nb5aJODpiqU+1RKvBp+Q0HtR+3xunXriNsumxsSeDSFRm1k9UHevWMrbXGHfTtVphTrWanLjiYdqhqSBEyFxkGM+B/8u4hZDrV7djCjzMhKvAvbL9etW5fxfYuhlY/PYVoJ84cffshjjz3GL37xCyoqKrps++1vf9uvA9566634/X4uvPBCAF577TUmTJhAKBRi6dKl3HfffVx11VX92mdv5s2bh8czdF/DldaHqGmJUTSEdVpVm6uYPWv2kB1P5A957vOHPBeZZzsuobiF5TjEVYXxxV7GFHgp9Oq9lmysW7eOY49dwEf7gxxZao2sutlX3gBg9qzZuK5LYzhB5bhCKkszW88ct2ze393M/LG911r35R//LhpCcaYfVkJJNkb8X0hdLFy4sPfbiby2bt26IX8O4/F4nwOsaf0VnHfeeZx33nmDDmj16tXs3r2bNWvWdEzymzBhAgAFBQWcd955PPLIIx3Xv/XWWx33ra6u7ritEEKIka/z8tO243IgGGdfcxRdVRhX5GVMoYcib/er6O1rjtAUTgx46evhQGnvc72lto0Cn05Rhtq2pSZJtmG7UJThGmm/qbGtPsTCw0pz2q1EiP5K6y/hnHPOGfSB7r77bjZs2MBDDz2EaaY+WQaDQTweD16vF8uyePnll5k9O/VJ9OSTT+bWW29l165dTJ06lSeeeIIvfvGLg45DCCHE8POPyXNta5z9LankeWyRl7GFHgrbJ6SFEg7BuhBlw2iS30BpqkLA1Nm0P8iCKWWY+uDLAbfXt9GcpQ8bflOnIRSjOZKkLDCy6srFyJb2R8eGhgbWr19Pc3Nzl9Zy6dQ1b926lQcffJCpU6dywQUXADBp0iQuvvhili9fjqIoWJbFscceyxVXXAGkRpxXrlzJJZdcguM4zJ49m2XLlvX38QkhhBhh/jF5rm+NU90ped7ZnGTu+IF1cxiOfKZGS8Rma20bcyqLBjVyW9MSZV9TNKsj8wHTYEddiNKpMsosho+0EuZXXnmFpUuXMmXKFLZt28b06dPZunUrCxYsSCthnjFjBlu2bOl22wsvvNDj/T7/+c/z+c9/Pp0QhRBCjEKaqnTMGTmYPCtqaoGQ0aTEb1LbFqe4JcqkUv+A9hGMJKk60EpZwJPVRNZnajSE4jSFE5SP4JIZMbKk9d3NT3/6U26//XbWrl2Lz+dj7dq1rFy5knnz5mU7PiGEECItB5NnXwbKEoajMr/Jx7VtBKP9b90WTdis399CoWdoRuYLPDrb60MZaR0oxFBI61Wlurr6kPrhc845h7Vr12YlKCGEEEL0j6YqFHoMNlYHiVt22vdL2g4b9wfRFXXIRua9hkY4btMYjg/J8YQYrLQS5vLychoaGgCYOHEi77//Pnv27MFxstswXQghhBDp8xoajuPycW1bWqO3ruuytbaNcMKiwJv9VQM7K/TqbK8PyyizGBbSSpjPO++8jibS//qv/8q3vvUtzjrrLP7lX/4lq8EJIYQQon+KfSYNoTj7miN93nZPY4QDrbGcdBTx6BrRpEVDSEaZRf5L6+PkkiVLOv599tlns2jRIqLRKNOmTctaYEIIIYQYmFKfh211IYp8Ro+LhNS3xdjWEKLcn7uJd4Ueg+31IcoLPKOmq4kYntKeGZFMJnn33Xd56aWXqKysZMKECUQifX96FUIIIcTQ0lSFQq/BhuogseSh9cyhuMWmmjZKfWZOE1WPrhFLOtS3xnIWgxDpSCth3rJlC6effjo33nhjRy/kd955hxtuuCGrwQkhhBBiYLyGhoLClgNd65njls1H+1rw6iqGlvuOIsU+gx2NYWypZRZ5LK2/lBUrVnD55Zfzpz/9CV1PVXF8+tOf7qhrFkIIIUT+KfIaNIUT7GkKA6le1Ztr2nDc1Kp7+cDQVBKWQ52MMos8llbCvG3bNs466yyAjmbmfr+feFwK9YUQQoh8VhYw2V4fpimcYGd9iKZwgiKvkeuwuijyGuxoCGPZ0n1L5Ke0EuaJEyeyYcOGLtetX7+eww47LCtBCSGEECIzVEWhxGeyfl8Le5oilAe6nwSYS4amkrQdaltlIE7kp7S+j7niiiu45JJLuOCCC0gmkzz44IM88cQT3HrrrdmOTwghhBCDZOoqAVfH0NSsLns9GEVeg50NIcYWefKitlqIztL6jTzllFN4+OGHaWpq4tOf/jT79+/n3nvv5aSTTsp2fEIIIYTIAK+h5XXrNkNTsRyXA8H+1TLbjtttJxAhMintiv85c+awYsWKLIYihBBCiNGs2GuwqzHMuCIvpp4a07Mdl4TlkLAdkrZDNGETTdpEEhbhuE3SdlBQ+Kf2fTiOi5rHHwzE8JRWwmxZFi+++CJVVVWH9F6WsgwhhBBCZIKuqTiOS1VNK7brEk0cTIhTXFI12YaqomsKAVM/ZNS8NZbscbEWIQYqrYR56dKlfPzxxyxevJjy8vJsxySEEEKIUarEbxJN2Ghq9wlxX2pbY5Iwi4xLK2H+61//ymuvvUZBQUG24xFCCCHEKKYqCgHPwHtE17XFmTbGQZeJgyKD0vptmj59OsFgMNuxCCGEEEIMiu24tMasXIchRpi0PsLdeeed3HjjjXzmM5+hoqKiy7azzz47K4EJIYQQQvSXR9c4EIxSlof9psXwlVbC/Mwzz/Duu+8SDAbxer0d1yuKIgmzEEIIIfKG39Soa4szw3akn7PImLQS5kcffZS1a9cybdq0bMcjRMYoVhRXNUHVch2KEEKIIaK2L8zSEkkyptCT42jESJHWR6+KigomTJiQ7ViEyBjFiuKvfRdfw3oUW5ZaFUKI0cRnaFQHo7kOQ4wgaSXM3/72t1m6dCkffPABe/fu7fKfEHnHsfA2bMBVNNRkGF/d+6jJcK6jEkIIMUR8hkZzOEHckhUARWakVZKxcuVKAP7yl790uV5RFKqqqjIflRAD5bp4mj9GTUawfaUAqMkIvtp3iVUcje0tyXGAecB10KMNWL4KUKS+Twgx8igHyzLCCcYV+3IcjRgJ0kqYN2/enO04hMgIo20PRvgAlv+Tbi6O4UdRNXx17xErn4MVGJ/DCHNPj9Thq/+QRMFE4mWzQB14v1MhhMhXAVNnX0tMEmaREfJOKUYMLdKAp2Ublq/skG2u5sHyavgaNxKzYiSLpoDSv9Wj+uQkUa0ouC7gorRffvKz88nProPi2EDqOscoxPZlfxVNxY7jaf6YpL8CI9aA2vARsfK5uJq0XxJCjCxeQ6MxHCeasPGZMvlbDE6PCfNll13GkiVLmD9/fo93Xr9+PQ899BA///nPsxKcEOlSk2F8jRuxPSWg9PDCqOokfeV4gjtQrSjx0iMz00HDSWKEDmC27mxPilNcAEVpT5w7X9fxP1BUXEB1bMLjF+Ea/sHH0wszuCsVhWpgecvQYi146z8gVjEfV/f2dXchhBh2msMJfKaMMovB6TFh/vrXv84tt9xCKBRi0aJFHH744QQCAcLhMLt27eKtt96iqKiIK6+8cijjFeIQip3A27ABR/fgakYfN1axfOUYkVpUO0asfA6uNsC2Q/+QKFueooGXNyRCeJu3EB1zdNbqitV4ECO0H6vTSLbtLUFNtKXKVcYcjWMEsnJsIYTIhQKPzv6WCJWlkjCLwenx3f3kk0/m5JNP5qOPPuL111/nww8/pK2tjaKiImbOnMk999zDnDlzhjJWIQ7lOniatqDY8fQn9CkKlq8MLR7EV/c+0Yr5/RvZ7Zwo42CZg0iUD+7SLECPNKCHD2AVVA5qX91yHTzNW7AN/yGlKI5Z2D4xch3RMUfjeIozf3whhMgBj67RGIoTjlsEPFKFKgauz9+eo446iqOOOmooYhGi34zWXamOD/7+1//anmLUZBh/7btEx8zH8fSRcGchUe7M8pbgbf6YsKck46UZeqgGLRHu8Tw5hh9FUfHXvUe0Yv6Q1FMLIcRQUFWFxlBcEmYxKNJTSgxbergWb3AnVnv7uIFwjACO7sVf+x56+EAPN0pitO4lUP03PK3bsc0CLG9Z5rtLqDqOZuBt3tI+UTAzFCuGJ7gNy9v7yLGre7HNInz1H/Z8LoQQYpgp8OhUt8RwM/i6KkYf+bglhiU10Yq3aRNJb8mga35d3YultnfQsOMkCw9LlS1keUS5O45ZiB5pRA/XZKw0wwzuTJ2jNGJ3NQPLW3LouRBCiGHK0FRao0lCcYtCbx/zXITogSTMYthRrBi++o9S9bhqhl78VIOkrwxPy3bUZATHKBjSRLkzy1ucKs3wluLqg5uoosVaMMI1XSb69UnV28/FNhQnSaL4CFngRAgxrGmqQkMoLgmzGDB5FxzmFDuBmWzN6Ff4ec2x8TZV4eIOOpk8hKJh+crRo/XZLb3oy8HSjKZBlmY4dmqin1nQ/1FiRcPyVWC27sHTtAUcWV5WCDF8FXh09jfHcJxR8l4pMi6thPnvf/87e/fuBaCuro5rr72W66+/nvr6+qwGJ/pmBndQ3roRX+06tFjzyE6cXRdPcDtavBXHU5SdYygKtrckN4lyJ45ZiBZrHlQtsRGqRrUiA++vrChY/gqMSC2+xg3gJAccixBC5JKuqViOQ1vMynUoYphKK2G+5ZZb0LTUAg+rV6/GsiwUReGmm27KanCid2qiFSNUTcwsB9fCV/d+9hJn10WNt+Bp3ISv5i2UZCSz+0+DHqrGaNuLlW77uGHuYGmGYkX7fV/FiuIJbsfqq/NHOnH4ylDjQXx1H6BYsUHvTwghckFXVepD8homBiatIbTa2loqKyuxLIs33niDV199FcMwOPnkk7Mdn+iJ6+Jp3opj+EAJ4Rp+LMOPkozgq3sf21tCougIbE/xoCZtKXYcLdqI2bYbNRnFaR+t9NV/QHTssZkvi+iBFmvB27w5NfI7WiahqTqOpuFt/phoxfx+PW6zZTuOqmVmJUO6LnASL5uN7R14ZxIhhMiFAo/OgWCMwysK0NRR8j4iMiatEeaCggIaGhp45513mDZtGoFAajUwy5KvNnJFj9ajxVsOWZnNNfxY/gqwE/jq3sNX/z5arKV/I86dRpMD1X/D2/Ixrmpg+StwzAIcswAAX937Axr97C/FiuJtWI/tKcpYAjhcOGYRWrSxX6UZWqwJI1yb8QVIHLMQV9Xx1b6Ht349ajKc0f0LIUQ2aaqC5bi0RqW8TPRfWiPMF154Ieeeey7JZJIbbrgBgPfee48jjjgiq8GJHjgWZsu21OhxDw6OOKvJCL6699IacT50NNmD5S3t9vaOWYCaCOGrOzjSPMA62T4oyQi+ho9wVX3gS1gPcx0LmnhL+h7Rdyw8TZuxvdmp8XZ1L5buRU204a95i0TRYSQLD8PVzKwcTwghMsnUVGrbYpQG5DVL9E9aCfOSJUs47bTT0DSNww47DIBx48Zx2223ZTU40T0jtB/VTmC1j/T2xjH8OL0lzq6LmghihKoxInWggG0UYPkDfe/7YNJc/wHRMcdkPGnWoo14GzfgambHqPao1I/SjP78bgyGYxbiGIHU702omnjJDKzAOGk/J4TIawGPTl1rnOljHHRNXq9E+tJuA3D44YcD4DgOAFOmTMlORKJXqVXbdmL18+v27hJnyzcWI7S3z9HkXvdrFqRqW+s/JDrm6Mwkza6L0bYHT/souoxepkoz9EgDeqQWKzC+29soyQie4I6hmxSpqNjeEnCSeJs247TtIV56pNQ3CyHylqooOK5LMJqkvGB0fmspBiathHnjxo2sXLmSLVu2EI/HAXBdF0VRqKqqymqAoiszuBN3EJO5OifOZss2HDO90eRe92kWZi5pdpJ4mrZgROqwfGWgjK6a5d5Y3pJUX2VPyaHn2HXxtmzF0cyhP2eqgeUvTy0oU/c+lq+CRMm0Q+rrhRAiH3h1jZpgTBJm0S9pJczXXXcdp5xyCrfffjteb3ZqVUXf1Hiw/6u29cAx/GD4MxBV+/7MQtREK7769UTHHj2gemM1GcbbsBHFjqUmLoquVB1X1fA0byVWMa/LtwFatAEt2pjT89alvvnA2yQKJ0t9sxAi7/hNjYZQnITlYOpSliHSk1bCvH//fq666iqU0dLOKx+5Lp6WbalEN0+fB8csQo234q3/kNiY/iXNWqQBb9NGXM1Mfc0vupUqzajrWprhJPE2f5zqIpIHHLMQx3WkvlkIkZcURcF1oSWSYGyRDAKK9KSVMJ922mm88cYb0nc5h/RoPVoiiOXL75FXx3MwaV5PbMz8vpPmLvXKJbiaMTSBDmOdSzMAzNY94CRxtcIcR9bJIfXNu1PPr2rgqmbqeVa0VPcTRW3/twaKiqvoPZccuQ64Nopjg+ugHPzZddp/tsGxUZwEtrcMx8yjcyKEyBt+U6MmGJWEWaQtrYQ5Ho9z2WWXsXDhQioquiZsd9xxR1YCE504Fp7mrdhmfowg9sXxFKF1JM1H9/yVvNQrD4xq4Coqnuat6FYcs7Umdf7y0cH6ZjuOFmsCnE7JLbiAAriKgtK5V7gCjmKAagAOODaqm8R1229P50sFF7f9Z7f9GxgFpXUX0Yqj5RsLIcQhfIZGYzhBLGnjNeS9R/QtrYR5+vTpTJ8+PduxiB4Yof0o+TaC2AfbU4QWD+Jt+IhYxVGHJM1Srzw4jqcYPVJHSbgBp2xy3pc7uJqnf3Xtrgs4KI6Dq2ige3BQ+1WOpNhxfPXvE62Yj52Bun8hxMihKAqqAs3hBBNKhmbFWjG8pZUwX3bZZdmOQ/Sgo42cN7Ortg0F21OcWtK64SOiY+a3jxam6pV9jRtxdKlXHgzLW4Lq1IzMHtWKAmi42sBHflzNg20qqe4tFUdh+8dkLj4hxLDnN3X2B6OSMIu0pN2H+a233mLt2rXU1dUxduxYzjrrLI4//vhsxiY42EZOH7blCra3BC3Wgq9hA7HyuejhGjzB7dhmsdQrD5ZqkDSGR5lOrriaieUtxtfwEbHyOT32sBZCjD5eQ6MxFCeasPGZw/M9VgydtL7Hfeqpp7jyyisZM2YMp512GmPHjuWHP/whTz75ZLbjG9XUeBAjUoM9zCcu2d6S9lZjb7UvrFGat8lyY9Th/VqLnS02rXEXt3NdrRieVCO1vHjjRvRQTa6jEULkEUWBxnA812GIYSCtEeaHH36YRx55hFmzZnVc98UvfpHLL7+c888/P2vBjWqui6d5K46ev23k+sP2lqBYMdx+rlCYTZbjsqPFYVODzaYGi00NNrWRrgmyR4MKv0qFT6HCp1LhT12O8X/yc4lHQVOH/3M0oqk6lrcMb9MmYq6NVTgp1xEJIfJAgcdgf3OUiSU+aZ0repVWwtzS0sK0adO6XHfEEUcQDAazEpQAPVKHlmgdURPiMrJs9iC0xBw2NdpUNdhsbLD5uMkmbqe2VfgU5lRofHWmxtRijbaES0PUoSGSuqyPuGxssGiIulhO1/2qCpT7FMb4VaaVqMwq15hVrjGpUEWVF+D8oWpYvjK8TVuIuzbJoim5jkgIkWOmrtIaShJO2BR40q5SFaNQWr8dCxYs4Mc//jFXX301Pp+PSCTC3XffzbHHHpvt+EYnJ9nel3jk1Ke6birRjNsQt13iVuoyYUPs4KWVuozbbvt/ELdcHBcMVcHUwNA6/VtVMDQwVTC0TtepYGoKUculqtFuH0G2qQ6lMl1dheklKl+aZjK3QmN2ucbYQHpdJhzXJRh3aYi41HdKqBsiLgfCDq/sSvLCtiQAfgNmlqWS51llGjPLNcp9+d3NYsRTNCx/GZ6WbeA6JIumjohvcIQQA6erCo1tcUmYRa/S+u245ZZbuOqqq/jUpz5FcXExwWCQY489lp/85CfZjm9UMkLVKO7waiPXWSTpsitos7PFYWfHpUNbYmD1wAf77Q5UqVdhTrnGl6cZzKnQmFGq4dEHliSpikKpV6HUCzM4dJKI7bjsbXPY3Gizpclmc6PN76sSOO0PYIxPYVZ5KnmeVaYxo0zDb0jCNqQUDctXjie4A8W1SRRPk6RZiFEs4NHZ1xJlXLFXejKLHqWVMI8dO5bf/va31NTUUF9fz9ixYxk/XmabZ4NiRfG07MDy5X+7Ndtx2deWSoZ3ttgdlwfCn6S3Ph2mFmssnqwzxq/i1VOjv14tdenRwKOnLrtcr4OnfdRYAWwXkjYkndQodNKBhO1+cmlDwkltT9qp6wxNYWaZxviAMmS1aZqqMLU4VdZxxhGp6+KWy7YWmy2NNlWNqcu/7rOAVDnHYUUqEwtVxvpVxvoVxgY++XeJV5GyjmxQVCxfBWbrHhTXIV4yPe97WQshssPQVKIJmw/2tnD0pBLpmCG61WPC7LpuR5LhOKmvsseNG8e4ceO6XKeq8iaTSWZwF66W+TZyjuuyO+hQ1dipftdKJZW6mipr0NtLHA6WNRha+3XqJ6UQugoNEZedQZu9rQ7J9npeVYFJhan63TOO0Di8ROXwYo1xgcwkfLqSKqXwMfySR4+uMLdCZ27FJ39uwbjDlsbUCPTHzQ77Wh3WHbCIWV3vq6upUenOSfTYgMqY9n/H7CF+MCOJomD5yjHa9oNjEy+bKUmzEKNUkc8gFLdYt6eJYyaXSnmGOESPvxELFy7kvffeA2DOnDmHjNAdTKirqqqyG+EoosZbMCI1WN7Br0oWShys3011f9jcZBNJldZSZCrMrtAoMJTUiKyT6hiRtFM1xuGk0z6aC8n2Udxkp9HbEq/C4cUqnxpvMrVY5fASjcOKVExt+CWzuVLsUVlUqbKo8pP2eq7rEqDmzAQAACAASURBVEpCXdihLpKaaFgXcdp/dvmgzqIx6naUd6SUUfBBK2P8avt/Skcy3fk6eW56oChYvjKMyAHAIV46C1QZXRJiNCrw6EQSFu/vbmb+5BKKffnZ/lTkRo8J8x/+8IeOf//lL38ZkmBGNdfB07wNewBt5BwXdgftjtHjqgabPa0OLqmR36nFKqdOMZhTrjG7QmNigSrtc/KQoigUmlBoakwr7T5psx2Xxmh7Ih1x+Xh/I5anmLqIS33EYUtTalLiPyrxKB3J9Bi/QpGpYOoKpvpJ6YvZ+VKlm+0QMEZgC72DI82RehTHIVY+G1QZXRJiNPKbOqpi8/6eZo6eVEJpwMx1SCJP9PiuMGHChI5//+lPf+I73/nOIbd55JFHuOiii/o8SHNzM9dccw179uzBNE2mTJnCypUrKSsr44MPPmD58uXE43EmTpzInXfeSXl5aoS1t23DluuiOAkUO4HiJFGsBKoVQk2E0RJtWP70Hp/jurxdbfGH7UnW15YQscMAFJoKs8s1TpliMLu9vZlMKhs5NFVhbEDp6OpxhBtj6tSu8wniVqqDR33EpS6cuqyPONRHHapDDh/UOR3fNvSXrsLEApXDilUOK1I5rEhjSpHKpEJ1wBMp84XlK0OPNuJp3kq8fHauwxFC5IjX0FAVhQ/2tjBvYhFjCnPbElXkh7SGUe67775uE+YHHnggrYRZURQuvvhijjvuOABWr17NXXfdxW233cbSpUtZtWoVn/rUp7j//vu56667WLVqFY7j9Lgtr7kuih1HTcRSSbGdQLXCqMkwqhVFtWJdOz4o4Ko6rqJj+Ur73H006fLyziRrtybY3+ZQ4VNYWJ5g0dQS5lakev/K6PHo5tEVJhVqTOqlyYrtHJwwmZogebCdX6K9DCfe6fqOy/bR7T2tDjtaHN7cZ3WUhyjA+IDClGKtPZE+mFRrBIbRBzbLW4oRrsEKTMD25v/EWyFEdpi6SrHP4KN9QeZMcBlf4st1SCLHek2Y//a3vwGpCX5///vfuywTvG/fPgKBQFoHKSkp6UiWAY455hgef/xxNmzYgMfj4VOf+hQAF1xwAZ/73OdYtWpVr9vymda6h+IDVfg9qdonVwFXNXBVHUczcHTfgFpY1YYdntua4KXtCcJJmFWusexEHydN0tm3p5GpU8dm+qGIEUxTFTQVvDowwImUCdtlf5vDnlaH3cFUGdDu9smLyU6Lu1T4FGaUaXxuisEJE/X8rqdWFGyzAE/zFiLjPiX1zEKMYoamUuo32XiglaTjMrnMn+uQRA71mjAvW7YMgHg8zg033NBxvaIoVFRUcOONN/b7gI7j8Pjjj3PqqadSU1NDZWVlx7aysjIcx6GlpaXXbSUl+Tvyozg2jmpg+coGvS/XddnUaPP0lgRvtrchWzxZ55wjTeZUSI2lyC1TUzi8ROPwEg34ZHKM7bjUhB32BFPJ9J5Wh/drLf6236LQVDh1is7ph5tML83Pb0Nc3YsWbcQIVZMsmpzrcIQQOaRrKuV+D1tr27Ach6nlgbx83RLZ12vW9eqrrwJwzTXXcMcdd2TkgLfeeit+v58LL7yQP//5zxnZZ282bNiQ9WN01ly7i2SwFr2pdcD7sBxY12TySo2XXWEdv+bwhQlxThkXp8zjQAh2hbreZ9euXYMLXAxb+frcVwKVfjjeD+eOg01Bg/+tN/nDNpPntiaZ5Lf4zJg4x1UkKDQGszRN5imujbH3v2kono+tedK+X9Vm6RqUL0b6czGcHt9QxXpUFo/nuC7btjmMLdCYWKhLf/wsW7duXa5DOERaw5QXXXQRNTU1XSYC1tTUEAwGmTVrVtoHW716Nbt372bNmjWoqsqECROorq7u2N7U1ISqqpSUlPS6rT/mzZuHx5P+G95g7fnYIHhAx1vU/xHm1rjDi9uSPL8tQWPUZXKhyuULTT5/uIGvlwlVu3btYurUqYOIWgxXw+m5PwI4E2hLuPz37iQv70zw+906T+8NcFylzumHG3x6go6eJ104tHiQCV4j7QmAVZurmD1LJgvmgxH9XLzyBsCweXxD+lykTk3Wjue6Lg3hOAXFPo4cVzjyOgbliXXr1rFw4cIhPWY8Hu9zgDWtLv1Lly7FsrquqJBMJlm6dGnawdx9991s2LCB++67D9NMtWmZN28esViMd999F4AnnniCM844o89tI82+NpufvhPlX54P8chHcaYWq/xosY+HvxTgKzPMXpNlIYabQlPhn2eY3PeFAh46I8BZM0w21tss/2uUbzwf4sH3Y+wK5n5FFtsswgjXosWacx2KECIPKIpCRcBDbWuMqpoglu30fScxYqQ1wlxdXc3kyV1r+Q477DD279+f1kG2bt3Kgw8+yNSpU7ngggsAmDRpEvfddx933HEHN998c5fWcZBaQbCnbSPFtmabJzbF+es+C12Fz08xOGemydRimWgkRofDSzS+d6zGxUd7eLva4uWdSZ79OMF/bUkws0zltMNNTqjUO9roDakuEwA/LRMAhRAoikJ5wENjOM6G6lbmVhZhaLJC6GiQVsI8fvx4Nm7cyNy5czuu27hxI2PHpteZYcaMGWzZsqXbbQsWLOCFF17o97bhbEO9xe82JXinxsJvwPmzTL460+T/s3ffcXLXdeLHX59v/07ZndmSZJNNL6TQQkIJRToaFPU49bA8FD3ufpwCngiiwAHyQyNFpSg/xFM57zw8wZOmKBBAAUFiqCG91+19+rf8/pjNJhGSTJKdbXk/H499zOzU9+zszr7nM+/P+5105I9OHJ4MTXFyvcnJ9Sbt2YDFGwv8YUOBHyzN8oOlMLlS44SxBifUGcyp0Qfso9DiBsA2zJ6tFComDsh9CiGGvqqITUc6z5tbOjhmfEKS5sNASQnzxRdfzBe/+EUuueQSJkyYwObNm/npT3/KpZdeWu74RowwDFmyw+OXK/K83eyTsBWfP8rmw9MtYpaUXAixU9LR+NhMm78/wmJzV8CrOzxe3e7x8Mo8/7MiT9SE+WMMThhrcHydUfY3mp5Tid25AS8yitCQXqxCiKJExKI9nWdNYzez6iqke8YIV1LC/IlPfIJ4PM7DDz9MQ0MDY8aM4ZprrhmxNcX9yQ9CXtzq8eDyHOs6Amojii8d5/CBKSaO1CYLsVdKFQehTKzU+fhMm1Q+5LXGYvL86g6PP24p7qs4okrjhDqDE8aazKjS+n/3utIJdAOrYx256jkH1UddCDEyJSMWDV05KtwM9Unp0zySldzMd+HChSxcuLCcsYwoBT/kmY0F/mdlcSLf+LjGVSc4nDXRxBzKgxuEGKKiluK08SanjTcJwpD1HQF/2V5MoP/rnTz/+U6ehK04vs7gpHEGp9b3X+unwKrATDfhxcbiO4feY10IMXJURSxWN3YTt00qI+b+ryCGpZIS5jAMeeihh/jtb39LW1sbjz/+OEuWLKG5uZnzzz+/3DEOK5lCwKMbFI9u7KE5EzI9qXHDKS4njzOkBY0Q/URTimlJnWlJnU/PsenMBSzd4fPqDo+/bPd4emOB0+oNvnaS22+f5Ph2HLttJekxJ4Amg4OEEEW6pojbJm9v72D+xCocUzYIj0QlFf/dddddPPzww3ziE59gx44dQHEj4L//+7+XNbjhZkNLik88tIN/X6FTF9NYdHqEH54X5bTxpiTLQpRRpa1x1iSTry9w+dVHY/yfY21e3Opx9bMp2jL90/op1G00P4/ZU1p3ICHE4cMxdRSKlQ3dBMHQGsQk+kdJCfNvfvMb7rvvPj74wQ/2FbXX19ezZcuWsgY33EQsnXOmRLhtgcd3z44yv86QTQBCDDBdU3xsps1Np7ps7Ay4/OkUGzr6p69zcQPgelQh3S+3J4QYOSock/ZUno2tqcEORZRBSQmz7/tEo1GAvgQwlUoRiUiB++5GVzh8+aQks5KDHYkQ4uR6k++dHcUP4V+fSbFkh7f/K+2P0gl0C7tjLYSyiiSE2FNV1GJDS4rm7uxghyL6WUkJ8+mnn86iRYvI5/NAsab5rrvu4swzzyxrcEIIcSimV+ncc26UMTGN6/+U5vE1+UO+zcCKY2Ra0DMt/RChEGIk0ZQiGbFYvr2LVK4f3qSLIaOkhPkb3/gGzc3NzJs3j+7ububOncv27du56qqryh2fEEIcktqIxp1nRzmhzuDupVnuez2Lf4g1hr5dgdO+GoJCP0UphBgpTF3DNnSWb++kIOOzR4y9bvVevHgxZ599NgC2bfPDH/6Q1tZWtm3bRl1dHbW1tQMWpBBCHArXVNx0qsuP3sjx61V5tvcEfOMkF9c8uD0GoW5BIYXZvYVC5ZR+jlYIMdxFbYO2VI61TT3MHBOX/UwjwF5XmK+++uq+4yeeeCIA1dXVHH300ZIsCyGGHV1TfPE4h8vmOfxlu8eVz6ZoSR/86o9vV2J3bULL9/RjlEKIkSIZsWjozLK9Q+qZR4K9rjDX1tbyX//1X0ydOhXf93nllVcI32OTy4IFC8oaoBBC9KePTLeoiypu+XOGy55Occv7IkxLHkTfVKUR6DZ2x1oytcf0f6BCiGFN9dYzr27sJuYYVLoy1GQ422vCvGjRIu6++25+/vOfUygUuPbaa991GaUUixcvLmuAQgjR304Ya3LnOcWNgF9ZnOLaBS4Lxh34P7PAimGkmzEyzWWIUggx3OmaImYbLNvWyfxJSWxDhpoMV3tNmI877jgeeOABAM4991yefvrpgYpJCCHKbkqi2EHjhhfS3PhChkvnBvzdDOuAaw19O4HdvhotqChTpEKI4cwxdfJ+wMod3Rw1rhJNBpkNSyV1yZBkWQgxElW7Gt89K8op9Qb/7/Uc9yw98A4aoW5C4FOR3oyW65T+zEKId6lwTNpSeTa1yVCT4WqvK8y727JlC3feeScrVqwgnd5zwtXzzz9fjriEEGJAOIbi305x+cmbOX61Ms+oqMZFs+wDug3fSWB523CbXiPUbQqx8XiRGkLDLVPUQojhpipqsb4lRdw2qIk7gx2OOEAlJcxXXXUV48eP55prrsF15R+AEGJk0ZTin4512NwV8ODyHAunmFTaJX0AV6QUBSOG71aj/AJW5zqszrUEdiWF6Dh8J1lsRSeEOGxpSpF0LZbv6GK+bRCxSkrBxBBR0rO1Zs0aHnzwQTTtAP6BCCHEMHPJMTb//HuP/3onz5eOO7gVoFA38d0qAJSXwWlbDigK0dF4kTH4diUoeS0V4nBk6hqmrrN8WxdH1lfimLIJcLgo6VX7+OOPZ/ny5eWORQghBtXESp2FU0weX5Nna7d/yLcXGi6eW43nJNCz7bjNbxDd/mfMzg37798chhAUUF4WLd+DlutAz7RipBsxu7Zgdm2B4NBjFEIMrJhtkPMDXt3Qypa2NJ5MAxwWSlphHjduHJdccgnnnnsuNTU1e5z35S9/uSyBCSHEYPjskTaLNxX46Zs5bjg10j83qjQCK0ZADAIPq3sLqmsjgRGlEB2NCnxUkEf5OTQ/D34erXfsdgigQPXuJQwJQWmo0EfPdZCtngWafLQrxHBS4Zj4Qcj65hSb29JMHxWjJmZLB40hrKRX2Uwmw5lnnonneTQ0NJQ7JiGEGDRVrsYnZtr8fFmOd1o85tT0czKqGfhOAgDl57C6NxEqDZROuPPLihCo/X9Uq2facFveJlNzJGgyFEGI4UTXFFVRi7wX8M72LuK2wbTRMRIR2e8wFJX0n2DRokXljkMIIYaMj820eGJtnvtfz3HnOfoB92YuVajb+PqBdeTYne8m0bMduM1vka05SjYWCjEMWYZGTcwmnfd4bXM7o+I2k2tiRG355Ggo2WcNcxAE+/0SQoiRxjUUFx9ls7zV54Wt3mCHs0++k0Dz0jjNb6C87GCHI4Q4SBHLoDbm0JXxeHVDG2sau8kWZJ/CULHPty+zZ8/e68pKGIYopVixYkVZAhNCiMF03mST/12d5ydvZlkw1sDUh25toW9XouW7cZvfJFN7DKEhPV6FGK7ijkk0DGnozLKjM8Pkmhh1lQ6GLt11BtM+E+bFixcPVBxCCDGk6Jrin46xue5PGZ5Yl+fvZhx86cRACKw4Wr4Ht+n1YtJs9tOGRSHEgNOUIhGxZGPgELLPhHncuHEDFYcQQgw5x9cZzB2t85/L8pw7ySJmDe1/VIEVQyukiDS9RmbUXAIzOtghCSEOwbs2BjoGc8ZW4lrSv3mgyfq+EELshVKKfz7WoScf8uDy3GCHU5LAjBJoBm7jUrR892CHI4ToBzs3BmYLAetb9tPDXZSFJMxCCLEP05I650wy+c3qPI2p4bHROTQjBIaN2/QaWq7z0G4s8NGzHVgd6wY0AVdeBi3XAeHQ/JkrP4+ebcPqWIPb+Ffs1hUYPdvQs22oQlqGyoiyqHAMGruydGYKgx3KYUd6lgghxH5cfJTNH7cU+NlbOb6+wB3scEoSGi4BikjT62Rqj+3r/VySwEPPd2GkmzHSjajQJ1QaVvcWMtVz8CO15Qsc0LPtOC1vowKPUDfw3DF4kVH4Vhy0QfooOgzQCj3o2U6MTBN675uHQNMJDQc934GRaYIwRFEcOBMaEXwrhm9VEJoRQt0m0J3Bewxi2FNKEbUM1jX3MHd8omwtL8W7lZQwP/PMM5xxxhkYhuTXQojDz6ioxoUzLH65Is+FR1jMqBoeCU9oOPhK4Ta/RqbmGHy3eu8XDgrouS6MVANGthUVBgS6hW/HYecQlaCA2/IWucQ0CvEJ0N//rMMQo2cbTvtqfDtOqNu9K9xNmKmthMrAi4zGi9TiWxXlnXAYhigvg57vxsg0o2daUQSESiMwXDy3as+L6zb8Tc248gvo+U6MTPPfJNIOgRXHN2PF6ymtd3jNrkPY7fgep4vDXcQyaOnJ0dqToyYuHXEGSkmvNnfffTfXX389559/Ph/5yEc45phjyh2XEEIMKRfNsnlyfYEfv5HltjMjw2ZlJ9RtfEvDbX6DTM3Re6wOKz9XTJLTDRiZ1mIyp1v4dsV7J2eaiedWYXesQyukySWn91/SGvjYHWswe7bhOVW7VmE1ncCqIAAIffRsC2ZqB6HS8JxqvOiYYrz9MOlQ+fneVeRWjHQzmp8DFIFh4zuVB5ywhrpJqJvvSqQJCmj5LvRsa7HkJKQvmd75WxX2jkPfddrOSxR/3lq+h8CKHfyDHQDKz6P7w6P2f7iJ2QZrm1Mkoza6dM0YECW90j322GOsXLmSRx99lMsvvxzXdfnIRz7Chz/8Yerr68sdoxBCDLqopfjMHJsfvpbl1R0eJ44dPqOoQ93EcxK4LW+RrZoFSutdSW4HpQgMB89JlrZirHQ8txoz04jmZchWzz7kvs/Ky+K0LkfPd+G5NXuPQ+kEVrw3eQ56V2+bUCg8twYvMhrfrtx1+cBDBR4q9Hc77qG8PCrIFRNkL4sK8mh+HgKfUClC3SAw3PIlpJpJcNAJfhcAdttyMqPmDdnyDuXncZrfJNmzHoI5Mrq9nzmmTmsqR1NXlrrE8CgTG+5KXhqYOXMmM2fO5Gtf+xovv/wy3/nOd7jnnns47rjj+Id/+Ac+9KEPoWnycZEQYuT60DSTR9bkuf+NHPPHGMNrZUcz8ZwkTvtKQMM3nGJZwcGslCuF51Sh5bpwm14jW3MUgRU/uLDyXbjNbxMq3lXmsO8YtN6ENgZhiFboxmlpBqWo7dhBbGuxnjhUAAoVhgCEhKDphEoHpRdLLHSTwHCGVcmDXkhjdW0gn5g22KG8W+DhtC5H89JoQQG7fQ25qln9X8JzmKtwTNY191ATtzFlqEnZHdBnaZs3b+axxx7jscceQynFFVdcQV1dHb/4xS946qmn+MEPflCuOIUQYtAZmuIfj7a5+aUMv19f4IPTrMEO6cBoRnEFt58EdgWqkCbSuJRM9ZH4kQO7bSPVgNO2At+MHtoqtVLFdnpmFMIQX2/HsxMjOkHznARW1yZ8p+bANnSWWxhgt69Gz3fgOVUUzE7M1A58qxIvLrMd+pOpa/hByPb2DBNrpOd6uZWUMP/iF7/g0UcfZdOmTSxcuJDbbruNY489tu/897///Zx88sllC1IIIYaKU+sN5tTo/MeyHGdNNHHNkZuUlSI0I/iaidvyZumbAcMAs2sjTucGCk6ifz+uV6p39XiEPy9Kw7fiOK3vkB5zPKE+BN68hSF2x1rMVCNeZNcGU8+pwmlfRdqOE1gVgxjgyFPpWmxoTTG60sExh2Z5zkhR0hr+n/70Jz7/+c/zwgsvcNNNN+2RLAO4rss999xTlgCFEGIoKQ4zsWnPhvxqpWxogt4aabcKu2MtdvuqffYgVn4ep+Ud7M5NFNxqqW09BKHhQOhjdayF3pKTwWR2bcLs3vLu0hpNx7eiOC3LUH5+cIIboXRNoWuKzW2pwQ5lxCspYf7Rj37EwoULsay9v4M99dRT+y0oIYQYymbXGLxvvMHDK/O0ZIbmYI0Bp3Q8twYz1YDb8hbqPbojaIUUbtPr6Lm24grkMKoZHqp8J4GZasBINw5qHEb3NuyOdXhu9Xuu7oeGiwo8rPbVQyK5H0kqHZNt7Vl6ct5ghzKi7bUk4+qrry6pbdJtt93WrwEJIcRw8I9HO/x5Ww8/fzvHlSfILnWguBnQrULPdeE2LiVbc3Rfpwk904rTuqzYts5JDnKgI4vnVOK0rSJlVxIaA/+7qKebcdpX9m4i3fubIN9JYKabCKxKChXjBzDCkU0phW1obGzp4chxQ6iefYTZa8I8ceLEgYxDCCGGlbFxjQumWTy6Js/fzbAY4RWzB8Tv2wz4VzLVR6J5GeyONfh2xdCotR1pNJNAN3HaVpKpPWZAV+71bAduy9t4TqKkFneem+z9XYgT2JLc9Ze4Y9LUnaUzXaAyImVO5bDXhPmyyy4byDiEEGLY+cwci6c25Pnxmzn+WdYY9lDcDGjgtrwJ9LaMU7IpqVwCK4aRbsXs3kKhYmB+GbV8N27zm8VpkKXWoisd34rhtizr3axolzfIw0jUMljT3M28CclhM1hpONlrwrxkyRKOP/54AF5++eW93sCCBQv6PyohhBgGKmyNT822+fGbOZK4nGF7zKzWiVvyzwqKUwP3OYhE9CvPTWB3rMV3kmXvRqEKadzmN/BN54CT3tBwwM8XV8RrjpJa9n4SsQxaUjlaenLUysjsfrfXhPmb3/wmTzzxBADXXXfde15GKcXixYvLE5kQQgwDH51hsbTB4+kdDk/tSAMwPq4xq0ZnVnXxa1KlNryGnPQnSZYHTu/qrdO6nPToeWXrQKK8LG7LW4SacdA1075dMeAr4oeDuG2wtqmHKhmZ3e/2mjDvTJYBnn322QEJRgghhhtLV9x6ZpSV6zaSidWzosVnRavPX7Z7PLWhAIBjwMwqnZnVel8inXQOblXND0LyPlg68g9RvEtouGiZNuzODeSSM/r/DoICTsvbEPoHPd1xp+KK+DoCq0I2gvYT29DpyXk0dmYZm5TNyP3pgCb9CSGEeG+ODjNHG8wdXXxZDcOQHT0hK1p9VrR6rGj1eWhlHr+3o1ZdVDGrRqfC0sj6IXk/JOdDzus99IuJ8e7f53zwervYJR3FeZNNFk6xGBeXj7TFLr6TxOregmdXHfD0xX0KfNzW5Whepn+mCyod347jtC4jPfr4Q5v2KPpUOCbrWoojsy1DXhv6S0kJc09PD/fccw9Lliyhvb2dcLceis8//3y5YhNCiGFLKcXYuGJsXOPsScWPxnNeyJr24gr0ihaft5t8Mp6HpSsco7habetg64pKWxVP1xWWDrax6zxTh+UtxQT8f1bkOWaUzvlTLE4db2Dpsup82FMKz67EaVtO2jqhfxLRMMBuX4WebX/3YJJDuVndJvRzOG0rBrzDx0i1c2T2to40k2tigx3OiFFSwnzTTTfR2NjIF7/4Ra6++mpuv/12fvKTn/D+97+/3PEJIcSIYRuKI2sNjqztnw/3WjIBT60v8Pv1eRa9kiH+Gpw90WLhVJMpCelIcTgLdQu8LHb7GrI1Rx5aLXkYYnese9fI6/4SWBUY6RbMro0UKqf0++0fjhKuxcbWNHWVrozM7iclvWq/9NJL/O53vyOZTKLrOueccw5HHXUUl156KRdffHGZQxRCCPFealyNT82xuWi2xZtNPr9bl+e36/I8sibPzCqNhVMtzphgEjFl1flwVNxY14yR2oEXG3vA11deBj3XiZFuwsg0FzuelGh1m8/9b2SZX2ExcWK43zZnnluF3bmBwKrEd/s/KT/c6JrC1BQbW1PMHFPejimHi5IS5iAIiMeLxf2RSITu7m5qa2vZtGlTWYMTQgixf5pSzO2tn+7KBTyzscCT6wt8f0mW//d6ljMmmCycYjKrWpf+rIcZz0nitK8ibVX0TV3cq8BDz/egZ1sxMk1oXhZQBIZzQO0B/7ytwKI/Z/BCeLMpxrp8hivmu/tut6g0fLsSp/WdYn/mQZhYONJUOCY7OjKMS7jEHRlmcqhKSphnzpzJkiVLWLBgAfPnz+emm24iGo0yadKkMocnhBDiQFTYGhceYfN3MyxWtPo8ub7A85sL/H59gUmVGmdMMJlRpTM1oVHlSr3oiKfpBIaD3baczKh5e07jC0M0L42W68JIN2LkOoCQUDPwzQiBGT3gu/vfVTnuez3HjCqNm06N8D+vN/H4lgjLmnu4+kSX48bsPe0IdYvQz+O0LidTe2xJkwPF3imlcAyDDS0pjq6XqYqHqqSE+ZZbbunb6Hfdddfxve99j66uLm677bayBieEEOLgKKWYXWMwu8bgX+Y6PL+5wJPr8jzwdq7vMlWOYmpSY2pCZ2qymESPjR3GPaNHqMCMYmTaMLs34cXq0Qo96JkWjHQzWpAn3LmK7CQPutbZD0Luez3HI2vynFJv8PWTXBxD8cFxWc6dVct3XslwzfNp/m6GxT8ebWMb730/gRXDyLThNi0FZQABKgwhDIEQwqD3MESFVBgz5QAAIABJREFUAYoQCHrP33kjhbL1oB5uYo5Bc0+OjnSeRETG0h+KkhLm8ePH9x2vrq7mW9/6VtkCEkII0b8ipuL8qRbnT7Xozoes7/BZ1+6ztj1gXYfPaw272t05Bkyp1PdIpCdVajh7SXDE/vlBSGsmZHtPwPaegB29X4ZWbC04p0ZncpmH23hOArtzA3bXZkJCQt0kMCME2qH1UgbIFEK+/XKGV7Z7fOwIi0uO2XNoxowqnXvPi/Lvb2b5zeo8rzV4fH2By7Tke68ge04S5ecAH1CESoHSCBWAKn71He893C3Rt9tWkaueI0NzesUsg7WNPRw3MYkmb4YP2n4T5mw2y69//WuWLl1KZ2cnlZWVzJ8/nwsvvBDHkZ6JQggxnMQtxTGjDI4ZtevlP++HbO4KWNfus66jePjspgKPry0OXtEUTKrUOKHOYME4g5nVOpokI3vIeSENqV0JcTE5DmnoCWhIBRSCXZfVFYyOKrIeLN5U/Bm7Bsys1pldozOnxmBWtU6sP0esK23Xpr1+fO5aMgH/9qc06zsCrpjncMH0917FdAzFZfNcThxrcsdfMlz+dIrPHWXz8SOsd79RUOqQWuGZ6SYCKy4TBHu5lk5LT441Td2MqXSJ24YkzgdhnwlzT08Pn/zkJ2lvb+eUU05h9uzZNDY2cu+99/Lggw/y4IMPEotJjz8hhBjOLF0xLanvseIXhiGNqZB1HT5r232WNfv8amWeX67Ik3QUJ40tJs9zRxuHxepzwQ9pTheT4sber4ZUSFO6mBy3ZsI9Lh8xoC6mMalSY8E4g7pYsdylLqYxKqLQNdX3M17e4rOsxWN5i8+Dy/MEYR4FTKzUmNO7Aj27xmBs7BB/zv38Jmd9h8/1f0zTUwi5+bRiMrw/x9cZ/HhhlDv/muUnb+Z4dbvH1050GRPrv3p6z01id6wlMGPScaNXMmLR3J1nR2cWQ9Ooq3SorbCJ24ZsBC7RPhPm+++/n2QyyS9/+Uui0V3F/6lUissuu4z777+fK6+8suxBCiGEGFhKKcbEFGNiGqfUFxOh7nzIku0eL28v8MctxU4ctg7HjTFYMNbgpHHGQY/8Hmx5v5j8NqbC3mQ4oCm1K0FuzYTsnhJrCmpdxeioxrwxRjEZjmrUxRVjYxoVltpvIrL7z/is3uE26ULIylaf5S0+77R4PLe5wG/XFVehE/au22vPBoP6s16yw+OWl9JETMX3z44ydS/lFe+lwtb4t5NdntlY4AdLs/yf3/fwpXkO504y+yd5U3pvx41lZEbPP6jNiyONrikq3eLvmOcHbO/IsKU9jalrjE041MRsYpI879M+E+bnnnuORYsW7ZEsA0SjUb761a/yjW98QxJmIYQ4TMQtxVmTTM6aZFLwQ95q9nl5W4GXt3m8vM1DLYFZ1ToLxhVXnydUaEPyH7AXhGzsDFjd5rO6zWdVm8+GjqCvjhuKCfGoSDEhPm6MwZioxuho8fsxUY0aV5Wl5jhiKo4bY/R2k7AJwpBNnUFvAu3z9MZi8nzRoz3MH2Nw3mSTBeMGdsLjE2vz3LM0y+RKjVveF6EmcuCJu1KKcydbHFVrcNtfMtz+lyyvbPP41+MdKuxDfyMQ6hZhUMBpeYf06LmyCXA3hq71bQAs+AFb2jJsakljmxpjK12q4zZRq/QWlEEQkvcD8n5AwQvIewGpvIdtaIyvGjlvVvaZMG/fvp0ZM2a853kzZsxg27ZtZQlKCCHE0GbqinljDOaNMfjScSHrOwJe3ubx520FfvJWjp+8lWNsTHF8XbEcodotJpnVrka1qwYswfODkK3dQV9ivLqtuNEx7xfPj5nFTWkfn2kxoULrS4iry5QQHyhNKSYndCYndD44jb6E+RMzLZ7ZWOCWP3tETThjgsm5k01ml7HXdhCG/PubOR5amefEsQbXLnAPeSjOmJjG7WdGeHhVsYPLO0+muOpEl+PrDn0aZmBG0bMdsglwH0xdI7lb8ry5Pc2G1hSOqTO20qEqZuOaOoXehDjvBeQKPum8Tyrvkcn75LwABX2fwCgUpq7IFHxsQ2dUxcjY77bf30jLeu8CfsuyhuTKgRBCiIGllCq2pUvqfOZIm+Z0wCvbi6vOf1hfIOu/+zoVlqLaVdREdiXRNbsdJl2FrordwkL2PAQIwl3/oHedF+KFsKTF4g/tWVa3+axp98l4xcs5BkxP6lwwzeKIKp0ZVTpjY/svnRiK/vEYh4uPsnmzyeepDQUWbyyWboyLa5w7yeScSSajo/1XspHzQm59JcMLWz0+PN3ki3OdfntDoWuKf5hlM2+Mwa2vZLj2j2nOn2LyT8c6h7zx0XcSsgmwRKaukXB3Jc+bWtOsb071NiUppsQhoKEwdIWpaziGTsx+79V7x9RZsaOLmGMQsQ79DdBg2+cjyOVy3HXXXXs9P5/P93tAQgghhrfaiMYF0ywumGYRhiE9BWhJB7RkQlozxXrg1kzx+5Z0wLp2j/bsnjXChyaGqeWZmtQ5b3JxUMsRVTr18ZHVY1rXdpVvpAsOL2wp8PTGAg+8neOBt3McM0rn3Ekmp40/tPHo7dmAG17IsKrV51/mFofilONNxrSkzg/Pi/LA2zl+vSrPK9s9LpvncNr4QyunkE2AB87crWzjUG7DMnSWb+vi2AkJDH147m/YaZ8J8wUXXEBDQ8Nez//Qhz5U8h3deuut/OEPf2Dbtm08/vjjfaUeZ511FpZlYds2AFdddRWnnXYaAG+88QY33HADuVyOcePGcfvtt1NdLb/sQggxXCiliFsQt3Qm72PYmB+EtGfDYhKdCYoJdNjbdVftOoR3n7brUKEp0HsaWDCzHnMA63oHW8RUvH+KxfunWDT0BCzeVOCpDQXueDXLD5ZmOaW+WOusKSgExa4fhQAKQYgXQN4vHi/49J1e8MEL4O1mj65cyE2nupxcX95aYEtX/POxDmdMMPneqxlufinDKeMKXDbPOahaaUA2AQ6imG3QlsqxrrmHI8ZUDHY4h2SfCfOiRYv67Y7OPvtsPvvZz/LpT3/6Xefdfffd76qVDoKAq6++mkWLFjF//nzuvfde7rjjjn6NSQghxNCga8XyjJoIwKGNRN640T+skuW/NSam8ek5Np+abbG81efpDcXx6Dt7Pu+LqYGpg6UpTA0MDapcjRtOdTiiauBGVc+o0vnBeVF+vSrPz5fl+Mcne7jkGIcPTjUPqge4bAIcPMmIxbb2DJWOyZiEO9jhHLQBKyqZP3/+AV1+2bJl2Lbdd72LLrqIs88+WxJmIYQQogRKKebUGMypMfjicQ4bOwN0VUyITU31JsZg7JYcD6V6bqO3tvnUepM7l2S4+69Znt1Y4CsnOEyoOPDkXTYBDg6lFImIxcrGbmKuScwenvXMQ6Kg5KqrruKCCy7gpptuoqurC4AdO3YwduzYvstUVVURBAEdHR2DFaYQQggxLFm6YkZVcWPmhAqduphGjatRYWtEzGJXg6GULO9uXFzjtjMjfPUEh01dPpf+PsV/LctR8A+86n3nJkCze3MZIhV7Y+oarqnzzrZOCn6w/ysMQYOe5v/iF7+grq6OfD7Pt771LW6++WbuuOOOfrv9ZcuW9dttlaK9cSOFzkaMtq4Bvd+NGzcO6P2JoUOe+6FDnouhY+Q+F1XA8Hp8/RXrTA1uOlLxy00R/mMZPL0uxWenpJgaL7ZhmV7q/YUB9tbnaIsdQd7aR2G96HdduYCtGzQmVu57SMrSpUsHMKrSDHrCXFdXBxTb1H3qU5/iX/7lX/pO3759e9/l2tra0DSNROLAfrmPPPLIvg2FA2HzapPOBgOnomrA7nPjxo1MmjRpwO5PDB3y3A8d8lwMHSP6uXiluBgzXB5fOZ6Lo2fAK9sK3P3XLLe+U8lHplt8/mgb3iieX8r9KT9PfSFFevREQjPSr/GJvQvDkJZUjrGjKxibfO965qVLlzJv3rwBjSuXy+13gXWvCfPLL79c0p0sWLDgwKLaTTqdxvd94vE4YRjyu9/9jlmzZgHFRDebzfLXv/6V+fPn88tf/pIPfOADB31fQgghhBgZThpncvQog5+9lePRNXle2lZgyQFcf+cmQLdlmWwCHEBKKZKuxarGbmKuQYUzfH7ue02Yr7vuuj2+b2pqAiCRSPTVEY8ePZrFixeXdEe33HILTz31FC0tLXz+858nkUhw3333cfnll+P7PkEQMHXqVG688UYANE3jtttu48Ybb9yjrZwQQgghRMRUfGmew5kTDb6/JAu5A7u+bAIcHIauEbUMlm/r5LiJVVjGkNhOt197TZifffbZvuP33XcfHR0dfPnLX8Z1XTKZDHffffcBlUdcf/31XH/99e86/ZFHHtnrdY477jgef/zxku9DCCGEEIeX2TUG954Xhd504ffr83xgSmlDN2QS4OBwLZ2OtM+axm5mj60YshtOd1dSWv/AAw/w1a9+Fdct1pu4rsuVV17Jz372s7IGJ4QQQgixP7v33b7rr1mWNXslX9dzk9jta7E61kI4PDs4DEeJiEVjd46t7ZnBDqUkJSXMkUiEt956a4/T3n777b4EWgghhBBiKBgd1fjmixkaekpMfpWOF6nG6tqM2/I2yj/A2g5x0KoiFmuauunM7H+ozmArqUvGFVdcwSWXXMJZZ53FmDFjaGho4LnnnuOGG24od3xCCCGEECX7v6e5XP50ihteSHPXOVFcs4SP+5WGF6lBz3XhNi4lW3MUgRUvf7CHOV1TxG2TZds6mT8piW0M3DTJA1XSCvNHP/pRHnroIaZMmUJPTw+TJ0/mV7/6FR/96EfLHZ8QQgghRMnGV+hcf3KETV0B33klQxCWPuDEtysIlUakcSlGuqmMUYqdHFMnDENWNXQTBAc+jGaglNyHedq0aUyZMoWWlhZGjRpVzpiEEEIIIQ7a/DqDS+fa3PtajgfezvGFo52SrxuaETzdxG15m2zlZAoVk0ANj04Ow1Wla9GSyrKlLT3YoexVSb8BXV1dfPWrX+Xoo4/mvPPOA2Dx4sV8//vfL2twQgghhBAH46PTLRZOMXlweZ5nNx5gjaxmUnCrsTs34bQsQ/n58gQp+iRdm3XNPXTnh+bGy5IS5htvvJFYLMazzz6LaRabTM+dO5cnn3yyrMEJIYQQQhwMpRSXz3M4qlbnjlczrGz1D/AGNLxINXq+E7fpNbR8T3kCFUCxnjlmm2zrKr3DyUAqKWF++eWXuf766xk1alRfr7yqqipaW1vLGpwQQgghxMEydcUNp7hUu4obX0jTkj7w1UvfriQEIo1/RU8393+Qoo+hK/whWsZcUsIcj8dpb2/f47Tt27dTW1tblqCEEEIIIfpDwtG4+bQIGS/kxhfTZL0Dz8hCM4Jnx3Fb3sLs3CD9mg9DJSXMH//4x7niiit45ZVXCIKA119/nWuuuYaLLrqo3PEJIYQQQhySyQmdry9wWdMW8N1XM4QH0Dmjj2biudXYnRtxWt6RuubDTEkJ8z/90z+xcOFCbr75ZjzP49prr+Xss8/mc5/7XLnjE0IIIYQ4ZCePM/nCMTbPb/b47+UHmezurGvOteM2vY5WSPVvkGLIKqmtnFKKz33uc5IgCyGEEGLY+oeZFhs7Ah54O8eECo3TxpsHdTu+k0ArpInseJVc5US86FhCo/TWdWL4KbkP87Zt21i5ciXp9J498i644IJ+D0oIIYQQor8ppbjyBIdtPQG3vZKhLqYxLXlw0+UCM0Jg2FjdW7C7NlGI1lGI1RNYsX6OWgwFJSXMP/rRj7j33nuZOnUqjrPrHZRSShJmIYQQQgwblq646VSXy54qjs/+4XlRks5BDiZROr6ThDBEzzRj9uzAc6vJV0wgsCpBlTCWWwwLJSXMP/3pT/n1r3/NtGnTyh2PEEIIIURZVbsa3zwtwpWLU9z0Yobbz4xg6YeQ3CpFYFcSAFq+h0jTa/hmBfnKycWEWiYFDnslPYOJRIJx48aVOxYhhBBCiAExo0rn6hNdlrf4fO/VLMHBdM54D4EVw3NrAB+35S0iDX/BSDVAMDQHcojSlLTCfO211/Jv//ZvfO5zn6O6unqP88aOHVuWwIQQQgghyun0CSZbu4ubAKMWXHac0zeg7VCFhotnuCg/j9O2klDTyccn4UVHE+pWv9yHGDglJcyFQoGXXnqJJ554Yo/TlVKsWLGiLIEJIYQQQpTbp2Zb9ORDHl6VJ2YqPn90/3a7CHULz62CwMPqXIfVtZ5CrJ5CfLwkzsNISQnzN7/5Ta688krOP//8PTb9CSGEEEIMZ0op/vlYm3Qh5L+X54maik/Msvv/jjQD362C0Mfs2YqZ2kG2eja+U9X/9yX6XUkJs+/7XHjhhej6wbVeEUIIIYQYqpRSXDHfIe2F/PjNHBFT8aFpZVr97e2sofwcbtMbFOL15Cong3ZwPaHFwChp098XvvAF7r///oMbJSmEEEIIMcTpmuJrJ7qcUGdw91+zPLupUNb7C3Ubz63G6NlBpGEJerajrPcnDk1JK8z/+Z//SUtLCz/60Y9IJBJ7nPf888+XIy4hhBBCiAFl6oobTnG59o9pbn0lg2vAgnFlXPlVCt9NorwsbtNS8hUTyVdMAq3kuXJigJT0jNx+++3ljkMIIYQQYtDZhuLm90W45rkU//elDN8+XXHs6PImsKHh4OkWVs9WjEwL2apZBHZlWe9THJiSfgNOOOGEcschxJBgpnZgt68hPepYAqtisMMRQggxCKKm4tunR7hycZobXkhz65kRZlWXedVXaXhOFcrLEGlcSq5yMoX4BNBk/9hQUNKzf9ddd+31vC9/+cv9FowQg0HPtBLf9iLxrc/jdKwBINAMUnUL6Jp4HunaY2RKkxBCHGYqbI3vnBnhymdSXPfHNN89K8rkRPmT19Bw8XQbu2sTZrqZbPUsAite9vsV+1ZSwtzQ0LDH983NzSxZsoRzzjmnLEEJUW5avpvY9peIb/0TbsvbKEKylVNpnvN5sskjiG3/MxVbniO+7QUKkdF0TTiHrgnn4EVqBzt0IYQQA6TG1bj1zChfWZzi68+n+d7ZUcbFB2ABRWl4bhVaIU2kYQm5xFQK8fGyeDOISkqYFy1a9K7T/vSnP/Hb3/623wMSolyUlyG24y/Etv6RaNPrqNAjHxtH2xEX0V1/OoV4fd9lszVH0jrnYqI7XqFy01NUr/wFVSv/m/So4+iaeC49dSdKCyAhhDgM1MU0bj2jWJ5xzXMpvn9OlNrIwCSugRkhMGzsjvUYmRZyVTMJzOiA3LfY00EX5Jx66ql85Stf6c9YhOh3yi8QaVpKfOsfiTa8iubnKLg1dEz9MN317yNXORX2MgY11C166t9HT/37MFINVGx+horNz1C35Dt4VgXd48+ia+J55CsmDPCjEkIIMZAmVuosOiPC1c+luOb5NN87K0LCGaDVXqXjRarR8j1EGl4lVzmVQmyc1DYPsJIS5i1btuzxfSaT4YknnqCurq4sQQlx0MIQI92I076KSPObxLa/hF5I4VsVdI0/i+7608lWzz7gj7W86BjaZn2GtpmfJNL0BhWb/kBi/RMk1z1CpmomXRPOo7v+NELDLdMDE0IIMZhmVOncclqEr/8xzTf+mOaOM6NErfdecCmHwIoRBC5257rilMCqIwjsxP6vKPpFSQnzueeei1Kqb3CJ67rMnDmT73znO2UNToj90XOd2O2rcdpX43Ssxmlfg57vAiAwXHrqTqK7/nTStcf2T19LpZMePY/06HnouQ7im5+lYvPTjH7jbmrfug/friTUbQLDIdAdQsMuHupO72k2Yd95xcPAcMhXTKQQHbvX1W4hhBCD76hRBjee4nLjixmu/1OaRWdEcIwBfN3WdDy3uthJo+k1CtGx5CsnE+plGOUt9lBSBrFy5cpyxyHEfikvi92xtjc5XoPTvhoz3QhAiEa+YgI9dSeRTc4gl5hOrmJiWZu/+3aCjukX0jHt73DaVhZXs/PdKD+L5mdRXg4914npNaL8HJqXLZ4XvPf0KN+qIJs8gkzVTLJVM8kmZ8iKtRBCDDEnjDX5+knw7ZeLSfN1J7skB6o8o1exk4aDkW7CSDeRS87Ai4yWRZcyOqhs4pVXXkHTNOnPLPpfGKDnOjEyTZjpZoxMM1b3Fpz21Vhdm1EEABQio8kmptMx+YO9CfLUwUsulSJbPYts9azSLh/4aH6umDx7WTQvjd2xDqdtJU77SmoalwA73wRM3JVAV82UVWghhBgCTp9g4gXwvSUZLv19imtOcjluzABP51MK30lAUMBpXY6f2kEuMZ3Aig1sHIeJkp7dz3zmM3zlK19h3rx53H///TzwwAPous6nP/1pLr300nLHKEYQ5WUxMs2YmWaM3oR4Z2K880sLvD2u45txsskZ9NQtKCbHyen4w7luS9MJtAiYEfzek3KJaXRNen/x7HwPTvuqYgLdtpL41j+S2Pgk8O5V6GgmjdUFhDtvPCx+9X6vdn7fd3bxeGA4+HayuNtaEnAhhDhgZ08ymZLQuOXPGb7+fJqLZlt87kgbXRvg11TNxIvU7LYpcHKxBZ2M1+5XJf0016xZw7HHHgvAQw89xM9//nOi0Sif/OQnJWEWe9AKKYx0YzEJTjdiphsxez8yMjPNffXFO4UUe016bi255Ax6xp6C59biRWopuLV4bu1hl9QFVqyvThqAMMDq3tybQK/aYxW6HmDVIdyXZuE7STw70XuYLB46Vfh2Es9J4NtJfDtJqEsbPSGE2N3khM4Pzoty72tZHlye580mn2sXuIyODny/5MCKEZgR7O5NmKkd5Kpm4jtVAx7HSFVSwhwEAUopNm/eTBiGTJs2DYDOzs6yBieGHq2Qxkg17JYIN2JmehPidCN6IbXH5QPdphAZhRcZRS45vXjc7U2GI6PwnCp5F7w/SiNfMYl8xSS6Jn0A6F2F7lhNy/aNjKodtfOCAIR9by56D5XadbyX5mXQc+3o2XaMXDtGth0ztQOndTnG37yp2ck34xSio8klppFNTCebnE4+PkGePyHEYc01FF89wWXuaIO7lmS49Pc9XHmCy2njB2GRYed4bT+H2/g6hdgY8pVTCQ1n4GMZYUr6Tzdv3jxuvvlmmpubOffccwHYvHkzyWSyrMGJwaP8PGb3VuzuTVhdm7C7NmF1bcTMNO9xuUB3ehPi0WSrZvUd35kk+1blYbU6PFACK0Z61HE0pauIjJvUzzfuoec6MHqTaT3bjt6bVFs9W4ltfYHKjb8vXlSzyCWmkEtM70uiC7FxMo1KCHHYOWuiycwqnW+9nObmlzJcMM3j0rkOlj7w/wND3caL1hYXQ9J/IZuYihcdLQO3DkHJk/5+9rOfUVVVxSWXXALA+vXr+exnP1vW4MQACH3Mnh3FhHi35NhMbUeFxQ12oTLIx+vJVM+ms7f9WSE6hoJbS2BVSEI80mgGvluD79aQe6/zwwAztWO3jiVrqdj0NIn1jwPgGy65yqnkkjPIJqaRld3bQojDxNi4xp1nR/npWzkeXpXnnRaf6052mVAxOENGfLsCAg+nfQ10rCVUOoHpEpgxAsMlNCIEukWoW4SaJcNQ9qGkhDmZTHLllVfucdoZZ5xRjnhEmWj5bszUdqye7ZipHZg927G6t2B1b+5rcxaiKETryFdMpHvcqeQrJpKPTyQfGztoH7tnCz6ZvI9j6riW/CEPCUqjEBtHITaOnvrTi6eFPlb3Vuz2NcWWfx1rqFz/GMneDZy+VdG7UXE2mepZ5BLTCXVrEB+EEEKUh6kr/s9ch2NH69z+lyxf+kOKy+Y5nDfZRA3GwoFm4EWqi8dDHxV46Nk2jNBDBcEeFw00k8CMEBpRfCtanCtgRqXFKSUmzD/72c846aSTmDVrFm+88Qb/+q//iqZpfPe732Xu3LnljlGUIgzR8l1Yqe2YPTuKSfFuCbJe6Nl1URSeW0M+PoHO2mPIVUwsJsex+qFT5xRCV66ApWvMGB1nU1uKbKGYOIshSOnF36GKiXRPPKd4WlDA7tqM3bEGp20lbtsKYg2vFs/SjGItdNVsMlWzyFbPxrcrB/EBCCFE/zpxrMl979f5zisZ7ng1y+uNPlfMd4iYg/hpm9IJdX3vg04CHxUU0LItGOkdqDCEMCh+qhwfT2DFBzbeIaSkhPmBBx7gYx/7GADf/e53ufjii4lGo3z729/moYceKmuAYu/s9lUk1v+O0S2riS5rQ/d2bbgL0fAiteSjY8nWv49CtK44ESg2Fi8yekiv7nleSE++wOgKh7EJF0NT2EaclQ3d5AiwTamPHRY0k1xiKrnE1L7NinquE6dtBU7rcty2FcVV6LX/C1D8Xa0uJtCZ6tkUYvVSxiGEGNZqIhq3nhHhweV5/vOdHCtaiyUaM6qG6OKPphNq+u7NSCEM0XPtmOlGPLuKQsXE4gLHYfb6XFLC3N3dTTwep6enh1WrVvX1Yb711lvLHZ/4W2FIpPl1kqsfJtLyFr4Zpd2ZQDDm6L6EuBCt602Kh19xfyrnEYYwfVScRGRX/K6lc8SYOKsaulEKLEOS5uHItytJ1Z1Equ4koLi51O5Yi9u2HKd1BdGGV6nY/EzxsmacXGIKoWYSono3EipQqrcTyK7Tdn2vAI3AcOic9AHylZMH6ZEKIUSRrik+c6TNMaN0Fr2c4cvPpPjC0TYXzrAGvmfzwVCKwIoTUGwd6za/hm9WkK+cjO8kD5tN3iUlzHV1dbz22musXbuW+fPno+s6PT096PoQfYc0EoU+se1/Jrn6YZzOdXhOFc1H/iOdE9/Phm1NTJo0abAjPCS+H9Kd80hETCZURbDfIyGOWDrTx8RY1dCDAkxJmoe9ULfIVs8mWz0bpgNhiNmzrS+Btrs3QZjqHbgS9m5EDXf7fueglgDCsDioJQzR851Ubvgd3fWn0zrrM3jRMYP6OIUQ4qhRBvd9IModr2a5/40cT20o8C9znYGfEHgIAjNhcSxGAAAgAElEQVRKYEZRXga35U0CI0K+YjKeWzPiNwyW9Cx97Wtf44orrsCyLO6++24AnnvuOY466qiyBidA+QXiWxaTXPNrrNQO8rFxNM69gu76M/tWkMMw3M+tDG3ZvE/OD5hUFaEmbu/zU56YZTBjVIyVDd3EUBjGMHh3vhdBAOm8hxeEoEADNKVwDH1YP65DohSFeD2FeD1dE8876JvR8j0k1zxMYv3jxLe9QOekD9B2xEXF1RAhhBgkFbbGN091eWmbx49ez3LN82lOGWfwz8c6jI0Pn0Wg0HDxDBfl53BalxPqFrnKyXiR2hHbuq6khPn000/nxRdf3OO0hQsXsnDhwrIEJYoDQio2Pkly3aMY2TayiensOP4b9Iw9CVTxXdzOVdnufEAQgDZ8/taA4iJhV7ZAxNSZM6qi5C4Yccdg+qgYa5p6iCkDYxB6XB6sMIRM3qMQhOhKUROzScZMbF0nk/fpzhVoT+XpSQcoBbpSOKY+rB7jUBBYMVrnXEzHlAuoWvVLKjc+ScXmZ+iY+lHap19YnB4phBCDQCnFqfUmJ9QZ/HpVnv9enuOSJ3u48AiLT822B3dT4AEKdRsvYkNQwGlfTdixlnzFRLzomL1vLBymDupzgFWrVvHII4/w+OOPvyuRPtxp2XY0L1PMjA6iIF7PdZBY9xiV63+L7qVI1x5Lw7wrydQcs8ftZQs+OS9gUnWEQrtOVzZPhWMNm6Q57wWk8z51lQ51lS76AcadiJhMGxVlbWMPccdEH8oJZdj7fPkBmlJURU2qozZRy9jj+TJdgwrXYFzCJe8HZPIBXZk8HZkCqXyx9Y+pKWxDH9qPdwjx3Wqaj/0SHdM+SvWKX1C1+n+o3PA72mZ8nM4pHxxxL+hCiOHD0hWfnG1z7mSTn76Z439W5Hl6Q4EvHF08TRtOm+o0E8+tgsDH6tyI3bmBgltLaLgEhguaUdyPohl9X8NtSmzJ0ba1tfH444/zyCOPsHLlSubPn891111XztiGn00vU/+/H6ae4rAP367At3b72u374G++V0GBxLrHqNj0NCoo0DP2ZNqnf4xccvqe99G7KuuYGrPrKohYOi2OQVVVhM1t6WGRNPdkPZSCmWPixJ2D/4NJRiwm10RZ35qicgg+7rwXkCn4hEDCNamPRYg7BkYJmzwsXcNyNSpdg/FArvcNRle2QEcqTyFfLMPJegGE/O3ka/E3CrFxNBz/Ndqn/z3Vy39O7Ts/JbHuUdpmfoquCeeM+No7IcTQVeNqfO0klw9Pt7j3tSx3vJrlsbV5vnicw5ya4ZVUoun4bhLCAL3QBbk2VOijeitHdxaQKihuJtRtQs0iMBxC3QFlYnndgxT8vu3zmSgUCjz77LP85je/4cUXX2TChAl88IMfZPv27dx5551UV1cPVJzDQ/3xtJx8I4Wm1diqgJ7v6vuyuzai5bvQ893FjUnvIVQGXRPOon363xfHC/8Nzw/pyXmMqrAYl4jskXiNrnAIQtjalqYyYg3Jbi/F+AtURy3GV0Ux+2GVtCZu44chm1rTVLr9kzR7fogfhH0/w2L/BdWXlCroaz6vdp7ce57nhaQLxU4fUdtgcnWEuGtiHegS+t+wDQ3b0EhGTCYkI+R6k/H2RkVHpoCmIGINr/KUwZBLTGX7yd/EbX6L6uX/weg37iG59je0zvoMPWNPOezaJAkhho6Z1Tp3nhPhuU0eP34zy78+k+asiQaXHONQGxliK0L7o7T9l76F4a5BKvlOCNvQ8nkS6ZaBifEA7TNhPuWUU1BKceGFF3L55ZczZ84cAB588MEBCW7Y0Q3Sk86h05mKU1H13pcJfbRCCj23K5nWc50oP0/P2AX4bs17Xi2d8whCmDYqSjLy3j2U6yodwjBkW0eWStccMv/7PS8kVfDQlWJKTYyqaP8m9P3xZmHnBjw/DLF0hWMahIQEIRBQPB6EhBQ3WQa9jRpCwt7DItvQGJd0SbgWTpn6RSsFjqnhmBr1cZMp9ZW0p/M0dmXpyYc4ulYc8DJEnv+hKFN7NFvfdwfRhr9Qvfzn1C35DtnE9P/P3p3HSVbX9/5/nbX2ruq9e7pnemB2GJBlWAU0g+SHVwSVyyP8EsP9SQhCvMaHhhiTB5fRiCCouSYqidFEb5TrdiMYMcpyxWBERHbZnGGYfevpvWs/y/f3x7equ2eY6emZ6e6q6vk8H496VHWdWr5V53TVu77nc75fBk75bxQ6zqh184QQJyjTMLh0qcOFPTbfeaXEd18t8/jOLL+3JsI1q10iC+mAcMMAo1KiUbnKN8rA/lq26rCmDcyrVq3i6aef5vnnn6evr4/e3l7SaZmN67gYFmGlJMObwc2rB8YlIzZLWxNHDGHd6Rihgj2jRTIxp3ahSekAWg4UUcekryVOJu7OSq/yoXSno4RKsXu4qMdvnsnTTKkttgyDlqRLS8Il6drHFLqPsWz9uEVsk66mKB3JKNmSz77xIqMFD9MwiDtS73xYhqHHhO46h9SOn9H6yjfpffxWRk5+J/tPu2Hi4FohhJhvMcfg/zs9yuUnu/zj80X+14slfvx6mRvPiHLJYrs2U2yf4KYNzN/4xjfYtWsX999/P//8z//M7bffzkUXXUQ+n8f3/flq4wmremDcokyU7qbYjMoNDAN6MjGUUuwdL5KJuvMamv1AkSvrbaMl7tKeipCMHFsAPVqL0jHCULF3rEgmdvjX7U2pLU7HHBYn4yRnWFs8nVp/fpkmNMVsmmJJil7IcL7M3tEifklVeqQlAB6SYTG+5FKyPZfQ+vLX9cg0hUH2rvszOShQCFFTXUmT294c5/l+n3ueKXL74wXOX2TzoXVR2hqtTKPBHfHd7unp4QMf+AAPPfQQX//612lvb8c0Ta688kruvvvu+WjjCSlb9CkHIau7UvRkZhaWqwwDepvjtCcjjBQ8DlMyPXuUHkt5pOBRDgIWN8c4rSfNye0JUtH5Ccsw5XWnIowWD+y/DwJFtugzmvdQKJa0xDmtJ82KjiSZuHPcYbneRB2T7nSU03szrOhI4lomI/ky2aJPGB76PkrpHzxlP6ToBeRLPtmiz1jBY7TgMV45zxZ9/KCxx/4+FGU5DJz2x+xf+8ck9vySnl/8D8zyWK2bJYQQvKnD5p7fTXDTmRGe3edzw4+z/OT1csPPw9BIjurwy3Xr1rFu3TpuvfVWHn74Ye6///65alfDcm0TXynGCh4KMDGwLQPHNPUBWUfIZWGoSzAycYe+1vgxHyxmGLCkOYFSMJAtHzDN9GwJAkXeCwiVIh1z6EslSEbsmo5WUX3dYagYyns4pkE5UNimQWdTlEzcIT7D8Z4XAsvUQ/Bl4g4FL2AoV6Z/rERQ+ZA1mPw9ZRrgWCa2ZRKzTBzLxLFNXMvENAw9hauhf8ztHy+SLen3NbbAyj5Gll+FH2ul8+nPsfixj7Lrgo/LTIFCiJqzTIOrV0U4f5HD554s8Lkni/xsu8eHz4nRmZDe5rl2TOOVRCIRrrjiCq644orZbk/D62qK0t6Toewk8XxF0fPJlQMK5YCxYoA+TEwX9tuGUQkoOogUvYCiF7KkJUZHKnrcPbOmCX0tCZTS4TEdm53QXB0D2jIMupuiNCfm7gC3Y2Ga0NeaxDBzGHDIMY9PRDHHoicTo6spRr7sY5h6YhTLNLAMc8ZjYaciNl1NUXKe7rHvHysRlPVELPEF8j5ney7Cj2RY9KvbWfzYLey+4OOUMstr3SwhhKAnZfLZ9XEeeM3jK88X+eMfZ/njN0V5x/IGG7u5wTTYAH+NwTJ1OIk5uqa0KgyhHIR4QWWXtxeQK/qMlXxQBq5tsGZRiqQ7e6ulGh4DlWWs4NF0jKF5YkxhBU1Rm97mOE1R56gnHJkvlgkntcpsbodimRzX+Nege/KTrk3SteluipHzfEZyZQayZQKlcEw90kgjh+di21p2XPIZeh6/jd6ff4w95/4l+c6za90sIYTANAyuXOFybrfN//x1gb97ush/7PD4yDmxhppiu5FIYJ5HpglRUw8HNjWwhCF4YYhlGnNSS2uZ6Ak+9ueOKjRXa1kVkHD1mMLJqEPEln9GMck0da9zKmKzKBMnX/YZzJUYznmVYfr0AYeN2PHhpRaz45LP0vPLj7PoiU/Qf8YHGeu7rNbNEkIIQB8U+Om3xvnx6x5ffq7I+3+S5X2nR7hqhavL6MSskcBcB0wTInPcFWebBie3J9i8P0e26JM8TA9jtScZdEhe0hKnKSYhWcxMtfc6FbXpbVbkSgGD2SLDBQ+ldAlI1LEaaoKVINbKzovvouvJO+l89m+xCwMMrbq29sOiCCEEeiKt/7LM5Zxum8//usjfP1viP3b43HJulMVNJ84xO3NNAvMJpBqaX9s3fkBongjJCuKuRV9znKa4hGRxfGzTIB2zSceSeKGiUAoYLXiM5MvkynqojohlEmmA3ufQibP7gg10Pvt3tL56L3ZhgP43/YlMqS2EqBvtcZPbL4nxyFaPv3+2yPt/kuO/nRbhv66S3ubZIIH5BOOYBss7UmzaN85IvgzonuS+Zj2Fcz0dvCcWDsc0cGI2TTGbxS0xil5IvuwznCszWvQJlcLEIOrokTnqkmmz76wP48faadn4HeziIHvO+QuUHat1y0SjCH3swgBOvh+7sB8jDPBjLfiRFoJYC4HbBEadbv+iIRiGwWUnuZzVZfOFp4p89fkSP9/h8WfnxjgpIz/wj8e8BOa77rqLBx98kF27dvHDH/6QlStXArBlyxY+9rGPMTIyQiaT4a677mLp0qVHXCaOj2MZLO9MMl7wSEQkJIv5pydS0TMrBiHkPT3m83CuzGhBj6FdlwcOGgaDp/whXqyNjuf/nt7//Ct2n38bQbS51i0Tx0qF2Pl+3OwuUCHKihDaUZQVJbSjhFYEZUdRpnvEMhzDL2IX9k8EYiffj53fh5Pfj13oxy4MYXCYgdABZVj40WaCSDN+tFVfjrbgV05BtIU2XAZJzfa7MOus4jDJXT+nqdgEqk9KmOZZa8xkw0UxHtvh84Wni9z0YI7FKZNlzSYnZyyWZSyWNZs0R+vpA7a+zUtgvvTSS7nuuuv4gz/4gwOu37BhA7//+7/PVVddxQ9+8ANuu+02/uVf/uWIy8Txcy2T1qTMYiZqz5py0GB3Oko5CMmXAkaLHkPZMuGUgfkd0zxgKMZaGTvp7QTRFrqeupvex/6c3Rd+Yv6eXCms0gjKtAnd+g9Ox0QpjKCIstxZm6LcCMo42d242R244ztxx3fgju/Aye7CDMtHbhIGqhKgQys6cVnZUUwvj53vxy6PHngfw8SPtePF2im0nY4X78CPdejzeDvKsLFLQ1jFYeziIHZxGLs4hFUcxMnvJTb0MtZBk+c8FYW9qhm18wayPZfUXRA1y+M0b/pXMq//EDMo0QGU9n6HsSWXMb74d+TH5TwyDIO3LHF4U4fFv20qs2k45Df7A366bXKm5uaowbLMgSG6N2VKCcchzEtgXrdu3RuuGxwc5OWXX+ZrX/saAFdccQWf/OQnGRoaQil12GUtLS3z0WQhRI24lokbN8nEHZY0xykHIWU/pOQHZCuzD+aKk710lqEnB3Ita157o3Pd57HzojtY9MtPsPixP0dlziMRLsePtU2c9C72Y/viMfxiJeDtxM3uwsnumji3/DwA5UQ3xeaVlJpX6vP0yfU/nXcYYJeGsQqDOIUBrOKgDouFQezCQCU4DmEGJRQGoZMgcFOETlKfuymC6mUnReAmJ5YFborQjpHOvU7Ttk04lVDsZnfi5PZN9O4qDPx4B+VUL/n2N1FOLaac6kWZDqZfxAyKGBPnpQP+NoOSvlxdHhQJ3CSl9MmVINwxEYz9WMsRA7+f6Jx2uRF4WKVqkB7iy7/YxdXWY5z+1GfIb32Q/jfdjJdaPGur51gZXp7mzT8g89p9mH6B8d63MLz8PeQ2P8FJuWdof+mfaXv56+Q61zG25DJyXeeAKVWh8yETNbnutOjE32MlxZaRgM0jAZtHQjYPB9y3sYxX+Vh1LehrMlnWrEP0mjaL5RkJ0TXbWvfs2UNnZyeWpT9MLMuio6ODPXv2oJQ67LKjDcwvvvjirLd9OpHsDtzCfgInOa/P+8orr87r84n6caKtewuIKoUXKvwQcn5IwVMUff23pnAsk4g91x/wEbYv+zCnbf0aff3/F7P/4QOWBoZDyclQdDMUnWaKboaS00zRyVB0myk5GeygSLzUT7y0j0Sxn3ipn0RpH1FvZOJxFAZFp5lctINcZh35SAdm6JHObyO973madv4HACEm2VgPo/GljMb7GEv0kYt0HlNdrBmWcf0srj+O62exgzyGCiunAIOpl5U+ry5n8rKlPCLeKJHyCFFvBNcfx+DA6XxDw6bopCk5GcacRRTjayjbKaywjBPkcII8jp/HyQ7i+DuIBDmcoPCGx6k6ecrj5iLtDEW7yHWeQT7aSTbSRT7aQWi6B95pvHrBBZomr7cqp4NuflhB5bHGc0BuhneaiSiwiP8VrOUbwWX8aPm/sXz3D1ny0//OtvZLeb3r8je+pnlghmUWD/ycvn0P4wZZ+tOn81rXFeRii2AEaL2QXa0XEu/Yy6KhJ1g08CSL9j5J2U6yp/kcdrVcoG87C1ZUzrdu3Torj7eQpYGzInBWJ9AJfgh7ixY7chY78xY7cjb/ud3iJ6/rz46IqTg55bMi5bEi5XNS0icyByXRga9L8p5++unZf/DjtOB/3q1du5ZIZB57XAbSMLYToul5e8pXXnmVNWtWz9vzifoh6/5AXqAoBQFlP2TvaJFcySfu2rhzeiDhUvpXncOTW15nWXdG95IWBnAK+yu9pvuJFQZIFbZgjwxiqMPXsAZ2Ai/VQ7n5TLLJXrxkD+VkD15y0QE9x9XvqbHKySoMEh3ZRHR4I9HhjSwafprFgz+vPGaMUmYFxUovtB9rwyqPYZVG9ak8il29XBqpLBvBDErH/I4ow0QZFhgWynTwo834qTaK0VVkY626PjfWhh9tJYi1HrIn3gBCoFQ5vfFJQkwvj+WNY5bHscrjmF4Wy8uxayygednZePHOA0YyiVZODe2JMUJM7HXXsaP4Ttpe+hon7XiI3vHn2H/6jeS6zpufMo3QI73tYVo2fhu7OESu40z2rvlDSs0raQfaKzfbunVr5fijpficz/YwIN7/DOltD7Nk78/p2/8oxcwKxvouY7znEkL3ODqbntNncrzTsTl4LlOlFPvzipcHA36z3+fF/RY/3OmgAMuAFS0Wp7VbrG2zWNtu0RQ5/s9Z3yuzbctmzj57fieJKpVKR+xgrVlg7u7uZt++fQRBgGVZBEFAf38/3d3dKKUOu0wIIQ7HsQwcywYXmmMuY0WfXcN5Rgoeccea2+BsmASVA7NKzSsPfRsV6HrVwuBEoA7tqA7FqV4CN31MYSeItZKLtZLrPr/yPCFOdtdEgI4Ob6T5tfsxlP+G+4amTRDJELhpgkiacrKXIKIvV68LImkCJ4kybaiGYdNCGaYOxRPh2ATM+QlshknoJnXAShz43TCwdSvJ5Oz0WtazINrMvrM/wmjf79Lxwt+z6Fe3k+s8h/7T34+f6JqbJ1UBqR0/o/XV/42T30eh5RT2rvtzCm2nzez+pkW+6xzyXedglkZp2vkzmrY9TMfz99D2m6+Q676Asb63kW9/06zVr4tjYxgGHQmDjoTJW5foCc+yZcVLAz4v7g94cX/A/RvLfK+yk7OvyWRtuw7Pa9tsupIL64DCmgXm1tZW1qxZwwMPPMBVV13FAw88wJo1ayZKLqZbJoQQR2IYkI7ZNEWbGCmU2TlcYCTvkXCt2g1dZ1gEsTaCWBslVs3h85h4qcV4qcWML7lUXxWUiYy+jlUaJYg0TYTk0I7V3YFj4ugU29ay/a1/S2bzv9H622/R93//hOGV1zC84r+irJnN7HpEKiS5+3FaXr2XyPgOiull9F9wM/mOs495+wkjaUaWXcXIyVcSGd1M07ZHSO38Galdj+G7TeS6ziXXfQH5jjPqvzb/BJF0Dc5b5HDeIr1dlQPFxqGA3+zXp0e3e/xosy6rWNFscsVyl99Z4hBzGv8zZl4C8+23385DDz3EwMAA73vf+8hkMvzoRz/i4x//OB/72Me45557aGpq4q677pq4z3TLhBBipgwDmuMu6ajLSKHMrpEC+YJHwrGx57zGuX4oy6XYIuU7C5ZpM7LiPYz3XkL7i/9E66v3ktrxKPvfdBP5jrOO+WENL09s8CVaX/km0dHNlJO97DnnY2QXXTh7Y0YbBqXMcvZnljOw9noSe58kseeXJHf/kvT2RwitCPmOs8h2n0+u6xxCt+nIjynmhWsZrG23Wdtu8/8CQajYOhryXL/Pg697/M9fF/nys0XWL3W4YpnLsubG3WswL4H51ltv5dZbb33D9cuWLeN73/veIe8z3TIhhDhapgktCZdMTAfnHcN5cgVFwrUbaqpuIaYTxNrYe85fMNb3u7Q///f0PH4b44vezMBpf4wfazvwxkphlsd0eVC+vzJudOW8oM8tLwuAF+9k71kfZnzxW+e0VEJZLtmei8j2XAShR2zgJZJ7fklizxMk9/wSZZgUWk8l130+2a7zjzjKiJhflmno0TWaLd6z0uWVwYAHXvN4aIvHA695rG61eMcyh7cucYg2WIfFgj/oTwghpqoG53TMZShXYtdIgVxZgrNYWPIdZ7J9/ZfIvPZ9Wn77HRL7nmZ06f+DGZSwKxOpOPn+NxzcGdoxvFg7fryDYstq/FgH5eSiyjBws1TeMVOmQ6HjDAodZ7D/9JuIjLxGcs8TJPY+QftvvkL7b75CMX3yRHgW9cUwDE5pszmlzeamM6M8srXMA5s9PvdkkX94tshlS13esdxhaboxep0lMAshTkiWCe2pCM0Jl6GsLtUIyoqka2NJcBYLgLIchlf9HuO9b6X9N/9I8+YfELhNeLF2vGQv+Y6zpkykos9DJ1mfNe2GQal5BaXmFQye8oc42d2613nvE7S8+i1aX/3fk7dVgRwwWGeaIgbvWRXh3StdfrM/4Eeby/xoc5n7N5VZ22bxjuUOlyx2qOfDBCUwCyFOaLZp0NEUoTnpMpgtsXO4QMQyibryhSsWBj/RyZ7z/weE/oKZLMRLLmJkxXsYWfEerNIIib1P0vns3wHQ+/O/ZN9ZH8JL9tS4leJghmFweofN6R02f3JWyENb9EGCdz1R5J5nSlzWZ3J+nU7XXZ+tEkKIeeaYBl1NUU7tbsIyDcYKHoeZF0OIxrRAwvLBgkiGsb7fnfjbHd/Gkp9+kMxr9+veZlGX0hGTa1ZH+Of/kuDu34lzZqfFD14LeGwgUeumHdLC/O8RQohjFHMtVnal2DWSp3+sTDIitc1CNJJt6++h47kv0v7iV0nuflx6m+ucaRic2WlzZqfNeKHE3u3jR75TDUgPsxBCHMQ2DfpaEizvSFDwfAol6aUSolEEsVb2nH8be8/6iO5tfvRPybz2A5hmlk1RH2K2gVmn/RMSmIUQ4jCa4y6ndKdxbIORvIeSEg0hGoNhML5kPdvW30O+7XTaX/wKvf/5MZzs7lq3TDQoCcxCCDGNqGOysrOJ7nSU0UIZz5deKiEaxWRv84dxx7ax5NEPktksvc3i6ElgFkKII7BM6G2OsaqziZIfkiv5tW6SEGKmDIPxJZeybf09FNpOp/030tssjp4EZiGEmKGmmM0pi5qIuzYj+TKhdFIJ0TCCWCu7q73No9LbLI6OBGYhhDgKEdtkeXuS3uY4Y4UyZSnREKJxVHubL/3SlN7mv8TJ7qp1y0Sdk8AshBBHyTShOx1ldXcTfhiSLUqJhhCNJIi1Telt3krf//0AbS98GbM0WuumiTol4zALIcQxSkVtTulOs30wx9ZSoCc7OUbVAThMw8AELNPANA1Mw8AyjbqcrViIhlbpbc53nEXrq/eSef1HNG3/KcMrr2Fk2TtRVqTWLRR1RAKzEEIcB8cyOLk9yXi/w6pFTTO6j8Fk+lUoAqUIAghUiO+HlIIQLwjxAkXZDyl4IaGCqZlZAZZh4FgmjmViyv5CIY5JEG2m/4z/zsjJV9L60tdoe/nrpLf8iME1f8j44reCIf9cQgKzEEIcN8OAiGUSc6w5e44g1IE6CBV+qAgCRcELGC/65Eo+oQJQGIaBYxm4liUhWoijUG5awp4LNhDb/wJtL/0zXc/8DZnNP2Bg7fsotJ9R6+aJGpPALIQQDcAywcKEKZk8g0N3GpSCchBS8kLyns940Sdb9AkrM60YGDi2hGhxbHxf4YchhmFgGdVSIQ7c5bGAFNpPZ8db/obUzsdofflf6P3FreQ6zmbg1PdRTi+tdfNEjUhgFkKIBmcYevSOiG3SFLPpapoM0WU/pFDWIXq85OOHCsswSETsBVkXXfQCCl5I0QtwTBPLWoAvcp4EgWK85BOxDVJRBy9Q+EFIyQ/wQ1XZq6Fzs0KPIlAdM8ZE190X/RDPD7HMBisbMkzGF7+V7KILSb/+AC0bv8OSR/+UsSWXMrjmDwhibbVuoZhnEpiFEGIBmhqiU1Gbjkp5ddEL6R8vsm+shGPq4NzoPYWeH5L3AgCSEZt01CTqWBTKPuWymvLyDBzTwLJ07fdC/MEwG5SCbMnHAJa0xGhLRrEOEXaDEEKlCEI15XyyFt8PYdg2MUyDfNknUHpdGAaESh/gaht6fdh1GqiV5TKy4j2M9V1Gy2+/Q3rLA6R2PcbwsncxvOJqlBOvdRPFPJHALIQQJ5CoY7KkJU57MsKukQLD+TJR2yLqzl399VzwA0XRCwhCRcw16WuO0xR3iNgmathmRUdS3y5U+gBKX1HyA/JeQL4ckCvpAFdlHTQaicHUy5UDNaf+XVloVK+e5fAdhuCHIUGga9ZD1AHLR/IermUQc2dxT0ElKPuhoqspSlc6ijNND70uEzKmvc1oymZNVwrQ68IPFF4Y4rUrab4AACAASURBVAd6fZR8vTegUNbPa1T6qw3DIFlHe0FCN8XAaTcwcvIVtL38L7Ru/A7prT9hdOnl+Iku/FgbXqwNP9oqIXqBksAshBAnoJhrsbwjyXjJZ+dwgZF8mbhr49p12M1XEYZM9FS6lkFXOkom5hCbJuzbpoFtWsQcmPqVpxR4YUi5EqaLXkDRC1AoVKhLC5TSo5iECqj0poZKgVKElfaAvr4aZw8eyURfp2t+9alSA1wJ4KHSZQ6BovLY+kEswyDqWiSjNjHbxLUtHNsACgCs7koxkCsxlC2jgLhj4RzHuqu+/taES3cmNicHsOp1YRCdmALCOWB5UPmR4IUhw1mPvWNFIrY57fqdb36ii73nfJTh5VfR9tLXad34nTfcJrDj+LE2/FgrfrRt8nKsbeLv0ElQN78GxIxIYBZCiBNYKmKzujPFaMFjx3Ce0YJHwrWx66T2VykolgNKYYhtGLQlXTIJl+Rx9qwaBriWiWuZ4MLB4e1oHa48oRqIqz3dfhjiB+iQHCpc2yQVdYm7Fq5l4VgGtm3imNO/uFTUJhW16c3EGcmX6R8vMpIvY5smcdeecXmD54fkygHJiMXq7iZSkdrFAssEyzSJYJJssWlNumwfyjNS8EjW0TYJUGpexa6L7sQIPKziIHZhALt6XhjAKQxiFweIjG3DKg5jHLSHwI9kGF+8ntG+y/BSi2v0KsTRkMAshBAnOMOATNyhKZpmKFdi50iBXFmRijhHXVcahlTGkA6n1KwaqEr5w+QELdUe3INUalurva+GAS1xl6WJCImIfcha2nowk/KEueBYBu2pCG3JCDnPZyhbZiBbJlSKmGMddo9BECiyZR/XMljekSATc+uuwzPuWqzqTDGcL7NtMI/yqKsyDQBlObokI9F1+BuFPnZxGLs4gF3QoTo2+BKZzT+g+bXvU2g5hbG+yxjvuQhlx+av8eKoSGAWQggB6Cm/21IRMgmXgWyJ3SMF4PC1pEGgJiZYUSiU0jMUJiI2rQmXmGsRcUxMw5gobzigzEFXN0yUNCh0gg5CPZlLxNYlCUfqbRX6R0/StUm22HRnYowXdEnDaN7DMo2JXmelYLzoYRoGfc1xWpKRuv0RAvp1tSRcUlGHvaNF9o4VGq/m3rTx4+348faJq0aWvwurOExqx09Jb3uYzmf/lvbf/CPjPZcw2ve7lJpXSslGnZHALIQQ4gC2adDVFKUl4bJvtMTesSK2qcfgLVcLdwHX0mE6GbGJVeqfXRl9ouYc06Al4dKScMmXAwazZQayJfzKOHDd6SidTdMf0FdvHMtgcUuMlqTD9sE8I3mPZKS+yjSOVhBtZmTF1Ywsfw/RoVdIb3uI1M6fkd72IKWmPsaW/C5ji99KGEnXuqkCCcxCCCEOw7VMFrfEaE9F2DdeBCDpWriORdS2GipwnajirkW8JcaiTIxsySdim0SdOu5SPoKEa7Oqs4mhXIkdwwWolGk09NCIhkGx9RSKraew/7QbSe56jPS2h2h/8Su0vvw1ct0XMNZ3Gfn2M2Sa7hqSwCyEEGJaUcekr0WGympklgnp2ML4yq+WDjXFHfaMFugfKzf0j4CpQifO2NLLGVt6Oe7oVpq2PUTTjkdJ7fo5XqydscXrKbatpdi8Uo+0IebNwvjvEUIIIcQJxbVM+loStCYjbB/I17o5s66cXsrA6TcyeOr7SOz5JU3bHqZl43cxNn4HhUE51UupeRWF5lUUm1dRbuoDs4FquxuMBGYhhBBCNKyka7O6q2ni79GCNzFdt20YOLbZ0DM7Kssh23sJ2d5LMMtZoiObiAz/lujQb4nvfZKm7Y8AEFoRSpnlFJpXUWpeRbFlFb5M4T1rJDALIYQQoqFNHf7w9N40JT/UY0yXfLLlgGzJIwwnB55wTBO7MkV6I9U/h26SfMeZ5DvO1FcohZ3fR7QSoKPDvyXz+r9hhj4AXrS1Ep5XUsyspJRZTigzER4TCcxCCCGEWDAmJqSJ6CHpQA+nVw5Cyn5IyQ/IlQNyRZ/xko+qDGt4LOOO15xh4Ce6yCa6yPa+RV8VeLhjrxMd2kh0+FWiwxtJ7nkcAIWBl+yh2LyCYmYFpeYVlNIno6xILV9FQ5DALIQQQogFzTAgYptEbJMUNtVChTDUQXqkUGbHUKHhh6oDXcJRqpRljPJOAMzSKNGR14iMbCI6vIn4/udp2vGovr1hUWrqo5RZTrF5JaXMCkpNfWBKRJxK3g0hhBBCnJBME6KmSZcTJWKbvNaf09OUH2aGxEYVRtLkO88m33n2xHVWYYDo8KZKkN5IcvfjpLc9pG9vOpTSJ+vwnD6ZUvokyk1LTuieaAnMQgghhDjhNcdd1iwy2bQ3SxAqYo00m+AxCGJt5GJt5BZdoK9QCie/l8jwRh2ihzfRtP0RzECPwa4w8ZKLKKVP0qemkyinT8KPtp4QsxJKYBZCCCGEQI+4saa7iU3942SLPsnoCRSTDAMv0Y2X6J6oh0aFOLm9REa34I5tITK6lejwRlK7fj5xt8BJUUovnQjQpfRJlFNLUJZboxcyN06gLUEIIYQQYnpRx2R1VxOvD+QYLXiko05DjaQxqwzdq+wlF0HPmyeuNr0c7thWIqNbKmF6K+ltD2IGJQCUYVJOLZk4sLDYvLJSF+3U6pUcNwnMQgghhBBTOJbB8vYk24dyDGRLpGPuiVB1MGOhk6DYeirF1lMnr1TBRG90ZHQLkZHXSO79FentD+v7mDblppMoNq+cCNLlVC8YjVH6IoFZCCGEEOIglglLWxM4lsme0QJNUbfxhp2bT4aFl+zBS/aQ7blIX1cdJ3pkE5HhTURHNpHa8VMyW34EQGhFKWWWUcysoNi8glzyJD0GYB2SwCyEEEIIcQiGAb3NMSK2ydaBHMmIg21LV/OMTR0nuudifZ0KcbK7iE4cXLiR9JYf0bzZA8DrfCfw/tq1+TAkMAshhBBCTKM9FcGxTF7bnyWqLCKOdDUfM8PESy3GSy1mfMml+rrQJzK2DXtoI/35FGtq28JDkjUuhBBCCHEEmbjDmu4UfhiSL/m1bs7CYtqUMssYXXwpBbe11q05JAnMQgghhBAzkKgMO+dYJtmihOYTiQRmIYQQQogZitgmK7pSJCI2I3mPQjmg6AWU/RA/UIQhUJ/HrYnjIDXMQgghhBBHwTENlrUn6R8vUvQC/FDhh4ogCCmFilAplDL0+M2VUR8UlT8rjxFzFt4U3AuZBGYhhBBCiKNkmdCdjh52eRhCgCKsBOhQ6d5npcBXIXtGCowUPBKOhSPBue5JYBZCCCGEmGWmCSYGmIcehi4TdRktltk5XCBXKJN0ZMi6eiaBWQghhBBinpkmNMdd0lGXkUKZHcN5cgVFwrWxLQnO9UYCsxBCCCFEjZgmtCRc0jGXoVyJnSMFgrIi6dpYEpzrhgRmIYQQQogas0w9QUpzwmUwW2L3SJGwrEhGHJmSuw5IYBZCCCGEqBO2adDZFKUlEWEgW2LPaAGlkOBcYxKYhRBCCCHqjGMZdKejtCZd9o+X2DNaxDIM4q4twbkGJDALIYQQQtQp1zLpycRoS0boHyuxP1siVIqIZRJ1LD24s5hzEpiFEEIIIepcxDZZ3BKjOxMlW/TZny0xUvAwkElQ5oMEZiGEEEKIBmGbBpm4QybuUA5Cxgoe/WMlRgsepmEQcywZlm4OSGAWQgghhGhArmXSlozQloxQ8AJG8h77x4vkykrqnWeZBGYhhBBCiAYXcyxiaYuupig5z2c4W2YgWyZQCtc0iTiWhOfjIIFZCCGEEGKBMAxIujbJFptFmTjZks9gtshowSdQauIYQQVYhoFtGdimiW0acgDhNCQwCyGEEEIsQJYJ6ZhNOpYEwAsVvh/ihwovCMmXAwpeQNELyJVDnaIrodk0DGzTwDInU7QBGEwGawMwDP2HUb16gYbuugjM69evx3VdIpEIALfccgsXX3wxzz33HLfddhulUomenh4+85nP0NraWuPWCiGEEEI0Hsc0cFxr4u+WxOSyMAQvDPXJV5T8gEI5wAsUCkWogBB9OVQoQCl9vVL6ekDfrrIsYlnEIpPP18jqIjAD/N3f/R0rV66c+DsMQ/78z/+cO++8k3Xr1nHPPffw2c9+ljvvvLOGrRRCCCGEWHhMEyKmSQQTXADnmB9LKSh4AbtGCozky8Rdu+GHvavb1r/44otEIhHWrVsHwLXXXstPfvKTGrdKCCGEEEJMxzAg7losb0+yqrMJhWK04OEHqtZNO2Z108N8yy23oJTi7LPP5iMf+Qh79uxh0aJFE8tbWloIw5CRkREymUwNWyqEEEIIIY7EMKApZnNKJM1QrsSO4QJBWZGKOA03YkddBOZ7772X7u5uyuUyn/rUp/jrv/5rLrvssll57BdffHFWHmemItkduIX9BE5yXp/3lVdendfnE/VD1n39kHVRPxbuumgCGuv1zVdb18zz84mjZyvFeCFgRz7ENCFmGxMHDQIEvgfA008/XasmHlZdBObu7m4AXNfl93//97n55pu57rrr2L1798RthoaGME3zqHuX165dO3Ew4bwYSMPYToim5+0pX3nlVdasWT1vzyfqh6z7+iHron4s6HXxsP5ebJTXN6/r4uf6rFHemxNZ0QvZM1pgIFsm6phEHX1goO+V2bZlM2efffa8tqdUKh2xg7XmHeL5fJ7x8XFAH1H57//+76xZs4a1a9dSLBZ56qmnAPj2t7/N5ZdfXsumCiGEEEKI4xR1TE5qS7C6O4VtmYzkPTw/rHWzplXzHubBwUE++MEPEgQBYRiybNkyNmzYgGma3H333WzYsOGAYeVEgwl98MsQlCAMINoEllvrVh07pUAF+nWF1XNfX4+hz50IOHEwF8ZQOkIIIcRcSEVsVnemGCmU2TGUp1Tyat2kw6p5YF68eDH333//IZedddZZ/PCHP5znFoljEvoQlHU4Dn30yOUK7ChEUhDtAcuBgU2gxiHWDMYc7+CoBlrQbVGqcl75e+I6JpdVl6tgMgRX7w+6zVYEbBeiSX3ZiYEdAdPWz5fdB9n9+jEMs7I8qo9+qCWlwC+CVwAVgmWDm5JgL4QQomYMA5rjLk1Rl4HRcfL763Pmk5oHZtFgqqErKEEwJRhbrg7GyW59bleCpHXQOI7JDhjZDoOvV0Jn0+y3MfCgOFoJq3F9bph6kEnDqvxtTF5/qJPl6NdkWvqyaYPp6JB5JMkOPQJ8Oavbkd0L+UG9zLTBjc9fL3voQzmvf8wAxDKQXqLbkO2H0Z2AAjeh19dctsOUjxshZo1Stf8RLsQsskzobIoynKjP74r6bFWjC4Nat2D2KAV+Abyi7pU0DIhmINGhw64dATumw+9MWA60LoNUl+5tzvZDNKV7YI9XUIbimA5m7asg1f3GwD5fTFO/P9EmyCzWIb40DrlB3QNdHNO3s+egfMMv6pCsQv1epLog0Q6RpgPXU7xFr4v8IAxvhdyAbkek6fjbo0Ldk+0V9N+mDaEHhq3Xt4RnIY5eOTt5OTcATmUPXj3yS1DOYZVH9WV7Hg++F2IOyLfWbEu06UCU2z9ZjtBIVKjDsT81IDfrXsloE7jJ2Ql3bgIWnaEDZP8rUBrQvZ/HEqT8kg6jVgQ6ToFk58x6gueT5eiAGm+B9hU6SJbGK+UbA6CqvfUAlZ4j09I94qal35fq5YOFAXh5/T4odCBtXa7LXtwk0w52aTk6UKe6dHvG9uhe5zCASFyH+ZnyS7odYaUUJd4CLcv0duPE9bLxvXoPQ+BBJHF0jy/EiUiF+gd26EO8Faj82F5yPgxu1uVfblx/ptZa6OvPkSDQbWpdTnFPWX8mZAf053IkKT+YRUOSrXa2xTLQdyEUhmF4mw7OpqNDw1zX7B6LAwKy0pkt1gKZWQ7Ih5Nohb4LYGwXDGzUoTCantmuRr8IxXEdurpO072ojVKP68T0qVq+4RcnDyAMfR0oq+slKOkwGhT09RMMrNKILvtIdkCyS/9Ac46xtz6SgvYUtJyse51HtukvY/MwvcJTgzro9ZBZCvFmXRt98I8WN6F7tDN9B/Vq2/q5a7nuQh/Kucr7a+jXUI//r+LEEfr6f1spSC+GdK8Om/xIL482Qc+Z+rtmYJP+rnGTc1tadSgqhFK20ovs6v/vRLv+nzYMvPgA9J2lg/T4Xv1ZH/qVz8D47JSV+KXJvVkA+WHZkyVmnWxNc8EwJnsTS1ndYze2Uy+LNM1OmUBQ1mEl8HVoyg3q51UHTTs57XVKh4JYs/6Qi6bmPiAfimnpgJ7ogKHX9fs1XY+Jl4dSTn95LDoD4m3T96LWO9PUr3cmwvCAYJ0bdODki2f39Vs2pDr1qZTVveAj23VJhR3VoVJVtp1ku+7Rj6Rm/kU99fGLYzC2e7KWulr/Ph8qu4z1AZCO/sGR7NABZHDzZMmREPPJL+r/O9OG1hV6789022GsGXrPgfwQDPy2UuaWntttVynwcvpHvWHq8rdUly7XO9RnkWFMlqi1LtP/YyPb9feWaejvnaNpbzUgVw/qdhP6R0VV81IYrezJslz9XSE/gMVxksA81yJJ6FgNLSfpX9fDW6DoHf1BVtWDt/yy7gW2Y5DqgXgruaEY9J05JRhPCcjTXWeYuh310ivrRKHzFGhaBPt/q3s3Y+nJA+TKWSgX9JdBz9n6B8mJdtCLaYLpAvo9CZ0jlFwcr0hSn5qX6i+5sd36/Y9lKiNsHOdzT/0SzQ3o/4/cgA6wkdTsfsmpUP/Y8or678iU0pVKbxigt6tIE+x9Qf8wbbSyKjE/qnvnJno21eQBw6Y9eT6jx1L6880r6v+3rtN1ed9MP5sNQ++ti50P+QHYv1H36M72MJ5eQf/IBN2+ttX6/+doSuBMS9830aYfL7cfhrdXyuoOM3LPoQJyZslk2dnBx9C0nqw/s4ojlV7t3fo9dmexV1uccCQwzxc7As19erdabgCGX9eB0Inqf/iD/4FDX39AVHd321Hdk5doq+x2m9ztHtqx+qhfmy2xjO4xyfVD/6sQjuq8H2+BjlMrQ9LJB968mvolNxcsB5oqvVTFUb3bdmw3YOgvw4mRTayDLh9hOwh9HUQCv1JX3Qptq3Qgnq50Jdmua0T3vqDLR2J19uMs8PTnQz394K0HQRkCD9PL6c9Oy5m9H11hoA+A9kuVPSyW/kzK9Ok9RNXl5VzllNflVMDEaEKGURl9pxKoMaBUqU9OdOjSsmjm2Lc109R7SeJtOigObtJ7cY72+JDqkJxBeXLMeRRE0tC5Vr/u2ejBdmI6+KYX6//7iZKNECxLn6P0d950AflQTHNyT2/bCiiMTPZqG8zv3iyxIEhgnm+mpXdFJzv0r9+JOmdbL6sGZMvVdWDVgDzTXfYLhWnq8BRv1R+ikZT+0BcLm2Ho9RzL6N7f7H4deENPh8SpNd6hr3v5DnyAKZcr44CnenXvW6Tp6HrC3AT0nKP3dozt1F+8tayJrPZC+iX9+RBv1Qdp2o7u9T9RhIHeHvzylJr+Shh14uCm8CIZHZQLY1MOqK30ANtuZYhId/pgenCnhWHr7ailXfcCO4kj72EJg0qIr4xR7xcrYTqrHzso606Upp5KffIsMU1IL9LfM+N7dIlR6Os9dqatt6Xq/1TgVcadh4k9kaat38tYa+W1Vjpl5qpj5uD/+/yg/sERS888IE/HcirlY+2VXu1BXbKRG9DbRLRJ6p3FEckWUiuGoX8tx5r1B+jobgiKkwdLyG4jzXL0sGzixGNHINM7/W3CsPJlH+pwMvWy5eov+OP5P7JsXSYUTUP/y5PhYT75JV3TitJ7mdK9k7WiLSfpA77G9+mJdBbSqCNhUDnotTLKQjX0mrZer8nOSp15dPJUCbClPT4sPlsHw8CbfJxyTu/6L43rmt+ppWqmrbeVwGdibPl4mw5ZbuLYPpNNC8zY4beZuR5L2bL152eqC0Z36T2b1VFsKj8uiKQmx4a3I/q8VsNxVtuc6py7x3di+nMl3aN/uGT7YXSH/kFju7U5jkc0BAnM9cBN6KHGhBBHxzSBOT6YxzD0F2wkCXue11+ssTnu0VVhZXguTweb9tU6uB28C7k6PGN+CPa/qnvMounaBp7j5eWhlNehJd6qX4+bqIz5Hj263kajUtJTvc/UkiKlKqPPlCYPAA28Sk17cn5m55yvThHLgZalOiQqVSlVOcE7ZAxD/1iIpKD5JL3HN9uve+RDX79HEp7FFBKYhRBiJmIZXde870U9pmyiZfaPvJ84qMrQPcmprpkNsxhvgcXn6y/7gY06cMcyjTMyQBhUankDXTrTfboOy3M5nrph6Dr2Yx2GsRE18g+puXRwvXNxdEp4roy0IeH5hCeBWQghZsqOQPeZevjDodcPHMXlWIW+LrkIfR0Wu06rhMWjDDemqXsQE+16jOuRbbptczH9/GyZ2puc7tUHfsqoJKKWTOuN4Xl8rz6pKaVeEp5POBKYhRDiaJgmtC3XQXTvCzpEuzM4YKt6sGJ15IHqQVamrUcJSHXOTli0XWhfqYdnrE4/fzTjZFepsHKwWmlyQhcqZ5Y7Wet6tL3YtehNFuJYTA3P7askPJ/g5BNKCCGORbJDl0HseV7XECtVOcisPDG82QHjoFd368bbJidFsaN6Sve5GEs7ktQzweWH9PTz2QGIH2J4sWqbJ4Jxpb2GracvTy2anAhDhZVp3cf0cGWFUR0cqgfkWfZkmD74ebyCnnBIepNFIzpSeD6kg0qpDphITB36Ngff3+AQowEddD/TqpzsydOJXqM+ByQwCyHEsYokYfG5sP9V7PJvdTh1E3rc5kjqwIPValU/Gm/Rtddje2Bwox5ZxOCgCYySk6NOODE9MZIdmeZLt0efVQ+c84uV0TzGdZgujesQPvGlrqQ3WSwcB4Tn1ZVAq/S5UlP+Vm9cBgdeNgx0MDYOvDzduQorwwL6+twrVIZALOjJb0rjU0L2lP9By9H/37M5mc0JRD61hBDieFgOdK5lvC0Ly86rz2naTUuP9JFs18HZtPVQYgcNx3bUDj5wbupwYNXh3PySDt/SmywWovkYqedYVMN0dcz6wNO94rn9eu8Q6M8FJ6b3ckmP9BFJYBZCiONlGCjLrc+wPJUd0cOLzQfLmZziXAgxvyxbn6Yeu5Dq1Mc3VIdRLIzoAJ0fZKL8o7qHSQL0G0hgFkIIIYQ4UdgRfYq3QOvJuve5nNU9z7n9UKgck0FlD5Id0aVbjTJM5RyRwCyEEEIIcaKynMmZh5v79Ag21Vkxc/v1eejr0xtM7YmeUpdtmGBUSz4WxvjfEpiFEEIIIYRmWvoA4GiTHtu9qnoQYxhUDlwMplwOpywLdK+1V9CzjxZGda5u8JppCcxCCCGEEGJ6hqF7jY923OmJmulRyO/XowkxteQj2hBjWUtgFkIIIYQQc+OAmumTKiUfWSiO6wMO80OgKuUedVwnLYFZCCGEEELMD9PSkyFF03q4S6XAy+te6PwQfnSs1i08JAnMQgghhBCiNgxDT/LkJiDZQWlHrtYtOqT67fsWQgghhBCiDkhgFkIIIYQQYhoSmIUQQgghhJiGBGYhhBBCCCGmIYFZCCGEEEKIaUhgFkIIIYQQYhoSmIUQQgghhJiGBGYhhBBCCCGmIYFZCCGEEEKIaUhgFkIIIYQQYhoSmIUQQgghhJiGBGYhhBBCCCGmIYFZCCGEEEKIaUhgFkIIIYQQYhoSmIUQQgghhJiGBGYhhBBCCCGmIYFZCCGEEEKIadi1bsBcUUoBUC6Xa9yS+VEqlWrdBFEjsu7rh6yL+rFQ10V73AIa6/XNW1tjndUnnJ/nE3NmvrfvalasZsdDMdR0SxvY+Pg4GzdurHUzhBBCCCFEA1i5ciWpVOqQyxZsYA7DkFwuh+M4GIZR6+YIIYQQQog6pJTC8zwSiQSmeehq5QUbmIUQQgghhJgNctCfEEIIIYQQ05DALIQQQgghxDQkMAshhBBCCDENCcxCCCGEEEJMQwKzEEIIIYQQ05DALIQQQgghxDQkMAshhBBCCDGNBTs19nwbHh7mox/9KNu3b8d1Xfr6+vjrv/5rWlpaeO6557jtttsolUr09PTwmc98htbWVrZs2cJtt93G/v37sW2b0047jQ0bNhCNRgH46U9/yt13300QBJx66qnceeedxGKxNzx3uVzm5ptv5sUXXwTgV7/61YyWHeyZZ57h7rvvZmxsDIC3vOUtfPSjH8UwDB555BHuueceyuUySimuvvpqrr/++ll7/xpZva776dbnoXz3u9/lK1/5CkopLrnkEm699VZM02Tfvn3ccsstvPzyy/T19fH9739/tt/CWbPQ10UYhtxxxx08/vjjWJZFR0cHd9xxB52dnbP9Vh63hbAuptv2f/WrX3HjjTeydOlSAFzX5Xvf+96svX+zaSGsi+m+g7773e/yjW98Y+K2N9xwA1ddddXsvYEnoNneZo4mi8Dht69aPQ4ASsyK4eFh9cQTT0z8/elPf1r95V/+pQqCQL3tbW9Tv/71r5VSSn3pS19SH/vYx5RSSu3YsUO99NJLSimlgiBQH/rQh9QXv/hFpZRS2WxWXXjhhWrLli1KKaX+6q/+Sn3hC1845HN7nqd+8YtfqJdfflmde+65M152sN/+9rcTz1cqldS1116r7rvvPqWUUs8995zau3evUkqpsbGxA17Tia5e1/106/Ng27dvVxdffLEaHBxUQRCo66+/fuK2Y2Nj6te//rV69NFH1bvf/e5jeIfmz0JfFw8//LC65pprlOd5Siml7rjjDrVhw4ajfJfmx0JYF9Nt+0888UTd/z9ULYR1Md130BNPPKGGh4eVUkrt2bNHnXvuuWrHjh1H9R6JA832NnM0WWS67asWj1MlJRmzJJPJcN555038fcYZZ7B7925efPFFIpEI69atA+Daa6/lJz/5CQC9vb2ccsopAJimyemnn87u3bsBeOyxx1i7du1EIpZKNgAACFJJREFU78W1117Lj3/840M+t23bXHjhhYec/3y6ZQdbuXLlAb0lp5xyykR73vSmN030YqVSKZYtW8auXbuO+Jgngnpd99Otz4M9+OCDvO1tb6OlpQXTNLnmmmv493//d0Cv73Xr1h2y96jeLPR1AbrHrlQqEYYhuVyOrq6uo3iH5s9CWBeNtO1PZyGsi+m+g8477zwymQwAXV1ddHR0sHfv3hm/P+KNZnubOZosMt32VYvHqZLAPAfCMORb3/oW69evZ8+ePSxatGhiWUtLC2EYMjIycsB9isUi//qv/8r69esB3nC/RYsWsWfPnvl5AcDg4CAPPvggb33rW9+wbPPmzTz33HOcf/7589aeRlGv63669TlXz1lrC3FdrF+/nnPPPZeLLrqIN7/5zWzZsqUhSqMadV0cydatW3n3u9/NNddcw3333XdcbZkvC2FdTPcd9Ktf/YqxsTHWrl17XO0Rk2Zjmzkas7V9zfZ2KoF5Dnzyk58kHo/z3ve+d0a3932fD3/4w5x//vlceumlc9y6I8tms9x8881cf/31E78Wq/r7+/mTP/kTNmzYUJd1k7VWj+t+uvW5kC3EdfHSSy+xefNmHnvsMX7xi1+wevVqPv3pT89BS2fXQlwXp556Kv/xH//Bfffdx9/8zd/wpS99iccff3wOWjq7Gn1dTPcd9Nprr/EXf/EXfO5zn5uotRbHrx63mVqQwDzL7rrrLrZt28bnP/95TNOku7v7gF1MQ0NDmKY5sfsoCAJuueUW0uk0t95668TtDr7f7t276e7uBuATn/gEV111FVdddRWvv/76Mbf1UI9TKBS46aabePOb3/yGnqvBwUHe9773ccMNN/D2t7/9mJ93oarHdX+49fmBD3xg4nGy2ey0z9mIFuq6uO+++zj//PNJpVKYpsmVV145s4NVaqiR18V0ksnkxO7cxYsX87a3vY1nnnlmBu9I7TT6upjuO2jr1q3ceOONfOITn5goFxDHb7a2mekcvM0c6/fRbD3OYc2o0lnMyOc+9zn13ve+V+Xz+YnrgiBQl1566SEL5IMgULfccov6yEc+onzfP+CxxsfH1QUXXDCjgyqqduzYcdji9emWVRWLRXXdddepu++++w3LhoaG1Dvf+U517733TvsYJ6p6XPfTrc+DHepAs+9///sH3KZRDnJayOvin/7pn9T111+vyuWyUkqpv/3bv1Uf+tCHjviYtdLo66LqUNv+vn37VBiGSil9gNQVV1yhHn744Rk/5nxr9HUx3XfQ9u3b1fr169UjjzxyxMcRMzeb20zVTLLITLav+XycKkMppY49bouqTZs2ccUVV7B06dKJXUG9vb186Utf4plnnmHDhg0HDMHS1tbGz372M97//vezcuVKTFN39p911lls2LAB0MPofOYznyEMQ9asWcOnP/1p4vH4IZ//6quvZt++fQwODtLe3s7FF1/Mpz71qSMum+ree+/l9ttvZ+XKlRPXXX755dx8883cdddd3HvvvZx00kkTy6677jquvvrq2XkDG1i9rvvp1uehfPvb3+arX/0qAG9+85u57bbbsCyLIAj4nd/5HcrlMtlslpaWFq655ho++MEPztp7OFsW+roolUp8/OMf57nnnsO2bbq7u/nkJz9Zl+VRC2FdTLftf/Ob3+Rb3/oWtm0TBAHvete7uOGGG2b7bZwVC2FdTPcd9Kd/+qf84he/oLe3d2LZLbfcwsUXX3z8b94Jai62mZlmEZh++6rF4wBIYBZCCCGEEGIaUsMshBBCCCHENCQwCyGEEEIIMQ0JzEIIIYQQQkxDArMQQgghhBDTkMAshBBCCCHENCQwCyGEEEIIMQ271g0QQghxbNavX8/AwACWZWFZFsuXL+eqq67i937v9ybGQT2cnTt3cumll/LSSy9h2/JVIIQQ05FPSSGEaGD/8A//wIUXXsj4+DhPPvkkn/rUp3jhhRe48847a900IYRYMKQkQwghFoBUKsWll17K5z//ee677z42btzIz372M971rndx1lln8Za3vIUvfOELE7d/73vfC8A555zDmWeeybPPPgvA//k//4e3v/3tnHPOOfzRH/0Ru3btqsnrEUKIeiKBWQghFpDTTz+drq4unnrqKWKxGHfddRdPPfUUX/7yl/nWt77FI488AsA3v/lNAH7961/z7LPPcuaZZ/LII4/w5S9/mS9+8Yv88pe/5Oyzz+bP/uzPavlyhBCiLkhgFkKIBaajo4PR0VHOO+88Vq1ahWmarF69mne84x08+eSTh73ft7/9bW688UaWLVuGbdvcdNNNvPLKK9LLLIQ44UkNsxBCLDD79u0jnU7z/PPP89nPfpZNmzbheR7lcpnLL7/8sPfbvXs3d9xxB3fdddfEdUop9u3bR09Pz3w0XQgh6pIEZiGEWEBeeOEF9u3bx9lnn80HPvAB3vve9/LVr36VSCTCpz71KYaHhwEwDOMN9+3u7uamm27iyiuvnO9mCyFEXZOSDCGEWACy2SyPPvooH/nIR7jyyitZtWoVuVyOdDpNJBLhhRde4IEHHpi4fUtLC6ZpsmPHjonrrr32Wv7xH/+RTZs2ATA+Ps6Pf/zjeX8tQghRbwz1/7dzhzgOglEURm+oZgVYFlCFYBFottSkBl80FsmG8ARNQu2oPxk1Ys5ZwZOfeLn3ff/1EQD83s8d5qqq0rZthmHIOI55PB7Zti2v1yvHcaTrujRNk/M8836/kyTTNGVZllzXlc/nk+fzmXVdM89z9n1PXdfp+95EHfDvCWYAACjwkgEAAAWCGQAACgQzAAAUCGYAACgQzAAAUCCYAQCgQDADAECBYAYAgALBDAAABV+WZIGlGSmsNAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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