826 lines
1.1 MiB
826 lines
1.1 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "ea7d1a2b",
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
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"import numpy as np\n",
|
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"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns"
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]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "181190f4",
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
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"import glob\n",
|
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"import os\n",
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"\n",
|
||
"pfad = \"../data/tageswerte_pro_Jahr/*.csv\"\n",
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"\n",
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"dateien = glob.glob(pfad)\n",
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"dfs = []\n",
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"for datei in dateien:\n",
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" df_temp = pd.read_csv(datei, low_memory=False)\n",
|
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" df_temp[\"year\"] = os.path.basename(datei).split(\"_\")[2].split(\".\")[0]\n",
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" dfs.append(df_temp.astype({\"year\":int}))\n",
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"\n",
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"df = pd.concat(dfs, ignore_index=True)"
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]
|
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},
|
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{
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"cell_type": "code",
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"execution_count": 23,
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||
"id": "d3f4c318",
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||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"operator_name 0\n",
|
||
"domain_name 0\n",
|
||
"domain_id 0\n",
|
||
"counter_site 0\n",
|
||
"counter_site_id 0\n",
|
||
"counter_serial 1593\n",
|
||
"longitude 0\n",
|
||
"latitude 0\n",
|
||
"timezone 0\n",
|
||
"iso_timestamp 0\n",
|
||
"channels_in 13604\n",
|
||
"channels_out 13653\n",
|
||
"channels_unknown 212756\n",
|
||
"channels_all 0\n",
|
||
"site_temperature 0\n",
|
||
"site_rain_accumulation 0\n",
|
||
"site_snow_accumulation 14\n",
|
||
"year 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Daten bereinigen\n",
|
||
"\n",
|
||
"# replace various forms of 'na' with np.nan\n",
|
||
"df = df.replace([\"na\", \"NA\", \"Na\"], np.nan)\n",
|
||
"\n",
|
||
"df_backup = df.copy()\n",
|
||
"print(df.isna().sum())\n",
|
||
"# TODO Find if temp rain and snow values are missing in a pattern or at random\n",
|
||
"# convert numeric values to corresponding dtypes\n",
|
||
"df[\"site_temperature\"] = df[\"site_temperature\"].astype(float)\n",
|
||
"df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].astype(float)\n",
|
||
"df[\"site_snow_accumulation\"] = df[\"site_snow_accumulation\"].astype(float)\n",
|
||
"\n",
|
||
"# Mannheim subset, saved to file\n",
|
||
"df_ma = df[df[\"domain_name\"] == 'Stadt Mannheim']\n",
|
||
"df_ma.to_csv(\"../data/processed/bikes_mannheim.csv\", index=False)\n",
|
||
"#print(df_ma.isna().sum())\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"# Wie ist das verhältnis über den gesammten Zeitraum von Regen und Schnee?\n",
|
||
"\n",
|
||
"\n",
|
||
"labels = [\n",
|
||
" \"Januar\", \"Februar\", \"März\", \"April\", \"Mai\", \"Juni\",\n",
|
||
" \"Juli\", \"August\", \"September\", \"Oktober\", \"November\", \"Dezember\"\n",
|
||
"]\n",
|
||
"df2 = df.copy()\n",
|
||
"\n",
|
||
"\n",
|
||
"df2[\"iso_timestamp\"] = pd.to_datetime(\n",
|
||
" df2[\"iso_timestamp\"],\n",
|
||
" errors=\"coerce\", #If 'coerce', then invalid parsing will be set as NaT.\n",
|
||
" utc=True\n",
|
||
")\n",
|
||
"\n",
|
||
"df_ma = df2.loc[df2[\"domain_name\"] == \"Stadt Mannheim\"]\n",
|
||
"df_ma = df_ma.dropna(subset=[\"iso_timestamp\"])\n",
|
||
"df_ma[\"month\"] = df_ma[\"iso_timestamp\"].dt.month.astype(int)\n",
|
||
"df_ma[\"site_rain_accumulation\"] = pd.to_numeric(df_ma[\"site_rain_accumulation\"], errors=\"coerce\").clip(lower=0)\n",
|
||
"df_ma[\"site_snow_accumulation\"] = pd.to_numeric(df_ma[\"site_snow_accumulation\"], errors=\"coerce\").clip(lower=0)\n",
|
||
"\n",
|
||
"monthly = (\n",
|
||
" df_ma.groupby(\"month\")[[\"site_rain_accumulation\", \"site_snow_accumulation\"]]\n",
|
||
" .sum()\n",
|
||
" .reindex(range(1, 13), fill_value=0)\n",
|
||
")\n",
|
||
"\n",
|
||
"rain_sum = monthly[\"site_rain_accumulation\"].to_numpy()\n",
|
||
"snow_sum = monthly[\"site_snow_accumulation\"].to_numpy()\n",
|
||
"\n",
|
||
"x = np.arange(12)\n",
|
||
"width = 0.35\n",
|
||
"fig, ax = plt.subplots()\n",
|
||
"\n",
|
||
"rects1 = ax.bar(x - width/2, rain_sum, width, label=\"Rain\")\n",
|
||
"rects2 = ax.bar(x + width/2, snow_sum, width, label=\"Snow\")\n",
|
||
"\n",
|
||
"ax.set_ylabel(\"Akkumulation\")\n",
|
||
"ax.set_title(\"Monatliche Summe Regen vs. Schnee (Mannheim)\")\n",
|
||
"ax.set_xticks(x, labels, rotation=45, ha=\"right\")\n",
|
||
"ax.legend()\n",
|
||
"\n",
|
||
"ax.bar_label(rects1, padding=3, fmt=\"%.1f\")\n",
|
||
"ax.bar_label(rects2, padding=3, fmt=\"%.1f\")\n",
|
||
"\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# IDEE: Man könnte noch zeigen wie akurat Schnee / Regen sind, in dem man farblich darstellt ob die Temperatur > oder < 0 war."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "eb082a0d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Shorten der Labels für bessere Lesbarkeit im Plot\n",
|
||
"max_length = 15\n",
|
||
"df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "ea13a213",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\mannh\\AppData\\Local\\Temp\\ipykernel_26744\\1295171260.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" axs[0].set_yticklabels(range(0,3501, 500))\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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mPTbvjzPWmeY2bdqY7xTdnvreaYkBa3vUqFEj7N69e5Eeq+VErNdXokQJs1899dRTtsc52r+trBP9jOp7XqpUKfP+6Gd45syZUa7r+fPnzeddl3/t2jWH8+jr0OXrJXOP+h3k6n4U0/06Olp2Qx+fN2/eaLOadN+1stIjZmh8++23Zrxeimjtu45Ku1iZCPoe6jbR/Ulfm667jtfyIRFZvzVPPPGE+W1Jly6d2d/1s5MvXz4zTffniFlX9p8h/WylTp3a7DNausPKrNZskk2bNjndrvr9qfu+7pe6ruXLlzfjdZxmQUcUm9/SqD7r1nro1QJeXl5m/XV5+rnX8fr6NWtEX5N+PnS76GfD+kzrZz3id8GjsF5/xGwRLdmi4/V7wZmKFSuaeb766qs4zUjX7aH7j5UxE58Z6Xppq3VZqu6X9nR/1PFaGseRGzdu2N5PzV6PKatcjKMsTKu9oN9F+rydOnUy+4rum46+LxxtO318dN+HSN44zuA4Q3Gc8f84zkiaxxl6/KDtOm3vRYyRRDw20Hb3okWLzP2OHTtGKk+h47VknHKWkW5l5QYEBJg2h7bddflWJm/z5s1NGRF3t02tdvyHH35o5qlcubJZV41PWMvUknaOjn11vax10na4HrdZz5c2bdqwP//80+l6OlsPbadY62//unWf0VJDenWhfZvXautrDMVRCZLYcta+0nIlOl4/A85oW1vn0XWNiqtt0nfffTdcuyw+M9L1WDRr1qwO407Wd6Duw85Y3xFavjCmrHIxjmJ4Vvtfvzf69etn2rS6PWbMmGGOr2K67T755JOwlIBAejQ0OKo7hH7J2gcgNQih47///vtw80+ePNn2A+eIVeM0Yk2nVq1amfEa0Lp48aLDuqcRa4JaH2zrYF0DT47oj5TW/XZUQ0pL1uhri1i3SesbWYEIPXFgz76mVcQPoa6DBir0y1kDPvaXkGudNP1CdhT4isr48ePNYzTod+DAgXA/Llaw39GXsH7g9XVEbGjol5YVtNXA+qME0u1raL311luRlqXPZV1ub1/fKyp68G390HXt2jVcwO/YsWMmMKjTPvjgA4frp4P+MF+5csU2TQOR+uPr6FI7bXxYQbqIdF+MGHSyylAUKVIkUq1ZDWDqJUragIlY49daN93nNm7cGOm5dH7rR9xRINfaJ7XxYU/3CUfL0x96DZg6q78X3SWXzoJrcfH+6PeDBnXs17VChQoOf3xcfX+iYv1A6qCNF/tGrjZOrYZUxBIjeuJCG3DagP/111/DTdNgsVWrLmK9NauxHJPgnSPagLY/iRkxoGY11u2/+2L7HRTb/Si6/To6U6ZMMY/XhnFMAul6AKQNZ/382dPGsL5m3QejCqRrHUKdJ6JDhw6ZYL4+bvPmzeGm2f/WaDDWfnvrZ1X3Z53WuXPncI+z1sP6HNmfbNTfMqsUjW7fiKzH6fdBxIMZaz/W/TWi2PyWxiSQrvuUfS1r/ezoSROdpvu/NrDtT5zo/qnvkbNSK7GhB0vWgVrE714N4loH0M7ogbHOow3duAqka9KAzmt/oB2fgXRt2Ouyc+XKFem33UoQcJYcoKwyfQsWLIjR8+l3nx5M6mP++OMPp+0FR4Ouo6MDXHv63RbTbY3kieMMjjMsHGc8xHFG0j3OWL58uVmWJvg5Yx9I1za6tj312NG+XxOr/a8ldaMKpGti0969eyM9x9mzZ23B5oj9CrmjbWq9n3rMErGmtfW+OUrQ1PdYp+kJDvu+b9ScOXNMO1+ThCImHEUXSNfjJ32v7F+3HofoNK1vH7HNq++NFUdwVGolNqJqX40dO9aM133WGY276Dwa6I+KK21SjXlpYogeI1viM5BulS3S47oLFy6Em6YBdJ3Wq1cvp4/X+J/Oo7GymNDjN93P9DG6jaOKE0Qc9HGO6qo7KvMYH+3/xIhAegwP2jTTyZ4GVBwFkjV4q9l6+iGMGJzWH0LNXtbH7du3L1wARw+M9Syfs7M9GvDVx9l/+doHNxx1KBATVkA5YpDLCjbpdEesulURX7+1vTQ70xHdJvojotsh4hliZ6xghH7ZRKRBHCtQ7WrNPt3e+j5F3OauBtL1x1pfk37B3L5922GQQTM+Y8q+lq2jjLZffvnFTNdGh33A2b4BpXWqHP1g6X6mr9m+IaL7q657TGiDx8ro144uHLE+GxFPFlnrpjXvosvKcpSdZ12VENMfC/sDVEcNutgG0h/1/dEMa0cntrQDEJ2unz17rrw/0bF+IPUH29GJNysDQINN9uuu2RY6/vPPP3e4XG3IOjrJYTWWI76mmLKWq4HPiN8Xw4cPN9M0+zu+v4Oi2o9isl9HpUePHrbslpgE0u0PMKzOeTQIrv9rJraKKpAeFe2Yx1F2h/Vb46xjRD2Y0OmFChVyerDiKAip+6DVoI94hYD1OEcNPf3cWQ1B7YzqUX9LYxJId3QiyGowOssGsU46x0UNbP2dsb57I56wUJo1Yp+95Yh1ksHR42MTSNf3T7Nh9ODC/gA4vgLpy5Yts2WjO/qN0O8JnaYJDc5Y2zAmGeDaEZQeUFpBCWeB8DFjxpg2ne5zGnTQ+rDWAad+10TMnLe3ZMkS2wkqpEwcZ3CcYeE4g+OMpH6c8dlnn9mu0opJIN0+IU0z45WVMKJtSqud7iyQHhXr9zViokpCt03t2/HOrpizEjTt4zmaEKfbQZOYIsaULNZV+RE7ko8ukO4oi1tPmETV5tVEqriqgR1d++rjjz820zRJyBnrJIOjEx72Ytom1XastiP1xIT95ye+Aukal7GuenaUwd2gQQMzTT8fzlhtzZhkgGsCqlWTXhOAHF0tqwnCuiyNI+nJNx30alNNTrL2jaiSgw7/d7ys2zAloEZ6FLTO6vTp08399u3bh5umtYW9vLxM3TD7elFaR+rFF180Nbki1rtauHChqcOrNVa1vqx9DST9ztP64/p4R6xa5FqfPCKtTV2rVq1oa2br+mit9E6dOpm6ZTqsWbPGTD98+HC41209j9YXd8RRvSrrNSqrjnxEWtNLa67pdvj7778lOloj6+jRo+a+1gKLSGvGvfzyy1EuY/fu3TJq1ChTz1rfR+u16+vU98lafmzlzp3bvOc3btyQH374Idy0r776ytz27NkzxsuzanS3bNnS1HqLSGuUad2uW7duyfbt2yNN1/pUWqfKUX1lrYulr9m+3p3uj7ruuk/r8hzVk7Ps3LnT1OHSGtlaT87VfVXptnKmXbt25jZi/WzdX3Tf0u3haN/TWoFas33YsGHSvXt3sxx9jz/++ONI+/ejetT3R2tca13yiLSWt4pYv9CV9yemtDaf1kuMSOvjac1C7RNix44dZpw+n9bRi+pzra9J60br/uGolnhU73lUtKa51ufT74olS5bYxus6TZw40eFn61G+gx5lP4rta7x48aK51e0eU9bvkfZhYX8b8XfKGa2nrjV5P/jgA+ncubPtO1HrPUb1OrVOn36/xHTftehvpdZ2jEj3Qf2saI1DZ/1HaM3OiPRzV6hQoUjP+ai/pVHR2vkR6X5kvT5Hdemt6a7ULnREP4/62dTl6PfBmDFjJDHQfUf73dB69FrnMT5p3c6XXnrJfEb1tzyqmqlxQWuo6/Pt27fP7GsRf9st2l+H9rmibTrd57Q91qBBA1m/fr00a9bMLKdXr15On8f63FvfA0hZOM7gOCMmOM4Ij+OMxHucEZs2rba1tW631ZbV2tzaX5PVZ1l0tA2pfZ9oX3HaX4vVdtca6VG1aROqbRrd45y9N1prWreD1adRQrVpo5v+qG3amLavEtr7779vjgu1Tz5Hn5+4pP2s6b6gx2PaT4A+d3zTz4Ye4+pnU2vua639iFq3bm36VtA4kn4GdND9Tz9f2va22r1au90R63OvxwbO5klOvNy9AomZBmS08y798orYmaR2xqFfMn/88Yf54rcCLVYwQ4PWGgzUndG+wxj7YKHl+PHjts5LI3ZgGpEGfyJy1hmiZfLkyWan145HojpQt+84zAqGOVu2s/HWa4kusG+9Fu3gMLovGqUdcmmgzhHtRM4Rfb36hWB1QBaT1x5beiCtHYZp4Fy/qNSePXvMwbTuK64E2awfUWevSxsVOk2/pBz9UDt7nDVNA6TWdlVff/21CdLoD5kOVqeM2nGLbj8NnkV8f/XkUXSNG0f7anT7q54U0W2pnd7oOmrHclYnf/rDq8FR/VK3pz962snp/v374/U9jqv3x3572tPOalTEQLQr709MRbWP6PujDUdrH9H71vbTjl2io/NHbPBF9x0VFd0ftNMf7fDFavAuWLDAdDCkJ4aeeOKJOPkOetT9KLavUQ9e7N//mNBOr/U91IaQNvj090YfH5PvGW0M6W9QVB0fO3ud0e27etDhiDZItfMqZ4/Vz4qzzlxd+bw86m9pVByth/WbpK9PD8gisoL5UXU+Hh1tZOuJAT1Jpfv74sWLzQlkZ88V1e+8LsvVfc0ZTTLQfUk7cHXW6bgj8+bNM0NEHTt2NJ1HOaIduWtnuNevXzf7rrMTCXG1DTS4qSdKdVtrp6UrV640HXy5Qn8HhgwZYjqV15P52qmTo+9Paz2cdQSO5I3jDI4zYorjjMg4zkh8xxmxadNqclbt2rVtyYkaV9HO1aPrrNTqaFGPDa2O311p0yZU2/RR27Qa/IztMXds2rTOpsdFmzam7auEbtNqkpweZ2psT08oxZTGeTSZJKLnn3/eDI5obLFevXrmOFbji7Nnz3b4/sblNnj77bfNcZHGUJYtWxZt/M2RwYMHm+8K3dc2b97s8Djbfj20za7JJckZgfQoWAfi+oXx5JNPRppu/XhpwHzo0KHi6elp/tcfA/1ROHLkiDlDqIGeS5cumWw5PQDWLxB71plfq7fbqFStWjXSOO3x2Rk9s9ylSxezbtqrtZ790i9HzR7TD632VK3TH14FFHPOvtCt16IBHe3BOiqunK2ODT2JoUH0EiVKyIgRI0yjQAPy1hk4fV80QOfqa3ekWrVq5oz+li1bTJa/7i9WNrpm7Tk66+dO9q9Zz4Lr2fqlS5eaHzTdZ9etW2fu636tnwPragDr/dWz9RFPLkWk29qRqPZX3Wc0mK6NKA0OasasfYZ6xJNQ1r6mwU9tBOoVF6VKlTJf5No40rOhjrLG3Ukbh65w5f2Jj33EPjNFezGPjqPtHdV7Hh19f999912TFX/ixAkTQI7qSo/Yfgc96n4U29fo5+fn8ske/f7VA4yPPvrIvCfaKNPvmejWQX+z9IBDM1z0NeoVR3oCQBvPul/qPqafa2ffia7uu4/6OFcf+6i/pbFdj0d5fVHRxvMzzzxjPvPlypUzjd+IJxIjnsiJ6mBSg7n28z4K6wT11q1bIwXSdX+02h/WtJ9//tn8buzatct2pZ89nc9RIF3bUXowr20oPbjRAxZn7Q99XXqi2Nk20M+Y9Tlztg00410/F3PnzjWBb80I04O92LAyzJSemHQUSLeCDs7eVyRvHGc4x3FGeBxnRMZxRuI7zohNm9ZKQtTjZ03827Ztm7nKL7rknbt375pgpWbB6/GhntgvUqSIabtr3EPbD8WLF4/zNu2jPDY2bVp9TZoVHBWNdcTlesRHu9aV9pXVRrParfHdptUED91PtP0YsU2rAWHrGMqapklMeqyhVQ0ctWl1nRwF0rUtq21a3Tc1QUSf19nxZUza9VbSW1Tb4J133pGxY8eaz6Z+xjUpJzb8/f1NYPz8+fPhEjIdtWlTSruWQLoTupNo4Ftp5t5ff/3ldCPqJS56Zk0PeO2DHB9++KHJQteArWbU6lk4DRJaPzIW64dCvyT1bFhc0sv39YtBL8fQwElEjsqraHBJP9SaXahnyzSgFNHJkycdPp++Fl1mv379zKVlj8rKbNUseT3r5igr3dm66Bk+NWvWLBOEiCgmpWVczRbRhoa+hxrEmTFjhslStDLUXX3N1ploRzSgaD+vo2mOWNvKyvS26HrqWVjrUi5tAGk5HM2o0xMtmqmrQUlrX9V9JGL5lbiijSENpOvyNZCugRHN7td11kvmI2Yq6jT9YtfATsSs0Lh+j+Pi/YmNmL4/MeXKPqIHKhqg1eDr559/7vTAJb7oa9fG8cCBA82ZcC1NpQFF/UF3VN4hNt9B7tiPLNbZ+qgyxB3R3xh9/zUrOKZlXXRefR91f9ETqxHF5+tMCPH5W5rQ9ABR2xSaoaW/X9blmM5UqlTJ3OrJID35HzFrXd9362oLa964oAe8zujBh1U+zspg0owWHWJC90e9+kLbY/rbqu2pqA7u9HXpAZqzdbLG63elo2wcPcjT59G2g3WQF9XVO9Gx/0w7KzVkzaNXriFl4TiD4wxXcZwRNzjOiL/jjNi2aTWZRWMVrrRptX2kQXT97bfKwiTHNq2eDIivY+6E4mr7ygr26n5kJVE5a9PFZZtWy804o+1Yq01rBdet0pgxoZncGkQ/ePCgyUjXqhaOrjC1WK/LWZtW4xBXr141950FxzX2p5/jTJkymSD6o8Tm9D20AuXRtWkzZ87s9GqP5IQa6U7oF5buMJq19l+nrA4HKzgd8TJy/VDpAZ9+YegBsbOyLkov21b6gXqUy2UcsT5gjs746XNZNXHt6Y6vdYmtOmWOaBkTR6zXYgWxH5UG86x6Y47WRYP9erLA1deu9ZY1OB+X9CSJXiamZxe11I9mE2rDQ2sbusI626knABztDxro08vN9EvMUZ1yDQjqEJEGUTQorfulXjURFT2br8EOPemj+6+eOVVWVv+BAweiLIHxKDQrUYMc2gDSE1jWZ0czbyMGUaz3WLexo9IKegLLGesqAT3BlZDvT1xw9v7ElP6Y6lnxiPTkof4I2q+7ZnVYJzDi6nPtKm3Ea2NDG8pffPGF+e7t0KGDwwzs2HwHPcp+9KishpJ+plyhVxZpDWYNrmqmWkwyrKP6TtRt6uz7PqmIz9/ShKRBb70yQhvsVhA9uhNY+putGd/6m+jod13H6ZUVuo+7mo0fVfaOo8H6ztYDBWucqxlDenm3BtE1UUEPvjTjJ7oMKSv7R383HGXwWPu3XpkXsYGvmV+a8a6Z89ZBnl5Z+Ch0Wdb3tR4IR3XQFl+/FUi8OM7gOMNVHGfEDY4z4u84I7ZtWr1SXmMn2qbVoKmzshiO2rTOyqXEZ9s9IWgbSo9VteyIo2O2pCI27SuN/2jMQTk6NtGSKpqRromfjuq5u0ozzJ21aXV9la6zNc6VkoZKY04aRNfYib6vesIouquI9XXp+6/tWUcJvdZ20WNAR7Emrbv+2WefmSC6JqBZ2zO29NhKvws0YdhZQH5fSmvTuru308SqSJEiptfZr7/+Osr59u3bZ+ZLnTp12KVLl8JN016Iddrbb79tbvPnzx8WEhLicDktWrQw8zRu3Nj0Jh3R7du3TS+5Fy5ciNSLsPZ+7cyoUaPMPBUrVgy7efOmbbz28t2uXTtbD7xt27YN97i5c+faegTfuHFjuGlffvml7XERn1t70/bz8wvz9PQM+/zzzx32CHz8+HFbT90xoT1j63PlypUr7ODBg7bxwcHBYT179nT6GsqVK2fGDxs2LNz4Q4cOhRUsWND2ON2O9nQ5Ol57eXbU63PE57E3dOhQ23J1WLNmTZirtNdv3Vf08d26dTO9LNtvu4CAADNNe6t2tH46aC/O2tOyRXtAr1WrVqTey7WH6i+++CLSvqu053CdX99L++naM7iO156t161bF+lx+r6sWLEi0n7jrAdxR4YPH27mff3118P8/f3N/b///jvSfJcvXzbrp0PE91F7Ytce1509r/Y6ruPnzZvncB2sXt21h/O4fH+c7T+Oni82709UPvroI9v2aN68edjdu3dt086ePWvrNT5ib+7bt28P8/b2DkuXLl3YtGnTHH6P7d271/Tobk+/Hxx9xmKjffv2tnX38PBw+D0Z2++gR9mPXNmvHdF10cfnyZPH6Ty6T+g8jj5vUe1L+nocfa/nzZs3XI/0+pkdOHCg0+/1mPzWONoOzj5Djl5bxPczuu3qbN+KzW9pVOsZ1XpE9/pist0i0t/m+vXrm8fpb5jumzE1evRo276k+5VF7+s4nabf3zH9nujQoUNYbFjfdfXq1YvV43V98+XLZ5bRunVrp+0mR5o1a2Yep9vQ/vtt0aJF5vOg3x27d+8O9xhdfps2bczj9HmPHj0ao+fauXNn2O+//x7uN8Ba3pQpU8LSpEljlqmfLWf0e1jnmTlzZoxfI5IHjjM4zuA4g+OM5HacoW0YbTNrXMT+N9hR+82VWIDVFtM2vmXHjh22WMX+/fvDzf/NN9+EpUqVyuH2dUfb1Nnyoos9vPPOO2b8448/HrZnz55Ij9N9Rdsh9vGRqNYzuvV4lDavI7FtX6nffvvNPC5DhgzmONTy77//hpUtW9ZM0+0T321Sqy1fuHDhWD3+ypUrtphUxLZpdKwYoj5eX7dFt4duF502f/78SI8bMGCAmabHw1u2bInRc/3zzz/mM6mfYUfvhRWP0diMM3369DHzfPLJJ2EpAYF0B1avXm12Av0hsA9GOlOpUiUzvwZt7P3888/hgqqDBg1yugwNcusHXOfTgNVjjz0W9vLLL5ugp97XcTrN/osyJgfp165ds31pZsmSJez55583gYbs2bObHx7rA+roR7dz5862H9A6deqEvfrqq2FlypQx//fu3dtMa9CgQaTHafA4a9asZro+z1NPPRX22muvhT377LPmS0jHV61aNcyVL+GmTZvato2eoGjZsqVpSOiBqjYyHL0GDepZP6L6hauP0XXRH3e91WBzXAfSL168aAu66ZdebOmXnvWFpe/fK6+8EtakSRPbgblug4gBQmv9nnvuubBChQqZL88XXnjBHKhby9Lgt66j/f5hBSbLly8f9uKLL5r3uXr16rZt52i/1UCrtV+XLl3aBC90++p+os+r4ydMmBDrgKMGdXU/sx5Tu3Ztp/Na+7C+Bv0s6Ppbn0n74GBE48ePt/1A6zbSoJEOeqIlugbDo7w/rjRwY/v+RBcg00aNrn/OnDnNd4x+vtKnT2+m6bId/cjPnj3bBNKtQGzDhg3N51oDlvq/jtftEF+B9F27dtneS13fqMTmOyi2+9GjBtKV1cA6cOBAvAbS9WCscuXKtv3+mWeeMb8zunz9XuzXr1+SD6TH5rc0MQXSrd9WHXR/1e8LR8PkyZMjPVZPiOh3vj5WP6v6W6CD9bnV7w9HQWk9qaKfB2uwgu7ZsmULN97+QCY+D1r0xL/VBtNAurNt4OjzoL9v+jtnnXzX915/l6zvyzFjxkR6jI6ztrnO6+z59ASvo4O8zJkzm9faqlUr8ztgBUB00O+RiIF2S1BQkPme0t8NPdBCysFxxkMcZ3CcwXFG8jrOUNru0MfpCez4DKTbnzzXtp0el+ixqCYF6bpbwcSkHEjX9oO2Laz3SNtHGsfR/aFGjRq2Y7c///wzUQbSY9u+srz11lvmsXqM8vTTT5vXbsUZ9PU7C0rbt101JqLzZ8yYMdz4BQsWJEgg3WqX6z6pbVJn20DblBHpiS79LFptTX39uh10e+g4DVxHpCdWrG1epUoVp88X8SSEJodYx4eafKmfJf18WW1qHTQJ8datW9Eez+6PcGIruSKQ7oAeuFkHnTFhZWiXLFky0llC60dQPzz2GWKO6AGuZiXpD2WOHDnMh0SD3xq81uxx/YDpgZerB+ma0da9e3fzBaAHprlz5zZnkzTDN6of3dDQUHOwrsEk/eHWLy79kdIz1N9//73tINERPZj98MMPzWM1YK8/cBps0+C1BvMcnVWNiv6Q6BnzUqVKmdeg20U/3Bpci+o16LrqAa4erGowQbflxx9/bBofzn7sHiWQrvTLWefTs+GP4tSpU2E9evQwPwC6/XQ76pepBqgdHZjbr59mDnTp0sVsc32sngXWH6OIB+u6nIkTJ5r3URsemTJlCkubNq3ZV/TLWjPLnfnrr79McFJ/UPU90fUrVqyYOVmj2XgRT0K5GnDUz4H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",
|
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"text/plain": [
|
||
"<Figure size 1500x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"avg_per_year = df_ma.groupby(\"year\")[\"channels_all\"].mean()\n",
|
||
"years = avg_per_year.index.astype(str)\n",
|
||
"fig, axs = plt.subplots(1,2, figsize=(15, 5))\n",
|
||
"\n",
|
||
"sns.barplot(x=years, y=avg_per_year.values, ax=axs[0])\n",
|
||
"axs[1].set_yticks(range(0, 3501, 500))\n",
|
||
"axs[0].set_yticklabels(range(0,3501, 500))\n",
|
||
"axs[0].set_xlabel(\"Year\")\n",
|
||
"axs[0].set_ylabel(\"Average channels_all\")\n",
|
||
"axs[0].set_title(\"Average daily observations per year (Mannheim 2014-2025)\", fontsize=16)\n",
|
||
"\n",
|
||
"\n",
|
||
"# WICHTIG Hier kommt der Abfall des Mittelwerts dadurch, dass mehr Zählstationen hinzugefügt wurden, die nicht an einem Hotspot standen, also Mittelwert sinkt.\n",
|
||
"plot_data = pd.DataFrame({\n",
|
||
" 'Year': years,\n",
|
||
" 'Average': avg_per_year\n",
|
||
"})\n",
|
||
"\n",
|
||
"sns.lineplot(x='Year', y='Average', data=plot_data, marker='o', ax=axs[1])\n",
|
||
"axs[1].set_yticks(range(0, 3501, 500))\n",
|
||
"axs[1].set_yticklabels(range(0,3501, 500))\n",
|
||
"axs[1].set_title(\"Average daily observations (Mannheim 2014-2025)\", fontsize=16)\n",
|
||
"axs[1].set_xlabel(\"Year\", fontsize=12)\n",
|
||
"axs[1].set_ylabel(\"Average Number of bikes\", fontsize=12)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "cf4ab2b6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"y = df_ma.groupby(by=\"year\")[\"counter_site\"].nunique()\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.lineplot(x=y.index, y=y.values, marker='o')\n",
|
||
"plt.title(\"Number of counting stations per year in Mannheim\", fontsize=16)\n",
|
||
"plt.xlabel(\"Year\", fontsize=12)\n",
|
||
"plt.ylabel(\"Number of stations\", fontsize=12)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "f938cd69",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# sollte man das normieren?\n",
|
||
"sum_per_year = df_ma.groupby(\"year\")[\"channels_all\"].sum()\n",
|
||
"\n",
|
||
"sum_per_year = sum_per_year.sort_index()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.barplot(x=years, y=sum_per_year.values)\n",
|
||
"\n",
|
||
"plt.xlabel(\"Year\")\n",
|
||
"plt.ylabel(\"Total observations in millions\")\n",
|
||
"plt.title(\"Total observations per year (Mannheim)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "2993be48",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_ma[\"timestamp\"] = pd.to_datetime(df_ma[\"iso_timestamp\"])\n",
|
||
"df_ma[\"year\"] = df_ma[\"timestamp\"].dt.year\n",
|
||
"df_ma[\"month\"] = df_ma[\"timestamp\"].dt.month\n",
|
||
"df_ma[\"date\"] = df_ma[\"timestamp\"].dt.date\n",
|
||
"\n",
|
||
"df_2024 = df_ma[df_ma[\"year\"] == 2024].copy()\n",
|
||
"\n",
|
||
"monthly_avg_2024 = (df_2024.groupby(\"month\")[\"channels_all\"].mean().reset_index())\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.bar( monthly_avg_2024[\"month\"], monthly_avg_2024[\"channels_all\"], color=\"steelblue\" ) \n",
|
||
"plt.title(\"Average Daily Bike Counts per Month (Mannheim 2024)\") \n",
|
||
"plt.xlabel(\"Month\") \n",
|
||
"plt.ylabel(\"Average daily bike counts\") \n",
|
||
"plt.xticks(range(1, 13)) \n",
|
||
"plt.grid(axis=\"y\", alpha=0.3) \n",
|
||
"plt.tight_layout() \n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "ab084d8d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"station_sum = df_ma.groupby(\"short_labels\")[\"channels_all\"].sum().sort_values(ascending=False)\n",
|
||
"year_counts = df_ma.groupby(\"short_labels\")[\"year\"].nunique()\n",
|
||
"year_counts = year_counts[station_sum.index] # Reorder year_counts to match the sorted station_sum\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 7))\n",
|
||
"sns.barplot(x=station_sum.index, y=station_sum.values, hue=year_counts)\n",
|
||
"plt.xticks(rotation=75)\n",
|
||
"plt.xlabel(\"Station\")\n",
|
||
"plt.ylabel(\"Total observations (2014-2024) in millions\")\n",
|
||
"plt.title(\"Total observations per station (Mannheim)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "ad8639cd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2000x1000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Renzstraße - Höchster Wert:\n",
|
||
"date 2018-04-10\n",
|
||
"channels_all 7638\n",
|
||
"Name: 31964, dtype: object\n",
|
||
"Kurpfalzbrücke - Höchster Wert:\n",
|
||
"date 2018-04-10\n",
|
||
"channels_all 10558\n",
|
||
"Name: 38023, dtype: object\n",
|
||
"am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\n",
|
||
"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"max_length = 15\n",
|
||
"\n",
|
||
"plt.figure(figsize=(20, 10))\n",
|
||
"sns.boxplot(data=df_ma, x=\"short_labels\", y=\"channels_all\")\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.ylabel(\"Daily observations\")\n",
|
||
"plt.title(\"Distribution of daily counts per station (Stadt Mannheim - 2014-2024)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"df_ma[\"timestamp\"]= df_ma[\"timestamp\"].dt.tz_convert(\"Europe/Berlin\")\n",
|
||
"\n",
|
||
"#Renzstraße\n",
|
||
"renz = df_ma[df_ma[\"counter_site\"] == \"Renzstraße\"]\n",
|
||
"renz_max = renz.loc[renz[\"channels_all\"].idxmax()]\n",
|
||
"print(\"Renzstraße - Höchster Wert:\")\n",
|
||
"print(renz_max[[\"date\", \"channels_all\"]])\n",
|
||
"\n",
|
||
"#Kurpfalzbrücke\n",
|
||
"kurp = df_ma[df_ma[\"counter_site\"] == \"Kurpfalzbrücke\"]\n",
|
||
"kurp_max = kurp.loc[kurp[\"channels_all\"].idxmax()]\n",
|
||
"print(\"Kurpfalzbrücke - Höchster Wert:\")\n",
|
||
"print(kurp_max[[\"date\", \"channels_all\"]]) \n",
|
||
"\n",
|
||
"print(\"am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\")\n",
|
||
"print(\"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6e6c3493",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Korrelation zwischen Temperatur und Fahrradnutzung"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "95626fa7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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LAttRgXrawljlP0Qr2URgfrJxE4a//vWvwveNWOpXv/pVmde0E7uYoz0NAvVwmsM1zyYbJw+CQBY84sT4ldM3BJHxA4F4v+dH3GdgPs/KqGuLMd6L8Uxn/DAmFAqFQqFQKBQKhUKx7UKD6ApFCBAthEaFTGa/IHCxQdCHLGM3ePzKK6/Iv5ZSoBg2IT5JcBbBPDfT0o/eICjYabM+yTy1lCn5ZhrTFrLnbeZ5viAbnGxZaGHYDCA4DqUDmeIuCKyzacB/XPfDH/5QBB9pbyF1I97Y0NCQlY3u7Scv7AmDhQsXRpZPIPJLX/qSuf766yXjFzoUN7s+n7K8/gYEawtpN/dH1YngJqKnjGU3G33x4sWZz73jx0WhmeogKtsX+7/85S/Lf2QpI9xJwJhgdhDYaCIgTna1zTYOA31D28hOj7ILyhSuh0LFvQahTBf47L777pO54majk/3uRVcznqF0IfjPnEY8NwjYjmAn/rNobm7O6c/eRFfHezEAPQ+nZRBwVigUCoVCoVAoFArFtgulc1EoQvChD31IMmPhOPYLjnRHwMjNOCarkdcEUQkAF8smm0XpZk0SJCSz1AsCxX5l2gCVy1tOYBl6irigLVCxkBnsBXXSnigQXCao/cc//lE4qt1gM4Bn2guCp4CNBDfIu3Tp0lh2Y9eVV16ZeQ2HNK85BQA3vR/4DBqRq666Kqceb/Yq1BjwvRPcJYB79NFHy3uFlOUCTnq45NlEgMfaC7jWwwAPND6++eabcz6z9RJ4hSaFDQ3XX7/+9a8lAAzvvg0MMw69vPdXXHGFKRScSgDe8drY2CgBXu/4harEHQN+IMuatnm57p944gkZ7148+eSTwg/uUq0wh/woTvzmIeVaeiILfIoPoY6x4BmAT72wGzuFPps+8IEPSBCffrB87X7Adu9Yw56gkwS9ga6O92LgpZdekrHHSRmFQqFQKBQKhUKhUGy70Ex0hSIEBPwQjIRe4fnnnzdHHnmkBLTJYiX7+Ze//KUEnYoFeJGhGyHDE6E6uImhIIGr3NK0FMMm7iFABr0FZZHh+oc//EEyNt0MWkBQmODd97//feHk5hqoUCiDLPYzzzxTqCgIqhHUxc64wWjuIxuebHJoLaiLwOSCBQsk0xV+cTd47AcCjARDv/KVr4gNBHpdXHzxxRKohWaDwC08yAQIx44da+bOnZvF2Y1vEZ+MApnucGxjH6cGCBjTF7///e+lL4IAZzZ17r777iKKCE88ZdDH3O+ldLH96Ldhkk9ZFgQU6cuPf/zjch8Z77a/uI/TDWG0MfQX/QJdDqKm9BebFPQhwpqIjmILGwr0J4FnMvO5B3qQyy67LMOxTVY35RB4JXuaoPbtt98ei6c6CJzMQJiS/qBfhgwZIhzuBKDZhGLThs+h8WAjYOXKleKDMOBjKF04/cG4t4AihA0OhDfxA/Np0aJFMgeYx1ZfAPA5NnG6AL57NhOYe4x7stApg/G5ZMkS8SM2MictuJa++cY3viF9zOfc5xeYt5s4CLkSRGZORLXRBf3yne98J/I6bMcHXI89BP7xEb7qK+jqeC8GEDdlcwfaKoVCoVAoFAqFQqFQbMNIKhSKDM4++2xSK3M88vvf/z65xx57JKurq5MDBgxIzp49O/m1r30tuWzZssw1EyZMSB577LE591Ie5bpYsmSJvH/ppZdm3jv11FOTtbW1yddffz155JFHJmtqapIjR45Mfvvb3052dHQU1Sbwr3/9KzlnzpxkVVVVcscdd0z++Mc/Tl511VViF/ZZrFixQsqgDj47+OCDM58988wzyX322SdZUVGRHD9+fPLnP/958uqrr84pI8yOzZs3J88///zklClTpJxhw4Yl999//+RPf/rTZGtrazIOPvrRj0qdRxxxRM5n9913X/K9731vcsyYMVI+/5588snJV155Jes6b9uCwDUzZ85MPv3008n99ttP/Ef7Lr/8ct8+xh8uFi5cmDzxxBOTgwYNknt33nnn5IUXXphTT0tLS3Lw4MHJ+vr6ZFNTk68tUWX59QV44IEHkkcddZSUzX2TJ09OnnbaadKmKKxduzZ5zjnnJHfYYQfx59ixY2XsrlmzJnPNypUrk6effrr0JdcwNr1+AKtXr06edNJJMtZp62c+8xlpk9dvdm54wdzwztdHH31U5gX18hnXYBtzcNq0aVIO7Wbc/uMf/0jGwXnnnSfj08X8+fOTX/3qV5O77757csiQIcmysrLk6NGjkx/84AeTzz77bNa1W7ZsSZ5yyinST9jEeAGdnZ3JH/7wh/K6srIyudtuuyVvv/12aa+9xvX7xz/+8eTAgQPFfv5+7rnncnzV3t6ePPfcc5PDhw9PJhIJ3+eZ33gOA+OFcm644YbMe+vXr8/0cV1dnYynxYsXi93Y7x2DTz31lG+Z/Bv1nMBGd27mU2bc8e43luI+u4N8BBhnH/vYx3LapFAoFAqFQqFQKBSKbQsJ/l9vB/IVCoWRzF0ydt0MVEX/BdnTZLyThfynP/2pt83p10CnAG50ToZYWiWFIgqcCCED/tlnn81QSCkUCoVCoVAoFAqFYtuEcqIrFApFH8Qtt9winM3Quih6F4h/Qlv0ox/9SLtCERuMFyiZNICuUCgUCoVCoVAoFNs+NBNdoegj0Ex0hRWWnD9/vvCgwwdPFqtCoVAoFAqFQqFQKBQKhaL3oJnoCoVC0YeAEOLnPvc5EXD9y1/+0tvmKBQKhUKhUCgUCoVCoVD0e5T0pcDRnDlzzMCBA+W//fbbT/hnLQ455BCTSCSy/vvsZz/bqzYrFMXEn//8Z+VDV8g4gA/96aefNrNmzVKPKBQKhaLHoetyhUKhUCgUCoWij9K53Hbbbaa0tNRMnTrVYNI111xjLr30UvPcc8+ZmTNnShB9p512MhdffHHmnpqaGgm4KxQKhUKhUCgUCl2XKxQKhUKhUCgU3YEy00dw/PHHZ73+wQ9+IFkwjz/+uATRbdB81KhRvWShQqFQKBQKhUKx/UPX5QqFQqFQKBQKRR8Norvo6OgwN9xwg2loaBBaF4trr73W/PWvf5VAOov7Cy+8UALrQWhpaZH/LDo7O826devM0KFDhQ5GoVAoFAqFQqHoDXDycvPmzWbMmDGmpKTPMCzmQNflCoVCoVAoFIrtGXHX5X0qiL5gwQIJmjc3N5u6ujpz8803mxkzZshnp5xyipkwYYI0aP78+ebrX/+6efnll81NN90UWN4ll1xivvvd7/ZgCxQKhUKhUCgUivh4++23zdixY/ucy3RdrlAoFAqFQqHoT4hal/cZTnTQ2tpqli5dajZu3GhuvPFG88c//tE8+OCDmUC6i/vvv98cfvjh5rXXXjOTJ0+OlYlOuePHjxenKJe6QqFQKBQKhaK3sGnTJjNu3DizYcMGU19f3+c6QtflCoVCoVAoFIr+gE0x1+V9KojuxRFHHCEB8iuvvDLnM6heyFa/6667zFFHHRXbKTiDYLoG0RUKhUKhUCgUvYVtbV2q63KFQqFQKBQKRX9el/ddAsY0h7mbSe7i+eefl39Hjx7dw1YpFAqFQqFQKBT9C7ouVygUCoVCoVD0Z/QZTvTzzz/fzJs3T+hWIHO/7rrrzH//+19z9913m9dff11eH3PMMSIKCif6F7/4RXPQQQeZOXPm9LbpCoVCoVAoFArFdgNdlysUCoVCoVAoFH00iL5q1SrziU98wixfvlxS6AmOE0B/z3veIxzm9957r7nsssuExgWempNOOslccMEFvW22QqFQKBQKhUKxXUHX5QqFQqFQKBQKxTbEid7fuScVCoVCoVAoFNsn+vu6tL+3X6FQKBQKhULRN7BdcKIrFAqFQqFQKBQKhUKhUCgUCoVC0ZvQILpCoVAoFAqFQqFQKBQKhUKhUCgUAdAgukKhUCgUCoVCoVAoFAqFQqFQKBQB0CC6QqFQKBQKhUKhUCgUCoVCoVAoFAHQILpCoVAoFAqFQqFQKBQKhUKhUCgUGkRXKBQKhUKhUCgUCoVCoVAoFAqFIj9oJrpCoVAoFAqFQqFQKBQKhUKhUCgUAdAgukKhUCgUCoVCoVAoFAqFQqFQKBQBKAv6QKGIg42NrWbNllazqbnNDKwuN8NqK0x9TUWfqKunbOtJH2zLNinyh/Zj/4D2s0KhUCgUCoVCoVAoFH0bGkRXFIxlG5rM1/853zz06prMewdNHWZ+dNIcM2ZQda/W1VO29aQPtmWbFPlD+7F/QPtZoVAoFMXGyys2y/cL676dRw3oM/X0lF09Xde2aI+icGhfbv/QPlYoFEFIJJPJpOkn2LRpk6mvrzcbN240AwcO7G1ztvnMyXOufy4rUOsGbH998m5Fy3zOt66esq0nfbAt26TIH9qP/QPazwpF/0Z/X5f29/Z3F65+ZIm56uElprmt01SVl5gz5k40px8wsdfr6Sm7erqubdEeReHQvtz+oX2sUPRPbIq5LlVOdEVBgCrEL1AL/vfqGvm8t+rqKdt60gfbsk2K/KH92D+g/axQKBSKYmdPEqwlQ2rEwEr5l9e835v19JRdPV3XtmiPonBoX27/0D5WKBRRUDoXRUFcvbwOw+aIz4PqqKssMxWlJWZDU6upq0rVt6Ulu6yailLJ4Nht3CDT0t5pWto7pAybYU053muqy0tNZzJpShMJs7ah1ZjVW0J5wuNwFBfTB/kA22hDe2dS2tTY0i62+fmqp2zqb8iHw7oQvuveGlvbG4rJNd4dvOXazwqFQqEoJqALIduZYG1JImHqq8vNqk0t8n4xKUTyraen7OrpurZFexSFQ/ty+4f2sUKhiIIG0RUFcfWyAAzDgKrygus4YMpQOeJ48h+eMHtOGGwufu8sCYo3tnbIv786eTc5ZnX5/a9l7jlw6jDz4zTnN7b5XTN3ylBz2gETzWlXPyllBfGEx+UoHlhVHB/kA2y76NaF5iN7j5f2PfLa2iwbXV/1lE39DflwWBfKd90bY2t7QzG5xruLt1z7WaFQKBTF5OvlNXQhG5vaZD3Mv7wu5LvKrQO49fnVQ2LH/YtXmtb2TnPUrFFZZdnr12xpMZVlJZLgwmuufWDxqqJyqhfTB3Fh7aI9FWUlWfb1hj39ET3Bz6992fP91NPlaR8rFIooKCe6oiCu3ks/uIv56g0vCEVIodzbYXUQSN9t/GAJglPevNmjzfk3LTDnHDbFPLd0fVbw2Ftvc3un+dI/nve9xi3Xz9Z8OIq59tzrn+uSD/KBtW2XcYNCfWB91RM29TfkOz4K5afv6bG1vaGYXOPdyVuu/axQ9G/0d07w/t7+7uLr9X5+5tyJkkRSaB1tnZ3GJJOmvLQ0qz73ms0tbRJAhqqEbOv3TB9hfvfxPbPK/Oz/PW3+s2iVBNu5ZuqIWtPQ0tEtnOrF8EFc2LrWNbTKbxDqG1JTkWVfT9rTH9GT/Pzalz3XTz1dXlC5Ol8Viv6BTcqJruhOrt4tze2ShUkQycVB6YzwOEGlsDoIEEPFYuvbffwgyTbnPb/gsb2OMrEt6Bq3XPeeuO12r6WNXfVBPrC2RfkAX/WUTf0N+YyPrvBd9/TY2t5QTK7x7uQt135WKBQKRbH5egki/fHUvcxPPjBH/s03WOvWMbC6zGxuajObWzrkb7c+W8+H9xonAfSEMaaiNCEBd4Lldy9ckVXmi8s2CRXauMGpU6OvrmowrR2d3cKp3lUf5Osr2sF/tL2lrUP84drXU/b0R/Q0P7/2Zc/0U0+X50L7WKFQhEHpXBQFc/VOHlEnWZgEkXgNxcSwuvg8wVF1cNTToqm1w1x43AyzLiJghR18icYt195TKBc1R7664oN8YG3z2u8Fvuopm/ob8hkfXeW77smxtb2hmFzj3c1brv2sUCgUimLz9fJ3odQGbh0NLe3yHgFytHi89fHfvxcmZO1dXpowJYkSU1ZKQDlpFq3YlKF18dptTKtZ39gq1C7dxaneFR/k66vqihLi56asNGGIpVeWl5im1s4s+3rCnv6I3uDn177s/n7q6fK80D5WKBRB0CC6oktcvQT04gT1/ET5oupgYe2tr6G1PZZdccv13lMIR3FcH3RVoNDa5rXfz8Z8beotYcVtDfmMj2LwXXdHP/aHvi8m13hP8JYXs5+3tb5SKBQKRd/i63XrsGtOguRlJQnf+qaPGihBrPaOpATQ+ZfXvB9kd0tbp1xDYgj0LlHt6Ks8xdYu2sHeAG3nX9rXF+zrD8h3bPTVsbS9o9h+135UKBS9hfBonKLfgoxXL5WEBe/zeVywIwyn8OE/f9CceMWj5vCfPSh8z3xxBtUBd/lzb2/Iqo//Vm1ukc/C7KJcRESjyvVrS9i9+bY7H1/wftw+wf4oHxQbXbG7v86LYs6h3sS22PfF9P221I/bYl8pFAqFIr/sSHh/yeUm65J/4estNPMS6gOEPV0KBLeOTU3tZkB1uRlQWSp/+9VHtjkc6ESPyUDn3yOnj8gSF+X64+aMNs1tHfKdhPgm91SUlsRuB7SOBKmL0e44fogD6yvawX+0vaq8VNpXTPuKbXd/nhPFnkO9iW2p/4vt922pH7elflIoFNFQYVFFIFjkfuOf87PEDS0n8+iYu8Zhonwsnr99/EzzzZsXZNVBgBgusvOuf87sOWFwVn3LNzSZt9Y1ml/f/2oWLzgL65+cNMfUVJSaL9/wgvnI3uNFFMS9huD4aelyG1s7ctqCrWH3/uj9c8zYITUFj5hiCBTSJ9++daH5sI+N+fZNT9rdX+dFMeZQb2Jb7vti+n5b6Mdtua8Uiv6K/i6s2d/b3xUQjOG7iWzMQoNGUaJ8bh0gqj440KFwIQPdDaC7daFbVFqaMB/cY6z5+rzpsdrh2llSYszh00aYU/cvXrCsGOKEth1woRNA70q/9LaoYn+ZE8WYQ72JbbX/i+33vt6P22o/KRT9EZtirks1iK6IRQ1QKCfz66u2SFZkEO7/8sFmaG1Fpo7ayjLJ5NjY1GpqK/3rw6YNjW1C7UIwnCNhIwZUynW2PoLpfEkhwskRS7JCksmkGTu4WjjD/doSdC9HWcn+fv9uO5hJw+sKHjFRvrjvSwcLz3wUaP/ahlbT0ZmU/6wPuosvu1h299d50dU51JvY1vu+mL7v6/24rfeVQtEf0d+DyP29/b0JAk+fvOYpoWmx1ApkciJ6WexAVFfq6m47e9IPxcS2areiOND+3zag/aRQbJ/rUuVEVxSNq9ePi3dLS7jo3qamNglM59ZRG3of4kYEuAfXVmRx/loRQALLl9//Ws59t5y1v9l1/GBfmwmWn3PYFNkt9rv3iGkjTFwU4ou4AoU9zZMdJKxoNxta2jvMc0vX9yv+5Xz6oKf7q5ic2N0tqtndKKbv+wo/fbH6SrnTFQqFov+iu0X5ilVXd9vZk34oJrZVuxXFgfb/tgHtJ4Vi+4QG0RVF+5L4+j/nZ1EJQCFw8XtnSbCVoHYxRPmC6vnRSXPkGFc+IoB+ZUEl86uTd8tQvhRia0/5oqfg51PagZ84ouZuOLh9oeh5RM2PfNETopqK4qCrzz6duwqFQrH9IYjqoNiifGGUCoXU5dKjdKed26o4YZjdfZ3eoj+i2H2yrY7b/oZ8+0nnrkKxbUCFRRVdBhmN3oAMgD/4olsXmguPm1EUUb6weuAr5vO4IoBBZcExTmCYDOtCbO0pX/Qk/HyKf7yc7N6+UPQs4syPfLEtiWr2d3T12adzV6FQKLYvsE6D8uNrN86Xf3ndHaJ8YfUUUpdb3vfveMnMHDOw2+zclsQJXQTZ/ejra0L7QtHziJofhWBbHbf9Dfn0U3eME4VC0T3QTHRFlwF1hJ+YnQ3MfOvY6RLE8RPly4ceIaoePofzl6zbIBFAW19YWQSGz3AEP/Kxtad80ZPALq9P4Yv3o7xx+6Kvtmd7RZz5kW+f+PX9tjBm+yPi9lV3jBOFQqFQ9C2Q0Qg9IZzZUH6QAcnr/ScPywRwELfjdVcyZOPUk09dfuW9uGyTueDYGV0S7Ayzsxh+6A147QaWJz2sLxQ9h7jzoxBsq+O2vyFOP3XnOFEoFMWHBtEV3c7Fi5Dnr0/ercuifHE5f/mCiqovqiyOXMGfnq+tPeWLnobXp22dfM1vu1zZ2yO6i788znxS9A0U49mnc1ehUCj6Dxcvf3clSJMP52+cuoLKI4B+aB7aRPna2VU/9BZcux9YvEp50vsZJ/a2Om77G6L6SbnTFYptCxpEV3QZdZXhw4hATjFE+aI4f6vKS80Lb683g2oqTEtbp9nY3GZqK0pNWWkisCwrjklmdWtHpxkxoMqUlyZMW0enGVCAKGMcXuKcgFbavO4KShZLQNDtw9dXbQm9Vrmyex5d4S+3Y2RjU6upqSyThX5ZScIMTY+Vvi6q2V8QZy5H9ZXy3CsUCsX2j57iTC52Pd1ld3/gkO4PbdzWoH2i0HGiUGx/0CC6oktg5/Tpt9aLIKeXH7vYvMmW89elKrCYO2WoufulFWb2DvXmp3e/bB5ybMG2cw+baiYMqTGj0wtJynrP9BHmw3uPzxHH5HqOXn38T0+aPScMzkuUMcxG64ueFPXrrrritFPRsyi0T4IEdpkDl9y5yHz3vbP0B1gfQLHmss5dhUKh2P5B1uNxc0abG555xzS0tEvCS3dwJlvOX6gHyLAlaGvrcUXywJNL1hljkmbviUMD7bDl/e7B183b6xpNdUWp+dzBkzOZ1oXSVoTZ2VvCfsWuK24bFT2HrvSJK67bFSojhenz81jnrkKxbSGRTCbDeRm2I2zatMnU19ebjRs3moEDB/a2OdtFVuQ51z9nnnlrvfnVybvlCE1aLl4buC4G+JLycv4SQD/tgIlm4bsbzdNvrjMP+wTzCQoeN2eMOWbWqEyW5rvrG83X/jnfN/jP9buNHyzBddoBRULcTFw/G60vyHzHZ36cxPnWE7d/uquusHYWs88V3dcnYWPEzoH5b28o6rhU9P5c1rmrUPQN9Pd1aX9vf3eCNTmBuy3N7aa0NGE+uMdY8/V503sskGTrh8qiraPDtLR3yn9gYFWZ+fwRO8lmfZDtVz74hmlsbTc1FWVm13H1wotOWQQhCUoG3Zuvnd56rc1drScK3VlXT24EKLqnT+z4WNfYmhojZSVmSG1Ft45JRe/PY527CsW2sS7VILqiYEDpcfjPH8yhRWGRXFlWYqYMrzMThtV2G6UB3L1QuNy+YLl8gRFIOvOapwPv+9Ope5odh9aK+KjX/qDrbXn3fengzH352ujyEkfVmW89YeiJuoLaqeg95NMncedAMcelom/MZZ27CkXvo78Hkft7+7sLBGKswKSl9YA58I+n7tUjQVW3fn4PLFnTYJDSgV2xpCQhf7M2+csZ+/hmgru2r9ncYtY0tMr1w+oqu60tPemz3u4fRd+GHR9koK9taDGkOzJvCKJXlJboOOkj0HmsUPTfdanSuSgKH2SOQF1ja0cWJQpAmHOCKX4Q3eX8fW7p+ky9NsMlCHzuiuZFCey55eUrthfES9yTon49UZdyZfc95NMnceeAik32LrpjLuvcVSgUiu0TvS1S59a/paU9835pSULs4RB0U2uHrz1e2yvLS0xnMinB+O5sS0/6rLf7R9G3YcdHdUUJ+Y6mrNSYjs7UhlRTa6eOkz4CnccKRf+FBtEVBaMQgbpiiVz62UBWehhYfMAp9+rKzbKTz+uo6y247/XVWzL25tMOrl21ucVsaGoTTspzDpti/vbkUvORvcdnMvex/dml66WsYqFQAcFi91Fv1aHo+hgZMaBSTpn0lFCsjovizOX+5Mf+1FaFQqHYFsQM3frdtXRHZ9IkS2BFN8J17meP1/aWtk4JNLNWJpi+rQik9pW6FNse7Phg7DNb2jtSmeip34s6TvoKdB4rFP0XGkRXFIx8Beq6Q+TS2oC4KX/Djx7Eib5yU7N57u0NkrnO668fPS1QEJX3udb+fefCFXIfYqQXHjfDfOuWhbHaIW2+cb556LWt1x4+bbi59pP7motvfzErex/bP7LnuIL8UCyhyZ4QPe1JYVVF4WOEcf/Kys3mqtP26hGhWB0XxZnL/cmP/amtCoVC0V0idd0pcLmpqV040JvaOk1rR6dJdibltVcsFFgbvLaz9oYT3b4+fpcxcq2tq5C2cJ1X6NRP0LQ7MsMLERHsKa5k5WTufbjjo7K8VLLSyxIJ2YQ6brfRPX5aQcdE33zO9mX0p7Yq+ieUE13RJcQVqOtOkUtsePCV1eY/L60wp+wzIUfglOD0N4+ZblZuajFnX/esUM+Aw6YNN+cdvpO59O7FWdcTPEQU5LzrnzO7jR+U+Zv7yCKHQsYv8O5th7T5uueyAuggnzK6inwEBLtbiLSn6lB0fYy4c2CPCYPN5d3cLzouijOX+5Mf+1NbFdsv+jsneH9vf18IZPSEwOWTS9aam5571zS0tJuykoQ5ee/xZsTAqq3Co52dBuLn8tLSjA37Tx6WZbtb1u3zl/vaG7ctXPfL+141m5rasoROgSto+pmDJ3WriGPcQFNPCZ72pLCqIv74+PfC5eb+xaskiM6J5p7sFx0Tff8529fQn9qq2P6gnOiKHgFfGAQrooQM+dwv2AEICvF5oQEPbNhzwmBz/k0LzONvrJOH9RkHTMwInJJR3tzWkRVAB/cvXm0+se+OZrfxg+V6jlTyH1QvCLnQLu61AXQA/YqX+z2oHdJmTwA93zJ6qn+6u496sg5F/mPke++dZV5bvSVrzthx/1AP9IuOi+LM5f7kx/7UVoVCoSgEBHSispsJdkCvAj83tCK8JoBdrIx0QNC7vLTETBhaK3Xc/NwykzQEzUvMwOoy8+aaBmMSCbPj0EpZh1gbDp02wrcsP3tBnLbQZgLlm5vaTEmCahNmcwu6Tq9KEL+sNGHGDakpui+C/BNVdnf3UU/Xo4gP6/fHXl8rtJ+W+qen+kXHxLbxnO1L6E9tVfRv9Bk6l9/+9rfy35tvvimvZ86caS666CIzb948ed3c3Gy+/OUvm7/97W+mpaXFHHXUUeaKK64wI0eO7GXLt0/OWHvPlpY2M6imQhTCEQfyuz+OQF0xhPHcdrATT7B7U3OrGVhdYTY0tgUKnIIZowdmssAtD3l1eakZM7ja7Ml9bR3C/QwHNG1Z19hqzrzm6ZxyosRLbTuwtaW9w1zx0d0zfOd8iWBfVBl84RQTQf3jHRebm1uz/OO1uxjikj0prNod/Mm9zb/cXfUHjfee6pfeGBfd2ZfdVXbUs7a351dPoj+1VaHoDei6fPtHTwjj+dXx9vpGIUYfNqRSstNBwhjT3pkMtSHMXhCnLbwm0xyUlaYI2hE6ZZ1bXpqUAHpfEvvsKfFCFUnsm+jNftExoX7UMaNQ9PEg+tixY82PfvQjM3XqVFnMXHPNNea9732vee655ySg/sUvftHccccd5oYbbpCjn+ecc455//vfbx555JHeNn2744y19zzz1nrzq5N3Mz+5++Us6pFCOGcLFbkMaweUExcdN9N897YXzUf3mRB6PwFh2sIRIy8P+WkHTDRfueEFWUAfmKZHYJHihygxUgJmQbZSP9m9UWWQNW+PhXUXvDaygfCvsw8QmhnXP67dxRCX7Oo46E3+5N7mX+7O+nuzX3qj/u70ZW+Ok97ux55Ef2qrQtEb0HV53+SMtfeR3ILofVc4Z4shjOe2A3j/XrKmQbLO12xuMcMGpDITa8rL5D0rPJokkG2SQlfBdfzNfSbNl27bF2VvnLbgt9JEQups7+iUTPRkeh1MJrq939rB9b05Lmyb12xpEV91l7hkb4okdpU/uS/wL3eXDb3ZL71Rd3f2ZW+Nk/4kQNqf2qro3+jTnOhDhgwxl156qfnABz5ghg8fbq677jr5GyxevNhMnz7dPPbYY2bfffeNVV5/414shDPWvaeY3N2Ue+71zwUK44WVFdYOguC7jh8sfwfZyjVwcV3l4Up3A8VQutjgMfZc+sFdzFdveCHHXnzy/NL1vuKl9j4C8n622npAUBn2mvlvb+g2Tl8/f4a1C5uOmzPGHDNrVFE40QsdB73Jn9zb/MvdXX9v9Utv1N+dvuwL46Q3+7En0Z/aqth+sa2tS3Vd3rucsfa+dQ2tpjkdTB1SU9ElzlmvLQjjkVyS770ur3lbR4fQs7R1dMpnpI4Qirb2Ugc/Pm1bmto6JKhtAW+6e30Y77lrb1RbMv5rbDVNrR2mM2mE0gVO9C8csdNWmxpbU2WUlZghtV3zbzHGxWf/72nzn0WrTGcyKdnICK3+7uN7dnv9+YyFYtWZr6/7Av9yd9vQG/3SG3V3px97e5z0Zh/2NPpTWxXbH7ZpTvSOjg7JOG9oaDD77befeeaZZ0xbW5s54ogjMtdMmzbNjB8/PjSIDu0L/7lO6U8ohDPWvaeY3N1cRyZmkDBeWDlh7SDoy5cgwRQypoEbKCez/AfvmyU7z34BdHs9nOhu27Y0t/va+/LyTeaHJ842F9yy0Lcd3Bdkq63n2ifeMt85YZZk0Huz1V0R0+7i9PXzZ1hfY/dFx80oGh1FoeOgN/mTe5t/ubvr761+6Y36u9OXvT1OersfexL9qa0KRW9D1+W9zxlr72vt6JT/iDq3tHVIpnRXOGdZd3pFPPNth8trPrq+XILQ5GhB0SIoSZhBVWWS9X3BsTPMUbNGydtj6qvNt25ZkKJoLCsx76ZpWcgA5//82hdmb9hnrr07Dq2VTHP8+NF9xpvjd9lha7a7Y9Owup7j9A0aF9jz4rJNQgtXWV5iWto65TXXF9ueQsdCb/En9wX+5Z6woaf7pTfq7k4/9oVx0pt92NPoT21V9F/0qSD6ggULJGgO/3ldXZ25+eabzYwZM8zzzz9vKioqzKBBg7Kuhw99xYoVgeVdcskl5rvf/a7pryiEM9a9Jy7/d3eIXAbZ5AfsJOhM8NkVFR07uFp4z8ezWN7SElmGC+ybPKIu0N6g98mGj6Ig+PZxM82gmnJz4XEzzNvrGn3FHK0N3QE/f0b1NRk7xUKh46A3+ZN7m3+5J+rvjX7pjfq705e9PU76Qj/2JPpTWxWK3oCuy/sOz7C9r7oiRX+CACaxdAKrTa2dXeJIjiNwGdYOl9ecoDf/kuXNH+VpO2sry8ROguUW/J0wCaF5oQzuS6bvLQ9pX5i9QZ95/U6d+H2PCUOyrs/YVNezHNRB42LRik1Z73dWJbvVnkLGQm9xbvcFzu6esqEn+6U36u5OP/aFcdLbfdjT6E9tVfRP9Kkg+s477ywBc9Lnb7zxRnPqqaeaBx98sODyzj//fPOlL30pKxN93LhxpqdRDJE5ykA8s6G13TS0dphB1eUZEcywev582l4imgkn+Px3NpiKsoSZO2W4XE82w6srN2eVw7HJP526p4j7TBleZ2787H5mtfDwbRWZhDeQTL/K8lLz5JJ1koEyuKbCjBxYFa/9dRUSoLbvv7GmIdQvQdy32EHQfMLQGvO3T+8rgema8lKzuaXdNLZ0SGC6uqzELFm9RdofdP+e4weL7befO1cyyeuqyuTHyRurt5ihtRVibyZAlggX+HNtteW7Qp2U15E+s8px1TAxRy+nb9xx5HcdsO9VV5QKfYsVDAV+/gmzJQxx7IwjRusnJLuhqdXUVeU/h7rKn8z9fv1p50TQ/cUSmOyq/XHtcPsl7vwsJuKMi66ANrGx5if4Wwwu7Z7i6Y7qz2L4sbdFdPvKmFEo+jO213X5tsgZa+9j/ZFIwOedlH9Zy/cG56zbDqv1k0wHoSV+nkiLhXYkTUlJwpfL268MUNIN7Yvr997i9A2qd/qogdstx3BXfd0X+Jf7gg3bA7rTj9pHCoViuw6ik20+ZcoU+XuPPfYwTz31lPnlL39pPvzhD5vW1lazYcOGrGz0lStXmlGjUkcC/VBZWSn/9SaKITK3fEOTeWtdo/n1/a/mUJX8OF2OXz05oplThplvnzDD/PDOReb+xatzymGxC03JM0tTgqIX/WthVn3Qjfz2o7ub0YOqhYrE/Yy6oDkh6ztO+7//vlnm4ttfMvcuWhXpF4LYfOYe2Seg6QqFuq+zfDRlmLnw+BnmgZdXif32M3v9dU+8ZXYdN8h8/86XctrKcSR89ckDJ5kz/vxUJtAW1n/W1qfToqxeIdMDpww1px4w0Vxy5yLz7eNnCq8hPIdeUIYN3of50WuH33X079mHTslqw1xHMNTazXtBXO+uLT0hqhgkzkqfnPyHJ8yeEwbnVabfGMqnfXx+1Wl7yRz0Cq/yvt/9xRSY7Ir9XREX7i0R1e5AlOAvcyOfsd4d4ywOeqJvtsf+VygU+WN7XJcXU2SOMp5cwropYfaemJ3RHFSXXZfdt3iVZEMSKDpuzmj5HEoUP7FQez/X3fTcu5JN2WGSsinM9XDO2uvvXrhCspcJvlralHzaH9cvfEZiARvRm5razYDq8jTFTKcZUFlqOiwdS0fSdHYkzdotLWbviUMzZbptuvm5ZWZTc4upqSwzpQlj2jqSwpOOAGhLe4d5/+47yD0POEKj+fafa++y9U2mtDRhPrjH2Jxy3ets/7j+zceX+frbr94dh9XKeOF3W1x7CrUx33JAV8osxNdx+jTq/mIKTHa1Dfna0hdEVLsL3udiIeO8O/ooH/RE/2zPY0Ch2FbQp4VFDzvsMOE9Z8GOsOj1119vTjrpJPns5ZdfFl70viwsWgyROcq4c+EKc/v8ZYECn3HELG3gzwpxevmv+eI6ZvZoc/5NC0IFRS85cZa5c8Fy81CAgOfPPrRrJiM9jiCo144gv/Bl4XLfem0Ms5nANV+eLOhtkN1ej2+C7rO+s9e5tob1H7Y++MrqwD5zxUMvef9s8bkfpy+bFVF+dO0Iu847Dtw+AC8t22hO2WdCziYE1/zo/XPM2CE1pqdEFeO2I1/xQO8Y8vN1qE3XPWceei3XJubO5R47ukNgshD7uyouXCzbextxxhTzMc5Y6M5xFoWe6Jvtsf8Vir6KbU1YdFtflxdTZI4yfnnvK2ZTc4rKhBM7nz98ak45QeKbpSUJc9i04ZJ1efv85YFioVn3d3TIWpakF07nHTlzpDl1/63BoLgClEHtL8QvfkFVNhb++sRSszntGxcjBlSYzx0yJcsnHR1k1yfkpOT7d9tBslBvee5d05SmhiFLnf/wG3bNHDNQeMEL6b8f/3uRueGZd0xHpzCvZ/rDW07cQFUcn+Xjb5dL+NHX12Q+Lykx5vBpI7L6u6dFFYPGcleFGrsaFHT7lJOrYbZ0l8BkIW3I15beFsfsLrjtss/FQsZ5bwefe6J/ttcxoFD0FWxzwqIc8Zw3b54szjdv3myuu+4689///tfcfffd0pAzzzxTjoAOGTJEGnTuuecKf3rchXpvoBgic1wD3UqQKCblrG8IrscrmmmFOL3g/tP23zFSZHLEwCrfALotG1tsED2OIGhcv3i5b6FicG0Msxl7vzZvmvnwlY9nONNHDayS6/k7TFDTfu76MMxOayuZ0gTHo8rlSzCK0zfuOAq7zjsObB8g8MSPLWx5/I11WZzylqddBKx6UFQxbjvyFWrsCn+y2OQTQAcP+djRHQKThdjfVXHhYtne24gaUxceO8N8au7EorSrO3m6e6Jvtsf+VygU+WN7XJcXS2SOMn734Otmc0uHBH3IR9rc1GaufPCNrHKCxDd3HFop6yyyi9OhXF+xUEQls+5f2yrXkJ3M/TyrCTbZDHQ52ZhMmorShNCh8Jr33Yz0MAHLQvzix31LZrnlSfdi1eZW8/N7XpbvkWyf1EibyLTH9paOpNAednaSld4pn00cVim0i7SL79V8+4+2s2HBbwjWuN7+cMuJw+kbZywV4u9Dp43wvc/t754WVYway10RauwKf7Lbp5YGJMiW7hSYzLcN+drSF8QxuwPFGue9zdPdE/2zvY4BhWJbRJ8Joq9atcp84hOfMMuXL5fF+Zw5c2Sh/p73vEc+/8UvfmFKSkok46WlpcUcddRR5oorrjB9GXDJhvEo+4nMeXlo4c/mPzKn/cqAgoBMjzCOX456Yod9D95eeM85rk9dFuze33HuXMkEuffLB5mSZEKOU8LBPqCqzNRWlAo/ehjgI1+5qVkWuWsbtl7r54chtSmeacuxzhfClmaOfqYEhPghsaEpm9cbwJHI4vfuLxwoZRGIxr4vHDHV/P5/b2S13aK5tdP8/dP7mftfXmnOvf45c/Vpe4lPayvCp0BNRZnQdQyGb93xIX8TfH591RazsalVjqCS9cOCH97zLQE/Hiyw92+f2leOqdJGXru862Qj8QPE8kR6Ocxdf65taDWdKzfLtXHasuDdDSJKNXuH+gzfuC3fb0PhoKnDTdJsieRELpaoYtS84TWff/qgSaato9M89eY6GZuIVqEVEGZjHM5vPy7ofNsWdT19xdixddAHtr/jcpb3hLiwH9Y3toqPuhJILZRvu9D7otrU3Nbhm5FfKCd4d/F0F9Kf+bajL4ijKhSK3sf2uC4vlsgc1yK4TpY0lCOQeLchct/WnlVOkPgmukPU+/b6RiESR9PHTyzUFZXc4ghvknHrtZtrO9MB9JJEiSkr7RQqFd53g+hxBSwLFd/j+sbWdmlPEAiKj68u9/fJukZZ21nfJkqM6SD9Pn0NvqGdrI3ztTOqPwoZB1E+K9TfxRJD7I5yiuG7YiGf9vUVgclCbOlLthcT20u7eqId24uvFIrtAX0miP6nP/0p9POqqirzm9/8Rv7bVsDDzY8X2/LwEtCI4qE9YvoI881jpptrHn3Ttwy4fKsqSjK8516OX8Cx0N+csrs5+7pn5T2CJNh07Sf3NR/94+OZQDoL9A///nE5RkWd3/7Xwqysc/jFLzp+RlYw2QuOFn35H89LljOBej/+8kx5U4eZ331sDzOqvsqXY/3C42aaT/3laamL4O9v7n9N+NppC+9d/sBrOfznl5+ym9BueO2jzZfd94o559ApZtexgyS7X2haxm3l8vQDPwQQ/6Rsl0Ocvy++7cUs/1jObvjOv3LUzqHlsvFhRUUp+6xDJ8trl7McPnvbj26/2vq9/rz2k/tEtoUNBPrligdeM5fd+2qW7d5xs9XWNvOhKx+L5EQulqhi1LypLCmRfr764SU5bTj3sKlmwpCaSNoMv7nGsecLj5thvnXLwhwu6G8dOz2vtkX5gqDt+3/7aOa1t7+LxT9dSJ9E3UOgn3FUqH2F8m13hac7Xz/0VU7wqHawAdrVdvSUOKpCoejb2B7X5a7I3IoNTSJ4SaYziRBhz3YvDQD/8rxl3dwGLQhJ5FyYNJJFDsgAv23+MkmWWL6x2SShLeGiZNKs29KSojpJpgLEnOLkRXtHKlEEXnEy3MnI7kx2mnfXN8prgueJ9LqMBAoC5kvWNJh/XveseWPVllT9ZHAnttK+UAb2A9rA9WS/r9ncYuqqyiQIw+vm1lRWPYkwrMNIWIBC5Jm31pt31jdm+My9vvDSudzz4nK5N4wrNGGSZunaFP+7BNsTRpJQsIms/hKTkHbTBvrHgvZvaW6TdlEH61rWJGUl2QKEKa76deJTl4c9SAxV6t7SInQ5tNelewjjAA8SLGQMWJ51/rb+HjagMnMN37Xy/pYWM6wu9b7rb3jh/e5zy44TOCuWqKItB3tlM8fpN7dM6y/s9OP3j0K+XP35tC/OtcXkfC9mv/hdz3xlrGBzMezrCt1JofcWMj77Iid4Zn5sbpGNvihB5ELaoAKpCkXfQZ/mRC82epp7kYfjV298wZeKhaDZTz6wS+bhGsRDS4bwC0vX+1KoEDQ8dvboVF0bmzMBR5c32nuNy+89Nx30JXjr3hPFLz5v9mjzzZsXRn4Wh3ecQPq8WaN8y7P2QSli76fMMfVV5o4FywPt28XD/e31x3Fpf5x/88LQtnp5xO1rEHXPDoOqzb8XLPcVGPTjJ4/zXlT9tOX5pet9xUHzsT3MhjBOZMYwwdX/dZFLmR9wX/rH84Hz5mtHTzM/uWtxYDuPmzPGHDNrVGBdYXMtUAvg/bMD+9OvbWG+CNIDyMfXcVFIn4Td0xVO+q7wbXeVpzsfP/RlTvCovnHHfld8XYx5rFAotj9O9O2l/Udf9qBZvGJL5vW0UXXmri8cnBcHLfzj97y00jgxXsGg6jJJDnll5Zacz6JAcLK2stSUlZZIlJIAfWMLEqKFgTjx4JpKCQ4TnSfDW/i1CUgnCdBn10219j0CoDZYDQZWlZl9Jw3N4iJ3ucnhyN7S1GbaCzC2qixhSktLpK0W6Rht5vQpP1fZIADyGgocx7bPH7FThmf8l/e9ajalT2e6nwXxelshU34RU5+9B0RxgHvHh9cntnyX795es66xNXWf8L0jopqirbG/zDmZQH9478uXD9lrI6KKJG7kC5dzP8XLnzADqioyZWI29bjtGlJbUbCdcbn682lf2LXdxflerH7pTvu6wrXdVZ7urvRfX+IE76omRRwUay4rFIqurUtT2/CKbgHZz0Fc5gQA3WPzQTy0ZEoHcZBT9uyx9eb7dyzKyqjmfV7bzGg+h6d8v0mp1zx8rQ0cCbLX2fe5N8juh9J1co8LsqkvPH6m1GVBeZRLvYHlvbomw6Hu5yPsc+3hb64Ps8/1hbdt3AevO/+5Nnrb473P9WtYe+w137v9JXPxe2dJ0CmqXPe+sPfs66D+oUy+SOmLoDrD+tZbn5+tlhPZDwTWyHD1ttmKKsYNvEEFFDZvEJ96OKQNnDIIsjFqrgXVG9SfQW0L8gWbRqf59L+f/8N8HReF9EnQPd7xUIh9cfi2i3lfIX7oal3dCexkHAY9rxin1r5C21GseaxQKBR9EWSIv7qqAQYWU14iTCzymvejOGhtkJBrCWYOqqmQYKIbtEZolAB93gH0ROok3mn7T0wLaZZKdnihAXSbLUxWJNztBJUpjzcp02sfL4lJDx9QKRSDBKglGz1BcD0h7WLTAMpFfMG/BIy4Do7sjY2FBdApH8q+krQPCBwTzOd97DjrkCnmsg/vZgbVVEpAduKwWsnipl4+53VdVXmmX+Clh5/e2k3b4a+32fh8V/7x1L3MTz4wR2gef3zSLrJhAKjX3nP5/a9KWZYDnDJ5n7/tOKBMtzx0hhgX3nvYVIHDvbq8VK631+w4tFYo1gig02O0yVL2SB91Js2gqrKc+9yxaNsVBtdG/i0k6EY91I+94wZXm+F1ldIn5x0+Rcrcb/IwsUfGTVtqnDFG+C+OnWFzze99t7x82hd0rZfzPai/i4l8+8Vef97hU+UZwbjPdyzk4/s45XXl3nz9UIy6uguZ+VGXmh/8y2uvbV1tQzHmskKh2I7oXLZHbGpqj/15EA+tzQAJwjvr4R7syLkOfmgyRi09BJ+Xl5Xk0HWQ9eFeF7dO7nEFKFnYckQ0q+zWDikXypYwhNUHR7r7eZRttu1wxEPr8e8XV+S02S3D2mgFNeEN53go2e9+1CaUbTNfwtojtDlNrRmBQTk6Wl5i/r0w156wtnnf4wdW0A8z2xZoXU47YEfftkT5z/pu7OBq+bEURO/SnaKKUZzMTa3h84o2htlYyFzz9mectvn5gsyv9/3mkUA6JK8NxeCfLqRP7D3vbmgyb65tzIjMesdDvvYVyrddDJ7uuH7o65zgaDB4n79u31j7utKO7hRHVSgUit6Elzu8JOnPHR6Hz7qustRsgNY8vS5LCFHJ1kWaDYjGAtQlJpnKPu6EniuVbV0oCEgDG5iVtSMbB6VkpGeX7NpJW2in/Y1SRoAZ2hmTyly3XOT8K9zk5SVCs9IVtIioKoHzRBbHPIbtMSF1ipI6SKIpSWfUUyN2statKk9m+oV1r9gt2fy0Jyn89S5vsCswyPuWJse9h+/T8tKkGTekJpID3P4HzUoQbziULdzDd7M7pqBqgQe+nU6XQH4iwwHP/6+tKhN+fO99+fIhd1VU0TsXOqtSPh87uCar7YxbWl1WSp+lxgv2R9nZVa7+fNrnd21vcb7n2y+WL5/hUl9XXhRu7K5wbReLpzuOH/oyJ3jO/EgmfW0rRhu6UyBVoVDEgwbRuxEcB4z7eRAPreXsC0IFCz52MwdUZnGVswBw6SIoR0SPPMKUA6rLzYzRA83lp+yeEW6MU6eXigKebXjx/AQhEUwK41EPq6+uivu2fh5lm21bY2upLOxt1qwrzDp+SI18uVmbhF893R7aYbnK/UDWS9SPBWsjGQIW/CZgYewn3OnXNuvHcUOqs0RjqZ8FXRBoy7qGVmmDX1ui/Me4OevaZ+VebCVwRjDNir5Sf33EuO6qqGIUJ3PU57QxiLcZqgoyeoLuC0NtZXlebaOuDY1twofKkWz5sZmer2G2uwhrR5hYpN/nk0fU5VUGf/M546FY/NiF8m0Xcl9Q+6JoX4LGR5SNhSJf4c+6yvLQ54i1L67PwvykQXOFQrG9YfqogRK8gCsc8U3+5TXvx+Wg5dqqNO+tm4lOAD0rIJ2HXawTa8rLAsvOB+59wjueLt9ypNsgz1a7s69nrWyD8O2IfKZfkN3NZ9ybylJPiJ1wq3cFtBsrNjS1S7JBMr3O5X1Le+n2A3VK3Wlb3H4hqM5a1tpNSfDXh3FN+93DOhyqDD/+9CDe5jDOde/YcccU9hE4J4Pb/Y0hdDpp2ga/+wrhNi8UUXzM9nPstfz+aA6kfgtG2xk117q73XH6rjc1cbqTG7sr5fUkT3df5gSPa1tfboNCoYgPDaJ3IwbXVgj/sR/1BO/zuQXBSo7Le3loyTAMKoMj/HzOv6+s3JwRhtxt/CB5370Onmk40cOEPq1w48JlGyPrdAF9CO+R3SLB1wdeyxYQnTI0E9D1BtKht1i1KWWXn4/YnbVthO6Cv+FEt6/97CODmvqt0CiZQX98+I0cm/yENPETn/lR6GAPmeS2nqD6sREeNDYbXE5iAvlx/BrUP9x7xPSR5sFXVkXWD1ZtbskZU64vg+7lHu5lTCI+e/HtuaKvPzxxthk/tNZ0B4LmAuB95k3Q57QB2/dMZy75iSzukqY68vogbK5RH3bFxfINTeatdY3m1/e/mi1+O3WYiOSe8eencuaCd24F1RklFhlHTDKu4GRUX+Tjk66Ul+99hQhqRo2PKBsLQSF2xvVFnOv6qoCqQqFQdBfINmeN9p+XoCJJBZSPnD4iJwsdkO1HQgMJGaxHLQct1y7b2CTvV1WUSqYzsU/+Yw1H8si765vzCqITSH3/7juYHYfVylrhvsWrssq2IJDNaxso96sDXnXWvuRrExweUFkqIp1kpZPFDVd1XWlChFHtATjKcwXxjpwx0jy+ZJ3QwJCZXV1WYqaPHmje3dCc8QV+hLKArPX6mvJQTnShzpGgavYF1eUl5kN7jhWaxZ/d87JpaO0QW9jUxR9WfM/tB5JSdh1bb97Z0GSWrW8ypaUJ88E9xmb6JcOJnkxKwtLnDp4cKlL5mYMn5dyDUL2lWqB9JB3xGX8jAHr4tBFZZVkhzePmjDa3z1+ec4/f2LF+PGn3sWZDY6u5bf5y6a+EMyYoM+i+/Sbzu2S5eXNNg+/4LSaC5oKb3W8/rywvlWxbfgfxn3tdGBj39y9eHTjX/OotBFDEkOFOgN76jfLouxueeSc1Z3z6LqrOOGKRxbgmqi/yRVfKy/feQkVB7X12fhVrLETVF9fOuH7Ix199UUBVoVCkoMKi3Qgy/FZvaTXf+dfCrMAcgbrvnDDLDPccj+dB+Y1/zs8KerBAvfC4GeaCWxZmvW85cK974i1zyj4TMsFzRDOHD6zKBIe57txDp0pGyenpwF2UmOZ7dxljdhk3OCd4SlD6rEOnmDOv2RoAZMFz7mFTzGlXP2U+fdAk88yb63wD0H4CopT3qYMmCVfgxbe9mOOji46faU75w+NSF0H4K/77uqjW/+YUMrNLJFjv2md94gbGw4RQvQKPXHvG3EmSSXT1w0uy2sG1p6XLBjbI7Vf/359car5zwkzzjZsWZAWnbHD8z48syWqr169R/bPXjkPMrB3qA+vHRoLIPzlpjuG3kTumsOGqU/cyv3ngNfPQa2t8bYdzGfgFgV1//OxDuwby2XcVfnPBcjKPDggUy1g/bKrZcUiNGeUJALoii+4mhdu2oLnm1hsH1HXnwhXm9vnLYovpuuOLMRBUZ5RY5KUf3MV85YYXQsUkQT6Ck1F9kS8KLS/ufYUIasYZH11psx+6ImAa1xdh19HOviqgqlD0F6iwaO8Ii6aSFF6V71t5Fh42NVTYLSiY4QZQ2cB/7PXV5tmlGyWbmMAzAfF9Jw0xs3cYZBa8u8E89vpaEZics0O9ZFCT9LG5pV2ykAlsE8RmwV5eUiKB4sOmDZfTh/95aaVQsHDNkTNHmikjBsjpIZs9f9v8ZcLhjGYRdZFsQRC+ta1TAsw7j6wzr69uFKoTgpqUcer+qfbe9sIyoQmbO2W42Ou288f/XmSuf3KpBLZpE0HdusoyCSBzP9e4vkmV967QwC1b32heXbVFBDtTNDClknk5uKbcvLO+MbU5ICfwSmVTF9HM59/eKBRi2DhjzECzdF1jlvje/pOHmWseXSJtg86imbIN1DwlYpcV6MOmJ5esky2GvScOzeqzIFG/oHu87aN+Ar34IyMc2pnMEtIk0EcZbuJC0Nh5cslaCQqK4GuJMXuMHyzB8REDqiSAHnTfHx963Ty+ZH2kiGGxERXY824qxAkAun1iNyjs+Ipbb1fFH60N6DLZTZn37TY2dp1xxCKLdU2xfVKM8uLcW6igpvc+d351R3C5K8KfcX0YdV1fFlBVKLZnxF2XaxC9G/H6qi3mw79/TAIWlg4DehJ2HgkAImgTRLHg5aG1769vbJVFNscxEfF5Ok3BYoPGd3/hQEkn2dTYbmoqS4WagCwFFuGzxtTLsTooQo7/9SOBdt/42f3MZ//6jPnI3uOFAgVaAGg8+KHBorGxrUO41BFbYeHPIpLsEv533K8fDiz3ri8cmLq/tUOyPKAooV1k2vAlARchbeJYKD8+Nja0mc2t7XKsjuz49+26g7S7oSV1BIpFubWFHxNk8bq+sAijaLnt3APM2+uapA7ElD7y+8fl/b99el+zenNLxl93v7gyq2yXtoZsmQGVZfKDh/+G1qZoMA7/+YM59dn72OwgA4jX8JDTT5ub26Xf8cvRv3wo0I+059w0jzv1c/+g6nIpgx9C0I64/MVvrWkwr63ekuFPXrxik1D4DB9QJe2hb+GghIcT2+19i5dvCrXjrs8faKaN7r4fvUFzwf2cH60chRM/VpRJ9pdf4I+56PaHl3Zo0rBaM7q+KmuuFcoFTV1vrm0IpQVijmG3pTxivNMHjP3BNRWBdXrb4dcnYX1235cOln/DyuCauM+lQlFoeXHui/KRX/vyGR/FQiF2FuLDoOu6Wr9Coeg6NIje80F0ghefvOapDKc238Vk/iLS1pWATD7l2msJNK5taBEe8oSTYU4wm+8e1rz8r7y0JLatXjvWbGmR7wCouuDfjtvejI0dnUITiMglNg6trZTgaBwbvPcOrK6Q+gdVl4lQqfd9vp/gDl+zucWsaWjNvLY2I9z5/TtekraxniVYj/Osv/L1Tb59794v9a9pSFHlpD/ntxBBdIL6ccos1B4yqc+67llpO2t3xgmOvOKU3bs9I31bmY/5+O1bx0yXoGUxxkXQ/cW6ZltFoW3raZ/0hT7oCzYoFP0Vm2KuS5XOpTs7oblNFq5BwTQ/YbcgHlr7PhnKYQFwMjvIrrbg+kvvfiXrGji2w0BgErtthvYtZ+3vGyyl7BOveDR2uc0e2wRDazPlcH8Y//LBU4fntC3OfWGCkQTQ7b2UY4PkiKe673s5iF0edT//vLGmwbc+e98R00aYPXcckvXZiIFb2xVHuNTWL5zpZSVpG3IpVtY1Bo9Ba39Ov8j4jRDGjfi8q4jiZM6Hs9krsuj6z/rAltVVLmjqihJwZY75jVnsCAtcRolFRvUJz5yo4+X5PJcKRaHlxbmvEEHNfMZHsdBVAdO4Pgy6rq8LqCoUCkV3oLvE6fIp117rijC6Yp8knHD/2+sJEhszbEh8W712uAKg+bTXtZEgP0FHEYosjxaKDLq3VDYKUhnAfu9nREvLS7Je+4lMkohi+eetv/L1Tb597yc+adI2QGmZj5BmV+zxiuPC7R8kjtvX0ZNikUF+e+GdDUUbF0H3F+uabRWFtq2nfdIX+qAv2KBQKMKhQfRuRKEiei5stu2GpjZTW1EqRynDgDgOGcQE0+qry3yvjxJQ9BM3tHYQeCFTFk5FdvCvPm0vWfzuMLhaFiJhIGPaD2Q/kxHOohO+aAQ0//bk0kwmvM3WpV7rE4L8ZNf/83P7RwoBhrXX/QxxVrK8KXfqiDrJ6k9lKYQWL7aR3c2CmjbyhRfVT27f0561Dan22B8N+bQnTEjTjkObWbv7+MEikkOmDH0I15/1a6HCuGHCiO74rassNXUVZXKUmR8/HL0lW2dDU6uIsEYJKgbB67/GFrg5K7LKizMXrRBoQ2u7HF3myDHvc7QzSvTR9QF9n08fulnPHAl+ffWWTD223C0tbWZQTYWU/duP7S7Hn60QsHvyIqrP4jxzChHOzFccs9j3u+XwPHDFeL0+sn3t1jekpsJX/Nj2Dadlnn1rnalJz2/mkD21ka/t7vPLPu/8TtAUW8C0O76fFAqFYltDdwm75VOurwhjOhMdcKpRTtmVl0kmej62eu1wBUA7q7aKcMYVerQio6yH+ddypsexwXsvS2oraur3fka0NEQ41BV/tL86rL/y9U2+fe8nPgkygq15CGl2xZ58xHH7OnpSaDHIb7uMHWSefWt9UcZF0P3FumZbRaFt62mf9IU+6As2KBSKcGgQvRvRVVE+4X2+cX4Wd/UPT5wlHNruey7X8tNvrcviWva7Po64pGsnD+5zrnvOPLN0vXAF//w/r2TutRzb3/nXi2aX8YNDy336rfUSZHa/BN5a22C+efOCHG5vBC1/fNeirGxQy1n9rVsWZvH4RvkkSLjUbSvXIc76/TsWmd9+dHe559dpznU4yoPaRb0EwVyfc+3Xj54WS6SSPr7o1oWyYWA5mMPq8/ZPmJCmBXURrIPf3CskC78aR2O/+95ZOV/OUItECeOGCRPyo+Jr6fEbxDNtbTj5D09IG/IVNPTzn9cOyouaiwhbLVqxOcMBH8aL7bXR6wP6b4cQ8dsDY4jIumMdHQCu+cndL+f4zhXHjRJddcddMcVCuypOWSxxyyCefK+P5Hnm4QI/yEfw1dUw8Js3P7/nZfO1o6flPI/CbI9jY3cImPqh2KKxCoVCsS2gGKJ8fvzZYeX6CRnO3qHePPbGWlNeWmpa2jtStHpCiZ4wyzc2m5ryUvOhvcaJ4KRXbNHL153iZGetm5CEENa00BCub2iV4PyEIdVmfWObeXtdo1CxwDnNfdYffoCqZOTASvPyii2mLJEwrQmyrUtMRzJp9p88NOd+L8evFWl074W6DlugeCEEzTce/O/2fWykDJIsrGgp7XaFPHccWiPr7tJEiQimEoV3xR/BA/DBpzm5vdzc+YogwlmOX/eeOCTrflc41HKi5yukacv73YOvS9+QzX7UzOhMcuhrEFaFQ54EpiBx3DAuf3f8Ave6YnBte7nkg8qL6hM/jvWw8sLsyIgKL1qV5TfqZzPHa4MdS0G89O77Vgw4aFzFGXvFFgwtdj92tYwoUVC/uoJ84p3nfvblY7t7bTH7oBAUexwoFIriQznRuxmFiuiJ6Nx1z+UEhgnsiMimCEM64pRTh5mzDskW/cy+/vVMWX7vBYkb/vDE2RIgv3fxKl/BS/e9oMAj5X71qGnm5D88LoFSK1iHb7564wuBwpWu6Ke3Ll+f/Pf1rOAUwUrEomjLHx9+I9CmPcYPMmcdOlV8x5cWAdDbFyzP2ijwaxfl2/u8WaSIQZ13+E7mp3cvzgpCu31vhQV3GTcoq11hfnT7J0xIM85YApSx2/jBZv7bG7KEBLmHzQ3a8L3bc0Vff3DibOFhDxMmnDdrtDn/5gWhfefaQF/nI2gY5D+vHe5485uLjHF+yN7y/LuZMsLsdcv0E4ek/4LEb5mnP3jfLPO921+SRXxQPe77cXxH/7miq1HPnGKJhXZFHLMY98cpx/WRPM9ue9Hcu2hVznX0zTGzR5vzb4o3Zs84YKK5yjNHw2yPY6OdA8UUMA1DsUVjFQpFflBO9N4RFu1KcIi12S/ve9VsamrLnAD7/BE7ZUTfvOV6hQynjqg1Kza1yP1CaSKMLgk5ncRrCxIRKssSZkBVha/YohWeg7IPbaDMfQnoURIS2PVDWcKYZCIhaxROYfkJ1mEzQXhbQkroc4BQHTY0t5vWzmTW/cAVwUMklAA4pw7JEh87qMq8urrBNLh2SgY5VCwpOhSL2spS84l9J5ivz5suvrRCnlCMcUrQvX//yUPMRcfPyvj70dfXpHzS0CqnHqkbqhcr+OmKiMYRQfzlva9kaPI4afb5w1MCtH4B4nyENL31XPngG3Iqs6097VfHVr/rra87k51m1g715pS9J+QE0IOECb3jF2qTqooy2cxw+64rgoZu3W0dHRmx3LDy/PokM8bT/cn95ewKxSgvzAd+m1peG+xY8vOf31jntRUD9oqiRrWzkGvy6YNi9GOxyggSBY2qy69vePa5gr7uPfnY7nctIsbFFG0tBMUWjlUoFNFQYdEuOKXYKEREL0z0jSAdwpcsalGmp0zWFMf++uGcYK69/l/nHGDeWtuYEZdEqJPFOpkwvDd+SI1ZuanZjKqvNJubO4SaZMrwOsk4OexnDwYKdHrf8wryWVHOPccPNqf9+akswbpFyzeZeRECmm7ZYQKh1Hv7uXPNkjUNku2O/a5QqGsT7ScT+OiZI83KTS2Z6/AddQBvPVlColXlQt3g3ueHP5+2lwi/IiJq+8nte9vHfu1y6+MoF5QrZIYzhqAciRLSdBElIGjrd4UE7T3Y6yeMi9Aiv8/ilOv9O+rauIKGYf5z4ZbnNxehgmHcxB1rbplBvqV/PnPwJHPCnDGmCfHb1g7pRzLEXAoQss+O+dXDXfIdYqJe0cs4z5xiiIV2VZyyWOKWcQRX8RF9bZ9nfvjPFw+SIEccgV8oqML0Kby2R9l453lzhaanq6Kt+aLYorEKhSI+NIjee0H0QoMap171pFm9uVmC1WSNsxbiufmXM/bJCXR4hQzhPbfioQSQgZVQ4aWfmsrYwalArSss5wqTIhwawaaYA+oiMO8nEorNn7v2mQy1TOaehBGaO1cQlPsxLCG87inuXq8oKPat3pwST41jJvWMGFBlrjljb3ltBUop19tOrv3tR/eQQKhXzJTgOW3gmtICBD8/cdUT8t3I/WTKY//wtF3FCmj5CcyGiZPGFRwMug5h1m//68XM+LXjjzZOHFYr9IV+gq75CBrmiK/mKf4aJk4LrJBrVHldEWcM858Vtu2KaO+2IEzZk2V0VZTZO2dAvuWpiKdCoQAqLNqHwO55Wye78UkJmq1vbJX3wwIVcCB/4YipZu6UYcLZRmYGy4b7X14pGQtkg4ypr8oIQr68YpP5vzP3lkUjQeSqslLh7W1sazcbGtul7glDa809Ly03l9//utxjs0cAC0R4vccPGWXqq0vky6axrUOCgf93+t7mm7cskC8oAsP1NeWmrLREjolCH0HGpuX09QryXfnxPeRfAs5/YUGcTP1weHXlZrO5ud3cds4BWe1yA9LlZSVZ9SGaCgf7MwEcwnyhkn1TXwWXdZlk5pAR/EyaYx1YTvBjZo0S7uQxg0pk0XjDZ/aTDQP43Tc1d4RyFZNNhC/IPvr7p/eVzBiOqT706mrz+/9tbQP+syKifsKdnSZpbj9nriktTZh/fGY/4bxnjWh9Yf140+e2ik2y286PFYL4leXJYO788lLpQ8lsCde4lEUo/QxHOmMATnECiLZf/QK4/zp7f8lcIcBrOeu9/nLFNb1Cm97NFoLLtr4oQUMb9CMgSj8NqU1xvgdtZrjluSKLbBpxZJrPdxxaa2787H5m9ZYWCWTyQzGsTBZubSs6s4SlXHDfL/7zqjlwynCzuw/VjisU7PVFiv9/a/1RIqVs0HifJX5ikn7c3ZayQ0Qm0z+o4vB52zI2NqWeZYHXN7VJ8Jjr/Tjwec7R727b3XEUV9wySiTT+ihI8NeCo+RD6yrkx2TUtWwqhcFre5SNPL9mjKk3xUA+PO35irwWygGfj65AV3jxFQqFortAVmBja+p7n3Upa1rWz6xP/UTfvEKGpYkOWecl0/d3SFQ4vZazKpk+3w2soV1huSzhzgLaQQCdCv1EQlM2b73WmpUKSGcLgnI/iR1g3JAaX1FQ4S6PGUAHXMtvF0sXY9vpZxPXWjFNr5hpSqw09S+v8xX8pE9ls4Noc0nCtLV3ZuwqVoDUT2A2TJw0ruBg0HX4yh2/dvzhH34/Bgm65tNmt+5CxF/9fGPHnJ/4bpR4byHijGH+K4Zo77YgTNmTZXRVlNk7Z0C+5amIp0KhyAfKid7NWLq2wXzr5gVZ1CuWhmPCkJrAI/P11RXmmTfXmcvufTXrvnMOnWLm7DBIFiVW+I0vgO/f/lJOHVzLF8PZ1z0rASloOL5zwkwzZ8wg09rZaf708FauX8ttfvFtL2aVk7pnlvnrmXsLBcVH9plgfnpPODezBWVOHFpr/vLYm1KPpSmBQ9h7v22XtRVwZK+hvTOyPlsu1CnY9/07X8q6nqN1cKxffPuLWXbEoUvhOugO4Di2vNWZ+jx2wY9++Sm7CXUK91vRIT+BvuUbmsy6La3m8vtf9e031xcEALmepaOXTznDnX3zwiy6Frf/I3RRhXeT9vzgjtwxFNSvA6srzIW3LAi93hVd8gpp+vGA2/sJoAXBj1MaGg4/Oy38/M+8hGrmuaUb5N7L7ktxoWfKnBJeJhtAH7rycXPtJ/cxYaDv3CO/XrCw8/OFW3+USGkcAUiv32S+n7aX+c390EIVzud9/afC28+m4eE/f9SXA/+AyUPNN4+dLhsJfuOAtscVt4wrkhl1HYHvD135mMyrrxy1c+i1nMqIU6cFPs/n+kJRLI75YpQd9/rutFmhUCj8QMb1w6+tlvX28buMiRUY4nmU4vY2ppX1FXH0pBHRb79nlXznJPkuTJqE6cgKJLM+cxHAviIZw2S8sp74zf2vmH8++44khGSESQuIokv2sUlKMgJJFwTqLXVAczp4bIu1/6aET1NBV5s/sK6hTehoSkscIVNEQU3CrNmcEmvH7nxMlIB9Z9Lcv3iVbGiLwF5jW1YZScc3UHJgO8lFbA6Q3ICd1p/EXdnviCv4SVlo0bR3dkqg1taWTAfU8ZXfPVHc42TXuxztlseeLHl8xmZMmwjMpsRJef+d9Y1ShksZEyU46PrCex2+qqlIndZtJ/Lo+JH6mpo7TCJpzNotLRn/5SNo6K0bpMZMfPFX6zMSXWx/Iq7b1p6y0/YIfWPL4zTpC/e+kkXPgq+4jxMMZInzL6/9+i9KQJYEJRKwXGHbroj2xhk/hfJ5c621nzYT4PeKAXuv96sr478tLZlTCfm2La5AZtB12ODlpOdvxhKaBMwZEWX2EfTNV+Q5yFfbCkVLvuV2ZXwpFAoNoncrWAB4A+jABuuOmzNGMqL9MkYvRKwu6L7Zo83E4XWSRcq1KfFR/2uPnT1aslwJUsFrDb/5t46dbn5wx6KsoCHX/PqB7EAiSN2zULJFp42pzwk8u3XZeiwuOHa6BK7dz8Pud20loE3wMk59tlw4hf2uJ7szjh20NemUaz+HzsTlPg66PxWMTMrnBAahjPET6KPP/vvKanPH/GU5op1eX1DOo2+sNW+tazR3zl+ew2u+8+iBoWOMckYODBa55H0y8PPpV4L2YeOT6+GfJjPeT8w2bBzww+0nH9glx07rN2+gDfCahZTXTuDnf+YlAXTLNx7Ulywe/cp0hUHhUg8SX6W99B2CUUHc3pwaiao/TAg4jgCkn99kvqdFVF3Ajc2mkR+ft5/v7eZckPisdwPCHSPgIs+GmnsN4yyuuGVckcyw61zRXuYVP6LD5g1ZLXHEg63/nl3atX6Mg6B+CurX7iw77vXdabNCoVD4Ac7ve15amQkUopuDIHwU3y9cvKyZMmG4NBUGp6m8wQW+2391/6s5weh8Ae2gxdNLNxqzdKOI800bVScbv37lBlHDuOBzOMoJ5n/9ny9IhJITiZJ8kc7etkB8/eCdhpvH31iboZ8BlvN8QFXCbGlukwAUJ28JnHIa00QcJrOc5V5saekwf338LQmOVZclzJbW3Nbg96NmjDTLNjYJxQZ2c7qtybM5QTviCn5aHvSNBOiMh24nkQosUhd1RnEvu9zj1pcEYinO5WpHTJQAoD2hgO82pYO3v7rvNdPW8XIWB7jl4PYTHMziIu/sNC1tHZmgINdJxv7GpixO9KqyFCc6QcnNLanx1NDaaRpam+S+bxw9LVbgzFs33+2Id1pKnRWbmoVDP6wPvHztqY2bVB8m0+Pa+vLdDU2SdDNqYKX5wZ2LMpoDJEHsM2mo2MJpAk6Dr29qy/jb239hwo6MhWUOJz73eQUfXQHcQgQg/cYP6AqfN9cyTlwtBuzErjBOd2/90FHKvGpulxPY+bYtrkCm33XYZee12y6ewc1t7UIrxVjgWeU3v+MKc/JekK+KjWJwzBej3K7yxRfDZoViW0d4iqOiS4DuxBtotCCQAoUFx9e94D0/EcjMfQOrhO6BwELUtQRQWdxnB4oTOYEfrvEL7th7CPaFXcP7bj0Ei2aPrc+qJ+p+aytZuGSEwzUZp779JqUCU0Hle9/Ppx0pf1fGvp/+xh4RHlq+SQLw3gAQfUbfPxzhC1sOX15c79fP2PJQRDn4kXLoExc2K5gMqrj+INi3+/hBoWNu/0lDpd2H7DRcssQBbaAugo5RYy2I9kLGuk/w096Hv7ztu/i9s3L8z7y09UfZ4lfmhcfPlPbYdjFWbTvd62zfEQz0m+eAhWlY/fjS+s7bf1YAMirA6Oe3sHb72Rvke7KyTgsYW7wvx6ADxlTU2GWcxQ2ech1Zy/gkzEdB17n9BbDt+3csCp03Nz/7jgiVRtVp/cdJnqDy/MZpIQibI2HjsDvKjnt9d9qsUCgUfhnobgAdECBgw9xm/fqBz/iOqCyFliXNaw5PeHW5BKHce/kbWj4bDIyD+uoyCRpSbiIjEJphWvOxZ4tcyX0EZbmO+8m8hAaxrjJF6+f+x8lDrnFBcJGAFLaShU5kivIGVpcJleTJe40zt5w913zxPZzOyrWG+wk8VZWXmQ/vNS7FHx7RVtpVX1VmatPUg2EZ6X4B9MrShPBTf+E9O0ufcC32SmZ+2g/2P/zxjXnThA+ZdUkQ6DOSHiQ457xvfcfvLni4+Yw6ud6OCd7jt4L9jDFG/29OczHb7GnEXmmTZPkmk8L3zTqJIDr9CP/9INqBflM5pz7LzOaWDimHvymDsUbbf/KBOVlt8toChR59ct7hU7KuYx3y90/vZ757wizz3RNmmlvPOVBe03fYhc+gH2L88Xp0fXRGrrdu5gh7KNBeTh5eK3REnHjA7qA+sHOGttq+YwODMgmU048ACsdJw2uFTpSx+srKLfIvNvPvf15aJad8uY/+wp9k3Q+qKsvpvzAgLIn/CB5zIgJ/ch/v40/r/999fM+s12FjLMpv/MsYxA/eMeVnb9j4Y5yQnDFucLX8y2ved6+nfwkeMw796ofqEmo9fieG9V0YGG9x/ONeR13Y69cu/oUSkj4ZUlch8/Ib86bnlB23Xnzo56uo8ZEvgvqqq/XkW24+13eXzQrF9gClc+lGWEX3ILBI8uP8jeLO5T521+Ne6wULlDjXefl/o67h2Crc3vCRc3yTDJd86uDz4XWV5oLjppsTr3jU/PSD/hnJFjVpTm6bxRJUvvf9OHa4aMqzHRzTRMQQ+/0CY/RZHBvghLd0InHbFvT5V254QXaPySghI4NFR1miRLKy4dwPAwvXW87aPyM6GMUVDa+1pSm6/OTdJCOdo3T8GLvkxNlmhZNV5QeyYXzfjxjrZIdZjnYrHrtJOLtrPeW0x/YfPyShPWE82zI5NprhvW/tkD6Ct56sGLdulwomiNs7qk348rZz5pqGljbzw/fNloUuR1vzEYD0qyOq3XH5vMk0s2PrjAMm5rQ/aA5H1Q/sMy4uOGZI1nKUSKZ7HUfZudbbX9hn+5a2nTl3kvBxMm+YL2Rj/ODE2VJ2nDrxn1ue11d+47QQRI2nuBzzxSg77vXdabNCoVB4Aa+xzWZ1aUui+K5dLl6SE2DoghGjtqosh7/acqe72dxRQI+lIdEhaxkCmOUeDmgv+IQ1Ad85ZG5XlKV4ygnGQj/B2pg1DNnPNBROb8oWfumSrRnWtiyr2Ei9lDOoulzadeTMUdIuaBWozw/EL6mP78kougzZGICnuKZcdGjiusjNjidDnSCay2fsatQQmEZviDZDSjF2cE1sHvRMfdYv6XpJJvLyK4Mo7nHJOnf6ke4Qipl0ubQltQlQLtRCfL6xuV3WB+0IuPpwivM749BpI3Ls97PFr+289r7374UpO8rT/P2JRKdkklvO+SjfZXGFw61uktImfquxlrV2h5Xhx9fO/7GhwG8i1gv0gy2T9Tg/ASvLUjaXlXaa1vakrLdG1VeLLVy/rrFN5mk+3N58js9JRkptEiUz9+F7914/f8aBX5+9va4xS2OgED5vL3c7Gda+nO4+HPje+qHCieq7KMT1j72OZ02cdtlxxeZTUJZ5vvz31lfF5rXvLu71fMsthH9e+eIVilxoEL0bwQ58GPjS8vLgcvyNhWuYYCNZySwo4IyLqmP8kBpZlLiCnH6c01G8yyx22cn/4nummkN3Ti3cGj2CmnVVZVJOBQtCsgI8ZUbVwYLY8k0j9MnyKUzccVBNuWQkcN0/PrOv7Ez7iTTyA8MtJ8oO+7kta0B1ubnio7tn+oJMnjAg7AmX4rrGVrNic7MsAFnkIdhJRgPlwocfBhYE/PD59EGT5EgrfR5maxCwefiACnP5KbvLMV0yKeCuFPG+qoSZMLRGjjpGbY6kuAwRKSVbptx89aidzD4Th+aI3v7fY2+ZobUVGTFJxhr/WS7EirKkGVAdPmbJtvETGQzis7b9RL2bm9rNiAEpe/ghwJjIbU9ZbP/xo8wVVqWuv31635z5mUwYc246QMrYmzF6oPh8/jsb5Icf8/WZt9ZlfoTRt9gbxdFdU5kav2xMrWtolaPT3McPazYzBla3Rgow+tUR1W7stKAvyCBCJHiHQdVCM8MGmQjYVqSuc7UVrA8IoPP8cYWH7TWMb58k9bw5wr2CutiNv6wQbxCsmGb5mgYJiB85Y6SIOHMclHHOgpH2jqmvFl53fugbU2rufnGltIWNDTe73cIr0GrHMT+E2Yyx48GCQALwG6dx4J0nzG8Lf8HailhCnr6fyY/h3DLt95O3v/Lhqc+nXIVCoegK4DW2AVk3gFtTXhbKg2u5c1PZzsFcvPZaAn18Z8cNpLNmljh2Ovuc9ZUEXPnQpwybWU793MP1/It9tKWtpMNsaGpPBc7TySbQsrAW7PQs++SbyK3Xp13SpnL/NTnxztqKrZzbTW3BJ4iouiyRFrUvJ3u8NZAP3oXrR74zvNzH7rqGSy3nd1S/WnANGbf0mS3D+kb8KpQrubzXftzLLve4l67Gy9VOZrrlQad84ZRPv+Y73d4dxSkel386CNhMvfQ/wejU+EvxgMfxXRZXuNMGP58FlRHF1+4tk/FIkovXZsZHV3nLu+rPOPCrgzHIuZJ8+Lz9xl+c9/36KZ/6uwv5tqsrtvVEP3dnPfmWm8/1PeUbhWJbhAbRuxEcNYPmwe+oOpQlBMX2nDA48x7ikXBfcwzNpfpwhfb2mDDYvLF6i/naPxdIsIhgcxgnMV+Kp139VEYok+Dfio1NOfeE8S5zLVyHBMTIMvnxXYtzRBgJ0t/z0goJ7FtByxfeyS4zrA7KgP/7mzcv3Pre1GFiL0FM76Idm1hk/eSuxRlKCAL8XH/5A695RBqHZpUTZoflRQ4Tvzxi+kgRK71/8WpfX7H2W7GpyVz7+Fvm5H0mSBlWwPLn976S4eIOs4GjxtSLX6771L7m+aX+/MzYSvv8aDGwZfTAKrPg3Q3mO7e9JKKnF92azWXONV87elpovzz91rqcfjn7kMnmE1c9mekX7j/vsCnm2NljzAXCl74mULD1kvfPlnL9KGG4tq6izJxz/XM5IoPc5+WzDusnxiFHSv3mpR3/UWNywbsbs+piHDHm3LlDWSfttoPMAfhPvQKhZx062Zz020ezfMUxw0vuXGQuOm5GKKc6vKcvvL3BnHXIZAnSQ0Xyi/QYiivA6McDHjUHnn5rvQSk+fH4tX/OF35wxs+P/70oa/y4cwuECcbS/8D6cNfxg7vEES5ilKIHsSYv0Wb3ebtsY3OOFgR9duaBEyWg/qO7srUjKJ9guGubnyhmRvCXueCK4KbHg/tMo/8/sue4UFsD2++pV+bW1GHSX359Yalm/ESKoz6DuubPp+8lfKXe/vX6JF+eeu6Hoz9OuQqFQtEVkFXLximbojZASRb3uYdNCc0IfHNNg9BI8J1MpqylviDgBN8u+L/H3pSwK4kPUJLdt3hVrJNXrFSWIcgIjUWab0WCr2SNJ1KSpN5A8/TRA4RuAb0NNuabCCAaYzY0tZpJw2pNSaLcbGraLLQagGzdOWPrzTvrmsyStalsU0CAEnqURDpjmmxzyiMgOay23Pzwjpdk/UNG6mHTR5hbnntXMpQtuNbyEUOXsc/EIeauhSsCOdkJhpMIwGbt8AFVprW9VChL/EAAFR5rflPYGstLjDl8+kjz74XLJah23JzR5oZn3pHgK9nGza3pjQOhfYHLPUW5Jpn0aTFP20es8dg4nziszqxraDHjBtfIaV141dOJ+aa2oszsNLLOvLm2QbJ0CTJ+7uDJGUFGvnP5PeByL3u5x202ud1DJ8kD/5JwxJv7ThxiXly2UcYYCUn2dUNzu2x8MN74zUhffWjPcVlikFaolDUgvvjr40vN6s3Npq6yPGdMuwKBwBULxGbWLil6j1Qw+sjpI3Ky0P1EBv04rS1X+NuMtYQxR89KnWgIAp995uBJWZzo9HVFWakkMrAZ4uUf57cUPP3YjHgvU2f/SUPM4TNG5tjCupf+I/nr6JmjxNdBvrBw+xbfH+7J/k+JoK7NjCfbD3Ezi/38xtiytBlB9br9QJ/zW4HnB6N+/8lDZR665bpl0CaeS0Gc7u/fbQcJlnrHdD7Z0n5jM18uddp1/ZNLzYaGVpnX2EVZvH/Tc+/mzMWuiLbiK2hs4paZjw9sHW5f01eclPngHmNz6gkT8Yyae2Hlur7Nhy++O3yjUGwPSCTlG7x/YNOmTaa+vt5s3LjRDBwYvbPeVSxb35gKij+wVaRya4Bvqhk3qMqMHZrKvmYxeefCFeb2+csCA1uIRLLQe/LNteYX/3lVglHXPvGWOSUdqHXvIzDz1aOmmV/e94oIa9rgBEGcfScPMTuPGmj+/MiSTPCOBfJVp+5lfvPAazkBUPh673pxuRlcXWFuX7DcP+A4dZgE+C+799WMrSx6ZjpipDbg6dabsmmoOevQqebMa1LBfm+582aNygri2rb96r5XzH1OIPsLR0w1z7y5zjegTDmIuJ5/88JAO9xgrxX1DOoLBKi8wVQbHF23pcX864VlEiS0ZbDQc8tzg7+P+JThUkvgnz12HGJm7ZAr7GqDdd+8eYGvLX97YqmZNbZeMmEJxPsFa9kQOO/wncyld3s3R4L7hfIRcnWDXj88cZb59wLET/19Zq+XsXbaXuY397+aE9AnUHfx7S+ZexetyimDtn77+JnSVhuY8/rVW2eQeO/StQ1SDj8+g/qBOWrnmg1Q3jl/mW/74rbd+96iZRvNuT6+944DXkMB4grceoOSYQKMLLoQabR+y/QB890Jcrr1ssE3b/Zoc/5NC8TPQeOHZ8oxs0eZdzc2h/YF7R1TX5XxU9AcsMHcsCA4z8tzrnvOdyMmrN/d+8Oet7Rp3uzs507ms6nDhKbIZpp7N3zijEvveIjqP9/2+9Rr+5UjzkFtS43jXJHiqM+wcd6s0SLKG+aTsHHn179hfRlUrkKxvaCn16V9Db3V/qMve9AsFk7xFKDWuOC4GYGCaQiRivBcZzIrGErwfVBNhZyiIZhnxe566ocVQUNLzRInmzsMlEMZBHj5N4xKxr2H7GGCK+KDJevMhsbup+ByM+fhwq4uLzOtnZ2yiVBWUiI0YO2W+gWO77ISCSQ2OsH6oNYRuJ8+coA5bPpI88bqzeaZpRtEv4ZAfjn9XV0hwV5gBfdKCOxPG2FO3T87GEXQC3HKB15elSV4KgKZTp0kKLFpkqFTEaqe1Guy0efsUG9eXrlZNjkIslsxSE68iuBfWqC0obUjq9+OnjlSOLv9hD8ZqOWlpTligfBOQ5vBBoU3gB4lMugN8n30D4+Zx95Yl6GtYR1v7QmC9RkCkmRKt3R0SuCb08efPXiycJJ7A4lfv/EF8++FK+RvMmaxy72OsuD5ZoOJwC50P/QGbaBsry+8fTt2ULV5Z0OTnOBwr8FO5rwVT2UeIJ6ar/hiUKD3mkeXSMDbrdeK1rr9MH5ItXn+nY0ZOiJO3H7+iJ3EB7YMGcPp0yUDKsvlt58dr7Z+NgQIyIeN6ShY29yxySnsfHxiBX6tPgGbdGwm0UdtHVBepU/iVJTJXMxHFBP4vcf44OR+VJn5+MBvnpCMxKYf85257X4Wdl/U3Asr1w9hwXpvW4rpG4Vie1mXaiZ6NwJOOzIO/ThwCUz+83P754hNhgk8fvGInST7l2ALgHKAneLH31jnWwcCinz+0X0mZMohUHHaATtmqCe+Pm+aaW7tlGP7zyylnB3N1+btLBzodVUprrF31zWZnUemBlGgoOara8xp+++YuQZb4JGz9fCazFZEi3j9xffsJIsC6kVw5iO/f9z3iCjlnj9vmrnt3APM+ka4vCvM3S+ukLa5AXQwe4d6CeIH2Xf+vOkZGg4ye/gSOGPuJDkKSJY9/OAsrKChGDekOivI5e2LEud+AldkwFheZfqHYCOf2zL4ceGW5+VHhrLAj5s51WdrJbjv+tL285ThdRIgJ2BPfX6c3CfvM17KCWoPY+QT++4ogT1bNlkMZPoH9YvtYxf0d5hQpL2e8s7481PmzvPmymKARRILPjLE8aNfAB3wA/b8Y6ZncVBD+xDWT9TJtd4g3PihtcLPvrm1Q3bX2RRhYc3GD4s1O0fhOj946nDpH051EFD2Q9y2e9/D9o+nfY/w1dvrmnw51bmez6PEQIOCjUF84d9/7yzz2uotvuOGMk9Nz2nv+HXBM+XzR0w1u3gCw972XnjsDFn12sC0H0c42XPoCcQSSw0Rtw3q97jPW/uc9P3M8XWQKGaYv/zGQ1T/+dnvV6+dWzedtX/gWA0SKY76zB0PYT7Jl6c+rC+DylUoFIpCQSDCDaADgjIEbQg6eQMKBBVZf7iCmTaQTvCsvb1TTg8CocPowdwkqspTPiQQBOIJBLa1JwOzyLM40Gm7cLCXS/Y6go6sk3oC1AJxHzY0tydNfU2J2bQZOrWEGVZXZtpTdOWZDQbWmi7/fWjZSWNeXrnFfGDPcebW5zfJeyku+GQmezwlvEjgtUR+i5G5y/cVAUcvSNbwnkawr6x9BL7xPb9B4PROfZaymHXxY2+sld9KrDXXbGmR8Zii40AI1uq45Aq6Mi4Zv6zpXQFWsrDx1Y5DK+VeK5hpM9L9ONC9IoO02b3Py0FNvY8vWS9+Z/MB32E370dxrHNCABpENgW4v0OC/iZTn8sHj12Pvr42zSmfopxwr8vYnaT/Up5H4JWNCn6TNpkOodazvvD2Lf4mQA2tnW031xDM5QQF3cRzgP8or7Ui259xEMTdzZjCjvq6re2CZtDtB+xjowLIyZhEQuwie5hr7VpRxrDQBXXIiV93vNq6CaC7/Rs0poNgfc3vKTs2qZf/4vrECvzSBja+2LikX6ChGjOoXILztIMx7R27fra47aFcTg6xaeX2pe1veOD9xnU+CJsn1sf8dvWOVRB2X9jco86gcsMy0uP0BeXgr2L4RqHYnqBB9G6EPY7mwnLgegXT4ohNIuIH7HVkVJDxaHlkKful5Zsy/MPweLvXWxDIOPvQyfI3GRss50YNrDIjBlQJr3Vqx7Ejw1M7b+Yo4QjktZff2AVBcssdPrS2XI4fwgtNkBrbCNIR4LH3/v3T+8omA/cE8Z6DN9c2mrOufVb+5lqCU7ZteYmjpgPd1n6Xhxcedmx8Os3DGyVqSlkLl22URa5wxCeNOWrGSHPUDBaGnZIVz4LX+gNBQi+/O39Tl/UxC6Hdxw82Zq7J4ZBmF59glLef//apfSSIHhSw8/OLH/8wnPdundd/al/J2AjqF2uTyw1u2wj8+I2x02072UoE/12QvRsG7uEHjuVqJos1DNRPOyxHO4sLxikZGYhKktnAYv2Lf3/et60E+IfWVcjiOUxQNV+xWoA/mE/DBlRItkdpokSyB7z8mRZsbBUqwBjEf/366i1ZnO9Bdke1D17ywRFZa/iShB/3mWXHBhtE4Oaz9peyUnzvwTzd7lgKsjvMH3HFfYPAQtKW4zenCEaHPSt9BZ/zENAME+OkviBxXhAkDBdkV9zPXfv9uOrRvLDZ+8zHLS1tksEpP4hCwDw1q7dEcv8HIYz7XaFQ9D9ANegHMoX9xNXIyiU4DI+3+9VDwMpm2NpM1Aipjz4PguM2gzsM7iWWOx0f9dbRZn5ngITzdwpbQ+f52EZbGCdWSFbEWNOCq4gx8t1GgcOGhIvzRQvMbrWPctzxw9+lpZaDP6VlI2KQZSlf01dcVVaaCsK7HO72b8Yl45dMfK8Aq/DfO2KlcYQ28xEZtPOGkwIZ0c8YQqWugK/X714B3zh2ueXR6tJEihqJn7/CmJSeu9YXb69vzOpb62/qz4hvrm8U0Vrhy/eMsSA780Vc0VDss+OrjF0ZaVNSstLttXF8WQwRSa+vGZtSX1l8n1iBXxn/zIkSkxHmJTjvJ7QbVxTTT7TV299dFfwM8yMo9mfuGO9t0VKFoj9Bg+jdCAKTYRzBrsAn4mrw3YWBLxPuI4uaoA1BWoKOQfzDVmTHKyKIwOWeE4YI9/qld7+SwyM9Z4dB5qs3viA8y2H8xt7gEAszgt1bqWFe9vAnD8u617Y/rtCn+7ffPVHlSKb30hRXMBQDYe3jyyIM2L/3jkPMFQ+8luVDjsd985gZQivjZsV72x7F5+1ySAuX+j3ZvuQaOKrrqyvMu+kv2CC4fgmq02sfQpacRPCDLcNrE2VgEwvKPz78Rk6bTpgzJmsjgWOPXkSJEfLj6P2/fTTz+rpP7hPZdhYAh//2wVAKnaAxzZj50JWPCQXFt46dHlpPlB0usGXi0Frz96eWml3HDYplU1B/WAQJMPpxZ9Oe779vVmTQNGy+ea+Lso/nDpnJfs8sO26+f/tLWWPK8r1bbnbbBjZvouwJE6SM87wNazPjEL9aUcyoeewdV35l5yOgGTVPggSnrahrscaxn/1hXPU71FeZ797+kmSN4Zuf3P1yTla+F+4cDOP+z2fs51uOQqHYfrDL2EHm1ueX5bzPprrfc8EKLsKz7YK4ThkBORGGTL3X00HkYtcXJ4AO3BUybRfe73R0q6d84G5oENBMUTx4+qhAjhv6G00hQtNsmlOK8ITLJnq7/B5j84TkF74X/cRlgVCH2N0VX1O2vmnpXNxPyJy2P0cywqNpoUyhe0kmhfOe1/akhFtGIj1+saO9s9MsXdsoAdQU5VAqK5kkIkzkmjCEiQz6UUN4hUoJ9Cec9Yv3HpdHWwR804K59r4tLR1yUvSd9Y1yra0nSvzQFQTGRzbfg+R28S2bYenM/5RYaZlkma/Y1GwGVZfLb1sug5+edU7mmrRwr+txrqOeuOKLQZQavE87rZhsqDho2k8mM15Ss4DfWPZaP1+S4ICv0QqgfmgAW9o7zIoNTWbUoGopn/qtv0EUV3em72KIL4eNM2znFALPXDuHU4Hz1ByQADvzb3OLjGO/sWv73Z2jfqKp9KWd58UQz4waj2Gf0SZOxdt+jXtfXAHQFIc/pxaSZu+JQyP1Emx/est1x02hwfS4dDIKRV+FBtG7EWSVeoNjgNd8AfBD3oIj7k++uS5U7I/jfPASp2hEJppv37rQt2xwwbHTM+KB/OuWw5cSIm4PB9wLnzmctX78y/Y19XvFO209fOYV6wMEVZDq4fMXJOM4mbkvUNxx6jCzahMiQCm4bfIKasYRDLWfRbbvgImhZbEQ83LdA/jnv/2vhb5t50va9Rt/B40P+zkIuobF/DGzx5h3NzaFisLafsFfUG74lef2DWOMRcrCdzf6lhtkdypolhQebT97v3f7i5n2Uy5HXDkB4WaFhokR0pZH38gul9dBwqrUwdiBqzuuv71BUOs77Jm3dEOgbWTdBokIe+egnZ8X3/6iZOLHsSnVlpa8hTjJwvUGEW174ITnWRJWJu2KErC1frZ/B80Znju0OWgsM2685WMnG17yWR7CqNjtijZ7EfW8ZUOIhawfuIdxx7HQSz+4i2gSFDqu8hFSzUe0E2okv8+xZcE7/vMa4Lewcu148PsMm2S8eQLowNZ13OzRZtrogfKf9RlURlHPbXcsxOWODxv7+ZSjUCi2L/Ac/Pk9i82W1uzAy6j6Kt8f867gYsKTbU2WJd9tCJVaTvRtFZaWIg7wHL9jyGy13wtkHBPAc7m/uxOuqY3pOgkOE+T2uyYfVJcnzB0Llkt/ugE6tsMJJJWXJORkneUtJ1jMGHHHj+UwdrNnLeRUQ3ojJhFgK5nR9AkJRymh0a3ij1NH1JpXVzWkMqnTJwgIjpM04gIbb37uHRmbqYCvMZmv8aQxKze1ZHjYv3/HSyKGGsR3HCRICN+4H1dzllBpe5rvvSQhfoF7m/bYeyzHu/c16Ez7aENjq2TU/+q+10xV+RuZeqKEEu3nCJZafwnSHOacmmbgcIKPe3cdVy/c/psaW83aLa0p3YHSErMBTvE1DXIK97MHT5JyoIByxxvlw+H+uUOixReDOK6zuOs7OoxpT2QC865ordteef5gs5yQSEoiBQKQ7rWuLxnDIwZUSJ9Tz+aWNhmnVs9hEyK9lWVSFv5u63hZdhzKS0oiubpt30HHw3tsfFjh4TjBUq6B+976NkOhlTRmXUPqxCNjnU0Oy7nuN3YpB1tEyyKZEsplPO4zaWiW72xfxhHajIOo8Rj0GX5sbmuXZw5JPsz7Lxw+NfK+OHXafnJFey1vvu+Yc/ra9qctl9d23Phxs8dBFL+7QrEtQIPo3Qh294M4dwlg87kFP+YP2Wm4HHkvMYmcLD5XZPDsQ6dEcu7Cn3zfopWZ+9xyWOT6CQTaewkgc3QnjJ/dzR4k4HT63B1FHA5E2Xb2IVPM+3YdY06/+ilzzRl7y8PYPjy92bgISbLYtEEWHrpkMF7/xFvmdAkyb/UVn5GhGuY/1z9h7fvU3JRwBosNP8FOslD87g9rO+V87pApgTzpfj4O4/y2XOnfu+Ml8YnXf/TLhcfPELER+PLI9q0qC+cQP0v6Zgfz7vom8/07FvmWu/+koZE2hX3m9gfZ/G4gi7/ZXPKKERKgho/Z9qEFfU67+ML3CmSee+hU09TWYb53x6K8eaq9YwZ87/aXzJ3nHWguunVhjlDioTsNN/tNGmq+dcuCnD4469Apwq/ulj17bL1wg7u8+UE20Xb65dzrn81svGXVkRZq9AsIBnFn2/H4yfQ4DyrTti/jZ5+5ZTOMf3TX4sB5HPXcCRs3flzc9jngVxf27DikJjRA6j5vc9o+ZZg588CJsmD3Bne9z2IylHYfPyiQfzznWTl1mDy/obXyCm3mE9ANmie2LHhT/T5n7n7yL08H+o7PD95peGC59m+/z4QeaNWWSK76EQOr5LUd92F96Z2D+XDHh439fDnoFQrF9gM4mRs8AXTwysotgXzNiCHy2cOvrTa3vbBMgmrV5aWyxoAW8Yvv2Vmuu+2Fd81fHntLKP8kKztN+VJeasxeE4ZKwABNn5dWbDItcdO+0wFruKzJHLb3EdwLYlEjoI0Y5YvLU4FJKSMdJLdBW5u9ShFkpZKJm0xnqVoBVRdsdg+oLpPgytGzR5lJw+rMlf97XYK9g9KZk9AwlJV0pLKqoZTIo41eVPkEhYsJSUJOpHns07sHdiOBDZbS0nbT2ZnK4HUPIaQC4skMF/2oAZVyD4EmmyHt8iLD3Uw2bGtbpzl61igzY8xAyQKFl1zoNlo7zJX/eyPHPvqE78DjdxmTk6nN7yY2rsmwJUMaLxEo5DN3I4S/735xpX/70wnyiTT9B/dG8R1jjyvYCT55zVOBXM3MG15fdu8rEqgfVV+d4XS3HOPe15SBL6nriv++JrbBV81mDScOBg4qy+HC9trltZ/PSHwYUleRmbd06heO2NnsPXGIXOP6liQ4/rNUGuMGVwsNJBtmFxw7I/OMgHP86/98Qf6uqypPPw8SZr80j3W+vNlevnPehwv8nEOnip22XX7tDcoy5lrK5fcJviQ4ztqVTRh8TkB69ZbOzHODuWDnL5n3jLE31/rzkAOvvfQdPmLDA3/yb77ZxtZmfIst+NU+u1i3WZ78Oug26/z5+fEHttg2shHBa57VfmMlbPzki7DxGNR32M8YGlpXKXRR3nEUNcbDPqd8qHo3N7X58uZn6SV4+trbn8yPMF2EKMTRVlAotgVoEL2HOdHDOHBHD6qW4/bfOm66BDH9xP4AD7IUl3kwEAvloQftAPzebjlRfN92IRwGjuPd8Jn9RCUeoU8C6Na+KIoI7Ifb+u31TSJqSPY2FDVfOXJn8415CREQ5fgfXMkrNjXJLrMresm1p+wzQTikv3LUzuabx05PHcmqKJUvBwJgCKYuXdfo6z8Q1b6aylJZPEB5wZGytzgCGcOHcegx7vrCgWazs7seBBY6UccrU2JCuQKN1LPDoGrTmew03zl+ptkiPMltcqwu6kfL8LoKs76xNbBc75FmP5vC2kRf2v7w44H2EyOkzvf95pEcWgxeM/ZuPfsAWWix8LC87CwAz7hmKwd/VN9QDzz9ljvfO2ZSXNOtgUKJL7y9PjNO4Z0eXlcpmxYdyU7zj8/sJ3ORRTnH9YRPM4ZNHJ+76LgZ5s6FyyVQyeLWK4KKKC7Pjny5s6VNbR3mKze8kNPHbpm2vQ0tbeb7J86ShSjl4ufaijIzqKZc2k9Gw7L1TZl5jGaD68s4z524n7lj81vHTM9oHLj2RME+b793wiyzpbVdfqwzPR5+bU1Gg8H1CzQoiHS544I5FTWP6cNbzto/M1bAbefMDRTajIso0U6/zzc2Bc9r+onP54wbHFpu2GdR482vj7321FSUCYes3xzMhzs+ypZ8OOgVCsX2AwKXfs9tyx8dxNfM+6xf71q4MsMROzCZzHDEImK4bMMQCaKLmGJ5ip+Y720Cd586aJJcwzH4z//tOdPW0R6a+e1mLxPw5LtktTxDk6aiDPqOhOlwNC7s9XyPkYAxd6fh5pVVW2S9UJ7mSmZtYoNRtMXaxxqrJJmQ788GEfRLCV5aAdFUU1KcuHAbHz5tZMpnnUZOFOKLqvKkPHcJ0EwcXivf/6zDC9UaDf+Vs9W2QpFqfooek+xPXpeXlkomJm1nDSm8zomkaUturY/rbL34kYxb1rZhHMUE+vj8yJmjMqKYVsSTALOXgsXSsuwxYXCOaCfjxy2b72HL0e1XhhXBDQKin2Gc42GChF5b/DiTSVaoLCvN4vB2Ocb9OMcpQ8aSSZiR9VUylixlTRAXdphQIte5Y7U+PW9Z17n3u+3x1jlsQKoPZd6kwd+MmUz7nedBIfzyXr5z+75rp18/RLUfO60vLV3pusY2n9MLCdnw4+QAzw3qxw9BPOTAz17qc8VfC4H17cDqEtO0oVnsYpzWVZZu1SSoCx53Xh93VmU/q6P82VWElef9zGsrz2+/cRRlY9DnVpsBpE5e5PLm2zHv19e2P+PM9ygoz7pie4EG0bsRHMXxE3EkOMyum5cD1wqgWZFLVyQ0S9CxpiIy+EZwW/j0kslMQCgu7y2CG2RAeIUwveUTuCaWf+yc0SKMSLCZbIGoA5QsNuFHvvdLBwk/GwFzWnPf4lU57T1u9oHy8P7bk0vlNX4k8Icfn3prnVz/z8/tbz7y+8cz/sHfR80cmdNurw3u9XuOHywc9ny5kCXEJgE73/CtDaotz3C9C1XNybsJH70fonyLzz7wu8ckY94VmfUbJ7UVZaaiNDzYb+vDZzaz05Y1bki1LEAaEHZNj0eyi8JAnYg6wolOOZ8+aJKZO2WY/MgaNbBM7IIzL45NfiD7wc28lsBehPAf73Pk0h5V8wuk82VeUprIjAMCe1efvlfWtVF9Q4BbFhAhfPi1lVsDtGRs4NvlG5vNso3NMpb3mjBYgn8UQYB7VTvH30rNgnc3SIY/Y5324N84Ng0m4yLNY2jSixp8ZZ8htO++Lx2cc5/1Kf121Wl7ZV1vQf9OHl5r/v6ZfUW0FJugMIEC4++f3i9zHe0NC/JaoUjGtjuPmSeuaGlX+Lb9PrNjft6sUWI7IpVsuNFuV5gU8J4VsuSHAf2c+TxhzAmXPyJz0iuy6o7Vf51zQJbwL/4bWlshG1RR40qyntLDyvUlNtnj8K5NcYPqUX3j/Zx+cn3nxYm77hBYrh1TBNprKsvkP+9UieJqjxoDW7MDg+dgXO74KFvy4aBXKBTbD+AJ9qOoJvjMZ2GIw7/MRiBrHS8/sXsNryVbPQRJj22sDfneIcDFWkKW2wHXWz5kry22LODaBy8w30WWO5kT/cD+0mAJQn1RPL0uvzDP+0Aq8BgQLnEfdKVMF7ZN9ruZIGtnSaf8K/WkSd4zHNrpf3ntUt9Y3upCOIq3codvLc+2raZ865hx4Ve25ei2vw1dkdEg8JkIasKTnciPyzvMFm8Z3msspzv1Edj0vvbj/hbxTBPs72LY6b0uTp359HMce7x8513l5w6qz/W5uymQ4jFPUZ/wrInjh+6w17XZPpPccRqHx7zQvukNdLetYd9L+cyzYti5LfWLQhEGDaJ3I+qryiQwA3e2lxOX9wekA7lBAmheYTor2HnhrQuFSzmMB5un4OrNzcKR5r0uit+YzPIX3t6QCSp5g5aUD1egPYbv5QO+5MTZQongd6x/brr8WTvUm5/f+0qomGKKN3u9mTy8TgJ9F936Yo4frz5tLzkiODfNsW3t4RhUkA1QKpCFiAgoGe3XPfGWiDv+9J6Xc+y56LiZkmFsr7XigeccNsXX//gWWx4O4ffl34XLNppDdx6RY3cWz/zUYeb8edOk7vsXr47kiwdW5PCfz7xtkskxQkFi7cbWILulvClDze0LlosNX3zPVPEt4rOuQCr3XnDM9GDfThkayiXtckFDA8EX5znXP5c17uGsg2f6W7cszHp/boBQo8snzd9sPl37yX3NM29lj/0wHm3KJtvb+t9PFNLWg+gOgdMf3pnt22wKl8mZuUOfMJcuuHlhxmf0g+WrD7MJ/5AMFSQg/Pcnl+ZwaefzLPEKeVLn3z69X2x+7rC6GONx/R82bvjMO87duv69cIX4Br9/+4SZ5iO/f0yCvdLG0/Yyv7n/NfNMWlAYIUu3fvr0hyfOljEXxbNOFrrlp//dR/cwYwZXm2/cvCCU03uuM6dsfZxuudgjrum1qbuEL6O41IP6PaifOT56yZ2LzHffO0vsDSvfq1FgfZaPMGs+3PHMnbDvgHw46BUKxfYDsn9JtLjLQ3Nx1IyRvlnoXgG04+aMNjc8844EJMiwJYnEBWu22+Yvl8/5AmfDfY/xg4S+w1JGcA+0MByptxCxvLTQoTdPJhWONkJX9p+XVghFnxUJtHQjNvhBYHSnEXXy95h66DKapbySRFKet5w0e311Q/qkY9JUV5SYD+051qxtaDW3PveuBKtsRjt/kMVO4CUVcE3ZTlvY/J29Q715Ysk6s3ZLiwTe8A2c0eKf5nbZ2G72UIy4nOB+eR1Uu+PQGkmY4T8n2T6dQZ8KAGFnIZBTApyq7KRvSkx9VbkZU18l9BYiHlqSMNNH1Jr1je2yAd4hAcfUvSQKcZ9sEKQFKeEvZrPcy1HsjhP7ObCCfJbOhQ1fEmieWbohS+SWdaJLTeE3Bjc1tslpRygZJo2oN0+8sTbDI50S8Swz+04amsWJnkh/PxIkgyqEccRJCYKpXh5lP/E/73tRXMzuNdzHGMLfZMHae1iDubzLlvv7vsUrzV0LV4ijB1SWymC33OVBvNXU88I7G0QYFv5rr52cmCwtTZgP7jHWt032OuqhToYZJz8J3MKf7a2T9QTJI3H4tP3q8bYZbm9oNt5a0yAbWyfvPb6gDOmofrI+t7zUPA/ahIc/YY6cPsLsneYOX7el1VSWoQFQKmOdcfOhPcf5cnXz2R4TBsmz7ckllVm0MmFjyY/2xbWZedqcTNlpxym/GexzhsQ+1+8papu18nziN7a3b8IEXb3imj0hfBlnHoUhzI+2/M8cPGkrJ3oAb74d88wzt6/d51ZX7LS28Pz621NvCysBz0a/eaVQ9HUkkqnzav0CmzZtMvX19Wbjxo1m4MDwbJNigAf8V/7xvG+wmi/dzx8+xUwdkXpoeAOJbiCBIA3BhR+eOMv8e8FyKc8NPPjxyBIYPmL6SFnkErB2r+NeCZA+8JpvUMQGLbDxmFmjzPk3L8wKCsFdbI/fE9zzBo9SAbo9zW/++3pW+QTDTj1gonlx2UbhbQsKVtFeyrW28OMDYUE4pP38eDyLdjkq2SzBfcolCAzftlf8ExvOOnSq8EsTYPvxXYsz9QUFwfbccYg5bNoIudb1oZ//+fH09aNTopF+/fK3J5aaMw+cZJ5YstbMf2eDBGFdu/38AX2HW7dt9zmHTpF++uPDb2Q+Y9FNW6BFQDjV27Yguynv9ANSvPaU+YUjpppn3lznO3ZpI5QdBM/czwlYUb/XJu+4sWOLzZbv3PaiuXfRqqzybRuC+oMNJDcoCc2JpR55Z12jeWdDo/n1/a+Z55zNCTdY9+dHlmRtcnht85t7th7KWLRiswjzho0b916/9lhb4PY/2ScQb8cLpyL+9fyywA0pbNphcE1WtnCcZ8kl759t7pxPuf4+/tmHdhVe7TBE1bXXjkPk2WP9HeZ/niUcNfWOG+br6enP/vTwG776BG6/HZjuSzYwXL+HjSn6Fn98518vmg/vPT6wL9x6/vbpfWSMeYPAYWPeO4ZBmE3dJXzJQjuI89yPFijOmJr/9oaMvUEBd8udzwbCI+kNBHwWdx6F2ehnM5seHIH2fgdYW6aPGqCc6Ip+ty7ta+it9n/2/54Wrmj7Awi6km8eOyNH3CxINA9+5NbOTqEcqSovyxFH5JTmkJpy8+baRsmktL+0SPAgJsz1BKva2jskK5DsZyhVoLWwgWU3O5mALcGGAyYPTQcbmyXgS8CEE2uDa8qE0z0srlxXUWISJSVie1bWOpv1aVoGL7BBAp5tnaahtd20tRNkTp2KCzrYSNsIypJpbwPyUSCwu8OgKqFpkJOFCSN1Qj/j9yuVQPrkYbVmxaYWsQWu+Fbhcd56TQ30JG2dOVQpu4wdaD5/xM45ASc47wlqk5lJUOnn/3klS7uKE7rv3XWMOXinEebBV1ZJcgv12oDs1+dNzxk3+Np+jh6IHUubm1ul/6wPsWNgZZnZcViN2XfSsAwPetgYJFlATrk5mDiUINckEQwdOXBrENMGFVPvV5llGxrNzc8tE4oHNgbYVDp1/1whQq/4H/ATBAwKSrpAn+mPD71h7DCjL9CU+eH75/gGNpmjIgrZmcpA3m/SEHPR8bNC6zn6sgfN4hWpE3eAICDj19qJDQReGTPMp6A2WW5pfHbTc+9KwJ+sXQQv/QQ1qYffRl4fuvDzpx+HNdcx9iy1hisA2VXhRq+P3dd2U4fxbzcTXX9xshWNgIrSUglau2KQlHPNo0skeI6mgt3Eqa9O2e7nY/sewVo22nifk/ZekUm/ALEVs8VH+N6dfyKgee8rGZFnTp4TJ7B9E1vQNUBItTsRZx55Ye1e19iaEVplI9PP5iDefG/dtzz3Tqrf5fmdzPFFV/jjbf9YQV7G0pfek9/4Vij6wrpUg+jdiMXLN5mjf/lQ4Oe3nXuA7GyDw3/+YOB10Ais3twix16gAgmiAIG+gx8FlraB7Fdwbjrgba+Dn+6el1bIYv6QnUdk8X17KR9u/Ox+ctQmqHwv/YFrG5QQqzY3Zzh3oUCBbsNL8+DnF7ceEFYXn9HGv5yxd8Y/9j233a4NlEsQHYG/sLJtWfzIccUAvf63Qi34EOqZj+w9PvM+/Yav+aLndQuChG0dZt4vH5IyXLv9YOk43HZMGlZrjv31w/K5dwwc/+tHxIf869c2127oI1igkc37+/+9Ecvf4M+n7SUCPYxLsmhqK1OckGQLbGppM0mOxaY5o6F/kaPHiYRkFWH/lOF18oPxsJ/ljvuouu/6/IHCL+7HJ/3G6i3yo+LYXz3sO0c4HjtpeK1k3sD7Dh+gd6y5uPO8uZJpZuuBDqOxrT3Qt37tCLrO2saOvIhxlWbrAfhRongBlcvkdMYZwL6wZ4ltT1tnpzn6sodCfTxtdHhAI05dQksETU5zu5z+YLFUWVpiNre0i7/5EUOmNm0FQfPVfnbs7NHyPLJzza/f/MZ+VF/hR/qYTDx+LPAfi3MW4X5UOLYOC+844xlrT+v4jSv7bM6nb4uJrdRh0bzsUf1sfevaS/ls4FqtilqHq96lhYE+i+eina9+8M7BOMDmN9c2+H4H2HEDL313+VehiAsNovd8EJ1gKRR9Xn2XobXl5rpP7ZeVzWhFE1nHQe+3pqFVnkV8dxF0IrhA1jTfFzzXoOOCO1mu3dIqvLNCj+JUJQwi6Sxm1paj6wlqNklAlc/8yBrJULdFDK4pl+8mG1wcWF0hG+6FZkS5wfog6hQE56Bh5LoIVsCML9c2pHQngtrkZwdaMqwTlqxpCPVH0PVB9ruvyTS/4pTdA7nv6fdTr3pSNio6PfWNGFBlvnvCzIy4nqUjoNw/nrpXJjDpjhsrDkkyAOs88M76FJ+0CwJfBOptOb5jcEtqXPH3hoZWX9+go2ODlEHt89rn2h90jduGoPvC6jzlD49lxoQFvwuu+GhuX8gcve5ZyZilPjl1kAjvN77X2aT3oj79OwedMG+/hbUJBPkp7DM/X8TxuTv2OEkuwq9ssAn3d4X5yxn7xApYxq0rn3JEXNR53gnFimfMf+KqJ+Q3oTsPmTNs8uFfNmu8fidASxDdPsuG1lZKoDzM1rD2AexgjlA3z18e88MHVJlrztg7sN/csZESUm3MEtcsxH89AesLNhjWNrRIW3m+8Szh93ghNuf0exF9YcdJUP/0Nf8q+ic2xVyXKp1Ld3aCk8HgB3iIU7t84WCxxYKfhYYLL68tn7uvLTee97rrP7Wv+cV/UhQdE4fVhXKHEwixnweV7wfqROjGLZv7eT+Kz/3tdU05fL1RooOUi63e97zlWBsAgdiossM+d8unXLet7vtk1Vj1dwsyL20Zrt1+wE5vOxCqtO3wjgE7toJsd+1G8JDXLmVLWJszZXDMNj0usQVxWIvRplrad+IVjwbeT71B4z6qbvxhM3m9YEHkZlP5jQHspT+w0W+suWBh4rYNPnNbftxxEzV+Dpo63HzoSv9NlKg6vOKIUWKKtj2pTITCn1351AVGBnwHeWlqwuar9RUL7rBnlt/Yj+NHAqpukFZOdHg2zrx1BI2zf3xm39BxFWWPtam7EMWl7iKuWKhrb1j59jP8Cxe993stag7GtTnoO8BChUUViv4Jsi3J+DYOFQrgeREmTMemuwggpqlA5H5oRdL0HlliielrhaKlBAHQrSseMrm5XQIeidQzLuszn6+HFPVGqoyU2CECcSlBSDfAXgjCziMns/5ImNJEcAa6C2+GdBxQLn7Dn1H+8F4fZJIf7z39EiYg64rwZZWVZO3bHij+GCQqyudvr2vMaE4RaPQD/ch9oWMwPc7C+hwqk64K+0W1IV9RwZRPHeqi9LwL6gs7R6FCKkmUmLJSTiWE91tQuwnU0Ra/fgtrEwjyU9hnQcKOca4PE4CMK95YLOFGtxyhpnKed35jHhv9Nq+YM+UdJWbYkFy/k1zhPsviiNuGtQ9gR4oaKyETHsFdbAjrtzjimvn6rydgfQEll4ggp8VXeU7EEQkOK7M7fGHHSVD/9DX/KhRh0CB6N4Kd7zAghseRxyiQXUyggS/5fETbbCanV1iQL62ge7zgOCCZhqks5+z68xUKtK+jhU1T7bWCjHzB8t5vP7a7ZIHAgY6YI7vatGvC0Bqha+D6MNvIiBw3uCanPZH2DK6WFV+QSCyZ59AG2HJd8Vj+Rnxw0fJNsjBC2FCEA6tTfUCZIwJESi343CvySua3n2CkbQuZOXHahtAIh139/B0pPlteav7vjL0lQ+LllZuES40sGjKPh9dUmKtO21PGHwFHjvTBQcmpBxYuZCZ4s8BcQVRrD+2Do/M7J8xMfaE3p0Rll65tkF336vIyyVogq5zMMHy7JeLHm52XZNATkPWzIdPHCOs0tmYCgszZAVWp7NvairJA0c6Uj1LtIGvDnmZgA8AdH9xjRUa9dVP+kLpw8UPKIhhpBSmH1lTIyRVA2cyRh15dnTllIILAja2ZOgN9VJ26Dh5I+YGaZGHaLmOZXqOsbDGiXAQJJ1sBWfqrBu69EEwYUiOZyNgg/HwJY6aNGmDuPO9AOeVAezjtsnjFJrPzyIHiN55vPA8GVJTJv/iTcRgm8mz94trHsdIgceW6qtIuiVbGEdgsRPjSbQP+JRNlQ1OrqauKL1jq109+sMLDOw6tNX/71L4yHt5a22AGVW8V37UZ6RzRZ8xVlZbIKQhiQSzIoRXzG4tuX8HR+frqLVn2B4kRu4K6Ud+XKiyqUPRPpIQcE7IGyaL/cMQ/fcX42tJifO2dmecit3PSEAqDLLHE9LUEwGzA3YKgsGhWpgOh7ndpUMCYMqzesgTnHaE9SdLtgtimu5GQ89nW+HmWyGYU+G3T2Bon/9wjntrWmVm/hvnDe31Q+73vS3Y7nOchArJWhI8TdFllJVICrFHij37CeVCBkHnL30FrJ3xbWxFPlDOsz3cZO6joYqDeNuQrCJjyaanQ6wA73miLX1/YOcoYJ4BuxS7D+o123/r8spz3WXsHiXZGtSnMT/mII+YjbBolTNxTwo1ekVX3eec35l2xZHdcWtFiP7/7iYZG2RrVPspuaO1IPd/Tz15sCOu3YorY9iQy4qsyrxCFTT3fvALQhZTZHb6w4ySsfxSKbQUaRO9GDK6tCBSZ5H2oJYbWVciXTrgQZ0rQzooRholWuq/hZOc9K4ZnOZjZ7bOiblFif7UVZebjf3pSAknU7wqSRt3r2uMKB0aJKdr2WkHGKx54LUfcEu6sc657Vvj03jN9pHlp2UZz5IyRge2irMtP2c385K6tPN5xxR15xD/86ipfkVg48P726X2FT9nL18z1HLv99r8WZn1mxQyPmz3KvG/3seaVlZtDBQ353Cu4asUUveJ7tOXwacPlB0xU2+AlR3zTct67/iYIFdy3w8x9i1YKZ/oFx800P7t7sTlxj3EZG+bNGim88H96OJcj+sLjZpqP/vFxM2P0wIygI5yHQeKClPWXM/c2F9yyMLAsdq4ZD4xTxsNXjgoWY+U+5iUg+P/km1vFR4NssEKPLCHJGPNywfsJINpxHCS+a++5Lj0fvcK11pYF72SLcwaJVnL9n0/fS35w/vqBV3OEThn7Nzz9ttgP7/0u4weFjjn45DcOq83w2/P6N6fsLgszyzEdJlLrFYD048nGrvOPCe4ryv7PopUZTQfLce8VJMYPbLJA+0IAFVDmibvtYJ5/KJXpjkZCkMgzgVyOluIX9xlMGyzlkzeQzg+csGc7i/MggU07L239cfwXB2Hinyf/4Qmz54TBkYKlfmVc+oE58qxw37PP06sfXpLzbIZvnM0P8LUb52d86j5f3PmD1of7/Rc1DwkcfM1joyvYajUWwr4vC/GvQqHYPkAm63tmjPBwoifk2eUniIg4NZu4rNmtGB9JAzWVZaa9vdOs2NRsqstKzc4j6+TkKNQiPKfGDKoS+g0v1zivEulgLjQGPHd5TXDKDbi7wW3eJngxrK7SrNjYlOGVZmO5oaVNfktA79EeEuRGzJM6yeh1QdsJaPgdkBKKBUm8SZi20hJZAxBPC6N1oe2WJiGZR3B/cDUUMK1mTUOLZCmSiBskHir+ra8Sm+kbMpZdjnEwpKZMxEG97Zmzw0DJPH13Q5NQrwWJ8OVwoleWmYN3Gib37jd5qHns9bVZYor2hJ+fSCACfph25YNvmM0tbdIXNC0ToCJDvjMpp+28PNB8/97z4krZNIaXeNex9ebdDc2mspygtCd5Y3CV2WFQdY54qctzzXvQGi58d6OIMnpFNv3awIkABGVZ29w+f3mmXdAR0m64w0lyYoMAm9k8X7mpyYwcWJ05iXvUzFHmxmfeyYw/NkGOnDHCN7Nc5mj694GIvSYSZr+JQ6R8fOPNWOU9EqxGDqgwKzdvTY6hb0ic8Yp2kglNksm+E4dIHyA+7wolAtrlClNaH+A/7Nh/8lARFHWFY4NENPmPMYNIKmKwPDu8gsT2HsYYa3vJ7E6mxID9roV/HFq8uVOGC9UGfcDMwN/5ij96BTVtWfQv3PmbmlvEZjYFV0gS21bBU3vvruMGmf++vMq0pB9CzFESq+Db944b5oMVBi1LJExrAtHe1HMIv9qs8XzFbLkuJdq8XDQcAIkWrnBlmKAr81PaWl4q8yJKxDYfFEO01G9cWZHOkpKUADTJM4Cxm+rHrX70lpOaq8Rmtp6Y533KpL9coVHrCz7z9k+Yjd730BVwOeu9/aNQbCtQTvRuxPL1jSKWceGt2UHUjMjkk0vND06cbf73ympfATSvMF1cYUTKP+fQqZL1evZ1z2YF9r529DQJChGMcANTOUKTU4aZ0+fuaK57/C0zbUx9JlAngZNH3pQARpA9XpFKr3BgUJ3edoSJAbqCcwTodxk/WALp30iLej7rqYOynl+6PsvOuOKOBDo/tu8ECRh5hRjDbMQPJ8wZbb76zwU5n0kg/f2zJWAV3AcpIVb8sdv4QTmCq7ZfXV+w6PzWsTPMs2+tM3PGDZKAr1/bKPv8Y6YLF7stx21LmHAtY+vJN9cKJRB9drojYooNBMp4HRT45Xo4lK2g4/k3LRBb/fwYtyzXB0FirFxP4H780NrMe8s3NJm31jVGCoVi61mHTpHrosZjHPFd73y0Irdegdg4Y8POFX5QBgnUcv1FJ8yUzZ6o/vUT9PUrP6gMrwBklDClX19ZO1wR4ijBWTsWXP/Za8OEcpmn82aNChQuPmb2aBmjbl2fPnCyGTWoylx8W/bmmTvGggQ8Lzp+pvnhnS+Zx99YF8t/cRBXUDZMsDSoDD+RZvz7wtL1vv6kvuPmjJHowPk3b/VbUP95g+tRIrDzPP0RJDoc9v30kzz9q1B0F5QTvXeERb0ChPLezJHmdx9P6VVYIG6ISLFkMEvQb6T54nt2TonozV8uAbQ49CY9BYKzYYH0IPhlNVuudBvMJzhDEMUGSuPQvnU3sDtFBZE6VSCZsolUdn9niFiqK+g5ckBljgifFXd0g+iWQoX/COruO3GwmTC0VoKZZFbagNDnD5/qK+JImT+752W5Nijzn0AigUeczua+iNQm0icR0nWTyUn9iDyyqeFufnCtZF4L5VCKAsXay+8DIGKdaQPwFSfVrMimnxAhY51EB2ywQTRECQnQXf/U23IqMCOcm+6LjCBuOvOXjNby0lIJak8dUWt2HFZn5k4ZFkjNYmHFXlmrP/r62hwxSNtXblCOuiYPT5W/z6ShOaKdBEo5oUdZciAkkS0+iWjlL+97VdoF6I+dRg6QjQs2QKRP0pthbN5wr1fY0itc+cQbazMiqbaf66srckU20+KQFSUpSqgx9dVmXWNbxvf2WtbM7ti2G1vuGIwr/pglqNnZaZpb2zMbHfiSzT3JiE8mTUsHopupsUg9bEKwqchG4la6KSMncKeNGii/xb3jxk8YlBgIG5ANLR0iJuyKY1rfRImkuu1gw4PfMPtNHi7B4aAgsndssMFiRWTfv9sOGXu7GuD1+pgJw3zIR7Q0SOjXFenE7umjBphXVm3JUPB4hWldIVLaar/beBZyQtcKiLr9BazQLsF1v3kYZqOfoK676aMBdEVfggqLdsEpxQIUHux0PvXWOl9hM4JfCPiRDeEVQOMo+t0vrsihibDH3An6LF2HIGipZP2xG81Cii97dnIfeHmVLBS8GZQ2s9I9Lk/W8dQRdWnF+Db5Qnv4tTUZCghXlM8VDOWLjsXngOpy04xYJuKI6V3/ZRuahQoD2hGbkQvcOhFTKispMW+ta5Av0HzERL2f27///fkDJdDHzjc2TB5eazY0po5Pwr9biLgj9niFBP1siLLRC/reCs96qSa8Iqjgzs8faO4MECu04nv4f8naBlm0EKAnGDeqvtKUmBKTTKSEPtlcYXGybkurOc3hfPbaGiZc6wpeeoUcg3xl4X5uBR2h5/ET4c2nLNd+rxgr2Ua0eeTAKt/gIWOkMS32GqcuP9xx3lzJnrJCmVHiu9ZOG0R3+be9cy5qbMQRqrzt3Lnm+LQYrV+5XuFg146g8t0yyDSBpscrABklTOn2lSvQ6x1nUb4MGgtx7g37/D9fPEh+gPJsZIFp+5e2M78szRAUL4Oqys04Z5PGK+DJ/Dzpd49mhIftc5CABNQ5E4fWyuu4fOX5in+GCZYGleEn0mwFjMPqA3H7AF/efs5c+U7hx/0xIUKjUSLTfs8wBGkZV4xR6LHy9a9C0V3QIHrPB9GDBAgJJPz2o3tkAntB4obfOma6rI8R/wNxKU62JbhBdQJ0NlALvSHBSjLN+xIIcNt+4DcMwcq43eIV9MwIi25u9t0gIXCaOjGQkO/9FJVPuEieK6jHRWFjhrLcPpCNjEzwPrtvgsRUS5xTDdZeuyFiefptoJTfX/Y+P6HLICHGb//rxdhzALsnFihM2BUhSb+2sN7ihEhmvKT9PTwtGmvbZYU9rR+h49zUhAhmKoBOfSUeMUzgtRUqxA1yIiLp6/eMyGYymSUOyW/pDU3tGbFiyuIZ1NTG/MvdwKIddsMrrlCjV0TSCvQy5ykHU2kjgVQrfsw6lrakaKkSpraqVLKU3b6mPYNqykx1RVmkKKsrlot/XXFMEEfMtqtiqsUSY+2qQGs+9jEW2jo6ZIzYsS/0V4nsDTVXmNb63jsH7KZQ2DyN8lGQjfzPFZXtqyKtCsU2Kyx6ySWXmJtuusksXrzYVFdXm/3339/8+Mc/NjvvvHPmmkMOOcQ8+GD2j/zPfOYz5ne/+53pi5Bd7KQxR80YKQIhvGbnlh3yIbVlZlNTihOKDAAC0y3tHXKUcfyQGqHj4CjO5afsnhXMJSgAZQVBneF1FfLlzc4wwRg4nvmcY2ocCTxi+sjMF9CWljahZmGXEs5kFgVklVSUl8ju8ZrNLRIMJ9u0paPDHD59hOwU1lWmMh7u+eKBEvAmKMQOunxxVsBHXSq8gfzX3tkp7eOBztFSPueBzJHKW87e35QmSkxze4dpbEnt8j74yiqz86iBsovN8UMoPvgBQzmp8kvNbefMFb8QYCJI7PqCgNvXjt5JdrtHDawWwVSw14TBcjwM/maCo/wLCLBjJ4F97G5p6zD3Ll4pmw0HTB5mTv7D44F9aYUEvYFHAjJkTvoFtlPXp3izLdc4fWr5mG153Md/lEHZ0C5UlZXKl87NZ+0v/cQ9ZMQcN3u07I6zaUIWQ3Nbu+E0J/6CF5zy2FRhkfWHT+wp427tllbpb0R3WGDNGlMvGwYj66ukfBY/z7+zPoenMUy4lmCX9UWJSchno9L8+fa1H6d5Q3OKp/vuLxxolq5rMu3JTpkXzAP3HutPr4BjUL8AxoPtCzlCOGOkjF1+CLG4YNNpfZoDnS91fMxisKK8VNpDoDOor7CJjSLK33P8YFNfUy6+pTx8y1FQxhMLkrjiu4BFMsFf/ELd89N9VFtRljPW6OOXlm+S9knQPX0kMY5Yb8pXWxe5fvzgLHa849j6lOeLe8zczzaeP+UlRp5h/Gfbvznixzbz2yIltJaQcnkWkLUQ15eMBWsXmwzueHKFyvza4M5TxsQ+E4emn6llaR5A5hZHWXm+pI48Mq5d8Jz18vx7BTbJsObHQpDYJYK7hQR444p/hglqumV4fWOfBfZ9+OLj1hf2nlsX3w12k4jsd1y569hBOXNt1MAqc83pe8vmtHe80meWB9+du23tHWbPHbPFnRUKRf9bl4cJEPI14QoXBokbcr8V//OKhm4vyOZJ3xq25bnKeqovI1/7vIKeVtwxuJiUgF9rezK2SJ4rqBdlnXyeitGnaF6c0wB2s0BsSwRYlw6oee2FZoO3K8sI2G61hIAaa6YgocsgIcZ854CfIGUcdEVI0q8tiDC61or9ncmMaKxX2LODXwxp3+PLkpJUsDJ1MiGVMW5FHIHX1rVbWlLPkQC/uyKbrjiknDZwxIpFkJMT7j6/NS2wOR+hRq94qB02rGfJ5rb96oofi69LS0xrZyrpwTug8Qt9zdpsVH11pCirK5brFcfkN3wcMduuiqkWS4w1jo+tD/OZD75Cv+sbpa/dsZ/qk/QJnbJcYVrre+8cSKSj6LJxEmBXlI+CbKQiV1S2r4q0KhT5os8E0VmEn3322WavvfYy7e3t5pvf/KY58sgjzUsvvWRqa7dm9n3qU58yF198ceZ1TU24eFhvYuiAclOWKDXfumVBDq3E99832/zq3pfNB3/3hhw5/5WHJsLl/YbKg2u++68XzZ9O28t897YXMzQPv7j31Zyyv/e+WeYndy02H9xzXA4FSYqOY4o86K594i3h+SJzzwYioHE5+9DJ5gznPZfWBK7rS+9aZO51OIzhH/7GvOnme7e9mFPXeYdNNYfsPMKs3NSSQ1djqRIo1+WBdmlm/Pxi+afb2jrNkTNGSdaASzFBIPeHdy4yz6R5nPlCuPz+V339wFG0OTsMMgOrw4UCyTYJ4ur148S2YDFGFqcftzvtt/cBb9lBHMLUd9FxM82ldy82J+0xLocOAk70rx093fz0nq1+sX171qGTs/qbshgD+IFFS1wxRARaofaB99zbd97+gtP8e7e/lMV7betdtr5ZKH6C+jhKANP9XDKYl66Xe1kwnP7np1J0MD5zgPH8z2feNl8+cpr55s3PZz4P4uFnjJ+02w5CGQTv30/veTnH5vftMkaOIwb5zA/8IIVSx9tHvB821lhE27biJ4KFUT8crVhX0Dimbu84tj49Yc4Y8056ARZ4/9Rh5tvHzzDrG/jBkMjMOZuVHASycf76eOoZYGEpcZKtydi+ZA4H+Qz7XZFQvza4fX/p3a/kjJeP/vFJeRbz9zvrGgK5+r2UQVk2RoiFFip2GVWu67ugOmwZXt/Y/nPf33384ND6/MZjkNhzUD/86aE3hA/fO9cYp6cesKPMRXe8ch+Z/H957M2c/v/A7mND7VUoFP1jXR4mQEjShxUuJKtOMs+TxrS1J01paYfpSC/vCCiRDAC8oqHbC9xmuZvQbEiy4dmX7c03xo/YJX0P5YbtXxEWdYKKLki6sCBDlgCq0Mmk34MOgTL+77E35bePhYjAxsmQtxdIADe7fVmx6oCCbBDNvZAxLDbQnx1kRLvt7xCefQKwrGEt5zj/optEgsi76xvN0LrKjGAh8yQjgBlzDnAKFv56fP3O+kZZm7N5z3qWk8uSiCGGJYVGAkDnB7e6FTWUwGpTmyQ7WJoJErsIwpIQhilCudOZqoM2AMv/bEUYXf+kTpiQjZswr63aktmw4PrMqQBEL9Mn5eyYIK5ckkhmTiJwPdzkrnAlCWopOhQyzpOcCc7Uy3uuyCblsG4ihk8Am3HmihVTFsFSoVOyDyPPcCCoKgF/k8gKfONrNv8q08lzg6orJFGIJCPXt7btjFIr6pvKSN/abv7uaEumtB0caiSLVPZ6QtZkXgFPy5dP+2ydJFLheys4j9m4nffpW2hPaDt1MYaw95m31stYtTze/G3LpD7RjehISmb9oT0oxtpVgda4ZTAHeM6UVyQkcZE+6UxTN1kB6tT4zRWmpRzGmvv8YL5Y4GPmtO0vq69gbSCDHRuEyqzTmHteXC7+J6nQ60MEQ7EqMx+2tMhrd2wqFNsq+iwn+urVq82IESNkEX/QQQdlMl523XVXc9lll20Tx2b5AodSI4wPGa7FOLzfXu7gOPzABCaCREg53r5sY7OUYevwq9f7HrziLu9sFD8uXMxnHwaX9GuBttry3DZF8aFjPwEWL5eytwwy66FACfMD3ze7jh9kfnhHtmCke90ZB0wUEZQgzukwn4Gwvto14Jo4fezHFx6XS97to3nOeIgzFs89bIr8bf0aZat3zLj1+nFR2/rgH2VD6OGQOQRNj5eTHN9ACRLWnjN8/BfUDjvG4d4P5MBPB37dMgvxSxBPeBgXPJm3qzY1C9VIkBjsV4/eWXxJnXH72dUdsPM4jDveXhd3bESNAbePonz5tRCfUY9wm6fr8Ssr7ryJ0z8/+9CugdRBbKr5CY6G8ZVHIazcfDjRKcOrT2D94vY7Qe6g7xfaf85hU82S1Vsy/s7H5371BbXJ/f665MRZ8nwOEhIt1LcKRXdiW6Jz2R7W5RY7fuOOnPdGDKgwT37rPVs5YxtaZYPOjyucIALvEwzwScZU9DLsnm2+sRpEVkfVV8mJ1VdWbonku3f51S34TUH2MMHPQseFDfIWc1wRfLVZ91Tg/fWPzwbXpAJhM8cMNI+/sVZoQ9zLyJb+wuFTZa3LPGFNySZEmD+E9oS+iNkY4WdOn3i2J9h4TXTQBt8s7zeAv9xmLHv7kn7kPsvzTLs4/QwfNPzb4ScwUqgqS0hw/NVVDb40QfQVAWMvh7flN4ffm40Ib/tpJ+3An4+nOdPdTTnLH4+dblnlZSVmS3Nb4NgWeypL5cQg9vz9qaU5+g+u3QSqrY+8nOi2P+3pCL8u9J6u4B5OAu89aWgWF7b1fYZ7va0j05/0r5yU8JTNeOOU88srtgQ+hy3fvuUax19taQ0BaGHQAvBqXfjBy+dNohfjvBgI40SPW4+X+99y0jN2CKSDFFVTKpM/6YxfEh1tHeh8WH7+oClZXV5iDt5peKa/vNz+fpvH9JXlyHd9yJX2+xSdQN63YzMOF7xC0dOIuy4NT+3rRWA4GDIk+wj2tddea4YNG2ZmzZplzj//fNPYmDoG5YeWlhZxhPtfTwL6Db8AAOCHPrv+BL+CruF9Prd/c729Nuw+yuY4jV8wwZZFgMeWYevwq9f73sM+n/HaL/gMeB9KiDBbbXlum6L8MntsvSywvNd4y6CdUX4YMbBKvnBOnztRgjMubBYqmyFkL8XpK/c+vjii+mr/SUN9r4nTx36fxx1Tbh/hB2zF5iAf8Ln9u7m1M8uvUbZ663TrDbMTLsHTAmzi/fUNbVn22foYG1F+8PNf0D12jIeV+VC6XteH1qcEFr1B7dMcm722kT0Q5k/qcf1EdgrHJjldcYBPXRcdP8NsbGiTOvebNDRyfHh9StvI+qf8sPvtfHfHRtC4wq5vnzDTfP+ORYG2uP4MK+c7J8ySBVqYXQRb7b35zrewZ7EXtN3SBnlBEBdRZ4K6LqyYaKFB3qBy3X6MqsOWwfPIbZv1u9vvjLeweTm4tlyyVugbtxzGj/teWD/E6Q/7L23bfcLgwGc9mwvCRatQKPr1uhy893J/zYVVm1tTdGkPL5Es0FQmaPYPJQKNNuu0rqLMnHXIFDm9GXVqTtGzIAbIWgRqzCi4WckE38iOJmA6oLIsiDElA78gO28RRIoTM7blQ0E4rLY8w7O9w+Bqofq01zDuomwJKpt/yQJF+4psciguD5w6NFOX5QQnnknwn7FNghfBOm9wlGv3m5z6Dofyk0DeoOoyCXQSRMZmEeu0HN1pf6STveMhaUwzVDnpjHHLI45dZKvD2Uw9UHEiBEkQ1WaMG09fsgkApeDAajJijQT44HP/xtHTxQ/Yzn8W1hdgsHyG6Gq5aGXBTT5SqCpSvrD9xXKcjRcbLMQv1MHYg4taPkuv2a1vyELmmYHto+urxS7soK1cih30GQFh1l+2rB3TbR9WV2VO3mucOW7OKGkHdg117RmYsueX977qG0BPu1mCmpXlpWLHeYdPFWrZW885ULjhebZRz/C6SjNqQKWU6/WzFdvlbeqHAhFtpC+8Z2exG+7rn3xgjviDNnItv73IiKc/8QH9WVZa6jtfuIbNLL+6uYExwjilf/FLaqwl00KZqR0Rgr7oW0TBtZd/ixVA95aNj//+mf3zrodxVVVeJvPMzgF8et7hO5nBNczDcnlusH2AqxgvMr5rKjNzlpMZ3MNnaBvRZzXlnANIfc/xuCxJP7+efnN9pr/4l7n2/NsbzSBoLn3m26bGNvmcvnbbRttlPsgzrsLsOLQ2M1fsSRGFYltEn1z1oTj+hS98wRxwwAGyKLc45ZRTzIQJE8yYMWPM/Pnzzde//nXz8ssvC2djEJ/jd7/7XdNbsMreQeCLPYrn1/18i1NeHH7guOXG5a+173k/K5YtUTa54OgQx9HC7I7DE22vgbfry/94QXZGyX5l8cwONpkbUIMQfCITIAzQJPzjM/vJEVB4eC3NQJQdBOQG+HwjFerXfMaU+x62YrP1QW1FmRxVxQcIf5LJSXY31/z0g7t0uc6o+2rTfXDe9U9nbHLFebEDHmuCo14qHTIcouDnvyg7o9pJvV+5Yes44np+XMhGzNHTzNvrm8R+FkEf/eMTvjz6dgMuqh4LjtQyes645inzmYMnST2AssvSIsEEmMle+cw1z5jffWyP0LLxu59PNzd1yIKXo8v5+NU7rrC3vrpMfsxxRDjIB37+ZNFI+6wQJ3oBUAuhD4EmQNTzmHZZG7zIZwxH8bzbTBE/EFxmLrmCo14x1kLgLZd+xD/wuaMtEacOyuAYrF//ueOm0Wecu/Pyz6fvbT537bPm0wdNMp8/IsVvDp1QR2en+cpRO5uvzdtZfpRiX6FzzX7OD03a/QZiTSEI4oJXKBT9Z10O3ljjH1QCUB5kOGMR0StNCC2AjfAQnijlvfZO4Z/dY0LqJOFVj7zZU+YrYsDScbBmgK4k33tTHNY9kGeWjjKjI0XyBN+LJA8QTCVjc3NLKoBOkDFhyLANzvj2whVYZc1lOYnJkCfjPJnOAIanuyNNUWMpTywPu2OigLngciCTVLvD4BRfNT6DPiMloJjSEehMdkqGMUDixklajwXaQNmWl5xgKeu3qvJkhm+ZDNioM/UuzzP9Co0g5Y4aXGNW42Rj12xbW1teVpriLKeejhQvN7/vhCKDQG1JKvhIf3n5ramDZ8Wwukq5xwbP8SmZ37ib61lPw8POM4c1G0H/lBCsEU0yPmdTx5bl8kofOTOl3fDEG+sz9cjJAehW0vak2hYMrmXtRj34xPJU8y80Hn9/6u0Ml7f1TBCvP2tZ2uByXtv/KCuLB708dZIHG+nPjs7sdadFu1Do2A2c1BizgL7FUs5Y/8M/zyUE0F0dC1frIgzW3u6At+x868Gn9CvJZ/iQOYCvGR9o1uFbO9b4fzz7vP3h5S2nz95Ynfo+LE/7rCSRmrOs89FOy/CbO9z96wN+A8HFz9g/dNqIrPcz82GAcqMrth/0ySA6HIwLFy40Dz+cnS3y6U9/OvP37NmzzejRo83hhx9uXn/9dTN58uSccsiI+dKXvpR5TcbLuHHjTE+BHfqoz3nghYEduzvPO1CEQQlg3fulgyUoYvkYg5ASKAkGX5o8iBGWhL/2b5/aV4IcqIQjNDmqvlKCLm72nuXy4l+OgJ1z2GTznhmjUnxyIeDhGwYWJhzhr3EyRlz+XD8RRMQzCZoRRF20fKOZM2aQGT24ShaHBLK5B8C9FuUHFkDs2v/t0/tKwAjfDq0pN1taU9xrLYlOCS4R8LHlWnvIVBoxoEoWRQT86FMCemQFcBSKYDx13HHe3IzA53yPcCX9ast2A4rWz962W+FNy3Ht9RGLvnB/V+eIeLJ4wpeuqCeUDVCGeEFd4wfXmBs/u19GfJEv2TDAlUZ53jYE8STTFr784Uq04rqcBvjI3uOljVaElh8e8DPP+ODALCHTqSPrZLGP2Cz+hYqH+93xDIe2V4SQMe/tB9sX7r+hvj1ld1l8yAKloiy1IVNfIkE81NhXbGoWfjjL42z7DV+Oqa8WoU127MPg2mFFkCjvF/95Vf7z+lKeNc3t5q9n7iN8dGHgnkN3HiFUOmyeMB/wKz9eeB10esDCHZd+IrUipNrC3GrNCJf6jW/uoZ2u6O5RM0eat9c1yXVkU/D+TWftL/PcZm0FYWBNuYj2Ut7IgVtFaG1fRz1z3LGBP8PsZsxBjxJEm8I4ZOFLOWRmcF3Q+/YexFoZI/yIaGxpl8Uv2TzwdHak3+N67Jw8os6p0Z+fnTI5At3Q2m4aWjski4V5OqimIqf9tRVlkl1uYfslSCCVZwJl7DK23uGWTR1fffCVFeY3D7wu1/HM9T4X7PdA1Fyzn5P1RLsHVrWGPi8L5ZtXKBTbz7ocTBpWZ154J5VV7wUnDp99a31aMDvFl2yDX5Yr2K554Xu1PLM8t8I2hBU9C4JuEpwrgA8llfWaCkBTTnfqxtqxxW8Xu3ayfMnUn+GYTvI9v/WeOESsNuDo8mpbDmbG+e3zl+fwoxPs4lqb9Sv84k6ZLreyH48080A4lTuSEsDkXylLeLXz949wyKfts36y7bB8y8zVqH4q9eGftrZnb5Zk6/B4eZ0tjZP9PIzf2uWwtlzVlpOeBCGXX1642t1nTrqt7udBfN3eetz2ksEelpBgKXP8eLn9uLxNQBBdsudDOL69YyU1xlJ1i6goEXFhWc9NMmvvTD1XvXXaALpcl66bNSCCv9njL5HRutiWEcTb7o4PvzHg9ofvnPX1Weo7zb3Ocven5lv2hoaF+53YU5zzCkVvoc8F0c855xxz++23m//9739m7NhwMbB99tlH/n3ttdd8F+uVlZXyX2+BQAI0DkG8sRzfW/DuRjkCH8Rj/MLb64VX1ivcSAAn7D5404Lq5j74kwm2+gkkkjV76V2LzbWf3Nd89I+PS2CHMrGVfxev2GR+99E9zJjBVSLqaWkSgrhrl29sCv387hdXCLftEdNHioAjApRkNPKZFRjNFUEcak49YKJkPe4/eag5ama2wKhcM3WY+ea8aXJtENc5O7SIBc5/Z4P52j8XyPv4moDybzxipJRz9Wl7yQ8lxDC9/OdwfxEc9AplWpFEKyAaJDJqg9b2h9jCZRvlPQRZvXXxPkewKPtZj4/CxgbX3/3iykx5tqwHXl4lwVdX1JM+8I4hfIOg6I/vyuaP/+GJs2RsPPRaLicz77+ycnMW77XQc5y6p1ma3tl2yw8Sh2Q8Uq8rZPodT59z3f+dube52CNkSjvc8cw4Ky8plXHnHVfefgDWF3ZcBo3lhe9sNMMHVkmWLjYSJPymj/gk4r/YcMo+EzJcebTnR3ctipzfMi/e3pApy/7tvT7Il5ecOFvG20MB/Nkc47Xc31bcePfxg2R+IgL8+SN2Cnn2DDW15aWBc84df9jHRoy3D+wYpC7aFjYmrjp1L/PSuxvNwJoKeaaFPRMJjLhjEFtcYco4zxze/9sTS2XBHmT39U+8Jdkel9y5SOhR3EUi77OZ4/oeKpLvv2+WjNl7F63Kep/7+cFy4a0LZQPJFe4NEh6294UtTpdvaDJvrWs0v/YINzMuGB9/Pn0v4Rl159qCd7Z+V4XNA+rnpMXfPr2f+e6/FuaI+p576FRz5ccGCS+kV++Az+33QNRc43PqYtMAVJYmQp+XcDwqFIr+vS4Ht54z15cTfd7MkbIJR0CI72SSG5qTnfLsIJjDRiVZjTyTCXgetNMwEcVu7+gQgbt7XlqRNwe3Ij/EyWamf6AlGzO42ldA1gWxQUcnVHi0+X4nGWZjY5ucROgIIfP2DSgGCC76gaxjTjO8vrrRvIswvdAHJc1qMqbLS8wO9VVm+aZmyQyl3CE15ZJZ7/KQB4H6KR/+4Y3NbfIfFESsL6F32GlEnVm8YrPpSEefaTcb6/x+ZCP65ZWb5TeNzT7mN+3nDk7NaSs2yHxhrixb3yQnND6451j5PfXo6+vEZsuPTRnQasSK/kPFIV/XqVMgyXSyzr6ThkryBL/bCMB99uBJUi60LgSlbTssYPNg3tIXZGQTLD982ghZh2H7fpOHmjvmL5NgLJnLBA8t7QzXciqAzX+SdiYOrzX3LVpl1ja0yFqjojyVHIAgKjm2JJ9ZDmibYWx9w2cD0tzsJKpxujmRTJ1ohJaD39bHzRltbn5uWeqEgUFMs0SSI47fZYxQuMzeYaB57PV1QpnBuHDbYetZt6VVTgCUlpRm7PnCEVPNNY8uMUvW5mZ60076msDonB3qRcTVwvXRXWkqlAEkxCXZtEjKRondYGEOEQTHxwRIsZn731zTkE5kS0qyGetLfpeR0UwAdsKQakngYOxga0dHwjR55hpjkrnM72FOeLrzLXWSokT6zrb3Q3uOMw++vNosWrFZ7CSQvN+kIdKfVjA3CHxu2+1eF/S+93NOcVCPXXt734ubeU55Ty5h3ZuQ7xX3dAB9Da0KPiSofdLuY0UclqQ8YgEtbVvHmt+YtGVcfv+rqTlRmjAf23eCnCBhfvL9RoD8qOkjZNz97cm3JWFxQGW5zH0734R3nU3lZHaiEnMyqJ0khT755jqpl6QntNW6K+tfoehXwqKYce6555qbb77Z/Pe//zVTp6YEQ8LwyCOPmLlz55oXXnjBzJkzp88JGC2DqqCtQwJ9bqCA4A0cvh3JTvlymjmmPis4YgM2Zx061Zx5zVMS4PEKsHmD6m7A4FvHTJcH5Pv3GJfzOXV/85jpsrv/i3tfyQo0+omIWvHKcw6dat5e12DGD6k1JSUpBXQrFhpmC/d/45/zJagT9LkNYlnBPgL4z6QDWatiiHmCIAG6I6aPMF96z07mkjsXZwV4uZc2sWAhkPvuhqZMUDtUCHHqMDNv1ihfIcQ4QplhthLomzd7a9ksfp55c52/YOvUYebEXcdkgoeuj4L6ww3muwFi6t1jx8GZ9ltbX1q20Vx03Axz4a0vZoJ+QSKyQQE9EZo8dKpQjXiztKg3JQa5KG+B0kIEO10xVsZZkGApdqVEKFObKuDwacPNt46dYX5wx0vm5HTg2+vbrx41zZz8h8dlU8aKffoJv9ry4Ii74NZUgD2f+W3nDFnVBF+/d/tL5pHX1+ZcH+Qj2SQ6dU/zG09feedjkNAo4wIOvkvvzhbW5PPvvXeW+dndi81Je44zVz/8Ztac846/OEKhH/n947LgC5uPpx+wo/nTw0uygt/Zz9Jh5qxDp2SepUFjxY7hN9c0mtsXLAu06+ITZpkf3PmSuc/n2Wk3SD74u8dks8YVtCTz+5zrn/PdvAgas9zPM4XnUz5CqFEConcuXGFun78s0KfHzNo6/m09rn+DfG151/lB+5V/PB+4eekVJvZ+fsEx083P7nnFfGSf7I0DdwP1b08ulfE2elC1nDT538urzL9eWBYgcD3MnLDrGDldoeKiir6Eviwsuj2uyy38gugE7l754bG+gRGCGn99fGnm9OjWzHRFX4MEBhMpvuR8MG1UnZy64veHC9gW3fisN3BOIIrTnMs3NAvHdNCYEMHRsoQZXV9llm1okVNkVhzRj0M9RfuR+r3lV5YIQsrJCL8c3mAbdh5VZ1ZsbM6IEQYJUxJMa2vvkGxlbDx57/GiIeWKL7I+4zfIDc+8k8oah4avtd20pCmQWFdB4cbacv8f3WeWbWjOEvIlkYQTpwSj4TsnePzY62tSAUEaZozosZC8QcDNG9BkffCze142WzwiocMHVMh6j4C1naf4C18yPqCWc4UsCcSeuOsOsp6g/H8vXOFLq2g3SAgAb27pkMC9DWqfuv/WYKWFay8goH3L88ty1qLYluJ2TwXahU60pMQkEYJNC33aaA2BYf6kHVbM1O0Du1mAPY++viYjctoKx3z6lAXB56Nnj5IgNesm90SmFerc3NyaqZf7CEbPGTvI/OWxN01DmtbRUodgUMovNXJiEgpJNnus7xnnBH2hZ7H0PsZ5H3sIrI4fXG1eWr7JrHfGJpuYp+2/o/jwsdfXSrB/U0u7lMVpTNZ0JF4QwL/+yaUZLn8+mzZ6gJwCd8ern5ilV1TUXhf0vvc+VzRTmAKSSdkAyldI0088FAFdex+fE8TmBDJtZH5aEVhO9h4/Z7T0OwgK/CMsSjJTRni0vER+E3MSGtobMtuXbWySRBpoMLmOpM8vH7mzXE8Qn3nFmN1n4lAzaXitGTmwOivg722TV4AYHD1zZCzBV4WipxF3XdpnguhnnXWWue6668ytt95qdt45NVEBjaiurpajoXx+zDHHmKFDhwr34he/+EXJinnwwQdj1dHTi/VFyzeZj//pCQkqCFdVc4epqyqVXXSyEf9y5j7y3cNDsL66Qr5wNjS1CfcYWeIEkOwXmx+1hnt0nYcn95Gdt+f4wea0Pz+Vc7TdctYeO3u0WbmxWa4Jgq3vzs8faO5csFy+JP5yxt7mE1c9aW747H6yi3z8rx/xtYW6oLXgIW3pDYJsdekUwL8/f6B88S1Z2yBfxPAdH/Orh0LtBH60IxZ3f+FA00ZGRImRhRa2MOrvf3mlfBkRbHLLCKIx8fqmkM+ibCUzly9Psl/guDvml+FtP/f656RfPvC7x7I+c/0NtUR1RZlk/Hv9HWQ3lBv0H9Qo15yxt+xS2351+91bJ5nX7DLba/GzO469uP3cuRIAY5FOZkNY+a6dhfYR48v+AJoX4tt7vnCQLFShYEF0h02KfSYMMU+8tU7mV31NufQRmSpkr0AZYeedrZ85H9YWbLE2xJnfLHYtPz1/TxleZyYMq83QgDS0cEyuQjbuOCpXW1kaq6/C5qPXNvv3n0/byzy9dH2GXsU+W/aaMMScevWTUj582HOnDEtT/pSbOxemniNhzzSvf/gRAzdtmB8Zq/Zzv2fehKE15oTLHwkcg9xv20C2Czaf9Nvs+eQds8f92l+YDpDFfdrVW5+t933pYKFXeX3VFnP4z4O/q4L8EfTciPKfrdcL7HhzbUPs+eP+7aUfIhjAmORHsMvtvnj5JnN0yPxy+8wP//zcfrLZsOvYQTlzjR9p/PRF7MoGxKmPjYaoNpEJ4+cThaK30JeD6Nvjuhwc+YsHRazOD2TNXvmJPXMCYZ+46gn5nhXaiI5k7KCloufhTwwRDUtKWMiPYsaF0LgFBKaNpWhJbg1KWs7yQuliiKF32iBlnm0O4rW2sHQurM2hIWQ9RXCXrGW+jy0lA9/J/I/AIWuoJasbxA7aKuRHSQLaVeZ9u44xv/vfGzn1kKjDmsKda5+85qkMXzZ1UBIihX4BauYlv6n92iJiiZ4NEBHeTFPkeIFA5w9PnC2nmvld4lcmWdf4nP+g/Rw1qDrURq+9p171ZGDZ2EbQkzU+juNvTid0+mzk0N9k/hNEp09sH7g+I1Hn+3e8lOaoLzFvroVDPikZxvQnfdfWQdwBnneTGYv8TQxi5aYUHWqKoz11HoEYBr+jvc9BrknRDab49znBwOus9gWMUebCpLRNrCWhLvT6B3rDH5w4W9rDxiYnAhhbbDZYH7htIbRlq6ct/J4O6qegMef6z28s2vugdSWIbumXrO2WO5/2Da2tlLVy2Bjxfs9wr50//A4H1s6wuca1QXUgsPq5a5/J2Zhj7F/3qX0z7WKcrt7Mb/PUM4DrESllc8Wd/1HjnrI++ofHzZqGXM0qzIaWNQ5XvULRk4i7Lu0zdC6//e1v5d9DDjkk6/2rr77anHbaaaaiosLce++95rLLLjMNDQ3CoXjSSSeZCy64wPRVsINnaQJsUKeprVRe8z5HuXg47TyyTo7LEDzlQXzWtc8KZ7Ub9IkSWUstylKrnqQTxCNw7+WEPmDyMAm0eeEGSOAShNKELz0y/rCFY1n8yxGhfOHy59I2K0pHANvlrmV3dUtya8CIa8MQRzyU44kf/v3joWXwBfJ/p+9t6qrhhU8WXGeUUCZf/mFgI2XBuxvMrDH1cpQ0jOPXioFa3vegaw/ZabjsGgfxFwNEJwmAcayLICIiMwRIj5oxShbOBOuFyuXk4P7AFgRfGb9ce+0n95EfCYiQejmjLQh8cZQRm7nWilYGtSWZzoxlUeTldY8zXwjKMt9eWRUsLAZYHOAPFrEsPPHdjI/uHupDd6ziz0ZPZowF5bKxBixnO4srrwaBd37zfHDbyoYL2SUsZjhaLhyKIsKTWkyxiA0C97NhxzPhD5/Y0zS0GDmyavnnXX/6ifXy/MAXM8cMzMxl+op2XHP63qa9k4yXhIxN+ogFn18fhY1v+opFKQFuF957WKi6/ObePsLHYVy1lM+YtZg6YkBoffjZy6fu9a13LBG45odBGBgzfroBhYjyhglpwrkeR7Qzo03giLD6+feWs/aXLPrsOsK/I4LmhgXPYH6AnXXdszn+pD6OQDNXEBO12iPeH2x+bXJ9EsZBX2z0ZF0KRbGwPa7LgRVI88PC5blc6WT0CQWDBLMSprOEKFo3G6koGMkevM8GoyWYnYwfpLdjKQEtQoFR9K6kwCXjfJ4OqFrRRjtv0LHKiA2mxT2HDUmJT1pI+0pLRIAXscHn39ma3W9PcVghXxde4UNXrNMbqLPzMqwN/K5w/Usw2l3+uJsJ2EkmrtUZ8kfClCZSAVoCuFE2eu21GcRB9vIb0doUtk4jKQwfsrZmLW/7wLXHCpa6gpOUa0VH6Tv6x28sktTktrmsFNuSIc/BrX6xwrx+7fNtd3KrTcRA3OuszfzmsO0hscbaBBWT9YHbFgYuvOvAZvgH9VPQmHP953e/vc8rQm03yfCBFZFFSJXft2FjxPs9Qxvs/OGzVL+k7Amba2F10CbbNd6x77bLzgHokLiIgH5KMy6ZNf+jxr2UFSDszFiJK/iqUPRF9JkgelRCPIvzuJktfQVk0AVx+fI+/FE8xBYt32x+/cCr5owDJgYKGHpfh/EEf2D3sebi218M5IRmJ7mxNV55HIO391kbuD+uLS7ncOb68uDrT5gzRnaYg9rtRdTnGR63iDL4MiitSwiP8cf23bHgOsM+40uP4FgY+OLce8chsomAQGWYX8vSmyZWgDSuT4PqZRf6J/9elMXVnqJegMN4D1HpjlJ6d235+T0v59CFuOOB6yYOrZWjgZYTnIB9UFs4rnfS7jvEGmdB/UDA+ss3vCDHUsNAsOuy+14x5xw6xQyxnMt5jEX8yXFYLwiUM5+Yn146GJezPc6cIlAJX7nlD7f86rZcm8EcBLg/qfP7t78Y2k9uu7ziwuOHVGfZGURDw3PE20e1FWWhbWSlh+ilV/Azn2eN3/PKi7BnbSH1ecvjx8j7f/toZH8wZj7hZFK78xxuzCi7vQgS0uRUAD9UwsBzyrabzYN864G/NAx+c8OFnIxYut7Xxxz99dLiQEHzrWOnh5aJv6ytQdz0UVzyhaAn61IoiontcV0OCAIEZaLPGl2fk0l3z4srJKCVotbwp9dQ9B10pXuiMrSD6uI+v8ChizZn4HApyQYuH3u+cHnXi76nY8tNJmXcr9nSIgH1spKUOKBNFOM9AniSXc3cSN/OmsVyyUNLwqmyx99IcW67bhrtCNUz195Z35gRRLTCntjCHLxv8Upz4JThmaAb35+sB/xoV8Q/6YCxC8t57vJqW3AKmvVROE3T1pMDW1rbJVuX661Ioh9/tn2PE70SHA3xOTQz+DwjZhxwKeOG+KYkPDjCp65oI20hO/vd9Y2mrqo8Mz43NLZKf9GXIiTb3i4bC+7znjWgPVXB7zLZkEgkxN9koueO3aSxLC12IyAubD9hE7QuTSbFt552iYD3oRlhbJDIh62w/eAjxmF5SYkpr0hIJjpjrzPd0ZRtxUu9YpYuZVeYYCdjn7HoFWC1YpleEWrbeALNXpHYsDWfHc/wxNMGtAC8Yp3WTvrEup+roLbxXusH2uRHRcbYxw9oHfAviZSsw1Plpk4isAFVUmZCxUG9459/g0S3eXYECb5G8dAXCz1Vj2L7hCptdSPg9/IGkwCv//zIEnlokSVNAN2KtfElYkXT4H61sCJrFmQIBpV9wS0LzIwx2T8E4J793u0viiikpW6IUx6cxvY+ew87j5Rh7Quzhffdo3rcU1VREng9dfGwJajo124X1k9W9NEPBFc46HZgSBlwyRGwWbulRfzGl3Ngeenrgz6j/8JsfeyNtYFlc82jb6wVYTx8xpdo2PjBj4ByLzh2emyf+tWLXRff9qKZ5hk33I/4YHlZwnzvthfluqj+sOPhoYjxgM02mGzvofygttA3F3hEOv3KdcU2XfD+xqZWM230wJz55dcOyqUv1jcgrLtVVDTsHlsP7WCeeH1OBro3gO7OT5uhHjWnLjx2uoxTex2+8V4fZS9jAlvC+sltl/3b7Wd+vLj1hj1H/ux5FgyuLQ8d34PrKrKeif/P3nmAyVEcfb8vJ0l3ulPOOYssgZAAEwyIHBzBRAdssgO2wcY2htfxdSQYJ4L9GoONjcnBhA+Tc5CEJIRyDnfSSboc9nt+NVur3t6emT0FEPIWz3G63Znu6urqnp7q6v8/G7vY5avO9EM2/abC9dszt/nKm5Ec03H9oT7jswNYob57o8qzCTdd4XNOCEyPmDPZPNB2b089PSuKY+bc+D7x2Zj6wEp1ceX5+42lG0PrZBOHNqMrWeFuUBv5z4INwt/B9ztL3s+6cpKTnGQnj335sNDvbCgX5p+Tb3zW/PWV5RIo0YzjnOyZwr709navYrBn+1Itga/O7a8P2V4YmGxESSPxd06YkkDDJgDB0zX1TfIZiRwEWvWkVW3DtpNeCnnCD/cAIQfRpxtEAyqRccYPUBW/fuI909zWLu9jBJ3BswYKgjEIJ8EX/+81wXRGCHp98bCRAh/i60sCfJr1r2ShkiUd0mYSHuD6Ud4DVxQGRmBE6O/WTrNmc4usLTiVCf44bfj63W/Lb7tdJLz8z0NzTUNbAIUSZnNsqJnMmrSk9Wo79FpOCDAvQeaIHfiOtRW/0efXT7wr/UNgmf7S/uBvfHVLS7sEpIM+CjYHwR8nCQKyVVsvpKwoz1x+1Bgh93Wz+TUDW+zIhqOV7ay/o9wV/YLkjoRg9meaKGHueWOF+AZJTuhKHcR48UPel6cMqxZSTSWIpUJgZrCR2kVJNrVf6CsgW7CXbT+uY7OGz/Ht5Rub5Dd/uySdQm7KjkZyk4HThthQEl3y8mRDAt+zCT59ov5MG5QLgSRAJevU+gjqK9QO0u65NkxoE9xArg/i+9/459spe+wzuFLKw76ULycjOtiIaJf6XXsitk3V//nuoiNGeTdVgE7zZaH7ytkV8n7Vk5M9V3JB9F0oPIh9xG0aNGMnEfwvvYZs3P6VZZL9CnnfeTOGy8u/fgexhAblyA6MKtuXPcjnYCa3tiWC8qcHQbJsyutRVpy6h6AAO5LXnDwpIBuMuPc5SxfacvERo023kqLQ6wnoAQMBASHXa7vdgIuSIPI9eLgQtbrXEAz6/CEjTO2WVvPdkyalbGmXccnho2UH8toH5wrcisCKJOv31jljuDlgWLW3LL6j/2ZE6MqPtG10r9Br1GbYIapPYMvmPu6ZPKgyO5tG1BvmN5SLbSgnrD+wh5YDCVCcP3D93oOqUsSC6kNRbcnGz9AL3Ly5q9KPZNMn3zlxorn4jjcCws9nF5urT5gY6VdabmNrp/n+KZPMvFWbY32Rdp2b/DfjhDpsf+AYXlSf9ktm5cS1ddKgSvFTvc53vfaV11enD4/0Lz6nH7Vdeg921c+oE9vYZcTNI5SpQpZG1LUshO05sStzjU0kSz/Yc6eKzEeHj071tXw2upcQhDGWt7c+LY+y1BeQ0LHjXOfaoWd5kZm/OtP3uB67uP2r5J5hcCF8DsQTJ0x8uvzk9L1kg8N+LoXpHVZP3x6lMg7DfE/7JJvxpzamXd8/OSDS9QlzeNiY/v7JE83hY3qLrrwI+chdNbgdBqm0PfJ+1pWTnOQkOzn5hnBOi6///a1Uhhqnjzg+n5MPl4RlwQbYweGyI1nhrGeqSgvlBHK3kgIhffywSRmwF9bfgihh4aOzPmXdSQA1z9p0sHgiM4RryB7+99x1pqZbiamp2HZyDVg2boWbCrLCRHKNDA8RgU/IDN3Eba557J21gu2MsF6464KDzcWHjzQVRQWmojhf1nD9KsskmHnhR0bJ8//mz+wvySdAH/oEvSBolI0QybgHqiWwyQl79ZfTuJRx5oFDJAs3gNwIftDxlSUb09rAb/6mbWBm80OUubOzU07ECaFsAUje6fbGVj3KCiUoSiY5pI19upfIOvBTUwab6ooiU9OtWNrIbwK100YG719gU//kY3sJljeJCBCfAjES5faJZNvZiODnl5/cV+x51PjeGddube0UPrWq8hJTVVZk+vcoMX27l4i+pYVBPcCXSMZyHhjaReaiw0dJ33BNYNf08dm3R0mAu53MxCZjHijKCw4dIf1PQHlk7wrxCXyopLBA/EbLoy/4m6TFOas2m0uPHCPtAL8b2/XqXio2uvTI0WIf1trM7awx7b7iXuyG/ezr+Bz4vcE9y+Q3f/O5itodKExOj1//6f3MXV+YJja0P9My40T9+ZqTJpprTpokZdn3Qf4pmf55wQaBYvx/8oDBGdeGCWSetJWxgn3xJR5zQAxjV7XHpUeMTkLnpPsL9X9yyuC0Nvlsyt98js7Mj3a/U+op+w7K0C2qnJ0p71c9OdmzZbeBc9kTBUzryO/BTLewosgMveiO180Fh42Q3V4mx2+fMF4eplub22Vhdt0pk2RxEVd2GJYa933xL6/JbiYwAV87eqy5cmZ+DAYc9beJThCegHksWQkdTWbfIT3TMHPDIDQg4xNcsnxj6rZG686OKDjLYGpDJgeb/XUnB+1WTFl2fTdsaRFM9XlrNpvVG5vkocORKY5CKUYZpJbIXV84UBZSLJDY3ODhzOLi8blrzY1PLRTbgx+vdlOcZyB2bFJWgrC/+OQ+5itHjzFXHDtWML0huFPCRxZFPATPnzHClMkRpiDr34Yk4N//+OLBZtXBTWll29dkg/VOO7a1uT0rm25vvdgG4Tqud20zsKpM9GHR4B6fdIUFJEzgZEFkYG0ncdV9EmcT2QQZ0tPUbW0WaJPLPzomjcz3DMhNtramsOQhr+V6dKFOnz3UdmTDfP3YsWbVpmYZM9+cmSenSMjYhcyHvgejHIzE0256Xu7nB3gWAo3fmDlOdGmKwYKmHx+5/BA5nhgl6GsfifXZRvuKcXTu9GEZfQ5WfZTQLvIP7rrgIAlok7GCXQdUlZo7PnegZCW58D5xfUS2yIOXzDC1jRChtmfFKaFzIv0UF9DAB8Cmp18gGyI5hAVsj7Jg7gTfXqGEelWUmLKSfPP3C6bJZ8xTHBe+4P9ek7JcPPAwX/7TZ6cGhExy3DHP3HbeVOFYoK2n3LiN0NQdO9zru84VMBLpKzDVv3fiRKlH9eU003dOnJD6jBcKJfeMkv4csSwuMD84ZbL4nN7Lyxr3Ll+8bQz6xjxkrYOqyiLrGVJTYa49ZaJstOic+/CcNanxpWVeNXO8WVrXGDr+pF++cpi0i2y2MDvZY9qdt7Edm58Iz5DtwZLfHnk/68pJTnKSnSzaEM6J8tbK4CSRjQubk91fhBgxuSYiEGlzZCgxIut0IsBx/BnbI8BFVJQWCjYzAaM+PYplvchJ2A9yHyYItAXZuAEkR3gGO7wsrOtY+bGUI3O8w4HcYI2LBEm20XSm1MWd1I99wIUuzQtgQjhJaWNz25jePLdRkQxe3ufisJQDHOdqc9crK1L41dTHun//oT3N4eP6yHVAVej7iZsZbfsE/iNQHJ2BTU7fb1CqDHzovjdXpexFIdwLpnRRR34aLrliyFeVBxAxvHMSS6dPqI13Wd5x1UewN5/zfht8XyiwGtiBtgCpmZ+Xvw2jO9lGxaTWH9ppY2vTTWwQhAn6D+pZLmXRPspotJzWxrAH2x4bDuxZlrKz9F9eENClvoLCAMsbj8P+yJ9eWCrXB5sTCdEnIM9MEnCahHzHGh49OIFJ27WtAl+S9CE+rywjHtBu2SiwBWsuyC/1Pv2cQLFmTIdhoNN27WffdZ2l6fZWUbu7sr3wIGHlpTDNU+M63+TlsUGTEN/oSn1sPJQXF4Xi5ast7ffMFAxM0pezwZXnc3TGF4ployXfdCYCnX146F3hRNgReb/qycmeLbkg+i4UJTwLk2A3Oi8jEPCLfy+Q3WsCR8dP7m9akosI5jKCQGT58YCJw3z0kd+RJXHnFw6SYHoiGSjj4eTi2rpkenzP5PKte2aZP3/2QNOvKsiYJVMnG8xcHpbsXrIgIigSRcy3DXu9UEgtgNPgurVbmmU3HggJdp15cL6wuFZIOLe0tpu2uqY0UsR/XTjN3HvxdNPWnpBgRWFBp1ldH+DT+jIAeRgTcG1o7kgRLEKo6erYu1ux4K8l8hJphI8QsH5q6hCxB4HX/pWlpqmtPUXMavdxe6IzRZ7qs/eQ6nJZMPB5WNCIBx+EqbedOyXW1/AHymdZQ5u0LptMEj1ZaEAoy2KGICS+QfC0d/fiUF3IaMaP8FPKgZA0StgMYj1HH2rb+/UoEZ9Ap4okqa1LcBmHAc1D8MhxfQRv+Yn5G7xkvoi2keN2lE9WrhJLaj8cMKSnjBX8j8UoCzvayAs2Y1MDsWpHhjGbJhB7/uwTe0u2hOpv9/PDlx0SO1aoT/vTR7z59opNkhXB+MVXaQsBRn7U/2xySsa6rYNKnD05ltjc0CGL4pKSYLMAAmTmrJ7lxaauscUMq6nwlhmmd015sfgLGJlRPsv9kMfef8n0NHJkMByjhDKZZ1gIkq1k+w+Y5D47IPcxT3QmzE8ffTf1WTZzG+OElwVt46vLNprT9h1oRvTuJmSiiPq13SfMQf/40sGiK2MsivgUnyBYzY8em87L65CXWXw0KpAdRWipZXrt6GRruYSibPTYxJ5aLvURsA6OlzLvtou/gIlI19llaJnMFzaxq6/9I/t0k7Kxn8+e2s/0B/+2fW+/IT1lLuN+dCS7a3uw5LO1a7odd7yunOQkJztXRvTqZt5akUkgiuw9MJjzBcu1uNA0teVOi3wYxA72uNjkGjjlOURglwzdnS0aqFZ8asVJ3pHs9p0htD1hLZui9g9Ym/GmqVAeLn44wWUSBvS7wrzozQguZUlIf4h92jrlvc4uj2QyF9NbCeOpS3Ry+tOHpaz41FF4zTY+s6s5awnFVlebJZLr4IwyLLxo9OM62kBg0a6fe8m/TcPMTm5iaADa9hE+L3DsReDWxeiOaqMPW1v7LEwC/PP0sjgpfG9ys8A2P9j2Kzc2pelA29vyO1J45D4s7zB9BGLH8QdfW9Un1Cbu312xUTa+0pXr3k+hfYq1TkyD3/wdhi0eJnbbdNPK1we8i5F8aPuBr74oW/Gek63O75fNd8e+zcmHT3JB9F0oBCI48u47zs3n3YoLzKwVAd6sDRnApHXjGfvJgP7ufQF+skvYRyDBvU+Fzx+dsyaDmA24AQLhgql8wsQUiSHXk+XJ98AHhJHp8f2dX5hm5q2uN6P79jCvLa2Te2etrJdj++Ae+9rJEuP7D8zNIFL0kcZpeQS8rrlvTgruQ+/h6JDeQ9kXfmSkBMa0DCXje+jtVQJd8+17Z0cSONqfE2j/1O9eStPF1RFySxYcEJDaWNJ8roSRrs0g7NQsaLHJqF5yXE37L5zUtSYV+HODbLQdOx05rrfp1b1YAtLaf2H+8OayjebkvQeYW8+dYn795IIMokQ2V2jXExYhrcIr/OiheeaWcw4QQj8I8TJ0Hd3LXHvyJDP3+QCGIcw30VGOnv32BQl0YbezDhomNsVfo8gbFfs+rI1gKwI59K3jJ0hbfWVBwElwle9+cvpkc8s5U8y7a7cEOMzLNqWu2Wdwlfnfx+antYFrgM/Ya2CVueLut1J2UFJU19dc/Y8a10fwBsPawOds8px/26syvo8a19t8KkkW6pL9HjS82pxv+cUhyf77wUNzM9p93KR+UtbjVr8iUfackfQZbZuLC0653zlhonlr+ca0vqZM+vSMLPSmjb76GQ/4/XfvnZ02xrgWH/O1Rb9/aNbqVJ22/cmGqQuBzuA6fELLsPVRPHCfL9Oe+Ws2myvvmZ2mw6cOGCz/ZlODDY7rvWNtmrn2/nfM4/PWRc7lNuZ4Vwkqd4TQEkzzMN+g3W8s3WSuvGdWWrlk+v/4kXnm1P0GeYllrzxunPiGTXiNKHdAmB92Lyk0qzc1mavvnS1wYGHzxF9fWmpmr6oPJcgGl3FodbnYE32BU+kKlvz22HVH68pJTnKy8+Xei2eYYd98MOPz8qJ88xPrhBYbfHe/vsK0RuFV7IESnV+8e4pmWSvusy0S8M0PeFh6d+9uXlhYmxZEZU3K2iwvP0+SQXzdHWRV+7O485JE7WQQn7j3ACFufGLeuoAksSPICE7EZM93VSizT3f4TVozyqb/4DEiGIy+kCxyopdg0fqtrW5MOgWrQVC4ID/IFC1M6sZmvQRF8/Lk2cdavW/3YikHHGyFdVGMarttoqfgVidk7besrlGSchhn+BdrMoLqh43pZdZsbjZvLd8kG9MEXz86vo+svyjb3YgYWh08Z6/+12yB7jhx74EpvGjWrKwp2LQf06eb+fOLS4SMFCHzdf9hPc1T89YH8CpJIXDNaW+ye8k+lyB6Z0Le4b902Egp2yYgJMHtV08sSJ4IT0hi0CVHjEpBuJCBTtCYexWuBntgH5JRMM0+gyrNyk0QaXaa5kRnUDcEnomEBB2H15QnsbgbxR6n7TdQAs7TRtaYJ+etM7WcAs0zcvIOvVRUR5I5bntuieCTB0k++RIsJenL9jlNcEMOGNrT3P/WSnP/W3niD8Nryszi2m1lj+hVbg4cUSMn/p5dsF5w60ki0Hb+6vF3pXykRxKfe8mGBnP/26sk0WBLU7tpbu8Q/wP2Rcg629h4KpBMZTDReZcFZ3tYrwp5r2QcSWZ6Ub74BDAj/E2wFxsuXN9g3lu3VYKyJ+3dXzKbV9U3iR+s2thkCgryzMf3H5SROY6vuH3lEsFiF3Rgzao6hOGad5WgcnsJLWkfdgDaJsjmzzNHj++TyuiOKtduV3ESpuifb6yUREVw7osKC2V8ajvpg2Mm9jN3v7YidZIB3502sjotg1zLVd9sINGxNOhHzapXnVvaOelizLi+3aR8V9xxHGXzHbHtzqgnJznJS9h0zHu4bN682VRWVpr6+nrTo0fXdu22R2DEZtEAOWFmMG60KchPmOcX1plJA9NJAQmqDKgslaCg/RnBA/3bDaq7QU8N3Amu75CeElQEE1qDuYrfq5mZBDfAEvvfR+eZfYb0TKvLFu773kkTJbivQce6rS2S6exrJ5jjy+oazNf/MctbFnXZQS90orz731qVQXio1+zr3GP/reX+zymTzVX/mhXaBrvtGpz7+G9fyMhQt8vXzQYCRW65bv+E1UcwB1gQyFFYt2Azyg+7l+uPm9wvLVCn/rO8rsFMGV4tGbq/+8+iVOAyyh9+cOok8/Cs1V7buv3h2oAF7kWHjzTXP5nez+79PJTYOMCXnvXoQpAaIkyuI/A7e2V9mq+H2R8f/cax28hIfW3koRjVD18/dpxA/GCLy48abV5bUmdeS/oxhLHoEdUf1HXC5P6mT49Sc4u1oRV1vZb37eMmmOuffNdcdtRYIRF1N4jwwYfnrDY/eeRdGd93feEg8yOPr7l2ies/9Tm3rDB72ptVcfYEIsOev9CbPv1xFnrrHAZ5pm2LH546SYLhYT567SmTMghm3Q229P4aINiIvGz9z4Ppm1+27yDoc7tFiouOwPSwOWHryKbFhYePNp+9/ZWMDS6Co8BMIcA/+TYX7b4Km8sV2xzoFTKf2cDybchqfXYmdFev98my2gZz1T2zMtp90eGjzfmedqcw4T1ErEjY/Hn8pL7mimPHCyG2OyZ4Zv368XfN9NG9BToryhd/eOpkIWe9961V4WN3rwGyqURGFMSednDbtneYbI9dWcxvT105+e+Q93tdurvJB9V+XxAd+e6JE+Q36xOOexOsGd2nQk79wEOzYmOj99mUkw+ncKa3sJAAZpAVCwkmwWGTZdCb0088wwUGo283s6yuKeU3BIBXbGreIf2UTDJsUyOArisya+qb08geveUkT0wSUN1gkYCmrgGnuzBfTh+2tnfEwtBIoJzs6SRcDsHosqJCCaYBVUcmM5ClXEZA+tNTh0jGJ0HJlvYOsRGb5MsgvUySF7JZ0at7iZwke3N5vUAqEXiub+KEm18P8Li/MXO8rD8IoN3+/GLzj9dXpsEL2oSc9AuBaWBOyD73bWSUFQY8UpSryTL0K8E21sW8L9z5ynLxFQK/BNaR4KRqu2Sr62cEa9lY4VrNQKcfCDRyevawMX3M7/6zUEjTXVXwL4K82IX7CYqrrVTEjpweTCQEyqStI4Am5Ye2gc9/3vRhgkGNbe5/e7WceCUrvJSgfnKjguBqwrIXGy/8SzPjaTsJYJzaVAGi40rL9i8vZm7MM1OHV5tf/Hu+eWROkKBi94OSvWK3MX27mRUEdhkzyYC3vF9Z8y/vKuccHAQ4tX8JrgOFoxsAWjYbn2B+//jhuebvr60Qv6Qe+gwdVehTt6/4Xvu6rrE16O/C/FQ/qQ6u+PzDrmtHr/cJnABsCpHNrQHtqHJT7WpoFR/ie8ZVY0u79Ce248T1iXv1l3ZCkmv3ARtfEOgK9El5Uapst1w2DitKCqQfGTu2fOPut2RO4MS2zgmXHTXG2/bt3WToqm23t56c7NmS7bo0l4m+KzuhuV0Cpz5sbYIvYA1PHliZgtf47IwRchwMjG0GtUvY5x6Ft3Fqmfw4XuZiylIGmbncb2dDE6wAp1mFRc3ZBw2TwM5xk/tnBOLSCVETKd2o60/nTzVn3/Kyt50EWzSg5CsL3XjYAtMCVAOkJUAhhL2kUC91hP2t5cKAHkVaSL1//fxBKbzsFXUB87avPgI/2I/2cE0Y6WWUza46boJ58NIZ5t/vrBV87QstnGfaHXYvAbivzxwrGa0slrWP8R/svrS2Uchl6L8XF9VJH3xz5njZXfdhDAMFFGZb9PQ9bNTG6HjVceMj7cr91LWpoVV8ib99+OtnHjhUfmNPdIoib7TtzwkCIEvCfD6uH87fGkADIYy9Xz6+IM2Pr7pndqqtYfrwPQ9c1TmqTq75ZnKcrd7cbB6avda8vGRjGk667YNj+waTNTqS6RNlF5/f+/oPH/pG3jghkuEFkYUnx+mAwXDtyeLn0Tlrs7Yn9en8pWM/ijDU1tuewxiPkNp0Kwugn+xNI7dOFkdggwMZsnhDgxlcXZams1vfVz46xpz1x5cFtui7J00ULHvu9c2X/JtNgHO3tKT8Fmgm15eBmtHNmCjCSF8A3e0r31wupE2VpamAbDYElXbwtqvXh2Ga/+wT+0iWimBPloI7mW+O+/Wz3nbrMyWq76nXxSzHlivrGgPCUWdM6DOL7Hbw2qN8kUyZfQb39G7Yav3US3nAw/Bc4t+cQAJWJRss+e2xK3PF9tSVk5zk5P0nFiX4AnEea3HwUgn6AaP4hxOmyPcf+81zuW7Zg0SeZBKHS5iWto7IDHxfsJW1BBneBPNeXLxR5nb8Zs2mJrMmhrsqG6HKqEw3nsWsUeJOECSS3xPU9uGMyzUJE8DTORAeYZJMUE8Gh/kkCPi+uXyT6SDg2wYcYAATA4TO315dLkFexlZNtzLhElpc25iWqc/+RXNrh2StCqFjdbm850RtEDS3J8wNTy4wB48MiMwfm7M2g58nHf88sNPWpgAL2ictHQnJ0mVNYRMQMh8QFAemhbWaQkEQkCW0TWASne3P1FZB3YGtNBOe9cSoPt3Nm8BLeY4scL1iVivEjds1BIrJiufUQP/KIlPb0CL1YXsyvgmSaluoj8zvptZ28Qe+62jPLDORtCtAH+CfE5NQXH1bOKXDugzb21jeBHnphzA/JGAOHw9rcNaAA3qWic3QE9va8y86E9hV4W98zg6ga9kK4/jA26vl1IT2D5+pjkoqSR3aV/wNASa/KZe5gALtfrJ1CCOodOva0evDhMC5mw0eVi4i7bIIbhljjSY4FaDIngTUiSWwqWOXtWFri1m6sUnGIxtcGfayymUDpyCvUOzPpo2d3f/0u/RbZ9qcwFjytT0KFz5Mtse221NPTnKikgui70JRYrywF38lsnSvIbjrLgDCiAP1Psj0wnBlOU7l+07JIlPltQXlTU9OumFCsMvWgd3JqHZGkQ0S0Dr7jy+ntYHfUZKNbWwdw+r99O8D0lGtO4rEUe0Xdl0coSKTOXjSBG0pQ7Hv+Ylr7/K6oH63j7E7UmKRftIH4JyH+UKcnmHf6+dxhJcpgtCkL8Vdp4v/KLHtj0T5fFz77Prsa9WPsylDCG4tO8RdT/+hs/YzwTQfNrfrB3G28dUbpgsnYhCfX9j2rGtIx63Oxhbu2O/K+LV9FvnE716UDPwoIRA5dTjwOxtT4yLK19ZuDuYn7Pnu2q3esWTr4/qbr3wdw1E6xr2D+uygZZP9YgdZu0pQubMILdng4kcFm0e1232muEIf+GyJROGiZ0O0nK3Nte1RmPBhsr123Z66cpKTnLz/xKIcNyc7keCKSziGKD5sTvYc4UA2wcbthe0J+DmAQQE2JV/8Rgk43w+RYDbByRgcHjJKCW7HBu27YAaq5KlPYIz7aL8mKiDwClEoNmbtUFSQSI0thchRqBNbByWR5LoOBWmPEMrWMcr7BxIGo4NomW7dtpCtTbavS0CohKH2HOGSo9qfKbGowg3Ztmpq7TRvrdgUZHvrpo4jieRmhYv1n3ZNsr12YFkJUrG93ZayYmoiUB1sgMRJ3PoLUlWXkDEgk/QLfsppB5DpsYeOmTDb2oSPSgipvuMK5WHPKNLIMFJJn32IDWs/+Ugnu0pQuasILaPKRbRdSgpKv6s7sWnBpgYbaPSl6/O03x6PPnvZxLlc59rLJuq25wT8cmeReebIQnPyfksuiP6BEosWpiYVFbKNhUSjLcAMVnI0HihREkUSGPYd8AZgDytBm5ITVsbpXVZkvvzR0ULoqSSY26sbdaEDu5jg1dJmdsm7Up5LZgiRHBO9j5wy1YYkuanad1hNubnimDGy8KNd6NOne6ksrNmx1bKwk4pNnlgRQoapwiKKTMqvHzvGDOlZnkbeGbfWxr4PXDJDruc3gaj1WwNSxxIwF9vbY3XR78najZKhSTvwgCVT2/YNyqDvo0TtE0daiR4Ez2hbXLA4rCzf53H10gdqexYI+B4nASCVLSkqEJ2yGWscZ1P/IYsiSvBnrtU2KxmiTUSLnWFLxxf+deHBgkvpcA5vV/u134fWlJl8k2/uv2SGZBazeMHXWchytI6MAhbcBAEhvOQYJ4uhosL8NJ1d3wY30SWcjeuDcg85JLYhm4b+iJs3+R6oLO5TH1KiYsQlNAU3FOge7AvuJeSuLMBVb3ybkwH4A0St2rfa1u3xs2wII/FFSIGVwJZ+wQacLFHS3VSbY8ojI2rR+q3Sp/zHUeGu6qekoBzxLczLkxfRxpYO06O80JQXFshRTcqPmucYR1GidsPm//uxvc2g6jLBxKQc5ran311nbnxqYUa5UfZWHxdisJb2SP0oR/kXePZgN3wijiA01b4cUWhOcrJHE4vy7ON4fxjhGFAYu4KYMicfnJAVKaSPMVnfYaLYzkou2pkFmePOFH2HSMTEmllfeHg6vbAv2QbStUolxaT9ZKMTrOc9No18sxiC+oLU2NL4rWsqzbpW0kjWw3Eo/ZStYzSMPNQWLTOqm2iHj6hSCUNdck2bHNX+zCWZtW1F2ZB4krkbFiTXdwHZUAi7Jum7wAqpuASp2hbsyqdAGEWVmf2afhuBaBoBZkivsX/RkSSlxXd1zITZ1p5/lRAy7DQF5WHP15dujC3D/d5rH3gSkv3k4xLqKkHlriK0jCtX2mUT3FrjHB/lM+3LOFLXDHs5xLlc5yX19RDyusS9u9IGOcnJzpZcEH1XE4uGEW6O6iUPfYjQVBQbd87KTWbiwMo0AjWCQFHknRB8+ASsWI5L+T4vLSwQKAaXnJCHTxQxJA9USGLOuy3IpuWecBK6Gtmx9Al6Q0zoEvMdNb6vl4AOme60R/8OI+f0kYNqG1yCujCiUsVM3ndIlTl6Qt80Esps6lPSSzDFwdv80UNzU8SI6P2PL06LJMx8JEnwSIDxpqfeS4Njwb7fO3lSKFkouoDHqySY+nkYZjBwMwcNrzE3PrUgBXWi9VA/ZDtRPg0UEW2KImQMSCsDck/FwA4rM8x/6Suw4F2JIsvkHkhEgWxRfwGfHSx5m0Q0jPBSbcRYG9WnW8p/oogh8eOqiuIMXwsjosUO580YZv7vxaXm8qPGRPaVaxfXVnYbIUp1Mbe5nuAjGHY/emQb8a8Se7q+5vo299suVlkAAQAASURBVPOyAgnyRXe8nvJ3+gV/eaYL9uD6c6YPF3LI7544MdL++CA+7ZKO3nDGvrL4/sOzi1Jl0xYIccG+T/Pn0b1kzHzt72+ZP5wzxYsLr231+XKUfythJEdwo8g5CXpXdyvJILDFFtedOjlrgkrawvFpyEDVn8HrzIas1M7g+M69swVmiUWn8ltEcW+48xxtYhMmzmepG84ExpESZ9tt0VMC9nOJ9qysz2xTV+b96cly0CGMMDeOeDVHFJqTnOy5xKIIcHi83PsIxzgufsjo3uah2Wved51zsmtEoAUSAQEnSQPtBPRCrvUF2dl04ZQpiRmje1eYVfXNZnltoxB7VpUVmk1N6YlSO1tICJo+ssa8uLguOCEZEQ+ljWwC9etRYpbUNvnJTsFyT0K0RAWYCVbSZgLDYGoTBGUtqeSqnIB+av56IZIkUldWmG8m9K8UqBFO+xFMI1mgT/duZsG6Bgn4IsRrS4sLzMCqMrluSW2DkLZCfBh2CITvPnHA4FQ268cPGGT+KDATCX+guSBPIER7dysyS+uavBsGJBIMqiw1s1bWm8kDe5iXFm+Uzfai/HzB3UZfcLmxOQkoJF/RF+Ca67wBseY7qzebR2avCQLKeYFtCVrrxgdrHgQiUUgyM/TIJ7O3QO4nSImdXX0pq6SwwCQSnQFJZAHZ5wEUTIdFkGqTblImWcS8CwuZaUeQWGMLqRjFRfmSaCAJVIlEBiY6+k0c0N28vLgu9Rn/5j2A/pi7ZkuGrqobPjG0pkJ4JpY2t5uKpJ5Kxkomv5CwDq4Sf9L+VbJPNgwyMNEn9JX3mvVbmgUTXf3MJo3kN6Sa9vf4rE22ySYL0CPoS7b0Ryb19mZLxxFUumSeXSErtUXLAcJSkj5KiyQxSMtlzYoeajeC4fiflqtEqrSHGYkxBR4+JzJ0nCgZrCZIUaeShLqkrmDEQwyqbWfcN3cG+OkkIZ5ukbmq7oeO6SWxEOyJE4QR9/r+zkZyZKE5eb8lRyy6C2VVklj0+hBiUR4cyBV3vy2/laBwyrBqCfrYQSIyv6cOqw4lKe1eWmB+9HA6kaMQbJ462Xz//jnmCSsg7RI8uuSEkFVOHJBOdqrBjKtPnChkIbxIsFhE3llV7yW1pKwrjhknJJrUkRb8Hd3LXPSRUaEEdV/3ENC55IEEbS48fJTgg0cRINpkhkrgeN2D76TZxHet7zOCgOCCv7K4zjyQBRmmS+yJDfe2yqfPw+yXLWHmD0+bbB56O5yI9XyL7E+DTjZ5ol3XnFX1sgAKIzn9wqEjZIEW6tN1DYKdpkEqlzTSRwAZFrTFR64+YYL50cNz0zZUqOvSI0ZL1usPHpyXFnxXskyXuNMlRNSx5iMRDSO8DBtrUYHG7SGiVR/BL76ZbEv6xsk2v7cDhASfbVtFtdGua+bk/rKxkI1uNlGqziFsejEXqL9fduRo069HqZB/2kFf9GbsXPfQO5Flz11VL4SS375nVoaPfv2YceZXT7zr3WDralvwr6uOG2eue3DbBkIYUa7rD9t8dmGa/3HPj07bS16mvvr3t+SkgW8exRdfXFxrXlniH2uUAx65DaUSRlCJL7y0uFbGrfaNvckXRlbqkmXuPbgqltDa11/0u7bp4r++ntqwc4PjF34k8FnwwXnBCiMTxk/2HhJg8VMHLxhsjvzfi0vMJUny62e7qB/2xPeA9mHDJ2o+jSNezRGF5mRnSo5YdPchFh1eU2aeuuII+bf7Es+c9qsnFghURXrGbABN0Po+Zh7nZJsEBIUFH9jpAIHo6CIESlxgXvwqBNrDFoLB1RUlwq8E7u/pNz1rtrbGQ58Q3D96Yj/ZyCe5JxuEIvQpLymQ5+O0kb3lJB0nxx6ds0YC7mCBE1wmA/SvLy8THhUdEr6MZN4jPjcjIO6EcPDh2WtSGdHASgjchGMT1f2TU4bIs/33zywy89dslpN8Sh6JsGYjiYH1MScCOJnHpsakgZWC90zwEQJMsr/XbWmWIKLCnkQNY4FhScJRSFY/JzoTmb5IQBb8bN6VwXZHBzJ0+W5rS0eqDoXJaLMygwnuc42SfPI5p+cCqIxOqVehOKJcjnlpbN/u5owDhwj8oR2ItAO7EJpC4BqVjQ5X0tkHDRWMaw3kPjRrtWww2GSkBITRl+C8fgYh5fBe3STbmQAsGeSQyvqgg1g3w2GEEPDdsKVFNn4CqKKA4JkgPuVzkIBALnjyry8jgJ9nTtxrgGwUKLkkwX8lK7VJLt3vsROxGsoF01vrJNirGwvUTyAZ0lKf+IK+LummEhNjJ/w1iqzUFi0H8mB7A0NAZwiGF+Wb6vJiM3FAD0kSQW8yvL942Mg0YlEC7OCbp9qUZ8y0EdXm2En908hgSXLTWgiOf3bGMLGfTerKaQIl7mTu4fN73lgpNkQ4Ycu7IGITtRaLvgVm2shqc9lRY1PPVpsMlHYQsN9e4tUcWWhO3q91eS6Ivgtl7urN5vTfPJ8GL6AEi0wYvKgDRcDDmww+JpZjf/WMBGdczGQ+UwI/X1mQ5nGEnUUMGMz6HbuqLBR897DA6Epdg3qWmTP/8JJgOnONCvfbcCJ2PQcM6SkkmmSrs0Bobu2UI/QcZTv1pudD8XU52s8uMAsHsLWAvRH2dxjCkwSbPMApkwwAgnbHXx9OFvXgJTMMj3VsvGpjsznn1gCH3SdhNtHPHr78ENmd/djNL4SWcd/F0836LS1ptvaVpf9Og2OxCDOj+ilKX1uAr5j5q2dSf1OX9oftK+qTUWU9dNkh5mMxPg0sBuUCIbKmvkUWFTYBpA9mAZ2wWYBZ3C4LbLLal25oNN3KCsUPbEJMyvi/z06VgOJeg6pkQcJuOcdHIQtq7QyOiwEV4yOCVJuF2U774/jJ/UUfsndYVDw1f52ZPLDKnH/bK97rsQlQGegTMNm3mxNveK7LfabfP3jpdMn0wZfU1rbfB1BPgV198DD0e7Z1Zavb/ZdMT+tHrmf8sersVlwo0EUEIAnOElzXvn9i7joJpp7+m/Bxo3U/evkhsnhbtKEhYz4517H9jrTFHRu+tuLLZNwP710h7VX4D04R8QKgsEeq42n7DpTPj/z50ym/sOdl9cW4sfbIZYeYcUmseBVsahNUkgk289fPpMqy2+ubk0f17maG9qpIK3Phuq2iq87pXbGfznP2+PLV27d7qXli/lpz9ISACImXjWzK1XkFkfG4V3/zoPU8w69OvP65rMo5Ymxv85k/vhw7nyJPfOUwIR8NE7cfckShOdleyQXR3/8g+mE/fdIsrQ2wYl35zgkTUsE4+6X8nFtelpMsbjBQg1+5GHpO3m/h+Q/8G2ulaSNqzN9eW5HVffgsUJKEMSVTPpmJn21dnN5DPnf7K7IuVugE1ucEISmTOtzMZldqKorND06dLElNXMlaYfH6hnAs7SQh4U1n7CdZsG79vDMqKSVlkb3M4ASuUyAnjEnTnYxZApy8WyqufNxeiF4Tdi06sh664NCR5n8emiu2RR8C9YJtLkF4Mv09ZSeztHVzTvvEhvxU+JW4TRsNsGIrm4DSFsg/eT/ndGdnTFl9epSa28+fmsoSlvlwS3PsvJef3BgAxodNCiU99d3HtQSDCWwD+VHb0JZhm5ryItOvKiAh1f50Nwhcv7Cvc78nqMxaDig/3iEhkaYiCDRJutDNKjkpkRdtT1u0npSPcYog2UZ+aipKJIPc1T+sHGIgtj1su7C506OsWNoawPIGpJquv7OBgS5hPoI/fOkvr2X0Dbb5y+cDriqfbb99/ATznftmix2DkwaBf1aVF8vmmvY7n7EZwdwTNo/Y/aEkpr5+zklOdod1eQ7O5QMkFuWhTpCNbEeEzDj93HdtVFlK2OaSSpLVlw3BYzZ1ccyeyc13X5huSsDHsTyO+RCIX7O5WTIDogjq2BW2yTxdoj/+1mANQtZBlNQ2tpov/vk1878f3zvyOl/bEBYtBF4IEG9ubBPs4ChxyQltARfs9vOmmvZOcNdL0jCn2bxAx2wIM7X9FcXRw9glA9X+QLpKzAkDfJxPE+xmAbu5qUMWvDwAgc2gXWH3USakjyZ5LZk1J0weYCoripJ+ki+LKpaX+DibRjyMf/efRfL9b8/aX8bA2bds2xyxg3lkL9j+pu0Ma6+28dDRvc1/FqxPC1D78KZtm7BBwcs22RtBfonfTlGyjci1Q44KR5Eu2sSXtn3/9oWDxAYsWGzug1krN6UFf/FBGwM8W6JUFcGVbmmXBRABdA3MEmjGD4DQ4dgecCpj+kYvgghI3n/xDPn3pqa2jEDnziAdtoWA+J/OnyoL5Lcdu0j2T16+jK9XltbJyQf8mS6NCsAePb6PKS1O55vg5RK/xr46J8bpxubNa0vrZEOGeuUltqI4Lbj7+tK6tLLCyEpV7rvoYFPfyEK1NYUDztyGn9j3Zju30Ec6Z+n4Cnt2QKIMaTWL5bi2Uy4bpmTqHDOxXwovnrcQexMuzh9UP65n3tD74m0fTSCaIwrNSU4+vLJ6UyYUnAqkdK7YpGg+2d4s5JzsGbK9WOo7KgSnUuSUKzP9NkogEETpbHW367LJCtMINzc2Sha5bCxlqYNNYsj7cJQQLGxPJOQeApBRhJ9algbzo4gWlfAzG9HgtktIatuRTGAlCyUAm58HI1GHnCyQjYAQtHA9fUA5+RYJrPzfIhfN5pQCmdodSVuFBX2F/DMB5nyAU54teajOh9nOe0ooG7wfQCjrz/inPLh4CjuCTZC09iTbjF2iCDnjyCXd723STPxE+zGdqysgGWUjJMqetmg96mP5SRsHpxnyvOSbUeWgq08CKwUkvTaxsc/fXTJW10cCf7BbHdiCPgkb80owis9zPet2nFxJSos68lP97iNqdcsMIzHdWeSjOcnJzpRcEH0XShxBHpOFTfCmpGU2eaV9bVxZvuviiCC7Qppnfx6nj3sdbRpUVZaCprAz2btaF3+7WLhx5TGxc33hdpCoUBcZnFffO1uO/1NXtv3hk6Y2jvMlQnGG0TEbnbT9BHajxOcDXSHrtIUjWlHC/dj6bCvISPYxuoYtAux7CRaCsU0WNzvbUbjMlAsO9tfvftsMr6kQslWVOP8IGy++YBqbW+CX//iRuVn5mhBK5bGx05FG8uOrP0x0DuhWymbT9vlaRWlgg58/Nj8Fi2JD59gY4TaGdFd9m5cVPU0BqeONAt2UDuNCRj/fZ2Nv4FouOWK0qa7I3m/Dvo+7nkCy6u6zC7qfM32YQOuctNcAc8pNz0nWd5go+e53/jU7A4LHtW+2utlwSz98aK655uRJcrpDF9d2Wb5nh60b2SpAtzxjw+wkx6fOjV2ZW3RezWZsUy6bAKvrm2PbzoZBY3tnJl58UleFg4orR/Vz/XpnEMPmJCc5+XBK/6rS0Ex0SOlcUVI0Nl1d0azUnPz3yge2h5IkMiVBqXdFiZlvgkSUONGgLM/kbDHbWZsrwSIQHpyIJOt8zaYmwZJnvUuAWHCfO7KD1iEblQQDAvRAvMURorP3rQSG6KAkgjzPyRru6OgUrG/NXqWdvGttbmw1W5vaTGFhviQQkTiCzdicp+6OLvSjBhndIHDCng8grgeo3RjT2k6QehuEi8TFQyLW9qdK9Gh0fsmCXNQWJTGlHLKZfTjTEEPmWdeGtlkwtNOJOWU+bMkukK6EskrYGXXqgbWfnFp3UvX1HvqdAD4JElzL30/NW5dqk00uiV/wu9DRneAxyXxVDmkmmejboGnwo2BsAKMTpHAFcRrsGGDAJzKgclQCmJuEnFoXUtkO24cTZnNTu9Th8u+4faTtCdvExa84Jw1cDPrRXrK/XTJUHxkrbsimBH5gkm2zN4O2QfIUpJVDtji25d2PeYH7gI+hfDklkXR2cNlFl2S/06Vcz334j11mHIlpjhw0J7ujZBcJzcl2CfheYMX6JCA5a5FJW4VjOAQJeKiD4WqLEtmFlaXf28SClEH2btx92RA52tfybxY8/J2tXuXF+WnYztnc59NR/yZL0g6qxpX3wqJawTRmgidLOKpf3PZfffx4891kAF3rov1h9VG2j/RSv6N/3YAwwt+3JnV0y3bbZ7c/qu30J9AoPn/ytSGqLHxzc1NrigjHFSXuw9a2ELDD9rQ7yu7owzWr65vSsP/dvrbLvfXZxYLxDDEk9arucf5hj5c4P6QMfBf+AL03qh3PL6o1f3xmsbTD1slHgOoTPscOOkdE+VrUeGVhjA3sYC52wbbPhPieYEVnOTbdv7n3+icXZBDE8je8DN8+fnzW9qacuoa2DF+L9M+k/2V7vau7zy7ojl3oe3wgzj600Q2gazmMAfv+rthZ+2ds/x6Ci45PfOMfb4uv2WX5nh32PHY1ujnkpDo+mXcolzZkM7fovMq1vCSBlRrVFur/zr1zROfo+bOXZLWEjXm1I5KtfnArrNuybZMt6j4f8WpOcpKTPUeeTuKeu9KtOMBfdYVgBqfjeoQkEeQS0XOyM4VgNIGjOOF0FkEmeKd868AoaSIzNT/PdJcTk9FCYI2gGUFv8Iq/8Y+3zE3/7z0JwNc2tpk1m1skoAoOOpCKvHMQvI7aXApgkPLMrc8vlpO9tVtbzcpNTZKBWloYnGB1JQiKG7kHCBh02drcJoSc1N/U3inBVdYXlMW1BHk3JvWEzPzXTyww3/jn22bDlmbB0Sc4m21GNT1C0JGNAn5DzpihYyI4RXjXKytSuOUETu0qwoLIBA+Zg7St6QkQRXKiUzON6bso0fuxFXAZX/zzq/KbpCN+sy6CZFSIRdN0SIePUWlobTfPL9yQPh+WBUHXKCETn6QYrsdubHLQ7/iIWw960I/Yz8dxQJu3tLRLf7MBwilrfNFuk5JLUg5QkoJH3rZNd37LiemGVvkefwXrHN0IbDMeSIQhwKy5FraP/PqJd80pNz5rvnvfbPPd++aYT/72eanXFv7GP1nHbtKN17x0H9Zxq3rpfW4faXsIOnv9LakfG7yUSxtoF+NCCUu1jIrigrTELqBcODmrOPL8AD1kC1CmnFTWchhznGRdVtck8DKMeU24wXYKjYQNLzliVKrf8/PJMA/mLOYNyrF1o1bed5ljtD/4m8+zIV7NSU4+CMkF0XehNLW3m+tOmSxBAVt4eeehArSJfXyNI+KQXvLAhHzRfsnnCPslh4/2lkWGImR8/Fb8WAIpkPNd9JfX5XM3sEI5kCTq9frZtadMlrJ8dXCt6H74aDOydzf5mx9f+XoPGZzUU1lalBZY0vvcQIZdF2XabSKgpjozYT/nKS/MPnwPGR22PWB4tbn4iNEZddvl2/dDYOPq3r+yzFx8+Ci//jOGy/c+m/Md2ZE+QjuEz1lgULbdFuq0P7PbH2VL/GhTQ4u5+oSJafpwz8jeFeKH2frZ90+eaC6+4w1zzUkT/T59+GjTr7IszX4q2J4HOO333YvdsRm2gUzRto/b17bQLxwDo3zbDmH+oW3Vv3XcRPmh6q9ZuXyGPaN8jaAp7Qjrm3mrNksZYX2Gn3IfgVJfPyHUzxhnjPn0YPHo2i3KlnzO966vqbjj0bVRXD9NHlQpumZjb8oh05j50A6kR86DM4aL/7nX+9rSFd3VLs9Y9glrA230EfyqD4FbqvdnawtXD3gAeAEgoKxl4U/89j07tMxJotuGUN24lzFIJmY2c4vqyLWcGoBQ1A2k28+n/YYyj26InD/pu88eEj1Hqh1t/aL6l3L2G1JlPjKmd0q/sOeWEq+GkYrmJCc5+fDLBX/yw3E1tHYKLqxPhOT9iNGpwI/98rSnZqJXlhZIIMmFAfhvE9pPsBFotYpkkHNXCaYmI/NXn9zX/PYz+5sT9upnSiI6QGAayMjt6Mx4oY87cbVuS6v51JQhsqZnrQUfwFkHDZFgGOt1SDz5ARLwmzPHCfYxwXoCnGGnz4C84F6IxC86fJRgG5Pxq+NGiDIJkkuwlozTIIMdSBGCxARmf/Wp/eR949NTBstnGW1uDYg3hRDTk0UN8SbBOFcIZpOFDCQnhKCYtSuuzUncbx03XvoFHGnW3zUVRWIvuzYCrr7k7rDeUELS0/cdaJraITndphv/Pvfg4eauL0wzd11wsEBZUvcfzj7AfPHQEWKfyrJC069HiejBPWWcCBbYEyP2bWxpF4JTbMb7EoFXSCYh76zpVmIG9yyTpD/6+pqTJkk/9ygpTOlMxjc25XoypXU+RCf6mHq5l5hGAFcTEMDS71XlJWbayF5yPbjWN3w60P93Zx0g9YCXTqaz3icbH5ZdUj95Rojvbdx52oMvArWYSK7r0A+iS3y/Z0WxcEN1Ky2S75jb+c045nP8urSo0Hz5o2NFt598bC+xMe269MjRYpvK0sKUbvwQNGYDKi8V1O9Iswu/qQN9wO0nIYPx0D3ZT/SrbMbInFKQ0tm+T/tIv1Pb/S6tz4tM/x4lKb3UZ/hNZjjtwu4qWga+yzi//KjR0g+/OeuAtLqB3AR3Hp0Zf/+6aIa8U2jbIPysKi1M+VdnZ6f0A5//+PS9ZS7Bh7Ah91Gv+FNpoZQ7pLpM5gSut31J7c9vyFvtv7X+nORkd5McnMsulLotbaaptdl849hx5lsFkIe2C7s5k/uT89aaXz7+nrnjcwem3VPf1CoPK46fszt3/vThKXK215bVmfNnDDPfPG6c7Nzz8OGoFjuPZxw4VAIPYNMOrS4Psgo3NcvfQELwsAejamldY4qc8OUltQJNoOUPrCozzW1t5pvHjTcXHj4qybieZ3qWFZsNDS2C9Yw8s2C9YIfpvQMrS6V8dhjZFAAjWY4EJRLmyuPGy0N8g4MhToDMbmNFcaEsUCCG4bg/CwXu1zahH6Q2T7+7XurlIegr7y+fO9CcO31YGtGfHv1HCmQ3NCF1XXvSJNPU3iE680B4cVGt2IR2ksUAsSW7oewYu3VddMfrssNK33JvY0uHPCR50LNDW1NRaL530iQ5kiZYYXkEfzZIEDoOl51g1kuLa83+w3pKYJCd4V4VJXJ0kvq+kRdkOoTZkrazmHnsnbXy+W3nTTWdiSAgSabGlqY2U54kvnxq3tq0NpQW5xuWYV87Zqz5+syxaWSeMKWzAw1RH7pd/tHR0uf0N8cw6bvzb4IAxX+UE9v3rywyV58wPtgxT5Lp0k/cy99stsDibUscfjH2de2AP0X5W0BEWiCM4/gDD3l+L61t9PqNrQefLa5tMF85ekykrym3gNs3coSvstSc+YcXBWfdHuNaBn3Wsyzf/PmzB5rW9g7J3qCftH4WtfjTGb8PyvjqR8fK2Lb73edncbbEbv/80sGyqP3OiRNknJPRgU92Ky6QI4Pg+fP3w3PWZLQ3SjhGS0Y3sCFfO3qsuWpmfmo+8tmbscPJBxZ8QlrVGUCN8HKE/7m2Z2wh9140XV7OuIfrGXs6bpY5NspWdxtz3O5TyqVdqoNyDYQJYw7M94aWNvPt4yaYTU2t5opjxppvHVcgc2zPsiLzqKObTw8W8u68B18BY+zSv76a8ezIRjcW9Gz82HwPcXNLCge9pcOM6dtD5mbmCNpF5oy+/PzgtL1S+Ifu/Kmf8cLFXHfSDc/FzpG06aFLZwT3lQdzyvKNTaFjkTlibL9t+gEbxMv6zz6xj2Tw5AhCc5KT/x6ZvTp941mFIEIU5i1rlIAAEaK5JHSbRXq3p8n4AZVm4boGscz6JB/Sf4vYsAasj3muKNZ2c11jWrBvZwkxb/yI9zfePQ4fF2RkQsoehYHBesfGXSaJnTxwAlc87yTeHRLYXb25Wd75VIDGeGT22hRGMetiMkIH9SyX7xX7OCr4zLvj/kMDrq+7XlluepQVyDoStBbGDXBpvBMGewPbsJJ5JoOVTJvPmjZMdHlw1uogOJgM5CIyBovyJeuczYOglPT+CEOYs2FCaJ/Aw2QBiC6Y3ImEBF/pF7UVeOc9KwpNU1uzIac/ibDXZaF9LR2daTjqnYlO2ZRgXaSZuG5G7j9eX5nqq+LCVrO1tUlOuPPuBkEn5qFsF2ca/HoM1qs6uBfbB/2chBdJBmWB6uE6bETf29jUAcZ4T+ljdKCPxRcN+OfF8m5o41nrT0rmrROole7dC80qeCryEsFGRxL/nKrV7elOJYcl0Uzn2zDMe8ZBvx6lok9pUeDDNv5+8HlB6h761MVWpwxiBcCUFAgZLC0LJAgio0e6XVzMdUg+FauftSr8XClscAsXHYnCcrdtp33OXCREnknfJ14TjKNCL966lnG443uuzhC3UvfRE/t58eYrSgtNfXO7+KXdDh23rvA5Z0v6VgX9AUyLi3Pu+kaGr+QkJ7uh5ILou1B4KOUnOmVCg5iBICsT3abGNjNxQJUEJph8Fq7fKkE9JkTwowgoEvwh61AeTM3BvcgPH5pnfi+YzASYIb0LjthtSd775opNZnjvCrO5od307FYs5X/6dy/KQurP502VhSBlHlhcI2Vy7O07986WYMMDl8wwwG5tbGhLBYRF8ow8kIsKOiSYCsniWdOGmr7dS2XRBhZeRUmAIZafF+iJTsdf/6z8m3YeM7FvGoGmksMpAd2DlwZkggRQXFJIUQFivbx8eUiwA80D7G8XHGQqy4rN1pY2s35Lq3xOICiK9I9yO9oT0h8Eh7uXFQg+Hg/kI8b1kYmePiKAzgIAm7LLCtazrbeQWT69SB6q4D2zuFpV35yyD4HNA4b0lJ1wFjQEno8a39ccNqZ36jiV3UYNrnI/D0/aCZYeV3YXYkE2WNolaE3fgKsedj86EizCtuyCs9tOIJbgGG3iQU7/sPjcd3C1tJHye5QXmjWbmmX3nfLIjADHnqBn725FpqiwwNx67gGS8QA+NBsQBM/oC/Th4RhFFqvZArQDm1QUs9BrlXFC0ghBNPqQRcufPzvV9CwvlrEQa6/yIjluxue0qU/3Utnxh2yUtqlNEILP2Fc4CjuNaenslGsXrW8w1d2KIwk87aweyiHTO8rXwrKA2BgimPqTj+0tC3p8+53Vm9MIE1kYsdHBolSuL8yXvsFv3THE79P2HSj18ffhY/uYYyf0k7GpdvvCoSPMjFG9pN33XzxdBvUz75GZkkgj0oQNvTg/zwzpVSH3Lq9tkD5j44X+BR6K/au1W1oyyCPjsp7wOfseMMij7E0gnwwSfItFMvdjcwK9B42okXGBzoz/A4dVS/9jS+ZX8a+SAvFNxvYJNzwj9UHuySYZY/PIz/UxhQX5ZlNjq2B12+SqYX3ptlHnSCEclaOPmZie2J+AMf2CPmwSacCYzOxJAyplLDAfUQy+xfilzQMqy0xLe4fg/TO3MZ756d1tG1ks9+pLU4Cd6Cf+jcPyZ1yM6N3NJBLpuKpueZSDnVI+1ZmQMTx/zWbZ0MXu1eVk+BSY/hbeo40nTJkQjfKjQlCcF6hssM7JtMGW8lKVlydHToXQKNkXzJ/ol/Lt4gJT39iaIgTl39iU+Qf/wNa8ZCJ8ZxOvkjWj9/g+31myq8vPSU5yEsik/pVm5cZMyD1mEMWH9QnfBc/BYK6279sTZZ9BVWblxmhS1T1V7LAqeL9lRYUpnOVdxSbKmjTA0y7MwJ9uavNvYgTZu4k03OWA+DLAno6hK8ngALAxpVkTuJjEin0cJVxj4x0rJnJ7x7aAboDtbdI+d3Gcte28G+uGlbaZMrFTvmmX+9yuIKHAt23AumRLEutaMdOzFbtfbFsF65B4bPEw0T6nLx54e7XML4UFnfIbO4XNSW5fKZ40tlLseCEj7Uxk4ExTHyHhsH5Wu7Pml6C1068+HWxoGNZncXjWGfZLupWaUQlctet17PFnsfXvQk9dPh/GjlG+HaWb2NKGUOlMmESwv5BmF9/44XtiC2llySmBTNzyON1ce6vkR5QbJ3FjPtImWdSXbfk5ycmHTXJB9F0ovUqDDN3v3T9HMsVdjFeOkhNYPf03z8pxc46sEIjo36NMAj3gbdnXHzeprxznueb+Oeasg4bJJGRjRyMca2dH9bO3BxnB1AEp4iV3vG4GVJdJwNzV4Y7PHySBJL7jqLx7JP6Ol5aK/hff8brZd0hV6nqIFm3oggCWY5TsVP7lxSXmtvOmSBDwj88G5I72dTY5HH8/nDxCiz6vL9uURgqZatvoXua7J04wP3hornlxUZ1c86snFqS15wenThIb+GALqIedde5Hb4JbAYllu/n9M4u8faQ2QFfarnojPh2nJ+39y8fnS5/+76PzMmx0xTHjpC9P239wxv20/7hJ/cwxE/uZnz8630waWJlBrveT0yebvQZVSTCL/nfrv+WcA8xLS+ok2IYffe++9H7FPhcePlICwBowPGJcb/PNmePNH55Z5O1TNl5W1jWbv7y4TE5CYMMn561PK/Prx44V/e267HJeX7rR9O5Rmtbv2PbWx981nzlomCzofn1ven/G2evIcb3Nx/YbZN5ctjHDDpStPks/87D/4zOLMgg1aR8LoSfnrZO/fTASLvY4/yabPOx67MEGlUtwqn9/61/p49AeE2TwLFi7xVx5z+y0+pkfCAKr7bgefGwCrmD2u0SWVx03Tvr1MwcNFex4u918ftVx4801981xiDRrzEVHjJbFWXNHp7nqnlkZ8wUQVaXFhRl9rTjTPnv4uAbAqGZMuxjdqh8+585Jagfbhzhi37eyVHDXffMX0CfUM3tVvYyZXz3+rvn0gUMzxtUMZ15ydcemnOBx+9S+juO4tl22zTH55sePzMsgycT3zrstmKuFmPWcA8xrS+rM7/6zSOr40SNznfm9xtz5hWnmfx6cax6fty6ly/eSzwo2AsL6QLggQuxt44Dzm7+BjfH1IzaA0BefQk/+ff29C7zzBptgQ2oqYssV/o7OhHlq7trUWIsaW68urTNXhYwPxEcSS91AzvAiBDb8pw4ckjbfhxHjct91p0wy33/gHfM4GYFOeTvjRYCMHKCb7L7ZmeXnJCc52Sa/PfsAM+aqB02rE/TaZ3ClZKHb5G46PkmmIHCz18Ae5o3l9WkB1CiivA+rkM3MpjVtXrEx/TTmByWs33eWrYk/STJFFuVxircwv8Nsbu6U4BlrSbbLgQTZmYI7khzAu8P9b600Ly8ukyQfkpDuenl5igDTlr0HVUqCDO9dDckoJG0SCI72DoFaI7HAZ7e+3YvlBDLvKSS3kGUdJCqUmCUbGmXtRJAZSMv731olJ6X3GVxlnp6/zrSENJ4NbJKFdNycsFd/8883VkpQmzFUkAhIF4dWl8nGP5nIAkWThB7Zf0gQ1GcMYgMyo9lgZj2KcB1BSfwSrGS0+NHD89JOEw6qKpUNeRIQ2qzgJ4kL1A23QXNru2R5E0MniScuAE727Wn7DTQvL64VUsmpw6slU3bayBrz4NurJSMZQS8CzyiWlhkfsecSnAQvMa8vqzNDepaZJXWNKfuO6hWcAPDJc+9tSGWVE8hk32CfQZVyojYVbC4okIScKcOrBUKDDGDWo188bEQKMkQ/s7GnSfzg/RrccYzEqYbT9xskfbpkQ4NZt4VNyDyxA33899dWmNotYFgnTF6+kc03El9mTu4n/Xj9k41mWE25mTywSmykxJkkRqED1zZ1dphCCfpvg3YhTIxuBKHrm4NT1Ci+Oflv5oSApHOb/vgOa90n5q1LaxvwKnz+2Jy1wf1FhWIH2vPw7NUSZLdPIWkZ6Nac6JRkDc2Ix686Ozgdmy9JTHbWtF03fXLkuD7ST2yQaFkkeJF8d+LeA1L3qi18/aFi20ww3MuKpH/Qh5PCwqWQF+hAu+ivlxbVmnfXbpEEJNbJUWVSNxsg6OwjOrX7K6wd7j2uTdARn9EMfFsfvRdcd/rI7hNfuVGf7yzZ1eXn5MMreQmd+f8LZPPmzaaystLU19ebHj3Cs012lqzY2CgvxixA3li2MTS4xPcEY/j352eMMENrys23nWB3KgMQAochPSWAxzE3f5ChxuydLFMDDN89aWIq0OLKD0+dZB6atdqL5av6ob/qGXc9mdlkZQ+sLDMPzVoVWS7BT4Kkn/79i/I5AaH1m5vNAyFtoy37DAmOCfpsSiBEAyhuUOfrx4wzv3ri3VTwl4CT2rErfbRvRP2qowSHnwtw2H3lfS+iP/j+hMn9TR8wtT3kemCZAaFz31t+2/KwIhB70Ihqc/2T78W2SW0R1X704YQD7aHP6AM32/Wocb3NxUeOMT/zbBzYGxF2vaoH/YBPddVecXprXWyuPBzjs2SmThxQmbGRgj2BwoFY8omk7+BnZOWzPIcE093IAteZmRVyUXucxtp5rwFmWE1FahMsqs8CboVRyaBfrTcQfeXM8RJcdr+P0wN4G4hxwvwbvEAllLGDkDL2/t/CtGAg9gM38fxksFgDhD85fS95aXSDh1L/cWyWvRM5d6gdmO9mTu6fFlS1r50yrFoy1zlSed+bK2VujBq7+zhlnzN9uLnzpaXms4eMFLgnFqth97Opc8mRY8xPHw0C5vYcEzdX230S1T+2ju51doDf3aT53IwRQVD/qffSAtmKA25njbNgZIPGvi7YfBslNnhlcZ2MVepnPng2Yt44bGyfVDBqRV2j+eY/3w7drGVzkI3Dv760VDY6bneIcbHXhYePjhwfSJjtaOvMSf3NyvqmjGuytblbHptYO5IxToDg4r++Ebq5saPl52T3lvd7Xbq7yQfV/mHffND7+bh+3eTIPUHJNqI5BCg6E/I3ATyFlMjJh0skZ9PKat3ZkpcMIBNUInhrI8RxSgrfEdK9pC5hMVs721X0zkLn6SOrJXC6AkiMCMmmrGxFsM2LCkzP8kKzur4lg5wSSJLupZwmDcg72VAn0OtWn+foxQaFBKLbO9M2KQKs50KBmOAZrgEt1jpgUhPsZSO+KD9fTtxq8HJUn+7m6XfXmdkrN0tGNhAnH99/kDll30GSUAH5OGObPqNf+J7APmOegLvqKESYYM8nP+O0GKdy56/ZmmoTbeb025LaxhQEYZS4MDWh1+XnCdkiWNEqx/7yaTNvzbZTg2B3lxUXmi0tbTJ/qd5AyJ590FCBrvQFA6MChHzHhgHeyDUEgdlk0bUXfcUGAD9swmTrWnpakYAsaz/quf35xRLc3traLv1hi8ICMrYkA11OXuTJZgoB7KnDa9L8gSCvcgXwHnTOwcOFwJPPOQkK/AplcSobWNwF6xpSpyOw84FJ7iK7jMPG9BE/In6ArwSwQMGpYpAElJDavm9gValZualZxr0GjtGVgD1JWx0dCTlFqnaI6w+3b3wbvaojfoAe1G0L5vvW8RNS9bll0g8Eu3n06fOvqKBA9Lf7i/p87bBtwD0QiLJ5Y9tSNxT0Gi1X+27N5ubU5hfjw+0T3z3u5ztLdnX5Oflwr0tzmei7UMCt5oUcLFnf8XpEv9d/Q96ytbXD+yJPZqZ7vU8IOthEDAQsOHYTdj3B2jAyPFt/rTeb69nxVF3CrqOtyEbroUyg9U/nTzXPeQJi2hadwHw2pRwyrMnAPndLi+wYD64uM4/OWSv12NnTChXT1T66auZ4YbUOux4dvzFznDewpGUwIUcRGVKf9rcrLNKibEswhixjLSuuTWqLuPazMNXrfA+Rx+etl4zyK44dl7K9i0/s1mv/vT32ykZvpG+WPnuJhf8MZAQLcRZ7Z/3xJQnkX/7RMQKvBJ567ZZWgWIiwM6JC9rHQjvI3IBgqdPsM7hnWnA3Tt9vHTfBfOzm572QIj7b0c9h7cLXv/LRsd7v4/Rg2RVF7Ih/n3vrKxnY2y8vqZOsXeYbG2caAQvchz19w6f3lax0sqWAnyLQywtIXH+FzXe+awng//PCg80Vd78t18aN3Qn9e0h7htSUm5V1TebSo8aYT/3uRXP3F6fJQjvsfjZZOCVEMJd6gScCyimbudruk6j+sedA97oMrokkTBhjEBxy5OFLD5GXuygccBbmNn4417FIbmntMEdP6JeCYclm/NGXutCXMTGkp+jvmx/OPHBoagxCdgVBEfwDei32pB/ixkeYTmwKnHPwMJlb3WuytblbHjbakSA39/sC6Dur/JzkJCfpcvQvng41CYEpCNCqKoolky9hZZFuL95xTj54ka7bhfsfFM1zFXzshs3pzycyNalfuC5jst/dr7IJej+3kEBnvOzMDQTGRHN7h1lV3+Gtp7k9YSrzjdnS2CFZ2mGZ2AKNYQfLk9jQvjLZjHhhYa357IwRqYxjAlwERFljMF5bEp2mf1mhrBl4rhL8BK6RgKtCSRDAY23OqTqBQ21uCzYvkptkBP5tIYBP1jqKkuGP1pTDmtUWrmE9w1opG5x1KTKLTTkCvBCDQoxJVi5ttgPoCBjVBEzTMd8DEtZ73lglmwY+nOko7Gn9Djt/7vZXZP1GANkm/oRkk/7qims1tXSY1uJOaQckoAh9JRB9nr4XzG9sBe9ac7u8f5PVTh/Tl9o2l5xT3iOSPsDnBJk57aAQSNhq3pqW1KYP7y3/fmedeWVJnWxIuGXwm9MMFSXFslFiEp1mQFWp6AG8K6ep8UXu27C1xby5ol5g+bQc9Tt8mA2oyh6BP6odvLjxIeLDEKf91z24QcYb7fSdrmAP6JePv5uqzxXaSBtKSvJlPLF7MawmgHi19UTcdrCZxYkBbCQ22NIifss7htqAAL19jbYf6EqB02xpT+M+oC1wML26ZKPAMvrusfvb1XFHxOdPO7P8nHz4JRdE34UiwbQY0joCRkwE918yQ4K8QcZCnnzuBgoI3iFKsBclSrZi66KY0uABgyMNHjB19ozBA9ay+M11BGZ87VC8arDUwNNWPcNwspfXNUnQAqx0Fa4loBbXNj0/EYaTDTnpBX9+Ta656wsHSUaCu9uvuF767yixvwcPkJ10xSR2MaqlHS3RmOU2PnBYfZRB1jm4wzzcqZNlC2QzZPpHSbAojAZDpB8Vpz5YGIYL5DIsfCBWevDS6YLH//BlhwiZIYuqV5YGWPC9e5TI4oSHMEFpsk+mDK2WMhQrnkCYjY+Pn7i75a6wcHIF+1JPnN70Ez7p4tprGfQROpGd8LcLponO9A9jRMllgFHSRXZzW4u55K+vS3ALgSxTT1IQ+LvxzP1kbIEj3tTansJrF/xqz9ixBXxv22eAg8KezAvgoXO0l/LUljzdfVwDKjYBrS1x/i7ksxH+i2/6vkOvYyf2k/HJC0V7Z6fgTrP4AN+c48IcOWR8zl+7RYKzsMCDw87GBD7LOMXfff0Vpn9Y/yLUwXeKgxnXdo4YE7DlOl5AXl22MZURLDCb4Mon52t8Aj9hzsbW8BWQKXPvvcHGydET+mbohti20z61X7ridCTzhX6nPt8c8eT8tRKMhqAT3Hl77gdjPsjIAzA1vA7FD1cBnqixvUPmFp+ePn8hywcSVcUjxw80UG1fj55cX1NRlMIyF+6EkgJ5KdU+pc1RvAtxdkMYg5pN1pV77fnS9jPbHtsjHFmNkh0tPyc5yUm6KNFbmJD9Zq9JEsms0V2VxZyTPUfsICaSCh4niT33FD9iLaSPzLAAuXD+aPB+JxAHMC4J2PpIHEkW8BFNumSS7udlxfkpctNU8C5CXz4uKMg37Z5s6QBjfedv1sjJhUQiRXr81opt0Ig2qTGbNXbVBcl5rLGtPYNksiuidsZWtu8q8WxXm6vEsC6pJuWHlSVL72RDfWSiPlLPqL4WxJ2EdSIgL19w6OGJYl3Xr7LMW4YSqGp/Y18fUSvvEC6Za5Q/7kj/+PqJdmJN36qWdwBffdmMpyhb63OVOIHYoChpg8L80GtcuzDGbaFvGGq8/wLb+X7Z0rXHrig/Jx9+yQXRd6Ew4JAwkjQ9eu/CFgB/4MPmJcjEPQSi2OGLEnDk7AA2gR7K5Mg8mHYuHrCLU+4ri99/f3W54PP52pGBYT7K3w77Pp994kjl0AMi0ShsYogvtf0cZwMzz85elfoJ2nQvzqpO+3seUD9K4qrbddptpa/CdONz2OqjBN0I7IKP7GJ4X3L4aDO4ZzhOXqDjNvKcMOEhqcSOf/ncgZHXEsRFn588Os+cnsQmd/0HLPifPgJW8/oMqIZ3VtXL9+Do+/pqRXIhFSZVFUVp/qx9zyIxTu+zLfJPu5+QsD76zgkTzY8eTsd917bc+dIy4QU44/cBYS99rQH0P312qvl2Eu8cHf914XSBiNDy48gdyX63rw/DQw+zpTveVDdXYokby4pCbQPGN77g6hnnAxff8Ya59byp5rv3ZfIyXHPyRLN2c4twE2QzL7n6Q3zGCRTf9QQh+U5tH9d2n8/go7c9t9hcdtRY8/0HA1gh9UEX65z24AfXPvCO13a8cvh4Iuw5K05H5rSL7pgtfuibI8Aj32tgVXCcN6mnzv3XOjA92WBvL6ttEHx8+CruuuCg1OeqZ9Qz4PsnTxTf/f7Jk1Jzvu/6ABN+irc92qddmaej5j0C4V29154vbZ3YpNkRYcxHyY6Wn5Oc5CRdeIF/d216JqctwD4QOCDIovAbOxv/Oid7nvjAURNONu2eEEBHFLc6KmbMOEptRmXZ7ij7CJ55WZH8/vMLS+W9ormt3azY2JF6TtpEk7wfgE+uJJdIXUOLrPF47gLPUNcQwK6wIaA4+ZpcparY+VcEqjvaMjPrbfidnc00LNjg+QHBKNmxrdZGje1z8m/rb90UAMkbeFnB0U7iTIMP7oN2Aft+Se1WM6ymm+BcI4/NWWMaW9tMUxtBc1uvbUHtrrh1IpnYR7+s2NgkiSTbCGhDbEA7kvNxojPItGaThvvwh6fmrRMcbU4RrNzYaGq6BcFu/l5b3yybPkpw29ZuBLedhCmTnNvzEwGRa17Sf8gk79WtxEtKqgSq/KAHCVjgq1MXUCRVSZJXyiLZBv24NorcNPDpJSmc+a4EaQPYnVrzzqrNAdQMpwWSp198AuSRL5Ek0DMh8SUS0Ohe/mYMk0TD3/QX9SlZKNcSLMe2SqCaIroVCLSAUBVf4XMS3/g3iVQkyXBNME6DEyCuDyi5LDERH1Es/WrbfGcSluYIUXMSJzlM9F0oPLTAleX4ug9rtasYrASBIIcDOzoK15fAxXGT+5mV9c1yP2X94NTJ5sp7ZmWN/e3iRetDkgxoF+N3e7Bk+fzrx46TAJRbZ4C5viaUHBR9yHJmUo/DGn5r2cYUXrKrJ/bUMrK1Sxz+8r7JOoE0cYNrbtt/8si8UCzhKKzruO/pf8hc6Kts+zoO2zho1yZz7vRhXpz2qL628e993wdklrRnYWifg62M/6ndtS+j+i1OH2R776WPCWxji/OTv7/h9LnPplFjBTscN7l/GqGoW6/NcxCln+L3oxvBXx8melR/A1FztYeXAYniRIjSy7VPtmX6sOCz/dv+9474DH2j/b0j8x7Y/GHY//bcQtn4WBSGP3Ogr29dXgUyuePaHYW9zRz5lb+9mYbxrvwCqmfk82h0L7P34CohMGMQPzBrlVeXbPgNkJ11TVfGZtizEQ4DiKB3FBOdUwM+wtUcJvqeLzlM9N0PE31NfbNwfuwpAc+c5GRXSFcx1rsabPXdP5bxublFTsG6ZRFAKy3MFwxnG8+Z4BwBVTtuyLWQWG512IWrygolis7JwrgTsj4ppdC8IGM+ri0EHxUSJU6Ylz45ZYiQfbowMm65Pq0Vh1/xxTkx2b0k2EhQLGveSW1dNK8g6pAeZJsElbdnvlSSWCAzwc5++t31WdlCheDr6D4VggEP1jknZF0yV2O1F9/gJLkPg16vxR564oHrqyuKheCT9b+Nj72luTUgpk1m5KMHfqkIBMDDBFwA2zYaSEAE197F2abtLy6qFRsibBRdduTorLC3KQtsfx8mfZgvFOXnmX6VpWn43qqTjXnv2yDS/uJeCEuBawnDk3cx0XVM0l9wDti+iO+4gX3FRD96fB8z1SlXSYVT5LeSkMLJ3DGh8J7bI25fqS/kZM+WbNfl8WlbOdlu4aHNYGO3nImKl25bDh5RE4k7PG1E+vX/eG252XdoTwleMKh9ZRJAvfrECebaB+fKMXmCOdeeMtlsaQnw2fksCidbccLtDNLrKGtIz+D34Cr5bdcdVaavHdyHXZjILz58dAriQPVn9482uG2z9SGTYPKgykisYeq9+sSJcj3i2gxiEm1LWB9pndzLv+3yfPbTOnkQRdmEh/3VJ0z01odNqsqLIzGhm1s7zXdOzLyfgBW2Q8cwH7HbpMK/6RPuD7uWAHcYTru2y/YfW18+D/uedgJLEdXn+DP97fpc6DgY3SsIelptdPWJ89uotqBzvx6lUjfEmGT+ssNul6dttiWqT/Ab2pnN2IzTj3GEH6HbeTOGy9+24O/fO2lSxufqf2R4bA+HQpReQNxsLy+DlqmkvdqvPl/W693v1PZhYx1bhPkMurm+vz3+Q+A7DPufOvYeVCW+iw5h84POgegTZTNsyhynekbpq9jbPiGTRu9Lzf9JnxKbzhge+SwDY5H7yDYiCx79p3muz+bZpH2IH9hi+wU/nNbx+bZ9jcx31jVy3xGjI+dAV6f9hlTtMF4593MSgIC5LUr4msNDz0lOdq4ccN1jod8Nra4wpUWF8kJORiKBA46Ux0Eo5iQn2ysEK/E1ApJkVO7kRObtkjAdgFxjvc644HcWh79S5QE3172k0JQLxMV2JGznGfPumq2SieoGBymvorjQ/Pj0vYX4nsAuEIKskyTT1YnNEhRzA+jIp6YMMZceMVqy6H1tCNNZM5gVLq4qSTxKn/Jd95LgNDdBev590eGjzL0XzTD/umiGJK3MnNg38jQcG3skTrF5EF1/gQQmXV21pQo5Q/sJ4vM3WNa/enxBRgAbm8Uh5J0zbZi564KDzR/PmWK+eOgIc/I+A8wxE/qKHkA1xvUxmdzYC8xrgfNIQnioqP2kjdbnXEMdkIKCow30oo3Vrm2V+TtJ3ppIQiGSzRxAuASEsZVlhTK/8zkZ7MNqKgTLnIDxt4+fkAqasg78wzlTzKVHjjJV5SVyIpcTyFWlhaIH/QdSAM8OAuxswlAPP+hOQgtZ3FrOTz62l5TP51taOkRPdAJOE4x1ro0SvhdS3WY/qWvYnkYiCYvLmpYybOxvguviP3m8r5SkfAnd8qz+Qj/0Bu8cG/CbYDl44do2frNpENgsGJMlnALF9hrkTwbP7QC69t/xe/U3N52xn/nNWQek2Yzf00YG7x/0JzZns4PnNp/vTHHrzQXQc2JLDs5lFwoPOyV5K8zLM187eqz55sw8wdzl6EocnjOT1kOXHpLEEy4QLKZlkFl4COSUeI2JhCNNfM/xNiaAs//4kmDOdgX31SV8Y6eP34LV7dQN5m+UcPxN8cPtcm89d4rpXlogJKDy8Mwj+LTBfOkvr5tffHKfFDmfj4AOPQlEx9WrtvDZDLxp+zO7j9jp5ygX5BeQ0pClSf12eVF1xmUwtHZ2mjP/8KLgWl85c3xwHKwYBuwC09TWLmSEUQI+2NotzZLdq21jAYVP2Tq6PsIiDpIOFx5D7fDPLx1sVm5q8trcxuUPkzD/0s/Dvm9s4fOOyD7nGJl+rz4XNg7Iej3tN36CToQHLwHGHWlLQ2uQqUKgC0LNg4bXxN5v6wtBLYsfoEiy8S23vDD9ZEPihPGyaP7T+QdK+UBqsGja3NQuUCD4PljVkGh+3SRkLLFg5IdM6TF9w48SdoU/wBYWhttbJv31jy9NkwwI2nHbeVMkU8j1z202KBJfsb+zbd+/R4mQsuID4N9jM7whymdc398eO2RzD0SrBLTBko8aD9mMRQLXOhXF4uCHYG9rdoyWQd1A84BdftlRoyULJduxpH1w82f2D70mTJjzeY4xT/Nco/9YeCvpKce0+R47Abm1/7Ce5opjx8q84ZvLdL7DPowRXqCwl9ofe5Ah89DsNaGQZMzbO0N8RK4+wtec5CQnOy5AOITJ7NX18lwnG3BrS0AWzqn/ON6YnOw5YgfhfN/t7AMKPNsG9SwXvGDWN7haCl/7fRb8XPhZkoEu/N/OpuXZxDOfJDEh5cxSR5YIjCvK69W9xKza1Gzy8hJZkfXaNo8iiAWeg2c27zkkvVZ2C/hq+PGVZeumsCirNzcLgWFYUFKK8nxJ/Fuzkvndo4xgbbHos3xjk3CP8bfiKu8/tGcKsoPf6Pzcwto0zi9bCHAX5Ifjj+v0FKztg3UJthZC1BBh/UQgGL/Lhk/GJ9hLSS4PH9dHPgNaBeg/1mFNG5u87UEILpOPTDCftQ+XFRfmmUQiz3QkoVawHxAfYlt5S9wmJeJ/7ZKtnI4Fvy34HwSmKTMh7eUduUq4etqlz6iGPuGdH7/m31yPj9JP1G+L4oHjy4qVjdQlYV54N20r65TMcNG/KHAMxhTrRcXT1h9sxecSqKYsAv6ss7PAsef7uDWoz10Vp9zFpFe8d7VXchqQ//G3Pgvpr028zyW2YZtTpuKF4wcu6anyiwnufQK+smBe0UB6ml/QLwljRvXpJhwAdjlaLnaz8cqJnewqvPJsyV5z8t8nuSD6LhQW4QgTT3W34GWYh1tFcaF5ZsF6c8zEbZODKwRUuQ6RSSxhTJ/uEDWGT5gEMnhg8GCxH6pXHjdedFFc8yhCTBv31ZZuZUXmN5/ZzwypDrC4uT5bnGc2DMAkzmhjSYE599ZXJAjZv6pMNh0g4oMElHYwKZORjf3Az9qPY/gzgozB0uJ8wUWPEjIBCLq5pKksEnlQ8oCwCf9uaE2HXnjk8kMkG4HrsRf1E9gII0vlc+rs3S0g14yzCYsGbEiGZf/KUnnIsoDa0twhAfwo4QHIguzROWvS2kZf2Jszdj8htNdH7Kf+wKYB0AKhwecQjG1br6jPeeD6SGyVcNPWVfUjuIR+ZAewaCe7Gp8JayMC6WlUQJpgsY2n7rNFWF8PrS43//jSwUKayOKOPps8sCo13rWswdVlXiJC1ZejfYrlHTaObL0I9LLx9FqyrDBbwyp/39urU+Sj3Is7di8rNL27F0vwn4A99VL+BYeNMIePDRa/GxvagraUhj8asuEs8JF8qn22p0yOYFIeMCYs8sCzJHs6jAyZFxjafcMZ+yVxE7f1gY45bb/al5eJKJ9xfX978Ll9WNy2MC8poefCdVsz/BpBZ8YQLwKQJmNXXh4v+svrprah1fKXYM7npeqKY8ZIVlRXsbeBGsHv1I/tMQFuOT/8/efPTo0se0SvCsFWVFJcX1ZnnD3JYGMzpaOz0xTm5wfZRTJndpjWNrJk8lLPQX5+959FQlDqe55pv3M/mfb0PTM29qupKDYj+3ST63x9YPsM9y9cv1WylnZGRnouaJ6TnOx6qa4oMhu2+gPpk/pXmndWb04RzwtOrmTm5YLo/00SFizfFXFtnq0kS7Eu7egI8J53SUVZiI1zLaSCHUA1bAvo89xtau5IBc66AunCsxN4FR1byThprNgZxtIvVtDbFuyneMg27rT9PubtU+tDTgOShONrV6p+TxkE/Xj1UmgL3g06SxNeXGgfbjN/oz/rW1/5ZGSz7iFo6vseXQNM92C+Ep1iOoYAsfqd6thVwV5hWNK0PWrWDPCuAxuBec1aHX+z8wsZGz5+L+Zj3s/FD5PQICoEa1N1wG2R3OBI+V8SG729I4ALod0unndYP9ntC8P+Vv9GwORH14Tjn3ZZfM47jhDDJvsMjPU4bG/bZzLtsy3T2xXV1W6fi/fursm5R5+FQX8Vypo+G3vZNkt7rlobU7ae9J9yAES13Yctv7Pw0HOSk2wkF0TfhUIg6tZzD5CHm4sFzDHy0/cdKEfF3SPsAcHaAeYnj2SSV37ruPHmqPF9zPMLa0OI3GrMV48ZJ9e8u3ZLCkP6yx8dLUE6F4fbJkjjaDrZeq5wVJ7sVMUV5m+7DO7xtUPv9QUj+bx2a6sQEX7/gXSiPh9pZUBM+LrZd0iVtGNTQ5vp36M0Qxf7HjKuFROecsGn50jOrc8uDiWuUx2PGNdbdjl/9ui8dNLXUTVSPwE4uz3ozuc/fSS4HjtlY5P9h/Q0mxpb5QjZTx8NfITPyc6nrjC8Y3CKFevY7r/Zq+olIOqzC+WSgct3ZAmEEQFC7nf+7a9kBBT5DhKRqHb5/Ifr1UcI+ts6Uwflvrl8o2C4a9lhRIXUgc88/e5auc+Hoc7nBNvDvlff0PLCbZHpF9z78Jw1AT4+0DknTEgRkNL/R47rbT594NBQQlkti3rZsLLHjjuOoohzqYvsd1/bsLESuTK20to0upf57okTTN3WFvHxsw4aJgsPd34CuzvMfvhelG/quHPnFgK9YeMVroeo/uzdrdhLuOojHdWx62L3qz5/fWmp2Nq17+VHjY7UAd+39Y+b99yxEIy/8DmLz+kLFeYIID1srOyocQGZ6Yq6JnPzfxZm+AvwJiy2sY1NlqtCPdRnCxkdbFgBx7LNDjVp8wP63HDGvubdNVtCbSHjf9lGs9/QarOyrkH88rWldRnXR9lTxx2bIPj+TU/NF/8Le2YcYo0Rt8yoccVz5ocPzTXXnDxJFuNuH4Tdmw05a05ykpPdQ1799tFeTPRuxfnmK0ePNbc/v9g8MW+drCOa2bQrAGqjwPSvLDHz12z9oOKbOXkfJIDvAc9YWPV2TpkWnIYrgonN+qXYmNP2HSjBoPvfXi3rw/fb0TQQid8TQJPs2bYOIXRkDCBL6xrFPpACBtm72ZUNfOeR4/tKUhJjS8l6w4Lwko3qGI2Eqgn9e5jFtY0ZmOjgV5OAtWRDgwSHT9irv/nnGysly5q1D5jikAlrXZQFrEpd47YA5KCqUgmgc/+0EdXm+YV1qToE0qmkUIKALnazBM8J/CUNOCaJj80aio3/acOrzby1W8yqjU1yag5cZfR8ePZqCRSSbUum6xcPG2l+/ti7Ar9qC+XuNajSdCspEtxwAq7u9wRqOaXHb65dsG5rKsPZh5VNNnGDwIAkBIKDZIl73lglSUFp2fWJdGJVW0bUlJvpo3qlEWIiLy+uk6Qn3keLCzldnZmcolngRFAJAtN+Plu7pdV0JgOs2BUdK0oLTVt7h2TVq4/yXV5+ntgWn2zu6EydTmeTBUxy/JT+kpNFpYUC18f7y99fWyHBdNqKP/L9Jw4YLNnWd76yXPwafwpLdERXEilYj5L9zMbSPoMqzYpNTWZ5baPpSHSaYdXlZn1Da3IcB/UzvvEJ9VEldaXff/bYfOlX2kdizBcPG5FV9jM+Dxksp6bszSbWqvsOqjJvrQigYuy+p52cDP7I2N4Z7anb2mpKCknIZFOjU3yexJVEJyfog2A7Pka9YJw/OW+d9BEZ93y2jeiU99OEmZo8oU27GZMPvL06eK4mOpMbQwF2PL4qJ2CSSmJPyG8pyyXA9fWB4pXzedg9OcnJzpYcsegulFUbG+WB90AI+SWB7ouPGJ0KnmZLsnd1EkPrgbdXhQZwwNmyoQkIEL22pC6SqO6AYdWpgKBdFhhQGqjSIAKEdhoI4rO7vzjN/OChuRkBeoISBK3GD6hMI0X8/smTzEoCPs8szIqoL53cs5f55sxx5hf/nm8+lQxY+oLudnBNMXO5Noo8U4N/USSIStxqE0ASdFSyPbXJHZ8/yPzvo5mbFuhxx0tLzVHj+5rhvbqZ3j2KzXfvnZNmB4KgnzloqLn12SVpQT0NiLEoueiO16V9AYngADNleLV5Y+lG8/Cc1eYMj13wqyfmrhWbrYskZQ2ISW3yVK131aZG06O8OKNs7AtGu+s/dnvRSfvEJui88PDR5rO3vyLXq83CyHi1rm8eO95sbWkz1z/1Xkbfg+m9elOTGde/u/mfh+aG+gaCL6/f3Bw6Rl2/cP1KCWz5noDb3y+YZr4dQshpE6yCR0689PsPvJMKur+xbJO0XzduIklIR/cyJ+7V33z9H7My+uCUG5+TxUXUvdedMlEWnMwjPj/QTaGbnkonr6UNn5sxQhbef3w2ftwpweWEAZWyCQam3LUPzEkbE+hN0JKXnd8/syijTDYOf/7YfPO4J/jrEnjGjd2AI2KSufaBd0Qn20ZsNE4dVm1uCPWpRjNxYFXGpp89F0aNBXv8hY0fNuGAJNGMZBaCbP5pEHdHiGmZ4ycNrMywjWJvcxrIzkC/+K9vpAXQffODEtTqRtTtDtGp7RNspCiZNL7uBr918/jGp9IJhu0yXL+Otkcvc+Le/U11t5K0erJ5zry9fFOKaNXug6h7cySgOdkeyRGL7j7EogTRe1aUSPCAwMjAqlKzpLZBjp0TiCPYMW/1ZvO3V1fkAuk5yUoGVpaYw8b2Mf98faVpDsn0DfDQC0xBQZ4pys83ze0dpqmlXYJLYTFq+CuLCoOAFkHdVAAqJmgfJXkpcs4C006gzYJyi5O+3YvldG0EekgQ3CuB6JNAdHz0XXC+C4IAtTaPDNWDhvc0x04aYB6bs9q8taJeMpgJyGI/AqIBuWgQnAsCioVy4nJAZZn5/TMLJZjO+CbATVAeCMvlGxslO5Y+wgacYuZUGsFoOZEssCLtJuywopAgOhsCtHWfQVVmWV2jBIqp8+P7D5KToC4hoxJOsta1g56+ejhtTPvG9+8haz4woR+ZvVo2JzjtTnC4mFPpSdJPAtO2YNMDh1XL+p+5jkA52cCcYoe7iBPnQHIQPCWwvmFrcwBpVRCc9xMbF5HVnSf20k0FzWJW+BXjsYkGeFscnw1rK/+jnz5z4BCztLbBvLCwTuBM8SH0BXaF4CzBWjYlHpuzRvqxIhm0HlBVngrmPr8wOL0KhCO+wqbJik3NcvqD/2iL6q56ApFrE3DaQrBWN1zx0fqmgGxUhUA+7/nTRtbIOpIAMgSoNmmpkrqCMS4QggX55lNTB5tvzByfNeElfsX6ekTvbuat5RvN7JWb5RraBAwQ/aNtci0ORv9lR42R9v344bmywUD/CixSVZlsDHA/dRwxrk9qEwwbYi/0zc9nzgkgVUBLoG/1VAM2KC0ulHmNcaV9RZnU8fLiWtnsIoiOr9R0Kzb1je0yr9nkwEqA6/aDGzB3iUDD+i4nOdkZ6/JcEH0XytzVm2Vw+6BMVG47d4p5ddnGFIwEDy8mvhOvfy70HqASyGic+etnIq85/7YgMIlo9nSYgL2+qr5JMGGZ3NZvbZGdZAJsLmSCHmcHjmJ5XYA3O7BnmTwgtB2KQav3PnTZIZI5UFleFCxuOjoNB72O+9UzWetofw9cx8xfPZN2tB5IEM3u9cE86D1hct/F02Uh8eictQLdYtvPlQcumWFa2jvkwclCiYWQW7bbt65N2Hg4+5aXzV0XTDMnXv9sRjtpG7jDM0b1ksWGQiDwoPnEb19Ma98jlx1iysA4a+80xzp20bo58vSxm1+Q7/50/lT5d5igGxkxrt7cx8OTftQjqCxwHpmzJgUfgu1YbAF3wmIGjLuHZ6/N6BP6g4XQp363rS1qM3wragxw7+m/eT6jjaonATCyENT+Yb6RjS0evGSGWZPM/Pf5le2XYHUDURSlN7b59ztrzF9fWm5uOW+KaW3vMPkmX7In8hJgRCYEEx+IiZNueK5LfTRzUl9z/K+fix1LYEHjtys3hs9P2Obei6fLCwrYebwEKCQKku24Q0985tzbXpGNBgK2gr3X3CGQJKvrmwRqZN3mVvEr7KO8EdR3wJCecm+YMLeQ2aE2iBu79NGrSzN9DJsBZRTmU3ddcJDZtLXN9O5RIi+otIlsLF5kWXjzwkl7mDNtKB3f+PPVoX33xFcOS8GJIEs3NJj31m8NII16VaTNma5E9TvfsTDFpnbdo3p3M0N7VaRdC4zJkT9/Otb3bB/VEzT4rm++075S/X12gMjo8bnrBIYFeBleKuwy3PbF+TmQXJBO8eLNSwB+1bO8OG2+DbOh3Q9sKhAgYM4/7tfh97p9l5OcxEkuiP7+B9EP++mTZmltgAXrCmR1rH05ebShoVWeWcDrMd+xXmEe6kpwMSc5YZ0gpI2JRGiQWYk2CQaxLutMZj9HBaW5h2fw2s0BhxKZvNsJbZ2SvCQkHzjeu0K6iilvB2EJyAlESV6eJFcQMCNgXNfQKp/zFdcr1Ax1sWYSCAljJLnsugffkfoVAoJ1piKNU45Ag+QZU1laZDY1twtUG9nji9c3dGljIsD7DoQ+0jmEYCF8N8EGQQCRoe357X8WBgTvEX6iZVMeQUgSU5DP3f6KvLvXNrRIUJw1D2ssxeZ2RaBpkrbSYDYBUoKYBEbVVmpfJVoN4DfyBIJUcK4FRibA0I7SeXt9QElGA2hX8LQTaW0kEG3ra/ctt2IfzU7GRvq9Pb/zDsvGBm2xx5xtDy3HFrtMBP4dHxHvD07dK7Cl0z/ozrYE/kfbfHr7xG2L3mPbgPW03SbE1z98xfvY90+alGY/3/PPN1bCfELJVJmPGJPDrXEY2idbW8T/dczxXkchw2rKM+7til2i7slJTnZkXZ6Dc9mFAhlnHMYYO6r2sXCwZ+OEoJaQOsRcY0ucHmTbuNix4O36MHkV05kdfL3nr5/3X5sqf0NQvraPQIYrXSHqw7a2Lghl+/BvVTiiFSX6AKS8uH4gs0DbU5MoFizduL51Zd2WliRBYHsoCZ/iDttCnW6gkuDQosbWSJxwbRPfUXeU8L3Plvbnam9+a12+9trf28JxMh7SaQSnbdt8K0q419dG14ZxvpGNLSBWjArU2X4ZhamNsKix9Viwdmva39pH9ljpSh9NTzKTx40lNgXihLaofj77ZTvubPuyQLJtybxx/m2vRpYRZwc253w2jGqXz8eUNDPMp9gwDLOFyt8umBY6Fuzx56tD+84l+CRzRW2GvaIkqt/dMaHyrwsPNkNNehB9cwjJqOt7tq2V/DfKF2xy2bA5Suc72uqOu2zJdVPtaGo3n/ht+gZZnH9omXY/KF45WejbQ86ak5zkZPeR1ZvCn3+Ks0sWpxKw8Tcv5ZyWctfWOclJnOAzQbAsXDRTtKu41On+uHNoT7eXZDIb6ap26ZjOeZJFTbYvMBVkmypRIUG7bUHQbTcRXFcyz7lrNqeREcqY3tgoSpEAwW0Etsm6Jsgp478oPxZb3CfC2ZKMWtpziAZRIVbMzyPzuzPVnjD4lQybJOFYXGJIbKE2og1R1Fzqb3khhJNqK7UvdqE9EgDOC0hJt/VKYC8yusPEbleii3bE/hBtFnUEpKB2G1197b61iSb5bX9vz+9hGfEuAacbiLXLJHnE11bWubYtXd2VoLNXtV9vn7ht8fm3jZOuNgwT/M61n/f55xkrYT5BnYH/Bd/b4zC0TwrzM8ac8DJ47u2KXXYF2WhOcoLkgui7UMC1am3rlMw2zbwEdwxMLrBmCSi5ZGrDaspMaWGhl/wTCQgLy2XS85H3qbDr99iXDxEiEnYUu5cVSZlaryuQJZJF19TWLsFmMLrZfSXjkMnoPwvWC1GbQrqgB1nzZPGym8qO7e3nTTWvLK3z6kOGO/qy44sNmHDZeSUzl91C8MI4zvjgpTMEK50JVAkUtSzbVjZJoeoztKZMjtvb5JC2fZhQo4TyB1SVmse+fKjU7yOFVIE0cnDPMjO+X3fT2tkpDxW37igSUtWbe8i+tT+LI3/1EfBVlRdKFif32HprRizZvAOrt5WLD8XZQvWxiSd5QN1z4cGSSQHRLWSz+A5wQew6Q0qJL+ATZG0RxOpZERAc2r6DnXjIju3bXXwMnyRbo7KsUK4JWM4zyT7VFj3Ki6ROydLn6F4JWfp55sn5a+VYnK2/S/L59opNouukAZVZ2cIllHT1YhwoYSIZ1VE+yN98f+DQatO3qlT8TMkhsRs2g0Q3rJ99faQ6cWqhuluRnEqIW6Ryr5DdxBDg4ouM6wE9S2X8uiSd1Duyd0XW/sqYufHM/eTIKAFVxuS/v3KosNHTPxXFBaZnRbHgHW5uCuZLTq5Ekflic7LL1b5x4071cUk+4+xdnuw75laC5fSXOy9CaBpl82z8TEl2NfuZBaTO9dhD2+0bG9girC/C6vcRikLcGiXM59TDmO1KG3kORYndJ2qPtNNGxYVpz724+ugP1x5x5K5aJv1ARj4bCoxPsmPi7OLakmc9xKVsxKELm8d9e5RGlpGTnORk10r/qtLQTHQNnvkIAYF04YnZ1pHLRM9J9sIzRzLRI0SDmXHPNF/Z27KNdw6Ield16Ip0NcyfTjoIGWSwyQWh5etLN2aQlAZklcEYRnjPUNJB8MddMkIlSHSJhHUzjXmArNiuCmt7JZe05xDqa2lrlXoIoNvteXFRbQbeudcmScgUlxjSJcyM4kLWrxIhhJNqK5cIkv9xD1nw23olsFeUJLbTBzSYit2IGfhIQcP61rZPFBkocQmf+Ag4bbHLdO2hwvo1ZUuP7l0l6PS1xeff9hiO2wTiuebaz/f8846VEJ+w/Z/f9jgM7ZP2zowxR7m8a+2IXXJcRTnZVZILou9C6VlaKLhXLkaykiP++ol3zayV9anPOc5fUlRovnvv7Axc2RvP2C+FQxxFWKifkTHXp0epufOlZeaMg4YIHAKYWdR75h9eTAukcz0799+5L11PG4sWAkwI5L5+99tCoHZbCCkbWN6uPmAwL1q/NYXfHIa37OKv222jfrUVWLcE4flNoJ1rFGPcJR/UMvge2IgoQkQIPkf27ma+9a9ZXkJCW6/ZK+rNnz871fz68XfNFw8fbdo7OzPqDiMh1bYSfP6TELJonwU4wVHkrxCruoSFkFmWFBaYqx0/4z76+5ePzzf7DK4y19y3DYvaRxBr66bEi/idTTwZTuTXy1x4+Mi0tqpPYCMldsV3FLOMz37++LteQsA3lm+U3+BTu/0JWS8bLmD8uwSxFx8+yhw0vNosq22S8RJGnmrrGmUL9AGqJI7wlO/BM4eJPcwHCbIPqCw1f1+3xZy41wBzzf3bcPDV7teePEnw6m0y1lCyxqQfKLnjHS8uFcxrdAPXOexexiO+PrpvdzNnZX1kHU/NX2cmDqg037svXVe+I+jN4uTa++dkzFe2v9KelfXNEkCH/PLb/8qcDxn3X/v7WynSVXseEDLLJDyVj8z3O858GTXu1G7cS7A9W6JQCDmrKjLJTfElnRdvOGM/88bS8DIC8lT//IMeZExw75vLN8kC+Fv/mp2GSc53J+89IJS8ljKOm9TPXPLXl9PGoM5/BHQh740iM1XBNviJFxPdms8ZO3ab4shWGR9R845ugPCswh7YXfkdfGNq3prN4WSwo3uZWcvrzRX/eDvtvqMn9I0dV9wL5M+V/5yVhnn+w9MmZ5C9hpGzLqttMFfek/4soY0/OHWyGVKTnvmfk5zk5P2Tp684IhwTvbw4RVQGVjHzgZITfmRMbzN7Zb2Zs3pLrrtykpWAOVxSxKZ+SygJpyQV5edJYI0MUpJEGprbTFjcXaFACDFxEk9hXPjZ0Vx0ApVANZCYAr52tjK8ptys3twsiTZhgm6U29oFTHTNFCZgB9Qh2MvDqsvM68vqTO9uJQJ1F2RU5wl0JGsM7EngraiwQBJ5COCN6Vthnn1vg8BrzF+7VTa3SfaBwBFNeCeBmLPFENQ2Uteo3hVyyhiyRfoEaDgb8zpNV6BRkkF87QM23yf17yGkokvWNwgON/jYC9ZuMYs3NJqW9qCug4dXS6IAZfzq8Xdl0z3KJvQRNjlqdO80IlXwy0lQEbxp8M3z88T/NjmQLsxtzGUE7anLJuskuWVgz3LBiUenm59eKIFNaCtTgdlEQPhJfANcbHQRvZIZz1HbRVyHvvRTNvAvasdPThks7y3wDDGemluDfqbfDx5ZI5nUEwb0MK8t3Si6KYGrnYHMuo77dX6HlBTyU97xWHfSDmynUDcCPduZMCfuN8AL5aJkmdidTPlizcy2eAuAJkS4LiA0zRcfon/4QUeuJ/mLTG8C1XGkonxHeUqCyiYA90BQ++byjVIPNiA50cYn95H4cu9R4/oK7JESddKuAou0Ve1ljxUlB6XNzFt4BnbkOja0SAhjH4vvgbxkTqEuX5+AsW4/c+es2izjVpJuEgn5t00catvfJg+NIht1xSU/zWWq52R7JIeJvgtlxcZGyfwOCyj88NTJ5p9vrjS/+PcCeXn/3kkTM4JVYcSV2ZAfEsBS8kYlP1SCTT0mz/VfP2ac+dUT76aR4PnKPiQZ3LrFCaC61xJosvWBlO/lJbXSzq4QiNqEeBBwUgaTHuWxMGCXcdGGBsEg1nrDbA2hHUG4n3yMIO6SjOAUZboEn2Ftc4nyeKmKIukMyP7SCSCvOGacbKJAuKoB5SiyTyUP5UEHCacdJINI0Q2823Wd5+mzMFJEyvtukhQR4kWCvrZOXek7127nW3rEEQJecuQoc/0TC7z+TiDrobdXhY4F7AQ7PYuFHz0yN1bXMFvg7+fNGG4K8/Ll6CUB/Sg/gzgSW4X1A5hzP3goIBING0MESL85c7xgw0Gy6SOIDTYBRqX8AFvqGFfdwjY70OOq48ZLxvc1D7xjzjpomCw0fGSa+A2+/cqSuqwJaNP7IRi34ORd88Acc/lRY0IJP33j3v47GzJfVzf3epd4lQ0/275RRKGMCTY9wjZaLjpitLnxyfdSm3o+suMvHDJCyDu/75SjekGUfPr+gyNtTlAZXa5ygrNhdtTyv3X8BIHAOs/aiNA+vuvlZWlkpghz0cL1W0NJVnU+1w0cnVPjyFZvemqBufTIMbLxEUa4/NEJ/cz0kTUyp33hsJGRPvP5GSPk6Gecnq4Nv3b0WPPDh+dlPAfUHp89ZETGpg3CAl/tbwfSXXJWNiy+8rc3Q59HP/vEPrmM9JyI5DDRdx9iUeTRyw9NvZxDREdwo7EVErWOrAJ/OflwC4EmAkQEnrLtbVAaWncCAgrBOyAf+nYvMYtDTkrkJYOdLuIKAVMyRl0SR80m9gXwSwvzBNaO7+et2ZIW1OxqMJ569h9SZWat2Gw2W1AS9jrpMwcNM0+/u06CZpymVigagrRsCnDycemGxhQBK0FMPi8pKJBAHTxLS+oaJJPXlXIycQlYr9kisJBKDMlpVxKwfMFvAv9PXXG4/FtJFQmu25cSNwaPe2zfbmbh+kaBbINvae/BlWbvwT3FSovWN5iXFtfKBghBVHSuKCqUoC7QnyRwRSHkcJL5siNHy/ojCO7VmhcW1pqnsJN1I0FZAsgkvQnZIxn3SdtLYF02EPLk32VF+ZK8Yh82JTDcvbjQnHnQECGupK5fPT7fPL+w1jS1QQiZbqM+3YsFcob5j2Ay/E1qG06ydhXmxpf9Tg4Hgeax/XqYLS1tpntJkEHMuz46MRbVjmzQQGIJ4aUSPrck52UtE58hCxkCVyXntMkmuf/IcX3kmr++vEw2EbhXyUuDrOU8M2vlJvPkvHUCUUNA3iaotMuD/FLtzkYr7zvvrWswTdgs4RD2Qh6cnyf1HzupfxoZJpsVjAklsI4iw+R6Nlv0BAr6feWjY+TfQpxqkdiesu8guZZnGRsOjKPhvcrN6D7dhQj1tWWbhNtNSThZ+wu5aLLdSgRqB6s1gK1ktvgBGxAQ0TJWi2UuYGwY8/qyTaalrUM2kML6JCAt7W3OOTgIeNsBcsQNlseRh/oC7Bn2e2JBChaYzQYlV83JbiSJ1GTzvledIxbdAaPsTGLRKCJLoExY9KypD0gLj5nYL5TwLI5ADVJMMLlcIje9z74fcjdwuJW0LY64z0foGXetqw9Ej1pGVwhEESXg/MeXDk4Rnd79pYPNx37zfIoUMq5MzWRlUfW3L0yTFyKbrJOM2yPGQTQYThp3/yXThXTUJcpbHUMe+48vTZPdYpuAUW1uk4jGEVxSDpkUwJDYZcURKaK3j6RTYRJmTuonCxQWK5SnEDAQL7Kb2xUiP9/3+pntO3HlAOtzfAiBXzY6sJBhoRlFTmqXo7ZgwwZSXbJeyCqF9BRRSBsWp2H+H6cXZLQnXP9saH9sa/t0IVdEF14yClj1GWNqt7ZI5sxj76x14GjKpDy3fhfyg+vwX3yvb2VpipjXheuxyRztcdvVNkPquB6cvrX15oixfWXBm83cEfY35Me8jLhEnWGCnddvaRUbKsklC0LmPsaPS0wcHK0MXlCA3GBM6H30RZTuQOhA6BtGvKz25LuAWLVUFtndSgMYn7Wbms1LSSisOJtnOwfb8ujlhwj5r/qMS/rpEmLOW73ZnBZD3GuPHXtOhUStorhQXoTJkqsoLTA9SorEni8tqTNThlYL7FcY4fK/v3yonJIAzobMtmN/+cwOEQz7bPn4Vw6VLDZOZMkx1eLg5UZ+IIn+9TOhcEBPfvUwU1NRLPcyVoBwYa6wNyGwn/pDmL+Mi+F9yMl/h+SC6O9/EH3aDx83q+v9XCh7D6o09148IyvSuJzsmUK2cm3DB8NvkQ5fshPKiwmG01aCYG628vYIK9XukuDUHkmwqMSHS2rBWE5IchDrMtbeCM9h4EECaJYAnlS/D4vbavaw6CGkhsms6BhbfueECWb6qF4y1gkW+/q9srTQbG3tSCNZVMLCFKmnRcCJHj3KiuU61kNh5J627qw5bz9/aiqIeM4tL5t1W5oz9NeMd3yk0yKkVXJHSBjJ2Pa1g/uA4PMRksJz4zMVMHSslZSkkk0Ffm8HTHwkOe6fzj8wlgAU29t/887qI8DlPYlEIbuNLplsWwfccu1SP7CW2LN396APfPe4/Z3yYYv8kuA160IC8tzjCqdxFYs+jFwzjgyT68++5SWpx9adE1QEql2C0jDCVd/nZI8TaGcTKE4XW2/XDqzDo8qKsm9cRviOkofq2Fq/pVnGEmMGX8af1Adz8j5KImFMa6sxbW3Bj/1vfoYONaYkHTb0/ZAPHbHoD3/4Q/PPf/7TzJs3z5SVlZmDDz7Y/PjHPzZjx45NXdPc3Gy++tWvmjvvvNO0tLSYY445xtx0002mb9++ZncU3eUKE45NMYCZcAiEclRse4lewgjdCBaRqWoTZ2xtDiYdDS7EEa1xFEdxZZmwKc+He27r6eqDHopJTTZBFGax21Z0J0jS0NImwayT9xlgtjS2ymcsBn571v6y4xiFy8xELkHRqUMM+SUsGLiOoLTizU8bERD7hQkBMc3w1EBZQgLx0cNIMe/IDHhxUb0Ee8gmILCvtlAdo9pAEJLdY3yGh9b5twVwF+CSRwlY/D5RYr+pw6vNV/8WQGmohJF7xvkhO7oEqMgMgECHtoNx/eWPjjZbrCOKceW4ZKtd0YHvWWSxyRB3nWsLMNbJgMDuN5+1vwThuK6iuFA2hVzMYzsIG+cH1PGX86dKtoFPtCyTyJN+JguDTQyCemQnKFEQWRvoBN8BMzifCZ64g+vnEjcqwevfL5gmxzAJ6rPo50WDwDxtJiPZHrdxtmZuCBvLBFB5sRhUVSFtjiNdjSONZLFkB0Tj5i31+3dWb06NI8g7mQeUmFlt5AbTmefs+8hsjxJ8O8B0LxRoJ8Yo9bvjmB9tA/1w+V/fMP/7ib1NTY8SqYP5TTOowuwVR5Ds6zOOQ5Khw6KRzRR0O3ZiP2kvp6VcQkxeBlzMdbgEKIMxUe5gky/bGBAtI64tG9sKZB644P9ekzaFEQ1vs2WbeXftFtlg5hkaxf2BLbIhGPbNL6P6dE8LfKtwmiPKV9FpRO9u3nsVxx4c9Si9o45r5yQnu4vsietyxCaBc2XRhq2RpHE52fOFtdcHJon3tzieTTsrICqIzyFl2QSLSnyowV/WoJwo417BT87LM3n5JkVUyTtgQHQYU38SSqWQSC9khlkYE0JPgvSSpRyS8SiY3w7JohIWIi4BJ2v1gOg0CHDGCZcAB2ITLhLQ993LZwkC6QSzk/VgJiV3xFZ2O1xCzzBC0lA1k6SQqaRQspmTbdtZGzm8H2RDAOr+HQYdhE34zm6jSyYLD5Oc6pBdiTz5W/vAd4/b33yn75hKfqnEmGFcU6xH2TCIIteMI8PkcyWgTde9wxR25GUQlIYRrnpJdusapQ54wuJ0sfV27RBXVpR944LYO0oeqmMLAfoIx6S/bB/MyU6Wzs7wQHl7yLtQY6MxK1YYM2uWMf36GTN9+m7ZLbtNEP3pp582F110kZkyZYppb283V111lTn66KPNO++8YyoqAvzQL3/5y+bBBx80f//732WH4OKLLzannXaaee658KzOD1Js8kufgPfEoNXgw4OXzNhuopcwsjTJVl620Zy014BUYIZAIEE0/TuubCbqs63glQ+H3dXTLRM9tJ0Ei8LuD7tX23DKTc+Zg0ZUm6tPmCCfKRTKDx58JxSXmTrI9gQf/PsPzMmAG1G8eY5kRYlNVmnjYhP4jhIWi5f89Q1zyzlTMnC8sQX18yz82aPzI9vgsyE44xyB7Aoxpq9/ff3h84soX8EulWXF5rsOJBGYZ2CV25tEsSSOQhTql2wIN2lTnF185aivYQ+w3M7+Y3BKQHGlv5w8Mrc9fsCDekB1mWn04EyGYa0rPvhFd7wuePLA7DwTAtcSV3+KULM4k6dBfc19ichmbggby2RjfDKZyR83v/nqcv92/ThONxZKBKztcQSJL3Aq2FQlCude74vyR7UpECWK+R/FqaDSmeg0vzv7gAwOhrj5MW48++zCJszRE/qb797n5+fA122pCcF/9/EeoCtYolG2tNsUN4d0KynK4AsIs+H22CKMTFWlq+ShKjzL2ZBwIWJ8erPZmJOc7O6yJ67LEQIZYZnoI3p1k2w1EkEIVLmkcTnZ86U1hgR0V8r7DRjEM5dM5Jick6xEgmhh71EJY5qF/H0b8aG2lczzzY3tqSx8TgMqUSX/39zYajpCMJ2t4oNM9ERAupktAkD/HqXmtaV1ojfQHD4BMoS1sQYLlWyS7OzFG7YGRMSyYZ8wbe2BHi2SiZt9sLnA5El5K15YYtZubpGM4rBTCYGNgn8rDr6QoUIA2dgq75y2XVxCUuY1sMNrtzZL0sfWlgDT3KtpkhQy1TfbseMSdwfrUxLhgnm3MUVCqQSXecnkBarWDG9gd8pDCEGB7ulRGvg1CXM6j0tm+9YWsXVeIdjkwelJfE2IMfPTiVrRRTd2WBfyHRnXXE1GvE1+yYlXkmmCvvA7Hz7Pfdgcn6M8dKS8FZwGTwbhSVIJI8Pkc+wl0EEYJGlcXcPTPs3Yp5619c1p9uR76mMsajt6dQ9OV1AumyR8xliDDJnYkuqiUEM4RZ/uJRkkpjYJqJZlk3yiBzbt0710uwlAd4Q8FP3xe9WVMU9fJSwfzMl2SkdHZoBc/813rjDXrltnzPLl6T8Ezvm9weKd+uQnc0H0OHnkkUfS/r7ttttMnz59zGuvvWYOPfRQSan/4x//aO644w5zxBFHyDW33nqrGT9+vHnxxRfNQQcdtNv5fvfSwkgStW7FBWkkkWsiiOfiSOl8O59KkkYw4toH5kh24JvLNgoO1pvrG83Vx48XzOA4MrgXFqV/rtdRnht00rLsdrl/QwLH5O3e77vW1wZEyQnJineDVq6OBIPYZfz+U5l45/xN9udDs1abfSLIGG29KNOuM8p+9Bnfc8/1Ty3IuAZbgCvtw3Z22+DakEcv0BCzVtRH1q+EhWHton8Fs9zpD+7jUWPfG9XWbx8/XjYpMtpIUCmRkMCl3htHmhmlM9+FkR5yjxIoguceRSTrErTavsZyBLx7u7/BmrZt3VU/qO5WLH4LNryrl1uWCnMHI5t+tnHUfddnQ0RKvbQhdLxMH5412WaU71AP85kt/B02H8bNGTbxZjb2tu/X75nvNje1it3Bjw/rR9cm+LX4XIQvYVO3jzJsa9mIe8qKCzMC6NnMj3Hj2efXJFy4AXTk2eS8+pOP7Z36jJew73i4IXTOsfVy/YY51GdL+97tmUPCbBhlCyVIjiMAdYXvsiUPtW3mBtDD9EYvTufkJCe7u+yJ63LkhSuPCsVEP2XfgXJcXPFuwXMtKiiQF/Uo0sSc7Dny3wR9LxBmLBAkTL1jEmRU+8cI8G6/f3axGd2nQghLhTiQ5IS8PFkbCjZyXp5pTwQkoskkWwmcbkzCoYDRzenJsAOS9mtwNrFryrvzlQAXOyo2DFY4uPfAf9Q1tklAHXia/3lorgQ9eV9AVzktmjQEp93IdM2GnJV7G9o6zLUPvCN/03YCkwRVCSK7qiWcf/NDD9KGKFgekkHYECDgf+NT76XKoX6wsn0BcrKc6Sv0Iai6s2dAEgq+dNhIwexO4YwTdGvPk7bzb+oGEsdu25aWDrO1pcO7sUKAuX9licCV2PM4gXf8UDHk8/A1696tre2iB9jY2MmG4UEH1VHw/Ns75XqSITndz8aHCtjx9B0BchsTva6xVe5F35v+30Lzh2cXS0Ij9u10NnnDMqL5nFOenB7W/SqJYedBatpptmxtTZ0wpp67Xl0uuhAM1/Yz5hmL4jPJdleXF0s/QDZL2WrT0vYOaTc/NuktSaIHDa8OJQGlLCUhZZ0uG1SJhPn1E+/J9xMH9JB74whAfe3Pljw0DAddTnMk54i8vETKB3NZ6DFC1nhYoLzTMzNs3RoExTUw7gbLuS8bWbTI7K6y26ZXsDhHqqur5TeL9ra2NnPUUUelrhk3bpwZMmSIeeEFPy4uR0vBtbF/3k9paG03V58wUV6abVGStcb2jhSUCMJL+DUnT5KggC38fcDwaiE59H1HcFIhQezPhVAyWT7Bn2kjgnovvuMNOQpDwANduIZr3bLJHhQiUUtHOzjARO7WN3dVfVq9rh528ObgEZl2ibr3mWSd/Ghwwv63T0faTBkszsKuA4sOfULtMLqXueSI0Sk93Dqj7Eef8X2UntT/TBZtcG3Id/TjdQ/O9dbP3/jT3a8tl+9dSArbvm5/ci2Z3LCek0WuZWtbXZ/m+8mDKr0BUoT2seOreobZTHViLIR9P21ktfn8ISO87YFMsH9lmZSPXRh/vn7hOtuerq/RDs3K1r7jt23rrP1gdOAHZDxwvW+cx/kx/Wx/77s+zqYQaV594kRpQ1g9zCO2zbTMrvgO333/lEnSTlv4m7Ldstxx7/7N9cxb6sfZ+KI7XkTHoT1l7nNtFWd7/Fp1D7MtNnX7yC1HbaT34F9h1z+bHPc+O+nYcNsdnPjw+zUvelF12dBjwJEQ9I5rh/0ZWRzYB53jbIB+lxw+2utTUXOIz4bYgrmZtrtl4TP4vC1KAOqDYlHhO04UcG2294rNPEF3V2/a/INTJ+dIRXPyoZQ9YV2OnHxDOPcN5N+8YDOfc5qqtKjQXHrkKPOrT+4rJ3RySek5yUYgTNwZdGiUYb/ekXBKtufOknVbWiWY5BxG2+kCFBwVLVjXIM/un3xsL3PXBQebH5+2lykrKpDN6TH9usu4qywrFI4whKZiS37Xbg24pUhQA/NaRbCNu6gPpKoEGgnGZmNOiGMhLwXXmnlB7NaZCDKAE0FGOJnJfQVmIrinurzIm4VN4LSsMN/MGFkjkJ4Ql3Z0BMFyxcwmANutuNB8aspgaWuYilQfZLxH64/Nzj14mMBAuqS5ktDcmRCdbKEdXHvU+D4SNO2b7JtshWvhGbJFMrWBeC0uMBcfPlJ8YNrIXrIuTM27pUUStP7klMEy/5IFHnWygIREtTm/K0oKxM+Ak9R5HG4pgsm9KorNsJoKU1KQnwpccw92ZMMAIukfPTRX+tcW/iaIjI5g+OOv+O2nDhgs9sNyNLUgabMvHDJC8PYvP2q0ufkz+5tffnJfyXSnAMzM+p8APxsDdviRdqL7o7PXhGZTE3wGp75/jxLp10QigHilXWRnK/wOYy4/2S4SLWk/33cmA9p0RFVZobQDjHT6QRNP2FdTm5AAwg9jhQA8ZQJH/ObyerlPxvIXpklf8m/wyYkdMc7596VHjhb96Ff6AxvSBr1Xr89WtNxs78Vm9Cs6ozuQS/zuXlJoLvxI4INdqX+PFgLbQKmw1lu/3phVq4xZutSYBQuCYDYB8LVrjamrM2bTJmMWLzaGtd7ddxvzi18Y89WvGvOJTxgzbZox++9vzMknG3PRRcb86EfG/OUvxvznP8E92QTQi4qMGT3amJEjze4qu+WZYgb45ZdfbqZPn24mTZokn61Zs8YUFxebqqr0F3hwF/kuDM/xmmuuMR+UbGpoExgGXry/MXOc4NBy/JzdszN+/6K56Yz90o548yL+3vqtkvFKZp9Nkgb795fvelN24NzvOCoOfjNknhxBtT+3y2fyo17q4f6ltY1BIGJmiWlp7TDXnjRJdgtlVzF5TAlyuTB8WBYzf/rsVFkEkDnAjuA3Z46XYCH61JQXm4fnrAmFJWAnGLJMvoMUgwm+I3kv5YEn694bh5vsCscCKQOs5zDRMqiHa10bD6yCDCSRho9ti3sftuMBCd46QTu+j9Iz2zb4bKhY0z698QH8aWSf7mZgZan51vHjzcpN24gZXR9hofL3L06TB0tQb6epbWiVbIBrTpoovxtaO0xFSb753CEjzDeOHSeZAMBmUFYc8RbH3b7297dSeuIn3ztpomBn45ME7SE/VJ3cNvE9O+QcR/vi/71mvnDoCHPlceNkZ9wmiOVhqW3a1NRqrj5+gjy0hZRIFhcJ0720QDCpl1rkka6NFcNd+0fwnS294vyAI3nYBv9hHN167pTQce6WFYdr7/MZu/6rjhsvf7N4JKOCuWjCgEo5LhqF98zxwDP/8KJwB6hu/XqUmG/OHGfO3dwc6jvKeaDfQShKO23hb8r+v88emPJDsiPoDza5GKP8PbS6XDI5+JvyIAli3kInYEO+dvRY882ZeWZjY5tJdBpzzUmTpI30Fxkovr5ECBSrTlH96Ap+zX2Laxu8c7PWFcY9oII/ALmj9/wxSbATNe5tjgT8f9XGJvP9kyeJHZi7z58xQsbV0JpyebFm/Og8ZesXV5eN0Q2ed5T4fI+xTN/+/BP7xNrgzi8cJH2+/7Ce5tzpw9LGdtwcApQKxKMQSnGiioU7LzPAe4HBaLdbfebMA4fKfQTAXALQMOFYJ3aMIg+1Jc5m2veDe5abITUBDEZOcvJhkj1lXW7jnvsEOGwCDTbe6qCe5fIdnzGWc5wGOYkTDYhmgwkdJkFMM/BDXbvAQ5PCqU4GURXao6uiWbxCTmh9viNlppWfzHQNBJLBAGqD5+Xh4/qkYNCAfQCCgvHFb8Yc74MCsSEBr3yTn+gUriWCy3CSAK3SVNso5bMeSuQlQjPUfUL+OOu2IKibXQ+RCARkpfIaERMV3fI7JBGT4DhrNdohOMshWfnB+3WeJMfNX7tVMMk3BRDSqXd1+re1s9P0rSyVv8OE4HBeojO27ZRHZjyBZS9ETNK3mqyC8AMytcHbpn3b+CGyw/6hr8iqZl2nQX4Cu+gCCeb+Q6sl+/epeeu8ONcBvnxC7OMTzfoniYMMa4LYZGcTIN+SCLLntTxNFOlVtQ1rXXHkWU/iAoqL/uaKbScYbUgd+nNgz6I0P129uTnw08LATzvzOsXH0V1PziO0kTU95dEPivfvSqHYPCGY5cdMCjaSojDBi5oC+B5tK0S2GwOOzzTMdPq9KD/fVJUXms1NwVjEVry7gZHPeFO8dcqRjTrLJjTShyHPfTqWETebW3Hf8Z/KbunPVffergjlZps57sVBT+7mqA/+1wjObBN3ukSe7uRANrmbRa6Z5CtXZp9NHiY1NcYMHmzMoEHBb/unTx9jRoz4QIhFP9RBdDAYZ8+ebZ59NjxbJBu58sorzVe+8pXU32S8DKZj3ifpkVz42GR4tnD8xSUfY5fYR5LGC3gUgRoTGg83H7moCosOXYgx4ZKxy8TCA46X+3++udKcsFd/8/HfviBByT9/dmpkwI3y7Lbddt4U8+rSjeaYiX3N2X982Tx02SGRBHLMxWf98eVUHdRJgIW2EAzZf0hPs++nq2TS5iHO4oRARp0VnIvDRe5VUWJuO2+qMIyzI/y7/wTHQmziuyHV5Wlkqa7OEDDyQNS2utjTLpHegNIi8+icNdI+DWi5ddgS1wZ5WIX0Azu7SJhv4F8ICyGOrmkb0Jkg9J/OnyobFuzc8zDlucLmytfufkt8hbaG+a/aIcwurtB/LlkhD2wC4gS7BvYsFTLTG87YLzUm+NF7wBKHgLdneYn5zZn7m1eW1smD+NzbXgmtE/tsbWkzNRUl4gsExGg7O/dtnR2R46WqvEjGAMfcbjt3ihAyYk8WFwR2fetaux8eunSGZKawwPnbBdNkt195CPBpm9CSMaPEuz4yQhYddkA1DFNZ6//ImN7CQI7/2f3n6yPbf8mUANoDHcjypV9oN5nMYX6A2Hj9CO0J008WMZYQ8LTbqzpqefyNL4bNJXzPaQ5eNNDRHY9qU/rzgYtnCKwIgWd8Qo4/Nren5uE7X14mbbbvHVZdbh68dIasLS7482uhNgBvPUrYQN3Y2Co+bGboi1T0uLfb07t7cWoefNXxkUcuO0T0+8W/F4TWHWYXysGflBQzDrOcgLdLgNzZkZB7sWeU8AK1saHN9KwoShHkVhSTJRR8H8djQCB8ZJ9u8u/6xuD5unD9VsHGxI+0bVOGVsu/eemlrweWFaZgWBau2yov8TyfyUrSwLhNCqrfaV1xEoejrvj8T3zlsKzKy0lOdjfZU9blinv+1or0UyoqBGLC8Fb5N8GInOQkTng2Kmnn9sajhTiyIMC6lsBskrvJxlzeEW9MkUVC5LkD5WRZm7xr0I7x/XrEYhzvPajKPPD2armnsKAzdS9rEBuHOSjZjyYQJWVF+bJmDCBCsush7ERfaPyTOjvzO1N18znvBwmrjnpPXgDJPECrYAfaqrjfKgqrUl5UKNewccd7hB+iBkzveN3JCA8rK4CjCXDPbaE9fE5fvL50Y5f4IbiKvopqm86rYT4QZp+U3sRzTdAn/FthgFRv1oKCE+/B6LZx8wluJyy99hlUZV5cVBdY17JTWRf81PZxbSO2510p4A3wjzjV3b3fLse2lWDcW22NaheJi3wfjMUAwkfx/bUvsBPJcu69yKamtozPdzWO+c4Q1/Z7PA66Bso1QO4Gyl2IFhIebDxy+4ds8x2R4uJtAXJ+DxmS/neSW+fDKrtdEB1SogceeMD85z//MYMwcFL69etnWltbzaZNm9KyXtauXSvf+aSkpER+dmdM9PNveyVFPgZJZIDj3CvjOD0Bgjg8YbKNw7CiKXPWyvrUvwlEgx191T2z03Q6ZZ8BZuakvuYTBwyR4Ea2GMZcRwbpn15YkvqeySrq/nfXbkmRriH8+6ePzEuDNlFiRTKYWZCCS/zVY8aZI8f1Nk/MWx+L5/7Q7NWp4Bvt/s2Z+wUZns9mEjj6COCwJ4EfFj3aFrvOKCI9l4QvrA76IQxvmc/53ifosHpTU6SNCRwpQSBBfOm3ZZvMDWfsa259dnEayWkAhzJKdv3v+PxBkskZ5XfoxbNadY/DBLd1UTlqXO9Qwld0ZNHzh2cXZeBtn5OEJzlqfF9zxLje5sl56zPqRO9/v7PGTBxQaX7xeDoePeVfd/KklB/57n1wVuA79DFBw+/dNyetj35w6iTvWA107GXeXL4pbXyht25KYCv0PuPAoZGEluLzo3uZ2Ss3ma//Y1ZWddtjq3ZrOpa320dRpJr0y48fmZvmO9ngcGM7JWCyRe14zX2zQwl09x1SlSore/z8ZtmkentFuE3R6fR9B5qfPP6OeX5RndQHPp5d5hEhvqj+NmdVOPdA3Fjk80fnrE3D8z557wGx82s2pKf7DamSxS0nX8L0a2ptF9vf8NR7GeXwOc+qi//6hjw72Gz0+Ra6QI78k0fmpelMGxiHfB/XVwvWbjEHjagRrErGHfcIsbLJk7lBr/Pdb+OR2ySelMF8pXOLj3RXdD93irnxyffS2kWZQLcIB4KDaa7fZbPIjsJR176Mw2LPSU52V9mT1uXIvRfPCMVEP3XfQebJeeskc5GA0ScOGJzKVCPJ5C8vLdvuzOKc/HcIGbxj+nST59QaBxaiy1niHQlZB+4zuNLMW7NFNtJJiCGgR+YwJ4dVlGASyZb/kfdGSDCLCwtkwzmRDORxuDNINkl0We8U5rCVhd+WDHAeM76PwGH8Wd4V88zU4dVm2sga88jsNYLZTGB7bN9g8xobzl+7RTLQuXfvQT1M/8pS8/zCWtNg8kyP8iLT2NImZdt12fZA3BYQB2YTH3l1yUbTnAUIPtAs2Gj5xkYJHo7r1y0JGRLoNriqNMiyt7DeJWHGwRpHJ7Kmj5pQI5nGq+qbJJGhlASbJH46YU4CngOqSs2slZsER54EDPsUIG3gT+pEasqLzJaW9tTftpDNzxoeu4/u083UNrRI4oOdAAK+NeuULRa8CMHGo8f3keQL2sgpXwLwhVabEk6fqxw8qkZO4T48e01gA+yU9EsCqPsPST+9NHlgj6Bfm9sl+QifePa99WZYTbnYWe1j10EG+fCa8oB/KVk/yUp8PrZPhZBHc3qT8hSjmzZoHwIp+/pyONOCFnPdFw8bIbAmD7y9yqzYtO3de3y/buYTU4ZkYHFz7T6DKsV26qcHj6hOZZEDJcI8wDry1H0HmD+9uDR5kiEhdgz6Mf0UxbTh2+53y1BMcLsdHx3fR6BVltQ2SCIUsIq8r9j45ZccMSqFUV5SxFjvlBMc9OMJ+/ZPPeO+eNhI8/PH5sspc7XJxAHdTWNrp7xz47uUwylnbBWWxR2QkLIRkRAiUd5jn5i3LmU7nqW0CaEMt42+8qK+jxKuv+CwESlMdJz1Q4+Dzs5ZGD45gXFbgMwLI/AErsW9vqvSu3d6JrkGy/k333FkJ0zkaEZhAN2iv+0fPtuNZbfRjqNPl1xyibnnnnvM//t//88MH56OT7T//vuboqIi88QTT5jTTz9dPps/f75ZtmyZmQb2zm4oAExcd8okIRN0gw7XnTJZvkf0RZ+g4awVmyT4yjRlBxIEz/iEiRmkawR4vnbMOPOrJ941x0zoK8fcXPxbXuIvPHyUeXlJberfQLAAMWELOn73vjkCsfHK4jrzfy8ukQA2E+Zzjv5XHDPOfPr3L6bK5zoCI0BGMEkTxLjl2UXSzqv/NSsjaAYUgQbN9MhTFLGiErNRTsLMM9eePMk0t89O1WU8OqKTBugRgifHTe4nwVFfPT7iuos+MkpgA25+elHKFnad+2ZBpKflhdXBiQAwszs9beBzAkxuYEkDewSSCPTY5Wu5Xz9mnPnl4++m7lO9j5/cLP92g3d6HUSreesbBIbojpeWCnzE1femkxKq3iyeLj5itCwNw/qCh+eVM8eZ/31sfoadxg2oDCUSZNqdObm/x7a1Yits/9NH5wmsDIvLdPv0MudMH2Zmr6wPJY2kTZCHsiiI8m/pr6feyygDHOwgazqR5t+HJMfYZ29Pz5APrskT8kTu5dTFjx+ZF0uKe+FHgrGbTd322CK4CgwLzOv4reL+00d5yb+jSDUhnIQ3gQ2KbMcZfwOv0tTWnuGzEHve9FQwhn3tBZIDTD+1m+oZVrdi4POi8f3755gXFtWF2vTZZH/THnzO12bmLi8xbtLfpgyrFtv69DgvYiz65iLu/9HDc83/nDrZfOueWaHXx5GeYtMpw2vMp373grywhdmporhI6vOOs7w8WdxrAJk1je8ZhN/e+NSCjHkjmKPnpch+CFZTph2Qdv2SfiCIzj2r65tko0w2TJZtCvUzsMTJGndJPCmDeSCKdFeInZ/MJHYm6M3mNfOMu/ms33GaIw4CRnHUuf4/nnbf9fKyWCz2nORkd5M9cV0eJ3e/tiIV+Cppzzf3v7VKIAmQ255fEgrRkJOcqBCffH25/6QDaxoCgzz3ooK3GnflFz732rJNAT442dAmERB4Or4ogeQuZL5z3ar6ZoEhycsPTooRkJY2dAaZrF0VO+buEmAS4OT3J3/7fCrAp5sF9n2vLN0kP+7GBIFCflijkEVK8PLtlZtNa0dQlgbSgdYY3qtCTpZtakwnIs1Lts1ehyoxqGDD53M6uEACy6s3BVAdCMG3spIgEEzI/pNThpgBlWXmjpeXmjkrN5vmtoTMGx+d0Nucc/BwWZM+t3BbHXagmUzfv726QjJybz7rAHPwyF4SIAT+BNztd9awcdBpXl+2SX5cwY79ehSbxbXb0txrG4MM0wAvPz0oS59CoMra2J6/sCnY85cdNUaII9EXmAt8CBuevM/ANNL5hpa2FFEq9p8yrKc5bEwfsTX6EjNAX07aciqdoLj2qwaMcS/e14B6fW7hBkmqgMxS/YFyuY55WO9Fl8kDKuWUNO9rbPYQeKaceWsDaC7xicICM7Zvd0kiWrelOVUeAVvW1KwLZbslEbRl9urNSXLJAOajorhQdCHJDjJZMN05pX/afoNScQrtK4K52ExJqOmT9s5OU1JQIHpSF5IiS03ikBPk7ixIyN9K/klQeVR1uVmVDNoDM8r9rB35rWVwneqh7VAgJk5c8w7QZDrMnNWbzaenDkkmgAQbVRosVv0fnr1aNovRgUz6Pj1KU+83FSVg+fMM7DSNLe3mPwu2+TF9U1oYnGxNZEHiKXjxyfHavaRIxgfZ6NR592sr00hG7TaqLlqeawP7+2yE62m7BvanDq/Z/QPoEOyGBcr5ToW/NZvcFyxPctlst5D0YAfI9feg5L/LA7i7UPEFx+2g+YdY8hKskncDufDCC80dd9xh7r33XjN27NjU55WVlaasLMgE+9KXvmQeeughc9ttt5kePXrI4h55/vn0YHCYcGyU8iBH4v5dLXNXbzZf+NOr5sYz95MJGlIDIFzI0L7oL6+b3519gJn5q2dS1wMZsKa+2VySDJ5wHB2IDbI62eV0oQY4zsbinof+w7PXmgOG9DQX3vF62pF9xYdlArrrgoMkG5J/A5lBFrxP7r9khmR3+qARtDyy1bc0g49dkCqTCVwzbfW+4yb1k4cdUDOuPpqNDZY7i4/jfx1+TNiFFVHoGPSifLITgMKBzJVJ1tYpqpzMtk83y+uaMux24vXPpdlC6+yq3ggwNzxctF+VCNC2M4sSgv2+77TfP/W7F6V92yBB+km2AhskYJ/xcJ35q3TduBYIl4/d/EKkzkj/qjLz0KzV5sCh1ealpXVSvxK8kKG1ur5ZsOeQwdXlohsZr5DkKEwGG5AsStgZP+03mXXG9UccnAzf3X/xdHmYs4hjQUCmBBjRJ93wXAaciSsK4+H6N2NJYWKidFAIIvwb2wAFYfeNT+7+4jTB40PpE294LtIX1Y997aBu4EmW1DXKotI3tmjfxck5gc0RfI6TBkUFBSnm+BOuz85/bf+nrSyK2M0nMwp/BjqHeYNTI//7sb0FcsS2K5sux/1623znysOXHmIem7vGTBoQwHxw/JSXOMYYcEq8sLQm/QpdWMiBg833Z93ycqq9YfOatgfx9Wc2vqhzM3A17jxhj0VsDf48UDhhcxECXBALSn0+kDGCTWk/NuVI+LHWM8IVYFw+88eXUjBdWj+QMdgM3MaWtg7Jasq2n+122v2HnlHzBvBFvHySbb2psU1w/8PmfK3P1x/uM4e5BXis0/YdKJvEwLEc+fOnQ/vN1487Ms8AwZItrItCwvByTDvwTX6AockF0HOyO6xL/9vX5chhP33SLLUCUD4RsrkkdBvCMXhO/OQkJztDNHjcVXEzm3dG2QpN2GkRjO4MTHRXlFSS/2l28vZsSSW5PEXcDGi7PWTR2pn6ccLbDFjdAWRM5n0UO6J3haxL+DfEiCSPUb/CVPB5QDb/TmwfoCfQlJp1DJnkl/7y2nb5ha1jV25nbUKCAgl067c0ByStAlsTnLD70/kHynVn3xKsM4PNgIC4snf3UnP7+VNTmcQElLVuH7+N4ovTf0CJKAGm4HcDgwNUDrFmj57UC5km757LPWWrT7jlqZ7wemlfsSZdUtsosCT5yeu4p0dZsfQh7WbtrP0JeaUbcLXbK+VtCIDI2SDDP3gHJgGOdbj9PXEDwQh37IDQPpKetF6ff9nlClfClhbh+xIbOG3WvnHF1t32W7s+dIaLz9cXCrvosw1lAyWKL9nzCG3FptyUpv/WgD8L+ES77VpumK6+PvlQClngPnxy/q04TXQogXA3i1x/Vq9OD6pvj4A/bmeQ25nlZJNHMfsWhmSQ6++oe3dTyXZduttkov/mN7+R3x/5yEfSPr/11lvNueeeK//+xS9+YfLz8yXjpaWlxRxzzDHmpptuMrurKJFFauGQ/A1x41nThpimljY5YiUBD2E8zhMCMxtXGZxksIF5qF98xEjz0Qn9TFt7QrCdmVA4tsQkRBmKyRuGHcyRJTJ0T91noEzEMEbzQHIxmNl55MXBxb21r6EcJtnm1g5zzIR+gsHMRN6ne4nAAbBzPGNUbxn77FzzUH5n9WZvMIndxThxyex8GODgTmNfglthNojDs+ReFycbuymWtVvub8/aX/rQhzMcRihKsIxda/p8xshecoIAz3hy/loJXnHfXz9/UBoeuCzaLBtCuujakYfn1mYwvxKmpgJfyEvrQ+AuFDcuSrgeolc6j8AVvnLS3v1NQR7kN5CBBGSVnHigdbSX46BKfIu+4I8RpGVnfnx/gqKJDPx/rStOl7jvWFBpn+l4wRfYKIIBXsWHCc2Chg2hzU0dpm+PQoGoYbOKo546Njm2Bi4+dmBBDha7toEfFovUSZ8RiEMHu28yNqKK8gXHb/WW5kjf0YwPnx20zKa2Dgmgh2Gp8x1/8/kJk/vLphyLkO4leeKDEMdma3/b//8m5JAw1reYusZWCXBDPIdeLNzICGExCUnR5mRwmM2NKCFAEYbpTbn3XjRdYJU4CkmfsGHBGKrpVpLycyWYzaY9br9gm7h71ZZTh1V78fTVRkB38D2+EMULgbChyukfcN0Zv5oVxfzOH4ybsD6GXNUNoNMeud4UCK76fxasNwcOq4nUATiXOz9/kKkoLTDNrUE7VW8tl7kqSvBFfAp/0LkvzC+1rwjuu37hzrNqw6OSBEQuiWc2ZNNdmWdcv4DklnmBDSjFdMRX6CsXW11/cpKTPUH2xHU5QoZpnEhQJhEEE9gUjJtDcpKTrkhiewOk2eS9JaIIPj2Xawp3lkH67RWFeJFgNbjE+dnhebuCjjaEi7cem9k1SyHpR4LyNl64RSwpUDediRQxIuSPPkLMt1ZsyioQzjU2gST/3tG0Rvd2W3+fQA5JvRnEixCjtnakIDf4t49Yku+VPFJtEZCPhitH/2EvwFm0D7Vc3hlTulvtwVa8O8XFC9zyVE+7r1hzatm8xwZkp8Gcz982ISn9qW20xW6vwldSJgl23EeCD0ISiP29Ji9l2CHZPrten3/Z5SpBqmZ7h/VNHDmprz53XW73hRLG+mxjk3jKBkEy3iCB+aLgWZqmfyH6JzLa7vOruD7ZbSWKyFP9nc8JhvsgV/jZsmXHdCgt9RN4EjQfODD4/r8oSL6zZLcJomezMCgtLTU33nij/HwYpGe3IvOnz04VOBf3aPo1J08SPCoXI/qOzwW7vipMMLzU33zm/mZAz1LZLfZBCXBMHiJOH+a2CpMik9WvnWPtNr4uwuT43XvDcYsl47KkwNz81ELztWPHZrSPYMc3jxvn1dWnH8FJgj5R4pLd+cjvyLAFzy2MGE9J8aKEoI8rnBzw6U15w2sqBAc+DK/Y1YV7wuwLHvleA6vMRXe8LsR7UVjI+I6W516n2MVAL6TDjAQ47dnYmocgcCaqFw+xv726zFx+1NgMyAvFdwaOSLHmfbjErm2wpc/ecf1h62n/tv9Nn5GRrJmuUdj1wL6oPoxN8JWxrq9fGWtAK9lt0Dohb3T1iar3+6dMFLicMN+RkwrLNqb1d1SZvvGl8wd98z8PvpPhc1fNHB9p/7CxVFZSIPAgiq//44fnev0Zv8Gf0ecvztzmShjRpraX47HPOBjm3zh2vLnugW2fK5FulD/xrPHZMI4YV23JfSx+o0QJf+OJj4vlGXG1A/mlbQNSx4VpsvtYfS7Uzwjmf2SknBaIErL7NRPb7ie7XILKUcLmLniccTprP6gd42yk37PB7CPxzObZkG0dYXZUiB3gWoBtcee1ruCn5yQnHxbZE9flSP+q0thMdGId+fkBKR1m4Gh7TnKys2R7gqWp4HCMuJ6alecmyyXJZlcfTyfox6bU9tajAXTEV0YKG76LsR3GfEEexPPbAoiuvTltRqIAwcF/vLbC1De3mub2DkkgU5JGyCbve3NVbPtYRiqBJIkGj7+zdqfbPs5fSMSjz/m9NRkgzfcQL4YRTvI92cIkE3UmOgWfPICUCRcCzQJEkrB4EDsy/cHFt+d0ACc1ve102kzCnGoBhMra+mbT1tEhSYck4RALCfDckxBGiSCBg3tsQlI2Vl5butG8trTO9O1RloJGod18R3tJHlEdaLtLZMr6MjgxEWS8p+wATnz+tmx8Tjt1libSiFWpY+XGxuDdRbDyg1MCZKCTuW2Trqpdtc0rNjZK3yAKFwTMDTA7vOOvrg9O1LtErvwdZV+SL8PIQW0ST5Ke7P5D1wyC16S/uW1H16fmrZPfNikp/YcddTPCh5W+I/jpO0TkGRYo1505SDrd4PiyZcHfBNB3dI0BD40GxwmMa1Y5PzU14cHuXJD8/Q+iP/PMM+a3v/2tWbhwobn77rvNwIEDzZ///GfBTJwxY8b2a7QHCQ8YsFt9+LwvL6oVqAz3u+cX1aaRzXEMHtzb4qK8jKA0YuPA8tLP5GJjbts4zbwQReHrch/Epm6A172GwN6sFfXmtP0HZQTQkXEDemSlq+r1wqLg82yJC92/tRx0At+PNvjKol6uiSK/dF8auZY+eXPZxgy78jcBo7B2giHs6slnUfYFBoL+Ro2wvtLjgpH4v08tCMdpnz48lMiU9pJ1iR1dvT62/+BQ/PJXl9Sl+XMclnPKXxPbCFtd4fPyYn/wS33A9gX994xknyF6TbbY9ejxmtMWV3ctS8eC1sHuuK0X14fZgXoJnCrmeJjvuP3dFduqLnL9s4u9PkfGTJgvYEfXf+2xxv1k0sfh66s+jPOoviYBxqdLWHt9GOZx/sT3tAn7umXGkWKmbElAeUjPiHmkl9nc1Jq6J2qs1Te3mR88NDdD3zB8dncexudoF37k9bMFG+RlgDGf7fxq95Nt+6g2y1gtKYjVGT/QflA7hs3XgS0zSTldEk+333z9GEd6rOTNYb6m3Bzgmt/i+b4r+Ok5yUlOPlh5+oojQolFVYKs0yBwk5Oc7Mliv/W8X1tFXQ0Wu4SlUUKgVbC2Bf+4a0I8NQoZYaM1HzS0Bhtxre3tkohQVV5kLj9ydBBMtfDl7TZoXJF1PaeQyUI/9pdPm3lrAmzv91sIdt71ynLB1Fb7smYsLcxLI16EcBK8dpusEmJJcMF5B2BjgWx12hcWQrezyt3PbVMVcmLacw2B1ODEY5CRnojA4tdXeYLOW1vbzV2vLg8+a2o3dfmtqe/tUxdsEpBPAQQia2uC7gR5b3yK2Eog9PFlR8IDFgTbOWm7MRlYhluA08oEfZXIFNsA04tRqJMsfYheU2SibNZCRNy3m5w+tklLIZ2lfMGxT/od35FxTj/QrqL8PPmMa+g3bM/fZPT/+on3TFvHfAmeSnZ6azoxK+0lubJv9xKpT4lutZ8zTjUks8kJeKuObpA6g8Qz6fcEz7ER96hdtK0Qo4KJrn+DkQ6sjGKgK2Y6kDhg4vMZ39/zxooMLHVkR/HTYwPlGiS3iTxl56bVmJUrw2FXGhp2TAewx+0scjuznKB5GGF7Lki+ewXR//GPf5izzjrLnHnmmeaNN96QI5wI2DE/+MEPBB8xJ0F2n++lHYHEwRdY2Ub8lyeBNsXkRsLKkmBdcpLgZf9LHxmVkaF69YkThaU6qgxINNnpu+qe2aHXQHK4z+AqySpEL195ZCyGQRjYupIled70YebiO4IM+GyIC4Ns6nTSRm3fKTcG+NI3nrGfZMG6ZcHE/bk/vRpKvqc28mX58/Bx7QrOd1Q7yfK97sEX0toyeVBlpH2xDceWCOqE9VUQ3BoRaus4+392xgghLDVJH3OJGslUh7jSp1e2/pytD5D56SOvVbJaspPd4Jf2C1nc2j/62Z0vLUvzFx1PZApko4+vLb5rKUvHAnXaxJJ/TeoVZwf60fdwpw4IQbUPuA6f74ptbd/9/dkHhF5PHf+6cLq59oF3MnzhOydOlGxzW9yxlo0uwJT45ja7TPqMrGRIajs949ZXh69uFpdR/gS8j86p7jjMhjyVICl1hhFgMqd954QJcooDX8BHIYS+xnN6g/6B8d7na3F2Vd+75/UVgmdJFlDU9Z9nzEeQotqkp3Y/2XqEEgcnT3OwCRL3jKI+yKbX1AfPIuwYNl9T7nkzhpm/vpROyumSeLpkue7fqnso4alF3hxnd8ZlWBvRBWidXBA9JznZvWXaDx8P/Q5EMIIbNoRDTnLyQUiSOieNJPL9xF9/v4VndreSArMlCWWYSqFJwtt9dHxf8/fXVoRiZhPEJFD349P3NsN6VQiOdw2b74mEqW0IAnoBZMeuGdckB8D9QxKZC4lD24DJPHpCX8FdP2RUbwlasjbZkQB6cX6eGVRdLhw829Om4MRNwFGLjtiLk7ylRYVmmgXht42YsTZFVomAV01WMIHnvJ0AB0T/AE0LVCFZ3ZxuVBG4lI5O883jJ5iBVWUB/Ehrh2wCEJSW7GfrWhk7HQk5NUAb84CL4e9EwvSsKJb3T8Unz1c4HwOPTb755JRB5s6Xl5vN7enB5M2NbbJGBIqQjHYw5Qnuw8kG7jr+Z2dAA3X5rX/NkmvB6Jcs76T/YSc2BKifADqY5Ho/ArY4trV5ClqTnGkEv7E59XbrViTZ7rVbWySZuagwz5QVFyax31vl5IDA+njsTXCdvuUdB6GPf/v0IoH1YcxRT1NLhzl0bC9z4l4DZVzFZXm7JJ59updm2MUmaFXsc82WV1x2Yg7Yi0A5Zd70/94TO5KBTyb+v+euk6Qave7mpxem8Nb1M8YXdWWVkY7xwvDJNVC+cWN6YFwzyfk35J47gsdEJ/Xvnwm5osHy6mp/NnkuSP7hCqJfd9115uabbzZnn322ufPOO1OfT58+Xb7LSSC6C+eTMHxFgrUENDhSf+70YXIdk2vcuLTL4wEBNAFHajiyQxYeD9i4Bxu7mOwmRwlla1B5a7N/uz4OO5LAKOSKPIQINukRf8pl15BgixDK9SwTzGUyFW8+a395+IHr/fKSWvP3C6YJg7WS1tE+LQf4CHZCv3HsOPmboHBA+tiesq9dj10GDw0wePUzG4JA7ar3xNmT+yAO5DeLJwJ465P4xWFC2QTE4vqbhz96VhQXdtn+2APyxy8cOsJcdtRoWXyA00/7npq/Th6gLhwQZYb1t6/OOB3wTWxJpkZYf/D5zz6xt2SrXjlzvJCmClEiR+06O83lR42RRcTdXzpY2OQ7Taf58kfHmI//9oVt+P7J/gb/P0psfbPFT8Z/WYB8+egxslAQLPSWDnPGgUNlYfPt4yaYLTE44GF14QN2H9BHEPDyeYWnz20B9uKbx46XjIK/f3GaZIeECXUsrm0wXzl6jMw3LFBYNGH/M37/ohAZn3ng0Iy5ZHsw7X1zm93XQFmN69fd/OCUyUIQzPWMR/gfsrVdY9K3w/zp9vOmChEs/eSzhfoicwe2hqAWgtOltY3CQ1CRtH3YPMILyKINDRJM1e83NbaKD/v0ocxs22YLC1KOYf7PqZMlaMsRxyjx2YW2PTx7TQZMld1PdiaVr83AYzEPnvmHl8wfz4mG0gFHHDvUNcCrkJ8q052vtd95geKFDBu5gWkW3mxoKIknBNfXnTJJslToW7KFfvaJfQS3HP9hTLDYvuHT+5qVm5qEVEr7QTdxaZf2b5hEzYFImK/mJCc52X0kFLNXg0rg1CbJ5nYUozgnOdleqSovlmzT9tbtj6J/0Gi1XSG6DCBEWIMGGbNCzE1Gd3unjEe4l6LqIbgGhxXrCwmOdhrTD66ZlnYJygbY0XlB0HgXMKcCIaL44u68gX5tnZ3m6In9zOFJfheE06A7IgWFeZKcxTpeMri3w1V4J1TCV94BWKv5cKf5t/03cBtk/AKlys2FbEDG2FX9gfVdAD+SLgqxwm8gTFo7tr1DkahB8XDRnD8pyJxGh3+8vtJ0L8uX9wZjZaDbuPmK9d6RF8CnsFkDz5gKgVfqRSegZbie/vTN/+CNF3Xkp3C90RN74Xd23yJ8RmAX39Rrl29sFF30fmIv7v20S7HFi4g3JIP/CDryLgw+Ojr2LSsNyu4ZlE27+yUD4Nuw3/39kXB4huhz1vQkP6Xa1tliTt9vcEq3bALSrq/Efa9/q0+5GOjoaNsxwIJPx6938eK9+OkcMwmDXiFQTlIwQXH9sQPm/DQGdWy3VFSkE3jaPwMGGFNcHB0kdwPm/+WY5B/KIPr8+fPNoYcemvE5TKabwPzJSeq4U5hEYbQSRGACn72qXnYp2XX0PWzCyiPoc/afX5Mgg+LcErCMwykj0Gs/VHyiR4IQJTLtStsQHtBrN7ekjufbRG48EFg48gAUIpO8PHmAQJRJAOPEvQbIAwwdyC5mEj1gSE9TnSwL4TsICm2SQhsbO41MsLhQjj1BIMl3LCCeTZ4AcAPJtF3tybV/On9qTDvRL1issRjk392TGMZhgu0IAMUdIWbHnaAYAUGXADYOZzzAPO8wv/vPIvErbEEGLwHfsIUl9wjRYQTWvK1HGG6dCv0LiSo+6iNsVQGnj+8grmWHmoAZn3UHS62NhXbgJ88sWC/t0fJ8OkbJkOpyIQ/F/ePGifo3l114x+vm7i8eLAutPt1KTFtFQhaRQhAJ23uMHcLGCm20hTJ58YesMtggyyRJVQJHFrQsJviMjZu49hCQJIOG/vjnlw4Wgk/GA3LvGyulDsY6qn58v0ESkL3rCwfJ/Bb37KZ9jGElUFXSHT5nU4uNCNWPeYGgqJI1kmlC8HTB2gDTz20zCyVffVH+RNmf/e2rofjnei91YOtHLj9Exu25twUnX+z73HrQj/E4oKpUNlSUzJfFufIEqP4T+vcQ4tsw/4ibQ6vKisyI3t1SGJ3lFimqzzcGotMZ+0nfKUHxyN4VoXYKnkF5GX7otpmNHcqn3RwrjZuzuPeEvfqbovz8DD3pe/Xh+y+eIc8HiG/Xbmkxqzc3C+E1/uAj8cQG3M9cgK+SHcR3fT2k6lznI4XVfo8SxaAPE8Vtz0lOcrL7Crw0q+v9gXSyWVvAqs374AOQOflwS1cCyD7h/QZY0ObW1h0qJ+8D3A3qSq2oGawZFbolWE8j2AGs8QfeWp0KJqbfm5fCJNdMXsVSttdTAvWxi9Ly0RFcaZJOCGC6aiqGuC206d43V+1QnWKXt1enYVB3RVjDsXGB8K4ahnftCt+XJuE9sGx7R9APeUm88ahBgW/7RIPK/HbjEWyKQFapOPKuDvbVBIJTc3giyGDX8hR/nMxw+/pE8uQH0CNx/ci7i+J0R9lL9bOv5X4sFHW/jS2O7vbTyIe77itbsNhTdk2HzPHh8ofpm40v7CwJq9/Gaxcs9bYklrqFX6/22Lq12VQX55mGhibTt6PdDG6pN2ZZ87ZA+YYNQYCcLHIXdmXt2h1rADt0ZJNr9rgGyzW7vKoqM+htk3T6CDxzQfI9K4jer18/895775lhw4alff7ss8+aESMCmImcBBnXYfi86zY3y3F1G9ZAhWPlT85baw4aXi2T96wVm8wBQ6tDy3Jxod9du0WCPS8vqcvANo7CxX14zprU9dnUs3pTk/daxaUOK4PsRwIWYNHeeu4BgsulhJR+wtQqgS/hwfDr+xZ4oRbIoI7D/B3Ss0wIN8EL7wr5pWtDvQ87R+Eiv7l8UxpkBNdeccw4c9S43uZxCwfb/h6/IPO+orgw0j9mrQzILX/6yLwMQkeOC8bZoivklIqTrv+2y9VyXD1+cOqkSP2xHfdx/CwKMzrAlO4l19u2tCE20JNrILjELrbvqX6L1m8N1YfPH5+71vzy8QXy7yuPGyfEjjZWuauTPc6emr/WTB3WU3bGr7kvnVTxhxF2CMMcdzGqua5/jxLz2Nzg4V63tUWgKa5/MvBj+z70eXLeutQGEvAiV80cF2njR+esMW8RvDxnipCm9igvNhff8bo5bEyvFDEyR+0gXL3qX7PS+l/aN7pXGkSGXTZ+M2lgpeB3K8zG1fem8yhgn1vPnSJ995W/vZX6HJy8q0+YYF5dulH6gwx/218JzLvzTDa45npd3Dwnv5cFeNyKwR1WPn6G7X/yyLy0Mmkb4/H4yf3MqfsNyhhvYfaL0w+bsOGHcCIH/1Z9wwhGgc5i400JdD9xwGCxMUciXeH7R+cE/hZlz8feWZvC32duixs3lNutuFCejWE+zOdsHn/172/JSYg4Ek+yTIBSsm0YRfTpYqrbwsmnsO9s3gOfPWzc9pzkJCe7r7xw5VGhmOiFhfmS8SgZsB2dKZzfnOSkq7JDgW82rVs6BD6BDW0Sj7oqJKuQ02snx+xoYD8bmdCvu1m7ucnUNmbPJ0CciE379VtbJEEKIt+W9iAYW1KYZw4d00sSKnpWFJrarW0ZpJO633/i3gNSsBCse56Yty7AcC7Ml5NqmpCmcXXikzvDHsWFeeaYiX3l36P7VJi6hlZJClPh/WD/oemb9I/OXiMnO6vLi0xdY/opNreffDA0tLm6oti8srhW3m8X13YtS5Y6yLlijisvypcg68qNTeI3Z00blpYpHEbWiI1Z85UUFUg5BHj5IevePTiAzcm25nPmVlsPu00kESpONhjoSiLJhdOGV0sGugq6kIzB+0VpcYGMGcXNJxmHOArY+PVi34RkoE8f1UvKBr+ctTuBWMZIZ0fwPXjmKXzwJxbIvWr3HuVF5pIjRqVwvbEJGw+sp93Ma7XZwSNrxA8JiBP4nTywUvwBwlI+wyZHOhnsmdjiCemX0sICU7e1VZ5PH99/kMCP2vji4NTz3gXsEdAzYNvn5xfIBouLiY6QOMIc49oTaBSSsQhM29j4btvoGxeqxZWuEH3a/Wnjw2t/6OcV+Qlz3IgeZsHKOtOyut70yu8wZ+43wOS1t5n7n19kqurWmUFbN5ije7SZUT//17ZgOT9N0aTisdKtW2ZwXP8mgE7w2xYC4VGQK7kg+X9XEP3zn/+8ueyyy8wtt9wiO3urVq0yL7zwgvna175mrr766p2v5YdUyFkD//Xb/5qVFgwhkDB1RI2ZOrzGfO++dJJJDR7PXllvFq5vMA/OWm2mDKs2P3tsnmDrQmRpl2UHm9MDzz3N/sMCIrhrT5lsrntgjnlhUV0oHriNi6vXxNWjGNDutfNWbzbfO2mS+e59syProd3HTR5gHpq1KpaMbubk/l6yRyV8w0ZRmL/gVB8zoZ/5ySNzu0x+6eJD632huMge3PZt18wz3zx2nCwOw/DIf/rYfDNzUn/zvZMmmu/dNyfjOtozZ1V9qO6/fPxd863jxpsfPjQv7V70uujwUeb821/pUttVryvufivV33E2BGs7yNqlnX4f2G9IlWAMczzLxcHehnG+1GtL7XfVM2hnQhbQ154ySUg7bWJE8PsuPHykkIi69VA+EEEpotGH5gq0BAur9H6tMec4WOyMs/NnDJPFp49M99oQOxySxBZ3McddDgDF8v7ZY++aSYMq5XsIk666Jz2YrX3CwUHGvQqBxZ8WzJe6BPfcxYO2NiJYodKWPzwbkKayuFLiYNpwzf1R7TMZZeM3LEh/8fi7KRLSMJJVFsfnT0/flB3bv4e58p5ZMs7IdP7xI/PS7rUxutOwr885QOyQ7vtB36ld2SxgPnWJML14+yNrBHccm4fhghPsv+mpgJg2o20PzTXXnDTJXO3Mh2o/gsbsltr+ofpFzffmhAnypvDArFViIzY55obMC9I3iXQC3W/fM8v88LTJ8mJp953rg9k8M3Ru840b26aUix9dd+pkc+OT7/l9OC/PnLT3ADOufw9vW2wST8QNoLvXuFAwLqa6HQQ/fExvc9iY3hnfqU30mWfjreu9Nm57TnKSkw+pJIyQJJ+270BZoz88e7W5+7UVaYF0AS8IyezLyZ4vckK4psIsrWsQ6AH8YGcHpwMOROBBgpN4LlY6p9g2NXdEwkr6iC2PndhPAlpvrqj33sM1nExt246dI8YFAUV0TjifuygjBAQ5bQgUHUFu6rNh7Agst7QHgWXel/726oq0+wkOgl1NMJZsdWIRrGNZZ9z+wpKAWLAwX06HkW+wYWs6EWUA25SEjMkLMqAJbAK3AobzU/PWmvfWNUgwOM4UlFNSWGDufWuVuePl5d5r0IcEsucW1gox5UuLaiUJIQpmwxbtSvxsUM9SgXkl8L5g3Vb5ccXnjwTMy4qCsM+Yvt3lNOLT724Q2BCgclqTbJ5wh97y7CI5scPajXWYS9aI6Gck347r211gDznJqhsVecmfAL4vYQoK8mWjhO8VP53yDhR89Tzz0uI66U+2fg4cUWO+/NGx4qt3vrLMvLCwNpU0gj42n5RicN/+/GJJCkIn/OvTUwabb8wcb3788Fxz5yvLZTxw4lXL5vr731qdGify/ySUjJZLYhvY6LwDk7H/qSmDU/jh65LBaqBW7n9rVcpeiNqMzRTW2EImiq8mjHn63fUBpA0bR0ICmjD/fmedrGNtIkxtF0SfELhiF/yxtTNhivPy5fQB1//hnCmpIDXX8Tn+0dLeIdno3YsLJcHlsDF9zLotzeadVZvNgnVbzOINjWZZXZPg2rsEnNSlv10/cttGH1aXF3tJPH2+E0f0Ke0eUWNWr99sBnQrNGOqS41Zv96cN6zYHFrcx6zfsMX0b91shjYsM+va3jOty5aaytq1pvsjqyVY/rH1mYk8XZKCggBaxcYm59+aWV5ZmR745vqwAHkuSL5HS16Cc/xdFG6BQPSHP/yhaUziA5WUlEgQ/dprrzW7q2zevFkgZyBA7dHDc857J8vc1ZuF/IBJD3wpIB54oEP68O931phbnl0iuLM8b9iNVoxWJhwNEAAfQpCK32S58aIOVlRDc4fssrJryy4l0Ah6r2YQ33/JdMkmBJKBgCwTbENLm6muKJEdcohPude9T4/Zs6vOri4POiBWFq7fKjvM9vX2tcvrmqQNYO2yqNDjYUyeYMW69SDatjDR77O5DjgKdAGKgkxHYajuSMhuc3uyD064/tms6wbeg7azkXHny8skK5LAIg/Kk24IiBVdSAJtP9/7YEUQgmbAPMwY1Uv6Hj3JKr3/7VUpPHJ0G9izzDwye405ekK/JK5voSxG1mxuNpVlxeZEqy2u/PNL0yQIxI53AH1RZp6Yu84cNb6PZLTYbfDJg5fMkNUPC3QbJ91uLzjzpcX55sTr/eVwLeWQHcECxPZvtQ22IOtZ+42Mm97dSpJH/RKmuLDAnBxhS7cPH7nsEFO7pcX0riwV3Snn+F8/m+Yfdl/Z480uB72AlrCvHVJTblbWNZlXk1nV9jhDouxAEBg4Fi1rRK8K09rZaRLJLBiyEVjcSVYDLwMeez102SGyAGWROfNXz4T2nc+vH7x0ukl0BviS7lxj25a20A7KYJ7RNunnYe277+IZgv3NYlBgkYoLTWdeQiCQZv7q2azGm1uHfT39cX4SUsWt251/+vYoMY/PXZfyfbU3C3zbrjqm8TteSEuS8wVZJ24fP/nVwwQiBFgRXvrA2SQDgzmUOYIjpqfd9HxE22aEjlf1D2BG8P+e5UUBJFBTuxnaq9y8t54X9Ux/0M0LtdFt506R46kfu3kbmbErbh888ZXDpE58k75jTD80e7X3eaBjHkgcn++444b5iiwWn00Zp8fG+LDdNp+gO3Lkz5+OvGZknwD2xhWFgLEx0114GP0OuzJGeV7y3GWsunjruQB6Tj4M69LdTT6I9h/20yfN0lp/NlplGSdliiSEANEbG2cEhnKSE4R4oAY+e5YVmc3ALQAF8T5uqEhwMhnD6WqsG4g/Tv/ubCLSriLGoD6B66oyNgPat4uMEshM1mEKY6IlaHiLdRnrlzB4TA3u015gU1kv6riH3JCyWe9FbZYRgNdNFFuHsGsR5hfWEjvIF9tlob3Dewft1GA16z8EDiBXgFH9wal7pYgeFV7DvpfPsBHrJd5jhTjTEdbkfI+DEIfgPQeHGVZTnqGL1oFWBIcRgrx2/fqdmynvu0770vf5d+6bLWvftA3SPCObKLcn4VrD6s7mO+IsBJrxT8ZGZ+g4MJINrv5nt81uV0AUCp56wnu9Xovf1ja0SJ2MAU4r8O7oXtfVdqXVYbWNsV9TUSLxiTDdvX2Hgj4ST37X16fDrLgY5WCX74iw1rDxyO3McrLJCYL7guS+jPJcJvl/7bq0y5noHR0d5rnnnjMXXXSRueKKKwTWZevWrWbChAmmG0cccrKtE5raBGfah7+qQrY5WOTuNT6iQx5CvqAC+Lu+Oggq6VF57uM65GM3vxh5n+LegtuLcE021+r3Wo/9d5gNsiUmzOY6G6/3r58/yJx4c3rQT/XKtu5ldY3SN1qm/rbL8eEvU3dY0BchIAZ0CD9qG+6xMdzRbWNDm1xDxoBrP7ctrqzZ3CL32tfbZcXdz24/2MOf+F3gK772gouNj4UJ1wKP4At+2rZwbfi3LxyUqlfIOiNs6fYh5EFn3vJyWrv1uiisbLcc9HKvDfPjOLJB6mWBat/rjpGo8lWWbGiQ3wRzo8Tn15ubOoSY1TfX+NriEslGtZH2sRCFJNhti+1ncePNrcO+nv4Iq9s3/9i+jzC+FNfcFu3jv10wLXSTQOdyMMghDf3MH7b5l0rceCLg2hX/UEGvsPHj2pMNAn6ixL2HIDALXA280w7X7+1xgz5RgW173ET5M5u+XdHTJ6p73DVhYmOqd+U7FR/eek5ykpPdX1ZvCuDpwuawQT3L5cg4JIHACeQkJ+kZmolUgEp+8278PpuIwN/2YPaTOZpN2V0WD5FmVDEB2WEiacPwK6PK0eBkoZJIJpLB/GSmu0C1RChBBjU424jy9ei4V8LMrpCixgkJF2wWMKd0vk/wOm751O+SMNpEy/b1rP3UFjbRo0vgSHCXvgzrRyUuTVhruzzL5lGEkMH9mUSTLukpf/uu8+mfmts975Y0Ad61uLqz+U78J+mfmuUfJtovbtvsdtlEob7r9Vqb6JUxQP9AuOte19V2uXVo26SOovQ6VPeWlnbTv1uBKW5tMt0628ym+kZTO2+hMVu7GbN69TZccjtYzm9wy3dECHa72eR2VjnZ5PZE4AbG7YA53+ckJzsjiF5QUGCOPvpoM3fuXFNVVSXB85z4hYy1uB1/spbBuPKRQ+oDKY5kLux7dtYfvHSGTLqUTVYgu5FPfPUw88S8NbI7HCWQRTKJolu/ypIUWZ6Sv9nBTVsHsp6ZwLm+orjQDOhZYv79lUNNW3tCghrYhYx2jkKBL4aEESVyPzAQlJlt/UiPsgK5T7KbkzuxTPLUo/fF2RX7ELAkC5WHLX0JMSjH9uxyuko+Z9erJKB6j9oBoksWWpINn5dnbj9vqpm9apMEC3t3L43d+KTvCRySDQo+GscabTv6SBntPpDsy5ICIfh7cv7aVCa6LRD4sSh0+04JX9Eb//nHlw5OEX+6ZagtyOT86cf2Mn17lMlCAb8tzIeRvDPS1m4fQsqqfteR6JSM4bD2RpXj840wf6HOMJKcsHt1bNEn+DLSp3v0eOR7grFRhMUIfXzzZ/aXOjjlsLGh1dR0K5EMZ832CRtvjBvVF5/U6+hr7Gj3LQFb9z6b3Fj9Lc5+th0funSGkEmS6Qt55uVHjZaM8oriQsFNt+vmM06YcIy3W3Hgq20dHaasuFAyv2k37X1t2UbTs6Io0o8YJ2n6FxcIHuHhYwOcQo4bg4GPTr89a38hFbLnoWzalu38ZfdNnpXdbZ/+4TjwiN4VZktTe+p7+5kRJq6e2BmSLkiSmSNdblDXT1w7RZXPHHbvRQebbsmsTlRrbu+QY6Zk/qvv+/oEv+G0lbbNPgmk/sqGkE247fNprslWNPtciW2VwHR3kd1dv5zk5MMi/atKQzPRmTdsMjOeedls6uXkv0OUMpE1uGZhfhCwPvqs7moGPO8CuyIT3Y3WJrLMRA9sGJ7GHlUOAfi8zoB8VMyRtIkEaDuCAH3Uu5IG0G2yRpvE0CWrjGtPnL66/mZO4ZRmQMe5a8Utv8BDShnArWRez5rKJXT0EVoyP/qIQH3EpbpGTMQQZPoIYqOILrMlpEyb24vRKz2hgybYBLBRdcd9J5nieYEvxm2WhBG62u2yiUJ91/uIXhkDLuFuHHlo1HepOqy2FSQ6TKKx2fTM7zSDOhuNWbNGssmHrVphDl/4suldv94MbqgzVRtWmz71683EOzcbs3pVkHW+IwJJp2aRa7Bcf/frty2b3A2Su9nkuSB5Tt5PTPRJkyaZRYsWmeHDo3GN/tuFQIFJlIQSxAGtwQT0vYcycdEhowMXXUkko0gR+d4V7gOG5K1lm8x5M4aZ/3txqRDzgRf3+UNGmGPG9zMvL67LijRO8WCVlM4ln7QJ+0SfFfVCAskD+OYz95eHo4sXTZlgV7+yuM5LGqjXgEt5+wv1keSXLhEj5RXlF5g3l21MJ9eDtO6cA8z5t78q98WREHLscU19s7n+qXTsXspRWAQ3ADQjhnzO1pVrCR4fOa633KMkmLd5yD4/N2OEkMve8OQC8RUCUGF1UC7H48ARVxJBsPlXvLY8lW3rkjJGEY1efPgos9fAKnPRHa+n2ovOJQX55u31W8UWNzz1Xkbf4TPn3PpyGvHnxXekE5ZiC2wAnvO198/JGAeXHDHa3H7eFHPOrUFbwmyp/UK7v3PvbMEtxo7aPtobR2Aa9nccCSjjDGiebAh5fWPrxjP2kxezKKJaPodUae/BVeKXUWSlQDhpXwie/wkT5Tgj5D/YIWq8nbTXAPkefQ8Y0jOyb22SSu7TIDX3V1UUC5mo6kCbosYb7eF6JY+lLMbqa0vq0rLKtW7tY5ub4Ob/LAza9e8Ag92+57hJ/QTuhGx035glm0L7j7rpExaKLg47ejKfAkG075Cq1DwURQQ6I+kjdp/Y89chHtLiMMJfsLp//ol9zO//s9D88OF5oc8Mv43d8dLLvLpko+DO+wiBfbr4yFx9zyKuYRFPBhI/vDviR26/uCTGYT78l8+BiT83zSbgkIPpzm+IVn12iyIYtaWr5KTvt+zu+uUkJx8mefqKI0KJReWEeUdnilzuzeUbze+eWZRGkvd+kDPmZPcU/AASycE9ywUaUTautwMTnVji9u7NgC4wpnf3FFRitvWC3HHOwcPMw7NWh5JQohfvbHGJIT4JkK8z7QD2s52Ii60IYPKOTJCOOt3x1bt7sVm/pTW0bRBhSn1kQIO7XZAvcIWJzoRsagBpQchRyupWbNYDJ+KIQmSAcQ80BWVBOglUBhvyJA8VkWXd3hm6WcHaBoz6UiAMEwlJEggTrgUaDvjBp+evN2usDPBshQ2OYyb0NYtrG8y8NVsjr0u6ZoA/Dv57Qb5ZXd8swWsIQUl0uOeNVRJIVlgaFf6eOKCHrOmAXeF3Q3O7YHhDgkmyCzjlm5PB1mkjqmX96W7A0Edcw/tiXr4RiFsC7gEUbbuss5lrlajTJpNU+BASaV5YVCuQekDG8B0nc+GrIBhOf7FGOmGv/oIHHkVIqZ9zz/5DqsxT89YL94BJ2okEBcg5NZvaJbmkDsUf9xFgch+Esfj2ovVbA8igPJLNgIvsNK3JExNyWiI/TyCJsDuEugTv7bppO3GayQN7mNeWbZLgePeSAon0Yztiv0pI6pKYFhUUCOQK44If1U2FMllPbmoISEr3GVwlNsVe3nb1LjfvLl5n1tZuMR8fWmqenLXSVG5uMD03rjNDt6wzQxrrzMHFjWb0Kw2pbPLhtbXmx2YHhAD3wIESGK/v1c9squ5rSkYOM/0mjg6C5d27pwfJw8g7mTB3oXSFODUne5ZsFyb6I488Yq688krBP99///1NRcU2Zl9kd8V1fL+xF1dubDTfvXe2+VQyYJURRD55krn63oAA0RUCUVccM1aw3JbVNkgmrRuEkCDj4aPNsroG8/V/zAolDCR4sveQnhKk2jf5+4TJ/c26rS1m4oDKDN1sEj474Mm9dmBDy9pGslhlLjx8dCp4qwGX6z0EcmqDKcOrJdvTDVbZ1+xj1Wu3kfrfWrYxTVcCOVcdN95c99A7ocG64yb3l8CRHbR2yfu+fsw4M3/NZiGKCStn5uR+qaCf2g0Cx1/+e745bf/BGXZ1STWvOGac+fUT75pvnzDBfPzmFyTTEnv66iO4BbGqHfQm8Py/j87zEg+yWTJhQGXKbtjx68eOS8Nyt9tOX4XVTZnHT+5vVtU3pwK/BOW/9a9ZQuhKoDMsOG37jPohf9vkq9cn9Qgr44S9Bsji1ra1TX6o/a6bRWceONTc4tie9hLEv/XZJWnB54xyRvf6/+ydB3hcxbXHz0qrLqtbsuTeu+lgY9OrMRBIIaRSklASSsoLCSF00t9LHoEUSEJJXkhIg9AhlEDoHWxjg8Hdlixbvdd93+/cndXs1b13V3LBhj18QtbuvTNnzpyZO/fMmf9fvny4o5ft+1eeNFvJaR5budVznBhca4hg3STCdvmDyTxFfnDqHA2yvhoNBgeNx/3GF8vFR03RzTf35o67Lq8xZPQMGm/4yek3Py/XfmS23P3apqT61vzNxhX3m/LtQOxrAe2z5w0kkT+evXBirI/NtWY+8rvnxLlVukq+9B9L49rLOPz1k+/Kx6JjlnKqCrO1T/yC0caPTbvfrm5WclGIWL0IKd19Epu/NjTK906Zo6Sv/1pRm1S7/cYKz4yvHj1NXzTcz4qB4P/AM8Ftc4T+YuMEklTzzHCPI785EyJZCHrZGP1mdP40meJ+tnTP78n4sC3HzCzXscmYvu9N77maYLMXwaid4X3Bn14bRE6azL27QnZ3/VKyfZLCRH9/MOG9guiQv5E1mZsZ1pNICMEEgkwE5fr6+6UzwbH8lHywZbgbKJ5Ej2nBBJ4E4DQo6QOx4pAzOhndCmeShA6I33VklkLY2dGTuIUEWcHXBj8aIvRGH9xxLwFtotu1gQD0REYoTTNnl8yrlJmVBfq8b+qAaye5cgnGRyJO9jlZ316tKM3N0KCpWV8QlJw3plATDICpkGggdf7EEv2MU8j8KO591IblIzI16K94+H0O7w48VaOLspULrT1ajlsMmaZ9gi5O/ygTp7u92DovMyzTRuXLlw5xNveQc3//sgZMvcrDb8h45ztO9BKota+iKgKknERMBDVirucEJm3lRKEh46Se8SW5ChdJvCIyhDEwpihbfnfmgXFBYzsYyXocUk3g/yJRwufPzx+vvE6sl9m0UOLS9JCMyM6MBbkhhHYHNO2yId805SKcLt9/fLGSyh44sWRQINTc++KaOg3S2ySZEH/aOp/3h5c1CcRu595jCuTio6frNQSqgZKBX4gT45T5j9c2qY+xsXTeYZNjZK7XP7ZKNyAQ+v+kvSrljIOd5FVIUUmMws/h3cNA9IkhMeWU6ZEzymXxnMo4Wxibuser9q/0y3FTiuWGT8yVdzc2yJa6Zqns65BJrbXy3BOvynuvrpDShq1S2bxVJnTUS0FdraRFyX+HLaWl8Rnk5t9kl5eXawD8b69tkj+/ViPt8HplZcjpB0+WzxwyZSBovpOD5EEyHOLUlHxw1uXDCqKnWUcf7OM7FMXf4KbvjvJ+EItCAOhFPsnDGZZ0m+jSLQ9evEihXpgUP/arZ31JETmKz24+kyYBlCACT/s34kW2COkkQTR3xqablA7IDSZwdrarirL1IWff5yYn9BKuwWeCcLP9CAkhInSO2vYp5jOQCTVNHbqY+eiv/En+/n7+Aofkg4dypkPqya46+N3s2JosXBYXQfi/fztvgdrdthvtIBi+eE6FpIfS9OHW2N6jPpBhZQGYOsiMBbIF/HUgDPxs5WUDMmsh6/PyCUM8aN8DMeUJFpmf8UsC5IaAM6gPRhVm63UFWRmaBXHmrS8lTQxr5J4LFir+HlkNTB1zqgr1AZ+IKHN0UY5ejy0NjExXT58eEcSeT7+7LQYX40eCSXvPOXSSjjsgERgvHGNs7ezRcsrys9SGELyil21TAydhE1i6xwkZ9X86Z75mC/CZEsFCBNrfr1kDvIh7QXnYNvKaK9z10L5P3vR83HX4Dgs3P3iMZEg6jUAG2w+pa3qaHPe/yROYPnjxIbqYdBP42m1iQT95ZJ72I5kX1OE13wyFhHQo5MOQ9WakpSmsFMGS+5ZWx8ahTVJKBkayfg1JZmVhtgYyDeQGLxTARwX1idd9zGUnBIxDbBw0Vu67cKEuthkr7TEIqrBC4HT39UldW49uwOCrXnM8YjZaKMNvHLnJXM28A3QTAXMzfxoJsiV2IJvO9EcyPmwLcFs8h4752VPDIhh9r7Z12OSku0J2d/1Ssn2SCqLv+iD63lc/7Bv0AwYNcZPdsXYjWzUlKdmVYmBKgt7UkwnsDwuiJYEAKUYWK9nXbliM4Yh77BFTgCBxKBn7QQSn5juz+aDxiiiuOt/xXkGdDt58SMpGZOp7myHdJDjJGpbvC3LC0t7lBHcJ/JN5DCcT4mfn7TnBQvA/NyscR/B4xi0vSm1Lp299EIPCrbUjwajcbbBtOpy2XXHiLF1PuoX2ff6WF3Rd7GTVO/1EJr/DnxTR/iKz2/YdL9LRZModGSUTDbovEcEpGejn//GVQf1BxOxXn90vtvmRqExITzm9v7WlU+2Ln1Im6/bfn32Q3htHNrqtTf9tTh/4En1WN8vZv3lGccnT+3olo69XMnu7paplq4xt3CJjWgiQb5NjCrqlvHGrg03e4JwoHrZkZEj3qCp5K1woWwpHakb5htwSqS0ql/M+e5hMHF/hZJK7s8ijf79d1ylf/L9XExLLvh+SjE+kZM+UnUYsijzxxBPbo9uHRthB9MMeJlCwcHJZ4P2wMOdlhnVx4kWKaMpmoqTs8hHpGkz0CkLYBJ3cB/4tD6D//sReg3B6/cgc3biQ6+raY8Rx4ASD2UxW3AAebYa0Bxxt8ypzKNcYUkujA4SUX7njNdUlSDiCaZOlehHgUQYB+iAh6O4mhuTBbIgOweO1yRb9yAhbOnu1n8EAHooNwIX2I8r0uqfFYk23/ZKAZiKMdY6F0Zds0hCExH9+9dl9FXM8CNvYrQOLUWBA7DFhdtqD2sHDiWDgy+vqZd9xJYF2DSLB1KwMyIxCIckJp0tXX78G0AksEshDF5vg1RabwBL7/fGLB8X5O2No9dY2OfcPr8Td50UiasRsrhjBhtjStg9dw98mkI/u/3PaXpoBBHkSL/e8xCTrC34knTapLH1k2OmTKRMhMM2mHHOKLfbcZexGfzqLvZD6n998lUwfJ0s+zGZZZlqadPf3OyRI0SU/PmD0xMYn71WlnABGX6/5m7IMXnd3b9+gTGAWvJuj5HVuHzFjhR/mC8hKVbdwmjS2B/dN0FhBVzJRmBfoY8oszc3UgD4D3OYlCCLs5fNGcDLT0gKfX0AYuTfS8QH6OhHRqm1b+sLpD+do6gHjS+SldfWD5hS7f829XMvcxItwEOa8m2DUxhfnJSRoDgsiJ90Vgo5B8n7rl5KU7GlCxqSfkHHOxq6b7I5s0JSk5P2QRKlu79fZCNYa4T4C0cmFaRMFWt1jj8Qo7gKWJdlAcBDJq/lO8bhZd0f4eyDDnGQDIpEkwvCpZl3HZZUzDzhBdKchA+SNiu8eDWD6tj/BZkhgu9JCqotN8Nje7QTx/WRnkCJHAmw6HHlj42CYTIT2kZ1t9ws48krKGokopBKnDkzNxne8SEeTKdeQiQbdl4jglAxzrw2N/uh37iB6EBkqfSuWnxLsR283+Sfv5G5oobTeXinqF+lp7pat762X6fUhkdWrJfTcm/KFf78mZQ21GiyvbNkmo1q2STiyfdssjXlFsq14pGwrKpf1uaWy38K5Mnm/mU5WeXm5vLq2Ub7/r3elqDBX+sMZ0hNKk5r2PjmhfLxMnDw6MJN8c4s3MWxQX+0qScYnUvLBlmEF0Q877LAdr8kHUMiYDcK3TUTSxs4qGaxepHWJsHPdx+FNGQQZ+P6nj7w9CH/a3OdHkudHvoguE0vz5Nr74jGtgRC4+iOzh0QMOZRr+NwO4ORlO5Ad+mBMojz3byOmPWTKDkUv+29DzJjM/WZRENYFQXJ1+X0W9P2IKCGll++YkwlBvtjZ3Su9kYh87/63fH3HjzjUiPE/u26yihO1g42kT978vMKtHDmjIuG4c4vdZoJl/Ptnj8ZjZyfrr6YsrzFkY4P72cCtE5tZicY1UB3gQl9z3/JB452jY50JiKLcvhkkRgcWlsmWieRlhnX8DRwa9i7XbTeC6onKdos9tvzGsVs4eXD5PcsGQSyZPnMC/PPl6nuXK2xK0BzLPWfd9ozion983zGDcKs5JcIc8vvn1vrOzwS67RMz+N8VJ80K9D+Os3p+HuCTA3BbxTFegkS2Yg4laB30jMHnzMZQ7JmW5TzT7PK9yKaCbIu+HA93zyn284bvgKwCxxEoHHefuu81myJ++OJBc5h97/shHPsNkvdbv5SkZE+TwpywbyY6AUHI2J34SkihA/So/I5O401JSpIQE+DdXu/bGe7LGobsbP5LRhKpQODw7eouJxhIUoEmDSQfQE/UTlMO2trrW6M9GfD27Q5eeyhubjC44ejK3oETQCexw5lPgoLaww2gq+79EV3/GQ4Ugsb67hDgHHrievhVJqdX9PdwfbS7p08zuEkioU38po38AG/CaUoSn8C6N2vTHoloBjoBYyOc4qxp7JAQ2eke7y4GkoXvTLm9JNSAhKIQQwPkmTb0C8K/eQ5QB1nfJJFxjyHcNNjlZHr72YH1sq0DJwhI6CMJ24v0FEixtihcEGtoykRv7t3a2CY5fT3SvKVVA+YjW1plbHOtjGvaIqObtmiAfHRbnf6ecEO9SEuz6jAt+jNU6cvIlM0jSmVLwUipKx4pm0eUS11xuRxxzH5y4zsd0pGZLTm52dLYE5G+tHQpWzxbNmVnyZrGbmlcF5GO/kLZXFwhW0IhPfGtGdv5IqMqigcF0N2QPolIUN9P2Z11S8luHER/6in/Y9PIoYceOlx9PlBCJqAb/xfhbybay5bM8iU75HMIOsGhHl2YPeg6svD8yjbf21jUhtSP3cyg+y5fMtOXQNGPfJF7CO65sd3Bqb3yn8v1+0stPGsvssYgkkw/fWqbO6W8IDv2N4uZW59eo1i+iYg9bf0pxyZqxHa0BwzeZAhC3X8be6N7IrJJu0/2CaiPlzq3DyQiRrX1Qw8exqZ9bh9IVNayjU2y/8QS+d/H4gli/XzOS4dDfPyPndsg0k++39Tk7L4T+OJBFXR9c0d34Hgh69RrDCTyV9OeoLHHRpJtB7dfeOlk97tf2eDb45O+tl84MekxFNTXXMsCEUxz9EqWjJX7apo7FSsbTGuv+/zaBmGQe5wk8kebvNcez0Htau3q8e2z7y6ZqTA0xsa0nc+S6Wd4Lci+twOzLPq5JmiefXb1YP+75l5HFxv/393uodh28NiM6L8T2Yo+gajUCzvfPL9s3D/zGXj4pi/AlUcmjcwb1L+J9MX+fG/0tn3YHjfJtBnccI7Bmgx0dwDd206O2Pe+X0L96GFj7e9O+qUkJXuavH7lcb7EokBe7Sz4i5SkZDiyu7oh48PhCNgxGnIq1Aib+PwwDpMdiwmvi4jMGJWvp6g7ohnmNolpv8eJFXt7wCbetOO0fG7IKYNkuFZiowIoF0MOaZKBCKgGZ6Lv3BA6tmGjcWpFngaXh8MX8dDyLfLwW1s0OI62BCFLcjN1LQY+uI1dTv/iE1oL5LFWh5jTRQThr7v/LSUTNWtUN241Jyv//XatRItV4f0ArHR+zLU21jjJFaa2tu4OJaP91vEzHHz1x1ZJUzuhfX+56anVcvtza/VEARnl+CntITmEH04/2GSo1XUt8qtHV0pHW6dk9PXI2L42OaqzTd667J9SVlcjl9Rt0SzyquatUtFaL+nbmU2+LbdQqkeUSfWIkdIyskJCY8fK0lCBrMoplprMEdKdFpbuUFh609M1m/zQmRWy3+cOksNe3Ci/e36DY9vcNCWjvfLpan0fNLj52nf4S1pIWrt7tX/dRKdB+OJ+BK7vt6DD7qpbSnaNJE4D9pDDDz980M8RRxwR+0mJI2TPegUpEA0oRCJy1iIn+GXLoihB5XX3r9DBya7WBUdO1UCvER4CfmVrEGhskUUo52T2MRmRxRd437hiWbm5eZA+3IsudrYgf5MZPG9MkWeg2ASGKJMy3GVee8pcWbG5ScuhPLcd+PuKk2ar7rbQJkjsRhXm6IPX6ANeJcGloPJMlqPRn88o58qTZ8Wux3ZPB5SjNvWzh2Xv7p6I6r8ogR604ZkEelcWDvYBrr/giClxn3n1lxKBnjpXbov+7eU7iWx27f0rFPIkGZ/z0gE/QX/TVlsIauHv7nYY4twDJhbHykEuuONVueYjc3x1JdP28hPj7W63OWjs+Pmr3ccHTyoNuN819qL30NdXf2SO5xi2be+nW6LxTqZCsmPIz2+4lgA4ZFdGL+zoNT+5/Ys6NDgZJRP1us/PbpTjBN6T923q4jd/G/sxb/nZgPI73UxWUUHnuWMKFZrI6EeZfJZMPxOQbWDusYKc9IfX5gNCmXPGFMb5tFsXvzlH270o3lbIggCftMem0Zu6L2Q+mRpfDuViK77n5Sjo+eXOMOcz5mAztzFngX9fmJ2hZdptSub5ZX4bH15Z7TyX7O8SlcG9zBUGbgcIFy+CTredTID6Rx+b976TdlL/Dz82T/WxZXfRLyUp2dMEQr5Ekgqgp2RPkCgX5W4jiWCPCDqQQc1pkMOmlsmJ80bJcbP8T5cqoWRmum4Wg/GdFQ45QeWMdMnPSpfS/EwpyglreUA0JpLT9h+nxKHcM6ogS0ryMnTjbERO2NOOLHMgH91RQvB1KMLpPkjrwVlmHUWmLuszwpPFeQPP/mR8QMlEwyHJy0zX9nPC2GxSYMtQXHB8oEzu0eui/Wvs/dn54+SXn95Xrj99X8nP8j8RF6RbJDrXctKHJCu4rtgc0HetyWVy57kHy9Unz5ZP7j/WIY3VU4kDJRpdjUCiau7HVra9gN3gNwkZ2RlOf9MmThuw33Dj46vkpidX6zVg3gOBSgCf0+LuADmBXvTmemAWgwLoIMNGopsaHV1OAB3HBpM8vb1dirra5ZJ5I+QPs/rlzNVPi1x7rZz5fz+Wx56+Xp66+zJ57nfnyt2/OEcu/NnX5Gv33Cife+ZvcuLK/8j+m1ZIVcu2pALoXeFM2VA6Wl6fuq/ct88xcvMhp8sfz/y2XPDpa+Sj5/xCPva5/5FzP/pdufKEr8gvDvusXD3mMHlo2gJ5qWKarC4ZI+sLR8mWgjJpGFEioZJieaWhX95u6pUzD5uqvvnjj89TLPflm5uVK8AOoCNoiI8Bk8t1+LItXv1k+pB3ClOHGQe7i+zOuqVkN81Eb3ARDfT09Mhrr70ml19+uXzve9/bUbrt8cLOZJCsrW+Xb/zFwYcmk9RgzvJga2zrjh0rP/+Pr8pXjpgsl584U3e8OeKT6FgYUDEQthlm90uOm6EPqNYEsA9k+X716Gly0dFTtX4wl/ksTUJy65kH6JEViGQIGkEi99Q7W/VYVJC0dPXKVSfP0Qcbu70cP89WrLke+fYJM6Wlo1fhTHhQOtf0Kk44D7pP/+Z5xYH+zEHjY0SLbCo88laNPrzAJSboeZGFxYze/I1dv7BokhJDleVlKbEeR+JoHzjSYBVTx1fueFX+cPaBWj91tEW3p+1yTP9QP/3DUb6bP7eflOZnKTliY3u3/OP8g3XBVdPUpZnD5/3xFV38Eej49uKZMbJJHtwc4+KaRHqDKx8OpWkmek4mO7MT5FuLZ2j92OjFtfWy34RiOXPhhDi8e3bj6S8gXMhAP+f2l+VHH58nS/YCumLwsLfrZncd7HJDGGggDhJhlwOXYXCJJ5Tmqo70DwsU2l3d2KnZFG4hsEU//+Tj8+SyJTN10ZKXla73Pbpii0wpHxEHscD1kA3R73a/2Lo2dnRrW75+zHTnKKA1XhJhZ2PX750yV/EewRtmwc1Rv/r2LiXxTfRybfCyycTl/r+eu0AeXF4j725tla8fOy3WV3nRfrBtbz5zSyKdOVZrsObpP/C4Rxdna3kNbV3y3RNmySXH9cu21i7F6n905ZY4v7Htd9tZB8T0gkDWtjN9yzzCZgh+O74kVzMO6D/6BWExzHhw949NNGmLaT/jx9yLH3PPfx03XS5ZPF1x0/HrmqZOrZvAaDgU0uAqvsox3G8cO13HyX8dO12+vTikJE9s/ICRbY8zT/vqgjgSp5Mhk/K9x+oTkylj90eQULYfZAvfuW1H2z/z2xf0HjaJIMi9+Oip6otkP8Tjdgbryvx77wWL9KX0xk/to/3GHI/NESBmqIdxECRebeQ+44f6wpaRrs8c9zya5+Pnbn2ZU7AF/vWnL82XSxfPVBJod5u8hHZyLydTRPKSwhfn+Xb3lw/We7HP7hKg5pl3Q7SvmFN2N/1SkpI9SZZVxydmpCQlu1J2BDzLjsDZHqouia5lzc46wqyH3LoR/GZzHm4iPifgdMSMcjn95ud8y+R2OE84KejgjkcG8RWYz4CbTAaDmwTj0cXOvU0d3VLf3iNZ6WnS6mNLL0i6oQrBZ1dcMbkNkjTgNHNj2a02DvPWlgHIUbiVDNwMgWGv1ZEhqWQTg/YTS9A6QvRb2Mm2Bkon2k/wzfA36w3W0yBvcKCZd6KO7n6F1qT/nlhZq9f6tj1K2IpuQT6EjSISkqyMNC2ftlI+bf/fR98RctAdH0qTcBpwLE5ZJP6YrHQl27TuR9y41eor/XBjObBB3MTfTswjon5lY417+UQk6kuBuPSRiORIr2R190t/d7eUtTXKhMZqGdNYI2Oaa2UMmOTNW2V0S52U/6heQi5ugaHSxdflFcmmEWWyecRIqS0aKTUjymRj/kjZVlwmDQVlUl6a72CSp6VLTVuffHz+BHn5lWrJzM6QzU1dSrZLNxJ3aJZuyczMlL7eHkkHUinikPGadbmxL31jfvADbE22vZcQK8EDiE8MFV/c/OyOsjvrlpLdMIgOY6lbjjnmGB1wX//61+WVV+KJ9T6swoMG8SNnY9fcizD0ngsWSk402Mi9BNCPnlmhO3sErAlIGmxmv0AMDz2C0Vyr9fT0SkuXc+9Xj54aI5jz0pmAikOoAt5dhu4wm+AvD3QC0VzHouOE2aOkrTc4YESQ5+ifPqn6/vmc+RrAVr0y0qW/v1935rEJBH/oBGYWARxIHH/88b3UVhAWGn3BG8YWBBUIqJ00r1JO32+MdPdH1HZcx2RNsIFjehnhdA2mEViknjc3NupiYk5VodZx46f31YfufW9WyzGzKnTxYUgD2Ql198+DFx8i4XQeK326a86ufl52WDdNsMvrGxu0TbQVQR/6nWNfZFz0RNgYeUV9gjbkZYbl92cdKEV5GfrwoO3Yh4DgN+58wyFtJSDb0SNVxTmSG06PLkpEjp01ShdPj7xVLTc+/l7MRmCcf+H2l+P8j7azUIKsx4tIz/jivuOK5a3qZvVXYx9sYfzZT1h0GIxku37koa8ukglluboTTzDMtI/MWgJD/EAKi83oN3yMIDbX42duyc3K8CTSpK20jYc86xEWg0VZGepbxg5jSwbjldljVG3R06cLLIKXbCBpJkIkpJh05npjO/teFpLFeRma1cyxNYd4KCSL54zSPuPHBENtHHpjezsT1pZEGNa06Wef3FuqOJ0RXcB090YkJyMi29p6pKmzL+bPd547P0aeautu+prxR4COzauqomx9gWGRjU+4fcbtZ+ceNkl1YDOM8uz78HU/oUyOTp50wzOeNq0Yka2ZR2Tl5GSlS2U6JJpkrPTJ2be9NEiXZG1o6sFfwLQ04x6C0ZH5WYE2h0iZOhnbBdnhuDGVmK/A8VMvwk7mLrdvU4+xO7//99FV+sPnp930ckJOA1ufopwMnf8gNGVM09eTy53l+nu1rbF6EnE6oHOQH4IfCRwZL4Du51wifSnbGcfpseeAcl2EnAW+u01ewqYjdZ669+ik8cXZYDK22N2EgHkqaJ6SlGy/zKkslE0NDvHz7hAITcmHS3a032xvIH3HCSFQ6y+XTqwlI07MUtfSBjt47zFF8vzqes8SWc6yTrNxh7mXnGT3ZwbuI8hOe40pklfXNcTudSBjQvrO4QUHY4LM2yumXJsDyV2PuwupNjcjHIexbOMwxwcjB7Djg9ILsGVGumNPs4ZSTHCrLNNPiGMT3gFE36P5baBHjF785t2ShDlvP4ySsSYQ3QAIRQaVj4ATrhswfREJpztY5sZG6BuzWTQpxr7fjVuNr/T1OVnvNua4l21MHe52pUV96cV3t0l3X4+k9/ZIdk+XjGuqkXENNfp7dHOtVDVv02xxguX5Pdv3zOnMyJLawpH6syanRDYXjFQIFn5vLCiX9IJ8ae4R6QFyJR3olbD0hNIlPy9LMsJhaUl3gtOKST5CZOqECslYXhcdMxEhlEMAnP7G1s6+hLP5gWBzNlKcd5bB2N/GN8lE9xLKxcZemOEpfPGUfGiC6H5SUVEhb7/99o4sco+WwuywHD2zXINRbgI1YAiOnz1qUCCc4+ePvLVFd/SPnlEun1swXifza1zkaRzDJ+BDAMkdDKfs+5dWx+rjb3b8TZYuR/YNwZx9r7nPEC+Cb2zDtBhIiz+/sF4+PX+c3PH8es0kX5oAX5fdRNpJ4OTHD630LPNPL6yTz8wfrwsjdpzd1xjSt4Mnl+oRttfWN2j7KPcXnyb7OU1ufOLdQTa68qRZ8v0HVsjjK7cOfD6lTL58xGQNuNF+yrjljP3llbX1GpjyqtfYiXup28Ystu2L3Hrm/vrAdeMJcy+76i+s3ia3nHGA3PDEqlgbqMd9PeXe/Pn9FacZ/Ql2QXz47buWDrruqpNny5zKIs1+h+zQ4Af7Efgt8iHS43PqMfa1P//YPqOTwmB342UvnlOhC5PL7o4ndaRM2vOZ3z4fCyq7/YNr2ECyxwl2ZMnj1iWIrJBTBredub9cb2GVm3v97mP8ffuEGYPIKPErsvzPigZv7Xvtstx9f9aiCXLH8+tiwd6lm5risPgRP6xqg7HvBZvE54+tqJU5owvlhw+tGESy6EDcvKp+Qd11Ld1OH61v9G03mxlX3jOYxNT2Gbuf7XF4pQd5J/ct29wU6D9swoD3/YqPXqYtZ972krYFuBeC35CuMj6CcL4pl00bW4L8Bb98Y0NDQHll8s6WlkHzgLFPoC5Ty6SyIGvQGON6+ofTJe7+TcRTEeQf7rH5yrp6GVmQHetHYEGAC2ERy9hHPyBPtrV0DfJPWyeutcelnx8SDB8q5r3XHEQfnrFwop6IQcfXknjuuDHDU/jiKUlJSm76/P4y7Tv3iw/Cl2Y28pUdnLHFxMF2j8BlSvYUARaDBCA7I5m8DA51BbkS2bdAIdS3DwSncEGCgWT4Eli0T9Ilrw/Zy8mT5hJMJGnIxi43QnCYrF6uqRiRKbWt3bHxQTgyI9p2fkDjGBPlTEF4j/zLy+vj2mfaSOLRhLI8+b/n10tNlBtp3uhCOWhSqdzx4nrltMIOXzt6mtrwBw+u0AQSLxldlKOQc7OqCuS59+qkobVb9Zpeni917d2a3NAXXc8ooWs0U5mEr8rCLFlZ0yrbI+UjMjWY3A6khzWXkGhDa92EmNR76j5VSlp57xubpKIgR5M3WP88vHyLnsDMDDuBZfqQhB+SHwhme20GkKDB+owkBcpsbI84p0slIs3tDikimciUi1+QHDJ/UqlCdJAl3BlxgqcUhg7goKPX2rp2mVqeJ23RE9LuejU4DoRPNoTOPXHzprNJIXGY6AT0wZZG/vDcWr3qwIklMn9isTy3ul77NxT1oabO3lhGvdqMARXVz41bTVYzfnra/mNl5IgsxTLXE9YRp61AHPKe8KcX10tjf0SyNFEEdtZ+6evslnBvj5S3Ncj4hmo5PrdNTr/rcTni1bekZdUaqWjaKmVtDZK+HQ+FCNn/ZeXSP3qM5EwaLzJmjMi4cSJjx4pMnCj/3NAtt7+0WVr6RVr7QtIpaYpVDpknLsQafp+qAnl+TX3s5DjtOu2AcRo4f2xlra6LITM9aka5jitjG9pKH+MjvK/vPSZPuQPC6WnS0xtRSBp8iu/5OXFepfrQi2vq5MCJpbFsbMoDJSCc1hPHG8AzlY0WP8zwFL54SvZECUV4Ag9R3nzzzbi/KaK6ulp++MMfSm9vrzz99NOyO0pzc7Nm0Tc1NUlBQcFOr29TQ7tOZNc9EB/YMsIkv9fYojgSQoJEBDfI6DxpbpW8sKZO7lta7Xv/CXMr5dJ/LI195g6YG1G85XHFcWSjEHDagfZvHjdDPvWb5x3iufUNvgEOynljfYPe//r6BjlgYonMrir0CBw62O4cxf/6MdPkwaXVviSFpszFcyt9SfWWzK2UfcYWy/ceeCsWkCFAA2wGwX+/4JndTi97UEai9nIdZX35iKnyhdsHb1yY65BE+kC+R7DY2CKofvpl72j9BNhu8SDSM9dRzpqtbepTH//1cw70Q5Jlm7+ByYCUxd50MHLUjJFy4VHT5CcPxwf7bb/dd1xRnP8tjAb4r7pnMMmiqZN7Wbgk8g/tAzZGTpylsB4l+Zm6QWL7gl9bsbuOlbuWDQp0+90XWN7UMs0uJ9PWviaRDvjiG+sbZfHcUbK1tUsOnFASt/njbOgcIL944t244CW2B2f8u3cvHbTJgL2Xb27SBU1iHy6T+ZNLZPqoAtna3Ok5tyQzHt7Y0ChfPnxKbCwkGofcd8CEEjloYon88on34tpmsO95geiN9GvfBpVj2mLmBF4K2ICyNwXcmzUOvEhIfvv06qT6inv2n1CiZXttiHz5iIG2e40pv41IfODSE2bKTx95Wx71GGOUDcyO2cxTPoNT5uqYfHRFbVw99jhjI+FbxzsEz35jk40H+9/284BgszkpsKKmRW54fJVuWB4xvTxujNll3vHCOoWkMsSffn5oxpttC7Op6uULQI9d/9g7nnMQ338xeqrmN/9ZLZ8+aLzvc+fnj76j5N2VrqwXXqS+/fc344g6Db64+9qUpGRPWZdu2LBBM+rG8OItIi+++KLccccdMmvWLDnnnHNkd5VdvS434kcsSsCP+ZETKY+vrNWgkBL4uYKanIjZ0uJAS6UkJX5CGG5axQhNPHpoWbU88179IJiLRDFsAq2cGutRss0+SU9zgtVk3Lr9EtiT6qaOuACWCTAO5WXfnRnN35zsNFAsoehJzSOnl+t724PLquW+NzfHoOV4RpfmZWrwjnYSoG7t7JZWa+eKYPplJ87Sf7Nm4kQqAdzC7HRZMGWknDSvSgkieV9KRJIJYegnDxgnv37yvVgAkY2FriTILrFvXmZYplXky9q6Nm0D0ChpacCGOCdQIblcUd0s976+SQk0TakGtu7QaWWysb5dVm9r1wC0H7yJbVdsSEIFp8T94PPU5n0D9aVFA87AIxJsLsrJlMOmlSms4rJNTaq7DbHK/dSpGy0++hDER2cS9vCz/cYVy4LJpbHgKLjUrJuYB598p1bXZi1dPboZYFuXQC7PIM1kZ52XkSYn7lWlwV3uZ+MCf0Aof5Fy+4R0Y4C2UD6/uV4JOy1SUUPASTZ0V1+fhNM4jR/WgLDRt3xEdkw/dLDJKX/04Ar56ysbNQM9Pzusn4O5znqVHjlwbKG88E6N3PLgm1Jcu1HG1VdrNvn45q0ytnWrTOxokKK6LZLZFQzzmEj6cnKlY1SVbMgrkZXhItlSOFIaSyska+okeb6vQJrSsiQ9K0M+tWiyfHbRFJGMDJFwWJ2FtS7+DTEpPsn4AYYlEvWLBZNK5I9fWqD9ZdqF3Tllj18ojE9Rtmxq7IyzD3aw+5dgOydzOYHNSXc28I6bPUoOm1au/UPg/E8vbYgL1F989DS1s60j/r332CK9b2JZnvZrItgT42vJXJuSlLzf69JhBdF5sOjxF9et8+fPl1tuuUVmzJghu6Ps6sU6D1ygSwzcgJfce+Ei3UXlh8w6AwdAgIHFEMHFIIiCh756iGxq6NCMTI6+szvthlww4oY7uPfChbKhfgD7ev9xxZrlmQgWwXxv/wZuxYasocyJpXmKTc1OPg/9E37+dNJlesnfzlugD1TbngYWIBl9h1Mncv+Fi3SBws716Tc7WdN+9RgJKu+Biw+RE67/T0L93N/TXwbuwkv4nkU1D1Pw6+gH4BUS3YMPcB2+c8D4Ejnj1hcD/Y2HI4suFkNAfzh44d36UAdygz5n4Wp8mofvSTf49z3wOMhiyyZuuf+iRboAoK7TbnY2CP7vCwfK429vjflcorZ6QdxwL/168o2D70vULw9ctEjnwcXD6Et8GQihT97kbFrZsB4sjMaX5aqvt3b2aWaJMn+np8lza+tjECfjSnLlwWU1MaiUZMcAkEccYWQBeryHzRO1gf5ifN/75maFRDK2R8eg+/A1ghI8NuaOdu6bUJonvf28NIU1W6W1s0cyM9Ll+P/19wVbP/5NHwCFgl2ACcKGvIjhI8BzsOjjZYojhrxwdPf36wsLC8hE/uI5r5XlyYk3PO07D5gxxVjgRQf90AsoGjI41te36zwbZF8WsCz08zPTYzBKvGAytug3yl6zrU06evsUdoY21rZ06csIbcfG3M+imGcQL4L288VtR+Sxrx+mv0+68Wlt83GzK/TUwstR29rY+aYcMwbMCSY/PzTjjU0PNo8IQLE47+2N6AsRZQEzxYsemVVLfh48Z5lxwzOrEN6I9AEM/ImluXodL/h+8CdN7Q6EVApfPCUflHXpIYccosHyz33uc1JTUyPTp0+X2bNny6pVq+TCCy+UK664QnZHeT+C6Mf+7El5Z4t/VqlCueVmSnYUvi0RP0ZKUhIkFQVZcu6hk3UzfLiEtQSkyKTmeW7evb2yjcUP13sHwcgQKHUgH5yTXb8/+yD9/PO3vKDPVMaObgz0OwFVrikbkaUBZrKG3UKADsjQsA01IaIkfchn4NuJ8qAkEsgugTKlHL/6/NpkbMP7ALxGZFdjSLJ1Wfs4gWznqrrWrtgmhSFSLcrN1DUNbQerPDHV4/b1iSEELc3LisKRDNbNC54mqDzesZRTKz1N7e8OYhLg/OLtL+m6knWcX9luH7nmZCc5i8vdfewVKKUe25+A2nGgXpxsa8aA3Te2v6Cfux6ILKk/ra9XSjNEMmprZOy2TfJfUzNkVF21yNq10rF6rbS9u0ZKWhslbTtGSiQtTbblF0ttYbnUl1TIphGlsrVwpHz0o4tk9L6zgWyQVQ1dcsFfl0pvWrrk5efIlrZe2dbO+3SmvlN72cfY3rSNUxkQ4ique3SjhUkCotfj5ozyvAdOLGxalueMSXc9sf7t69cTG9g9FPUx3jGMjc+45UXZ2tIZw9gfbj+nJCW7qyS7Lh0WnMuaNWsGBdVHjhwp2dkDx7NSIrpLl5hgrl3xk9u6RLFff/WZ/TSoRDCEIGQi8jTq4JrygrASYnrhRBtxlwUxhEOS2acZh4YUJlGd5nsWK7eD5Z0bVqI7Exgz+L5kLDCRXvznV+V7p85Nqsygunlo57kI6RLpGnRNMnUiHFEDz7u+rcc3cJasLgiBwqHcp0SAFy6Sjq5eJXPlgckiggWbwVFGLwKuDe3dGjg0WNSJoPx4OeQ6/AD/I7vbCy/dBMFYIHLEUMlbwmDaRySUzvHNLO3vTl1sOjvTeZlh1ZWAYJAQ0KScIEEXcOabO3rlps/tL8+v3qbZOHbwuaEtmDTQtrON0QwZaqLrvYRsD/fLSrJjB8x1CBJtPYyN2cgga0ADoVnpOk4rC7M1k5rvXlpXr/0DUaa5N1G9BF4N3jfB1tfZ3JhVoUSpLJoJvGJbymYBhS6MaTJFWJyxQceS//G3t2gwOjczS6Gqmjv6pKIgrAssNxt7fP0OL8Feo4uiQc80JScOhSLqJ/gNfsBmIETDybYFn+uPMtOzUTciK0PJpdq6+jTT4rGVDjTWUTMqdBHe2QuHQVhC2aJkpUFC8Pqv5y2QutZuLctguzPnYXt8bummxrhNAd0ESUvTlxG0MgHn//vCQTKjskAz3+n7IGGha/qbl0dsw0sNpMyMbV7wGFOMVfyHsc7mhM1zATkmeI//WlEbCzSzmcXJBz3+3R/RkwPA9nA8m77lJYxnjvFJ5gPEwBRxOornxLGzKtQvmH/4gVjJ+CHl+mG9c82hU0fK53/nbNL9lg0QjjgXZDnHcyUk9W1OVk2QMM95cYkYoe2cBvALnEMu6saCfz9lkF4Bwf+UpMRPli1bJgceeKD++y9/+YvMmTNHnnnmGXnkkUfkvPPO222D6O+HGGJCP1HIhZ4+qSjMjiPvS+Ggp2Q4QuKJElpuRxSbdQbBS3xQy/FZ2+9oiCG3z7O2AS+ZdQTtMuSNmnkaXYcR2SNZgeQFkkX0ep/yeUfme0MSahMKIonWS7Z+6AAHS1B9QYJdSRRgHWPKZe2nZJQNBNUJlmfE9SP24Bp4xzL60vT7ZOtOGwbZqBcJJxApXroZ0tWky4u23yaN9CJ/hG8mqFQC6OmWj6yoaQ4kjXQLn9v+BBcbGeSIGQN238T8hbVtR5eMz+yVqnWbZdTWTTJi83oZ/USL/M+q1YpNPrJxq2T1DMzpRjiDmPQ5xPx8B2IFqBVOfvHvCRNEJk2S53ry5Yp/rZbiolyJhDOkOy1dqlt7Zc7Be8noGeV6+8amWqlPz1F7AOGSlRmR/jbghNJ87eMm3uTH9JsSrab3K7kqtjZBdPc9mslvjUl3PXH9GzEnFAYTtbLmR3iPoyOG288pScmeLsMKoj/55JPyyU9+UrKy4onXuru75c9//rN8/vOf31H67dHCCzHknkFC8PLHDzrQHm6YCTIFE5OnpcfIHP/4RScjwE/cZRE4O+2m5+IgKsBK912ducpR3LRIv2Y/e+GJn7xXlTS0dcnvv3CgknomU2ZQe7EVgb6gNgWVPZw6TdCOB0GiBXAyupig+FDu03664TlfnGuDw0zGcnu3E9QiG5TryCYNEmz6f8+vC8S+Nn4JfANHs9zwCUBJfOeEWXL1Pcvi4FgoB9xqFnZBQlY0x8YSXVPT0RPDnQfy5L8fHoDEGY7/D/dzIyzm3JtkiQklne9ZGHJSw2BK2zY+YHyxBphvcGH8m35/a3OTXmsWUcnUa3yCvvrYvqN98cYpGwx75oFbn14zaEzTnwTdORr50f3GxnwEOA+gM7zEtO0Xj6+S0w8aL//9yNvaLj/8+ET9aPv3yfOqpKe/T/768gb1zeseGOCOGIAMeVd+8vA7sfsN9IhtP7/+JZPChiZCX0Oga5dv2wlIljMWTogbn5CgspCE2JIMjyDBN8AjPzvK2WBs/8VFkzTwz4bFIP4HF88Fzx7aR39iF2Nztw3stoEHWVmQHfNJ41M23v0gnoepZXLtR+boNQg+/fvn1vrOJwU5Yb2Wn8kj8+S7HjwJ154yRwPcBJa9JBHhqXt+RbA9JMZgvRuxseDfL9ld9UrJnic9PT2xNfmjjz4qJ598sv6bk6HALaZkQAjYJcpE57RPTWOHrr+MpCDQUzIcYS0BF9L2iMGONlAZXs4Y5J/D9V33fSRLkPyAkCTzyroGR78oASX5HATVTJyf98P29F4nU9ZD2IhHOFFdmp+pCQLczUk7yvcj4vTSjysJdjN2O3uSy0JHeLeL8pbr5j+JCqZc6mcdCMFnR0+vZnrb74IELg3eeEaak+iTrK2HG0BHHHSbiGzRd1MKIhBLRNNuV2RI5bH1QBIHbcFnDSzIs+9u1YQONvixh2LiBxRNwLs/5PiAyZIGdoWyWVcaYkrq+MNz61R3oFhqWzpj8C7ENkhU4jSnnWTV39sr4e4uqWjeJntXb5XRddUytrFGZv27XdI3bpD7Nm6Q0rbBHEJDkb5QmmzJL1HSzpqCMs0o31ZaKZ/4xKHSPWGibE7PlYqyApk6pkTeruuUza09UlXsnIB8b029NORulYaekBSFw9LV3a8nmtzksNgDyF/sqVBFEdF3C8aDsykS0SQ3+oAAtJt40/St+lB/n/RFX0Wxtd89Bjtey/cgYDXXG6JRYuVcT4JmbtYAwS0xEcrivZwr0AW9IX91k7h6EZDuSTAuu6teKdmDg+hnnXWWHH/88VJe7uyqGWlpadHvUkF0RzjCD+lJEMHc0o1NsUAgWah2QIksxtGF2YFkeQR3jTy3ui4pcjlzL9fboi/ykYgGV/j+PwHlmPsNjrn7WvS99t635JvHT9dACfi7iUgpCQS5yf9sfbEVGNR2OdxXlcBGyZDyBREIkgFK0CqZNiDB+pRJU0f3oDYEEeS5++kZy19MsOryJTP1oYb9sJG5Dpv59aWxqbted/nGL2m/O+CJgIvsJpO0y/nukpmBpJjPRtsXZAOCetSNLgikrO5rg/zfi1jSCGPUi0AxiKyRsWv6Jdm+NL640Bo79Bs47baNFcPOAxPc/G364eyFE2N1JSJqNL5JX7kDl+6yyQgngO41ppET51bKx/Ybq/j8xkewEfwIXnb08x/3fDfUeUznmPuWy1eOnKLtcpelurmCzQjlsu607edVD3qQOW7ayHUsKNlsCCqf9oNUau7jHngQwOH+ySf20pMAQfU+66rXtBUoFMry8g3H5k6db25o1Iz+//rLG7LXuMGbXnE2sNqmfTuvSi4/cZbybJi5lfELxqoXTj3PjMv/uUzv2dTYMQiT3eiOUA649VzLS5KXH6LX5Xcv0w2B029+wdM+PPP8/MNNJGoyvd2BagRMdPoECJr3I/N7d9UrJXumAN3y61//WpYsWSL/+te/5Nprr9XPN2/eLKWlpe+3eruVPPK1w3wx0Q2Z4Zq6tu0mEkxJShBOk9U0bx9+Ps9rAqbvt2i4NhrTJEj2y3+/G/tb43nRPxhHZLA2dfboKWLzmTvozd8G95rgnsH8/t4DK/TfQScc3dLVF5Gujt5ByVbJtonTrpzgA4pmBKcvQyEti0AgJ65rt3R6JlPxEetmMOnBSx+K0EYSIwyW/FDFPoVKsoYtQz35wOXt3f3SLv16gpxTjl5Y9IlO5ETj+yq8u9350gbFUDfcEiR4QET6rX+8qafpsb3ZdGEzoygrTQ4rz5TaNatk5JYNMrZhi4xtqpHRTbUyunmrVLZsk6y+4JOkiaQlK1e2FpVL5oRxMmbedM0q/3dPvvxuk8g72SXSnpEtPWnpStrZH86QY2ZVyL8mleqpys6eRsnOqJHZVQUx0lW1fSikvAUkhdEmkqE4lf3Vo6fFBWDBe6fdbtsCz8KJd7VxSOSHD67QpCWD625IQFkDE8gGeujtmlYlJjb9cuuza+Sfr28adA8ksMxDoahP80MA/5iZ5THdDLknWPTGreiXho4e5b4z13EqFVLWpvaeGIwQHALwF9g6Mm78iERt4R3FsasT1De6v9+yu+qVkt1HkkuddQm7zAxEt2zcuFExZFLiCMe7ILsge5OXf3cQ7pqPzJbr7l8R+4wj8HZQgcHL7heke4Pun1Km5Gm8hNvXOwHwskHXMvD53tR9VnSicwuBMxYwkBi667SzVamb+7ke7HYvIbCDn9AmruXe4DJnSWVhjuc11Iet3OXwN/d42nhKmVx7ylwt2217bGraz2/ud9uN8q7+yGzp7O4PbINtX37IsCSr07vPZmm2qLsN/L3I43r606uf0Ad/if17XLEGprCFfT02oy/dZS+ybOoldvnGL93+acTvc1NObXO3ZpcGtS/IP7gGnzQ6+NUX8/8oK7tdD/7u51v7TyzRfnF/pz7pMQ4o75qTHf/38ke/vkQHyjS+wtiZM6ZQr7VtXF6QHWhPcy02MXUlGl/GJxL1Fd+ziP5PwDXox3E920eQa+9foePFrcPBk5yAsbvuhP3oMR7ttiDoib5eZSVqq7FfUD3uNhK4Nc++ZGxp7uGlgeAoG12HTxup88NQ6kWYZ4N8A1tgawgyyeZi/k1WR/M3cwjkwASjzdy615girdu33lXb9B7q9gpsm7LnjimUa+97S68dFVAeZRTmZKoOXvb52ysbPMelIQd1B57JaHcHqo3QJ34Z7ztbdle9UrJnyo9+9CO56aab5PDDD5dPfepTstdee+nn99xzTwzmJSWO7H31w76mIDH2gImlsqq2LRrQG/guATpeSlKyR0loO78n0GYCqobcUAOh0VOunLwjcEpCGVwyo4tzFLf8gAnFsnh2RRRKkCzWUCwY4QRUIxLpjwwpgL69ouSt2RmSnRGWi46aIneee7Dcec4C+fHH5+m6g/kgKCjNd8mQmMbVGbVVfmZY30GxSXb0BCCfmyT8kMF7z0qPZcwnU64R5rBowr/kZabJeYdOkguOmCwFWf55lGwG+JG5mr52B5DsA7FAUXIN/c9miunLUSOypCg7LKs3N0rhpnVy6HuvyGdfvU8ue+y38qu7vif33Hqx/OvHp8vPvnK0/PG3X5X/vfd/5BtP/5+ctvRRWbj+TZnQWJ1UAB288erCcnlz/Gy5Z8ah8qsDPyaXH3u+fPa0a+TQL90sH7/0T/Klr/xCPnfSd+Ttq/9b5LvflcOv/qp897ovyCdOOlDCRUWSVzhCKkcWKE756xualDAzEoMg7Fe4ROAvOWEJOWxzlIss5PKnBZPL4jKbb3pytWaBB9mWMiibH9bi3Icfgi+OT/L7+tP3VfJeTnY6MEtkl/epbvY9YMKT2U92OKcNDP59UU5YNwG4zggko0Clmmefef7RfnOdErV+dJ76JD/EPPKzM7RO7rd15F0uSCiT+4xd+W10fz9ld9UrJXtwJvo+++yjAQR+jjrqKAnDGByVvr4+xUonQz0ljjS09sh//fUN+dVn99Uj72BGsStLluB/Vm2VupauONxpN64x353/x1flK0dMlitOnKU4bbBhsyAhM/DTEK5YL9pcz5F54BDOXDghRgQ3ClzH5i753RkH6GTPcZ9P/cafIJMJubmzWwOzX1g0SXGxIILjPnYeyfrkqJ25PwiP2eBhG93YybPLDHNsqrlTy2zp6NG2QU7BsTmCY2BzcU1jFD8aMeWQScpuLA8NHkjfPn6mLr64Dhzkp9/dJo3tXXLpCTPlG8dMV2xz2gb2Lg8QMv2MjV5cWy/7TSiO2Y0F4CNvbVE8TIPJZ7eBus29kP3UNHUqTvJ4SO04fhYRuerk2bE+N/pgN/rMXU44GtD71vEz9KgckBUsMD/z2xd8+8m2O8fkeOp+5Y5X467n35AREsQGJ5psCWxMtkhj+4BNvQQ/BS88L4pDnwhb3k+wO/AU16FDd5/ugAPJkCYh+cRNz3n2q90HfI5tE9Vl+gcc668e3aeLNvqbo4kf/dWzeo2778i2Xb21Tb/D393ffea3z8vpB46T7yyeKS1dvbF+JJvYS28WPOj9vVPmSmt3r45X7MiRcLIS8HMDoaHt6emX/zltb1kPidEQMf6zMtJJPYlmG4QU2xr/YQHFWMXutCGuviQx2xNdAy61+3rqANOa8QvMjZnrDKSVu2y/utzzmGKAdw1uixE/3olEbWFcMz+758tENjP1DcWWjDuE7JNJI/PVLy87caYeYU623mT6BgzyyqIczWQfqo7mb+Ys5kbmqbYusmX6EpbDPWRqBAlHU2kb1zJOggR7oQPZ7Rwjtp8/k8tHxMblZSfMjL6kOxjnXpnbYI0H17V9GU3Dld1Vr5TsmULwfNu2bUqIVFw8wAkA2WheXt77qtvuJk0BmapMTQ5+dUQzSyORkPQlmK9SkpI9UUxAdnuw2m0hAG7K5B2L4KkhGeRdLTsjomveLx8+Ra9/5r26AdzrdAcahQ/QB7gLMsJ3pRjsZ3DV7ezcNx59R+eDRBnYQzWjgzkdUfz4/cYX6w824X0hI5zmwKJo0qJDXEoCY2tXR+J6QiJhsvijmxyUxU0EUAmQHjTJSUD4/XPrNBA+HDPTZ+nhkPanwrak0fcDpdH/hV1tMr5uo8x5b5uU1GxQ2JXJ7dukomGLjGzaKpl9Qzsx4JbmrFwl8NyQXypN5VXSMHK0VJdWyhsZJbK5qEJGjiyUmvY+2dzuZInz/kYcBSkPZ2kmt2J2N3XK9CgHkIMNXiJ3vrQxhu3dnx2JYeKXlUTxxTOi+OIuDH0H2sTBEife4saX598GU9xPDAyO4pG7MOrND/LEytoYeS+QuekeGOZcy0kH4h75WcANhYRXR67j/cxLP/wvLWovGkZ2PUmh9nWUmZGeHrMRY9vgnx8xYyC7PZG4cdt3Fxz13VWvlOzBQfRTTjlFf7/++uty3HHHST7kClHJzMyUCRMmyMc+9rEdr+UeKuDSQh746IraOII+HpoQ3OXnONitTIBk0JF1fuc58/U+HkC1TZ3S1devD6sNDR0yozxfA0oEIs667WXPOp1AVrdiBhu554KF+lijbsol4BsUPG0FUzc7PIjw0JDF7TuuWHV2Y+d6iY2H7UWiCGY3wSzKzM8Oa9DYbAzcduYB8tSqBr2G554hEzQkdZQBMR4PJPTqb+2SNzc26oJjTlWhTKsYIVkZYfnn65vlzy+u16CLacMEgt3RoBNBsbmji7TsC6NBLLCOqYO6W7sG2udFaPfgxYfIuNJcXUDSrwT/R+SENWD2sV8NYJkjlOtXDgKBKA9P+o9rg/rJtjttcmOPGxvnZIZlS1OXBsN4wLPpgM3BBQ0Sg/1sdB4udjjfc1yTH9sv3e1z28T0gSmD9tCnXb19Gty3SQvtcni40xc9vb368DOYi342N+3zIyrkc/zG1v2oC8tj5JuHTyuTguxMHav0OSug97a1ypX/XC6/+My+UtMMCWxIScpO2btKM5G5l0AiJK3AOhTkhpWQcWxJTkJiKNrttCfenowXk32cB3mmx2khY0d7PBs7MkbGguuXIM2FMtgEoRw2DLCfKackLyuGqcgcsabOwadk7NpzhinHT5x5JV0XecyHn7z5+UB9vIR6/UguKR9bszmDfxgCUK/x5i4/WS4F+3vGJrrQFoRgL/Oc3X9xumemy4yKEXLfhYt0I5L7KY/5xXzv1YfM8QTQyTpJRkdsYI+lvMywBqTRzwSk36tt1WPbQ8Uhdws+Ya61cYa9hOePsZEhIvUal6fuPVo3pgw55+ptbYPIOckG8rMXfZ6M7jtD0CtI3i+9UrJnypFHHin/+Mc/4gLoSElJia7dH3/88fdNt91NyJ5r9AmkZ4ZDevrmvjerdc1uMjgRHqk7mrgxJSl5v4Q1op4s9wsAD5FJl5ibjSXe0emQhur7WSQyCCPZC/faZPHu6gC6wW/3wnAG65l2oGeiMoYyPRALQMBb98ObNkJAkwQrXdbHQ5976mEn8VOW9nXU5nZdJtFtqKLEnj09MqaxVibWb9YM8QlNNVLVUCNjmmtlTMs2KWpvHlbZsTrCYekZVSUr0wtkc2G5vJdXJuuLKmRt4SjZWFQpzXkFkpOXI3XdESkbkaUZ4/gY60uCxrX9IUnPDot0OISYttV4T/TD7HZjiRtMfJL0zGf4ivFtG0Ofz3hu0E9e/sS/g+xuTnI4OPJO+X644jaGOfX51Ru7TrPfI8JrhF/Z/Nsel5wIcfuon42SxT9PZOvhlLOjZXfVKyV7cBD9yiuv1N8EyyEWzc72hvFIyUAg4NYzD5AbH1/lSdBHkOej+1TJuYdNGYQlq3AbJ86W6x99W047YJxMLM2Vzr5+ufKe5UldFDGUAAEAAElEQVRjc5u/yeYl4AAm8zWnzJH6Vn9MXqAwCHYt29TklLW+MUb+ZwcZKYvP//zCOl+sae5n186NX2sTCrrL/OMX52uW4bwxhVKUl6kBIS+SOjBjIV/78UMr48oGIuHLR0zW4JQJiC2Klvujh1bEgu9ehIambMgdDcY0O4+0LwjnmuN3BErd+Mg/OHXuIIzoRNjVDy+vURxi7lu6qckTY9rdz46enXofBIBkoyNeNjaEgmTgElRKBnvaYIP76R6EHW5sSCyvx5XukiyONzZYWdOswdqr7lkWV49NWohwzdX3LHf5RKl+bvuE/Z3BkU92TNHWju5exW3++8sbZPGcSrnchQl/1IyRSqgLvrNbXzLHP3/Li0o6yb///soG+a/jZiimOH1FsDUIH57xSfm2Tvh00HgxGc7LNjc5mxNPvBt3HYSjbEhhu73GFQdyIuBrvORQjtf4w69apVd+4iKzdPdDIi6AB5ZVx+wRhHWPPptc/ZfIHn96YZ08vNyZF019tp38+j5ZLgX7Osom42jF5ibJ3H9s7Br6kfnWDemB7mw6wDPwH5dtLz1hhhK/gknvNbaPmVmhG5H0gY3B72djtw0+ts9oPQFjC3pyUsevHBuHnH8DReJnD3Mt2IxBPAnFUR241q9MU1Yick6uwZ43PL5qkC+YzZ33Q5JpW0pSkqz8+9//lu7uwRBAnZ2d8p///CdlSEtev/I4X0z0SxfP1DXSi2vqosf1nXVLWjQwGIn+nYqlp2S4Yva2kzhcNoAvHiaIOzSM8ITlRiIaMAunp2ng1i47I40Tu052uFemumapRiJxwVoHJiJNA3kkcxFcBHOZZ/+G+nZNJjlu9ijFZ4ZEcr9xxfLUqq2xNReY5IwxgqAE8DSv2VW3k1Wb3Mm8oQjVcGr3wAklqh/rCk65UR+y95hCbYdf1r4DfRGSbo8L/LK9uZREh8OmlcWyW0/dp0pue3ZtFEolopt6SnLcBB57RKZV5Mumxs7Y6UYv0Uz+UEgmlmZLrZ4oxL4Ryc1Ik/MPm6zXQBi677hC+c+7vYPKwr40Oy0tTTJbm50gecNmGd9YrdjkY8Emb6qVUS11ktm/fdnkDdkjpLqgTDaPKJONhRWyvrBCqkuqpGLfWXLEMfvLqIpieWV9k9zyzFqpb+9WeFWDoM5J9azcTDlmioNNzrsm/nP0jArp7e+Xx1bW6kYFfkVWcZ/JzE8PKVkmmduf2G/MoMxigw0O7AoZ6Hjc3mMLFU7xufeAKIXMtV/jMuD9ExDX/icdP8KYcU5S4D8f3Xd0LGvckFMaTPHG9vjkFE4+ccKYhDdOIYSjySd+uOJGz1+wro1urJCYhc/a95jrSBqhfGxBuV5l8+/zDpusuOiGq4DElPMOmzToumTxz4PIOfn7xHmV8tdXNmqfkEyZDI76zpahtC8lH14JRdiG/pAIx1zBbG9qapKCAufozs4UmJcJ9voFoyBxA0f2O3cv9Q1yEGS77Zm18p0lMxS/muv8gsAmQGoCQSZgZweGuOZbx8+MkWXGBbmmlsklx0+Xn/3rHXl+db3WQYDKi1BuoKwZmhF74+PvxQV7Td0m2H3bM2tiAROCYgS3/Mrke3Zq3QE6u2ygMyA29AtgsdHgDjDtHf0sUf2QAP78sVXyxUWT5II/vSo/+fheOoEOshfY2KfMltfWNcjfX9s0qDwNhp2xv/ziiXdjPsBnBBJ/+YS3vexg8Mb6dhlTkjuoXvva/cYVyZePmKrZ9H94fq0cPbMiRizq10ZjHx4O9LHdN15+RMCWDR1IHD910PhBfsf3ly2ZpQSDbj0vOGKqLqzJpOW42W+fXh0X6ExkCwLNlMFi/obHVvmOJdrDJsKDS6t9SFTLZPHcUfKdu5bFtZOHJBkL2O7THm1z24K/gWbiBeI7dy11MN09/DDIx2z/9PLloE0e7EIA+IqTZsvV9y6Xx1dujdVHEP7pBPX95OPz5J7XNw2yka0v9bNBcOvTawf1C1wCpSMyZemGRrnrtcHlIN8/dY48sLTaJ+g90A+mnYn8L+g67FDd2CF/eG6tnG71XzJj/PSb4yGt7DnCSw/mR44hf+H2l2J6JfJf8L/R8Wf/elthSCD9NISRZE+vqGnR4G785ptjPz9fBybqqnsGE3g69i3VTRA9rfPpfeSO59fL6QeNS+jX9ufAC9k8FzwD1mxr1Rczrznwex+dK+Oip1pYKDPn24FhY487X1wv13xkjsLNIOvr2nQMufv0+6fOlXGlA/ATXmUa/HP64II/veaJLc412BqBh8JrM5I+vfF9JPAMapuxU0o+2LK969I333R4cfbee2/NNifz3IZZfOihhxQrfe3atbI7yq5elxvxC6JfedKsGHnYwT94VDY3xZM5Elzk+P6H5sUpJbtUYpnYrmzjhZOd9c69b2zWgNw7tS0a9DYBT2LKw/FJgrRfWDhRDpxYqnCTwIxxSuqWp1fLxkbvBKlEgv68M52xYIIGHglGNrR3aQYsgUsyo51ArwMpwbplweSRsrmxXe56bbNsa+303GCYUZEv+44vlnvfrB4U+M0OhxSm5LBp5fLy2npNHjPQHW4B6oSv/MLwatP0kKNjNABOe3LC6TJ7dIG8tblZtg6Rs8SQZiJutQzBI/oTvARuylwyIius8Bv17QPtJWDL5gfRmwmleQp3p/Aa4TRtO2s6qsrMSI/bHCHIP7UiT2qau5xTs2CXh0U+Utwr8zq2SvHmddLzzruStWGdVDVtkcrGWins3D5y5Z70sNSMKJVNI0bK5qJy2TiiXDYUV8ra4kqpLh0j3QUj5IApFZKXmyn/eGWj2LDyzLXA0fKeBtb27c+u0UQzg6PPhswZBzuBTQK1fE/gHPhHDRSnhSQvO6yBclABHlpW4wSbQw4RJqdd2ejxIoxkzQwGel1rd8yP6Kf5E4u1bDDC2dRwE+VyspUAexSZSDdJsqLQJzY5JfqykfHI8upYWWx8EE8xG1Pcf/DkEvnjlxb42ve8P7ysvo6KXM87x/c/Oi8wmG02h7yC2va1bCRT6oEWqahfmX5lJSLnNN/TZ9iXvvrW4pmyu0ii9qXkgynJrkuHFURnYf6zn/1M/vKXv8j69esHZb/U19fL7ii7erG+orpZFl/vnwFEAIYX5RMCrrn3woVy0g3PyAMXHxJ3nft4OqQtDPRwWpruzrLA8IMoIPtu6aZGOWJ6uf5tMLshqGAH9ISfPx2r4/dnHygf/3U8JIktwA08tnKLPsznji7UBREPbbtuo+sJcytlXV2bBlyWROvwEuBRkCDbPXDRIXLCz4Nt64ZKMJ95feeunx3hh5bXyEETS/XhVpKfqbvR2IddfU4Z8BDf3NCpeHZBsAzA6YADTGYBeORbmjr12BnHqdbWtcXwkO2+4r5/fPlg+egvn431M/AfI/Oz9OFX3dQpVUXZuuvMJgeLVANDA84bizX8JpF9TN8smVupGLwszFi0kSna2NajsDQsNHp6++T+ZTWy/7hiKQTLPj0kDe09enwMWISDxpfIC+vqLbicPF2cG93+8IUD9QHa3RtRKAV8RKFFstIVD3zkiGzd8bfbh08au4BzHuQzjBOOqgX56t/OW6BHsoBJgPSGOlhUAsNSWZitC3v6JDOcrpAkTI3FuZkawG/u6FMIE3akq4qyBBqk46//T2x8+tk3kf2N7u4y7PHtNaYYd/insTewHEH9ff+Fi9R3WTCidyJ9DVSNwlD1R9QnyAxyfKNXsQ+P/1/v8ZfM+EJoE2OJjBGOmlIncCRkR7vnLXsOARebbAX6p6mtR7Iy0zR7emN9R8w3+e/EG/z9hTnw7Nte8oRTamjvlpLcTPXDnr4+qWtz/Jysk3ve3KxQUQbHnMx+M/cpiVBmmo5JFt74Nv5CljRQI8Yuj339MJlcnq8wKSfd+HTcPE6ZkHkGzW3oeFJA2+yxTR/yomGErBnahu/4wdc8dPEhMiOKD4msrG5WTgGyZ9zPDPgBFs8ZJdNHDVxvoFX0CGyU8Cg9+nxxB6s5BQJXABkvzKlkoHsRVZsymaNs/HNseNRPn/S1BbZGEl1Df7xf4te2lHw4ZHvXpWQLGugur+V8Tk6O3HDDDXL22WfL7ijvRxD9sJ88LuvqzBH/eCFA9cDFh8oz726Ta+57a5fok5KUGDEBdK/Pf/WZ/WRCWZ6cccuLsrWlMxaU3d6kbJ7Nd3xpfixIxNpge3xfyQhDDnEhwUNCjWSmkxVst82QFrL+v/rk2XLd/W9Je1ev1LkydO0gNOssAv1uG2Ef3n3g5LnsrqXKpbK9ErJJNEPYKUvbQEB2OBsWfnAvA20L61ooGYz6ioIsDdhyLwSOyBdvf0nLZx25tq7dCfJGREZ0tcnEuk2aTT6uqUbGNdbIuKYt0WzybZLR7w8bmow05hbItpIK2VRQLjXFo+Tw4w+SnvET5JtvtMvG/FLZ0i3SG3E2JbxsyvMLHjQvrorSPAdPH3JM/MNg7LO+NG03QXTaT4C4ro33NweyxJys5J2AdwO1zbY2NTiwroYI1JSDmLKANMFvjaSZHHifzRBbWB/zPCYgTjuJ0bjrMvWYPoOfK+Iz7o+bM7CON/Lwshr5MifPIxFtG+8pKPfLT+/ref2uFrt9QX3m931KUrK7r0uHBOdi5Oqrr5bf/va38o1vfEO++93vymWXXaZZLnfffbdcccUV26P3B0rMTq+fMKFCphkkEBP+/fyDJSs9Tf7vCwcquQhH3SBnfH1jg0J+zBtTpMeJCD7wHQ+RoCAWgY2p5SP0xd3GCAbOwbyDmaCVTsoBwu4hZRmMWYJJ5/7hlfg2RLGoybA7//9eVQxeL51MMAm7EWwmm9Qv0EMmfZB4HfUznyU6BogtefAeMKFEH+7PvrtNbn7KCVIbMW0gODSqIFsDtAbznsf1429viQW2OYZ3TtQmv/7sfnLmbS9peyE05MFpcOZlkbN45R5+8A03ju8z722LBe3wDYLA9nsz10Hg57apGwfYEPvZfUM2S0FWhuKlE9Ahexyyyt5IRBq6nOu8ytRyevu0XPMdD8OC7HQNON746X2d4Hk4JM++t1WOnFGuwfr19e0yrjhXFyL4Eb7hJ/h7kGyo934htgUyUDDe8fMgPGr61sDduG0PbvjtZx+oC33HVwY2iexryQwx+N+JvjckneY6fIEFGD7IeGZDh2ClPRYMnh79D7Gtc8RxQNx1IowpvznJi9QYCCoDQ4VNsB2bGfhbflZIx6fhGrB1DsLxN7pva+uSMUU58u93tsbaRR31bd7Y9MZPD5pYovMbgW57zqE/0c/uwyDxIyMlsM+GVyTHmb8JOrOJRD284PzsXwOwXG75y7kL5JM3+RM2GxsbwkheBL1w+v/8pfmBuifCsOQl809fmq+4v2QmQcrc0uUEvYERwjZ++P+OXq6jvSHRzVTFW3Q+kRfW1MXmt4VTyjSYrRlsUTxyA0XCPM0ziz4Drzw/q0s3J5h/eBllHBEwnl6RHxg4tjHah0rOmeh99P0m8PRrW0p27SaG7b97Un+sWbNGX9YnTZokL774oowcOTKOq6i8vFzS053ndEocqQ7IsGXJS0IK5KIpSckuF9cDywQdWXetqGnW56chJgSGBdiH7QUXcpMG7gjfR2/WBxnpEX2XQH+C5nbgkSAnWOjUT9vIVuUzL+FjmkoyiF/qH2s3yuEdZkeI4UBAb1Y/EDbyrIgMEwPd79qBtg2sw73Ktj9jDUsyFoka1dtaJKt6o+y9/AWZ2b5FyrZslOItG2V0Y62Mbq5Vgs/tke5whtSOKJN1mk1eIZuKR8mGogp5t6BSakaOlpFjR0koPV2D9uhT/vF5et+7697UpL7+bhKWnA0U01bbpo0dPdLps24mOxu/MP7hR/RoiCCpD0uFo+SZvGMb2BR4wFjjG1uSIORFGGnKMps8MV3MiY+IQ6QaFETXEyVpkFI7F3nVZZNX8g4cNO69guJ8bgiw00JpEk7vV/glv+t3N3LOFHlnSvZ0GVYQ/Y9//KP85je/kSVLlshVV10ln/rUp2Ty5Mkyb948ef755+Wiiy7a8ZrugWJI5PyEyX1EgmvIZiTD1ByJP+2m5xTiAmym+RNLNBjixlv/9uIZgWWysDEBJxsz2TxcbDgJgnDJkE+ask6eVxVHHmiLH9mdH0a6G895KKRrXoR65jMT+PUTXqb/97F3LMiUYoVGABLAJkUkgFlVnCPX3rs8DnrBYN7PG12k+ORkM9/02f2kp79fg+6mvT995O1B99n43iyQbEznAfiI+D4HUsHoZ9qIbkE2rSzMiusnfpMBa0ML2fUB/RDUTyfvVaV47MC1BOHOA5+APc92YdZ/K4HPkgUeJIkIFO1r8NkgHwB/0K+dYOv/5KEVCmuDFOT44fuXxWH3+31PXxuSTr868cO3NjfFjQVeSviMo3v//fBK7Z+Y/gFlXXnibM/xmSxJJoFls/kAjjr2gM/BrofNoUTjy2yY2D6fTB+SRf2Jm56L6W/mnI2N8ZsoQyH9tIVyGaM/fMiBzjKyMIoX7je3IZxkcM8TXnWaucuLWFKx3F0EwUMdC2TDm2C+4dY4/4/Py/Wn75PU/FeQM7AsYJF73X1vBc5vPb39cZnejPGvHDFFLrjjVYe34mE3Nv5g3gobw3xXk3OmCDw/vJIIT39PkPHjnWdR/65m4tuDpbIoOzATnb6v9DgRk5KU7GyJ+PzN70eW1Wj2JhvQxOb6rKDr9oi+yxTlxKALdoTvE9wDN4PgGVjHSkTpapwhE81MS9MTupz8Y8PdSww8Bif9SC5xB9L5m7XI0+9s9TyRM7w22HWTTe9kysbq3CG1DNhFM50j3mUXdLbKuIZqmQg2eUO1TGmpkdENZJNvkVFX1klaf5/4g34klrbCEukYVSWvpxdLTUmFbCsfI69klMi64tESGjNGWvtFT2WyscAKMpr0rAlBjV19khWOaDCcZA3z7LRJLw2XvG3TtFBETxDT/71pTgDYLQSXKRP/IIhNgpYGxl11GSJIyFfpf8Ulx/e6ejX2QCa6udfYl/u9CCNNWWSi28Ij1pwaSHT6Q/3dirJTV01Th0LRvLDaWQ/j64a80v1OEtuoCTnEtl7C5+hDklpayNlcInBvrveDIvGDdUkWwmVHkXOmyDtTsqdD6QwriF5TUyNz587Vf+fn52u6O3LiiSfK5ZdfvmM13IOFzM8gYkiwZjniE0Swxq4dYoIQZJcSsGK6XTy3chBuLtct3djkSwzI5/YCw5R7+ZKZMSK87y6ZGQt+DoXElGvAzTY6Dm5vlyfZHde7g61ebbbb0NTRnbRe5h7zGe1PRKg5uO5I7N+GjJLMf3cA3dYbiBTsSlbHpJF5ctPjaxRzmc8StXd0YbZc4cIY1/pdmMSI418R7TdDksnmh18dPHTJIjbtoc1kELvJbe36wFm2/cJd5rX3vqVY14n6lGAFi2u7T+mHE9Rng8ZKABmuD7mkV7+6CR+9fIAg5A2PD7az8W/60JTFwtCzne9u0yOsYBvf4vN9f7TPaFsin2Ac8j12e2N9g26uzKoq1Czup6P9Y9oeNJ7Qn7outbDhkyGHddsOoX63zyDPra5LirDWbh868zm49kH9zFiyfce0iU0Ee85LRKjpnh9M+cwNfra74p7lcvmJs+TSfyz1bNezq+u0b/zmP5tY049YUu2wviGBrzvzqB9mOvO/0eHpqH3wQ9MvQfMfn5vANBm63/rbmwnnN9rtNcYT+b5tJ2zAhpPBi9/R5JwpAs+UuEX92xVA3x5f3B1k1apV8sQTT0htbe2goHrqlOiAPPnNI30x0Y+ZVSHPvrdNoej8CAFTkpKdJUGB2bdqWvRnRwuwehf/+VX9bbCL8zPTpNV1wjFZMbHQjt5+/bEzqJWcN+JkJRsYi9buXrnz5Q0JYUyArJg/qUQxoN3CrdT18vrEWfSciiUzOFkYHKOXO1t4OOKXvR7u65WRDVsVckVJPBsg8dwi41tqFZu8YDuzyTvTM6S6YKRsLBgpmworZF3RKFlXVClrS6r0d1tWrmaJ6+mGfofU1WCBh1qdU1rlIzKltqVbeq0NR05sP7+6TjZbJJTMnyT/GGJGCCw7I86pWlO2wZkHTpPorx9hrsnO//NLG/R6J0AeiauLABs/s6sKlAzaFAUEZWNHbwxvHl041azJi5GI/tuLMNImlWztAobU0SGUFpLp5Xmypq5dx4mX5ER17OodwEsn5LJma1vsWfLrp1bL755eo3jv6AwpKrpwehQfs/2SIPfmJu8NXz53iHgHCH5nludpFrofFrn5HJgaYFv5juQk9KAfbTLRi4+aOggrfkeSc6bIO1PiJ4mw9PfoIPqYMWOkurpaxo0bpxnojzzyiOy7777y0ksvSVZW1o7Xcg+Vtu5eufojs+XKfxJojSdagyyR41i9kf4YUZwXad6nf/N87DMNkEWdiMCGnX1qCwSkd395oVztCnBR7+UnzZbNUbgPu9zLl8ySa3/1rP5957nzYwSMhnzSXOdHhGkEvc47fIpnNi0vrHd8cb5meZrBoIH6sUW+8AJ2mxECrZefNEvtQraYWy8ny9Eh/7Prv/ojcxRPzWRdYLtIgjZ52ZvyCUCTQckxNK9Aln0vx5jICsWm9O+r6xv13+4gpn0f5IVgFLqvCbITenx78UyFLKH/f3vG/p5BOAQ9zl40ScszbQb32329XR9+YPvF4Pq3yZkLJySlq7tPEXQG59s9Vkx/XvgnJ6vV3B83lo6cqljK/3ow3q/sa/j8jhfWxfUvfg1cjx1E4dr8rIxA21HGhX96Te8HUifo2ksXz/T9ns85NUKm/8VHTwv0CeyFPfGNj+4zWvG+CfLY/WPGaSI/uWTxjEEbFmS1X3XyHCUrddvDy3ZB9RhdyPwIIs91tw+bcpoB8lLzuRH0PWvRBM3yNmSRdpvIfD5rEX3v1Dmgg9MPtg7Mqz98cEVcGfbc6Ndf2OWyJTMH2c5N4Hy+z/wHsSaBZROY4zc+bRNLYlPjW24b6EmCk2crISrzqNf8bvSwbUT7OelhbAJEk9/8x+cG6oZjy16bWu757dr7V/j6dpDvu+cAbECdQwlcetnQJuc0ZSVzTUo+XKL+7bH5MlxffL+F06Hnn3++lJWVyahRo2I46Qj/TgXRB+Tc3/vDHf7rrS1K9EbAbmZVgazb1iatygGx/djTKdnzRbOhNbPVgdRIgHgZE+AfOAUGEeKqLS3ysEcgeEfqOFSYkZU1rVKamyGjinJkW0uXtA8zyz0nnKbBbAKljCECnpRfyoZ2JKJzEetYOKW2NHfJn15cL43tyeGXE4CFqyAZzHAvW+REg3gn7TVacbG/dudrsSDtwDXpyudEMJl/t3b2SBOBxWjmtVfd1EGm7byxhfLSmnoN/PBZnAUjESnqbFE88qnNNVK1bZODTd5YI2PIJm+tk/TtzKCvzSuWTQTKC8tlQ+EoWV80StYWV8nq4iqpHVEaA/M22dSmLSYHmr/7+volPztDYe5KcjOkKC9Ts75pP/aPEaSyCRIReXltg6SnObxE2IDMc9aaEIGyHuW3nfVs/+Z99cYnnFPVZH0TxKdMvndDTKKq2jWKi48/2XUhBKPB4Udf9pApD534/GvHTI/pYjKhg7Jcbd1twl2Ce5wS5zSESXIsycvQ9hDQ/tHH9tLPvvX3N/R3aX5WjCPIlh5gjLp7VTfw3k1GOH75zb+9obbmvRYxbXRnkwOpyGkOGwGpvr1HsdK5B5uxRqdu/q4qzInBuSqkK8F+eN66+2IbU2aTCzhZynfXO1Sx7ehl60Tfp+TDJ2/XtHj67/b64m4TRD/11FPlsccek4MOOkguvPBC+exnPyu/+93vlGT0a1/72o7Xcg8ViBmbOntkvwnFcvHRU3VXl+P6yBNv1+oE9dPT9pa8jHS57pQ5+jA35I5MzgSKmXxtsR8sftjeBHLW1LVp9uq3jp+hGNmGvJKHgX3EKKZru4PPixhMbVMWQRl2gQh6UOf4klx5cHmNJ8yK2f0FBgQyEDDCmZzNtehFBms4FJL/Ona6fHtxSAORQQKx4l/OmS8tXQ5WOW3ALrZe1MUDCYz4F9fWaRDJEPXR7ne3tmq9nzlovNr3rNte0nvd9nG3ybYxD1CCaOAM88BMhE1s8Mlt3Gv+bdvXS3iIQQrjVV6QgBXITjYY+ol0M3h6+Aht/l2UmMavvmT0TsY3/b6n/K0tXfL1Y6dpMJ7vxxTnyOMra7U/CXYxfugvbA9WNXjq+Bpj6Q/PrVNsbuNXly1h8durp0FoK2SU9L/dv/z77+cdLJsP7ojzFQhOE+luxgUY90GSKHMFLPNzDp0szR5ESl72wjfwZep3948ZD3mZwdM6/WjmJBasQEZx1PCpd7bI2QsnqI3BliQjHxxsXnbctrN1covRBVgX+tJrHvAa4//9ib2iLyNh1cFNYGlgUrzqhQy2vCBbrjhplvoExMqQx37vlLmKv85iHex4dGBexVeYC+x+95sbbSFbxPZRr3mDF2XIKt3EmrTPHZRj0chcxXzW2NGtC3+vOdfUwzx961kH6Ekcxq77e6OH20bMP6bc2886UC7608ue5fP9HVE4nkR44/b85iVmzgu6f0fgk9s29CPnTOaalHy4JBk8/T1JrrvuOvne974n3/rWt95vVXZ7WVbtnJ71EoKirCXBzwUOAFL5toYOheWz8ZBT8uEVwsLhtDRdt7g5RLyEIFdlUY50dPfLfuOL5eV19b7Xkt2bbGA+qL5ky7CDzEBB4PMkCLE2HGow3mQYc19GmGDcQAkkL40syNZ3W05gHzGjXJ5YWSu/f25tVGeIJ4Nri7hww5MR1o/p6SGFeuHdbb/xDkwFQTsC5el99GVIleYag4MO1xU68ZUhvOQ6L8gRJ2Aekf0r86T+teWKST6xabOMqauW8dEg+ZjmWsnvTszdFCQd4UzZXFAeDZJXOEFyK5u8KyO5JEaSpmxTh6wjN3xMxji/87LDun5nTct7EfZhLWvbC/x5/jbzZXZGJA732vx4Cf3Pmhccc8UZ10x1h2DVxD5sa+u/Iw7koKPXQF0SDbIzJukvXoMoi/cAxh3X4HPujPMgMbofYelrML6BiVEzhEK66ZCfFVZdCIYjEOoaLPDM9B7PsW3w3rkH3RD0hIfJ3Gtw5m3MdnOd4UbQOiPOyQHDC+CFRW4+N/ZmkwsbKT59dJOIcUrDnL6N50oYrgT5QDLfp+TDJZsTYOnv8UH0H/7wh7F/f/KTn1RMxmeffVamTp0qJ5100rAUeeqpp+QnP/mJvPLKK5rlftddd8kpp5wS+/7MM8+U22+/Pe6e4447Th566CHZXYXjML39/Up8x6Kkp5OdVnbfOzXoh0wsy9UdweqmLg34wVR90o1PxwgJyXq2CQl58Y8RFmYMfE8ZFSOyNVhFwDA/OyyTR+brbil1Qu527KwKJe/IzRpM2lmUlyFPfvMwZ4ESEbn/okV6tI+As5LBRFdG+uBICykG9kETSuSV9Q068UIgaXQsysnQbEmIUOEORz8yICeU5qk+BKNpa21Lp6ysaZZDpjoPDz+hThagEHJCcKcPcItsECFoH0Sm+sBFh8iY4lzdXbWx6k2ylp21ZYuNU4bdeUht2tamWfUEs4KEezmuhS3pq0e/fqgGgCMJSD9ZSIwryQ3UxUt4iLO4pyn0vwTUM74kR9IAmIsK2N5uX2Mhw/3nHDpJFk0p0yyFf5x/sIzICevuNdhz1EmDNjV1aJDS+FUiXUcVZMlXj54q+4wtVp/Gpwh6428j07Kkoa1HN1cgzV26qVE3RxhHBO3Qjd37nHB6jKTVtJEFXX87MA8hOfPWF1XfU3/5bOwas7li7NAvDgmvaefh00ZqO++9cJFmoTR3dMuWlgFySbtt+B/+HCQs6IKERUpvZ0SDfJBBMi6YH/AvewPN1GnGjv2Z3UcEvRNxMbA5oS9KYSfA29HdK1kZ6TJ/0kgN+jO8eHjVtXbJtrZumVSWr7YlCGz7qT3/uH0Y23BcENsyNlnsBZFZ8pCkXdzD+GBDhTHJBgjlmmOldrtN2+lX/KaurVvxGYtzMiUjDRy+bs2G52WXDRfmr1mVBfLjj++lepLxjRjfycsM67gJIjRmTGxq7Aica2jL5PL8GGQEehHYp23cS9YH1ziER926AGcMcA8ZauoXHoSjsUz1W17TeTDInu7xh963nHmAttv4jxHmC/N8YIxlZ/IM6VYd3XZ2P4sYpzuSx4Dx4iYpJdCdiPwxGXLOFIFnSnY0nv7uJA0NDfKJT3xih5b5QVyXI3MqC2VTgze5KOtdAjQGxxXMXg1mRLMwU0H0D7fwvMzNCEtGepomriR1D5vG0WPprPX2HlMkz6/2DqQPJcvaT/R1LRoYSyT2Jfg4QTt0TfZ+t5DtzbqYtSjBWiME+rwwkRlrvOMlCqAj6ET5EKUnK5EoXw1Cv9l1s25kPcb6LBI1POtagu6x8R8NrCNkaRe3N0czyMEnr9bf4xtqFHZlZGu9XLQd3BTkr2/NL5KNhRWytbRKDjhiX+keP1Gufbtb1hRVyaoQiUNOgHt7RLO000ISot3YyFI5FMMrD2nb6RdNCMkIS09an8KjBNnLC2PcTwwmtrGxktdHA81e/qdknejV0y/92ZFBdXmVZY+77RUbwzsRtrqNBW4C5+6xjW1ZW3vhsSeypz128G/elygenwYT3asM87mfvZH4vh0YLylJya6SqiTHwB4ZRO/p6ZFzzz1Xsc8nTnSOY8+fP19/tkfa2tpkr732krPPPls++tGPel5z/PHHy6233hr7e3eHjimJBiG/c9cAWaOBarnjS/M1q9BN2gYpG0EnAjzehIQOEd9dr2zQQJdNPGkf6Se4COkgx/O//pfXNShjfwc5qSH0WzCpRANN4FqfftD4OExg9L/ljAPkF0+sitPTENatqmmRzy4YH0cSh463nnmATubfv3+FrKhpUQLCK++Jx/imDKBsHl5eE4hlDd51RUGW2uWdaJDJfX0QBjI2fX1DQwyK5GvHTNWywPsOIjJ142fzcGFzALvSntbObi3b60i4wfEm+AsJqE2m95UjJqtNb3hi1aD6CXSxc/7KuoahtXFKqQbIyPDo6Y1ooPToGSNj/WnXQ1uABIGkdsaoEQqhwa6525d+/LG52o83Pr4qjsiU+/ErYycDtWFIb7Hhss1NvroePaNcg3DLNjbKnNGF8v0H40kcTfnn3/6K/u1Fpso1J8wZpYE8v3GCLTm5cPTMcs089rLDKXtXyeI5FfKJ/cfKrU+v8WznN/7yRswf0OXFtfVJ+11hdjgQf3piaZ5c6jE/4F+f+a1zEsX4IXbGj8G8N5/Rx5+ePz5Od4LAQXU+tqJW7Q6s0mvrGx0S0kffGaTDFxZN0sXhVfcsGwSJgs8U52d6zj+UB/yLjaMO1rnfWOFzymF8+hHSusv1IlD1JbP1ILKkPEhACbIbMly77V6ExsB/cLwy0TjkYY+waw6vARnvfObmMzDj5lO/eUH2H1+sp5FeDyhb8c43OQSzzIPJckLwNyeHaOOiKEGq3/zH8+Gjv3xW9fn+qXN17Dz7Xp0PeW6pXPOROToG3SemEvEYePJWTC2Tl9c1xGHOg2UJDv1ldy/bo8kfU7L7SbJ4+nuKEEAHWvG8887bYWV+ENflyE2f31+mfed+8YJ8PmTqSF1vMu9tqGvXQMf44hzZmspC/1CKe+OE4BnZcLyXOBv1iTdWSFbgwgWTS+XBZdV6iqwgO12aXae1lFgyej1+N1x0D+7bZ2xhlCuoK6k2TijN1WSFDfXOScxp5fl6Oq9rCGnxOVnpctzsUfJubas+38FqNlnpkNLzTnj+YZPjMJHPPWyS/OThtwclLXAfmbI2VjbvDSftVSVPvl2bsF3EOE3mOPbAppNH5sWylqn7vMMmy08eWhmDrskOp8nCsfkypqlWNryyTCpqNzpkns1bpLyuWqoat0h+j/fmW7LSmZktTeVV8nZ2iawpcLDJ1xaPVtgVgufdYRIsQvKxfcdIaFq5JpvVZG2S9TUtkt7frwFvNjuCegU8+/ZuUoQGC0laBNHZ4MjJDOuGh2J+R08ekK2PH+49plDW1rUpvAj3fOrAcXra88cPrdRkO64l6YT+JjP8vjer43CvkT/oKYMBkkovQssT51XKX1/ZqKeIu0NO8BnIwQMnVChGN0F7I4W5GTJ/YokmUXlhbMdhsPf3q/8QXHZjnrtJC2kjWdoEmSeU5QVCi7BOfXzlVunq6dWExL7+fk2QISnpqBnlWhZto13GJugzpihbkyV1XOOf0Sx2rnPXw1hk/DRHg4hcY/ut+X3qPlXy++fX6dgh8A2UEu/2YKKDlw7aAScICIafd9ik2Oc2Tr1tb078sqlE35Kswj1ehKS2bfYE8seU7FkyPQGW/u4kocgwaKwLCwvl9ddfjwXRd7hSoZBnxktjY6Pcfffdwy63ublZdYcItaDAm+14R8rGhnbNKPUKIvzg1DnywNJqH/LPMvnKkZM9yQ3t4PPV9wwmtTQBChZphjTS/NvruxPnVsrCKWUa6FfCxPUNcXUSkHN/ZutB0AXyOLsObcPUMlk8Z5QGxgjYeBHMmTK+uGiS9HoQ+vHdd05w4FOWb2qSv7+yUV5Z36gBPHdQaiDY/248pvbUMsXfAyPdLNLIgH5lbX2g7WizwRcmMGxwoYG1MMGoH546V8ks+dsL874oN6zwET/716q4svcbV6STg1/fX3jUFDnz1pcGBQRpoxNQfm8QbrjBi0bXC4+cIr95arVipF917/LAviOwiC9CouUOuiZjJ9PnBNT2svwKshkCtbc94xBf2vVec/IcueKeZZ7+5i4f8bvGGSdT5IbHV/kGscmeZoEDHr7fNVefDG/BsuTaObVMTppXKZf8fWlgn3DfZSfMlF88vkpO3W+sp28TgEQvFmRBY4vff35hnXzhkMkxrH8TUP7a0dN0UWvrboLJXrZnU2D55iZ5cU296hM0vr8fnaOe9vnuQZ/5i3ouOX6G/O+j78inDxof05Px93NXX+E3Xz5iamx8Jppv8J0Toyd13NcG3evuR1M35MxeOP/Utbd1vcHP5kRMdWOHrKtvH+R3Zhz+6YX1ct2pc+W//vqG7DW2SDcQGF9+QXczbqjzgIklMruq0HMT4Syr72KbH4M2DErlDGuDy43XbjbH7n1jc0J/p83Mvyzm73tzs2+fYPfTb35h0Li84A6Hx8B7UyN+TmZcgWt/9m0DnyXqU/TbE8kfU7L7CC9/flj5jPVdITtqXfqDH/xAfvrTn8qSJUtk7ty5kpERn0l/0UUXbZeeH5R1uRG/ILpzmj2kG+AN7T2pzPOU7BDRE728bSeZ4U0QmOSWnr6+7cLiN0H+IJgYviMIRtCZtY1XNjz6GBJDYFDIQB6RnS71bT16EloJI2mbOBAofX0R4bArwbr0dM4kOyc8CJrbBHHn/eFlfU8ycBIE74+fWxkLaF7/6Dsa3IMEUcvEjlF4GMqfNWqEBiZf39gc1x5OZyK/fnJ13BhOi0RkdmaXnDsmJFtef0ual66Q8Y1klDuwK+WtDZK2HaO+LxSSxqKRsn7ESIVcWTOiQtaUVMqa4tEKv9KQU+DYI2ojgtmc6MU2Nc2dMdvrRopHsHx0UbZmEpOdSSaxY/OBTYfDp5frv7GpKYu/R2SF5fi5o7SPSVyjH9nUIOhaVZQrz723TV5YU6+nUQmsY98YsSg45DkZeoJ41Za22KkBguuFOZn6Pk6g98CJpepHkH3SbzZJpQl+17d3O2SB4TS9n8JD0fYShD5+TmUsIPujB1cooaiBHDz9gLHyrcUzAwO3fHf7s2vi2shmie1zNmlhS2d3DLc/FIWyGZGdOYjM0L4HvxtTlCMb2RDo6ZfufocDAHPZZJ3YhH56LApb0x/p1/diNoNIlGPM0Pc26eePHloZIy11NrdydPz7EYTCXwAHgfp2aIAQ1PH99xTexW0Dr80M+oygOzB2jNnTD3Rs7WUzoweyJ5A/pmTPlLffxw2aZNelw4JzYRHNonlX45//+9//lvLycikuLpYjjzxSMSBLS0t9r+/q6tIf2yi7UsDl9SNWY0fXj5SSYNy3T/AnZSOoxcMhEaml+99e3xHc4kFnCBPdEAFBJIWGsM6LJI6swTMPdogmyZgPagtlQL5pY/SOLcmRh5dv0Re3dXXtMq2iINber9zxqi7EbNxkjmY/8fYWxXoGr5hF3cj8LM1EhoTRDswAWWBnHLttR+AIaIPqpk4N0thYw2SVGr1buvsUW53Fmhfm/V6jixTmxm37shFZgX1/yeLpnrjIPHhHFmRpu78pkJL0KXTOQ8trYnjRhtDvsZVblUglkd2d/sn2DJQmspPd5zbRLd+hY31rd5ShfZLCchjcZSBX/PzNq3x/kszgcYIPNrR1az8GXYNtkxlL5nqC4w9cfEgMGuiRt2pifmfjS7ODev+yLfLEO9s88adhpfcKoCPY57Ils9QXt7V0y0VHT9NTEDaeO2UqMapLd9t36GNgmYDweHCZw2OAT5uNnaDxXeHjF+Y7P5up7ulpcslxM/T0xjeOna5HR8+6+flBdhg5IiuuXYnmm87evhgkDy9Y9rVDJbMNImemLsh+ODXhxs8muAZeYBBu+zeO7Y6bA339z9LBJq3FToxj4IuYx1jo4sdHziiP9Z0Xbvr40lzp6u2T2846UBfDXjwPEB0l4+8EFs9s6tSj53Z2uNtOl54wUzeSjA5ky1cVZMud5yyQtq4e+f4pc/XY++ptbbHv3bwVk8ryZIlrnk7Up3si+WNKdi/5IGHl33zzzZKfny9PPvmk/tjCc2J7g+gflHW5IRb1CqAjxIcIEkHQlpKU7CgxAWzeEJIBIyEu1tfvkC1ujxCkpe6ghHK+I7jJWtGvOk1WhhhU4UAIsqbL5qauKORJX+waQCX4yyC5EFQMRddrNhEkQREIEP+1ojaWrU5QeNXWNvnaqALNmiWIwnoBaEUgAWkC8UUNWKZFpDg7S9bXd2iijC3hnm559v5npKp+s3xu62aZ0LA5CsECNvkWye1JnJ0fJK0Z2Zo1zs/6ogrNIl9XXKm/W8urpLEvFDvJBHnqIHtHg9MGU5s5hxOmtu39+Hk2NXZq5jdioDgohzU2sHwvr62XxvZ4nH5KImD91DvbFPKTDPRRUZgEsqVZ62Jn1rFkVhviSyPYG5hYTs9TF2UReOZH8fNFtJxT9hkTC94CuWNIKuF8+tdbtZpJDhQoN+ALHT2OPxnf4PQP74sma50ygfirKhrQlToSYWiz9rbbaPucTVqI7ltbnXYa4ujO3oiURdtkk5baRIfbWrvk9Y1NCisIZwbZ53zH5qsh6yRAfddrm9XeQD8V5ju6rKxp0ROwvM8bqApD+sla1wTQTb+tqeuIEf56EYT2WPBB2JL30l88/q5C7FBvWclgYka3/YxN2IShL9y29iJ6pI8VLjM9tNuTP6Zkz5TpewBW/rCC6GCfX3PNNfLMM8/IfvvtJ3l5eXHf74zFOkdGOU5K9vt7770n3/nOd2Tx4sXy3HPPSXp6um9mztVXXy3vl3AUx08SES9CYBckPMyGS/Jo/w3hHoRJfjol0tOQxwXdm4hgzpDe2cGSX35mX/0bDOMv//FV/dsI1xJIMsEkc/1PHn5nUNl3njN/UGAmUZsI2lOnl9j30r+UTaDZK9hs62zfn4w9/HCRKdPWDRxtd93mfjZxkqnHzx5DJQe1/yb452fDhdFFyVDLH844YYOIAH6QJLKTWw+CgaZt2N/2Q6/+98O3JiM3UPeOHvnkzc/HyrL92JTJ+PAS9/e8ZBgdkiWAHe53CMeAEWMno7+XPydDVmoEwiCDR47th6LTUOc3/IZsdC+pa+9WrH0/MRk4yfiwuz/svnOPIfc86Dc/uOcJv/oSfY8NGgOeY2YMujHi4RawbUc2uZ8+yF/OXeCJQZ9I1z2N/DElu598ULDy16xZs8vr3BPX5YmIRZHh4kGnJCWJJDLEa7cfIz2kmdWJAvdkPSfyfS7JDDtkhARt2WwimZg60kPgqQ+QmpKta+tOUNhNEAeEBmWQ/ZsWSpNwer8GZvlcoSeiBHMQIcbXEZGy1kbZt7FeRmzeIKO2bZIJik9eI2PJJm9r2C6L9YbSpGZEqQbJHQJPAuSj9DfB8sbsEQ5PgkWmaqQgPSz9vb2aHEBgMdHpAGwdGSohLPdEBk43mHKok/cGbBp22Z/+goOJewms+hFO2nY2QjCcrHn9d7S/jdYEi0mGsQk+yX7W7PIoSSWZ2ravhNMlDqbHyzeGSy6Y6D77e7iXBveKd5vsMrEz7SEIb2928JkhR+U7XTu77G3gkgwRq90HhijUj/DXq78G9VN/xCF7ZSOnJDnbDcVmidqxO5I/piQlu1UQ/Xe/+50UFRUp2RA/uyLj5fTTT4/9m6Oq8+bNk8mTJ2sWzFFHHeV5z6WXXipf//rX4zJexo4dK7tKyFL1I3Y0Gct+Yogh/b8fuN9NLAi5KEfDwP7meI6bwM3+G30oizLA0TYZhXwOoSPYkMnoAWnon8+Zrzuf/1m1VW5+aqDeRARzXt+beyn3ps/tF4d962VTjrjdduYB+vDg7zc3NsaOoBFQMu1hoUGWu/nMJkI0EvR9tkWmmKiPvIjz+Gyo9rDbm5c5QBCIXkW5GXL3Vw52jkpmhZU4locdhJoQBCaqx93vlA8ZLuOY45p2Xe4gV5Bf2aSX7r4qH5GlnyciH030PUL7A9uYxZHTvEF62O1kvAxFD0hfsRf32uSLQ9U/EQEo3wOpY0hd3X1Bm7BlkODLZBdxZNAmfSVLxkAW+BGaBumfqG34Tll+lvztvAV6QoN+uueChZpNnR1O9/WxROVSjtHXEAwnq5PfePQTxs8bGxo0uwdyoqbOHsUOJDPGTc7p9i+IPLH3iMyw4oQmoxdlTK3IV1JbTlBwisb0GUL5ieYuU9ZQ+85vjkF/Xibs54K7XrKL3GSsblJGTsxQBotwNu/c/oa9ktV1V5E/JiIz3VPqSElKdpbsievyRMSiSCqAnpKdJUNJLA8NJbDqKxFPbGy3EKjTqwPqSrPICAm6EzxzdIsMIk90yCsH/ibA5yaIA7KFMiiTALoDTxLSz6WjQyZsWSdHvvuClG/bLGU1G2RsQ7UGyYFdyemNzz4fqrRm5cqGgnKFWFmnQXIC5FX6d/WIMulND36/MzZ125Z1rSHlZL1E4odbjImxGScFjE8kvWHioKBosNYuhzpZy3X30h/xhdFfYGOTGe1LOKlZ0AN9aYTArAnq8l04FAkkjPUibLV9hYMLugkR1dHLN4ZLLpjoPvt7dB/cK95tssvEzobg1I4DGF82hKZe9sY2ZHB79QFxm46ebl/CXy+CUIU3il7cN0yy16HYLFE7UjxFKfkwSXhPyXhxy6RJk6SsrEzeffdd38U6BEfvJ8kRgQEvArcjZ4yUj+872pf8D1xaJqOg79nx4/tX1zcqQZ6bFNHB5Z6iOGTPrxkgQnSTZVYWZElbd4/ccsb+iq1s6jNYz+/U+BPYLbL0eGBZtYWPXaaElOvqnGxUc40f0SHfu9tnyPsgUgRu5LEVW2Lt9SO5AwsYHGJDdgmZ4Md+9Wws4OhFUOkmE6UOYGRsDHnzPXjjZRaZIgFOX7LEKWVS19ol6xs6BrWLQFWQPWDbNuImT7TLoj3sev/8sffkq0dPV4x8u8w/n3NQYD1gqVE2xDrAOyQidbRhIdzEgIdYf2MTCI38dMc2BOkgjUmGeDDoGna9g9rIg76zuzduHLrbSQBwKCSNLGYMxj/l+tVPkBC7+GFPs0wK0p05AEx6L38Fxxe8aQgm/epw+7IhzHxvW4tueF15z/JAQtMg/fU7H98HAqWiMEtJhe170R1yENt+7natrGlW/7Dx5Y3weU1Th5x1m5P1DJa/rUMQ4acXkSXYx5zE8RJsAWQLeJ8/fvjtQboC6QPp5qMran39/KgZI+XUfUbLiwF+bsaNmZ/cYxg94IBgIf67p9ckTYTM72T90k9/Q0L6vfvfkkct2CG7XkiWwYhnTjSfQUrqJmXkBd3d58bfbnjsHSVs9SJ5DGrHziR/ZF4hwL8zyUx3RR0p+fAI5J9Bcsstt+x0HfaEdXkiYlGEUER2OKRH+1OSkh0pycKbkwNDQNbO2B2OEGjVhKLssDT5nLoklAhG9djiHFlV2+YJJQIRIpFUzUZPT9eknQOiONcd3ekK6WIyogdwukM6jmjHpsYOxVqGK0uze/v7ZUpPkyxpelcy1q2VsQ01MqGxWmZ3bpOJv60V2VorAMv9aJjt7k9Lk+aRo2RlVqmsKzSQK1WyoWiU9I6fIJ88dp6+g9jY4TF7kEANrFNA+WnRRCSbHJb2c++80QWyoaFDOqLwOF49SNAbW2ETNtAri7IVb9wd/LaFsmaMypfWrj7NDIcYkix++gtiTn6ftv9YPQlKu+z20AcQRVI6UBxkEvP+CDEowloa7O70tDTp6wWuZyA4G4kmSxTnZMjaunY9LYAuEKASLDZY38CacIIA/O04TPTcDJlTVaBQJuD8A0NCgoRmbUdEtrZ2xcgvbeJMEjtIBOR0uCE3RZ5YWRvDSQZqBJ4gtAST3YuUEDLaF9fU6XWQnJrvSTjDfowxPV0RcjDRaZNNZkgd2AecdUOQC+k9vs9JTMYCEEdsHPFM4V4C8dxvYGGMLhDruj/jOkP6aWOio8+0inzl5qC/DDGvuZZ+pL80KSnaTyT5+JG9+mWI8zmkxw8tq1HoHfravt7Lpn7t2FVZ6DsbLztFmJqSnRZEN9Ld3a0BdTJPwuHtKmrIsnHjRqmrq5PKykrZnYWgrTt4AjnlNfe9pVi4TELuwAKkof/zyNu+33/zuBly05PvyuUnzpZX1tXrJOYOMph7TpxbFcsssEnm+Dfl/88j7yim7VX3LIsrgwmToKMhsLPLRAjCXH7SbPnffzl6UqYRDYCFRDGRqYdAAcGSa+8bHCC66uQ5cvrNz8U+MzpCRmgTe/Lgo54lczsHBXmdOut0waN6R4k++yUS+9u0x32f+ZvvX1/fMKgt5vvvLpmphH+QJZrPWJh++fDJGhR0B9kgzoN056p73xpEpkfQys8eEBJube6IBd3Qy6u9/A1Vz0l7VcrH9xsr19w3mEAUfGaCpVd5BOauOGm2/OutGsWgs23gV1fMJ6IEiLadbGJTFhps3hDUu3zJTJ++coJGJ+9dJXMsHHVbP7t8govs8NvBJuMn+NZvzzhARAY2gMz3lPG9+96Scw6bHDcO3e1k/Hj5uFsPY7cfPrgidp3x7evuiyf5pf7Kwhw5K0q+4v4O3c/5/Sty61kHDhp7hnQU3d0BbFMvWeQEJV+LbqIx4OzAs1t3xNQBlrc7gG6+xycpG/sY/RlXbv8GL3/yyHxP3wcD/fv3e+vOiwdknn4+9qVFk2TfccU6dt3lQlbJfGfk2vtXqG+ofVdti/Uji0nbnvbYs+3z/VPn6vzqDtIa3+El4MiZFZ66fu+BFYojSSYI5KFefj6zqlCu+Ocy/zl0apmctdAZN8wv+Kh7HufvJXMrPYlJg+aut6ubtX3fvXtZXGCaOqeU58f1q9+4p+7L/+kQANtBdHMd4/ugSaVy2k3PxU4vXH7iLIVysbOpCdpDXO3nbwSNwdjnt5vk0a8dhvxxZ2Rtkx3uDm4j1I9+O4LMdFfUkZIPlzQ0xEMY9PT0yLJly5T4E6zyXSF7yroc8QugG0kF0D+8QsB4Z+2flORmaCDOgj4eJOUjMhWys2uYStiBW37zDtgKd4tPu/gIHO0DJpTIvDFFGkwzxKCcxCMhqKOnP/YuCZwKpIkQD0L++NdXNmoglQzoaLKxSlZXh4xpcrDIHUzyahn/h2oZ37RFRjfVSlZvt/xchi9N2fmyqXiU/hAcX1cyWlqrxsrqERVSPWKkZGRnqJ4QqW9s7IwFJheMcd4n+bnkb2/I3a9tigsMn7z3aFk8p1KD0au3tcpbm5vl3dpWJ7s6Glmm++wAOkJAmIBnU0dTHEyLlxC05WTjR/aukjMOnqjEjjc+vkoTN/zuI1B52gHjFHfaJoZ8cFm1PL6yVnUjcDq7qkBhWhvauzUQ3h/FvGfTgDUbmxsEstu6IvLXlzfKnS9v1LIhFO2JOgj/32tsoXxsX3DOQ7K5sV3XibZf7Te+WAO+r29o0rULazqCy7/+3P6qI4Frcy964VOc/D1pRqXal+//8domhX/Bc7za3dbdG0ssu+Xp1XLHi+slIy1N9aWdJAka6Fw2ii4+epq+XxkbUQfxBJvkFOJN3hshIIWXysCoHD9nlHxh0aS44Kwh1AQSk7aC3Z8rYbUjvGOmDN1ESgvJyS5yVMTokugzozf+2tTRLYumjNRgORsJCP1m24i/o4g5Cp0DPjmOxwaKm+w1KNAMuS/cBGS8U97cMQWD+KJsmyZqx84WL5LTHUlourPLT8kHR0IRWB+GKO3t7XLhhRfK7bffrn+/8847moHCZ6NHj5Zvf/vbQ1aktbVVs1eQffbZR37605/KEUccISUlJfoDhuLHPvYxGTVqlGIvXnLJJdLS0iJLly5NOqslWbbVHSUrqptl8fX/GfQ5gR8wZN0QAIZwcMncUbL4+qf9v59XKfe/WS1/fnG9/Pqz+8nHfz0QhPaqa1Rhtj6kDDkdMAiUY47fAx9w0g1Pe+qIeOkxUYlAeuX+pVs8oT4QAwnAfYU5YYV3YBHCzi07+OCRkXk6Y1ShTv58DyEHBCYvuyAD0AfCvd+ffWDC9tr4vOZv9+duefDiQzRQ5deWhy4+RB/x9ItdtiEBdPcR5QBlwYMb+8GMzgINFm0WBLQ/LyMsLV29etzP2KMsL0OJKI+YXq518GCEcC+ovUAknHTDM57fk6n5p3PmK7YxMArsTrNwe3drm0L12PclstH9Fy3SYDbtae/qddqWlS6hSEg2NfEQzVYoCIhckb+dd7Cc8PPB/m/bVI8lRo8xgk1O2QRmG9p6dPGEPZdtbpKjpldIWnpIMx1sG9NXwPjgL1594Pj3woTtjIOzyArrfUyN2B+IIEN0u3hOhSz5+TODbPzHLx6kOPDu+hE2MuhbL924F+gdxgUvTfgBu/rhtDQ549YXfW33wEWHxGwbB+fUH1GSXU6G+Pkyvu41L9nfMx4hqGFRruOyr19fKMiaQf/9xxXLl+941dP3CYKffdtAwNotQX5Guz7+62d9xxTBRfte2n7fhYtUNz3KmpGumTwsZjkaqZiB/U7WDwsiMl5MGz66z2h9abj3zWpf3wnSlfltYmmutHb3eo6/RHMoZJq85PDSxXFIv3kt0bhkHJHJzbzCy4RNjmjgQmzSRAQ70LfOC1ZElvw8eI7xqp9x1djaI5+z/PRfXztUplbEL6RXVjfL8QH+hv4zotj9Xvr6tWNnBZnfq22Vo34aT8xoy2NfP0wml+fv9nWkZM+QnbkuJTvu/PPP10QX1sxDlQ/iuhzZ/7pHZFtrik8hJSlBQLVwIgGQU7JuCuuaBAJFgxsdh68dEoV5u+bEWXLzn56Skds2SWH1RhldXy3jGwewycvag7kHEklPWrpsLhgZxSUfJWuLyCSvkPXFlYpX3pY7QtcvhpyytatX1wnAopWNcMgOefdlncU1rGuB2yBS+MtP76v3nHHLi7K1pVODh2Rr007WF78/+6BYFvIXb39J1+huAtPtFexYPiJbrj55tlx3/1sazK1r6/HvIwnF6YYY/TRbPNpn2AAIRxuTXYFLQmziZOr6uK6tKxZgN6AmZl/HZLfbdvr0b54bpFuadfLAbVuypb30Qyf6giQU2uz+nOC2sbvdNyjP+w26ThwZ7euWbn0vTwvou8/f8oLaw9E1ovqOtGzuV7+tOxsO9L0JMpfmZWk8JVEbtlcS2Y5NFPqRNmn70S8tJBNKc/U9IxldIPflXY5C/PpwdxI/m+xsm++o8lOyZ0iy69JhpY+DafjGG28o7iHEQkaOPvpoueqqq4YVRH/55Zd1cW7EYCaeccYZ8qtf/UrefPNNDdqTVVNVVSXHHnusXHvtte/7sdDhEIsasjQ/wsFFUeJFv+8Pmzoy9r0fHIFdV2tnb4yg0Ev43k9HPz3AJWZh4qWfEQK35vu/nDtfWdrBTAcPl3uLcjJ1p5XAPkzvBPdr2nv0PgJxskh0o4BszYmlefLXcxfogzNRe73+TkhYGCVqJUjnhf0LmWRpFKM4hqsdDbZ62YCgGdcQ2OLhy0MtM5yuGR0cHfv3O1tlwaQS3fXn6JSSraSlSXtPJI401Yuc1N2+9i5vyiB0+Oz88fpQ7Oju1wA6eNSwrpPteO0pcwJt55aWjl55+r1t2jccrcMe7IT3S7+yhfPCzoLbwOck6isnaB6SEdmZupnA4s+2O2ICj3yP/m9VNw8KDnf0evdB7PtuByfQ6AXWtBfGsynDi5QRf6fdHJ2774JFGtAnyExWA4HY9fUdcvGfX5OvHDFZDp02Ug6dOlKPrWZH+9wvCMriDv9nc4JMadpLPex+B9tuYG5xk9saUl7fexMQRVL26xsb5MgZFXragfL5GV+Sq/MN+mVlpMuNn95XbcdGkt0fyfisn7Bg8RtTCItZd0Ca+YIXOp1H0kJSnpel/YpfgAdPdgoL8aWbm2TWqEIdbxx3rOOFKCKBtkpEPEr/sbBH3HqBV29jhbvr+et5C/RFh5eznCjXgo13b8piMyBI0INMbrVfNNjMfFWQ47xM+gVjDRa30X+oNthQPwBVZcSGojJiMoD8xP7ej+TR/gydDYjojgiku3HJyQDa2WSm2oadXEdKUpKWlqZr6cMPP3xYQfQP4rocIdszJSnZ3cQP+mNHiJsA010zZI9kkrP+GFWYEyNQzOlsl3HNWxRuxQmO1yiJJ9nkY6+sleN6t28sNWSPkPVFFZpJvraoUjYUVWrAnGD55hFl0p/mzSnjEGfGk1PahI+G7NAEGckgdpOXEgg1WchhxVdxAq0E3t2kig4p5o4V9ILs0xBForOf8K6F2LohbtJHYwN3fiSnCljKkRTkJFNYRK1pA/jqcf4QZ6eBNb4hnzVLx7APMayXfm5yzCAyS7tvDLGpu6/1+7B/37lJToFptG0eRFxqE9tSVdgiDeW9MpkytkcS2c4QwdJXGvyOziGs6ZPVJRG57+4mwyWc3V3KT8kHS4YVRL/77rvlzjvvlPnz5+vul5HZs2drNspwhEV+UFL8ww8/LHua+BEHBpGlETxJRJbIC7jBoA166Jq6CPYOl9jTTwhE2UzSfnUbAcONYIkX3vYXF02Svki/XH3v8kHfabC+rUsuv2dZDIM62TrtvwmqBQk2N1jndv0G55f7CdTZ1/jpYjCGf/rI254wHgai5pS9qzQQ9d+PDGAuu8tMhiyRbHAvHYKw8slOd0hkkq/Lz0YGfuecQyZLUV5GrP298auyQULwOS8rR/v9MRfmcrI40IYYNUjQw8YR9+oXu0wvO+DrBIvJPv7F46vi7gcOhA2Jmz67n9z81Hvyk4ffiSv7qpNmx4L4XkIglWFs41In8nOvPk92fgGfMEjyMsNy7MxRCsPx88cdGJyh4OVvD2FsItLdscW56tdefvGlQyZJZXG2bGvuku9ZkDsG0uXKk2fL5obg8TYUXfnOBEODuAvc9jFCFsniX//HF+8+WV8w5JrJYmy7r8Onh2MDr8+9iD79SEMH7gm/b/jhXuXe8cWDdjqZKadFdnYdKUkJwpq8tzd4rfZhWpcjJXlkbKYC6SnZvWRnIvD7rcbT+vukorlOxircSo1Maal1guWN1VJZXy0l7c3bVW93elg2FZRrNvk6yDs1QD7KCZQXjlKCz+EIAWFDqhiKboZ39zuZxjVNzslPDbamp0lXqD8KjTOwBuvs7tO1A0kKbP477ysO2SVJQmZd8cLqOj0VC+70jhbW/ZlgWkehc0wg1EtIflKs9pCj099f3aD6Osk9IV2v87u1s0fg/bRjMzGi15BDOukmEOU7ewOnrx9ARYcok7XKxoZ2DaQD6YOYR4K5h82XtFBfLKhOO8joJejIOpd3OZKkeNeBQ4d6WYvbZJV8z3WcKpWVtXqfu2+M0E7w5tGPe/ie9lI9uOHcC246vw3JKf2n+kWwQThGzmkTY1IubSU7m/ZyP/1iMvpJgEOLRq6VkGxp6oiRoiZDrpkMzrZ9jU3oyXpb9Yg477TUa/oRolZtP5snusE0mKjVT2xy3/S0/mi2f5Tc933GEPcqc7iEs8nKzi4/JR8sGVYQfevWrVJe7sBN2NLW1jZo4v4wC8EBL1K0ILK0y5fM0kBlIiK6GB7uwom+RHwOAWmnBn+DCPfYZXMTCAaR9HFtc4dDPJhIT/NvJnc/vG0wfx/wwfy95t7lcRjKQyEPtP+mfj+bq67rG3wxh8H+5f4r/+kE8hPZKFls8avveUsWzx0VWCZ/B5FT0gfm33Y5hgTEDyv/wiOnyJqtbYPqCuzPABvtM65YbnhilVx45NQYFjqfBfXVs6vrFMsZzGU7iJ7IJ2wb8nvpxqZAvU09Bkc8qEza6CagNH7E9zc8vsoT2/mKu5fLCXNHeeKA48PY5NK7lnna4c2NjbL3uHhc7UR+zpj1+z6IEBTs7dfWBc8vNc2dctsza+LGXbI+PVC/HznogM8O+m5qmS6Yg/y9tatH/dqPI+ArR06WGzy4D9Dl6nuWKa56MmM4ka5m7G1u6ozZNVn7IMxFz60OxrtPxhcMuWayGNte1wXNjXzuHg9e7bd1cQtQM0Hls0hFL7+s8p2FH+5XLvPFziYzpQwvItUdWUdKPlxissTtcV1dXS3333+/Zo6nZEBe/u6xMuHb96dMkpIPRUZ6fld7NDDuBMrHgVPeUK2/xzTVSka/d4JHsrItt1DWFzrZ4xB4ArVCkJyfLfklvtnk22sTm/iyoaM37sTilmbnlHZRTtjTmDc9tVrW1rXJuYdNkusfW6WnkQ0qN0FeMMov/vOrsrKmdbv1NpnbbjUIjBLcvfOlDdLT3y+dCRLTaG9jR6/8+ikHIxsBa9yNdU+dYHSbQLB+lhaSY2eWy4GTSnUNzWlSxfhmI4Lgc0aanmrkchNcL8/P0HUt13mdSLTx0e34/83/WS3/fH2TYpYr8WxPn56Y3iIDJ+f/8spGxf7PCqcrTCcn1QnywzdE0BLYmb3HFsrza4CAJYgdUZLa7MywQsJyzTGzygcw0SNAWYb19CZQJwbPmr///XatmAOP1EG5hpzTEGNif8r44YMrVRfu5eQ8NsGG9oFN6kfAkieDG53cZKTDwdn2uoYf/HNzY09s8+LWZ9dKhoNhE+tHJWqN4jIZ+yRD9IkdwLEHR50MdIS8FmzzfmKI+5XpRXK6IwlNd3b5KflgybCC6Pvvv78uzMFAR0zg/Le//a0sWLBgx2q4Bwu715B/ugkkV2xu0szVK/65fBBZ4twxhUrU5kVEtzBK5nnKL56JfQcR3+UnzZJr74XIL76sC46Yqg8A8KXNhOYuz5AzkvF9lZUJzgSihI4uwkICXWCJoeNPPr6XZjUHEeYZndl19goCIUAReAUsEIJpNsFFsiSQBPG+csQUOTtKJshRLi+iVrdN3cK13148Q+paugcF9vx0WTCp1BciQon8ou3BrmcunBBYpsKMeBBH2v37zb+9oRmZth4sHIJ0oE0QM7rr8iNmxMeCbESbqA9/3Gd8sQaM/Ulpy+SMhRNi2bleD9sgn7BtSDvJEE80Xqjn0sUzfX2Qz79y+BRZOLksjoDSPj1AsM7Ppl59OfBdnVyyeIaOCy9yVMr+y7kL4nTz8y1jO8asu8/NOPAjBOVe5pdP3vS8r72u/sicGFGkPe4S+ZPpD8qAcPS6U+coGaTdXkNAy7FUd1CYv684cZau/iFvteci21ad3f0Bc8U2uWTxdN8+Nv1gS9B8gg39dDVj77r7V+hnd547X77jsUnito/b//3GZjK+YJNrgrHtDgYbIVBLf3Idv93XBc2NhkjXFq/2BxF9MpavOwVy0KWeBMef/s3zcuc5C3wD4V46e7VtqOJXbmwedJEZ70gyU8rwIlLdmYSpKflgy2uvvTYIymXkyJHyP//zP3L22We/b3rtjvKRG/05IFKSkh0lJvOXU5cEvLLDaQpNGISgligNzSERJDN54LP0/j6pbNk2ECR3/RR3tmxXO7rSM2RjYbkGxTeXVEl1SaW8k1/uZJUXVkh75uAsTdqqgVf0tYKsUXhrzX41JJ1Bbc3LDGuA8JhZFUqgGYmebAb/OZmNBgK4Xjnk3Evg8NR9xsiPPuo8iymxFA6g3n65/tFVmnEcJLRl33FFyn+GEHx18KnNabOInLRXlUwsy5ebn1otnT29Ck0C9xdrSyBmbPz5lg6C/hnK4eOHje4lbrJY6ifw++XDpyh8JScmySw28BxuYlJ+17Z0yi+eeE96evskjSznPvC2e6QsP6RQmvVtwdCxtlAeJ88hqyQhYFRBtry3tW3QdbUt3XLafmPk8bdr1V+agQOMRNQ+lEEAnr5xYGsjSpKJ2NnJZCu/uKZevwdf3mCUA8dBggZJIPlZGZKdEdGNAlyOcrnPkGVy/41POCe227qBeYzoSYUO6dN1IImIQJUq9E309AOCDzMO80IiFx01VQ6cWOIZbKUu1pW2XvxN3Tb+utc14J/j/2wQAJGKf2Gf/LwsdcBvHDNdoSPpR5MtPdSMcAhSX1pbr0F0fBFx6+cnybRtqJKoTD+S0x0lO7v8lHzIg+jf//73ZfHixfLWW2/pMdHrr79e//3ss8/Kk0/6k2V92KSxrUe+cser+lL8rcUzlNjREAd+/ncvym8+7xzTZ1HFMScmSh6kBPwIsOgu5MKJcYR3HHWyYQGyM9Oloa1b9ptQLBcfPVWP4gAtgDzxdq2yOv/3J/aS//rrG1ret46foQSI40py9dgaOMLoR1YhmcN2fS+urddyCQ4a7N6qwuwYcQltYxefMhH04hgR166rb9ego9E5aLGUCIvbjc9u2wbCzrzssJbPwuN3ZxygNt7W0iWvrK9XHTgSxmKHgHoyNnULx8a84GBsXbDBpsYOGZmfFbhAdrfH3XZ3mfQVGxlnL5ogXz1mqh67A4/N7l/7nu8snqn+xIM+SPBFLz8Lh0LOxsrxM2RDQ4faiIcIPhZkoxjOf4/JGhjcV8bmLOo+89sXYuV59X8inwDu4PdfOFAxx5MdL4kw2iGkfHWd4zP4FXakDBPsH4qfuoV+pG82HxxPPmrKBh/eFneb8GEgZWzb2d+TecOYrmnqVF9nMUQfshA1ZJrcix5B9np3a6uObXd7ErWdMQ/xLC+MwEeVF2TLjZ/aRxe/LID4Hvnor57V3151g+N92V1LldDGPRcZWzGXJfLroXwfN3ZOmOlgqOeE9QXIIePtke+fMlf14EWEuRWfu3fp5tjYM/0bJCxM2SgB69rt/25xcxwMmvOyw0psZJNrJoux7XUdY9b9fDA2J8B9+oHj5DMHjVcbjC/NlXwlbHU4D4A+SYbos6Wz25lXXM9ByjeEobsaP9yvXGPvf35lob4k7SwyU+ZV5ppdRZiakg+2PPHEE++3CnuMrN7mn11KgJIlXKJ1XEpSEiQs0wF/KMnPVNJ4A4OZiCPETwo6WzVIPlnhVqqlqr46FjSvat663dnkW3OLNEjuwK0M4JLzd21+iURCvInwzslvhyvHT5xAozOAyNSNRELSZ8E78pmBxohEx5wXkgnfF+dlKP50RWG2ZKSnKw406zTqCEA/iUnQuydfgf2815giDW4bHGQCroZQ1U/QmRaNKclVTiT02tzYKenpDr4460j0hlvI6DG6OFfLxzYbGtrVBqNyMgawzCWi9/H3UILoXrr1RjG8Wde5haCgOzAI/Ak6jipy8PDhhuG9BL2MDYdyQoKTUIpPr9n2/netb2hXf8rNTpemzt5BuOMEhz+3YPwg/b3aQhvceNYb6tv1u7ElA7a3Ma4Ndjrv1jb2OX1jSFN1YyTq17aYP7kWWFG/YGsyONtB+OfoBjwwm0fgn9v2od4jZsQjQww16Evd4KGPK8nytNGuxhBPpkwvH96RsrPLT8mHOIi+aNEief311+WHP/yhzJ07Vx555BHZd9995bnnntO/U+IIkx4vyH6kgjxW1te3KykjMAbr67uVvA/xI9dz4+MStCbIy0OKYJUSTXbHk2LyEDPlkVEKaeK9FzgBginleUpuydPgqBnlupAgYMpDkweDKePeCxcqER86s6trdCSQxHWGTI9gMw89gmEEX/ic4IAJonlJIrxyxf2OEu3tP65YF6Lo2agQABl65GpVbav+pt2QkZq60amiIKwYd0gim7rJAdENlncb/93rGuQbf3lDbZIIw5iHHjjE6DqxNFceuGiRko7WNDkPco6VQTKakZamD376g4c4C/HRxTmyemtbrM5zDp0kc0cXxvTg5xM3PafBmSAx2NN+fnbbmQcoiSd4eyyk8OW7vnywHhN7aV39IHJPow99lW/h+XqVj33se72wlRPhahPAO/u2l+TBiw/xrMf0Ebb+85fmS16WE9wNwiYn4GwIXe+/aKE89e427eOffXJvHaNg4wWJW2fbT/IghwyJrKxpljlVhcoOz7iAfJS+5qXCrZvdJmxGxv2fz5k/iPyWzyF5JaAZKspR4tCKnGxdCLZwRJVFYZpzPNL0U9D8YvQeW5KjJKE6BvIzA21Hf5TlZ8nEkfEklswxYPdxzJDMIcQ9dsxc9bfzFugPuIuzKgtUZ55QZILwN0SmifRIhKluvvcaw3mZ6TK7qjCOaJKANQtnjtyiPXMM7bED6JTF5lmQFEcDo2T5u/0/Gbx701/Udd+Fi3R+ZsMjL0o6yuc2MakfxjaLUZscmXaT4eJ+Pthi/IQ67r9wkW7Y1Dd265wwsSwvBhNDNrwh54TQ1ASD+Y6XX+rb2tId92xy67cr8cODykU3fNePlHVHiR+RakpSMlwBbvHtt9/Wf0+fPl2z0VMSL5PK8uWNjU2eZjHZhilJyfYIAV4Se3juselMoJB/G2gPt4T7ejWbfEJTjZJ4EiDnZ3wjwfItUtS1fbAinekZMSzyuJ8oDEtnhkNOnkjAkw5FM7wD6BK0zX2dfVGs5YHPlfgQDHAy0YMKiJ5yd9YpaTEMa2PDZALoCOs1vyAu45xyvXCQIXsPSh5xCDlDGoB/dV1DTC/axm8D72Gyg93lY0cy381n3I9NuC8/2+FJSmAeX8E2lDUUXGu3DdBD9entD3x/D+o7+36/APzeY4pkU0NHQvsNpw3aj9GxF4Rxbe6L00Eb4ehMTMNul+mYKMS61hGkZzI4237XuP1+e+yzPfrtjHt3ZZkpScluE0RHJk+eLL/5zW92rDYfMCE4EYQFy/TLA/6HDzkkeAQpCJL53eOF+b16a6vsN6FEXv+PNykmhI/mHnM/vx9+a0sMsuV3/1ktpx803pc08E8vrJOHl2+Jlf/9U+coNMUr6xo8yfTAEv7jF+fLjx5aEfucwI1Xu2hzZUFWIF55XWtXrC17jy2KIwY0epLleMEdr8r8SSVa9zX3LR+kE21lQ8MdZDIY0q9E4UcGtWdqmVxy3HQ5csZIeX51vW+bDYHg0k1NAZjQZfL4ylol+6TNR8+s0GxMiEYhWGVR9ccX1smnDxov1z3wlidkDVmjCO355RPvxhGHouutZx4gz6+pC8TKV+xpF7yIkaNnlCuOsR+J6Fubm+LIEtGL4Cb2MRj8yfqwH+Yy5fjpb+o7asZIzbB21+VH8hjkA7ZetJ+gH+030A6M0YMnl/rajM/J3AjSgc9uOeMA+cUT8cSk1A2W/O1nHSBn3PqSp2741C1n7C8/eWjloHshNCXg/e27lg7yF2Cjrv79Kwpj8p27lybEqV8W7duh2o6M8/3HFwcSNv7k4/N08whcebdfUTbZD5fdvSyQyBQ9sMPZHnrgL/h1EMY53wf5x3WnzpVr73tLHl1R66/D1DJtB5s4CNe8s6UlIW65+fdw8e7RBztd8c9lcf5uxiUwYV4kpnb9jBf3uNb5PDrW/HQzdV/uqpuyrztljlwTtZn9OXAlvIhc4vIDN9lqIgzwnYUfnsIlT8kHSeAkAmLx97//vfRHSfDS09Pl85//vNxwww2Smzs8Ar8PovzzgkWemOiabZgW0uSUUH8kMIMyJSnxE5J28B0SjBpau+WgSSUyp6pAnnzhHRm/db2M3LpZ8chNJvn4xhqpbN4q4cj2kVeCP24IPAmYbyx2MspriitlW0Gx4l0b3GM/Cco2ZtP9kweM1Szj3z+/TjPC/d59v3r0NHl+dV0c1jLjivHV0+tgcQNnQgk2oabZvyJQiB1JGDhp36o4DGtOzPZpnr8/YSoCbjQQHw1tXdLaPfjK0UU5ipc9q6VATpxXKX95eYNmoJPUcsLcSv1uS8vAut4tE0pyVMcFk0vlkeU1SuipQdWMdNU7MxxSGLvFcyplVlWBPPXOVtna3Kk41iQ/kQjGOzw+kpOVLvMnFmtWe31bt665SJBLxiPACseE+JtjQwf/3MC3JEPYyG9s8NdXNkobGegZ6bL3mELZ2NihyVMkkCg5Z3+wzSUadMYHFkwqUegU7s+Pnu61ZVJZriaGYYtX1zeqf3RxqjwU0k2aw6ePjMsGtvVGbEga0xY3nvX5h03Wd3xtV/TUvxvj2r6PNXJnpF9/k8fDuQsC1rlZnHh3yGoNxyzvLPQTCYi2fgYeh54wEC+JcLbd9mcjhWtsvze6cT9tBiqI+sz9fuSeyXw+XBzwnYEhnsIlT8meIqEIT8NhSF9fn9x1112yYoWDiTpr1iz5yEc+IuHwsOPyO12am5ulsLBQmpqapKBgaMzDw5HNDe16VP6qe+Ix0QluXXXyHMlKD8UFvgg0E6AkgOoO3NiY3wQeTOBk+eYmxfPyCshwzyXHz5DTb3aCtFxPIJryDTwAARUCa16kke4y7MxLAiqQgdznQf5o7oMw0g4g3vGl+fLfD6+MswUBnMdXbPEM4lPGNR+Zow+ka+9/K1BP7MH3iN81BL9OmDMqjuCR+whe8yB/ZW29b3sIMn3z+OmybFOT3O9zjdGBRdWBE0rkRhfBocESfnFtXSzj2dyDnbAFZJp774B2njSvUmZWFsiPH357UAALHaoKsmRLa5cSlrh1/O4Js+R7D7zlGwQ3/WB+41dstPzXsTMkHA7JLx5fJRcdNU2JWP8T4MMELa89Za5ueDxuEYty3ZUnz5aO7j758UPx/mL8nvrgG+jpd7AFr75neawuxpGvbaaUKQGo2wcMNjnjBAy6798Px0BdXFlk53OEzq9fxxZly6VRHHAvHYL0oowT51Xpy8l3PHRjkX3PG5s8CTf/fM5BcsPjg8k0bVsyBwUFp009+DfYeEOxHW0n02h6xYhYVvIFf3pt0GbDV4+eqmPsPwE+e8nflya0FXpAyOu205cOmSRjSnJkW3O3kty68eCvOnm2ZrxsbGz3HcP2vBWoA3PJ3EqFcFIyWmsDzgu3vNJa9DMuvnLk1EFzoekDsDmBwgGf0t5EYn54cGm1L+kq49EQ9Zp5167fr1/MfP7Lf78XtzFqtyOobvdcb7cdctpL/7HUV983NzTG2cdPsJsffniie9+PclOSkl29Lj333HPl0UcflRtvvFEWLlyonz399NNy0UUXyTHHHCO/+tWvdstO2dXrciN+xKIF2UBVOVm2kZ1A8piSD65k9PUotApBcZNJHsMmb6qRgi4HWmK40pGRJRuLySCvlHUjyjVYTpC8umSUrM0vl84M50QcPrvX2EK5+KhpiiNO4g4Bb8gmNQDdH9HgtZcQBDNklOwh2f7Pv7Oi5I7gMnNq0J3ZffzsCrn46OkaCDv+f5/0JeY0hJucmCTPl5OHrK8PmlgiCyaPlKWbGlXvvr6IBhQNseCPHlyhgcbWzl7FIA+S/cYVyfc/Ok91+eEDK5TsklOGbHC4x7SbnNOtJ7+D9h9M5jKQhsW5GbKx0ZuU3k94bwQ7HFjGt7e0aCAVXHI2HZiM0vUorLMxw0lsAs0Ty3K1jyeU5cntz67RdS1955xMnOrJN+VH2Gg+51Qppw1pT05GWBP9Orp7FWrFSHl+psysKpA3NjRpjKO3r1/1ISObDYXTDxgXh1mObve+Wa19pvA9aSJTRuZrcNvAG+EHSuTZ3RezM3VDevnrz+0fp7chAcUWhgSUk7amLXZwGIJYbVdnr6Snh+QT+42Rby2e6dkH5j4zZvC9zIw0GVOUE9tMYAyxOaPZ54U5Ut/eEz2536eOAv8B767mRBMnMy8+yukLv2C23S/Yn3a79bQD9ATQX1xTp6Syph8Niatfvybz+fbggAe1bbiyM8pMSUp25Lp0WEH05cuXy8knnyw1NTV6XBR555139NjovffeK3PmzJHdUXb1Yh2ykc/97gV9IQfbycaCJUvzD184SBZf/5/Y9SbT0wtqgG4aVZgl6+oG8GqZAIF28IOLQYBt4YHLAxG2chuKw9RnfvuJnXVpBB3/dt7BcsLPB/R3i7tcgpAvE3wdW6QPaSAQwHqmDHebTRsPGF+ikApgKSfS08CoBF0DXARHg4D2YFfa2PGv581XfLGP//q5QDuwux50DXAHGPsTv37Osz1efebuhx3VTh7yZFIcOm2ktg24ChapG+s7dMFz7h9f8dQRCBd3f7vrp24gfjihYPzp7+cvkHP/8IpC6SyZWyFZ6WFZU9cW58PUy6KLuoBa2dbcJc+trVcdgFdgsWyymP/743vF/MVtQ+q77awDlLSQMfbHLx6kWM4GG3zJz58OtA39D3a7QmdEQrrTTxaEu/12X9BeSDn9+vXv5x+sGfToxDFVtw7J9CtH11hUsqBkIU6GTlN7j4wqzJbjrbnCFvQ66QZv0lcEyBt7nnGPNSA5WPjBj1BVlB1Y1kMXH6LZFwQZIOmJWNj8916wSOEvgPU46qeDuTGSab/5PtG16MGTq66tS+GWWFiif244XUrzHdiajt4+xRdn/tja0qmf1zZ361x8QoB/JDsO//W1Q3XxbPrFaw7jRWF8WV7cfQSza5o79aXCngtZGNMG/LCiIEszu4+aWS4b6p05H98ImnuMvvQ3L7hujG2/fjG6P3jRIfpy2dbFEcpMtR+cAmS/JFt3sp+bPqwszE4azsTA7Oxo/PCdVW5KUrIr16VlZWXyt7/9TQ4//PBBWOmnnXaawrzsjvJ+BNGP/dmT8s4Wf3gMDe6lkdm5S9RJyZ4ikYgUdzTHAuNjm7ZYBJ7VUtlSJ+nbmU1eU1AmkYmT5Jn+AoVZ2VQ8SlYXONAr6aMqZGtrd1J4/QTwSAghWMb6iLWSedtPFAzG/90BdLGwyzWoHPHOSC7Ny5A7vrRAnnl3m55QCxJTHrqyDlXICnH0NgSRBs7B/pz2wM2VCNKF9w0gCcnmJSD3xdtfkvauXqmLYtQnI4Suk+1Rg5M+XBgW2koQtSgnrO8BBgJR/x+Fj+E9CvvDi8Oa8bdnHKDX0Da3vfjOnXnsdZ1tb9aaJMhRyYTSXOVUInjsFghQudb4FbrB98N60a6XOs+45UVdg6vfRDdxDAErAWPa2efhb2nR6y87Yab6sa0f/wYuxssedt3J2MUW9z3wq21r65ai7LA0dfbE2kosoLGjV6ELeW9dW9euuiBmfEZRZBW+8/azD0y6zkR6DtIxylOHLrwPefWrX38na5eUpOTDJM1JrkuHlTb+xS9+UWbPni0vv/yyFBc7WbENDQ1y5plnyjnnnKMEoykRDdIR7CPIZgIrHT3p+jefGwLGQeSMPnjFLAYMXq0J2ACdYXCLvbBmGzp6lCAPMrwzbn0xdi9ZoQT7uBdm5yA8XYO3+8/XNmk2p9kQ4HEXdJ+NJ0cZ4JfbGwP/fmer7p4Gtfmv5y6I4eZtD7GjEQK4YEjbZKsEtWlPonWPc0QrmGyGdhBkBL+Z/iAYbPDZDa5zSV5GHK4zehO4Af+cgKhNLOi1oUKAjSyFIOGBynUzRhVoEI772JHneOGhU0dqhgG2hSwWIhsWm5RPBj1EPsn0K+XafUZywJ3nzpdQJKSBQR7shjCHhWh7VH+w1inbkESaMoAyAvfdBN3IwrBFsehctob4Efs2tA3ch08HCX3I4TsWb5saHPgZgnkEMNm0oS8I/tFOMzbA2Q+H0mJ45Ohi2mFsRBCOxROnGYxfe9nNTwjss7isLMzSrByup0zjl35Y4Piul5+Y+QCMdLfd7H77y7nz9Xr8r62zZxBmtj2v1LZ26VFcvsvLDOvxzrmji+R/TttLs0PWbWtT7gQv4Z4gPW374D+BfRjVg0yUMgu2uicSkQeW18T0pT42WDhO3NTRJ2fe9lJC/zB6EFAOskVDe48u3v3sitz95YNlvMQH0QnQrtnWqsFyFrBslLC5lZmeLqOLsqVGj0Smy6IpZToX4GfoYI7q+gk2o72oRDAYeCH6ZEtLl9bFPOrnQ057ujWj3AgZ9uf/n/O8SdZmbkFnPxvyXBpKsHpn4YencMlT8kGQ9vZ2qahwSOxsKS8v1+9SMiCGbM5PWK84+bHbFxBNyZ4nmb09MroZ8k4rk7xpIKM8vzuYRDyRtGXmSHVJpbw3ojyGS74hiku+sbBCIllZeoLrnjc2x0g5zXqoMIl3HBOI5LXpjY2NmmkKYSLfQErY7ZVubUkkmpVtMmm9lh1BQWLWEiTCUPdQhPWWTaboR7Jo2pNMnJp3Me5RSIwoWaFmdg9BQkOYBninIHt5uGLIOJ3g8ADBpRG+cyBuBoglDZxHMuSOQeSV5nOSy7Td0T6xDW3jtAO3wruj8SvVKTygk02YaTjFSOijPN62zSkf3j2ZarFbxJMgNRLzY1u/IHskIusMIr1030O52ifqNwNtNQScfI+dFFrINCoqadENgvae3iHVmUjPQTrCORXVxa9fk/l8e8hAU5KSD6MMK4gOqagdQEf49/e+9z054ABnVzQlDhO7F/auwYTlmM9QyBTN936Yvm6sWYk+oMyxKXPvjZ/eR259ek0clrbXvUY0Y3t9g/z+CwcqXrANvRF0n1vfnz7y9iA85+NmD37ps4V7G6NBwET2MdnOQYI90CUrLW2QDRMRgo4vzY3Z0U8g1jPBXDDCPfHZp5ZpH1xwh2OzEZlhve7qex3IDaOHP3ZzmVx+4qxAgkV0NZAkRsD6vnTJDH1Y/uDBlQnhPRL1q7s/8BOCquC0e8G4sGlhoIgoG+JUrrfvN4JeE0vz5PfPrfX1cYfwMsuBlhlbNEg/P+F7Anqf+e0Lg2B9+iL98sMHV8Tpb/rxuvsGIGO8bETm/2k3Pe/r14n0ov1s8PjhcPv1R0FO8HxQkBtMvMg8xLgGkuTuLy/0xMI3dTN+Ph89LePnN99ePMOzHo65BunJMWO9LjNdxhYH4/caPbx4EYDkoTxgOsDlNvOOGVfJ+Ecy/keGe6L5wIv0srqxQ8l3gbZxz8EXHDFFT1J8/4EVyr9g90ei+QmbMa98zzXujW3YCPLzIS9dbeLNZMif/eahPzy/NqnnX0pSkpLhy4IFC+TKK69UTPTsbIcksKOjQ66++mr9LiUDwoZxUCY6catIgo3clOyhEolIaXtTNJPcgluJ/oxqqZPkQrTeQi51zYhSB2qlMBokjwbL60ZWScuIYiehyicgHu6PSH1rl8biegh4k/IdFTaeE2Whx6BXQqLQGMBPAMdBkK2/Nzl4IhO3DarL7yvWTsAvVBYkJio1ZfDa1tzerUkxBFqVeDRNNEOWtQXvgCQC0J6Onl7RPI0kuggbbGnqlD88t1ax0Qly++G4+8lQpgETTB2u92hWtSFtBbqld4C8EsEV2ARJ8yCWxF6ccCRD3JCxkvj1xMraGAQIv4PIK/mbU6na/5GIYrbjPwP6DeiKDiSSoDOXEDBWctQ00VPBZEsTkOU0o/peBOx7JwFJ2xItB51suCDbdgwRLjfkrcYfIpZvdkXtUdcKgX2abGxoj9U9HIJKR5+I1LA5kRaSdiBoIs7YM21FSHBCXxLaMqJBbJNUY9rABgi6QSJr6nTDsvD5UPV0X48OVE1/YAM3GS/Z9ATYjc/Y/W2PrxRxZ0pSsguC6NOmTZMtW7ZoNrottbW1MmXKlOEU+YEUCCzcQSaEv5nwfnDqXMWFNgGPIMI5rjMBGzI5/co13xO0oKznVtfJG+sbNIhpcGjJAnw6wb12vejF95ffvUwzFe0geqL7Eum7dGNTnA1sIfja0tWjbbBJUf2wjHnAcU0QqSVlEZT61vEz5EcPOYFkI4nsD97w7NGFSZNmzqoq1AC6uzzFJI5EYpj0hXkZcdcZPegrL7uBk3ztfcvlu0tmxuFCD+hapuW6bTqjqkBeWF0fhwedrC+52+hFckumqxsvHMFWEass4/+XLZkp9y+tGWQ703Yv25m/L18yU3Iz05Rkkc9swkzK8fMph7ixUzY1xQc/uW/J3ErFpHf3rV8/2jbCN9icMJ8v8/DrRISSfO/XH/gM/u3uD4RMgqB5BuJHX7+eWqaLU74jYziRzRk/wx3T+EeQntRvym7t6gkkZTZ6uHW07QOM1i1WfbbfBs0jph+CbMHYM/NBMoSiNnQIJ3AeeHPzIPuYMk6cCwlV4SC/S+TX2IzNUb9yGSO3PbPG04e8dLWJN/G9oP7wIgfWZ4AHprzp7/85be9B96QkJSkZnlx//fVy3HHHyZgxY2SvvZxTXm+88YYG1B9++OGUWS155GuH+WKiG0mF0PdcyertljFNW1yY5ECvVMvYxi2S1zM0vGq3tGbmyLoiyDsror9HyfrCCg2Uby4ol+6w9wYxWMo9CU6REjfnGR4LKFpRRQKGyQpBxoff2iLDEYKGZPi6T78lSrKG4PLCI6fqqVfeM5LRUevTU9OOXaj3zpc26Ck61kuGlJRg5E1PrR5SgJry//zSBg1uErCkYUOx4VDFQOBQVRKHBuKEAH97FGMeuEQvMZpjEoLb5x8+WYPFrKsJnHK6vaGtW6FG5k8qVciO+vZuB/c6nKZwKwY72yaBNOSVvBNzrZEmDxgXI4qHH72WvgHGBRhBjP3zx1Zp2XlZ6bKqtk2zsdEdm6SFIqofEJVuvHzuMYS8pr0Eeek/Q17JRoF7c4e/OVVNjvs1976lZRvs76GQXhqccCA0e1yVtHTBv2X1QdSPwEQ3X1A+qhtOAaPb3mMLY/1E+e4+Qceh6GkTb66ta9MTq2jT0tmr2O8kcH71qKnar3e9tlH+taI2dsIBjHnT39c/+o5sjs5HJLUwblOZ6ClJSfISnJLnIz/4wQ+UrAj8xY0bN+oP//7qV78qP/rRjxRLxvx8mIXJzCu4ghCMAFoEckQCIAgTIpM+QQlbNJNw0USpLMxxAoxji3zL1YDi2KJY9iFl6oIsFNK/F0zyDoTY99r1Xn7SbC3D6Gx/H3TfNafMkZXVTv8H6Xvd/SvkipNma+DX3WYC/53d/TG7rNzcrL+NvdzXkp0KMSs29SrP2EODOKHQIJ1MPe7yKQv7X3v/Cl0EJyrfSFC76RP6gnvcuhg9+D7o/rljCj11vfwk8M4cwl9b0AcIH7vMZHzJ3cYVm5vi2mo+97KpX1mOD4a0DNt2dtuD/HTemCLNBDYBQ7vv9N+LJnr20YVHTJVRhTlx/WQE23jVmchG6IoPA91jBF9x+wl1Uj+Ba7depv1BdT0drct9L5kyQfcAu+M3r1zzkdkxX6HuIJvPGVMYs1uiMW3Pa3aGUpCe+VkZsfmNcW82/mzBnnzu1X+2j/FvSJq8xhVzhN88Qj8yzySyBWOPPuZ0qldZhpzSDT8CzBIQQf8JKLu8IFvrd+uA/l52Nf6DzYLKNeUdPCk5XfmbTH78lbnVqz8WRsmBsan7c54dXvMQgh48H1OSkpTsGIGLaNWqVbo+33vvvfXnhz/8oX7mTnj5sMuCHzz6fquQku2RSERGtjbIvhtXyEeWPyEXPfMn+e/7fyZ3/vFb8twvzpC3/+ej8thvz5fb/na1XPPoTfLFl/8px656XmZsXZdUAL0vlCYbCsvlmfHz5E/zjpUfH/p5ueDkS+Tkz/9U9r7oDpnz1b/IkrN+Luedepn84Iiz5f/2OUGemrSfrC0ZHRdAB44iKwqMTKBR4TGSbeIwzEJQbmhgJfGCqmnWyVUHk9oJCtvl2gfPRmSlS05GugZGrz99X1kwuSwKeRf8fOe+QoUDccQUSQCVIGJWeppyElAukIvEJZO1CZAbpjyDsEHQkgB6svZJcPhOBduU5WVoNrDC6GWly6SRefqOAT71rMp8zfBNJPALFWSFFQudYLraPajeKBErtiazGXuTtAeuPEFZSEhf39CkwVwNbEciCgnEDwF0MLF//PF5ioHNug6BJNMO/iYjadEf+uishRMkOyOseijsSnefBskj/RGFEaVN/Hxy/7Hyo4/tpVnT5jMth4ztzLCce+hk9QvKhDeL08a0D9JL9E5EOUDwG9/jHmzD2ph2utvrFmNHbNSf4MSl2Sgx/lWal6nret5xsqMcdKZN/JBk8vAyB2bSq09M+5LR0wjtwh7EJPBDNp8YvwYix/gG/a1wsWrLTP2bz6mP/sJf8Bv6zdgsJSlJyU7MRD/xxBP1N2RF5miOgdE46aSTYn8rgQSMxR9S4ahM4PftPYpZTobg2Qsn6mRakpshV5482zm21t0nLVHyS6A/EHYf8zKDu41j+ZRpH9vnKBJwGr/+7H4J7wW2heN0YNdyFMs++u+Hfct94OYaosV3a9vkm8dNl28cO30Q9rstlL2lpVP2m1AsZy6cEEfWiP7gZnMN/wbbGJv917HT5duLQ/oQNnryPcSfZG9+5rfPy28+v79neaYtkMt46cI12Pg7i2eq7VkAPf3uthj0CmQvX7nj1bjyedA/8taWQTAJiTCwOXYFiYxbF6NHor7iyJzxHeoCBuLRFVsG9VmQPsngdOMPkFyCCc55wm+fMFN6e/u1b9x9FSTuusDq/ut5C+TBZTVxtkum7ezkYzuvvsMeLMSvOnmWblQRXOQoG6LZ3JALJWmfoM+NsOj99G+e1wCprQ+kql8/dlqcH76yvl6+uGiiXLp4psK3KKHj8oH2J6qLbG5gPVhsslDE9hsagvFdycApK8iSa06eozjz2I26X17XoMf8bGz+RP6WzLWm7cY3mRtYZNJnQUI7uCcvM6zXGs4C49/YjwUfMDx+MEa2XrZ/uH0E6JjvnjBLeiP9cfMI/cjY5thjMrZo7hgoE/IjFshB5JTAPQ2X28FtV6+5MplygWZ57OuHJUWkyfFOoKPqW7t13Lj7g7rf29rqzLsHjY/73G8eMkL9KUlJSnac5Obmype+9KWUSRPI1gTcNil5/yWrp8tF3DkAv0I2eW7v9vVhc1aerDOY5IpL7mSVO9nkI6U3fVivx3HCeoU1NBj8NizHzhISS3rbe2LwGUMV3tkVN70vou+mFAEue1ooTSKRvhgJKH+bsxo5mU6Qmwxa1pox7HEXh5FbivMyo1nPvXH40YiBowBYgwxZOzs6GQE+oxXsGi88d+vftMXPTqEkgFkIVuZlZ+h7BWs72sTaPDsjomvIY2dXytq61dIbsA7SNxPFno/IiCygPHo1IJoIu7673xsPnfUd/gYsS5FCOQ7GLKefjpgBM9SAgJOdyGfc9gKzHR4negcYHv5dmp+pehhSTeBd8JeMdALGEakozNb6iW9wnW4yhIAu6tfTB5QJP5BpD75s8Lq5z4YA9dczpDYxGN/mJ0iM3yrevg8srHFp3VSyxgD1QeiJ3cFwp0lAvOA+bJzRVhvP3w9Hnj4ZSiY49nC4C7B3SNLDoZgdvXzDtiVCf5E85vjNwHepbPSUpCQ5GdYq4YknnhjObR86SYT5OiInQwO1XoSayIMXHyKn3fx83Gdc65UNbovinltl8vfkkXnyhy8cqJM2wWYvEtJYtkRfRB9sx88epRPz7WcdKC+tq9fr/bBvR2SFY/ceN6tCFxI8cMiC5UhXkLDYsLGBbTH1oWd9W3cMb9xu2zmHTpLfn32gPkyo+7hZo7Rur2sNyR1s2l5iyAG5xn2/6dP/++JB0tLRGyOXZNHi7kPqGleSI/dcsDBWLsfdGju6hX1qgrtc89LaFjlqxmD8bK5nERQklEe9hqxxQlmeHDSxVBdObmJQrmGn3L2xA051EHkii3KOiOEHBKLpg5bOLl0oGYzzZHCTDc61IexUPPMRWbpxZAhXqRfcZohCITcNIswlO4GfP39pftS/QvL421vkpidXxwgl/6m2dxZo4OW9sr5B9h9XHPveTXBpZ8UMFcucMt12HF+SKz39fbJsVZMcMd3J6qkqqtCFDIz2xbmZunC22+auy61nSW6mPLS8Rtth/DMRVjY+y+YT/gJeYmZehtYDcSXY3Mm2E4zwO8/B3mFd5Adh8hM0NzqPznbmBjIdgmRkfpbew7XTK0bomGY+sft37zFO//nZKC8zHJvf8rPTfYlMv3zHq0pky8aH7V9cD1Z/Zk5aoP+NLsrResoLMnX+mTu6UDNveGkmA8kOSnMkmXp4yQI3f1RBVuCYM/3AmHNfR3aO1/PCjO8g4lYzPsmamlxusbEmEPRgE9avXMh2vXRyNnv89fHCi09GbHvi2257D1d2VrkpScmuEDLQIRY9++yz4z6/5ZZbZOvWrfKtb30r1RFRIehX3ZQKpL+vEolIeWt9HGmnA7/iwK5UtDVsV/G9oTTZVFiuuOQGk9wh8axQvPLm7OSfgcMVgsIkWRjZHrzsRELZDgpGxJf4M3H9UXzrUEj2HlMkL61tcN4H0weycynbCZs6wnrFjeHMv4My0dOi730KsWLVbZfJ9+jBuiH+usSimcDRoOGgui2y1CAKLe23APwaJdnUgGpIWjv7YrpSp401zjtWUDKBCfobLGvKxeZBfRVy4Wy78bRZZ7IJ4CSDxGOW+2Fto2vQpoKXvQjCGv1tnG30iOHq94v0p/U7OPehkF5H/ejImpl3oEhAOW7f4r7uAJgZrTMSiWHzJysGZ9zpA4tB1RJDSkvb0kODxwC6QZBKprnBf6cUPjftGkqfJKOznx39fMM9ToeCF5+SlKRkBwTRDzvssOHc9qETApBBOLJ5men64u4lkBlyxMvr/iDcbz43xHgmKEQw47r7BpPNuUnmgEp4Z0tLHM62gQrguD7lvLi2flCd3Pf6hga51HXfhUdM0YfZ6q2tCgmgWODue6eWKUa1l4CpW2tlDLmxjINIUskyRS/ww821NqkhwalEuMhenzd1kAHtZJ8aksxjZ1UM0usXn95Xg89ujHA3ySbtP3J6uacuifDd+d6PfHSR1b8I/6Zvzb2GVLQoL9OXSPJPL6zTLHHznfEFytxvXJHccsb+cvbtL8f8jIxWL32ND/74oXjCTvrnjIUTYrbwI2J1+6r62/rB/gYp47zRRfLNv72hgb2r71kepwvXHD2zQhbPqZCP7Tc2zmbo+I/zF8T5TDL9wOfLNjf5EMCWytUfmSPzJ5bI/z76jnz6oPGDCUOnlKptCIjTNtvHg/qWdpgxTpaw7/iaUiYPL6+JjQ/+/vIRk2P1MQ5M2xJhthP8BGrkrNtekv3GF8fp7a7TPY9gc7Lv/exo7gH+gzF9wz2rBs1X9C8QLUfNGCmPRXkZgmx0yt6j5dYz95efP/7uIH9C9yferpWf/WtVzL8gIuUo5Y9cfjrY/0r15InCD51xwCCCUOBRgEFhMUpWBzA/pm/Q92/nLfAdc3e8sE7nw9rWLjlsWvmg675/6pxBfW1swDxLu5hzvNrL8wg8RDf2eSLhevA3/XRmY81gp9vCuPDThw2IoeqBuO3ptvdwZWeVm5KU7Cq56aab5I477hj0OVAup59+eiqIbslzlx7ti4lOnMQJFKZkeyWnuzOaPe5klPPvGE550xbJ7g0+nZZIGrJHKC75es0gr4gRefJTXTBS+tKSwOTYSZKfBZZzSE89aPAtEnEIa5O8f6gB94lluZrFnJZGdqqDfWLfD+wDyQ9gWfuV62BWixw8sURO3XeMvLS2Xl5d3xiDQSnMTldsaNAoEN41yXQl4HyUldnMGoV1Z7pHHBpojyll+YrJbIguCSyanCHK5BQh2cDTy/OlDnLLKCFiMhnpFSMyNUuYDOC+bgcrGh2Iw6NPJBLSgGNQnvzE0hzFulbcbw8hqM+6q6+vX/uXADi6Vjd3KkY1AexpFXmydFOTzKwcIc+trveF8iE56bT9x+ja+sbHV2m70RdoHgKx7oR09CZweti0Ml23vLC6ToOgnOQ0djr/sMnKofbXVzZKRnq6JisR7CfoffC0UnlxTb3c+8ZmqSjIUsJV2rOpsUN96L2tg0+2UqdXXBk9scN+44uktqVTTpxXKXe9tll1IZA7Y1S+Ejgb8s/jonjcyHmHTZafPvJ2DP+dxDannK5B5Zx32KRYdvRxs0fJX1/e6OvD4SgsjMEUN0SerOO8Mqzt70n4+PWT78VsFVduWkiTmMrzQ7KOjPPoGOCkBtCE6I/duev6x1bpCXyC2lnhkOw9tkgz0WdVFciLq+t1PmBTgcQmfoLwz4OEe9x2BA/dtlcQ1jp2xkfaovoPVw8vW+7obPadWXZKUjJcCUX8zq0kkM7OTnnzzTeVTLTfdbzm5JNPlt1RwGgvLCyUpqYmKSgo2On1VTe0S3d/RC67a+mgYB7BSIKUl54wS668xyFHtL+H+PLX/35XLj56upJI2vcTRAK7169cAjEcrydwQdDlwaXVvmR0QANwHYGhLx8xVb7gAXVhrntjQ6OcNK9SLvn70th33PeVI6Z6QmRwH2SNPBQPmlgiv3ziXVcQtVQuOHKq3vfbp1cPCjZf85E5srWlU4NgdlARcjzaTQCQYKpXUI6ALLAvP3jACYhxrU1yZwff3PVi2x8+uCKOQNXoc9pNz+kEbuxm6rroqGnyk4cdolLqqirMjiPw9LO71/1Gjp4xUr55/MxBBIcmEG9gJLzI+8x1EMEiXPPa+kYN7vMgJbCFDkH3XnnSbPnIL56J69d4nymTE+ZWyqV3LdU2s9FCO/774ZVxfZKsD7r7yOs6SHKD/BR/A5PwF4/H+5p9zVUnz5ar7om3KXWPK86RsSW5gzY+6J/vnDBLrr5nWVyZxlfwwX++sdmXkHbx3ErZ3NTp2zbsuHjuKA062z5O3yWyB99fvmSWNLR3D9LbCTxPlRfX1mmw2Mvmdn28LPHv25+JJ6e0N0/2GVcU1/9Gb7u9Xv1DMPWPL6zz3EhYFO2Tk298JkbS6rdxBOkmZJ6GFDjIZ3iRO2HOqLjNFtvmQEiZ4DdlA1OCHYL8lDkQ7EfgnYLGHgHYn3xiL90gsgOzQfpih8tOmCXhcEheW+ftU2ZD6pf/fi9WrinzgAklGtD30p/2nrRXpSycUiaji3NlKMJGL+11by4ZnX/8sXn6hsUmhB1I/8nH58k9r2/y1mdqmdz4qX2GlOmtevzpNc/NIuzNxtlwMsd3VrkpScmuXJdCILpixQqZODEeS3X16tUya9YsXbPvjrKr1+VG/ILoBBoPnlyqm5hsEK6ta1WYhdL8LHnsrRpZtbV1yKSBH1QJRfqlomUgmzyOyLOxRka2D05GGYr0pKXLxoJyB24lSuJpw6/srGxyB1fYIfncVYLfEVDjBN2WZu/NhQEAiaEJAVk2rVmHJoLsIOgHxjnPdNZwbpzsdAO7EhJNBOPU4MbGDs047gG+NQQhab/CKAJZkaNZsdlSNiJTIv0heX1Do7RFs9QJBu89plDXngSssXtGOKTBWhPE5OQj750Eim9/dp2e4jXBS4TLjD7cF4rqxfWbGjs9g60aFPaxJffrd64bCcLTVhJwwJB+cU2dBno5XUzweriuQnCZk2+cUHx7S2tcoFpbCDRIWkjmVBXqqcxlm4AF6dPYAuEbW88xRdnyuzMPVIJIAqcEd9PTQ/r5xsZODZYC6WjfYw5KePkFvgBcaVN7r248GD/d2tI9qL0OuWhIMsJkwTt9ywnEl9c2OCevM9LlK0dO0XcJhPcATg6zYUJf9/X3xzYa2EhxsOFDWg6BYu477w8vOySZ0etK8zPky4dPlbdrmjXhCx3x3U/sN0a+tXhmjMhTSTwz0mJko0bc30O6CpY8pygYiwU5YdnS3KW7UTlZjq+vr2/XrG0SS8Clz4zqaupEfvTgCrnt2bW+mzD4WE44TU7ZZ7SccfD2Ba5tO9I3px8wNqZHUADatJ373PoPV48gW2+P7MyyU5KS7VmXDisT/aGHHpLPf/7zsm3b4JfODzsOui2Nnc5uOsEwBrwXPvd/Hdcv135kji46yFwG8oBd7c7ePnlg2RZ5cW2Dkr59a/EMPTLGAosdRSAkgsoFi/y42RX6cLeDXLYQoAH7GwiUvMywnHjj057HzriOABOBs4uPmhqD5AA+hAfBkhuC7wNzi4xV4BPObOmK6cuR2tOjcDVeWLs87M+67eW478AyBjMemBgWhX5QOATAPz9/gnzz+BlaJxms9rVuDO2C7AzJyw7LA0urFRcZSBE3xi91ctx/W7Rddl1fP2aabnyw4OShSnZCEBml+350dWMdYx/w3dHl24tnaP3AIeBTQCyAgTy2JMfXBgQiv7NklmYzmGvAcz/3sEmqK34WdC96uPvV1p2g2ndOmCn3XbhQxz1l0Q63X7KYDfJBUx4LLj99uA4bkPWPzwT5GzARQQSLZAC4+8ZAJOGnXr54+s3PyZ3nLFCfJMOAcQqsCr4CfnsQAeyZ0THg1zbseOkJM+XeCxbqoouFG3NCZ29/QnsgvBhdcMernnoTzCYI6GWnQTwAS2Ypph/ja11du+e84u7/i48emA/sMe3uHzD58PPnV9d7j/XePr0nkQ9wH2PQjBXq87Xrqm1y5sETfG0OVr1d9mVLZgX6DfYGKuqTNz+XUFeCyQ1t3YMCs0H3MOaAWWTjcM7oorjNSiPUi4/ef+EiWb2tTW1o5gDs4QeLZdo7VGxRBHt7BdCNzvgs8DD4GdcarHVOIX3zb29667Nqm147lOC06uER6Db2Hmp5O7vclKRkV8rYsWPlmWeeGRRE57OqqqpUZ1hy7M+e9LUHfCrLNzXrxrkd3CAQ8c/XN0l2OF1aE8AzfJAkr6s9hk2uQXILfmVMU61k9W0ft0VdTkEMbsXgkpu/a0aUvi/Z5ITodmUAHQEGIkvf7/yz84cTQCfWzDqBIGoygv/39PX6BlYJeBIwJfBmTk8Cxce6dW1dt8OHZvSNODCQvNtefNQ0ueKeZRpQ5V6uAyuaLG2EACDBUYMF7hByRpQz6uHlW/Qz1t+x6xQexIG0IECIrkqMCrxKF3xifb7Z5kH49H6nUHKzwsqJRSICct+b1doGMKi3x1XQkaBsY/vgcUS56VGbk/3MO1tmRpq0dveqDdz10sd3vbpRE7j4rqo4R3mPlm5uUdJSSDfdfeq3qcKGTU9vRNZuc961K0ZkS01jh9S2ePunkrf20i+9uslAcJaAN7B4/E0bDYEmwr/BPycbHv4c9FAY8YjompK+5T58l2v5nPL4B6cZeI9raHf89Nn36nQjwsCS0Dd7jy127ou+f9j1mwx1+/ttrV0xfUmmwm7ronEGoEP5+/k19fo37x1r68hG75NRhdmqI3Wess8Y1YfNFWIBfpteCmfUF5HHVtZqEH24YtqAHceX5sbajh72s8uNCW+3nfHjd99Q9fCz9fbIziw7JSnZXhlWEP3CCy+UT3ziE3LFFVcoBmNKvIVgGw8Gv6CJIVdsCYkcOLFU/yajkOCIEV7gvbC5//Sl+YHlsgNd15b4qCQP5i//8VXF/w3CbTOkdGSVcz3CPeA6J3Mf10DGZ+4195t7vdpC9qTBKLeF+4zOQcJirT1aJ/Ya9L1VNljP4Eabv730setzk/+trx9oWyK9vO5HV6920v98Dm64bTsvnXzJay3IINpMVjI/XjaxhYVvIt0hOrT7wq8dQWLKS0S4yCaCaUNQWc0J8PK8iG5tP/UbV29vaYnrY3OdDTnkp1Mi4QioXTb//su5CxLaAx3MOPLTOxGhrLl34eQyOfcPr8TqT6Y99nxgdPfqHzYA7brcQt1+unrVbcpI1reS+Y6xMhT/S6QrL1xD0QdZvTV+PHkJ9W+1ngvm2mRsNxwyTzDCg8SUSaDZDjbzLEvmvh2tx1BlZ5WbkpTsSoFQ9Ktf/ar09PTIkUceqZ899thjcskll8g3vvGNVGdYwmZxkLCOcROsGeI5k5H5QZG0/j4Z1VrnwiTnd7X+Lu1o3q7yu9PCsrEQyBUnm9zBKHcgWPjdkpW3w9qyJ4sGTKM42ztSNHM8iqmSTCa7yeYOcnNDZAhYCu+4BMrJIo5lcJM9raSTA8SJwFkQNHey/JWdNJbBrUF5/czZTED0uvQ0DVK39zgkoebekHWdnSlvspd7o1ZMAGs+NIk4JI02YaOSUG5nsehs2uIF46Pf90fUBhl9acp5FdQ3r29sjCOTpG9IaPDDiPcTbAwqEPdQBvcbTHAvPY2YUwT0u30vAW6b1NLoSEKgUQsYHIhIjT3wKXPfGxsbtTxDdAtOPxspb7jaa643RJ7uz828bubzmJ1c+hq78bn7b+PrChVk6WjaZvgAaIsfDyr3Mx62h8jT3QZ3G3f0fbuqvF1VdkpS8r4E0bds2SJf//rXUwH0BMLOKDvVgcSNORm6YNnU0K4ko+wuzxw1QrNQg4jt/IgxjYCLVToiUzZGAz9+wk7vv75+qO7qBokhu7PJB9n51IVPgvvYtQUDl2yFrx0zVY+lYYtxJQOwAjYBHfht4LQV52bITZ/bT49V8fCiLl5uuA+bck8yOiNk8PuJIeUjy8GPqBLhmtvOPEBtS79AfMgDFMLKvMxwrA3sYidCSXKTOHqROnL87atHT1UCSOTRrx+qWRqQUtJf1BtE5mna3d7tTcoTZBOEzBKTZUz7YEUn4xy96M+lmxrVV++7cJEuBv5+/sFKzkmfkTFh/DYRYaVpQ6LrEn3//+ydB5wdVfXHz3v7tifZZDe9V0ilExIIYOi9i4hKVTqi/hVRQGkKoiIIKkUFRCmKhd5BpAUCoaSSkN7L7maT7e39P98z7769b3Zm3tuSPj8+YXffzNx77rl35t0599zfTxLnMMn0EzR86uOV0q8oT0V7K2sbdIs2k3AWDApys+SZK6a06nf7XuE6pk65MUe00haCDGofgpCZto1dE5TdNcNrMvGb+/4aWlKoorerK2qTfYWYayblGQFLu+0tY9/hj3b7n3smCGYsZtIWJlGZ+t5tn7GHLZ/DtT+n6EIVW4YZ15k+y/BX15xY4LPdq88ztTfdeXbZRhwY33Pv9S/K18z+9ZV1Ok7t+zA7FpW5qzfpdw6ZXjyT02VZs0snCLSbgLlbjNPvOtMXfte11472CpVuqXJDhNia+MEPfiClpaVy2WWXSX19fZLiBUHRH/3oR2FnWGCOBlevH3imurUQjPBcTX3wnHd7RJe66hS6FZNZPmTjahlQsU5ymoMTD9KhNL9IlvZI8JFbQp4Eydd0KZHmbchNvqPACIN2tvioze2cSSa7eaULCqTzPmZeGYmrEgznnTRu0aGokKQlnIiwolsE0ZyrdkJNYtmquwESROnwYoONNQ2tzrNFR2lr3Jo6paOuaRMi0kqUkXZ39GmAzbav3Sbb4p22+KgfEIRdWV6TFIw0Aq1tDaQTQAcqmNrQLM15rfvHC9hG4L+mrinlWj9RS+alpv3k1ttBZ+ao5ro9B3bXbGkjdGuESvl8xtLyVgKZ6QRKzfM86Scyxy17bWFbfGb/zU5k037a6i4bTnYWB/wC6MZ/3A8d0dxxtyFTcdD2Xre1yttaZYcIsU2C6GeccYb897//lREjRnTYgJ0Z3fNiumUnSLgRrrpogk/2owQn8R2vzm/FbWwL28FDy0MkUARwabkG/YYWF/ieR6Y331w3PD1H6RGCyjOig0ZwE55otv19uipYjBBxE65RDuVRPeWyL7UWNTRczG5xQMPFDAXJPoO7pwhyct3pew9QDua3AuqG6gKwchkkevmTp1L5rm2hSurfd3APFe4r7pIrv3r581acztjCoscDby1KK1xq+9Hrb+PfHl1ylOP4/v8tUv/8xmNcQG8SJHpJu/nn5Sc/n5hrycCkr7z444P8Rp9BLwJ/NtchrhMk4sr2OMpLJ+DJcSZVfiKa1EGbuuZl+QoaPnLhRLnhmdlKK4Jtd762wINHvKXfW0R3S3SLJPcy7Xv8/aVJYU3a5y/sWSL9uuWmFe00/c/vZLw/dP7+On69hE7d1/j1rznPT/jU7ivur5P26K/jLp2tCIAaEUy3uC2gDMN9burDV0F9y4QTBPnS3NP8M8/DIFvhsyZTPkh81GgL0M9eop1+zzLaeOreA+STt7yf7U98sEx6FOa0EtzMdByoH3z6Hhspm58fLS1PigMTKKfu216c22pM43+yL439pu9ve2Geaj0ETUi5P72EQ40Pn525OukDW4zT6zq/vshExDPIDj5vj1Dpliw3RIitCRa4f/GLX8j111+v3Oj5+fkyatQoyc3NDTvChZe/e2ggJzpigIjvGTz0ziLlqS4uzJE1FcGJKdsCWc1N0m/zhlac5OZfj1pHVL69qMvKlhVFvVM4yZdZFCzVOdtvQEMzptu4ewBxQu4n6C+2FnKzszRhCHHHRRu8d0qwFBGPtC04TLAbbmsW1EkWSXdpblZUs265juQYtyCmii4SRG+O62L++AFFMm/NZqWwpJ6IcC00Jy3CiXBNPz59mRTn5yjNHRnEEcPV3jVX1m6q0XqoiqA8QVUCl4bio0dBTPoV5StfNXzqWERGMjQW8HxTB8kh2EwWM9dg28aalixnGyYG7ceXbvjV7c+yo1E5ZFQv/ZsMWBIBSLYhMaG5nZzoJnM/K+pwv1e4di+ahRXaOq5fV8nPick7C0vVcBMQt+uF+xxB2D5FeUkxSYK88M5DP0I9rEvEM/FFgqt9fP9u2r9k/hI87gV3+5rKVufTDocTPapaEpyLkP3sVZs8RS2N4CXnEkyua2CsOWWxI4PzyyrrdSGGhBfOmzSsh0xbVK7JZLT/qDG9lV7nwyWl8t7CMh0L3EeI3EI3GyScafrQFt102+v3N7udu+Zmad+QrOIWP4Uy1YiLeg0MfNUlxxGABW/MW6eUNuyKJPhvxFfTwasNmQiqtve69tjRUWzJskOE2CbCotXV1Urn0qtXL5kwYYJkZ6dman3729/eLntmawsYrSiv1uC4X+Do1lMn6Pa6a/4901P80k9IkODHvz5aLhcdOlJ+/dK8QBHAk/fsr9xgiFPadhB0g4eZgDBcxX5Cm7ZYKYExUy6c2oj7IVbpdZ0RGEQAxQ5Geokart9Uq4GYdCKcbkFOBFYRwrj5mTkpwSbOu3LqKJ2Inf+QI3BIIOTxiya3EodMJ3qJUCWTjKE9u6hAIy9WXnbeeup45VN/KwPhUjtw5ywsjEwRYuScq48ZLbe/6Ah0Bo0LFZk9YZxc+59UkVkjennXK5/LOQcO04nnn95OteW48X2UM/76/8xqde0NJ41XHnCydL3qz2Ssmj6bOKxYJg5FWHZhSj8xRs61hHDnrqqQqz2EVCnjxpPGyW3Pz5MJg4pk0rASLduvzz9cWibTFpZ69qlbbPWdgH5nAcYs/hgxSfqoReR0owprMomifV7CnrecMl5+9uwceTcRtPe6T/CBua/MvbvvkB7yrSnDdELqVa59j3/7sFEaVL3pGfc93lMumzpS3l9cKtOXlGXUV9zXd746X+/1IIFRgu5wiJ/+h3dTBDYZ92gfGOFPA+6/v31zUiuRZDNO12yslfvfWij7Dyv27V9EUrvkZslX7p+WFDhlYqVCm66xRfDz56dOkFUVNfLFusqMRH6x/cHz9ld/24F0U7f9LEsnEIqOBQKeTEZtwU3qIJP9d6463M+FX54+QbMl7/bo+ysPGyUjehbKwg1VurBn2hYosjqypz5TDJ+73fbPlm9MK57pboeXzbbvTXnu64JszETE08sOrsPf/TqQmbKlyg0RYnsV1txesD0Ji7qzgPOzo7qVfHsgcOlaV+Up3kk2ef9N6yW7uWM87esKe8iy7n1keRHBcSdYzt/8XNelWOLwO4TYosjKkH4kKAhskE13qchnPOO6CeSS2b17ny7yxfoq5el2MnSd4DqBq9WbHIFKAtjj+hep0CJ80npeItudjGnmakeP6yvvLdwgi0s7Z+EJGwnUEghuVGqNLCd4HrCq0BmZ/YbFhB2MLKQx5wX3vrlQFxpYeIMznJ2dvGuxSGDAwgLvB+CDJWVS1way/Wga/nYbmAh3txFehDP64XcXK+829K41DU5muHtRxLExqtftNai7CirTHkpctbFas7+NQCnik70T+k5wnmNZViSqgW6EQQnYs9hgzuX9PCgoiwCnCXLXuAVsNaPdWRwxYHGEBZN4Yi69/9BimbaoNEmd6Ah9IowbS4rcKgVQgHCm275M/0ZY9l8fr9T+t8VP7bY99M4SZRUwPh5aUiBrN9fpPckiw16DijQoz2eGlghbCdbf+439Muh17zZkKsTZ3usytaMzsSXLDhGivfPSdgXR//SnP8kll1yiW0VLSkp0xT5ZYCQiixYtku0RW3uyzrb5Y+96y/c41BB8+Z9w99v6t8ls9cMzVx6kAiuGLuC5bx8kObEsWeYSAbSpXygTcZHVG2t0KwxboFhdRsiUVd7zHpqeLN9NeeCIejTpFi6uWbi+SrMQqGMfhP0S17qvww6oXgjueNFi2O3kWmhRzrj3Pd922+e7fYQPXpmzTilPmBxQHl+b5VV1UtwlR8djdV2TUmPkI0YSh3+6xV/4JF3dA3rky2m/f1cDPH7949V3tl+gBCALgK1IfAmwQs0Xb2F2liwvr1FaEaX3yYslsyrM2Ek3Ll767sG6fa9X1zwV4YEiCDX36noEMHPkxHuc8eWmN+HWH1SSr6kt+A5+fsRz+PL86v3TNIDuV386m+zjz1w5RV6ft1YzOyYMKPIUoeReYAt1DdyHEtFJUmWCYoV75O0v1mv2weFjestX7psmFx0yPKXPzUT3zPumBfaTsQ2kOwdaFSaeCImdaQUf7fY9eclkzdrBJvc9wH2y/5BiOffBDwLvE/u+su9d7ndTLi8jLMpBv8FLDpN1+5p/XXagTnY5j4xjyiabmUfzYaN7y4l3v5NRXxmqkv0G99AgLlztfs8W+oxJDf140j0t5VOGeTbYIJBOUJLxz1hjnOKTlRurhW6HLogJ+lfue8+zf9/4fJ3sOaB78pkFjRCZ5tAKMbaOGddXA93ca9SFJgTP1rY8X6jr7xdNVmFn6uZ+ZPxRt/0sSzf+X/veoSq2CSqq61MEN01ms/0ZWTJk4/Nc4G/qPOX373iOKe3vSw+U0/7wbkrb0tnk1S/mGtteP9jt4PnBwqebZixd+7numIDvxLbaYfzZGcKfW6rcECGCEAbRt34Qfb9bXpYNlduX1kGsqVGzyVOzyFcn6Ve61/rTz2SC2qycBCd5H1nWo5/ylDuZ5U7gvCYnr9PaEmLHxMAe+cpBvqGqXndSV9Q26NyKIKnJ7IZ6jexxAucqup2fLZtq6pW6ojkxD+dfSWGuzlugYOlMOEHRBP1HvH1iq+2qN0GBRxDdscPJhKf9ti+YR5gYusai2ZWemEegT7UlNzcg0skCBtVed/xYueW5OfouSRY3c0q/uglO8w7Ku+cfz90/GSz+5sPT9V3M0GgQNzDtZj66BP22SEQpMokx8DuBYqWcEUmW5QVTPvaxiyFTv1Du8F6F+n5IAlOS97/ZoRgyYrO8IzFAyEjPxJ62wMs3dvkcP+fP7+uYwB7etbk/iEeoUCn3z+Y6vc+gj7V1vHTtKxqR35+9T8YZ6W2xrbOvCxFiV56Xt4vO5dprr5Ubb7xRrrnmGominBDCuxPSTB4IJOE+w3sdtJoOquqaVGDynrP30UBXeXWDxCJNgYETMlkraxp0ZVGkUa8jkOlVl1v0D7FNPoskHqp8UfL31N176yTG8BJ7iQX+5cKJngF0Y5O51tTrx2FNkMYWzHOL522qaVK6E4APCZjzpdSjMFdem7dWDhxeIl++b5oehy+YTALbX5kIExrBQSZPhiPczX/MZ35tuPKxj+VXX94zKcBI4JUtpgQ23SKOpgyl2vFpsxsVVQ1ywUMftiqDQGhOVkyeuHiybqGkzxFhYTJoeOkbG+Py/KzUYJgRNA2qP1MBSEBQFyFTN2wRSoK1l/7V8cMfvr6Prs7jRyYf//tigy7aMIEl0+Bv3zxAJ1D6JR+J6MQUDn043Mn2TsdhnInQJ+fYorvA5r9G5IS/mbghmuQnmMm17nGBzXNWb1Kf2+PCwJxP1ghBUhawyFLghYGMCzPuAOexaMAYxUdwSBrKI4NRvbtm7A+C0KYdCM8GPVvYGvzDf34mD5yznwZozQsGY/vh8yfK9KVlKePKiCQz/lUvAn2NTbVS2xBPtgl/cP6dry7Qf17+NGDBaHBxvj6XsIWtrWTkd893+p8gOmW1VfiVrcgJ3St99tEfR4zuowF8rbeBZ0zwV6eKOq+vTHJ9ewVjzWcsRPCSw/cFz1mygCpq6pLPeZ4f7udoZV2D9r2tZZFuXNO3fm3nHiJDnPppG/cXW0ttvnK7HW6KsiAxTvd1QTDXmYC22wYb2nIXN2gm1/nBr59ChAixc6GsatsE0LvVVrYKkg8pdwLlBNBjhoi4nVjbpVg5yZfBT17UwktOsHxDYfcwmzxEIJhnkkSj/Nmafk3A1KEAMfQhSeHFhBCjEyhGENIJFDriqI4QY2cH0M33Pq+vzJNIrNla0KxwpcaJaoY+INHE7QvbInzIO4IRRjXobN57e45HNrotrKnip1DGBNAAqThsQgDWT3iTuaERZKbdhoKRtpgsauXCdwlt+gVgTfnGvraAOhyhzxZRWrfYrJ/wZ2cEhNOJXfLTLaJb39zsKVzqHggqrBqPa/+1J4i+vYiNhgixK6BdQXREi77yla+EAfQ04CU+8HhBtn5xwXtNwMhkyPqBLy0TcGMrPlQtZDEHgQc4K8znPujQhXAd3Mc8GNPxBLJdiwAOdt3w9OwUagcoLmyedq96/Y6bY2yfhweXyZAfZzOfx6ydDm4hzW75WXLP2XvLg28vTgm6GW5rMndNJuuwksLkynVbhP7oR+Wqf/nzVvQWpo1kUWfaBgJXxi67fpsC5uhxfTK2kYxedxlQpLA175bn57joQ6D4aOGld7eDz9w+9qo/naCpfdzPfvtzMmDMwgq//3XaUnn8g2Xy94sntwrYwUf9w2PGtKIGoR1Q25RV1XWKQKlBUN+etvcADQT7oS3jwj0GDMe1Fxf+787eR0V4oOixy6V/3fddWwRbMxXjBWzfhKLllmdne9K+zElwsbufAUxwy5vqPccgk7dMbc3PzZKfPj3bk+6EiTULam1pP77nWfIrD4osniVM9qvrnUUKFi7SBYPPvO+9tFzfS0ur5Mf/ntmK8un6E8bJRY9M08mr24fYWVyYq/cFCzNevglqp9dnLEjxrPeiHPJqQzpRZ7+FrExEPPluYnHGprsxNjA6rvY4xg4Hvs38rgtFiEKECGFQXEj2aMMWySaHWkUD5BUJupXylmzybnVVHSq/JpajHOQExW1ecv7BWV6bHWaTh2g/mH5V1jVZgdG4sPZO4gd/Mz+DeoO5CAvtfOmqUCiCnokyHHHUuJRXkcXe+aFiJ7QvSpmyNWmWmhPtImua+WUsq0UYkwQIWxjWoClhY3Ykqlz2dYm8+S1lN0kVazbW6I5iI6zpCFzGAzP26SaTefz36ct05/Cwnl1aCTqye5pMdNNu05Yc63cC+SSFQLsDz/enr85P4fk2tBxmwcYIpWY6VDiN8hsanfkw1ylHfyKAzt/Y4yX8SZ3wj2dKCYKtz3y6UipqGnVnPln+WEDSlpfYpSmfn8Q1CJI76wuONV7Cpe5EEBaiWHzBZ14UJuloTficNvNeagRTO1NsNF39QcdDSpYQOxvaFUQ/99xz5YknnpAf//jHnW/RTgSoAILE9KDyIIBiAjaZis4BzoEDGU7aoGveW1Sq3M1kLRJs4zyCj5cfNlIWra9KW59e5+LlBQQqmCCZcr3qJcjjPm4fI/Dx53cWywUHDWsVuDFt5PvFcHLhM3tSxt9kSBBAd/Nfm7JO2KO/XHf8GOW3hmsbPmy7zbQxSJRx3aZa2a13F1/7AG3My4nK3Qn/BrWhpU/K1S67zynH1GOLRQaNCxYz2FpnxpkpA65jL5vhjYbh0+4Xux18ho/tcetVv/scG3Y/GUHQdGKaM1dUaP34hd+pi8Wbnz41q1Ub4E9386abdjC28XWQkKldb5AgLmOG35mg+fU/9gXdg+nGBdnsNuwxwDG/euFsh4Pfq3/jrv5ti6ip/TuT76B7Q7Pv3/DuB2DGoG0L173r8WxIjsE0zzNjH3aZceJVN/7p0y0veU1QO0yZ6vuAZwllmvMy9Skc2ywWenF9M9F0B9DB24lxzPPR7ASwfcVzw9wXtiB0W74/7M/sZ73XeHO3gWxvxKCDBF39xDjTiXhCa8MihVvc1dhw7IR+nsf+O3+9PP8ZmhTe16XjWg8RIsSugw+vO8pXWDQQ8bh0r92cyklevkqGKFf5WulbuUGyOhg4XN2lJJE93j/JSQ7dCkHz9YXdnUhniF0GWypr2Qu8dzC8CMJV1jc5dClKyh3Xv0sKs2X95voUe9xJUibbeXMiU7kzQfCa4GztVshAt/1ufscfNbqrG1uadUHBBKc1G725WfJysnTXODDHKhFDbZ103OlgQYN/iH8StP73xyuUAjZdvRwnUAxemL026evd+nTRthhBR4QwOZcEHxXXJIEr7gSE+Z1d72s3tSQx3fzsHHUewWJ4vg8YXpLCuY3gLLuO2SGO3TYYg/S18bcNdp7asHn/Gb/svEb4kz+w09QFvU2mfN/MheE1d481/AK10aThJSmio3b58LETvOZeIJCuu/kLsmXSsGJPoVKuSWbzRx3BVPSc3PaCdJzl7y7cILUN7CRt1MUGkgC/c/iotIsGmQh4puNMDzreUb71ECF2miB6U1OT3H777fLSSy/JHnvs0UpY9I477ugs+3ZoIDBCRqGfmB6TEjtgYzJPgZ+QoA2uvXDKcD0GC5pbiM9cwyTnvIOGplyHwMaIXoWaYRlUH8EHv237tAlRTHeQ3K6XoJjfsWuOHa310gavYIyp44Ipw/VagpW6NSqRcXvTKeNlbUWtZ3DMtIn62Z40pKRQ7ST4Y/sYn5N9yje9l1AlnPBVDU2+9r2T8EGX3OyM2mC3/+pjR8urc9cmv0jIKjW+JKPy0W8hxDgncFwguHnJIx/J3Wfvo+PMlEG7/frN+MXvM3yMr+OWj6gfz5tx7D7Htsn0E310/YljVSDVhu0H+3doQcjsNhoB9JtX39p+8vO18ak7Cx97bnthrkxLCH16+dSISL4+b53+Di+6X99i3/k+9VFWunFx3QljU4KRdtuC2kmA+O2Acu370ohvBj0j3L/T7vqGZrnisFE6EXULbZ6f6OOg+8KMQTOugp4N5ppvJXxpjzUvW68/cZyc8rt3Ausme8qIIp+vE9DU9tvCmGDycEfQNKhM43uTtW2OedlpB3KVL9MVxCXTI2hs/PDY0a3qpvwJA4vkx/+epX/bzwa/5wQLbZdPHZnCh24LRmfyrLfbwE+eS37tv+nk8b4Baz4nM9xPxJOFG3eQ3Lbh3ANbvsds9O7Ks8L/Oi//hwixs+GRRx6Re++9VxYvXizvvfeeDBkyRO68804ZNmyYnHzyydvavO0GJyd0YrzQRRqlX/la6V/uiHiSSY54J5nkAyvWStf6jokkVmfnalB8qVKtOD+NkOfKot5SFwufUzsy2KPVMYnXVOTFoipO6A6Equ5LgnaxrcFZAozQthHoZsceVIhmFxiFDS4uULrQjdXwfMc0M5XvZr5HMxW5bItNJiGXQLShTCH4Z3Za58UimgVMhjGZ0HnZzRpIzVAz1RMIUJK5bYL+EWuX3f8dtbsM6J6vlBqrymvkyRkrWmVKa4A0kSzH/EPpMZvi8vV9B8jjHyyXuqZm9Zmhn4kmArDGZhYkyGaHlhANHgQ6KSNdk7CTICT+OXWvAfLRsnL5cEm5s/iRKH/BuiqdD/J5e12EzfPXViq3OlnYdmYxoqUm2xjwO1nnP3turkQjTtAYO6g7luAER7ts+pIyyc+J6bsd818CyJRPvxJE/u/n62TNplrZvU9XDbjzGYkmBIWZz7NLwg3qoO1dEuWyQ4LEp5+dMkH50E3WOwFpzjV14x/a4ZdNfc/rCzwXa2jb5romTTy56aTxSdtN+dxLS0rrdXFhUI983ZXKmL3ttD10YcNPqBT/QUNIBjp2G35yYy8itoaP3q8NlMVnXfKylYEAOiVoNiePaKGHDQLvAnbf2r4xZfv5MOg4CLo2RIhdKog+c+ZM2Xtv5wV61iznZd7AFhnd1bGxqkEuf3SGBgcIiFTWNilFAqt8Zz8wTSkZbBBYIpjBCh1Bk4KcmPJ7vzxnrS9tCvy8ZO7BE02g3Bags69x8+UuL6+W+Ws3y+Gje8sNJ43TgBlBfyYm9rXpeHbhNzc84V71MlGDx9jrmKFb8OLqtcGkhoxLrn3wvP3l+W9PUZ8sXF+pQihBwK7a+uZk8N3tY44zebn5lHHKBweFDfXxRUWA+3dvLNQ6g8AXNv7MtA2m/SvKazSrGkqP7x+1ewq/MZNVxsjDF0xUbjVWs+mnhsa4lFY56t7wJZdW1sl1J46VeLxZrj5mdIL7vm2c5Qamr6BiueDh6Sk+wka+YAlQF7KljyD6gx+knGP3MRzZ3ztqN23DIxccIFcdMUr9S3cxGUb0haCdPSb4nJVz4x/ul0xtt1GbuCfctsHXjT1nTRwsXztgiGYTMAniOBMd2k8/IXRTXRdRWpD/zl8nBwwtaXN9UNIwRtONCyZ8t5w8XttM5kAkw3am8wGT8+e/fbCOZ/qLdt108jh9GeMz7gfGOBPWRy6cqErxTGygzzE+gF+dZxCZz4xVdx/DXx4EYyNl8IxI90zSc3Nj+nL46zP3Ut+YfuE+h4rJjBkmnF7PQ3fdpl949fr+0bvLtSeM0XIpk5dTXnTu/8a+amM6TQrbXvs58uPjxujLkvvZ6ccRnqlmhj3+se+5b0+RF2at0b7wsoOxB1fkzSeN12cSNtlCpk9dfpD2MW3nZY5nCs+fTJ/1pg1M9L2eo2ZsIDImUuhbDpNz+tFLxDMdZ7qfjZnaHiLEzoo//OEP8pOf/ES+853vyM9+9jNNdgHdu3fXQHoYRG/Bog2VMmr9UhmzfkmSl1wD5RvXSp/KMmkhA2g7YONd29XhJl/awwmOQ8FiAuWlBUVhNvlOjM4WuoRLme9r3rWgrGhodoKUZPeqaGEiQzodDF830xy0Y4rycyQnxny7RoPkzOkpk52MzIW65GYJ01eOcS4o3QJaAk52eVTnLoCg5MAE5zY2Y1efonydozqc3HHpXpCtAdUsbG3jrerMfQjMZ0llU0tGM8HGeCIDmqDx1NG9Neh556vz9XNzXbKcRF8zj2R+lpcd13d75t7Y3KMgO8GLHZcGFWdNBNMTCwbMe5iLLW9okvzsmLZpeVk6elbHH7265ur7FIFmMt8/XFqu9CHRSFSi8WalukH/ivhAR3YzODpMDeoLGwQ+7eAnv0PbwhIA2ePsEG8ZlA6vPvz1zBv7FuWncG7T36Z8Nwc41CicO7RnF6XR8QqiO4YyprMT/ZCVLNfYSTlt4fvm86D3C/xJ3xrb7fJ5vzL+ZiwN6FGQtMfPd/yb6mp3EB+9XxvcvObGF23hNXfb1xYeeL/jIORbD7Ezol1B9DfeeKPzLdkJwUqxEdPzO+6GLVD4/FUHS7w5HijgRuCCa8gaCBIBdPPhDu5RIAO750s8HlFaCERAEbJzl5GOZ5eJzZfvfS/w+NtfbEgRGDTCibSfoC1fCkFgIcEIqvJFSUD3yLG9NfidbmLAl0hJlxwNsiCUSNYAVB1kett+JchH2/l57oMfyEWHDFeh0n2HFKfltu9R4IgZ2mKpbjAhNPWZ9g8tKVQRGHizCWYOLE7lHmPsrN9UJx8muI/5m/Z8lhAHdfiQIyqelxvLkmi0WQO6iDoWdwm22atfmdC9v7hUDh/dR4NcRgRzwbrNOh9CkJbyybrgp5+YpimLrY63n7GnTo6/cv80LRMf20KblPmPiydrQJfzWFj5z2UH6uSDyagJ6tsirunGJAFsL1FG+hYfGpsRuETQ1IjAksl68l79dBIYz3HEFaeM7KVbDYMwqDhffn3mnsqTx0SWBQImEdSTTucA+goC22Si9Omaqy9Mf794knIPFmTH5LtHjmol0Iv/6AM/OJzZOZpFxIJLZV2WzF1dIeP6FUnvojz130n3eGdxGz+Z58AzVx6kbZm1qkIFhQH3xWG7905OCv1g+qm6vtHz2cR9D2WN/WwoKcyR4b26KI2SeXFExImtkOgInPPnD/TcdH7FP0yoHzp/f30BRIiTfhnWs0DL2VhTr/bnx7LkO098Il+fNESOHNsnbZmIAVXVNukikRmTZAPxQnZmQsDYC9TFop8tdJnuucKCq7lX+J17A/FYFn/8wMsvY6hftzwp6pM6EWaccZzFGrJlyNxBdyBT7nzDc254zf3uf/yRDnZWOC9pZvUoHWd6JvoKQba70REh0hAhtifcfffd8sADD8gpp5wit912W/Lz/fbbT77//e9vU9u2Nwzv2UXOefJJOX12+95lKnPyNTAO7coSDY73S2aVr+rWW+pjwc+xEDsvyHCu60S6Eeb2dQ1NmtRgwPzf/s5rS5CUeZVDNdHCy8zfvKvZPNI1tU3JY3qucqL7i1MaO9pqkOG05nTmO9lZWa04twlw25zchkfbcknGsGK7SbFUUw//qMPmgSYzWM9zNdxUTRCfMgyHtOEix7diBfkdrusW/xmubub5tD4TbvDmRGa3zXNtuOpJwoplOdnw/L3nwO7yzoINOk9r72jEHtqTCYyfqD81lzIu0JdzjP5Nx7ntx9Md9L5hj1OvcjPl+7bPx1YvKhnxGCd2+bqbwoOPvS26PF722nz0fm1oazvbgnRlpzu+pewKEWKHC6IbfPHFF7Jw4UI55JBDJD+fgCwPzzAT3YCALRQSXtvM+ZwMUbbae21fh2qA4DZIx3PLw55MPj+OajcfLn+/MHuNBkCMaN7eA3voCqK7jHQ8u6wyBh1/cfYazS404niA3x+yhBYJpAXxa8Ppxrm088/n7id/fGuRnHXAkCT3d1D9BJPgD7ZpQSgTQcSv/XGaBlBsbmCChW6h0iD7uOal2WuUy9sEH92BdNv/tnCkHYCi/J+dOkGOG99Hnp+1NnkuGSNuYU0/cVD6kUz1pniz8kW3lR8ZMZlJw0qUB874Cxto1+/f+CJFuPXnp473HdtOnznjS+0d1VN9OnNlhRw+upd8NdF3BCDZjUEAy/Du2/5x00SYMYTtQf1BBrgZ2+aavQd3T2kztrMTw9BiAGw7fe8B8hPXeEnfVqc+Uz8Z++xiMPzrvnz2I3vKjKXlcstzcx3h2ldaC4jSp3sM6K47Wuhr4x9s9yrX9NcNT89K8Q99QAD2jD+8q0HZjHjHR/WUBWs2y8g+XWXi0GL5xYvzUq65NcAvppwgTvyXXM+GfQZ314nVitIqWb6xppUWA/YQvIaWJJ1f8Y/x612vLfCkXPnqA+/LQSNK5PGLJsuNT8/SRRw/7nSv8UI52GMyvf24vjnv+VnO/WALXTKZDHrubdhc5/mssMej3/PELai5rLRKfuQhYErbz7r/PX0OBvnU5jlPx2vux4duw0889NbTJgSWvW6zt2gwn7fVpiAB03ByH2JHAxQuZoeojdzcXKmq6pig5c6Gp66YInc+npr1aKM5ElVucuUk79HPEfLUbHKHgqUsv1uYTb6LIiiQTAIGcyV0X9oa4M2PRaXGtaOqS05U9h3aQ6YvKU/u2CWlg+pJBiL5A4F36iJDPQgEc6FFGdgDqpb6JO/x5GHFMm/tZimrbOGRJusX7NG/mywrr5ZF6yt1rnHU2D7y2ry1Kjbq2YacLBnTt6vSgLg50YPi6sy9yOiGV5rELhIUWPAnQz0SFU0mItA8uLhQExkWrN0szR3gcinKYzdeRHfGmn4iAEuYlnrvfOVzOWXvgUovgp8H9ciTpaWpWeLs5hxcAl1Ho84lWISAQ5psat6lnpu5Jtlq4r90T1Y0Kjlkk0cj6m+SaC45dLjW8dgHyzTo6tcus5OA8QeoC6zbjG5XocxbU5lcvOnTJVtmLCuTMf26yQdLylJ26g0rKZDVm2qTu5b9QDUkOkEtYuOlWWvkrS/WS/f8HDlxz/7JrGXaDcf3K3PX6aKIKYPm4Gt4vinrHx+tkE3VDZKTHZUv7ztQzzNin8CmEuHfCXv0U3ocEo1YQHCvT5HBP65fN/l87Wal3sGnbi5vw/dNQhK7g1m4OG2fAcksaXfmNX9DZenFiY7X8mMROX2fVNsNn7hyxVt87CycsOM/HfAr9EFGhNXNT27z0ftxlmfCa54JvARA05Wd7nh77AqFSENs74jE2yGfXVpaKmeeeaZmpGum6oIFMnz4cLngggukR48e8utf/1q2R2zatEmKioqkoqJCunXLbHW1I1hVXi3LyqrlblcwSPm2Dxslg4vyZHlFrQY/grh6vYKKTiB1pFyYoN2Ys6pCzk4EJ92Bkh8cPVq++sA0DcK5eYlb7Bkpf/xfS3D6HXcQ9b8LPXmR4bYl6OAV9LTr4W8C3oDAmX2uCQQRWHdzx59nlUEwm2spx5QRFHS99rgxcsfLn8ur89a36pspCfsQNuUnGZlws5OJ/eGSshQ7/Oxzt5E+OW5CPw1WefWT3QY/0ctbThkv1/7HEQ3k3E+WlfsGi/GDm4+efrS531uNm1E9lS/b2GO3Y9bKilZt97NXFzTO219+9/qCVgsUdp+1+KFEJ1z7Dy2W6xKiiJTdvyhPnrMEMoP8Y9rMWP/hMWNaiYv6je0TJvSTXt3yWvrJwwfp2moWEjJpK3VOHFYs4/oXyWPvL9VFg4ffSRWsxB+XTR2VvH+D2oz9KxPPCWPjxz79S2Cbxbe3AvxnuLOD7lkWHRxu+EbN4Lb7KJ1fbL5t+A5//txceXXeOt9+4m9EO3t3y9P78JsHD/MUY1W/jXLuMcPJ3fq5mLlf3c8j2uMsoC1JeR7bZboXyHSBKCFauaKsWq7512eBzwgTqDVCl0tLq+Taf8/01Mx4Zc4aeXdhaaDf97SehW6YeshA/97fP/F95vCycNb903yfc4avvJ+VNcIE24/X3D7PL/v7isc+9lw85iXspyeOUx5Mr7IBgW/3sdtP30NfbjK1KcgGu39ChNhR5qVjx46VW2+9VWlbunbtKp9++qnOy8lQf/DBB2XGjBmyPWJrz8sNLj/5Grn0/SdlRbfesrSHw0teN3iITDpyotw2q0o2OHTTIXZxEc7saEQTotjtG8+QLqUz7eczctPgiV5eXiWVdW2LzscSgWJbJJOg5l6DinSe+uxnqx2Kv2hEg5rsdH1vUVmKEKa5pqRLtpRWNmiQlM96dcnRILIJ/vMZ8wgCmRSwdnPHb6J02e8dQSSx8EEcg3lSW8AG1cKcmGYHZ2U5vkNr7JJHPtREHttmdqg6lDVkijs7E9lhzTXMe0n0gN7PcIhzrR1Lx0Z2ZcaboWokozum/TdtUanuLAzyDzsjBhblaV/QxyRvEJgmoD9zxUaZtXKjlFanLniw2FKYm52gBGkRgaRttlBpfnZUaURtgUg7GAzM7whl8u6xobIuQf+XJbk0NhKR7GhUGkjVj8d1J4ItpIlvKqx7j/HFzvRRvQtlbP/usmpjdasxTD+4wbsCvOLQsBD2ysqKar1BIpcEcZ/5dKVqaLEju6auSReruEZ3SiRsN2W4ueIffnexvD5vvS7MBNWDX1l80IWchAjrvd/YzzOInElguSPB53QCoOnKDjreFrtCIdIQO8K8tF1B9HPOOUfWrVsnf/zjH2XMmDHJyTpCo9/73vdk9uzZsj1ia0/W567eJKcnMj9Z0bV5Y3lI/fPSA/W4oQ5hNZ4vOAJWXvQnlMF2dzJ3yeplYjW+f5Hyo0HPYJ9n13X8Hv30SwhKEVO3OxgEbcOJd3uXQXY2gTzUs3mwwi9rl2NfozQePvU8e+UUiUYjctxdb7XylSmDABk839CcuP1gU67Y9BBum+Gza2hqVo7tYz3qMnjhqoNVODQ3O0ten7s2SXeRzr4lG6pS+tFu4z8vnaz0E9gBzcdrc9cl+wnfMHHCz0E20W7aYvrVD24/2P3o5RdshnLk9c/Xqj3GRiZFtMPQraSrw/bJ4xdN0qwVd1letDbQpzDROe9BR+DQUHLY5QfVZ9pHHQRb4TanbVA1uMek+5rSzfXKD4gPEJk96Z63W53XlrYyxtzj010WVDL4/9jxfSQvFktSx2ADfUvg0lCTBLWZ432L8pRepmt+dnJ8evVvv6J8Oe63/mPe1OW+Z9kuy8SegDm/G18+cfEkzRxI5xcymZncwwMZi0alOd4sL8xaKwcMKZZ+PfJUnBW+R7/7hrFhqFrsMeyFV757iP6kz8mGgb4E32ALbeCeydSvwP0ssZ/HvDxD54PYrR9V02vfO1RG9O6i2Vr/+nhl2uegfQ1gUsn2RsMPzosJz8D8nGzfvsTOZ6+YopzuQc846uFZeEzAOS9edbA+KzcnKE2w3fDR23zlflQo6c5zY+G6Sjn8jjd9j7/+f4cqrY9f2UH1ZmpTOhvs/gkRYkeYlzIfv+GGGzSJ5cILL9S/2SlKYJ3fzzrrLNkesS2C6JNvfVVWV3jvaoELuqqu/RQIIXZOpKPa2JJQ7nMrqN3R4LzDyx2R7gUxFXo0FAs19Y2yUQOqDiWHiSvbgXg+J6iLLhPBW8omeGk4zZk/8p5TQRauUqa0lLM9AtvT6eH4gbbxLqBULAlhRsQ1TSa2DeMnZ8c+1IW5Grxnfgb1orOJv8WPhnPd1KNH4QcvKdD3KLNbIBP/Ulavbrn6Xk0/U9wfz91f32Uv/utHvtn6cNOb82kb4pluV0GB97dvTQoMihI8RSgTrSV0rww1jo6nBBWIZoUn2oc/8QsaAGXV9a246Fl4QC8MGAFOM4ZN29yimOY83kGWlFbrDTXU6jv3NZna7leGXWeQbSw6XPboDLVHaU1ZPYlE5Pdn79OKI35LI1ObdxU7Quy6yHRe2i46l5dfflkD5gMHOttZDEaNGiVLly5tT5E7JbyE42y6m801jkAbNBn3/2+RE3Ab1zfJ/82WtpdnrZFfnbmn8kNzPpOTNxesTwYRARN+m6PXHbAhsw4eXTc3OTDBNIT3bP5pm0saTB7eU4NJiKS4KXtsblx4x+3jdrAOFXIyFGweZHcgkK2J7y8uk0PJ8HTx7ZotaUwyKGO/wT2UKxnflFfV60QIyoURvQqVJw4eQc4zZbu5tZmIdM2N6ZarL+3eW4N/iBcGAY56dz/aYDGdQJ7hhvvrtKXJfmJeRV8FgeAVYwD7GhqbA+1vEW60fdxSvhdnMX38m1cWpPxtzvES5wsS7KP8lRtrVGGduhFC3H9Isf6umR0NTSk247m+3fKS3PF+9dntoa/7F+XrYof2TWIyxfWUyXmHjOoVGCzF5x9afmOMegVE07UVQUcjVDmkpEDrJYMa/m4WmliEgbO/S262TrgeOn+iUjaRcUEGin1P4fcggU23XexoIbDIMyCof5+4aFJgWdjlRsTwbjY6AraRSFQDuUziHB5D/6+J6sTCGhNeprcscEwaXqzH6D+2bEIxZN4p/O4b6DjSCcoaEJzmxQXbKhKB31G9u2gZG1gssfzqfr7Y49HL7+Z5bKiL6CdePLwWNE15hlOTiZ7pD6677G8zWp1fmBPTscDWVHZ9sAXY8Yvz7LAD4pQR5PeNNU5GmBdMvfQpmWJBIJOJjDQbfTKIZRGcbk+2tnKgBx2vaVBefL+yg+rN1KZ0NoRCpCF2NHzzm99UWsXrrrtOqqur5eyzz5b+/fvLXXfdtd0G0LcVTADKC+mE7kPsmlCqj21UN1nuiFN21gIA5akGkUvokcV75jNkLztTxZZc9GjE4ffGDwhYZkWYL5qjLeB6U5eTnb8l9gd0HtqRR5gCk/xGsglinmY+2KqehG/ISse30NIwh+M9D/AeS9DYQPnTE1NU/TQhSkp9BIJbRErT+5diuMYt+EiWuB8c6piIq20tx02tJCelE640opP5OVEdG7HEIoyBmYtHLH8ipMnvXu6sbnAodDIVrLRFL23hT2IGmYiMBtnuV0Y6IU4D+kDvuYQwLLz2CMPy+dYOomdq865iR4gQ6dCuIDr8igUFrcUgy8rKlH8xhIPuhdmefLWGq7mo0BEf8uO1PWx0L7n/nP3kuv+kbvfnczi9obPwKtdNL4GiNaJ37uN+9XqVwxfIb175XCljDN2DV11GRJAy4LuGx+5Pb3uXb1PBuI/DTe0W6mQSwGfDSgrlienLZK9B3eVXL3/eiuZm0rBi3ar/6DcnteITt9vG5OWYe99KOfZjj21gbfETwRkT0MUW+ukXL85NXpdOEJFg5PF3v6d1/ufygwLtN/6wbUtXvluAz/7bS5wvExFPFgoMZ30QnzlCo799dUGK/W4gsmrKMLQjt704t1V50G4wefzj24sSAqv+0Ixgi3ub7OJMfOMGAVOvcQClx5VTR6gIDV/8v3oplVPd0DdxPxhu83R+d9eropaxqC4OBaEALr40/UV2rrnvjI9/+3oqb7jhUEc0mB0K6cYsGTZXPDpDnwsn79lfX9rItOcevPnZ2a384b5vbB/oVuAAwLtpU3HY1ELQ6yR94dNfpn4Eiv2C0AbYZcaL33Pg4ARlCAuc9nXu84PuD7J8WHBx1x0Egj1k+LvR1mdCkFDplkA68VA/EdCdzYYQITo7c+ZrX/ua/iOIXllZKb17907qF40cOTJ0eALsBPPLRNdAVeipEC50gIK7w+hoJrc7exg6bMY58zYSNPiduStJTKC+0Ql924Fm035+kqBkTOJjkz2dLD9hMPWQeLUzA19UkikbjUguJOsBMW2TXAVKK50Ma95j+MQ9t0/Jd0nsQiBgS6Y/ySKA6/2C9q3sTAhvQqeCSO1HS8uStniBuXFFTb0KpELrgVDpM5+uSo6lJL1KdqoQqxdtB20jFmBoWTQInUjlNm3QZkScnQzoATEmocCpjUC/kuIKyYl6C1bSNupx+9KIXlKuJqwkCmQOrbsAJKLXYPcHi5mbOzsEVHA+L9sRik0Iv6pwqtV+L/FQyllRXp085hbTtP1jC7LawrCZCrp2Jmw/schj+n5rawRtSYHUECE6E8Fv6T44+OCD5S9/+Uvyb7ILm5ub5fbbb5epU6d2pn07NApzYq0CJoC/4Z0tiGVpAIWMQa/zxvYvkmtdAXTzuZsP2pRLOYZLzHDempV293G/et3nYSNCldRrPveq62BLRJDjqxMcaH7lE3jyq/8nT8+W649PDWhT9nXHO1zYxhb3tXAZw0FP2UE+omzEf9zHWG0n+G2jLX6yRRSx5eaErXYbOM8L9JWxiTJvfsbffvxAWW7bgsq3+8fUZ//N75xjI115s1ZUJOsO8hPjnUkZPuF35atevlEFdezyOceUEej3txfr+OL3IBtNn9j9zgTK3U7T1ikB5XAfeY65BRvki/VVOim628URb+zl8zUVNcmxYtucbkwU5ESlsq5BM5fXbKoNtJHV+oMDjnMf2/edn49pE8Kepp+C/Pveopb7gHJuema2TF9clrwH30pz39jjkrYRO/Ydc6N6Kt+/zWVNOcbvtq32WPIbj+n6nPHJBI7dPEG+YkGwrKohpU+5R+3z0z1HWFCwbcnkWeF1TlueCZSDePHWBIskfj7n83SLKJ0BI47qhUzFUUOE2J5w/PHHS12dExgmycUE0D///HP50pe+tI2t277w3o+O8D0WJqKH2N6wJcLQBC/ZpclONahXCBISe4ybrGnrXHes1R3Tj7vKtQVSt/cQuqGkae+1azfVSWl1gwqFPjljRSDljwaLE/6EHpUkCDK5nUByy2KH0vdY18WtnwvXV0lFmt2FXmAeC30Lu3DIgL/njYVy/1uLNNDrBbjDl5fXyIaqehV8ZV65W59Uijuy6tktbWcHM/eEiuPqJz/Tn/B9QwPDjkfsZiFA25rwXzyxoEAnZEdF33Go08n2drLu3Raym/PdhRuSYpYcp21Q+eFT6sMOA86jDZRLfxlfr9mELxrVH9954mM5+Z635KfEHp6aJTc9O0d3pP7s+bmaIENAn39E0knkIfkEek12slO/Eco07f/ta1+ophSZ77yXmXOw2/YPXPFwoFMuGeiSEGHd2lnobj/Zfb+1s7/tfrV9F2ahh9gpgugEy++//3459thjpb6+Xq6++moZP368/O9//5Nf/OIXnW/lDgomJ15iboDAeGV9k2YgTh5e4nkeGbZt+RzwucnMJXBCZiYq4l7HMynHZEne8tzc5Pnmendd1584ToPmBn265XmKYppr2arjVz+Bqb0G90gJtlA2q+GUmc52yg6qe/zAohRbDWjn9SeO1WCdQVv85C7T2Gq3gfPcQS0C9+dZ13PNWwF14gfOddvmV767f6jvhpPGq0infS0ig3bb9bOpI1stLJjybn5ubkZ+wg+GyoPfGfOUDYc35Rt7OceUEVQevmF8pWuz3Sem3+F9PH/KsJR2AnyBT9yfm3K4j/zswZbeacd7nrbbtpnxHWQ/Y4JM6Np6trblqaji9SeMaxWENDaa436+YHzb910mY9vY5zUGjH/tZwF9g63p7kHOp0z6gjJMe9FNsMeEAf1y08njVFTUht0G25f2WPIbj/T5zad49znCqjo+H50hN508Xg70eU4DxCwJgpu6sWPCwKKU89P5Gntov7HFHiNuP5hnhdfYyfSZQLk/P3VC8j7aWmBnyHkB453jWxpQvrAbwx1IN0KkoahoiB0NXbp0kVNPPVUaG1vun7lz52oA/fTTT9+mtm1v2OvGl7a1CSFCaLD02HF9VOgRLn7NDleKjq2D7T3AvSURsX4O6JEvxYlkgqgRc83wWvPPBIVNGfa5DlVHS+DZD5xTlO8kETDv7574HaiOpbQfZBXb9YixNx6XroldlOh8lhRmO4H1uEifrvCo5yhlJ9zdLLpwvEd+TK/BZ5NHtMyhyLA21J3M/6GPRDCTBQMSLc34Nn6hHsOb370gR6kwEfKlTrjGu+RlK13jWfsP0vrwx/BezufUQ33Mba87fqwGtuFnH1pSqPWb48Yu2tA9L6bZ5G4/8pnuJG6Me1K4LlhXpfVAswvN5d1f3UeeuPhAeeKiyXL7GXsoVzdzV3f7sZNFgG8fPkrPwVf2cWPnd4/cXcu96vBR+vMP3wjePbqlYPyE/wcldi3zt/Hj1gT+xme2f0OE2N7QrpQvAubz58+Xe+65R7p27arbRk877TS5/PLLpV+/fp1v5U7EiW4DfmMoBRB184IfV3I6DmU4jNnCTwYilAm/+vKeKcf5cv77xZPT2o/A3N6DeyRpF0y9dv12XYs3VKXQr6Sz0+bv9sLS0mp9kP74uLGaicsWe1bTMyk7Ha8y/NZevNh8Rju+f9Tu+oWWid4Mdtl+csO2leOcxyrrj48bo6v9+Bmxki/f917GPNnl1fUqxujmO7bLv+CgYdo/UOzQP4y3h87fX+vLi0V1lRwb/u/I3WVpWbV+2U9bXKqc1rRdhRVzY7o97oIpQzXYyfY3Iw7Z1v62uUbJAoYmBOoJVvl/csJYvb6mDeWZ4+428zm0JS/PWduqT+h3BH2i0izXHjdGswRoJ3aAmvqGZPvJmOBegeMesVj3llUvW9LZy4QQ8Vg4lxn/jO+rj2Frea388JjRuqUQ7ncyHsz9++sz90xmt5Bp8bU/TtNA34+OHZPsN3Oujt/SKh2Pxhfu4yjMt8XHxr9/++YBct5BQz3LdJfF7+nuQbZJ/vDY0cqrz1gw5d1x5l46Pm88aZxO/JmAQyf1v/nrNWPFfY/53V9sMw0Cfc4ukXP+9IHc+4195arDm1LGwhufr5P73lykZW6qqdfthOnGt+HMpy+rXO3P5P7g+n9deqBmLFFv94Js+fWZe6UIfXLvnPI7RzwVuMe+m6rEfX8wpjmHDPStHUAHPMPdNtvj6dFvHrBV7GBrKOOuPeKoIUJsb/jXv/4lRxxxhNK5PP744zJ79mw5/PDD9e877rhjW5u3XYHM2xAhthWgrOC1j8zT3ft106QY5jfQOHCM73/NSt0CaAtDeUfZzAmOtlOzM2OO9/bWwXWJxF8N5rKIUV5NEDlHyqsRMowrHU3QtY4xhmO+5bgKiMLnnQh+Z0WjEok0K02On4ipE0yO6NyfM3oUZCvFjiGXgi87HmlOSyvE+PF6VzG0O/QpiSqGfz2eoIwkqa9/j3xN5tDnY8T5nPdFsoHh6MYew6HPGE3HA+5wt8cTgXNiHQ6ViwbxyUK3OOLxPxnhfI4Okc2F3acoT/KyY8ly87JT6+YdDUqWnl29ObSNXYV5MSeLPxJP6S/TnqRD7H5BVDceV2qXqaOd3V02/LjXbTt4H+W8N+at8+X6JvN8W2Sf23Db79XHWxPUGWafh9jpgujLli2TQYMGybXXXut5bPBgR0ixLSCL/Ze//KV89NFHsnr1avn3v/8tp5xySvI4D9uf/vSn8sADD8jGjRvloIMOkj/84Q8qZrq9goBZENgKxJcZgp1e8OPETceVa3jJ/c4vzIlpvelmR2QE2ty/phy7PLuup684KEXgNJ2d9rZ9L8E+VLqXlVZLVpYTcFtTUZu8Jn3ZwQE03ZYVMAkpraqXnz41Sx48f39P3mEbBPjcAo92mwYV56eItuIbzkeUEkFHeAjXJTjujJAonJ1BcLZexnUMuWELTrLAYfqH+pzgeZPUNjZLNBpVCgqCaviTLGYCSjbs691wcy2n6xP7ePf8bCmvatAg4cqNtepzshpsvvK2lOcW2Xzmyila5sWHDpfx/YuSY4ogWXYsqosQLF5xGxAcZeKIOC0T6NF9u2nQsq4JYcqYBtCNeAxjnO2GBOKZ/BH8phzKdfvOy154r03A7rwHp+v4OHpcHy2f673EgRkjZMFTxzNXHqSB5R4FOdLQ3Kw+YwJ59Ni+qgVANgdtuviRj3ztYMxQFoH4fmk45oyPsQdl+iABVzfPe7p7cHNdo4okm3seDnaZIjKoOE+WltbIyvJaXcDB1ur6ZhX/5VlptBLS3V+ZcOWbMcOzxatt1ME9mYPwal1joIDz4OIC+cfFk/XZWukhomx40rGZtpoxr9yLNY0qSmtgU0C5hT4Xrqt06VCkjv0Xrzq4VTvsc1773qEyonfqtlw3KqrrdTwqJyTjpbDzgss8y71EcbcFH3l7xVFDhNjegKjoc889p5nnZ555ps6pzznnHJ1Xtxc747wckO3JNv4QIbYN4tLYJEnuYxZ0yaQlYYCAHUk1YEtIcralvI7W30HNTk+YTOJ4J9bBXIykDxM4pI4UTvIge8jodp1rm6RirPEWrmveN9Apc4N2RBATjTvnMc9nbm+XmolJfhzp2JmfHZXNTc3J8WU+Vxups7FZxe69+L4Zp+l4qt1c1pRHuU68vmXMGxsNFzj+pr0F2U7SlruOdHWn49A2x51sfO6vAJ+5Bj3nMqfPhKM8Uzu2V67v7d2+ECF2CjqXYcOGyfr161t9XlpaqsfaK1a65557yu9+9ztfCpnf/va3cu+998r7778vhYWFcvTRR0ttba1sr+iajvs1J0vOuPc9eWH2Gk/OWj++3nQ8vjbPtdff1HfsXW/JJx783+nKsT+3f4fXmMzfCx6anhRxROk9iJ+ZYCL1GyE8riOQddnfZmg5BLERt8iORuXzNZt0dXT+2s0ptviVzeppEJc3XMf+19ZKv2658pcLJ8qNT8+Wl2avbXNddptOvPudZJuMb44Y3Vtemr1GRTMJ2A7snit/Pnf/pA/wZVCd2M85qzfWZDQW+P25mavl5ufmaBD5tufn6hg487739Cc8boigurmAqcevD93HMuEmN7+T5dsUb5Zbnp2jfjnnzx/ICXe/LZ8sbxmT6fjY8btfXfj2oyXlMnFosVz52MdJ///yxXma7c0iys+enyNl1Q3yy5c+lxPvflttOP7ut9UXzKEIktM/3KNfuX+a+ukXL87Tid83/vS+/m4ENSm3f1FuK1qQFnt76v3AwgfB85fnrHF2cPiMD5MNTd9S7uCSfLnthbnylfumabbGT56eJcfc+ZaKd572+3fVThZG6E/bh25QXm5WRB6/aJL8+Z3F8vzM1Rn1GZi5siKj54UZn0H3IHYw1tz3/CfLypWT9idPzdLx8ae3FskJd7+j7Tr+t2/rMwG/cW3Q/YX/gp6Tbn0Ar7Fm38PH3PWWiqx69ZFpDxPxn7/g3Fecq+PZOnfWqopkn9tjHnFkFkR+++p8PW62FbeXz5sMc7/j2Jkuo56sE4RbD7/jTTn19+/K4b9+U+8hPu8MhHzkIUJ0npio/Y+F8SeeeELnyFC4XH/99clj7cHOOC8Hn/z0aN9juzLFRYgW9O6ao0kebUGmdBtkwRLHhF7iP5+sVE2XYpKqyH5uckQ8yd4loBlE/+EFKDlIlklnG8kW6ShLqDsg3yjttRaTaOC5mZYJLQpzd+bg9v3aHhuNj5kPkSACz3b/ojx9PzDF+bmeviPwTv/k5WSpqKhtAkkx9EFJQUyD43VkoMcRNM6R4zSZqXXBJgudxJ0J/btpkgf85Ybeh3HBz+IC/9xHjf8mbHNTyhwzro9cdcRumkRjJdFLFpnv8bhMHlas9ZPQwS5OAvjM40nygI+aLGloh0jCWlVeo9fyN2Kj1/1nptK92FzWnIMfSO4heSiXZMFEdjrz4fzcLGds68KCU98lhw6XSw4d0YoLm7opl4D78vJqqa1vkkNG9dI2GJFObPHi0DbHx/bvpglxvLPRX9DGGCoe/IFdTOlbrUFEJGOO8nRc3in+0azvJjlxz/5tyramPWS0bwmKlZCLPESItiESN6qTbQAT9bVr10qvXs5DzGDp0qUyduxYnXh3BGSF2hkvmNi/f3/5v//7P/n+97+vn1VUVEifPn3koYcekrPOOiujcnmRKCoq0mu7ddvyysfryquluimuXzA2NzCBjJ+dOkEizc1yyK//lwzWPPzO4hQe7MNG95LrTxgr1/9nVsr1h+vn41R09B1XufBGGYoF99+Gw9j8Tb1/Pnc/+d0bX6TU63fdo+8vlbMPGKKf7z24e7KsfQf3kPOnDJUrHm2hdqCMHx4zRtZX1qoIpF2+KQ8xPrbTIwjy7MzVnnzBnHvChH4yfkCR3P7iPPlo2Ub1lbHFLdRHEPPyqSM1sAnnrfs45fGlxtfnH99e1OrYlVNHSV1jk9IcEHDmuOkfz7q+NFKueKx1XWSgEizzahO+ufa4sfLy3DXym1cWOPzix4+Vnz03J+knvzoNVzNfvpc/OkPPI/iNgKk9Ruy+tvtKhSID7OI8k5Hr9OFopRchm9Y9hi+cMlyzBv6U4MQ2NiPa6D73B0ePlq8+MC1py6yVFSqU6ebMpgwCib9/44tkX7t9QHlwlzP1ufFpfNYiMuke4/wNtYmd9UoA9dgJ/WRVRa2vL35+6ngNMHtxettl2r//8vQ9NCsaYVuvPuualyV3vDJfs4yZ5H60pMyT996UiW20pbyyXp7+dKWeGzSuzHX0lfGh+76++ZQJsrK8Wv7w5sLgsT3SuY8ueHh68p6+/fQJmm3t1T57rNHW7gUx+cafPvC9B285ebzeX6/Pa70Yq2LLBznimF7+V9sOGyF3v/5FoB/mrdok1xw3Rn769KxW9+3PThmv3OrwNaaMu/8uTIqWZuJr+t2M77tem+/ZHo6j75BJn3+6fKPc89W902ZHMwHn+QkXu5vPm90FK8qq5Zp/feb5THjig2VK8eVVBxnoBNBt4Va7fJ7XnZG5nc7+ECF2FXRkXspc3GiN2DDTeo7xOz+bmoJ31O0q83KDodc8t9XqCrFjYlhJvlwwZYQ8+v4Smbemsl0LLErdEolLGvZKTxDoZkfdwvWVmqVusnZttg6Cgbk+2c1ahogKQq6sqE2hf8wnmJkbk/EDuun3/qxVm5N0H7mxiBR3ydUdekFUKQRBnYA2ApBZatteg7rL2ROHKKf1B4vL5L2F6+Xl2WvFppsuyotpUNkhPBGlGEyXZR1x06hY3N42pYuXvUEZ9RxjzcFN3ZJJFj6Jcifu0U/enL9ed9Ta10rA9cNKCmTVxuqUMVGQHZVT9h4gS0ur5L1FZZ7tINCrOxZqG6XBOkHpY9jB4KYi0Z3SWXL8Hv3k9jMcWleCr6Zf/vv5huRO66KCbPnq/oM0+/jpT1fpvJ/iWCj43pG76Tm8W7DLkvp279NFZizbqFzips3sqr33G/vJL16YK//4aIUG0bmeAPfEYSW6QPHm/HU6T64joJ0VkcNG95Zjx/fTbGcTTDaBb/sz3gfufXOh7gwmsE+7GPsMOhLtWAwx9ZjruAab2T3sCJU6Y2XPgUXy7cN3kxdnrdaEK0N/43xfOosg+JMMdBYULj9spM6dM4WX/TaS/mmK645V3sszKd+0B8oV2pvpdW1FOvtDhNjZsSnDeWmbgujf+9739Oddd90l3/rWt6SgoCB5jAk6mShZWVnyzjvvdOpkfdGiRTJixAj5+OOPZa+99kqed+ihh+rf2OOFuro6/Wc7BRqarTVZn7t6k/z0qZnyqy/vpRMgOKlZBWZV9vv/+ERuPHmCZi2aIA7Zoaw82xyxT328Um44aZxmYcMXzVb3WFZELnhwupy894AU+hO6EtqHgtws5zx4z+Jx/dJhVZvy3DQE1PvslVO0DCZYTAp4eMaizpc1VCWqpt0Md1mWbKqtlx4FuZIdi8im6gb9kn37iw1y//8c7mAblAvf8YhehcpvbrfL2EH9cACT6ekHglsEVo6zfMWXx36De+gXP/5gmxZfRqz+8yWP/fCoE/BpaIRfuFHVwQ0VA7DpY4b1LNQv11fnrpXfvbFQnrz0wGR9dp32+XAYHjm2t9Q2OOVDsYGQChnH1Et2sx+ghaC/TMD6+asOTqnPXScUCPxNf9pczcBQc/CFZ6hCcrOi8sWGSh0Ptr+D6FmMHSxqmH46fnxfXbWnPDKdyZrvkhgjlA3lSb+iPJ1U0cdMOLCRe9jmTz9+Ql9ZtbE2aQvBOD877HuB8cjYZvLFkyovJ6q+oOzmeLN0zcmWzQkee/fYssePuy5DRRNEVRPkJ/u4+Z2fZOza48S2CVEaMpDT1Q2gbWEHhNtXmdpl+xBOQ7bmQYWyZlO1FOXnJp87xt+2zSwEvDZ3nRwxprcq2Zt2UAbZ0+ZcxnqvLrmaQQKtzaAeBZITi+iOh+PG99OJ6bKyah0fbq73/YcUy7kPfhDYfjLM/fDct6doZnrQ9bQBe6aMdBZ7GRM8E6FKGlJSmKQs4Z5hjL00Z40cvnsfWbu5NumHIBue//YUfYFkAZBn0XkPTQ+0h/F70j3vpO27TOhWgG2/m8970fpK+dfHKz3HIX7wqwOqGDLQ/ZCpbZkgyP4QIXYVdCSI/Oab/veqG8yXO4KdZV4Oxl7/glT7ER6HCGHhkkOGy5MfrZANVcF0fV4g0baj1OYEJ9ldhi4LsT47UEr5/B138YS7YYLNhrpDEoHjki4ObSTBPCgOlSolQbGRrky7bK6BfpO5BnUgBGiygM9+YJrSY7pRUpAt3QtzZNGGqg5Rsphg95agvkkHgtS8b/stYLSprIgTlOc93G/hwrCw4i/qzuQJhhAo2e2mTwD9cs6f39f5l5YZJ2gMD3uOLmxAdeX+nIA31JW8B2yorNN3i1ZB+4ioyKfZzWsoQcyYAN98eLrnsaBgLfZyHe8c7BowdDSm31mw8Rp7XFNd1yil1Q2txiuaWMZO5sdLSqvVsbxH665LnzHdURi72uuDtl4XIkSILTcvbxMnOpNlwIN15syZkpPT8sLL72z7NBkpnYk1a9boTzJcbPC3OeaFW2+9VW688UbZlsKiHyzZKIf88r+exwmqGxDYQPQQWgI3TNAM3l/Du7y8vMaXU9acR1n8DrzKNfUSKCNL2FxrzrV/98Jj35qUvM4LBNCMDUH1I+ISBA3wu3zlbjt1rNtc52s7thLAtGGX4T7frs+rzicumiS3vjBPBhUXeLbN+D0TkU2v+tx1Yj8ikl510deMkUz6Lp24YUV1Q8p1Y/t1a9WH2OIO5KYbK2QP29cE2WHfC+56CWran/3nsgO1rKC6verKVLQ0k+O24G4Q17Pp80xESJeXtdzfXnWls8vtQyaeth9tuG3m/DtfXSC79ema4lc+D2qfGfPsrjh0VC8VxvLjZk93f6QTJWXLaTr/0QZwu8xPOcaYIYhu82GTcY7do3q3tDmdjbqwk3iOpDsXe9LB9B1B5Y7yeTPB9uunoDrgQA9CprZlgpCPPESIjqGjgfFdcV4OwgB6iEwB7WV1Gl0kP9gCju2F0pUkhBnJaE8JolvlE1T1s5JrNOM6q+V8PiN4SJKVycSNwYsSR8oyfZlJ+5RP2xGt9BJ0JMHIwA50q28041c6Be4s9a0F97tcW2H7hES5oMx/E0DX61xRdL+gOokeZC67BUCpS+lcWCmJRqSB95eGJmfnksfnsaaI9Cy2BUNb289nn67Y6Cue6fjL+1hQINgIXpLUp3Q1WZFkZjkwmlVeYqKq/2ZBRWDj8RQ7Sbwz7TDzcP72GtMdhZ/4aKY+aOt1IUKE2HJoUxD9jTfe0J/nn3++ZpmkyxpZsWKFbvdky+m2wI9+9KNk9ryd8bI9CYu6M4mDQLZkN9SlPQKuNsigrKlvlmeuOEhVwVdXBAdwKJPM6JkrN0qfbi2Clm0RBvVC7665muVqyvESDyUzPB3vIIHqdLyA2J2b5VAyUDa0E7aon6nDz4bBxfkpooFegp02zHEyr40YqF0eP4OAfXAoG17ldGMFkcbGxpi2r29RrkSZMkWcoDf0M9OXlqstLWKLLbtEbKTrU/z0h6/vo1szaceQknz9e2hJoYpqknHs1V/uct1+pn2vfu9QeX2es3WO8oJgePNG9emiIqGIflLvM1dMURV3soDZWVCYlyX5zVlpx6EZF6Z/inJj0rt7npZNpgL28UKyrqJWs+vxsRt2mwpzYvLgeftrH3IuQVQ/n7t9xE+vLfg28M9939hXMz+4P91lpKsDdM2JJXdxsEjzwlUH6xipTbOt30tA2Pztd/+4hYTJLGbLpQ17BwkTwSDYArNuUA4TSK/P7Z0b7IRh6+iD7yyRsyYObrE5J0uzoO0ANOVxH9sipbbfvW1seaYwxoLA2GD7ahCM/9g50FFhT9qfie2ddV2IECG2Pj777DMZP368zrH5PQh77LGHbA/Y1vNyQ50QBtJDZIK9BnaXL9aminlnClvAsb1oyR53eLVtEDw0wb+g9AoTR+R8+zPmQ+w4JrDO/KSxqTllbppJprNmqydoa7yEFMmCrmlwkr/iLt8oP3UG2e6ZoBNc3S4wV+xIJrptNn3RGJCJnlhLUX/F3eKYPuWb90y3AKgtZBtPVMj7gclEd39OJnqqYGjLLggDhyqlu8xYWu4rTtke4cqkMChZ4QTBE/zwXgKobhFP3u9sGBFV207m3nHXPNxvTG8r8c5Q9DNEiO0PbQqiGzz44IMZnQc/+ieffCLDhw+XjqBvX0fQAR72fv36JT/nb3sbqRu5ubn6b1sLi3rx+vI51AYE0OG0/sWLc+U7R+zmez58tpwLl7T524url4xfaCBMFiLczvB/+5/vCI0aHuX5azYnzzVie3782Tz4g+xFBBS+ZQQJ4Xc3HOZ2hiTXn7nvQLXb5ra2y4GzbED3fOUy9uLq5Ry+5H/+/NxW3OuGP72ipl7FPM86YLCnDUeM6aM86nA6cw1fo0F9x2RTg2fdcjWL1S6Peo8a2yfQNy/OXiOfct3Zeyu9D/YF1VdWWS8DiwuUN92LC55zjhvfV3539j7K9W761s2/bMQW/eqBisO0xfjl//7+aQo3Pv3hLsMeKzbPttvPcJlHI3H5eNnGwP5kzDAeEXZ18zpfOXWk8vAhPslWto+WlgXeD4zDH/97VvKz48b3kTP2GeipKYDWwF2vfi4XHTpSx6zhuA5qE/oB3//HpxrADepz4yPnfugdeO4ny8uld7c8HZPXHz8m6auge9IW9zx2fB/pX5yvPnK38ZZTJihNz3Oz1nj6C/vcfQoQxkRDAU5093inr5aXVcuy8hrltuZZBf2PaaPxH/cinJmfpHm2EMD2Gr+Gu/zT5eUp1/v1D34j8/7WF+amfI6N8LWbiavSzLjuY56dfs8l00bA4psRPPbrF+4ZRKuCnnPm3mThhHvu1XnrfO3NVLzT5hz3sr2zrgsRIsTWB/Nfsr579+6tvxsOdDc6gxN9Z5mXgzk3HxtyoofIiApjzpoKKcqPqaC7ydjOFATseA+MNzdLZX3b6YMISk4eXiJfrK/UhKhmK3gJ+AmdSPe8bE1w8bIOSrsJ/Ytk3prNKQsBkcRuabRYoK145rPVStdI+DA/O6rzkAqLQ90LJK4zdwLQexCYPW3vAcq5/cynK5UeDioakgIMJzr2w9G+sbpRKR7htSarOJ1ntRYXH7wKQ0ZEsqxs++Z2iqBmYoMb3Qqy5TuHj5LHpy9Tzny7zKCyRvftIivLa2SzFXzHj+yELKuqk8Ubqltdj9+Y57JbgOx3dkJyEp/zGQshBMzt64gHs4hhi1sCfkfA865X52syklkMQHsMfv23FqzXrGelOsmKyuFjesvoft00TkD2M+/+vOPCBW840cGBI0r0PWj95lrl/IZGFk50Pv/rtCUa/J4woEg+WlaeLAcec5OlHpRRzVz+tXnr1E+18WYdo8Q2sJKdttTjJeKJzRW13LuJvolEVCj0oJE95Yt1m7VM6GC75jrCp7Rbk+TicR3T4NjxfVNs6whnuG2X8YG7fzrzuhAhQmxnwqKZomvXrvLpp5+2OYjuJ2AEVQwiRiZ7hReH7VnAaHU5wiHNcp1LGNQEshqaG2VZaa38+Z3FOpGZs6rCM0BKgOXqhHDdtEVlGijlAXqPS+CPLxkeqtARmMkSX7oPnrefrly7BQEJ6BhBUCM4SXDTBKPs31OvK5EbTx4vv3xpnpy+7yDPgK4tJDlxWLEcNaaP3PL8XM8gE0Kp1x4/Vn769OyUoKotWAj+fO7+8rv/ftHqnKvTiPpdfcxopXL5+0WT5XqXyKCfUOC1x4+W/OxsT1FYxBnP+dP7ctnUkfL8Z6s8hQKN+Kv7erfwJb5Erf3Xr8yXR781SW56JjVobALPiEHe/9aipOCkZ8B4VE/9sidgTL8ToH/w7SUpQTsCwz8+bqwGp+3P3WKyXn4xf9Of4/oXpQiIUt+Tl0zWhQxEFIPES8n4ra1v1smaewwb/5RX1qm4jZ8I4/EJsdlfvDjPf5yO6imXfWmkXGiJYwKCsNxzQeKqHEdUlfLfaYOgp5ewqmnTY+8vla8eMERmr6pQAUnudbeYsFuk05T70PkT5e7XF8hHS8t9BWft69BRuOHp2b5tvOmk8a3uBSOA+sGSUqU2aRF5Xahj5TtHjPIVxuRZwn3229fmy00nj0+KQy4rrZIf/3tmckyY8Rv0bDn3oGHyr4+Wy3eO3F1ufiZVOJbA9gszV7cSnQ3qH8rc0yUuawtlAi8xTVvk1i3Qettpe+iilgpxPvqxvhQEtcc8w7zKcws3M07G9C/ytTfTjPT2ineGop8hQmw9dGReunTpUhk8eLDOmfk9CEOGDOmQnTvLvDydsOi24FYOsfOCTbSaKR5PFeM0dHA2sqOiwvNV9Y2yemOt6s1wnxGMZ2cfwT77God2wwkce4lKol2VE8vS4GpVQLa04fZm82BTc7NS8bUFkUSwPicrSxqbm5MBWBvFBTE5fo/+qlGzqqJGExvqbbXRDOrwO9teWEiHkb0KZR/et1dvUhFPnmsEmqvrG2RTGhpBYwd0IgRtz9p/kPzw2DH6+cWPfCivzFmbYsfwkgI5bo/+qpPFvKprPkKkA7T9d7wyP0Xo1a9NBMKp66hxfZMCnICFCjzSu2ue7rgkUQNaEnxquMKhPzl38tCkjW44IqOl8uj7y+TztZtTxigxA7NoRKb3kWN6y3eP3D0leMz1tzw7WwVGoX9Bo2xc/24ye9UmXZAhe53g9NKymhS/GEFWMrGf/Wx1oFCmLaaJHbzDHrpbb20zAfB6Ps+KyJf3HejZTiPiCX0N1x8zvq+MSSwI2GWee6BTr2kf7+LvLSpVu037EU3tLHHP9gbiQ9HPECF2UGHRLRlEr6yslC++cIIGe++9t9xxxx0ydepUKS4u1peEX/ziF3LbbbfJww8/LMOGDZPrr79et6/OmTNH8vLytsvJOsKiF/3lQ/nd1/bRlWIjLEoW8+V/myH3n7OfftkhKGkLAtrCfUOKC3VSwhfqCQmRO865+NDhMnX33vq3oSt5LSGK6d52yPl/v3hSYltdk1TXNenqvS0IagsW2jbwJYowIEKdS8uqdBV4cEmB8qQd99u3W9E7GAE7W2gPGgnqO+ZOf/HQF75zsDSzRSsaSRG2tEUiqevpK6boxMevLi+QKUoQHXqHEwLEPm0fcE1uNCJdVbjU6TtoFVj9JkuASemAHvmBbXrxOwfrBAHFcjiR0wlfkuV5+xl7SJ9ueToBgTqhMCeq15Z0dcQg2yJ4ib8uOmS4TBnZU/uxa25Mt+hBh8JEq6G5WfnoEY1hAua2y6tM87cR0GQBwPRXj4Jsef3z9fqZWyTVLbIIvnLfNC2DCS2TUq4nUwGKGrKwj/tt28Vm7XGI+Cv97W5TOtFKc9zQ+1AmYpSZiEIaO44Z11cntEo7olse2VIZU/HVHoXZWpafmLDdD3a5iGlSJi9S9BkvVWwFzI5FdTcDWR/5ObHky4YtHtq6jVO0z72EJxHVZQskE3eYuFC+L6uuV4qfoPuH+4sxNqRnKlXP8tIqFX+1n3N+fYafz7p/mraf+6cwO0uzSKrrm7WNOgn26PNM+8dLKBP4iWk6z5yDlDfUFkYl22p4ry4pQpzp2mPOgYqILH00HOwx/2GCFidIALitwp7tFe8MRT9DhNg62FZB5EywM87LweRbX5XVFS3ipiFCbEmkcIEn2FK8gr4cY06QnUXGcSQpeGhe09tKWZKkg0aQNJPzDe+2tB22yKkffnLCWM0A9hMb3RrwEr9cXl6dVmcneb3yubNLIVcXOYxgplebqOsPX9tXjh7v7NoxQdBz//yBrNtcm7Y/uZ45b3Fhjs49vUQkbdHN0sr6Fn77aETbx5zvLxcc4BuofWnWGrns0RlK3eI1RmAmbeZAJCK/P3ufVm2xxS4RHGW+Cf1gz665ujuCLHE3iAeUuMRKvYQy/cQ06b9bnpuTVmTT63pHNDceWK/xCSsJ3IdcIy4x0lDcM0SInRdbRFh0S+LDDz/UybmB4Uw899xzNavl6quvlqqqKrnoootk48aNMmXKFHnxxRcznqhvC7BVjqA1QTJoP1RZvblli5DOb+JxDTI72+icgDiBFBOM2ZQIknXLjyU5kgns3ffmIs0WNSAYx7YqMhXdXMWUuaysRgNvBFD5UvjaH99PCS7agoVe4oEE4eHxJpgOd54RAyUoRBB7YHG+BvfgWCOAyArtQ+ftnxQqQSjQvUDACjor3roNsTmuWwHJzoA/GA7s/Yf00HNZ4aYc2kTwngCuHZSa+PXiwH6gDoJSBBmDQJCJQCB9RjDQcKNRN+IkJjMAHxKsNH3m2//VDep/VrAH9sjX68mghnaFLXQEKQmE4quXv3uINMebJTuapb5xhoYzqWH+zDgw/RTES80Eys3R/t/56+XxD5bJn87dX+vb0NCsbSBrZN7qDTK2X2rWq81dTcAXv7xw1RTdOsfkAT+SdY79jOchJQVSW9+k44vsArIr/nLBRK3L7js49x1V+YgGg+85ex+1G8oSd6D7HxdPku8eOUoXirhPGNtsqaUczlXfx+Pyvx98SfuLiRB8ztjO1s5N9U2a/UF/mmAzkx7uHz7nniMoW1ZZLSVdCqSyvim5yJUXoz8OlrwYPIJ5UpXoK71P6xp1bDB5tlnNqfON/ztUg6OUwwR2QFGeVDU0yubaJuleGNOXDBWxqW2Q1//vULULX5GJYLgO8SXjgzbVNzZJ/+4FWi9lcn8V5WVLNE80KL0psbDD/Vy2uVb6dMvX8cK1ZF289J2DJT/b4T0kiIp/lI+dcdTUrOKfcO0XkoXDmM+LyQkT+qkPGxsb1Q/0N8cY99xHBHE3VtdLt4KY5GdlSX1zXOuiTzhO/tH8tZs0o8ls5dTtthGRl793sORlZTntqXX6IyfRH13ysqVLQh/gX5cdqH7hOt2iG2HkOS8T+P31/ztE4nGHq5CMLcYd/iY4zZjnZeiTFeU61vYY2F3yYhEZ0KMgpV7GAc8Y7jXuSwL2ujU2SyQnGtXxhn+xPw/arcIcfT4xzk/fe4BeN31Jmd5Hb37/S7K5rlHKq+uTixuMTxapsIvFGMYM1+Mfh98/R7qxSBGJ6P3fkBuXY8f1lWPG9tUXNPz+z0sm61Zonok8LyiLxTs70E1wHx/Qx93zs3U84He9HxJc6m0JuhuEop8hQuxYKC0tlZKSEv19+fLl8sADD0hNTY2cdNJJcvDBB7erzJ1xXg7MHDxEiK0Bm/c7QW/uC2cuFdf3ICN4qHHRYBkdT3jVlW6nRXuz6jIJ8CPmSHKLLTa6teElftmWRjsSbxHdSYv2mKEi8RJQpc/nrtmUEng2YquZpC/qLoaEAKypyx0Mt0U37fmhGS7Mz4PEJ7GP62Dl0WC5CxGJSiwrrrsTvNpi+9ERHI2rb/jbT8oMM91ipV5CmX5imtiRicim1/UsmNA5QfUan+TorhHa7+zOCBJNDWlVQoTY9bDdBNG/9KUveXI5GhBIuemmm/TfjoLuhdnKd37Ts6m0ClB9/OXCifKzZ+fIWQcM0W383z1yt0BuX7Pl3+bttqk3yESHDsZ9jTmPLze+uKFYgXrBfX06wUKCWmfeN83hpD5slLPS3CVHKUgIgkHF4kUtA1c0dTz+rQMC23XOnz/QBQAv6gTDOa30J6NabAf8TnAtCARyyeok+zYIBL9OuPu9ljaM7CmXTR2h1xo/GXsv/dsMefj8iWn58u792r46iYGKxY+q5/wEfcUPjhkt13tQ/0AL0xxPLBpk+48P6FuYeP/lvSUpx9iqRj/d/AwULi5+8cNGSa+uOTruaKPNXb3v4B762V2vLfC03fiHRQ34mu94dX4rWh/TdzaVxZ2vLvAco/bCSM8uuTJxaHGSTqWFniaV/sRNQ2Pob9gB8tOTxsmdry3w9Pe5D06XL+0GBckYuebf3tzot70wV76832DNWnC3jbazWMFsjFunpEue0jZ5lXPtvz+Ru8/eR655emaSxsTPrsffXybfPHiY/ODJzzQzAioUd5lQtXzjT+9rxof57GenTJA1m2rlt6875drPEa/rzSKa3zk3nzJe1mp5rel2Lj54hI7t5RtrPCmlrjxspJz3YAuFDtdcdPBw3bnxI1d7kvf/g9NlnwQNzdcDbEPX4JrjxsiNT8/ypUT5xqShMmlYidzz+gL567Sl+gx2+9Gc/40/f6DPU3PtD48ZIzc9PyeFGspvnPv5mLJ/csI41bmwy+Hzbx82SgPjN/toG1DX5VNHKL2M1z11cIKOhaf1krJqpfh5J+B+aCuXeogQIXYszJw5U0488UQNnI8aNUoef/xxOeaYYzS4jeDob37zG3nyySeTNCy7+rwcsEMozEQPsbWQEmAOyNY2iVbRmMiGzXW6C9kERtuzZ9zrmqBi2s7anlm5Bm/PX6c0JCRDbUtM+2KDZo2XV9dpIJTEk0zhmB6X1RtrNLnq79OXJd8f3b4gPk/yyq9e+lyWlFZK19xs5dbXIHoGdUE3TuoSY4EEHxIq3pi3ThZvqNJ/japzAY93o1TVpQ6shsSgI6Hj1ufnaiIVwV+yqku6OJoUpZW1Mn9tpUPd4mOQSeoC//xwhTzxwTJ9p87NydJEm8217HSsl8LcmCZx8TbOuwm2BgmucjyaHdX3FhJEmK+SOAQlKD7df1iJJllV1TXIstJGLZ+2sJt6VXlNUpyzpt5JGiHBjzJJJiPYjXAoux5Y9IAOlQQsmliQTfJaU8pnJLC9DjVMY7MM7VnoZJ7HsTEu0QiJgE5f1jc0qa9XlJN0lK1JObRX+ek9aHLoG+hPDfVNe3nUQ4QIsX1ii9K5kALfGcKinYWtvW10RXm1/PCfn7Xi6TX8vYYfmJ+IziHqGMR5bfNTu38ng3RlRW2rDHLDHw1WWccJtsBTbP7OhPPZ5sUmUAYWra9Su/1EHfcc3F2vC+KhprwLEjzUmdRvbAe2H/34n007oWW4/cV5vqKatj/86rbtJcgIP7Mfb/cJe/SXYT0L5O7Xv0jbr0HtxzYCwvCYG75uP+5nqFR+ZIlomr5FxNTXzgn9NVAMl7o9NjMdk5n0Hch0fDliuCLPWuMKuz5ZVu4rxOkeH/BzmwC83/lk66fjRqePn5+52rNe/H3shH4ahL3lubmBfWf4yTO5zzhu87H72WbTfdx66njtK2NnUD3memhJgnjEaZstyGrw+EUHZHzf2/bhx7cy0CMIsi0T/zFuTZ+le+64n6eMMb/ngHucp/OxVznGrzyL23tPEUi/fOrIVgF0r3a1h0s9RIgQWw8dnZcee+yxEovF5JprrpFHHnlEnn32WTn66KM1Ex1ceeWV8tFHH8m0adNke8T2xokeIkSIEJ2BnCi7GxEC7fiiAe9EcI6z0xAR1F0dvbvmyPrN9YGLEZxDAqARP8WHu/ftorSatiCqHktsHyA4T5Y5uztTjid+xn365arDR+m7C4kxtmArO0InDStWnviO8qiHCBFi+5qXBqcfdxBbMD6/Q4CHt1eQg+Adn9s/CcLxUEWJ3esaYM61fzcZlTc/Nzd5zH0NK7L9ivJ1hdaAANOBw52tv4BjV0wdqQEwG6Z8+1rKhKO4KD9H+bv97EUQ0NhExlJQu1ghz6Tdxnb8ZPyHbdiIre5g03mW7RVVDZoZPMV93sjU84Lqtu2lzyjPXW+yT56do6vndl+3p/20FyoP6iL71d/flNN6GzV1v5Wm7gkDi5zgmzUmTd92xHZzfboyjI+xAVtoh30+x9/O4HrAefDYp6svnc85jg/86sWnHCf3IqgcshrM8Uz88E4a+41tNnq77Ayqx1wfdI5pmxcY05ne97Z9QWPQnJ/Otkz8Z/dZps8V8zvX+T1H3WWl87FXOcavHbmnEEAtzPV/DrjvB4RFza6FECFC7FyYPn26/OxnP5ODDjpIfvWrX8mqVavksssu0yx0/hFEnzdv3rY2c7vChJ++uK1NCLGTILI1Xqa3EKDgS3JvWxt602zuDZEh6pulUwLogGgK9H1hAN3BujQBdHOOiocmxjeB8vlrKpX2kb/tcW4EgAmu11o7E+zguVd9lAHdJhS7cKnf++ZC2VzniJhyDFrIV+ascyhsu+VqGcQayEwPESLELkznguDQwoUL5ZBDDpH8/HwNmhMsNUBcqH///rKrwvBYu2H4x+2fbGViC/69X983sEybu5xgFhmHZuu+fcwGooCXe/BOsy2KTE1HmbxRPlhSJvsO7SHnHTQ0+RkZoTbVhgFfMrTPr063vfaXkhfgTM+03QBuZHiNgfEdq7tkcBpRv/5F+XL6ve8mbd9c3yjf/eM0pUP44bGjVWAVzkFEW9wc8UF1G3s5f3FplfaBXa/tM9OudH5K134WZK58bIb8oQ3jI+gz9/EV5TXajsKcWKtrOmp7uusB3NOMRXyHLe71t0zHmQGTmnTnp7Ob45nUm64u+3im7UhXptt2d7mZ9FlbfdqRa9tyflD5ba23LWPT/Vxuq88ztTWT+yGTsdmWutl2GiJEiJ0PZWVl0revw1PbpUsXKSwslB49nN1fgN83bw5f2G0Q5AgRojMAreWGKoTXHS2VtnKkB57XAY7yTIBmTkOTkzFL9i3vhAYaYExwsbdV0DREiG0J+77hJ7pySs/S1KyURZG4SA5aRCnz5Jar7PHOfWAn/rvvSYLlTc1xqW5oVC516FtVw4mbPBrRBDh2evN8CHnUQ4TYuRBrr4DRV77yFXn99dc1aL5gwQKlbLnwwgt1wv7rX/9azxs0aJDsymAbjxcM/7j7J0FXm1fNC3B4GeFInuT7QJUxxVnZ9OM1h6/L8F3bgpTwThPc5roPlpTqpG7CgCI91qdbTN5ZuCEpTOrVBjjaCEIHwd1GPyBwmEk5fgsUXmKoz191sPzqy3smhTfhEycj09BgELTld376BdDxGaKgnGOLeHbLd+yFy81dr1e7Otp+ePtuP2NPtScIXvWkq9scpx0mg9W+prP7zgsFuVnylfud7eb4uq1luI8zNtOdn85ujlfXp683XV328Uzbka5Mt+3ucjPps0za1lnXtqX/gspv6zhoy9hM96xK5/NMbc3kfkg/NmNtux/ygsdTiBAhdlzYyStef4dIRdfcrDCQHqLj950mIzkB6HTaTCnYToLSPCeM2XHX52YnuT5LdvFd5SF2LKSMZXjsm5qT34kJXVj9zO8qd+Dcr2xAAF0SXOtj+naT/JwspYJhQSoORzwZ8BLR+AH6BvC3Q+kS6hSFCLHjo1070L773e8qB+OyZcukoKAg+TmB9RdfDLdJGnTNi7WiRwFk20Ipws+DrJ/mmJsexIDPyXqAS5fg71kPTJMLHpqufxN4nLWqotU1ph4jgmeuvexvM+TYu96SX738uQp7wNn10ZKy5LET7n5b+YG5xh24xQ64ovkSWrep1tde2k7ddpv92oXCdVC7TTmm3JkrKwJ9RV3wItMW46PuhTkqsmlAGcZGr3JoN36FR934hbLwS3Y0S8sKsgE6Gfjr3H3s134///D56ooarZvyvMaUqY/+cIO6Dw6suzaln4y99HGmtqfru0A/jSxJ+snYYOrOtA32+MBfjM10NqXzOcexw69ePuc4wj9B5cSyIsnj6XxpjmN/OttsrHPZme7e4Pp0fULbvEBfZXrf+9nn13/pbEv3HDFjx9QV1Md2veZ387zMZJyn87FXOQdb91t77ynKKMzJyvh5CSc63xshQoTYOXHeeefJaaedpv9qa2vlkksuSf59wQUXbGvztjvMvPEYz893REqOENsOiBYyV9tjQDdNsMkkjJ5pdjnr4FtyLYwEoOxoRBNnEIgk6Ed1kUTdLMRnx1qC6SHaji45UcmJdU4nEtiFxo9+CyFSUpgt3dIkkxTlxTThhDg3wW7OP2pcH01w5LO4uc8Si2H8zM+O6r2Mm829StA7L0YoPBXJ4zlZcto+A+To8X3lkkNH6CIt9VEHdR05trfkZEV1Xs81F04ZFoqLhgixq2aiv/zyy/LSSy/JwIEDUz4fNWqULF26tLNs2+FB6PnyqSOEzTw2f+2cVRVyw0nj5bbn5yh39qPvL02KTJD5TeAa2NcQGLn66NFy56vzW3Hh8jeZECfu4QiI2tf85MRxctsLczUDHcELz2sRp5rQrxVnseEV5tpUUdFR+gVz+d9mL8IGxwABAABJREFUyJ/O21/VrN32EtDli4LAM5i3apPacuMzjsCibSNtR4AV8buoRJRT2Q5GwVcOPYo5H1G995eUJn3Fl5LNB+2+psW2eSrYSGY+5zNB/dFxo+XXL3+e9L9t2/XHj5Xfv/FFK05s/r7x2dly3XFj5NevzPe8lkAXHPNs5eLnA28t8jzPtP+fHy2Xm08ZL9f/Z1artuC3sx9wsrSnLynzHFOUQz3d8p2FG9uHjLebThkvP/nP7JTPTV/CBQenPsCnLBz86a3Fsu/gHoG2U89lU0cqzcxtp+/R6ri7HyjX3b/46fwpw6S+Ia51GRt+d/Y+yb8N7/09Z3NfBI8P/ubeOv/BD1TQ08/fnP+l3XrKLadOkOv+PdPT53e+8rl8eb/Bal+zR9vZEQKq6xrlllMmyHX/8S7n8r/OkLvP3kdufnZ24P2NXY+/v0yunDpK760/nru/XuMuk/addf97KZ8dOLKnDO/VJWln0L1hrmf3hd85N58yQdZuqlG73HbSV/sNK/a97xEdPu/B6SnXkHVhBFbf9umPTGzjOcI5PEfgBneXw7NUx+1ho3Ss8Fz52zcntfKjXa99Lf31ixeceyHdOPfzsXnuusvRe/SwUdKjMEdeecHRwGjlv5GOaOgVPvcUx8+fMlSfWdceN0Z+9nyqoK37fiCADn1VKCoaIsTOiXPPPTfl769//eutzjnnnHO2okU7LjqHvTjEjoZoBn2vAWYXtQnJrAgIfry8QvnFMwk3Z3IOZU0c2kNmLNuonM5ck5MV0WDeJg8qt6gJ6BluczJpm4LbRJAPqs+K2gZpbnbqhIKC/6jRTU1DsJGgZHl1Y8b3CcKOvbrkyedrNklj3F+gMTsq0qcoX6kcO4rOpsAZ0D1X9h5cLBXV9TJn9SYprWpNjYfPdUeCNUawobqhOeHXlsxmbWu3PA3UshOcZK29BvXQd/Abn5klS0prWvl9cI8CqWpokvqGZqmP+Hufcwmyw5vulUndPT+m77/QmthMJsoZHiVY7NC4mmPY3qdLrpRW1UldYzzZ77ST8+0hMqwkX645dqxc/9RM5SL3Q59uOdKzS570LMyRQ3fvLV+s2yzPzVzt2NXojHX+R9GsP0Dduu+QHnLUuL6ysrxGnvpkpazZVCdl1Q0a9xhakq+B6oZGZzxX1jRKXVOTxKIsYGTpQhfz5skjSmTisBINXsNH/sHiMq2Iz5ZsqFIqFjLJea9ZtbFGbVm3uS55Dvhgcams3VQnfbrlSu+uefLUJyvk3YWles888+kq6dU1V+f1B47oqecyGicOK07WSbm8C/F3iBAhdnxE4u1YZu7atavMmDFDg+b8/umnnyqdy4cffihHH3200r3syGqrnYW5qzfJ6X94N4VCxXBmP/7BMvn7xZP1C4uHPd/8fPnz5UtQjkALX3RwYXfNjel1tY1Ncuxdb/vW9+J3DtYvH3i6WfU09Zw1cbAcPa6PnHj3O77XGmoTL7xw1cFSWduoX/Zk1TKZY4LlUKDEpVeXXP3CrmloUp5xArlw7VXVN8qmmkalEnh5zhr567SlagsUNHw5cx3lVVQ3SEFuTLMeGhthDxOliSHjlYkeE7vqBO0MbSJ49cTFk6Sqrklq65t0wgfdCQKOfJnyhexHQ/PslVM0UxWhQ4Z+WWW9fLisXPYb3EMVtuFZpx1wdDMZOubOt/z9fdXBiX5pVr8zgYVmhokRPOtnJehJLj50uEzdvbcuPNDXtI+2wWnP9i7N/MiKSnO8SbKjMamj32satC186RIINMKA9NOVCf5395iizf++/ECprW/WiUN5dYP6BPqZpz5eKTedPE76dc/XPiGTlT56dd4anXAdMKxEGpvj2sdM1CmTPscufFLXCM9bJGk75+Gj5ua4Tu7oB9qM7fQnY5W6Td8NKs6X1+etS6EMog4mHbafjp/QTxceuC+Ku+RondTHi0TXxLhyuObxn2MD/cUWOcYZ7WLxalN9k1TVNkhxl1ylSNqU8CdtKauqk8LcbOmSkyWbamqlW36eVNY3KW80ZZCVU9/cLPmxLLWd+nsU5Dg86nWNWqdNlxFN/GO0MRZMOZRf1dAom2sYuxGtk3vatov7m3GgLxYRJ/uHcUnfNTQ2Sb+iArXBlEn7qGsz9tLm/Gy9h8o210qvbvlqD/6Al48MDCiMquy2ZUd56EttU1w21zQqbUgh+gcJjQPO4ZrSqlopKshV7sCaxkR53KNZUdlYXS/dCmKSn5Ul9c3xlPueCS+TT55jZoybtjHpzs1qsYf+yM2K6gQd33RN7HipbHD6l508ebEsqaxv1D43ftcnRFykoqZRnzHdC3ISW5IZb9xHcbWDCTa21TcyNnO1DOrlWUE7yqvq9bnDtWbiHs0SyUvYiD+oEx/FmyV1nGs/MxaydPtmZV2T+oVnCM9e/lE2ZTA2uV8Yu6Cipl5t5n7j5ZUMMMYV7e2Wx3PMGWf4XL8HEnVxT7NwcP//FmlbXv3eIZIdjaoP+Jt24VP8bvqSDPQwgB4ixPaLrT0v3d6wLdq/3y0vy4bKUCciRNuwpTnKbZiEY82Iha88kdnqBahkVJNMROf4vDdwbjRDPnM76xYwT+9oOw1tBtm/aBDoPCseTwne2iDTt9ZE2rcz/OSEsZqERpCW9043IlZ/tWQ4O31igtkqZBmN6HHmZX+54ICUYCqilJf+7aNW/eXQgYi+KzFvNQsNvIIYXxpRWJNNTT2GZsQN5unEGDisYySxo6Jbfo7OYbW8hO0c5x2se0FMF4t438Me5uvMa7lW39u14oicvvcA+ftHKzzrJW6gNkUi8vuz99GsbQLL33x4uvqLuf2S0urkOJZEO5hvM58mqYhg92WPztABynuPqZeEEvrHLodzCIgzV6c8ru/M4LVtO3Nv/LEl6gkRIsT2Oy9tVyb6wQcfLH/5y1/k5ptv1r/5gm9ubpbbb79dpk6d2n6rdzJsSgRPCHaiyowYHIES/ia4zdYeKFnc4Av2sW9N0i8ss8bBlxqBGmC4zQlGxxJfMgTkOJegE9nMBF0p55dn7CF9uuVr8MhcZwLGsUQgiS827Hv4/In6BWnKI5BF0I/jWEFwqj5BgU7Q5ox7nWxYyr3okOEyZWRPPZegD19wBIwJRvG9uefA7jLh9KJkUJU8fQJc3/rThxpYNwFhVudpE4GhS//qZLHbXO5j+3XTLOUuOTHJzY5KdiTXClzG9IssiKOcAFM0MV6ZHhCoHde/mwYj8fHKjTU6UXl34QaHbz6of2sbdUsZQbpoNCqbqus164LgGPawSELAniD4I+8t1YxQ/FxV2yTdC7N1pvXle52sWwPblwTO+hblaSbtq3PXyIPvLFHbvPjfDTZWNSi3uNtntGXO6goZVlIo8TwnuEd7d+vTTb7/j0/lly/NT7kGYVnNCojHpaQLiuJxDWxTP//OcNn9+6/tI6cnxoO7zwzG92/pf8MtT0DdlPObVxbIqN5d1S6odowdjBPO9VoY+cfFk3W80hecy0/OV9/el+qH9ZX1yXq/NKqn0hm5dQK4xzi+x8AinaCZnRReeOTCifLR0nI5ckwfXTgh4Engk3K6xOPyz49X6v10wNASOel3Lb5xg3v9qw9Mk/u+sa8MKS7Q+4ysisK8bB3b8TgLDlk6rlZX1GqAuEcBwdYsHe/0x3uLy+X+/32U9A/9Ye5Pfu9flKf31frN9XLmff62PHHRJPWLHygLn5ifQeehubB4Q1XS5/Tfg+ftrzsJ8DfPKI59tmKj+onxYQL1OYmJML+ba9E3AEH1Pv6tSSnPVNtOfmes2/2dV9vYqvx0dZj+8sO/Lj1QYvlRfZElqD2qd5d2BbKhoDrs12/6Huf5vFeaZ5QXyKjC95sSCxlkBG2tQPu2rDtEiBAhQJlHNmmInRudEQDfmiFeJ4ApEkuIIjYG1G7nwjFvN9B3nYA8OZOBbzKlOVUp0DuYta/nJYK8JFzZQouN+u7VGmQ6b6/4dIWzI4B3ci9o0DzLyQA3SAazE5/xOz6gr3hPYH5oB1vJhPYsPpGVrQlbKbsDUkd0llVXYG6kHsIWJ0hOPzl/J4LqkdaimIwjiqSN7L4w5XNtNBKVWBbZ7XH5dGVrCkPb3lgW4p5xbStBdHxAmzQ+UteYTCTkl+xEXSrYW9+s5zo+imtAPqXeRP/Y5VAM8QgC3MRa3P7uKGzbQ8HQECF2TbQriE6w/PDDD9fM8/r6ern66qtl9uzZUlZWJu+845/tvKuhR5dsDYDe9OzsVlvu+TwScTJ/7cAgge9HvzVJbnim9TXXnTA2yW3OqqsdSDWUBI+9v1TLvvLRGXLP1/aRm6E9+KJUHjpvf70OyoK9BnVXLnQ3TcC5Bw1VGgDsUUqCE8bJL16cK6/PW9+KAgQ7DVc6NBsPvr1Y7nx1QQqXOFQob3lQDRDIog7qxFbqsNvy2LcOUDFPU5ZXex3KifFy87NzUuz72zcPCOwTgvpXPDpD/nzu/vK7Nxak2Gd8ePWTnyq1TLo9GgTK735tgVw2dYRc+diHSr8AzYu73x67aJJ+o7v7FOoL2mZ8Tlvdvkz6fOoo3c62XreX+YPFAD+fUR/BdHYcmDGHfYy3Cx+arnQb5hrKYLGCzOXbXkyljKAc7LziUcduYGdmB/WZ3f+066Q9+qfcA2RBs93tL+8taTW+bV8l+6CuUf7w5hdyzbFjkmMdMP6C7hUyJhjD9JnX8dP2HiDLy4K3lhYX5KiOAJnB1HOHi2rJoQEZkVg08geZztg6rGdhShsAvPs/Pm6M3Pq887lpk9f9a/eJWzCTbOmbnpmt/g9CJoKs9s+g87g/TDAanzKeyKYhOJwyLhN+sseluRe5V/ce3F3bHCMbK81N2b3AGf+e4zLbfzxkWj5gATIILKic9od3k39DqcI4a6uQEFnpQWiPWKjZ2WJT4bTXvh2p7hAhQoQwKC7MDjPRdzFsvyFab5hAIIFMAqRBiwAm+A1IQDDwy0Y2MCHZlNhsGkdlSuViYvkEPKub45qY5SfWuLWz/NsKksBmLC2XTbX+FroXAUh6sTm0lWKFrZ3wbuc47zl2VvPaCm8NIgOSD0gUM7AD+ppVbgLoyf95gzkugWgz1WVNIxp1Mua1D+KJhRjLeJIeuKaxMXV3A9c2R5s14YhA8p4Dusvnayp9ao4nz4M2BeAD3jFJBnJ2mSZP1USirCxHkNMIcWIX11MOAfRkvYn+MeWY9jEXpx/M9Z1JqWLbbjLRO0MwdFvRvoR0MyFCtB3t0tEZP368zJ8/X6ZMmSInn3yyVFVVqYDRxx9/LCNGjGhPkTslUGt2B9AlwZ8LRy+rrNcdPyblGNnKbt5wc83HS8uVp9uP25zPx/Qv0rJ/9/WWALr54uT42P5FnteTHcrnZGma8iiH89313P36Apm+uEyuP36Mnk8Wpx34Uw51VwDdtMGugzq96iAANnNFhQa3/LjcKYuMe/e17y0q9RUShH+bFXTKvNsVQLd9SB9g/7uLStOK99EGzuUaPzs/XFymAcxWPl+wQR6y/OHly6TP31ig5ZDBECQ4CBUEY8qzjxc4tpr6jH3Y9ruv7ZNyDecgZsr5XuUQ6LfLsYUSg/rMa4yZv7meccpnfuPbrnNKoj8ZA+7gM/b4+YG/f/L0bGfBwuf4T5+aJb275QSKipL9QJ1+7TVjAxvTiXxiq7sNgLb99OmWz4PqMn3iFsyk/BlLHVvTiWFC2JOJAGg6gU92YNjilti7pqJG/ernJ7tv7f7md+4TxkZagdll5SnlwGlIoNZ+Bnr1t11+OtHUTTX1gT7kuWHjfws2yDX//EyzsNsCFnmM7W60RyyU+t1B7I7Yt6PUHSJEiBA2PrzuqNAhIbZrJKlVEgHZaCI71+9cgoYkQbC72AQ52xOU7uxANrspCfgGBdC3Zz2CY8f10Tkl9JFtyZbX3duuzwyFCjshTYCUOelX7n9PnvhwuW855r0YPu4kbYzrHNsyLyu5Do565dhPUM4oh3sUrn0STxpT7Da0NLqQAx+6CZwnqFspi2vJBGcF56gxveX2L++pn3vV3dDcch5Z6AAf4FuaBM0ofPFmJ4S2L84iTDQpxMl1R47prSfZ9VKGKWdZaXXSdrjTSyvr9Hp2l0O/cvWTn+lP/N4R2LZ3lmAoNnWmjdt7vSFC7JJB9GXLlilHzLXXXit///vf5fnnn5dbbrlF+vXrp8dCOICOwx2wsQOKTIwmDCxKCciwNcjvGsQf9x7S3fc4n/PlrGU3xVMCclDumOPprrdttP+2z4NTfPzAIjlweEkr4c2O1oGttzznCO9NHp4qbGjD61qC0GTbki1tAx9ff+I43aaWzj7TB5SFDe6AmYr7HeQEvN3XeAFfvRXQBtoITN/525Wn9nvaNKqnikEiSMmYytT/xgaofexrOAfxG79yaA99b4AvyJbHN23p/7cSf5vMYzI03srgWs6nn01/uq/BniA/EMwrys8JbB+pGIwZ2uQ1lhijxldB7fXrMyM8+uRHyzWTwqvd7rKD6norMZbM2HTEZkfJpOHFcvNzc5J+8bMFwU64EhFS9Tpuj3nEaq8/YZznOKTOfkX5yXMzuQ+8xqX9mSMEHNEyf3pi63rN+NFnZOIabJm6Wy/NdCbobJ6BXjDlf756k1IpsdvGq203nTJOs/39nguMSXe7TbDY6BpkCmhOjO022isWSv3uIHZH7NtR6g4RIkQIGyN+9FzokBBbDWjidBTEDNn9iKihFwgaHjWmjwbaHf0l2S5ABvbWyDBX+pROLhM/nrL3QOUrX7C2qtPKnb6kXDN/+Xffm4tU38gskvAzPxaVfQZ1T8lkNzDB7ExHVG5WRE7Yo69cd/xYpYWEQg+NKmgwoTOFT/y8A4dplrfZzZAOLChQFtdedfgo5Tj/wzf20/bwObzr6AWxK7Rvtzyt2z7PBnNpeMS/ffhI6V6Qq1ppxj52fXKtvYP23m/sp+W4y6Mc/pEM4/jSGQ9ksuMz5uW4jnd1fvI39nYExvbbz9hDf6bb6RsEbNkSNm6v9YYIscvSuQwbNkxWr14tvXv3TvkcQVGONSELHkJ5p4MApy1ie4iWsNUNwRIE+vzASjSijUHgCwPwpWyDbU328XTX+/1tf47ASUlh6wldR+vAVtoKdce9X9+3TWWZ6/55yYGy6sCaFOFN+JnTbW8EcNfbZekq90HDkmXx5f61P76fQitirsnERjf40nfoR4JvR1OO4XW2bRrQPV82VtfJA+ful3bcedlT6bomnc2AwPszVxwkG2sa1CdMAH926njNlmhL/dBSsMNiTUWtIxQTAHyEr+hP+sbmsbZB3xgBHj+k89PG6ga58rEZqhVw3qbaVmPJ9H86X0Hn4u6zISUFKjRZ29Aol35ppNIMdeR+NGArL/3wOBRCIvLG5+tk0rCSpK1eYxoedhYv4N2Hv5Itmd8/ane55tiI7nyAJ55sehYD4DSHcxAffO2P01TPwD0OX5qzRl8M3Pz1bX0uuD9jUv7U5QdJZV2D7D24R0q9ZjxQJ1teX/nuIdK7a24y0Aw90/x1fttMHSCAxXjiGvi6f37KhBTRTspbUlqlAd9Mnws2oLdpK9jSie3UacRh2ysWypbcILTHvh2h7hAhQoSwkS4rNkSIzoTySScoWTQjN0MKE83KNVnlcVEdKBb7/bCs3MnCheKC+sjnzWAqv9MAzm7NUG4DRYyf+CqLEBQFDzcI4pbPBLYt1Q2NStmhvycywHmf4oQ4AeBYVAaVFCR3c9rjwNjMfNweS77ty4rI6fsM0t9tDu+ueXHNoIZGkvmZ8rpnKESbm+Xws3Pt1NG9W/GED+pRkOTjN3XY57lB9jbXGn022z6bnsiAjHSTzW7DtMNwpkcjrTnTO5u/nOs7g3ZlW3Gsh9zuIUJs5SC6qid7fJFXVlZKXl5eB8zZuUAgJh0XMl+MayrqVGwF3rvCnJj8+bz9k2J3AKFJsg/zs2Npl58NBzDb+hC2ZMVYBT7rGjPmMg762/6ch3xhbushxNYw4BZtNAKDcBPbIDhFYNScQzALEIxicSEI7muN3xrjzcqxbNsxuLhAA6f0y9NXHKQijbZwoQl+0S8GXiKe1AeuOGxksm1wMWfqUzcIHCOkeeTYPoHn0T4CaATVVHE8EpE5qzep7Qhs5sSyJDsaVXHGIHjZ08U1VtPZjE/JaKhtatbx5XAyRjSI+Juv7NWm+gsT3PqfrNjYageBG2wjZGKJ3wl40qdmgcgNtgEGgSwH+tBLaPejZeVS3CVbF2MIghO879MtpjQliALvffoevu3xaq97HJl7nHYg3ju0pND32qC/3WB8M+7tey+aCH4zobWFXY2gJwr2bHk8Ykxfvd/YVqk86tlZ0iMvW75gwaDBub9KuuTI+Q9NT94r7nvjhasOVhFd930/c+VG3wyqoLbZn7FgN6J3F1m4rjJZr91OxoPaWJgr9U1NurgDCDjzDzFW+54tzIlJU7xZuufn6POXssqq6nUMbKypl675ObooYAesCyvrUsqw70HuS78AejoO8yDBTWN/e67d0hzrmWJb1h0iRIgQNoyQYogQWxrMYEhSIBmhrWQp7sAp/Ohd8mK+weG9BnbXBA+SMpT7uoMB9O2Zp9y20YQj3ElS8Uza4tNAhyu8hb87mqFmjh/iLqpXw53NuwXv51BxMp+MJ8YLu1Of/XS11ulVbab5/XZdfhzehms80/ZBz1OQm8rr3lGe8M7gGKev0nGmdyZ/eWdiS3Gsb6/1hgixywXRv/e97+lPHvTXX3+9FBQUJI+Rff7+++/LXnsFB9B2JRAMhgbBi6KDz+samuSdhaUyzoOnHKoAOJsJej3y3hIZP4Bz5msGJse8aAkMZzFlPzdzdTLQxOfXHTdW6QYMJ3LQ9baN9t/2eayQEnjbb0ixchQbmgYNrnbJkcNH95KvHjDEU1zyiDF9kuJ/BE2XllbJ//3js+Q5Pz91vNoKV3KQvZwzf+1m+fG/Z6XYRpC7dLNDD5BOiNUWLiS7lN9pW5CPZq2qaFUmgTW/voZjmXZ60RnQBhYCEKiE3sf2pbveft1y5WfPz02pw7T3v/PXye59uym3814ZjBG3DQU50RT7Oad/UZ5nOfiUIPBPn57VSjj2kQsn6mQl0/r5+4XZa9SP2HH02D6B1zK23MKUOl48/GvuBa8+OWJ0b8mLZSktiZfQLtedsc9AFYq1hWuNKPBr89Yk7WzLPeXXDsaPV9+72xB8Pzh1ZSrsagQ9z/nT+0obcudrCzyFUREHNcFhPmO82SKgdvkVNfWaBf/z51vEgo3Q8Pw1m9vsJ/OZzQFuuMI/XFruLaA7skTOPWiYiihfdMgIzbTnBYoXBeNz20fu5+4VU0dqRsjZf/xA9hvSIyl8uXpjTUoZ9jWUxfPQ7/4N4jDviOBmW641foM+pS32dQa2Zd0hQoQIYWPhrcfL0GtaU7qM7ddVn+NrE/PHECEA9Bo1Pind6QLNB44okcPH9pE7Xv48EUh3QKa4ck43x1txZ+dEI9JgBU/zYhHZd0gP+XxtpazZVCs5sYjUN6aGUYf3LJADhpdoQPmv05bK5kRdJu8qbtcbT89RHkkI8LLz0IsLXOlTXItR7IIkkG3HssmDgBpy5cZg4cyMguUePOP4YkTPLrJ8Y40Go939EUnYkCKemgDv13aGub24xo/+3XLlmc9WStfcbBlSki+LN1S36uug/icJpHt+TNZtrk+eQ4Dy8DG95YVZqzXoe/Ghw+WXL32u82lGRFF+TC49dIRSIg7rWSBfrK9KqWtoSYFsqKxL9m8QsqMRpXP8YHGp9O6aJxMGFMnbX2yQjdX1mgBHPSbLea+BRTrfTjeeGT8FuTFP/m/DE05SCe/R0ajI4aN7y5INVTpXZf5MZrmXaCbnDO9VKLNWbtLFInPtO19sUF+RiEFGu5/gJvQj6zbXym69C/U+qU8E0A1nOveFsYs+yJS/vKOCm5le7/ZdW2zsCLZVvSFC7AyIxPk2zRBTp07Vn2+++aZMnjxZcnJaXnz5fejQofL9739fRo0aJdsjNm3aJEVFRVJRUaGc7lsaq8qrNevzhqdnpwTyDP9wXlZEnvx4pUxfUuYbFDtuQj9ZWVGrgRvOCQr+EBR+7P2lGrw21AYGh43upRQNd7w8X846YHCr602AzVxHeXAP/+KFufKaFUQ0PMtMnqYtLpVPl2+Uq47YTX710ucayCEYSGDyO0fsJr94cZ5vwIzFANpEWSwmnPfQ9NQg7bn7y+/eWCAfLdsoj35rkvzqpXkpPsQ3l08dJRc83JIVmzw2qqdOHH750ny1x/jOzw4CYvx+/IR+ytuM0B1Zpb9/Y6EG8lODiiPl/cWlrfrM9AtBbHdf33zyeBU4/O3rqUFK6oRHfHlZlfzgnzO1DBW7fHtJSr2cB/cck/BXrb6w23vBQUPlj28vDhwj2H/51JEpPlMbDhuloo9d8rKT11DG787eR79Q3eKit542QZ7/bJVnsJD28gXMRDSTMcaYtccq4/Tbh+8mv3xpXqtrf3D0aLnrtfkpQW3jezKtVczWCtJR1g+PGaNCpe6Fh5tPGi8/eXqWLjj4jQ/q5Lg725rPmXSQqc0YIWvdz9+Mlwstfxse9NtemJvSDr++pw0/Pm6s3Kjioht8x5nDRT5Ss8SxLZMxb/6GkuTPHoKbXuebuo4b31d+ZC1emXad/cA0Gd23a4rfzD348bKN3n4a1VMu+1JrP9HfX31gmuwzuLvcdtoeMrC4ZdGWSemb89fLs5+tSvuMOWGP/jr5RhDZnJvuucCzYFVFrbaBIO8vv7ynvD5vnW992HvdCWN1l811/5mVEiw2HOb9PALiZJFf8djHngtsXMdzyC8LvT3X4jeeb5na15nYlnWHCLG9YmvPS7c3bKv2ewXRQ4TobLBLddKwYvlkeYWsr6xLZkvzDrXHgG4qHk/SEzsAzcs4x/JiUT3GuwzXPPvZalm9yZ/yMD+bXajZ0tDUpLR8bno8DaZHTGA3R/YcVCQL11fJyrJq3YFInNwvgKoB86gTIA8C57EbUMvLhBfE4/r25npD93fIqF4yeUSJBozZ/fjUJ6tkeRpaRxvQgJBlHaQfygLH+AHdpG9Rvry/uEx3wtY1NrWizSkpiGkgl10BRFnY9XzAsB4atJ+2uFx/EuQtKczWnYTObl6RycOLdWfeK3PX6Tn6ucfCQPL3iMjufbrK4WP6yKL1lfLGvHUpCz7uRRTzGTsavnfkbvo3AVQSR6iPth26W2/5Yt1meX7maodTXEVBoXuJSn5ulnx534Hyw2PHBAaOH353sb7jbK5r0LINbU5egvqQ9xTe/8Alj3yYbC+2kcBFE8qq6zXwbi/SwLFuXwt4p7jr1fmyqdbZcc+72X5De8jZE4ek0L60NSBOucY3vAu7690S13c0aN9ebKt6Q4TYkeelbQqiG5x//vly11137XAT/q09WZ+7epN840/va5AAnit4s6EKYbWP7MFHLjxAH1qGdsQLhjrEPsdQGOwzuIdywCHEYSZITLRsahIbD523vwwuKVD1aoe+IiLl1Q0qVgNNBbQckago7QETtcqaRqlvbpZ+RXn65US9hmcZzmOCNNhFuT275EptY5N+eR1/99uaqXyBFRh345krD5KXZq9VW5+4eJKcePc7Kcep69krpyh9B1++z81ck6RQYBLYq2uunHX/NF/6BMpfXlajAiXust3+Nb59/tsHK98yW+kImHFnkDFAOdQJ5QoTlsNG9/Ys0/QLATi46wsTfY1fL/3bRykUF4bH2dBA2NQz0PcgbsgktGtuTCelm2rr5dTfvxfoT9smN5UOfnht7jo5Ykxv5Sz3suHKBM+zucbQ7kCZQj8wGTRUO8fc9VagLV+5b1orSo/hPQulpqFRNtc2KQeyqdvdh4ynDxNUJ+Za7K9vbJLjf+vdl7TX8LOzDbNly2tcsrOyNEOahQwoXqj3mHF95YS7307p/3Tjw8bzVx0s6ypqldu8trFZlpVV633ChI8XDbJ3zHgZ378oxd/H79FPjr2ztf9M3x81tq9Sc/B3YU5M6hobBcYaMjPgaWdM9CjIkcr6RtVRgL5n/eZafQ7wksW9cdI9mY1501+Z3iMGL37nYH1Rcj/TjECkfY39u3tc4hMya/AXL2k8j3j2QHVDoH7Npjr9/bS9B8jwXl1SbFiwdrMc+Zv/pbWbnzx/7TZm0u/AnPPiVQfLyjTPanjYR/XpmqRXyYTDHGqaw+9407fM1753qFLYdOa1bbGvs7Et6w4RYntEGETf+kH0sde/oBRlIUJsaTgZ2xGdk0KVYNO8sKu7e0FMqQRLK+uTgWeTpc73400njZdbnpuj82/o5tyws6ehzFu/uc6X15p3Kf5BeedQh0DCLVJaVafz5s64I2jXtrizaBdz379ccIAGAREDvfivH22RenhH5r2Cd2j61y9Qr1nwWU7mP++T6PXwLm0+J8huguRk1DP31a5LBNSZ8/uwVSaD/rqwEYlootX9/1uk7wIg3U4Dpx1oWUXVFkPlgS2IeTLmKII5Olni1MFcXWkMRVRI0y/YSkD2mw9P1/chHVtxJ4DO2MjKimgQnXcxyqDsyx6dodxF2NHQ6OzM6Jqb5ZltX1KQrZnwpn7qOufP7+u8kjYZX/fqmicPXzCx3QFh0wZ8YPsmqN2deX2IECG2/3l5uzjRH3zwwY7YtssAfmIe7H6BF8Q/2yO25+ZX/v3X9lHKhce+NalV1mzKdQ1NGkC1s77t6/3gd9zYRrkI2nAO5wI/nmoDAtPGVi9RTtrIZPAr90/TMt3t4rMg/mHKt+3JxL+IBhr85pUF+nO3Pl1btX1Ub+8vQNMvY/t1S7nG2OrXN7YNnHfnqwv0n7k2E7h96DVGKNOrPcYGPxvt/ud3Jl7pbPEqy25L0HhjPAVd63lNfZNumSRz2ctuNw4a4XCvt+f+AyyScB/9/eJJOmG7+JGPMr6fTN1ebXD3kV9ZXp+bz9oy5tOJ4nqdD8qrGlJ8HXSNe3x79a1XG+37CPodNwi8Z2I3P91tbGu/8+KT7hqjO5GOw7yzBDfbe21b7OtsbMu6Q4QIEQKEAfQQWwsE0ZyM4tSoJgFSAqDMiXp1jaXQipjsYYTdEbYkk5VguV/5BuneuyiDXF8ESlUzJu5kylNjNNpxDnW3PVsb+MsIMRpB0C0B+iw7Ky6Digv0PTUIUMYQ3W1obNYdApqVHksIX0qTNCUXNwhms4PA8WCuBt+9CGxsRCSWJUnxTCNSqrsG0kTRsQOB0+ymqLbDFrM0Y47kEzOvxRIWeTIRvDRilfk5ulQkWRGH4ocxrwK50CPVN+t51MXYT4qBRpt0HPrteqBtlG3q5yf9HnH52oi3tjdg3VHBzVCwM0SInR8ZB9FPO+00eeihhzQiz+9B+Ne//tUZtu3wQOTNT1wTccKeXXN1a5QN9/lkATPhITvXCAK6hTChKkDQj6AS2dtGHHD60rKU8/ji6pafKlzKsbaKjRogSPiXCybq6j/nPJL4/fFvTUorqgoPuOFFJ0PDq+18aT135RRdnXYfL0wIsLJljy9luN74gu9flJ/YWhfX42RymHrStQ2bKmsbpaRrrtI94J90YodeGFZSKPd9Y9+kaKkRWvVDUHnYRP+n2y/CRJi+YIXfq/9NHWSX28KIfmKvfvbBC5jFdoUMBDvdWeaMZbBhc6o4I7sXbNFLeAARfiVThv4ge4Nsa7LY6Us4BA/fvY9OyOCYRJiU+VZBblT7+6yJg50xkhuTf156oG4BdIvIdst3/ECGO0Fcr/sqqG/wN9zfjFEyKky97A5hW6n7HrNhxnsm/g4S9nVnsCNOmsm95y6TrBp7vKbzAfWR8eQl6Gs/a/xsdT8P8Z3db/bn5t41wpMmk9nsGPF7vpp7l+MDe+Rrppfdz0Hj3bbZlM8YZEtrUL+6bbSFPoGX+GdHBDfbc22mIqQhQoQIsbOiIDsaBtJDbNVMdOazrYQrIxGdYzB34XcTSFeu9ITAJLzZUEGQie5XvgHzm80JSgsvEFeNRuLKOY3gJHnP/E5tnRFAN/Zsq0A6/jJaMEYQdEuAPnN2uDakfR9UYdBEQBjKHaW6SQhfGpc7mdpGCNNxoP4eTefJeIp45vuLyjTorfQracBwZAww73eLSpoxZ7cvntghkYnwpBGrNGPLxPMZY1lZTpKKW9Q06ZOEU7LUEelFTflJvxsxXeNrW1B1WwhuhoKdIULs/Mg4iE5au5kEEEh3TwhCtAbUF3B73/3GgpTsS3iOH79osvz0qVmypyUCmakgoBGyg0sasRm4fd3imvBuwU2eKphZq3QShgPcHAsSK/QTF+Vz+NKMnfAaX/6lEXLaH95VG4OENqkLQVDqh8OdLyYCZojhtRIJHNVTfnTsaDl+fB85dd9BKceNYOHv3/hCt7FR3m0vznXxUpf4CiHawoX8Dj3EnoO6yytz16pPk2KBLtHKdEKSnyzfKH2KcpOipUeN7ePrC+yDZsQLtnAq/gwSlHQLydr9j8AiNiP22r2wtTAntkGd4bXYYPuI60nG/Wylv3AoZSHAaPxn85+/OHuNBrSPHNPH0wbG+K3Pz9Xtbr94cXYrTvSbTh4vj1ywnzQ2R+QXL85N4WSn/KsOG6WB7Z8+PTtQRFa53mMxX4FIY3PQ2LdpmKDI0fv56VmB5ZnPWDQwwrlu2P4OEvY1n7dwqS9O7l5Id++5hV0JCqMF4BbZNf1mn2/uOZ5dbv+b6+Awt68x94vNiW776YjRvVSs9aZnU/uNcc35T7Dg2CUnKaL5UUJQtKyyTm2BC9/tdz7/eHm5/vzli/Na2Yq4Mc9hN7++OQ69FfylfqLE7n414pheQp/6bESL4KEWzncj/tkRwc22XtsRAdMQIUKE2Fkw5+ZjQ070EFsFJAF1s2g8THgzEnVED0lG+sdHK1QEkuxbjvOzMDdLBnTPl8enL5PBPfLl83WVOn9uSEQkTVkmEEuAk4xcOKfJTHZzkhMK1Rh9JCLlNQ0yomeB0nDyvkIGcJM42e5eCcxZCXsz4TknU5iocHti8rShPVzqgHb3LMyVu1+fL/sMLtbksoNGlMg7C1vPg73gUKpEpbm52VOE1IC+PHO/QbK0tFreW+SUTaDZ3qnoCIDmy9rNdZpxrQsi2VH56sTB8tmKjfLeojIVhiWMUpjDAklLBjoc6UV52bK0rKZVX9vlc21Dc4t45kEjeyqP+TOfrdbkI/tc8bieJCNoLUmsgwbWiEqesEc/fSedMKCbzFhWIVV19eoXxk5ZZb0mAXkJT9qc2mbeC2VrVjQqzU3NOnbpWpKO+EcZgLLRDJi2uMwRA41GZEzvQk2QqmuqS+FEJ1vdS9QUAdJnPl2VXGgiQeSSQ4cH2miO+XGBd1Rws63Xh5zkIULseGgXJ3pNTY1+0RQWFurfS5Yskf/85z8yZswYOfroo2V7xdbmnlxZXq1Cam4BRlvUzg6cGyG8TAUBEcyDZxoxQa/gpykPju7hPbtohvalf5uREtDjHB7yTjDaLaRZItd7iIu6BSK9bDTtevidxa0CWEZMkmDbzaeM1yDX6fsOChQ3vPGkcRoctY/bfgwSCiRgeeyEvp4LDWaBwfy+7+Aesu/QHhqQpJ3XHDtaeafveX1Bsh2O8Ol+8rv/LkwJSNll7ju4uy6Q4AuCz9ceP1Z+8tSsVqKjVx8zWoVVf/vaF618f9nUUUmxxSCx0POnDJUrHvXui0+WlWsdv311gVx7whi5/j+pNmTqI/qKcm5/cZ7M8BOIpJ9OHi9n3veeZrsaGz5dVi7nJsohY/qjJWWeoqSc/8NjRvsK0uKva48fIz97bq5nG35+6nh5YeZq37LN2Lz11PG6ABR0HoK5CMIiSuoe+0ZA0/B/Zypea+6nWSs2qpCiW7DV7W8vAVK3OCx149+3MhS59RN25R6wRXadftvYShg1nY951kwcViy3PT9PXp23LmkPz5clG6rl2ZmthTmD/IfNaEqwE8GIaJrz9x9a7DuW8NOVh4+Uu19bEDjWGM9u0VnEjtkWzfZYP9HnlH4d1VNuP30Pbaef0KeXQKsR/2Ti317BzUzFOjsiYBoiRIgth5ATffsRFs2LRTTo45f1GyKE8llDGWEFewkQdsnJ0oAgmeD1Kqzp7yuC1afvO1DG9Oum71/sIub9DIZtEtSampuVSsId+CzpkqOJU1xnMq1vf2muLN5QrUFO9/lwWJO0MW/tZl+edPt8eLnJBLbbJon2mgB/W8G1iFWiEWYCxe3hU9dFAI8s99xYRLrnZ8vazal88SxKsBBBIJodru5IBwnWZGGT8Uzb2bFYVt2giVNBfTespEAXIaBrpUzKyctxNJjIMuedfNyAInlvYanuukUziapZW2B8cBF+yNSXJmBOG2uUriUi3Qqy5dDdemngl3GwqqImKWDJ3BV9MhWgRUg2K6I6XifvNVCD42s31cii9VXy0bJy7WsTOJ84rEQ+WFwqj01frm1TH0Ep09ySSU7G9zmThrQSFbUFNBG2xWCHvqZJ29wlJyZHjeujgqX8jd3vLtyQIrp54IgSnbPSHsRATVB58YYqZ+dkXrYujNjBbrte+pH3pskjeuo7iDtY7SXyCdIJf3Y0uJ3J9R0VMA0RIsQOJCx61FFHKaXLJZdcIhs3bpTRo0dLdna2bNiwQe644w659NJLZXvEthAWPdZDgNEtamcoA44e16dNAn8vfPtgOf1eJ/M76HyoXl6ft1Z+98bCVudCl8IXLQ/umrpm2VBVl6T/QIS0sQmOuTrp0y1PxROhvzCCoF71ukUEyQyGM84tZGmufej8/eW8B6erUONxgWKVU+TEu9/2rSudUCDCgI3NzbJyY60M6lGgv0PxwQTPbZNdFvQNZOjSDiYyRmQUOgv46tZtrvVtm13Ow+dPVHoV+tgInuLH/Qb3UFEVW0wUv/EPcUjbxzZ1BSvtBBZfmr1Gs/CD+gKKH/p3RXmN+toPT14yWbeskaGAX6CG2VBZp7QQZLpDVWLEYr0EIpmErquok288+IHVbwfpRNOIwKbrp3TjIOh4piKh6c5jrEERc+6fP5AbThqXFAWGpoYse1tAM5N6oabhHoDqiAnkyvKaFBFXXrgQBeUYYxLaG/wN5ZNNcWLEbU/Ys59mHCEySiaR1zPGfqawCITvGXMry2r0hSLdeOWZwTmxSESqGpp0IsvfbGs8415/gVuui8eZ0JIN1ZwUCoV2ifF9+h9aX5vOfwhkAiOimWk/YouXb+xnQo/CHH1hgB9U77vsLH1p4W+2RgcJ6D737SmaUQPlEgHodEKfXvYa8c+OCG5mcm1HBExDhAix5RAG0bd+EP3QX74uS0u9xQDJBC2tCtabCBHCBgHS4oIcFU0EtkioH4ryY5KfjahoxBFvLK3WACvBNubqXlcX5cV07m/ECRHPNKKMvJ+Y4G8iVusEnRMilZkkeCeSyDsdjuDjlqF5CaKP0QB0Iovei2MbuwjMsojBHIqFkIoAOpxkuRFnIYTS6WcC/MN6Feo83REHjbcaB3aWv1/GvxfIvqYMikFUs2/3/BSRSmAELBlHzNU5lzrI6uZ35oRGcNVP8BIxURLVECZ1iAZadgXwPoiXvQQ77fLMOCbwTt2ElyIJIVveb2wx0I6KbralDK9zTT+xkLIthT9DAdIQIXYxYdEZM2bIb37zG/39ySeflD59+sjHH38s//znP+UnP/nJdhtE39ogOOPF2csXktfnPNSD+Ls5z76O1dl7zt7Hl6PXbC8j+I2gye/P3kcDgfADl1fV66SC1dtYLKIvFKxgY8ec1Zu0vN98ZS8NEAG2hxFIj0WivgF0u04DAn1+gS7awpcXwSVEVoP4hqs9RAT9xAu9sAgF8IRIIfzPBCON7wkOyxRnRVoS2R7YQj8R+PzbNw/QCQlbzQyljhFvDBKQtG2qqm/U8o8d31e5q+GtI2uXSccD5+yrW/v+O399MnA6ZUTP1j6wRBn/ftEk7VcmOWSRenFT2/2PGKjJaPfjkCZjgywYbPraH9/XwD+ZCvQ99dqClcYWuzz6urhrjjxzxRR5/fO1ct+bi3TBgDFmzilIcNn79TPjIAgc92sDQdtMhSaDsLysWkoKc2R5eQtlS5AAJn3gxTNv+tLUqdPQZud8G0xM2eprfPLgefsnfWuDvuFaaJm65eaojX7+skVugREczXS80uexgmypa27WzKpBPchqjsjGmtRsHzeYwFMHgqtn3tciPEpb9h7UI229XiA4zETc+NiMIWdiH3xdEPR5F4tKZSSiZdFvLByZADTZ7kEg02Zc/6KMhT692snEnQC34Sjnha6tGeGZiHV2RMA0RIgQIXYmrN5Y63uM7MkQIdoCR6SxSWJNEdXLsUVCfcdZvZMdjagjQVwTDGae4Hc1n9uiirYoozP9jacITprM71iGwfG2p9RlBuqObKFgeSYmB+UKMqfmnUfFXzOsXzPQY9EU8U7ep3mfXV7OYohkPA7SwxbmjLQSuQRGAJNxZJCVOJe224KrfoKXjCUjTEqMwG6binZmRT0FO+3y7HFM27MT4xJdLyMkGmRDW4RA21KG17mmn3oWt9+GzkAoQBoixI6LdgXRq6urpWtX5yHz8ssva1Z6NBqVSZMmydKlSzvbxh0WBKy9OHUf+9YBnp9DQeDm2rVBkCdTjl5ghPUQunxi+jLZa1B3+dXLn7eiA/npSWPl6ic/TWbXUh680QN65MvNz8xOoUNIZ6MtyMd5fuIg5vgdL3/uy62ckoWdG2uXAKPtO1Mv/vjLe0ta+ZA2M4369UutbWJr1ePvL0valq4+t01kuCpn+/OtubxtSg24oeH7JlgYBPzRvSDHsx1uG/mJMKLSxgSMH46TaW76mED/eQ9N10UOLx/7cfg7lBgjZY8B3TWTuU9RXqCddj93TSOKyTZGvzrJug6C7Y9053nZ4XVd0Hgyfenm+P/JCWOVx/xPb3v3Q5c8ZyeCXzvP2GeA3PLsHHl13vpk36Rrc6btNsjLicoNz6TSJ1H3j13bOP3KyM9puV/TPQvS2UV2Nde6OexZ3AoCW0/THXdTnNgc4W0V7nQvemTSTgL56Eh41d+Z6IiAaYgQIULsTOjXPc83Ex36i+r6TlJZDLFLQDOToxFN9iEBIZ5BxJjzCTSSdZ4ddQQoCerVJgKZXmhsatZ5CzzRb8xbJ7X1TQkakYQgZQIETlkLwi6KDeL4trGlBEE7Q2w0KNs8aNFBaeB9TiAwTfAbGhYVf82wfs6rdzmV/mTnLnw0tY2Nsrqi0ff6TLPQzZWGBYeElqxordpL4tWD7y6WAUV52t/o+Jj3XK0D+h12JCQy7l+bt1bHDRz87EyGaiY3If7J38wRaUM8Mc7sZY+Wz1oLdhoBTdrOFWbhwIiFMgZNHZxL5vWK8mqtywiX8jMWTRXtTEeD0hbhTj6jPnzEuZqQmB1TP9qfua/fGjzloQBpiBA7LtJHAj0wcuRI5UBfvny5vPTSS0rvAtatW7dVOQ23d0C34eaNBgQNvT6HExseY8PVZYMAFl+UXtfx94Ou64wg4PXHj1Ve57H9i3zrvOHp2cqha5e3pqKmVQA9ExuNoCDHqQ/hFT53wxx/K8O20Hb4kW0YwUL3724QFDaZCJSLgKGXD1dX1KhAo59No/t3S7ad+vjy9a8zVbSUCXK69vK76at07WGiwrl+Y+G648doGSpcuqlWuuRmJW3wuoZ26STe6mPzd1IYMlGeuw+9yoPvmzHUs1uOr7+9+pmJmrufDficxQi/OmetqNAgtRfssUm/4UO/8/AXU0m3/736JGg8mb60QcD2wyVlOs58+6GZrZVjfNt53X9myehEue4+adWWzXXaHj/7vfxDeTNXVHjWDU94UH2mDvt+Tfcs4Bq/PieojJARXP5ueyjP7zqnH+sC788ZSze24giHWxyOcShSjHCnn122cCfnoxWQiX8NsP3dhDCVV/2diba0JUSIECF2Zrz5g8M8P4cTvTykcgnRRhCMJcBJsJNQYyYJyOwORjyR4N+GKodfm8s21fnvhKhuaNbzf/ivz+SKx2bIA4nds04wODVIy2dbKrO8rTCB3M5GJJGsNrpvMBVdkBugVySB6MgxvXU3YCZBESPoalyekx2VNRW1Stu4qQ5OfBY2UrP/NZO8jT4wCySmH+FXX7OpTummNtc1yv/mb5DHpq+QDVX1Sh1DwBfaFERMjUAt7zIVNY3yt/eXKfXPb175XMb176bXsNuWn3DHM0c3Ip6MJd4xCSrzTOR37O/qIdjJ71peZb0KqRp/aNJIxNnhiU2IasKDDq0KGmC1DY3KP8/u1bKqev2b4wBbOO/qJz/Tn/ztJ9yJj5jr89NPuJNyKZ96qI+M+b0GFan2gP2ZfX0mNnQG2tKOECFC7ARBdChbvv/978vQoUPlgAMOkMmTJyez0vfee+/OtnGHBZMqL1E6aBm8PgeI3E0eXtIq2EK2clbAdXxuspdNdvOcVRWa3fxW4lhQnWxzstG7W56nIJ+fjSrkN3VUkhLF1Mff2OIOLh04vKRNbamoalBRRLscyibjmbr96uHY9SeOVd8Zu7xEKUGfgDYbm0zbqa9fUb7W71Xn+QlVbmM/WaqZtPftxO9B7fnJiWP1RS/I1gkDi2Teqk1yxWGjpG9Rvk6+0o07jnv9bWxhPNEuE4AOGlN8zhhiGvh2Bu02Y/zyv82Q608Y1yo4agQ92ZboV+fNz82Vm04a1ypAbvrA9Af9duHBwzzPQ1Ryv2HFOulz96093gyCxpPpSzfS3VtM6ui/dzIoV/tmin9bJg8r1kyHoHvE7R/ET295bq5n3XxO//j5WMeI635N9yxgnN5w0vhWZRqBTHZE2KK7BpRHHX62wF3v117aePNzczzbSCCbFwIoUsgKdwefjV02hQrn3/zsHN979grr2aifjeqpttufuevvTLSlLSFChAixM2Pyra96fl7bGPcVNgwRoq0ozCGY2DnRY6XUiEY00AlVKFnoRFf5DK50dptecshw5fSn3nRAeHOLBwssQMNHlVDoRS2+8vaCa8/af5A8cdFk+e4Ru6c91/5pgD285pAF/d0jd1de8GI0ZfKzpVeXHKX3Q9DTXJugvE/+TTucNmUldhZ41981N0v/tWVRA878bvkxDWRnAuzplhdT2+/8yt5y40nj5Sv7DUoG76H8wYCX56yVD5eUa+IENI3d82OyYF1VMksdClPafNmXRshTl0+Rp644WG48aZyWh6+Zt9ogW3v2qk3Ss9ApD32n7vk5cs2xo5VC9u6v7qM84wh+Mt/FBcQbcmNZmv2NzdAYdsnL1uPw/Nvn8ZO/qccN5tuUffsZe+hPt23GPq6nfOpBBwlXfLK8IuUzgv7YaF+TiQ2dgUzaESJEiJ2EzuWMM86QKVOmyOrVq2XPPfdMfn744YfLqaee2pn27dAwCtdeW/iDQAYwNA18wfClRDYpQeBca6uWX+Y7Qo5soaqobtAsWHiqM+EdRjjRRrrzjY1MjOBRg2P8o2Vl8pcLJjpCK4kALFn3UHaw0nrBQcOSAomIeaRrC+WTvcn1v/rynspH7i7ngyVlsu/QHvLDY0erQvkPjxmtk4H1lXUq+sckiFVmOMERBzXBdC+ka7M5Tr1w0dNOvmBvOXm88iHSViayTE4RVPzHJZN1u9jGqgYVWsykbPO7l98QnHx17lrld/cSybEB/9t3jtxNt/DBTf7QefurWGbwNU2ef9u2wJF/7fFjEpk36Tmgzfjzg+G3JnMZsdbbz9hT1lXUytXHjJYfRiK6NRZ6E1boz35gmlLu+AE7uVe+d9Ruct5BQ6Uwx5mE0k8E3+l/JpCXI8QkomKuVx0xKinmyvnwoX/1/mnys1MnyLw1m3Q8mbIdzrxa/ewHEtfP0r2HeI2pdOOMcmvKvbeau8vg3Cse/TjZFvrFTLrf+HydLlZd+rcZyeP4+eaTxit/vNkGyYLBF+srlVuf+437xU/zgM8Xl1bpGIDnn78RN2WsmGeO+37Fr0HPAmijcqMRXRxiXBtfG4FMP25yU96/Lj0w+Tdtf37WmiRNkLs+xG8ZA0FtBGZsswCBX9IJd8I5btfHGGGbthGD/WBJaVK7QNvcPV9pXPxs2BIc5Zm2JUSIECF2ZpAxGiLElkdEg4TrO2FR3BHndOb9+iMiSc5psrHhnM7LyZJoJColXWJSXeYtTposD85sBCszqJugI0k1zR1QHVX7lToupu9HvAKSZZ1sTxvAFJesf6giydh9YdbqwPMNrQ0+g9rFVIcWDnPO+maHr5u5MKQuA3vk6TssGdjMFUFODH7xiDQlUv5pT3bM4QlnPh3Eu46vmdNW1tVkTG3D+6tqKSVoZtJdw3Ey6RkHtOMbk4fIna/O188ZJ4yLWFaz8uTzvjqsqDD5nl5W3aDULvzNfJ73rX2HFCezoYOyot2c3s156DbVycAeBTJ1dO/keUo/ZJ1HfcZm3gPzsuNJbva28KXzWVvsIzOe97yGpkbVIzCf2XVsC57ydO0IESLEThJEB3379tV/NiZOnNgZNu004MuhPRzAUFZsaoprIBmBDwJbrIISAAkC25G+cn+LmB84ZlzfjOokUNkWG3sUZGuQqF9+TN5ZuCEpokhgzgR8EQI04pE2lzGBm7+m4TMuyM3SthDcJAA4pKRAhU77F+VLXWOTBoLgBJ+6e29ZXeHQVXy2okK+8/YnKYEpgsf9ivI0S2BzTaN0yY+l2NWWNrNK/9i3JklhLsHZbA32LtlQrYH5msYm6dMVbjqRw+/4n9OGhO1TRvZMy8/sxV3t9tuTl0yWv05bqkHngLUARSRBWzKqd1cN+PfsmhsYNASDivNVfNIIY/YrypWnrzhIJ4tmEYAx1iWXQOVqR5DVglvwkzHAWKa/GRteYqaIePE7x+AhRYznuZmrU85lfJn+SseZTmCwOd6sE1D6nckimcyUSzvsfr/z1QX6z4BFGyMkyngjQ4EFGTLDmWjTDgLSRqD14kOHy5FjUp+BbniNqXTjjIld0ITclGH7m0k8k+3igpgsXF+li1S8oOAvzpkwoEgXGPDnmwtWJv1Am5koXvSXj1L8EATz4sHCWyPKswi1VaTyMdptLLSeLfaYNvYTUF5fVaf3lb7E6MtVsyxcX6kB3uKCHF/BZT7jRYcFxgGFObKxuj7lnnHfQ7SNv9O10YsjXHskEsw5buqjT8wighnL9I8RbSbwH3Q/bimO8kxESDsbUNPwvDbiqWQshYH7ECFCbCuQbbm6Igykh9iygFajbfzX/mCmxbsG8x3m/0xFSJgiQGv4nMf07aY/4aAOCrxGE9z/BIAzrrujrOYRhyfbCcTHpbHJCUQr7Uwbi8KnlEV7AT9NWZ5IfG6mb+Y0k4xk83y7ebZ5hyFJBF+7c79aeMId79Q0eC+WMDfWPjHB/AxAP/PeiMAn9ae7jva7eb0dvzjc5ATQdbxEHHtNG7mGc7CPAHgQt3hHOL3d51Gf1tvYrG0115kxnAnXeXvtw68sTfjVEfKUhwgRYosG0UOkByvu0FC46R4MB7AXDQRb/+ev3Sw//ves5GecizAfGY1QBXjRPHhx7vIZWRBTLK5ir2s57s7MIeMWygE3Z7A5/6XZa5PBqcNH91IRRbih7YDVFA/xSAKRZAR/sLgs0B5WfQ8b3Uu+PmmI8kff/79FjjDni3NbiR2yFerM+95T6hq7Pq4nQHirS8zTy64WruwST6oNrnl+5upk+/gbWou7Xv1cTtt3kPzf3z/Vsn5+qkNL8REiiGfvrbYTqCVwn0nfcS397HXOovWV6js47Pca3MO3PK8xpIKWJ471HXfuPuXv0/ceILe/NE9O33dQK35ujh81tk/SX35CmNSLzT9/PlVgE9sJZHKPGMFIynj0W5NaCUgawc1H31+qWSB+beC8T5eXKxUKGSo//s9Ml4huifz53P3lgoentwpg2hz2jBuyEH750rzU60f11AWMKx6dIb88Y0+ddM1aCUd4T0+6Eb++TH9vrUm2x+/+oFw/4VHuB2ycPLxYTt9ngHwS4E8C62Tr2+OesoPaBI/hrFUVMs5DZ8GU/fnaTU7A+o0vPNviO15G9pTLpo7QxQzTR4ck/I7orbvfKJfMc8rAL98/erT23+vz1gfeZ7SbcqFOCeIIJ/MEWhg/8VE357gpD/+Y9rt9T1vYIZNJ/Ts6MvVfiBAhQmwtvPejI2ToNc+1+vyGE8fK49OXybw1lWFn7ELwCzgT9CRumi4QzjnNnlQhUSnMjkpRXr4s9hGyzdQ+MqjJKCZhAHtMYBe2GARNBycCyizcs1Cfn5slVT786sVdsmXfwcW6W7E+TeNImqmqa06KW/olVhjebL9M9uxoVPYa2EVWbKzRpCYyoqOJnZNOALoNREpx0fktSRdQbBw9vq++j/AO42UCJeM7aFea2UWa8AvnElCFH5tsdgK4xn+rEnaeuf8gffdiB6PxlSOg2TKX5RwW5u56bUGr3becW15Vr7buOaBId3JurPEXjwXsZiaB7vDRvTXQ/+zM1WpzUE+ZJBZbF4rEr70GFqleD0KkjOejx/aRicNL5N43F2pGNu2HDx5KFt676Q/DyY1veVdfu6lG+nTLl4nDirVcW2zTcHrjM/t6k31u5nlcc8Ie/eTZz1Ynz/Oql75kV7m7PL8s7XTin172XXroCH3f/8dHK6RKdzvHUurwa9POmCm+NcRTQ4TYWRGJp0t53ImwadMmKSoqkoqKiq0igLqqvFozYQl62kE/gs4EYK9/alZKcIFA1uVTR3kG+QgQ7T+s2DNwxZfmZV8aKRda13H+TSeP10AgQVACZmcfMMQzGAof8ctzVsvtL85PBnq+OWW4Tg7ueX1BqwA0fF12AJoAMYFPv4AfAV8TSHr8ogPk7te/kI+XbUwG0VIDnQ6H+Z2vfC6XfGmk/PLFeVp/UB3Ku5yow/xO4PCmk8bLT5+e5RsUt+1KbfMXKQFErzabz5VL+p3Fyfq5nuDZkg1VmlFt+t0OGnotAlA2iwDwyi8vq5If/HNmq3Nmr6rQCQ3X+5XHGLps6qiUsWBwxOje8uPjx8hPnpqVMh4zaZ+X3xnH3z5iN/nVi5/LnoO7ZzwGkraO6ikn7tFPrk60Nd04guJl8fpKGTegSG58OlX01vbjn8/bT8eY3wLDcRP6yo/sBQblsB+qtCj0AVQcv3gxNYBu23z51BGyaL3Tv0wqJw4t1mCpu1+vPGyULC9t3ZeZ3FvAq3855+aTxyun4X8+XRl4P4Agf1573Fil9SjpmiNLS6uTorrfPXKUb5vg9u6alyWvzl0n05eU+dbPhNOU5zVWM72fbb8fN6Gf/Ohfre8Le9zymVf/2efuN6SH3H76HvpihYinHcg2HOH9uudrBvUVj33sudjBeewMsjOqmYia8r5zxCj5aEmZ57OHttzz1b2lqr4psP4dHW31X4gQuyK29rx0e8O2ar9XEH3Jbcfr99TPnp0TGDQMseWhVOIRkQyTpduNTOk12lIeQbmvHzBYJg4rkQ8Wl2rgELo7dnLazTFc1bHEzkEym+2Ytp1dTQCUuRRB0c9WbJLK+kY13Lad8wkmw+/NfITA8AszV+tcIxMmFnzuNe5156v1eXv9hYClQ3+SWsKwknxZU1EnNQGd7c40J8u/S262BjgJeKoezW2vycqNzs5kL3TJzZKT9uwvh+7WW576ZIW8t7BMNtc36mIEIGhOYJddqARYyQKnLxHOZM5dUdug59rW58eiutMXGw4c0VPf0d79Yr1MX1ompZUNrfpnSHG+ioOSqOPlR8ob27+btoP5OXpWymfusdDApyQiHTu+r9pO8ghBd3yCzQSoy6rrlc6Suovyc3TuDaD5hIoVKhV21WK7HUzlOciiAOPW2KlCo9lZuiBi+90djEXIkwA0bWxgt2o8LtlZWXoNgXTuC1OPXxA3k+AuNpp63Pa44WUf9yN++/K+A+WHx47Z5QLMbfFfiBC7EjZlOC8Ng+hbEHNXb5Jv/Ol9DYqQEQ39geF3JrD+8AUTlSqCZQy+CFmpPuHut323+cN3vmpjrdJUQDOhlAp1jdK7a568/vlaGd+/SCkRmKiwIs+X1TF3vpWkTdh/SLH07JqjtAJwTVOnyRR88PyJuioNDYOhjwHQebCyznZ86D5eSIh+2DbaNBheeOGqg5VXjrL7FuXJ8b9925P+g+PDSgqlvrlJV82hpDj2rrcyqsM+jp9o//ET+iWv97ML7nSoaQyP/KcrN2p/7DGwu/oHSh2CpV70L6auE+9+J6V+2vXkJQfKcb9Nrdu09+hxfZQKBwEW+hwqDDI5jN+5dnVFTdInNp2P7QO3/5j45WZF5YR7/MfQ89+eohzgjAGyV6BXyKR9fnju2wdJVsTJJAnytV//2Z+n62NsZ/vf1//0vvztmweoD90+og3pbH7xOwc73Nt1CQ77LIfDflNto1LLQFND1rN/m6fImopatRWbr0zwYNvj2NiDRoChOHLfW2To83KyvKxG7y3GrN0Pdv9yX0NLw/VHjektObEsOSaNv0GQP/956WT5xp8+kCcunixfue89tYcdKWTUnHX/NN82QQ/E2mtgX111sBxn2ec1Vts6Xl757iHa/+XV9epTu89tkOltKIKoa3jPQt26XFFTL4W5qTzghmrEiyN84bpKOfyON31tfO17h8qI3l1SPjPlQTl1XOI5F3RtUP07OtrjvxAhdjWEQfStH0Q/9Jevy1KPzGAo7Jhbl1Z1viZFiG0X2N7aYKcZGkQIVd7y3JxkW5izukFwkyAd72IqAumR1Q5UFzLluojO5VufF1FaRrKQv/nwdKX6K62s9zy3Pf2BHe2lqAnq1/b0OZphCapzfd+793+LAs/H18xvSbCiX1hc4B08eTxhCBpaZGhD9bGhss4Rmof2o7q+Vdt5dyvpkqMUkohCEmxFHPOyv81Q7TC/tmo2e4CdvJfyTmJ46P1obxhr1E1on3dmt82bapwYA7Q/nOvUz8KNw/XNXBpbjO0meHzunz+QdZtrWy2+YBvzd6UodF1nrmXccRnvDSSU8aIztKTA95r2wK7Hrx2ded3OhtAPIUJ0fF4e0rlsZWFRRyKEFeUm2bC5Ts57aLoGBFdurFEBPndAyA4+EfRD2JEvSEoiMEQwlC/D0X276e8EBSMS121gfHEibkmQUHmd43HNODWc1GTgEgBkFRqONHig2f5H8P3kPftroJAvvbr6Jhneq1CDzG4+Y+wy4pCG59rdhs0JP/BFTz0EIQniE8DlS58s+HteX6jXPXHRJOVDJ3BP+0w9+CYITBQN8NO+g3vI5trgLXMEJbvkxLQuJk2I8+w1sIdmEECHAQc7ExiTYc4KvgnMYRvbF2OJCWvfbnnyDPzhUfqd9sc1o5c+gI/a8Ht/tmKj+vHSvzrill7Q1fFIRBdLyFAhK5j2MAGiTBZLbG5x+hDf/f3iSRLJj8lTVxwktfVNOkHEv28tWK90OIDrGAv4a0hxgY4d7CMw6tV/bsFZdzC0OR6R+sYmWbspmF/UT0zT/pxJvvExvxv+exY6UHLnpYFFB8YafWZzTNuB51gkmhTmtfnXzTmMC+4TJp1kSTQ0RfQe+elTs+SGk8bpwkkQNtU0Ju02IrDuLHvjJ+rHfi87zAsVk+37vrGv/m7EJzl/ZmJBB/CT9oI1m+t0/LXH3zbIfKI+so8QAqV4AtNksHi1qaXsprT3I/c8/WTaYO4B02fp6Eo41z3W4EmHP72yriEwgM82Z9v2/1x2oIzux5dgYZs4wuHwDmyjx3FTnp8YqvvabcFRvrVAP9nPTPc9sCXEU0OECBEiHVb7ZKuyiJxO9D7ElseOHEA3gWayO22RRDdlpgka84+FGzPX4x0iITWTWmY0onO2uKGKcR035fFeQr3Mlak7Pyeqn20P/RHv5DqYVxAUJzHtkxWpdKZ+dZCVbfolkeCdBL7nVZIMbRK+VAAz5vjPvYhhoJo8sagKehrhScoP8jlHsnz6WY8nON/5yTua6XcvYFd1g7MroWdxbiubGRmxLKddfG7oZoyoppdoJr/jA68m8BlJSH5im7YoJ+/YjgXO+11nCnS2V/xzW4iGbo8I/RAiRMcRBtG3ILoXZie5wt2UDHwOyR00B3e8/Ll8tGyj/P3iySnXu3mD/Sk8esq5B0FHMUMOHF4iPzhmtPzqZafOIBqR0/YeIPd+bV/JjkXkJ0/P8qRVufe/X8iVh4+S6/8zK7nNx4/P2PAhu2lBEDe87NEZynd93VOzPOhkxsn4ft3lkr99pAHM4+9+W+v4xyWTkvUQiAnCwB75SfFBgtAE2R5NI17KBOxrf3w/xX7aOGdVhfKZD+pRoJNbv/Ya+g0EBKnXTcdBIPf3b3yRIl6JX8mY8BNKBM3N8A/G5Vcvf+5B25PKF53i87omzVzwGh9/+No+uojCWPOiQWHsuDnl3YKzfn6AJub7R+8e6Gs/MU3zOWWzC+Ev7y3RIJsX/3269gN+//nzc1q10W4X20nZoWEfh0bnkQsnyk3PzpGvHTAksC34pLo+6tuuTO8Pr7bbi1Re48fct3UNwSKx6cRLARNcbLTHMOWzUyLdvcZCQhC4B1nc8WvDCRP6BV5PwNWPYx86m6D7x9329op0GrFQPwSV25FrdxawddhP34B7YFfwQYgQIbY/9Oue55mJTpJHRzJ2Q4QAUHCwK5Qdrgjdr9lU22rOlhxlmiDR8rlf/oOKYBI8jycCma6wqv3X2ooaqTcio53Ah2NniXeWUGpngHelleU16r+iTOYTCV+vJUGsoUkTM2zgKtoai1oCmInsaT9KHI7Zgp5k+OL/IGgWekC3YKMThI8L8XFzjZfrN9c1aoIai38k5nEtc/tIsq8cEVcSWGgTCUNQq/C7BtVJcouT1FOtthNIph0kx1F2q0p1gch5z8ZEkoHMdYBrWfCBc9wk+8QTGfsdFQm10V7xz1A01IEu3ElckzJ7dsnt1L4JEWJXQUjnsgXBlxJUKX6cxLeeOkGu+bcjfkjGHp8RcHjbhzc4Ex5hkOk1ht/Znz/aCcgbfmHK+nRZuew5uEfGfMa06acnjZNlpdW+3NqcQ9mL11dJ7255GiQ1/jC2mbrf8qmTwPSqilq1y9TPNXCjv90Gnm5jP3XBwYw9CEEi7JJJezPho8avx07olyL8mSkPuRdftGl/n255vtfdeup4FUZ9K0NOeSPUaNviN5b4vH9RntLC+LV3Ty9OdMsPdl+1lS87E5/bXPl+/U5gd2VFbZq+6ymXHzZCxypjgjLd52ZiP8ft+tzjNPC+Tdjgd9/a/vAb/359DhDHhUfTk8870WfmXmsvJzvPvudnrvIdjxcE3APKjz4+ldfeq10d5d5m6y4LAX7in0HlduTanQHKh/7ox57itHqv7dFf+3Bn9kGIEJkgpHPZfjjRQ4ToLDjB2Igmr2SyLpOO6kR/Jn5JVx6nFeXHZNLwEvnv/PWaebuzw82Z3hHgv7wE53pDk7Orl2zwIF9/54jdtP/uenW+Q8PiY0vvrjnKCc9Odb+g/O59u+hO8IqaxiRdDZnrQeshMddx/u6Sh/3Nmn2vVEER0R3gk4YVy7RFpWqns8sVjvks3e1seLEveeRDFVMN8inlQXtTXNBynXKpJ3wACNTzz3Cio5dE4s6W4PTOtOz2XrezwLQfvnz1QSyqfb+r+SFEiI7Oy8N9i1sQ0EZ4BYEAga3K+qbkcTKta+ub9QFGkMF8Zl/v/tsGn3O8Ldcg+AbXsu/xL0qVTsQc56GLIOrk4SVp7TDBPtqzZmOtbp0K8gV2EPxi0cHYXV3f3Kpu4xt3JvUtz81VuzTom+Cc5if122rltl3mPC/7aTsBdOwh6JpJe+2/A/3+RalMGFjUqi3YiV1kDGRan/mM8oKuoy1vZVCm+R3bfnLiOHnyo+WOYA/BSZ828Tn+N+fZ4O8bTx6v2f3uz8+fMkz6FeUnyzbB3kzGuddn6a5jl0ZQv+MjyuC4X1tuOmWcbpEc2buLZq/TLve5mdiBQOd+w4r1ervtmZRBYJJ7w89Gcw9QdtA9Y/zg9il96XUd45MFMY4H+ciUHdSGm5+b413HyJ7qG+iMgp5b4z3unymudhmRzvYGarnuttP30HJsZFJuR67dGQAfp1cAHdCv+wzuvtP7IESIENsn9rrxpW1tQoidHMQeG5rjnpQYBgRf2dlHMJJIqf1Czkd83j0/W87af6D+7JGfnULjEgmomyDme4tKNePU77wdAQRgu+bGPClsbBDsZdECwVFAxnX76otoXWSXHzGmt2al6y4AFyi9b7dc5UPPy47pu8y9by6UzXVNmoltb4jMyRLpkR+TkoJspab8xWl7yI0njZcrpo5UsVNjKZcQ0N6wuV6yolEtG953Mq0TGxF8YQLo2K7UM3GHH//8A4cpXSkUinCZs9sb2kbaxY5J41coPvnH/BlOd0RJocqhjQXZUT2nW35My7btIKOfMWau4yfBe+rqUZijQftfnL6n3H7GHso73plBWub7lNnWstt73c4Adg3QR4zooSWF0rPQ4f9Hv2FX8kOIELsUncsNN9wgN954Y8pnu+++u8ybN092JE50L65wYLbcQavAiu4Pjxmt/OQ20m3L8zqe7ho353WQjdAnLC6tSsvHzDYwaBxY2YQuBb5lgvHp7KioqdXgi5fdpm4C7WSp2mKHhh6DjA+bioSf/P3PSw6UVQe2iFAau/zoIGy+a+yBRz4Iblsz2T7JFjh3W+B7Pu0P76q/2lKfKS9ost6WsWMWNM5+YJqcNXGwTqK+f9TuvpkYhhccXzN23f3zxfpKGdu/SDM1sJOXBjIcyFQFbs779oxzRwsgeNLMdsdv/6WFCsavXK+2wB//wuw18sW6KhnaEy5BJrwRnXjAEX798WOVXx2BUrZWprPj3UUb5JH3lqp/7bZn6gO2U5pnBTYy+TVCtfUNTfLXCw9QLsXl5dUqolTb2KTj2H3PeNXH5xtr6rXPrznWEV3tkZjEkx1jrrN9xD0Ph6JddlAb7Pv5winDdWLPP15gePHcVBNp0/0D/Qtip7w0PHT+RCkpdF4aOhqoZWsjWePtEf/syLU7OtLxyZMZFSJEiB0fO+LcnAzPECG2JGzOcz8wVyTgCjczgdq4lY7O/A1NJkgX+hTl6zsU/Obl1jsZ89AgehW+Zx1+7e2LhqWtaGx2FgLwCVncfmAOSPZ4bWO9LjqUVtW3KTud+Hs0EpVYFgHluFQTIG5q4at3g3kn70twasODjr81a5xIOLsQEpwtfYsIhOcoRQvnMk//xuQh8sa8dUrj6ATdneg0dJPUy9+Gt5zijABmdhofUHcWPOroCDU3q88ow3CA52XHZXmZ807bvSDb0eBKcMEbbneby99oUS0vr1GKomrKj8Q1aO/wxEckN9v7Ovxj2jt1dG/ZEoBGpj1c5u29bmfjQu+Z0BSgj0KECLGTBtHBuHHj5NVXX03+HYtt3+azAht4vCBbnr7iIP2dldzuBTlJYUEebu6V9HQ8x17H011jc157AT5zA3iIEbvEtr9cMFGD0WwVgx8ZMU4jGMcXM1/6fIFedIgjWtolL5YBz3RjoN1MKvzEDoFOPlzBGf07IZho7CPA7xdItevGbmg1BvTIC7TdbWsmfNRMnt1teeGqg1O4sjOtz5Rn4BZkpB+6pfG/XSbX75Og48Bn+0Fvs3KjHDmmr2f5g4sL1E+c69U/+JvPOR8RTfO3gTkW1D4btMctWMg/swDje11O1LPfTXvInGD3yD8vPTApxmrOf+bKKXo/juhVqKLALHARuOezqx77RO48a2/5yn3TtJx0nOLY8ZtXHI5wfPal3Xq18isZIEHAR37inwjcrq+sT4o40h5e0PC9H+jDZ6+ckryf8edZ90/TOrCL51R9Y1yzV2wRYVM/feoW+/TjizdtJKg8dffe8uGSMpk6upcsL6vRF5beXfPSirtiL2Oe3Re8gLCAYERo+3bP65RgNZQkjCkCwjzLGR9tLdM+XwPLiUf6zh5IDznhQ4TYdbCjzc3JAN4YBtJ3SQTRpnQm4hnUR1CV9xql7EjMDcy5BNBBQXZMxhh+84a2ZZWTYdpU26SB+B0VJG0xx6tvrPfMCLfBfBCf6qJEmsztlOsSfueaaLxZuewpY8+B3eX9RWVJ/u/UuhyxV8MlTR/h76pEQle8Oa7nkNzDewp2uXmn+em+xrx7EghP8rI3ODEBFgnS+YCjjQmud3vs2Nzh1Kl2Kc2Pw5kejTp2mrbY15iYhOFYN3zu6q9IXMvxui7k2d7+EHLChwjRedi+Z7ouMDHv29cJ5O0IIMgGxYAXJ/Hho3vp5ODmZ+fIx8s2qtjana/OTzkXHmvoDcy2eALBUBj48RBzHNh1Bl0DvzECJEHH+TKmvBkJG29/cV6KjbYYJ8cfe3+pcmOb4Br2Hz66t24H8/PFlIQdcI8bYDc827ZtQW2ZYrXf7RfsgRvaCNpl4scjRvfSlVo4nc3n6fzu/jvTa4z9ZAyYY2251v7ssNG95OwDhrQSZNSxNKqnUmEElcnvZIkbrmwEVvt2z5Xc7GL5ZHm5b/lTfERl7faYOrzaZ3+Wrv0ESN2ChYa/n59+PNustrvL9RMBZdzSdrLloZ4oyInKxKHFcr1LGPe0vfvL/efsJzNYRDp3f7n7DSc4HjROscOue/7aza38yiJB0H2JaI8XsJtpuxGKJbj98pw1uosgyKcvzl6T7HPu59++Ol9tu+afn+nC3g1Pz25139v9TZ+57293P/r6elRP2XNgkXKIm7Hzc9ezzwa+oj1wpptnp1uEFtoU6FTaK5JDtgZUTvb90p4yO6ucHQ3co7TTjxOe4yFChNg5sKPNzT/56dEhJ/ouCgKfedkRqaxL3SnnFezOIaM3DSWLH3S3ouHpRgzUdbxP1xwVsWUuRwZ0diymiUCIkgKuIxFhr0FFmiU6eUSJvDJ7rQZXm5scmzSISV0efNmFOVny3SN2k1fmrJH3FpVlHEYnd8ud6MyiE8kjJFIYkEBCoL8zMtx1AcHDR9jCDt3iwmz5aNlGtcH0Uyxhp30NAWbmkHsNLJIVG2skjwC1a0e3F2hf36I8WbCuKtnGgd1zk/PNf3+8UmosXvmcWER3X5ZVOYk7B44okZUba5R6ZWNVfTJTnIDyvoN7yIL1lZr9TfD60kNHpGRA83789KerknNfEjaY/1MC9DBch68ZB/PXVSZFQ1uNVaWhcQLhHKRuyh7as1BO2KOf/OOjFXotCSrYwLjjMxJjSF5hMYf3/UE9CmTmyo16zbOfrZbl7MSOiEzo31VWb6pTmhnEcrNZsEi0kcWLQ0b10rpIkmF+X1pVp0H8M/cbqPNg0FmZ31CSUCZz6I6U2Vnl7EignfQRSVC8ixpO+F2l/SFC7JLComwZ/eUvf6lE73l5eTJ58mS59dZbZfDgwdutgNPq8mqpamhqFYAi2HTLKRPk+v/M1ICfn4ggQSeCYL9/4ws9zwShHnpnsWcgm4DW5OHFcvUxY+SmZ2dreX7XYAMP0lgkKtmxiNzzRqpIIQGs608cK79/Y4FccdhuMn1xaVpxTQLVVx8zOpnBapd16t79ZfzA7nLTM619ccNJ46Wiuk66FeTIjQlfYffvzt5HH/DGtqC23HTyeLnluTny+rz1nn7BHiMmypdHkB9ZCIB6hAUD2+8E/+z2U955rvLN38Dpu4UpgUB8cdnUkXLhw9OTPuK6Hxw9Wu598wu5+NCR8tvX5icDqu4+cV9rfwYev2hSUgg2aCx5+Yigq+0vp/wSufywkSpiScDSr3zTDlu005T9+PvL5JsHD5cLEna32NLiG/uzjxILHl7t/9Fxo+VXL3+e0s8GTHavOnw3+dVLn6f43PQLAWGClw+/szjpg2ABzxIVl0WciXP++fHKVueRoY0/vpmYlKQbL9z3v3hxrrwwa22ybi+/+pWBT5nwkEXyx7cXtToGn/jysipZVl6j/YDP9h3aQ7Pq/cpz97ktfnrlYSPld6+njhkvEc8jRveWq48dLTc+4zx33H1Kf7RFMDZovP7QJXbsV2Z7BTxVFPOxjz0XnNpSZmeVs6OClxPuOTuQbjjh++3ECwghQuxKwqIdnZtvT8KiiP6t2xy8oy1EiExAAJ7EmKamuNSliTQrkwdB8YDjQN/W7d/TJHEdNKJEua3JCGanHsFVAp9+1Ix+KMzNkq652TKqNzsxm2XO6k1pd/PGEzusxWPxAJoV+xA85ucdOFQDtDNXlCt1CPSDbjPxg9LT0P7EIgVJ116t6dstT3nJV2z0TjgpLsjW96w+3XJl4rASDSJe/eSn8q8ZK3Vxw67TTv42Ox/ZlfrJio1SXdcUKAgL1Ul2lECzQ3V68aHDkwKcRtySMvcZXCSTR/SSicOK1RaO3/fmIqVWbGiM67swuzdJ6mFBZdbKCg2+G9FYdnvDb72ktDppD4svJLBROeOLBZgv7ztQ9Z+oe0NlnQbds6NOBr+tP5sXi+jO86VlDlUo9jOe82JZugv0qHF95NDdesub89fJa/PWaXY6NjJW5q+t1Gviib6FYodjRny0I3CLgra3zM4qZ0fFrriAECJEpsh0XrrDBNFfeOEFqaysVK7F1atXKwfjypUrZdasWdK1q/cDoK6uTv/ZThk0aNBWm6zPXb1JvvGn9zVoQFYzvN/QlrD6x5fmeQ9O96VCMCCYBM0CK/B8WfNFyRcYXGebaxp1osQXY3lVva4os2Idg6ElHtVJRjUrz3lOhgMTFyY+hj94QI98XZlGdIQve3jYWLV3xEMiKgj6/tIyefyDZcqxfMxdb/m21bQBqocLHprueZyMTIQ8+nTLk8pabM/WAD4r2vWJ/WG5WVnKlczWMiYEZFMwkeKLfvGGKt3mxrY3Vr7hhTYczyfu2U/iickUlA5sxzOUE/Zk75krD1LuNjKLqZ9jpZX1UlQQ02vIXHjus9VKZ2K3w4vChJV8/ITf+JvJ0sqyGv0bu2atqtCJxIQBRXrNoOJ8eW3uOp2MjO/vfGbshzLlvIemy0Pn/T975wFmV1W1/3Vn7vRJJr0R0gPp9BAgiKEIoQl2UBQQpRhE/VRAKSrYP/0UEEH8EPQT7NKblD/Su0AaLSQhpCeTmWR6uf/nt87dd/Y995xz752WmWS/PGFmztll7bX3ndlnnbXf9yB5cXW1LJw1Urn54AKEkxrbXluzLa2uvz2yCRAKWRgyT4yBYO2m7U2ajcAaZJOFH6ExsSlvbOCzk659Sr8Pm9+OsvOlur5ZBpcXqc019S260Tx5nzGaYVPX6K1HsqNt39j+Omr6CFm7rVE3cKzpVVs9Hv5hFSW6Xo79Rfg6vPfLh+nnCw5CxsTng7Z5gICag2U2qqpEObXhMmTDZ8YWPJ7DZNuOFl2fQZ/R+y46XI7/5RNpPgpaL1CBcO0zv31OPrzfHinKlpOvC/ern/oEXm0zR8Bun7Xw4JINeo/gLDD2ms+m3R50G9CLhM25qXPvl+fLCdc8GeHv+coD+eTbm+X/nvU43qGzgZrFP6d8NeMNgv/3oFmvrG/THvban82o353gka8dIZNHVEo+eGfjDjnq5493uc3uaqc/w1Di7G6c8A4Ou0sQPd+9+c7el4NDfviwrKvpsMHBoSdggt/ZeLn9gdruKOsJk8J5XKz7fQ2uJh/38+EJ1z5FdL/KcxeUfzxvtudQJ6wMezo78sCYaP/3Zx+sP6PHxPNq2LjMu4SoYaCv02RlzgfhihNn6J7YBBU/fdOzsjmkXxtQlfAMm/Jnlqx+xsczAHt17EZLiaQvahvaE64jcklAE1vOufUFfQlBRre+OCiIKYUqz//Uv+Kuxbq38l4sJHROjfioPWojHDoh2T/zRxIOdUzbIOy9CvXJUjfZ9WhagaBxrN/WIFvqWzxx0wJe1nhtkKFv5syMsTMwfgnzW2+34+DgsHvvy/sNncvChQtT38+ZM0cOPvhgGT9+vPzlL3+Rz3/+84F1yIbxCx71trAof+SCgjzXf3r/1PfZBPiWr9+ewWd8+xfmabCSgHEU1zH9fOyGZ0LvEUA/8mePp36mLfPVBoHcKJgxEJANu48vzr7lxVA7Trvp2cC+ja+ixjlj9MBQ220QjDNtBZXFr2TD2vMD/PzT/rq52EiZXzz8Vug97afF64fxdKY97A8DYyB47B97Np/Z4rNh82vA0cOgtvYaOSB1HRsNJ3gQ7LJhfg7Dqi2Z4/PDXudb6yKbS62XbMK7foFe/3r5yxfnaVCfDBtz3R5LkF/tNvCZ//eIfz2an8OEbu32/nLuIZHBZ1MHfvQocJ/PrW2T+Sz65zQbgsSEWa8gbA1kE2AleNvdopi5ttld7fRnEDB3QXMHh10X+e7Nd/a+HJBI4ODQ00hSSOdYMJ9GcytGdjHJB2RWx0zwPB9SdastkoS2NbRoQlaXzUzetAO+JGMY2g9bH8sPI5KaTSw1G3c4eHVNBzUmffP8lQu8oLXnU6h0DEd4FJgDArZGhNQWdzTXsYEgrhF/REgWL5EY5xf+9IuYevzmmS8ozJTjD/qxRUVN2zZNjz8I70mzdVwlsM8Lj6BxEOg3dWLWa5Qmq44ZY3eIYvr91tvtODg47N7oN0F0PwYNGiR77bWXvP12uNDkpZdeKl/72tcyMl52lrAoWXhkYnPMLJGHAB9Zo4hOkjn8/97YIPXNiJAW6dthssYf/a8jZMuOJj0qRpZ2TV2LbG/2xAEnDC2Xv513iGbdwl9H1vXzSRFQslf5g2yEAsnyDrOHjN4omDphopC8hf/X1z4gzS3tKqKC7f9OijeSxc3P9180X/8Ik6FJ5rAKqRCgbGrVTGQjXhl0jJBxkrHPvVvPmuupuSez1fGDyUrnLXpRYYFmsJbHva/mlABjxO9fPWaq+oZgnV3X7jdKTDRI2JM2xg8tDx2D33/MxZDKYrXPbsOuG+TrbEKxIwaUaJu2cGU+4rPZynI08u/nH6IbPrNmdA7iBXLrWQfJ8AGl0tDcKncvmp/KDscWTlCsq2nUueGo5DeP20s+MGWEnrIg4MuJBPbEzW3Rm1x8/7szD9RMdOavojiesRb4HFIuFwFYsjcIlFclRYBZkybDffP2ppQ/+WzagpuGtsasA/rns0obZpzwMHZmDoLWlxmTX5iWa3AcYiOb+DFVZep3uBmjYNrItp6C7ndG4Nj8jvjnBYemCRVnaytbu2Q/7yxRTCeu6eDgsLsh2958Z+/LAXsOl4nu0NMw8ces573zUTvNsazJRGePSCZ6kHhprqAaQVo4rlsK2qWppblrZgZwoLMnNToxPMs2hPRhYuPZYuTsyW1aliAgHGpA3zx3RdHUpMwnYJwU+swlgA7iPhHSKAFOI/4YJfwZJGKqFCp+AVTLH6GiotYLCb/HuB6HCyYJTi+HjcOI4VKnMNaetk/vDpHR7hLFdOKaDg4Ou3UQneOj77zzjpxxxhmhZUpKSvTfzsLA0nhKHI8g121fmJfiBLeFA3MW4JsyTK48eab86L6laRnIhtf4c797QfnSLj9xpnz1t89qgBJe588dNlE+e/PzKc5rREARQfz3m5vkpw++meJrPnr6SOWVDhK9ZCzZxC7DxD25Di/a9+5J5yxnPL878yD9s/2TB9+QM+ZN0D+INz2xIpATPEy8knb+8942+dY/F0dySRNIfOyNjZoFjbArfrrsjtfTeNERObzgg5Plkzd28Lr7RRSDxD2hdmGzEiW8iX+NAKufg9oW32QMgyqK5adJTnZ7DKYuc+m34fAQ8UzbT4hY4qeo9RclPhtddpi8uX67XPrPxWk2nzN/ko7pt0+sUHEgb37eDOTmRhATkZ5L4Ne+a0nG+C87fnqo4CT3eVFxxR2LI7nJGRMB7+fe3aIB+6ix3/f6uhSHvt2O4ey+4s7FgXNk+Nf968Ae53dPmpkSe80mpmrm1QhpZv5u8Pq97blVuhbX1jSmbPzJA8tSfjcCnFHCpWYdYls24eGg9RYmHOsXCg4SAIbf3PyOwvbnV25V/s4wseQov3VWwLK7RDGduKaDg8Puhmx78529LwfPXHp0ICf6gJJC2Z6DEKGDQzbwzONRCbaniVL6Ecsh6Gy4wJMapTlRupD4MW/iEPnPezWyvrZRYClPJAO/+YIALslMiE0ChDYNvUcQGDdBXQK1dqlYUneAU9R2rBqKko/st0cqC5j9Kbo3hu/b1IWTWylLEp6gKRnPXsZ9pg2Dyos1OWdNdTAn+vRRlXLYlGHy2PKNShX67uYdmtBV09iSxhnvnxfaJKlryvCKlNBn2MTRjIqQFhWqCCmB7E8cuKccO2uUrK1pUM7zlVvqpLigQD4113uR+IdnVmmPRtizpKhQ/YCP+IcmEvX/81613PrMypSPSNobNbBExVFNFr7NiU5yCs/XiIpyV5NUkm2T5ATNiz2nCLcOrSyRjdub9Lrhd2dOaeekfcZo+8ZOngXKS+IyfGCJcqITnDefA8M73lUBy+4SxXTimg4ODt2BfsOJ/vWvf11OOukkPSa6du1aufLKK+U///mPLF26VIYPH94nuSffr67Xo1PXPva2nH3YRLnZF4QzwTA7MJZNLM8v3hgkzEcZAlGGrsG+Z75/dfU2OXv+BDnLoleh3rePnyEfveHptAAvbf3jpffkax/aW75719K0AKYtHvntE6YrP9ojAeKeiHVOH1OVYTeBupPmjFYhRIJsBNKMqGEu4yeQd8GCqSmxzWihSE9kkRcQ+Ygc2tfwm1/c0wSK2diSmXz1fcsi26Vfez6Mf047eLwGyNkkINL6ZEgbJ84eoxnSfoHRs+ZPkG/+zQve+kVT/X6KWn9R4rNhZVWAdMHUlHiojR+cOkuD0eblUTa/g1dXVweKWfKS4usf2lt+eN+yjOD1lSfNlJ/cv0weTq6/yLUwdZjytA+rLEkTr+0Yj+fPRbd58+FvJ9s4/J/3oHGyGZ87YUikX/2iqJtqG0MFfs3nl8z7T/7mWbnshOly/+vrAsWLo142sR7//LwnBsuGOVB4eOowWbRginzptpdTLwvstnlJ8StEQZOBaHNCIJGIybWPvRUpbmp/1vi8ogVwcYhY8sshfuuqgGV3iWI6cU0HB4ddmRO9q3vzviQs6tB55JNM3d3wczAbe9A+qmtOD8QSePVTZZtAdsIKIM6dNFRFHtdWN+gJw3U1DapmCeWHf5yclIRWgxOsc8YOkhljqrTuHa+skb++tEZPMxKIxE5ODpLs9KGZo2TEgFINUt723EpZnhRj9Nu118hKzSRnj5gt6ZnyPEed98Ep2v/T72yWnz30huzo4RdDjGvvkZVy4IShetLx8Tc36alnOxMc29jzEqBOBNQnCHzRUVNT4o7wVt/96lpZuWWHTBhaqfpJBG0fWLxO98DmOaMsXqBc4X4BUQL5nAYkxMGBRTjWMYdA9oJpI2TepKEajN1AkDgLRY05UUA7xfFCJSopLYorlcsB4war0Cfjuu/1tfL6mpo0IdnKkkLZZ2yVvLFhh4rMoglleNiZG7LJaZ+xacZ/0hYS106bO05FT7GP+0YE0ohiKi+7JOTQycPkoqP30nsPLl6vNCuMndOdJkvbLyJphCVpG3FQEtzQUOPErma3W+K1ZNGT+f3xA8eqPc+/u0UD5yY4TiCd67TPmuPZFkoeThR8IlmnOwUsu0sU04lrOjg47BbCop/61Kfk3//+t2zZskU35vPnz5fvf//7Mnny5Jzb6O3NOsKiH/310/oH8/jZo1WAMJyyJa6bCP7I80Y4HwG+oOt+oUP7nvneXwb84/xDNUvAFr009BQPfOVwKSksUIFIc5zKEK6xMSXn4J7X1qdoJvz1o+w24H42sUCobdg8wDnMsdxP/aYjazxbXXM/13L+fo3qPHx0ZCDgAzZPZBWMHVyq6vLHRQhfmnahnmGbgvgmGQIThpWreCw8+tBFhImDggcuOlwDmwQ42YCRFTGgtFDe3VSvG3xbfJUNLdnWbDJPvPbJtAB3unBlXDf3bKj4jVBaXJASqgQoyi/Ye4R+zyYLkc/qhmZ9AIAihzr2PIT5Mhe/g6gyiK/uOaRcVes3bW/WjF82mFCk2H7L1te/vvoBzZaB2xABUxXvbfZofR5YvF6phsLWbS5rNGoOzTgvTL40YQ544EBMlTlA62D8kPJkBlFMMzyYY+Y0an1BpcMa3VDbpGvT6CEE2WvmH6FOHtLgXyTTBT/yQLjwmicy5h5/8CA0orJEs13qWtqksblN1xf285kwApKA0zDmCClismzGj505SjkYycDx/47w+5ffUaxDxI1t0VJ7jfP70vgNoK/QHQKW3SWK6cQ1HRwcdtUgelf35jtj/Ef89FHVT3HYddCdQXy/0KURIWSvwd4qiMaQfVOgOGRbu2YhQ3XBfnNoRYnuV005gp5ovrCfCbJDQfa1vijoEHj0gwCvNhGLyfWn76+JNp+9+TnN2O2Nh/yhFcXyg1NnayIVzyWMOVd4vNv4vFRuPXtuaGAUn37u5udl0/ZG9Qf7P56hwsaHoCX7QsRC2b+RNMN+1IhrmrnJBer/WMybx4KYUogaoVDmEuBv9BbszHgzh6wn0z82t7S1ybaGVu9UQbuXWW98QeY/bWAza9D2R3eLYtrtsR8nK19fNlgUL+zbh1Z2iJqGiaICJ9jp4ODQ37HLCYv+6U9/kv4GAqJGzO+wycMy7ttCf/A3Q8cCnzcBtCiEienZ1/1Ch/Y9872/DCBo9/W/vpoK7CESeN3p+2smxo7GFqkYUKpZFQRMbfFGAnI3fOaAjEzzfO2OKtcxNo+T+nO/e17+++P7pAXfstU193MtZ4PNBeO1g89sNgi+vv5+jW6yqrLwJad839QqT769ORUcHDagWFZvrZeSuMdXF8WtTlDv/D++rFmxvIlnPthcswmHXoTAnx8IW/p5uu02yfL46p9f0HsLZ43SYOhxM0fJKfuO0YwSOPWhCbn4769p+zeecYCOmXZYR4w9rH02YPnOjx92u94RxDbNcjaBbu7//bxD0zjk7X6DgEgSG0UCpPiPBxuOi6IpYNMlBdmUVdAyKTiabZx+AVIbf/rivORDkScKZPgGo3jyecBjLs7/P084Ncpeu+/ff36unPm75+W2cw6WvccNlJdXbU21Cf2REYI188Aa4T6b6MrKuL7QqExmvhBoJnDMwwmZOgTQWbNHTRspG7c3SmNLq+xobI8UszX2EjA3NoaJltq444JDZfKIyrTgNS/beEE5rCK/IHh3iWI6cU0HB4ddFf1xb77Ol7Xq0P/hpw2J+jkMYUKXRoRwTbUnyuiHJpZAfREiDsk+jr2likMWeeKQphxZwyRyBIH9qWE0KSmEiiVqJEmRyLaEtsl+ljH0FupbWlNCkyYoniv0+aU9oW1EiTuq+GdSdDTO0YOECLnYYTAc4kZg1YhIGnHNXLR6DChpcg5jPqFQs05sf5uZMhndaf1X16tAa4cwqGiWuvGF4Vs3a9D2R3eLYtrt8VwaBGyxRU3D+gdOsNPBwWF3Qb8JovdH2MKi2QT6yKyEloA35Nn+sIfdt6/7+wsS4wsSCyUwF8S5DMXCR/fbQ668e4l89Zi90tox9Ar88e+q3VHlDAiKXfPIW9pn3Cjl5Fg3mwBqVDtcC+Orxz9w+mXbtJp2CVJDr/HHc+bJjx9YltYWgcyofj623x7Kr//duz16C5vOg/Y+neTDt0EQPKrND+8zRq47fT/53yeDObzPusXj26d9Mg0mDq2Q3z+zMlVWhVpD2v/jOV42T2f9HqURgM2GwuYH90E1tCWw37CXXCY7m7agPCEwDCVPNpuyjaOsJDfhziiwRhgzdC5fv92jTbn1qXdDefKxnc/v8AGZwqnZ+mMjTzv8zjKbaj+i1g9r5LSbnpPDJg+Vy0+coXyWXz5qrxQFi71Gv3PyTNm8o6FTn9NchUQZAy98DJ2MoWPBh10RNnJwcHBw6N8YPajUZaLvYrDDy/6waq6Z2Kn6CQKwbUqHN3ssyTIJTXJpDUmegAaD+xXFcd1fkF1+92trpa65RciJIgjJowH6jNX1LXqi96VV1RqUh3aDYGRQJjrd6WMVwWIyriMOjhOEJkjPI9GGmgZ5CR7rJGd4bwD7Hlq8PhXkzgeGg7ylNSHPrfD2i34aEoC/NMAsohnm2V6O4DtO7FKOjGmC6uyTuV5WFNdM9FxByZSYKJzs7QlNOiNZB1tIEDHinmLbxSmC5PMGpxVIAmO/HYsXSHObR51iEmSAJswkT8hy6tO/X9XTwpKQzdubZNgAL7OdFwVc/8MzK/WTAJWP7Tt/cN3QmHhc8GSee6fLdZwBAqPeqeYOUdMocc9chD8djYqDg8OuABdE70EQpDaCeLyptcXxbBCE4g8pwSm4gPeIEOALE++0xS4pQ382X7W5Z4uA+rMfKAeH4LWPpvMfA36+4s4lss+4Qdq2adPwFxvb87Wb4KURQjTCg9lEFrkPLzsbCYJ3dtlsIpnGBuODsPnw22qukYXr5182/rnyzsXyjeOmZW3XfKXOVfcsUY53W3D16RVb5PITpof288y7W+W+19Zm3Hsy2R4Z6jZ1B+NmsxfV5osrtyoffdA9wLgJnNL+bz57QEZwlPFcFtL+Myu2pHySy9wam02wOMznHjd/Qsd7c5Z+o/qy21o4e7R+Luz+w4QycxECzTbOMPvMWuUen9KwMdrzA48+n184GZXHPUcBTq7jK+r/5GP7aPB5nz0HZZSPWvvmPrj0n68rJ7x/jQDG8527lsg3j5uW1T9Bn0Pog7KJfpKB7g+gA+rAc37taft1S4a5g4ODg0P/w+PfONJxou9iINPbFoTsCmilqTUhf3lpjfzt5TVZRTzJOWhpbJWGpla56E8vyxvrdwQGd7m2vbFVtouoZgxBV6g8h1YWycbtzYHlh1cWK+XeA0s2ZLVZvyZE/vTCmrRrvQF8v3Q9I8sfqez/lja54d8r5OanV2rSBoMpKixU6hOc1ZIMguc6Lk5mEsQlK7+moVX/AYLoUACuD6DmCQIJYgTPCXBr4D5BQL9B2yGx4+K/v6rjD7LN/Lwt2T9zDgVnERSUBd7JAYCdtE0Ci3lZwi04xk0Q3HChk6wFreqO5lYZUl4sM8cMVBtqG73xYRP/8B3tsjc3XPOmjfU1jdKSHA821dS3pOhbgFnzZoy2qCn0pWHintmEP03/hk/dts3BwcGhPyH3s0wOeYOjaVedMksDZQR1rjhppn5vw2RxsmEgoMQfF97aXnjkVL3nDzh/5+RZsnxtbWAb1KV9+qE/c+/yk2bqPVNu6doazW6truugnNB78ydq4D8osGUCjdBp0DZtLl9Xq+0dMskLhtGHCWpn2j1T+027PnWYXHjUFBldVab3+IpYId8HtWOP0wTkoIqwyxobgvxs/ADo4/ITZwbaumjB1FQ5Y6e5xvjD/bNFfUq7YfNsxmaPgTZtcG/W2KrQfsiUDhLdNO1xzM4/buYsss2BpYHBXPCUZaNXJpZRFptnh7TPPdYbfgxbI/bcsr6vPHmWzgXI5nPGm63fsL78bY0cWKq++u6HZ0WuKa6xVsPapo1cxsnnOWgN8lk09j0VMUZzn88gY+Xze/W9y9RnKRun5OZ35pRTHgSfg8pHzYNZI6ZMlL30w0ncKHv43cLvQHuOCJIv2Gu4ZpPzvQ0j+klwnFMY/gC6HUgPojtycHBwcNg9cO7vw/VMHPoXhlYUyaCyeIoOo7uRLYBuA8HS5SEBdD8SycxmAp9o+yjHd0C5LXUtmq2eDwyNSGcQy3Lv2Bkjc26rNO6RU6pwZiE0JV5Qdv7kofryIAxkVZPFvL2pTelv+Fpb72WS58IUQx/m0CLBWjL//XhrQ520trVrEMTYCAaUFMoVJ86QRQsmyxnzxuv33zlpZkprBw0oZWBJ8uZjK3NIUDtbVrwiITKqqlR1iAaVl8gFH5ws3z15ltz5pfnyi0/uJ4PKvPU8eXiFlmEPTOY2//iePuC7xxaC8eyXSTbBRwT76aahxbNpYFlcy/vb4LQAAfSkOfqPtctXqHjiyXbwBRzoULrCec4zBqBPfv7Jx+akXc92zx4Dzwi2bQ4ODg79DS4TvQdRvaNF+cV/9en9lb9te0OzfP/U2fq2miNdqHTrH9YYHMreG2TuwXf95y/O0z/e8K7VN7VpWf64Pbp8vQZDv3LMXilhS96yb9nRJH859xDNot2wrVG+9+FZKdG+2oZm+dv5h+rb7c3bm1U5HvqHW86aq7zJptyi216Rn31in8gxsYkhCHX6Tc+qAAxt1jd38DvTLm+WLz5umr6ph16Cw3fNrW1y6fHT5b+O2Vvqmj3xQcZz/5L1ss8eg+QbH5om7dKum8rLjp8hja1t+scbwBHPUUH4nw1thQH+gdLl6x/aW751fIGs2lKvP/OH/Oz5k5Sr0IwPnmo458tLCuX+xeuV9gQ+8m8tnC6rlI+8QHm+n1+5RbNVjTjqHoPKPM7t8w/VI3lRYGy0S0DvkoXTU0KV2MGbfuP7KB537uG7qDmIAuvFnleO6zFnXWnTvh/E9x1ls1kXt33hYD3OSBbF906eJS3t7SkhVWxF0Pav5x2i1EYcpf3eh2fqxjSbzxua2iL7RSz3/W0NOgY2wA8t3ZAxB/Y48dXbm3boyQoyqrlWVFCg2dOXxGKaSeTxADbKvElD5MxDJ+hmFz5B/G3aNp8F2uA+Y2dTu62+Rf567iGahQHP5VUnz5KG1jZtl80rXPl8Fm37gvQLbHCShf74/Hoc8XFdw8+v3CoHTBgsZx42QT8r+B0/85kis8S2FyBya/vO2E972R5eojQZ/Kht6Gj/8/MnaRYZArj6sBUvkJ993Ps9dPei+YHCnowtTPSTFwFRoI6Dg4ODw+6JxevSEzoc+h94dtJAX2mRPveYLOO+Ik6aa3+pgHoyI9h+F0AgmL3dq+9nnuL1g70je7wg2CKRUf6EPoSMauzyN+XZIlLT2KJ2EhSHDSWsT7uN4jgB9AKJxdo183pokjKRMYc9eZCMTT82bQvzjM5Oe3vmXKlAZ5I6hT0kN6Ep4VoiwB/YrW3HOspzDeoStH3MyUrw2PKN+mxK4Jfnbi97m+x0297sK8e8KCGj3XCJHzB+iCyYNkLvQ7FCrMDwjZcWJUL5xg0HP/tdnqkMv3rM4lcP4m2nDerbYB7YsXOVDHnjMOMLY58NssvDONjD7nU3n7uDg4PDzoQLovcg4BfeUtesQTsjtFjT2JYSAyRguKGmSbNf4awm8GnEAhFzPPOWF0LbnjN2kJydvH/3hYfJx298NrQsfX/shsz7BHc5KsbfU8og0jl2cHnkmAwnMQGsTbVNMoS34cUF8uvP7C8jBpTqJmxdTaP+gVy6rjZN9NDG3847RMdsBAvh1DYUJGHfB4HjfeY+fogSHTxxzmhJqHhNh6AiX4+dOTKy3v0XHZ76npcZBkEimuOHlMvvzz5IWtq8fQjBc8o9snxjSkTUBOjNXI8aWKJlbD8R4AxDNl5oXhJ88jcd48GHXW3Tvl9RGpebzzwoQ9Qyqn3KsDbY5CEMSlCbjeSra7bJ8bNH6cuH5taEICPAw0B9u8j2Jo87MEzsxmCApT0Q1C+bdHs9RYnfMn/3fXm+ZniMHFCqmR3mhRd6BdUNLfLCqq1y4LjBaZ9P1t4nf+N9xphL+NXNuoglN7zvVzfIo29sTPPZLWcepJtUxvkpqz7rij6qyot0U51FbkAGlxfp53fPweXa94DSQj0aywPRna+8r8KxYwaVagAd8VoC1gTSOSYs871sEPPCx/49xJpl3k6aPUaafPyR/vU/bki5PuRwHU2GMBFb+uK+X1QVX4wfWq4b/xWb6zwx0MrilFBormKd2bK2DG96V4VHHRwcHBz6H2aNrpL3q524aH+FvR9ij9bQ2BbKK54PbE7r3oDpKmx7R7C4oCCmiUZQxEQhTJw0F5hMbJKV8CNt+X1hbNl37CB5YWW1lvXFYjPASeG2xjYtGy9sT7W/z9hB8tyKrbq3DrUpyedOgNuYobaFBO2NrdQjw5x9t1cn07/EmGkL+7DBlKcJrvk5vPnZcH2bZyFjW4e90YvHC7p3iIcG8YXb/eTKNw5HOTbXNWfyq/MsFdSGn7fe3tln80VXkG18Dg4ODv0JLojeg+C4mgbtHns7Q4iP6w3NLdKaSMjV9y1Noz7g/tHTR8qR04ancWUbQCtBcIkg1QHjBumb8Xy5yLlOUHDxmhr5/OETNchIUIsAXBhPs90WfQ+qKJafPrA8Q+iQLPBP3PiMClHaoocG0Eu8uWG78qAHcTbnw+Xs54GPLLuqWg6aOEQqCzwbPB5sieSr53plcaHyPHMf/2hbq7eFiF0OlStPnik/f2iZPGzNnRH99IuIcv34WaPkV6fvL1+67eWUn8hyhiokiJYCDnmbs9tvr82Hb/soql7UPbsNvieLnzH4RS0pE9bGUdOG64uFHzyYvtaZh3kTh8jZyfVnrl2wYLKuSYKw4waXpc2X3zayGKLmj01hrpzsnIwgyMvn8/rH3g5c28vW1ujn037xwWeQPl6OWBefS9L5GJ8dOmmoZmRcdsdi1Rqw19Vtz62SfXmx9dAbaqtZd2Gf8QeXbEj1x8/Yt+i2lzVT/vefnyuX37HYsu3NjN83XL/9uVX6O4HTM4yL3z8I2FbXNato65eP3ivlx3CxV+9327YdLZG/+7b4+D/pC19cfufitHnsjBgovxuz8aY74VEHBweH3RM3fvZA2etb90ryEKVDPwNBSE6cxgpisnprnWZEc4KRE6xZDlVGZoMHxWdNhrNdfsLQck0EMXzWfgqTRrgxQvoxfWlGciIhFcWFutcjwcAv6E65SUPL5ajpI+WFlVvl3S31ge0SzLVPAvqztDXgS+Z4wsuC9ttbFC9UPnfMLool9NmVsgimpoYYEzlk4pDkqcFi5RNHKDUMxJdPnztOT8L+a9lGTZKhjX33GKj7emLOv3zkLT2ZGUzH4tG/QONSVBCTNo1Ro4SVnnVumzBWE0VaNFEqpr6Ny14jK+WdTXVpWe/EsicMLZNpowfqcwX790RyLs4/YnIqK9oWwDRc35zWLC+JS2trm2yra9bvyWwnG7wt4kQD/o8XFKgNW3c0a2KO4QtHiHbZ+loNiJPs9afn39OElwElRXLeEZO0DLbwTEhCluEbpyyCpnuNqJStO7boMxZ9E+gvKyqQTdu9Z8GFs0ZlcJYzDkPpQp29R1XqnOrJ34S3Bj66/9hUBruxIUysNBdQJxtnut/vLkPdwcGhryKWyOUM0i6C2tpaqaqqkpqaGhk4cGCP9/d+db0K2QUFFfljyB+Pm55YERrQgxLlJw8sTwsqmUAeQbZjpo+SScMrVH28KB7TgJU/QHn5STPkx/cvk0esgK7dBvQir6yuVuoKgl0mOHbLUx5HsgHBs6tPma3CkrRFUI96Ybab9qiHcKYd4PvW8dPlYzc8oz+bQJwdlA773h/4YwwEIwnWwwP/y3+9IacesKfc+tS7gcFPU/bLR01Veo0f3rdMyxFUI8DN2PxjvurDs+S/H1wu9y72RH2MfwhyBwlxmnr2mLNdx74TZo/WlwrcY97OOXyiZvb6g4qUPWf+JBVV/d8n031i+PCh2iHD1h73fuMGpeoZ/utc2vS3Yb43wWN7rgmEXrpwunzvnqVpwX/sggrlxw8sz7pe/New9S/nzlOqE//6NrbxGSPQ6l+z3L/ypJny68fekguP2kuuuNMOJIePU0U5s6xt+zPDZ/nLR07RLOaXVm6Ve0LWhV2X+d5vz8HyA12DmzPWlSln2rGD1v45h3PQ/6LK9AVMO1GfWTNHv3j4Tf2dwLgoj9jvfa+v03XLC4DTDx6fEhEOa0v9cdQUuebht0J/9xHc/+mDb6ZshcKJQH1QeQLf+YqBsgFnXdiBdMObricFbn8l8AVVZ/pycHBw6C/70r6GnTX+CZfcm3GNwBN8wg6dh+G9BgS3ldYjzzYKk/QSvQFO2hHxNAFFP8YOLpWG5nY9uUZAmQAlAeBc1gmBW8pzCu+YmSNl9h5oCyWUNvJfSzZIM5zcBZzQxE9k/yZUGwrhRoKcJthuKEc4scgJQ9tUgs1kjvsD/QlfQLusOK4JJX67Jw4tk9VbG9LoXoaUx/UFwQ6LKpFANuEC+/2A0n8UxgJfJph+v33CDLnzlTXy6ppaj3O7ICbHTB8hN5xxoAZLn393qzy0ZJ3uzQlEd+XTp8H2REKD1RyMpS+ej8PmVpLzwzwxD5xSPPeISfosECSAeejkYXLr0+/K3a+u09OztMqz5LCKIlm1taFDjDOZ8U2/ZN8bX5QWx3W+sOvjB4yVixdOl/P+8KK+ZNCTBAlPIJcXHdQiqP9fH9pb6xtbqMuzFpnctz+/WmmMMgL28ZjsUVWqNtFsgeVzgN8Zx32vr9c1yAuoLx05RcfHfGAIe+h7XluXGj/ipUvW1naLIGhUkNwJjzo4OPSXfakLovcglq2rlYW/fCL0PhQQJ137VCSNCH9oOFplc3sb6oW/n3+I8icfO3NUcjPDMa02PaoFpQGZCcVxAkpNoW0YuhSbNsXQMEBz8t7WhlSdgycM0T+4hs/shGueDLXdbo9x2u3YVBg25QM0DoipQEGxemu9qqfDWbe1vllGDfS+JzhMFggbDTJk2Riy+UB8Bpve39ogewwpk9Vb6lOc5vZ4jT1kwo4dUqZ9EqBtbGqTqooi9ZNH31Gob8qLCwrkjN89nzY2bP792XNTLwKyjT/X64jUkDkApcXJ1z0lv/70AUod4p8HI7Zo/MbGD0qdyuK4NLW3q93QdZBVDLUOmzZ/PYK4ZIiEtcn6MRt31g0+8vvR4N4vz1eld+5D/3HWYRPkA3sN1wcP6EEICkMbYuiHcvWXuQZ1DFnV2Hb87NGy0me3xwFeGDguQ6FDxgYbQrPOzNrie7JQgj4T2Wy998L5sr62UWlfHnljg+w/drAMH1gix0V85k1d6IwQ/rF9Yq+rIBvszwp+rSwt0gB3GGWSofHJlRoJP2OP/TvB1DfX7N8NUb+7WBNRvx8euOhwXVN8bgFr9aO/Dv88PfK1IwJpXaJg6Fr8vOnvbNwhR/388W7ty8HBwaEzcEH03g+if/i6J+XVNY4XvbthgreGQiMsu7u/oaos7lEDJoOb+YwJHR6APxBaBOfc+oK2wz6V/SybbZ5rePbYXNcslSWFgRzviKgiNNoZKB83POHSu2DPyDME4+e5TYPKsZhcf/r+cuysURpQxR/QkWyt67rou+GWV8HMAD70wDoxUVpFI1yKHtfV9y7VuoZ2xFy/4q7Fuq+kDi8VWAtBWfGG3UVfkMQ8vnpsmzi8ox+C0N+/b5kWhOudTHJjD8Fy2kVoFL/xfG9sYb+MH8lWj1qLhuc+zOf+8bE+Tca5fX/zjiYdM5SHwwaUZJTvLmSzy8HBwaEv7csdnUtPTkJDSyQvcJggIqAefwARtSTYBG92abxQ/9AThCZDuaI4LsfNHKXBON6GExTkDXRVaan+cdc32omETBxaocFvylWUFMpJg8doxs2vHntHBQMJng2pKJZvHLuXHDwR+ouEloMX+q2N2+XGx1foBnL2GQdoBsXB44dIWQm5IuGwjxZyXG/EgBKB2e4TB4zVzRLCqfAQlxcV6CYAAUkEK9loQJ9CIJlx8ya+srRc1dUbCzva5E099c1GqbSwUDbtaNTgPJzOURzn+H1kVakeB43HY9IOb19bQjcpNMiGmeDzd+5aokKw9pyQpbBg7xGaEfKnL85THvCahmaJxwqksiyu/NUE9wdXFGsmrx3gpD5+JiDpXwsq5pL0G/N416L50tLWpm//65raAsdjMrfNePkK+P5v582TAaWemvzG7enc10rFMnlYZJu3f2GenHaTx9GdzZ91uj5L5aQ5o+VDM0bqeDm6+cLKLTJ/ynBd+6ylIB51A+bd8Ijri5oBpSrCeeMZB+jRUfxuFOOHlBcrL/sp++4hR+49XDZsb1Keb9qGIomHFjbjM0YPlJ98bB95bc02rWd/BtEpwA54xP1jo0zU55a5wq9scsmkIAh/9LSRave2LCKo5nPBix8C+f+8ALHaVn1Zokcctzdp37oWLfjtGYH4aktbxvqyy9A+L5buvfAw7xEu5gXSzXjULzGRWWOq9Bp+/uoxU5W/nXL8ThlaWawBf34nMH+mTl1W4VDvATDMj7zoY4i8LDJrrDvFQKP4zp3wqIODg8PuixWbo/mlHToHEzg0cT0CiLtCEF3HlMwSDsu6DgP7eRJkggQi2TuK4SNv95KB2BuGnQ/3Z5FnBG4jhFE7e+a8q2KrTa1e5nxJUlwUbnR8CH0JAV0jNsla6Q6o8GhyvvKBLcKJbUECmFy3RTwlmemu/frFW5Pf85xg22KLiqIJxXxD9ZJIdJzZoE/a5zm+vqVVitoKZNiQDlve21qvgfRswKdRPg8T+PTf52WPnazWU4KgTnjUwcGhP8EF0XsQgyqKAnmDDQcxwppBMNQNV0OL4aOcWLRgimYd/+Hzc5WP3NCMmPu82Sb7FlqN7Q3wrhXLlXctzmjnwgVT5defrtJAHNmnUCx86YOT5bM3P59G1UF/c/YYJN/426sajL/jlTVy0pwx+mY6VyFKgp9f/fN/lJsZbnGbosLmng6ikvGXCaKkgWICPueLj5uu5bOJZCJYSbA9ql3aw17oNYwd8JZzjM1PS2Joc350/7I0DnubMxzw/c8feiOjP65zDNEEFG2ajv/6y6ty3enRAUYzXvMVWweWFst371kSyH2NPYPKo8UXycT3tx8GOAEJTNp0K9hw8+cOUiqcoPHa9COUZW39/pmVGZ8T5uKsW15Q31/36FspChC/j2iL8h/bf6x8754lafNgeNcv9NHQYIdfpV7tKQrm+7bnCvqfnz6QznvP/UsWTov0lfElL4g+ceOzqTEarvSiggL9ysY7ZU8o//iwjPUVZDO0UbyM4ro9Fzb3vMnm5zPBnL2UpL255tG3MtY6deAejQKZ8mF2Y9PJc8bI1rqmnNeYEQPNBdn4znMVHnVwcHBw2PUwaVily0TvAZiAuQmk7woBdEAmtVKmRGvcB6K93TsRypbuuRVblAaEtniGIqDqZTFDQcIpWE8gNUwkNO7brvpLZXN3Z6ajq1OowWV9mUBiV5u0wdsd8wTgH1u+UU+Okt9PEkp3gDwVm+c+F+DubfXNmnxRArd+c5sG/9dva5BRg8o0I5o9uSe66SXBePkwHT2EvVthjo3IaSL5/EkGOfPNs4YRdI1ZBPO0T3t8jcdIqvEEQtknk6jDz7EYp4Tbs/si1q42sK7gXA8SStXkn4TImup6zQb3C4CSAEN9Xhi0lya6LAgaRufihEcdHBz6ExydSw+CP0gEc8I4iH946my5xAoqG2TjG4eygj+8IwaWZtAzGC7kV9/bJt86fpr84F6P9zuonRNnj05rI4ybmv7gXuc6Ab+bs3Ai+znRqUMmhj/47B9n0Lhz4V43/NSvrq6WhUlu8Wx1QLYy/1ldneLy5mf4ocN40BFU3CeE7zxbf8ZHYXNJFi8vFsLm0T92w2MdJLRpz+evHn0nVKzz7OQ8Z+PSZtxw6V37aDpfea6c+eAHp86KtBdbCMQ+mUNbUbzzQWs7qG0CyWbsYXNFnaB+GMv9r6+LnCubT91//WJrveXKZY4dIGqOWBvf+ufiSP/Z/WSbvyC9BtsmeDD/8942uee1taE2nWn5Pqq/fHjKeQjKxncOeKESJjzqONEdHBx6C47Ope9wojs4dDdyzRavSJ5U5RTwmxt2BL6ACAsOdzVbvLdBEJjxQt3JKWQC1PpCIUmXszPH5tG0eN8njK0kvCUSaq+fkz4bDKc9aSIExu2q+IBAeRi/PraUJU+mNja3pk5BQLNJuwTRw0yxBXH5/tgZI+XXSU50wN77lw+/qSfUGS82cmKYNcjpUWBzwvs50UnOYQ+fL7Jxnvvvd7YfBwcHh57el0en/zl0CWSbBgWFAIGjupY2/eNBUMrGoZOGhtbj+siBpRr85qhV0H2CrgSREhILDOaZcrRh3pDbdYP6G1hWrDbTJ9f4Ixdku8ms5T7f88ePY2nQnPjHRF/2Nf/PYdf89qbG/PYWmT22SrN6s9mWS7uMF/9Q55BJQ9UPYXWeCPCd3Rb1o9aCPQ/+uvjvrPkTNQs4aDzL19XKoiOnqiARY8cHQcFN0yb3F932imbPcwIhqE1e/nAKgT6j5vryk2ZKY3N7p+YN0P8+Yz1fh5VlzUXdt/3+ZJZ58F8jW/ryE2emjY25yDZXYf1cfe+yjPaAnXFu1qDfNr6S7eH/fEX5EjtYW1FlWJus3SDYfrHbyDZ/ULHw2Q4ap37mC0RFfKNswo+UZQ2ErTEjBpqr0CcULkEBdEDQnPu0RVY6bXelLwcHBweH/ofZVz6ws01w6AbEdkL7XINe0xwWjOUQQLXhD6iTkWy4q9kDbavPFIpMldcM7rjWK4vHlG5v5MAS3SOfdtCeqv0ztKJYA6GdwZ6DS5NUJaIUI7ad/GhTrphr+WJQWVyD5QRvyfYmgku2PvSBjI+XCIPLizTAzNdzPzBJ60D9OTALjag/qBHzfQ/X/ICSQikvLlBKU+vAZwpKBaP87cksegL7SmVSqNnyZtw8O2h/ybmz+y0wVCqcbCyJyycPHCuDyotTwXQDxm+oWxnvnoPLZOSAEp1j/qFtNWFohWaLw5dO9j7Z2gTzoQmCuhLOdOqWxb0x4SujScDaoJ3B5cXylWM8gVIDRERLi+inKFWe8fGP/Tj34SL/ycfm6FdESe2fOxPYJgOdtvEva5av/Mx1Az4DXe3HwcHBoTfg6Fx6mBM98n59i1Ix8Cb2Wwuny6qt9frHkoBzLrzKHP2Lug/HeC7t5HLNtGX6hP7B2E5W6vvbGvQPPm/IObpINidijZSBdzrIFn9fudoTdN98XVPdIDPGVCnf+dc/tLdcdkKh8ikbYUxDI5Jruwj9UOeGzxyQcx0/yGJgw5PtuGhUm1//66vyxQ9Mkq8cM1U49Wg2nA3NrfKNY/fWTAK4+hg7PogC9wkmcowSH110FG0mlIKD+YPC5ndnHaSbu2+fMN07gtjYIleeNDO5+e3wJ21QN1dfGGD/3YsOk3+/tUmPN0YhbJ2H9RXWd9D1lvaEfPq3z6r4KFnp+MBjXs8+V0Htsbbe3VKn2d3fOn661De1SWlxgXLmb6ht1PmxqWz8thmOTPvzVYE6cATQPchWJmo+/J+hbOVBbUOHffjNFvHl+m3nHJw1ewg/sq7v/NJh+vKgrqlFfnDKbN3E4wdbDDRX5Mp3zoMIv6OChEcdHBwcHHZdbI/QI3LoPyB4abJzCVrmSVeeM+xsaGWuTgpJmiCsn33F7CBNAD3MNjKwCaKz3aJN9i/oxYRtnmiOPTrfDB9YKlVlxZrJDD/1h2aO0jLPrdiqlJ/VdflncO8xuFzWbGtU7nfl0k60JWlLRLWA0I5iv6k/K4+3t//MByR3GTBm2uGZRnnBVTy1OG1cpZqJXai27WhqlR3N9dFimghyJgsYjn7zPS8X0Oji+RBKy6hnJcLiRYUEq72ANbQmhhcfewlcm308iU6xQulYiwUxKSyMSQvOKxAZWVXWEYC31ixmsvfVcVd2jPu96nqdPEQ8U5zkgg4Yz33eE0oi2c8eg8u0PN/vOSTpo6Y2DfyTWY7GURB/OT972mJxrUPYgXHRV0Nzu95fMG1EWh2+7woHeq6c513tx8HBwaE34ILoPQgVzgwQ1nv9/W26cRpYXiS/P3uuBln5ozh+SJm0J2L6xywKhj94YFlhSozRFu2DZ830n60dMlTv+/J8DdzD98YftnsunK/CjPwRRmwFgULEQLmO3beeNTclhAgNBP2f/3/hwpOIoUaNI+znsGtB983XcUPKZXAZm5FCKSsu0qN3bHwYJ3aWJzc++CqXdtlgAERccrXFDwKCbLKC5soIQ4bZY9qkzG/+vULngzbgU6wojktre7uUFcelpr4lKUlDneix7Tm4XOeSTRcvCcjOKIoXqkCq9yKnUF55c5PMHlOlpxVU4LUkrn7891sb5Yi9Ryift6E+YU3k6gsD+t6yo1nFbf/v8+kZwVH87FE+sn+2P3dGqLQqKVTK0Ujjeza5BFJZx9S544LD9KEAoUv/HKX8N6Rc53JMVYl85eipMnsPT5jTlEcE13wu2CyedO1T6ifoesKENscNKZPfnXmQvogya5R/9P3BvYZHjp/NfE1SyDNXH9l2VCTFhQkim76zzR9zQjk/nU3KppJ44MuVIJsQ52Vd81zRmkioCHHVyM5toBGdDRLuNfNn850TMPcHzaMESR0cHBwc+j/IRnWB9P4P5ZuWHuRfTzbub9reH+kpUl8gWXfEyW0xz1RheyHDfc1daDvgrC4v9oKaQbFp+iJArPzUre1a389PzfdwV+dLg8I2ft+xg+SFldXK0Y0YZXvyoYIh8nxo53Z7XN+SN8iW3tHY0afHB+69ZAgaFz6x+buzo2PUtg/pi7bxM2Fow/Mdxj+fkPYUfztzQvlYhr1JX2g2vdWvJLQcKC+Kp+aVZ0F7LXiUK4kMvnHq0EYQJ3llKfc6nqP85fGR/34Qf7nhH/eEUbHXewHh7Z07z3ceBcd57uDgsCvBBdF7EByjQlzx2sfeSgWbCFIRLPOLJNpCmZcdP0M5g8N4lcloRdyQYCg8wnYgCz7io6ePlKOnj9Bg+tHTRsjDyzcGtrNxe5MsX18re48amBLohI/MpmAw4o0me9YvhMh1sk+5HsafDI/4CbNHaVs2LYe/XlA72do29/lK+/cvXq/Cqgg/fvuOdL557nP9nFtfkOGVxRn2GEBh8vr7NXqfAPJ1p+8nr62p0eBemC2HJ20IagsfHzZleMZcGaFKREztAKZ/fODIacNT82MCvka00S8e+qEZIyPsHKZB7+/f64nWhrUDxcYB4wbLR379dJoY54VHTtXNIvYg3ol9cLD7+8N/9BXEuc71FZt2yPTRAzXD/w31T/gck6kQ9Xmw/c6cLU6uzSBBS9buottelv3GDdJg6/Mrt+o9I6p51T1LIoVQ+fnBJetl2doa+eh+e8hLK7fKLx5+K/PzN224fk7NNWz0z6G/zpdue1kOSNpl+PHp+80N20P9Q10+52yco9amsSVaqHRoqu9snzvmJLS/qcPkxVXV2mfUGuBzQfD+sjsQPg4WAc0HZLP427Ln78Dxg/Vz1llBUgcHBweH/o/Xv3uc40Tv5zAZ4WRml8YLlB6kU+1kxsAVUIfwch++6kSyP7KmycgmyD2grEiaW9pSGcbANFMUj2lyS1tbuwYl2UH7g9peBraXqEQixPlHTJZjZ42SR5ZvkDteeT+VrWyPVxNESuKayPHWxu16mplkLOqSuQstBvQfL6zcmpaRnQsmDC3XgCvJIe9va9T+CdwOKYtLTWOr2knOdGkcUUsv2IrfzM9+fu6gID4BdGLxjKGphYCyF4wuLSTrOybHTB+hvNuagV5UICftM0bnF5qaf7zyvp7uJmOdAHWrr3HC6+2WsKjJrE75u6BAEzbg2GZv+teX1mifKhhrstWNEGqCxCnv2oxRA+SIvYdr/0YklQxv5mz6KPb21R6necILWsd4MZLst6q8SM47YpJ+v/eoSj31SGKXAeUJrvMstHz9dnlva72O9xMH7qlJbH96/j0VIR1QUpTyTW1Dq74EZOHyPX6iD0ONEnSfMZvMblvUE796fvCoavCP8ZFZT0ECoF0BzwePLN+YmmPbtij0hC0ODg4OXYETFu1BvF9dL5cQlPEJLiJYGSWSSID68hNmyBV3LUkL6HB/0YKp+oecwOWl/3w9VNjv6lNmyU8ffEOpPi6/g8BgejsXLpiqmww2g799Mneh0CCBRP5wE3y7/v+9k2EvQUsCWBzR+8Pn52qQy9hMMO9v5x0iP7hvmV4zwT1ENO0y2vZj6SKY9ksHApMEok87eLz2BU1DlDAkYqEIqpwW8tIAGo4l79eoUOjpNz0r00cNkAMnDpE5ewzSP/rXPZYuoklAEH7xH92/TAPL/vlqammTm55ckdWe6WOq0gQyzcsL8PfzDpGr71sWKcJqQLD2y0ftJT99cHmGnZceP01+9tAb8kjSznwEQG1h0ll7VKkA5iurt8mvTt8/wy9fPWaqzJ0wJMNXxifPr9wiIypLVFD0pdXbggP5U4bK5w6bqJ8h+qAte30FveCBcobP152vrs06JvxxwITBGgTPVRDUrGeyuKPEPqE4IqP5Ly+ulq8cvbf85IFlctHRe2WI64bZtXD2qJRALj6+7Qvz5L8fTBfytD8Dx80cpXPyw/uWZ3xO2KSSefPb5BqMFoodJsfPHi1X3bs09OXKlxZM0RcRBJf99wk6X7Bgipx9ywty7hGTItcAv3+ufeTtwCB7vgKfUYKiKqI8Z4xm9I8OCYbnIkjqMtIdHBy6G05Y1AmL7soYUFqolBgEK+Fy7g6MGVQqW3c0SaM/ktoFhIl2EkQ9cvpIWbFpu+5Vm1valZKDQOWqrQ2BGfA8o3GyeHNdS2BWOc81nAJcurZWg5eckGO/9NyKLfLQ0g0ZbRJYHVgSlw/NHCmrttTJMyu2psoUx2Ny6cLp+j37S4LZYePTFw85+mNoZZHU1rcq5aGNiUPL5IYzDpLn3yUBJSFzJ3o6NjzDPPHWJvUfp1lJGt+wvbljDIUx3YsSqP/by2t0TRhQdlhlqfoALm6Cpc+/u0XueW2djqelrU0D21BWEsw34xlSHlc6SB87ohQViJQms8fJoCdYjo8/fsBYPV3LMyuncJnHI6eNkNl7DJINtQ3yyLKNsszi57aD//GCAn3hwknWY2eO1Axx7GOfbwfGzfxz/1MH7amUl/9attHLePedaoglX14wps3bm6QpeeKZf9iuLyqSp03/60N7p3xjkjr8QWU70Bx03xbtxKcMKEbwP+mHhbNGp8pnEwDNF3Z7vDzgOfVzh+YWQO9uWxwcHBy6Y1/ugug9iGXramXhL59Iu2ZnmQbB3IcyZcKwMuUmIxu6vKRQSqHpiInEYyIrt9bL525+IbSdW846SM783Qty/0WHa+YxGQ/aTnGhcro9vGyDUmn8+dx5aXQT2ezy/3zvl+drFkJFUYFuBskCYNNg+JFtKgVEU+BK3tHcphkFZHIQSLv71XUpeguyajkaxx9ZMimgt2Djwttx7nMcDqqI9mQZeJXZ1JCBbvq6+8LDdExhwCfMi59aw9h84LjBMnRAsZz1uxd0gwTuWnSYbsbI+mBXwxE4+iooQCinSNZWN0plWVx9W13fopkShkrib+cfKsf71oENsnEJOmL3e1sblP6Gdmhj5ZY6HTv8fR/99TM5r6P7vzxf/ccGnhMHtDF+aLms2dogZ97SsW7ynXdzjTlnfPiO+WIjSKZHfUub8oBz5PCjv3460L/4hKAkMG0HzQX2QlMDJ2JFUaHcu3idHDxxaCpzB7qNLTuaZENyfLTNKQSy2z92wzM5jYl53bS9STe8UXWYmweXbEitsWx+Y04JNDOmg8cPkZGDSvUz6P99EGYXL5dKyMRJruNbzjxIXkz62+9LYw8iTIhnHjtzVMZnEBj/jqoqlROueTLUjr+ff4jyRtLe0IqSDI5ywOcCDnM4HO37/K5ZeM0TKZsuTL5wCLL7H+cfKsdF+OORrx0hk0dUSi54Z+MOOernj4fe/9dXPyBTIyhistXPxxYHBweHXOGC6L0fRJ922X3dGoB1CAc6M+zroSDsKc7y7oDJZA66ftmJMzSQh/nsFddva5At9S2hWewmC9sISdrjhh/dy2yPybABxcpZTWAZfSOeHYKC8tShHHvILVBt+u4jJsm1MFq/sLF1FlecOEP3dQYEbznh6/ePHzwrebQjmXYOLS/SDHXEJIFpjz3jyi3woCPwGezjYOqbDhFPnoWM2Cp+5/kKO/E77dDnys11cv4fXwqlBSIwzrMZ+1joPWmHbHGeH4J8y3h4Ttpa35zMjO/gQvcDqkn2zObkgKEnUnFSThTAj15ZLL8/++BOZ2Hbc2R8iuMmJMdk/GAy0O35tP3Umf670l532+Lg4ODQXftyR+fSy8KiuYpT1jW3ypK12+WCP2Zyjd/+hXlSl0UYyQSuCYaddpPHXx0l2pivaKb5edWW+jQbsS3IZvBedYOK1nA8zZShfBivsrnvtx++aurbX+02sglRmnkJ43SmvfqtnvimAQI0/nGpbTc+m7IjDASCcxGqJIBOO2bMdrt8byPbfL3rmxdjL0HufNqJEnv1+472zdyqDyM4s/3tBpWlDVTlC1vbpbq1PY3+yPQXtLZ5aZDrmMy8+v3rB3Nj25fNb8ypGdN1lr252uUfA/MW9Tmh7vraJs2q50VD0Ho09f/8xWg7NtQ2af07LjhUxofoGYRlZZPhbn73YFPUGsh2/NqIgHaHoKgRbO1s/XxscXBwcHDou3AB9F70dUubvpDvw/FzDyEk4uzKXl2zLU0QkcAm0AB5QFOGEiSRzPJFkNOAYCoZ+fxHMNMILJIQEhbA1cBnUYE+k9gCp+Z7pZzJU+CzK8AfUYKRxj/is9XTqAq2kzq0QVvAtEcikNb307cYsdYwn+F/zRz3hEDxNc/DADocv7DlsvW1WXn1SeChDrQrgOSmsCqMBy0x2iyJE3BPX2B28F9tTYqWemvDgyaTITyaSGgWvl+AMx/Yc5TyaZLb3i/wmasAaGf6zre97rbFwcHBobvggui9LCzKH+8oGFHEsYPLNKvzL+ceopkcZjP69DubZcTA4qxii/B3087giiLNSqeNltaEVMCVJjF59I0NcuPjKzRjGOQqtOm3c9qoAfLARYdrEIpMVLgJbW5vM347G5fsc4QtyUwZUhktford3zh2L/nAXsM1+5ugakt7u/zl3HmapU7fZNiT+UtmNJnI/JGNbDNC8JWNzJ5DyvQlxd/PP1Q3YOtqGlWw9N4LybpnowOvHyIznlgo9xCIJdOBDAV46IzwKn7AnjBBScowV2TtViQFHocPKFE6FOww9fjeFrs04rFhYP0Yn5hM5OEDMtdNNqEefztGdJIxGQFHI3DKhpKNGZz/rFG/kOpra7ap/2aNqdI6rD3K+IU7bduwF/5BNpNkg3MyA7FXrrER/NMX5+lJBI6RIryaiyimfd9835n1n6/f8hFIzbc/XbONbcn1k8mvb68/85mPskN/d5QXa4Z2NpFNW4yTemT385mJ4hGnHLoEuYqAZsPALGWztdXV+g4ODg4O/QPwOLtAei/5uqgwJXTZpxGWgSwi+4wdJC+vqk4JPZqM4bBUihTHNoFeX2TWCHIacUsjosmeyPs5sz18hw/Z9xNM9ceOoRvh5+YsAvPdBfwRJRjp52I3P7FvJ0QcZCd1OHFtC6TaQpn+jPNUFyEvPzwfe0KgRjDTiIoaO23RzWYV74wWqOWZnDopcdIIAVcdT1GhPrdjA8+9aT5J+Gw1oqWWz1griYIO4dmuaPPYc5RNfLS7BUC70p4TI3VwcOircEH0HhYWJUgEJ7DJxiRoGCWSiCgidX76ANzGmfzH8CMj+Pjsu1sjhf8QIySY2dLaLv/7xIqMthYtmCLzJg6R8qICOWracD0qFia06Rdv5GeEI7Hzijs7OM4BY0NM9exbPcoQeJX//tJ7ctKcMfLdu5dk8I9f9eFZcsKsUXLv4vWB/Mxsup59Z4tSz9DW/zz8pvqA73/5yFsZXMsIh772XnWkEGOiPaHBxmsfTRd89bjX304TijR+h5oEMUq+h3/94oXTld4F/u0g8UojvApf9cbaxox1YMriK0Q2v/n31zvGDa/0BydrYDisHkKURtwzaL7gVaQO3yOMCv3Jd+9aojzv2cRcw9rpGE+TCvN865+LA4VJDde9X0iV+bxgwWSlLDGB0vk+4U67b/zGSxS4CLE9Ugh1yjAd56LbPKHbXNayEfykzaj1b8rZyNaH32+Mj4efKKFNPlN+G83cRM0TdkA1Y3xNW4YaBp/aPiNIzYuHKNv5HZSr4GeQGKf5DDyybENgP9hD+1fcuaTTIqB+UBb7oLPxg+vZ2upqfQcHBweH/oHlVx/vhEV7AeQmDCkv0pfshSSfZDnBlyvg5ea0Xl1zbu3lQmfC/aAg6rTRAzSZBhHGf76y1qNYLCiQiUPLZXV1g9IZ+hFL6lZtU5qWtrRAK+0jODkLMckNHoc1HOIzxwyUdzfX6+lIu0Vs0qBtLCYHTxosKzbVpfF2w4mOLhR0JIjeBzGGcIkgrgaVc5yCPQeXKlWizV0Opo+qTFG5QLUBdznc7iMHlshbG3doRj0271FVqro+pjaUi/MmDdFs9Kff3pLGtQ5felG8UD4wdbj+TIYxfRihTILRJChBHWi/oNh7ZKWsr2lUepg00dYCkWKoQdsSWofgN/0zhwRwg4Qt+XfIpCHy1DtwvacD+8gS31rXLJUlcfno/mNlW32zPn+VlRRmnAynPNQ0tP2vpRvkmRVbkkKtyazzZDnmg3WEL+Dab5KErjUC22TPM2YC6cQSjHhsvkKbphwvCYyoJ8H/KPFRvhrR0brGVk28yVUANAj2fOYrKNqVug4ODg49CceJ3svCogSQCPb97qmVgYEnxHLufnVtVoHDuROHyMwxVRnBRFvM84Dxg+X4WaPk0n8uDhXbKymMyZSRA+QXD7+pG7EgoU2/eGM2Oz1xwlHyflIY8ezDJkYKfX7v5Fly+V2LM8Zx4ZFT5b0tdfKNv7+eJoYYJYxIewdOGKIii0FClVedMlu21jXK//zrrQzB11wENs33bBDvfX1dpEAsAXZEQwmG8yIgzFdG3NLfBhuF3z35buhaQLzyJw+ki00y/m8cO01pTkxQmnEjFsk68Aehg8Rc/evIDnh/+4QZSodz1i0v6PUgv+UrVkq7+/qEaxGe5PgeLyquvmdpygfRophD9SUBLzAuPm66fO+eJeGfjXGD5PKTZqoY7IwxVVonbP1/78Oz5Af3LpOHl29MXecFxreOn5EM7m+O9H9K2HLqMBWiuvaxt0LFVl94d2uaoKwR7H1pVXXgywP/5zPli6nDUp99/2cnaqzYzgu4u/7DZztaZDObmKf5HeVfWz/8yGy57zVEXDsnAhoGHhT4fWsHwrH3xx+dk1NbXa3v4ODgkC8cJ3rfERZ1Geq5YWhFkWaUEvTtbhIRf2YvP5cVxaS+pUNQEmoTMoH9go7Z2uVA37xJQ1WM8rU1NaH84wRcGR/lTB8ERok/Q7cRMyeNiwpkXW2TGkxQd2hFcVIQEgFMrw4gmUlbSXiZ+fuPq5LVWxtU3LK5rU3pKuzgtzfmAvng3iPkw/vuIY+/uVHufm2d0tL5bSYwi/AogVH7FoFjAr4E2ZUGJmkjCQEEkgmORyVzE8xFE2fqiArdWxYWFMhxs0alAujsHxET3RbGwx4TmTO2Su0gkIsf8UnMus+pXoKiU4ZXypptDdLeLmnCkdS79el35W8vrUnjE6fukPJi+dKRU1Rs85cPvyGPLN+UokRUDnLmqz0hRQUxPX1MwB2fhwlbmiQTfEPwmrltbEEMt11aEx71Dnpce48cIKu31ms7aGIdNW2EHLHXCE2CqWlolonDKpU7neA2J8dNm2Ch+m+SXH3PEk0GU3qS8iIZN6RM3tiwQ2kDWV+8VOHELQlzh0xmLz00LWicq9CmKQcvu5aNF+ipSjN2EBSIN/U47YuvEGQlcayryDXw3911HRwcHPKBExbtglN6UlgUELj88xcPkU07mnSjAg0If0yhCCmIFcjx12QXHwwS7YPSwRY/tMuHtQXIcEDYMohyBC62PQZ7WR8I2zS1tCnHN2+mo4QY7/vy4bphY/zZhD7vvnC+ZlCECVCa8Zpx5CKGGSRoOGlYhTS2suEr6LTgq+23XMqTcYsP8xXv9PwS7TcoccgIZ/44MmgLo9riof4+/PM8aXiFlMUL5Z3NdbrpZiPnF4U1eOArh8tHrn86cn11Rqz0/iQtD3RDnD5g48uu/q3Ndbo2c23bCIBC6/OpueN0jGSiTBxaoQ9G62obpKk1oQ8StEuZY2eOVD+HCc1CRfTSe9Uyf8owfYAhq5/soyff3qQPIrP3qMoQpvX7H2FLPuMnXfdkqNDmn889RLPvC2M8MHrzSVb4UXuPlA3bG5WPcUxVmRTFY+or5ooXOWF0OPgC8Lh5wrVPpvkvbKwnzRmtdh7zP//OKrKZTYzT/hyeOHu0rlE28Bxfjmo/mwhoFAy1DGvYCKGG8bf3RH0HBweHfOCC6L0fRD/khw/Luppo7RSHcBBgVB7ubnZSVMa4Bl0tccYwGo0wUB5aj8qSQtVNIoQcRt2B0KMp49F7x3T/BbCBnskU5go/8hxH8FOzzEvjun+zKV+U7zpJ52H6hLaRPRyZ5YmQFxXlxXG57IQZcuVdS2TT9kZtJ9dcfuL3FaVxzTT228jP7PPMmMJgi336s6A/e/NznqhmRBP0Ax8+AwwSGoX2kBcMm+uada9lRFaNcCQ4/aZnZEtdS6httn+A/TKC/gkCk8lNsB9KwmED0vsIEtLcvL1JbUKwFe0e5pLn2YFl3guIIFv9gd0wQUzsvfrepR197WjSPecg5qqpoy9eYPByJMj3uQhtmnJkoG+pa9K1YwRWeRYKE+Z0Qp4ODg67O2qdsOjOBxm7YVzYa2sa5Nw/vKTl7DJsmgyC6rIhMdx5ftE+aBr88AsgUvfcIybJgr1HaLAO4ROCgoabOkgEEP5x3vrHEoypVV5cXa1HD7ONnY0A7dZnEUElG4N+bds+NGOkBi3Z/Hzl6KkaCPWPKcy3bAyDBA0ZB/Qg2zsh+Eo9Ar1sSIoL2cjGIvmcTXtGNDQKRfGC4Lay+I1AKgF0u282dyfvM0YDqDwEYDeBdh4KbE5129a/nTdPpJSNfiJrwH97g8dDDqjPRtwGcwJHeRSCfG0EcO/60qEydFCZrp8dLd7azFbXXgeMef9xg/W6PcZff2Z/ufyOxfKTj82RkQNLdc394fMHq63rajwhozARzBmf3l9PCvAPH5KnbAt34nOylcmcP2zyMOWG/9fXPqCiu/gHrn1ANkiU0CZZRkEvL6aOGKD9mXGSzcKG2HxugkBZaHDIotnR3KEZYD5HYXYcPW1E1gdTI7JpxDhz+RzSLqcNAFnxUeAINNnwPKyS2ZVPEJuyXQl6d7W+g4ODg0PfBsE/h85DuZp72IH+ILmX1N1xtTP9Uxt6FV7kE9QOFfIkWJ2kaYnHC9KEQb0s5wLVATJ2kfxUGPNEJJWv3BaJNPQjEtPsaDLGAYkLUUFs9o5kDyN4Wd/sZXvHcuGlMWNI/S/Yxlw46m2xTzvgys+Gmz0K9KV6QCXBzLE8T5FJja9tkVUjHAmCEkRs22z/cC1NxDVJn0K72kdRZh9BQpqUo7wn6unNJVtn2guz1R+QDhPExN60vuLJvgrS+8IGNKCCfJ+L0KYpV1bMooGOhs+tt+6C2s23fQcHB4fdHY4TvQfBMS1DwWAHrBbOGql8Y8Cm16CMyXL2X7fpP7ge9wUvU0G41R7tg6F3sAUJafNXpxNILZAfP7A8g1IiiJsa7Ghqk0/c+Gwa3zfZu1EgkMjRMezJVhbBxSjbGPNR00dkCB8G+QcbT54zJkNYEZBZCo/doIAgWTbhRgLW+ABbLj9phvzsfug9NoX6z7SXrV3Ay4zPWoFr0xYvEKLAxpGAtykPtQjZBYHc86fMkvP+72XNeLBtBWQ8wG0PZYrJXg4Dfv3B/ctS7Zv1au7RLpkfUQjyiVkDg8qKZdOOZrkySe9jtx9UN2od2POx5+Byue0L8wJ9Q2ZIrvb6+yeADg+/nzqGdi8/caZmghC4/97dS5R2JQpBn1/TZ9A4/b7x++QH93bQ4BifZPss5iKgacogxpnr59Bul2tR4AUK9FL8rvnhfcvkux+e1SVBJQcHBwcHBwOygF0meufRFES83Q2w48P+HqDmLkh0jVOdNsnubW1v0/bCwOOVBl4lkQp6223AX52yC4qSWAcdCxSElGpt8wLVJuxPoLTdolDxMppLQgPR0J+QkLC2usGr61cTzTbWhEgjRiRtbEt4AXRzL51FPBh+sU+bA52Em2wwmeAkfATB0NDga/a/BNX5Sh2+nzCsQveLnHoIs236qIGafKZUN76XErpmYjzDtqrvtu5o1nZJbiotiuu4GNOa6vqUwCZBY555Y8mEEXzfljSfemprcjyUo33afHDxeg2QY8+xs0bpNWabrHaT/c7zLftmrq+vaVB6GOzWtZbMQFdx0ZgnJBskvpmr0KYph61mDATq+ZkM/rA9td9uvvLzu5vrRJZvdHQqDg4ODkm4IHoPgrfvft5h8LED9tRgruGCtssYAUF4o4PqwiPMHzQ//xl80NQ15ckMfXV1tWYhG3CNrFsoIPzt2vX8fNVms2TKYNvra2pCRRJTwoiJhNbhLXaUaCObiCjb6OP4NaNSgqy0fdkJ0wP9w89X3bMkcBxk5SLS+YNTZ2fYk01g0wg9YstVd3sCnXYQ3fYfgVDTnl8gMmj8iM74x8AGDj71XGwy93/16f0zgrmAcZKFTbY0QXfb1j2qylIBdBA1V/j/1TUda8zvN9pjTlgfudhtt0u/l584Q9bWNqrga5jwqf9n02fUemY+SI73B9CNb7ifdS2HCH7i0zCfsw6ZE/NSyC/qGtSP/3NorgeNM2zNRvnE+9wGCxvbApq5iGzylTnL9jlEGwD6J0OX8vLq8M+a//cYawmecsPD7uDg4ODg0BU8c+nRgZzo+VKEOPQeeAzJnQE9EwQmEZyEh7uwoF2zxIMAlSCBztFVpbJ8/Y6M+/7scQ2qJ3nSybFoJAgZkO3t7w4xTE52hq05ArT8+8tLazo1XrUr+abAZMen3c+y0G1xTDKQDQe6X8QzDASX2SOSuBOWcF9d16z0IvCuv7lhR1q5i//+qlx09F6y6Mip8uP7l0mj9dbDto2ANSe7f/nIW0o16h8j1IsNyYZ3NLfpP1Da0ib/8683ZMlaLzO8pa1NpDUm1fXNydMKzGW64dub2qSyuEC2NbbK1voW9QM0ORf9+ZVk8Nl7+cJ4EBulHdYDp0E5zc0Jbvzo8a4nZGtdiwa2TXnKNia84DkvGIIENHMV2uRn+vvXso0pv3KCBNsPmjgkMKvccKEbu6sbWrQOc/n9+5ZpYhzzFcbB7uDg4LA7IXuarEOnQfZyUKCIY1KNze2amXrIpPRgEn/Azgq47g/QQeNhQEAKkUTqAuodOmmonDV/ooyuKtP7ALoFqCzC2uU6Zex2sZFMaX+Zq+8lQ3Rmqm27DvZfdc9SGTGwVK9d/PfXNCuX4KwNfv7OybOkuSWh442y7ap7l2kbtM84Z4+tCi37hG8cXib2bPnSH1/WOg2tbRn20OaiBVNUkDFoPMa3Qe3bvmEclF++tlbFIqln5tQ/fgK3Z/ratucYJXjqhfnYrkffUJNErRnWnd/W/cYPSguohs2Vl4E/U+fdhhmbvvjZc5C2a1/zt2F8Yo+FTON/vLxG9h83SDnRgz4Ppi2/L02fQbDng0yMqLXFWo6ae+4hdOufT3wa5XMe2Mz9ML/459N8xuZb14PGGdZe1O+Oq63PkQ0joGnoTH700Tl6LawM4CtzFvU5xBbWOC/KAA9U/G4I84P/9xjjJphPPQcHBwcHh67i9N88G3jdBdB3TQwsicsnDxwrg8o9HvK9Rg5QTm1Oe573gUmyaMFkOWPeeLnixBnym88eqKcTq+tbknzoHTA/+s9alhSiPOOd6kRUkgxh6iIOiaZU0OFMLnk56x5NSCzHB3OoGeF1B1kO9eXHFx/zTgnSNj658YwD9WQr+zeytW94/B3lB7c/I9QZUFKoFIOfmTdO/cdz1BnzxskXD5+kXOaxZNDbjK8sXqBc6CMHlEhZcaHuBbfVZ2aq0xd9Ihx656LD0+bItg3Qxo8/MkcGlRUpj/lIpSIJH29B8sXHQ0s3aPCbfXxlaZE+6xZkecGwo7ldx4CoKGWhjyEIT6CaFzAknfHyhZPCZNLzIgGdJ2wkYG8oFT1eeo/XnAA6a+660/eX60/fX649bf+08flBW9znlGtYOeaM/mhf11fyVAD+4Tr3/eXZezN07IajnVMVlcWeNhpOwXb+Uc5f38HBwWF3g8tE70FASxAEeJsRnvn6X1+VGz5zQNo9qA+gcvBf94PNDvzMRhCQo1Y2fQkB1XN+71GE8Nb47MMm6pE33rJHgeNldrvY8t8f3yetjOFj37KjSTNFadsWJzRUFIa/mgDYp3/7rAbgLl44TcfPH/b1tQ3y0NJ1smCvEZpxYRTMg0B72H7xcdO8I3+N0TkpZJL8+YvzVJWdjcBn//c5ea/a49irqWuRL932cpo90Ils2d4s8yYNkUuOm6YbODZB9nj8PggCfmeTO2tslTy/cotm0FIW+h02PpceP10Diiqw2J6Qj9/4TCjnH9dZI/b8RdkUtt4MGKcNMjT8mRv+uSIjAVvZj/rXmLERW7DRUHbY12y7Ua+3fWLWC/PK6YAVm+t0MxrWPm3B8T6wrEi+f+ps9SMvqqLAGKn/v0mRojA/w5F6+Qkz9Pgu2UFkTpN1wZq8e9H8VPb13847RFZuqdf5vOKkmZpJEwWbf98/FnzAwwQbef988jmkfY7y8vmrsLQSgtr71sLpsmprvbYHv3zUWOEy/8Eps3UzbNaiX0CTo57MUzaRzbC16/f/beccrD/Td5Afwn6Pmc+Z4WF3cHBwcHDoCt7YWOsc2MsgYJhFx7Jr7YfQhWtAukBkZFWZZtUOrSzWbOFRg8o0k/fgSUNlwbQOukjw2PKNuvc18GeLMxY7sxz+6ub2dv3KfrelrF1qGj26DRKePG7tRGAbsaQuEsHYFig9kh3qeAL8VRIv9Gg6mhuUkqTZcI10AWTQ0zN7PPiy/T4xHOhB/mB8nzhwzwwfQslH8goBdPjYE4k2YXvP3npwebHew//enrA1MHBNn/RN23uPmhY5BjK3SVohIA59S5DPU/bDlZ4Mlts86djCSQO9H1CxMDlnZI/zXzzeke1vPFMYM+Kt3rxD2WPGaTjKaZsMduLpvLTA59jv92EUyCSP4ig33Oa0X9sQE6jR6Y9ni1y41hGl3drQonbVNefOqe7g4OCwu8AF0XsQBPuCQMC2vrlAg0VQjPgRdt0GwS9b3NDPj0yw0bRlcyhn4+j2twv8dczPpcXxUGFDfz2CcbZg5S0qdLhNM005HsjGigBgEJe5Acf3HlyyXt+CE+CLAhkOBEah6PALNRJY99tj4wN7DU/xjecyNhts3qrKSmXO2EHKn8cGc+m62pQN9355vmbCEKA1QpNRffjnL8omxhUFwzv+xQ9MUtFWNnpssAgSP/rGBrnx8RXan+0b7GUTzNG+qtKilECl7VNj4/GzPZ5/+5qx+8Jk0NQvPkk76APQPnOGqI4fdluIu44eWKrB3FWb6zRIG4WW5AsfM/YwG+BWJEtjrxHRm0J8Y0Q+EVjN5nP/fb+gJ0F57CFQbtvD55B/Zh7wexBMe8fOHKV2US4bVyUPMOOHVYTeh3KFcbLpZ61SfltDcypVSo951nGfAHw8J//bPOpBfjAI48DPhavdwcHBwcEhG/YeMVCe3hF8gsqh+5FFJidndJZup7worlzVuXBJA66xH1UubbvPpAHtgZncnmhoe6nHo64/txLEjAfabLfh8ajH0rPUQwaqPOKtXvvd5FYvMBzz7A7j1w70R/JZK8iH+Bsb4fiOF3ZwxpM8RADd+N9wmtO2f+sa1nYQbK5w9o25rBPDPc6cUY910lLQkQDmh7mqXPeGvzzNH4mOcSYyx8lX2s6F+7yrMP7wOP09jn6C/96zT3audbOGPZ757PUdHBwcdjc4OpceBAEmKCz84K30xtrGFN+xn9YAkLUbVBdwnfthPNP68+pqDUjZIn6UgSM9qL+gdkLbfm+bchdXFBVm0H7YNtp87DaOnDZcBlUUq40ECT9107Ny4rVPyk8fWJ5hc0d7QzWAboQXGX9Y39j4wJL1ctYtL6TKmza5F5NEZF3mJ8pPhrc5qO7ogSVy9T1L5exbXtCg5tmWDYz7/sXr5fhrnpTL7lws5UWFGRQiBvMD+uDnMLvnZ5kPrvNS4brT95OXVm6Vj93wjHzixmfUlh89sEzmThiiwq6274+aNlwqigvlO3ctkROueVLnyR6PXRaf8CAQ1P/itTU6r2a+bb9wnXn9r7/8R1paE3qsMWoMZD+Qnb96S51cdsdieXDJhpzWMxktUTZw32SbR4HNI35h/D95YLmKA0XZ29bWHrGOhsmbG7YH2oPPzHzjZ2yL6ge7KMM/87slCDaneRDw76LbX5Gjfv64nHr903LM//xbvnXH6yr2eubNz+vXr/3lP3LcL5/Q9YOGQdRniTH4edT9NDH+8lH1HRwcHBwcuoLbvjgv8OFn0tByTRpw6F5Ak1FSGJOyIo/2pDMgc5dkh9D6MZHSeGYfZCfvOdijltSEjZY2eW9rvX49dLK3pyRxgcxpxCEBGbbnHTFZ6V5sCpeq0rhMG1WpwcVU+wVewtQx00dogJvnB5Jn9h1bpYHSTTuadK9fVV6kZQ2wcuygUk0gIk6pWdvxmI7TGlLa93C6k9xA+Jz+6LegG2hc1J5YTMVMZ4wZqD7x03UcMG5whm0Eqw8cPzijXerii3kTB2u0WTnjYzGZNKxcYgUxbZ/6htP83CMmaYa0DXx//hGTc852ppyZX6gwyzkVUFIo8YAFk0i2/6EZIzvmTETOO2KScrBzL8hX/GPOSosLpRihpZi3Jtl/c8/w7PN7hBcDpl0zTuzjNEQcp8dimjgTxn0eBnzLSQnWKl/988R11vLKzXWaNET7JUWF2h828y+Kax17sZt6rDGS13Kp7+Dg4LC7wWWi9yAIMX5pwWSliLB5g//20ntyyXHTlXfspidWpAQ67DJjqkplXkBdAksXLJiitBiAABZ8aNAjmPtnJX9m04MA57f+uVjvsVH83ZkHyoULpmb0RzD3Sx+cImff+kLqWljbtz23Sr5+7DT52UPL9X7C1xb1vnHc3rJlR3OGgCA/f+XovVJiizY8bu5Yms1q25Rhctb8CbLotg7Ki1P2GSMfPmWWXHFHhyimf/xBApNwckPbctWHZ8nldy5OE9A044UX/Kcf20e5/TL8pNzgM1Toxgb9fvv46fKzh97IEG20hUI/leTi5NpPH3pDLl3IEcXl8oQl4khA+sqTZ8oP7kvvY+namkC7DXc9oj9h44Ia5OFl6+Xpt7dkiIaa8Z0we3RK0JI6l504QwVJg8ZjfEpZMz9wzt969lwVKrX7IHP8+sfeDhSfZON+wPjBWv7kdTUycVi5fOfkmRq494/hex+epYHbT80dJ5f+83Wt/1IyoO+fJ3sdUBcB1Uv+8VqoDT/+yOyswpVkaF951xIVOzLr91Dl9Q+2F77/R99Yr+uIPvxz/KUF6Z+3lD0SkwMmDNb5hr/8pVVbdVMc9lnDLz99cLlS8FDujHkTgteuj9M8aHysfdtOuw1EUq+8a3EGZ73x/5MB/v/z86szeNThW0cs1BYuDftd46/v4ODg4ODQVQwbUCwbt6fTsa3eWi8+LcFdFhOHlmsQb1kO3Ma5ZoATZC0qKNCAMBmrpg40JSTEku1M0HHfPar02o7GVtlQ2yBbkpzY9LPP2IEyb9IwufM/72sAmuBrRXFcTpu7p8ydOFTuX7xOHlqyXgO+BCPnTx0u86cMVwu5f8cra+SWp1ZKQzKbGNq6F1ZtkxdWvaQBdnppam2TgmaRv738vvz1xTWaYawB5QIvOH3DGQfq/gM+7uff3SIbapuUZ5v2CR5+82+vygOL12tAlGxpgqMXL5yuAc1bn35XHlm+UZZv2K7JGfhkUHmxTBleKW9wralNWhPtUlhAVnJCkyRMwhT1mqxTyMSsvdOZ3gwQpG1qaVOObShX3lhfm5EVz0sgAqAfmDpcJg3nxKGJIifkry++JxusNW8LjhLohhqGxJRHl2+UUQNLdY8PEO20aQI1fozwZku7JgY99c4WueioqeozI07JPYLLH91/D81aJnD+zDtblLamsDCmPrO5vJljbCG+zElZ9tn5BGrp957X1mn7TW1t6t/igpg0F7Snce9MHzVATj94XGoumTNsw0bTH4kof3rhvRTVIElGja1tsvj9Wp0zTq1+eN8xcsRe3osT1sitz6zynk8ToqeMT5vr9WHate3jhcFJ00bIwlmj0/rNZYz4lvbVvz6hz/P+8GJSSBQxUG8tw5nO+KBBxdao/syat/1h/JNLfQcHB4fdCbFEtrP/uxBqa2ulqqpKampqZODAgT3e37J1tfLRXz+dRiFhuH/vfOV9+eM5Byv/Ghs6MguYCDiBKcNxqs/e/HxgXf6I/vXcQ7Q8mcKrttQrx7p93wSboYuAdoGN2ODyIv0jWFzgHXWjDEfo2Ig+964XAJs3aai0t0OdUiiVxXHdOMA7zZtoMo3h0H5xdbUcOG6wnHnLCxkUGcYG7l9w28upexxpZONB/2zpTrruqVC/PfCVw3VzSr/Y9uTbm+U3//aoRuwyzS2tUlZSJKu31OumBPoL//gNoAHBNmhy2GCwMX+/usHjz2uEboJskIRU17VIXXOrjB9aLptqm2RoZYnAqkd2Q2VJkW4e2xOIrRRJXXObbOMIYDIjG/985NfPhI4Lqg2yjW1Aa0Nf+I7xIqzJBvnjyWCx368HjR8iL6zaGrgmGPP9Fx0mZUVF+j080mS58AlvbWuTonihZpSHgQxoNs48+pCJwHyd+bt0e23ce+F83QyzkVMF+kaPloeNorFvzyFleiyQzPeofsnGNrQvi46cLMfMGKWZ6WYMnAwoihXIGb97PoPWxr8GeTnFRnVtTYOuH/zDhv24XzwRasMjXztCJo+olCi8s3GHZmjb84gtBJ4J9Jq1BHUM/uP6Hz5/sAytKNZ5svnFWUecAgij87n7wsP0YeZPz69WfQT8F/ZZY0187nfP6xpf+MsntByZPQv29vgV6QM/DB9QIuOHVmQdXxjuu+hwOf6XmT40dvEShodGfmbt8I+xBwXADWWM8QdzzOeXB7Vc6js4ODjsCujtfWlfw84Y/4/uWyY3/HuF7M4wQpLoEXVnm+ytOTlG4DnwvogMH1CqCRdky/KcwCaVZxQyt8l4JSGFgCHPKYZ6hXqIL15979KM6wQKTcDvszc/p6cuw+hQTOZ10H1jP+KOZA4HgT7OufWFQBsA9wg4bqlr8oLCBTHNbN7W0CrDKop1r4OuDjfZq7KX47mEfTLPE34Y6hATCqc9Aqc8k0CF6QfBfrSZbL+YDGV8zSN/Ltz0CK/yzIBt0PcFEZyYzHrGyZx+9+SZgfMTNW/GZ2FzmgvsOWFfbPw7bEBJah3ycoHnSunE/LIu+c/TvMq0/3Oc0tze6M0TFCgJ79Tl788+OLUuu2uM/rXFWiA7nAD490m88n2Wosbq4ODg4ND5fanLRO9BIPQYxv0L1tc0Kmcyx762bG8UQumGjxxxz6i6iAhSlnJ+DnMbG7c3pd0n+M6r8o/f6GVEB4EypfFCqW1sllisQDceJ12bHnylXxBmo99+205TNwwIO8J1bbK2DewgIsF8AucESwm8wikd5QdeTtj3scGIdtIe4pY2J7W/PdM3KvS1DW2SSMR0c/nsii0ye48q3QizmYkCm14/ePnBhmrfcR1HIl9etVUDjNhhB033HzdYN2lRPPTb6tukvVRkffJI6Za6jnF9YMowWXTklEBOcCMEu2Zbg1LlUAYBoyiwBgF+uuOCQ+XACUPk+Xe3ptl34xkH6EuBKJBdg10EeQ03+J3/WZvxMuT/zpkrdy06LFB81O4z6DNBVk4U6ppa0rjAOSbLix8Cu8wPP7MmWQf2POKzKH59XoxMH+39AraDwZyKiOLDX7vNo0IiOI9/grjo7fF6fXU8gFGHB0l7nj80fYRIRBCdcecqkhrkf3w8d+IQyQX4wgXHHRwcHBx6G/9Zk0nHt7uBQF/QnrQrMJnEYe0ascf6llbNbl1GJrUlPgl3NhnRr67ZliZySOCRxATKB103Iod+AcxAG3nwTYqc+sVISfpuTSS0n7DAo1+A0bYBGPFIwt5GjFG5pRMJFbFU4cqkHTxbUR96GcPDHZT1r6lusQ4xSgLFPLMY2HXwvRGztMUfja/N2LOBAC3zhK5NGEj+IpFGtW9aWkPnJ2rejM/C5jQX2HNCYpjxR/o69OaD9ZXv/L5XTVBeZNiQYPvR0DLUQZRjjRtRVLMuu2uM/rVlhD75zAR9lqLG6uDg4ODQebgg+k4QFjUoK4lr5qih2+ANs0E2AVBzP1s5Amg2CPyywYoS8CSY9stH3lSaCgLZBPLC+s9mX9DPfpv84HgkLyBsYC+0EWSn2AFTjkFy3eYozMUeOAqD2oNGgutxq72gvrl28+cOUn7xXzz8VqAoYjYbjC9s0USzUQobL6cXosARVzLpqWfTbsDH/tH99tDgbdB4odHAJxzV+/0zK7VMPuNJCUeWdfxKYQwTh1bokdwokIn/h2dXhtrFOqWtkQNK5Tt3L5GzrSOg2ewysO3yg7Z5mQUX+BMhFCPYAB2Krg1LJSvb5yCIW9G7Hv67wfjNzEOYT/w2VBTHQ9cNdT+2/9gstuYnkppxP4vIqIODg4ODw87GvmMHybMrtsruDk6ddicIXBIk9sQIA/rjFGhS6JO9Js88tvgkX/l5n7GD5OVV1bJ5R5Pub4yYYZg4KEkyrz78pu5hbAHMINB/SvwxUGAzpv2EAZvJSl6/rUEqSuMZQotGzJFAKts02iOYS79cL4p7dDc4i9N2jIEMZxOszgigW5noza2eGCV1SE5pbs0U+uSZIkg0lTHRRkRMPA08h+D7ouICaWxJpz3qsA3ByYQG+WGrb2xu02vrahqlsqQwJZqZTdSV7zdvb9IXMA1aJ1NQ1E+7Yv/sFxVV/2qmvP1c6NmabX79AptGcJRxmWusS35mLXCagEQ4Em44jUzyEr0zp2uq69VOf5t2/e4SCuUzwylgxlhY0K6fQ84jRI3VwcHBwaHzcMKiPQiCSlFigIZJBy7h7929RCkejCBgmOCoX7Qzqpzdh1dvqDy9Yotcdc8S5R0PghHzwyZ4ngmgB/UR1a9fINAvMopNUX7Z0dSidtrtk5HtDwyDJ97eLLdw7DORiPSDX6STrOKg9viZ9rgf1TfXrn3srTS+8Hx8YuwyopE2JzVjZ36C7HtmxZZIIUf8EFRvxpgq5SoPGi/l6a+0uEC+d8+SVJls42FObeFH7H9llSc6a3xEe9gctZYJ7IfZZTgZLz9hunz3bs+26M9Gpp+xj4erML/RtnLr+7jAn/TZwH3WBicOTFvZPn+DQ04nRAlsMhf2PIT5BNjixOtrG3UsYeua+WeOwpBN9DNMONaMlQeEqPYdHBwcHBx2Ni45frpUakbn7o1ujqGnsD2EIoZtNS/jEXAkEEqGLLzNRnySr5yYY48zc8xAPeX3XnWDfuVnytvih3yFAhEaC3i7+QptZVjyApzoBNkJdJLVHZR6Q/9hmbvsraAl4STslvoWeW9rh22Mx4gzwmvOewTGS7Y5lDkEd2samjXwazLLOY1MwJ+TkFAihgE7tb3kV2hcRleVqsipDfIpeDFixCztLGfoDaHTzJW/dTtB4fZ2GT4gcw+L7xBxxRY1Oyayo7lVboKvu65Z/6lv6sLnzdjHP8qQbLOutkkpbbbVN8nT72xO8ztUJt/822v6Fe5v+2fKmvbxqb6jSIhU17eoT4ilw8Fv1ldUZrZfYNMIjiI0y/dQEDHnJCyxFugb+kTWdXtyvr0TA+1yzSNvZ9jnr8/YcoGxK0wolHt8lphfPkvYQjHm3cHBwcGh++FSB3sQZBYgDEjQOkjocUOSsgFwn7fn8JrxptwW7PMLJiJsCZ837USVI4u2MJlR7Rfn/ObCaYGin7YoJzZdvHBaYB9cI1PZL5joFwgke5c/8GxoTH/YFCSSaGxubG7P6BN6kTAaE+xEpDFIoJX+v3/KLPnePUvT6rCR9gca/e0ZBPUddC1sLvA9YrCft0QkzViHVBSlaC3YWOHLl1ZVy5/PnZcmrurvg+0/LxDs9hg/vg0aV5T/KP+thdN1I2yv06i1hUAr2TWowxvhRzi1r7p3qVx3OnViqT5fXr0t2C9Th8nlJ86QU34VzI9PWbLO8d+ssVVyqSWQG2YXgqwnW3z7BIWxjw1r2Jqz2w6zwQD/fBuu+GRbYbbwOfjBqbNl5MDSwHbDBDbxCRkl38rBHlvol6+8gPndWQeFjoV+WGNhNCphNpl+EI79w+fnymV3BAvXnn7Ts/LnLx7iaFocHBwcHPosyA4dXFEiEmuRlrY2DTxqkG0XBo8CuSpgEQSEEq67QXbyjz8yJy2IiYgnfN3QTpA1yz3mZ8naWuUQL0lm3/Iz123xQzLQDQ80NBZk4b61sU6+MH+i/PnF9zQbF/oSgopkbn//1NkahCQDeOP2Rvklp0hjXka4JwJaIF85Zu9A2+mb/R5CpdQx/O5kFhvbCHRi2w2PvyNVZXGl80vGy/WkJ7zoJHQMrSxWDSHa4rmP5GJswF5g6EjogwxkqPRqGj2aEoLCTA3jhO/6/W0NSuXBvvGwKemikH7bOYUM4DiHShLKQpPpjz1G30h9EvN0ad7aUOeNl8B0csy8pPjBqXPk9fe3yR+fW63ZeLVNrSm+dU+kVWRQWTxw3mz7uPef92p0wIzXC3iL+pDyANvxB3QoZKwjnknSBz+TvMF9+MXHVJXJt+94XccF9zwBebLRz/3AZD1hbdZXNoTZarcP37rdtydCu1WTi/760ntp/OlB9tn1qZsLrYttV5DQ51eP2VteWLlV1zt9G9/l2r6Dg4ODwy4cRP/Vr34lP/3pT2X9+vWyzz77yLXXXitz586Vvgj+gH/h9y9qEI9gtC06SMDpex+elVYerm2Cz38/71B9e8yG6uLjpukfS97S88aZrNPa+mbdpPAH9ZvHlejRuaBytPW7Mw9ScVHEOU0AHaypbpD9xg3WgBxH0eB0M3Vsqghs5meu86abfqg7dnCZPPbGRvn6h/aWMw+dkOJeZhPF5gtuazZnbBZPv+k5bYv69Mdb9AtufSH1sy2SSD/Utfs0NkaBByAoWLDnkoVsiNs1w2PPwWUybmiF/Ozj+yg/vB7Ni6CyMYAPHLFJeKaDHiYMf6EN22aEkfQ4ZFGB/GvpBnl+5Ra59rT9MsZ6m0XPYjipaQcfB8H0Aa3LmYdNyJg7fBeEIHttwK/oH6V/DjhZAQ89DyNkW7DBpj8TlMV+6rDOvviBSSl6D387xgesDR6CouaCNi45fpqsTvKvh7XHenxo6QZ9ELh70fyUYCUbbewj2z3IBvwW5usw35FlZbfl/5yOG1KuDythAXQDNr+sCVtgE3vf2bQjsh4+QXiUB0YyojhlYD632cZi86bnYhPzze8TMqhuOWuu1DY0ewH7gN9npo6Dg4ODw+6F/rQ3N7R5UMmRCLK+pkE27di1T1ENKOkI6kaBZ4tBZUWqp9Od7xWMaCeBPz8IbNrBTT+HdHtpIo1D2vyDwiWIB3pdbaPECwgwJusnvPr0vWCaJ7hOAgj2pPpIlgnjqbY5qXkZYfjJeTHA84bNf81LGeg8yUDXoDe86AUxgQgGakH27TwvwbVNspWKh9pzgK+S1DLss43P+BIvLJSCRAff9VeO3ivNzijbzViZi/rqBs3aryor1v0dz0sEnlvqW/RUtM3lDoqLPL5v9rs8E2HTAeOHyJ9fWKM+IcgPpzxrBjsh7mH/aPvG/PPbxjMMY4bqxvRhOMWBbTvPVMovHy/I4BfHJhKMCFBzDx9zb+KwitS854ogW/3t233TPuVZV39+4T2pqizKal9nuNGD7LJ9yedg3JDc1rSDg4ODw24SRP/zn/8sX/va1+SGG26Qgw8+WH7xi1/IscceK2+88YaMGJHfH8jeABkHBLYI1Bkxx4aWQlm8tkY+M2+87DmkXH5/9lwZWlGsf+xb2ttVsZ7dlBEqtMU0jbjkkMoSeWrFWpk1pkrLnPuHl9LKsQE5dsYo+eBew3VDQ9uIX9rBYyMaScCbDTObp7kThsgB4wbLS5aAIUEyWzyQ9hFtJAv9f/71ltqArXb/ZDgYMcMDxw1O9WkyoW8586C0MfkFLg3Hsy0Yafi5/f4wddvbEnLmLR2Z3ghQQsVNADBIyJCs6WyByskjvKOSy9fVZtzHxjBbGMep++6hwU36MZzpBqYewUqC/wRNyUzgWKoR/qwojoeKSfI9AjasK/xri1oa3/ltY61FISzIbs/BA185XJpa2iRRVCgjBpSoP6HvYIzbG5t1M848GV/YPPVBArSUTecszAQPffwz82i3Zwuv1je16WdjcHmxjB/miWcaodAVm+v05EGYCK6f+93vO4LizIuZB7JwokR/efkSFkD3i5eSaWXWmQF+zPZ75bhfPhF4z+8nP2z+/fxEPz2fMtcn/+qZLrXv4ODg4LDroL/tzf0cxT2QdN3nQMDYBNaihsu2TZlVesAG9mF+rutcean9HN+AzOIoTvWo+rn24S/PnhAf0RdfDe+3qRdWDp54bKM8LwUM13ZLQZtmqNtQXu3kPLFHNhzzytme6BhnrnzX/rFim20LX3VtaD8dfNusFRWD1WsdfN/2PNpjJfBu7GQr6ueLD7MtiFPc30fK9qSttI19Qfzquc5pvshlzWQrs7Ptc3BwcHDYDYPoP//5z+ULX/iCnHXWWfozG/Z7771Xbr75Zrnkkkukr4GsUgKh1z76VpogJUG76x97Oy24atOgEMDjZ0ODkSGmOXWYXPDByRo8pSyikacfPF7LGXqJHz2wLINe4o/nzJNP//ZZfSONbUvX1si+ew6Sq+9bmkFxQRu3P7dK32Lb4Kia4Z02fMx2/7ad9Hn09JFpwXu+J6MgTODyT9pnB82Nwevv18jR00bIpw4eF9jPMVY/+OfR5RvVv9B5QFHh30QY/mebtsK25cVV1ZpFQT14renDprDgRQjzeN1jb2eMgzk3POdsYOy6YcKPR00bLt86YYb8J0L40/iQaw8uWa8+xL/4/9Hlm/Re2HwQBPaPwe6DemOqSnVunwgpw0PJiIGlctpNz8lhk4cqFcu371is9DPY+N8PvZnW/g9OnaVULDbtjL9PM39Rdu2RnDubfijMj2a+eQD85t9fS1ENRY3frGnGHSXMyfU/P79a10PY2jH88EEgGwTKFZv+KGh9Rq1Nrkf1z2mLztiWK7LZ1tX2HRwcHBz6F/rb3tzwC//8oTeVQ5nTdfBLv7lhR7dmX4eBXIc8NAW7pT8yp+dNGiJL1tXKtvrgE2MVxQX6TPD2pjpN1GhXEc2uw1CAfGS/PVLZxVGZsWZ+eJ6hPNnYnzhwz4w6hlP9X0s3quhmgcWpvmk7tBprpK7Ry7D2c4Tz/YlzRntlyMIu8coAsomDBCxNeU69Nse8/T3ZxabeH55ZpUFoyiHySFJDY8ILJJeXxOWgiUOU3oTnKuhOjpo2QoOdtz+/WmqTdC38D1oVLys7IbUNrVp3+MASpXAhA51xHjJxiPaNfSCMxgWKEWw6ZPJQfS7CH5wG3ndslby/rVFtwT78iG2Nbe2a+Y3tBLcPmjBEnn13q9Q2tKg9zOP5R0xO9WPmyYyVUwGcVMVHfD1xv9EZ8+YXCYVTHE57fx9mXMafxm/YvmZbQ8p2e26NPUH3ouC3Kdu6DGs/W5nO2pcLcrHPwcHBwaF7EEvYypN9GM3NzVJeXi5/+9vf5JRTTkld/9znPifbtm2TO++8M2sbtbW1UlVVJTU1NTJwYM8rVr9fXa/8wnZQkmBekJCiCdRBsWIC4ZtqG+We19dlLfunL86THz+wXMtFtU8QkftlRXH55SNvaqZ0VNmrT5ktH7vhac2cNX2eM3+SBhpv+vcKDWjDx8xxQtN/UDv7jhucCkj+8NRZct/r6wIDtZSFFgNRmt8+8W5a8PWnH50ts/aokqvvS385YEAQdJ9xg3U88HVDn0KmvAnukfXtz65lwxTG/0zQ+sDxg7Ue4Kjvd+7q4IL+ytFT5aWVWwPHQRD/umS9//rrq/KpuV7gP2p+clkX+NC2j6D6YUmfGf8zN/Z6MDDBYYQx/XzW3zh2mq6HM+ZN0IyT3z2J74O58vcbN0htAcbeMNvtF0Zh7fFQd/Fx0zN0A0wZgtZXfXiWPsit2lqvL6SyrXPme+Hs0XLpP17POn76+fKRUzUwjXApY4v6TEDNtMfg8sC1Y/jXRwdkfZCBvuj2VzLES8PWZ7b2w+7/5KNzVCwsH9vyRb5jd3BwcHDoG/vSvrY331njn/v9f8nG7R0ULiMGFMtVH54tNz3xjgbTCSQq/3UXYLituwPKM53MEs8VRcmTfm1Kf+GJ2BOQHDOoXP758nuyZG2Nl3Uei2nGs6FkNJnoBEbnThyiNG0ksmi2cHv2MRGwRywSEUVDncfPq7d6tCIE9wj2GR2jMPz4/mUatG5rS2ggPKiOl/Dwlu6H2ectOnKqXufZCIoSAvAfP2CsXIzuj6+eloGGpNArQ5II14yN2KyB5ZZ25c4n3Rq/0CYB8ONm4csyFY5MBYGTLwxOmztO5k4cmsFdTbD21qff1cQXgsz0M25ImfbDKWLm6diZI+Vzh3rjtAO7hjuea8+8s8WzC+6YBGKWhWl+ZXzGJl4MsRRomyA0Y+A50ATy6ct+YRBkswnGM6awoLip98DidfLI8o06Pl5O2PNm/O5fB/4+8KldjnVLZrXxG3NAwpCxPd+AeNBayHVt5tJ+VJl87csXPd2+g4ODw66MXPel/SaIvnbtWtljjz3k6aeflkMOOSR1/Zvf/KY8/vjj8txzHu+2jaamJv1nO2XPPffstc36snW1stBHu0BQ0abf8MPcZzMI1cvHbngma1kyn89OUplka//+iw7XDdfCa57MWva+L8/XzTQbZ7IlEJKEg/nV97cpJ+C+YwdJVXmRbrz94/T3qXx7JXHdvIVRUYB7vzxfjxGWxQukoaU9xRWNDWRqmHEG4e4L52uGNpshgpL22KDY8NNmgFWb6+TtTTvSOLJt+hTqgU/+5hkNEpJFDxc04z4+Yhym3lE/fzyNHmT4gJI04UuDbHMBPc2m7U0Z9um4Fx2mDzVsXhub26S0uFCO+0WmbcYONujvbW1IjfekOaOlNF6ovIhkvEDxAwVKmE8M/YmxN8p2+vznBYdqxktTa5sMryxR+iLvmGGhboR5eKNfHmYMZz3X+UdZE1wmEE0GVV2zx+t5wjVPhvoryCYz/hNnj1aKGLgVAdz+ZBDxsgPfnHRtsNCpfx0ZahY//3oQoEFhLeTSrkG29qPu52NbZ9DT7Ts4ODjsDujvQfR89+Y7e18OfnTfMrnh3ysyrn/igLHyzIotKX2TvqY12pmgPPsrHvOg2xhaUaL7xMtOmCFX37tU22KPR7CbAqOrSlVjiQ3+hGEVugeEOsQQwJDgQqA3l6dGgrbsd9GHQQxyc12z7hP4mX0eY0FsMSoIec6tL2jPhprCXyeoTAuUIBKTeGGsS/Vsm3l2WbmlPs0vpk3wuZuf18x35TJXyhzv1N7vzz44MIBq952vb+z69txNGFqesov5vfKuJWoTMC9eDHtizFc+ah7yRdS8gWxz2pV57W57XQDawcHBYfdDbY778n5F55IvfvjDH8p3v/vdnda/yUrIR+DR3CdgCTVDLmUJbufaPjaxgcqlLJm/5//fy/r99Z/eX7nQTSCSLG0CrwRCCX5GgQA6x2U372hKcbGHATEZ+liztUEGVxYp/zMBTx5osuG9rfWpjHfGZgevt9Q1SfuGRIrL26DJyjTCL2TQIIo5Z+wg/b61vV0Fim78zAEa6GWnVVUWk9qQ47AGBBdxs+E458FjxIBS5Qn89Wf2Vz/Ad/6n51crP74R4QwDgpH438AeG+JFPBhVFhdIU6xN/RUEw+M9Y/TAtLagydl71ECpqS/SIPWO5tZArnrT75CKYg1wsyYoQ6D7q8dMlf3HDpaRg0p1rNsbPFFKqFLwvfI7JhAf9V7IcDrBDsaSNQFH+OThFaHBWJurm2zxKIQJvzJ+xstG3P8yw/gmCmywg+xhHAhxbdjOg3dCGptbZXBFiT6Ms/7JbiGwzwsKWzPA+DZIkDOYmzwT+nwU61zdziJb+0Hc7y7I7uDg4LB7Y2fvy8F/1nhUcn6QIJISj5S+h87YxH7EiGCSOIDQI9nMRqyRBBWzhWC/YgL1ZPuyV0P8kguDyot0D0fqQVtO/XpB3mxikFEiibagZFCdoDI8BwB0gLpSz7aZPa3fL6ZNgDAmgAKHQux3jTBmkJBmrkKZ2URC7bnDRlOX+TU2kZREJj/Q/yez0u3y3Sk8GTVvINucdmVeu9teF0R3cHBwcOj3QfRhw4ZJYWGhbNiwIe06P48a1aHqbuPSSy9VsSN/xktvgeCRH0b4MQz2/VzL5lMHm8gmyaXs2MFlKZ5xI6QZxBf9x3MOjmyHjfnHkxn1fhHHoOAnGQdjBpfKmupGuenf7yhXfDZbAYFJ+/swPnkyyjnmxibpqruXpKhGwvjqDbXIGTc/r3QmfF9RHP0ygOxcAs0Ee8N46mn3ti/Mk5/cv0yFX6Ngjz+KtxvbbEHPbG0ZW9dta0ijSwniZAd8//OH3kijZ8GnXz5yigZJoUTxc/FfdcosnX9DC2TmwM9bDsI47P3g5Uo+Y/SPtzP1zAsrc0zSgJ+vuHNxirbnlaSWwU8fejPDF6zlr//11RQVj/EtIkr5IFd+9Z2Bvmybg4ODg8PO25vv7H054BTlsyugjkjHhCEVsmVHte5V+scZ3dzQojzaJAG0aoB3bXWDijhCOQk/NmMlkNvW7ok1mhfhJEEoFYgkZFOtdy/X7Hz2d/Bvs98i0cP+mexrstvfJYva4h+3wTXoRtbXNsogI4ZZ4CWUQGuycXujbEhyZK+vaUiJprKXImM5F/FHL7GnQIPR+KewIF3AMpZMPGIvDyUO4Ht/m35hTE+Q03v28VNrpPre3qQBdHwTJZRpYKhcOG2K76gPxQ0wAqSMh3vsj6Hi2UFw3eL/MWuafihPX8an2NkdtCO5Cmvid76SpOQfa1Ab/nk1awgfR8EeA/B/T33mlM8Cz40tvEgqiGVtt79SqvRVuxwcHBz6G/pNEL24uFgOOOAAeeSRR1K8i+3t7frzokWLAuuUlJTov50Fsov9YoZGkDOM+9qILfoFD6PK2m1GtY8tbFw4rorgY1RZ7r++pkaznQnUUvayE6anuL1t0F6YaCPXuZ/r+ClL4PnCI6doAJ2xw3WO6KUpE8aJbpiJDkt+H2QrgT34nH/68X28QJ91X8f62NsZdczPxhf6/WETQ8dMwJDN7df/8mqKvzvIFn7+3t1LNCs7yi+0Z59KwI6w9oxtua4xYyuCQ/e8tjZy7CDMp8fPGqVc9/57+OfyOxZr0NzQq5g5gLfczxH+7+S9IA77XAUuCdIHidMC5ozxItwUVB/fRAmdPr1ii9zw+Dsp+3jQZB3ts+egNN77ID/RZsJaR+b+5SdMVxHhUQNLc8rWNn121nc9ib5sm4ODg4PDzt2b7+x9Objk+OmBdC5L19XKFgLosuvADnqbk3R/eWlNx8WGjpOLW+o6TsRVW9c95OcVSlc3tMj25jaPwzoWk22NrbJ94w79mXSF79+3TIOlQ8qLM3io4cQmsEwQu7quWQUrS4vjmoxClrfh+faPEYHYTx40Lqv4I3zn/1rm8XYDTnOWF8dkR2OLBtDhQOd5aZvPD+9VN8jIASVpbdrCmO2MLSbS0p6Qi//xWiBfuenbC7bHZOqICqlragu197w/vOiVh0onSctCsJ5TowNI1kokVCC3UU+QFsg1j76lpyHDXnjwqER5TihwZPaaR97K4ALPlyc8H2FNfLV2Wwd/PHOdTZwToVGGw7WVW+o8u+IFSku0tqYh0DZ7DIbTvqigIP379nbZ0dAirTSenGu0BKLazYbO+q6n0VftcnBwcOiPyJ7e24dA9spNN90kt956qyxbtkzOP/98qaurk7POOkv6IupbWjULl6CcAX/AFi2YooE+G5Thjxn3TcBudFWZiuT4yxLgvvDIqamyfL1wwVS9zve0Q31/+1ecNFOaWlu1zHc/PFOWrq0JLMvP3L/63mVKF2L62GfsoMDALPfIsKV/v51cN3aaskF9UtaMnz6gAjEBbq7hC6g+8F1g3fkTdZNu2uH7IFtNQI9NuT/Qx1jD6nDd+ILvaV/H7JsbI7BIVooRRo1ql8Aq90P9kmzvg3sN17ZzsRPbwtaAvcZsW6G5yTb2QyYFB+YBgkxPRIyRo5L+OaDPIHDPZK2HgUAsmc3GJwb8jBDpqKqywHXNnCnHf0j9N9bVyg9OnZ0xr4dZvrPt4yvryJ6TXNdR6udxg+Wqe5ZmHbOB6bOzvutJ9GXbHBwcHBy6H/1tbw4nehBIXNmVAug2smWQc4CRmGp390lm76CyuOw1aoAMKo1rtnZlSWGS4D0hTS1tmvXL3oosWcBXfoaLfOKwCg20wlpJwJlMbDMWL4Pe+z4e84LLb22skzFVZcpp/ZOPzdGv7Pts0D5CnthDFjL1ePFTUlggpUVx+eRBY/VrWXF6npnSprS1617QbpOf//zFQ+SCD06RweVFqv1DUgS0htub2mRgWTwVACajnL5JBNlzcJl+JYAOj3mQvZQngK6UiJZfK4sLlSbzxx+ZIz/+6D6aqQ1tnum3uY0XF5lz4gXgvYx6Mu/xMftzYx++Mf7nmv9eLsAfYf4/dPIwfTkxuKJY57aytCiw7aA2uIafGDd+g58+zDZ7DPifecAvZP+b7wkk1yYD6HYwhDqICucz5qB+O+O7nkJftcvBwcGhv6LfZKKDT37yk7Jp0ya54oorZP369bLvvvvKAw88ICNHjpS+iOodLUrd8KtP7y/f4mgdR9JKCmXL9mb5xrF764YAbmY2XBy94434rWfP1U0NGQqbtzfLs+9uka9/aG8589AJKaHH19+v0Y0aWZ2Gu7q5tU2+c/JM/cNf19QiV394lt5TocaSuGbmnn7Ts3LtafsrlQQilTPGVEk8FtP2L1kYk+r6Fj36B1cz9ynHscDbvzBP+fXqLDFLG5SDkgJalzMPm6D2wwMNd/anf/tcmgimKcsb8IuPm6bHCBmTvyzinXadL932smZ7oCSv42xlnK26ESRot+i2V+SWs+bKJcdPk021HJOMpseAm7uzfPVqU0ubzu0/zj9UigoLMgQWbc7uXNq1/UImOdeg02FdjE4ePWS+CULCvR0FY5vtY9YIm3AC7P/98X1UVGiPQWUpW7PZyEuNqOON2erb85lLnSCOcD84jmh8YvufLBXWi+1LI5CKj29L0g+F1ccnl584QzkY/XXN+jT2wfntH0s+6wjAQx/Gix4E02cYcm2nJ9CXbXNwcHBw6H70t715GCc6PNG7MgiqWuweaSAI3dnhh7VreMTZPxIAryiNy9aGFt3X1iXa9PnH5mo3PNR+nuqWsnapaWzVfuxuCAYbipKCggIpjCU0eAztybGzRmXlW8ce2vXbAbe5lz3vG2eBN86gfY5n92D58wvvybAB0Xzl9th41uM6mfALpo3IaJfySr/imx/K07r3le9iaf120LzQf0c9aFwYm7fW22VUWWmnucujQLkwTvf2dtFgP22XFiVC2w5qg/HqWCtz51XnedSsRZv3n724WT/KgmnR3bDvt9dkf+dY76t2OTg4OPRX9KsgOuB4aBh9S18D/OMc/TMChvBtf+I3z6a+N/QW9vdBmDWmKuP+sTNHRda5+8LD5KRr04UTQWWpF1wuLylM49P249iZ3sMPm0z4sumLNsNAEBCudVPuk795VsdlB9DtsvRNRq4RuPSXNXbadf7nX2/pP1PeP37EoDiiCJ0EAX3KhAlkktnSFb56xG0I0rLxmjyiMpKzO9d2jV8MsJ9Ad4aY48YdWdsL8rGN+748XzYng/HYanjyw2BvzKPGEAYyQfzzUZ580WGLpJr7g3Ok/AgSuKzc0ZzhyzBOdLuuPhjFOh40oj5fpg0zz53RMjCoSK71KK52G2x+jWBt0PrOtZ2uIlA8NEAHwkZv2ebg4ODg0HvoT3vzME50/u4ThN3VYOKDUa/3Gbbq6XSCDD6qXTKfDd83NCkmcExXJO3wles2b7afE1v50GPwkqdrqNumJqRdYOmg3PRR0QLxpn3aDbKD+nz1Jw4R/EWoM6x9226zzzN85YYb3LQdxdlug/Le2NPnBWoXnuOCuMZt32OzDUNfw/67sDCcOz4fG/NBNs707qrvn4uEFYQ333M9aMkbjvrOjLmr4+sp9FW7HBwcHPor+hWdS38DgVqbyoVsVkMTYTiw/d9n47AGtEnmhN22/z5vmIOum2Ao97PV52tMEnrEFTui6hg77b5zHZd/jIcl7fRTamTzCXWWr6+VP54zT66+Z6kGQQkgn33LC5ptjYgjAVsoPDhK6KfyyMfeB5esl/+srs447unn7M7W7vyAsZg+OD2AnUFt5+KbqLbvW7xejvrZ43Lh7a/oRgrO9WxjNxz9QdgYcQ87yEC25wPfkRHBWJgX5se+f/mdi1MZMfnC9r0fXOe+AX0suv0VOernj8up1z+d8gmZUsdMHxE6Hnxm99XZz7P5vPjtigK2+f1l1jc259pOV9AZv+UzRgcHBwcHh57iRB8xwPfyvbhARg4s1dONuxqqyuLKFU5w0D86foYbm/8YOlQZ+TwYUp92aX9QeVFa+/T7oRkjdV9gsq3njBmoAu2JJL83SQBct3mzDSc2bWm95L6iorhQSosLU1zoBECV11vFU72A9Yemj9As9Ch0tO+NmVHYdlCf+/Rn2tdSBbHI9k27BOU37WjSU8ADSgqltsHLhLbbNmMz18Fjyzdm0GtQnrHDgW5AUJ62T9pnTGqfbNqkL3jSef4siReqzfDJx6yXKQOSiRjnHTFZWtra9dQlX80c2P5HhJb5OnHO6G7JWPbPrRl/UNv4wu8Tf318/YGpwyP7UZ+UFOq4eVFiviczmwSQ0jhPumYte8F11lyYXdnGh6/wGb6LGl9Pwu+7fPzu4ODg4JAdsYRRY9wNUFtbK1VVVVJTUyMDB0ZnKnQXVm2pk2//83XlhSaAe8NnDpCbnlghL63ygl4Ifbyyelvqe5tLmUApHHufv/WFVAY1Qbfvnzpbfv3/3pazDpskV92zJE0E0dz/8f3L5L7FGzI40ddva5Qbn3hH/7ASbA6qT7lf/OsN+coxe8tGxGfiZI6I/P6ZlfKVo/fOqGP4om9/bpVcduJM+ekDXt+Ml3Hd8tS7geWhx9h/3CDlujNUGdxbtGCqjBxYojQkN/17RYpbXH0yZZhcsCDTJ985eZZsq29S2pCbnlwRKqp54pwxyi8ORQqbT8QOjbgk9t585kHyq8feTuN1tu3db9yg1Pf0T2AwTCxxzdZ6ueQfr6loZNj8XnnSTOXnfHj5xrT+8MHYQaWy59CKwAzgZeu3y7WPvpXWnm3ngeMHy9WnzFKubfgUg8oY/7FBZ87XVNdnCKua8rc9t0rOmDdBeOwh49meT+bky0dNUR8glOpfT8zNp37zTAYfNuP/0oIpGeMwiPJtNvjn1uaAN/Q4+JFAcBCHN2XhRmf+gtbun59frbQ42EZfV965WD45d1zk5xlf2GvdfNauefhN+fYJM1J2RSHKZtpjfHsMLpeeRDa//fAjs+XSf7we6XsHBwcHh52zL+1L2JnjZ+8FtQuZ6QTW2Rfz95w9Oi+mjZCj8lEn+behUoR/en1to/6MuCHi8CQSkMhBEO79mvQkloIkFQi0GvFCAr9Qj8SUC9tOFObdPHsKAnBtbQnNGiYD2U6ON7Qeph7BMOj5po0aIM+v3Cpb61rSKE/KigqUDvLihdOVXxt6EE7QvbhyqzyzYovXR3u7UkG2JgPRtOm9TPDGDb0JweQDxg/WzOi65lapKitWGkZOonGNYC/+e/7drZpwwR5+7sShGqQzfv3tE+/IMyu2pmhJEHD8+IFj5XOHhgdRqUe2rN0OlBwbtyMeH5O12+rlry+uURpDsqu/dOSUnMQS2Z8hEo9IKWPjdK/fDp6j/vrSGi2DP46bNUp+8rF9cm6XdfKR/fZQP5gxBI0NYc1sgo/f/Nur8sDi9bouoAXde+QAWb21Pq0OfOOmTWB8xcsB22dzJw5RW7D1xsdXKF1neXFcKTPtfs34WSPQdHanEKV/boP8GOUT6t/69LvyyHIEV73M+SD77H6MT4K+f/5d9uox1WrCX2F2ZYOxGwoZ1szHDxirn73eRJTvsvndwcHBYXdHbY77UhdE7wW8X12vHNxk4/LWe2AJIietsqOxVQaVFysXOptvFOrZyG5vbFUOQU7llcULVd3ecDYjJrOjqVEGlpRKfVubxGMFqshu7g8oLpTm9jYpKiiUHdRraNE37tSrb22THQ2tmt1MPw3N9Fmim09TH2GdprY2aWlLSHGRx+M+tKJEN9VsfGm7pLBQ+8Rm7ExutWVdTaNceecS+fB+e8gJs0fLu5vrdFPLQwDCkwRpxw+pkNb2dn0AGVpRLIPKsIX+2zSIzb948rhnY1sHd536pLhQ+yNDgKNotZZP8CtYW9MoC3/5ROhcPPCVw2WadRTTUFLYnNiAax6ffKH299bGHZr9QRaxTQsDHvnaEYGULis27ZB/vPK+0m7APzi6qlQ3smSo0OakYRXy8Rufkc/MGy/zpwzTMowfPPbGRjlpzhiZNDyz3Xc27pCTrnsyRYHCXCqvfrxA52D8kHLti4cxM77qem88QfaDB79yuDywZL0s2HuE+pz5ZfNFlkdNfYu8mKQLAfR74mwv00LnI47avXdcF7V7bz22aiYMc3bqr58OFZR84KLD5biI+QrzbS4Imls7II8fyaSOWiv3vLYuRZtiuNGN/2zb6Auueu+BNKG+gZLG0yho1f55oMKWGrJiSuP6cMsDKg+iub4oyGZzV/yVK3KxAV9H+d7BwcHBwQXR+9pLBIJM59z6gu47+Zu/cnOdpjwTqGYfwF6HvF5OgxpaBPZMiB+Cz978nP7t86g0vAC4CUoTjCeheGBZsWyrb9a//3bA22RYDx9QokFL9tDsu7Utw/1tfU+GsdJzxGLy7eOny2/+vUKD+XZgnvIjBpSq3pIJmvnHmOrHombpyPbuGLsZZ2eCbwTwz//jSxm86zwH3PaFeZ1q0x6Hfy6i2sulXmfa7qk6/jKbdzTpGoNCDx70XMedT7+d9W13oKfmp6fRF2zqCzY4ODg47A770n7Hid4fQWboHr5rZLl89IZnQusg5nnaTc/mfP/6T+8vn7gxvDz3/dzYXDv1+nAbuA8+dsOzGW0EtWcAFzXH6+z7pnxUvaB277jgUM3y8SMso3V5FqVxlNizcWqb6/ZcnfuHl/IWS2TzEsU7/5dzD9GN8C8efkv/+XFEwBFFHUOjJ0QZ1jY+M/ab8Rn6jzAQ2LU557PN79HTRgTOix/0GxZA98bS2mNClGFz29F3dNscAY2aP9u2bH11oKzfC3fmYgOBfBc0d3BwcHDoT7AF+ILEIaG+MLo4QYKMZCBr0BzqFIQok2nkmmSQFLBUgUwrmGySRbysdy+wbYucGh5xkH52mGC+KI/7q2u2aUaxH5Svb2lNExD0iy6m+ino4NDWbpIBfBh+yzIAAFbnSURBVFsYs7NChGTAp0QcOzQcM2zrDbHEXOp1pu2equMvw/pQ8cuigk6LRGbrd2cKUfbU/PQ0+oJNfcEGBwcHh90BLojeRwX4BpYVRooHDq4skpvPPFA5HMlop92Hv3aEPLR0nVz36Dvahi3WOG5IufwuWZ7MEjbOZLqQbctmv7G1TY+WkjnMFvfRNzZoFvnIqhJ5/OsfTGart8rvzjxIN2+0Q9Y0x//IXgbYxTHVJ97apFyINozYTa6ii0ZsknETiGV82MtDDcHplB+TgUvjY5ORHgayYv3zEdUu4IRAlEgpHI3GRruuLS4aOMcB4qZ+W83Y4Czf1tCi8zOorEj9EyTaatdL76vjWpCQ5/DKYs0W/tTccXqdDPO/n3+oPvSR3c68dka8MpsPWCfdLZIZ+HkLCHB3dX5oO6ov+x6fd3zKZzWbXdE27VzhTsYEZ+rOtMHBwcHBwaEnkE0ckhNlZKKHCfRxH0FKTmCSiW5AQMsIWGp2uhVIN6WUtzopxMm+1MAE0LVMWgA+oW3S9j5jB8lzK7bqHsMG5cuL4mkCgkFj1H6sFPYkVXiGMGZnhQihfDG22+8B/Lb1hlhiLvU603ZP1QkTWoXfu7000am5ydbvzhSi7Kn56Qt27w42ODg4OOwOcEH0HgZvfy/++2tp/MGGbxkuapuv2uDIacOlqNALzNqZsPAxw7V8z6vvK+3K/z6Zybn8nZNnypwxg6S5vV3v2/Xhrv7Sgsly9q0vaoCSYCrB4evhAPfxPi9aMEUGVxRJcWGhfOuO1zP6uWThNA3K84zw4weWp3N9TxkmH9l/bNr4jNii+RrGWc59w6UOr5ttv59TGj/+6KNzdLP/zaSPGQ/lbB5ruz40Gn4+57B22XQwf5fdsTiNl93Mg+F0h6Ll0799LqOuEZ20uaHtNWDETcPuU1/Xz99e8/HCD9VxklnuD6SHiTcaW160uPht3x49fYT86YuHyJV3Lc5Yc3DpLbrtZeWDpy584LkKREb5gPWBMGvYOs+nn2yfNzMnudqWbX6wHUoe/1oKWpP2erbXfZhdUchmc08Kdxrf7rPnoNDPsBMPdXBwcHDoDwjiBzYCfLzINyKNRH75nmDU+UdMVs5vuKI52Qid3VHTRqTaQazx5w+9IdubvL0ZWefsAdgrN7S0afCzpbVd6fzWbmvUayaoTNlRVWVKv8fL9tI4dIjt0tTaEXaGFqYAnvR2LwMdTBpSJodNGSbL19fKHa+sVRo5A4Lkp+43Ji0L1T9GEgYIzPLPZJ8rtSJE7smx0y/jDPNbGNeyuT5hWIWKjD60dEOK0gV/XnjklNA2svE3GxHHPz3/nmzZ0aztnTZ3XNa69vjJ0qWeX2QxlzLA8MwbXvhc6kTZwmkA42f/OFlzdY2tUlkal3kTh8gbG7areCU/5ysSmW18QX12hxBlLpzc3TE/2frJd63lglzXTE/BjIF5g4pyZ9jg4ODgsLvAcaL3MQE+glMXHzdNfvLA8tBAMIKR375jcWAQi/vfPmG6fP/eZYH1aX+/cYM1aEkGMAHMKBFOOBy/9c/FGfd/8tHZysV4z+vrQoNp9vhMIBHx0dMOHh8pusgmJMouY7/pZ+Hs0doPIIgYJpiK4OovH35T/vHK2pza/enH95Gv/+XVtAC2XR7ed7jeEd2cMaYqra4RxMwmcBl1H58tuu2VwP55UXH87FFyqTU32cQb6evxNzfJPa+tzfBttrVgfNMZ8cqwMbI+LvnH690mkpnt8xYkUtrZ+Ymy3b8mo3zbGfHUXERTuxu2b6NeCjjxUAcHB4f+ywm+u4w/F+HCIBFCIwLJKbOm1jblEU/EYtoGpxZnjhkoj72xyQtIJ1Ecj8mIyhINmvv5ytmzki1qB8ptkAXOXjuIO93mF7e50m1wnZNvFx01NavoIqKgRNHhUDfiisAWcGxpa9P0dvRvjN9AkC+DfDymqkyefJvTqsVy0j4dwX1/Wfy4ZG1tpNgmdX75yFuq22OGPqi8SAPM2er6xx/FWR5W5rw/vKiJQpwU4OUIyRU3nHFgpwKyRijz0eWbdL6D/GjEKvceWSmrtzZ0i3hlmK09IZCZ7TOXq23ZymTrpzNrLR/sDPFO/5gIpAcJ2jo4ODg4RMMJi3bBKTtLgM+IZtY1t8rx1zwZWu++iw6X4yPEGLPdN1nM5mtUORBUJupe2PjYyEPXsb2pRRJewotyOCIuikDSO5vqlDZmzyFlctK1T2W1P+xn+iSYBycc/JTQS3CsrbmlTT74s/D58LeTTfTyb+cdIp+9+XnNBvfX9YtORoksht3Ptn7onyO/iFjmKt741obtcsz//Dvr2KPud0a8MmiM/NydIpmdFd3szPxks932Vzbfdpc/e5KD3O9bPyUQWXVGzNbBwcHBITe4IHrvB9G7KkjJ6cMtdU0atDaCnGQQV5UWSXVDS2AwOwg2N3gUbMHPfOqZ7HYw3Ccu2mmh1S31mp1OZjl/+6GT4T8o/2xfXnbCDLn63qU5+ThDOHN7k2yua9Z9zbDKYOFM6nzu5udl4/bGNH9TjoD2sAHhdbsDZKBfcNvL6gtEZvEDLxeuP31/zUjvrjXp92MuvumL4pS9JXiZr2Bqd4i07mw4MVEHBweH7oMTFu0DsAX4CDqRCXL41OHKvw2tCPyA72zaIeUlcf1j3tjaLjUNTV4G8pFT0ni3bXC0LooTm/sIQwbxdwOC9bRvH/kMAuXYTNx74Xy1F37HupY2j6u6JK4c6VHYWt+sRwAzA4RlGQHB97c1SFNbu+w5uFwaAsSRbNgZPmwk4Xu/98vzU9zwbObhhr/w9nfktnMOlumjvQezV9+rjuTfttvNRfQSnnJAm8MHlKT5vK4pd9HJsPvZBBzpn4eHoWymc+TXtkWkbPjHHnU/VEi1vlm21DWrCBWZOfVNrWqT4Zz3c4Gv2FwX2SebWYK3uXKId1Z0szPzY2wP4pdn/m1RsGy+NXZxRLy6jmPcrOO48p83tbQpF75//LkLmXYP/L71C9vaYrYODg4ODg59FV0VpCwrJqwdk8IYex0vgM7PBQUIgOYeDM8Zvqh5Oi96NMgiJrO5swKefhFSY0qbEVqtJqguMmxIui+hOMnVxxnCmUVJ4cx4uHAm35OE4/cDP2ar2x1gfPRDAlBBrEDihe1Kr8P1zgTRw9ak34+5+KYvilP2luBlvoKp3SHSurPhxEQdHBwceh+OE70HYUQACbTd8JkD5KZ/vyM/vH95Gk3GOfMnaZDMz29u8277g+Utbe2h90zA64I/vhzaDgFN6CWOnTky0n7KmQxa6EMuWDA5jYf7j+ccHFkfvsj/+st/lP993NCKSJ7ll5Jc3T96YJmcneUYHf40AfTbvjBPvnP3kkBu+FmjB6UJjXJ8NIx/G//4RU89kdVwEDAN4henzY/tP1a6imwikthLAPYTNz6TM792WJu5Cr6GCUcyj1fcuViFSaOoemze+GzjI8P+I79+OvVztjH2pugmfYVx9zP/J88Zk3rRlc232LV6S51c+s9M7YHLT5wpX/j9i5op0xkO9e7CzhY0dXBwcHBw6E7xPUTTydQmiRgR9b+8+J78/pmVMryyRMYMLlO+aTJV+Rs+eQQBtYQ0trbpvosgsgHvyeMFnpBoVIC7UwF04Gsv10x3tS0pZlpcUKD77DXV9UrzkGuAkKx7Ms3xAwkqBBwZH0kOvPBHGJT7fiFDOMJ5ufB+db0G8kksYM8ctH/hGmXX1zbKIIQzW5LCma3t2h9t0ga2k3WL7dQpL45rYD8RkIlu6mI39jGO7oSOLykWSwDdCLyyV3ps+ca8aTTCBCHpJ01UNMA32YQjDb0IPjA0PVE84NnEKTtDV9Jbgpd+0Vyer6FEChNMzUWklfE+/y5785jMnThEr/U2XUsUnJiog4ODQ+8jOrrj0CWUFRdqIIxMVQLotngnIGC2rqZBM6H9fMn8THDO8A3aAbqnV2yRWwLu2eKcYe2Y+1x/fU2NilQGwd8OvNzXPfZ2Wp/PrNii44uqDy/5t/75umbZBmUuGxFI2jXBVyM+GgT6G1LhZbxC2fJdXwAd0Od37loixUUxzaY3fV0ewCNv/HPZCdPTxkv/bOij/ANfvD9gbNokoEyfXYERkQzrH58am+HHhic7W59hbdJOtrkME4408zht9MBAfzzpW4PGVk4phI1vfnKd28g2xih/dbfgJW1dfuKM0PmHk9+MN2o9Yxe/J/wBdOM32mGd5zPHPYHe9K2Dg4ODg0NPgcBXRUmhbK1rlk07mvXrhtomuX/xeuUz/8tLa+QXD7+lXx99Y5Pcv2SD7n+ve+wdPYHJqVHitglfYLstmSGcKxLJoG+ScSUQBPcpEFUmCu3JfnY0t8r1/+9tufKuJfLJG5/WvUs2UAYqEcRPyc59v7pBx0l71fUt6rdB5XEVU8U+yvAVIcO1NQ2aSLOtoVW21LVITUOrBijhlPeDawQzOYn37uY65Zo34u20SaC8saVVrnnkbaXiwC7m8NwjJmmijO2bqvIiOWaGV3fl5jpNQMB+xpHLmHMF2ebYyBsKFXiNxWTqiArt45t/ey1lZ76ilH4/GrFSc50guO0bUy4smIsN2LLotpeVfmbR7S/rz/C58zXI1jBbuG7ay3eMUW12J0w/OxpbdC2xplhbZt357cCP6s94sD8ZH58XPjdX3rVYTvnVk/pzZ+a4p9BbvnVwcHBw6IDLRO9BkK1CBm5ZUWFapqqNkQNLAwVAAUE1OyubQNxZVkbv+R+ckpEBa+4HteO/f/W9y+TOLx0m37tnaZpAYrZ2DAj+k4kbk1ia+KW/PuNjI8NYbbC5Nf1Ch2HGYto1fdrt4s/C5DPKqIGlgWKNps+LF05TipeRA5N9BQh0mj4uWThN/WHbT2D4Jx+bo5vjIP8UxmKh/RPwpM+uUFxQl8xj86LB7n/RgqmaqW1szrVP06ZfmPKNdbV6YuCyOxZnCN2auTTCkf72zTyeeeiE0HXuXzv0wUmHIFsOnzpMPnfohIz1l22MYWMLs7sroK39xw1KiYf6wQsz8/ns+Jx469JvFydHsq3j7lxXnUFv+tbBwcHBwaGnAJ/1WxvrNIuILG1ioF2FyYaGpxqsqW6ILF8Wj8nAck9fhYSMQaVxDTiDqrK42lRSWCDfP3W2UvdtqG2QW59ZlZVGMQgEvgkkajw+FpPtTW1yw+PvyKGTh0UKNrJ3SST32gQk/Rn27GnwI2KhcEjbIqXwlfup7MiE9vdr+oH2b2iFJ7IaLyiQrx6zd0rs9LrH3krjXKc8bbA35Stl8M/IgWWaKUzbzPG373hd2zVc16ZedwUXERGlHyhXyEAnoIqLoArpTH9mPP4s56DruYpuYgPUnUrfmUgoRWBdc5sKopL8EGZrWJ9mTXRmjGHj627Qx42Pr5B4cs2wDm07c/Un11ivfF44CcFJk4aWdm1v4rCSjHZ3JnrLtw4ODg4OHlwQvQdB5gWBQKhcwpCNL5lMari2yW4ho9WmZeHN+d0XHiY7GttkYGlc7l+yPpTihXb2Gzc47T5fN2xvlHmThihfO8ct4TqPase2l/uUg9blG8ftrQ8NQXaG8YvbPMtB7fJmncAr98YOLpOHlm7Q67ecdZCKMSLsFAX80pZ8OsrGl13f1Cb//fF9MuxfdNsr+qIBsGFkQ04Zvm/JcqY2jIM7H7AZuu60/fQhij7JWuYY8WNvbNRNon+OcumTNq89bb9AYUr7uhG6rWlolrsXzQ8VrzS+zYdXXes1tMik4ZUZtpDNdcqvngrl/I8aY9TYuhth9hlwdJl1akR1f/aJffWljt+u995tyLqOu3tddQa96VsHBwcHB4eeQIrPOh6TRCImbVn0gXJBIrnH2aOsSBMEDP+5nwfd0MdUlhbpHsFkURfFC6Ug1qpBbqMlYzKPzzhkvFKE3PzUyryFRQtiXhCdAHicLHn9PiENzW2RvM9+LnSlLvFF0UloYb9meMBNW9gaxFcO/P36+ZzxieGkXjBthH5tbxepqiwK5Kw2//zAbyT4EEDvSa5rxs0/xtwdnN9h4/FfDysXxuGv818IP763BnPhVff30R3c27nY3VVgD89JJG55ayqRYWcu/qQ865XPG0lTMdZ78pmS5+W+xp/eG751cHBwcPDggug9CALbBNrgMA9DtqOfHq9yiEBocVyOv+YJ/f5/P3dgaBYwYFMfdB8euJ8++Gbq5wcuOjyyHb+92MORTmB42MN8kXmtKLJd2w57fNRDrLRlXfSDT2VpofI1+vsKApkZQfZjBxkIZMiwGSNgXBQvkInDKlREs7t4oqHoIDgZJKJpi0gitHnUzx9P1bOFLc2m7q0N2zXICV1KabxQx2aCnpXFhdp+mDBl8PWKSHsJ7IetZdu+iuK43HzmQam1bPzj75MxRgWoo/wa5ceg+0b0lBcUuYiX2si2ppgLv6gupyIy24lnXcd9hX+8twVNHRwcHBwceorPuqCgG9LQk8FqOLoNF3MYzK6VICZczaZ3U4efue7nZlYO8CJPZyUfi00gm4z71rZ2DdJziX1bFB+1n1taqWd8fO8EtxFTxZ/+ukF85RLQbzY+587yPfc2T3Rf5KU2NvFyx5t/jx+fOHC+vOp9dYw9aSflWa88Q/GyiEx0g6DPqIODg4PD7gPHid6DGFxRrNzOr79foxQVQeAtdhTvNtnXZ9/yggpiQglhRDW5B5+64VrOxiNu833b7dvXKUf2Rpit/vL2tY0R/OG0iy/8IIvV9BVlv92v3Zbxb1ifZBAYruYoTmfKjq4qTfnWhuEeXHT7Kxq8PvX6p+Wonz0uF97+SopLr6s80WQxBLXPdT/scRhhS9YG5Qn2X3bnYjnmf/4tn/nf52X11gbl2l74yyfkEzc+q1/5GQ7Q9QFt5wq/vfe8ti61xuw5tO1DkPZTNz2bWssE08P801n+7Wx+DLqP8O2KzXXy6d8+F+n37rTTj2zrmN8RnWnXwcHBwcHBIZzPmgNy2XjJs4G6h04eKsfOHCk19S2yemu9FBbGpDjJZ26XI3g5bVSlBplrG1qlpDCmVCUE5AaUFWmgHH52TupNGFquVCVGTPNLR06RsqL8Htu8IHelBhOVt11PnBbK+UdMjsxaNTzLBF437WhSu2hDOdrNeApi8qHpI9Sf/rpBfOUkDPj79fM5098Hpg7Pme8Z35AFztee4IkOaz/MX/7+APWhfTHt8O8Pz6yU/37wDf3H99na74y9xiaeVfgnyUz/iuLC1LMN4rlQQ544Z3RW33TFp9n8GHQ/V993p53+duD75/PC50ZfPhUV6Drms+u4xx0cHBx2X8QSnOvbTVBbWytVVVVSU1MjAwcGpIT2AFZvqZPnVmyRsUPKVZjIz/H95SOnSmlxofz0geVpfMl+/nNzDUoWgpDcg58YnmJ4+F5ZvU0Dln6hQ4LUV540U35w31J5dPmmtODcmVb7pr+/v/SeXHjkVPnh/cvTeLgPnzJMLlgwRT5/6wtp9lDnT8+t1uOmvKknw9geB/3AtT1uaHA287L12+XaR98Ktd/2AxzU8EOOT7ZFfQLC37lrcUaf3zl5llQUFcjoweWp62u21ssl/3gt0M9/en61HDV9ZBrHNQHLH35ktlzyj9fTfOG/T50gnujROWQnMAYCu2HtQ5/hz/wlyMvcz9lzkK4F/LXoyCmp74H/Zxv4Z9GRU2X6qAF5ZxUH2WuC5bc/t0pOO3h8ag6jbGBdQlMT1r8ZY65+zebHn358H/n6X18NvG8+V+akQ5jfu8POqN8TCPD61/EVJ82U0296VrPnO9Oug4ODg0Pfxc7Yl/Yl7MzxGz7rddsa5P+9uUk2bW/SQHMYwmhUCCwTmCSw1u7LTj9u5kg5ZPJwPZHKCTiytgk6Exj81j9e0+QD+qTs+CFlHl1aU/pJvEHlRUq5yF6Velffs0See3ertLR5gT2S2Pfdc5AcOH6ICogOKiuWIRXFGf0RkGcEcycOzSmgyF4OTmgSUsjInTK8Ut7YsF0a4IgujMlxs0bJTz62T2j9H9+/TG5/frVmPJPNftrccXLxwumBZbHv1qfflUeWb9QMdzJ8CYQyZnPfz/eMfTxzQDHiL2+321me6FzaDxqH6Q8xS+pzWhcxWtrghUljc6s0tXpzZzCoLC4XHb1X1vY7Y6+xCU56EqWML5ifv760RgPEnMrMZXz+Mea6jqL8GHQf5Ov7rtoZ1c7z77I3jynnPnDc4w4ODg67977UBdF7AW+u3y6nXP9UitbCbCjZPLNJ+Ot582R9TZP+oYd2A+Egc89PawEH+oNLNqTuGbqM/ccN1rfjbJzZKHGMkqwROPA+fsMz8qm541J9jxtSLhtqG5Xjrb6lLc0W2rzlzINk/NByzdClPJkLbPDHDCrVTTtl2HBxjaOBiABtq2/WrBPNrmls0YcJ7CHL1i8oatN2nHTdk2l0JGSEYz9UKeOHlKv9W3Y0S3mJx5M4aViFTBxemar/yd88o4FF5W1sbFPqC8ohxvnnLx6SRqexYtMO+ccr7wfOAWP611c/oFlCNt8zDzQ2fYofcF6bcp3hifbTswS176cEMUHjdTWNctwvO+h8yPY28P/sB+sIqpugtjtjr1mHJ80ZrT5kU84x0eOveTLvsfmpV3LxazY/QlNkfBUEv7+y2dZZO6PAZxIBXvQD+OzweUIESjPUHP+4g4ODwy4HF0TfuS8RCJCdc+sLStlgqAnzQTZ+ckRC/3LuoRlBPAL4F9z2svKjsM9lb00w3U+ZAsg9HzGwVG49e25KtHPT9kYtCz0L9dh3/P7sg7uNE9n4BVN4lti8vUk21zVrP4insi9h7AiKBvXpr7+zy3d1/Pm2b+oj6Mm6MlQgyk8fUJ7nqeEDSjo9h33Nf7n2E3Sf0wj8Z4vJ9oRtDg4ODg4Ond2XO070XkBdc2sGx7eN2oY23Qizi2CDFRX8bGhul/lThsmCvUfIE29tkt/8e0Wq3b+ee4gGnAeUxWUolA8J0eAe/wgUm2A1QXr6ezGAZx0QWCfDO8qO339+rgwqjcucPQdn3BsjuWXKEmyP8guCqn6e8jsuODT1PZnvBNAJiG/a3pzBG19d36yZ0IbrmiBnNt74fcelj4cXCVGgTYKtncnoZl54WQC1yevvb9MHp9l7VKVeXDCeuqaWUJ5v2za/aGc2kU9eOLCWZNOOvHjAwwRazTwePW1Eyof4PgrZBDJtm7Tf5LngKHHTcLszhW2j/JWPeGd38YTzsinshZODg4ODg4ND98KIJVosJXkhKOhtI0zAMyVuWhiTgliBFMbavCz4kLbqW1pTVHOIdoJ4Ye5CofnCLyJZUlSQkxhlWP2dXb6r48+3/SBRT3NyIAxdmcO+5r9c+wm6/151va7rYUN61jYHBwcHB4fOwgXRewHZBAjZEBOwhjLlmwv3jixLcM8Etyl/3en7yaLbPEqWWuseVBCXnzhTEu3tKboNjszZQWRoLLhuU8YANsnZxA7JYh9YVtyjfgkSZzKiimymrrp7iTzho2axx8Om/5M3PqvfQ4XxvQ/PSgq1BotWBgk2ZrOxMyKP2E6mvKEWwSYyoa9/7G35xcNvpY3no/vvIf/111fl4WUbU9cZCzQ+bCzDfJVNsNZk7H/ixmdS7eUijpOPP7rqO7+fQJit2frKtp79/tqZ4p0ODg4ODg4OvSdCSCZ6ZxBF/2IyjB9asl5eWlUtIweWpKhU0sVN25SbPQqcHDT7Hk58kvSBUCjZBQS3oZTpToFDvzhjU0t7zmKUZBevqW6QggLRDHb24tSnPCdN4bn2U2zkKwbZUyKXNvWJ3f7mHU2aHc31oPJh40kT9cxycoHM6zXV9Sk+83zQ2/7LlSqlM8KxrHV83dcFTB0cHBwcdl84YdFeQJQAoS2a+cTbm+X1NTWRQqO2sCflf5fMMPffg1v5qnuWSGlxXC4/YXoG1zjgZ64b/jnTx8btTUrDEmXzMyu2yBV3LtYs6Z72i19UkT41uBoxHurjSzM2OKux9/ITZwT2FybY2F3ikQYp263AMDbClx80nivuWCzTRqcfJWEs8HBXlMRTtvlFPbMJzfIAZvxr2stlLvPxR1d8F+SnKFuz9ZVtPdtrzYl3Ojg4ODg47PowIoRwmsMX3d1obE3I7S+8p3u8y+9cIp+88WndpxpxU4LwLW1eYDUswDqwvEjOO2KS2mpEOxEhJYYODaIKhiZEObi7C35xRnxjxCijxBoZG/Qc1zzyloqj8jzxXnWDUsFUlBTK1fculW/+7TUtQ9mw/rKJNnaXeGSQ7diHnTPHDNR2V26u09OgDS1tet3YbZcPG48t6gmvfFV5kZTGYxlCtvi3rb1drnnk7Yy2ckFv+i9q3Pn2E3SftY6gZ3fOrYODg4ODQ3fCcaL3EoIECIPEQ8lKvuOCw+S79ywJFdj0Z1Lfds7BSsESdO/uC+frtvyka5/KygdNZvuXjpwiE4aUy6hBZYGZwH478uGOztUviE5+acEUOfuWDhFTW1QxG//1H885WDe72IhApE1L8+BXDpfv37ssLyHI7hKPBEG2Z+MvD7uP79mUY9uLq6rThFnN6YNbnno3UHR1bXWDnPfHl9LWS65zmY8/Ouu7znDFZ+sr6L5fYNeJdzo4ODg49BYcJ3rfEFY1wps/e2i5NLS0exnEyXthmcPE3LNlkEdxX4NP3/SsNLW1S0lhTDbXeTRyhdAVJoPqnzpoT92jBHGqs58hY3doZUnK3p7gtLYzjqMykG1+a073EXzm+xEDSqSltV22NbZm5VTPVwyyO8Ujg7i7ed65/v+9radvhw3osPuyE2ZoQD0bp3iQqCdAqHJDbVOq3F9feq9bOMB72n+d5VLP1k/Q/e6aWwcHBwcHh1zhONH7GNgEEND1eLCbUuKh/sA337+7pU72GzdYLj5umtQ1tWn2xkNLNwQGyQ0v4pd//2LgvR2NrbKtITrDmKOhBGr3GFSmwp6G3xmbydx+b2t9mhCnbUc+3NHZ/GILM4K7F80PFGvMxn8NV7qx0c91DedgUH9RnNZhNnaGBzvI9mz85WH3DR+7sQ3+9B+cMluFjFhfFaWF8oNTZ+sxZWM3vIwPLV0n1z36TsZ6yXUu8/FHZ32XbY6DbM3WV9D9ylLvWDQvopx4p4ODg4ODw+4Hw89cVFio2jNrtzUKCcTKY53Ij8olm9io4b7WsrGYjBtSLpu2dwRUCwsLJB5LSHNbQkZWlQYGEAnIsvc3XNKlRYke4Y022e9hP9uw+a3ZVwGPT93L8t/a0JKVUz2q/Vzs627ubvai5I0TQLevw2mfC6d4mH32Neht/vzCe1JVWdRlDvCe9l9nudSz9RN0v7vm1sHBwcHBobvhONF7ESkBwo0in7jx2fBJKYgpdzkioIYzPUoQE+GaMJ5vuK/rmwty4mR/4KLDM4KbZF9EZUl3B3d0mDBjWKA1G/81GS/GH0Fc150Rguwu8cgg27PxlyMyGuX7XG3Llt2dz1zm44/O+K6zfOrZ+uqueewMwgRiHRwcHBwcHHYuUjzWLSQuJKS1zQtyB0XRyShn70bWer7gBKHJSDZ80PY+MCHt0tbmBaDhTo+ytS/xRts2mfEkks80iNnnyqm+MxDmT/yfz/XOjKcvzuWuYKuDg4ODg0NPwXGi7wTkwgVuvvJvY21jKL81/Okm48MPqCrIEICT8PAs/VEW3uh8bN1Z3NG5cqn3Ra7rINuz8ZdTB3oWG50ZS1+cy13B1lxAls6i21/RlxinXv+0HPWzx+XC219JZaM5ODg4ODg47DykeKzjBZo9DY91abxAyooKMjLNj50xUr553DSJ+8mtNbtclPea4GIsQOT8/CMmp7JsDR/0jqZWjztbkhQxsZh8aPoI5U6PsrUv8UbbNtU2tCpv+4CSQv0+V071nYUwf+J/c93Lwm6Tk/YZk3a9q+Ppi3O5K9iaK6CN4TQAXx0cHBwcHHKB40TfSYjiSL/tuVVy+sHjlZLkkElD5IoTZ8q6mka59rG30njS4TD/zskz5f3qBrnxiXfS7hF8veKkmXLNw2/KpQuny5ptDXLNo+n1TX9/em6Vlh03tCJnW3c2d3Q2jvn9xw3qs1zXftsJkN985kHyq0cRF80cz+3PrZLpY6pSpxG6Mpa+OJe7gq3ZMtAJoPtFUs14oJhxGekODg4Oux8cJ3rf4ES3EcRjDb/33a+9ryH0k+Z4QVRT9panVsiG2mbZa2Sl7DG4XPOv504cmsF9PXJgiV73Bxx/fP8y+etLa6StLSEFBTGZtcdAOX3u+NAAepCtfYk32rYJ5Mqp3hcQZp89R9AAEkhmf96d4+nrvumvtkYBHambn3xXKWp46WXm1cHBwcFh90RtjvtSF0TfiTD0DhyHI5DKUUeJJSReUCBb65qkoqRIj8tVFBdqmbb2hAqI1je1yYDSuJednEhIQ1u7npmEn5FslsqSuGbOcAJ1SEWxbKlrlhOvfVI3B/uPG6y82IPLi6S1LSE19S0yYVi5TBhWmZOtXeUE707YNlWUxDXDpaahWf1muK5rG/qOvVH+LCqIyT/+877M3qMqjX+ezR0vAaDaIQOmO8bSF+dyV7C1O0VSHRwcHBx2fbgget8LovcmOivU6NB7cHO0a8LNq4ODg4ODH05YtB8gip950vD0oFpXAocrNtdpIDaMV/2OCw7N2sbO5JLOz6bgbPq+Br/tr6yull88/FZoeQLo+44b3CN992X0J1u7UyTVwcHBwcHBYddGZ4UaHXoPbo52Tbh5dXBwcHDoLJywaB/NviV7vLU9oQI89U2tGkg0QoTch+d8m2ZZx6UkmYFdWVqk329vatWgOdnYbMrLSwpl0ZFTNKuZ7HXoMEYOLNUy1IeGcdWWOj26SiZ7b4oedlVsMZ/6dlnN8C+Jy47G1p0m9Gjbg9CUmSPmhXk694hJsmDvEVoWoau3NmyXEQNK+n1Qubvmv78IdXZWJNXBwcHBwcFh14UTauz7cHO0a8LNq4ODg4NDZ+GC6H3wzfgVdy6WT80dp1xtNoc5ojyXnzhDvv3PxRnc2efMnyRb61vkf59Mr2N4tZetrZFff3p/5ZL+3t1L5MlkGYK1//u5A+X6x+Dj3pLG1fyjj87pUcV1xnrx319L44rOp9986ttlGfM1p+2X4d/eGHOU7fDYYxc84D/92D7Kz/fjB5an8+AnOcF7w8aeRlfmv6trZ2eIpNrc7v1ZJNXBwcHBwWF3QxTXt8GDi9fLsvW1Mn3UQJkwrCJVBk71oOtGqJEEirXVDZKQhBw6eZiW9/Oy93Zmeld4r/OpG1R2Z3Nu+/s3c8QpgYICkaOmjUjNUX/nBd/Z87+z4J9Xnrn6u0iqg4ODg0PvwHGi90EBwn32HKT0HnbwFJCp/Orq6rRgt8EPTp0l972+LhUct0Egfb9xg2WPqlItY9enzaC+elr0sKtii/nU95fdWWPOxfb5yZceG2ob5d7X1+00G3saXZn//ijUuauIpDo4ODg4dB8cJ3r/4ES3BQhb2tpEYjEpKihIEyM87w8vyr+WbdQTpPCaE/weUFIk25taNBgO77l93a6LcOWtz6zU9tEzQiKpMBaTdhEtN6S8uFdFD7siuJhP3aCyYGeKPYbZT2D41qfflUeXb1IavsbW9p0yN7vS/PcF9IeAv4ODg4ND39qXF/SSPQ45AGoKAoP77TkoMHjK9aAAOoCeJSiADmiLuiMGlmbUD+sLEPDDpp4ca2f7zae+v+zOGnOYPTaYQzZyzOfOtLGn0ZX57+ra2RlgTgnuIyKKBgFf+dkF0B0cHBwcHKRPB9kIChIEH1gWl+1NbbK9ARq5uF7jHv8IoBMBRyi+PYGWTbu0J9qTXwmKS+p6SVFBqi7Z6/945X1pak0oBSPXKdfSnpBEIiFNLW0ahKcstvTmeOFqN3bm0nc+dYPK3vD4O3Lj4ys61Xd3IJv97D05LdDc1q5z3dtz0xvorfnvKyBwvmDaCBdAd3BwcHDIGY7OpRdhOJx3NLXIoPLiFAd5ZUlcigsLpLq+WW4+8yAZXF6kFA+fmTde5k8ZptzocHiXxgvkvi/P17Z2NMFnXihFhYWyvqZBM2/JsP7T86uVCoZAcZNmSRTKy6urtY02duU+UKYnRA+D+KqBuUZ2AjQyZNrUt7Sl7DSc4Nn6zUes0V+2O8fsHydzWdfUKjUN4Tzd2WxnTTBfudgY1D/3qutbpKK4UHnfB5UVdTozu6d4x7sitmnXhZqHLBd7vZMFlusYuLetvkXqmlulrrlNfdVTvPO7gkiqg4ODg4PD7ipAyP6MbHJ2GeypjRDoq2u26d6juDAmiYQpIdLQ0ma11HGd/f/wASVaF5qXhuY2vcs/GwTeyWsn6N7Q3N4rgqNdEVzMp25Q2fe21uu9PYeU7xSh1Sj7AffKigv0tEC8MCbE0ntzbnoDvTX/Dg4ODg4O/RUuiN5LMBzOL62qVt7rnzz4RiB3+Zdvf0UOnTRUbvvCPLnq7iXyi4ffiuQuN/W+eOMzst+4QfLHc+bJjx9YJtc9+nZamZPnjEltAm2UxAu6XfTQz1eN7bwc+NWj2J7OAX7mYRPl6399VQPn2Ilv8EG2fvMRa/SX7a4xh/GaMybGwJiCeLqz2d7S2i4Th1ao32gjzMZc+senFx45VcYPKc8767knece7IrZp6trc9vZ6t3njw8bAfbBqa71c++hbuyzvvIODg4ODg0P+fOeGj5yvJH6QHMH+UV/UJ7wA+ZYdTfpzI3u1BEkaCfFyzD0UFbLfNIkbHdfb2tuVti9eUKA86YjL8yLfnwRAzkdBLKGJMyRGdHVfEkZdYV/3qGcSsnlHkwyrLNFxM/5c+s5HrDGoLH6ISSyn+vmMM1fKDr9Nm7c3eZnnre3KZc89Ejag22ltS+jXpiRtid/GIBuef3erroO5E4d2KajckxQkXRHctOvyWdnW0CLxglhg3WxjsPUFjp01qtvG5+Dg4ODg0FW4IHovgGxXE8gjW9wvaAnMz4YPkAC6HSzn+nWPvR1Zj0DiVfcskX3HDVbOPrsM17905FQ5fMqwtED2K+9t00BrGPd2vqKH9lht2/2BSkNdkrBsN/cRT83Wbz5ijf6y3THmoHEGjYk+4cK2ebqjbMeup1dsUe77y06YLt/65+JAGytL4/ryIVv/Zownzhkjx88alXMmdNj4gsbT22Kbpu6cPQcFfpawWcVZP75P6Bj+35ub9Hn2ntfXhtbvi9zqDg4ODg4ODj3Ld97S5tGwcAJ0SEWxzBwzUJasrZX1NY1ah7D4htqmVBsPLt2Q+t4+67i9sVXI2+BwoX0Ickudd6JuUFlc1tY0yHlHTJbv37NU2nyHEDXjPSEalJw7YXCXAqZhXNVp42/3aEqgkuHnHY2tOv5cBRfzEWsMKnv+EZNTFCCdFXv0j9PMXS4c3bZNK7fUpdbA1fcu1evmHqeHGxNee7xo8dsYZMOz726V2gZv3geWxuWio/fqFFd4T3OOd0Vw09T95cNvytrGVr3GCdCn39kc6R//GGx9ATLaj5k+Qm4448BuG6ODg4ODg0NX4DjRewE2h3MUH7fhLg/iPs+lngmimu9t0B5UFZefNEMDtQZsYhYtmKLBdRuU+d6HZ+UdRAziq87VdvPz/uMGZe2X+2REE0y1YbKM7fr+soyZzRpZ29nq5jPOsDH5ebqNPWQ82zCnCrCP+dpn7KC0ubKzpKGMybV/foaiJB+u8J7mHc9n/sLqcmIjije+ui58DPiD46a7Mu+8g4ODg4ODQ3585wQ6vcxyj/uafwRh2Z+RKQ0dYy4PTwUx7+TcsMpS+eLhkzRwSmYvFC1kMJOhW1JU6PWvye1+MhcPJLMTbMeGznJLh3FVk+2bNv6GFvXBqIGlSn3HeC87YYaecMwV+Om3nztIfvKxOfo1qm5Q2XzqZxsnGeQEY5nDXDm66Z8xlxUVatIGGeim3qGTh6lN152+v1x/+v5y7Wn7Z9gYaMPSjVJb36JrorAgpj6G/z3f+ewtzvGuzAE+Ki2K68uXicMqlGbStjHbGFiTRl8AeiS+8jPXHRwcHBwc+gL6TSb6hAkTZNWqVWnXfvjDH8oll1wifR02h3M2Pu6w+/nUCysL93NNY4vsN26wnH3YRC3HcbvnV26VAyYMljMPmyDlxXGpKCmUh5ZukNoGgogV0lWu63zHDDdkPmKNBDvh0IYChA1vUADWX5bMiJ99Yl/NsslWtzOc3v4x+Tm+sYeMe/gfzTyQIW9oWEwbPzhltvJ1c63K4ut+ZXV1Xv3zcz5c713hLM8V+cxfUF20AKJQm8yCCUK2NdldY3RwcHBwcNhV0Z/35mF85ypJE4OKJcl5Hfc4r9kXQTVSWYKGURo7SygITFO3tLhQSuKFyqdNEkRxgaS1rZzqgigpgqId9Qm60if6Nl3h3Q7jqoYuw1zHLoAP0OUZluRsJ9M6X2BjrnYGlc2nftQ44Ssnmxk/58PRzZjxO3Q2/nrZRCjDbMCvcd6I8MIkkdBnnXznszc5x7syB+gFjBxYqjaWFiXSbMw2Btak0RcoiBVIvJAXWQm97mhdHBwcHBz6AvpNEB1873vfky984QupnwcM6B8iJTb/czY+7rD7+dQLK1tRCudiaxp/tB/wrtcny5y67x7SHVzX+Y45Hx72fMQag8qOHCg9wumdy5gQVf38rS+GtsHGcvywim7pn5/9NkQJbnaFszwf5DJ/YXZWlRVnfXgN45XPtia7c4wODg4ODg67Kvrr3jyIw1nj5xq49jivCwpiSdFyj7tcObFb2i2J0HBQxvBl23Wp2domaW1z8vCe19ZJm48TnR9jBd6L/85wg2fjuTZ2mfFrnzwcFni85F3pc2fAP078TaAW/xGYzXVM3cULbttA4Ly1DT71mPqYLP98fdsVu3oL2WzMdp81ib/4/BFA189hLKbXHRwcHBwc+gL6FZ0LG/NRo0al/lVU5JclvbNgOJxtPu4gcJ37/DvcVyaXemC+9b2/DG/6EUHyU7fYVCFbdzTL6+/XdIoP3T/WfG0Hne23txE0znzHxDU/pYvB4TnygufSv8799qa09sj4WHT7K3LUzx+XU69/Wo762eNy4e2vpMRno9rvzTmKsjOrD1ZvU0FbAul+4A/+ha3L/rIOHRwcHBwcdib6697c5nAm4F3b0CoDSgr1ZT2Z40TT4b7mH5zQZMFSlixlTwAzHGSQU8bwZdt1oXDxt809eJ8JsBrwHYF2u1xns43tcfIswFfbLjP+8pK4lMRjsrWuOVWmuzOcexL+ceJv/Ir/7HFnGxP3T5wzWhpbvGzxfHwRZMMhk4ZIWUmhnnIgS5t1Bv97WHtQmzy2fGMGTUvYPO6sOQqy028jQfAPTB2e8xhYk8wZnxEy0Pn6oekjXBa6g4ODg0OfQSzBq/F+cmS0sbFRWlpaZNy4cXL66afLV7/6VYnHc0+mr62tlaqqKqmpqZGBA3v3jTabMMQKX1xVLdectl+GIKLhw4bO47DJQ5Xq49t3LE5xOhMIJEv8+sfeSRMGtesdOH6wXH3KLLnqnqUen5yvDP3/3zkHK1e0X6SUMosWTJXB5UUaRJ8/ZZiM7mRmgxnrvy3bCWb+6rG30ziqCfjDs2coTPj5Rx+ZI2OHlEt/gH+cQWMyHN9BviTDetn67Rmiq8zFhUdOlemjBkRmaefSPz9/6/jpMqS8WEYlbaBfAtNBfOHYawQ1g9qPGk93Ixc765rbMmy0PxMHjB8sx88eLZf+4/W0uj/56BzNBFq1tT7D/4cn7/fGGB0cHBwcdl/szH1pX9ib95XxEwRkz2OyYfkeLmsCoFyzg5SmLPfZL9c0NMvEYZVSVFggG2obZeTAEhkxoDRr3aD7p1z3hLy6plb3JwTi54ytkouO2iujXHeM02/XrU+/K48s3yjNLe1SWBiTjx8wVi5eOF36I/zjDBt3GIzwJZSPnfWF6fP5d7foKQPaAodMHiIXHb13qB25CIfmO56eQDY77TWFXq2/TLYxwIEOhQsZ6I7GxcHBwcGhN5DrvrTfBNF//vOfy/777y9DhgyRp59+Wi699FI566yz9HoYmpqa9J/tlD333HOnbdYNLUVdE0fYilXoBg5CuA7JkmAjXlHSwQtNebJlOeqGMAtHLalDJoOpxzXqDSwtTqtneKb9bXOc8cO/eko3MohP2nzcbIYQy9lzcJlMHdm1TZltg+G6ButqGmXF5jopLSrUo41QmtS3tKVs+Mh+e8ik4ZXSX+AfZ2VpXOcGYapsHN/vbNwhJ133ZOhc3L1ovkweUZm1/2w+PWXfMTJlxIC0fsnsDsMjXzsi1W/QPOYrNttZ5Grnqs118vamHRn+MzQu//rqB/QoaNAYGB9aAUG88w4ODg4ODj2JvhJE7q29eV/bl/clEDS84LaXlcMlXujRWZCFi4BlTwcRCWiec+sLGrw3FBtkCCMq2Z8y0fuaL/Jtq7/MQy529pexODg4ODg45Lsv36mc6AgP/fjHP44ss2zZMpk2bZp87WtfS12bM2eOFBcXy7nnnqsCRiUlJYF1uffd735X+gqy8z9XdJrvO3s9r20EKQkWhvGic3TRiAt1BWG2E+y94I8vh9Y7etoI6U/o7BwBOL6j5iIXYUv6zten+YiGdmV8XUWudm6tb47klmc97ztucOC9nTk+BwcHBweHvoae3Jv3tX15X8LOFFTsTcHKvo7u9EW+bfWXecjFzv4yFgcHBwcHh3yxU4Po//Vf/yVnnnlmZJlJkyYFXj/44IOltbVVVq5cKXvvvXdgGTJi7A2+yXjZnZGLIGVPCir2lmBlf0B3+SLfdvrLHORqZ38Zj4ODg4ODQ19HT+7N3b48HDtTULE/CFb2FrrTF/m21V/mIRc7+8tYHBwcHBwc+pWw6PDhwzWTJeofWS1B+M9//iMFBQUyYkR45jJZMKTh2/92d2QTY/QLUPZm/7ubmGN3+SLfdvrLHORqZ38Zj4ODg4ODQ19HT+7N3b48HDtTULGvCVbuTHSnL/Jtq7/MQy529pexODg4ODg45It+wYn+zDPPyHPPPScLFiyQAQMG6M8IFy1cuFBuvfXW3YZ7srvAUbqL//5ammCjEbOcMKQ8JUDZk/3vTMHKvoTu8kW+7fSXOcjVzv4yHgcHBwcHh11hX9ode/P+PP6ews4UVOwLgpV9Bd3pi3zb6i/zkIud/WUsDg4ODg4OtbuSsOjLL78sF1xwgSxfvlwFiSZOnChnnHGGUrWE8aEHwW3WO2CLlpYXF0pFcVwGlRf1Gj/0zhSs7GvoLl/k205/mYNc7ewv43FwcHBwcOjv+9Lu2Jv35/E7ODg4ODg4ODjsOtilgujdhb68WTcBQMQUB5YVSWVJXOqbWqWlPaFCQ3xPYLC4sEC2NTRLJUHCCi9I6K/LdeC/1pWAYlAffam93kC+NvfHMTo4ODg4ODj0DvryvrQ3sLuP38HBwcHBwcHBoX/tS3eqsKhDOL3KUdOGyzePmy7fu2eJPPX2ljTalbMOmyin3fScHDh+sFx9yiz53j1L5eFlG/U+WeU3n3mQ/OrRt+WJt9OpLX700TmdEnQJsq8vtdcbyNfm/jhGBwcHBwcHBweHcCoKc625tV2K4x1CiWHl/DQW3U1vsTNpR/oCdlWqFAcHBwcHB4e+CZeJvpNBtvKi219JC7aCRUdOkVdWV6cF0O1A+n7jBst1j74t86cMlX2T32erRxD32tP2yysbOsy+vtJebyBfm/vjGB0cHBwcHBx6F7t7JnZfHv/vnnpXbn7yXWlsaZfSogIVSQRc21rXLI2t3vWiwgKRREKKCgszytl1SYAJapPr3WljZ9vrbtt6A/na3B/H6ODg4ODg4NC39qUFvWSPQwig+wgKtu6356DAQDjgOvfBk9b32eohukh/3WFfX2mvN5Cvzf1xjA4ODg4ODg4ODl62MsFW+C5HDCzRrzc+vkJuePwdaW5r138Ezhub26S2oUW2N7XJwLJ4Wjm7Lm0hGOpvk5/pq7ts7Gx73dlWbyFfm/vjGB0cHBwcHBz6HlwQfScDvuwgNLW2R9az74d9HwREF7vDvr7SXm8gX5v74xgdHBwcHBwcHBw8ahaylavKiqQgFtOv9S2t0tDcJiXxAuLnEi+MaSCW72Mi0tqeSCtn16WtZetrM9rkZ/rqLhs72153ttVbyNfm/jhGBwcHBwcHh74HF0TfyRhYWhR4nU16FOz7Yd8HAXHS7rCvr7TXG8jX5v44RgcHBwcHBwcHB1G+bOg+ahpapD2R0K/lRXEpKy7UZJVYTKS1LaHBc74nmB4viKWVs+vS1vRRAzPa5OfO6uQE2djZ9rqzrd5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|
||
"text/plain": [
|
||
"<Figure size 1500x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Pearson: 0.202\n",
|
||
"Spearman: 0.223\n",
|
||
"Pearson: 0.195\n",
|
||
"Spearman: 0.272\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axs = plt.subplots(1,2,figsize=(15, 5))\n",
|
||
"sns.scatterplot(data=df_ma, y=\"site_temperature\", x=\"channels_all\", ax=axs[0])\n",
|
||
"sns.regplot(data=df_ma, y=\"site_temperature\", x=\"channels_all\",scatter_kws={'s': 10}, line_kws={'color': 'red'}, ax=axs[1])\n",
|
||
"plt.xlabel(\"Site temperature\")\n",
|
||
"plt.ylabel(\"Bike counts\") \n",
|
||
"axs[0].set_title(\"Temperature vs. bicycle counts (Stadt Mannheim)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"# Pearson\n",
|
||
"pearson_ma = df_ma[[\"channels_all\", \"site_temperature\"]].corr(method=\"pearson\").loc[\"channels_all\", \"site_temperature\"]\n",
|
||
"\n",
|
||
"# Spearman\n",
|
||
"spearman_ma = df_ma[[\"channels_all\", \"site_temperature\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_temperature\"]\n",
|
||
"\n",
|
||
"print(f\"Pearson: {pearson_ma:.3f}\")\n",
|
||
"print(f\"Spearman: {spearman_ma:.3f}\")\n",
|
||
"\n",
|
||
"# Drop all nan values in site_temperature from big dataframe\n",
|
||
"df[\"site_temperature\"] = df[\"site_temperature\"].replace([\"na\", \"NA\", \"Na\"], np.nan)\n",
|
||
"df = df.dropna(subset=[\"site_temperature\"])\n",
|
||
"pearson_all = df[[\"channels_all\", \"site_temperature\"]].corr(method=\"pearson\").loc[\"channels_all\", \"site_temperature\"]\n",
|
||
"spearman_all = df[[\"channels_all\", \"site_temperature\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_temperature\"]\n",
|
||
"\n",
|
||
"print(f\"Pearson: {pearson_all:.3f}\")\n",
|
||
"print(f\"Spearman: {spearman_all:.3f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3fe1513a",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Die insgesamte Korrelation zwischen der Temperatur und der Fahrradnutzung in Mannheim beträgt nach Pearson 0.202.\n",
|
||
"#### Betrachtet man jedoch die Korrelation der einzelnen der Messstationen so ergeben sich folgende Werte."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "46404807",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" counter_site pearson_corr\n",
|
||
"1 B38. RI. AUS 0.011942\n",
|
||
"15 Lindenhofüberführung 0.235979\n",
|
||
"25 Theodor-Heuss-Anlage. RI. AUS 0.393459\n",
|
||
"21 Renzstraße 0.445103\n",
|
||
"19 Neckarauer Übergang -Schwetzinger Str. 0.486533\n",
|
||
"5 Feudenheimerstr. stadteinwärts 0.510540\n",
|
||
"27 Theodor-Heuss-Anlage. RI. IN. 0.510875\n",
|
||
"7 Feudenheimstr. stadtauswärts 0.533080\n",
|
||
"13 Kurpfalzbrücke 0.548310\n",
|
||
"9 Jungbuschbrücke 0.557844\n",
|
||
"11 Konrad-Adenauer-Brücke 0.568114\n",
|
||
"17 Luzenbergstr. 0.584917\n",
|
||
"3 Fernmeldeturm. 0.619432\n",
|
||
"23 Schlosspark Lindenhof (Richtung Jugendherberge) 0.629848\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"corr_per_station = (\n",
|
||
" df_ma.groupby(\"counter_site\")[[\"channels_all\", \"site_temperature\"]]\n",
|
||
" .corr(method=\"pearson\")\n",
|
||
" .reset_index()\n",
|
||
")\n",
|
||
"\n",
|
||
"# Nur die Zeilen channels_all vs. site_temperature extrahieren\n",
|
||
"corr_per_station = corr_per_station[\n",
|
||
" (corr_per_station[\"level_1\"] == \"site_temperature\") &\n",
|
||
" (corr_per_station[\"counter_site\"].notna())\n",
|
||
"][[\"counter_site\", \"channels_all\"]].rename(columns={\"channels_all\": \"pearson_corr\"})\n",
|
||
"\n",
|
||
"print(corr_per_station.sort_values(\"pearson_corr\"))\n",
|
||
"\n",
|
||
"corr_per_station_sorted = corr_per_station.sort_values(\"pearson_corr\")\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.barh(corr_per_station_sorted[\"counter_site\"], corr_per_station_sorted[\"pearson_corr\"])\n",
|
||
"plt.xlabel(\"Pearson correlation (site_temperature vs. channels_all)\")\n",
|
||
"plt.ylabel(\"Station\")\n",
|
||
"plt.title(\"Correlation between temperature and bicycle counts by station\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "faf7f222",
|
||
"metadata": {},
|
||
"source": [
|
||
"An den meisten Stationen ist die Korrelation positiv (d.h. wärmere Tage → mehr Radverkehr).“\n",
|
||
"„Die Stärke variiert jedoch deutlich zwischen den Stationen (von ~0 bis ~0.63).“\n",
|
||
"„Insbesondere an Stationen X, Y, Z ist der Zusammenhang besonders stark.“"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "56606822",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\mannh\\AppData\\Local\\Temp\\ipykernel_26744\\3267416270.py:14: FutureWarning: \n",
|
||
"\n",
|
||
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
|
||
"\n",
|
||
" sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1])\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Spearman (Mannheim): -0.100\n",
|
||
"Spearman (alle Städte): -0.114\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#rain category\n",
|
||
"df_ma[\"rain_category\"] = pd.cut(df_ma[\"site_rain_accumulation\"], bins=[-0.1, 0, 2.5, 7.6, 50], labels=[\"No Rain\", \"Light Rain\", \"Moderate Rain\", \"Heavy Rain\"]) \n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(1,2,figsize=(15, 5))\n",
|
||
"\n",
|
||
"\n",
|
||
"sns.regplot(data=df_ma, y=\"site_rain_accumulation\", x=\"channels_all\",scatter_kws={'s': 10, 'alpha':0.5}, line_kws={'color': 'red'}, ax=axs[0])\n",
|
||
"\n",
|
||
"plt.xlabel(\"rain accumulation\")\n",
|
||
"plt.ylabel(\"bike counts\") \n",
|
||
"axs[0].set_title(\"rain vs. bicycle counts (Stadt Mannheim)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"\n",
|
||
"sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1]) \n",
|
||
"axs[1].set_title(\"Bike counts by rain category\") \n",
|
||
"axs[1].set_xlabel(\"Rain category\") \n",
|
||
"axs[1].set_ylabel(\"Bike counts\") \n",
|
||
"axs[1].grid(axis=\"y\", alpha=0.3)\n",
|
||
"plt.tight_layout() \n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Spearman\n",
|
||
"spearman_ma = ( df_ma[[\"channels_all\", \"site_rain_accumulation\"]] .corr(method=\"spearman\") .loc[\"channels_all\", \"site_rain_accumulation\"] ) \n",
|
||
"print(f\"Spearman (Mannheim): {spearman_ma:.3f}\") \n",
|
||
"# Gesamtdaten bereinigen \n",
|
||
"df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].replace([\"na\", \"NA\", \"Na\"], np.nan) \n",
|
||
"df = df.dropna(subset=[\"site_rain_accumulation\"]) \n",
|
||
"spearman_all = ( df[[\"channels_all\", \"site_rain_accumulation\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_rain_accumulation\"] ) \n",
|
||
"print(f\"Spearman (alle Städte): {spearman_all:.3f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"id": "80a7ede1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{2020: np.int64(1688124), 2021: np.int64(1525185), 2022: np.int64(1789267), 2023: np.int64(2262742)} 2022 vs 2021 %: 17.31475198090724 2022 vs 2023 %: -20.924833675248877\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Auswirkung der Einführung des 9-Euro-Tickets vom 1. Juni 2022 bis zum 31. August 2022 im Vergleich zum Jahr davor und danach\n",
|
||
"\n",
|
||
"#In Mannheim\n",
|
||
"\n",
|
||
"d = df_backup.copy()\n",
|
||
"d[\"t\"] = pd.to_datetime(d[\"iso_timestamp\"].astype(str).str.strip(), errors=\"coerce\", utc=True)\n",
|
||
"d = d.dropna(subset=[\"t\"])\n",
|
||
"d = d.loc[d[\"domain_name\"] == (\"Stadt Mannheim\")].copy()\n",
|
||
"\n",
|
||
"d[\"metric\"] = pd.to_numeric(d[\"channels_all\"], errors=\"coerce\") \n",
|
||
"\n",
|
||
"def win_sum(y):\n",
|
||
" a = pd.Timestamp(f\"{y}-06-01\", tz=\"Europe/Berlin\")\n",
|
||
" b = pd.Timestamp(f\"{y}-09-01\", tz=\"Europe/Berlin\")\n",
|
||
" return d.loc[(d[\"t\"]>=a) & (d[\"t\"]<b), \"metric\"].sum(skipna=True)\n",
|
||
"\n",
|
||
"vals = {y: win_sum(y) for y in [2020, 2021, 2022, 2023]}\n",
|
||
"print(vals, \"2022 vs 2021 %:\", (vals[2022]/vals[2021]-1)*100, \"2022 vs 2023 %:\", (vals[2022]/vals[2023]-1)*100)\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots()\n",
|
||
"bars = ax.bar([\"2020\", \"2021\",\"2022 (9€)\",\"2023\"], [vals[2020], vals[2021], vals[2022], vals[2023]])\n",
|
||
"ax.bar_label(bars, padding=3, fmt=\"%.0f\")\n",
|
||
"ax.set_title(\"Mannheim: Juni–Aug Vergleich 2021/2022/2023\")\n",
|
||
"ax.set_ylabel(\"Summe channels_all\")\n",
|
||
"plt.tight_layout(); plt.show()\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "47cc2917",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Monatliche Beobachtungen im Jahr 2021, 2022, 2023 in Mannheim als Liniendiagramm\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"years = [2021, 2022, 2023]\n",
|
||
"labels = [\"Jan\",\"Feb\",\"Mär\",\"Apr\",\"Mai\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Okt\",\"Nov\",\"Dez\"]\n",
|
||
"\n",
|
||
"# --- 1) vorbereiten + filtern ---\n",
|
||
"d = df_backup.copy()\n",
|
||
"d[\"t\"] = (pd.to_datetime(d[\"iso_timestamp\"], errors=\"coerce\", utc=True)\n",
|
||
" .dt.tz_convert(\"Europe/Berlin\"))\n",
|
||
"d = d[(d[\"domain_name\"].astype(str).str.strip() == \"Stadt Mannheim\") & d[\"t\"].notna()]\n",
|
||
"d[\"metric\"] = pd.to_numeric(d[\"channels_all\"], errors=\"coerce\").fillna(0)\n",
|
||
"\n",
|
||
"# --- 2) Tageswerte -> Monatssummen je Jahr ---\n",
|
||
"daily = d.groupby(d[\"t\"].dt.floor(\"D\"))[\"metric\"].sum().reset_index(name=\"metric\")\n",
|
||
"daily[\"year\"] = daily[\"t\"].dt.year\n",
|
||
"daily[\"month\"] = daily[\"t\"].dt.month\n",
|
||
"daily = daily[daily[\"year\"].isin(years)]\n",
|
||
"\n",
|
||
"m = daily.groupby([\"year\", \"month\"])[\"metric\"].sum().reset_index(name=\"month_sum\")\n",
|
||
"\n",
|
||
"# Pivot für Plot (Monate 1..12 als Index, Jahre als Spalten)\n",
|
||
"sum_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"month_sum\")\n",
|
||
" .reindex(range(1, 13), fill_value=0))\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- Ferien markieren (Tagesebene) ---\n",
|
||
"def build_ferien_bw(years):\n",
|
||
" same_year = [(\"04-19\",\"04-24\"), (\"06-07\",\"06-19\"), (\"07-28\",\"09-11\"), (\"11-02\",\"11-05\")]\n",
|
||
" cross_year = [(\"12-21\",\"01-08\")]\n",
|
||
" out = []\n",
|
||
" for y in years:\n",
|
||
" out += [(f\"{y}-{s}\", f\"{y}-{e}\") for s,e in same_year]\n",
|
||
" out += [(f\"{y}-{s}\", f\"{y+1}-{e}\") for s,e in cross_year]\n",
|
||
" return out\n",
|
||
"\n",
|
||
"ferien = [(pd.Timestamp(s, tz=\"Europe/Berlin\"), pd.Timestamp(e, tz=\"Europe/Berlin\"))\n",
|
||
" for s, e in build_ferien_bw(years)]\n",
|
||
"\n",
|
||
"daily = d.groupby(d[\"t\"].dt.floor(\"D\"))[\"metric\"].sum().reset_index(name=\"metric\")\n",
|
||
"daily[\"year\"] = daily[\"t\"].dt.year\n",
|
||
"daily[\"month\"] = daily[\"t\"].dt.month\n",
|
||
"daily = daily[daily[\"year\"].isin(years)]\n",
|
||
"\n",
|
||
"daily[\"is_holiday\"] = False\n",
|
||
"for s, e in ferien:\n",
|
||
" daily.loc[(daily[\"t\"] >= s) & (daily[\"t\"] < e), \"is_holiday\"] = True\n",
|
||
"\n",
|
||
"m = (daily.groupby([\"year\",\"month\"])\n",
|
||
" .agg(month_sum=(\"metric\",\"sum\"),\n",
|
||
" holiday_share=(\"is_holiday\",\"mean\")) # Anteil Ferientage im Monat\n",
|
||
" .reset_index())\n",
|
||
"\n",
|
||
"sum_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"month_sum\")\n",
|
||
" .reindex(range(1,13), fill_value=0))\n",
|
||
"hol_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"holiday_share\")\n",
|
||
" .reindex(range(1,13), fill_value=0))\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"x = np.arange(1, 13)\n",
|
||
"fig, ax = plt.subplots()\n",
|
||
"\n",
|
||
"for y in years:\n",
|
||
" ax.plot(x, sum_pivot[y].to_numpy(), label=str(y))\n",
|
||
"\n",
|
||
"ax2 = ax.twinx()\n",
|
||
"# z.B. Mittelwert über Jahre oder pro Jahr (hier Mittelwert):\n",
|
||
"hol_mean = hol_pivot.mean(axis=1).to_numpy()\n",
|
||
"ax2.bar(x, hol_mean, alpha=0.2) # Ferienanteil (0..1)\n",
|
||
"\n",
|
||
"ax.set_xticks(x, labels)\n",
|
||
"ax.set_xlabel(\"Monat\")\n",
|
||
"ax.set_ylabel(\"Summe channels_all\")\n",
|
||
"ax2.set_ylabel(\"Ferienanteil (0–1)\")\n",
|
||
"ax.set_title(\"Mannheim: Monatssumme + Ferienanteil\")\n",
|
||
"ax.legend()\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"# Prognose berechnen für Wachstum im Jahr 2022 mit bezug ob das 9$ Ticket gedämpft hat"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.10"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|