{ "cells": [ { "cell_type": "code", "execution_count": 16, "id": "ea7d1a2b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "181190f4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_481669/4284432569.py:10: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n", " df_temp = pd.read_csv(datei)\n", "/tmp/ipykernel_481669/4284432569.py:10: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n", " df_temp = pd.read_csv(datei)\n" ] } ], "source": [ "import pandas as pd\n", "import glob\n", "import os\n", "\n", "pfad = \"../data/tageswerte_pro_Jahr/*.csv\" # z.B. \"data/*.csv\" oder \"C:/Users/du/fahrrad/*.csv\"\n", "\n", "dateien = glob.glob(pfad)\n", "dfs = []\n", "for datei in dateien:\n", " df_temp = pd.read_csv(datei)\n", " jahr = os.path.basename(datei).split(\"_\")[2].split(\".\")[0]\n", " df_temp[\"year\"] = jahr\n", " dfs.append(df_temp.astype({\"year\":int}))\n", "\n", "df = pd.concat(dfs, ignore_index=True)\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "d3f4c318", "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 26510\n", "channels_out 26559\n", "channels_unknown 220492\n", "channels_all 0\n", "site_temperature 20642\n", "site_rain_accumulation 20642\n", "site_snow_accumulation 20656\n", "year 0\n", "dtype: int64\n", "operator_name 0\n", "domain_name 0\n", "domain_id 0\n", "counter_site 0\n", "counter_site_id 0\n", "counter_serial 0\n", "longitude 0\n", "latitude 0\n", "timezone 0\n", "iso_timestamp 0\n", "channels_in 0\n", "channels_out 0\n", "channels_unknown 27415\n", "channels_all 0\n", "site_temperature 0\n", "site_rain_accumulation 0\n", "site_snow_accumulation 0\n", "year 0\n", "dtype: int64\n" ] } ], "source": [ "# Daten bereinigen\n", "\n", "# replace various forms of 'na' with np.nan\n", "df = df.replace([\"na\", \"NA\", \"Na\"], np.nan)\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" ] }, { "cell_type": "code", "execution_count": 19, "id": "eb082a0d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_481669/3477491348.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))\n" ] } ], "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": 67, "id": "ea13a213", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_481669/3785016934.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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" ] }, "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 (Stadt Mannheim)\")\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": 68, "id": "cf4ab2b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": 74, "id": "f938cd69", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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": 90, "id": "ab084d8d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": null, "id": "ad8639cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "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", "# TODO Was sind die sehr großen Outlier? An welchem Tag waren sie und was war da? Alle am gleichen Tag? Renzstraße und Kurpfalzbrücke" ] }, { "cell_type": "markdown", "id": "6e6c3493", "metadata": {}, "source": [ "# Korrelation zwischen Temperatur und Fahrradnutzung" ] }, { "cell_type": "code", "execution_count": 26, "id": "95626fa7", "metadata": {}, "outputs": [ { "data": { "image/png": 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vH8FgELW1tSgsLER2drYudoWrr75atzZLS0shiiL27dunu2748OEoLS1Vf87Ly8OQIUMM5zlem21d7wAwbdo03W515bX7oosuQkZGRtRxoziV1zeCaC1URCcIgiAIgiAIgiC6NLt27UJDQwPy8/ORl5en+6+5uRnV1dW66yMLmllZWQCAfv36GR6PLOjxPB+l833yyScDgKq3m2xMBQUFhmPbuHEjzj77bKSlpSE7Oxt5eXmqTnh7FdEj2bVrF957772ocSj605FjieSyyy7DgQMHVJ3w3bt345tvvsFll12mu2by5Mn41a9+hZ49e+Lyyy/Hf/7znzYV1Pv06YO0tDTdsch5ikQpro0cOTJm20OHDsWECROwYsUK9diKFStw+umno7CwMKm2Itm1axcA+UOdyJz/73//i5vv3bt3x+1z3759KCoq0skUAcCwYcPU863B4XComucKOTk5CRXF7XY7HnjgAbz77rvo2bMnzjjjDDz44IOoqqpKqG+zgnjv3r2xdOlSHDp0CDt37sTjjz+OvLw83HnnnXj22WcTavv555/H6NGj4XA4kJubi7y8PKxevVr3DO7btw+9e/eOMqZUpJlSxeWXX46Ghga8++67WLFiBWbNmqUrFGvxer248847VS8Dt9uNvLw81NfXG75+RL42Kh9MRM5f5HXKtUbzHK/Ntq53oz6SfU0H5PWTqDY9QRhBmugEQRAEQRAEQRBEl0aSJOTn5+sKmloii3qCIBheZ3Y8kd2qbY1Ju2NUYffu3Zg2bRqGDh2Kv//97+jXrx9sNhveeecd/OMf/0iowGxWFFKMHiMxikOSJEyfPh1//vOfDe9RCtNmzJ49Gy6XC//5z38wadIk/Oc//wHP87jkkkt0/X788cdYv349Vq9ejffeew8vv/wypk6div/973+mc9OZXHnllfjNb36DgwcPwu/34/PPP8fixYvb3K4yry+88AJ69eoVdd5i6bhSTbLrp63z9Nvf/hazZ8/GG2+8gTVr1uCOO+7Afffdh3Xr1kXpnWvJzc2NW6jnOA4nn3wyTj75ZMycORNFRUVYsWIFfvWrX8W878UXX8S8efPw05/+FH/605+Qn58PQRBw3333Yffu3a0aZ1vo3bs3zjzzTDzyyCPYuHEjXn31VdNrFy1ahOXLl+O3v/0tJk6ciKysLHAch8svv9zw9SPR18BkXivjXZuK9Z6K1/S6ujoUFRXF7YsgzKAiOkEQBEEQBEEQBNGlGTx4MN5//31MnjzZsAicaiRJwp49e3TF4x9++AEAVEmBVMT01ltvwe/3480339TttDSSNzArdiq7Puvr61XJFCC5ncaDBw9Gc3OzuvM8WdLS0jBr1iysWrUKf//73/Hyyy+jtLQUffr00V3H8zymTZuGadOm4e9//zv+9re/4bbbbsP69etb1XdlZSVaWlp0u9Ej5ykS5RsGW7Zsidv+5Zdfjt///vd46aWX4PV6YbVadbvrk2lLy+DBgwEA+fn5rRr34MGD4/Y5YMAAbNq0CZIk6Xaj79ixQz0P6NePltbuVAdiS9kAcvx/+MMf8Ic//AG7du3CKaecgkceeQQvvvii6T1Dhw7FihUr0NDQoO42jsWgQYOQk5ODQ4cOxY3rlVdewaBBg/Daa6/prrnrrrt01w0YMAAffPABmpubdbvRd+7cGdVmW3c8X3HFFfjVr36F7OxsnH/++abXvfLKK5g7dy4eeeQR9ZjP54uaz86kres9FYRCIRw4cAA/+clPOqV/4sSA5FwIgiAIgiAIgiCILs2ll14KURRxzz33RJ0LhULtUjDS7jhmjGHx4sWwWq2YNm1aymJSdlFqd002NDRg+fLlUdempaUZtqkUqLS65S0tLXj++efj9q9w6aWX4rPPPsOaNWuiztXX1yMUCsVt47LLLkNlZSWeeeYZfP/997piMwAcPXo06p5TTjkFAOD3+9VjO3bswP79+xOKOxQK4emnn1Z/DgQCePrpp5GXl4dx48YZ3pOXl4czzjgDy5Yti+oncveq2+3GeeedhxdffBErVqzAueeeC7fb3aq2tMyYMQOZmZn429/+hmAwGHX+yJEj5oOGrAP9/fff4/XXX486p/R7/vnno6qqCi+//LJ6LhQK4YknnkB6ejqmTJkCQC4MC4IQpXu/ZMmSmDHEwuVyAYguzHs8Hvh8Pt2xwYMHIyMjQ7cGjJg4cSIYY1Fa91988QVaWlqirv/yyy9RW1urk1pJS0szlDgxeg6/+OILVZ5I4fzzz0coFMLSpUvVY6Io4oknnohqU/lgp7WvTRdffDHuuusuLFmyRNVrN0IQhKi19sQTT5h+k6AzaOt6TwXbtm2Dz+fDpEmT2r0v4sSFdqITBEEQBEEQBEEQXZopU6bgmmuuwX333YfvvvsO55xzDqxWK3bt2oVVq1bhsccew8UXX5yy/hwOB9577z3MnTsXp512Gt59912sXr0at956qyrTkoqYzjnnHNhsNsyePRvXXHMNmpub8f/+3/9Dfn6+bgctAIwbNw5Lly7Fvffei8LCQuTn52Pq1Kk455xz0L9/f1x11VX405/+BEEQsGzZMuTl5SVcjP7Tn/6EN998E7NmzcK8efMwbtw4tLS0YPPmzXjllVewd+9eXfHYiPPPPx8ZGRn44x//CEEQcNFFF+nO33333fj4448xc+ZMDBgwANXV1ViyZAn69u2LkpIS9bphw4ZhypQp+PDDD+PG3adPHzzwwAPYu3cvTj75ZLz88sv47rvv8M9//hNWq9X0vscffxwlJSUYO3Ysrr76ahQUFGDv3r1YvXo1vvvuO921V155pTqPRh+YJNOWQmZmJpYuXYpf/vKXGDt2LC6//HJ1vlavXo3JkyfHlI3505/+hFdeeQWXXHIJFixYgHHjxuHo0aN488038dRTT2HMmDG4+uqr8fTTT2PevHn45ptvMHDgQLzyyivYuHEjHn30UVVjOysrC5dccgmeeOIJcByHwYMH4+23305Ip9oMp9OJ4cOH4+WXX8bJJ5+MHj16YOTIkQiFQpg2bRouvfRSDB8+HBaLBa+//joOHz6Myy+/PGabJSUlyM3Nxfvvv4+pU6eqx1944QWsWLECF154IcaNGwebzYbt27dj2bJlcDgcqr8AID9DL7/8Mn7/+99jwoQJSE9Px+zZszFr1iy89tpruPDCCzFz5kxUVFTgqaeewvDhw9Hc3KzeP3v2bEyePBk333wz9u7di+HDh+O1114zLMwrH+LceOONmDFjBgRBiDtGLVlZWfjLX/4S97pZs2bhhRdeQFZWFoYPH47PPvsM77//PnJzcxPuq71p63pPBWvXroXL5cL06dPbtR/iBIcRBEEQBEEQBEEQRBfihhtuYEZ/rv7zn/9k48aNY06nk2VkZLBRo0axP//5z6yyslK9ZsCAAWzmzJlR9wJgN9xwg+5YRUUFA8Aeeugh9djcuXNZWloa2717NzvnnHOYy+ViPXv2ZHfddRcTRTGlMTHG2JtvvslGjx7NHA4HGzhwIHvggQfYsmXLGABWUVGhXldVVcVmzpzJMjIyGAA2ZcoU9dw333zDTjvtNGaz2Vj//v3Z3//+d7Z8+fKoNmLF0dTUxG655RZWWFjIbDYbc7vdbNKkSezhhx9mgUDA8J5Ifv7znzMA7Oyzz44698EHH7ALLriA9enTh9lsNtanTx82Z84c9sMPP+iuixybGVOmTGEjRoxgX3/9NZs4cSJzOBxswIABbPHixbrrlDlevny57viWLVvYhRdeyLKzs5nD4WBDhgxhd9xxR1Q/fr+f5eTksKysLOb1eg1jideW0Vwwxtj69evZjBkzWFZWFnM4HGzw4MFs3rx57Ouvv447/traWrZw4UJ20kknMZvNxvr27cvmzp3Lampq1GsOHz7M5s+fz9xuN7PZbGzUqFFReWCMsSNHjrCLLrqIuVwulpOTw6655hq2ZcuWqLwpz0Ykd911V9Tz+umnn7Jx48Yxm83GALC77rqL1dTUsBtuuIENHTqUpaWlsaysLHbaaaex//znP3HHyxhjN954IyssLNQd27RpE/vTn/7Exo4dy3r06MEsFgvr3bs3u+SSS9i3336ru7a5uZldccUVLDs7mwFgAwYMYIwxJkkS+9vf/sYGDBjA7HY7Ky4uZm+//TabO3eueo1CbW0t++Uvf8kyMzNZVlYW++Uvf8nKysqichUKhdiiRYtYXl4e4zjO8PVMi7KeY7F+/XoGgK1atUo9VldXp85xeno6mzFjBtuxYwcbMGAAmzt3rnqdsga/+uorwzbXr1+vHjN7nZgyZYru2UymTeV4vPVutJYSfe02yxFjjJ122mnsF7/4RdSYCCIZOMZa4aBCEARBEARBEARBECcg8+bNwyuvvKLbgUp0X0KhEPr06YPZs2fj2Wef7exwujV79uzB0KFD8e6776qySgQRj++++w5jx47Ft99+q0pIEURrIE10giAIgiAIgiAIgiAIA9544w0cOXIEV155ZWeH0u0ZNGgQrrrqKtx///2dHQpxHHH//ffj4osvpgI60WZoJzpBEARBEARBEARBhKGd6AQgG0tu2rQJ99xzD9xuN7799tvODokgCILoRGgnOkEQBEEQBEEQBEEQhIalS5fiuuuuQ35+Pv71r391djgEQRBEJ9NliuhLly7F6NGjkZmZiczMTEycOBHvvvuuev7MM88Ex3G6/6699tpOjJggCIIgCIIgTjzofTnR3XnuuedoFzqB5557DqFQCF9//TVGjhzZ2eEQBEEQnUyXkXN56623IAgCioqKwBjD888/j4ceeghlZWUYMWIEzjzzTJx88sm4++671XtcLhcyMzM7MWqCIAiCIAiCOLGg9+UEQRAEQRAEocfS2QEozJ49W/fz//3f/2Hp0qX4/PPPMWLECADym/NevXp1RngEQRAEQRAE0S2g9+UEQRAEQRAEoafLFNG1iKKIVatWoaWlBRMnTlSPr1ixAi+++CJ69eqF2bNn44477oDL5TJtx+/3w+/3qz9LkoSjR48iNzcXHMe16xgIgiAIgiAIwgzGGJqamtCnTx/wfJdRWIyC3pcTBEEQBEEQJzKJvi/vUkX0zZs3Y+LEifD5fEhPT8frr7+O4cOHAwCuuOIKDBgwAH369MGmTZtw0003YefOnXjttddM27vvvvvw17/+taPCJwiCIAiCIIikOHDgAPr27dvZYURB78sJgiAIgiCI7kS89+VdRhMdAAKBAPbv34+Ghga88soreOaZZ/DRRx+pb9i1rFu3DtOmTUN5eTkGDx5s2F7kjpeGhgb0798fBw4cIM1GgiAIgiAIotNobGxEv379UF9fj6ysrM4OJwp6X04QBEEQBEF0BxJ9X96liuiRnH322Rg8eDCefvrpqHMtLS1IT0/He++9hxkzZiTUXmNjI7KystDQ0EBv1gmCIAiCIIhO43h7X0rvywmCIAiCIIgTkUTfl3ZdAUbIWonaHStavvvuOwBA7969OzAigiAIgiAIguh+0PtygiAIgiAIojvTZTTRb7nlFpx33nno378/mpqasHLlSnz44YdYs2YNdu/ejZUrV+L8889Hbm4uNm3ahN/97nc444wzMHr06M4OnSAIgiAIgiBOGOh9OUEQBEEQBEHo6TJF9Orqalx55ZU4dOgQsrKyMHr0aKxZswbTp0/HgQMH8P777+PRRx9FS0sL+vXrh4suugi33357Z4dNEARBEARBECcU9L6cIAiCIAiCIPR0aU30VEPaiwRBEARBEERXoLu/L+3u4ycIgiAIgiC6BieEJjpBEARBEARBEARBEARBEARBdCZURCcIgiAIgiAIgiAIgiAIgiAIE6iIThAEQRAEQRAEQRAEQRAEQRAmUBGdIAiCIAiCIAiCIAiCIAiCIEygIjpBEARBEARBEARBEARBEARBmEBFdIIgCIIgCIIgCIIgCIIgCIIwgYroBEEQBEEQBEEQBEEQBEEQBGECFdEJgiAIgiAIgiAIgiAIgiAIwgRLZwdAHN80eAKoaQ6g0RdEptMKd5oNWS5bl+iro2LryBwczzERyUPz2D2geSYIgiAIgiAIgiCIrg0V0YlWU1nvxU2vbsInu2rUY2cUuXH/RaPRJ9vZqX11VGwdmYPjOSYieWgeuwc0zwRBEESq2VnVhMp6L/pkOzGkV0aX6aej4urovo7HeIjWQ3N54kNzTBCEGRxjjHV2EB1FY2MjsrKy0NDQgMzMzM4O57imwRPAwpfKdIUfhTOK3HhiTnHKdlIm21dHxdaROTieYyKSh+axe0DzTBDdm+7+vrS7j7+9WL6xAss2VMAXlOCw8lhQUoD5kws6vZ+Oiquj+zoe4yFaD83liQ/NMUF0TxJ9X0qa6ESrqGkOGBZ+AODjXTWoaQ50Wl8dFVtH5iBRumJMRPLQPHYPaJ4JgiCIVLKzqgnLNlSAAcjPtIMBWLahAjurmjq1n46Kq6P7Oh7jIVoPzeWJD80xQRDxIDkXIiZmWr2NvmDM+5rinDfqo9kfRLbLhkBIQrM/pPbX7I/dVp0ngAZPQN2xaRSbyyZgQUkBivtlo7YlABxpjqk7nIhGcSpzkAxKbA3eAFx2C3iOg4XnkJuW2nkhzElGw7o1etc0j6khlVrj7aFbTvNMEARBpJLKei98QQn5mXbwHIcspxXVjX5U1ntTKkmQbD8dFVdH93U8xkO0HprLEx+aY4Ig4kFFdMKUWFq9WU5rzHszHLHPR/bxzb46PD6nGA+u2YmN5bW6/u6+YCRcNgGegGjYhj8kYXtVEwb0cKF3thOZEX27bAIen1OM5RsrsHhdedRYInWHE9UojuwnkkRzkAxGsU0uzMX8yQW4753t+OOMIR0eU3cjGQ3r1updd8baOtFIpdZ4e+mW0zwTBEEQrcFMr7dPthMOK48GbxBZTisavEE4rHyrfldp+wCg68+oH8YYPthxGIGQhBkje+naUq6vafLDbuXhD8skBEIS1u+oTqmmeipzkChKXIGQBJuF18XXGfF0RzpCn5/msu2kWms81e3RHBMEEQ/SRCcMiafV+9AlY/CnVd/j4zZo+Wr7WDi1EGX763QFdG17543qjVte2xx1bnJhLor756Bsfx1mje6D80f2gi8k4Q//+Q4bwm3Fa1sbazIaxQ2eABa9VNamHCRDrNiUPJyU7cS7mw91WEzdjWTXR2v1rjt6bZ1opFJrvD11y2meCaJ7093fl3b38beWeHq9keevKinAvCT1fLVtBEUR4DhYeV7Xn/aaZn8QvqAEcADPcZg+LB9P/XK8rs1rX/gaa7dXQ2IMPMehKD8NLX6xXTTVU5GDRFH6OuoJyP1ZePRIs+ni68h4uiMdqc9Pc9l6Uq013l7a5TTHBNE9IU10ok3E0+pt9oVw/0WjcUaRW3fujCI3HrhodEKFH20fxf2yDYvcSn9j+2ejNKIvZQf2sg0V2Fhei/wMO2qaA2jxhzBvcgEmF+Ym1LZWdzgZjeIsl63NOUiGWLFtLK9Fcb9s3PP2Ntx9wcgOi6m7kcz6aIvedUevrRONVGqNt6duOc0zQRAEkQyJ6PXOn1yAZ+ZOwIMXj8YzcyckXfzR9pHptKDJL6LJG0Sm06LrT+nnsgn94A9J4DnAJnAAY1i7vRprtlTp2txa2Qh3ug39cpzIdlqwq7oFgZDULprqbc1BoihxBUIS/EERYAwBUUJAlHTxdVQ83ZGO1uenuWwdqdYab0/tcppjgiBiQXIuhCGJaPUOzk/HE3OKUdMcQJMviAyHFe70xHWCtX34Q1LMa70BEXfMGo4DRz3whyTYLTzKDtTjxpfKVJkXf0hCky8IBuDGl8qwoKQACyYXwGWLvcy1usPJahT3yXa2KQfJEC82f0iCJyCi0RvosJi6G8msj7bqXXfk2jrRSKXWeHvrltM8EwRBEImSqF7vkF4ZrZY20PbR7A+BA8AAiBKL6m9Irwy8u4UDA2AVOPAcD4sgISAybK9qVGVdIuMGgKOeIOxWvt001duSg0RR4nLaeAAcLAIgSoDdwsMbkHTxdUQ83ZHO0OenuUyeVGuNt7d2Oc0xQRBmUBGdMCRRrd4sV2LFHkNTPo2uut0S+0sRSn9XPf+16TV2C48MhxUcB9VE1B+SkJ8Ze5lrdYeznFYsnFqo3uuwCvh2fx2WbaiAJyAaahQnmgOF1hoUxpsTJYdpdmvSMSVCexgrHm8ko2GdCr3r9pjH1nC8zX0qtcY7Qrc8lfN8vM0VQRAEkTgdoder7cNu4aHofgo8Z9jfsF6Z4DkOIZHBIkgIibJcy7BemYZtZjmt4Z3rHPxBCZKDxR1HV9UpVuLyByUADCER4Hku/DdE58fXHUh2bXTVtXSik+q80zwSBNFZUBGdMMSdbsMZRW5TrV53euJFGTNTvr9dOArTh+Vj7fZqlB2ox+TCXFPdcqU/s5gmF+aiusmP8QNy0OQLoWx/nWoiunBqIUoKc1WN9FhjsQm87l6l7cfnFOPlL/cnNW4j2mJQGGtOJhfmouxAfdJz0xFxn0gk81yk8hnqTI7HuU9l7o+neTwe54ogCIJInCG9MrCgRJYyrG70q3q9rd0xaWTKp+2j0RtChl0AOA6N3pBhfzNG9lLfzwfCBfRzhuXrzEWH9MrArNG9seqbg2jxhZDusGD6sHxsrWxMeBylRW58sKM6JeNOJA+JoM2V3SrAF5RgE3jYhNTGZ0aqTRWPR5J9JlL9DHUmx9P8pzrvx9M8Hk/zRBBEfMhYlDClst6Lm1/dpCseKVq9vRMsyMQz5bvvZ6Nwy2ub8fW+Ojw+pxjLN1boCumR/RkViSYX5mLR1CIM7OGC0yZE9eeyCXh8TjGe21ihK6RHth0r1pLCXDxw0WiclONKaNytyUUiJoJGc6Jow7/85X7cfcHIhOemI+M+kUjmuUjFM9SZHM9zn8rcHw/zeDzPFUF0V7r7+9LuPv62kIqiTDxTPm0fAOL2t2ZLFbZXNWJYr0xdAV3bV7M/BIHncMm4vrjpvGEJjUMbp8BzmDo0D3Mnpa5YlgpzQmUcgZAEm4XvkGJZe5kqHq8k+0wc74XN43X+U533rj6Px+s8EUR3JNH3pVREJ2KiSAO0Vqt3d3Uzpv39I9PzH/x+CtzptrAhaBBZThsCooQWf8i0vwZPANVNfjR4g3DZBKTZLMh2yRImZv25bAIWlBRg1qje8AVFw7YTiXVwfnrCY48kVe0rc6KMX+A5CDyH3HaSbWjvvByPJPNctPUZ6kyO97lPZe67+jwe73NFEN2R7v6+tLuPvzPZWdWEXz3/FRigSiFwAJ6ZOyHlhai29NXecXZkHlLJ8Ro3kRpo/o8PaJ4I4vgi0felJOdCxCQZrV4jLd5mf2IGpckWo3hOLhzbrYJaQAfMTQA9ARGL15Xj7KH5OKV/jmHMdguPhVMLVf1zo1gTpbW5SISO1sk2y6nywYQ/JKJsf1230l9OZg46er5SqYnd3qaa7U0qc99V9OnNSHauSDudIAii+9Lepnyp6qu94+zIPKSS4zVuIjXQ/B8f0DwRxIkJFdGJlGCmxXv3BSPhsgmGRWkgeVO+eJq/yZgAmknDPD6nGDe+VBYVc6KxdlQuOgqjnCoSOcs3Vuj040l/uXNJtSZ2R5hqEqmhra999OwSBEGceJhJHaTalC+WpEJr+tLKo7RnnMerOWGsuLu6vEV3JNVzcryu2+5GsvNEzy5BHB/wnR0AcfzT4AlEFWQA4ONdNbjzv1twx6zhhvcla8oXq5+bX92EBk9ANQGM159ZWxvLa7F8YwUWlBSY3tvaGFOZi47EKKcLSgqi9OsB/VwQHUsiz0eyJPo8EZ1PW1/76NklCII4sVi+sQK/ev4r/PmVTfjV819h+cYK9ZxiyscBqG70gwNabcoXq5/W9KVt797V2zCiT2a7xZnKPHQkZnF/ursm5lwQHU+856M1HK/rtruRzDy1xzohCKJ9oJ3oRJupaQ4YmtkBcmHmtpnDcEaR29CULxn5gHj91DQHMDg/HfdfNNrUBFDpL1ZbG8trsUBj+JFMrB2Vi44ky2WLymlxv2zdDnQtylx01fGcqCTyfCQ7J0ZzD3T9NdsdSXSu2mOdEARBEF2LnVVNWLahAgxAfqYdDd4glm2owKTBbrWAM39yASYNdrdp52Mi/STTl1F7WysbcfvM4W0y7IwVZyry0BlExg1A1V+ONRdEx5Ho89Eajtd1291IZJ7ac50QBJF6qIhOtJl4WrzegIgn5hS32ZQvUc3fPtnOuP3FayvLacUb109KOtaOykVHE5nToBTbj7ira2WfiLSXfnkizxPRNUjFax89uwRBEMc/iWrxDumV0aYiTTKav4n0ZdaezcLjrKH57RZnW/PQWWjjXr+jmvSXuxjtrYl9vK7b7ka8eSLtdII4vqAiOtFmerhseHbuePhDEhxWAd/ur9OZc2Y4rCkx5TPT/FUMLh1WAWX765But8AqcKj3BuC0CrAIXMJtadu0W4WkzfYS0SWOKmiFw2uvomSqDAS1c7i7ujnmtaSV3fG0Rb+8wRNAbUsAIYlBYgwefwhZLpu6Vrq6qWZ3IZFnOd5ckc49QRDEiU9HaSanup/2irs7aEh3hzEeb9CcEIlA64Qgji+oiE60icp6L25/Yws+KTc25xw/ICdlusmK5q9WqsDM4HJyYS7mTy7AL1/6EsX9s7FoahEG9HChd/iXkVFbCiWFuQhJDBc/sQHjB+QkZbYXq11Fl7gjTf3aq69Exkl0LK2dk8p6L+787xZcfmr/KJ17MpvsOqTqWaZnlyAI4sRnSK8MzBrdG6u+OYgWXwjpDku7aCYrmr/LNlSgutEPh5VX+9Ga5AHAlxVHATCcWpBrGofS3tMf7cGBOg9cVguunTIIgLzTurWyFbHi1NKRxn6p7ivRMRIdR1vmRGuu2xYpI6J9ScVzTM8uQRxfcIyx2LoMJxCNjY3IyspCQ0MDMjMzOzuc454GTwALXyoz1NedXJiLWaP74MyT89TCdSqorPfqNH8XTi1E2f66KINLJYbi/jlYvK5cjef8kb3UXZoHj3pw82ubsEFzr1J8X/nFPgzvk4XF68pxRpEbT8wpTngnbmSMwDFdYpdNMM1Zsv3EI9b8pKKvWONM5ZwTiZPsnChrZEy/bNPnKNXrkkieVD/L9OwSRNegu78v7e7jb0+Wb6zAsg0VaPaHIPAcLhnXFzedN6zd+ossJCn9+4ISgpIEX1BEICQBADIdFvzm7JMxX+M/FBn7Ux/thjcgwmkTUNwvG1srG+ELSnBYeSwoKTC9N9k4I/tVYm5rP/Foz7468oMAIjGSnRNlfRxtCcAXktdID5etXdckkTypfo7p2SWIziXR96W0E51oNfHMOf8ye0TKCzKRmr8Oq2BqcKk1CFX+rTXNC4gSTumfg/mTC+APSbBbeJQdqMeNL5XBExDx89MGAEjebC+WLvHu6uYOM/VrbwNB0srueiQ7J8oamTdpIBnFdmFS/SzTs0sQBHHiojWp65PtRIM3iLc3HcJPi/u2W2FGq/mr7T/TaUFFTQskBggcwPMcmvwinvpot6FpnnKvVeDh7mFHTZMfa7dXw51uS4nhnpk2cUca+7V3X6ST3fVIZk6U9REQJQRECWAM/vCHUGQ22XVoj+eYnl2COD6gIjrRauIZ1LX4Q+3Sr1bzt2x/Xcxr/eFdL8q/taZ5Dd6gaeEw8t5kzfbMdIk70tSvI/oireyuRzJzoqwR7Vo3gswmO5f2eJbp2SUIgjgx6WyTOm3/Lf4QlO888zwHgePAGIM3IBrGExm73cpDYgx2C9+uY+nInHX2/BBdG2V9OG08GAMsAgdRAuxWHt6AROuki0DPMUF0X6iITrSa1hjUpcrkMtEY7BZe92+7lce+2hYEQhJCEsOyeROijFAVXFYBC6cWorhfNoISw+4jzWq8yYyjwRNAdZMf9d4g0u2xH7lUmvq11kAw1XPUWX0Q8VHWiPY5MaKjzCZpXRiT7LPcnfLYncZKEASRCJ1tUqft327hwXEAY4AkMYAHGACnTTCMJzJ2f1ACz3HwhyRIjB03BqldpS/i+ENZH/6QBI4DQiIDxwH+sGQIrZOuAT3HBNF9oSI60WqSNahrD5PLWDFMLsxF2YF69d+1zX7kpttx7+rNOu1nrRGqUkifOjQP2Wk2lO2v0+1WP6PIjXt/OhJ3v70N72+vjjuOynovbnplk2q8unBqIUoKc3U67AolhblwWGMXM5OhNQaCHWF62pHGqkRslDVSdqAekwtzDTXRSzvIbJLWhTnJPMvdKY/daawEQRCJkqxJXXsaXDZ6Q8h0WuEJhBAUGZjEkOmw4LopgwEcMwsFoMYQGfv0YfnYWtmo/jxrdG9U1nvVvlozlp1VTVFGp0aGpu2xo7Q1JoIdpZVMmsydj3Z92AQePibBauEhMobZY/p0+LzQmjCms19nuzLdaaxE94SMRYk2kahBXXuaXBrFoBiE3vhSGcb2z8at5w+DKAH3v7c9IRPSm84digfe22F4bUlhLk4JXxtrHA2eABauLFML6ADgsgl4fE4xnttYYWho+vKX+/HwJWNStpMyGQPB9jYi7ag+iOSorPfirv9uwWWn9sfyjRVRHzAtmlqEYb0y2nVeaF3EJ5FnuTvlsTuNlThx6e7vS7v7+NubRAoZHWFw+WVFLV4r+xEt/hAsPIc5p/ZHfqbjmPGoKAIcByvPqzFMGuzWxa5t6+1NhwzjTXQsyzdW4LEPdqHRK0uhKUanAHSGptdOGdyuJo6JFpo6yvC0I41Vifgo6+PdLYewbkc1RJEh3WHp0HmhNRGfzn6d7Wp0p7ESJx5kLEp0CIka1LWnyWWfbCfuuWAkyo80IyBKyEu3w2bhcajBhyfmFKPsQD18QRH13pBhURyQjUdvO38YLhjTBzaBR0vA/NoN5bWGvwwix1HTHNAV0AHAExBx40tlWFBSgJvOG4oDR71RhqapNHFMxkCwvY1IO6oPIjn6ZDtx+8zhqKhpwR/PGYKbz+NQ5wkiJDJ8u78OC577Cm8tLGnXeaF1EZ9EnuXulMfuNFaCIIjWEM+kriMMLgHg7U2HYBV4DMhNQ4M3iNfLKsHAYBV4ZDot2FsbABjDQHca/BrzxLOG5hu2ZRQvgITGsrOqCU9/tAdN3iB4DuA42eh08bpdsAqCamjansai2jHFa7ujDE870liVSAwl75/troXDKiAr09qh80JrIjE6+3W2K9Gdxkp0b7pMEX3p0qVYunQp9u7dCwAYMWIE7rzzTpx33nkAAJ/Phz/84Q/497//Db/fjxkzZmDJkiXo2bNnJ0Z9fNAazVjlnmZ/ENkuGwIhCc3+kOH9iRjUpcIYzygmTyCEHJcNEmPIy7DDExDBcRzW7ajGPz/eo8qzDO+dCY6L3X5LQMTJ+U5kuWxJGZYajaPBE8BRT8DwGk9AxOJ15RjeOxN/XPU9FpQUoLhfNh6+ZAwcVgFSir8cYjY/ketCYgy/m16EkX2y4A9JcFgFnV58KswlO9JY1Yi26id3tv5ye/V/1BPAvOe+Mj3f3vPSGeuiPeeyvdqO91rb2c9XR9KdxkoQnQG9Lz/x6QhjPKM+DtR5AAa4e9jR7A+Bg6yTLkosZgyx4gWQ0Fgq673wBEIAAIsgC7QzxuAJiLAKDP16uLqUSWBHmReSSWLXpDPnhdZEauhOeexOYyW6N12miN63b1/cf//9KCoqAmMMzz//PC644AKUlZVhxIgR+N3vfofVq1dj1apVyMrKwsKFC/Gzn/0MGzdu7OzQuzSt0YxV7vlmXx0en1OMB9fs1O3Kbo3mbGtNLmPFVLa/Hk9eMVYuSq8v18VYWujG4iuKsXClvLvbYRWQlxGn0O8NYuFLZXjgotFJGZZqyXRa1VjnTRoYsw2HVZZ2Wb6xQicNUxqWaGhPTV+jdVFa5Mb1Zw7GVc9/rX74oNWLT4W5ZFvXQVtoq35yZ+svt2f/nTkvndF/e+ayM9dJZ89jR9KdxkoQnQG9L29fWqsZq9wXCEmwWfg2ac6mwhhPOw4AUf+uqGkBA0NNsx/udHlnostqAQNTjUeVzSOixFDT5AcDQ0VNCxDWS1fGFy/eRMYSCEkQeA4MQEiUwHHyv102AVZBUO+vaZbjCJhsmmkvIteFMuaaZj/sFj68yeX4NlaNpK36yV1Bf7m9YujMeemMvttzLjtrnXQnA9LuNFaie9OlNdF79OiBhx56CBdffDHy8vKwcuVKXHzxxQCAHTt2YNiwYfjss89w+umnJ9Red9NebI1mrPaehVMLUba/zlDWJFnN2QZPAIteKjM1xovVlllMC6cWok+WA6s3HzI2RCzMxZj+Ofhufx3mTy7A4UZf3GsXryvHGUVuPHTJGPxp1feG8cbSRH/okjH446rv4+avJKyBvixCgzrRnLSFWOtCqw2vPTZrdB+cP7JXSjTRW7sO2tpvW/STO1t/ub3776x56Yz+2zOXXWGddOY8diTdaazEicvx9r6U3penhtZqxir3HW0JwBcupvZw2dqkORsZy1UlBZiXYFvae7W65sq/gyEJvnDRWpQYHBYePdJsuKqkAAxQx6Js3AAAjgMEjoMEGI4vVrzxxqLNnzcogjG5v0yHBb89+2RdTKnKbzKYrYtrX/gaa7dXQ2IMPMdh+rB8PPXL8e3efzJrIVV9JpvrrqC/3N4xdMa8dEbf7ZnHzl4nnTmHHU13Gitx4nFca6KLoohVq1ahpaUFEydOxDfffINgMIizzz5bvWbo0KHo379/zDfrfr8ffr9f/bmxsbHdY+9KtEYzVntPcb/sqEJxvPvNyHLZcP9Fo02N8WK1YxZTcb9sADDVLv+kvBbXnVmIS8f1RWW9F/eu3o7H5xRH3TO5MBd3zB6Bnz65UR1biz9kGu+9Px2Je97eputLGUezL6TGumxDhWl/f/nJSNQ0+Uxjb09N31jrYmN5LRZE/KLbWF6LO2cNT5kcRWvXQVtoq35yZ+svt3f/nTUvndF/e+ays9dJZ89jR9KdxkoQnQ29L08drdWMVe4LiBICogQwBn9QRECjId6a3ZXzJ0ebeCY7Dq2uee9sJ456AmASA89zAGOQJIYspw08B9w+czhmjOwFAOiT5cRtb2xGut0Cq4VHZZ0XjAGMYwCD4fhixRvrnDbege401DT7EQhK+Pnp/TF7zEnHdrtrYnJndJymr9m66JPlxNbKRrjTbLBbefiDErZWNmJnVVPK42ntWmgtbdVP7gr6yx0RQ0fPS2f03Z557ArrpDPnsKPpTmMlui9dqoi+efNmTJw4ET6fD+np6Xj99dcxfPhwfPfdd7DZbMjOztZd37NnT1RVVZm2d9999+Gvf/1rO0fddWmNZqz2HjPd71j3xyIZk8tEYooXHyBLpvTPld8sa009F0wugD8kqaaeFTUtup0wjd4gBuWlm8b78CVjDI9rtdSN+huQ60K6zYJslxWNXmPNdIX20vSNty6M8urV5KattHYdtIW26id3tv5yR/TfGfPSGf23Zy47e50AnT+PHUl3GitBdAb0vjz1tFYzVrnPaePBGGAROIgSYLfy8AakNmnOJmJwGWscWl3zQEhS/y0xBms4znS7AG9AlqBRsFl4cODgzrCjxR9SvYskBvU+o/HFitfsXGTe3el2VDf6MW5AD9312pg6UtPXbF1sr2rUHZccrF3jac1aaC1t1U/uCvrLHRVDR85LZ/TdnnnsCusE6Nw57Gi601iJ7kmXKqIPGTIE3333HRoaGvDKK69g7ty5+Oijj1rd3i233ILf//736s+NjY3o169fKkJNilSYzDV4Aqj3BNESCKElICLbaUV+hl3XTmQ/abbY02u18Nh1uEnXTrr92D1mut/qeauALyuOItNpQY7Lhp6ZDtPYdeNPt2Fwfrp6fE9NS8y8aLVvtTHFiw8A0uwC9hxphsiAV6+bBKvA4VCDDxzH4YfDTeA4YHz/HPTMdODtRSVo9oWQ7rDAInDYc6QZuWk2uNPlmBp9QSD8Bt/M4E8bq8smYEFJAcb2z4GF59Az0yF/pTWsoJTljL0GIjV9E11HRtcBUI85bULMfvvmOLFs3gSdqWgy+sKJxJmIGa22nXS7BTaBR703gHRH8s9QW/WTW3t/qgwm2xp/onFo5yXR5zOVJLIu2kKDJwCnNfb6b4uWdkfpdMebz1TksbNNdBOlvdcMQXRnTtT35Z1JazVjlfv8IQkcB4REBo4D/MH20ciOh3YcdgsPRRvUpvk3z3Ex44xsA+p9qR9fonnvLE1fs36H9co8YTWG25rrrqC/3BViOBFozzzSHBEEkWq6VBHdZrOhsLAQADBu3Dh89dVXeOyxx3DZZZchEAigvr5et+vl8OHD6NWrl2l7drsddru9vcOOSSpM5g7Ve7HvqAdPrNulN8/UGFAa9XPfhSNRWujGJ+XG2tfvbqnC4nXlajscgK/31WFyYS42ltei7EC9+u9ISgpzsXrzIVVapaQwF3+7cBT656YlNP57fzoSd7+9De9vr46bF3e6DWcUufHxrhpdTGUH6tEny2EaY2lhLr7dV4e8TAdufEk2GJ0c1iJfuPJbjOufg4VTB6MlIOLed7ZFSa5cVVKAmmY/nvigXJfDWPOnxPp12AA10jRU6f++d7bjLz8ZoY4rkjOK3GrxPlYeI+MwMwy94axCLHjuK3gCIhZOLURJYS42GORscmEu/rftMBavK1dNRV/+cr8ullikylTRqB0ld3P+3xcYPyAnqTa1ayiSyFyb3V9a5DaU6ig1uT+VBpNtib8t5sKdZaLaHihjGtMv2/Q1I5G1EIu2rrNE6Ii5ORHnnyCI5DkR35crpMJkbmdVE76sqAXA4dSCHqbtRJpvlha5sW7HEVQ3+uGw8pg9pg8q673YW9NiaBaq3D9rdG+8XlYJngMkcHBYedgssuascv2aLVXYXtWIYb0yVdmUZMafaF6G9MrAgpICLNtQgUZvCBl2AeA4+IMSMuwCxLAcS5ABPAOOegI4deCxHGnH9FrZj2j0BuGyWyBwQFBk8AZFCBwHf0jEz8aeBABYrzEaTXb+tPFW1nkhCBwuGdc3ql3tdcr8aPObTC6TzbdRvwPdaSgtcuODHdUJx9PaGJNtB0Cb2mxNrs3ur6z3QuA5XDq+X9z7U2kw2dYxJBtLVzBRbS8iXxdbs86NaOscJUNHzM+JvAYI4nihSxuLTp06Ff3798djjz2GvLw8vPTSS7jooosAADt37sTQoUO7tIFRKkzmGjwBvLOlCm9vqjQt+mjNLLW4bAKenTseS9aX4xNt8b0wF3MnF6iFZUD+xXX+qN645+1tWPnr0/Hwmh34dn+9WgjW9l1SmIt5Efcrxx+59BR1R3qs8ccy5zTKS2W9Fze/ukktTj+/sQLf7K/Hk1eMhcPKY/H6cv0HDIVuzC8ZiIUry1DcP1tnlqk1z/zbhSPxzuZDhgXl0sJcnDeqN259fYth3s3mr7Lei49+OGI6Z0r/Ow814q7ZI3Dr65sNNX17h9+gJrqOEjUMddkEPD6nGM9trNCNWylSa+e1pDAXD1w0GifluKLajCRVpoqJjiNZ80BlDcXKdayYtlc1RX2QNbkwF4umFmFYr4yob4Wk2mCyNfG31Vw4VbF3NtoxKes/8nUt0bUQj7ass3h0xNyciPNPEF2V481Y83h/X66QCpO55Rsr8Nj7P6DRFwIAZDqt+M20oqh2dOabkqxlbhUE8DwwbWg+spxWvL3pkKmZZaR5p8jkL0VaBQ4zRvTC3EnHikGJGlCajb81eTEqqn5ZUYsXv9iPpnButORn2HDdmYW6nIjhXecumwUXFvdBgzeIN8p+hDcsDWO38LBbeFgFAQ4rjxF9MrG1srFV8/fAu9ux6puDECUm75gPz0dkO4kWqhLJWTL51moJf7q7Rj0v8BymDs3TzXeipMpU0Wwtt9Wosa1FQXVORYZ0hyVmLO1lMNmaMSQbS2ebY7YX2nEpr4utWefxaO/ic0fMz4m6Bgiiq3DcGYvecsstOO+889C/f380NTVh5cqV+PDDD7FmzRpkZWXhqquuwu9//3v06NEDmZmZWLRoESZOnJjwG/XOIBUmczXNAeRn2GMaUNa1GPfjCYi46vmv8e+rT8e8Jr+qAZ6XYcfl//xcVwD/ZFcN5k0aCE9ARH1LAKf0z8H8yQUISQw3nTsUgZCEI81+9M1xYs3Ww1EFdADYUF6LupaAWkSPNf4N5bWGL/pmedFq37b4g7j7gpHYU9OCgCghL8OGe34yEs2BEDwBERaew4byGixcKccYaZap/blnpsOwgA7IxqRmbtKx5q9PthPjB+Tgltc2G96r9L94XTluOX9YXE3fRNdRooahWq3222cOR7M/hAZvEGUH6qPmdUN5LXzB+NrzycTZlna040jWqLEt+sk1zQEseO4rQz39Bc99hbcWlrRqzpKhNfG31Vw4VbF3NtoxGXkVDHKnoXeWIyXjak+d7o6YmxNx/gmCSJ4T8X05kBqTuZ1VTXjqo91o8osQeA6MMTR5g3j6oz26dqLMN2taAI7DwFw7/CEJ63YcQbiUa2gW2ifLaWjeOdCdBn9Iwie7ajB3kvyeaM2WKqzdXg0wBpsgy6is3V6NNVuqdDvSYxlYtiYvRtq3r5dVosUfXUAHgOqmAP7+vx+Q5bJG5MQFf0jC62WVCIoi/CKDhecgSQzeoAR/SEKBW9ZfX7u9Gu40W9Lzt7OqCW9vOgSHVYDdwkfNh7adRDR9E1lLrcn3WUPzDe/TzneipMpUMd5abotRY1v0k7VzmpVpjTm+9jSYTHYMycbSFcwx24NUrfNEaE+d7o6YnxN1DRDE8UiXKaJXV1fjyiuvxKFDh5CVlYXRo0djzZo1mD59OgDgH//4B3iex0UXXQS/348ZM2ZgyZIlnRx1bBp9QVUXu7hfNvwhCQ6roGpNG5nMRerQNngDCEkMC6cWGrbhCYho8oWw5Odjo44DcsGowRvEIk1xdNU1E/HEnGLc9Oom1DQfM7d02SxYNm8CslxW/PvL/QCA4n7ZOFjnhcMqa4v37+FCcb9sPHzJGMP+Gn1BHG70odkXQm2LX9N2dB5yXFa4wvrc2nP+kIjKei/8QRH1Xr2uNwBVa7FvjhP+kARfUILLBgRFCXWeAOwWASFJ/wULrVmmyyagR5oNz84dr445chyROYk877IJkBjD7upmNHgDcNkt4DkOFp5DbpoNzSZ/PCik2S1Y8vOx8IXHmOGwqPkDB/hCElrCxe3IsURS5wlgX20L/CHRdB1ox7KjqgFDe2UiL8OBxnCRr8EbxL+/3B81fgCobQkAR5rjaiKnylQxEeNTl03A1WcMQlCU8NXeo0izCUizW5DttMaMMRHNbyMt6EZfEJ6AGPXNCbOxxRtDgzeI3dXNaPTJ+nxpdguafaGkNMsToa3mwkD0sxsIiWjwtK2Q2lq97dbeFzmmyLl84/pJhjvyW6sJ3l463co4zH6vtPjj/07pqOeYIIjjmxPxfTmQGpO5ynovvAERHACB4wCeQzAkwRMM6drR9qUUlTkAIYkhy2nFgToPwIBsl9XQLFRrKqk17xTD92vj3l7VCClcQOc5HhZBQkBk2F7VqCuiJ2pg2Vrzvcp6LzyBEGJ9z9kbFNHf6TLNSTC8A13gOHA8IIpyYyGJwW7hITEGu5VPOs5489GadRAvZ63Nd6rMENujnVTkLlUkM76uYjDZmli6Uuyp5EQZV0eM40TJFUGcCHSZIvqzzz4b87zD4cCTTz6JJ598soMiajtZTqupLvbjc4qR6dSbzBnp0P7716ehIDcN//psr2EbN75UBoeNxx9Xfa9qfivHlYJoD5cNT14xFjes/BaegIhGXxDLN1Zgxa9Ox8+f+VwtpHsCIVz1/Nc4e2g+VvzqdNz99la1T5dNwLK5E3D/O9t10jCR/WU6rbj1tU34YMcRPDt3vHqvUR5KC91YfEUxOHB4ZsMe3bmSwlzcMWsEfv2vr+EJiFg2bwKeXFeOb/bX4ckrxspFsPXlKAtLzvzj/R+iZDa0cSmGRUosf//fzpjjUFByoj0PAI/PKcbdb22NakPRO//jjCEx10aLP4TrV3yr5uH6swbjque/1smoKJI5T8wpNm3HZROQ6bDi1tc3xxy/MpabXt2Ef199Ou56c2uURE/kelBo8gVx6dOfxdVETpWpYrx20mwWLL6iGMs3VODR93epxxVplQE9XHFlM4yetenD8nHHrOG47Y0tUVrQt80cFrO9yLHFG4MvKOJnSz+NKS2SCv3p1sxJpDmu0bPblvhaq7fdFp3uZPPQVTXBMx1W0zmZXJiLi8f21V3fmnF0lDkqQRBdmxPxfTlwzGSuqt4LPrzT2WW3xHxtj5QB6JPthNMmoNkfQlBiYFJ4gwcDAuFNG2u2VOGtTT/CHxJxqMEHJkkQGQDGcLTZL0udMLlAXNcSAMAQEqGaaQq8vJtcYgw/1nlh4QEpXJlu8gVxtCUAq8CjoqYFr678FhXVTeH+GSy8LPvCg0NIlLCzqgmA/DuhoqYFDAw1TX6kOyyobvSDgcEXkHfVH270IctphT8kSyt8s68OB+s8OLUg11CLPFLO5X9bD8EfkhBr+wfHAfuPenSGpBaeQ02zH5Dk4qzEGEQGSJqNJKLE0OwLgoOcI48gbzax8HqTQFmr/igApsatnXutkSnT9B0SJXyz76hO7iGWBriZYWEgJKk664GQJOe72Q93ul29JtNhjTp+LN9eBEVJnSd3ht2w7UQKZ6kyVVTaqWnyg+egmzdtm0q+AiHJUN8/Hslq9SczvkSuTaXmeyySnRej63keOFjnxc6qppTE1xa5k9be25r12RU1wdXno9kPu4UPb3AxH0drxkAGqQTRdejSmuippqO1FyvrvfjTK9+bGnM+ePEY9YXPTIf22bnj8dzGCl2xVmFyYS5mjuot99XgM9T8jrymbH+deq4kXPRVisTK8YVTC1G2v04Xt9ExbRzF/XNQtr8Os0b1xo/hWBZOLcT3++swJnzOzPzTTHdcia/sQL16/8KpheiT5cDqzYfUnxOJK9bYIq83yqP2ZwBx2zgp24l3Nx8yNBiMbDfesVj9xdJ0j1wHxf1zUNwvG8siCrYK2vVgFlcsTeQGTwCLXiozNVVMVEv5cKMPf/jPd4ZjKinMxZ/PHYoH39thOuZZo/vg/JG9TPsye9ZirY37fjbKdD6NxhYrF1o/gFh9pkJ/ujVzor0n1fG1Vm+7rTrdyeShK2uCJ+KRkYhHQkc8xwRBxOd400RPNZ01/nMf/Qg7qprVn4f2Ssd7v51ieK2ZBu21L3yN/207jMgvC2Y7LeiV5cAPh5ujzsWDA5BmF2AReIAxBCUGj1+MWZCOhYUDctLsCIpydT4oyt/e5AGIjOni4wAIPNRjNgsvF6vDHwpkOiw4fVCuTotcq00elCQ0e4MItWLMdisPgePgDYrqDnYWPsdxsiY6YwyB8I50pfge0MT2m7NPVnXGH/tgFxq9wahzgLGut2Jkypjcn3IPgLga4JHrQ5eTiLw7LDx6pNnUa456Aupxq8DBF5Lkons4DoHjIAGqTn5rteAjY7yqpMBUrjIWWs19DoBN4JDhsKltsnC+tOPqkWZrdZyJavUnM75Y10b6D4DjYOX5DtO3jjcv7RlfW7S226rT3Zb560qa4G31pEiEVD3LBEEYk+j7Ur4DY+p2NPqCplrmG8prdV+bN9Oh5TjOsIAOyPrQo/pm4d7V21HcL1t3vLhftroz+t7V29Ez04GJg+Sfl22oUGPIz7Sr1ynHi/tlR8VtdEzb36Rw2/doYlm2oQJ3zBqBiYNyTe/9pLxW1VA3ylF+pl3Xd3G/bPTMdOh+jhVX5JhjxaLkDUBUTrTnE2njnre34e4LRuKMIrfuvFG7kX1HHlu2oQLzJxdgcmFuVFuj+maZarpHroNlGyqQn2mur6/kO1asiiayEVkuG+6/aHTUmBVTxUQLby3+EOaZjHfe5ALwHBdzzPkZdtMYAfNnLdZaMptPs7GZ5aK0yI15cZ41hVi5TpTWzIn2nlTHl4jedirvU0gmD23tqz3Jctkwtn9ic9LacaTqOSYIguiKrNlShV3VLeA5wMoDPAfsqm7Bmi1VUddGatAqRcI1W6qwtbIR2S4bOM31Fh5o9IWwo6oVBXRO/gbrvEkFYSNNAb5A6wroSkyM42C38mjyi2j0BuELiACTVdgj42MAQhKQl2FHhsOCQEjWIec5QOA5NPpC+N+2wwiIspxAQJSwdns1AiEJmU4LGjzJF9AV7BYeAi9HLfCyrA3PAel2AdefWYhHLytGtsuOHmk2FLjTkOmwIhCSkOGwoMCdhnSHVZ2Xpz/agyZvUI27yS/iqY92q7vx508uwDNzJ+DBi0fj5asn4oGLxsAW3pUu8MfuWbxuF57+aI+qAd7kDaLJLyLTaVHXwc6qJl17t88cjq2Vjcfu8Yto8gbRK9MBd5oNTpuA+ZML1GsG5qbBnWaDVZDHHhTl4psyPwzyhzJOq/4+7VpUxhULbYzPzJ3QqqLbzqombK1shDvdhn45TuRl2JHtsuPGaYV4Zu4ETBzsxrINFfK6CcrrLCBKCIhSQnHGetaMjmvbS2Z8ZtdGar4rcxc536kk2XlRrr9xWiEcVgvS7Zak14IRZrlPpL223Bs5rnh5SEVf7YX6fKTJz4c7zYatlY1RsbV1DKl4lgmCaDtdRs7lRKTRG1sXW3veTIfWF4zWqNZysM4LT0DUaX4DsuZ2cf8cVc7DH5JgtfDRciV+UXcdgKi2zI5psQg8bgxLryjXegIiKmpb4LQKMe+N1XazTz+2yGvjxWUVeIREhocvGYO+OU7Ue2Lr+abbLXh27nhDk01AzmsgTp/+kCTL5ngDqsFggzcIu5XHu1uqDNs1G4vSlmKEeNv5w9DsF9Hkk41AD9Z5Y8YSuQ6afbHXk8cv66r3zXHif9uMDWRjaSKnwlSxwRuMMn5UTDxvfKkMz82fEPN+f0iKGaPZsxZrLUXOZyJjM8qFyBh++uTGmM+allToT7dmTpR7fqhuNr2mNfG1Vm87FTrdieahq2uCG712aFHia8s42tMclSAIojOJ1A7nmbF2OBBfzzrdLqDeA3X3NAdONQqVf0biRXAGSGCwCBwkCXDa+FYV0BX4cP+BsL64FN7abRU4BEV9y9o4GZOL+crfKBYLL8vOQN65brfIWuRabXIx2U8MtH1z4Rg5DhwQ3oUPME7eSDRugPyNTFFi6JnpAB/e2c0gx+myWeCwMnVePIFw3Eo7jMEbEHW6wVqDwcp6L0SJ6ftmDJ6ACKvA0K+HsXa7VotY+W/9jmpTDXt3hh3VjX40+oK6NeXOsOPAUQ+CojxP2g9lJMaQZrfAG5Ci7ktWD7mtpoqRz4LE5Jz3zXHpxu60ySvPIkDW97fI+v7x4myrVn8y4zO6Vtt/PP+BVJLsvCh6+aLEkJtuS4k2dlu0tlOl051IHrqyJnjU8+FghrGlYgztaZBKEERiUBG9Hcl0xE6v9ryZDq2i2WeGTZDP52fY4bIJaoGlxR/SSYPYLbxseqQxxlxQUoAMpxXDe2di8RVjVTNKoz7jxZHusODhS8bAaRXQt4cTz82bAE9QxEnZTkiM6WIzatvMKC8nzaru0DCKw2UVYpquCrz8ldV0uwVWgYc7PXYRKNNpxSflNYYmowCQ4bDE/WNBiTFdM6dceEeMmTFl5NiUfPTr4cSSn49Fms0CxhicViG8Q4XhrCH5sAl8zNwq68Blk/OU5YqtZ+yyC7jsn9/i2bnjsXhdOdzpNjwxp1h+U+kTkeGwICvOum6rqWKmwxrTxDOeZrPdwpvqNjd4AnBaBUMD1nhrPM1uTWpsDZ4Aqpv8qPcGkWYTYBE4WBmnuyZen7HGEcss0uj84Pz0pNrIctnQI85Yk9XHbq3edmvuMxtfPNkXs/URL8bWkqzxZ6K5SPS6WHmiojlBECcaw3plgudkvXGLICEU3v07rFf013bNNGiH9cqEw8rDH5R0RU8Gpi9IJxEXxwEuq8W07WTgwkEwyLIsLHyMA9TxSho1T22ctrCer7wjmiEkygVuQN617w9JkBhTr/EHJaTHeV8YD5dNAAcO/qCo9scAOG2CKnupnQd/MNx3OBbtvLhsFrT4Q6btRNIn22l4j8smwCoIhvrpZlrEkZrrSl4FzT3K/GrXlNMmwCryqPfqP9xWxmh2X0fqIcfTY1bO+4MSFH1/nufiakPHa7+jxp3I3HUV7elUa2O3pb2O1OnuyprgicbWlcdAEETiUBG9HclJs6GkMNdU2zkn7ViBwp1uwxlF7igd2rID9aZtTC7MRdmBekwuzMUPh5tUI8ni/tkoO1Cvu+5wow+VDT4A5maBihnllsqGqD6Vfsy0tN/ZfEhtSzHFVMxOSwtz8ezc8TrjTIXSwlzUNvsN4ykpzMXZw3piz5FmlBa68Ul5DcoO1KNPlkMe+/56ZKfZULa/znAc//5iP36oasItGr31v104Um3LKJ+rNx/Cd/vrDE1GSwpz8W74675muVDmZPowucCt1SReOLUw7lwazY/LJuDJK8bCYeVx+3+36PotLXKb5vaMIjeqm/y69mLFXlKYi+pGv3qfO92mGsxGmpD+7cJR6J+bFtVGKjB7FpQx5aSZn59cmIvqJj/Gh3cuaTEyWdQasMZ61s4ocsf9ACaqr1c26daZYnz63PwJmLf8K3gCYsznyqzPeGaRiZhJJmo4GW8ukslJW9pL9r7WGGrGWx+egNiqMceiNXEmmotEruuqBqoEQRDtxYyRvTB9WD7WbqtGICQXlM8Zlh+1Cx2Qd/wtKJEl2Kob/aoG7YyRvVDZ4MWyDRVw2AR4AyIkJu/2dtkEZLus+LHOl1QR3WkT8LOxJ2GgOw2lRW58sKNa17YCz8n9qJItEe1wAJxWIWyaKqHFF0KGXYAYNj0NirJWdbrAodkfgvKFOEWb3B/W2p0+PB+fVxxFgycIgMFh5TG8dyYO1nvVXEwflo+tlY1o9IaQ5bLG1ES3CTzAMQRDTBez08rj0vH9kJ/pwN/X/iDvAmYMmQ4LflZ8kmq+p50HgedwSt8sHKz3orLOC0HgcMm4vuq8qJro4XaumzI4pknlNVMGRd2zaGqRKrXQ6A0hw2kFGEOjNwSeB6YNzde1pRhpzhrdG29vOiTfYxcAjkOjN2S4dpQ8/qz4JDR4g3jz+0p4AqJOC94mmN83cXAu3t1yCHtrWgzXbyoxexa0u/uV83arAF9Qgk04Fn8iO2eVdW/2rBn12xrWbKnC9qpGDOuVqeZtSK8MzBrdG6u+OYgWv/HcxeszEbPIVFwTby6SpS3tJXtva01BlfuU5ytVayFef4nGmWgekslXVzRQJQhChoxF25EGTwBHmgP4y5tbdIW5ksJc/OUnI5EX8fX4ynovbn51k67oMX1YPu6YNRy3v7FFd1zRq175xT5ccdoAtXg+a1Rv5GU61KLP5MJcLDqrCBwHzH9OLtzFM9e8YEwfjOmXoyueumwCls2dgCfXl+sKg0rBPLLgHGlIWVroxnmjeukMRCcX5uKqkgLkpTtw/3vbTeOZMLAHTivogSUf7sY3++rUgnJFTYtqMBpJSWEubjt/OC566lNdXC6bgGfnjseS9eU6rXkln8o4tOaPkeMEoBalNxq08fKX+/GXn4zAza9t1hWnlGL2cxsrdOuhtNCN688qxFXPG89PpJlqJKVFbpw3Up9bRb8YAD784YhqRKgtqEcWxu+cPQKPv/8Dbps5HACw76gHT6zbZZrfRy49xVTPvq0YPQvKmHqbFIqVIvXAHi70iigAxjJZVNbqzkONhs+att9EaPAEsHBlmekHNbNG9QEDw62vbzFdE2Z9xjOLfOiSMfjjqu9jmkkCSMpwMt5cJEtr20v0vtYYaiayPjYdqG/1mI1oi4FpormIdZ3LJnRZA1WC6C6QsWjnjF/epLALnoAY/qZeUUxjN7NihraAWt3kx2e7j+Db/Q0QJQbGGAa6XTh9kBujTsrC5h/r8dnuWvhCEkaflAWJMfxv22E0+UMQRQaHhYfdyqtmgQLPYerQPIQkhrXbDiMYvuacET1RmJ+BRl9Q3T3/1qZKNPoCGH1SDkadlIWPfqjGuh1H4A+JEHgOQ3qmY/cRDzyBEGyC3MbcSfJ43/r+RzR4QygpdGOgO003zgfe3Y5/f3UALQFRjtEqf9Nv6tA8zJ0kF360uVHa21vrQWWdB+VHWuANihAlBrvAI8tlQ47Lih/rvceOW3i40+0Y0ScTZQfq0eIPwcJzGNEnE/uPenXme5MGu/H8pxX4YEc1JEmWvJTAYBN4pNstqkHfzqomfFlxFADDqQW5ujkzM/UzuydyfM9/WoF1O45AlNgx49CQBF94x3UPlw2zRvfGqQW5uo0LZmvny4pavL3pEHxBCQLPYWz/LEwcnIf8DDtsFt70vmc+2Y3PK+rimhimmniFvcgPFRIpAGrnRFn3yvpKtN9EMTN/VGJo9oXUD2V+Wtw34T4TMYtM1TWpzkkq2kvk3tYaakbep32+2qO43Bbjz0RzGO+6rmygShAnMom+L6Uiejuyu7oZl/3zMzxw0WhVDiPdIaC60Y+bXt2El6+eaCqxEKlDqxyv8wRgt8o63w2eIL6OkBt477el4DhZb91lE+C0Cnh3yyGEJIaRfbLgD0no18OJ2U9sNI37lWsn4toXv8Hlp/ZHcb9sZDqsyHBYkGaTpURaAqIa3+rNh0ylT5Qd0grv/bYUoiTrDGY6LHBYBDR4A7BZBZz76Cem8Tw7dzwWvVSGd28sRUhiaPHLX4HyhqSY9y2bNwELnvsq6rjLJuDfV58OjgMOHPWqetuR43hr0WQcOOpFvx5OrNl6WHdeKz+T6bQiw26BwHMQeA65aTbUNAcw7e8fGfa9oKQAs0b1RrNfnqM0u2wa1OQLockXhMMq4NzHjo3r2bnym2JtLiN577elEDhO3j0RoV+863ATpv/j46gYFAmcAncanFYejAE9NFISOw416uKI6vM3pRjau/2eI7NnQXu+usmPBm9QzqPNgmyX1bDwt7u62XA+FN77TSl6Zzl0z1prtaDj9fXs3PHqV/j8IQkuqwCRMXAch0yHBTkum2mfiYwj1px98PspABCzjQ9+PyXh16XW0tr2ErkvXo6MxpfM+kgVrYlTS6I5NLuurf0TBNF2qIje8ePfWdWEXz3/laqp3eANggPwzNwJbSrIJNOucm0gJKG2xQ/G5J3Hyg7zge40+EOy1AwDg1XgE441Mo6aJj9qWgJwp9vgTrcnPF6jGHmeQ480G2wCn1AMkfdmOiyo94bCmuuBY8ftFtT7QmqMNc1+1DQH4E6zwZ1xLObbZw7Hvau3gUHepb23VhakV/KVbG6SnXvt/Ur/TGLgeQ6MMXAckJsmF78TabO18azZUoXrV34LMFlDPyTKC2jJFWPbfUd6qmmv59EIs7zddv4wLN9YkZJ1YXZ/qq45Xmnt2Do6J11hDrpCDATRXUn0fSnJubQjjb4gapoDpsVPI2M3Mx1a5XjZ/rqYBXBfQMQp/Y9JWZTtr8NDa37QXbPk52Njxl3dJL95VXZhv3H9JMNiaaSMSiSRpomRscmkoWx/Xcx4FHPNOk8gamyxMDNl9QRE1ZDz+hXfmt5/4KgX16/4Fkt+PjZqnFrNbqP87KlpMe178bpynD00H+MH9tCdyw83ETmueOaTgFluZZr9eoPbSL3xN66fhGEG89voi2OMG+d8W4mnyZyMZnM8k0VfUFTbaqsWdLy+/OEda0Zr743rJ8UsXMZrO96cNPmCcb9enszrUmtpbXuJ3NcaQ81k1keqaKuBaaI5NLuuqxuoEgRBtAftZU6XTLvKtVoTRq3Zp2JmeKDOAzDA3SPxWCPjsFvDBqBhQ9BEx2sUY6JGkWb3KlrsstWR5jjP6WLUmpaamUy2xvyxrXNvZj4pMQarwMn5sSZmpNmWeCLNcS2CuTluV6cjzSLN8vb9wfqUrQuz+1N1zfFKa8fW0TnpCnPQFWIgCCI2VERvR1proqelwRNAvSeIlkAILQERGfbYU+ayWbDjUCMafSFkOi1w2YSoa+KZGUaez3BYo+LIdFiQ5bTGNQzVkmYSu1GMRu0o9ys7Kx1WPqapqLZ/d7pN942AbJcVFoGDO13eNW5EfoYdz84dj7wMe8z4HFYBO6oa0eIPIc1uAc9xcMYZk3bulfE0eANw2S1w2gQ8P/9UfLXvqKnRa6z2Iom3Ds3mJVFj3FjGiJHmmi6bAB4cGnwBZDptCIQkNPtDCRkqmhGZP57jYAl/I0BpL5FnMXKNZzutyHRa0eIPocEb2/RRmwNn2MTV7BsaUea4mm8GBCWG3Uea1X6Udpv9QWS7bHBaY6+reHOWyGtOa4wzkzXHTPX92nbi5shpjeqvh8sW87XMaRPww+EmSIzB4w8hy2WLmqNEY1eub62pbKpIxe8ngiCI4432MnZLpl1DE8bwTnTgmJmhy2oBA0sq1sg4zEw4EzV6bI1RpNm9ioSG/HmB5rjEdDFqTUslh944tC3mj22dezPzScWoluOgasq3pyljMua4XZ2ONFo0y9uYvtn4dl9dStaF2f2puuZ4pbVj6+icdIU56AoxEAQRGyqityNtNeU7VO+N0qWOZU5ZWuTG1/uO6rSx77twJEqL3Drd21hmhlqDSyVOp5XH9qqmKH3sWIahke1MLszF1/vqkGa36H4J7KttwTf76uLGU1roxuYf62G38LjtjS34Zl8dVv769BimovtwuFE2Uo1lkPnvq0/H5f/8PKqQXlrkxg+Hm3Dr61uwcGqhaXylhW58u78uSuv9pnOHJmRSaabtPX9yAbZVNuDxOcXY/GMD8jPsSRtQKrjTbVFrQNuX0bwAQLrDEtcY18yY8IGLRoMBhuaaC88qRG66HX99ayvW7Tiiuy9ZQ8NY+bvvne346wUj0SfbGfdZNFvjkZr/RjEaxVASYUipja260Ycf45j8nlHkxr0/HYm7396GT3fX4vE5xXhwzU4U98+JuQ5ima5q10kqzULbak6ZKnNLpZ0x/bJNc2Rk+Kv0p8g/Rb6WTRuaB29QwkNrduja1M7R+9urE4pdO9ZYryupNjA1ItWmsQRBEMcDqTDlk/WzawFwOLWgB4b0yojZrpGR4aiTsvDZnlpYBQGBkASeA6zyFm0cavDBZRVw6YR+qPcEsG7HEcNYIzXZAYb8DAdKi9z439bDqPcEwXPAgB5O1HmCOHDUA5uFx7Sh+ais96r5MGJvTQt6Zjrww+EmOUZRgoXnIEoMk07Ojbo/UuNXMWm0CjwCIlPvVWKx8DwCojxukTEMyHHiqCeAynov0u0W1bRUMRJVjDwH5rpQdqAePMcZmj8CwPod1aomd6Q2d7ImiJE66cr9WuNQrSa6zZK8KePTH+3BgToPbDyPGSPi7yQf6E7DKX2z8N2BBgREc3PcWFr+2nEBet32VGhtR2rJm7UXb06MNNZjtRcrDtVUeHu1Lm8LSgrAcYiKAZDXkpkuvfZ4aZHb9DlNZJyJXtPaOegKbcQzBTXqyywngP45N4ovmdi116ZyDlpDqtcBQRCphzTR25nWmug1eAJ4Z0uVagipYGpOWeTG9WceM6fUXr983gQsXl+uFo2OmWvujmkSekaRG3+7cBQ+21OLN7770bSIHGkYGtmO1rRz/IAc1bCust6LP73yPcr21xuaXZYW5mJu2Dz116WD4Q+K+H8b9mBjeW1Mc9SScBG7pjmAZzbswYLJBVgW0bb22oVTC3H5P7/Q9Xv9WUVqLs3MOCOv0zJ1aB5unHYyHl6zw9QwMhEzw7L9dTi1oAdGn5QNh5XH4vXl+hiK3HgwgbW0vaoJT67bZWqmqp0X5Z5bX9+MG6edjHve3hpljPt/F45CttNqGv99PxuFdzYdimGu2Rs/NviiZHKSMTRM1AxSu96MnsV4azzSJFcbY6wYIs1pFePTk7IcuPvtbVi7vTruOlYkepRrzNZipOlqvNecVJmFtsUcMxX3G7UTK0f3/WxUlOGvQmmRG+eP6o1bXtusHispzMWfzx2KB97bEXOOElnHkWNNZC7bm1SbxhIEkRykid55429tcWj5xgo89v4PqnxaptOK30w7Zkwa2W6kkWFRfhqqGv1o9AbBGGDhAcYBoogouTWnlUe63QqeB6YNzdeZLSrGc0dbAvAGRWj/mrNaeARDUlR7HACBBxg41QTTyLDu2he+xv+2HVZ3xlt5YESfLBys96LFH0IgbHLaI02+H4DOBG9En0xsrWxEsz8EgefQN8eJHw43wRvQxySEd99rj7lsPOZOHIibzhuGnVVNqpFosz+EFv+x99ocgEmDe+DO2SPVfH+6u0bNiS8km1SKkj5WxUQ0ERPExz7YhUavLG2W6bDgN2efHHU/gKSNNCP7eeqj3aj3BBEUJThtgum8KNcruZaYhJEnZeGKUwdEFdDNjAkjx2Wz8HBYeFgFQTd3bTE01PYdlCSAMbV9s/aM5kS7xpUPKawCn1B7sXJg9KFWZAzKWjLKn9Fa9wUlw+c0kXG25pp4pMKYsj3aMDMFjdeX0dxo10XkM5NM7EbXThrsTqlpa2tItXEsQRDxIWNRAzrrzXprTPR2Vzdjb22LoZ661pzSFxSR4bCC54CZT2wwlCNw2QS8vagEvqCERp9swshzgNMqYN9RL3xBEQ6rAMYYBI6DJyhLoRTmpUNkDBU1xnEovHLtRNUksV8PF6obfRA4Dg6bgBZ/KMq0UzGs236oEeeFTRAjzS7tFh79c1348ahXNU99+ZrTVT34SNPSSJbNm4CFK7/FgpICnD+qN86PYbb47m9KcajBB1943HkZdlz+z8+jPoxQjUQdVjT6gobXaXlu3gR8vb9ON0/auU/EgPKq57/GOzeWwGEVkG63wBsQ0RIIwRMQkeW0Ij/DntBamr14A/599ek40uRX82s2L9rYImVwFGPcQe40SMzcoDLe/MQyS03U0DDR/GnbM3oWa1sCcdd45HiUNhMxpFQNZDXGp0oc/pCI8x/fELNfQJ+nyGdlkDstyvQykdecVJiFttWcMlXmlpHtmOXIzPBXYe3vzgDPcarB79ubD2Fs/xxDg2IFs7UeGbvRWLVxZjmtMU1l24tUm8YSBJE4VEQ/vsa/s6oJVy77AjXNAfAcwBgDY0BehgPPLzg1qtARaWQYFJlqHiqEFb0U2xutnIuWfjlOMEBnLKcad4oSapsDCBndGAOek/8zMsFcs6UK16/4FmLEn4ccgJw0m84QtEeaLXyOg0WQtXsjTUFrmvw40iybiyYSJc8BeRl2/GvBaQCgGpQeafIj0iFI4Dgs+blspqnNydGWAERJzjXPyXIviRiiKuysasLcZV/iSJMPHAdwHAeJyd/g+teC01JW0IqMWZJim5Mmajhodt3tM4fjrje3quMCOIQkBp4DCtxpaPaHDA1dkzE0jDJfrWkBOA4Dc10Jmb/Gyg0gryEugfbaYs4YK3+Ksa3RWu8qBpCpMKbsyDZaZcoc45kBkHR7ZOJJEARAxqJdCr/yNU0LL7+xC78xjVWoaPYHkZtuw7NzxxvqfSvmlMpO1Z1VjfjPNafDbhUQCEqyfrrDApvAhYt1EpxWHh/+cBRDemYiJDH07+GC9jOUHVWNGNUnCyf3TIc/KH81NNNpgS2Odq/WJPHlq09Hz0wHDjf64A2I2PxjA848OQ8lg91IswsAOFh4oLy6Sd0FAUSbXQLA0l+MxQ+Hm3DO8J44Z3hP+AIS3l5Ugo9+qEZAjG226Qrrby9eV47Jg90xr20K/8J0WQXkZdjB8xyem38q0mwCJAas23kYL3y2T71e2U3ksApYcsVYeMIfQmjnBwA8weh50tLgNdZiV1AMRX1BCcP7ZMn3eOQ/lvwhCTzPHWvLE8CRZr/6hxQHgDHAFwwh02nDvxacCo9fRLbLBqvA4VCDD2P758ByBgeOA0adlI2jngCCVY2yXqUkqbreRgXCN66fBCnG52/xzFD9IQk90mx4a9FkNPvktXq40YebXt0U19BQKfrVtiSWP217WpPFw40+HGrwyVrWCejGa3XOa1v8CFZJaIkwbY3EExCjDGS1cSRiqmvUZqQxbORriZGZpJF2tyLZ0egLyosGsV+XItsQGTPVEnfZBEiMYXd1s6rpHqmB7wkEY/oaJGpuGWmSaZYjM8NfhTqP/Lpb4E7D3lr5WlccjXWztR4Ze7M/9ljjmcomQzI67cmavLZWAz7e9anSxScIgmgvKuu98AZEuQjOyZXoYEiCJxgyNH2LNDIUOFEtlFsEHqLIoJaWTd5S+UMS8jLsOmM5rXFnrPdiZgicvBvdyARTiRkAOA7qDncWvi/SZLTeI/+u69fDZWgKarfyul3yihlnLLwBUZWLUcapvUdr6KmYaWpzwtixXe5CeAyJGKIqVNZ74QnI7+8s8tZ9MMbUuFJVXIuM2RLHnDRRw0Gz67ZXNerGJWrMbEMSMzV0TWbM2r6V98hcuP1k2jPKTVCUP7TiufjttcWcMVb+dKa9KchXe5AKY8qObKO1psxmzwyApNsjE0+CIJKBiujtzIHaFhys9xrKcDwQQ/M3y2nDHW9sjpLf0OosK8Zvh+q9aPAEIDLgvnd3REiOuDG/ZCDmP/cVxvbPxl9+MgLzl3+Fu34yAn9bvU1t32UT8Ny8CZAYw11v6rXDV/7qtJhj1BrkNftDuOyfn2Pa0DzcMWsElm3Yg0ff36Ubw8KzCuELRn/NNJJ+OS5kO61RUgqlRW5MOTk/5r2ixLDiV6fj5898jnRH7CJYutOK61d+iyevGIv7390elfOFZxXivJG9cf+723WFOUW25o+rvldla7Tzo+TFyKDvUL0Xdktihqq+oPymnQPw5wjt6OnD8nHHrOG4+61tuPy0/lj5xT5ccdoALN9YocrkPPS/H3T5U2RcFq78FuP65+D6swbrdO0jNdkjdb0B2Wix1sSQVRt7rPOixNRvFgByPlf86nTYBM70Pq2mtLJLO14MRvnfX9uCW17frOYlXlst/hDK9tep+WjyhXDp059jRZxnQ5k7s+c8XvFe+YZILBIxgIzUHXfZBCybNwFPrivXSe4kquetUFrkNlwjilTJ3W9txTfhdfjgmp1RsiV3XzAS2yobDH0NbnypLGFzy0RNMuNd1+QL4tKnP8P0Yfm4deYwlO2vQ3G/7Jj3mK31yNiznDZTD4dkxhqPVGnMp6LtRK9vz5gJgiCMWLOlCp+UH0G204bZY/okVDDpk+2EVZANMoMiU9/HuqzRvjJA+HcOA/whBg6iej2DXOTRYvabnueAmmY/fMEQFq/bhVe/PYCx/XvIxp0hCZy20p0gQQngwVDbIptxB0KSKh3gC4hq8Tyy+C2Gi8n+EMADONoSgIXnIPAaI9Pw7uDa5gDqPQH1g2bt2GPBwn2s23EYBe502WDPE9TdpzX0HNYrEzurmnCwzgueB1p8IUiMqR9WiEze9Z+IISog70z9Zt9ReSc7gGB404q8gQYIGHxwnoj2eH6GQ6fRrujY87zyYTxDMATVnJTngYN1XuysagJwTDImnuGgnAuParaqvW5Yr0y4bBa0+EMIiRLU3RMALDyHZr+sKVTb7Ffzl4yhYWTfyocdjMma+IkYJCo5O9zok+fTHwIDEBSZ3B4nf3giSscMZytqWvD9+z/o5FkCIQkMDDVNfvUbEQzMcP4iiTSQbfDKGv5aY1tlrRsZ4Cb7vsVo/bRWz3tIrww1/pomP+xhg19tXJHXG/Wl5q/ZD3e6vVVjS9Qg0+y6QEiK0qTvk+0EzwMN4Y14Zoa+yZo81zT7YbfwCb9OtJb2kmhJtt22rC+CIKiI3q4cbvThk/IarN58KEpP95NdNbjp1U1YbKD52+AJ4I43tuiKuQDUNhaUFOD7A/Vwp8uyEB/+cASMMeN+ymsAMCwoKcDideX4y5tb8eTPx0YVpheUFKD8SLNhG5/uqTU1mNQaiGr/PaxPFm57Y3NUW8rPM0f1Rs9MRwzDzlw0+4NRHz4oubvhrFDMmD7bU4vv9tfhgYtGo7rRH9Mgs9EbwAMXjcYT63ZFXaP0PWtUbwzvk6UzwtxQXgsWzt3ideW6+SnbX4eyA/WGBn3KnIGxuIaqkwtz8emeWjz10W6cN6p3lJbzkN6ZuOX1zSjun4PlGyvU/yu68ZF6y9oxKXFLmvWhPa+0pT0HyMWtb/fX48d6r2n81U3+mGamWnNNbT7veXsrHrx4TNQ9St60hTbZcDY36jnR5s8o/4cbfboCutJWvLlQzt0+c5i6zj+L82woc2em7R3PvJUxFjO2RAwgI/MGyHMfaaIKAB/vqsHNr24y1POObAOQn0XGWNQaWVBSEHcdfryrBre/sRmn9M/RPVfKdXfMGp6wuWWiJpmxrtO+fg3pnYk739iCjeW1Mc1cSyIMlI36BI69pps9i8mMNRZm82Q2r+3ZdqLXt2fMBEEQRlz7wtdYs/WwWox9dsMe/PncoXH1fj/dXQOR6WVXeA44pV9WVHFh+cYKPP7BD4kXj02OVzX61X9/s78e2A+8vakKQ3ulo6kxBNFAykXgOUgSi9mnBKDFL8IbEHHTa5sAxhCUmFzcj7jRYeFw5pB8fF5xFMrmZQlAs1+EwHPIcHBo9gXhD0oIirI+e4uJ1KEWIwkbBqDJL+LFz/eD5zk4LRyaA9GFT54Dzhmej8oGL+5dvQ2+oIRmfxDeyA8nGGATeNiE+OZ8it59gzekpkAEIIYLuEGR4d7V21DZ4I2rvazVHtfKyij/lhhUjW9fIAQxnHaOyd9UddgsePyDXVGa4ooGt5HhoE6LXBSBEKcWF68qKZB37Dd4NZroDA6rrIne6A2hySdvjmkJSGgJeOGwcLj5vGEJFc4i+/Z7JfhDkvpBTFWjDz1ctphzEKnXruRJWSMCz4ELf0BSWe9FpsOCXlkO/N8729VvCU8flo/TBuVi2YYKeAMifCEJdd6gqo0fOX9GKMaOj32wC5X1xzTxKxu8UYaPWgPc1hhAGq0fAG3S854/uQAj+mTqvBimD8vHkF4ZMTXdI/v3BkX5ufKF0CMt9tzFymM8g0yj60b0yVSfa+24Pt1dA39IQpMvpD5LTqsQZeibqDHnkF4ZprlKNanQmE9Fu23Vi09FzARxvBN7uyjRJupaAuiZ6TAsvgByAarGYDdvTXPA0JARkIsuEwfl4p4LRiLLZUNNcwD5GfbY/ZTXqrspN5TXwiLwUdcW98s2bWPZhgrMm1yA0iK9LIqyY3nZhgrdv5X2zOLZWF6LnpkOCByH+ZMLMLkwV3e+pDAXd8weAV9AMm3DFxDjxrShvBb5mXa89s1B3PvTUSgx6OfO2SOwcGUZ8jPthoVMJd78TIfhjtSNmtwqP08cJMew81AjHrhodFQBSJmze1ZvNxy/die4MpaPd9UgP8Me1b+S58j/a8+ZjUmJO3IM2mOR55Tdw/e8vQ3LNlQYxl9a5MZZJ+fhgYtGG87PoqlF6JXlVNeKlg3ltTqZn8i8aQttyzZU4I5ZI2Lm7+7wc6KlriUQlRezsUSu643ltRjVN0v9OZFn42OT5xyQd9jMM+l33uQCpNkE09gUA8h4BcbIvAGx14ZRvEZtKGwIr3ktEwflJrQONxisPUDO89j+2QkXT7NcNtx/0WicETEPkTkyu87o9Uv5cCZW/v924SjsPNQYs08g/mt6MmONRax5irUO26PtRK9vz5gJgiAiWbOlCv/bdlhXJ/YGJTy5rlzd9WvEzqomLNtQAbvAQ+DCuuYckOOyYmtlo+7enVVNeOqj3ar5aCJkOy3gw+1ykHckx/hiHnZUNQOMIctpUePhAWQ6Lciwyz46nHI8rIHusgpqHwoSAxo8QTT6QvAFRIAxCAKHLKcF6TYBcyb0xX8XluJ304cYfjNOlBSJQwsum9AXQPwPDHgOyHJakGYTYDZEFm7bqIBut/C4feZw/Hb6ECzbUAEWHrey653XjDnLacXN5w3FM3MnYF6M4o92zozi7+GyYqA7DQzy+4KdVU3qmmAA8jPt6rk1W6rw9Ed7VLlIQM5zUGSQpPC3GBiDPyiC5zgERTkf/XKcyHJaERTlMWY6LWjyBtHkF5HptIAB2FrZiNtnDseDF4/WjSkylnSHFXYLjxunFemumz+5AC9fPRF//clI/PUnI/DfG0rw8jWTcNmEvgiKcs5k+SEgKAK9s+LvyI3s224V4A9JyHRYMCgvDfmZdjitAm6fOdx0DnZWNak5k+eOQ0j+/AC9M+3IcljAGEOO04rBeWlhPX4OPxyWnwNbWLdn7bZqLF63CwzAQHcasp0WhEQJ2Q5L1PzFYtJgN+wWHjlpssRfusOKZRsqMGmwG8/MnaDm/6lfjtf9HGuNxcsbA/DUR7vx9Ed7otaUUbyx1t/Wyka4023ol+OEO92GrZWNWLOlSnd9QJSwdns1AiFJvf/pj/bgqY92y/nLTYM7zQanLfbcxWL+5IKE8qO97vaZw7G1stFwXMs2VCDdbkGBOw3udBtyXDbcdO6wqLYT7XdnVZOcq7RwrtJsUa/nqcBsrtraT7LtJnN9e8VMECcCtBO9HWn0heJqQxtp/kbq+0YiMoZGbwBAGhp9wbh9AHrd3iaDImWsNjwBETe+VIbXrpuEH+u9CIgS8tJlAw9vQMQTc4pRdqBeJ+mQiCY2APxx1fdYUFKABZMLkG63INNpRbpNwOEmPzxB810snqCIP676Hq9eOwmVk7w6s0xtHB6/iF+dMQi7jzRj/uQC3HTeUJ1B5hX/73PUNAfQ7Iu9YybWeCLP2Sw8emc58PAlYwwLY8qcKXldUFKAq0oGId1ugdPGIyQyNHiCGN4nK25OlWOR/48XcyLXKseynFa8cf0k1XRwb22LGpMS/4LJBccMYXu40Cv8NbjFc4pR3eRHgzeo6tT7QxIWPPeVqSGr2R+dRrrXFbUtKO6fg6tKBsEicMhxWXX5U56TeO1r5+LW84Zh31GP4XoC5K/Xqusr4tkwW4dm2t4N3qBhDpX7X7zqNLy1sAQt/iD+9tNRCIiyDnsyBpBGryfJvi4l8pqk+DcoUj2J9mV23pvALjYtfbKdeGJOcVyTTO11tS3ytbFev7RrQ5mjgbkunJTtRJbLhocvGRO3z3j5S3asZsTrJ1GN+VS0nej17RkzQRBEJLLm97GfFckJTzC23rVWi5fjONjCuuBpdkuUfrWinZ4MNosAnhMhMlmewBrWgI5FQGRwp9vQ4hfVeLKdVtR7ghAZAw/AapU1vUMSQ4jJO4MtvCzposA0ebCGNYaznFZ4AxLOGdEbQ3plYP2OalMpDIGTC94WgY/7O18IG3VmOa040uSPWXDnAdVMVKulzvOyEWak/rZS4xd4DoIg69VLYOib40pIB1s7Z0p/ShE8zWGJ0kwGjLWXtdrjPM/ptMd5LiwxE9alFzhAAkOm04ospw0cBzT4grr3UpGa4jYLj7OG6mUtzbSd++ZESzAM6ZURdezdLTwkHNPv5zgJAfGY5ny83EVqhcsfbFjhslngsApq3LHaMNJr5wDYrQKsFh6N/hDSHBa1zYqaFkgMsFvkmC2ChECIwRMQ0SvLCZ7jkGa34KgnaDh/sdZEZb0XkgT0ynSEPyRi6n1nDdXvVDbKZyIYzdmBox4AxzwGWqPnHandLjGWsKb7gToPwAB3D/kad9iPIZ4/WiwSzY9y3fod1QmNS1lXRms80X4jcyg5WLtooreX9nqy7bZGf5704gkiGiqityOZDgua4xgPRurgNngCcNpia2W7rAKsFgFfVhxFpsMSV38akLWVAVmrOC/DjnduLEVtix8hkeH7g/Xo38MZ842sJ6C8sedQUdMMu4VHXnhndM/wLm2twaA2JpdNwIKSAozvn4MslxUWQS6+u2wCrj5jUNghXt51AAAtQREZTgsyHBZTY1W7hYcnICLEJEPjS4V0hwX1zQHkZ9p1+tuRZLti6xHHynG/Hk4smzcBvrDBqDvNhoAkofxIM9LtFtgFXv0DzRsQkW63YEjPDDVfi9eVw2UT8K8FpxrGqOSvXw8nlvx8rC4XSlzK/11WAb+bXoSzhuTDwsfXJY81vr458rjc6TZIDKj3BBCUJNitAt68QS6qewKiamJb1eDFnf/dihevOg27q5tVg8BMp1XVR7RbBTAG0wI6ID83RiaDRnrWFp6LMqTVcuEpJxm2b4QyF+eP6q0a5RphE/S58gRESEDMdWi3CqioaZaL4L4Qslw22TjRaTU01VVw2QW4021Id1hQ1xJAoy8k7zrjgb21LUhvCcQ1YDTKW7zXjDT7sRw1eGTN1FhIkiw7M7Z/Diw8h7wMu2rEmog+vhGJaIQ3eAKo9wTREgihJSAi22lFfoY9rkGnYqYpHW7CpU9/ph7XPmtaIufog99P0e1uV4g0aFXWsfp8htuPNBfNdLZODz3yOUm3x/6VHjmvZkaeiT5/WiLnK1U69anSiicIggCAYb0ydTIix3TNhZg6uIp2rj8o61eHRLlAaqSh2yfbCadNiPs3gBZbuPCo7B4PibIGN2PmO7td4R2/HKfXBnbaBIiivNM5JMq66Qyy7EFIDCGyNs9p/h8SmeG4+mQ74bIJUXIpgFwUTrMd09z2Bs2/QSSFi/j+kKRurDBQpJGv1fxbe4lWg16rXa1quYMhFB6kmV59JJFzpu1PyauR7rWR9rJWe1yKGJxWq53nWPj/XDgPTNZDD/+s/E5nQFxN8UT1p82QnwsOIZHBIkjh9SdrzieSu7Zqhcvry1ivXeA5eP1iVJsuqwBfUIyK2WUT2qxb3tZ8JoJRH06bAA7RevbJzHmkdrvZcaPcuKwWMLB2HXdr8hJrXG2JrSPmuT37SbbdZK7vqNwQxPEIFdHbkR5pNjDAVPO4NEI391C9F/uOerC/tgWlhW7Dr/+XFrmx50gz/vzqZrjTbVh1zURUN/rAgJj64u50G9zpNjwxpxh3/neLLp7SQjdOK+iBLyqOxtSFfndLFf795X78++rTo8xHFVPInz8j7+wuO1CPksJcfBs2FVz5xT6c0i8bD/9Pby5YWuiOMracOjQPN507DPe+vdXUWLW60YfSIndcvfMmXwgn9XDhy4ramPmxCnzSGt5K/JsPNuDW17fo2ps7uQA3vlQGQDatXLK+XDeW0sJcPDt3vFp4fXxOMX443BQVo2LQuHxjhaEh4ZbKBlWXeerQPPRIt+HUgT3wwHs7Ymo5m2nZa8//b9thLF5XrhuPJyCq83OHwTp64arTcM/b2/D+jmrdPMzT3P/vq0+POWfpDgsWvlQWZTJ4389GRelZb/6xwfxZKXTDYY0u0Oak2WLqmB+q9ybkAaCN2WXjTeOYXJiL1ZsP4bv9dbo8nFHkxj0/HYlpQ/PwgUYTXHvfe1uqcPqgXDy5blfUszB/cgHm/L8vMH5ATkwDRiMd8Hga8F/vq0O6Xf7q8E2vbsKYftkxnh83BuS68K/P9kYZ7z4+pxibf2xos6a4EcrrZaS2ezzTZu39IYmpc6191pQ8GI43IjYzU8x7fzoSd7+9De9vr8bCqYWYOjRPNf2NzNPl4/vFjNUIo37v+9momK9jX++rQ5rdYmhSrMjQKHNu9PyZtR2ZEyA5nfpk2iUIgmgLM0b2wjnDe+K9rYfVY3YLj4VTC2Purttb04JBeWn4/kADLIJseidLo3C4Kqwj/MJnewFwyM+wY1z/HHyw4zD8oXjiJvLu5ENhA3me42TzRIkBklxwDkXLlGN4rwwMdKfhm/11sPAcfCIDx4B6bxCDctPA8fI374KiXPS3CRzG9M3CwTov9tZ6dH07rAI4MIQkIChKsPByMTUvzYL/e2cb0qwC3BkOTBvWE699exDazeYWnlP1xge603BaQQ7e23IYZvvRGRD+xmAA7nQ7/DZJNrQ0gAPgtPLwBiV1/Faew9nD8vHulkMY1isTs0b3xqpvDqLFH0Ka3QJfIKTGZ7PwmHKyLN+m7KSvbvJDMfrc/GM9GrwhFLjTcLTFj345LjR5g2p/HIB0u4CTe2ZgX60HB+o8cFktuHbKINWQsbTIjQ92VOu0l6O1x4+NR84ZwnrOHHgAEwt6YOuhRuyr9SDdblF/Puz3w2WX5XqONgcgCBwuGddXZwapGJX2yXZi1ujeePHzfTjS5Ee6XcCiqUVRRqdas3utWeCMkb0wfVi+LO8RLkafMyw/ahe6kcmgkaa1ohWu7Kw+b2SvmM/XkF4ZuGbKIJ1eu5UHrBYBR5r8cNqEKP3xhVML8fme2rAkifwh0qTBPTBtWM+oWL470IADdR7YeB4zRvTC3poW01wolBa5sW7HEVQ3+iHwHKZF7P43Mo5NxnzRKG/XTRmsymaY9audh1mje+PtTYfUb0ZMGpyLge40Xbs8D7UN7ZiMNN1/NvYk1HsCumuS1UI3WpvJaqnPGt0b//7qAOo9QaTbLbiwuA9sFh6zRvfG62WVUc9ivFhimbYuKCnAUx/txoGjHjhtAq6bMrjNO60j+9DOdWW9FwLP4dLx/aL6iWXiGe/Zi9WuQqI69dprn/5oT8L5JojuAseMBO5OUBobG5GVlYWGhgZkZsb/ZL2t/FjnwV3/3YLLw4WTyKLz3y4chf65stREgyeAd7ZU4e1NlTi1oAdOHdgjylRzcmEuFp5VhC/31uIfa3fh2bnjseKLffjl6QPhsvFgDHgi4p7SQjfmlwzEi5/vw9VnDMKT68pNjRhPLeiBEX2yomJVCnY3vlSGJ+YUY5mBSaAypvmTC3DV81+rhdZv9h3F6s2HUNw/B2X760yLdsX9c9TC0sKphTGvnTWqN0aelAVPQMRzn1bgjzOG4q6Igq6id37F//scw3plYNzAHhh5UvTYSovcmD95IOpbAjgpx4XF68p1hVAl570y7fi/1dvwvqbYWVqYi+vPKsJVz0dLkyhjAmA6ltJCN84b1QuVDT7ZiDT8gYM2xni5+OkpJ+HUgh64+62t+M3ZJ2Prjw14O2wOqy0Kms3nuP45uP6sQt0YtOe1x5Q5ihVTSWEuTtHMZWQ+Fq8rhzvdhn9fPRF/eTN6zv7vwlF48L0dWL25Kqrt6cPycdfsEbj19c1qYe5304tiPisH6zw4Z3jPqJ3a+2tbcOvrm3X9K+O++dVNuP+i0XhuY4X+Q4IiN64/U58rZZ1tq2xAz0yHYRzaXEau9ZLCXPz53KFRRr8lhbn404yh+PCHanxZcTTuc3NGkTumAWNlvRc3v7pJzZvLJmDZvAl4cn25rnipjfeOWcPxzqZD+KS8JuZaWnhWEQ4ebcG+Om/UvJcU5mJCjNeVu2aPwP3vbtcZiyrF3N4xiuDa10szw9VY+VDuX7utSi1sa1+jYo130dQiDOuVoe40j/zARzt25Vlw2QT8++rTo+Y50XiN4jfqN5F5HT8gB+eN6o1bXtsc1e59PxulznkkD108Gv1yXHhi/a6YOdESue6UsWrnt8ETwPaqpqgPQ2K1SxAnCh39vrSr0VnjP/fRj2RN8TAWHrht5nBTw7RrX/gaa7dXq/Iayg5xm4VDtsuG4n7Z+HxPraynHWPneKrhOcAq8GHZktbDcXIxXJQYrDwHCYgrJQMAFg5w2S1w2gQ1B/XexHfftwVlx75N4OC0WhAQRfA8DwvPockXhCgdu84mcBB4Ht6gqEq+mI2O44BhPTMwdVhP7DnSjG/316PJH4Q3IMIq8Mh2WXHtlMEAjpk/CjyHqUPzMHdSQVTR+rH3f8C6HYfhCx2TJ+HDuVZ+Fnio8VotcmFd+fAl3WHB6JMysfNwM0SJId1uUc0gj3oCsuGfhYfVwqPZF1Q/QOAAzBjRE0/9cjyACOPPCLNSrVngmi1V2F7ViGG9MqMK6PFMBiOLfD//f5/jsz21kJi8m3z6sHw1HjOUnH26uwb+oAS/KBdis502XDNlECYNdkcVEv/8yvd4b0sVwIAslxULSgp01326uwZPfbQb9Z6g/CGRwKtGo1ZZXwhWnjc09uR5oG+2EwfD8i7aa5SCv7KmXHYBPVy2pM0XzQq9z39agQ92VOv6VUxrtfPQv4cL3x2sh8cvguPkb9z+5uyTMWmwG89/WoF1O46gyR9U10q6w4JpQ/PV9ar0/2VFLd7edEgdt/aaRFFiO9oSgC/8bZZkc6I1+AXkZ8Jls8DK8whKEsTwt2ucNgHXThmclCkmEG3aCsha8J5ACC6bBddMGdQm88xYz8kD727Hqm8OQhQZ0h0W3blY98V79mK1a0SsYn3kWJ76aDe8ATFuvgniRCDR96VURG9Hth9qxHmPfRL1FX5F83jW6N4YGv6a3O7qZuytbcFVz3+NZ+eOx6KwBm/kPcs2VOCJOcW46vmv8daiyZj9xEa4bAKumTIIs0b3Rov/mFazheewobwG//x4DzwBEatvLMHMxzeYxhvZb5pd/lqd0q8nIKp9mvHOjaU41OBF2YF6/PvL/XjqF+Nw8VOf6XZdm/WtnI937SvXTkSzL4TrV36LBSUFmDmqJyyC/JU+rd75Ta9uUk3pzHI6IDcNP1m8AU/MKcail8pw9RmDUFLoRkhicIVlddbvrMbYvjnISpP1G5V78zLsuPyfn5tKkzw7V36jGG8sdiuv5jRyrfTr4YyZ77W/OwMWnsOrZT/i3BG9cLjRp+tP215AlDCgRxpCkoRDDT70yXbgg+3V4Dhg6tCe8AZCaPLp59tojpKZS7Pj7nQbXr9uEloCIhp9IWQ6LMhJs8HjD+GsRz4ybXvdH6YgN82malA7rAJ+tvTTmM/KwNw0Q3mPA7UtaAqI2FvTorvHE5YaWlBSgFmjesMXFJHhsMIqcNhzpAW5GbaodfbARaPV9TVjRE8cOOqNatMsP8vmTcC3++ui4h/fPwciYwnn+oPfT4kpY6JIdGi1u+s9QZQfaY7KmycgRsVptDbXbD2s5hkwXutvLZqMynofTs5Ph1+UUFHTApvAq68Rl5/aX21zkDsNvbMccYum2tdLM2LlQ3u/Mq4ZI3rqnrVY431rYQkG56djd3Uzpv3dfL1qc7hs3gQseO6rVsVrFL9Zvy6bgNWLSrCnpsVwXiPjMovX6Fys30tKTiIxWnfa+d1d3YzZizck3S5BnAhQEb3jx79sQwXufntb1PFspxUvXzMxqqCwZksVrl/5LZjEdIVqpfCcabegLrzbWDZD7Lg/q7Q64amAD+uVi3HGIIR1vQFZ+i8oSqq+eUf9VamNoWemXX6/zxjcGXYcbvQDOLaLH4BOwid+2xxumzkMyzdWIBCSUNviB2Ny8Vs2tJS/gWAROFXmgAPwzNwJUUX0K5d9gSNNfsO+dfFBbl9ZPxZenl1JkufEnW6DO8OOmiY/aloCyHZY0OCTC7icybrjOWDpz8dhoDsNv3r+KzDI37rYW9MCcBwG5rpkOSCD2CPZWdWkthFrzArKcwPGYBHkbzaA47DkirExNdaVfgKihKMtAUiSvMM8N0324jLKcay4ItsTJRb+FgBUvXAOsgmpPyRLwjAwWAUeWU6rmm/5G912NHjlQrwoMtR55L8xlXUocIA73TjOZDEb1+0zh+Pe1dvU4zVNftQ0B8AYA8/La0Fi8t9Zd/9kJO5dvc1wDdsEfYzJzm8q5s6sjSuXfYGa5oD8zEqK5BFwUrZT3nGfwNo1Gk/k3CpzmciznCix8ggg5ee0a7wtc5fsWGg3OnGikuj7UpJzaUcaw2aKRhq4yzZU4Iwi97FrNQahRqY8nCIcrjnv8YtYOLVQbftIUwCX//PzqHtdNgELpxaqBXYzAqKk0/5d8vOxUdrQkX1GapU3eIO6IsyRZr/pmLTYLDzeXDgZgGyypxQWjYq51U3y19uUvNZ7RKQ7OPlrbxyHOk8ADquAy0/tr96fZrfg4UvGRMX771+fDkB+0/PCVaeqJlEA4AuK+OiHI/jnx3vwyKVjkC4de1w4jgNjDFefMQij+2bDEn5TwiGsnRiSzaea4hiWihIDDy5K+31ReOfykp+PjXl/iz8El92C4n7ZaDIwstXOp8smYOWvT0NIZMhyWMFzHKYN7Yl1Ow+jwRtAky+E61401wJX2g5JDAunFqr61z3SbAiKEpq8IQQlCT0z7fjXglPV443eEL7ad1T3Bl8xdTwlvFtfoWx/nWn/LpsAUWI6rWblDz3tGJV18fAlY5Cf6YDAA3uONKuabml2C5p9IdS2BCAxpprbKvek2SwISfIuh0ZfCLnpsn753toWzDMpgipGsYvXlWN478yYmuqRc+QP6deI8qz7RSnuH7I6w+AYBoxm+teHm/xR/ZrFGakLvuTnY9WflWuNXu9CIsPvXv4O/1pwKjIcFuSl2xESGWYM74lzR/RCTZMfEuTnBhxQ7wnKeu8Oc53ukMRaZdqsoH299QRELNtQgVMH9jAcrzKmvjlODO+dicVXjIUUrhLEM8UMiMdi9MUwSo4Xr1H8ZngCIo40B2J+wGCWu3gGyrH0+7XxG2nVF7jT1N37u6ub0ewPItslv0Y8cukY2C3HXpsBYEFJAZ6YU4zalgBwpDmu9r8ZsbTfCYLofnx/sN7wuNfEWFQ2ImUQeEDSvETygFqUUopy+t+i7Y+iAZ4q5MJ0cg0GwrtNJdax49dG6QuK6gcK+t+1xz5mSGZYEpP9ohQjWYCDJWzcarfwqPfIv+/imT/GN5g9Fh/P6/PHARAEHgFJ0pk/2q2yGSTPc2pcoYhvDSitMiavX5uF1xmwKtdozUoTMdpMxmRQeW4Uo1KLkJhRqdbAlzHAEja6tVv5KAPfROKKbE8If5gSudbFcC4ijTWVfNstGvPNox71bxpBYxzLYB5nsiRqGqrEx0E2ZAUDGGPwBkT1WqM1bGSG3FYTyWTnzqwNb0B+ngWOA3hAFBkYO/YeNZG1a2jaGjG3yRq5JpMDozwCxkbEbTmnXeOdbVpKEN0JKqK3I1kua0w9a62ZXKbDiqMt8ifaLmtsHWxL2DQlL8OOsv116jXKzmctWlmC4n7ZMePtm+M0NQdV2orsUxvXjS+VId0h6K7vm+M0bCuSHi4b/vbu9qiv8yvtagvpivmTkQbzvMkF+OOq71XpDOX+Fn9ILWxqj+ekWbHk52Px8JodhprTWw42YPEVxeiZacf97xy7xmUTsGzuBHyz9ygefX9X1H0rv9iHm84dhpAYuzDmsgu4/93tptrv8fLmtAm45y1ZO/7ZueNNr1fWwSNrdkb1tfCsQuRl2JHjil3ks1t4uGwCCtxpUblXxv3SF/sw57QBOvmS+ZMLsK2yAT8Z3Ue3vowMdM1MBpX4735Lr5NfWuRWcwXA8LlR1oUi06KV6Hhu3gTdPWYyHmcUuXH3BSN18UfmxujfZnnU0jfHiRc/3xeVz5+M7qO+eUqkLTMDxlia3Q++u10nUZTM2oscs8BxhvkvLXRj8RXFyHJZcfebEfNn4IlgpPceqeEda63HywcQ8XobnnOBj/7z38yTQNFdz4pjCKp9TW1LvEbxxz4f+1e7WSyxYkw0fjOt+rOH5ePOWcNx2xtb8M2+Ojw+pxgPrtkZ9Zq/+IpicODwzIY9upyfUeSOqf1vhNnaT7YdgiBOHMb0zcZ/v6uMOu40MRZVDBcjDSJFBlg4BkmSDUCBjpNxUUj1pvdQKwrhHCdvGuIBsFRvjY+BtigeFCWEJLmQqI1fuxEhmbB4jkPvTAcYGOq9QTDGEBDl4w2eIHgOsPA8apr8sIfNZo0M9xTdfPMC/rETIQngoI83FP4gXmv+qBqPihIYYwiG49J2ou1uWK9MBEISQqKE/bUtsFsF1XzVHxTR5AuB5+RYYxHLZNBIGiLSqDQY1ixX3r9E3qPV0XZYedUwNxhelC2+ECwWHgfrvNhZ1aT2E8/8UDUEVjcCyeNRDF2VTRFC2LjVZbUgKEo43OhDltOKFl8IHORNSxmOY+afinGvbrMLg+laMMJMUmNnVRMO1nnB84hvDhpeD4wxvYmwTVCvVcyQgyGA48MbsGwWBEIS1u+oRp9sJypqWuAPiahq8KJXlhMN3iB4Hmq+AWPdeO04IudOa3acaE4Ug9+WgAiRMfUDCkD+cEv5ycJzqGn2g4EZrl1l3rXPqJFpajJGrokQbz3GOifwnLruIo2dE1nj8cYga/jXAuBwakGPuH4JynxGtqtdN60tpicqJ0MQXRUqorcj6XZLVDEOADaW14IDcP9Fo9Vj7nQbvtwrG3uKjMW8b/7kAiwoKcBd/92iu8bILHBBSYHaVjyjyc0HG7CgpEAtXBxu9KG0MFctehn1qcQFAHfMHIbqxmM7WxeUFGDzwQbVjDGWsef3B+tN29XGVFrohsPG4+63t0Zdv6G8FkxzvXL+9pnDdOaF2uN1ngCe/WRPlE68ck1x/xws31CBG6YW6q5ZUFIQpQ0ced89b2/F/MkFMce9+WCDad8LSgqi5iDy/m/31avnyg7Uo0+Ww7A/7Tow6mvWqN4oyEsz7UuZwwUlBbjnrejc6/K1sSJqDpR8KMcnh01ne2XqpTvMzAjN4v9kVw0YY6qmndE1yrp44KLRUXr+kc+aWT8f76rBnf/dgjtmDTfUkq5u8qvmiPFMO7VrUVkDRvm85+2tmBdj/WjbMjPibPAEooqIynhufX0zTumfoyuia/NQ3eQ3NYaMNKatbvQhP9NhPEflNQAYzh/VO2ptfVJeAwlM94xHPvc3v7oJ543qrRtDrLUeKx8K2tdbZc0avT7GWnc3v7oJD10yJmaOtK+psdZFIkaqkfHHMu3MSTM/X1qYi8ON0SbJAGLOeaxzSvwNngA+/OGIoVb90N6ZuOX1zdhYXouFUwtNX494AOeN6m34DN786qaEteNjrf1k2iEI4sRiQUkB/v6/HWgO6AsvvbLshn/Maw0XI6vWoiS/jzhneE9VE/14RKvTnUixWYIihwEcCX+jzWaRtaV9wbaosyeONk5PeC4ZoNNkb20932nlsHrzITT6QroCncgYGnwh2Cw8eE5CICQbkPKcrPetXT+KhnEwYs3IO4bl4rIiU6Fcor0yFP5wJtNlxekFPXTmj0X5adhV3QIprL8v8HKRLTL3FoHD62UH8XnFUdSHJYealG8lM+BwoyzBYxU43Lt6GyobvKZ6x2aGhJ/urjHUatY+N4q+u03gsXxjBb6sqMXWykb1HkXjPfJnMHmtcQw46pELeI9/sEvXTzyjROX8Yx/sipK8sWs00Ru9ITisPE7pl6U+y4qkiEXgUe8NwRdsQY80m2r++dgHu9DgObZZikH+Ful1Z8Y3pjTTuI7UrvcHRbUIrTWt1RmnDs/H5xVHZUNWxpDpsOC6KYN113IcBwkMnCQ/I3kZdty7eht8QQlNvgAC4d3eDECjN4Q0uwBwHB7/YFdMDf3IcShzZxN4+Jh8zGZJ3Jx0SK8MXDtlMB57/4eoZ7m2OQCOk9drVYNP1Vw3WrtDemVgRJ9MrN1eLX9zI/yMnjYoN6aRa2uMVCPjj7Uezc4t31gBXzCERl8IR1sCyHRa8dtpRXHvS6RPZZ4ee/8H9XdUptOK30wril5zoqjzCFDmU2l3RJ9Mdd0YabMnQjx9d4I4HqAiejvS5AsZFkwAubDXpHmzneWy4cyT81DgToPEWMz7bjhLllOJ/Fr9sg0VeDysTawWLzXXGZ0Hoo1DAXmn5eC8dMwvKYAUvt6oT4WN5bW4Y9ZwPPb+D+qx4n7ZWPRSGR6fU4yVX+xTXyAjjT3vmDUcP33SWPd7Y3ktFoTvm1yYi6tKC5DttOkMH82uV36++byhuHf19qjrbj5vKI40BQyLxtq2Fq8rx/ySQbpz8XKh3LegZJDxuAvduGN27HFff2YhAiFJNwcKkwtzccfsEbr7l22owJNXjMXCswqj+ps0KDduvJ6AhDtnj8Ddb2/TFZ6UndzK+kho3BFzoBxXisLKejt1YA9dISvLZcP9F42OMiOMFf+GcK68QXOpCWW+I58rjuN0x2LN68e7anDbzGFRhcQzitw46+Q8TByUi9ve2Gz6nGnzCMhz+NcLRmLWE8Y+BZ+U12J+ySAsmloEHlyU4a2SQ3VXtEFBsKY5YGh6Cch5M3rTsrG8FjecWYhB7jRMOTkvai60fSvmjydlOXCw3mv6uvVJeS3mmbxBinxmI499vKsGcycN1J2PtdZj5UNB+3orSkwucoeNfbXtxVsPzb4Q7r5gJG57Y/P/Z+/M46Sozr3/q7XX6Vm6GYZlgIEeZEcQEJgZCbgrmhiTvC5JWFyjoEnuvTGLmpvNxCT3ZpEYNQE1iUtuYuIuasSLoCIqyA6yDAwwzAyz9vRaXcv7x6lTU9VdVd2gGOPt5/NJZLqqzvKc51RXP+fU71vwnrpqfTNWLZ4JlmHydkYXaq9d++3mCS1rcMhre5yClBkweQn9hmgYc0eHbcecxrjTMdr+/R1xVJd5bOPA7Es3v7rFymt7O9EZl4rylVvsn0g5JStZyT5Z9uL2NiSk/ETv++1xvLi9zVZq4r4vzcCL29uwbt9xPLvlGHiOgU/gkMoq4FkWXzv3NADAM1uO4g9vHkI8IxNZBX2DsMABM0eG4RVY9CQk7GyLGYnFYowBEPLxJKEmk0S3WRM81zw8i0nDyrCztd9IrDKAoemuqyQYSbOghwOnA0UTadlIzua3QYDAMrhgcg1GR4K4/7X9kFUNFfrOyZQkQ9ShjaqmIfUBEupenjFgnKfC6I51nmMMiCoL4qO4pILjZKiqmieZwzCAoqigv+AGl3mgAdjRGjN2SO9p68eq9c3QAIwKB9DZn0FGVnDhpCGYMLQcs+qqcLAzQeQ2JAUPrDuQ91ZBQOSwpKEOl0wdmrdT+4fP7UQkKMLDs0hkZH03NIOMrFraKisaXtrZbrsTnoJZGV3+Q5JVrFrfjLljIo4JxCUNVmAnMKDVXB0ieuHmMu770gysWt+MX/7jffAciyHlXnT2Z/Dyrg5EgiKqQx50xvW/A6JRxo7WGJY01OHe/90HVSNg2I7+DCRZRaiCRyanrbntym3/3DER3Ld2P8JB0Zi30DR89ZzTMKuOSPmZfRv0Cgh6BeNt0NpKH+JpGYqm4faLJxj3iKHlPtz2xBZoIG/jkfsBgzljInAzc3yY/Ta03Jf3uaxouHn+GMyqCxv9susv2WXcDUDLO3douQ/feXIbVI3M9XhGwd6OBIkhgcXxOF3kINr6VOYm6OFzNPQ9Ft8DyGvvjtYYbr94AkSe7FgWefaEdxvTNn/zb1shqxqSGQJsZljCrgCg94VHpCw/7qiPd7TGjHmSkVXsaI3ha+eeZhsrbvFzouYWj05jt2p9M4JeAeGgB72pbF4cFYpxt+N72vpx39r96M8o4Fjy1kJ/Kov71x6wxFzIx+NgF2FLUEZA7nhSPX67+V6MOcX+iZRRspJ9HKyURD+FFku5S3nkauAOqSCv/u/tiLteJ/IseDb/1fqkpOAWHfz27QvHIyHJFv1G8/GlDXXIyCqGV/rw0s52Q37DL/J4elkDPDyL1TvaMHVYBf79vNPwzQsZJAtoqh/qSmJMdRlWLqpFRlYREHlLnTzDGGX1JLOo9AlQNKC5M+EI5wSAMi+Pv944ByLP4lhfGn0F/Jqr63ukJ2Vb/pGeVEGNRFpWrp5xIT1m83VUc5v63MOzqAqIBfutaBpufpRI0NDr/SKPpETgn7nXJyUFNz+6CTfMG43bLhgHjmWQkhSUeXnLgo1be+OZLFZcOQ1He1M42JWEV+CgaRp4lsV9XzoDXj5fgsWunHzdb/J3wMNj2ohKI97sdKCHVvhwz5XTLDDCvpTkWq9X4CAUkJuI2+jTn+i4piQlr20UlLjlcA+mjajE0oY6yKqG2y4Yh6zOGaj0iwiIHCRFxZ+uORNegcXz29uw73jcNQZCXh4VfgFLG0fhGxeehkRaQcgngGNBJDOunIYRVX4McXjtsJBmt1N/vQKHGr1Mc38DHh4Cx6A7IeGvN85BQCTtK/eLBv/gROtyOmb+zE6fncb6Dy6dhLSsICkpKPcJqC7zFJUczb3f2t0fA6L7V2R/OguGgTHuZigmjfFyn4Anb5prxMoKh/g5UbObJ+ay7I4rmmYsvOXekzYf7kVfSsKU2krXct2OmbXmc81tPN3OzbViteMLxf6JaNCXrGQl++TYrraY7Q5lVdePdtJrPn9SDUSexYvb2w2N2JCmGRqx88dVo7W3Cn948xAYAIJA9IllVYNP4HDdWaMxf1w1Xt3dgVsf34ysIhctx8IwBOx2XCayDB6egaYxUJT8eyUDokHcVF+Nve0JSLJKno80wumg2uUCR0S4s7IKRSPJ1Aq/gGRGAcdokNWBRD3pCoNyH4+UpOLscYOJz1SgJuQFyzDwCprxu2dUJIBERsbBrmRxHbTts7s2jNsiQjHG633yCRyyigyeBQSOQ1ZRIKsksQww4BkNWdOOcV6vV9OI/IJH4BD08K4axZEyDzpiGZw3sQbzx1UDILtHz59Ug1/+433jt4g5Ya9qGs4YWWnZbXpaTRle3d1hKbvMSzW61Tx3UV10NxP4E9Otpu0AkNcWO83kukgAHp7L0/CmGuMenrVovtMyYuksGDAYUu5BPCMbkiWKgxa2uV251tqbssRquT5vh1f6LNeb+5NbJx1D0fRbQ+RZCNxA38pN94OT0ZfP1Tunnw+v9OeVl9tft/6LPGv4kmUYABJ6khI8fO7bCwwEDpBkwh0a5hNcNfQBe61ukWeNOD9Zo7mOMi+LlKQYeu4BD28wCSIVznGX62M1515dyJ8f1NzKyz2W21avwNnGUaE2Oh3P15lnkJVVJLOyJebiGdngKZjnGR3PYuZ7ISvprJfsk2KlJPopNLPmuZ3lauBSAJrfRivabAGRN/SpnRJwLEto2MmsNXmaC4Z7/tYmzBpVhTNGVOLdlh6EfDw8PAeOAe5fe8BSvp3mutl4lrGUvXLRDAtoMJlVoCaBbUd7oWnA+RNrkE7LGFbhw7IFUVuIqF/kMCjoQUtPErLCYUSV37UNAFBd5rGAOiNB0dZXIueedAUGdICpv2lfBpV5irrOK3C2ML6Vi2aA10U0/SKH688ajcZoBLKikVfowIBhyJOv+fqVi2YYwMCHFs+0hbzev/YAfvHyXrz0tSb4g6IOeXGPKQ9PSOU+gceBzgR8Iof32/shcAzmjA7D7+EhcmQl/96rp+cBWu38ZbbhlT6sWjyTaMmbrgn5hILgv1g6C7/H/VaVq00dCYq4+/Ip5KEgTRYSgh4SC53xgYR8bjuL0X2mbeNYAiI71pdGa18aWUXDzJGVeO8IiW+eZYxx+ceudnz29GHgWRYMo+hAKEDUF8OcAMRVAVLXuy29xrFkVrH4/pWvz8trJ/Vpof7UVvnwzPIGw0ftsTRue2KrxZ/l/vwk7yjTJhsKivQKhWOsmGPUF7VVPiPWzHPYL3K4ef4YnDN+MGRFQ1dCQsjHo7bKDy/PojMu4UBnwoglAEZ8BfU47k1JBri00tS33Lm6avFM1z75RR6KptnuqqZA56CHJ7ue9G1vZl/GM1nw+g6reEY+YfCl3di4Hd/fMbBoY9fmy04f5lhuX5LAgGV9h6Gq5YvnmrXmc+1EuAFusVSsdny5T8DXzq3H/NPID7mkpEDgWKzbS2DRJ6JBX7KSleyTY+NrQrBLz7IMOeZmxegv+0UeiYycp09sPscncmS3epHG6sB6v8hBkjXICgGd2hnDAH6Bx/iaUF5bgIHbtqJp0PQsvl/gwHGMoZ1MN+DQJD+RHdHytI1zfWHWF/bw7AcCn7I2nJIP02ifqF9UFVBZ1eg7TeLTRL1m8gUDAAyJIV7X0j4ZjWJgQDtc0TSLr/yivUa/XdlUozudVay75jGQmLd7s4A9Sd1qt7bklpF7jqHpLhNgakZWLZrvdtrfHp412s/Z+PvDaGfuecXUeSLjXEx7cvXOP6g+t1N95jEQLc9jmhEPfpE3/ECO2Mf6qWivuc30niQr5J6QkdWidMxPdmz+GXaq25qrMz9w3+dPaJ59GO38VxqXkpXMzUpJ9FNoIS+PpmjEIsNArSkaQdCU2DQD0L56Tr3rdat3tOHdg91GQpUmRSgE79G3DuH02go89HozTnfRQW+MhvH8tmNGMqUxGsa54wfjFy/txLVnjcGDi2dgyUMD5e9uixm6z3ntqo9gd1vM8llXPINVi2bgnlf3GXX4RQ4rF83Ava/uswA5G20gogTeOQN3PrXdIrly12WTXP3zfns/vv337abP8stuikaw7Wgfqss8zn3Sz2mqj6A7LlkAg8sWRAtqVTdGw7YJfLOe9IJxg/DF2SPx4PrmPEDp8vlR/Oaq6bj50U0GpJNe5xfJzgcnyOtzW46CY1nc/uR2Q4PYTe+8I5ZBeyyd47cIli8Yg/60jIysYsWr+/LkH8x+NWvfm3W/G6JhvLSzHSvW7LOMRcOYMESOxbLHNttCL7//7E78Y1cHAGDZgigao2FbGR+znvRZ9RHsPBbDI9fOztPNb4yG8fj1s3HFAxuMRPq2o32WWCpGt/pYbwqHupJ4YN1+XHXmSIu2s1N8N0UjmF0XxtKH3zZioTEaxjnjB+PCSYNx+Rm1tkDUK2bUggEcx/nPG1vytLTN9xK3OG2qj2DbkT7LmBMfzSlan7vounTddDvLjWt7OCnp7zef2Ir/+vxUeHgW3392Z55E0ncvnYgrHnjTWIxctXgmfrNmn60UDgWX/vizk221vv0ihyEhj2PcNdVH8M6hbrT2pfP67dQPc2y/sb/LFq55KsGXhbTUnca9tTeFO5/ajitmjbCF7tL2mrXmc+OA3hPX7+tynWeN0TCGhDy2C58noh3v4VjMGlWFu1fvzouTBxfPPCEN+pKVrGSfHDt/Ug3OnzgYq3e0Wz+fMNh2F3ouAG3hlCH4y7tHkMjI8PAczs7Zcblg3CA8s/UY2cGpaRA5BmeMqMDBzoQhGXH2uGo8s6V1QJ8a0HcJAmCYPO1mmuhdvqAeL+9sw5sHupFVNCMRat6RzbEM6quDAICh5V50xjNQVA0Mo8Evks0o+4/HIelSKX4Ph8/PGI6uhISn3jtKkskYSMAKLNmpzHNEM/2s+kE42JlAR38ak4eV463mLnTFM2AZBgunDEFVQDT849c3kuQmcI3d3DbjwwAYFfYhmVWRkhTLbn0GZIeqpml5PirWGJBkoAqSAAx5eQwp92BvRwKSooFlGYyvDqAnKSOVlSHLGlj9QoFloGiAT2DBMAwUVUV3QkLQw+dpFBtxkpYR9JLjAAwgH5VzCXkFnF5bjk2He40EuJdnsHzBgB6yUwzGklnIqoqhlT6MGRTEW83d6EtmDb+W63rqG3I+9wkseJaBpGjIKip8AmerW20H/8v9rJAWs/mc1t4UZEXF0HIvkpI8oOk9vtqiu0y1v9fsbscL29sAAGW6RjfVLnfSrV61vhlbjvRiSMiLM0eH89rZ2pMCxzH4/BnDbftEz4ulZJR5OCga0f33iRy+Mi9f67ypPoJXdncUpadtV09un1v7Urhv7X4c7ExA4BhcOWvESe3QLTRO1OfprAovr8eCSrTDzx9fjVm6dnh3QoJX5MCCQXdcyvOduVyWBc4YUYFntrRiY7PHIivjFkt2si/mNnsEDumsCpFjIXLEV+2xtHGfyZ1/FKA5eVg5NrX05o2NG9A1F675UYAvi5lHbubmR1o+1Zk3a6LfOG+0RTefxjwY8sYxxzL4woxaAAP3rQ/STtqWhVOG4LGNLehNSAjo+v2lXegl+1czRtNOdo/Av57FYjGUl5ejr68PoZD7bpMPwzpiaRw4Hsc9NsnHZfPrcaQnifMmkFcizYnEr51bj1mjqmyTlsvm12PjwS784uW9aIpGcOHkGiMJtmxBFJtbiKTE5pYevL6vy5LMcdJnNicqmqJhTNWvXzhlKKBp+JZe/kOLZ8IjsI7tymQVLH7obeOzb14wHj9dvcuSuKVtdEqenD6i0kg6/fiyyXh+W2te4tecqFxnSY6EcdP8elxjSlSa2zhNL5skqOvR0p3A+CEhJCUFv16z136MupMYN6QMAsfgB8/tsiRLH71uNn7+4m5Lgo0m6B596xCuOnMkHnvrEMYPLR8Ao9ZHcNOnorjmYeKnx6+fjZ+t3u2Y3L548hC09qXxXkuPZbx+/NnJeH7rMduFhMZoGD/8zCR858ntlvauuGoaHlx/MC+huHx+PRgGWPJQvt/uumwSGADPbjvmuGBA421JQx0ee+sQrjxzpCWxviQnzhqiYSycMhRn1Ufwzb9ts13AyI0FGscPvd5s8TfVY6ZyJke6kzjSm8Q9a/Y5xtiyBVFc8cBbAPLnWqF6/CKH57e14dltrZZ5Rs0tvs0xaG7Pdy+diP98Oh/WSuu9cPIQW5hpYzSMuy+fgmGVA29n9CUly73Eaf6b4zB3zBujYfzXF07H4JA3r06zFVtXYzSMpY114BgGv1/XbIm/3HYUuj8saahDRyztGI9N+n3tmoffKXoszh1fje9eMhHf/vs2S3L5rssmYc2udlyRs1BC2/Lti8bjc/e9CQB5/S7mPgfA8Zyz6iOnDHzZ2pty1DW3kwWi4zy1tqKo9h7rTRGpoZx76jnjq3Hnwgm4/cnteOdQj22s0PvF42+1YMH4assCj1sb7dr8/PY2W8ApQOJuRQksWrKPgX3Uz6UfN/tn9f/GP76DF3e0G0lFngO+c9GEPE6IEzQvnpYhqSpYAF6Bz4MjsixQ5RdwsCup77glyW6OZaBqJHnLMgyyskKAfzqglLzlM7BLmGqTMwwQFHk0RMN6sjENSdEg8iwq/AKq/CLeb+93lTcJihwYlkE8LRv9ZkDf/LHXL2cADKv0IiUpiGcUZBUVHEugmNRyq/TyDHwCj3gmC6rMVcwPzeEVXvSmZAIsZRkkMzKyqma7k93DsxgdCaAtloaiashkFUg55/oFFqmsaqmbATC1thy3nj02L+H04vY27GqLYXxNCK19KfzXS3sQ1xc5GJDE82emDcO8sdVY+34HXtndASmrGknF2y4cb9RD4yaekcGx5Hh1yGvEUi7IUWAZhHw86iJBzB5dhUumDjOSSk4x2BmXyFtuJqsL+7G0cTTaYykMDvkwq67KopdNP2/tTeLvm1uR1DXsz5s4GIvm5oMIc+F/AGyBgE5JSbPd/cIu/H7dAWSNnf7A9NoK3PXZKbaJzRv/+A5e3tUBRQeszhkdxp2XTHSt54JfrsXutgFJVI5lMLTca7Tz7hd24S/vHoGiagh6eMc+UW3pjc1dhp/8Io8b5g1wrsz+4VgGC8YNyvOh2ez8aadh/eDrzfjvl95HXJINDgEFQBZrTuDGXB+b/6aLOuNrQsZiouEvRUNWJXNJ5FjDd7RNe9r68fAbzXhmyzHEM+T+wgAo9/G49Zyxtj6mn3UnJT2RT6ROcyGTdgliCrONp+W8+ZcL0Ax4eFwyZYgxNkUBXXPgmh8V+LKYeZRrtN3dCckArVb58/1Iy9/Y3AWAMe4NdnU/ufmIMe4agzyo7AfRjzePD+Fx8Pj6uWNLYNGSfWys2OfSUhL9FNruYzF89rdvWGQaqPbsqvXNuOfKaRgVDgAAzv7vtcZ1KxfNwHJdm9fpOirp8dcb56AvRXRoR0UCuOhX6yySH0C+VERdJIDnth2zlU+h9V/z8DtYuWgGyn0CYmkZAscgEvTgcpf+/PUrcxFLZZHIEM3u6SMqsVRPqueW7WTP39KEWJoANRgGuPy3b9qe5xc5PH79bBzvzyDg4ZHOKhhZ5cfF96x3lLh5elkDjvdnjPb+YeksxNMybnp0k2Of/njNLPSnZKhAXl8eWjwT77T04IKJNehOSqj0C5AVDX3JLN4xyW28cGsTUro2ctDLIyMpSGQVNHcmMKLK7wiWpP6qDnnREUuDYxgkswo8PIthlT5c8Mt1zn68tQkX/cp63Cwbo2nkb69ApHsucvAblfBxG7MXbm0yfhz6RR79mSxiSRmxdNbwY27ZL3/tLLAMY4l7u7rt4njh5CFIZxVbPekDx+NIZRVc/Gtnn66+tQkCxxI9QIHF/7t/g2X8/QIHRSOv+Ia8PCr9olHP/o44DnYljPmR65dC8W13/IVbm3Dhr5zH0q3MV74+D2P0HWcAkevI9al5/pf7BFT6RbAMXOfK6lubMG6I+z2y2LqCXvI6eTydRblfRCarEokekYNP4PD01lZMGloOSVExosrvOnYv3NqE1t6Uq4+fWd6AS+55/YTGYs2/zUM4QKR++lJZQ1Lrgl+ty7t/0vvDjBGVxqKh3T220JgC7vMqd2w/TKNyP8XostNxLuRPc3v7khJ6k1kkJDlPq57W3ZeSwHMEVHQ8noHIsZb7Bf1uo3F0Itrx5nlaTHtLVrJ/lpWS6B99/1/c3oavPPJunh55OCDi0etmW3YzUmhiuU9AZzyDzriESIB8rw3A9vyIp2V0JiREgiIiQQ86+8m5mkakEczJbVYHOpLkOIMh5V6i2awNgC1zjWcHpFUq/eS5XFVJ2eVeAd2mXcZuZitj41Cn2cp9AhKZLFQNRem4hwMCuhLZosunNrjMg6CXR/PxBFS4656zDDCozIOgh0dzZ6KodhE5YAb3XjXdUft+T1s/vrzqLRzvz1jKpPV9/9JJBlyPyhEwAH6/aKaRmDTHDYVDatCIDj0IkynXwgEBfpE3yqFtscRgfwadCQkVXt5xzO9cOMFIUjr1L7d95vY7nWPug9N1bnVe9bs3jZigxjEM7r06fyxe3N6Gmx7dBGgaeE5ftCkwbqvWN+P7z+7M+7zcJyDk5XH7xRPyxs2tTwAc/eR2zM4XxficnvflVW+hMy6BZYguv6YBg8q8eHjprKISlsXWdSLleHiW8A1MwMncmHeaM5V+ETzHWHycVVQwIHrzXYkMNI0snFUFRIgc69pWt/4BcPUfYD9u5tgo1NePk1FfSAp5I4Z+J4QDHoi8ux8LlWn4wvQ990F98WHEd8lKdqqt2OfSkpzLKbRYWrbVw6aWkVX0p/MfgjKyWvA6ah39Gdz0CIFPPnbd7LzjQL7O72PXzXYs23x9RlYt5f/5+tmu7epLZtGTlIzz7716umvb7exgV8L1enOfjvSkcNMjm3Dv1dNx0yObjPY5GT2fWkd/xijLqU/tMWdYYjJLrpswJGQpN9f607JBf6e2uaXHaLubZWQVh7uTeeX/zw1zXK/rt4GvJiUFv/zHXvzyH3vx2HWzcfE96/HkTXOh6cec6i9k+f3zYXNLj2sCK5GRC/7gc4rjc8ZVGzt5c60vlc2B5ORbTG/v5pYeHO5OuY7/kzfNtSTazODEQjDMYvoEoGjoq53lwhHtYIrm/tH+bGzudp0rsQJtOpG63GxzSw9+8fKA7E2h+UClhdyMAmRPZCxiqSxGDwpakrSbW3oAON8fzG3NPefP188uum4nO5Xgy0Ja6maj41yozeb2upVPj21u6cGlK153LI9+9xQTR3ZtPpH2lqxkJfu/Y7vaYgMgRwwklZNZ2RVMZwYgKnqmiML28mCJ+t8MSHJIMWWCaWJY03enS6Z7FcvC0OQ2G6O3lOxoZwh3hSMyKyzLFJVAB+x3hLtdS/1DIZscoxWVrDbvkD6RnVpm3xYyVSNJHlnViq6DBQF2ugFkKYSPmjlGUpLiCH90goqW+wQc7kkCGhCp8uB4v/3vCpZhkM6q7jGox5XbmG850uvqg2LAfoX6cKJAwNbelOWZk+q0O43FrrYYVF0KiWVY8JwKSXEfN6d+a5qGdFa1HTe3PgH20MxCx5zAjsWc7waALBa8+GGBG83lOAEnzTHvNGeSWRmCwlp8fLibAIcr/AIAxoCGevjCcFu3/gFw9R9gP27FwDU/juBL6gufyFq+E4qFBLuVWR3yuEJlT8YXH0Z8l6xkHxcrJdFPoYW8xL1O0EC/wBlwMztopdt11Cjwwy9yKPcJ8IscakIeW+Ak3eFX4ReMsqePqDR2mfMcg56EhJBPwKrFM1BdRl7hfOHWJng4FpLqDJX0ixwGhzwI+Xj85cY5CDqAIAsB5UaG/Xh6WQOO9aULagKPHhTAc7c0IplRsPrWJjAFGES5dddFAmAZGLtODbin/kXh4Vn0JCQEPDx4jkVtpQ+fnjbM8GutDjkt1KeQl8euYzEkJRkVfpGAA3VwYzEwxppyD/7j/LEYP6QcvL5SzxUALpX7BAOu6hM4MAAielwlJQUhL4/nljei3MsjnnVOphbqG+3f7rYY+tMyAiKHgIdH2G8FQebGcaVfhFLgJZjaKj+WLYjiqc1H8Z+XTjQgoV6Rw+GuBOKSjHhGMeYZwwKRgIi4S3KYtpf81xmCSM0rcuhLSkZCsMzLg2N9WLloBgIij1WLZ1rmQiF/2QE0y7w87r16OnwCB1XTwDEMMoqKoeU+ZGQFsqrl1WO0T+CwuaXHAFKG/SKeXtYAgIxz0MND04DWvhQEjkVlgOwELvO63/pDPh59SQnH4xnyA1UDUpKMqoAISdbQl84iIHJ4Zlkj1uxpz4MQE1/Zg5MpQLbMw6PCFKdegTPGxsnKvHzB5GeFX8CyBVHLfdJs1O+jIgH8YeksKKpm+MXcPqd7GDUz+DR3bApBpYuZVycDvjT3wQ6iWkziPNcPVQER37hgrPHWlJN5BA6HuhKo8A3Ad+mO9GRWJpq+GpCQiH6lr8C9jwKis6qG/cfjlvY7wYjp57KqGfdnJyuBRUtWsv+bNr4mZAtb9Au8OxDRBEAM6t9VFLYXTytWWKIO7tM0DWpOUjgXTGkG+9kl0Ek9pAwi8UJ2G1IAoKpqtjvM7czuPLdrDdmXHMhmIfMJHJKSWrD8XDP7tpBR2GrQwxddhwqSrHYDyOaCX83l+kSuIPzRDpznF3hoINBM0eH7X9W0PJioExDSbcynDq9w9cHJwEBz+3CiQEAC3OUMySD6+O80FhS2KisaeE6FrGgFx23q8Ao89V5r3ucMwzhCOwv1yc1PJwJHPBGwqRMA8sOGqJ5IOcUAJ53mjF/gwXNWCCgFg9pBQwu1tVD/CvmvEND1g0JsP0oz4KuyavlOOBlIcG6ZxUBlT6bsDxrfJSvZx8VKSfRTaJUBEeeMrzZgbLlayBdNqkEkKCKRkbFy0Qys0AGcyxZEsWDcIANamHvdOeMHwy9ymDaiApsP9xoa4TuO9uLBxTOMxJodiPCxtw6hvS9tqc98zrWNoxHPyFi53l5D/d//ssXQuqaASIDIE3y3CACoG1CuIRrGC9vbDH3tN/Z1ukI/Nx3qsWjm/viyyY7n58Ium6JhPLftGLa09OChJTORlBSsXHcgD+65pKEOX1q1EdNHVOCP18zC3at3Gz6jsEu3PjXVR7CjtQ//9petxmdn1Udw12WTsXAyGX834GdXPIMh5V5s2N+Fn734vqtvzb7Z3NJjaNnT+Lj7Bas+fVN9BMvmRxHwcI7wxPZYGozeFqf+meui7V6+oB4PLp6Bmx/djJ9cPsUWsHjXZZNx7vhqvKzDQ3P7/uKONuzv6McfrpllAFKp5Wr6nzOuGt+4cBy+9fdtWNJQ59ifxmgYlQGSiHODINI2PLv1GLYe7sVPLp8CFmTHWK6GvXkuFIrvQgDNxmgY1zSOhsAx+MnqXXl60WaQa2M0jGd1MLBf5PDQkplQVeCeV/P1/Zc01GHZo5twxshKLF8QRaVfdPRRQzSMzS29iEUCiEvkXrC5pRe/vnIa/uvl923YAVFMGVZhAHDp+JrBjWYAKe2/Hdfgrssmuc75gMihI5YP8hw4h8zrzS09OGf8YCwYNwhrdh83jjuCS+sjuHl+FEtNXIAff9b5ftIYDePFHe1GGeaxmT6CSNk4ATwbTXFQCGJ7IpbrY1q+GaJaCFhqV0ZTfQTfvWQCNh3qcY1t6vflC+oxssoPBsDB7iQeeC0fwAucOCCaaqJrQF4bPwiMuGQlK9n/LTt/Ug3OmzA4TxN9+YKoLRBxxZp96Epk4Bd4A8YXS8nwe3jIsoq2WBo+nsNp1UEc6U2huTMBBsDQCgL1zNUaNzTPWZIMbe1NgdFIksK8C9ucJJVVwMuziJSJaO/LIKufxwGIZxSEAwJ6UwMa5HbGs2QHsHnfBAV1KpqGrE2GnAVQGSC7RQWOJGt4luwadUpaM4Ahk6CheCmXcIBHV0JCZzwDnmOhqqqrlMvQkAeyRgB4IkfAiOb1iio/8UkumHTKsBB2tcVwtDeFukjAEcJn1kQHgIDI41NjB2FXWwxzxoTx5v4uE0yxUtcatocE3jhvNDQA963dj0RazgOrsiA7PZvqIwCsOtBN9RG8tKMdsXQWIsvi9OHlONqbhldQ8zTRh1d4MazClwcvNetcH+xMYPSgAHYcjSFh0pR2goF2xDLgWAZnj6tGyMfj2a3HjH4tnDIEG5u7sbG5C9VlXog8kWjr6M9YdNkB4PyJNfjru0cgKQMLQudNqLbdWX7+pBrj94GkJ9Dn1FVB5FnsaevP27G6p60fAsdgcJmI9v6BzTEcS2QZzdDO+9cewOGeJESWxZmjq6BpyINPAjDAlO+29BjjfPa4ahzsTEDkWcwZE8aa3R2OYEuzZvRpNWWYMyaM1dvbEEtm4fPkA4npNfPGDsKzW1uNt2oDHt723Ge2tKIvJaExOgijIgFsbO4GoGFWXfiE4Y+5QE2qm71wyhD8fXMrYukM2ZjCkDe0zcBTeu3pwyvwv+93QJI1QxPdL3I4f+JglPsES9x8Zd4YAwwqcBwkRQXPkPvfnLFhY9f4icJs97T1G9DmhGlTy43zRtuCUHOBrvevPWD0leMKQ2xPxD4MaKldXFFIJ6PfT3wCB4ZhMGV4ueWeZFcOmatpUI102q6FU4bg2a3HCGjUJwCaZvhi4ZQheePj1sbcz5wAp6Vd6CX7V7OSJvoptNaeJGJpGT94bqdjAvLnn5+K194/jqffO2okk6je992rdzsmLC6ePATVIS9ueWwz7rh4PJ7fdgxnjKrC4DKPI3SvMRrGNy4Yh3V7j2PD/i7bxO1dl03C89uOOSbXzGBE+vewci+e33asKADowGf7rYDBaBiLTEnRhmgY37pwHPrTch7I1Akg6hc5/PXGObjr+V2W9ucmXJuiESxpHIVlj+qQTgeAaW6fKdiQypRQuOiKV/biijNH2ELycoGr1M6qj+Cuz07GnU9txxdnj7QFfi6bX4+gh89Lpjr5lpZ706eiWGryjRvksCkaxiVTh6Iq6LGFJ37n4vHoiGUg8vlAWZqEtwOSNkTDWDh5KOoG+R0hn2fVR/Djz07Gt/5mBTqaYaT3XDkNq3LaZTc25j5GgiIeuXY2fvDsjrw4uOuyyRhh2lHrBEHMBaKeVR/BTfOjeefltmXV+maH+CbXFwPQLGYObmnpscyXZQuiGFruxXMFALAr1uzDXZdNwiu72nGlAzDzP84fhyt/twG36/eV9fu6CkI6KQB3xZp9eQDIXAAp4ByTTnFNAbitvUlUBjzw2gCOc+d1QzSM2y8aj7ue322MxYmAX/0ih1WLZ+LeV/dZ4tMJykxifggaohGMCAccAZ53XjIRdz2/ExsOdNvCNU8EoEnNzsd2/XIDlrqV0RgNY2ZdFSYOLc+H1NrcuxdOGYq6SAD3rNlrC+AFTg4QXQioXAyMuKk+gp+eoH9LVrJTZSVN9H9O/3MBhABwwcTBuO9LMyyf3fjHd/DSznZoRJIZ500YjK+dexqB6G09hkRGLkre5KMyngHkD6k9jPkfulSAT+CMRGkxsm8fhQkcSb7RNwt4hiwMqECevB/tE3WRyLMYXObJg/A9+Hoz/vvl9y1yexwATX97gGUYzK6rxMhwwIgDgLzpeOs5Y20hjrTMeEa2haUCBDAa8HAAQ2QO0jIFuarGooRP5PTd6CoysmpZOGEBMCzZea0oRAKFtvfc8SQR+/KuDqi6FrHIsQh4uDxQJDUKjHxldwdUFUYSbVZdGBubu/DY24cRS2WN/vAsowNyB8rwCiy8AgeBZcGxDOqrAxgVCaIxGnGUZqFGYa+tvSm8ub8rDwZJx8qclPPwLMYMIuWfOTqcB+28b+1+9CazhowSwwABkcMlU4di0dw6vLG/Mw9MObY6iKO9afSns8aYKKoGkWUQ8PJ5YMtccOVbB7qI33XHCDyDcq+YD9nU4ZAix8LDE15CdzJr+J6ee/fq3ZbYpnPAHIPFwh8tQE1VRVqSjYUOD0/GjGUYqJqGrKJC0m8w5T4es0cT0HFbX9pY2GMA1IV9GDckhE0tfVBUzRI3dmDQ4RVeHOlNI5EhdZvhmNQ3hSCpuaDX6SMqMGdMJA+gSePaDuh639r9SEkKfCKHz04bZrT3gyZ4c32cC+osBqrpBPo1Qzp9AofxNWV4vyNue08yl9OdkIxnbIYhY+3hWaNd5vECYIB2n916zHYeurXRDqjrBDgtWcn+2VYCi9rYR/2wvutYDMf60nlASrOtvrUJR21AeasWz3S97vlbmnC4JwmBYzGoTDRAeoA7rG7V4pnQNM3xnBMFI75waxNkVcUl99hr2+YCQBMZGdtb+6BpwORh5Qaob1CZB1c8sMGSNHn+1iZ8LgdkWlvlg6Yh71xqFPZplg7RdImMZFZBXSSAF3e04YHXBuQnTqTPFFporm94lQ9HulMo9wtEEidJYDVU4uHPN8y29c/qW5sMcOH1Z43GeRNqDOAiALy6pwOTh1U4xoHZtxS+x7MMLvz1OotviumfE8h2wWmDEEvJqAwIKPMKSEoKkpIClgG8PIcvPPCmo7b2ykUzUFPudQVFvvL1eYgERRzrS+NAZ8ICdU1KSp6/7eqwg3xGgiLuvnyKIQFT4SeyFIND3rwyBiQnCOw1tw3UCrXluVsawbEMXtzRBk0Dzh5fjcPdKXh4FtuO9oFhgElDy404diqr0Hg9s7whbw4UM/dzfVUImGluRzExNKTcCw/P5QEg7QCkbuWZ49oOqrz8sc24Yd5ozD+tGhzDoD8jg2cZrN/XaZnXAPDEV+Zg3d5OYyzc/G7XLr/I4YVbmiCrGvrTWXgFDs+6QJlf+upZGGt6GMwFePIsg8vvewNXzBqBabUVkFUNQ8q9BlyzLhzAkHJv0Xrl1Ox87NQvJ6BmMWXY3Sfs7t0EiOwpCHilY90ZlxDy8oYEzcIVzqDjE/l+ojF+8eQhSGRkC+C0ZCX7OFgpif7R998JQMgywG+vPsNI7DnBDb9z0Xg88NoBHO9PA3AGX/4rmxkGyrMwErXDK33oT8vos+Hu/DPNDCDl9B3+xQ5LVUBEQOQskMRFqzaioz9tu0Ai0qQ9iCxgfzoLhiGyIapGnj//sPTMPGDkolUbcbw/TXbnuzSOgelNBT0hTeWHWOj/1s+1K4dhAEYbGD9ze6kOP8sOvJFQW+kzdg7bgS6dQIzffXpH0XOAZYiE5smACT8ISNKuL5KiokuXfQNI4l8DGbfvXzoJdz693VIeeXOEQYWfRywtQ1Epm4DEmhmGCeSDK1OSjN6kDEADxzJGgnp4JUlOUrgpAAscMuQT0ZfKGrBiCkJNZWX0pfIXsGh7nGKwkG89PGsAfXmWSFEpej+HVvgM+DHH6JwH3X9lHh59psUmqjZa5Rfh1aVm3aCsFNhc4eURy8gWOCbDMEXBbD8oTPXDgrEW4+OTAXU6gX6zioLelGyJVQCARuZ47j0JgGkOZIz7OpEJc5+nhXz0YcOIS1ayf5b9y4FFf/zjH+Nvf/sbdu/eDZ/Ph7lz5+Luu+/GaaedZpzzqU99CmvXWn/k33DDDbjvvvs+6uYWZbEUWem204TedrQXmgYomga/SVv58Y0tuGLWCEc9X2rprIz66iBSelLz2eWNUFQNbbG07fm0DdVlHluQIT0eEJ1DIhIUUVvlxzPLG5GWZESCHmQUFSm9/vZYGrc9sRWdccnS50RGAaNDmZY+tNk2OfKHa2bhniunISOrCIg8ZFWFpml44EtnYIiuDR1Ly2DBQLIRjfSLHG6ePwY15V6cVT8IAQ8HL8/hcHcS/25q09++MheN0Qhmjw6j3MdD5Dh0JzKOmtMAICmqoTGfzCh4ZlkDAAZr9rQjo6g43i/l7TQ3Wyqj4IVbGyErGnqTWQS9RGO9Py3j4SUzIasaeJZFv65j7BM5ZGUV502oQX8669g2M1z1rzfOgaSo6ElkbfTHBUOf3M5yQbbWeCWPdp1xibzyq2oo8/KIZ2Sw7MBrcXZlZ2QV8QI7lXqSElR9HW9UOIB4RsaC06rBswweeO2AAYl0MoFnsXLRDPhz4jYpKdh8uNfwQ7mPRzIjY3dbDPE0efWS0R84y7wCsiqB/N70yCaj/7nxyILBH5bOIg/MPIus/iCuqBq2Hu2FwDKQVQ311WXwChxkRcO//2ULABj+lBQVg0Ne8AzrOCaFgIhHelKo1HdoUN8XA6rM6PeiqoBo0SHPjS0KzDSXWQykMyMrCHg4tPal8X5H3NApZRjgq+fUWxLcbuWZ4zrXBF2f7xcv78UvXt5rQIWdLKtomDysfGBHHYCvnVtvWcQz+6DMy+OP18xCOCAaGrDkR6wKr8ghlspi+ohKoBHGvdo813ItF7C5uaUHnXHJFWR7MgleO8ir2cz+dtKUL6YMO8jqvVdPz4vjjKwiYQN4tfsuVDVg29FenDt+MFJZBaqm4YZ5o6FpwOnDK1AZEBD0CJAUFbECiRvzvdo8tllZwYxRVa7XlqxkJbPaJ/G5HHAGEKoaLOBCJ7jhliO9SErk2YbLgYZ+Mm1AWEaSVXzc916daPs4BhagJ4FgOu8WpyDEjKwZcio8xwIaqTslKbbASBozdFdvISOMHD25BUCBDp7VdE1xBzSSeQEkt72krQw0jTHOysgqBpV5HEGXTiDGE5kDmnbykMYPApK064tPZC3+p26k0Njc8jJZFRo0A+hLx4TTFzbMMEwgH1zZFc+Q+whP/T4wlwaVeQy4aYVfsMAhOZ1/QGHFFISadvgtxzIMOJ3DYBeDhXxLdy5Tn5iByGb4Md2Zruig49yR5xggqwLJrILB5d6CUFYKbGZZKzDZI7DoTWWLgtl+UJjqhwVjLVT2yYI6nUC/WT3ZbY1Vcg+wuycBMM2BgfLN9ySndhXy0YcNIy5ZyT7u9rFJoq9duxY333wzZs6cCVmW8e1vfxvnnXcedu7ciUBgQH7huuuuw/e//33jb7/fHR72z7SKgIByv5CnwWt+jT1Xg/uRa2fj7tW7MK22wrFcv0iApHc8tT1PXuOOhRPyknO5OsCrFs/MK48ed6qXSmR875kdhj7yL1/ZmycF8ci1s3Htw2/ju5dOzNcdjkYsms5m4xgGX9Z3x9JX8Dfp9dz59PY82QZzOX6Rw71XT8fKdQcsuuFUr/nR62bjmofexvc+PRE/em5nnkwEle2YNqLCtn3DK33404ZDefrxy+ZHEQl6kC6QYPR5eBztTePRtw7hqjNH4r6X9tjqe3/loXcBwFHOwq5tFPqRkVV8edUbePKmhjw9fDe/m8sAnDWjzx43CN+4YDx++uIOV53u3HILwRmziopD3UkbiYgIVlw1DeU+9+tp3Jhj2k1vfHGO7MSShjo89tYhXHnmSLAMk3etkySEuSyAjNkPnt2ZI0tB+sCAwe/XHyh6TApBJ4dX+tDVL2FzS49RBn3jws38AunLf7+0xzW2aP3mdhRqE70n3f737bbza/uRPqy4apohtXIiAFazcQxj21YnS2RkPPh6s8FzAOB47/31ldOQklQsenCj8dm1jaPhFzmsWLPX0q8F4wbhkWtn4/vP7sgb1x9dNskiGWS2UAGY5cnCLguVa/aTUx0nUkahzwMijwq/YDnupke/bH4Un7vvTeN+vnLRDKxcdwBTh1cgnVXx8xdJXNE3LpzM6V79uenDXa8rWclKlm+fxOdywBlAyDIwwIV72vrJznMNkBQNAkvghgAgZRWIHIsEYNEw/ySZ+alWNvVRkhWkZffNDf8M+yDrGKmsCpYB3jpAvuPJ5ifedsMRQBZrqfEsg6wCHZAIgAEEjsjd/PHNQ2iPpQF9nzfd7VlMkp9KsCj6ubR/dA+RZvxfvuX7gujd093ssqKBZQdOSmcVHOtLQ+RYHOlJGprje9r68e6hHqSzMo72KAgHPQb4cXxNCH6RvF0sFzEHGIbU05WQwDFkM8iq9c2IpbNISwq8IoeQV4DAkX34VJ95Y3M32mMpA/Do4UlilWcZQ2ZC4KjUyEBSV1Nh9AWAof9MIYzmpCH1McMA+zriBNZrYgQwDNmJLskkQUn9K6sAxwKJtAyGJcdHRQIWcGVnfwY8y+gsAg2MadAYBha4aSIjQ4MGSSb3IqoFT2HFnf0ZcAxD5JSU/DlI70WqppHrTb9NV61vxpYjvfBwLDwCh3Ifj8nDKtDRn7b4diBiYAEiK6bNawReqRmLTHbgZJYhvzlyAZ5UL59lYdQZ03cnq6oGRdWM3dGxlAyRZcFxDDrjGTAAUlkFPMvg3UM9ONKTMuLkSE/KKLPcJ6CtN4WsqqG5M4H5LnFJ7cOCsRYq+2RBnbll9KUIH0EQGfSmZCKhpBOrWZB5LulxroFIQJnBquYFEwDGXFA1Mk+pBI8kqwZfgbahM56BhydlKKqGl3a04UhPEtVl3oLg3s54Ro/xYkkZJSvZx9c+tnIux48fR3V1NdauXYuzzjoLANnxcvrpp+OXv/zlSZX5Ub82eqQniSM9yTxNaDddXqrrCsDxnB9fNgnPOWgmN0UjuHByjQXIllvfykUz8KApKWg+7tS2lYtmGNrUhdr/jQvGueq5m3WHzX3O1bYuxk/0mi0tPY6a5gsnD8HEYeV5QEi7NuW2rykaxoWTh1j8mVv26SMq8KPndjmCLKk/nLSBzW0AnMfdSZP+vZYeI2bea+lxbMfpOX6n/bto8hADDOrk8xPRkqafXTx5CAaHvJZYy23TkoY6R83zpmgYd146Ed97ekfBPplj+kTaSv/e3NKDpQ11aI+lLbrixZQFOI+ZW/w4jcldl03CCzaMAVrnQp2HcM3D7xhtmFZbgY5Y2pGH0BANY6mLr81+MGun03YUmovfuXg87npul+v82tLSg6k287xYv9i1sdixLmas6Fy9dMWA3IuTPn2h9v/XF053lA5a/thmW+Com155IXMr90Q00Z3KcLt/TLW5n3/n4gl4r6UHz247Zhkzt3mSGxvTRlRiqM7bsPuusivDaa59EN+WrGSn0v6V5Fw+Cc/l1EZ987m8z6rLRGz8zrkDmrFJCcmMkperZBkikcHoCS6qxV2yj4/xuibKieZqqEZ6wMPh/fb4SendMyCJqrS+K/RkbGC/8odnAsuA5xiipa0n1M3Gs0ClnzBnJg4NYUNzN3qTA29/MSA62F89ZywWN9Thwdeb8dPVuy3g3Pxd8OQ6nmMs4Fq6oGBnrK7PrGEgESxyDMAwxt8hn4Bbz64HAPzqlb2Wdpr7S/XlBZY1+rWjNYbuhGSAJy1t1R1vbppPYDEy7MfejoTtohkDGG95WvTNkxLRgeZZZLJKHquAZUg/vnp2PTbomunm8ql+fCKjWMoSeBbxtDtEOGBqz5/fbsnjPxjneTgILGP4KFcTnejxa7bxYu6/+RDLAOdPGIxZo8MWLWzqeyft9VwAMwBU+HjUlHtt5yLLkPlK9fap1nhCUvQFC7Kb/tzx1XmsCzvL1fO+prEOi4vQKi/G3DTRi63nwdeb8atX9hpvZIa8RJN+w4Eu9KVkQ5KJSltRd3l5Bt+8cLxRx41/fCcv1nLNyzP41GnVxnjlavvnXkvvDVQj3+xDDVa9f7PefTFa8CUr2UdtxT6Xum/j+ydaX18fAKCqyvoK9iOPPIJIJIJJkybhW9/6FpLJpGMZmUwGsVjM8r+P0vrTMpKSmveDf1pthW0SAADW7+vCtNoKrFrfjCUNdWiIhi3Hm+ojmDS83DapCADr9nVi6vAKNEUjjvVxDIPFprLNx53qrQl5jXMKtZ/nWMfjr+v9M/dncQORpcgtu1A9c0YPtN8ueUfrqw55IXCs6zm0TeZ/N0TDuOOSifjhc7tcy2ZZBv956UQ05visMRrGnZdMRF8ia5RbyC/FnEPbtqShDrtbY4b/ptVWOMbF+n1dmDs6P5aWLajHjFFVtrFgtmLbRdu2bH49hpT7cNsTW7G4oc4SjwBZ7FncUAeOYRzLXbevC1JWtcRq7vU0bswxfSJtNY8LxzCYPLzccu0HHbN1+7psk6mANYapNUbDGFLuw5LG/D7TMf/Bc7t0qZGBNnAMg5pyH5bNjzpex7j4+nW9LUt0nzbktMPpvtCg78gHwxScX+tMvl+1vhnL5kdt4+LOSyZid6v1Xk37sGp9s2UMjXLqI47nm9tQ6J7CMtb3oweHvLZzqlA5PQnJ9li5X8RPLp+Cs3LaS2GiJ5vkdSrX7IdCddAy7Hx55yUTsbO1z/I5vX9QH9NzFzfUgQHwg+d2YUlDHXa29mFJQx3mjA67zhM6ptS302or8vzvFIdn1Ufw/c9McrxXv7a3E51x+zEpWclKVpx9Ep7LAeDTK+w5LR39ElatJ8kOSVaRyRL+C2v6WuB0GbisShJnN30qipvnj0FZgbfuSvbRmgoChPQVkMbMNQpM3duRQNDLOymmuJoGsrv9RJLgfpFFOCCABYm3YZU+lHlI2xmQBDc1fX2goJnjttzLY2xNGcJBD8IBEU31YRLbprJlXUJDUlS8tLMdfTaJaZ5lMWcMeUaYOyaCkE8gic6QB1UBkfiMGUjm0SbIelKTmtvihKYR/6WzulSFriMuySpCXgF1kQCCHh73rd2P+9cegIdjbZMZWVVDLC2jP5VFyMdDA7CjNYbbL56Ab144DpGAiAqfgErTG68cM5B8rPDxqPDx8Is8epJEm7wm5CHJWYCMF8k/o6bcayQL546J4PaLJ8AnEEZQTbkXmv5sSceOZ0kS1MOzGFLuw47WGMp9AvS1AnAsgwofj0RGwZKGOqOsUXrfI0EvrpxZi4VTahAOiBgc8iASFEnbTO351T/ed0ygA0Ru1MNz8PAsbjm7Hn++fg6eWtaE7106ETd9KoqqgIjqkAeDyzxEjz/nepahb00Qf5R5eVT6BXz13NOwpKEOv180Ez/93BTcfvEE7GiNQQNQHfLAw7HIKsQHdZEAONY+HZXJqni/nbQ/7wyNSJPE9PGlbz4rqqYn2Enm/+VdHXhxe5ujD6iZ2/v7RTM/tAR6btl/vn4O/nzD3BOuZ+6YCDw8i8qASOaAV8CO1hhuOXssyvVYHVbpg8YwYEAUBCp8PCr8HmPO7mnrx47WGCIBESOqfAj7BfgF1ogbIl1G3oJ4+2C3MV4agPvW7sd7h/tQ4eUt9xaAxEAsLWPz4V7cfvEES9+WNNSR+SByiAREjAoHjLlC3xQpWcn+Fe1j+dSnqiq++tWvoqGhAZMmTTI+v+qqqzBy5EgMHToUW7duxW233YY9e/bgb3/7m205P/7xj/G9733vo2p2nsVSWaSz+SvdxegLJyUFt+gQt6UNdcjIKkZW+cGxDJq7Eq7XJyQF37l4PI72pgxNZ7Mlswr+/S9bjLLNetJ29Q6v9CFuevWnUPvjBXRrAx4e9149HcMrfRA5Fp/97Ru2WsmF6vHwLJ67pbGg7nZGLqyla9Xt5fHcLY3wCRy64xlHLXF6XfPxJA509uNHn5mMZFZBfzqLgIdHeyyNq363Ad//9KSi+lOMrnXQw+P5W5qQkRX0JbO4eUEUV//+raJ0sRVNM7SwR4b9gAYc78+gh5EwbURlXiycSNvKvDwev342yjw8FE3Dq3s6cP/aA0Y8PXLtmVjcMMqAEVYFRFz9+7fw889PdS03Icl58egVOAwu8+Dz9w9ATc0x7abrb9cX+ncyqyDVkzqhfherRe5k5jEZXunD8X7yymLQw+O2C8YZwEmRI3BNKmNivq/4RfJDb+nDb+OGeaNx2wXjABB9R7+HAzSmgL4nMZFnEc/IuOfKadh8uBc3P0q0xpc21uG2C8bhWF/asU0rF810LZv6gM79UWE/IkEPvvfpiYhnZCQloqfOaAxaupP4t/NOw5VnjrCARc3SNyGvgMeum42gl0PIw2PFldNwtDeFg11J2/MLjQO13Ne3na4pVFbM5Z40tMKHe66cZgGO5sJYT8Zyyw3okM6+lIRnljUWVcfQCh/uWDgBh7uTFt9f9bsNuGLWCFx95kgEPTzKvDxe3dOBDc1dBjvA7PeHlsyyfJfUhDxISsXNpdz/mi33+8kv8ij38RhW4cPBroTrvdpJC75kJStZYfukPJcDwIFO56TSliO9hmYs1ZKmuxo1DOgBa7rcwxkjyRtOK02LiSX755uqyxkEPbyhW+5kubunCaBPg4dj0X8qtoTnGEl4Ec3g3mQWDMOAYxl4BQ79GQU8C/AcB0CBrA4kLQs909HEmKoB5X7B0CTOZFVU+klibECnm3iASp44vV0hqVbteFUFhlX6DXmUA51xQCPlsgwLVVMHtNjZ4t4MYEx9Y1mi862AyIeE9KS2V9BwuJss1lX4BWgO40R355r12EWexfBKPxiGwbBKL473ZwDQZ7aBgkSeMzTLswpQW+VHPCOD06GbHMvq3B8mT0da5FkwYBAJehDPyEbynGGI/Iyikl3oKUnFrjayczfo4RBLMRBZQFHJ83JKUhFLZ42yzLrS500k7Ia3DvQgEiR62z0JydIe0jdn00AWTlIS+Q1CdapPqynDq7s78Oe3Dxta3sYeE1NsmGVxgl4BQQ9v0bym/3t1d4dVB11goUJDyCfAL/JQ1FRe2wDyG4nGgsANQFkBgNEnrllvvyuRgWaKP8qxMLMu3Iy291RYbtknWg+dbzUhojPvFTR0xDKIpbMQOA7VoYFYA0N+RwZyxiNXt7zMK+DAcfJ9KOjsD4ZRIckakpKCmnLfgL65ab71pKxvqNBRSUkKRJ7F/HHVlrYb86GspI1esk+OfSyT6DfffDO2b9+O9eutu0Wuv/5649+TJ0/GkCFDcPbZZ2P//v0YM2ZMXjnf+ta38PWvf934OxaLoba29tQ1PMdCPsH2dbFi9YApxI3C2OoiAfSnZdRWuutN9qez6E9ncc3D7wBAno6sh2ctgLjc47nwuJWLZqA65Cm6/SG/gKeXNRhlCRyLdXuPG2DBgIdDd4J8+Yo5ZZ2IDnPQwyOdJQ80bubhWZT53PV+zVDAcr+AoMBB1jT4RJIczu2DueyhFV6MqwkimVUQT8so9wngWUKi/uM1Z8LLs3jl3+YV1AAr1F8AiGdkxDMyrtH14/+wdJahI1xd5nG9VpJVLNcTULVVPhzuTiEg8qgMiJg+ohLprILqkP0toVDbyryC8eCbTCs4b0INFk4eihd3HsOq9QfB6Q/CQ8q94DkWKUnBb66ajnBQdIWeBjw8Vlw1HZtaenDbE1txxawRmDGiEqLAYsVV08GzDKoCIjiGwW+vPgNvH+pGssAPpty+1Fb5cO/V0zGiyp+36HWy2t3FnuMXOPTpcSFwLKKDgpBUBbICXPirdUWVSeFOSUkxgJuRoIi7L58Cv4dHUpIR8glg3KcJvAKLG/74bt7nK9bsw7TaCnztz+8ZUEhNg7EbHiA/bNyMtjfo4RHykt1h5FV5GUEPmS+xFIHuUpiSOV5mjarCGSMq8a4OAPV7OCiqhvZYBsFBPNpjGSQyCmorfQAYXVfT2WdOFvSS+4Bf5HD9WaMxKhzA49fNJq8Eg8Frezsgqxpqq9z1C8u8PPqSkqNsSmdcQiydRcgnIBIgyW2nz+k1XQkJskp+3CczMsq8Ajwci4yiQtE/K/eLiARFjKkOmmq012fvS0ro6M+gN5VFQOQQ8PCo8AngGMb47jAb/U54ZnkjZFXDb17d7zhvQ14efpHDDfNGY/5p1WDAICC67wgcFQkY4N5lC6LwC5yhVWq23O+u6jIPyv0iQgkJDy6egZpyn/FQH0/L4DgGr71/HKEC3wElK1nJnO2T8lwOAKMjQWw50md7bOrwCmw61KNrXGuQlRxtalWDRnhtFp1Zv8gjlS297fJxMZYh3+PFaKXnyY8wZKFEVTWc6hw6wwAsiCwQ3UlL9ZIHNLsBVlMNPXSmiAS62ViG7OhVvZqhwTx1eAWe3XoMsqKBMz0aiTzRDLeTNWEYwC/wRszb6Uj7BR6ZrARZ0cBzqrEDnWEG9NwLmblvKqWq6mWY++ETOTAgMEWncaJPglT326w/natTrddu8UWurjOVmQEGnimd9K3N5WuAsUOfaNIzFn15r8Ba7zk2x530ut30tn26BryTMSA+tdPlttPyptdQH5gBrW4a37mxksmqFr13shM9v50cw0BmBu69ZtNM84GOr138sQxjsC7+lc1Jt90cH+b4tIt52zkrcpBkLc9nftGqaW/MN1m1yDFZpI9M34nFtP3D0JwvWcn+WfaxS6IvW7YMzz77LF577TUMH+4OAzvzzDMBAPv27bN9WPd4PPB43BOLp9JCXh7QPGiMhi2vpG8+3IuGqP2r7Y3RMDYf7jX+toOxLVsQzSuTWlM0YlxP68itr9DfZmvQ2zOttsKo0+38pmgEmqrlaaJTyOKjb7XglV0dBtSvKRrBqkUzsPThd5CUFEvZhdq17WgfZoysxIYDXWiKRrBun70ecEcsjcEhL5rqI1jnoPcb0ZO5Z4yoxKu72zF9RGUe3JP2gcIRG6JhdMUzGDMoiNuf3GYZDyqj8KWVG3HGiErcNH8M3mruLuhn87jZtZOes2DcIFx15ki8395v+Xchf9lBM//z6QFYqFNsbT7c6xhzjdEwsoqaN+aN0TD+89JJuGBiDX7+4h589oxa/DwHqtoUDWPlohm4Rh//3Da/sL3N0LR+5NrZ+OU/9uD02oo8nXTq752tfThvwuCi/Ezb+OKOdmNu3XXZJEssFTM36L+ddJo7Yum8z8mxCN5v77doOBOfTcSa3W1F1dto0wYKAf7+s1YI7I8vm+Q4B8g8yTiOcVc8g1WLZuCeV/flad+vWjQTiYyMpmjYURN98+FeNEXDeGV3OyYOLceDrzcbgOL/evn9vHvFsgVRaEBevDTo8fKPXe3YcrgX37xwPO58Mh9mumx+FFOGVeDmRzcZc7WY+dURyxCQ6FXT8OD65jz46PL59WAYDa/s6nAdn+e2HcPWw734yeVTLA+Jrb0p3PbEVssYnDu+GncsnIDvPLnd8vlZ9RH85PIpYADc8dR2XDFrhAXAawZUm/tPr3N7OG3tTeG2v2613DMbomEsX1CPEZU+1zh5cUcbtrT0OM7bs+ojqAqIeGjJTCim74JlC6Kuvn9+2zEjthqjYZwzfjDeb4u5xlVHfwYz9J2gLMvgkQ2HcMWZI/NBxfWREly0ZCU7SfskPZcDwFPLGm010S+cOBhLG+vAMORVc4/AIZ0lb9kIHINUVoUkq1AVDQEPh3ljB+FPGw5BVhScWVeFl3a05ekel+zDNYEDCuyTAANg7ugwhlb68NR7R13Pzd0dLfIsBJZBJCAgliYA2fQJCqtTLeZioLNensMZIyqw73gCR3tSAAMw0HA8loEosBhW7sWxvjQyMklGh/0CklmFtKlA8YpG+hcOiOhLSehNZRH0cFi+oB5zxkQwtjqI3W39UJSBneK9SQkensO02gq83xE33s5jQDaG3ThvNAAYsMGljUQurrUnBY5j8IUZw7H1SB/e2N+FjExkNS6YOBgagJd3dRiZN7fFCUaXlVA1knDWVM3Qf97RGkNHLAOvwOIr88ZAA3D/2gPgdZir2XiGaLEzDIvj/WQH+tnjqtHam8LQCh/mjgnjuW1t5K0DnlxPoZg8x6AnIUGDhglDyjF6UACv7GpHV1yBh2MgCjziGRlekQMLBrGUbGhA05211DexlEykeRgGWUVFSn9m6k9nURcOYNvRPiycMgR/39wKnmORlTXwevxcMn0oRkUCmDysHG8e6EIslc3rB62nOy7p7YHRnq+eMxYPv3EQzV32Elt+DwcwwORh5djYPPDMRMueMyaM1dvbAA1kM5qmISOrhn65plE+BHmzudwnYOGUIWjtTeFgZwId/RkAGqrLyG/wNbuP43B3EqqmYWSVD0mJvNngFVgoKoNU1hoVAs/ijFGV2N4aMwCkRgIfZPe0V+CM/n5hxnD8757j2NPeD0kmixVz6qog8qwBzHWyPW39Rr/N5zl9nntcklWI/EBiOPezYndc72nrx8bmbgAaZtWFLW8HLG2sw/1rD+BwTxJ+gcdnpw9DR38Gk4eFsKmlD5nsQKzZxSQtY8WafTjen4bIcfji7BFo7kzg5V0dBsz2vPHVGBUJ4LGNLehNSAh4ect84/T4pGPBgOS8vjJvjGM/R4X92NjcjY5YGmVeAcsXREu70Ev2L20fG7CopmlYvnw5/v73v+N///d/UV9fX/Ca119/HY2NjdiyZQumTJlS8PyPGmDU2pPEnU9tz/tRbyQ//ne/JVHREA3ju5dMxE9e2IU1u48DsAep0eTnQznARgrGu+KBDQCgJ1j2492WHvz6yml4+PVmrNvXlXe9U3k0MXnLY5vxqbERfOOC8bj9yW3YpCe/8hIV0TC+ddF4/PylPUb7zdYUDePbF03AS7va8IuXB5JTTfURXDRpCL71922WtjjVQ9u1o7UPG5u7sbmlF/dePR0r1zfn+XPZ/HpUhzw41pNCVVDEXc/vsu3jo28dwjnjB6MuEkQ6K+P3651hl1N1QN6y+fUo83L4yQu7bROPuWDDWXVVRgIxN9m8WPezedzMCa7GaBg/vGwyfvDMDrx5oBuPXz8bd6/ejc0tvZZ/O43LIpO/3KCZTrFw9rhB+MYF4/MSs43RMP7j/HH41Svv2455YzSMZQuiSGQUF4BoPgzXHHs0SVcIREr9vbO1D7ecPRY/ezE/qb/YVGbu37T/5rnpNtfyxsxmPl/TWAcGDFauP2C5vikaxk3z63HNw2/nJSEb9esUDY6xf8tjmzFjZCV++JlJ+MGzO/H6/i5j7J0AogNJ1/15ydMlDXV44t3D+LfzxuF7T+cnpb95wXj8dLU9OLQpGsHsMVUYPySEB9cftC378bdacNXsEdh6pA9vH+wuCA52g0Q2RSM4Y1QlZFVzBQpfPHkIWvvSeK+lxzJWqxbNxG9e3Zc3v/7z0km44oE3ccWsEY6AXlru8XjGdi7nxq0ZaNmXlLDssc15yWk3P5xVH8GFk4fgaG8q75xC17kBRJc9utlx0fHWs+uhqsA9r+517ZvdvKW66yzLYM2udgvo1rwg7DYvzZ/fdsF4JCUZK9bss034j6ryo6bCh/ZYGv/+P+8Z92bbmKqPYEUJLlqyj5l9nMGin8Tncmp2SXSRBd6/62IA+YmRjc1d+NOGQ4jroFEqp/Gx+AFVMot5eLKT3A5U6GQMgNMGBxHw8Hi3pddyjIL6nEzkGAyr8KEtlnaFiTIgu4ZrQl609iaRUdwhpHQ3ulMuXuSJ9nFW1mz28Dq34bSaINr60uhNyXnH6D/8AgeWAWSVBLlX4HDFrFpUh7wW+OLSxjp0xNL4y7tHSFJNT7LSJL9PYPEfF4wjLJMf/wNH+wbkRaqDAq6aPQppSYFX5BDyChA4Bm/u78Kmll5kZPI8MGd0GLeeMxan1ZTlJTQffL0Z//3y+3lSfNVBAXFJQTqrQtUGNNo1hoFXYKGqmiU+RA74zLThGFrhQ2tvCi9sa0N/xlom9RHLMBhR5UV/RoGiaBAFktReNLcuLylobi8APPxGM57cfBTJnNgUOAZeniVSLIoKhmUgsiw0BgaA0+gHC2hgLIBG8xh4eA4Lxg3Corl1eGN/pwF1lGQVGjTwLFkUvHDyEPAsg2e2HkNC76vIMfCKPASWRX8mS67RyMLGnNFVmDK8Ag+/eZD4Tv+ctothgJFVPsgq0J2QkMoqlrcK/CIHWR2Q94E+Jl6Rg8iyCHp51Fb5sau1Dz2m2PQJLBbPHYWhFX68ub8TG5u7EcvIkBWywFnuE7Fg3CCU+wQ89vZhxFJZQ9JlfE0ZuhJZS7zawSxzoaL0PKfPc68zQzMFjgV0ua8TBWnawUNvPWescd2DrzfjvrX7kZIUaJoGWdWMNw38IodLpw7FornkXKfE/41/fAerd7Rb/PuNC8ZhaLkPu9piGF8TQmtfCr/6x/uIpQmwNOjh8fVzxwKAUb/AMTizrgqjB5VhcMhjSfjn9ikXQAyQxbVigK8lK9lHbcU+l35skug33XQTHn30UTz11FM47bTTjM/Ly8vh8/mwf/9+PProo7jooosQDoexdetWfO1rX8Pw4cOxdu3aour4qB/Wdx2L4cJfrTPkWKbVVhjasdtb+3D2aYPBcQwyWQUBDw+eZdCVyEDkOfAsi0PdCQyv9OGSe17PK5uWef7EwTjcnTL0aBdOGYIDxxNGHZoGTBlegZCXQ4VfxKEuonXrFzioIBpiWUVD0MOhzCsgKSlkdV1g4RM49CTIynZHLIO7X9iN2y4ch+qQF5msjKqAB5JC9MbL9IefI90pLH7obUefrFo8E5qm5ckFPPGVOdA08sAW9HAIengc7EqC5xgMLfehOyFZdJhXrW/GPVdOM8rxixxunj8GZ40dhJSkIiBy8IkcWrqS+Pe/bsEfrzkT7X1pvNPSYxkHWlZSUvDXG+fgy6s24s83zLb1ObXnb2mCrKp4dU8HJg+rwFKX/tLdmvTfVE6FtmFElR8egcXR7hTSsophlV74RR5ZmTxQxzMygh4erb0pw/9DKnxQFBWXrHjd8Cltg12s1UUCxjhe/Ov1tm2zi60LJ9WgpTsJD8+htsqHtp40Ijpg5GBnArVVPry4ox0zRlS6jvkzy4m0j7tPG6FoGlKSinhGxiZdtiM3wfzM8gbXcmifXrilETzPQlbIK5hBD5GXkBQV8bSMgIfHc9uO2dbhFznSHpXsFPGKHI72pIgWKsugyi9C5FlkFQWJDGnvtqO9WHDaYHT0p/NiC4AxV4/0pDAoSABMC+9Z7yiH8czyBvy/+zdYxnJk2A9F1XCsLw2eZRAdFMTISMCQAUlksij3iUhmFUcpGL/I4ellDWjpTiHo4eETdR8ls3inpQePb2zBqsUzwTCw3Femj6gsGOfLH9uM688ajab6CBSVPHSxDJGbeW1vJx547YBlzjrFX+5YOh0DUPD66pAXZR4OBzuTSGYVeAUOPEOgXRlZQ78uncJzDLKyglRWhYfnsPAee/CcuW46l3Pvwbkx9crX52FMdRD7O+I4+7/zv6uK8YNdXwtdR+vNNad2UDPHXqG+PX9LE1gWSEuKRdt997EYjvam8tpnvj+VeQUEPBxe2N5mOw8B4NnljVBU8pq7pGjoT8sIeDgERR4VfsFIiO8+FsMFv1p30j4pWcn+WfZxTqJ/Ep/LAeC8X6w1YHW5dv6Ewbj/y9Yf9nva+vHlVW+hMy6BZQBFKT5pWbKP3golvZ3MLFFwMteWeXj0ufBQzNBKgMgtqKp2Um2ldWogizn2Yhgnb1T3mwGRWsvIKrKKCgYMeI4xJBlkRYMGDQLHwsOzaO5MQNVIX1mW7CaPBEVcdvow3Pfagbx67lw4AUsbBxKLe9r6ce3Db0MDjDoYAL9fNNM2Qb1o1Ua096dt5W0IFJjog5s/A+zHORwQcNdlU3Dn09txvD9jew7PkmtVjZxfU+5zbWNue7+86i3HslmGyF4c60sDmoahFT4c7U0Z/jTHCQUehwMe/e0F67gwAG6/eAJ++NxOonvOszjYmQAYBqPCfmM8FUVDT1Iy5B5llZQ7qMyD9hhZ8BC5gV3HZV4e8QwBLivqwAKPwBEdd1UjENuEpFj8Ttts12+GAUbrMZaWFHQlpLwFpUhAxI8um4wfPrcTkqwa2uesLunJgOzy79X7wjADb4IMCnoQKfM4jpNTzJn9ZxeL9DpJUdGdkIj0EKx68ZqmgdHHSeRZ1xih8Xy8P230gc6fPywlb3jRdrrNtT8sPdOxjhe3t+Erj7ybNw6RgIhHrptt9Mv8fafpuvSVfhEcx0Dg2IJz09ynq3+3AZ2JfKkzlgF+e/UZRWnVl6xkH6UV+1z6sZFz+e1vfwsA+NSnPmX5/MEHH8TixYshiiL+8Y9/4Je//CUSiQRqa2tx+eWX4/bbb/8ntLY4oyuJuRrj1E4bHEIkKKK+OoiepISEpEADA1EXqKuLBNCfsn8go2VOGBLCv/9lC26YNxrnTRgMRdUwKOhBmZfH6EgAki5CJ7IsOuOSY4LBL3J44itzkcjIUFQNDMhOjpBPgKKSL5AVV01HfyaLIz1JDK/w4W+bj+LxjS24YtYITKutILCXArq3uZrTNKni5YkudqVfIIsJ8QzCAQ8ysoL2WAaprII9bf1gGGBabQV+/vmpCHisQNSfvfg+fvbi+8Zn9149HTc9sskYC96kk8yxDKrLvPjU2EGYODQED08S9/d/8QykCgDwDnUnsKM1hmm1FfAJHFYtnumY9M3IqtHHQWUe/OL/nY6h5T5kZAWdcQm8rhXuEzlEyjzoimfQDQlVQRHxtIIyLw8vz6LSx+O/vjAVAIPueAYJScGyBVGjDWY/5MbaX2+cg4qAgM7YwJeYX+TIarmN0TJm1VXh3/5nC5KSgt9+cTr+7X+24L4vnoF4RsZNj2zCvVdPx4o1+3Dv1dPzxnNabQUkRcXgMi9CHgFJSbZoy/9pwyEjbjL6goGqAuEgod1PHV6Bv9/UAEXV9EUaAizNFNhZJKsali2IIqtqaG6Pwytwxtj8/PNTUV3mQX11EEd7U5gwJGTorZvjmIJ9fQLRdjvYlbQs1pgT27WVPry2l5RfX11mxFuurVizD43RCDw8h+PxjFGOU/Iwns7/TFU1vLSz3bLo052UUO4TEPSSudCVyEB2+UWWlBQc75ew9KG38YdrZuGmR941+j1hSAg//dxUKKqG4/EMdh6LGZ/7Hea1XWxLioKMrCCo64j7BBYLpwxFU30EkqwZ80VSTh7a6hf5ghrvGVnFkZ4kRlUFoOgPsuU+sti373gCAsdiU0sPTq+twHu6ZBUd02ULooafc8e8uswDVdNw/VmjMXlYOeJpxXHcAaAvlcX+jji6EpLtveJk4bWFrnMCacYKADbjaQVJScHjG1tw6dShqK3yIZ5WcMHEGkyrrcBtT2xFZ5zcSw52JTC03IvTR1Tm1CFbdseY/UfnZFM0gv60bPvdSO1ITwo3/smq0//0zXNR4RfQGZdwoDOBkE9ALJ1FJCiitsqPZ5Y3GPfO9lja0l6zT9w06D9s+yjrKlnJPiz7JD6XAzAAaXa2/Vi+VnprbwopSdF3szJQWe3DzViW7EO1k02En8x1VF5CLeKtBI5lkFU0400GjmHAsDDkVE7UaAL9VJh5fx2FNtJ5U1vlH4AN9iQBDYhUEaghNTOANyUpeO9Ir3HMrOm+xfQ5gDzwoRuAsLU3haQkO/pAg2l3PW0XA0fJpaSkYFdbjOzydXIMGHAMSR6zunZ+sZBEeh9xKlsDYVfRmMrou8DtjCzIEEBnb5I815jHpSOWMYClFAxKWg8DOnq4O2kkunmO1eOQJEytv9UJYFmSNct9UGMGNNEZsOAY1ZgHqk3DHcdJG4ix7pwEOvVFMqsY/TFDnxWVJJR7U1lk9WdOnmzVN2C0HoF1HSenmDP7z+56ep1PJCBentPnt7FDXzMgshTe6hYjNJ7NfaDzp7WXgFdpe9zmmlsdu9pilvuc2b/mfpnHGSyDrKwimVXAKwwiVcXDQVt7U46cMlVD0cDXkpXs42gfmyR6oQ3xtbW1Re9s+bhYud8dZFYX8cPDs9h1rN/x1Xmn5BW1gMjjN1dNh1dgbXXIl58dRWVAxJ1Pbcdih9eI6Gv2dz23M08D/Kb5Y7D8sc34yeVT8It/vJ/XxkeunY27V+9yhJTmmlfgjLG203un9d5xyQSLrI25PVSHt1BdFITiFzkMLvMgq2rYrCewfn3lNPxk9a48f92+cAJ6k+4089pKP/604VCeNvSvr5yWJ0ngFwb66FQvHeubH92Ee66clqdx3BgN4wefmYQvr9yIEWE/vnfpRKga8Ic3D2LFmn0F/SDJKrr6JSPRSv1eCMjKMYzRp9pKP1ZcNQ08xxh+zf2v03jmyjU0RSN49LrZ+MkLu/LG3RxvdtIxdy6c6Agi9Ysc6sIBwy9m//76ymnwsCzCATFPUsMujunny+aT+ePWP1o+XyCrq6iaZTe3U8wAZLeHW123PLYZsbSMZY9uypOboTv/nYzCMwWWMbTTzXWcM64a3754PB5+46DrvDb7wy2271w4EXc9v9MylxuiYZw/cbBrO91AoPRBs9D11SEP7np+Z548zZKGOix7dBNmj67C5dOHOfr5m09sxU8un2I57hc5rFo0E+8e7MYv/7G34PxLZxV89rdv5JVNx/1k4bXFwH7tLOTwObWglzN09b/3TP4cfOTa2bj69xvQGZcItNmmvJCXR3866zpnLp0yFEf0HwZONjLsRyQoGklwv8gh5Mufw6tvbSyqvbStdtr0xWjJn4x9lHWVrGQfpn0Sn8sBkmxy2ok+aUi55e89bf14aUcbMlmys1JVS7vQP6nmptPtZIYmMANbELbZaAKdAfQ3b1UU2EvgavSJU8OpWdOhTE9Z1dAZz5DEP0vggADZIED1w9tiZPc0dYGsaGAY0l+BY3H68ApsONBN2mty05CQ1/j3nrZ+HOlJgWVhQBL7dGmOl3a04ZXd7WiKDjKSbkMrfPCLPPoz9ol0u/FUNIBxWPAQeRYhr0Due45DOfDmQCIj47i+C55CEu30s+lnzZ0JuP7s0gBFJaBNKo/iZGTHONlYRIGPudDGkFeArKg42pNEmVfQ5ac09CYldMTS4FgGIscgLQFZCpPV6/UKHPr0TXxZPUgZhoAj4xlyLzRr/mtQDbaAJCtgbOi3bvNLVjW0xdIQOQYp03n0vyJH4KAcS7S+NY0AWBmGbJITWBaCyEKSJcjKgF57LozWDLM0S3a5ATs7+zPw6OBXO0gnBfFSiC6dmCzD6PPAGd5qNhrPCV2qhmGYPIA1bWdWUY1kuBPs2s7G14RsoaAix0CSVby6uwOSTGIqISlQNA2qLiWkqhoYLj/OzPXlxv/QCh/8gv1vdpaBI/C1kA79h2UfVT0l+2Sa+6/wkn0gC3p4NEbDtscao2GomoY393fnJdAB4PV9XXjw9WakdO1mpzIqAwKO9aWw4tV9eWWs29eJe17Zh3eau7HOBOrMtaWNRPcrV1t43b5OrHh1H+7Wk0h2bfzBszswYejAjw6nOgCic+wXWQPwR+u1a/f3n7GWa24PffXPrS4zSPCOi8fjzQNdRoLFrd4fPLsDPtF53JqiYcQzWcfxMr+W2BANQ9E0oy6neum1d18+BStyEugAsH5fF+54cjt+c/V0vL6vC283d+MHpmRRIT+8caALK9bsRTyTRVM0YrTjzQNdrte9eYC0646Lx4NjCWgrJSnoiKUN/5r/69S/9Tm+WbevEz9wGV+neFuvx9vtF4+3bfPtF+drtlP/PvR6MyIhspiUq0ltF8f08xWv7oOmaWh06R8dP0XTHP3ZqPvT7jpzzNBzVVPc2F1zx8XjoWma0SazfjcFhDq1oyOWQUM0jKSk2Ppr3NAQvvvUdsvndjFm9oebb5x8u+1IH5pc5lm7A5CVxhyFlTqd0xFLY9uRvrz5ZPb7hKHluP3J7a5zMrdfSxvrcM+re41y3eZfoz7/nOqn17vdbzr6M7Z1uNV7Vn0EkaD9TudIUMRZ9RHbYw3RMBIZBSuumm4bG3QO3n35FAPsaVdPZUBERyyN2y8e7xoXmqa5juF7LT24+/IBXeU7Fk7AHU/mz2GOYwu2t0n3SV9SyktqA8BrezvxzSe2oi+Z/9rpydpHWVfJSlay4uylr81zPGaWcnnw9WZ8+jfr8djbh5HRM2elBPrH3052czbPMe5JThdjNLJL1O16c2JQA0mEftCN5KdoI7qRZFNB3gg73p9BVtWgaBraelM40pNCf1pGLCWjL5VFV1xCVyJrgT4quuyJoqo42JWAwFmdwwJ4btsxPPh6Mx58vRnXPvw2fv3KXmRkFZ3xDJo7E+iMS+hKSHjs7cP404YW3Pind3HjH8mboafVlOGGeaNR7stfyBc4RoeTarqOOdk4QttmZ5Ks4qerdxncg1xj9D5pGikvmVXRFsugoz+DiUNDeGN/J659+G18469bce3Db1v6teyxTfjR87uQyCiOg6YBxId68vd4f8ZSb+65qgZkZAVfmTcGN8wbDQbk+Z8BMHFoCL9esxe9qSx6UzIO96SMa/pSMlJZFfGMYmheKxqJRy9P3kBXVWtdGgC/DioVOCKRY25S1tSttKzpb7TD+J+b3xmQGOtJSADD4LSaYN4bBGAY/H3zEaSzMmLpLIkrjexEj6VlKJqGmaMqUeYTIKsDsGCRZ5FRVMMvFLJJx+Ubf92KHz63ExOHhiz+u6axDudPqsHEoSF0JiQc7kmhMyFh4tBQHqRT5FiiIKC/VR7yCQh5ebLRhSHgU5G3Aj7tjMZzmU/Q542GMg9nwDppfZ39aUNqB6B+sJ7rZOdPqsF5Ewbn+Tcjq7jtiS2GP6bVVqDMw0FWyKKRBiAtq+hLyeiMZ/L8CcDiUxr/p9WU4eYF0fzxBJFOs9uFblfOqbCPqp6SfXKtlEQ/hRbPyFjcUJeX6GjQd+YqKlAd8thC0ACSaOAYBosb6tAUjdiWwTIMBoe8jmWs29eJan2lf9X6ZgJ3yWnP3NFh1za4tXH9vi5Mq60w/naqoykawZLGOpR7BUMnelptRdHlmttDP3eqi+40XbW+2YBNVoe8RqKxUL0s9XlOoon2Ie0g92JuG20DwzBGXW71FuNnXpdfqQ55LYnBYvywbl8X0pKK7316Iubo402vs4stet3r+7owaXg5VE3Dej0ea8p9WDY/ip2tfVjSUGf8d06BOPf3F7wAAQAASURBVDKP5zqX8XXzw7p9XZg8vNy2r5OHl9vCIKn/AMYWQkmPO7WnPZbBDz8zuWD/GIax9WdTNILFuj/trjPX21QfwX9eOgk9ifyFGvM1k4aXg2MY25i67YmtuGPhxLzEbGM0jDsvmYi/vns4LzbNNq22Is9PdjFmrvtk5vIPn9uFOxZOtL1XLFtQjyHlPteYXrW+GUsa7eN32fx6zBpdhR8+t8u2TdTvJzMnc69xvOfVFzfuu4/FbP3QEA1jSWMd5o4OY8+xWF4dq9Y3Y9n8aF7/KdzTSS6k3C/iJ3pSObe+5QvqUVflR7lPcB3PmpAXyxfUY/7YQbb1DA550RiNYOpwZ/+u0+8njn1vqMMPntuF6pDH6Nf0ERW2QNRMVi3Y3p/qPumMS3lJbWqv7e00dr1/GPZR1lWykpWsOPv0CmfmxTf+sgUA2aG2Ys0+pE8ATlmyj4c5JbI5Jl/egxoDq8bzCdfJAhU+HiEvjzIvD5/AWRKIp8JOVn7GyTw8Y/ERwxCpCPp3TcgLDkQOhQHRB6eLAU7Gs6SMl3d1oMovIhIQjLLrBgWggYAK7197ABrIb2IPx0LSpTBzx1ID8NLOdry4vQ0AsKShDn++fg6WzY8iIHIIiBxqK30YHPKiwu/BTZ8ag+9/ehJ+e/UZuPOSCY5vd0cCgg5E1cCxA7FC5AhrcP8Xz8B9XzwDV585AuU+wQCVcgzpy9sHe3Df2v1GH8z9kmQVmayib40mb+oxILt/LWOj+zvk46Fq5K3B0YMCqC7zoNIv4MqZtYgERCJdV+lDOCjCK/CYMyaCJQ11+P2imfjp56bg9osn4L3DfehPZY2+UN/lGtV2r/AJqPQL+NUV0/Hn6+fgnPHVeefGJRXtfWmU+wSU+3jUhDwYHPKg3KfHO0PGm2fJYlTIx+Pm+VHcPD+Kch9hJPGsKb4A1IQ80BVDMLTCh6CHRyKj4IazRiPg4VDm5TFmUAAejsXLuzrgETjURQII6eWV+wTURQIIenjsaI3hlgX1qPST/oweFEAk6IGHZ3HL2fX4/aKZWNxQhz1t/Vi1vtkyVjtaY7j94gn46eemWM7b0Roz/B0JitjRGsOetn7DJ9TvK66ajnuvmo57riT++/MNcy2f0TILGY3n7106Cd+7dCL+fMNcy3VDy33IKsRfor7oxzLA/5sxPO9cJ7vvSzNwx8IJhn9rK32QZBX9GQUhH2/445azx9rOl0xWxf+bWWvpk51PV61vxp62fgwt94FlGMv9kGUIyDfX3Mr5MO2jqqdkn2z72Mi5fBKtL5nFLTp8bmlDnQU4eMtjm7Fy0cyCurbJrIJ//8sWPHLtmVjcMAoZWcXwSh9e2tmOWx7bjAcXFy6DHk9KSl57hlf6CupM2+kz25WfW8e3LxyP/owMnmWwfl8nlj26Gfd/6Qzcc+U0ZGTVUW7ArtxC/bntgnE42kugjSLP4lhfGn+5cQ44hkEsnbWUVVhLWMYtj23G374yF5JC9LHNffj556c6Xlvm5bH61ibwHIPeZNbyNluhegv5uV9/hTK3nNxx9Ys8kpJsxBl9jSqZVXC8P2O8gkevM8eWOT7pdUd6UqjwiUYZVIP/q+eMBcsA/3H+ODAMHPX7nfrv5I9CfjjSk8K0EZVGDI+s8kNS1IJa9n1Jdy1op/YkJQXdiQy8QgH5DA8PlgW+ffF4tPamDH9WBURc/fu3HCGiAQ+Pe6+eDg/PYliFDwKDgjJOR3pSjvqCnXEJV/9+A+6+fAq+fdEExDNZBL2ENdDem8aY6jLc8phzHNv5wRxj37loPCRZRdb0C+5kdL2TkoKepITbLhgHSVYNcPC2o33Y0NyF88YPxr+fdxq+eSFjAc6aY3PZowRm+q2LxiGWllHm4SEKLLKyip5E1tHnxbQZAFI21xeaf2VeAeGACEXT8JnfvO7YhjKvgFe+Pg+KpuGq323AFbNG5H1PLHt0Mx6/7kz8/PNT0ZWQ8J+XTISiakhKRPPbw7G485IJxmflvgG4p5sNrfBhxZXT0NGfQV+KyK4ETLDOQz3uMisJScb4mjLXemrDAbx7qNu1nGRWQXNXwjKfc+9BKUnBK1+fh0hQxIHOhG05/S4wN9JeBROHkVdOC2nCO2nJn4x9lHWVrGQlK84OdNpLuQDAlqO9AKz6tCX7+JsZrJmbKBY4AvAUBQJSzzpokH8QfXFVI89yvUkC2xtUJqK1Nw0GGv6Z6zACR7hLlD3EMs7QVQ/PQVEV8AxpM69L1DDMwCIDq2e1ySZbd5wpp2tbsAzZEU60qTn0JLNgdOCnnda6R2CJNIWDDESuljLRca7En98+bOhXq5qGjlgGZ4yswvxxJCH86u4OiwSJ2bLqwPgzYMDzRAda4FlcPr3WKEPkWTz9Xivxrb6KIKsaklkZgsJa9KJpvyr8Aswa3qKeSS73CcQXGPC3BkDkSP9DPp6wxgQOHbEMBpd7wTCM0ceQ3keqSU3/9+ruDou2tqJorlJDWRUYXulDRywDkWdxWk2ZRcfarMzy3pFeqCowvNJv+Plwd5IkwjGg5S3r/jxjZCUAIj/KMgx4lgHDDMxBVV+QYRgGHMsg6OHREcvAK3LwC7zRVyJfosHDs/CLPMp9KmJp2eQj4otYOgueZY3r6OfDKwfkOpw00EWeNcbZ7jw1x9/UqN9z7WTlQZzKA3RNc2h6Ap0Fw6iQFA2Dy09MjqQuEjD8a6eXT31pyFXB+iYNzzFF6cq39qYG2syTNqsaabOdHvqJMBE+iH1U9ZTsk22lJPoptJBPcISKkuMcBM7jWoaHZ0kSlyOJhVXrm/HnG2bj8Y0tJJHiEyyACTurLvMYOtLm9vhFDo9fP9vQynYyqqFMr7n+rNFojEYgKxoCHg5+kcfXzq3H/WsPWOqYVluB5XpyicJAI0GyyyAuZSFw7olCNy3gXFidwDEYW10GSSFQlhFVfiQyMoJeHiGfYEmyFNISrvQLuGHeaCQlGV9cudGqcS5yqK30Y+WiGRZIHgUFlnkFCByLg10JAims8hddr9nPdhbyCVi1eCZCNuNlHtdnljcgk1UwYUgIv736DMgq0VYLesgOmZQkG1BS4ruB2LJ7YB1R6QfHMnhoyUwIDIOljXWYNLQcR3pSxm6bSNBjAb3aWW7/vYJ9fwv5QeRYy5xauWgGrnn4Hbxwa5PrdYUYBX6Bw3+cPxZnjR2ElKQi6OHgEzhoAHoSEvwF+hf08vCLHFKSbAH4rlw0wzWZG/DwWL+vE6vWN+OJr8xFdyqLMp9zXX6Rw/AKP8BoSKQVA1ZphqNKiooKvwiRZ+DXOFz0q3WW62+YNxpjBwfx9LIGJCXFAL4+8NoBxzhNSgpWrW/G5dOGQeAIyIfW7XcYS2pOZfo9HFp70xha7sOgoAfH4xlMGV6BTS09UKHhsnvfMHxoB0VOSgoeeO0Azh43GDzLICkpYFkYsN17r56eN0epeQXOdi6ZLeQTsGxBFDNGVKLcL4DnWKQkBQ8unol3TWWa598rX5+HMdVB7O+IO4475TRIioq+ZBYPLp4JgMGaPe3GfZRawEMS2+V+0QBUMowClmVQrie9ncwNaEnLtO13Ib94rWBPWi6try9F5kvQw1vuNblj4Rc4VAVF8Cxjexwgiw1jqoPoS0oWiLLZCt0zyrw8+pISyv1iQU34Qou7QPGg0A+jrpKVrGQfro2OBLHlSJ/tsanDKgAM6NOmsqW3Rf7VTdUTp36Bh8SqyCo2v5mYAa3ykzGWIQvsVJ+abE7SHBPWp9po0kulwua6ueXzGX1XNdVpVzQYyUOA7JKmvlQ0gGfcO6dqJNmuahpYhviE/t7UQHYs96WyeZremaxq1GunrW2npUz1qd30msmc5pCyWdXwCSz6iaw7NGiQlYGYyS8jX7faL/Dgc/Sic2NBVgBW9+FA/6z+5nL8Zdbyphrdbn20a6MxvrDfje7TyzSXNXV4BZ7SFwvM7j99eAWO9qTy+qkoGuFGOGh5WzS29RhimIHfBuZ4sOsrjYmMTJLpGVk9aR8VEysnct5HaUTTnGit85wKWSGx4qQt7mTmvrmNAdUzN8fNic4/SR+rYtr8Ufn84zi2JfvXs1IS/RRayMujqT5i+zr3gnGD4OE5bDnch4aovUyEWW/6xR1tBIq5aCb2tvXjkWtn45f/2INjvSlDo9qujKZoGHvb+/MAhhSO97PVuzF1RKVrG6iG8uaWXqy4ahoeXN+MX/5jr+WcZfOjmDKsAjc/uglJSUFDNIztrX2OULll86MIelg0RsO2EhyNJk3z3PbklkvhdY++dQhXnTkyT4P3x5dNAsAYfaQ+dervppYezBpVBZ/I4TdXTTf65Bc5rFw0Az9dvSsPVPjrK6fhsbcOISBy+M7ftxnHly2IGn0sVC/1s93xxmgYx/pSWPrQO/jxZZMc46ohGsb2I30YFPLizqe2G1BEWqZf5PDXG+dgc0tPHvzTDnLZEA3jhR1tWLFmH84eNwh3LJyI917bb1mIWbloBu5evatgHJnHsykaRiQo5kFCm6IRHO939kNuOeY50tqbco2ngMg5Hj973CBUBUVs2N+Fn734vqX8ZfOjSGdVrNvX6Xh9QzSM57Ydw3stPfjepyfhwkmD8cL2dgAoOO50bq9cNAPtfWksfuhtLFsQRVM0nCer4haDTnDU/zh/HBaMG4Q1u4/Dr8e0V2Dx3aetGtJN0QhWXDUNu47F0BSN5Mlm0HvGHU9tt/igIRrGOeMHG3XY+d5uLjdGw3hlVwcmDSvPA5I26uBJGh9OPsz1hxlkmQs4Ncd3gx5/248633/PHjcIHp7FztY+nF5bgZ+/tMe1TNpu+sZCJCjazlO/yGHV4pm4/cntFh/b3UfN2uYnCqj8IEDLyoDoOpd6U1lc8cAG47Nzx1fjjoUT8B2TXrnTvYb67Yl3D6MiIOKnq3fnxRP16/QRFQh6eKMvU2srbMeLcgCc2tvam8Jdz+/C3ZdPMTThX7O5f7ppyVM7Eb9+0LpKVrKSffj21LJGjPrmc3mf+wQGPzW9oXX+xMH466YjkOR/Uib0n2Tu+4s/nqaCJHc0LX+ntaInc6sCAgYFvdjQ3GWRQmEZwMuzYFgC17Pbqc4xAzrUdiawRBd54ZQh6EtlsWb3cXgEDilJcUxemgF/J2oMgOoyER39Ul7ZHENgnrKiEr1kRYOXZ1Hu49EZz0KFlnfN4DIRsqqRneogO9jprm0WABgGrb1peAUWg8tEHI9LyOogRZ5jdFDqQKlUhoXR9Zpn11WipTuFWEqG38NDUVV0xyUEvTzmjR2E9lgaWw73IZbOwi/wOHd8NTYf7gXPIg++OrKKfM/e8eR2lPt4XDJ1mKEXvWp9MzpiGXAsg/rqAP604RAadcm7XW0xzBhVhTW72i1vB/Asg/6MDA9PZGRofeV+ATfOG43TasosAMIb5o3Gr17Zi1gqC03TEBA5LF8QNSRcDncn4ROJPrUG4P61B8BzLCQ9EQwGOH14OY70piByLNKaCpFjICsqND1BXBf243g8g8M9SfgFHp+dPgwiz2LumDBe2d2BrrgEhiHygq0mQDtt42XThuKhNw4inSXQSy/PwCvy6E/Llt34nL6BAWBwxsgKPLOlFc9sIZJ8dWEfmrsGyh4d9uPM0WE0dybw+v4udCckhLyC0U/qE2gaQl4eX5k3Bgc7E3hm61FEAiL6U1mkZdVYXPGJPNJZdSAeEhKCHh7XNNZhVCSApvoI1uw+TnamCyzOHV+NHa0xdMQyYFniw/3H49jb3g+OZXDp1KE4f1INWvtSWLW+Ga29KXAsgy/MqM3bOb60sQ73rz1g+JeOM2AFjjbVR/DK7g6jDU665icKqDxZoOX5k2pw7vhqvLyrA5KejD5vfLWxo9utXHO/RJ7cq/62+Sh6kxJEngXPsoilZKOfoyIBnDdxMJ7YdAQZ03fg3NFhyw5yWi6NzURGNsaR7qo32iyThaNxg4MYFQnk9S93Hrv5/IP49sOop2QlYzTtg7zA9q9lsVgM5eXl6OvrQyh0Yqt2J2NHe5I40pPCijX78pIlt180AXc9vxPvtvQ6Jn2WNNQZiWGaqCFgyFFYub4Z3710Iq58YAN+9rmp8ApsHlyUaHiPwrJHSTLi9BGVRjLjrssm4YVtx1wTT03RCG6aH8XyxzbhJ5dPQUcsjee3HXNMIl48eQha+9LY0tKLm+ZH8VZzF94+2O2YPPz01KEYWxPCz1+0JlGa6iO4Y+EE/OSFXZakXFN9BDd9Kr/cZQui2NzSg2kjKrG5pcc20fbg4hnQNOCeV/dhs+7zh3NgqtTntzy2GdNGVODiyUMAAK19aaxYs8/is1xrjIbxo8sm4/vP7MArpjZT3z70ejM2FRjrbz6xFSuunIbf/O9+S4KmMRrGf146CS/tPIafrn7fSGb+5tX8uDK3f2lDHVbl1EV95ZSoN8eIubykpNhea/7MKY4adf1+cwwvaRyFRzYcwvih5Zb6ls2vx+bD3Rg7OJQ3PvnlhLGooQ6Pv3UIV5w5Et98Yit+v2hmXjw1RMP4xvnjcN/afbj8jFrb9v3ossm43bT4YTYa28fjGUwcWo6HckCeuX5qjIbx3Usn4j/1JLU5Btyua6qPYPboKvzsRTLGj103Gz/L6UuhGDSPn7me2y4Yh7tX78a0EZUYWu7Fc9uOOS66LT+7Hqqq4Z6c+4lb3eY6cmP7u5dMxN0v7LLMCzqWO1r7sLHZ/h5h7g9Nlt/76n5LzOe2yS2+KR9hc0sPvnH+OPzqlfex4UC3w72P6Md/75kdON3hvmIuc8WafcZ4/nljiyGVs6utH/es2XtCfqT30a2He3H35VMwpMKHvqSEZY9ttl04O6s+gnuunGbZCX2i59tZS1cC3/77Nkv80XvRFQ+8adHzLnRvyLXcOeLkh+qQFz0JCU+/14p1+zod7zEXTRqM2y4cj+/YtPfOSybiqt9tQGdcMvqekBR884mtluQ21ZIf4rLAcDJ+be1NnVRdJfu/YR/1c+nHzf5Z/bdLogPAdy+ZAIDoo6azqpGMK/cLKPMIONKTdGSrlOxfz3iGgKmzigoPx0JWVUf5FbtkuMAx8OngwNMGB9HSTWQCWJYcO9JjD0g/EXNb1AiIHKoCIo71pgwAYG6bjX/rO3/9Hg5d8XwpMQYgkitgIKtEcsHOqB9Y/b+cLpfDsYBP4DFnTBjhgIin3mtFMksWEUJeHlfOGoG+VBav7O6AJJO5Vebh0NKTNhK7PMsgHBQxrbYC7x3uQ1KSIXAs+lKSo/a6l2dw24XjsUTXsX74jWb89d3DyH0RkLabZ8jOaJZlEEvJDruzOSyeOxK3XUjg6PR+4BVYLG2sQ0csjcc3HoakEGnSG+aNBgD9TUIZfpE3Prtv7X70JsmiA8uQBQevwKLMK2DBuEGYN7YaD7y2H5taem0XRPweHhwDZBUNaVnNk6RhdZ11MAwElkVWVZGWZCPx6RVYLJ47Cp+ZNhwPv9GMp7e0kt3FejtYlkFWViz+orHAgCz0sHrsJCTFssgkcsC3Lppg+H5jczcADbPqwvjFy3uwekd73hgAJBYDHh5jq4M40puClFXBcQw+f8ZwVIe8hr9ZFjh7XDUWza0zFjMefqMZa3YfR1c8Y5GVZEAWPu/70gzc/cIu/OXdI1AUDUEvj6WNdVhi0gt/8PVm3Ld2P1KSAp/I4cZ5Y7Ckoc4Y6+6kRMabHxgn2oZcs4uPJS7a5Cd6vp29uL0Nu9piGF8TMhLabuXa9UvgGKSyqvEGv1/kcOnUoVg0tw5v7O+0fAf6RRbt+uJUuU8wys4tV2QZBLw8Pn/GcNx24XhLm7/x1y146r2jyMiarpkv4Naz6237frKLDCfq25Otp2SfbCv2ubSURD+FtutYDJf/9o0B+RNVM7SOs4qKy3/7JgAY0iTTR1SC5xhEgh5ksgr6klm8YyND8MzyBlxyz+t4ZnkjLrlnvSHPcMmUoYhnZIuG9wOvDUgDPLO8AYe7U/DwLMp9Aj5335tGmbnyKCPDfmgqoGgqBJ5DdyKDKr8HF/16HZxs5aIZGFrhM1bzNQAX/sr9fI5h8E5LDy6aNETXMmMQDojY35lAdZnHopU8KuzHs9uOYcG4alxyz+uWcq55+B1HyQfav/+5YTY0jQHDAJmsgsqAiObOhEWH1+zrlYtmAAAGlXlwvD+T57Nce3Z5Ixbekw+sor69cFINEhkZXoGDJKvojEuIBEVDw51nGdRW+XCsN42qoIh4WkHQS7TwbntiK+6+fIrRP7/I4ellDTjUlXRsP42TXJ87+QgAXri1Cf1pGf3prK0/cq/N/cwcR5Kioi4SIDsdsgrimfy4NMekWa6otTeNMYMCRv+8AgdN08AxDJJZBR6exYiwH0e7U6gKirjigQ1ISgoeWjwT77T0GHFMy50xohKLH3o7L87p8Qsm1tiOnbmfAAx5oosnD0FzZ8LW78T3jXhxRxshnHsFJDMyhlUR/kBLd9LxOrM/7fpSKAadxpfKrpw/cTA6YhnXGHjulkZ8/r438/xUqO5nljVAA4w5OyocQDqrIJ6SIemSQumsgtoqH17c0Y5V65txz5XTXNtijo/trX3QNOD8iTXGgy9gvccUiu/nbmkkup4MsFCfG3YxMaiM6OQtvGd9wTKfXtaA4/0Zy3i+8vV5AIBLVqw/YT+uXDQDwyp8GFLuNRKy+zviOPu/1zpeQyVkqJ3o+U7WHkujJyER7Ukvj4DI4bLfvpEHxCzm3pBrz9/S5Pp98tcb5+DLqzbmxUjueNF4+ty0YeBYBv0S+e403zvN7aV9p5Is/eksyrzFacmfrF9Ppq6S/d+wUhL9o+//p1esd5Rz8fIsKvwieI4xXvNmAPx+0UwAwOfue6Mgg6Fk/1pm5juejPwKBfN1JsgzfSToQVtfCl2JU8+8MCclGbi3n2eJhIjb7ndWL7TYHfJUbYXVoZhVAREMiIZ1b1LSJWIYqBoBrwocZ8ytY31pdCekvMWJcl2mlPryUGcCcRdJRIDAMR+9bg4A4KrfvVnQ90GRQ1xSYKMWQ/zAANVlXnzv0on44XM7oent6ktlkVVUoptuukfYfSYrmrHnvzshGeBas69EjsWShjr86PldUNX8NwQAqhlOpHVkh4GhmuRDK3w42psydnsDpH+DTH2RFLLrm8qqqHCWMWIZYFiFD629Kcc3MajvzUnIF7e34cY/vWvbHwpjJXroDCJlZJyd/EjvvzSJfu3DbyMpybZjzDLA7RdPwIOvN1vGzK6M3OO3XzyB+EdW0ZXIkLg2jRO93mxOZdmdezLnF2tu5QLAtQ+/bekX9b+qkfFgWTJHI0ER3790kiXmO/szlnvbyfhrT1s/vrzqLXTGJf2NIc2Iy4eXzvpQEtinyrcl+79nxT6XluRcTqHFUgRs98t/7LXInwBEq5darm76vVdPx02PbHIsl4IX4/qDfFJS8IuX92LWqDCu/N0Gx+sOd6eMcs31F2oD/XfuNbmWkVU0dyaM6x67bnbB8wFgxZp9mDAkZLnuWpvky2PXzcYvXt6L+uoy23LcQIFJSUGLqf+0PLckDy3vSE+qqP47/bCivp0whExEt7F1G/tcgOvxfsm1/XaAzkIwxVgqC1WDbbl219pBFs1x9Nh1s4uOydzPCs0Dc1ya4al2DAI6dk6MgoYxEcd6ACvMdsWafeQtDdc5Khv1PHbdbCx+6G2jDW7XWcbYpi/FzEE7S2etMehmsZRs66dCdR/uyZ9fdmN/79XTjbILxaNdfMwdE8asujA2t/QgnbNlrFB5h7qSeXPZqa+VepKzUJlHevLb2K8DeU7GjxlZRTqrWJKsJwqo/LCAloNDXgwOeY2/N7f05CXQgeLuDbnWl3JvQ0d/BklJKXiPofF0zrhqaACO9aVd5xjtu5smvJOdrF9Ppq6Slaxkp8bcwKIEJi8bkEMzcAwg36Ul+2SZBrJr/GRle8hGD9YAH7IMgWl+GOYkBUPNDP77oGWhiOO5xoLIv3B6MtrDE15OVv/epqBJTdN0/o5mzC26eJGbyNY0zeJLNygmtaSkGHPUjUFEjZZJ259rmgYkszJ2tcXyAIS5IFTHz3qSgEbAopqerKRJS+qrlKRiy5FeQx/drauqpjm/laAB0HX5zYBUjiOAVHNffCILTSMyPFlFc61T0wae5ZxOo743Jyp3tcVcY4nnWGSyRFiIjrOTH83ARwqEdJpfqgZsOdLrCo10gkqa/WMGwdJxsoNOniig8lQBLd3KBZDXr6wysGDDsYz+hoSGlKTkxbwn5952Mv5q7U0Z0lYcWREy4vLDgnmWYKEl+6itlEQ/hRbykR1nd18+BdUhD+JpBWVeHu2xNDjW/gvAL3IYXulzBFf6RQ6DykQ8tHgmKv0CnlneiB59hXtQWb7GtNlGDwrghVuayC6DAtsMzCBA+m8nEKT5vOqQF189px4MQx4c6C75+acR4nVSIruIe5ISqsu8SEoKXri1CQyA1V9tgiSr8AiMbf+DXs4W7Em1tQuBOz08axkP1uGxk+50rK3yIZFWEPQSOB59i8DJKvwCfvvF6QiKPGoqvJAVDbEUAc9lFRUizyCRGRibXN+ksyrKfTxW39qEVFbB2veP408bDhmwyIDIGzuKV61v1onvzpYL2ysUWwDRAHR6oLLzbyGfl+sxYN45aq7X7noaZ8WMp1/kMK6mDM8ub0QiIxsgyNwd3o5gS71thXyZe33IV5zv6XxduWgGAiJvxNKq9c0AkOeXurAfzy1vRFpWoKjk7YasoiKWkrH5cA9GVLmPn1/g8LVz6y3zLejh4RdZPHXzXAg8h2Mm/UQ7cwKwFjMeTj4w93NEld/wwYmWCRBY49GeJLwCB5FjC55vrr/MK+DZ5Y0QOMb1XunhWaP9hcrMnZcUMMwwsEA1AyIPWVVRHfIawNNtR3uhacDkYeWW+1kwB2LrBqj0ixwq/SIOHI9DVsmPT0XV8uCnZrMDWpqhoEEvDw/HIS6RBZVynwAPx8IrsLagUDuwbKGxDbnAcwGgtsqHe6+eboEz0/6a42lU2I8HF8+AT+QQz8gYFc7XWTSbV+CwuaUHIZ+AoIfAt/pS7oBQo80lUGjJSvYvb25gUZFj4Rd5R+CYV+DswZQl+5c1BtBhdye3E93Ds3ngQ7WIxG8xVqiUE0nV63lW1zIZ07nFGE3oUihmRlbhF3hkWRWSLFnhmyIHgeOMuUV9nesqRl+EoL7kiliQ8Jsglk7wULPRMp3OYhgCC7UDVeaCUJ0+8ws8NBCNczuAKF18mTq8As9uPVbwdznLMJCd4kp3kYdnjWR8LiCV9oW2R9Y17d2S92b4p1PsmH1PbXxNyDXWSFyQRD8dZyc/mu+/FAiZlOzvwSxDoKibDvUULCP3uOGfHBAsHSc7ltCJAipPFdCyULl5/dIXdDQQZoFG1rrgE7mCUNeT8dfQCp8FLquZYM8fFsyzBAst2UdtpST6KbRyL4/Hr5+dB/BrjIbxw8/kwyGp3uvPVu+2BVd+84mtuOfKafjJ87twxZkj8YPnduZpmNNX6HOTJmePG4R0VsXPXiSaxcsWRIuCNzZFw2iPpeEXSXLHDnZIr2mPpbH5cC+2tPRi2YIxEDgGDy6eAVWDoZXsBv5b0lCHx946hDsWEq3cwz0p49iqRTOQySp4cPHMPKhiUzSMlYtm4K3mbtc+7W6L4ZFrZ+P7z+5w9IG5febdjgvGDcLl04a5wuue23YMq9Y349dXTsvT+iVjPhmM/u9NLb0G4DFXR5pqhm8/0odHr5uNn7yQD4tcuWgGRI5xHQ8zqJT2yw3iN21EBTYf6sGMUVW2/dx8uDfvczdoZlM0jPa+FFYumoEVr+6z7cPGg915fhykL4p0xNK2gEvqo91tMaxcNAN35oAu7SCpdm03jzVtk1PstMfSaO1LG+UHXSCljbrvqY73957ekaft/purpkODhpXrmy2Q1lWLZuha9/lzY/uRPpxZV4Xlpn6Zx2/O6CpUBUXMGlWVH1P1ESybH8X/vn8cQ0JeZ7/WRxz9budDcxvN8FDqgwXjBhmwXzuQ7fbWwmDl3M88PItvPLHVmMPmOZAbj07zuSkaxqrFM7H0obfz7pVN9RF0xTNGO4stk47Fnze2IBIU0Z+WDaim3X1vQOd9n+VNpaZoGD+8bLKlTU6ASgop/cGzO3HFmSMKAlUBe6ClGZbpdI9eMG4Qbr94gi0o9Nzxg3HOuGr8Y3eH8bn7vSGC/nTWFaT84o52rFizzwJndh7PCK5pqoOmkVc63cp9dtsx49pczkIh8GoJFFqykv3rmxNYFAC+eeE4aIAtcGxPWz+aohE8v73to21wyU6Z0bVeRSVyJxrc5U5yzcMz6ElK4HXt/NbeNA53JyFwLCp8PHpTH3zBxS0ZGfTyaBgTxoYDXYjZvA1rToorKgGM1pR7cKg7ZdtPjmMMWZhc7W1zmQxDEtGKpoHTZWJEjsBVL5k6FAc743h1z3GksioYaPAJLCYMCaErIeFIT8qAD1aXBbG3I2HURTXmh5V7cbgniUNpGRzHQGDhqFUvsLDAI78woxa/X3cg73zqR4FlUBkQMagMONSdsvUtzzIYVuHFtqN9mDwshLeaexBLZyGwLM6fOBiyqmHN7g7EUllwLIPJw0IIegS829Jj3DdunDcaO4/FsHp7G9lBzjDgGA2qqsvmgDxvAkBd2I/9xxP548EAXpEDC5L0tpPjYUBkqAAG3UkJIsdCUVVjkSLkI4BUM3STAk19AgtVIxKnuQtIHAOIPNmcUOYTAE3L00TnGWDCkBA2Ng88b21s7kZ7LI3xNWXY2dZvKdPYSa+RTT8jq/w43JPCwXQCQR1GqgEG9JMFg9Nry3GwM2GMLwWOCqycr4k+YTCWNtbheH8af3n3CBJpGUEvb4FGnlZThoVThliOL5wyxIBt/n1zK3iORVbX7k5JCj41aZDtbuZCgMpcmCeFlZqBqcUALWk5zZ0JxNJZhLwC6iIBo9yhFT4sbazLA9vScilIlefIIgqnx4wGspijqAMwWAAYHPLg/fa4MU9zoa5nj6vGqEjA6DuFKAMaMlkFn502LM8H88YOwrNbW403iGlc5oJ77f4uxkqw0JJ91FbSRD+FdrQnaSR7cu3scYNw5yUTcceT240f5IWgeMsXRPGbNfsw1QV011QfwUWTavCtv283PmuMhvGNHOhfoWT2LY8RGOnSxjowYHCsL4V/7GrHF2ePxIPrD+YBLZfPr0cqq+DmRzchKSm467JJ4FlCd3/WBDEsBvz3XksPvnHBOFy6YkDPuykawfc/PRF3PrXdNmncFI3g0qlDUBn0OIItOQb4/fpmVx84tW/Zgih2tvYZCcHc8v/j/HG48ncbsLSxzhWmd/vF43GkN42OGEnIugEep46oxJaWHky1gUU21Udw2elDUREQ88aD9vebT2zFTy6fgodeby4IR6QQv1se24zZo6tw+8UT8pLTZ48bhDsWTsR3ntxmkwi0Ah/pQsCuYzFs2N/lOGZnjKo0Eog09h5/6xDOHj8Ys0aHoWnAd5/enhejy+bXg2OBe17ZWxRk85zx1fjmhePxvae320Io3ebDsvn1SOuxPW1EBZY01OG5LUex7Oyx+K5NAp+CDP/t3LF43gEg+ePLJuG5HEhvsVDMaTnxQMdvzpgwNuzvssw3q7/DOGNUFc4ZX43+tJwHIqZ9zcoKBJ7FvTnJ/AXjBuG2C8Ybi1DmPi/OAaT+6DOT8NPVu3H9vDF5CX3zdTNGVWHSsPJ8sKcOEb7m4bctCwbfvWSiBTjsFzmsuGqaMQdyIa5uPm2KRnDh5Bp823SvpD4o83L4zav78NVzTsNPV+/ClaZ5XwiYefflUxD08BYA5cmAN//rC6dbpFTsAJU//uxkPL/1GKaOqCgKfmoHtMyFZbrdA99r6bFdRGmKhvHtiybgh8/vLOLeEMZN8+sNYHUhELF5TN3uY3Q8f/jcrqIAx3b+AQqDV0ug0JJ9mFbSRP/4gEXrwj68+h8LAOQDxx58vRm/emUv+pJZS9KN0/WNnSCMJTv1Vubh0G96y/OjNJ4lieQP85c0AxS1K17kSDL4xnljMHdMBJff+3pB7XCAvDV7/oTB2H88jq1H+izSDk7GAvB7OJxVH8GcMYNQXebB2vc78OKOdmQVFQJHksvlPgGPbWxBLC3rmtdkd2puQl7kGFzTWIfbLhyPb/x1C1Zvb4OiaACjQVY1A4qZa5U+Hv9v5ghMG1GJ3607gPfb+8GxDIIeAo8EyAIY4YPJ0FTy9ojAM5g0rBzzxlajLhLAxuYuPLv1GI73Z5DRwYqa5r4Dn2N0MCnHQlHJLm7FpGPOgCxqXDJlCBbNrcMvXt6Dl3d1QFWJVEvQwyGeUYxYETiyQz9r2hFe6RfQn84akE8GZBcxTxPjqoasUnihh2MYnDY4iCvPHIlZdVWWRKI5sfvAa/ux+XCva3kBkcWX5xAwKU3kPr/tGLYe6UFWGXjDwcMzOvtINXziF1jURQIAGLTF0khKCtI6bNa8xsEACHp4fP28sQAIjLUrLhka8BTwnMgoFuBotLoMm1p6AGi4ZMownD+pxoBLxjMyOJbJg1zmHjcDgbOqClkhO69TkmzAbFmWwbnjq3Hfl2bY+sgu6WtANxMS0jpIly5kBb28BZjqZrSc9v4MJJO8IVU08PIsqgIiJg4NGTBeCrY1g0XzfMowmD26ChdMGgIzDPalne1GPAgcg2v1eWqGuiqqZoA7546J4OE3mvHk5qNIyWQuUWgoAIsPRI6Fh2cwd0wEt54z1vhuNcNAJw4NYUdr7KTBqyVYaMk+qJXAojb2zwCLuoE1V3+1CT6eg6xq6E9n4RU4XOBy/gu3NuHCX60rCth2rC9lga5NH1GJpQ+9bTnP/Fp8yCugzMuDYYhWbdAj4PntxwzZiT8snYXP3fcm/CJnC0plGeAL92/Ig3ICVn3tQm2nx5+/tQkX5fiCglSd7JnlDeiOZxHy8eA5Bj3JLFRVQ104gLgkg2WYvPHI9UHQy9uOGW2XE5iSgisLjs2tTfjcb9/AH5bOQl8qW5QvnMpcuWgGlj+2GdefNRpn1Q+ComkIeni09qYMAKdf4KBoGqpDXlffUYgfHb+Hl8zSpSeIDFGFX4DAsVjy4EZ8etowS/8p8PHs8dVIS+QVPQoPPRFwpBnMuPqrTfBwLD5//5uGnE0uQPUvN87Bxb92jwda9uAyL17b14ELJg4xYLK1VT4LeDV3bOsiAbAMgQAf7SXgV3Mb/7hkFiTdR4m0gpBfgF9g0RXPQNSlRs7/pf18PhkQo1s8/PXGOYhnZCiqVrAMhmGw7NFNtnFMwa7/7/4NePz62eQHhun44xtbBuSFPDySkmIAXwMeHhV+AdVlHpT7RfQlJbT2pV3vgc8sb0BrbxpDyr0WiHBdmPg+rRDOgsiR+i+cNBgX/9oKy6X3pHMnDMahrqQR8wzDYHCZBxcXiPu+VDbPByuumo5NLT04c2QVBld4SXn6DyxV01zjjkJFzQDKkxnv1bc2YVyOhn0uoFLVNJz7i9eKhp9GBwUxMmKVO8mFZbrdb9zqoJI2TveGw90p1EUCZKfaivVGgtwOEporQUPPu2jykLzvBbs2FluuU98KgVdLoNCSfVhWSqJ/9P2f97M1ONRlL2t258IJRjKO2p62fixatREd/en8XaAMwGjOshAl++RbMVrjp8I4BogEPRB5FnNGh/E/7x4p6jqWASr9IhgAPUnJERjpVJcZVmiG+MmKhqyioDclg4EGucCkiARE/OiyyQbE0MOzaO5MOLaFBcCwDO69ajpGRQK29WvQIHAsPDyLg50JgGEwKuwnEiawBy1SwGIxRqVPCgFJrz9rNH70/C5A08Drevuafr3gsOhmhrSaIaIcyxD5C/1zc+LeyVgd6HrvVdNx/qQa23Ne3N6Gmx7dpGvQu5c1qMyDPyw909gl/OVVb+F4f6ag31h9YUDgOGia5upv87kUfmr4BmSOVQVEDCn3OkIjC8Elc493xjPojEuIBEQEvbwRM5GgiPYYeSNV5PRFoAL+NButh/bDCSpbCHpJy0lIisUfhl8YspAX8pK3XiIBEZEyj6XfAGzLMM+n8yfV4MXtbfjKI+/mjU04IOJRnXHnBGS98+ntedDQSr8ITgcfUJAtwwDhgPN9xAliWoKDluyjtBJY9GNgsQLgtFgyizSv4PQRlQAItM3NepOkvGKAbTQhQKFrdjA7M6Dt3qunozORwVf+NAATXbW+2UhEZBXNSKwyDIOO/gy8Aof1+zrx+MYW/O7LM3DPldMgKSqqy7zwCxwOdifyHjIKtZ0e78/xnV/kkHbZYeEXOSiqhoCHQyargmc5VPpErNnTDk0jia8akxaxWb/YDIB0GrNcsGSuUf9Kinv/4qksfv75qfpOi+J8kZHVPG39kJeH38Pht1efgYQkoz+dRWVAREqSse1oHxqjEXgFDgEPB4BBbzL/y9dsFOJHLSHJFjjf/V86AzUhD35jAnRW+Fms23scD7x2AElJwdjBZaj0ixaY5MmAIwHggP5aY2dcwoo1+yz9bxgTwQUTa8AxVl3r3MQZCwbvt/fjgdcO4Oefn4qfrn4fZ4yosswNN1M1Dc9ta8vTL//556fCK3AI+nhc/fu38pJyf7hmFnpTcp6utbkPSZtdU8XGg6SoWLYgihkjKlERIIsbJCHJo1OXIXHSoS/z8khnVcc4BgiQNikptsBMAMZ1f7hmFjRNM8ov8/KoLvMAIInZWDqLbIH54DT+f7lxDniW7Gih9yRgAABr17+uuJRXViG4cUd/xrZ+n8Bh+ohKvHWoG4//hSwcXDSpBhlZNX7YOFl/Opunh+oE3nTjBSQyMpo748jIKpIZGeV+EZGAaEnubjrU7Vi+2ehYPnnTXFQkBXTGJfJKqE9AX8p6b7ArizIn7PTQ6X007QD1BYCxg8tw0yOb8D83zEHIy+OeK6dZyqASRWborNlovBYCAAs8a8sM+Pnnpzq2za7PhcCrJVBoyUr2r2vHetOOx7Yc6c37rLU3RXa12tz6/+9sQyqZo/2TsugaAI+gwymP9hZ/nUagmYwu9sIyTEENd3NdZlihBbjZk0RWT1YzRTglmbVCDOMZd+kbliVA0F1tMYg8a1s/NCBS5UFCL4sBIKuaK2iRY/QEJwovhlEQaSEgKYWFihwDlmHBMGQHupu6OC2T7uweKHPgXFUrTrufYwBZ95VT0ndXWwyqpoFn7JPa5lamTPBQCom0O8/OKFCWsKcG/G13PT03l6lDFxg4fSHBCRpZCC6Ze9zD69BMgTXelmCQC5Am0ExJcfen2Wg9FOLqBJUtBL2k5XD/n73vjo+jOtd+pm7VrqRdyZJs2Za9wt1GxjY2kiA2hGYDIU4Bk8QFAgRs4OYWUiANbghJ7k1CCxAwJR8GQkgBTAlgLmCDqQ7uxkWusiyr7Wrr7JTvjzNnNDM7syvTQoie3w9s78yc8p73nJ19z3ueh3G+zoJuvDBGP9yERe1lmOfTGZNriBisRntsGhNd/JOW4yTI6iwaqoBXGENYl+cYIjxaZB1xEzEdEgcdwqcRQ0H0jxGlxAfLfIJFGK+UaBkV/BuMmCPFYEVB/SKHiInP1S9YuWeL0V08dMls/OLZbXhBp1gAyNH6/zprHDr1nVx7e9xAr5eZbEfrllXn1xt6/X+e21HAJX3NqY2oKvNaKEjoNTtXcNDLgWed2zdYkcsRFcWP8wd9Ar5y93rcu3jGoG0REHkLlzsFpSf4j8feQ1pScOr4Kly3YCLe2dtj4VhujkXwPdNRtsH0z/xvv8hhTDSA7mQOt9ooQFpjUdy2qAnLV22wiDG6lVuqXgqvwBkvjtGg6Nj/1ljUGEMArlzJty1qMkRk/Z6B9tn76MZzfduiJjBgcM/aPQVl230IIC8R39AzxinsfTBfO1Zbjajw4bG3D+D4+nL84rkdhk2oTxXry7lT69Ct5hzLpygmqGkG7SdFa2OU0K08vc3gxn5qRcug+mSHXz9+y9ve+qi4sFP/HrrkRNe+HGv9aUnGxQ+8jXnjq4xxo3U5jZ0ZPpEryBhxFCcVivtcyCfgur9YqYzMnN305bpYPyjo+u8TOQt1CwCsstnNXpZf5HD7oukYFvI68qHTOVCsDfRayMfjv5/a6qj5UaoMoPR42n2Sls2WECaz1zskEDqEIXx2UVvudc1EnzaivOCzunIf/CKPZK4wkP6PykIewqcH/7CNFA1E9I8FqoMe7EBysI+BAQO/wCGXVwYlgsqA1OUVCK/zpkN9kFUVh+NZiByjB60Zwvus0FBwcYgcC1khYoUdiSx8JX6nyuqACKykixfGM3l4eBadiRxklfBD0+xVenIwkZbQn5UhcAwO9mZQXeYBx+qnlbWBrO7BnCZRbX86gQV5v9M0QJI1cKxiBI1VDYDLb1njUw0WAVGGYYzfQzQTvRQGbKViR0e/I880Ff90y8GgtWgaofUwC3NSIXfzfW6ggrJUgNK+AaCZ/uRZIiqbtTWKdjmnqEhLRAyeZ4kvvrS90+iTWVzSo/sCz1pFRTmWwZFElohmyrpoZl5F0Msb7fAKHOK6noGqqVAUEsgPeQXs6OjXOeCZAqocCklWoUFDKitbRGVllQSvE5k8vA6imvYxov1JuSQRksC8RoL+GilX0HnP7cKi9jJUldDUTKghmbbmGJR5iMzin16BRVd/Dh6BRTKngNVt4iwayoHjGEPINi+T0xSprAy/x1pmKRHTIXHQIXwaUfwX6xA+FMq8PFpiEcdrVJyQLtoACbRRkRE7mmMRJDISWk1Cd05o1e+j1+m9mqYVbUtlQMSmg3HjOUXTLAHzZS0NBQF0AFi3qxs3PLUF4+vCls9f3dWFzQfj6ExkLW0t1nYqJNgSi0A2ZbDSutOS4tgHet3OPb1uVzd2dSZxvS2ATq/dt67NOLbbEosglZMR121sB22XE6j44LKWBosN7Wg19WvDgT4csdnGfu+GA31ojUVQERAKAsgAsNbWhwl1YVz3l0LO+HW7uvHewT7HfgGFAo72f183fwLe3ttTEEAHyDjft7YN182fgM5E1sj+oCg23i2xQuFI2ndN04z+37xwqmP/X93Vhfv1/rv5J22fomkWsVXaNmqTYv5939o2HI5nnMs22Z/26fU9VpFLAAV9MNc9GFs1m/xh08E4JtYV8ohTn7pu/oSic9VtHtF6qI1KrTO0n4Y9dnbhR09sxvi6gaNPaol1x2n8m2MRvHewDz2pPFI5a1s7Ezlc79K/1/d0F9TVmch9oPrp5xPrwgW+V2qc3t3Xi7SklFz37GssBfW5t/f2FFx7ZWcXvvP4RhxJZHHt4xvx2p7ukmPVYlr/e9N5SwAdAF6z2c1e1rKWBhyOZ/DjJwvnIF1Hr18wEZ39zpszZt/dsK/PcX2i84iI2rr7XConH5NP0rL9IuFyLdY+iiGB0CEM4bONl3XeczuCIltA5QIQwbLLThnjmBgzFEAfwkcNliGBpeJbvyToGs8SOrp39/cdUx1pSQHLWhOWisEnchB5wld87ePv4Y7/243edB49KQkdiRz6cwr6czIkWYXADgQ93fpA6Jw13LduL3rTEnqSEtr7MhA5Bj7BPTShgfA737h6KybVhZDMydh9NIX+nIxMXkUiI6MjnsGhPiKcqmlAb0ZGT0pCT0rCLS/uxLV/2oiu/iz6dd72wW6CsCBBbFHPkhU4pqB/GoBEVsajbx8w/m2OB2twzyJnGQZBkYg9mm/x8ixCfgEhL08ydFlGt587aBn3rduLSx54C5f//m1c8sBb+K8/bsQlD7yF+9a1oT2egaiLS5r76NSnlKTgtd3k3XFcTRkuP2UsQl6+pI+KHIMV8xpx2SljIPIsPAIHhmEgsA6204BUTkE8k0e/g0guxzJIZsl496Qk9KVzuPZPGy19ouKSyZyMti5yXzYvG21/bXcXsnniD5Ta8/MTqiHyLBIZIqBa5uGgqkQ0FSDjR210y5qdOO+2V/HDJ7bgh09sxlfvfh33rWuztJP6Z0ZS0GfrhwbCo9+XkS3tos/Zx4j2J6DPPzuof1FNiHiG9DuZzRuimm5lMCyD0ydUGzzy961rg2CrwyuwWDEvZpQzqS6ErpSEAz0Z9KQkxNN53LeuDU315SjzcAZtTZlPwPJ5MVx+yliSLKpTnmka0JeVMakuZGkbA/J7TeRZMh4c2RhjgCFx0CF8ajEURP8YkZZkXL9gUkEQh4oPpmXFEnQM+0XccN7kgiABFVxcvmoDrl8wCdva41ja3FBwX0ssguvPmYTlqzYY11eubcPS5gb4RQ5LHJ5ppqKbLHDj6m3GcwzDWAImTfXljmJuAAnmNtWXF3x+w+ptmNlQieVzY0a9tD12m9A+bmuP48YvTMGVJoqFOWMiWLerGxzDOPaBXndCdcjrKOwIkABLU305WmIR/OjcyZDyGpav2oAfnze5oH20XU7t/sE5k7C1PY6m+nKLDe33/eQLk41+rVzbhtqwz2IbCiLK2YDt7Qlcf84kcLaxcOoDUHyMbly9DdcvmITWmDWQ1KLbnVKW2P/dHItgyogwqkNe17Jf3dWNaSPKMaOhElLeGjRdubYNy+fGCuptjUXxo3OJ3Zz6zjEMtrbH8ePzJqOmSN1rd3XjpDGRon1/dVc3fCKHpc0NuPbxjda50dKA1li05PNmgUczzPZvjUWxxGQ76uvNsQiqQx5L+SvXtuH6BZMsY+9mKzo3trcn8MNzJ+HG1dsc20t9atqI4n1h9HnkVs+1j2/E8rkxbD+ccPTl1kYyRrSfZtjXgt5U3nHOtsQiuOELUwrGn7bhxtXbkJYU1IW8uPELA/Px2sc34viRFY79W7m2jfTLFCy99vGN+NG5hfO5VP20b252dpvjS5sbcMPqbeAYxnKP07pnX2PNeHVXN6pdfO6VnV3oTUl4dWeXUe72duexous7Xf+dKLHsdrO3tam+HMNCXkdBUYDMgekjy/G546oKAtXmdf0nX5iMG1ZvdS1jzpgIZo2pxNIWF9u2NCAa9DivmUV8ct2ublQGBPxs4dSC9tnXOyoQOkTVMoQhfHZx2YPO2g4pScVzmzscry1tbsBV8xqNwI/5x1OpQNI/K8JenginflY7OEjwDBFNDHo4BIoEeD8qhLw8fvPVJtz5tROwYGotxCIDkMur4EBo/syBVQYk+Fps6Dr7JVwwox4/PncybjhvEn6wYCK+Pnskgh5y4q/cx6PcxyMaEHHtmeNx3fyJ2HCgD/16Bqpje2QVQY+AKz43FsvnxlAZEBH28eBMQVOvbkMiyKsaQqohr4Byvwe//moTbjhvMi6cOQIhD9HqYmx1SIqKvx+IWxKugIGgopPN8ooGTs8ClnVqjcG6NgNyyvv7Z0/AXV87AXcsmo4fLJiEyoBI9MRM97pyfhcpOyByWNg0HBmZ0LXwetsYkLXn0Uvn4NHLTsJti6bjjkXTce/imbj85DEIeXmEfTxqQh4EPRwYhtAREl514hdpScbz2zohyYQ2QwMR7rzr5T2IBj0YUeFDyEvG+sfnTcL1CyYipCf4sSDZ4XlFw50v78aOjn6Atumyk3Dl3LEo85A2jKjwES52EAHYch8Zzzljo1ja3IB7Fs/EbReS9t/9jRm4fsFElPt4+ETW6KtdbJT+yTBAXZi8E1OO9rxKqF9DPh4ayLvrjo5+nDQ2Cg/PoiIgoiEaQNArYOXaNjy3mdBzBr0CGqIBVAREeHgW//b5cbhn8Uz8/EtTDTtfdWoM0TIvwj7BqJ9lGMTTeWRlDSxDNjL6M3nc9fIewy47Ovqxcm0bNACjowFEgyICIqG7LPfxZJNC5zH3CJzRZvNzdIzoNWq7u752gjHmIX3Mqb05fWOFziOvwGOOif7QXMYPFkzENac14o5F0/Hbr8+w1N1YHURlQETQw+HCmfX465UtWKKLeu7o6MeW9gTKdf08Vh8cSVGxpT2BmxdOw4/PnYQfnzsZj146B0uaiSDodfMnIuwXUBkQUV/pQzQgYkt7wuJL1P73LJ6JO78+w/JvWv8QhvBpwxCdy8eI3lQeV656FzcvnIprzxqPZFZB0MuhM5HDot+tx60XTi/YcY9nJDSNrMCy5gaL2B2ljOjLSFh04ijwLIv/OH0cvnMWOZJW4RfQnZSQyOTRlZRw1cMbSIZucwMUTQPPsrjq4beNz+xl3790JtKSYjzntx2rGyxfsxlpSUFHIotyn4AfnTsJkqwinVMQ8vH4zlkT0JeWdN5u8gKiMcA1px2HNds7cOfXT8C+7jQ8/ABPWTqv4D8eew/LWhpwccsY8ByDCr9o4WYbTLvMCHkF/PDcSfjb1sO4bc1upCUFXf05/FBvbyIjG2N26YNv486vnYBUXiZCkj6BvJClJVxz2nHI5hWLDe123tWZwoHejGGbK1e9i8tOGYOfnDsZWVlBOqcY4q4AscWReNZx99mpj8X6mpYUtHWn8P35E6BoGtKSgqCHB88yUDQNDy6bBb9IXpyzsor7l85CyMtD4Fh0JXMl7ZjOK0hLMlRNw9LmBixrGYNsXoGHZ/Hm3h6cMLoC3zl7PDKSgqCXh4djIakqrjt7Iv79dLKZxLEMXt3ZheWrNmDlkpmYWBfGrqNJhEtQKwgcW5KuQVY1Yw6ZxyevaPjxeZPQlSzOGV+s/2UeHk+uaAbPsFh452sGtYu5LjsHOh0P+1yntlra0oAyD4+gl0c2ryCezmPyiDA64kTd3m2+XbnqXdz19ROK9iWrz6PHLp+DpYkccrKCKl0wKiMpeHDZLARFHt89azxkVcP18ydC1QhPfpn+g+b8O16DnQveyVYpSTbmLO0nperp7s9iYl0YF504ynGty+bJegcQn6JraNIhQ8Vs779e2UxedjN5+D0cVKhY1tJQsAZ/4943cF7TcFxz2nHISAqSOdlSv9u4m8f12jPH42BvpqDt5rWK9ptnGNz4hclQVMK5nS9xJLeYzyV0G9C2PHTJiYin85bvBFnR8O7+Xlz18Abc+fUTcNXDG/DLL08rabfuVA7pnGLMY5/AobeEpkJGUjCuJoRbL2xCV1JCX0aCX+SNHx8//eJUdMQzrj4DEEqV/kwey1c5r5/LV23Ar756PLZ3JHADXTMlBWGfAEDDebe7+2Q6p+C4YQPto4KgQS+PVE7GqktOHBIIHcIQ/kWw+XDc8XMNKMp5m8jmAQbw6NyuKuXQZT6b3OgT6kLY3ZkCoOFoiXekzzI4XaiyvtKPZE5GrjdTUhvlA9XDkM11VQNEnsXc8SRD9sVtR1zTlzUQSgYz77LAAhoYlHl55JKSEexyavLhRBbfOXuA7vGl7Z14dvMRg6NY1TR0JnIYUeEHAIP72I3zXNMASVVxwqhKAMCjbx1A2CcglVMg8mTelHl4dMkSWIaxcCWHfDwyEqFk+fqcUXhpuw+rN3WAYxhCB6F3QNM5k/syeUim9yTzPGQY5/Zl8qpxD6urApeQ7jGgaBoaogHMHV9t2IplGFT4Bf13KBFTHQy3OjBABcUwJAia06ltKI86p6mQFCJMSjNx7Rm5j797yBgrkZeQkjIIejjkFRUcS2hEnPiyD/SkAQD1lX4L9zQdZ4D4k8CTLGJZ1Sy86LQt7X2VePStgwanPcsw0KAh7BcR8PAWPmv6n4HtnRA4DiGfgPa+LBhoyKsD48izA27PAIY4LKP7DbWf4sB5r6pATcgLlmHgFTSDu9vMv+0VOOOZueOrC7jVSbm8/vuU0AiZx47jWJ37W3blXI8GPYatw34ByZxijIuZFx1w5ht3sh0dc2pvVdOgaRoE2zyy84jTMuba/NDe5tqwF52JHE6fVOPINx/w8ohnZXCctR9k3o4u8HORZ8GAQW1YX1O8WgHPud03CnxlCEP4FGIoiP4xIuQjAm4XP2DNeqFicuV+QT+KlkTQQxZqgWMdBdD8Iofl82Io8wpgwCDg4dCRyOK//rgRXUkJT61oQdgnwKMHv+3CgfcvmekqYJeWFAQ8PFYumWl8Zs8sL8ZVS7nAnQTdcnkVC+5ZBwB49upWBH08edljyRcYFazjWQbpvIyAh8fsMVFkJAX1FX5IigIPP8DRnJYUkjXYQjIkD/SkUV/pd21baY5dHvu701i5di8AEBv7BPSm8ijz8qjVd4TZMIP/Pn8K8qoKD8ciGOKRU1T0Z2UEvAKe29KBqTqXppto45MrmrFyyUzkZAXVZV549BdKSVGRzSuIBERIepllXrI7n86zJfl5aR9L9bWu3AeRZ9Hel0Fe0fDa7i5oGnDGJPKDkeMY/Qt+4PVYVlWEfEJJwR+/wAEMEPaJYFgNCqFnQzIn4/SJw6CoOj8ayyCTk+ELeiBJKnqyxM79WRk3P7Md1541Ho9eNhuZnIL5U2rhF7kCihg7gl7eeAlxQ3XQg99fPAud/Tl4eOKf1z6+EV+fMwqN1UGUeYsvhV6BM0QVqXiuwDE4HM+izCdg9abDmDGyoiCIR/31LIcf5R7OOl4MQ7I96Jx85upWABpe3N6JpvpyHDeszAjwuXN5K5YfFW59WdbSQI6OengML/camyUhnwC/yGFkJAAAONCdQr+koF8XocwrKlRNLRkMNf/dbT7cu3hGUbHHkZU+BERezzrK4Wi/hHf392LO6Ercu3iGIbIb9vFQVA15VYOsaJBVDQyIyLBXID8mlt1P1mC/yOGyU8bg1HHDcNfXT0Ayp4BnGVSVebC+rduwvVNf7Ha+bc0unDFpGAD6g21gbR8V8eGhS04Ez7HoTZEfi2/v70VNuRf9WRnlgzhCXWw+h0z+mpYU9KQKv2fMqPCLjpuj5jJYhiGipZ3AV+562bg2GP0GgWexoyMBnmXRl5YQ9PIo8woWHkOnzQ+zsKoGwCvyWKZnlNsFg2+9sAkBkceU4eVgWeLHOVnVM3CYArFScxlekUM8LRmCoPG0hM7+HPb3pBEQOYS8gsG/H09LFuHVaGDgGafPPyp83OUPYQhDIJhcG8ah3kJxUQYw+GGdMKEmBJZhICuakexAn/ss4vgR5TjUm3Hl4/1XgU8gNBSUZ5kKP34c+yYaCHWKmcPZL/LI5J03MRiGbOaYeZcVDeBY8jmr82m7bfLYNQDMnNJhn1DASUy5j916zzCFHMqUE5nOG8UkhGj+nHKu27m37f7H6JzJfoFs1Es6d7W5j5xLYo1PYNGfJfdq0KANMoBu75fZVpTrm1KdD7JIiwV9IodpI8rx1MbDkBUNPKdCVsj4ua1J9rGi/N4k1qtBVsgGCxEjJbzfqpfwTPtEDgwY13H2iyQmISsqCVrD6pdObaBzAyC/8UvxWdvtR2PUdBwVzTrP6HuoBlhoaJzqcvLhCTWhor5drG2yor/n643TAOMUhNkvnOYPtbW5LJZlHHnLS7XNzd7m7yX7PCqFUnO+mE2c+vFByx/CEP7ZMBRE/xhR7uXR2hi1cNC6ieJRkcgdHQm0xqJ4ddfgnln1zdn49fM7EBA53LB6BybWhdEcs9Kb+EUO5QHRVRRu1Rv78MzmDty2Zpfx2aZDcUs5lCfXTj/gFzncu3gGfv7sdstx/+ZYBCsXz8Q7+3sAkOP2Gw/2oTLocRQnXT43huqQF93JLL710Ab8bOFU3Lfufazb1Y3l82IGb+288VVYdOIoiy2Wz4uhJRZxpBugHLtOlC4tsQja+zK4b10bVn1zNjr6srjr1d1GubRvd7y0y/J8a2MUy+fGsPT+t4wgTWtjFKeOr3a0EUCoPjYdjON7f95cUPY7+/twy4VN+N/n3y+wy9LmBoPr2al/Zj5fytvudt9zWzrw3v5eLG5uwHce34hbL2zCHS/twq9f2FlUOPbaM8cb3PZOfWuORfDMlgH/+fG5k/DL5wqFZpfPiyEvq6gOe/G9P1t56k8dX4W7vzED1/1lk6X9LbEIfnr+lIJ5ZC7XJ7DoTubcbd8Yxbv7ew3b0zav+uZs9KZyuHH1Vlxz2nGutmuNRVAb8jjOn6XNDVj429fQNLIcp00Yhnnjq7DG1G9q11ROtpRfak4+8uZ+rNl+BM2xKss91Nfd5iNAeOXcfL45FkE0WFgvodEZjSX3vYUTRlXgFwunIqeoBePUEovghvMm46zJw/DM5iMF5dt5xou2sz/nOq7zxldBVoHr/moV1jxr8jB8afoIQyi4mN8ubW7AI2/sx7dPPw6nTajGa7u7cfui6fCLHG5+dluBuOXyuTFMHV6OK1e9a8zrYnOqJRbBc1uOGHakIsu/fmEHDsfLC9rUEovgtAnDsHjlm0hLCm764pSCtX5gPCIFoszGtcYo+jL5Qa3PtF3PbenA3/f34uzJNfCLXMEmiJkHPBoUcXJjFK/o47LhQB/qwt7i89/0/bG0uQFfX/kmThhZgRvPn4xR+oaMvdxi32ulBYMjxjr2s4VT8YBNE8MsVto0kvww3XigDzcvnAoNwLV/3GixOx3/vKrhptUDwrgA8PkJ1bh+wUR8/y+bLb5qFnn9sGjvy+Daxzd+bOUPYQhDGMBd35iB4763GpIt2nV8fRhnTK6xiLsBZH5KMsm0mzI8hPcOxC0BOzeO439mCCzQk5IgcAz6SpxE+qTAs+4iiMcKQc8GHUxxkqyC41gkMjmSga4RWpCPqi0UikZ4+U8YWYEn3zuEN9t8qC7z4IxJw/DomwfgtJUxbUQY3UkJWVlFRlWMLF4GJEGnIkCCVrKDkw4LiRhe7sMvn9uOeEZGQzSAnlQOw0JetHUl0ZuWoGkkYenJ9w4hnpFxfH05XtlxFBnZ2elFjsUpxxEaifa+DBZMrcWfN7SDZQAFAM8SMdFRlT70pCTL55KiYsboCgCEOuLJ9w6hvsKPeFpCTtGMk20enoXIsbi4pQEagJue3gr6SsMAGF7hRV7RkFNU5PXnNL1tOZkkBmUlGZJCREVZlyx9MwIeHl+cPhxvtnXjzbYeQ1ByztgInt50GNCz5QWG0rloliC526YLA9Kf4eU+vLu/B6MqvNjTnYGi2zcWdU8SW7eri2SV96YNgdnjR4SxrzsNVrczzzLwizxmjq7ElvYEOhM5eAUW3zplrEEZQj8zc09fdsoY/ObFnUhk8oCmIeTl8cWm4Wjvy2BvVwqd/VlQYc0FU2vx2DsH0U1PPbDAod4MBI7B2VNq8eR77bh1TRKjI0FMGR6GyLOGcCZNmvAIHDKSYpymYED+5FliHwYM4tk8/B4emqYhkcnDJ7DgOcJlbm7/jo5+tDZG8eL2TkvfRkcDaG2M4rktHeR5kcO3ThmLvV0pPLP5MCbUhCynkFobo1iz/Sg8AodsXjX46LOSDEX/AvCJHL44fbgla5o+15nIgWMZnDZ+GEI+Hk9tPGyUxesCsQuaao1nqS2cxoPCbLNERkaZhwMYBnlZRVYPZjMMg5Mbq7C3K4X2vgze2NON948kMSwkYknzmKJl0jafqp+2sAudmsfLrR/2Z6hNzONxzrQ6I/nN3B76bFtXCols3jImTuUW+/yjwsdd/hD+ecFomtv+9GcPiUQC4XAY8XgcoZB7tslHhUO9aezvSeM2kyDj8nkxbNjf6xqM+GbLGHgEdtDPtMQi+OG5k/Czp7dhQl0YK9e2FQSVls+L4e/7e10DQf915nhccPd6I7DSHItgVkMlJtWFjeAEDXjcv67NUs5N50/B05vaHQN2rbEolrWMxsq1e3HF3BjeaOvGWw5iebTOBVNq0VAVQCqnYKWp/bTuVW/swzWnHYebn91esEng1LbmWATXnNqIqjKvY3D2B+dMwqLfrUdXUkJLLILl82K44O43jHuK2b01FsG0kRWWwM5p46uw/NTj8D/PbbcG3WMRXDG3ERc/MBB0N5ddyidmjq7E5OHhgv7RjRdKITFvfBW+d/ZE/PjJLZZgDA1s0fuaYxEsa26w2LhYG+aNr8I1px2HdE4uEBe1l03bdbzNNtQO35s/ATeu3lZQT7H6f7FwCuor/Y51L5/biAM9KUysC6E/K1vmDUC+uK/4XMxie3N7zppSi/Z4Flvb48bmjD3w+aNzJ+NnT2+1bAqY29Ck95VuOJg3lGi/mmMRnD6xBj96YgvWlhjzllgE3z97Io4ksvjd2j2Ovv7IG/twgUN7m2MRXDWvEV6Rw89t84T6/M+e2WYJ9JvtQX36kUtn49Y1O4uuOT96wio02UrXome244VtnUZ7Vy6Zidtf2lUQIPz5wqlQgYLgIbWjfZ4DJCt6sH5Lx+a9/b343vyJ+PuBPmiahqc3HXbdaFowpRaH4lnDd+eNr8K1Z04oEBe1zz3z50ttc8upTbet2UVss3gGsY3DxlVGknHLml0FNr5ibiNWPPyuvtHYZtlMcFoDzfOztTGKs6fU4rt/2mQZi5sXTkWtKVjb3pfBdx7fiFd2dsEvcrh90XR4bd9LTuXb+9gai+DmL00zglEHe9L4zp82DmoOHD+S/JguNr72dcx+ff6UWlSHvEb7bvriFDy98bDjxoXT+APFfezkxihuvbDpQ2WMx9MSlj+8wXEz6aMofwifbnzS76WfNvyj+j/6O6sdPx9fE0QqpyCbV5FXVUAjp5yyecI5nf8sRsz/BcAyNPv444PIAgLHIScrMMeYWYZkhisKCdofSxb7YAK8zWMj2NeTwkGH0xVmcCxj0GN+WDAgmbMVAREd8ayljSxDMoXLPALyqgpFIbQkThR1lM9ZUQcC2iLPQpZViw05nev585OG4azJtUZA6751bbjr5T1IZPOQVQ08AwQ8AjiWwbzxVYhVl+Hl9zux+VACqqqB4xh8+YQR+ELTCPzmhffx+p5uZPOKEYTmWAYcw0JWSZtpGwWeAQsYn4V8AmpCHrx/JGn0XWAZTB0Rxt7uFPoy+ZI0MYS+p/RmDMcy+PyEatz59RnGZ2f++mVs70ga/w57efhEHv25PNI5xfCvgIfDN2aPwrVnTXAMBhYLEO7o6MebbT0ANLT3ZfDUxsPoSUsGPSXd0PDwLBK6SGspMCC/CyoD5HTk0uYG7OjoxwOvteFvW46gP5dHzmGDhmUIdaeoG42Uw+P8pjrMaohY/GHl2jZk86rhA4tPasBru4mGEBEaVSHwDMp9Isr9PHZ2poxs/c9PqMaJYyJGGSwLnDq+GqccV42X3+/Ei9sJt3xGksEwDLw8h6CXNwSpzc+NKPfhYF8GqkrmyoKptZjVEMEzmw9jzfZOKKqGoIc37FBqPOxj47TRS9uYzMrIyio0TbOMC88A318w0ajPXuYDr7Xhxe2dUFUgrygAw0BgWXgF1jJe7X0ZPLv5MF609cNsA69AhIi3tCcs4xH2CXhq42HjHlouHbsj/TnjRDX1ffOYOD1j//yjwsdd/hA+nRjse+lQEP1jxLbDCSz87WsWGpX6Sh/OuXWd6zNPrmjGV+9af4zPtOCcW9fi3sUzcPEDbxvH38+YNAwHejIln1+5ZCaW3f+W5bMnljeDY0l2wMHejH50joOiaWAYxuC7Hl7uw5m/edW17KevboXIMTj3tnW49cKmopQDlKIBQEF7aZ/mT6nFWQ71ma/HM3mD33v1psOYUV+BrKKirtyHvnTe4ES+9vGNFi7sJ1c0W+ql9izWXvv11Vc1Q+Q57O9OG3y+VWUeyyaF/dnB1LNC52A+e0otklkZyZwMTdPAMQzS+lhsONCHR97cjz9cOgc5RUVbV8r43E5Tcax9vX/JTETLROPLOJtX0Z/NO5ZdrLynr27F2Q7jV6x+c//pnDD369YLm8AwDDYd6sPccdVG+1iG0Ficc9taV/qRexeTl1LzvLHXcc7UWpzxa3cfN7f96ata0JEgGRo5WcHISj/m30Lm5rWPb8TNC6cS3jkwmH/rWtcyVy6Ziaoy0XHe+kUOj1w6Gz1JCWE/oaEwc2CvXNuGOxZNx9v7e9FUX46AThW14UAf5k+txVmD6IvdP+x4ckULntvSYbHVqIgff9vagflT6iArmsE7TTOczVzUZu5pSq3Rl84jofvU9JEVBWsSqfeDzdGVS2airtyLQ72ZQa1BB3oyljl1wayRaKovR9gnIOjh8dSmw45+79RGtzYBA2N5tD+HoIeIb4k8C5YBvmL7HrCvJXZ/9Qschlf6kMur2N+Tdp37z//byWAZxnEszKD0IpTKJ+jhCXe8JCOVUwY9/5+5uhUTasn37Z6jSfxpwyE01ZejqsyDc29zt9OzV7dC1TScfYv7PCll6z9ePgff0DP/7e1ygnk9cOqLE1789imEBucDYndnEqf+78uu1z9s+UP4dGMoiP7J9//0X72M948kXa9XBkRU+AXs7UpZqDs+BhrsIXyGQAUPj7icIuNZBqqqDZru49MMmjFcjNpmWMiDrv4cdHaRQfWbY9xPdlQGiEjjPYtnGhnHlzzwFjSQYO7erhTAMBgd8Rv82dfNn4gbV2+FBhhUEubPJUVFT0oy9A1o1QwzsOFgbhNltlNU5z6zAII+HolMcRrKYwEDQptxx6LpOGNyDVaubcNPnioUaQ94OGQlxWgr1VatKvPigWWzPnAWLbWzJKvoSuaM8ukGz7FSG3Esg2hQhMixuGfxTAAg5SsqjvbnXNdZnh2ob3Q0YIyxkz+UGmtG32yJZ/JgQTZJyGkNBuV+siHhVIbha91pQNOMduQVFQwY8BzhM+/qz6ErJSEaFBENehzLMZdP+/BhYIyT3k9Z0RzHJezj8YfLTnLcNLHMJ1sfS9ma1KdB4Fhig2QOXUkJ0YCIaJnH8R67XVI6PSUF1XOo8IvwiZzrmHzUtrTb4+MofwifXgz2vXSIzuVjRCKTRyQg4vSJw8BzRDQtq58ftQdAKI8r3eHlWbIQy4qGjP3MqQ0ZScYj35yNMh+PJ5e3YM2OI/j96/tw6vhqeHgWyaxzAJEimy+8flAXwORYBpsOxdFUX450Xingm3300tlFy+7P5KFpcBVDNEPkWbBgkMzJFn52c4Amkck7Pks5ik9prELQw6MnmQPPenDi6AjKfDxUlXzx0ozkaFA0AprJLBH09Asc6it8OK9pOJrqy+EXi0+PnKwa4zh9ZAV4lojBKAoRct1wmASYfvnlaQVBJmoLv8hB4IrzDedk1ejfRD0YdcVD77re36V/AdF7nHyNZ1gLrYOsarjmtEa0xKKQFcInzTAMuvpzUEH4hzmWhaqoOBzPIuwTigaWBJ51pI1IOowfzUpw4tSnfuPGqw2QL7eAh4dfjCCvaHh151FMqA3h3x79O+5fOqsof7ekqAjo4+xWx8mN0YLPzLAIaeZk1Ff6ISvkuCEDEoQr8/AWfYQ7LppetMxsXkFWUvHIN2cj4OEAMFiz4wjuenkP0pKCg72Zoj6Qzg/05Y6Lphv3No+Nwi9yuHLuWJx8XBUykkq4w3kOB3rSkPU91WS2MEhrHpeMJGP6yHJwDItIuQiBY9GbzuPkxmowAGRdEElWVfSmJcQzeQS9Ahr0l7GelISDfRkipusjcy/o5dCTlnD25Bp4eA5PLG9GWlIgcCxe3XkUd7+yp2AtK7WmSMrAPOvPyJBVzeC2d/O1jKRiRIUPaUnB3HHV4FkG/2/9PgDA/CnkWGFTfTl++eVpjvzbpdZbkWdxzWmNmDI8bLyYbjjQhynDw7js9+8YY+bkj/RzwNlfH/7mbDBM4fpgHsvedB4hHw+/h4cLbSgAGPzhFEcSWWRMAsgCx2DmqEoIHBF5ov3xChyGhTy4f8lMpPMKNE0z+Mj7swPzP5VTXNd5gIinciyKjlcpW6sa8OCyWTiazCEoEt7KJ1c0G2v+kUTWspnq5E+lfMzcpw+CRInnP2z5QxjCEKygQm9u4BhYMnY1DAQNhzCEYjD/nrIHF1VNA8vC4M7+rMNsi49i6nAMSZBxEnGk2kkMyO8ZKsxoF5O0f+4TWUPcNK8Q7nhCiePC+Q4GHMdANg2ieZzVj6qzJpBgtWaIHr93sG+gbpOYqqpag6asvmljFr78IKB29omstXwqanmM5VFhWLuoJh0LJ7Cwrr92MVEnUc9iY62oA2PMsgDLsOA5FZKsIS0pqAn7HMuggp52UVO7UKtHYImYK8+6luMkIPphYBmnIoNiF4i1P+/Wx1K2PtCbBjQgWkk+8/BsoaCt7R67XTjbbxJWp91KSzJqwt5PzJZ2e3wc5Q/hnx9DQfSPERVBAQ9ePAvX/WWA1/fexTNcuWCbYxEsbBqOOy6ajntf3YNfv7DTeKYYfCKPc/SsVkrncNbkWtzw5Ba8uqu75PNOonEengXHMKgr9+HB1/c68jZf9fAGlJUQyKPZlW71mFHpF/Hlu1630ALccmGTwXt737o2Q8jPDYlsHre8uBNXzh2LL91pLWvFvEbcvmg6fvDXzbhn8UxHioYHL56FG57aitvW7Cppt2LjuLS5AVvb47jlwiaiAG+DRw8y33Jhk2EfN9iFGkshrwuVFmtja2PUwjvcEA3g/72+1/A5gNDxXDF3LC5+4G2LHZc2NxQNTANE1IeWb743aPMX2r7//dsOV07jUn3OySq+dOdAdnVrLIr5U2px+6LphvCLG0ZU+EpmjARKbKbQ9vlFDmGfWEBz0hKL4AcLJlk2Ffyis8CjucxENm8E3e2c3aVs4uYzIR9nrC+/eO5943Na/uiwF9GgiJDP3bdvubAJZT4Bd768G4tOHIVfPLejKNUJ9ZmLH3gbd1w0HaqqFVDztMaiuLiVCF8mMnnc+tK2guu3LWpCyGe1Wyk7jKjwwS9yyOYVeHkWDZFA0fXMw7PIKyq+ctfrlrpXfXM2fvX8DhzqKy/Kv52WFAS9xce20i/inb09lrnWHIvg3Kl1ho+49atUf9OSs3hnsXXqpqe34cfnTS7Kvb2/O4Xv/XlTAVXMJS1jMLshgtvW7CxYOxY3j8Z/PPYe0pJiUMaEfe46APa1IuBhIXBc0ftL2TqvqLjonjcQDYp46JLZ+METmwt89aFLZuOiewitl9t3YTGUEn4uhVCJ5z9s+UMYwhCsqK/0F81EVzQSiKP0HwyAjy6vdAifVdgDV/Y4FuHK/sSa87GjVFdUVTPEIQeLYvaRFA0hLwdJVvH71/dha3sfcrKCQ70ZlOli6xpIElo8kwfHkuxilgXiegJPTyoHjmEQ8grwCiy6UxIUTYMik2A1baxZRNISvNU0KHlrI+3c5x+10jARiiUCozs6+iGZNydMlauatTGyiY7mYG+G8GjrPNOjowFHapcn32vH3m7CX37OtDoAwN+2HEYmLyOTZyy2ULWB8o/VreOZvH7SPY3qMq8hQOsGFQBjWo9zeQUZSYFXYCHJKl7a3om2rhRkRcWh3jQiQQ+SWRmyquJIPANOF8BkdEouutkCkCAtxxIhVwbEf7qSOSOD3C5KSgU9NVM7fCIHRdFwJEGSzHJ5FSwY9KYkSLIKDSgqbkp9GtAwqyFyTEFaQrvTja3tCWTzMlxyDQ3wHGPQpZhB2qmhK5mDwLHG+Coq6Rc04GBvGjs6+g2x0K5kDh6eNYR+NWgFQrdmQVuRJVRJHfEMAh4eOVnV56kKSVF00VLTuKu6qK/IOwrFciwzYPMSAqfHiiFB1CGUwlAQ/WOEX+Bx7eMbLT/aNxzow3XzJxRwGQPAul3dWL+np4BjvJhoXEssYtkxX7erGyyAs6bUGmWUEp0zCwGaP2uJRXCDLdBM6wCA6+dPgKyoRYX3OhJZXegwig0H+ooKHr53sA/LWhqMgAmt5+aFUw3e285ErqTI5qu7uqBCcyxrwZRa3H7R9IIAOgCs3dWN6/+yGcePrMCa7UeL2q01FkFlQHTkbab/bhpZgfvWtWFZc0NBOWY/aBpZMajxMf+9mM1f39Nt3E/bYC/71Z1d0DTN4DCjGy6We4rY0alP5ja/vqcbG/b3Wp5tjUUK/GVZS4PrXKDXiTisswCjub/mdv/kqa04a3IN2uPugqhU7LXYPdSHBzM+180v5M4GiF/d8NQWXDd/giFuWhkQi86FI4ks2uMD/Ja0zPlTakvaxM1nWmMRsAyDe1/dU1CveX7cvHAqWIZxHRcGwPfnT8DEurDjPWt3dUMDjLE3z+NdnUms3nS40B/1flw5byxutfGAD1zX8J9njrf4T6k1ZdPBOK6fPxGVARFH+3O4/SX39ey6+RPQmcjiUNzKK/rqri785MktrlznZl/9+/5edCaKiNzq65yT/c0+4tavUuLB5nFfN8g51jSywhAadqJ1OZLI4rs2gVn6/PwptY4c8/a145WdXfi/94/i6Y2FY29up3mt6M/KuH2N+/pKxsvd1ua14eaFU4vOTfod4zT+xWxuFmT9oLALrn7U5Q9hCEOw4m//doorJ/qEmiAOx7No75MM+gnN+N8QhuAODUD8I6Tx+DSDBsdtcVsL+vWT1ccydYrd25/NozbswbV/2oi+tDVSSANcHp4ITVI9g0ffOoC8qqK7P2fhWP/5c9vBM0DKdNJbA+E6h6ZZkmuspwmKt9/DE5HHUmD0exmGQSZf+v7G6gDa4xlc+/h76HPxMXtglDY1kZHxwyc2G1QojImznvI8A8DNz25H1tSWO1/eBWiAi4YsVA3w6TbvzymD5ttXNTJPWAb42TPbURkQMakuhP97/2jR8ddMfx7WBTAbqwO4cfVW9KQkZPKKMT59mYFM6kffPgiRY+DVE6LoPWlJMe7JyZrB86+C0E8mszIqAyIubmnAGZNr0B7PGIKeAgtICtDRnwPLkHZ0xLNIZGX0pCRdDFVDf05Bf04BywCnTxxmKYeKbE6qC+HaP200TtqHvDyuPu24QXFv37euDb954X3EM/Kg55msAjeu3or2eMaog3J/Z/RNAWojugFDQcdrWUsDJtWF8Py2Tkc+edq3z0+oNgRt6ZxMSQryioaeVJ74Isfgrpf3IO/gPwzL4PQJ1ZhlK/filga0xzPI5mXD5iGfgGtObfzIssTtgqtuYq9D+NdF6bTWIXxg9Gflgh/tK9e2YcqIsOOPfgCoDnkKAicr17ZhqR60NIMKBcZT1peJV3d1Y1jIW/L51lgUy+c2YuXaNuMzcxZ10CM4BqcAEshoGlmBlWv34PoFk9Di0rZrH9+IG1ZvxU/Om4St7XFcv2BSQTtonTeu3oam+vKCeqpDHsNe1z6+0bE+Wgbty7pd3S5leSFwrKv915qeK2a3pS0N4Fi4lkPrX7erGxzDYGlzg6XNK9e2YdoIcr1oPXqfzP1zs2NrLIol+j20zDljnANMtK8njYmgqb68+Dg72JH2yW0sV65tszxLbXblQ+9axo/ayK3uOWMimNFQiYtbG9Bqo1Ux99eOV3d2YVjIW9S2Pz5vEm5cvc39nkZS/rWPbyzZ1+ZYBFNGhB0DbQCZk1NGhI0yOBZY2tKA1pi1T1QstTbsK+jXOn1ezxkTQU3Yhx+eO7Fkm+jfW2IRLG1pgKKi6FhXh7yoCXmhqO6+vXZXN44kciXHzuw3dB4PC3ldn3l1VxcCHr7I9W6kcwpu+MJkw39Wrm0rvaaMLAfHksyiYn2fNqIcNQ52p302r0NOz88ZQ9a8P75zwNVfrj+H+Jxb/6aNKEdrY9S1X6XWUPPcbx7kHGuqL8crO7ss+hBm9KYk1+eHhbyuPm/3geoyj+Omj/1eaqe0pBYdrykjwsbctH8f2NeGYmO3dlc3akJeLJ/biFljIth+OGG5XszmPzlv8ocW/Qz7Rfxs4dQC2igje39IVHQIQ/hIMePGv7leG1kZgFfgEfIK4BgqCsnAN4hTgEMYwgeBwDIQOAYBkUPYx6PE4dRPDLQdjOm/SEBAmZe0MeTlwQ+ysQyAMi+PMg8Hv0B0X461m5oGvN+RRDztnGrrFzncvHAarjq1ER6eRdAroDrkAYfCQHA2ryJpo0pVNeCCGfW46tTjXBtXrLs8yxjZteU+HsNCHmPdCHp4jKjwodzHI+ThceXcsfjr8lb85coW3HDeZJw1aRi8RdaYw7rgudsmDaO3LejhjUA5bauGgcAx/Xs2r8IjkIzqO1/ejd+88L4lgA6QYKtbAJ1i8ZzRePSyk3DPN2bg8pPH4Lzj63DGxGEIimSci46xRigXJUXFW3t7IOmZ4mZKD5+pDLPtOQYIejjs7EwhnZORk1Wjj+Z+c/r6ndfpW+gc41gSAONYnRJU59uOBD0YHQkgGiAc3NfNn4gleqB5aXMD7lk8E1edGkO534OqMg/q9THd2ZmCh+fQEA0g5OWRzatQAZ3mlbTn7wfi2NHRb5Tz8y9NxXXzJ+LvB+Loz+SN75r+nII7X96NHR39RW2/o6Mfd768G4mscwDddLDCAkVRIckqVq5tw46Ofuzo6MfKtW3QANTosSOWIZoGjKkslhkYrztf3o2/H4gjGhBRX+FDNCBiS3sCJ42NGn27Z/FM3Pn1GbrNyJz0CJxRPsMMbGCYA+i0rgVTa3DHoun47ddnWGx2z+KZmDOW/E6iNKEVAREensWcscXpV48V9nqpLwxhCMBQJvrHCif+bspn7Aan40xpScFVurDitWeORzavwC8SPtdFv1uPn5w3uWg55ueXNTfAL/JISzI2HYrjzb3deOyyOehOS6jwEw72eDqPiXVhwl1VrH/ZPK6adxxkTcUN501GUpKRzCqGcOei3603AjOd/TlMrAujLy2haWQFljU3WMQb6VF+x/7nBo6udSUlXHTPety8cCq+e9YE7DMJ6NnpANz4bd141e3P2e1GqWnW7urC8lUbcP+SmYMqxydyyEgKljY3YFnLGORkBVVBD1ImbmNzPdQuw8t96M/m8cfL50DkWXQksnj00tl4busRXHTPelwwa6Tl/sqAiIvuecOwwVUPb8CdXzuhaBsVTStJV+I4JnkF//HYe4ZPHuzNOI5DmZfH49+ag1d3EpulJcUYv++dPbEk3y/HMrhQF1L807dOgqJp2NedduyvU7vdbFsZELHraNJiK/s9dWEfFt75WkEZkqKiKuhBhZ+UceuFTdhwoK/ovAbIbj71/WRWwfJVG3DpyWNw9WmNkFUNfpGDT+Tw9KbDBve5U58EnsWVq97F3d84AdeeOR4AkJUUsLooZUciiweXzYLIs+TFe9F0NET8yKtqQfaOU/kpSUZ3yjmgSlGKzoeWZUYyW1oXoRTHNccx6M9I+O/zpyAtEXHL/my+6JrSl85Dg7P2gxkpScGVq9517VuptimahkW/I/OSZxhcP38i8qpqEX1t60oVtV1OVnHbhU3oSkrota2VIyp8+Jtt7tO13D7vqL9+/+wJSOaKt5uOidtcTGTdM+tKjaf5eql7/SKPexfPwIYDfWjrSpXMasrlVdzzjRkI+QT8z1eOR3cyh70ua0OpsUtJMoaHvQj7BfzPl6cZgqoiz+LpzR2O6+2GA31IZCQAgaJlDwZ15T7cqo97KcHXIQxhCB8OPSn378HNh+NQVA0hH49kTgavc7IKPIvMIDJMh/DPDxo4+qQOH/j1AOuB3jQknQIB2j9GgJRnGciqZtjAww9whXMsg6BXgKZpSOZkiDyL/tzgM+8VVQPPMoiWiWjvy4JhNAwiCXuALqSILgGl6RB5FiMqfFBVIBwUwDIMWFP01Yl6xMwrfjiRhVfkjH+brxUDjX+zDGNktId9JLB3oDeDygD5N+VVPmFUpZHROq6mDCMqfFi3uxs5nfrDjoykgGPdjUWCkgy8Aov+nB4g1jnL3SDJKqrKPDjQky75fuaGw4ksxtWUYVxNGeaOrwYAvLS9E+/u74NPZHGgx/13EcsS25LTA0Q/TeQZaBoDRafiFHWqEM1GC6QBEDkWqiYT7nfNGoSl4FiGjImmQVJUCCyLcr+AVE4Bz5O1Pezj0ZfOQ9UI9zfLMIiWedCZyEG0bWxQPnBF1QyubADoSefhEVj4RR55n2pkwvN6tDgvqxZuevrfS9s7DRpGnmMBjQT73XjLzWjvyyDj8nuiGMWOBsAjFHLSU20BsgnDGPoAFJRL3sOzxm9JygGvejWDL3zu+GpLu6nNVBUGX7ugaxA4NZJnyeZNrLoMZ0yusZRDy31pe6eFr9wrcB8bX7m53iEMwYyhIPrHiJBPcBTnK/fxrmJpZv5Vp2f9Ig+OYQzucL/IYUSFr0CUsS7swRPLmwHAEOdbv6cLmw7FceqEYVBUFedMrUNOVpCWSFCXBJhlvHeoDzzLoL7CjweXzUJlQEReIdfe2teDR97cj6/PGYVo0IOMRJ4P+3mUeXgILItEVkZt2Is/XDYHqqYZwcwTRlbAK3J45M39AGD0a/rICqAFBf2nCHp5RyFQFVpRcUUzVzW1Y9jLoyrkxeqrWpDIyIa43I+e2GIIigZE3iJ4RykG7l08wyKmGfBap499vEZW+rF8XgwhH4fX93SjtTEKRdUwLOTRuZcHvj2cRAKfu6YVyZwMr8ihq19CJOCByLGYOiKMueNmQOAYHI5njTGfOaoSy1oaMGNkBcJ+AQJXIgsA5CVKKvGq7hUKeYc9PGu0uam+3HUcfCKHc25dZ/mMCmyW4pwHiE1//qVpeHd/L8AAjMYYwfszJg2zcIzb50pV0INoUMQFs0YWzLV546rAs+5ZH4wuikI5qmlfzfVoGuDlOcgq8WG/wBUVShQ51hjjJ1cQ0cxfv7ATd7+yxygzIPKYMrzcOEJmL8PDs+RlTFJQGfCgqz8HTdNQGRQL7Gxua1dSQpmPR7mveFCuvtKHrKRilO67Tm0AAL/AoTLoLgYLkMxjMw982Cc4cnabUYrjOughgY1sXiGZJAz5AeomOhsNiqgNe5HOK+AY4KkVLQVikhQ+kS0a4C7Jvy2r6EpKRluevrq1YExWlth4C/sEQ9Bzd2fS0q97F88wfJCCvuyaYR73VE5ByDs4Tn8n7u14WjK4Ros964b6Cp8xJ5zWETPSkmysryuXzATPuv/484scIgERmbyC7pQEWdXgEziDg/3exTMsa0PIV9wGZV4BXakc8pqGaEDE2OogAFjGgP5pWWsUDbuPJhENfPiAt13IdQhDGMLHg8qAgK6kcyB9cm0YWw8ndG5WDbJCBPo+JcnBQ/iE8EF4nj8ofDrvrl/gkWcVV7qOTwLmYCTLMAZPNJgBvvFkVjFEJdkSgVoKhiHvjRw3wE1dQrLIAC2dZta6Ucj4RM7gKzZzGas2keCC8k0fThtRjuHlRFRS0bSCADrjElVXVYDjYNiE8kA78UI78SrXlfvgF8n7rZM5fSIHnmWRzTsnuKgawDEaVFWzZGIXg8gTG/lEDixTOtHBCdNGlBd8RrmkSd8J9Y9jm3Wb5WQVfpGDJGuQFQ2c6bXSK3Dod0jksPif6u6HiqpBI7Fp+AUevMn/ZEUDw5CEDJ/IgQEzKP5rO1e2fYxzedUYA0XToOn+5xd413FP5WTIikqC17D6shvqyn3wiRySLhtZrD5nC3wYpM/m/pn53gF9k8L0fs8Aur4Asd+x2MtsM4vt9YLt7VM0Mr4TakJF+z7EVz6EfzSGgugfI0JeHisXz8StL+20/AD/4+VzXMXSupOEP/yd/b3OgpCxCK6c14jfXjQd//7Ye7j1wib8/NntliP1LbpA6Q2rt2LN9qNGvSsXz8TtL5Gg3S0XNhWIrDXHIri4pQGzGypx25pdBcJ3S5sbsLuzH6u+ORvdyRyu/yt53i9yuG1RE+5bWyi4t3xuDNm8amR4tsYieOTS2fjp09sK+n/v4hl4c2+PxYatsQgyUh6PXDoHP7S196bzJ6O1MYpXHbhkKT+wWVTvkTf346FLZuN7Nn5fKij682e3uwrYNY0st3DHN8ci6M/mDV5qN/G+llgEC6cPx+aDfQX2vO7sCa681vPGV0FRNax0sOnS5gZ8/d430DSyHEubG7B81buYPaYSC5uG44HX4zi+vhy//BsRe1w+L1aUn/lIIovO/pyrHVtiEUSDoiUYauXZjqIzkSt4jl5z2yVvjUWx6VDc+Lsbt/ffth7BbWt2oSUWwRebhmPj4T6sXDITt67ZOdCW/X2u4qmrvjkbP3tmW8GYnD25BsN4ruRce+TS2bjgbnKiwj7G5n/b55FdKNGuPZDKyWiJRfCuS9vdyqBc6a2xKP62pcPwqZvOn2yxo5s/3nT+lKJj/dyWI8b9LS6Cj6eNr0Z1yIOfPr2tQGjSPF/eP9Jv+ffheAZHivDLt8aiSOXkov66etNhE292FEtbRiOZUxw5q6NBEY9cOhvf+0vhfDeLSdK2p3KyK796SyxSlH/bPr4tOv+/+X6/yCEaFIvqGXiFgZdWO1f2hgN9mDe+CotOHOXqL2YRZnp9+bxYSR51J+7t9r4Mrn18I6bVl7v2+0giW9RmGoDlq95F08hyzJ9cU5S/3qz3EA2K2H444eir9LvsB3/dbCmrVf8OufiBtw09C7o29GfzRe3e3pcxAvgnN0bxs4VTUVfuKxgDt3llfmYIQxjCpxtvX3e6Iyd6UGTx7dPH4YHX2vDi9k54BHKKkGUAr8ihttyLHR3JIXr0zzAIxQMJoH5UA80WyaBmGXKy0w8GX5w+HH1pCU++dxgpSf7EefjpRpHIEZ5rWVWRzZPAmcCSYOW+7hQ4lkVQ5Mgpv0G2UeBYnDqhGhzL4MXtnWAB5DV32zh9LnAksLa3J11wqtLLszh1fDX2dqUg8iwWTK3FnzYcwoGeNHwih/E1Qbx/JGmUKXAMyjw8ekzljCj3Yni5DyLPYvaYCry+p8e4n9PFDbOyAvuvGhowpX8eVx3QdRUyCHp4zG6owI4jSePfF7c0YG9XCs9sPowJNSGcMbkG42rKcNkpY/C/z79fEDRmAUwbHkbQK+D/dhxF2naqkmahCzwLhmUwbUQY7x/pR1pSHU9VMCCZyCm9npPGRhD08vjThkOW5C6eLS6GOybqR3Msit+/vhcAg1kNlQCAN9t6MDrix6ZDcYic8wkeTj/hw2ga+jN5jK8pg8BmcaQ/B1UPsHIMkMzJCIg88iqhIKH94fQ+z26owP6eDLKyCjWvQNOICKnIMYaYqKJqCHl5rJgXw5FEFo+9cxA8y0DSiF8qmoavnFAPTdPwyFsH0JfOw8uzOGNSTUG7gUKubI5lcPyIMA71ZXGgJw1V0zC60ofOpGT8dgr5BHxx+nC092UMH6WirnTckzkZjEba+q1Txg4q+/nU8dV44r12pHKKZYx9IovpIyvw3sG4xZ8o1U8yJ+Nzo6oK+tOTkuAVObAgmwJ+Dw9FJScBJEWDqO9wnDq+Goqq4cXtnUjlZHh4DqfqJxGo0KnZJ9r7MlgwtRZPbTwMkWOR1VT4BBY8x0JRSGIY1VlgQOw5OhrAjo7+AgFcpzEw85W7PTOEIXzUYDRtsF+B//xIJBIIh8OIx+MIhdx3uD4qHOpN4zuPb7T80F8+L4YN+3tdhdC+c9Z4dCUlHI5n8dTGdteAzYIptWioCuD2NbtcAxjHj6ywBFJovcXa0BqL4KwptYYAor3eZc0NOJLIWsQBl8+L4e/7e12DNPOn1KJd53NzattA3VGcMLrCCAzSIBnLMPjdq3sK2usXOdy7eAbueGm3JQjb2hjFlZ+LYdkDb2FZS4PR13sXz3AUBqRtWtrcYMk0N9u6KuQ1gok0kE3F+O54aRemjawoOq5O/Z03vgr/cfo43PT0toJA+bVnjncULaXXm/Ty6N8B4O/7e3G8rR1ugd5WnXe4N5XDvu40Jg8POwZFlzY3YNUb+zCxLmzUt7S5wQiMXjd/IvozEn5jE4NsjkWwYm4jKgI8bnyqsH/L5zbizb3dqAv5UF/pw60vFT5P66EvIS2xCL5z5gTc/Cwpzy9yWPXN2djWHsdTDmKVtJ/THGzfHIvg6lMboaoa9nSlHMUuaZ3L58Vwwd1vFMybYvPIPEYtsQiWmPrSonMpMwywfne3a9vt47x8biOCHg6/euF9fLN1LN7c241fPb/TGGcyF8h64NY2v8jh/qUzceuaXZbgpL2N5s/Nvtsai+Las8bj5me2uQZD50+pRbU+X5pGlmPBlFqcMLoSi363Hr/40jR4BRa32ca7NRbFxa0N4PQfAreu2VlwfWnLaIMSyDy+32wdg7oKP370xGaL/z5y6YmOIqW0X3S+t8aiuHJuDNUhEUf7JdziUPf150zEr57fgYUn1BfMJafxveELU/CbF3ZgSfMY/PI5ssm5fF4MW9vjRhDcXsYPzpmEXzy7Hb/88jQjI7m9L4PvPL4Rr+wkG3WPXDq76LqwzEH8lK4B969rc5zfj765Hz85bzJqTQHgeFrC8oc34NWdXUU3iy5pGUM2UdfssqzBTmvHaeOr8V9njcdPntzi2I6rHt6AE0aWY3FzAx5+Yx++e/YEdCcLx+On50/GM5sOO/pfayyKs6bU4MbV23DLhU3o1L+rdnT046FLZuOGp7YUbDj/4JxJFuoxgATFqdCqeQyKzXnzM0MYwmDxSb+Xftrwj+q/WxC9IuBBNq+CYxkML/dib3caeUWFX+Rx2SljsO1wAn94++An1s4h/HOjLuzB58ZV488bDrkKSHIszdJmIbAsMnkZ2TwJ/rn9QOcAiAILgEFeUSGbIp1ckezfYqDCil6eg6xpjhnAbqguE9GdlIrWy4C8j+QVFdIgGsgAEHgGiqIN8F2zJHB65uQ6/G3LYbx3II6MLENVGbB60NcrsBBYxgjK0blbF/bhd6/uxvsdSZ2ahsfEuhAO9WZwoDcNWdGQlUmGbqVfRCQoYldnCqqmkYBsXinabo4hAVzoNBhegUVTfTn292SQzMrgOAZfPmEE2rpSBYKMd359Bu5b14b//dsOQ5DV0SYMwDMMBI7FxLoynD2lDg3RAJ7ZfBhrtncilZUhqSTY6RVYCByDzn5r9jrPASeOrsTfD8aRkRRjI4TYjUV9pQ9zx5MT63/e0I6uZBaKSp6j93o4DgLPICurhqCphycc67n8ACWN02ZIQOSQkxUMJvGdYcj9X589Cvu6U3htdzcyeSJM6eFJYsqCqbWY1RDBM5sP4/ktRyApKsq8As5vqkNduR+AhlkNEby2uwsr17YZYzGi3IuDfVkoigaNAbKSjJxM5hz1VSqi6STyuaOj39hwVVUgnpEs/iFyDE6bUI05Y6vQ3pfGUxsPoyclWXyMirre+fJupLIyeI7BhbNG4tqzJhS1CxUCpd9V00eGMaaqDO8d6MWmQ3EwYKAxQDqXR14hmyhOY1HuGxAxvfmZbXjsnYNQFA2iwGJEuQ8H+zKQZFLHqePJJtia7UfRn80jK6sQOUKXxALwCmSzIyvJhh08PNmQEzgOXoE1xkqSVYg8izfbuvHnDe1ISzIYBqgKetCblsAyLPKKAjAMBJY1BHDt42APmJvt4vbMEIZQCoN9Lx0Kon+M2HY4gbN+86rlMzsliB0rl8zE8lXv4k/fOgln2p61l1MT9mL+LWuL3kPrcvt7qefseHJFMzoTOcv1wZQHYFDPPHN1K+KZPHide/zuV/bg0ctmF9AiUPhFDk8sb8a+7rTBVTs64sezWzpwYkMEPoHD/FvXGm13K6fY9WevbkVHPIt0XjG4cClthV/k8NSKFmTyyqDHwoz7l8xEZVAEwwAHegZ4xaePrMCy+98aVHlm+zrVY6YfCHjIsbGqMg+W3f8Wvj5nFD4/oQadiSze3t9r0J7Y+/nE8mbkFRVBD68fm+IQ9PDI5GV8+c71FioV87O3LZqOaFDE0f5cwbXHv3USFFXFV+5aX9A+c91mPH11K842zYv7l8xE0MvjS3e+fsy2f3JFM75613o8uGxW0eefuboVsqqCAYMFtw6McSm/X72ixeCek3SqpHK/AJ5j8PzWDjz8xgHc8bXpRX1y9YoWkhEF4KUdnThtQjWe2XwEK9e24dYLmyz10yDr0f4cqso8OPc29znz2GVzoEJDVlIR9PJYvemwK3XLM1cTWqEyDw+BIy/NxXz9j5fPwTdWvmmU9cfL58Ansph/yzr4RQ6XnTIGc8dVg2MY9OdkCByDqqAH6byCZFZGNCAip6iQFQ1piVA3PbulA3e/4swT/+SKZiy97y38/EtTMSzkRTqnIJHNl1wfn76qFYfjGTREA0hLMpbc9xbuXzoTXmGAwoeuQ/9v/T5cMGskzpo8DJKsgecY9Kbz0DQNFX4RHAskMgrK/QLa+zIGPdRZk4fhmc1H0FRfboyJnXqIzomzJg/D/FvW4cVvn2LQiQDAvq4Udh1NIieraIgGCr5T7H06+5bC67TOMybVoNemf9EQDWBU1MrrvbsziVP/9+WC56ePrACvjxcDQFFVeEUOT753GFOGhx3XDvM8WX1Vs2EPqi1Auft5lkFVmQcX6BoIT61owVfuer3AVmGfUHS+/vHyOYhn8pBVDaMifpz5a2IPOyVY0MvBK3C48O71jqKq5nGIpyV0JSXkZAVnF/Ep+9gNYQilMBRE/+T7f8ov1mBftzNXb5mHw8hIAF39OXSlJESDIqJBD1lTFA3JXL6kzsQQhmBGmZdHWqfpcIsbUjG92nIf4Q/WSAZysTgjyxDavA79NCjPYlCByWJgAIyo8OFgb+ZjSYQvlpXv1h56u8gxRCuFYfD9syfgvnVtkBQVPSmJBNr18ukzDIDR0QChkABw3fyJuHH1VmiAQQEhKxroVkVPSoKqEoqPsFdAn/4+GvTyaOtKHVO7eRNPd1XQg2gZWUMykoLetET4sjlCl0P7c9cru8m7iKYV3YzgWQaRoAiRY3HPYkIReMkDbxm2oH0IeEgf3exKs5JpXRwDRPV3Mmorc5kw2dXspzxLOMc/yMZNKfAsoIFBuY+HwHHQoFn6GAlY22seWwbAPYtnGtnJlzzwlnG9K5lDV1IaGN+jKaiwbkDZ7WzPajaXCcBRFysSEPDT86cW2JK2ndC3aBA41rHdTrD3hT5jtoGHZ40+UV90O/FRVebBT86dbLGf2/effa4Auk8wDGrDXrT3Zow6qU+wDNBgmoeuY2KqM+jhsbc7DWiaZQ5/ELsUe2YIQ3DCYN9Lh+hcPkY4CViW4hzL5knwxu2Lz1xOogRvnpuo27GIwdnhJA74Qcpze6atK1XAr11MFC4tKTjaL1mCiQ9/czZ+8dz7AIA7Lpo+qHKKXY9n8ljiEtBOSwqOJHLoTRcXYnTrbzqvIK1/8Zr7bW53qfJKja2Zb/2Oi6bjiofexR0XTUdXUsKvnt+Jxmry5eLGKw2QlwP7uNA2OvG5U2TziuOzANCXzqM3LTm2zw39tnmRzisFRxvtcLN9MkvmWme/Mx0NRSKTx1fvXl8wJqX8fl9P2tFm5s+Kie44ldFYXWbYyl4/FS2m4+uGtKQY5d5x0XQcTeaKjn1bVwoA8GU9cFnKNzv7c5Zgd2d/DhV6dm5aUvCr53fiV8/vtNji4W/OxoW/W2+UTz+n7TNTIdmRzCroSkpYdv/blucf/ubsou2MZ/K4+IG38eils9GdIkHS/T2Fc5HitjW7MLE2VNQ//3DZHGMtovebfZvawMnezbqqvF3gsyc9sL4Npk9OoHU6tf8vV5yEUTZxzIStDfY228eo2PiY/TSRcV8raFnUd/qzsqOtBuN/tG1/uGyO8TnVYrCX5RRAJ/UP2IDylW/Y31u07lJCyUMYwhD+8Tjcl3W9puj8uh6Bhapp8PAsWIZB2CfgQG+6pED1EIZgB/UZliU80MUgmb4vS92vabBlt394JncNcBW3/ChwLIFowN4bBjxHaCXeO9iHbF41hAqprexZ+IqqGWKe2zoSFjFCOqehAeV+AZo2IJ5IxSo9AktOBBxjuyntiKqRRBpaX3cqR4QVeQYsw4LnVKM/GUkZ1Ahq+rpkF4aktqB9KJYjSYPhHEsy/elnVHCS2spcppnqxeynDIi9lCJR9A/qmVSNgmi7aQXjZG+veWzNQpPtfRnLdQ/PWsbXCarNzvZArLnMo6bfkea+piXF0Za07X2ZPKAB0UrndjvB3hcn/06ZeNLJBp0zZ7wGIlprt5/b9599rlDRYZYp7hOyaR66jompTipurME6hz+IXT4OsdEhDAEYCqJ/rAj5CoXaSgmxjdCF2OzPOolW8izjKKjoKFIqcIaYacBjFc4E4CiIac62ptd5lsHoiPV6qT45XbcLqF52yhicOr4aPoHH6qtakM4pCPl4Q5m7GOyCf+Z/m+spKVrocr1MF4i99OQxaIlF9S8DHiLHoTdNuLLDDmNtxuhoAA8umwVF1fCOSYDRw7PgGKZApDFcQgjP3K/RET98AocnVzQjI6lFxS3pcwHPgD9UlVlfAIrVZ8lqF3kEvXyBAKX5njKvgDIvj2tOa8Tdr+wBAEP8tMIvoNwv4I6Lpht+S8UH3fw67Bcc2zVYW5lBx9vtOm1DyCfgD5fNKRBYLFX3mGgAq1e04IXtR3DXyySLms7DGaMq4OW5gv7YYRbntIsIm+cpQOzaUBXAM1e1wCNwRUU/qWhqdZkHCYcju/YxDPl4PLW8BR39WYyOBIqWXV9ZuD44zS3ahmUtDYYfBEQOoyJ+rL6q2cjsZhkYArFUNJfnWPSmJEADhpd7sXpFCxJZIhQscGRdHOx8L/MJSOZkw74MA70tPGSVHGPkWQa1YR8kRcVjl81BwMNB1YAXzWMrcqiyzeOakIiVS2agqsxTcm6GvGRdphsONPtZVjXjOeqDbvOjMiC4jo2bCLXT91TI6yyKTcurLvMY5dRX+ova+VjWYLP4qNO91GcHW99gRVWd6qnQxV0T2TxCPoGIh5ZY5+3irEcSWfSmJCSyMkI+HhV+EcNC3qJlDGEIQ/h4UVvudc1E5/TgGRGHI5y6qqYZwo+qqg1log/hmOAVOKRzcskAOmAV8yt1P8NQUVL6yYcPfTMg34sfl7Dqh8lEJ0K/ZJNr2ohyvLuvd0CkVJ+SlMKFPsOxjCE6OKEmVCBG6Bd4aNAKxCapWGUuT05ruuiJusJMZ2IWFfULPHJ5CbKigedUS3/W7+lGqoi4vWETfV2yC0Pa+2AXnbfbFYAlgGwWnKS2sgtBGqcCTH6qARbx1mL2OFaQ3GfyTi9wnKMoqNvYmu1TTAw06PKeyDrY2QxzmXZ7UPhFztmWetup/x2LQKabqKbZBh77+Lg4LwMiYmq3n9v3X8Fc0QvRUNwneNM8dB0TU51BD+84hz+IXYa0iobwcWEoiP4xoszLF4iZUcEzN07bv20lVA1PLW8xRNjcxMx+sXCKIbJYTKTTL3IoD4iOYqa3L5oODRruXTt4oTrAKjq44UBfUcE4KoZofpaKyPlFDrcvmg6/yKI/K+OmZ7Y78hGfOr4KL+oiqWZQwT8zqGjj2l3dFnt3JnJFxeWcBDJbY1FA1XDfkpm4bc1OR7HVb6x8E9fNdxcJbYlF8LRJEJHadtUb+9CdzGHy8HABL/pN508pKrhJ7TdvfBW8Aofr/looEusmbtkSi6AhEsADr+3FbWt2Yfm8GOrC3qKCjnaRVjdfAOAi0hnFHRdNh6YBv1+/F8fXl+OG1VsL2nz6xGGu4oktsQjOnVpn8YUNB/oG1XYnG1IhSac56dRXu0Bjqbn87v5eNEQDmN1QianDy/HHdw5gWNhjmYelRB+pOCfl37eLCDfHIrhtURMYMPj9+r04YWQFvAKL24uIfp4wqgJ9aQm3XNiEPUeTmDI8bGmD2zjTuXjT01stc9EuKPrclg5s0MVaV72xD52Jwqy/5lgEm9vjrv5k5hg/bXwVHrl0Dn769FaLaC5t53dtQsGtsQhWLp6Jo/2l53tLLAIGGja3x3Hv4hmGfc084lT81S7E3BqLYvm8GKYOL8d//vE93LZoOn7w1y3GnKXCpveuHZzw7DNbOnDbml04uTGKG78wGT95aite2NZpee68acT/L3SZH2dPrsEKW7nF/KclFsEFM+oL7BMNiq7fLSuXzMT+7hS+/dhGAIMTLqV/L7UGUxHj6SPLC4Rc6Zi8f6R/UAKvrY1RJLL5ksLKdvhFDiuXzMR1f9lsWX9Pbozip+dPwecnVON507iYr5vFWfd3pwp8syUWwU/Pn4KRkUDB80MYwhA+Gbz8n/NcOdHL/aIhVPb5CdXYcKDPECf83HFV2Hwoji2H+/8BrR7CPyPCXh4+UQ+iu9zDgAhdciyDVE5GyMsjJSmWzF87eJYE+foyeQgsg7yqQVEHyvugQUuBY9CTlOD3cEgdw2bRmKgf7fEssi6877RdPoFDXlEwiFixztHOQVZJsDmvamDBYHSlD+/u70FVUMTOzqRxs8gykFUNHMeCYwCeY5HIyOBYBo3VQby66ygqAyLeP9KP3pSEyoCIy08ZAw3AyrVt4BkGOWhgGSCvamisDqArKaEnJSHkE5DOya6c6JSOh15WdYHISXVh7DjSj71dKXAsgzljI3i/ox9t3WkoMqnrpIZKLGtpAMMAv3nhfcfEFqMehnDoy4rqKKTKMgwUaPAJHASWQdjHI247te4VWHzuuCqsb+tBQqe80EBENpM5GbVeLw71ZbCspQF3vrzbKNPDs2QngWGQysrw8iyy8gAfP6+fBii290M3aSRFHdRmiqoBIS+Hr8yoRzyTx4vbO4lYqapAYFmAAeaMjWBbRwIT60J4Z18vUlkZQS9vCE1StDZG8eL2TmN9n91QiS3tcSTjMgJeHnmZcN5TmhuBJfRBC5pqHalcqFjmnze0I52XIdLMbP0engEmDw8DABZMrSWCpgwDSefLF3kihqmBcKLT75lSoqLjasqwYGotHnnzAHrTEso8Ai4/ZQzOmFyDvx/oxWPvHEQqKyPkFyz85JzeHzMCIo/Txg/D6GjAEOps78sQX22oxL6etGEv81yh4qAiz4JlABbEJ3weDnmTT3h4FhxL6F+oqK59TNZsP2r5zt3SnkAiI6PMwwEMg0RGtgiHmu1vFg8tJjZqBxE/7QHlyx/KVB/CB8EQJ/rHiMO9aUiqhu//eZMlQOUkhmkWV1vW0oCt7XFcfepx+MVz2wvEIimuOa0R7+ztcRZYa4zi3Km1+M/HNxUVQ/vp+ZPx9KbDrgEQJ6E6Cio6SLivm3Df2r0FfVo+txHZvIIrV707ILp33mT89+qteGH7USOAC8BV3LFVF2K8/q+bCwJAPzp3Mi64+3XjSH5zLILLWseiptyLnzy5xQiA3beurai43A1fmIKfP7sNz2w+Yvn8e2dPQHcyh7tf2eO6SdCk28As7Gguw02w8ftnTwTDAP+9emtB2XahSHN9ZmHPH50zCT+2CfXZ22YWBF31xj4sOnEUHn5jHybogn+USzuVkwsFHxujWD43hqX3W0Va7aC+AKCIaC0R/WuPZ13vmTe+Ct89awJ+9OQW1yDZtWeOtwQ7b1803VmssjGKHyyYiJuf2Y4XtluDkcvnNpIvek3F/1u/r0Ds0WnOUCFTKhRZSrCRjtH8KbVgAJzYEMEPn9hsGU9axgPr2oqO84p5MVcRYSoG3B7Poi7sdZ1HVCR3Wn05AiKH7/1lM2aOrsTmg324wNT/UuLHTiK5dkFROte/f/ZEiAKLr95lnaNLmxuw+VAcb+3tKSmqStvTZFsHiwskR3F+Ux0mDS93FZP89fM78F9nTsDBnjTa4xk8+V67Yd9jFWIeUxXUx2dg/SsmZOw0N+0ium5ixD88ZxK+ZwvOOpVr/mzFvEbcvmano/84CWIeSWTxH3/4u6t457KW0Viq0+fY54W5Xrtg6OPvHMB/njEeP7Ct5eb16fMTa9A8NoKfP7sdX5g+osAvN5jWdPvmyWLTnFk+txEbDvTguGGhwnv1dS0tKbhnrVW0+qYvTsHTGw87bmCe3BjFTV+cgu/+aRNe2WkNsN+8cKohznokkcW3//B31zn0P185figjfQgAhjjRP03CogDw3DUnGz/OX9vdpZ80kpGT1ZKnIofwzw8GgMgzkGR3UU87BA74qFh+/CKLYWUe7O3JOGY+UwoO2RYM4/QMb/sjPoGDJCuOfNVensHE2hBysortHf2We45VnNTLMzhhVCU2HYwjkSsMArfGIvja7NF4+f1OrNl+FGlJRjavQNM0sCwDnmVRX+HDvp60EYjnWMAjcBBZFiwLVPhF7O1JQbbZmgTnWUyoDWHb4X5k9MEIenkcVx3E5vY4cnJhZxoifrz0n3MBwBBV7EvnLbblWaDcL2LcsDLsPppCMieDZYBpI8KYVl8BQMOeoym82daDpCRDklXwDAO/h8OkuhD292RwOJ4tGC8zyv0Crj61EUubG/TgXjde392NNds7kTWtOTwLiDwHRVUhKwCnc8R7eSIgSrPwqajoQRttFQOgzMPjotlEuHJHRz9+88L7eG13FzJ5pcBG1WUiWIZFWpKhqJrFjximMCBbCjT73fyUyDGYXBfCuJoQ+nXtpXhGwhttPcjlVfAcY9jRLPi8rzsNSVGRlRXC1a37Ph2vL58wwhDntItwzhtfhbBPwMNvHUAik4cGICjy+NrskXrWMoNNh/qwZnsnFFVD0MNbBCrN5eVVFbJCMqh9IofasBe7OlPISPKAraAL9gqcIdB55uRaixgm/Z6hIrjFxDDvW9eG37y402h7QOTw76ePA0AC3Mkc2Tj68gkj8IWmEfjNCzvw+m6SVMmxDEZH/WisLkM8I+Gd/X1QVRginJ2JrCEuGvTyhhCoOVhNA9hUzFZRNORVQgElciw8PIfpI8MAGLyzvxdSXjVEdZ3GhGWBU8dXY/FJDQZXOv0OBlAQLC8lHuoUYHezH0BOrFJx1SF8iqAZi80nXvWQsKgD/hHCopqm4enNHRZhtM3tcWgaMGV4GCGvgEQ27yjEdv+SmXh7fy/OmDTMUXywlLDhs1e34lBfpqjIYKkynrm6taiQ3ZMrmnGgJ4OAyGNM1I+UpKA/K8Pv4eAXOCiahpysoDtFRCne3d+LBVNrIXIs2rpSFiqRYu24f+lMKKqG6pAH6Zyil8/jua2H0dpYhVROsQhS+kXOEJFL5xRUlXkgySra+7Koj/gMocewX8BhkxCgXexvxsgKDAt7i9qA2pAGowW9b/WVPjy35UhRwca0JGPhb51F8sxCkZKiYlRlACLPYPfRFHiWwYYDfThzUo1F7NKO1Ve1gGUYZPMK4uk83jbRO5jH/v4lM/HeoT7MHVcNgPC4hbwCXtpxBLKqYXJduKgf0f7kFbXoPU4is07lFLM3pbY4a3INUjkiPOnjWagAMnkF6ZwCr8jilfeP4r51e/G12aPQEotC1ciLAkBEOu962UovUxP2QgNwNJlDVdDj2AY6J6mfUB9ndBs7jTntc3XIi3Mcxso8zk7CjIOxCa2jlG3/ePkcJLOy4dNm36XUHaXG2W3NsAuKAsBTK1rwys5OfG7cMPRn8uBYxhCSrCv3FhVVpfXY/yzVDopnrm5FTzKHGp2GpT+bR5lXgJdnIakqfDyHjEyPWDMW+x6rEPPwcl+BEHQpIePVV7WgI551FdEtJr48mPXIjGevbi0qVG0XxNx+OFH0fnvfzPPCSTB0dCSAg70ZvLWvBzNHVeKtfT2uIsbP/9vJaBxWhnhaQkciSwReORYsYIhEO4mzjor4LWsjFd9doW9Mm++NVQdR7hPQnZKgqBoUlYjYhn0CVE3D53/1SlFbRYMiupKS4VPRoGjZhChlv2evbsX42n+9gOkQCjEURP/k+z/nphdwOO5MYTdtRBh/Xd5iESljABxwEI0bwmcTkYCA7tRnX9+CYYBKvwBZ1QqylT9QeSABqbhDJrVZYJEKH+7tSgEMoQhN5mR09UvQ9ExwgGwUsAAaqgJIZmUc7c+5ZjmzjJEkDU4XNaQx3mKx3h8smIjmWBSXPPAWUpKCnlShRkrYyyMpKYgGREMglAoWArqop6wafOcsyyDk5dGXkRHwcCX1yxgAw0JePLBslhFE/MbKN0h/tcJ7KeWUqnNRU75rKqTam8479oNjGURdBEmd6gKIQGM0KBrCqjxL7Hms3PZuIOK41r67CYBGyzyWfws86yrm6Rd5Sx/NYpN5RYWiaETgVae9UTVyAvPBZSc6PmMfb1cfTpKMayd9ovoKn/F94iauWUoMc0dHPxavfBNH+7OWtpf7BPAcUyBQ6ia46vR5XlHBgAHPMSXbYm63h2cLRECpCKmTYGox+5bKCP+w4qFu9qNjP5SR/glDVYF8HpAk8if9T5IAWQZGjQI8xSk8Pw780wmL3nTTTfjTn/6E7du3w+fz4aSTTsLNN9+McePGGfdks1n8+7//Ox555BHkcjmcccYZuOOOOzBs2LB/YMvd4SQsyjDkuM8jb+7HBbNG4qxJNTiazGH6yAqghewi0myXdH5ADM4JpbJietN5rHh4A+782gmu95Qqoy9d/EXyQM+AaOSjl87G63u6MWV4GEeTOdRX+PCcTk8DDPCuJ/TjhwARQxlMdk9aUnDFQ+/CL3J46JIT0ZfKo6yCx5mTapGRFHAMgxEVPoyN+rFgSi00AMmsDAYMIkGPHkST9aC6DJ4lC3u/Li4IOAtrPnLpbCSLHK0DBmxIhR0jAdEQbSwmonc0mbOIfzj1WZJVDAt5kZZk+AQiSlIb9iItKZg7rhocwxic2U5IZgnX84vbOw2fu/XCJuRkFdUhL+5dPAMcw8AjcJgyvBx/23rEuO/0icPQEA3CK3DYdKiP+GgRJLPyQKpBCVsVA/U5J07mjQf7EA0KaKovRzIrI+DhIckqVFVDJq/gaDKHkZV+PLO5wwjK/foFQsNz19dPwKZDcTTVlxOBzkXTsfFgn65Or6E3nUfQw+HNth6c0hg1OOPNfNA5RS0pjGi/npN1Xm2Gwf1LZhZweudVojruxjEOlBYs9Is8OJYcxyzGV97Zn0NlQEQik8fKJTPBswOiPbTdv/3a4EVtzbALigJAMiejtbEK/RnCK92ub1gtPGEEhpf7LHz49j7Lqobl82IIiLxjvaV8KZmVIavAn/9+yFL2n751ErwCi82dCaPuyXVhQ5uBziu6IcaxA5zsTvzgAQ/hCTTzqDMMg3SJo9CpnIybn9mOX35lGs6eUmvYKK+ouPKhdwv6Fw2KuHnh1EGvR8DAHFI0rait7f5V7DgxAGQlBU8ub4GkEHHeaNCDU8dXI5EhG5l0DaH2Sksy3trXg5Vr2zBFP97KMQxqw17wHItZoytxwsgKvLO/F/3ZPN7d1wO/hwc0IJEhz06qG/gedBIc/e3XpmNLewJN9eVE0HXRdFTomgP2e/9yxUkYFQlYAt8UgxEPHVsddHyW8tgnsvmi/Pel7DuEIXwa8Fl8LwdQVANmTxehh3ATjRvCZx+ZfxXxWI18lx5rRnGR4lyz980Ci2bhQwbkXY8KPQIAz7MWkUpFJQKQxd74aN0MyLsFWMJ3Xapn7x3sQ0M0QLKUXX6/UE5ps0AoFSwEBkQ9qfCpopqEHAdp2nRetgguZkzvDHZ6HlXTjJMHnP77hUJRNfd+lBAkdXvGLKzKgNF57T8in9EK++4mAGr/txt1EEkcs/bRIibbkx6goOFYQCP9zEiK6zP28S7mw265qTlZRVWZp6i4ZikxzPa+DNKSXND2dF6GoLAFAqVugquOIrs9aQBE16pUW8ztTubkAhFQKkLqJJhazL6lgtgfVjzUzX507IeC6B8DFKUwUE7/rrh816bTwMGDwKZNQE0N0Nz8ybZ5kPjUBNFffvllXHnllZg5cyZkWcb3vvc9nH766di6dSsCAcIf+m//9m9YvXo1HnvsMYTDYSxfvhxf/OIXsW6de7bfPxLlAQEiyxZwkc8bX4WHLpmNnzy1xZGHnNePLlBhCDfxs1LChmVeHrdc2ASOdY9sDqaMYjA/H/YJeGdvTwFvOOVsvmftHty2ZheiQRGPXT4Hv3z+fSxrbhi0OCSlvrjnld24+vPjcDiRtVB4UC5bO22BmVIFgE6TsgOv7uq2ZPA6IZWT4ROKi+GZ2+/hWQQ9fMHnTqCB/2LIySq+sfJN3L5oOhQ160hZYudXNsPv4XDOretcfY7a5ooH3kJaUtAci+ChS2bj5me3GfdRaplS70xekS2ZcTGYsQ56uaK83LMbKi28z62xKK6YOxYXP/B2ARc0tYtf5NAQCeDB1/cWlOf07Jemj8DW9njB/Dx3al3RTQun/gU8HGpDPvz82W244MRRBZzedqoJJ85sn1jcB3N5BXXlPtzw1JYCWhhzWR6eRSonGxtHD11yoqUcKj5ZDG5j6HWYJ4qqWTKWTx1fhQcvnoUf/GVzwTrhNl5N9eWO9ZbyJb/IIZmTsVXnXqdlZ/MKvvjb1yx1L5haa9AC3fysVZfhtAnVRddrTdNwqC+LH/x1s6EfsW5XN1YumVm0fQEPj7u/MQPf/0shb/aDF89Ce89Ahk00KBptWFbiyKFZBNhpDjn5l10Qs9i6T4SURfz4qS0Ffru0mVCR2dcQev32RdMxvMKHR9/ab+G3N99z7tQ6fOGOdcZ6RMs8Y1LxoNyICh/+3/p9BfPbaX2099eMUJFrxZ5t78vg2sc34lUTzYuTrUkdn5pXryEMwRWfxfdyAKgq87hmoo+JBrGjox8HezNgWRSItA3hs49cEV7vzxr8IhFrlNyCGccIWXGxnUY23+3Ch4SCg0FfeoCbm5RBfreqIJvTCgAWRfi2tYE/JEU1/l2KH7425MU7+3ogKyryLpsJubwClmF0QWHJELNs60phT1cSmi5ErGkaJIX8tpMUkhyjDCLYrIE809aVwsHX9+FIIgOBcxaqpBsFlHlFVgfYDjQQW7mJk1JBUo5l8M6+HnQnJeQVBWpOdRVOZRjC1U+vf1QbLgPlA36BR125r2DdpQKgDEgyhaqR/kEDelN5+D3Ov4skRUXIK0CSVXT25yzldSVzYBlCO5LLK8jLAxstAmcVaj3YmzZON4S8AurKfdjblYIGDV39OUOQVAOQzZNT+AzcBV09PIuu/hxkVcU7+3pRV05OxWvQcKA3DQ/HQtEIPYubGGZduQ9+kUcyJyMvk4QdSqPCAOhK5hANkoz9vKLgSDxr7X9/Dho0ZCWF9EO/P57JwydyYMCgK5kDo/fJIwy0xcwjXl3mtcxlakMqAuokmMqywMHeDKrLPB9YAPTDiIfu6OjHO/t6jTGTlQH7+YrYfAiDgCy7B8qdFLJVFejsBA4csP538CD5s8tEp/nVrw4F0Uvh2Weftfz7/vvvR3V1Nd555x2cfPLJiMfjuPfee7Fq1SrMmzcPAHDfffdhwoQJWL9+PWbPnv2PaHZRBEQe3318YwEv6sS6MH7yVCHnM/33suYGi+Chm4AhFYl0E2lTNQ33rWtD08gKV+HPI4ms67XWWAQci0GJxrXGItiwv7egnHW7usECOGtKrdH+mxdOxXV/ISJ9TSMrDE70UuKQy1oacN+6NixrbsDbe3sKuJ+XtTTg1jU7C8pYu6sbmn4dgCUQXUoUlfZvsDagQnVugpXm517f0426sNe1/hb9nmUtDTgczzhyXb+6swuapmFZS0NBtqVZLNXN58y2uW0NscsNT23B8SMrsEYXj1zW0oDbXtqFppEVRcdo08E42uPZkkJ+xe6h4oPXz59QEFwGgFd3dUGFtb9OnxlzSf9sWUuDY//dnr3uL5ssNqCf3/DUFlw/fwK+++fNjm23i5i2xCKor/Djh3/djGkjKyx9ov7sug7obaI2KWYzRdPwk6cKufHNZb23v7dA5Pf1Pd0W317W0oBNB+OudbU49JF+bs++oP5rxoS6sDH3i/X5uvkTjPGifmefT6Xm13sHSTsn1oXJutHSgL/v78Vrewrr7ktLrnNsfG3Idb1mACxtJuN488KpFg50TdOKrs9lHr5AeBIgc/L6v2zGD8+dZHx288KpFnsMRnR4sP7VEotYNmniaQnxTN617eaxcSq3aWRFwRpCr8+fUouVa/cUzAXzPTc8tcWyHtEyNx2MF/2u2nQwPqj5bRcAtSMaFHFyY9TCeU7h9mw8LRUE0M02MdffEougIuBe/xCG8GnBZ/G9HABe/+5prpzoX2gajkseeMvgu83lFQgcB5/AIvMvFFz9V8axcIH/M0MDCXrxHAvgowmip13mSFZW8bu1bWisDiCVU4hwoE8ANA0d8SyysgqeZyErKmQVYBnNCID36sk51WUielISnA4h0iE7huRvVJeJeOSt/Uhk5aL0JDlFg6gHInvTEliGQSQg4L+f3mZkm/McY3DSy5qG/qwMnmNLnkgECKVJMisTeg09aCtyhPrQKZve3FZN77PdVk7w8ixysoqsJOP2l3Yb5TJwP0Sck8lYeXiy/n2UKyADIOQjopiv7e6y8Izn8gpyeRV5RYHIs+jL5NFnOt3fn5PRb8qANiOZU1Ab9uLG1Vst5fWmJGRlsgEisIR2xyzem8rl8druLixtbkBOViwURx6eNdqYkRRkZRVJifhwMpPHkcTApqwkkzZLuqNSTvSetISMpEDVgDv+bxfuWbsHXoFDf1a2bE5UlwVdM6LH1ZTh+Pow/rY1S9YpTQPPUpYDFf1JCT1JCYpGTg88+vYBiDwLL8+iNy0RDnIAv1vbZgiNJrMyKgMivnXKWKzf043nthwxbOqTVby2uwuv7e4q4BGfPSbiKgJqFiHtTJCAPhgGt7y4E16BxaS6ELa0J0oKgDr1f7DioWZYeOQ107xhiABwKTHXIaAwOG7+u9MOXDJJguI0MG4PlucHSZm2Z89H24+PEJ/a9Ip4PA4AqKysBAC88847yOfzOO2004x7xo8fj5EjR+L11505pXO5HBKJhOW/TxL9WdnxB39Tfblj4AfQAzMMgx+cMwlb2+NGFt7S5gY0xyKWe7e2x3H9gklojUUtnzfrwnkZSSYZkWvbcP2CSQXPN8ciqA37sLSlsOzWWBRLWxrAMgyWONRNMwRXrm1DSyyCH583GTes3ubYp1d3dVtE1KpDHqP/K9e2oTbsw9iqAJbPjbm2Y+XaNswZQwJm1SEPhoW8BTYsZdem+vKCe1aubcPSlgZHG9L+rVzbhiXNDWhtdL+nORbBD8+dhNqwD9c+vhHXL5jkOm7m525cvc1xDFtjUSzR72mqL3fsL8XaXd2YM8ZaBxVPvPbxjYO2jbk887/psyvXtjn2pzUWxfXnTMKNq7cVvWdpSwNqw76Sdrn28Y1oGlkx6PYO5rOm+nLHgKDbs3YbULy6qxvH60Fde/+Wz200qItof5Y0N0BSVLyql2fu02DGxGyTYjZjGKZo/04aE8HyeY2oDfssbTR8W/e/pvpy3Lh6m+sY0nXJ3oYlzQ3kCC29t3HAf80YTJ9bYhFMGRE2+kN9yu439PMWF5vcuHobhoW8Rp0njYk4tgkA0pLqOseKtXmtvl7Tdcl8H1dk7VzS3IB0Xilarmx6ubevmRe3Fq5Hdh8crH8taW6w0Ll0JSUsX/Uurl8wydG25rFxK9dt/gwLeR3nghmv2p6lZdK1ssAvG6P44blk/SnWJmBAANSJioUi7Bfxs4VTcbLNvsWe7UpKBQF0p/pbY1H89PwpQ6KiQ/inxGfhvRwAzrvNXUfmpqe3QQNZc4MeHl6Bx1WnxvDrrzYhEhAxlJQ+hMFAdOPUOEYwADz8QFk8y4BjSjInDhqd/RI0nRbk44TAkVTmnZ0pLG1uwM+/NBWPXjoHNy+cBp/IIRoQ0VgdRFXQgwq/gDMmDoPOykICngwMvukyL4+AODARGQBFDlw7wsuTAGJ/jmSZl4KkEvHS+gofgiKn202DyJEs7byiIejhMCzkMdpS6RccA/pegYVP4NAyNoJyH48K/T4ahGcZBnmVZCRfMLMeftF90aG+UGrjoMzDY2lzAzgGkBSbaC5DnvcJ1npYBpBkFadNqEbIJ2BYyIOwb/C5l+U+Hn7bKVoWZJMgIHK4cm4Mj146B3PGRrFybVvBuvvVmSPgFXiEfYKrfzIMUObhjI0AjmUQ8HDY2ZmCpKhGeRzLQuRZRAMiRkcC8AicQRnEgMyrvArc+fJu/Ozpbejst3LKd/ZL+PUL70MD4Z2PBkX4BA4XzKiHplPciByZmzlZxaWtY/CDBRNxzWmNuPNrJ+DXX20yaGwFjtEzvVXE03lLAJ0BsLMzhec2dzj2d0dHP7a0J1BV5kFNyIOgh4OqAR6OxehIAOVe3jj9wLHEHnSjQGAZlPt43WE0qKqKsE+AT+Rw3fyJmDM2ig0HCMUpp/8nySpuX7MLt63Zhf5MHqyuOdCfU7DhQB+umz+RzOXLTsKjl87Bz780FfcsnoklzUTs857FM3HVqTF4BR5BD4/qkAcagC3tCeNZev9gQcsd7LM7Ovpx18t7jPbzHBmvMg+PKz43Fo9edtIx1f+ZhaaRoHgqBfT2kkzxQ4eAtjZg507y58GD5PPeXiAeB/buBdavB/74R+BXvwL+/d+Br3wFmDMHOOEE4LzzgCuvBH72M+Chh4BXXiHlDCaALghAYyMwduzH3vUPik9NJroZqqrimmuuQXNzMyZPngwA6OjogCiKKC8vt9w7bNgwdHQ4LzY33XQTfvzjH3/czXWFEyc6UJrLt8zD40gii4l1YfAMgxXzGiHyDL539gSoGtCbllDhE/Dc1iO46J71+N03ZmBJ82jkZBUjK/3wCiw6+7MQWPLllZYUtHWn0DSyAsuaGxAQeQS9PJ7d0oErVxE+82UtDVjW3GAIr1UGRFx0zxtYuXgmrtKF2ZbpAUGzaNxjl81BRyKLXUeTrhQX9j4nswP3pSUFV656F5edMganjq/Gj86dBElWkcoRLm9oDA7FM3js8jnGjn4yqzjasJRdna6nJQXLV23ApSePwbVnjcf+nrQhdGc+gn/Vwxvw+OUnof2kTIENbr2wCRsO9KEjkcWVq9417E3H77qzJ0LWVPSmB8RVzWX3ZSR87+wJyKsqDvZmMKLCB0XVcNE9byAtOffVDg/PYvVVLUhlZfg8HDoTOSz63Xp0JaUPZBvzv82c72ZfMPtKW1fKYis3fwKIr/EMg/84fRy+fzaH7lQOkYAHsqricDyLmxdOdRRlKdZet88CHh6PXT6n5BvmsfjTvu60MZf8Io+Ql8fz247gzb3dBt+82YfuXzrTsbyS64BXQNPICsNX7HYdUeHD37YewVUPb8AvvzytaFkiz2Ld7i5dAd46/656eAP+9K2TkFdVpHNK0XFe9Lv1uGDWSFx04qiCfq5cMhN3XDQdHp7F8HIfvvjb1wrWhFJ9Dnh4/PjcyRZRJHN7qN9cN59DMisj6OWwtLkBy1rGkKOHtrlrrk/gWVz14NuO61S2CAdqqTbTZ83rGkA0Lf7jsfcK7Gj4RQm6l/5M3uC3N2czUX2IK+eOxX+dOQ4ZSUVAF3JOSTIeuXQ2DvZmDC55NwQ8vOFf9y+dZXyeyObRlZRw0T3rcfPCqbj2rPFI5xQkdeFmJyEnM6i9is2pD7IepSUFiWweP/3CFEgK+Y6gop5tXcW/f8q8giEIWiyATlFX7sOtFzYVFQ81IzEIzYJ7F89AfYUfIyOBkvUPYQifNnxW3suBAd5zJ+QVwulq5lsdUeEHQIJbfpEf0jQYQkl8FMnsAgtoYBDyCuhKEhFEnmUAnfMZgM5P/cHKp89qmjWoSni2P3z7rW0jfOGSoiGRzWPu+GoAhAaNAYNoGeE4juqc0aLA6TQVDFiGBaupkGQNOVnFmKogUjkZ6e40oYPhGKjHaAQNDNKSUjQLu7A/DMI+0eAr5xiAZVhwDMku9gocvAIHliHCpm4nV8o8PAAGMxoqseNIEj6RRa9Jf4y2J69oGBb2gmdZsIzqOM4cS2xT6pCMomngOWvmtTn4roHQmZjbzDGENiadV6CqMOlDDG79kxQN0aCIg70Zo+0cyxgnIE4YVYFxNWV4aXunI881z7FQVI1wtpvKpe3WY8HwChwyeRUcS/joPRyLfo1kz9PyaDwmWj7AtU7L8JCJBlkl3Nh/10+xArDQ3GQkBSMqCF94NEj89HAiCxWa4acMo0JSiK3p6XcAeGl7py4Ey+ic/YBi38wACXwrmoZtHQmcMbmmwKZ2TnCRl5CSMgZnfMDLo0f3JZ4f4PzOKSoElkXIwyOekcFzDBQVCHo4ZCQVIs8aXPwsw+jrDJCXVaTzinHS2M4jLvKsMZcBFGRzU953RdUQCYqW8bU/eywYV1M26MxxRx50feKfMKryXysDnQp5OmWUyw7zOpkszCKnmeSHDg0+m9wNkQhQXw+MGEH+NP9XXQ2MGfMPERYdLD6VQfQrr7wSmzdvxtq17tkig8F3v/tdfPvb3zb+nUgkUF9f/2GbN2iEfAL8IodLTx6DllgUsqIh4OHAse67yn6RQ0VAQCbPYmJtCBqAnpQEjmGQziuGyOPpE4bh3Gm1OP/44cjKCkJespsY8HDoTUmoDHggcqwhZOgVOPgEDpqmIVImQpKJMJuTeOO7+3sxf0otHrt8NliGcJE31ZcTAYksacORRBbf//Mm3LxwKi5+4O0CbnF7uQ3RAFYumYH/+uNGBL3Wnem0pOCul/dA04CWWBQMgMqAiLxC+LTqK3xgGQYhP48nljcTW0iFk93MW0nrnzGywhByzOYVBEQOT61oQU8yh4CXR14mY0K/lv/jsfccgzFpSYEKzeCSdsLnjpuDOxZNR9gvkF1uVYMKIhx5wd3rLeX6Rc4QrmTAQIOGoMgjIHIWsUd7v9wQ8PDgWAZl+svCsJAXNy+cih89sQXnNQ1HfaUz1xe1U30lEXn0CRxUTUNt2IvfXzwLkYAID88VCCsyDIOthxNYubYNt17YBA/HYvm8GKaPrADPMqgMiDo3HIzgIT2CZaaduXfxDFz8wNu4f8lMvL2/1yi/trw4L7GTTUZU+ArE/EI+AelcHkFf8fKGhTwFfRxZ6cfyebECYdyAyGP6yAq8u78XM0ZWgPULFn5vs11vvZDoAaxcMhPVZSKuOa0RU4aHkZNV1Ff6i7Yp6OUttrKLKd67eAZWrm2zjJ+bcKRf5PCr5wvbSIU0NWjkBcvH4sFls6CoGt7Z34sVuo7AspYGnDmpBl1JyVVYlWcZ/OCvm/G12aMwvMKHhy450RBQpeX5i+gL+EXChZ+VSbvtY2nm6H/k0tnoz8nQoIFhGFcBR7OflHl447p9faqv9KMzkbU8a54bd339BNSFfcjJRLzWww/YmdZhX9c8POsogGm0p4RPBn0CvnL3evhFDo9dPsdxrX5uCxFu/tO3ToKkqMgrGjy6jQMleLcDnoHrYR9viGLKqmbYnmoP0HkKoKSORDEtj1I6H7SPDdEAfn/xLMiK1W8q/CJGRUkQmrZ399Ek/CJvzFWn9Tvk4w0alt2dSSSyRMQ1GhgIjJtFQem1sdXBon01yi/Bo56WiA7Bi98+ZVDlDWEInzZ8Vt7LAcJ7/t7BuOM1gWNc+Va9AgtJ/mhoL4bw2YZX4CAr8ocKpisaoTVRtAHea0XToKmaEdyzn6IfTFYyhSEWyTAfWWa7U/n6vyArGliGwYSaAZFwN47jaSPK8dTGw5AVDTynQlZIn/0ib/AwUxscawAdIFnXHMugr4SOkxmMLqhJ61M0gNVUY8NB1TTwepCY1hF3yDkgvNcsJtSE4BUIxYohRIoBkVSfyGFCTQg+Xd/HCRrUQW14+IXCsix0LsyAj5nbyTIMpo0ox7v7ehHP5CEO8igOo9eZy6sW39LIW7uFg9rNB6z2GdiQsQTUjQ0fDbJCKFpUlfhZTlahapqF79vMtc4y5Le3nRv7+BHlWL+nh9RlqswncoPyU7uP0z76RA4pSYFi8qEC0ViV9MH+vLkcs61oP3J5FapX03+fk3vN/fILPHiOMa7T+UT5/elYmNuo6W306xtakix9IB7xD8Nj/lGA8sincvK/Bg86FfJ0CpTbtS9kGejosPKRm//r6/twbRHFgQD5iBHAyJHWfweKJBXxfOGi9CnDpy6Ivnz5cjz11FN45ZVXMGLECOPzmpoaSJKEvr4+S9bLkSNHUFNTuFsHAB6PB55/4A5GyMvjviUzcduanZYg288XTkFrY7Tg+DcVxvzxE1schTH/47H3AAAPLJ2J/mweigZHoclLW8egL5PHqvX7LEKG5vL+84zxmD+5BuefMKJAeK4lFsHZk2vQmZAgsAweuXQ2fvjEloIyHrl0Nv62lWQbmfmJ3QTtWmIRrPrmbBzpy1r4dv0ih9sWNeG+tW24+5U9uOXCJvzvC+87itatemMfrjntOBxJFPJqGxzy+/twy4VNWPXGPkfxutZYFFfOHYuv3/umRUxyxdwY7l8yA0vuL8xWbY1F0Z/NF+H7jmLP0SQqgx6H+iJGEIqKJrqJZl4xdyy+dOfrWKZT7Kzb1Y0NB/pQF/YW5Rr38iyu++vmgjF68OJZ+Pmz2/EcCjnni40TFWJNSwpaG6N45NLZ+OnThUKB9y6egQ0HenHS2Cr83Sagax6zRSeOKhB4bG2MojORhV/kUB4QLQK89y6eMSgeevNnf9t6xOAQv+XCJjzyxn68tP0IxtWE8P6RZFH+7D2dKaz65mz8+MlC8cjbF02HBg33rnWeJ/1ZyVK2k139IoeVi2dYhHeXz4sV7ePhvozr9dZYFD1JaVDCkS2xCIIeHvMn12C1fkTQL3KGkOavX3gfi04c5ShwSkWBf79+L06fOKxoe98/0o9V35yN3zy/A5OHhx3LO23CMJw6vgovmriyaXvuXTwDv3h2e1FhVHrfz5/dbmmHk4Bjs4mDvyUWgV/kcOr4Kry+p6fAbsvnxTDcNMfMY7hybRtuubAJP3t2W0F/7l08A2/u7XHkrS/G2d4Si6C9L1P0uqyoRjtSOZKVfttLuxznYDKXR19Gtti8lH89t6UDG/b34r4lM0kQ+uENrqKYmw7FDR72Ulz0VKvDiTu/M5FFa2PUsYxi69FpE4bh8xOqjUC4k4hni4MP0DY9u7kDs8dEcPuaXRYu+ZMbo/jZwqlgAPyXrTx6bTAv2cV41KlNSnGxD2EIn1Z8lt7LAeCvy1tcOdHPbxqOF7d3IqEHjL4yo97IVFswtRYPrd//STZ1CP+E4FkGjdVBHOpL40hCKv2AA8xBw2xeQVN9ObYd7kdGP/nmEzmInDUITKgymEGJWVIMD3uRU1SIPElg0DRSr8gx0DS4im26gdODmOYArQaSlcwywBkTqjE6GsDvX98HQMOshghOGhvBM5s70JsmCWPjhpHN6+OqA9hxJAlJJgG/acPDqC334bXdXUgxDEmSkWRIsnNA0m1DgWeBKcPDAIC39vYgJ2slNx8ifgE8z+JATxo+kcP4mqBOGaKBBYMR5R7kVc3CD52WFCM72rAPQzizPz+hGmdMrkF7PGMkY6h5Yn9F57keHvZi06E4jqsOojclQTLTj+hZ5fQQZSQgIJGRHcdL5BgsnxfD6GgAx1UH0d2fM7jNGQzwW2840Id+Ez88wzA4fUI1lrU0gGEI1UkqK4NndAZ9Sj+DgcA/RfPYCIZX+PDM5g5wHAtVF/BUNUJPNGNUhaWNU4aH8fqebqRyMoIeHieNjWDtrqMYHfFjZ2cKHp6DbPtdLvIMRkcCOJLIgmVYyJoKkWMh8BzGVXtxOJFFe18GQQ/hvNYA3PXyHhzoTcMv8JgzthIbDvSR90WNJLJ965SxmDM2iqc2tuNg30BizYSaIL4yc2QBF/ecsVEcPyKMvx+IIycTHz+podLIIt/R0Y/2vgzqyn34YtNwPPj6XqQlVT9VAggcB1lVB04IMMAc0/P2MignuLkfn59Qjb8fiGNfdxoCx+CksRFsbk+Q7HuNcH6vmBczOMpFjkVWUyFwLBRNwznT6ozvuMtPGYv//dv7SEqEbz7g4TGhNoRMXsbWw4p+CoNQFxXjEbeLkLY2RrFm+1HDdudMq0N7H9lhGldTVtBHp/KKXS+GcTVluOyUMQOc7tpngAedCnnaA+X5fGGgPJFwF/Bsb3fOQD8WVFVZM8lpsLy+nlxzSxzmOELZYv6P5wf+/ikPoAMAo9nV4P5B0DQNK1aswJ///Gf83//9HxobGy3X4/E4qqqq8PDDD2PhwoUAgB07dmD8+PF4/fXXByVglEgkEA6HEY/HEQo57/J9lDjUm8Z3Ht9YwIv+b59vxKzRlQUB8J+ePxnPbDrsKnLZNJJ86QwPe6EBjiJ4AHDT+VOwelM7jh9ZgQ37e10Drz8+dzKuf6JQ5I9eP2tKLaaOKMdNz2xzDfQsa2nAsvvfNoJbd/zfbkyrL3ettyUWwSWtY1Ab9uEGXQhx+bwY/r6/1/i727PUBlvb4/juWRPQlcxZbEgClTPR1pXCU5va0VSk/7Qse0BqwdQ6QAO+++dNA7ZojOKKz8Ww4uF38bOFUwuCgyT4HcMbbd14a2+Pa5D9rCk1+N6fNw+qjzRwd9+6NmzY32cEPAs2TWJRXH/ORPzsmW0WET+zvZc2N2DFwxuM8sxBtsHapyUWwfE2e1HbLG0ejXvXFooEmsvZsL/X8ud7+3ux4tRGVAU9WL+nG0/ZfDkaFPHQJbMNH7Hb+uIH3jICZXRT6MLfrbd89v2zJ6IjkcE9a4kNV31zNv7nucIg7dLmBmw+FHcdu5+ePxlPbzrsHMxujGL2mEqMqwkZtnWyq9NnNGh4/7q2goDw0uYGfOfxjfjZwqkF11tjUVzc2oCRlX5c/1fn+Wu2+9LmBjz8xj58/+yJ+OETW/Dqri4snxdDXdiL1ZsOF50ndB1oj2extT2ORSeOwgPr2hxteNXDGzB9ZDnh+3cQjaTj8tPzpxQIat6k27jY2nfbml2DWiNvW7MLrbEIrpjbiGxewe/X78WiE0fh4Tf24erTjsPmQ/GCtZNmt6dysiGiS21SbJ60xqI4Z1otKoOegvFyG1+6SUXvt68nLbEIbvjCFHzj3jdwXtNwbNjfi5PGRrB+d7ezqGZjFBe3NOB3r+45Jv8yb2adPaUW3/3TpoKyqU0FjsGJoytx60u7jE1Kp02Spc0NeOTN/fj+2RNw4+qtls2S5lgE3zlzPDl59Mrugo2bYnZuiUVw88KpGF7hRzwtFQT8zfeZ1ynapi3tcbzZ5jy/T26M4iyX/p/cGMWtFzYNigKmvS+D7zy+0RJIp/U/+uZ+/OS8yaj9LGa9DOFD4ZN+Lz0WfBbfyyncgugMSKBLBTkxEw16jGP5P392+5C46BA+FFgGGB3x43A8e8y+RPh8WWiaZqHloLBm/Fo/L/ZD38ezYDkGOVmBolBe7g9OE+MGv8Di5OOqsL6tx6DXYEHmWqm6OMYsBkhOhTTVV+C9g31I2sQ7PTyDhmgAXUkJfek8ZBvntFNVlMecYxl4eA4hL4/2+EAQlWcBn8iTDGuRx2WnjEFd2IdVb+7D5kNxQuvCMpg3vgqLT2rAT57cjNd291g2E2Cqm2WA0ycOw51fn2EECCVZxa9f2IFtHe50UwAZr5qwB23dhWnuvM49b2fMG18TxN6uFLLyQO95lsHpE4fh6tOOw2u7u/C/z7+PZE6Gpge6zzt+OH7+JUIVed+6NuM6AyJSOrOhEqccV42GaACSrOL/rd+Hdw/0gtNFLrMmUVQOhFYyr6pQVDKGNHi/fk83EllSr9/DoTrowb6etOETIs9gSl0Ye7vTyOYVZPOKwR9PwTAkY3p8TRne70wipffDL7L4xpzRuPasCbhvXRvufHk3MpJCKGX0k9LZvAqeIyeom+rLsaU9QQRJFULf8sXpI4zvAHMw1yyGmsrlyeYTzyLsE4z7DbFUXViTcKEryMsDJwj8Hg715T7D3+jzS5sbjESerJ4xTsul/fDpTAHrdncjqdOMhX08Lpw1EnXlftCNKhospu1/ZvNhrNneCUXREPTylvrufHk3klkZqqpBUqwnHQSOzI+gh8yBpQ5c4nYRT4D8Hgl6eZw6vhphn4CnNh42+kRFRs19NJfrZAOnekvBHNg32+RTC3Ng3B4oV1XrfTSb3ClYHnc+dTdoeDzWADn9k/7d73KqnuOsQXF7sLwIK8c/GoN9L/3UBNGvuOIKrFq1Cn/9618xbtw44/NwOAyfj/zw/Na3voWnn34a999/P0KhEFasWAEAeO211wZVxyf9sr7tcAJn/ebVgs/vXTwDK3SOX3o036MvvF+601mMiT5nhhu1CM16Nh/Bd8KTK1pwzq3uR3PvXTwDteU+nO3QB4pnrm5FfzaPoEeAKDBgNQZZRS36zNNXtaI7mUNtuRd5hRxrmq+3o1Sb6fXVVzXjhW2dmDuO8GmlJQU8y+CNtm7MHhPBwt++Puiy7J/VhX3QoCGZU1Dm5SErGr569+tGJqx93EZHAjjntrW49cKmovU9fVUrAEBWVZx727qS7TLXFfYJiAREo69pSUHQy+O5LR34/MRqzL/FvbwnVzTjnFvXFbR9dDRQdJzs9nGz5zNXtzr6uf05+ueTK5qhacAFd6/Hn648CaoCnH1L4fPRoIib9UzQZFZGIpvHpkNxMAwwuS5s4ZieMbICS+5/y/L8yiUzUVUm4pxbiW3uXzITlUERR/tzlmcpJU2p+VSsf+b5XFXmKRhftzLomMyfUou2rpSlTWZ/O3tyLRLZPHiWwdpdXbj7lT34w2VzsKDI/H1yRbNB95GWFDy5ogUBkUNbVwpVZYTbcDDrBF13qE8+culsRxvSDQzqb254YNlMvLW395jWvtUrWsDpykJn/trd155Y3oyj/Tk0RAPoz+bRm8rjbRPVy8olMxHy8o513b9kJt471Ie546rBs6zhk6XX0WZ090vwihyy+jFIhmGQzSvwCxwUTQPHEi7doJfH05sOF4yvmfYq5OWRl1X0ZfLwChzO/M2rg2qDk81L+RdFsfKfWN4MhgG+etd6o62ySiif8grhKo8EPeAYwqkZCYjoSuXw5w3tljGm8/SKVe8aVFvD9A3hrmQOFX6x6PfRi98+BWOrg9jdmcSp//tyUVsc6MmgvtJn+H+ptblY/2m9gwGlhIln8vCLHDiWAccyiAQGx8U+hH89fJqD6J/F93IAOOUXa7DPIQBlBsuQ/yIBD6Afe+8rodUyhCEMBvaA6rFgMMFtGpg211fsEZZSw2BAYPSj4ER3qoc2hGWhZ10fezk8S6hPaEDdbg9KT1LmFUrqK9nbxzJAwOP8HMMAY6IBQokB4Lr5E3Hj6q3QAIOmggERPvzv1dtKnghgGeC3F51gZB0/t7kD33ronQ+1ecGC8D0PNrITDYj47/On4IdPbMHR/qxO68JA1chvsAeXnQgAWLzyTdfrNJP4kgfeMnjGDzho59Dh5xhCWaKoA2PIsYRHXlHdNzmqgh4IPOuoy2MRltWIf5nb+ZNzJxtj5eFZ7O1KGW0FSHtCXh59GRnRgIhomccYz3sWzywIuJr76+FZ7O1OA5qG0bp/yAohrhE41nK9rtyHQ32EI54y46gqaWs0aK3Xyb/M5YZ9ArqSOZ2nntjAaWzsMLfd7Lfm+jw8iz1HU45jUV/hM2xnt82Ojn7DV4CB+c2zQCTo0f2AAc8xRvu7kpKrzd3a6jQm/3TQNPcgeT4/MIk1jQTC7Vnk9L/Dhwuzz48V1dXWDHJzZnlVlXNWOMu6Z5ELwqc6SF4Kg30v/dTQufz2t78FAHzuc5+zfH7fffdhyZIlAIBf/epXYFkWCxcuRC6XwxlnnIE77rjjE27p4GEXFqUBjYDIO3Ll3nHR9KLlCTxr7K66IRoUURPy4t7FM+AX+QJeYXNbBJbBvYtnEAXrMi8EjsHheBYCx2LToT7UV/jQZxI7ceLkZQBkJBXZfA6VARE8y6C/yEuLX+TIl2GZBz2pPIIeDhzHwC9yjiKa9jprwl78+YqTkJFU3PXyHuQVzcJ7Pm1EuSHi5i8hrOcmfHc0lYOqaAj7BaiahrQkO/LGU5s+euls3LZoOniWceWYX7m2DSmdhy7gIXzof91wCD86d5LBNV/mJYKyYd8Avy/1kTsumo6srKA2NJDJqGoaZFVDf6b44pmVVDy5osXCTb1ybRvuXVxc2JDah/apqszjyLvdX0JUzy4m2N6XxchKPx5cNgvxVB7+EvZI5fLI5NWCjSevwGHjwT4IHIPKoGi0beNBoi5eG/aAAUMEV3MKAh4OkqwaPM9ObSzWfjdIimoJLgocawhCUltJinMZdB04pbEKDAOU+0WcPnEYjq8vR23Ia3DYpXIyKvwCeJbB0xsPA4DhT2440JOxcqrnZLAMEc/J5tVBizxKimpZc8xK8izDoKm+HHcsmm5oNuTyqsH37zRfUrljX/v29aRRE/KW/FGS0zO7OhIZSHkyh8+cVIOWsVGEfDx8AoesrOLBZbOg6fNHZFkEfTxEjkVjdRm6kpKhSzAY+/Sm87j+r5tx75KZyHkUw3dVTUM8lTfsInAMDvSki/Lc/+Gy2YbQUblPgMaQzSBfES55oFDU1F5+89gornjoXcd7/CKHyoDo+l2gahqSGbmAl948Fyv9AjweHqoGHElkoQKYP7kWYID+rIyAni0jqapRjl/kcOfXTkAy9//ZO+/4OKpz/X+nbFfXqrnIli2BO8jYxkaSiWkGDISENEMSF0IJMSHJLzekAKHdJCS5KUAIJGAguZQkkAI4lBBziW06GIwrLnKVZFl1pe07M78/Zmc0uzu7K5tmEj2fjxO0c+ac97yn7Ow773meBFc88EbeOWDsM/lEPPf1hM36DHvzfa9UFrps9Q+iCT2D6GAgYr7IK/I4KHDp/Ir94VRudePfCEbw74B/x+dygPa+SN4yeuargMsh0heKD0vgfQQjGA6swbsjufe9hhFAhyFO6fcDBuWHiJ5RHz/CNTWclxA6X/xhUtEk17z1PusLCE3Tn38NYcQtHQFbQcy39veZ/OZWYcr0OjWNFAHJLR2Bd539r5n/MzyE4gpbOgKZwotJ4UiDciPXdUM80vCFEdS1tQ09YC4KAgqauRZ0sU2BhCXD1up7VdOfiyNZTm+IQjIoz9D8stppHSvrbycNPbtaUTF56Q2RTmM8jT5aYe2vkZ2vMTQ/9vWGQAN/Wer1aGLo95SAgCQJxFTVtl27+WWt1xRINQLVsv3YpCNdnNSuvWwc/CT7UJEUAE5vwyriKYkCSjKKrtP4iGZMaWyZ17Q/l8+z2Zqtb0cdDCHP9CB5upBnLKYHw+0oV/btg4GBd2eH220v4FlbC6NH69fTYQTJs2WTf4SD5O8Vjpog+nC+7NxuN7/61a/41a9+9QFY9O5RbBGOs/K9No4tsS2fT0BSEgTGlHroDNh/QRkUGDc/sSkvr/Ctixv571WbbWkZvvXIW/zqwpnc9MRmvnXWpAz703m8lzSNH6IGqPdzw8enmkFxK7K121LvN+1LFwfNxvl8/blTuf3CRv73pSHec4Nm4AfJ+ocrgJf+mSwKhBKqWedfr2hK4etO9+lgVBeNe+iSE3NyVAejCTNb+qxpVfzu4jlc89dMHvObzp/Gzs6B1DFzSFQVurkujX6nqb6cc6bX5OxnTFH59G1DmbeGPYV5hAddsphzDAz7CvOI6lnFBL1OibpyHzelzdFTJlXwu4vncO1fN2ZQX9x8/nQ6B8I5eeStwq0t9X5WnDKR9v5IBs2Mda5Z52eutZdvXY4p9fC/L+0xKXh+YLOuFk6tyllHIBLny//7hln+++dOpTcY5dbVmfQ9v/niLDr6Qin7y3DsLnDJfPrOF7l1cSNxRc0r8mjtX/dAzJwLP3tmW07Nhse+knu95BKczNWXWELJK5YZiMS5d10rN58/jT3dIVOfwDqP09fbtedM5ZanUumQHvjSicO2zSEKWefutedM5et3v0TXYEynXjpniu3eaGAgkuAzd73EqZMquOacKWad+faydFHT4V7PNqbGd8GKB9/ghHGlXGexO31PMP5+8GWdW9/QQLDz9Y0fn4bXqdty6+LG5NHp4c1DY5/JJ+JpV99wv1cMDYC71+5K6dtNq7Zk9MWqG3E4/OkjGMFHBf+Oz+UANSXuvJnoCQ1ENPqTnNPvV2BxBP+ZONLZNJy4cHqY8XDa0jNd3yckK1bREx6OtB0lmYVurTMdRsb04SCh6kKuUYt4cHr1/aEYvUFdgP2R1/fTH4oSiSeoLHInk0b0ZK7H32qzFX611ikImAKSK9e28uzmg4dlrx0O16dOSSSh6Fzig0DMFNxMFV7MJcy4rWOA/b0hNE3jYCCSkoRih4SigaCZLwxUTf+dmm58el/6wvGsz3+KqoEAgqbPr1hcRUyKvDokgYP9EeKKQtdglAKXbL44EoC4onPiB5PBbkOksz8cRxIFXt/Tw+t7eqkqcpk0IKNKPIgidAQieJLCm6AHjvvDcbwOGQ3NFME1Xqro2eJJQVxNQ00kA/8WcVCrsKokChzoDeFOtuEQRRRVpWswir/AZQqFakA8kdrn/b1htnXowVeDLqhzIMoLOw4RjiXo6FepLvZkCLnmO73hksWs4qBWEc/UhCs9+J5N4DW977GEynNbO4kl15RRvmswioZGLPkCzo4r/d3wpx8RhiPkqWm6SGd6cHzvXv3v9vZUipYjQXX1UHB89OihrPKxY6G8PDObXBTtA+TGZ1Lu35UjeBd0LmvWrOGuu+5i586dPPLII4wePZrf//731NXV0dzc/F7b+Z7ggz42ur83xHeSnOhWvtds3K9WbvB0GNy0o4rdCMl3muk80vcsmZWVi9jKF5yPC3t5khfLCN7cu641J796On92S72fs6dX852/bMzoXy7O2+OTnO/D4SI2OJSPy8FdfDic38Zn50yvobLIbfox35gsSvJF3756R07/G9zkBmXAcMquXNdqcjNfeUo9t6/eYWtHLj7pbFzmzfXlfOvMSdzy1Nac/gFy+vCc6TXUVfiSgn35OdFHFbttOa3zzY3vnzeV69PEbdPbsPYxF4+5nU9yjXMuHu7hct0Pl8t7qF6di/y7aWvIuHbzJ6bzwo6ujD3AWua4NE77ZU11rN/XlzIWBif6W3t7s9pmrImDgUhWHQbrfMm1Xs6ZXsOB5Hqx4oefmMbfN3bY8lyn2zBcTvSzp9eYe9Bw9p5s82E4++Vw1326XdnsP5y9zLpfHK6Nw90jrXZnsy1d+yDbvDw7OQfs5mG2+6zc5P2hGFc+tD6riGdjbSlv7u1NGdPhfP8a9lnX3eF8hxwOf/oIRmDgaKZz+SBwtHGij2AEIzj6YMRlh/Muq8QzxLVtFV59v1HidfC1UxvQgP9+YjOJNFutVDyiAAunVPHrL8zizF88z9Y8POjvF2QRSr0uBiIxoomhFyhuWeDbZ01maZJ72spzDTqf+ddOO8YUq+wJxlKSQ97NixhHUjQ12zVJFIglM7rztaOLd4opGeCyKJgvYtLvl0UocDtwiDp/eySWMP0ioPONX3XaMQAp/nBKAm6njEMUTdFR0zehGKEkb78g6EHouKKavPWiAMdUFRCMKibvt3H/LU9uMXnsjVOqkijo5WQRhyQQSajmSykBnc/esMXgYo8nVMJJLvkUf4oC1cVuLm6uY2ky9vPLZ98hYBGYtcLjEClwOUwblx4GJ3qZz5nil2yc6Nn+7gnGiCSD6mVepy2XOml1Hyl/egayCXnGYkPB71gMDhzITrsSDL47G7ze1Cxya2b56NE6d7kVgpCbbmUkSJ4Vw30uPaJc/EcffZSFCxfi8XhYv3490aieGd3f388PfvCDI7P43xCD0QTLmutoqffrwg/JH+Ir17ayrKmOpvrylPKb2/q59pyptNT7Uz43sgJXrm3l5lVbmDOhlDl1ZaxYUJ9SR2WRy/bHPsC6Hd1mBvy8CeU5y1UWucwg2NWPbuDac6bmvceaXb9mRxeNtaU0p/UvVx1rd3Qzb0J5im+sPktHZZGbNcl2jTLp5bP5uaXez5ULGsyj+6D7+MpTGqgu9iAJQkqddgFBo9/TxxSb9QiW++z6Z82KyDVWa5NjsC7pkysXNFDgcmS146ZVW7jh49My/N1S72dpct7YtdEbjHPlKQ0Z863ZMt9yjcG6Hd1MG1PMigfX6/O2wX7ebm7rN///uDEltgHQXO2s3dFNQtGGPf8AqorcWf1lzDUrtrYFuPn86bZrr6bYw7Jmm3nU4OfG86dy86oteftw86otXHdu7rVtxZod3VQV2RyvSl4LxRRuWrXFdn431Zdz7blTzTqb68u57typXP3oBtPGlWtbqSn2sGJBvbnv2NWzrKmOm1ZtweuUmD6mOO8Y5FsvhjBwejvVxR5u/Lj9HDLWpSAI3LxqS05bjT6v2dFNpcV/+eZX+vxZubaVpU363m3sI9nGLt+6rywaerBZs6Ob42tLbfckq/3D3cvmN/j5wSem8+c39tteN9by1Y9uYFlT3WHtydZ1tSa51tO/y6y2pv+/Hdbs6KZxXCknJdtNn4fZ+njLBTPM4HSx18mPLpjB/Bz7zXXnTmWLZZ6tXNuq73UNmfan21c1zHmTvu/8a3sXXYMx27IjGMEIjh7M++GzWa85JUHPFuTIKTdGMIL3Ak5piDf53eCjdOi+0DUU2BEF3XYBKHY7+NTMMVnXpIAuXFrikbnlguP4+unH4nbI+AuclPscQ9zXQhp/9nsITdOoKfZw5/M7M04DiAKUeh0snj2WL8yt5dcXncCvvzCLlWtb31UA3SHBhHLvEe9XCVVPSI2r+v3+AiclHpkSr4t5E4eesZY11fGHS+dxw3nTuOG8qfzhspOYN1F/Po4pKjFFNffN4QTQs9kqJrnsRUHvW8o9gp5x/q2Fk/j1RSdw1WkNXD5/AiUemUKXZPL5G2VB5+TWs5110VUhSWlZ6nEwptQzNC9I0vlo+qn/z84eiyRAzHIyQwMCkQS3r97OXc/vosAlU+f3UeZzUuJ1ccsnZ/DjT83g7iWzWdqkB2+vWTQFj0OissjFhAofpT4nXqdMscdBsUemushFRaGLYFThmkVTzPvnTfRz5/M7iat60F9Mth9LqFQXufH7nDhlEUnUxa8nVPgo8cgUuCQKXDrlYJFHZiCqEAjFiSRU26C4omksaxoKhp800Y/bIVPmczKxwkdVkYsil8w5M6q56/Mn8NevNKf00Q7WuXLjx6dy5+dP4PYLZ6b45e4ls8167vzCLPPvaxZNYVNbAA09TqIBm9oCLGuqw+OU8PucjC/3EVNU/rFFz1Q3yt31/C7ufH5nyr0r17aa2fh5EY9DKKRnjB86BG1tsGcPbN8Ou3bpWeObN8Nzz8FDD8HPfw5XXw1f+AJ87GMwYwaceSZccgnceCOsXAn/+Ads3Tq8ALogwKhRMGcOXHABfO1r8D//A3/8I7zwArzxBjz2GPzqV/Dtb8PnPw+nnw7Tpumc5n4/1NToGegTJ0JDA4wfrwfYKyuhrAwKC3XqlpEA+nuCI6Jzufnmm7nzzjv54he/yMMPP2x+3tTUxM033/yeGfdRR38ozooH13Pp/Akp1BmhmMJXk/zOy5vqiCZUxpV5eXJTBxfd/RK//eIsljaNTxFks9JPtPdHEIDX9vRy9ZmTzDpDaQrl6Sh0yzx+ZRO9wdxHdaz8ul2DMS66+yVuX5ybrzadL7JrMMr3z5tKPKExGIkzkHa0xw6KpnHb4kYSqsbVZ04y+Y1ztWdtN92GdD8XuGSCMYUN+/t4fW8Pv1s+B1XTVd5Bfzu8/L5X+emnj8taZzr294bNcYnEc/vfej0bh3H6dacsUuSW2dWVfQMOxRS6B6Ncd+5UEqrGYFj3d5nPyUV3v5yVOsLjFHlzXy/Lm8fz7bMmsacneWRM05BFkbu+cAIuOfdGu783TNdgjNbuIN89azLtTRFkScDvc6GhIQrwrYWTSKgqXzvtGHpC9kGmfH5O1xfId3+++pyyaHKlF7hkOgciPLOlne+ePZm2/nDK2vvKgzrNyvLmOq4+cxKRuIIoCHicEjs6g6Z/c7UZiikcHIhwwvhSc22PKfXwzOaDGdQyw+lDIBy33UcMmwfCce5dOpsijwO3LPLpu16kazBm1hmKKXzlwTe47OQJfO20YwhE4jTWlmbUY9jmkEQisdw+HQ5n7O7uEFNGFXPRieMyfPzwJSdy++JGOgeipjCjzykTU1U+fvs6fvrp4wjFFFq7gzTWlvLdsyazpydku0em25PPtmx7x5+/fJLO6x2O871FkznQF87wj3W/sEP6Wt/THcrwdfpazbeXFbp1oWF/gc7BfdVpx9DWG+abZxzLt88S6A3F0TSNUq8TSYRfXTiTArfEt86cxJeSGUPjyr105wn6Wu3Y3xvmhPGlGTRQ6Xtx/rWcMPfc9HkoCrq4kX4tQYlnqI9WjCrxcNvixhQRT/0IssZ3zpqMLAr84JMzGIwkGIjEKXQ78Bc4uX1xI+905v7B+m7mTT59iBGMYAQfPrJx9oIedBEADkOcbwQjeD9Q7HEyGEuQyPPslQvGXH7/OFrytz/cpgXA49R/p6nJYKYk61m0ChrRLNpCoMef/IUuwjEVpyzS1hdGUTWqitwMRhPJZyI9IGlQabzXiCVUtnQECFueQ639jysaZ0ytZsGkSvP6W/v73lWbsiQyfWwJrT0hZEEPhh8uInHFnCcFLhmfS7blnT62ujDl7+e2dhKJq3icOi+3nMwgF4aRIS4K2UVlpSQ9icchE1eGThLIgk6zFYjEWT6tjoXTqnluayePvnGAIo9IMBa2lNU5142wg8EXbvCw+9wyoiWxTRJ1fvJ4QiWuqmZfDFjHUf9NpJm83m6HRGcgilMWU8YW9N+aAgL+ApdZ1uA1N+5XNS3j/ue2dhKO6eMiiwJqMqAP+ksAf6GLfb0hFFWj2uPW6y6V2NcTIqaoVHncKVzs2UgnNC1VZ8i6bsy+qVEumDnWtG04FCnpcyXfdeNvY06lc6AHInHdj4VDXPDpXOrpfPEZ/OnZhDwNfnJNg2hUzyA3/lkzyfft04Ps7wY+X6qAp/XfqFHgtPzWEYTM7HHr3/JRw8j9H4sjGoFt27Yxf/78jM+Li4vp6+t7tzb926AoyVmcUDU8ztRgZLqg3ONXNpt/9wRj5vF/0N8M37a40RRcLPHqb9V//o/t/Pwf281yT1yZm0bH59K/NLzO3IHRgrQgSddgjGAs95G4dD7baELl9J/9K9m3Jj7zm5fy8vrGEyoX3/+aKfp29vQaWyFLa3vZeG8NWP18z5JZKX41PvvMXfpnT17VwgNfOhGHKOIvcPK5ObWMLcvNceuUcrdvhfX6cDmMA0l+MGs7dnA7ZR57q42Va1u5bXEjF9//GvcsmZU1gA4wGFX4zb9aueWCGQiiYCs8mG3MjDEaU+rhjotmMrrEg1MWqSp0omoCkXiCz9/zCpfOn8AZU6roCcYp8zkp99lTHeTzXdEw+L+tYoEVha6c5QPhOIFwPGM+rFxalPGZgdtX76BxbAlVRW6e2tTBwqlVVFmyjPP1IRpX+cWzQ+v1niWzMmhNDHidEmNKPRkCpcYaMPxhJ1AMcPa0GhRVw+sQiSgqXYM6p3lVkStDVLFrMEaRW86ox1pO08jLR56v/wCjS9yMLvEQTSgcGoymnM7wOGW6BmMMRhOU+pymWOP2gwOEYro4J+gPlLev3sHCqVVZxTLT7TmctWnAWDsOUeTTd71ku38Mp+70tT6qxI1TFlPG85HL53Hb4kZzrItsfG0d6398fT4TKwsAnaNT1TTcDknnotQEVEVDSgotCYL+kKlpAoqqIiCwuT3AhAof8Rw/StP75pIlfvHsdqaPLrYtM1xu8yKPfszU2q/077J/fuNkRlUU0B2McXAgSnsgQiiaoNjrtBXx7A/F6BqMEYgkKPI4KEuWqbI5hVeWh27l3cybfPoQIxjBCD58VBS6aO+3D6S7JIGo5fj8SBx9BEeKdzt/VFXD65CJxmPvSnBSsFO3fB+RIsZ5mPc6Ld+pGpBIPqN4HXIK13g6DM5lK0+zwaVs/Z7Wn4nen1R0r1NicnURHqdkCjNaTbVyjBs4bkwJf3uz7cjbTPrliQ3tKEc4xm6HxGAyCc/g9Lbju07HqBIPbodo8nInktzi72amCejBdVEQMrLVjc8NHvl0G4yANBYbjFMHBpe78Vk0oVLgkk1+cg1N52pH92mucfQ6JRySZPJ05/KXYZ+1rJUvPdv9o0o8eJwSwZiComkpmhyyDe+6UY+Vc9wlixb+ffs9IJs/h9O39wPZ2rfytWfjUvc6ZFAVQgNBypwCocEwNUqC2lAP7BocCpR3dekB8r17M2lXDr5LXQJR1LPBDaoVI1hu0K6UlKRyk2cT7RwJkn8kcEQjVF1dzY4dOxg/fnzK52vXrmXChAnvhV3/Fihyy6xcMpvbntODA0319kfnW+rL8TkkmuvLWbujm/X7+syyhljojU+k8kH/8BPTaGnwmxzCXqeESxbNOtLRVF/Okxs7uH31Dv3eej9rdthzyrodmfVYbbK7Z/2+Pkt//Lx9YOgofTCaoDlZpqW+PCuf8fp9fcMSsgzFFA4GIrQk7zHsevtAf9Z+pduUbndTfTnr9/ZSWeTmL2/s5+FL5/H9xzaa14bT7/X7+nL631q2MxDNWra5vpzOQJSWBr8pItsZiOS04+lNHazf28utixt5+0C/2V62e5rry6kqdPHgJXO54fFNNCYpJtLL2vUpu8hsOUua6njw5T3818JjuW/ZHG775zspgeMfZJl7uXynU1BoOefsxrb+FJtWnFKf01+6X1MfKLxOCX+BM2c7nYEItWVeUzjT2k4+f1vHP1efvU6JlUtm8ZOnttoKBD/08h4KnFLOufb3je1JLv0Gij0yZ02r4jOzailwSeaeZB27H18wPWM/SR/jFafUD2t+5/K7BtzyVKpIY1N9OSuXzubtA/18449vmZ/Pb/Bz8/nTeHNfH6dMqsBf4DT9aIxhNnta6svptGQbHu7YGJ/3heOMLfUwv8GftY58c9cqBN1UX84zmw9y++od5ng+/PJe3jk4kMJ/n22dGHW8tqdXF0cCrn5kQ0q5pvpyViyop7zAxY+eTBVMNShPtrT187lZY+kciA5rf2uuL8df4MTrlDL8YPyd/v/ZfF3glCl0yynzzYqWBj9uh8j/+9NbfG5ObYZAabqIZ1tfmKsf3ZBSVy6hT3+Bk/kNfltO9fkN/mHPm/Q9fX6DH3/BCB/6CEZwtOPF75yWlRNdlkUkSUQSIK5qhKLKSCB9BEeEdzNvRAFCcYW6ch8OEToGDp8qzCHqQbJsGbXvBwQBJlcV0BGI0hMa/sksnb5DoGswilsWdfHRhC426ZRFTj7Gz/aDA5R5HXQH4xl9kEQBAYFzZtSYIootDX5Wbz1ENJ7ALYtEFSMYqZk0OcM4QDksOCWBhVOrATimsoDewRgxS9DSKQmcUFuScs/TGzto7QpS5pXpCaUmqqWPkyzqAWLryxRZgFKfg1dbuxlX5qG16/CzZJ2yQDim4HWIKBoc6A3jlEU+P3dcSqZwNrFGw8dOSSSsKvpLEE0PWqdzwsuiPpYJdShgnd5nh6wnjZ0+uZJNbQFCcSVl/s6bUMbCadXm38dWF7K8WadCdMkiSlwxTxoUuZPc+K09SX5ujQKnTFN9OZvaAgTCCXwumXA0Yc6DQrfM5SdPYOG0atr6w/zy2XdSePWL3DJXntJgUoW09YWRRIHPzBqbkXlt+GzexHJWb+0kGEkgigLTRxfjcoi8vqeXYCSB0yFyaloG+7HVhVx+8kSTnxz0pD2XLNITjJltVhS6WLm2lc5AFLdD5MsnT+RgIMKfXt9PIBzHJQtIooSqahmc6IIAx48tZrzfl+HPu57fxb7eEF6H7o9sfYsl9JMfuUQ8D0fo0zqeRp8ubq4zx2Pl2la6+kIUiBpzx/vYsb8HJdBDlahyYWM1KPDYS3so6elkzGAXZxTFmfjLx4eC5fv3Qzi3qHheFBRkBseNv2tq9AC4gXyZ5O/TC70RfDA4oiD6JZdcwlVXXcXKlSsRBIG2tjZefPFFvvnNb3Lttde+1zZ+pPGr57brAba9fdy6uBEgI4D0zYWT+J9ntrK0aUhw4dbFjYjA0qa6jAA66DzYj1w+D03bwtod3SxvruOHT24x60hvY1lTHV99aL15r55hrGUE6b61cBI/e2ZbRj0r17Zyz5JZiIKQEqxori9nqaXupvpyrlhQzyu7u83rsbjGdedO5ZYnt7CsuQ4QUoI+1jqWN9dlBE2sPlveXMf6vb06j+4pDfx2zS5TNEIQ4IoFE1HRMvpvtSndJ9b/bqwtYXlTHd9/bGPOcWtp8HPFx+q5+P5Xzc82t/Vz0/nTuPavG1MCai0Nfr6yoJ7l9w2VfeT1fdx8/nSu+evbKWUN/upfPvsO1583le6BCPe/sJurTj/W/KLLNrZG5uycujKWNdXx0Mt7TN+k37O0qY5gLM4vn9yRs59b2wJcf940bnhsozlXso3Rmh3dqJAUCOyzFYC8Ocvc25LFd4Y/Lr7vVX78qRkZ9xnj8HJrd4pNxhqy6/uKBQ0kFJWqYndK8HN5cx2/ePYdLm6pA4GUeW7cV13k4uZVm23bydZmc305N58/nRuf2JTii63tum+NuWbgmkWT+dVzmUKt63Z0IwDfOnMSP3xyC99cOAmNrRlt/dfCSSz+7UvmfFg0vYZvnHEsr7b24HNJ5p5kRXsgwhUfm4iq6WvHboyt/UsfI+seYLdPGHvLL559x3Ztiwgsbx6f8vm/tnfx3b+8zazxZXzttGP4xbPvsLSpjoeT8/qR1/dxw8en8f2/Zc6Za8+dSn8oZr60M2wX0mxvqi/n+vOm8qO/b0lp25h3F/72JRrHlvCDT0znhsc32a6nzW39Odfyhb99yWzLug8b4/m9s6dwwZ0vpLR/86otrFw623YemnWcM4W/b2jPCLQbtp0zvYYpo4pTguim1kNtKTc8vonrz53KcWOK+cHft2T4xWjHeDn2i2ffMR9urWNs+NbYb/SXaJMQ2JpR59KmOm54fBM3f2I6X1lQb843a5nvnDWJ7/9tE5NGFdnuM//a3sW3H93Abcm5mB5ATy+TTgVjcKp/+9ENKYF0g3vd+O9/WfqWPm/S53w6b/sIRjCCjyg0/SXyJxtHM6eunCc3tvOn1/anBLQEctMRjODfG16HyLhyL3t7wkTiyhHNg3zBbFWDcFxlsw2fr1MUKPRI9IUSOdvWqT2GCogCnDlVD0a9ua/f9h4RkMQjowUR0RMxt3QMpvTN4HO2fuaUBEaVuDk0ECWa0EUW9RMgeqkyr0wkPkQR94fX9qe05ZZFxOSLLiMgOxiN89Cr+/jdS3tM4cUCt4zLIXBo0NIhTacFMQL3AhqSIOJyiJwxtZrKQjertx5k56FB4oqW9xSAJOgn9f72VhsPvrLPtkw0ofHUpoO8sLObq047hpd3dfPM5oNZ607/OGEpOLbUTTCq0BOKs6MzyI7OTLpPq4ipAYcEHlnPXj62upCJFQU8/04XoViCqKISS0a9IwmVletaqSh0sSwpNpku1ghDAo6iCJOqC9ndHaIvHMN6wNHwsYiAIOp+klQNCQVJ1H1+Yp2ug/Nyaw9xRUVD48QJ5Xz99GNp6wvz8Kt7eXFnN2g6HeK961pTxCKXNdVx0kQ/97/QytObOogmVGRRYPGcWq4+azK3PLmFh17ZS1zR8Loks+77X2jl8bfaUtaQpg1xoC9rqqMzEOHhV/eZ1Iufmz3W5ALvTAarFUXj8bfaTH8Bps96QjEicRWnJKCoEFNU/u+dQ8nxEPSXClGNf2zuZM32rhQhTKNfv3x2Gy/u7NHngaYRSyg4JYnH32pjebPOL24EqV/Y2cUTG9oJRvQxNU5pnzqpkpOPqaRzIMrmtj62dwZp7QqytyfMl+5/NUOAU0Pn5NHQMuai2bc0oU87EU+7uZNP6HNZUx0njSuhoyvAKJ9MQ6kL2ttZNlbi5PlldPaGqIkPMC54gE51B7H9eyjuPkjhM+2wbx8XHDqUs/68kCSdWsUIkBvBciOzvLh4KPg9EiT/j4agZSNKygFN0/jBD37AD3/4Q0JJfiCXy8U3v/lNbrrppvfcyPcKw1Vbfa+wpT3AWb9cY/6dTqNQ5/ex6u12ZtWWsvS+V1OuJ1SNiRU+YorG2ZY6rLhv6Wxe29tr0lecd/u6lDp8LplgNMH6fX0pVCiGLY+taCIUUwjHFHwuCYekc0yd9cu1Gba6ZJGNbf2cO2MUoZjCYDRBKKagaTptQCiumDzBK9e28qfL5yEKAqvebmfl2la8TolbLphBdbELWRRRVP2Bx+OUcDskBsJxDg5EGVPq4dzb1mX16ZNXtYAGKiqHAjE2tfdz6uSq5GYPF/z6hQy7DZse+fJJBCMJCt0yMUWlvT+CLAoZ/nn8yqYUG9J9MbbMg6AJ/HPbQaaNKk5p52/rD3D9eVOpKfHQH4pT4nXw9KYOvE6ReRP9hGMqPqeEyyFysC9CTYmHcEIhGE1Q6HbgkkUC4RiyKCHLAp+84wUevnQu/cE41aVuJEFX5d7dHUzpm3VsH1vRRM9gDCXJbV7kkXE5JLoGoyQUzaSR+MNlc3P2s87vwyWLSICCTrvQE4rhL3BlnZMwRAGTjRbF65R4+NK5HBqI4nPJ5jxyJ99mhxMqA+E4XpdMZyDC1Y9uMOlI/raiiUhcoTcUJ6FoVBW6ODQQpbLYnWGTtT9Fbgdup57hEFdUDvRF8MoSxT4HgiAQiiYo9Dg4+5dr8DolvrJgIvOPqUgZL4coEIwpnH3r2qztFLp1wRhF1SljfG6dK88tiby4uyfFtwZX+efm1KbM12KPg0/d+WJW/65cOpvl972asv6tc9DYT6zjUVnkpjMQobLIZbu+7lkyiyuTL7Gs+4nd2C1vrmPh1KqkkrxCuc+JQxYJhHXuaZ9DQkhmUQUiCQLhuK1d6Uhfd1bbBEFgeXKPfPjSufQMxij2OvC4JA70hE2qq4Kkv69+dAOhmMLfVjQRjauEY/oaUzT9KG/Esl89/Mpe/nDpPKKKymAkgdcpcdAy7wBW/7+TKfc56QhECMUUZEkw5+Abe3uZN76MiKJa7JDRNI3+YJyBWIKxZR6e3nQwY61ax9PO16uubGZXVzBjLwvFlKz0Mla/gf06NO5d/f9ORtU0/vpmG41jS4gpKhUFLpyyaO6PFYUuPvcb/aXMqq8209EfYWNbP6ccW0XnQIRoQsXrkFL2G7dTYtWGdtt9OBRTeOqqFj6ZZa825km+/v3zGycDcOrPns9ZxqC9SYdBAWPlTE+nhxmIxCnyOPC55BR+9QK3/t1qzHk73vYRjGA4+KCfS482fBj9P/knq9nTbZ+NVuyRKXTrlInXLJrC1Y++lZKJOIL/bMjiUHCy1OMgEE2QULUPlD9fAAsNxeHB65AIx3OfrrALwOa16TAZY4w+lHod9IXza2bZocAlE4kn0DS9LqMKUyxS1OlL+7OsXxFQ0ftb5/fptCTo6/7mVZuJJVS6BqM5X1RIgkVHgdzjIYsCGrp4aiCcyBAfHS6O9DSBCNRV6P2MKzq1n5xU49zfm7kflvuc/OAT07l51WY0MOk1EooeWnVI+u+VrsEoXYMxfMl+paO6SP+dhiBQU+ymvS8MgsD4cm+GLUYbAnD3ktkAfOn+V1PaN66lZ8rblTPG0u7z6x7byKGBaMpcFwWd7ut3y0/M2fZwrsUSKt3BqL4ukvSK6RAE/bSI4Yv0vln75ZJFdncFU3xnLW+UjSkqPcEYqqohCFDu05/p08sdbr8Op41cY2KWseMnN/4OBlNpVtI5yqPZdU2GhaKiVD5ya2Z5Tc0QlYosZ6dcGQmS/9tiuM+lh52JrigK69at4ytf+Qr/9V//xY4dOxgcHGTKlCkUFNj/WP1PRboYYjp/8R8vncvtq3dwx0Uzba/fcdFMSnP8MA/Fh8rb1XHHRTOzcgaHYgrvHBzMuP7QJXNtbTEwZ3w5vUlxyFx8xHu69ZcrRh2hmGIGRB66ZC6Lk9mZ6TD6kQ2tXcGMdmfWlpk2ZbMb0L98gEOD0Zy2pwsB2o0LkMLha8XF979m+v6hS+Za6Ey2ZZS1lrO+cDHGPhRT2N8bNu012s5lv7V8ejuH009jnKxjcsUDb+Qdo3xifNY+pduVb85uT5uzRnk7m6z9eeiSuTlfztxx0Uy6g0Nz6CdPv8NPnn4no0w2u6xr7jN3Zc7tOy6aaTuHugZjGfM1n38NgVrr+s91fzShB4f1/7fnyI8m1Ix+2MEoM6VG/1IxxiJ9TVvnTvrczYZctlnbT18PudaCMV8eumRuzgB+dzDGZ+7K/uIiEI4zoaKAXV1BPnHHCxnXp+SxI338rcgmSByKKRwajGUNJB+u6KXdtUBYPxadzTbQbTcC/8Ho0D7eUFmYtc+5+gsQiCSy7tXGPMnXv4FI5pFuuzLZYOVUH841O371EYxgBB89tPdFsl6LxBXGlHrpDER1kcAjSckdwb8thGQIU9P0IK2m6cHJ7OpD7z10ocChwO3hIJLIT090RPzraffkC/Rqyf/R9Vqyl8xVj6KqgIAsYVJ+6AFLPctXUXMH9kUR1OTyTqiaKUS4pSMwJJiZow+2fcoBY7zCcdUMoB+u8Gp6Rv/hQkn2c1+P/ht9bJk3RWg5RUAznjB9YRV6TBdwNEQesxlm7KECuviq8d8JG1vSBSEBW6HJdNHTtr6wbTk7+829PYsAbDim5G17ONc8TpH0+ZkO4wWQdf5Z+2btVzDJz271nbW8UdYq9Kqo4HKIhGNqRrnD7dfhtAHQ1hsiEY5S45NwhqMUJ+L09Yfo2bQN+guhs3OIl9waLN+3T+ctfzeQ5cxscmtWeXGxXk6SsmeSOxwjQfIR5MRhB9ElSeKMM85gy5YtlJSUMGXKlPfDrn8L5BNDLPQ4WLl0doqIXLo4Yq71m08AbbiiaNY2i/PYXOTW+WwjccW8b1ZtKcVeB7Ik0huMoagatWVe4qr9jw87UU2jrnxCnnY2y6LAhAofTlE0hRh9TpmEqppZp26HxOgSN539UWI2dhn1zawtRZYEnriymbiiEggneHVPT0oGaWWhC5dDNEVPt7T3M7WmmIoiJyIiCDAYTfDnK06ixOPgri+cgENKFRK09veuL5xAVZGLRy6fx6HBKC5ZorLQic8ps3LpbApcMk9c2YwgJBXEk9kV2URDKwtdGX6oLnLz8CVzKfY6zCNabllKqcdf4OSWC2akCNg+/18fI64qiIgEYwnuuGgmY8u8OcdoTKknp3CPVTTT6KPhm2xz1vBXbZmX3y2fQ5nPSULVRRgfW9GEQGYmvVWMs8gj8+iXT2LN9kP85l+7zD4b94wr9+CWJR65fB4JRcPnkhAFgc6BCBr6HKrz+3BIYk7fZ7M//fMxpZ4UZXirLcNdA/naMuqr8/sYjCTMNWK139qmVcTXEPFMh7V8OKbw5y+fhFMWcEgij1/ZTF8oRqlX587+02VzKbAILabbNbO2FFkUKPM5iSsqXqfE019rYU9PKCk8qel7IPoJgL9ccRK9oRjVRW5WfbU5RUTIzkbjNM7KpbOpLHTlHLcij8xfrjjJ3MM0TSOhDp2ycTsl9nUH8TgkW7HjIxEuzXbNar8AKevDulaHO0/S64wmVGrLvHzttAbKvE5CCcVcU3Z7nlW0t9At8+vPz6Sy0E2xR866t40p9XDf0tkZ3wuvJ8sVumVWnFJve0LKbm94+JW9KSc23A6JUq8zRUjLbv3negmdjiFxUj373BAwPVpwtNs3ghF8VFBT4s6aie52SCliZp6kaN0IRgCY5AaCgJmF+UHT+lgz0Q8Xbvn9yURPjwYPJ6CsZ49rOYVPc9UjiSJxJUFCGbJZEJJBRkVDFIWcv6GtPwUNsUariGE0rh7Wi4rhvDjQAI9DJJ7QA+lHEqR/N7z2hnCoVYAyXczVgCGwmU8Y0xB5zOYsj0NkMKLXbbSlMeRzqy12YpbDEbocriBlyt4+DAHYXG3nuxaN6yOcULILewpCqi/sBEbTBXKzlbcVehUgGldtyx1Jv9LbUBIKTlVBHFSoEBTGxgdgfwxiMcbvb2N+6+tU9B9ibLCHkq52KvsPMfWPAWhv0zPO3w1KSoayyI1gufH/1dV6QFyS7DPJjc/E3L/dRjCCXDgiTvRp06axa9cu6upy8xr9p6PQLecUuvQ6RZbf96opIvd6UhjSKo7YXF+eVbSuMxAxxdnsBNByiaK11JdzMBDJEBC8Z8ms3OKkm3Rx0p9cMJ2VS2bzmzU7OX5sCT99ZlsqZ3h9Of9v4SROnVTBP7em8lMdGkgVBLTaYLSTS8gt3Wbj7/vXtbJmR3fK9XSbbvz4NJ7c1J7SRi4x02VNdWxOilZ+9aH1nFBbmiEC2NLgZ9a4Ug4GotyzttWWs3zFg2/QWFvCrYsb+fajG/jRBTNMrrBbFzdy7d82ptizcsksbnkyU1hyWZIT2qA6SA8KtjT4TfuMft23rtWW7/jhl/ewcslslt+v02TYCdgafN4/eWoLqzbqqtX5BCaf2XzQvNdONPOeJbP48VOZfMm3Lm6kezCaITho7Yfd+Dz48h6+cfox3LNkFrc/tyOjzD1LZvHsloP8/B/baan3c/uFjax4UOcyvnVxIw++vIeZtSXcu7bV9Ldh50rLZ6DPoWy+zyZQmS5A2FRfznPbOllwbKXpo8NdA/nayir+2uDn3qWzWZbMys4278+YUpUhAmxXp+GnO9I43I2xeWV3j7kHrk8KhF544risa+3Bl/dw4Ynj+MqDb3BCbSlXLJhoZj4bvNuLk/ev29GdISCbXfTWb8719HE7dVIFkbiasYcZvNfX/W2juV7T17axL+QSFzX2Wju0JMVqc/k4vS1jrb6+pyePeG6EA/2Ze7zVJ3PrylN8kr7nPfjyngzR3vQxs9vbbn32HT534rgMnxrrUVFVtlj2VSP4fuvixgxB3VMmVZh7k7X9+Q1+fvCJ6Zw+uZJ1O7ttbcwlMGrF4YqTftA42u0bwQg+Snj+v07JKiyqaRBXVL588kQWTqvmzX293PWvXUeWnTuCfzsoKrhkgTGlXg4GomhJKpfDDWzKAhnCi8OFJOonwXZ3Bw/rpISuszWepza2syuLCKUspFKjDBuaPfe5UWd6Xz1OiUK3TCAcRxZJ4dEWgIpCJ4cGYll96pFFdHIUPZnCKQk4k+KiiqbpGc/JcakocHJoMDNgZ1BkeBy6WKOmaTTV+xnv95niig5ZRE2otjF+AZ0OxiHp2dga+mk9u3Iaeha4zyWxcGo1z287RMfA4VNSiAIsnFJFa3eQrR2DWcsZNDMGZFEPoLf1hpElgZYGP+PKffxlfRuD0URGeUmAKTWFvH2gn/HlXjYeCBCMJHA5dH7trmCUF3d2EwjFKfY6mDehjI0H+k2KHGs9gUgCt0NCQ6N7IIooCEgiBMIJUwxTgwwxSYM+ZProIl7Y2U0wkqDALXNxcx27u4I8ubGdydVFjPf7aOsLc86MGp7Y0J5VkNL6+Xi/jxNqS3luWyeRuJqcSXqi4JdPnmhmU6eLXBrCtaNKPLYCmMdWF/L0xg4K3TKtXSFkUSSu6nSlqqaZbYH+QsHrlFAUlUMDUTxOKaXtbR0DvNLaw/TRRby+t49oXKXQ4wBNIxBOIImCKUiaLmIqCwIxQQ+IO+Uh2wxMH13Emu3d9IZiOESR48cWs7sryMJp1Rn9+tK8Wo4tcfDOjjY6uwb47BiZ5za2Ud4/SHF/F2MHu6gN9XCSM0T9G/eY2eR13d3cctgz3AKHA0aPhjFj6PdX01dWhWvieKqnNujB8sJCPQieLYv8AwqSH45w6gj+vXBEnOhPPfUU3/nOd7jppps44YQT8Pl8KdePVl7HD5p7sb03xJ6eELc9tyMjkHDlKQ2oqsqFd7+SDJrOprVrkCfebk8JCN150QmMLfNwbZp4XlN9OV9qnoDXKXH7czt4fU9vRuB4KMC1MyWQ31RfzsXNdficErsOhXji7TbzHn+Bkwe+NJebntiUVWguFFP42mkNvL67h+NqS1m/tzdrIOf6c6dyw+Opdf3s0zOYMbaE6x/TP19xSr1ZR/YAuJ8rFuhCnoa4qHHder/d31Y015fz1VMbcMoSP316a0b7dn1oTPbxnOmjGO/3cbFNIO4Hn5jG399uzxpYbqwt5fbVO2iqL2d5Ux0rLUHA9LaHY89be/s4a3p1RjB/xYJ6lt2n2zfces6eXk1lkdu0yc5ny5rqzGBmtuC8IUBoiO3ZlfnBJ6bZCo4a7Vx95mR6QzF+u2aXGTAaTj9qSz08/labbb0t9X5OGF9q0uq01JdzXG0pAOv39tJYW8qbe3tT7MzVZku9n7OnV/Mdi++b6sv57/Onc9MTm1JeGlkFCEMxxVxHGw/0s2F/nxlQbrSso2xrwLj3oZf3cPVZk/nRk1tSRCPTBXqz2t/g5+xp1Rzoj2Qtc8qkCq469Rh++vQ2c+84krn6peY63A59j1q/t4+HL53LLU9tzbvWrOulMW2srO2l+yrvuM2o4Tt/fjvFZ986c1JOm6zrNZvN29oDXHvOFK7568YUscqWej8rTqknFFO4e+2ujJd6K05pYFSxm+8l7xvOXG8cW8LKda2mGLDdy8IrFjTgL3Tyw79vYcqo4rx1pgfHjTXxrTMnsXprJ6/u7sl7v9VX6eOUPg7nHlfD3t4wb+7t5fjk/dn6nssn8xv8/PCT0/nX9i6e2NCWtYydwKiB/lCMFQ+tzxAnHc69HwSOdvtG8O4wwon+4fTfLojulIXkCT2Zy06eAOiBncFoglhCRVFVIkca+RzBfzTsguyOPAKeAnrAXCU1a9qAKOj/JFEkoah5M+KFpBHZiomC/oIgHM8/x0VgQqWPqgIXmzsG6Avlp1cz4BQhltYfhwiyKCKKAotm1DC5pohfrd6hC1Vque02IIt6QF0UhBQhTivKvTLhhGb+hit0ScwYU8z6fX2mkGmRx8HcujLW7+sjnNQNS6iaGWitLHSSUDUGwgk9QOoQKfY4GV3iZmvHAMEsJx4hM7idYr+gN5B+8EVOnj4+pqqQS1omsHBaNQCX/f41nt1yMOUFhLUdj1MmriioGkke81S4Zf01RHQYe5oAOCQRpywQjavEk/4VBRhX5qE3FKc/nMg5RulrYEyJm3uWzkkJGluDkfeua+WXz75DIKJni3ucEl+cO47WriD/2NJpUsi4HSIFLocZ5J5TV54R0LTW/cLOLrNeLXn/rHGlnDG1mjl15RmBUOPeV1q7eWJDe4pI5kkT/Sk2X/7713h608GUfh4/ppirTjuGUSUedncF2dIRoMjtoM7v45XWbv6yvo1QLGF+7xhirr/853aTFtjnlDn3uBqWnKQnr97/Qiv/3NqJqkJcUUAQiCuqKWLqc8mcOqmSM6fVpPjC8Gn6WEmqgktTOKOhlF98cho7DvTS2T1AjRamLtjNi/+3np1vbKG89xA1gUOMD/dQ1N2JmMhOmTgslJenZpAb/11bC5WVIMv86a0OHnyjjaAqIrmcXNg8gS+0NOhBcsn+1PQHhSMRTh3B0Y/hPpceURBdtLzZsdI2aMljWYryQbLDDR8fhrBoLqFLq7Cj1ynxyOUncfatmeKID3xpDv/cesi2DoDHVzTTF44hACVeJ9GESmtX0BQD1TSYMaYEWRIo9TpwiCKCCB5JIhRXODNNkNFK6xGJqQQi8QwBSyMbN5/42xNXNvPUpo6UI/YVhU6W3fuq2YaIwKLbhsQa7YQ8/7mlE0GAUyZVZpRPtyGfTU9e1YKqqTy58SAza0upLHRxzm1rs5Y36jPE8OwoIYYj8mdcf/KqFpP/3O6+4db1yOXz6E8K24mCfgz5M3e9mDFG+ep58qoWgBRO9nRkE1tdNL2GrsEocUXDX+A0BQjTyxwajFLqdSAJQoYwpxUrl85mxYNv8JUFEzl1chUDYT3zIJdt+YRMrX01YNCBnPXLNUc0Bo9cPg+XQ2RfTzhFVHblstlE4zq/eKFb1oVMVZ0iYzCaMGkvblvcyMX3v2YR6qzm3BxrYLzfRzSu4JQFntx40JbeQtM0qotdDEQjpf6cAAEAAElEQVR0oeBcHPBPfa0FTcs95k99rYX2vjA1xR76wnGK3I6M/Smfnx6/sonP3vWS2Zdswqbp9VnrtY6vXXtWX1UXuVP2Brs+OUSRgUgct0PiibfbmVlbaivsae1DTl9e1UJNsZtir9Ok3OgNxXA5RHPfOm50SZLaZEiQtK7cS1mSksO4L5rIFK61wjpv0/tufDfU+X04RYHBeAIBATXPOOea/4+vaAKBYY0ZDO1thyN6+tRVLSblVvp3UTb7rPjnN3Rx1NN//q+cZbIJjO7sHDxicdIPAke7fSN4dxgJon/w/T/+hqezioWOKdVPdqSL53X0h+kOvsuAwQhGcJgYDm3LcLLgcwVvjxTlPgcOSSIYjTNgk4F9uDDWniE0qaHRE4zZBoCzIZe/jGvGywkhKfZo8FJLos7Prqr6NX+BE4csmqKbTkkPzquaLkAciikmpU+xWxdIVckuMvtuaFjKfE58TilF4PGLK1/OEMa0otznoDcUf09P0aT71/TpEdILXXfOFJY3ZwYdjf51DcYQBT2+pGlQ6HYQiOgClaIIhqTQ2FKP+ZIjXXR0OPVWFLq5f/mcnPflEzh9emMHX37g9Qx/i8CvP3+C+fIjX53XLJrC9x/bxKGBiE5PJOjP8f4CZ4bgqUsW2d0d0uNvRntJmkynlCb0ua+HS+55gf7+EJKSQFYSuBJxagYOMTqg/6sZ6OL0ohiVfYd0bvLe3hyjNww4HMSqR7FZLuZgcQX9/mr2ecvoLKnk8s+fTN346pyZ5NsOhYYlLPthYDhzYgQfTbxvwqIAzz333BEb9p8Eq7ColFSlliWROePLmDOujAKnzH3LZhOJq4wp9RCKpT7UGwESSRSZUlOEIAhsbg9k8Mi+0znAl//3Df542VxiikIwmmBze4DGsSU0VBbidki8faAPTYPpo4spdMl4XTKaqjAYjbPilHozCONxSPrROFFEVXVKGg2NhVOrWDilmtXbDnLX87tMjsjhiEha7R1b6uG+ZXO4b9kcQjEFWRQZiCQy7rFmRj586VwSqsbKta2cWFeOLAopNvtcqdM43SZroCmhargkkZgKzRP9FLplRCE3x7hD1rnW+8Nx/njZPLoGomxq72dSdRExRaWy0G2rum1t1+uUuXfp7OSbc407LpqJzylTU+LmvmWzEYUhbujhCgYeGozy5f99g0cvn0ep10lUUbl36Wx8LpmDgUhWIRMDhW4Hj1w+j4FwnIIsHMUGDNFHr1Pi0vkTaK736w+2mkZNsZt4QkWWRG6/cKYZEDMCxvPr/bzS2mP6wY7j2YChFP+r53bSXF+BIGQK9Fp9O7O2lAKXztP/lytOsuWwt/rMuE/vU4K/J4OS6eOfbwy6BmNMqPBRW+YlFFM4Z0YNnzh+NL2hGIIg8MLOLpN73SoGa/ivpljnqPe5JECgP5R61NRuDVz31438/LPHM6u2lFMnVSJLIv2hGJWFbqIJhUODUVQVPA6JvlDuH/v9oThep5RzzAPhOMvue42HL5nL59IEZofrp2BEMfeA5c11NNf7c5a321ccsmgK6uRa29GEmjMDyOhTkceB1yXTH46nCDtnQyjPj8NIXMnIBFY1aOuLkFA1W82IN/b2UuZ1oGqwuztIideJqmkMRhNZ14e/wInXob/4tPKyP/zKXgDTB5G4QkIUEARd9GwwYh8sMmDn0zKfk3uWzCIUU/AXpOo1pNvmcw3tHYaQ53D2MEHQs8xVTUPVNAYiCVtec1nMzUraG4pR4JZ58qstIOhzO5pQeHXPkJ3pAqNWfvFsGWsGcomTfhAI5Gn/w7ZvBCP4qKE/SwAddOG7ikJXhnheuobJCEbwQWA4gcnhxC7fj/MToZiCQ9Jsf//YIV8Q2Vx7SaHJEq/jsAOzuURejWsaIEsiaKAwlGEuCXpqf0xVUTUNl0M0s9ONHkiCHkRP/pQzhRXFZBZ8zkzsIww0g/4SJBJPFYcM53neDWcRrX9XsAkQKzafDxdv7e+z/dzon3Vc4gmVcFzPrHfJAppmEOroz5QVhS5b0dHh1BuKJ/Lel0/gdEtHwPaFhZq8lh5EzyWGasSDjHmqaZqt4OlgNKHTCmkAGl5BQYgqlDsTJAJRurbt4thOAVpbEV7ZxNL/W4+/t5OaQBc1A11UD3Qha+9O86PPV0JXaQVdJZXs9ZZzQtN0Jp4wWc8qr6ri9X0Bbn56ByXFXlTZQVyUaA8qnFUzkbqGUTnrHo7fPywczbaN4IPBEQXRTz755Pfajn9LFHsdJq+slTfcoCC4xsKDDfDgl040/3s43LhGEGNMqQevU8LnlJElkfICF+v39tryFhuUFkZd/33+dDa39ae0ceqkCq4+azI3Pb4pg+d4xYJ6ZowuMd945hPU8zklfn3RTL78wBuU+5z87uI5XPvXVGqaByz9tkMwmmB9ki8+Hlfxl7hT+mdkNRpIF9Qz/Gjyjz+2MY3+wJ/hUyskQeCLFiqTe5bM4qWd3fzk6Xey9iHb+KXzLN/w+KYMyo5vnzUppz+M/o0p9eAvcFLqc6ZwqhvtXLMot+hvXFG56O6XU9rO5ocCty5CevuFjdy7tjVlHp0yqYLvnj2ZGx7LnC+/unAmFUWp8zFXW7Io8KsLZyII8NOndW7k9PE9HA57o25DHDEbN7Rd+VwYV+7lxsezUx6dUFtqcq9bBTXt/GfQHuV6kaNpGr/54ixufmKTyTVt0Hn8+qktqfO5wc+3z8w9hwajCT77m5dyjrnPKeN1SpR4HVl9ks9PJV4H/gKnySneOLYkZ3k70VRJEMwMpWxrO9tekA6PU+LMX6xJWWf5+lDgyv016XHqxwmtvNX3LZ1NXbmPP7y611Yzoqm+nPOPG8Vnf/MiP7pgBj9+OvO6dVwMmq3074xsfOFWjvmvn35MTvvtfPqzZ7bxenJ+3bp6e07brPuzzyln1JmtzcoiF//70h7T7vuWzrZdn/m+H2KKyv7ecE7O+kKLwG06v3i+OWO998NAUZ72P2z7RjCCjxqKPXLWTHRFVTkYiCACCLDrkM47HLfjTBjBCI4CDCfD+f3g9DcCzMOtOl+5UCzB1vYomqbzjPeHySkMaodc/TRWsADELS/6jSbiis59riY/6wvHcVpe4ivqEGVOKJpABZSEbuNgNLdYKxx5AB30UwQ+55DAYyyhkie/IBl8PfI2hwPTi0eYZh+LKzy9sQOnLBJLqDhlvY+jSjx4nBLBmIKiaWjJgZVFgSgQUzRkcajBeEKhvT+CKOi+SYdByRJLqGa9CVU1qXAc4pBvrdQvoD8ztnYFiSYUdncFKfM50cAU3NS5y7vZ1h7I2s9ITEmxoXMgysFA2BR6TRc99TplgtEECUXVE2LQf2vE4gpdvYP44mGCHf3I8TjVgSCjBg4xrv8gNQOHGBXoZlSwi5pAF+Pv6IEB3a5jkv8OF4rDSVthOQeLKuguraCtqJLukkoWnH4Ct70TIej24vG56YtpKKJE2dnT2O92sqsvRv8+jUisgIPFfrpEAb/XRX84juh1UOPPDDSnU/rkE0H9MHE02zaCDwZHFET/17+yH5sGmD9//hEZ8++GApds8h1bf+Avb67L+MEP8MKublOcLlsZax23r95BS305b+/v59pFk3EmFb9vWJUaVFveXMftabzsRl3X/PVtjq8tTeFWnjyqOCOAbm170fQaqorctCRFDNMFCA001Zfz1v4+hKQNZ0yp4pq/bsyw40VLv+3qWL+vj3U7uhGAb505ievTAs/pAqrWv61+XHFKva1P1+zoQkMzfWpFc305L+7K78v0PmQbv7U7utGAWy6YYcuzvG5HNxv39+f0qdG/t/f3c/uFjXz/b5k+Xbujm/V7e7PWk94vo22zj2mB/85A1BQbSR+nKaOK+f5jm2z7cs70GlamcUFna6u5vpxwTOFgIJLCm54+vvnWhrHejLoNn2W7z278c4vy+lmfxqFu3yeNaxZNNgVAr1002dZ/63Z0c+Pjm7h20eQUnnUDTfXlhGIK3/vr2yl7Sdb5vL2Ls6blXpeGTbnGvCMQ0e3f25sy74YrXtxUX66/PLmwkdtW62umsbY0r2iq1b6m5DwdVTy039it7eHY01LvpzMQNfv9dnKd5brH8EOu672hOAcDkZTArKJp3PTEJo5L2/sNrNvRzQ2Pb8q5D8DQuNxywYwM0V/Q157d59a18PYw9hMDw9kvrbat39ubsT9nmyvWNjsDEQ4GIinXFU2zbS/X94OxZ+Sy89pzpuAv0E8K9IdiGQKduWyd3+A37/2w4C9wMr/Bn8K1b+BosG8EI/io4c3vL8wqLGpQtohHIq44ghF8CPiwpqkGhyVsmg+DllN/UUUjGk4gMvwM7nxrVtNgUnUBe7pDpt1WEVNrTzR04UsrrId7rTTimja8rO8jHSenLOJzSqY4pJEUFle0nP0NvYdjY8DanACIgkBDlY/dXcEj0ot4ctNBnt58EFkSUZICnGU+J8ub67j85IkpnOiSKJjJProA9FA9vcmxcogCN6/aTFt/2OSmTuetbhxbwv9t68R6SDMUS/DCzi5e2NlllrVyjYcsL0mCsTAeh8jVZ04y+dWzvZQ18Js1u7jvxd1IokA4pmfTi4JOEeR2ykSTtl3cXMfCKZV0HOrjrme3Eg5GcKgJxiaCnBoeZOt3/0JZbyff7D5I9UAXowKHqBrsQXqX2eRd3mLaC/20F1YwUFGFMHYsbwtFbPeUcsBVTEx0EBNlEpKEKjuYP7maE5acyMmv7B/ybaHI1FFF3PD8Pjr6IyZvvjF2oJ+MLfM5M4RO7cbJ4BfPJuD6YePY6sKj1rYRfDA4Itnaj33sYxn/FixYYP4bgY6BSEIPHI0tSfmBnv63gZVrW1naVEdLvT9rGcCss6m+nGvPncrNq7bQWFtKPKGiIWQES3LVtTZZV3p5u4CL0XZVkRuPU+LGj09jc1s/154zlab68pRyRibkzau2UFnkZt6EcmRJzNtvuzoM7ve1O7oRBCEjmLJybSvLmupMG4y/m+vLU/qezw/zJqT2oaXez1JL+7nqSO9DvvGrLHJlvX7Tqi05fbq1LWD6ttjjzDpW2eqx65fVNut8aK4v56bzp/PI6/toHFtiG8jK1dfKInfOuWS01ZTM0JcEgaq0e9LHdzhrw/j/Zsscyjf+J1nGf+XaVlYsqLedkzd+XF9z+fq0Zkc308cUs3JtK5vb+jm+ttTWf0bZaWOKaWmwXwOSIGTsJbn6c3OeOWQd+/Qxb2nQ58fVj25g+phiblq1xczwt46D4acrFzRkXbs3JeeoYWf6WKaXN9pYubY1xVajP1ssNtj1P1f9N54/lasf3ZDhI7t+wdA6ufrRDTmvR2IKvcFYSmBWEPR9ONcYrcmzD1jHpbrIbVtuOGsh21xoafBz5SkNKXNh3oTyYc2vdcn9Mn1/7g3Gs84VME4zNTCrrixjDQnJOZ4Oc29NWxvGPJWy3GfYObO2xKTb6RqMZQh0Zpsz8xv83HLBjA9dtLPYq5/kmJ/W/6PFvhGM4KOGy36XXWPBwEgAfQQfBRxtLENSHntE9IBasUdm/jF+zplRw8IpVVnLq+gn5MoLnJT7HLhkEZck4HNIFLokyn0OSjwyJR4H7jwn4EQBPjOrliKPfk91kYsyn4PuYJxCj2yb2S0KUOB89+KFRtVeh72N2dxW4JK4dtEU7l4ym6VNdWzrGGDl2lY0oNQ39N0/3GCOxyHhdYgUe2TGlHoQBb3tQpdk2iCk2eOWRV3EFn18SzwOSjwOLppbyx0XzuSXn5tJgSv7ibj0+tKhanr2uKZpxBSVmKKycm0rJ03084fLTuKG86by2VljUVTNFL+11m3tu4Zm3r+tYyDFX5VFLjT0xAm3Q9JFeZP/YgmVX63ewZ3P70QDijwyA1GFQDhO2OaUQSSuompw5/M7zSB/tr47JZ3TPBLXg/GqBqKq4ElEcYVDlIUDXD3Nx/8eG2Ppjn/BzTez5MH/4ZkXbue5x65j7cov8+ivL+eKX3yTq564gy+se4Rztq5h1oEtjBroGlYAPSo72Vc+mjcbZvJE4+n8puVzPLD0O3xl8Q2cd/mvOX/Jz7n4U9/nmnO+yq0LlnBt7QJWTWrmpepJ7CkZxYGiCroKSwl4i5BKinmzO8a27gjLmuq4e8lsfvypGVyzaAqb2nQqmnjaF6iiahS4ZDxOiWsWTWFpmvim3TgZY2htw1gHRwuOZttG8P7jiDLRe9OEBuLxOOvXr+faa6/lv//7v98Tw/4dYHA5p/PDZuOLDcUUvvrQeh740olE87xB9rlkGmtLae0KEoop7O4OUexx2D4EDJdj+3DKO2SRQwNRpowqpi8Uo7G2lOVNdSnCp8Zxf6P8gA23dXq/lzaNx+uUCcUSKXUYsOP3Ne5f3lzHd8+azJ6eEA5R5FtnTkrhs8vXL0XTuGfJLLMPZT4nF9398rC4su36kAsGx3i2ulq7gzTWlnJx8wRTEDahaPSH4nzllHrTLju+cLt6rj5zEvt7w1n7ZUWR28FDl8ylwC3RGYjyxXte5uONo7PSBuTyaz6fe50y9yyZZY71Tz99nG0/jPFd3lSXl17DaLPQLfP986aSUFTuWzYbNc9zhqJp/P2rzQSjCl6XhNchcePHpxJN6OK6bof+IN01GM3qu/Q+h2MKf7psHk9u6mBPdyhn+/t7w3zv7Mkc6AtnrCPDL9a6c/nWOvbLm+pyrinQx/z3F8+hxOPAIYmmgO7+3nCK/2VB4JtnHMu3zxIIRRUGowk8TpETxpeytGm87fq3cjanj2U0oTKuzEtc1fmvv3baMbT3R7htcWOGrQOROBfNHUdVkYvvnj3ZlqvcWr91zq/f10dnIErXYCylbGt3kCmjihld4ubaRVOIq6ouxKRqVBS6+PSdL9rabF1HP/30cRkP0ZFkiky++Z9rH4Ch9TEYtX9IH85enb4PROIq5T6nmcH8+Ipm+sM6R/6ApZ3h7JfpcykYS/DNP72VMVciMf0Irduh89v3DsYy5mAkSyaX4f+/faUJURDoDsYYiMQZVezhgjtfsN0zrLDyhtrxi1vH93tnTyaWUCl06zRER0uAelSJh9sWN9I1qPf9aLNvBCP4KGFje/+HbcIIRvDe4F287DF+Lg63ChHI9lSgi3Xq+kLG81A6w4dDEpAEXZxT02DZSXUsmFTJ537zYs52FVWjusiNKOi84wZn+tgy79BnvaG8+iaapnNwqyqMLtXv7Q/H6AnFcUkig9n6nZc3JT/EpLDr4QyXKOiZ3mNKPWZ2q5WH+dBA1CyrZ3LrdDPZxklAf+kiiyJjSr0MRhOIgi7g6nHK5kkAOTlOMUUPFBe6ZXpDcSQJFFUPMIdjKqdOqmLBpEqe29pJLAfdlSHYmss20IPZmqbT/YVjOv/7gkmVHFtdyC+efQcNfQ6JgogsKhiPqLIkEEseE1DT7gcyeKv39YSIKyqiIOiaOwJJXnQFWRHwl6VzjWdCQ59LuXjpZSWBhwSOuAaxKOWhfmr7Ohjb36ELeQ50UR3oYvRAF5U/7kFI+5F6uHLx3b4SDhT6aSusoLOkgo5CP/sLKjhYVkVfURmV/iJUSdY5yUMKn55XxyuvteNxSXT0RZBEfXxLPQ5CagyvLENMQxR0sV1ZAA2BApdk+vfY6kLz33NbO4nE1az6IU5Jf53itHnZlY9f3Ph3NOJotm0E7y+OKIheXFyc8dnpp5+O0+nkG9/4Bq+//vq7NuzfAUUeey7hXHyxoZiCJAr43LmHxgg4jCn18OvPz2RcuTcrp3I+ftqxZd4UgcHh8NmWeZ1EEwqfOH40MUXNoEGxwu2QqCl2k0gTukwXkXNIerBrVm0pF99vnylU4LbPCDCEGBdOreKKB94wP7fy3ebrVzyhprRrCOtZMZyxK/E68ThyZy5k64eBcp+TlWtbuT2W6df7ls42/SYKQm6hTlHg9tU7aBxbYvrFrl9WuJ0ST2/qYFZtKWU+J3d+4QTQsj9I5vJJPp87JIEr07jIBZsvYKvQ5t+vaslZp9FmodtBz2CMIo+Dcl9SKCwHYgmV9v6IyWfWG4rhkiVU9COTulVChpCtAWM+jy3zmMKP5T4XKioza0uoKHTnbN8piWjAlQ+t57KTJ7Dg2ErOmFJFc72fYo+Dr53WYAbyjX7aCTEac8EYe9DnzPp9fTSOLeGnnz4upVwoplDglimRHCiqRjCa4PEVzcQVlYFIgsdXNAECq7cd5IoH3zDH6p4ls7j4/te4Z8msFI73dBS6HSn7S7poqlHP41c2cd7t6zJ8+rXTGmhp8KOqeka2W5aIJhQ8Tvu5ZdRvnfMAC6dmZju5JKMOgYFIglCSJ1F/6Mfsa7rNht3Gflnolvn66Q2meLMvKaBblGcfN/jmsyEUS3Dx/a9lnfPD2asBRpXo4seyKFBT5CKmaOzqClLk0YOxEyv1x/WdnYMZ92ZDPBmgh9S5/z+fOY7KQjcOSaC9P4JDEvEXOPnMXfoLCa9T4uFL53LPklkkVI1RxR6iCcX2wXrIDwpxRcXlkKgqdLH03lf4w2Vzh/V9ZX35l41f3BjfTxw/mimjMp9vjgYUe0eC5iMYwXuBaTXFHOiNvKs6jpACeAQjeE8hJCfiEc3FZBbycHmzc71W14z/FdI/s9yv6lFUg9/ZeNY+fkwJL+3qyWYiXqeUwjvscUoIpHJJex0yAhDLQashCgLHjSnhjT295r3RhB70U1XNDMin3pM7i3q4MHwnifZh5GyUNVY/QSoPc+ozk2bWmvVFhwBeh4Qk6b5zyaI5RvpvL90GY5wgSZGjaggCJBT9/w3qEcOuUSUevE6ZgUgiyzzMbxvoLxkkkeRvmVRu6cnVRYiCQELRkCXVTIoSBFKEbUUh8/503mqPU8KhiPSF4yl863a+yba+RAGOG13Ma+90oMQiSEoCTyzC2P4OavsPMrbP4CfvYtRAF9WBQxTE3913TsThorO4gs7iClo9ZbQVVdBe6Gd/cSUHiqqQigroTwjERBFNklAkB1FRotjrxCFJBCXB9IHgg2PH+nFv6EwmbWoklCGBXFEQkvRFmulrRQNR0DLG34AxNw1R1HSk8/rb3TvCLz6CjxKOKIieDVVVVWzbtu29rPIjjSK3TEuDPydndzqa6st5ZvNBZFGgpd7Pmh2ZPKjN9eWMK/Ny95pdKYGds6dV8e2zJmfwx+Zr7+lNHaYw3FcfWp+X57wzEOHtA/1MG13Mz/7xTl6e45piNzc8tonjLeVyCW+ePa3a9oVAU305XQPRrH5pqfdzaCCa1df5+JLfPpCanbR+X99h+/KZzQe5ffUOfvCJaVntbEpyjOeqZ/vBAVvBx1MmVVDicw5LqLMlOVbpdr99oD+nD70OUacfGVvCbau3c+GJ40xuf7t5YecnA52BaM659I6ln421JWxs6+eMyVU5udzb+8J5ebWb68tZ9Xa76aOWBj83fXxqTlsOBiIICBwMRLh51Zbk/HwnQ8jx+nOnZvQ3u2hpOdecM5X/fWkPM8aU0NLgz6CTMPzeMxhlgt/HvUtnoWpwy1NbMwRwT51UafZ9Y1s/9yyZxe3P7ciYC/csmcUru3tM20pzzJkHX97DqrfbeWtvHxe31KFp8LN/pPbbKir8lWQg/WAgkpdTvCk5Dm9a9hfrfLbyZ6eviXxCtm+29uSdBwYMXn8r0teSdQwNTvDh8LcfDETY2NbPnPFlGeLN+faBtmHO5YSi2q6xXGvPev/Tmw6awsrp/OHzG/z86IIZjCrRhYqNOTrc/TKf0O+KB9/ghNoSbl3cyLcf3aALqT61lTeSwqU/Sgrj5vP33zd2cPvqHcxv8LNy6Wy6B2I055l/6ZzhI/ziIxjBCO764iyO+e4qYlkiOg5R0EUDs6QhGvkE77do3wj+veBxiEQTakp2q0sWiSupn6W/oHFKevZnTyiRUsbj0AN9cUXLm4WdDgFwSQIqAom09rNBFPTv+0GbU4CSKOhZwkBVoZPOgZjZB1HQs4UTikZc0ZAFGFM8lFTy7bMn88fX9qb0z8CZU6sY7/fxwEt76egLgwAzRhdz4oRyHnxlL50DETwOia+fdgwa8MO/bzGzktMxqsRNTzDGlFFFvLizm97BGA5Z4JhKn56NLosoludTLdkvt1OipsTN1o5suerDgAaVhU5UDcJxwdxbRAFkEdAEYmkbilsW+WTjaF5p7ebxt9qoKnJRWeimpcHP05s6iCsaTgkSKsRVDQE97jAQTdiOp0sWmTa6CJdD4uVd3fQqGi5JQBBFM7gcV1QSioaiahS5ZeZOKGdTW4BIQiWi6cFTQRCY31DB7q4gj7/Vxu7uQRoqfQRjCQbSTmUKGMFXISnoHM+wTZ8fOie6UxJxSjq3NMDvX9wNCMypK2NuXRkv7uommtBpXcYUu+mPJAgms8b1PuovWOY3VACpvNVtvWEkSeDTJ4yhssidwrde5NGTfQ4GIjz0yl7TN6IAYjyBEo0hKQkqgz2M6+1goSfIZ/78LAve3MrA9lYq+w9REexFehdfCpogEPNXoo4eg2fCOBgzBmpr9X8TJvDXfTHue7WNAUUjqApENImoKKEJIpKgB6JPGFXES6095sn/IrfMZ2aNpT8c559bO+kMRBFFOHVSJeP9PtM3LodEJK7ilERkSeT4McXs7g4iiSKqpuIQ9O9Et0PEKYuce9woXmnt5pXWHubUlZnZ2Mub67jr+V1IQjxFQyCd1z8dI/ziI/go4oiC6Bs2bEj5W9M02tvb+dGPfsTxxx//Xtj1b4PvnDWJ/3lmmylwsW5HtxnMECAl+GEEHb6azET9ztmT0P6+JaPMfy2cxE2rNmcETi44YSzXP76JpU11aAwJq61c28rKJbMQEVKCOdb2jMDW8uY6trT1c+25U7np8c0Z5VcsaCASV+gcjJrBmPXJYAiWNo3y3zt7Mv/z9FbW7ug2gyZAhtiqgbU7uvnh37dyzaLJfNcismhyJrcHuGLBRFS0jLauWFDP+n09LGuqM31r9bXx33Z2fmVBPft6gim2GHzvVuG+lWtbuWfJLERBSAmGWn0JOt/yI5fPyxi/5iT399XJYFKuOTCztiRF8LGpvpyvnXZMRnDV2h+jfHOSLz+aUGipL2fl2lYevGQuAlsRBLL68Cun1PPWvj6mjCrOEMVdv7eP2y9shLR5tLmtn+vPm8YNj21K+bylvpwJFT6WJR+G1mTpZ2NtCdcsmkxlkZuewai+XprrMtpJ953dOC5rquOhl/ew1DIWoItt3vTEZr65cBKwzXZeS4L+0LzsvlezipBOGVVsu8ayi5Z2c9MT+gskQYArPjYRVbOfu0VuiXBcYdehIE+83W4rgOp6VuC/Fk4CtqJpcEcWwWARgRPGl5q2/fRp+zljiEF+7jcvmXvAWdOrs86vRdNrWN5cx1v7+phYUcCy5jr+96U9Kftb+nik7y/W+bysqY6HX97LigUNXPnQG/zoghmISb/lE7LNtu8Y88QY/+b6cq4/b1rKkWFjLf3YspbSxzDXfrGsqY4HX94ztB8ORG0Fh29etSV5Gkaznf/Dmcs3nz+dW//5DteeM5WbntiU4o8tbf3cdP40rv3rRtt9xLoWss3Rf23v4tuPbuC2ZF+/sqAeVdNy9v+KBfW8sjv33E/fk9IFldOFS/P52xjPf23vQtPg/MZRXHvOVH781Bbb+WfHGW7wi3/70Q0pgfQRfvERfNSxb98+BEFgzJgxALzyyis8+OCDTJkyhUsvvfRDtu7oQ7YAugjMGFPMxMoCVm/tZCCS0Pl6LWVkUafYOzgQs69kBCNIQhTg2KpCLjxxHE9tbGfdzqHvKEkUSCTUjOzc9DBcQtVQEfA59VN4ejazRjiupgXboarITVtfBLs4sjU4r0FSCHJ4QT8BkARd2FFI8mOX+pyccmwlZ02v4amN7TzxdrsZlPQ4dB7z/lAcSRRwOSQGIzEGYyoJDV7f18+iX/6L750zBQCfy0E4rhFXFIrdMvPqKzh3xija+sPc8tTWIWpODd7Y188b+4aSnmKJBA+/upfPzq6lzOeiPxwHNFRNI2oRu9zXG+b259JO98YhEBnE55KZVF3I7u4Q0YSCkgxKy5KIgMBnZ9eytT3AY2+1E4kPcWQL6IHF+cdUsL8nxK5DQRKqSjojqwZ0DsRSxkBAP105EM0MPoMuDPrbNbtQVNJeSIgoioYsQZnPzcnH+OkIRNh4IEAkoaQEqWVRQBQ0EqouAvt/76QmEAiAJOmZ+C5JpNTr5ITaUuZNLGdOXTnHVheyrWOAtr4wsYTK8+908s+tnfz1zQM8+MrelNkjJV8IGMwuXqfEohk1jCrx0NYX5sWd3fqJdAHmTSynud4PCFQWunDKIrGEilPWs49f2NnFZ+96wZxPTlnE7ZAocMnEEmoy41zD65Roqfczb2I5lYVu075nNh/kX9sPmeKUnYEIf3p9P4qq8cSGdpY31/GHy07ildZuUDVOHF3Ay9s7eOafG6nv2M/Y3nZq+w9SO3iIMYNd1IV7Kek+iDMaTvHf4TJgKx4v4epR7POVs9VRzMGiCvr81TgbJvKiUki/6EJyObmweSJfmN8AsgySfgI5HGml1xckHFPwOCV8ArT1R835VVvm4c4vzGJbxwCvtPYAGm19YZ7Y0E4krp+wrS1zc6Avwj82d7JmexfLm3VOb+v4rt56iK0dA0TiKg5ZoMzr5IypVZx8TCVOWeSV1m4efHlPyguIq05tMJ/DNTR8LhlBgOPHlnDyMZXU+X2MKvHkDIova6rjpIl+2vrCecuOYARHAwRNO/zXZqKov4lMv3Xu3LmsXLmSSZMmvWcGvpcIBAIUFxfT399PUVHR+97elvYAB/sjvLa3l1m1pRR7HciSQG8oTrnPSUd/BEHQOeSCUZ2v2KA8uGfJLCRB4LW9vSZVg8HtO6u2lKX3vZrR3uNXNnHubesyKB5cskhVkYtnt3Ry6uRK9vUM8QSnU4A8eVULbX1hnKJIkVfnRx6M6nzQXqfEqrfbuev5Xdy2uDGF+iS9zfHlPhKqSkJR+eSvX8wot3BqFefelkrdYMUjl8+jPxyn0C0nMxzEJNWGm8/e9VJG/4y+PHzpXHoGY6hoFHscxBWNQpdEodtBMKawtydETbGbWELl0GAUpzR075+/fFIGH/XDr+zlc3NqaRxbQqHbgccp4nFKPL2xg0nVRfhccsbYGbhv6eyU8XM7JDRN0x9E4wrjyj04ZYl9PWEiccV2TB6/son9vWEqCvSHDEkUWHTr2qx+W3VlM6IoIEsCe7pD1BS7UFQ4NBClqsjFU5sOsnBqVU4fGsE0g6ojfZwvnT+B5no/CVWj0C3jliUzAB1VVAbCCbwuCZcsmvQcD186l0MD0Yy2jH7+/avNdAaiFLhlPnXnixntFLkd/H1ju3mPMY9m1pYiSwL+AhfJZA5WbWi3pbYxxuTN/X20NPhRVA2fU8bpEBEFgXAswWfueslcf3aUQsbn1vYdyfbP+uWarONi0ApdmQxm2vn99gtnAvpLyWx0RgBPfa3FPF6Yq83Hr2xiX0+YsWWenGtt5dLZLLfsJ9n6blyrLHIhaAL/3HaQ40aXUOx14JQFJEFEReeMTyiaLcXQ41c20xuKmRz/boeEomiUeGSiikYwqvM97+oKUlHoyqB3SbfPjs5mot9HKJ4gEE5Q5HHgcejnh0NxnUqmIPlwF1c0zrltrW29Bqz1F7plfC45yempZ249t63Tdj9Mr+OJFc3EFJWBaIJAOJ4y/1PbcFDglvWTtAL4HJJJC9YTjCEI+g8hgxdbFgXCsTgel4NIXCEcU/G5JGRRQAOesKyFXOMK8M9vnAzAubevNffotr5I1v3yj5fNIxJX8LnkvHPfaPfJq1rMsvn97WAgErfdW0H/jghHFapK3CiahqDpR4VD0QSlXmdOzvD+UGyEX3wERwXeq+fSlpYWLr30Ur7whS/Q0dHBsccey9SpU9m+fTtXXnkl11133Xto9XuHD/q5HOCMnz/POwezZ5WKApR5nbiTgoL7e8NZy45gBLkgoAvlXTZ/Ijev2nzEgrUCMLrUQ3t/BC1Jr5EeKBeF918QVxb1MLCmQUWhm/uXzwFgycpXODQQQRB0kXAj07qi0IW/wMX+3hD9NlQrBS6JApf+29ikmgDuXjIbgAt/+xLdweG9rCrx6M9PxR4H+3vDyWB6fiS7hCAI+AucFLhldncFQRAYX+4lmlCJKyoCOn9492DMzPw3nrVKPDIOSUJDo2sgavsSIx1GQP1IqKFEQX8JU+Zzmnah6c/fRtvGfBhO/db6nJLI3UtmZwQxt3UM8KX7XyWmqHQNxrKe1EmfIzecN5WbV21Gg4wxtguUbusY4IsrX6ZrMGbSyejZ7DA6GZC3jo11vnzp/lcz2rlm0RR+8PjbSIpCmUPDebCDMT1t/L+JDqp62mHvXsK7dhPcsZuywV7Ewx6NIWiiSFdBKZ3FlfSUVXGgsJzOkkou+GQzo2dOhaoqtvdG+cqf3iYhyvgK3HSGEnQNxvD7nPgLXbb+MXxv9K2jL0x3KI4o6LSo+ssJgTsunMnCadW293QNROkKxvAXOPEXZLZjHd+eYMyk8Sn36fEHw8fWsdG0Ix/nEYzgaMVwn0uPKBO9tbU15W9RFKmoqMDtzs35+5+GQDiOBpwxpQpZ0oU13Q5d1Xp/b5jLfv86XqfEA186kWAUptQU8euLTiChqlQWuhiMKsysLTWDUaBn9ZUVOLnz8ycwplTnkOoejJnBXLDn773jopn84tntHFNVmMIT7HVKrDil3gxCGV+1cU2jrT9MZaEbt0OivT9CqVcPSt+2uBFvkvPXGiiztnnHRTO54oE3uOOimSl2GOWm1OT+sdQ5EOW6v23kwUvmEk0oDEYURpd4zCNbt6/egb/AyU8+NYOqIg+FbgdnTavGI0usaT/Er57bmRJ0ueOimZR6nVz2++x8/b2huG2QyejXnZ8/gY3b+zljShV1/gIEQcDjEHlpV78913Q8cxys+MOlcynyiObLKDsu8H094ZTx+sOlc3P6LRBJUOSRicQ0NrX1o2pFVBS4kAQ9yNk4toTBiMLtF87kjb29KXzkBpyySDiusOKUeioKXSa/t9GvXzy73aSseOiSuXTGo6iafgyvLPkAOhhJmBzToP8ItfbDCq9TIppQUTT9qKcxr37zr11mO3dcNDPFl+nz7eFL5+ocbqqW0+ehuJJiv4H//dIcaorcPHL5PAajCgUuicdXNLN620Huen6XGews8zlN8VmrT/KJGxoijXZrc6iMgs8i7pMNA5EEIhoaQsraTec57w3F+eaf3sprWySeGshNX9uAea3AJSOL+suc37+4h58PDvnRWOvZxhn0AGehS0bnINc57zxOicG4wkBEv6ahHzvNxttvFby086cR3FVUjRd3deOQBE6dVEUwpuBzSngcEpGEYu6XdvXa1f+7i+ew9N4XuX/ZHA4NRk1++kvnT8BnERK2C+wrmsakmiLW7+3N2GOsbdxx0UyW3vuKKaLZFYwRSehHLAOROAVuB2U+J6DR2hXMGHMDf73iJDQwaWq+fnoDo4o95tz1OWUSqoogCETiCm6HhKpphGKJlD0651jGFEq9jqyip3Z+tWZb5fP3Q5fMzRn0PzQY5cv/m2nfX684yeR4t8IInAci8Qwu+A8TGXb5RgL6Izh8bNy4kTlz9IDWH//4R6ZNm8a6det45plnuPzyy4/aIPqHAUOYMBvU5EvXqmJ3injfCA/6CA4XGrq49Vv7+95VgFtD1+0x5qAd/Uuu6o907qbfp2cui0khxoQp3mjwIMuSnrSgJLWEXLKepJItXS8SVxAFwRQJtQoKWusdjn3huMLoUk+yveH31uBCVzUNl0M0g8MC+ikAQ4wSdB0bK2+68astFFNwSFry+vDaNTjIj2RcrCKcfeE4aLpt1rqMfg2nfjtRz/TApyH+6HGKOf2bPke2dARyikamo60vTDimmKcfEEFR9GCt8dxoHRtzvigKaijCOGecUbvbqe7cR0HbfsasHuQnO3YxaqCLir5DuOLRjDY9yX/DQkEBjB2r06yMGaP/9/jxMGECL8YLuO7ZVkpKvGiSg5go0hFUmD5vBqMnVQKwv6+TXtFNZZELBAGXrJpzL5t/0oU3DY0ySUAXWpVUYorGlo6AGURPv8flEPV2ZPt2UsdXp2BSVHA5UoVaU8dGOOJxHsEIPuo4oiD6888/z2c/+1lcLlfK57FYjIcffpgvfvGL74lxH3WUFjioEt18769vZ9ANXHPOFJNL9mfPbGNNGk94+nH2X104Ew2Ne9ba884uu+9V/nTZvKy2GOJrVhG2dC7bXO1f3FxHqXd4XNzZ2rOzJxv0lwtzueHxTSm2tNT7uXVxIzc8tol7ls7mpsc3ZdAkXLmggV9fVMyXHxgSQXTJIsV5RPzyXR9X7uX3L+02++91SqxcMpvXd/ekBGUNn8hZFKqNe0u9Tm56ItN+qz/T/ZRN1NJAKJZg8W9foqm+nK+e0kBloYv/XrWZz504jh/8fXPOtgyUeZ14nRL3v7A771gbwoenTqrgW2dOTqG+GY6oa/oayNaWO49Qayim4JZFCj25/WNnh9cpUV3k5vrHMsfC4AH/r0fe4kcXzMhqZzY18lztpmNMqYdAOJG3rKKoVBZ7iCtqzvUoCcKwbHM7snNaZ9t3muvLeeBLc7no7pfoGowNu49el8SPntyaoYtgR98hZknlydfOQGToZVhLvZ+vLJjIJ3/9gjlnDbqXdL/kq9fwZzCa4IoH3sDrlLhnySzueG4HM8aU6P3Lxo2fpAvJJmxpwBiLG232tWVNdSz+7cvMrC1haVMd3/zTW4Riiu26LHQ7SKgqXqfEry6cidshmus/m9913YBpph7FcPx82+rtXLNocs5y1noKLUKr+erPJ748ptRjq51RaOPjtr4wVz+6IYWCy8oF/2HhaLVrBB89xONx85n82Wef5bzzzgNg0qRJtLe3f5imHXUYW+bNm4nudUh09IWJK0Mv+0YC6CM4EsQTKi9baFyOBAJDIorp89CkaMkxQY907tpRyyjJ9GanKPL6nh5A0APX6H01EoIE9KBnKJYgoWS+NAdwJMXdD/SGKS9wMhhJoCWTBBySkMxqHr59+3pD+Bw67c1wYQbNBV00syD5nKKhZ1UbfOHRuJ6BbfWzkZGunwDUucWH62sj2H4kLzgSKgiCxsH+CCogaNCT9iYlXSQ1F+IqCGh0JU8cxhKqSQvywo5DyQxmF6IIQRvqmdR+aagJfZ46RZGEoiGKepa8SxZN4c9YQuX3L+4BNCoL3XQORDDoXTxOiWBMQdE0XegUdCHceBxnLMKogS5m7O9idE8bY/sOMuX/Qkj79/PY/n2UB/sOz5lpUASRgwVltBf66Sj0011eRXd5DZ/+9Hxi4+tok7xU+YtoGFPGtu4IbYNxRpV6AdjZ2kOvp4u+GBR7JKKxTBHOUSUeJFHgQG8YWdR/v6LpfnVIyTmk6cln2zoGOLa6MEN40/CJooGgqiYnfkLRst4zGNWD333JExp2ArHupG4DQCyhZ6IPRvUEJKNcytgoQ+M8ubroiMVBDcqgo43G5Wi1awRHB44oiL5s2TLOPPNMKisrUz4fGBhg2bJlI0H0JLwOmasf3WDL+71+Ty/XnjMlJZCRi1t20fQa/m7Dk2y9tyMQySHwGKGlPlXkNL29XO2LwNnTa/Ly3gKm2CCQVaQ0nyBemc+ZEpA1sGZHFxoav7poZkYA3WrPOUnu5ttX7zDFUH0uKadQXiAcy3l9/d7elGvLm+u47bntWX1y5Sn1WYUsr1mkB5zT+2/15/q9vSniiE315aialldI0KjHGLNJSX7z4YxdU305G/b3pVzPVt7a3uRRxRnjNRxR12HzKefod3N9OZqm8cKubprry3OWs/rTwLWLJif53LPzgFu5nG3tbKobVrvZ51c5b+/vp60/wuhid04B1GBMYd3Orpz7wTWLJvPirm7W7+1NzsPs4paaph32vrM2yfV+ywUzzID1+n19jCp25+3jcPYb0H16JHuHdYzX7OhCRUuZ42t3dKMl6z8cwecXd3Xz5t5ek/dveXOdyYO+NDn+x2fReliT5B3/yaePyypsmW8szDaT/OLGf6dfm9/gp8At09oV5NpFk2nvD7PKMoZZ+fu3d3Ht3zZy7TlT+M6f387rj/X7+lizvYs39vbl7JN17veH42bZfMKl+USJ397fnzKuYC8O2h+KZQSqIZUL/sPI/D5a7RrBRxNTp07lzjvvZNGiRfzjH//gpptuAqCtrY3y8vIP2bqjC898/WTGf3uV7TUBWDilitbu4LsTEhzBCJIIJ1TCA5nZr4cDDTgYeHd1vBcw47Qa9IVi3PF/OzMzr5PBW08yoGac5rDLatfA5FbuC8dNWpH//vsWRHTBzOEimlCJJlQCNrQx+foEutBqVFFRwwkKPQ7QNALhBG6HSKnXwbaOwawvMIxy4XQy9DwQhWT292Hep6G7OWpJNomlnQo83JMPGhCKqYRQuerhNxAEIcOu4QT8laGYN4OxBH94dR8D0bipLSEKAg2VPq7+8wb9xL42RGsjCFDmFJhf6eTQznfwd+5nbG8HY/s7GB3oZFSgi5qBLlzK8Kh6smHA5eVQSSXO8bWMmXEs1Nbyf/EC7m4T2O4qJeRwExclFFFGlWVOn1LFPybo+mKReB9uRwdTRxXpoqtxlbiqgqYRVzXCMZ2XvicYo8jj4GunNqQEYF/Y2UVfKJrUJBhCTyhOd0jvlyjAj57aQpnXafK6W4U3vS6ZiiIX7xwcNIV0NeDeF1r525sHMu7Z3R3UdQU0fa4OhBOIosDpkytN2wxxz1/+c7v5ckhLrvM546vMcpefPJFfPvsO/eGEOW4JVaWtP3xE4qD3rmtN+lUP6hu2f9g4Wu0awdGD/KmDNtA0zZZ6Yv/+/RQXF79ro/5dMBBJ2AYIAG5atYXG2pKU641jS7KWrypy2waNQA+wNI4t4epHN3DtOVNprk/9wdRcX85JE/18/7wpbG7rZ1kyeJTeXq721+zoprLInq7HaB/04Mey5CYKuvDdDR+fRlOaTYZoZ/rnRsalQxSy2rJ2RzcOSbQNrhj2VBa5aRxbYopGzqorY8WD682+p7d5w8en5r1+86otKZ/n8te6Hd0UuBwsa67LGI+m+nKmjynOOZ7zJuh+MPxo+KU3GGdpFhut5WFozPLZaYydUcdNq7bkHeuWen9Ke3ZtrFzbavrT+t9WzJtgH0RLt83rlLL2e2lTHZIgsHJtK7G4xvXnTbP1+XXnTmVzW3/G5421pTnnUlWRfuwul51ep5R1Pl937lS2tPVn9YEhAnvzqi2sXNvKrPFlXHfuVFrq/Rl1LWuqQxCEvPvB9DHFrFyrB0oL3TIXt9Rl1NecrE8Ssq+1XO2s3dFNtWWerFzbysQKH1cuaLD1g9FHA/nmpSQILGvOtNsQss3mH+saMOoy5lFG/U1D9Rvjkz53rHN97Y5u87vPar8kCCxtqss5n/+1vYtgNMGPLphBS4O97T6nNKz1kN4nc10mM96D0QSRmMK0McVUFbmHv89v72JmbQnzG/xZ52u6n296YjM3fnxa1j6tXNtq/veKB98wy+aq/8bzp/KXN/bn/I64edWWFB9kEwftGoxlBKoN/Gt7l3mS4oPG0WrXCD6auOWWW7jrrrv42Mc+xuLFiznuOJ3G67HHHjNpXkag4/gbns56TRZhdl052zuDekDP8lMnd07sCEbw0cK7nc8JLbUOI6AgoJ8UK3I7iCVUCt0ydX4fo0s9FHtkZo8v5aypVZT5nMQVDYckmPdqms6BranaYQXQ3y0kQRced8kiXz21gT9cOo8/XHYSP/7UDJY11bG9M5gzeKzB4QfQ0X3ldcqsWFDPWVOrcMlDWfxWf5Z6ZArdup5PPqQXkQRIJvzjc4pcPn8CKxbUU5TjZHMkodn2x/CBKGQGkKyHCwtdkq49lFBxOUTiyUBvdaGLYrfMngM9lO7fzck7X+WLrz3GNf/8Lb/+8808du9VPP2Txfxsxen8fuXX+fkT/8M31j3Apzf+k5P2vs34vvZhBdATokR7cSUbxk3lsUnz+fWJF3DtGV/m85+5kfmX/IZPf+chLvnKr/j8ed9j2w0/hWuu4WM3fI1rb1rOp889EamkGF9JITUVhfgLXazf18ddz+9CQ9c4iCVU/rGlk5iiUuSRGQjHCUT0524B/QRDoVvGJYvMmzj0bLytY4A7n99pBr7TfSugv0QSgGhcIZZQWbm2lW0dAyxr0kVAf/ypGdy9ZDa//JxOU+tzivoYC/b3XLNoCh6HRIlHRkquNUGAErfMprYA2zoGTBtOmuhPUsRg/j8avLmv3yy3rKmOWy44jmKPTIlHZkKFjwK3g5VrWzlpoj/FxqV5gs7bOgZYubbV9KsGpu0fJo5Wu0ZwdOGwMtEbGxsRBAFBEDj11FOR5aHbFUWhtbWVM8888z038qOKQA5Rk1BMIRBKvW7HETuca8b1rsEYF939En+6bB6RhC4+V+By4JJF9veEcDklpowqRhYEvnnGseaX2uG0kQ2FbpknrmzC55SJJFTuWzYbn0vGKYv0BKM01payvKkuRUzxortf4nNzarn6zElE4goFbgeaptE1EDMzE7Ihl28NWysKXNx43jSckkDnQJSuwRhfTQo7ptvSE8x9/dBANIM2IJ+/BiMJRASuO3cq+3vDeBwSoZguQppPqMoli3gcIiuXzCaYvOerD63np58+jm/+6S3TRq9TNutMp2UZjo0ABa4hDmyjjlz3+Vwy3zjjGC66+2WzvWz8xoY/v3vWZMJxhevOmcJgNEHngH5kMJswjQGvU+aeJbOIK1rWsTH8EoopXP7A6/z5inlcf940YsYacMs8ubGDC3+rz7eLThyXcn9fKP9cCuXhKRcEgc5AhGsXTUEDgtGErk4OhGNxvn3WZCJxhbb+CFefOYlYQiWhaBR5ZMoLXOzvCZm+3NUVxOeU+MYZx7C0abxtX/Nhf2/YrG9vT5j/98e3uHT+BL5z9mQGo3F8LpkCp0w4odCfo//55k8wluDRL88jFFN0LkhVwyGKXHfOFBKqRjCq4HNJPLmxg9auYMr8zFd3KK7wzT/pdn930WQGIgl8TgmnQySWSLC8eTzfOvNY9vWGGVPq4ZnNB23XQLa2jPof+NKJpp/lZGB9efMEU+y3zOdMmeuReOacN+q68/Mn5OxTIBxnQkUBty9upL0/QiCSMIVOw7EEwSw88Hb9SO+TzyVz3TlTqCnxsH5vL6G4Qrg3nHHEO5/fwzGF2xY30jUYIxiNc9N504gkFPb0hExh0VRKJ4VAOMa150xhX08In1NGlgScsi4GfdvixpR7AuEY3zt7Mgf6wiRUzVwPVuHS7sEY//2J6ew4NGj73WHUVexx8NcrTsopDhqI5F7fA3muv184Wu0awUcTH/vYx+jq6iIQCFBaWmp+fumll+Lz+T5Ey44+2AkcGkioJPmrNZySgKYJKFmoKEYwgo8yBCGZWXyEvNyZFeq0IpIoIIkCokM0RQa9Thm3QyMaV7niY/UArNvZbXIrCxJ6YFHQbRFFUD/gZWfwgY8p9aRk57717DuHRY0yXOic0xpxVeWEcaWcMK6UdTu7SSgJHLKIogxRmRR7naiaxmCe38agj6sk6HsZgEPWeeoFNCRR5MQJemLC717cjYguyH64kAQBSRaIxvXscocIgjBUmyhAaWSA2u42pu04RNnB/Yzta2dCqJuq3oNU9B/CqRzeiYF0BFxeOosr2VdQTn/lKHorRtNeXsNbcintpVX4K0roCCm0hRQQdGogI8O6UnZRUejSObv7Ixyb1GnTucFL+cOr+0xub1XTTE58g7vfyi9u/R2roQt9Kqo+79P55Q2+91zQNM2sw8pHfmx1ofkP4LmtnYiCQHmBi7a+CJKI7T1OWURAwOuS6A8ncMh63T63bGtfXNEQk/4i+SLE0D8wyjllEYckmT5yOzST/3zBpMphU5+k87YfLTzqR6tdIzi6cFhB9PPPPx+AN998k4ULF1JQMCTK5XQ6GT9+PBdccMF7auBHGUUeh63InCEEV+hJ5W7NxRE7HA5x0LPbBmMKnYEIF9//Gl6nxKXzJ9Bc78fjkFKOvls5q/O14XVKjCn12IoqhmIKBS4HfaEo3qTAnpDcgPWtW0gRSLUGuW5fvYOFU6sQEJLH2vRN2Xhg8Rc4ueWCGVQXuxARQYD+kC7Als3O5c11jC3zEImpRBMKgiCZHHdW4Tqj7MzaUjQEnriymbiiHwV8dU9Piq0Lp1ZltJWPp9vnlugJxYglVN4+0Mcpx1YRiiWYUlPEmCR/WtZ7XTJPb+rgtMlVxFWVs6dVc+6MGhySyG2LG3VFckHA55K4+P5XAWzn2ahiF0459zIfjCYyBPxyzQWfSyIcU/njZfPQNA1FVYkpmIH4v60/wPXnTU0Zs8FoAq9D4vEN7aZfvU6J31+cO0POIQlc+dB6blvcmFOU0+3QBXJn1pYSCCt4nfqPAz1zQzDvs7v/zKnVOW3wOiTKC+wFRY35Uep14JB0QdZQVMHjlHhhRxcTKwooL3TSF9L5BMeWeglE4vhcEuU+GREIhGN4XTK/Wz6HMp8Tl0OkrTeCZOGCNNbTZSdPYGyZJyf3JcD4ch9Pf62FhKIRiis8+uWTkvXAq7t7SKga00YVE02ojC3LPhfz7Ts+l4ymgVvWs04SmsahwRib2vs4Y0qN+dB/5tRqXA4Rf4Fz2BzqY8s8plhvXFFZeu8rGQHye5bM4ooH3uCeJbNyCsqOKfWwculs3j7QhywKnFhXjqbBI5fPw+2QcMsihwZivJK27o02jL+NffC+pbOpKnLz+JXN9AZjlPn0I5eahjkPZVFIZloN7SnGvlXs1f2w9N5XWN5cx4njyqgqceNxyvzh0rkUuGScDpGEohAIK/gLXITiCUJRhXuXzkZDo6bYw8OXzMXnkhAEAbdT555cv7cXT9LOnqSvrQK0tWVevnZaA4KAOQdSvpfcDoq9QwHpnZ2DdA/EcEoilUUumib6OXNqNQcDEa5+dANdgzF8Lr1fF9//GvcsmZVTENTnchBX1JxlzpleQ7HXSYnHmXNcS726OKghzrmrK5ghzlnkzvM9nIen/v1CPn78D8uuEXw0ccopp/DnP/85JYAOUFZWxvnnn8/q1as/JMuOPhR7ZPqyBNJdsshxY0p4YkM7CUUzMzhhSAhwBCP4d4BwmAKceetL/o/BJT4Y0UVDowldODGdI9mO91pI/vugA+hC0k47DufJ1UWIgoDyHi9+I/jqdchmm16nTDCayiEvJCluwkl/5rPD6j9BgISi/17U0H1ubWs4QXk7aGgo8QRj+jqp6zlAXV8H4/vaGdV3kNH9nYwZ7KIkFDiius02ZJl49Si2SkW0FVeyy+dnb3EVu0uq2VdSQ8BXhNfnpjumUV7oxl/goj8cJ66oCAh0qgKiW4awkbQ25DeXLGbl7E7nEjc48QUE87NoXDXndoElo9/gJRdF+/k0qsSDxykxGM3ud1EQSCiaydGfjVfcymGuj7P9PcMtZ7XPWJeazRzN5qPh8p/n8/WR1PNe42i1awRHFw4riP79738fgPHjx/PZz34Wt9ue8mEEOordMiuXzOa257ZnCPatXDKbAqdES4PfPNKdiyP2YCCSUtaK5vpyxpV58Rc4mVxdRIFTYstgFK9T4vYLG7l3bSu/+dcuHr50bgqXcHp72dr3OiVWLp3NT57aaiuq+ODLe9h4oI/jxpZy7d822ooEfvWh9TTWlmQI4DXXl/P0poOsXNuaIna34pR6zppWxddOO5ZbntrChSeOS+HxXWHDN55N1K+pvpzvnT2Z0yZX8uyWzrxllzXVsbmt37S1sbaEzkA0xXdep4S/wJmTB/vpTQdNwdZ7lszix09tMe1dcUp9zns9DjFFsNQqYmjtc0t9OfcunU0opnD32l0pfTl1UgUXNI7mxV3debmNrWhJcsjbwdov4+9rz5nKl5ICk2dNq+J3F8/hpic2Z4yZ0d6tixt1fuhPHYfXIeXkt37n4AC3Lm7k7QP9Wcu11PupKLAXvV3WVEfPYDQrJ/hpkypy2nDKpAoqi1wZnOlWMceTJpajqBo3PpE691sa/EwZVcSye1/lx5+awa3/3J5SxymTKvju2ZO58fFUwdfTJlXwvUVTuO5vG9PG2s8VCyby2bteYnlzXdYxPW1yJZqmceOqLbZrcf3ePi5pmcCy+14lFFNyzkVdSyE7L/WTGztMfvxlTXU8+PIels6r44wpNXz/sVR/NNeX8/Clc/ncb/S5kmu/S59nLfX2IridgSgtDf68/N3PbNb3mHuXzub21dv5ydPvpFxfsaAeRdNS1r0h2mmsD2MN/vLZd1h84jhu/vvmlPZOnVTBJxtH89s19vNwS1s/zlljzc/9BU5WLp3N/S+0cu6MURkiys1JKqBIPMZ1Nr5cmtxXQzHFnBsX3/+a6Z+W+nK+u2gymkbG2rAr31RfzsqlszM4xf0FTkQBrvlbpg0PfGkut/3zHfOe+XnGwuAsjyTUnPtfqc9ptp2Nb92oK584p+Hn21bbfA/b9PeDwnD6NoIRDBf/93//RyyWSQEUiURYs2bNh2DR0Ys3v78wKyf6t8+axNKmOl5p7eYfWzrNE5vGEf24qqftjsTSR3CkkJIJu7nzUVPhlgUUjYwTxO8GAhpep4QkiQQjiRT6FKckmEFCuxYdkpBMohn6TJJEJEFA01R6gjEKXDKnT65k/b4+9vWEcEgCC6dWs7srSOdAlBNqS1izvZtgTA8oehwikigQVzRiCdWWf9spCWbA+72Eqmr0BWPMqStjd1eQtr4wsYSKM5nscfyYYtbv68vKMy4kfWJH0yFi4ZK3QNH0YO78Y/xmdusnGkdx3wu7TSoVpyTgdcl0BCJoGjRU+TjQF2EgR/Bb0fRM8LoyD52DMYJRBdDwOES+fPJEAF5p7WZmbQlrdnRl1KXvdSCKIs7BAHU9bYzvbWNcXzu1/R2M7e9kVH8n1QPdONV3l03e6y6kvchPe6Gf/cWV7Cuu4kBZDdWNU1hw+myqK0t4Y28/97y4l55QjEhMxSA+8ThFnF4np9Xr3OSdgSiiCKdOqiShaqze2omiaKaIqTFlXLLAYCSBJAl8+oQxGZnFBjf4nc/vZF9PCEGA48eWUFXk5sWd3XQGoqiaSl25l0ODUYLRBLIk6tQnCHrynqZTq3yycTSgZ40b4pQGp3j6i1yXLOCUJMLxBKoGTknEKWfnFTfsvH31dp0GSUM/rZt2j1Fu5dpWnJJIRNOD53Z1W+0zGAGKPA4uP3lCRrnh8p/nEuc8trqQc2bU8KfX9xOMJChwy8PiUX+/cTj9G8F/LgTtvXwNfZQjEAhQXFxMf38/RUVF73t7+3tDfOfRDbYBqJZ6Pz/6xDT29oVNcTojsHvfutaU4EJTfTnfPnMSHqfM9Y9tzLi2rKmOh17ewyXzJ4Am0NYfpqGykI0H+lj1djtrk0HpzW39KYFNr1PiwUvm8tOnt7I2R/s/+MQ0nny73bYfzfXlfOvMSTy3rZNXWnuyBrEaa0vNYJvx39ZAkCGkadzvdUr8bUUT1z+2icba0gxRz6EXBLvN4OiKU+ozylltuObsyfzgya2s2d6Vt6zR5qLpNVQWuXn09X187bRjTfFMO39affJfCyex+LcvmUFKO/vtfG0Ezn705BZWbz1kfp7L3pYGP2dNq+a7f9mY8rlxz/q9fSkvKKz3XfGxei6+/9WUQNpXT2mgrMDJjY9tTgk8pwfurJ8va6ozs1BXrmu1HTOrf5c31XEwEOHZLQfz+rCxtoSPHzeK48aWZoiXGi9I/ueZbfzT4i/r9Tl1ZcwZX8Ydz+1M6Y+xrn757Dt8LosNN543je8/tjFrEPmc6aM4fmxJRkA1va/3po2zdXzS71txSj1v7u3N+mKhsbY046WTgZYGP987ezI3rcpuT2NtKW/t7eW45DpM3wesZS9tmcDoUg/XP7bJdt+xzgWj7ub6cm6zCF5a0VxfzopT6vncb17OuQayzbPjkzYb7V11agMFLpmfPrMt60ubZZY9JpdfF02voa0/wvq9vTTWlvLm3t4UO374yen8fUMbx2WZ28MZtw37+kzByP5QjBUPrmdp03hb0VrQA+FnT6/hO2lr21qn1R/WvwHT5mzzN718S72fn37mOKosXPcHAxG+8cc3s47njy6YYZ6saesL8/2/beSzc2ozxsLgLK9JZnLs7Q7y3b+8nTH2P/jEdGrLh+gn2vrCfPvRDSnBZqMur1NixUPrbV8uz2/wc9viRgBWPLje9iVaS4Of2z9EAc9cfasZyXj5j8C7fS7dsGEDAMcffzyrV6+mrKzMvKYoCk899RR33XUXu3fvfq9Mfk/xQT+XG8gWRP/+uVNM8bCmHz7Lgf5UMUdZ1IMVHyBd8wj+wyAJQ+KMBpomlnHdudN4/K02ntt6kHcODppBb4eoU3ccyZR0ySLLm8Yzp66c1q4ggUicIreDlWt3sb/PPpkmH0QB3A6RJfPGU1nk5q7nd9EXjhFPaIiinoGtJgO9XqfE/AY/8yZW0NYX4i/r2+gajJq0GwYE4JiqAk4YV8rjb7UxkEax6HGIzKkr4+RjKnltdw/PbD6YUYcBWUiu4Rx9cEgCapKaRlE13LKIxyExdXQRm9sCHDpMzRLjYKmdSVJS4PHECeUpgo0AhS4ZhwQ9oaGAqySAxymjaRrjy32U+vSTsE5Z5PXdOpWfEdQPxhTzxYskCDRU+ehIUgkCFDoEziuJMyN8iNK2PcS378C1dw+j+g9S09dJceTdiSvHJZmOwnLaCis4UFzJgaIK9pZUs7d0FG3+0cQKi5ldX4HP5+bP6w+kvCRySALVRW6WN9dx0kQ/97/QytObOkwe/YVTq1lykh7Y3NYxwP0vtLJ66yEGInEiCRWnJOJzSXz6hDH0BGM8ubED0NeJoqq4ZIkCl2wrGHnvulbuen4XhwYiJFmGEEWBuXWlROIqb+7rtz0R4JB0PvO4qiGgvwRxO2UcopgiTrmtY4BXWrt5ZtPBJH2YfmogGE2Yc0QATppYxgOXzMvq38t//xr/2NyJqunZ5Y1jS/jBJ2fkDGYbL4fsgtrWsq+0dgMCc+rKcpbLFiA3/JhLnNO4PhhNIIn6S42rz5qctb8fNPL1bwT/nhjuc+lhZaIbUBSFn//85/zxj39k7969GdkvPT09R1Ltvx0GIomsgoVrdnQRiClcfP9rKTzPsiDw/fOmsq8njNcpEYwmTI7YiiI4vraUZVn4Yb9xxrF8+s4XuW1xI4cGoxw3ttQMvjSOLeH21Tt4aVdPSnsOaahOn0smElMyOIGLPY6MAK2BtTu6WT4YY9qoYn7+j+22Zdbt6GZ5ctNct6Ob7549mbOn1fD3je2m7YZ9BkIxhUhcNe9NP9IfiimseHA9l86fwPcWTSYQSVDolrMe/V+3o5v2QJTrz51KbyiGxynlLGu0+b2zJ9MZiDKxstDkcF/eVEd1kdvWn8aY9AZjZgAwvW+G/UZg7ztnT2avhW84rigpAfRsdRhYs72LpSeNz/jceo8dn/i4ci+CIPCHy+YSieniL6Kg536omsb3FulfZIZvV73dbss5vXZHN1efNQnAFOC0GzOrf69ZNAWA1VsP5fXhuh3dfP20Y1L8b9CQPL2pg85A1DaAbh3Li+9/jcdWNLGnO5TKdT8Y49mth3ghiw1RRc0pOnrtoim09UdyikF++6xJtoHVbGOaa6yN/ljnz/KmOorcDgRBp1XJZ48xNobgSyim0BeM2e4tX37gDbxOiYcunUskrhCJqQQicVsOfqNun0vOKQr8vUVTWPXVZp0v3Slyw3nTCMcVgtEERR5H3nk2pabItG/pva9yx4UzU7Qevn2WQDimMhhNpPD8D8evVcl1fc2iKZx33CjiisKdXziBhKIxqsTNd/78NkuzzO3h1H/76h10DcZMOpc1O7r41lnH5hR0zibMY91X7f4GqCx05Zy/6eXX7OiiNxhLCaL3BmM5x9N6HHhUiU7B0x2Mcf25U1FUzeQuT+csry338T+fOZ7eoK6BUeSWKfU5U9o26jQ42gci8RT+852dg8MS57QLoIO+dxrj8WEgV99GMILh4Pjjjze1ik455ZSM6x6Ph9tuu+1DsOzoxck/yU5tc/MTmzlpop91O7oyAugwxDM8ghG8HxDJDKADvLSrl91dQc49bhSPvL4fVdNMIcfD1LNMQTSh8qfX9nN+4xgWTKoEdAG9Iw2ggx78iyY0/vjaPhyShKZpJBQ9oz1ueawTBV2M8/W9fXz8+DH85l87iSmqffBbgO2dg3QEIrbaMdGEyraOQS6cM447WnuyBtBBF0TNh3iS8kJJaIgCxBSVArfMxgMBekOHL/qd66Wbqmr8Y3MnL+7qZiCSSHkZMmBD+6FoOq2mQxIJROL87LPHA/Cl+1/F7ZQo9jrY3RUkHNfbLYwGGd/TRl3PAWrXdTCur4Ox/TrtSvVAFw71cM5EZKLPW0RXaRVtxRV0lFZz8pknEq8dx9Vvhthf6KcjqhEXJD1QTJLzPilaWe528eqBAaLx/oxTFnFFIxRNsHJtK6OKPazZ3oXHKVOdpNdYs72LJScNPcOu2d6FhkZMUUHTiCsKkiDz5/UHEBAo8ugacbu7giAI1BQ7iSZFOE+aOHQawBCVjCuKuRY1dK7yF3f1oKUJ6qbbDPqLDkEQiCQ0Yok4dRU+27Z+869dpl27uoIpdGEa8OKuHp7e2MHCaZm0o09v7OAfWzoBDaesU8C8ub+f3V3BrJnrww0ED7dsrnLp4pz94XhK/63XR5V46A/HeWJDO+c3Zp4O+LBwOD4bwX8ejiiIfsMNN3D33Xfz//7f/+Oaa67he9/7Hrt37+avf/0r11133Xtt40cWucQvvU6JgXDcluf5jotmcsUDb5j/b3wWCGfnhNbbS6SIQlrbNz5Lb++Oi2aaf1vbS7cnFyJx+y9gKw+t1zkkXhmOJVA1gZVrW1Oup8MIzmQ7theKKfzi2e0cU1Vo+isXPA6JaEIP6OR6CPI6JUaXeHj0y/MIhPXA3sePH8WZU6sYjCo4JJFgTDH52iuLXAxGFKqKZA4GIjz8yl7mTSjjH9+YTzyhZRWIM8aiud7PpraAycXcZFHyNnAkoq8pwoc28+wPl86lusiNLIqomt6vAqdEKCk2WeR24HNKuBwihwJRM2vZyq/sdkhs2N+HQxRZuXS2KcCZz96BSFx/0MliG6TOu+5gjM/NqU1pV1VVnXe6wMkdF8205SoHSKgay5vriMbVDD7kqZ8pysmX3FKfORap/UiYegTZMBixXx/ZfDTcsbb67Q+XziUYVZC8+lHC4dyfIlJpOZMriQKVhW4WTq2ipd5PoVtGQqA/FMclSzm5rIvcjuRxy+wYjCToCcVwSCL/2p46Xn+6bC6AyfufPqa9oTguWef2m1lbCs267dn2UMCcsxWFrpR58vAre1PmVHWxG5cs8vXTGwgmf7gcGozikvXyBa4KQJ9P6Wvgjb29OX+0Wf1t7AeGsGS2+ZF+X75rXqdEmU/n7o8pKpWF7rzCvXZ1p4s62/2IS7++s3NQz2BL8pGX+/SXBINx/QWcLArs7QlSlOSr1DM59R9IxV4nx1YV5AwcWznaU23NL86Z7/fyhy3gma1vI/hgYPDpW+fvR2k8Wltb0TSNCRMm8Morr1BRUWFeczqdVFZWIkm5v6P+09CeI0CoaPoJkbf2931wBo1gBFlg8PCrmsaWjgBOWSSUpD+RJV188t2SC4XiSopg3nsx9wX0Z1SHpFHidQACkqClBJOFZCgyHFPY0hEgEleRskQnRfSAcDZRRk2DUDzBlo4AoSy/SQ8XIjrljpQcA5csEohEhzKFD1MjwY6eBvRgsqppKX2zK2v9LBLXtXI6A1HauwZwdRzguM0vMyXUSUXHPkoO7md0fyej+zspjgaHb6QNYrKDzkI/eworaC+upK20mr0lVewsqqGjYhT+sdUgO1A1XVyy4lMzAHhn7wY8ThElHkFCM7OtNS3pU3SBzr5Q3HwWTe+3KApE4qo5P7IJPRpCkB6niKYZoq2Y9YMuCmo82wvoz/J2gpFGXXpS2RAkYeiFlZRH+FYShZS5odi0ZRWvDEYTKeUNP2gabOkI2AbRt3QETAFsURCRJZWYomUt/0EjnzjniHjnCD7qOKIg+gMPPMBvf/tbFi1axPXXX8/ixYuZOHEiM2bM4KWXXuKrX/3qe23nRxK5xC9vXdyIz2XvfkNwzypc6XXob5dzocAtmfeJkHxwSa0zW1u5yuQT0LS7notz/LwZozjYH0m5ni5yau1PPgFC43q+cqFYgsW/fYnm+nKuOWeKbRnD7v9elcpTnU4x8cdLT+SBL83NoBdpri/nwUvm4hQFvpfkELbrmxXBaIL1e3tNLmaj33Z9zAa763nFaF0S3/3r2xn2X3vOVK544A1CMcXkYf/WWZOyjmlLvZ+5dWWsePANkz4hX9u62F/u7ceow+uUqCv38bsXd6eIwq5cMjuFNx5SucoN8dL0e41yt1/YSE2xK+s8zbVGTR86JQ4OZGarWWE3ntb+DffzXNcNcdiWej/fOuvYYd1vrFurjwyamB89Zc+nnsjDxxmIxPHk2S/iiookCqx48I0UnQSA8gKXLbe9UUYSBL5oCeIb+4nXKaW8OLHOHbvxPWVShbl+09tasaCeEq+D825fl0JVc86Mmpzzyc4OKwybDMFIQ1gy2/xIvy/XNaOfP3tmW8q+9cCXTjzsuos8Q3O+vS+MN994JlRO/dnz5t8tDX6+sqCe5fel0kRdd45OU3XBCWNtqV4MDvPDwXshzjki4Pmfi3x8+h8FjBs3DgD1g1bi+wijpsTNnu6w7TVJ0LPiaopGNJ9G8MEjfRUbgTUNeGZjB9s6BlAUDUUD5d2koP9/9s48TI6q6v+fWnqdfV+SmWSSCdkDExJImAmQgJCQgCCiLO9rQkQ2E1x+CogEZVFAfVUEURQC6CvgKyjKvgWVsC8BspMhk2SSzJLZumem96r6/VFdNdXd1d2Tjc35Pg8Pma6qe88999zq6nNPfb8WSKJAdaHHpC44FLGvqBoOUUAUYCCs6PzpSedoaGgIOCSBDl+IqKLYcorDEM+3xyml5QOPxjRe2tZ5yMRSjWS50XfvYAQxnvo3Epz7g3SnG+1LgkA03mjyufmhAWp726jr3cuY3jbG97czqq+D0X0dVP6gG1FVSE/6kR2DBcUEK6p5Ty6kraiS7vJRvOMooaWoCnF0Df2aQPdgFAE9gayoekK8yOukN6LhUmP0BaPI8VgCndInHNU5zM2K7gSfaoSjKg5JQFEFwjbjHgzHkEWRDl8IUQRfUC+kSe7LEIIcDMf0avQYZuxZRUGNZ15D/NZOMNJoy9isSp4nVcv+RpK1gEVDX2PtfUGiqsbr2/Vn30hceNSwy7opY1wtCLqwrR0mV+YjAJGYhigo8Qp/wTw/HRVJOlqX4VK4DBfZxDlHxDtHkAmfBiqdA0qit7e3M336dAByc3Px+XwALFmyhFWrVh066z7lyHPLtuJpy5t0juTljXW2x9e19tFUX4KmaeZxRdPwByMZxdgM8UuvU2QwrLBuV68p8JZO7M3oa22Gc6x22PVrPLBYzzHGmNzWy83d3Pj4Rr67cBK3Pr0lo6ipMZ5sAoSG8F+m8+ZZzlvb3M26nb22Qq3p7F7b3I0WP37HmmbcTjklgW6cd8NjG1mxoD6rYCsMCXsax65dPDlFxHQ4Y+uwEQK1zq3dNet3+2ztv/Hxjdx69gzWtfaZfP3L/GFWLZ5s65uXmrtQ0au9DTuHM+a6Um+GMZWa83Xt4skpvl7eVMftL26zjS/juE7LkXqtcZ4IXJNmTC83dyMAVy6clFFY873dfVTkuzOOtdMftm0j3fxkmjc7IVjrZy81d3Ha7sqMNlvvL4avrFz/6fwBsLwxvaCp1Y5M9r+yvZt1u3rNOTJsqC5w84Mk8Upr36sWT+bV7fb3E2tbMOTDo2qLbMczpbogbVwALJleldDmy83drNvVx6olU9Jed+PjG1m1eHJa/vJ1rX0JgpGGsKTdejeQSeTX6u90961Xt3fvVyw11ZeYiWlfIMI/P9iHpmkZ77+vJM3JS9u6UDUtxX83Pr6RCxvrbPnf/72ti6sfed/kix8uhivOOSLgOYJk+AKRlAQ6HHgsfhKwbds2XnzxRTo7O1OS6iNviQ7hX99dkJYT/XNTKnjlwy6eWN9mJkxGMIJPAja197Opvf+Qt9sfivGNh95hMKyY3MW5TpGBLG8VpoORMA3FVEJxYVIrjQcM6Qo4Jb1i/c9vtWZda6IAc8fpovPJ0IBgVOHtnb6s9rllgZiqZU2EGuZoGsQ0LYWH/VBCjMUo69nH2N64iGdvGzW+Dsb0d1LV10n+QVaThyQHbfll7MkvY3d+eZyXvIqWoip2FlYz6PKCIOCQRRRVp7AxuesHdbq98jwnnf0R028SMHtsEa9t72avRYTylQ+74rSwujCjyyERiqo44noScV1dPckeU0AQEkRtrQhEVUDlwTdbcTtE0DRzo8Xoy6DcmFqdz3ObO02xW0XTk+4G3/zqtS34gzHyPA7QNPzBmK1gpFVU0h+MmfzmgiAwoTyHHd0BQmk2sNwOEQEIRdWERHhL16AZ37/993buebmFynw3U6t1UVR/MEaBx8FAKJoQl05ZZK/PfsN3ry+IKOj0RMaam1SRw6nTKtNykRuf9wQi+jFZpDjHydTqfF7b3p0gJvqNkyakcMXvD7KJc46Id44gHbJx6X9ScEBJ9NGjR9PW1kZtbS3jx4/n2WefZebMmbz55pu4XK5DbeOnFoORGKuWTOXGxxNF+eaOK+GONc1sbe/nTxfNSTm+ea+PG8+cRocvxLLGOv0BRBBY8cA62/MNMcpfPLeVZY115LllAhGVG5/YzK/ilcFGhSmQkMDYFO/r2kc3pD3H65RMO5KrU5c11iEJ+itZ1nMycng3d3OlICS0Zdf3VY+8z0MXz+HmJzebiye5f0OE09qGACkiiKtOn8qZv37Z/OzGJzbzxMomrvv7xgS+XGNu7GDlEBaS7LfCyhGebmyGXYbooXHs6kWTuPPFZlYtmZqQrFu9toV7ls5CREgRx/zBGVPpGYikJLq2tPn5YVwYM7nfZH/Y2W+dw6seeZ8/fvVY2wSh1TcrH1zHr85r4IHXd6adM2PMd54/M+05q06fwpm/fpl59aUcObowhZN/OPzTjfUlTB9dkJbP/6XmbmIqGefxa4NRVi2ZyvU2gqbZxjGvXq/IXfHgO/zkizMgae427fXxwzOmcf0/EmNwy15/yvxDohCsnR0GbnxiM3//eiM/fMze5gde32mu22RfZvPrV5vGZZ1XQF+HgpCQoEoWI7XqJFx+Yj35HjntXBlr48YnNqcce6m5m8tOrE+we9NeH6uWTKVrIHzA/OXlSdVYNz6+ib9efhzf++t62+teau7mmsVTUjbnjHH/+Y1d3Hr2DDMxV+B1csvZM/jxE5tsvyea4uu0rS+Ysratb8YAHJfmvjV0T0yMvXn1pVw+PzWWljXWmfRcXQMRyvNc5po2fGNtY2nj2ITYS/ahFcZ9Jd16+/cB8JMbPkwnzmm0NZxzRvCfha6BSFY+/U9TbPz+97/nsssuo7S0lMrKSgTLq+iCIIwk0S245A/pKcme39TBu60+ZElgclU+O7oHGQwrByXeOILPDgQwKfyCUWXYmywOEdwOmaXHjWFbxwDPbEpNBB9KG2H/YnVL+wAlOQ4qCzx0DYTjycv979cti4RiKoKgV/oaCc/iHH1zXhAELj+xHock0uEP8tAbrcPmGFc1WNvctd9r0Ejge2SRr86r4/QjR7Gja5Bv/Xldyjg9sojLISJJupDoQCiKLxiLJ1HtN9VEQS+aO2p0Ia+3dBNWtFRue02jMNRPbV879f52RnXt0bnJ+9oZ7eugcqAb6SAr6DtzitiTrwt4thZUsKuwkh1FVbQUjaI9twRE0fQHDMWHaKmAVhSVXLeD/lCUIq+DQq8TXzCqUwrFq8+JV2RrgsCbO3qQRT0RW+BxJPB+X9ioC4Jaq56t/+/sD/HrFz9E0zQG1Ki5wSKLgsktbvVIOKoioCd4S3IT+cwBNu716xXNgQgqelV2oUdm414/3/rcRNMWo9I5U5Wr1Xar4O69L7dQmusiqqh0+sNooNsSVZBFgVvPPhKAqx55Dw0ozXXRNRA2Y8gYj8H3vnGvn2sXTzErwnd0DfLdh99DUTWKcvTnj2QeddCrdH/7rw/R4jRJmqa33ReI8cyGdlsu8uoCD6vXthCJqYSjCmg6138gEuPZ+P1Ip6HR6A9Guetf21P63V9Y/Wjn62zHR/Cfh2xc+p8kHFAS/ayzzuKFF17g2GOPZeXKlfzXf/0X99xzD7t27eJb3/rWobbxU4u+wShff+Adbj17BlctmsRASCHXLTEYGkpSXHD3aynHXbLEV+55gx9/YbopHuh1SOb5D3xtDuGYSiCs76jKokBHX4jx5Xlc8eA67l02G49DShEfjKkaVy2cRCSmoqgauS6Zpza28+G+QRpqi8xzfnjGVHyBKF0DEUpznagaXPHgW7bCi1c8uI77lx8DJJ6TjapjIOl1vGRbc10yA+EYz25q5+pFk4koCteeNgVN0Lnec1wSz2zs4Pzf62KTFxw7xhRmvbCxjqsWTmIgrJDv1sfY0jWYQLMQiCh0DYT59ilH8N2FE9ndG8QV34HPBIO3Ldn+1PEl9mU3NjtxxkBYSRAx/WrTOPJcMjkuCUkUuP7zU4koqsnF7ZRFojGVXJfMDWdMIxRVGIwoeJwiLknk2U1tXL1wMqIAO3sC5rwl+8POfitfctdAhJ3dgay+sY5VFgSuPW0KMU2lN6A/kD2zscMccyCq8J2/vJdWVPShi+ewZksnPTYP2Nl4w/PdDq5dPGUY85T5+GAkRkv30PqwE/S1G8foIg9rtnRSlOPg3gt1rvgfnjGFcJwjP9clI0sCkViM75w6kasXTTLnpzjHmSKi6pJFtrT7CUcVHr70OAZCUfrTxVBEwR+KcsMZ0whEYgSjKjkuiaii0jcYZUp1gb5uLzyG/7sk8QXQbH4NWcZ6zaLJCTFlteOKB9fx18uOY09f0NZnyX0pmsbuXvtqCwO7e4NpY9btkHjh2yfgC0bxOiX9tUjUtFQoB6IxEIgo+IOZ42Vnd4DrlkxBFATTFkkUkESBn51zZEpSrrrQw4/Omk7PYISbzpxGMKrSF4iS65bRNI2OvhChmGret1VNI8/twC2L9AYirF42G69TyqgbccWD6/jTRceyrHEs4ZjKmBIvz23q4I0d3Sb3vHV+HohTwPhD0ZQ1bY1HPU5fTzsndjZl438/EH7y4Yhzjgh4jiAZw+HT/zThpptu4kc/+hFXXXXVx23KJx4b2tJXq8Y0nfqvptiLKAiU5DgJRIIUep10DUZGsugjMKkgcl1yioaIHUQBqgo9BCMqR48p5q2dvWnPlQR7YdH9gbgfbVgTe6IgIAoCLlk0xRP31xTjW98hCWjaUAuSKFKWp3N415XmMH9SOS9u6eQPr+40+1bTJJGTucD3BzpftF557pBFjh5TbPIxy5KIrGjIogCCTk1HvFp6VL477g/wxZ/7rJsCyXZpGhxdnUP3uxsp69zN2N69jO5pY0w8ST7a30luJPMzbjYEZSd745XkrYUVtBZWsqOwih1F1eworCLsHB4NjyQObQZoWqLvtbjPNCDHJeN1yrgdEq09AWKqvjngcIig6ZziOu+9aN4v3Q4tgdc6kzDji1s6UVQNj1MEBBySThNT4HGYovDJUNEpB3W7hvoCvfo71yXhDwo445QzOS6ZYERlb1+Q+ZPKUyrOM8Gwfb7FXiuHuRgXD811yVTmu+n0h3HGf3M4JMnk+nZK+rNE8ro0+N6dsmiK+u7tC+KSh641eOaTecL39gUJRhQEdG0EI34NXQA7rnHjc8Pfctzfej9DlEKIgtnWoeAnzybOOSLeOQIrPk1c+QeURL/lllvMf3/5y19mzJgxvPLKK0yYMIHTTz/9gAz597//zU9/+lPefvtt2tra+Nvf/saZZ55pHl+2bBn3339/wjWnnnoqTz/99AH191Eg3+MgEFFY19pnitBFYjLFuUMcrF0DEVOozxA4PHVqBd87bTKFXieBiMLqtS2ceEQZXqfEucfUEo4ptPYEcTskXmruShFSHAjHkOJbuulEG+9ZOssUManIdzGlKh9BEFi/pw+vLPH6zh5m1RYhiQI5Tok/XXQssiTqnHCCwPt7+vA4RP6w/Bg0TVcK//PFc1mztYOVD64zubHTocCGL95q62MrG/ny717D65Roqi9jX384QcRvVm2Rea7d+B65bC75HolgROHUKZVIosBv/mumKRK4em0LuW4He/uCemVEXIQwHX+5MTdjS3P4w/JjKPQ6WLGgPsX3BpJ5jtONLVnQ0uOUzDaN85/6xjyeWN9mnpfjlKkuciEhEownzfPcMq29ATa1+ZhYkU9vQGNCeS4TK/Jp7Q1QW+xlU9uQeGkmnnavU6Ii30Wh18FDX5tDrlvWq0okgX+saKTNF8IhiSkinl5HouioCkRVlXN/95rZp3WuXLKYNj5n1hYxEI7xy+e32dqa3FeyAGWOS+bs37zCXy87Lu047eYpGWNLvMRUjUv++HbCfE2pyueO82eyfk8ftcVe/rD8GFRVozjXSSSmMRCOceToQmRR5OmN7UyrLqB7MILHIaFqGrluiVN/udYUpx1V5KGuJAcE/dXan3zxSN7Z1cvKpAQ5wJNXzCPf6+DfzV001BTys3OOTB2/UyaiKJx+R+LbBsYYbj+vAUXVCEYVqgvdJpf3cPjYjTlbPL3KVojY6EMD27mxtmWgLNdFWW7qW0xWn+e4hsSJV69tAeCSE8Yxf2I5kijQE4hQ5HWQ53YwEIrhC0ay6k5kGqcd8t2ZvzJLc51IosC4slxAp4zoHoygaBo9gxH29AUJRhVKcpxEFT1OrGKG2zr6Oe/3r6WMXxYFwjFVj0dFozscxh9STIFUYyPTDoGIQs/g0PfM09+cx/RRBYRjKoIgJNwXANxOCV8gQr7bQc9gxGwjeZ3es3RWxo24ZB96nRJlebrwqV1ceJ0SRV5nikhpgdeZVfxxOOKcIwKeI7DiUPDpf5LQ29vLOeecc0jb/Cw+lwNMqypgT689TZYsgNcpmzyt4bjAnBp/pX8kh/6fDUHQnz8lSSA4zISugF5Fa/D9HjW6kNe299ieeyjog/Qq3OG1ZT1F1TRUTYs/G8SP74c9ggAeh0hUUYkpGpLlEcApi7acyF6nzGA4ljaBnmyj2yExsB+0KoqqoYnxSnSnlNC3xykxGFFQNA0t7iyvQ8YhDfE0W32hKCpFAT+1fe3U9rVR19tGbZ+eKK/1d1I+0MMVB6FNoSKwL6eQPQUV7CutYtaJM4mMreOmLRG2F1XTLOYS0/afiz2lH1UvSlfj1ctW3wsY3N/6M6eqafiCUTxOCUXRCEcVYor+7KihP9c5JOmAeK0NTmyDNz2m6IllVdPSxp8o6GtJdWspfdm1FY6ph4xn28rhnY1b3cr1bfg3OTJUVcPrkmz52LP5M1P8Tq7Mt23D+NzO38ZbAMltjfCTj+CjxqeJK3+/k+jRaJRLLrmEVatWUVenv649Z84c5syZc1CGDA4OcuSRR7J8+XK+8IUv2J6zcOFC7r33XvPvTzp1TL5b1hOHLzZzx5pmU/xt/W5fyuv5dgJ4KxbUc9KkMs47dgzb9w0ktGUgWUhxXn0pzZ0DnDq1MiPPbvdAmCMq821F/M5qGMWHb/ZzVE0ht6/ZxvnHjkng2/U6Je5dNps71mzjp898kHDtivn1zBhVyPt7MnNit/lSKQqsxzv9YXPsP3l6Swo9y8mTK1gwqYw1W/alXN9UX4LXIek88qEo96z9IIV64p6ls8hzSvQMRJg2Kj8jL3w6ccKmJN9bPzcUwO1sGwzHMoh0JrbZVF+CLArmPHmdEr+5YCbd/RFuj/OVD11byg/OmMKF977JD86YynV/35BCD2G0nY6z3OuUuGfpLH7w9w0JnNpWKpDzjx2TIgo5Z1wxhTnOlHgyxvPQ6zsT+JfT8bgbdpbmOnlxayeN9SWs3+NjXn2pSUfhdUq2fRlr4YHXd/Jeay+rl82mKMdpy31v2DAYVjJyzcdUjTVbOlkwqcxcB1Zx03uWzuLWpzbz9q4+fnVeA7et2WZDwTKer97/lhkjTfUlfOfUSZx5VBWXnTiBW5/enLLGrOOxxte8+hI27Olj9tjijON/Z1cvU6oLEtZIppi7Z+ksvnr/W8PistevKcXjEFPuMZkEha1jSW5r3a5e9vpCCX1nauuO8xuQBRGHLJjaCtbzjTZWLKg/IN75Tn+Yjv7E+Dx+QilFOek5uBvrS9jW0c+8CWWAvpt+3d83cMGxY3A7RO54sZl18Tj5+XOJ96TjJ5Ry05nTeNfi/0zjN2hx5owr5k8XzaE3kJ5XPcXXO3sTaJmsc3N0bRFPb2jnnZ293PyF6XT2h9PGQ6c/lHZtJfOtG2tFpy5KjfGrH3mfO86fybWPbkignTH8csPjm3h+c2fC558m8ccRfPIwXD79TwvOOeccnn32WS699NJD1uZn8bkc4K6vzOKIa57AjvK5aUIZFfkuXvmwm9aeAIqmMabYw77+4VFOjOCzheSNE5csMrEyjw5/CH9geG+ryJKIIAgcN76Epza00VBbRL47tYpdEuIJcDDpGQ4IGhxZU0CHP8xen/1zthUCUFfiJapqtHYHQIAjKnJp6QqkvFGWaSPJ45Q4dWolzZ0DvLOrD0XRN54ckoA/noi97ITxCZzIl5wwjp89szVlQ94qYGn055ZFzjiymn9t7WSPL5xxTLIIDkkkFFVRFA1JgPFluWbV8sTKPC49YTw/eXoLwTili0sWaarJZbSvk9a3N1DRuVsX8/R3UN7dRnVfB7nR7P7MhJDTja+siq3uYlryK+OUK9XsKKqitbCKiOzAI4t8YeZoOKKMzv4wbc7d7OrsR1RURBWsQp12yHWKBCJqStIWiIt4akiiiEfSK/TDMdWcV4csIgJHjS5gR/cgO7oGcUgC5x1TS3m+e2iuBI3c+HwXeBw8/n5bAq81wB9f3YFVpNJO0HLJjCr+8vZuHJJERFFxSiJep8zsscW81tKDLxA157/AIzNnXAkb9/ptObStHOzBiGImhu14tq2ihTu6Btnc7mdyZT5jS3MyUovMm1DKmi37CEdjeF0yqqrSMxDB6RA5aVI5O7oGccoiS2ZUmT6RJZHRhW7afGFUNDPxLogCpx9ZndLP2BIv7+zqwx9PIp5+ZHVC3Br//0LDKO5/dYcev5q+wfSFmaM4dVole31B7vrXdlp7A3gdMpeeMM783MpTb/X3y81d5gZVgdfBpSeMsxUktfrm0yD+OIJPFz5NXPmCdgAy1gUFBbz77rtmEv1QQxAE24qXvr4+Hn300QNu1+/3U1BQgM/nIz/fXu34UGJPb4CrH3nfTBqsWFDPul29ZiLl/pdbUo4lJ28fungOtz69hdlji3l7R09ascCG2iLW7eplxfwJFOXI/OTprbaJuab6Er576iREQeDWpzenFQs1BOCMdq1trFhQz7u7etMmbBZPr6KzP8y0UQXc93JLSgL8wsY6rn7kfW45e4Zt4vDCxjr++nYrVy+azPf+tj5tQu/GM6Zx3T822Lb/wOs7ufj4cdyxptl+I2FCKd84qZ5cl8zPntnKuXFfGXOTnIhL9oHVV0dZquINfvr2vhC/e+nDlCT2D8+Yxt7eILv7Ajyxvi3t2Bpqi3h3Vy/fPXUSt73wgZkIXbGgnlEFbh5Pc+28+pIU0VY7ew2u5OT5ufmsaTy5vi1rnDXEx9xYX8KS6dUcVVPITU9uStvnVQsn8eV4RXpjfQlfbapDQODutdtt5//B13cyfXQh00YV0DMQpqbYa4qcZpuPKxdO4tzfvcbRY4r4n3OOpGsgzI+f3JwSJ19tqqPALRNV4fbk5Hd9KRc2jeV/X9vJkTWFzJ9YnuJTqx2ZbDL8lpwI/dGZ0/j+oxts15jdtYZN7+/28daOnrRr1xh/Q20hV1liIZON8+pLWTS9kpviOgrp1uUVD66jobaQ7582mV+v2cZZR9cMe61Y48do6+jaQi6fP8Hk5rb2ndneEr6+oJ7b1zRn7NtIRCfH+YJJZaxaPCVFE0HfCJyAKMBrLd384rltwBB/dlWhh719wRRBQqt/Zo0p4qfnHMl3/vIeR9YUUl3gNtd6ttidNbaYaaMKuDfNvTfZlwDrdvWm1dew2mX1dfIPVn0dV3FkTSHPbe7gF89t46dfnMGYYi+5btl2/VzUNA6vU+KONdsS7hfz6kv5+oJ6lt831M+Pz5rGUxnuKysXTODXa5oT5sLql6OS1o8xJ59G8ccRfHKwty+Yliu/6iPaoDlUz6U333wzP//5z1m8eDHTp0/H4UispL/iiisOys7PynO5gXRJdP1tdoECt0RPIDtVxwhGMBxIgp6k1BheJbGRBI4qGrFDUJ6eiSZGAqqLPMgi7OwJ2lawy4LOlxxRNBySgNcpkeuW6R2MEo5zw4uSoNODoFe0SqKAUxIRBUGv4HfKXHLCuASBuEv/+BbPbupAjdPHTKzIZeH0KjOhedvzW3lpWzdhRUFR4hX26LQToghTKvNQNY13d/stvhP42jy9j7v+vT1hPJIAU+QQl4wW6Hh3E/4Nm6ntbaO2r50aXwflA72IB/G+iSoI9BaWsitP5yXfmVfO9niSfEdRNX2efERJRND0RLgsCuS4JLwumXZfyLTVKsBqxagCF2FFwxeMEFWG+MxFQd+sOXFiGQKYPgXdr7kuiUXTq5BFgWc3dhBRVLxOmbMaqqku9PLqh/t4vaWXgXCMqKIiiQKxeMAIgv5mfWW+iw86Bsx2XbJIvtuB26EnjY+pK6G60MMrH3Zx2/MfJIhUzqkrZuNef4KgpUMSQBAQNJAkgQWTylk0rcpMyN761GYefGOXSSF43jG1XLVocsbE7db2fu5/pYVnNnYQjY8xOeasooX9oQgRRU9s64lokVyXI0XM0HqNKMLoQg97+kKEYwoRRUVEQEVLEOtcMqMKXzDKmi374iKtKtNGFeB2SLy9sxdF0ch1ywmin9ZNHYC6Eg8xlbQCoV39YYLxjS4BfaPhGycfAcBv//UhwYiCxylx6QnjzbHYbWa88mEXd/1rOwPhGA5J4NzZNVy1aLKtzww7gE+F+OMIPp34ODdohvtcekBJ9KVLl3LUUUcdNv7zdA/rjz76KE6nk6KiIhYsWMBNN91ESUlJ2nbC4TDh8NButd/vp6am5iN7WN/c5mfRbS+ZfxvVnjCUIDdoSmqKvZx++9qUNlYvm83y+95MuNYOj61s5JmNHaxe28Ijlx3HotteSqELMXhvF02rQFVJoXpIbu/021+27TebLfcsnUVZnoueAZ3GQBD0B67BOIez9fX95U11zKwtIs8tk+OSETRAhL29QWRJYOnqN9P2k0xzYozPaN8YQ6Yx7uuPsPy+NxN8FVM1qgrcJne81yVlbOfJb8zDF4iS65bo9Ie56pH3deHEpjoWT6/CH9Q5jt2yxDOb2phSWUB5vovTfpU639Y2n1zfxqzaIpbdN+QDg9okk/+f/MY8TrPEXTKeuKKJnsEIJTlOPE4p/iARxeOUAS3jWI25t8bAI5fpvNpn/+bVtNc9vrKJgXAsIQaAhPisKfaYMRyIKDz1jXkMhmMmNYtxblmeizMyxK6xZgCe/sY82n0h3trVaxsnAE+ubMIff3MgENHFYdY2d/G7f283aWgEQTDbTPZF8r8z+c0KY56yXfvEyiaCUcW06fbzGjKebx2/QX/SUFNIZb6bxTb3GAMPXzoXXzBKTNWoLvDgkAV8gSh5bhmnLNLuDxGJaSad0rKkdWPMYab4eeKKJlyySM9ghP5QjLI8l0n3A4n0LdnmOXl9p/OjlSartSdozv+xY4p5u7WXpvpSYqpmioW9uLWTu/61nb9edhyhqGLLn72za5DmfQO29x3Q425hfG6B/YqTlXH+8VOnVmRdi9a2DWqg8nwXgyGFfI/Ond7cNYAkCCm+TsbDl85lIBRD0TRzja98cB3/+9VjWLN1X9r1Y/0ec8ki6/f4+MJRo4iqOv9/jktG0TQW/jL9PcnwV6ax2vnthW+fwPjy3LTXjWAE2WBQBX1cXPmHKomcqahFEAS2b99+wG0bbXwWnstBFxbNJOwoCAdPmTCCEdhhfzjPhfh/B04QoifjrdXc6ZDr0mlSMsW+FE/sCgIUuB30hWIUumX84Vg8SThUqR6nGUdDv3eMLfGaFc93L53NxMo8ntnQzuUPvAOahizFk7aCwJ3nz+TUaZVsbe/novvfJBJT6R4Mo2p6UllEpyMpyXGhqBrdg5HEtwViESaHuqnubaO0cw9jetsY09dGra+D0b4OvNHMVezZMOhws7uggt0F5bQWVtJSWMmuwmq2F1czUFFNnyJSmuNEEKDdn74vYxxel4w/GBv2fSffIxOMKKbPxfgGR3GOk5ii0heIoaElJOBLchz6GxEIyJJg0iQIwLWLp3DTE5uIKCo9gxEURUuIOWMDyPC9JIHBZFRT5NHnGH1eAb6y+nW6BiLxBL8WFyQVKPA68AcjOt9+nO9bAMaW5qTEhjH3GiTYahxPh2zXWY8DphaTHBeOTjcma5tdA2FdMy7HSa5bZkfXoHk+6BQpxXFR0GR/xxQNDQ2HJKbMwff/tl7X3UiCIfhrN1/dAxFzk00WdYqdQo+MQ5JS5jmd7/bHZ9nGkW1+RjCCTwOG+1x+QJzoEyZM4IYbbuDll1/m6KOPJicnJ+H4wVa82GHhwoV84QtfoK6ujg8//JBrrrmGRYsW8eqrryJJ9rzGN998M9dff/0ht2W48AcTX/WzvhYXiCjs7g2anMJ3XjDTtg1DRCWbEF5rT9Cs1OuP95uOb3pKVfYfKoYAnF2/wxHls44N9PEl8ydb7bvzgpmc89tXE85N5xMDfYGo7fiSx5DpuOHfdL6684KZdA9mbIYdXYO23NB3rGlmSlV+whz/5OkPzH9ngi8+tuTzsvkehuY/HXZ2B1Ls1X3+Wla7jP6tdnRkeEg0sKtHFyVN7tfq8zsvmJnwd18gSm8gAv3hlFjJBKvwkD8UIxC1n1sDnQMRvnRX+g2AdD63fn4gQpXGPGW7dmdP4nwNR/zT+m9j7A9+LTPlVmd/OKGfB782J4Gf2wpjDpLXTba5sYrTGms8WRR1uPOcvL4ziWsmr0WAKRfM5JfPb+OXz2+zvS4UVTgqXu2djJ5AJGMy3KjASbZpOHFitTfbuVZY9TUMWO+7yb5ORmd/4jo2bGn3hzOun+R7PcCJR5Ql+G7drvRCakBWcbZ0fvu0iT+O4JOHzwpXfktLy0fe56fxuRwyC4tCvJL2ozFlBP9h2J+9mUOzjyMgCpnpP0DnDofMsa9q4JQFXYzQ4FIW9epzKc7BbognGpsFRpV0TNVSBOI2t/tRNS0u/ikiSyoRRWNzu1+nnogLzBlCiJJgJI01Sgf6mNnXQ97eViq79jKmd69ZTV4xmPl5IxtigkhHXokp4LmroJKd8UrynUVV9LnzdJ0EUult8iUZNRbD5RBNQdJ0EEX0Fozq8wy+T0Dcr4bPpXjy3SWL+INRVE1DFhOr2EVBMHXQDBFQO8FJTYvzpVseuSRRIBoPIFEEARFjayccU03BWINyxBC8NEQqI6rOra5vwuiCllFLQCo2sXGg4oLZrrMe35fwzDs0k3ZjsrbpkkVUTcPlEM11E5+WOF2OPhd9cbonq79bewOgQWlxquhnIP7bLTmmDMFfu/lK5rMH4mKvWso8p/Pd/vgs2zg+ieKPIxjB4cIBJdHvueceCgsLefvtt3n77bcTjgmCcFiS6Oeee6757+nTpzNjxgzGjx/PP//5T0466STba773ve/x7W9/2/zbqHj5qJDvcSRUVlbkuxLEEMeWeFm9bBYFHgeKOlQ1+tAbuzj3mFpdTM+pi+kZgnZep8TX54/n+CPKCEZUclwSblnCIQo8/c0mREG/qeuCn/prgJIgEIgqppBbXaknrpqeCKutkiiwetlsSnOdpuiggeGI8kmiwD1LZ1Ge72IgpFDodXDP0llc9cj7tqrbLlkcEu8s8fLEyiZEMdXGRP8mCg0mJ4iyiUYWeh3662RZxpINmc5xOyRzXDXFHu68YCZuh2TrVyuKvA7uWzYbt0NKGONw7MlLEm1NrhauLfaaoqiAadtv/+toxpR4hzVWt0NK+SwTxpR4Ex42MrVtINctEYiktp1NVHRMsZfHVzbR4Q+R75Eo8Obwz++cQDCq4g/qwoQuWSQYUdCAYFTh8ZVNRBUVfzDGmzt7UgRTc20EJa32HohQpTFPdgKM1vmqK83hqSvmASoOWSYcy/yYnc6uTOvB65QYXeRJEH0sy0sfo0a7mWLL7rqaYg9eh0w4pvLQ1+aQ55F5bEUTa7Z2cNe/tie8oVJTnJlOIXk8+zsH6cZgxJPHKbFuVy95bhmXJNIfjjEYUSj0OMhNI1hqIN8j43VKafu0IkE81Tl0T/M6Mt+/9vfeNBz/GFXsCd85SevNEMc1vlfs5jxZlDGbiGM2wdZ0th9O8cdsYqaflj5GMILDhU/jczlkFhaFg6v8HcEIMiHzL47Ucw9ezFazpWdJhhT/vZUp9kUBYoou+qiq2pDgrqBXu8NQ4laJV6UbOWI78cXJlfmIgl6BLku6GKkoCEyuzIdgkLEdO1nQ/DrlXXspaW+ltq+Nmj69mtwTOziNggGXl9355ewqqGBnYRW7iqpoKapiZ1E1bXmlxKTMzyTp/GTQQYWjKh6HiC+YoQ0VRFEzg2LY9x2dBcX0uaLp/PHhmIrXKRGJaShJJe2qpuFxSggI6QUn4yKqStKjuxKfY03TbRakIUtdNoKxdoKXoiDEN3LigpbxSnTQY89OdPZAxAWzXWc97kx4rhzyl92YrG2GY6o5x9bfhgL6+jAETe387XXIaGi2c+B16L+3kperIfhrN19WPxp0Ufsr9ro/Pss2jhGdohH8J+GAkugfR8VLMsaNG0dpaSnNzc1pH9ZdLtfHKnJU6NYTIrev2cbqtS088LU5CQKRdtzDCyaV8aeL5nDD4xsTqv9+fNY0Tp5Uzn/NHcM9L223FfSsKnBz4+ObeMEittlUX8Kyxjq+85f3CEQUTppUxlkNo3h9e/ewRPysooNGgmRdax/z6kvS8tt29oeZO66E7z+6PoWP/U8XzeGCu19LSKQ31pewYa+PX53XwIOv7+SomkLufbmF2WOLEwQlk/t5akO7ycudKsBYSjCiZLTzifVtjCpwZxSe7PSH2JMkeGh3jh2a6ksoz3Nyx/kN3LM2u1+ttq3b1UtZvpvlcf5iY4zr9/ioyHNlFsNU1GGJE/76/JloaAm2pRNiNO2KCzIamwBH1xaxfo+P8jxXWl83xefKaCObaKVxTac/zLrWPqoL3AnjKcogKvrg6ztRNY0v/+41ZtYWcuPnpxFTNb7/6IaEWF+9dDa/fnGbrXjqpngsWgVTN+1NFQO2inAOV5DT+llMUWmKHxvOfF23ZCo/fnITU6oLhtVX8r87/fYikYboY7KA77z6UlYvncVymxjt9Ic4eVKZqSUwXMHdXJfMdY+mitYagsTfffg9UyvBOJYuzgfDsYTj+zsHnf1hPje5nC8fU2s7hpMnV/C1P7xlq91w8xemZxbV3NnLPUtn8XpLD+WW9ZpsY6b5ziSebB1PuvXalDTmrPdtf4h1rX2mHTefNY2TJ5fbivgmf69Y78GzxhSliDI6JSGtndkEW5PHYb3ucIk/2vHeH2ox04+ijxH852D58uUZj69evfqw2/BpeC6HzMKioCeL3DJkeUFmBCPYLwyXmsUQ4xTiSeuDyaIrqp5wzXOlCpkaENETh6OLPGzrHExJwILOiQ66/U5J5/CeHee5DkR1ahFZ1EUrDZ5uSdI50TVNY3dvAKckcdp0vcIcVaU+6mNxXzPyrh3U9rUzpq+NqcEuxt3dCfs6qQNuPcBxq6JIf2klm90l7MovZ6ch3llcTbR2LF8+ZQavbe9O4A43/SGAqGXZUEAv5PBb3ogUABGB6aPy2d0bNMUtk9sX0OcE9IKkAreD6gI3H3QMZJ3qyZW5DIQVFEUjpKk440KhsqD//0uzamjpGuS5TZ0YgWOkii87YTwamIKTTlHk1KmVgK4T9sKWTkQgxlCVO/FW8j0OijwyO7qDJpWLx6ELt2qaxrRR+ezoGuTUaZVcesL4RE50r4Np1flsae83BURdcU50RYN9A2FT/NIqnLm8qY67/rWdHd2DOEWRc4/RN1tf3NJp8iRvbe/njZZurAKmyaKEpx9ZzRstPbzR0s0xdSXmcV1YU6+yV1R9XtzxMVnFDLe29zNvQinPbOzAH9ITyJ+bXM7GvX78QV1gVFFVNE0wxVGdkn69Bgm2XHrCuJTPvtpUZ4p+WjnRBWBiZS69gSitPQFTmNcqHCpZaGgUVSPXlV7sNV2F+MTKvLjocbspZmo9386n6cbxUVWhH26+7BHB1BEMBweURDcQiURoaWlh/PjxyPJBNbXf2L17N93d3VRVVX2k/e4PFODXccHCFQvq+ekzQ8KEy5vqUhIzAFOqC7jh8Y0pn9/0xGYeuXQuP35yc0oSxDh3yfQqJlcXJCTR1zZ3o8X7u2NNM5OrC7ju7xtMAU3j+nT26H0JXLt4Mtf8bQOg3zTvXTYbBCFFXG/F/AmU5zttx7C2uZsbH9/IrWfPMGkHjMTlhj0+U0zPsOOYumIunz8eFS2tyKF1/MYYG+tLuHx+PbkuiQub6lAt59hdf+8ynfMsZSwLJlCU4+S5pzabYhkp7TTVUZrrSkkQNcaTTJv2+nnsvb1p/bpqyRS+99f1trY11BaaYzKuP6aumOpCDyvnT0ixZ159KT84YyoX3vsGPzhjKkCCP614ubmbxdOreDJJoNQQHDXma6jtEpbGBVuXNdbxy+c/4NrFk6krzWV3zyCleW5bXxvJNsPX1phLd44hznr+73X+5vuWzWLlggnmeKzryDoeAbhy4SRue/4D02+vbe9OGePypjpuf3GbbRtWn61aPJmpowq49ekt5noRzbnTfXXP0lmIgpDgt4Q5mVDK1+fXJ/CpG+P9+p/e4e6ls/nJ00PxlWm+bnx8Y4IobHJf1tix/tvo76q4mK+QNLerFk/mzhdTBXiNzSvr2jf6mT66gMb6Ulvh37VJ69G45runTuJHj29Ke/9aPL2KW8+ewer4+JPvUQnjbKojEtVYMb/enBPDL8njm1dfyuXz603xUmMOjq8vZV59KVf99X3bMWhsSbDHihsf38TqNPcNU8hzTBFnzKiiNM/Nivn1AClzl+6+q/+9hWtPm0xU0dL2MXdcMTd8fhrX/T1RYPn4CaXcdOY0bnx8k/lZtvt2KKpw4xObh8YY/8750ZOb0/iHlPvTqiVTOPGIsoRq6g5/iB88tpFljfoPiuS1f9NZ06nId3PL2TNsRR6Tx2F8fuvZMw5L1bYvEElJbgP8e1sXVz/y/iERM/0o+hjBfxZ6exMpDKLRKBs2bKCvr48FCxZ8JDZ8Gp7LDaRLoBsYSaD/50IWhUMi5pkMDSjxxjmFM8RfeZ6T3kCUcOzAbLBWr2voCe3BiJLA+5xsV18gxuyxxcwYXcjTG9pRFA1RhEKvk+7BiPnmJuh0KktmVHHVosnc+tRm/vL2blQ1SjhO0WHk4OVgkFG+dmr7OnSqlb42xv5vG2N8HYzydeKKRfjVAY1Qh8+dy97CCvYUVdFapFeU948ey4d55bTnleNwO1gyo4p/vLeXPX2huO0wd7T+TLyssY4rH36PR9ftIRK33S2LnHFUNYumVdHSNcj2rgE27fGxrXOAwYhiJpZVSEigG37sDUbx7fahZdj7MObE65Q448hqlh5XxysfdnHHmmZ6AxHbNwcE9PO/NLuW48aXJghDPrWhjTVbOlFUjcffb2NqdT6FXpmewajOZY4+v69t7+bYcSVoaISjKgNKjP97q5WH3mrF7RCJxlSTZkUDjqop4AszRwMCe/sC3PtyizkmAZhZW0QoqrCutY9/bevipeZuPje5nN/+9yyOG19qJrf39gV4/P02FEUjxyVx+qQqFk2r4o2Wbv66bk88tjRbfw2EowQiCkEU7ntlBw++sQuHJOF2iEytzue17d0JAqbfOGkCFzbWmT56o6WbB97YZdLr5rt14c27l87m/ldaeGFLJ8GwAgIsnFbJV5vGJSRPDUHNnoC+BhySgMchcey4Er71uYlmG5GogCQJ5tisyVfDlmyfGXY/9t5e+oIR5tWXmcly3edCgo8MjxmispKgv7vy3KbOFLHXTIngS//4Fs9t7jQ3wKaPKmBZkkCo1afZxnG4YSdyeigFTQ93+yP47OCAhEUDgQArV67k/vvvB+CDDz5g3LhxrFy5klGjRnH11VfvtyEDAwM0N+sJl4aGBn7+858zf/58iouLKS4u5vrrr+fss8+msrKSDz/8kCuvvJL+/n7Wr18/7KqWQyXgNFxYhUWThdHSCaVlEp6zCgbaIZPopJ0g5P6I+D31jXnEVI1gRGEgHKMiz8U/P+jk2LqSFFG+kyeXs/hXmYU4+4NRXbldFmnzhagu9HD67WtTxBoNkb2GmkJyXHKKOKkV/1jRyL7+sHn84UvnEowoFHmdRFSVlq5BnFKqCKDXKfHEyiZCMZWBUAyvS0IWBaKKSoc/zOgijymYE1VVegO6qIZBIXLn+TPTCldmE4F88op5tPmCaQUKk+PhHysa6YkLtlQUuIkpGoGIQo5LprM/xKY2HxMr8k1xVEkUWJxGwHR/hBhrS7zs6QnyloU25eFL5/KV1W/w18uPQ9N03vPxZbn0BSLsG9D9ZhUKtbbdUFNIvttBrlsmxykxGFXwB3QRQlXT8A1G6Y/EcMkiFfkuRATccRHU036VXoAwWYj3QIVxv3r/Wzy2shEBgSVxMc5kMWCXLLJhrw9ZFDi2rgRV0yjJcRFVVPrDMSRB4NXtXcw/opxAVCGmauQ4JdxOif5glM7+CJX5TkpyXAxGFZ3nEBLEiNPZlkxBMrY0B5ck0hsIk+tyIAg6l7os6lVABvWG1yFRV5bDh/sGCcUpnsrynBkFLJ/+5jyAhPUzq7aI0jyX6Rs7PLayMUHIM1kk125s1YWehPHbCZcaMQVwyQnjOH1GNS1dg/qrrA4pRcx4/R4fggDTqgsS1tkXGkYRUdSMgpeZxImN+8b2eN9269cQ6yzKcZDjkglFVQKRGAUeh/7jRtUyCgw/ctlcXJJER3+IiKJSlusy75myKLCutY8zjqyiwONkIBRLEUe0E00EvQq/LxjF65TwOCQee3+vSadjxXC+c6xr6blvHc+EisQH6S1tfhZmELo+fUYVEyv17+N0Io8fpfjjh50DnPTzf6U9fijETD+KPkbw6cDhfC5VVZXLLruM8ePHc+WVV+739Z/F53KAWTc9S9fAiJ7CCP5zkIkWRhaNxLdAoVfG45RNAUWDNzqRXxvK8lzcsGQKv3vw35R17aGgrZVRPe1mRXmNr4PSQGbtgWyIiRJ780ppLahkV2EFO4uqTOqV3QUVDHpzzd9mY0tzGAjHTMHH0jwXvmCUUEShJxBBgBTx0rGlOSxd/Qb7+kMIgiF2qYu0/2H5sQmiioFwjO7Aob1niAKU57m5/oyp3PTEpox9GMyjZXlu7l9+jJmwTBZ9NEQvc50SPstOoMGOWuR1IotCilArDFXeG9XtVj+d//tX6R5MtM1440BP4qYKw9rZlyyOmUnM0ipQqqo6r78oQF1pDgOhGPsG9NiURAFN09C0RP9sbe9PO783nDEtY/9W2w1hW50vXhcNdUpi1jEcLLL5zhCCVdWhjY90Ir7pkE3c95OGAxWc/aS0P4JPBw6rsOj3vvc93nvvPf75z3+ycOFC8/OTTz6ZH/7whweURH/rrbeYP3+++bfBmbh06VJ+85vf8P7773P//ffT19dHdXU1p5xyCjfeeOPH/lpoJliFRYcrMJdJeM4qGGjH41vkdaSIwxko9DhY8/+OR9ME/rGiMS48IfLStn2sfHAdPzvnyIxj6Q9F9aRnrpMCr4ymwvFHlNM7GAENMzF07NgSBIQUnmMrBoJRSvOcxBSNcEylwONAFgW+efIENOBbn5vA/InlSILAz8450uTgzXfru8+LplVy/IQyPE4JNFiztYM/vrrT5NyeUpXPHefP1BNpLonW3gBep8xl/zskfud1Snz31CNMbvlgVCHHKSMKMBCKUeh1ommQ45Jp9+k0B/MnltE7GKXAq6ucHzO2mKNrixBFIYHqwOuUuPj4cfxh+TEoqpaRt30wrD/keB0SgajCzNoiaMI81+C4M+Z6MKxXg0RVjba+EIGoQnGOM21iOZM44/4IMRoChVZboorGHefPBE1/gHJIIvv6wwSjChv3+hGFIb9Yr4upGuV5bmRJYCCkK9LLov7qajim8tK2ffzu3/rO+yUnjKOutAoQCEYVAhGFJ69oIqKo+AKp/OXGGokoKisW1FOW5zJ56I05GK4I6GBYQdNImL/O/jACOrd3IKywZHo1gWiMPb0hvA4JOU8gquqvzmrAsXUlIMA/P9iXoHVgrNlXtndzypRKXJKIqkEopqTYa40ZwzY7Qc/kuUqHP188JyEx+pv/mpkyR1Zu8MFQDFWDMcVeugbCzJ9YhqKSUaQSdLHjZHHhZFj79Dr1r6PHVzaawlW9gxEUVePtuC/+50tHsnptS0IsoekPO/sGwmgYP/CcCHGiyXkTysz7nNXm4yeUZrQf0osTG3YHoorpq/d39+GQBG4/r8H8TBIFLn/gHdtNpDy3Iys/qqrCoBJDEAQ27vXb3kNOnlTOERVuKvKHktDbuwbJ9+g/JtMlY0VBwB/SHxCjaVTHrN85dkheS8b9zIp0r5AL8feZ+y3H04k8Wj/zh6Imh+ihSKQn85L7gpm5Vg+FmKk/SxsjgqkjOBQQRZFvf/vbnHjiiQeURP8sPpcD9AyOrK8RjGAIuthjJKYX5VQWeEwBRW8oQI2vg5q+dmr62qn1tTOmr52xfe3U/KCTU2MHt5Z63bm0FlTSWljBzsJKdhRV01pYRWthBW15pSiivTZMsnCmomoJgo+G2GHPoF7Z7ZJTxUudskggoj9/yJIYF+zUi8WSRRWzaXQdCDQNAtGYKRSZqQ8pTpUTiMYSxBuTRR8NHyQ/0UmC/hZCIBKjLM9FglCrOMSvriMeDwl+stDWGPzoxhsHaYRh7exLFsfMJGZpFSgVRFDiz6kxVZ9jQ8jWEDCNxtQE/+ztC6ad32z9W203hG1lCVM0NBhRh9XGwSCb7wwhWDlOSZNJxDcdson7ftJwoIKzn5T2R/DZwgEl0R999FH+/Oc/M2fOHPOHMMDUqVP58MMPD8iQE088kUxF8c8888wBtftxIt8i8DgcgblMn1uPpecvL2XVkikpYoBep0Rhjn4juP3F5hQKkDvObyCb3E1/KMaX7nqNpvoSVi2Zyk+e2cyaLfvScrtbeY6/bkkiARR4dVvusLHl80dVk+eSuPXpRMqOkyaVceXCyfz0yY0p/VyxoJ5F06q48bGNCVQR8+pL+fqCetwOMSG543VK3HnBzBRu+aZ6nStNQODnz3+QYtvccSVowM+e3Zpw7E8XHZvQ9h3nN3Dv2hZ++fy2BDvteKL9oSj3vtySll/Y67Cfaysn8e1xegg7DCeehnPcEH61jbsJpVx+4nhWWOa5sb6EM2ZUm28oGNcZdBa3PL05LRXJ0bVF/OaCocSuXdza8ZcHIopp8+giD//72k5b3nRRyBzrRhuD4VgC7dCdF8xkbImX7z86RIf0qzhdk+Gb6x/fyPlxnvBke/900RxufXqzaVNprpM/XzKHrn69IiR5PdjFzHDuG9nm1XpfMgRFM3FznzGjmvPvfi2FG9x48yWbHw24k4Qy7fo0+NnvfLE5hTf9V+c1UF3gNjUGjFha9Y8NKWv18vnjE/QGjPvcigeGfNkfilGenznZYyfGmun+a9evMYdAynXZfNgfjpkbHunuIYa45nA5tu3OS9f2/oq12gl95rvljPF1dsOojH3sz9j2F3btPmC5n9vhUIiZZhNaPZyCqSP4z8KHH35ILHZg3CSfxedygOIcx0gl+gj+o5BuFYuqQoW/W0+Q97VT399Jra+dmt42qnraKA74D6rfiCizp6CM3fkV7CyqZEdhNa1FlewqrKS1oJIBl/eA2o2pQ5XQGvpmeETVE4kd/hDhmEpM1ZODIYE4Nc7Qs00oolBd6MHr1N9wjsWzyKqm89EbzxWvb+9mIBw1jx9KCAI4RZGYoiLFk8DpYBQ6SAi8vr2bR95pBQRm1hYhiQId/hCSKDAQioKW+os+XmCM1ykTjqqAhlE7oaqJbyqoqoqKXmiR73awuzeIUxZNru7kr4RITEMUhqhuYorG1vZ+JlbmEYmpaGh0DYTJdcns7Quhahp7e4MJYpVd/WE0NFq6BmFLJ5G4MKchUKpadkxkUWAgpJjV9VYBU69DJhJTeTHehjG/0Zg+SE3ThU8NcU6rMKYowu7eIM9saMcpi0Ri+rz4gzE0TSOq6MUfRnVyhy+EKDJscc3h8Gxbz7EKehpip2iY8WIIwcYULauIbzpYxX1FUUFR9DiZXLl/b4UdDg5xuzYPVHB2uDjc7Y/gs4UDSqLv27eP8vLylM8HBwcTkur/6chzyyZXdrKgXDoRPEO40U6ArcMfYt6EUo6MC2+m8mx3cePjGxO4iEHnPH5jew+PJ3FDG9eAxrLGuqyCkjDEa35UbRFrtuzLwumr8xxb7ZlXX0JvIJKSMDRsue7RDSyaXpVybHIarniD2/upNc0pXMsvNXehorF4ehUV+W5TVG95Ux33vLQ95fy1cV5tu/4NP9kde3V7t+k7Q3wj2Y/JvO1Wv6bjF7528WQUTbP1r/WaTIKKnf5QWjHBTn84o9BgskBlWt78bV2ompYwNoPD+9rFk9nrC5nXrVhQnzFejDZOmz60A24Xt8n85cub6li3qzcunljK+t2+9H001mUVoEwWony5uRsRgUXTK23HYfhmOJzmhlDkrWfP4PXtPQA8kWGMhk/SCSwm29qRYc7n1ZcAWsJaWL/bx7WLJ2e0244bPFPc2dmqaVqCXXbxtLypzvbeYHDef3/xZFavzRxLxrq3xqOxfq26Ceta+2ioKcx437MTY02vH2Hfr/EZkHJdNh9aE1h29xBDXHO4HNvpzrNrGzLfP5LjLp3QZ1GOk1UZ4uu6f2zkjgwc4IeLPzxdu69Y7ufJOFRipqW56YVUD6dg6gg+uzCqxA1omkZbWxtPPPEES5cu/Zis+mTirWtPYezVT3zcZoxgBLawE6M8GOSGA3FOcj1RXutrp7avjdq+dkb7OnGomd84y4ZuTwG7CitoLaykpbCK3YV6knxXYSUducWoaarJDxZWH/UGhzYKwzGNDr/+Vnah12G7g/C7l3TByktOGMdtL2yjL06jIqAnnF/5sItvPPQOW9oHDspGQ0TUjiPdJYvEVJU/v7mbqKIQypBEN671haL8Nv6mLsDj77chC2ClzxeAcEzBIQpEVS1ug8Apk8s5ZlwJq9e24HLo9JgOQadx8ThEQhGFmDbUVnmug3tf1rmhI1lss77M+LuXtvP3d/cwtTqfjXv9BKMKwYhizgnA/729m/I8Jy5ZYkf3oF6JD/zoyc24HSLFXicNNYUJnOceh4hLFvEHY7gdIqdMqUjhRD+qpoCbnthk8lkfVVPAPz+IEIqqEK/UbqgpNMU5DWHMaDx7fMvTm/Vr48KnoZg+djPWNA1fPNb+/FYrLlm3KZwkRpqM4fBs252zvKmO217Yxt6+qLl5ce8rO3CIAgi6cG9IU/E4xHi1vWb6ZzhCn6dOq+Rzk8t5ZmMHSvw24JFF9vqCGa/b37HtL9K1aSdyeigFTQ93+yP4bOGAkuizZs3iiSeeYOXKlcDQa9l33303c+fOPXTWfcoRjMW46czpXPvoerNqUkTgpeautCJ4m/b6+OEZ07j+sY0plYJVBR6+Nm8cchJ9iBUvNXcnCELMqy9l2ugCOv1h20SNcc3X59ezasnUlER1sggncXtNIcSawrS2vNzczfLGOiry3YCeFLr+89PY0R3IaEuyoEW2firy3bZJHqsNgiCwaslUrn98Y8a20vWf6djQXArD8gfYi6Mut7T9cnM3Vy+axL7+SFpfGdesfHCdvahlfSmVBZ604qpzxhVTUeDKKLxqFWW8/byGYY3N6q8rF01iTEmOed1w/VMej5nkMdmdf8eaZi4/sZ6jagp56PVdrDp9Cmf+2p7H+uXmbr7WNE4XpLQRWLwwLp6aHPP6eLpY1jjWdhzG34Y9drCuG32MQ1XQ2cbYGBdb/clTWxKO24myVmWY8+s/P42lq9/g/uXH8IO/62th5YPr+PMlcxLEQxPHrc9jso3pBE6b6kv40VnTU8QgvU5d6Jf4PdAuFjLFx9rmbhR16H453FiyjmNZ3JfG/HqdEn+6aA43Pr4x4T6cSYx1f/u1fpZ8XSaR2GWNdXGhIPu2rOKaH3YOpCSDDfx7WxddAxEKvE66BiJpz0u2vbG+hFl1xYwry80qGJxJ6LMi383MMUV8L118WeyzQyab/53l2kxI1655P0+6PxxKMdMCrzOtkOrhEkwdwWcb69Ylfl+JokhZWRn/8z//w/Llyz8mqz6Z+Pwd6XUoRjCCQwVR0Kkao6oKmoDbKdIfp8fLhEyHBfRK6agyRNkhqQpV/V1DSfKk/4pC/Qc1jrDkYHdBOa0FlewpqaKtuJoPcsvZWVhJa0EFAWdilaYAOGWBSDwbKwlDSVYrY0km8U2jnVyXhFMWOWVKJU9vbEfVYCAURc1yrYFQRMEu/atq8OymDs5qGM2tX5jB1X99H02Dklwn4ZjKL5//wEyWpoMowMyaQja16dX6oaiq81ID+R6d0vGMI6upK83ld//eTigaQ5ZEwlEF0DXBPE7J5DL3h2IUehxIIin841a7k5GsPysIEFXgshPHUZzjwh+KMrky36TnSBYmjcRUOvtD/PrFD4kqCqIgEFFUugejlOYI5HtkegbDGXn1rYjEVHyhKM9t7qQ0x0llvpvt+wZTzuvsj/Clo0ezZmsnblnUk+GqRjiqEImpbNzr59azj6SzPwQIHFNXDJBQnby1vd8UMC3Pc5kc5eX5Oif+u60+cpwyblnDE6eA2bjXz9b2flMs842Wbn794odommZW8odjKsGovgFRludinz+cINZLfJ4jMZUcp8wVJ9VzTF2JbbJ1a3s/q9e2JNi1em0Lx40vTeBftzvn2sVTcMki+W6ZgXAMTYNwVCE3xwUC/L/PTaQ8T9dKMqql97ci/Fufm8hbO3oJKyqFcb2mZPvSYThj219kazOdyOmhwuFufwSfHRxQEv3HP/4xixYtYtOmTcRiMW677TY2bdrEK6+8wr/+lV4s6z8NPf1RVj26jl//10xiisZgKMr345W5siRQkuPgB6dPJaZq9IeieJ36a+8xVeWaRZPZe1yi4OTXH9D5he/676Mz9pvvdnDnBTNxySLFOU529wZTXr9KhiiKXHD3a5x7TC3LG+vwOmUCEV3EM/kVfxjiwh0Ov3RpjpPHVjbS6Q/TvG9AF67Ics1wPhvOMevxlu5BGmqLyHFmDvv97SsQUbjiwXX86aJj46/JpYfXKfOPFY08u6kjxa/JbYciKh5H5gqOcEw1+1/eVMc1iybTH47hkATcDolzfvsqoFeYLm+sS4inroEwKx5YZx6LKhqjitx4HTLN+wa4/bwG1u/x8caObm4/r8HkrN4v34R17v1M59i1ke285POdkh7r3zttEj2DkYx83W6nxOst3XznlIlc2FiHLAkUeR04RBENjSnVBbYxn8m+/VkPBgZCyrDGmeOSaagt4vzfv8b/fvVYvvm5I9jTF6Q010m+x0E4qrB62WwKPA7afEH9wU7R+OEZU/EFouwbCJuCoM37BmjtDdK8b4Bvn3IE4ageP7t7M1cd2HGDJ8fdYCRGvttBUY6Tinw3/3POkXT2h/EFo+S69AfAr97/FhcfP45vnDzB1DBI5x87WPmz98fXBvLcDhpqi8z5DUQULrj7NW49ewbfXzyF/lCMfI9MvttBKKpw91dmkeuWufms6fSHYwQiStYfEXb9Fngctj9+rD68auEkdvcOCbFekUarIs8t88K3T0gQ1xwux3a28/Is3x3rWvs473ev8d9zx3DVwkn62KIqhV4H+R4Hg+EYD1x07LCEPrPx52fiAD9c/OHp2jXm5O9fb0QUhMMmZlpd6OH28xo+MsHUEXy28eKLL37cJnxqsL0rfXWpFH8l/lBWAo/gPw8OETQEinOd9MVpGAo8DvxZErMCqXQZAPmhAWr62hnn72CMv4Oq7r3U9On85NX+fQddTb7PWxjnJa9iV2GVTrcS5ynvzC1GE/TneI9TREAgmOFZyKi8Bj2ZrmkCioUOxdgEMCCLOj2LXTtFOU6CEZWKAjeyKOJx6vScooWOJBNiaoYKak3nhD5ydCGyKJo8yG6HRqc/lLFdKV7BParYy86eIB6nyN6+EFKcXzzf4yAYUVkwqQLQOdtHFXkRBQFV02jtCRBVVCo9bpPLXENPvguCQM9gdFgJ63S2xTQNWRLNtyCtmFiZl5IYfHFLJ4qqmXz4vmAEfyiGyyHaPqtnhYbJT6+oqRztBnb1BhDQ9ct8wRiyJOi84w6dd9wpi/z33LEp9tuN5cUtnSl81q29AdCgpnjI91aOa4M7XVG1BO5za3xqcSoc498GDJ76iKoyusibNtk6HJ7tTPznajyeBsLKEC973D+jizzMn5TIDLG/Sd+9fUEEQaA2jY+yXXuoOcSH06ZdDB9KHO72R/DZwAEl0Zuamnj33Xe55ZZbmD59Os8++ywzZ87k1VdfZfr06Yfaxk8tDO5hMb5/q8R3zlc88I6tgN9Db+zi/y6ZS1wUm/J8ty7cCZwypYLTplUyEFbIc2eethyXxDl36Qn3e5bOwill5rUFyHXL/OSLR/LOrl5WPriOO86fafJB26E8z4XXKSXwtF98/Dia6kuJKRo5LgkQEAT9izyqaDgkkYocJx1ZHk6sPLuGEF9NcSofVaZjybbmeWQ88pC96cQ+DY7oe5bOSpgb47x0HMGBiIIs6YIumRCIxAhEYraVrMlte52SbQWF9fgRFbk8vrKJ/lCMPLdMrktm6b1v0DUQ4Z6ls8yxWcUYwzGVmbVFFOXoldDJttyzdBaX/PHtlP72lwMbIM8t4XbIpj9ri72sWFBv63djLu+8YCa1xV50FRgh7VxY+xQE/Ys3HFOpKc7MsTgYjvGL57YxfVQh7+zqpaGmkNaeILXFXkJRJW2VsbW/dBoH2Tika4u9/HH5bEpy3QQiMcaV5rCnLzWBbfhjZm0RoiBw2rRKFk+rQkPD45CoLnAhCCL+YJRARKHY6yTXKVFd6KE/GKU210tUUQnFFGqKvCiqxqKplQiCwG/+aybVBR5UTSMQF47Mdo+w4waHIYHThppCxpbkpIhYioKAJAo4ZJECUb8fxlQNXzAaFzdKRDb/FXkdpuZDtnPHluRw5cIjiMQ0po8qIBxTyXPLNNQUMrrQw1WLJlGe72IgpN9Tc50Sk6vyTaHJgXCUohwn4ahKeyBMjlOiLM+V8lprsiCrXYwXZUkw37GmmVm1RWxq89NQU2iKI5fmOinNdSYI0ua7HciSQGd/iL2+EAPhGLmuzN8JBsd2Ni5uj1NMEIP1OiWiisa+/jARRWVcaQ5OSaTdFyTX7aCuNMekifmwc8AU5yzNGUoG+wKRrJuBmTjADxd/eKZ2AxG9GiudKOuhQjoh1RGM4ECxb98+tm7dCsDEiRMpKyv7mC365GFcaS7v7fbZHlOB7E/MIxhBZigaSKK+qe51yGhoJoex3c8EWYlR1d+lC3b62qnpTaRfKQwdHK1ISHLQWlhhJsjN/+KiniGHO2sbAjrntAAEs2yMe5wSSkghpmhYHy+FOP+yyeGs6ZzcdhAFIf7sL5oc1gaf93AZymVRTJtIN7if7XiQPU6JSIYND12QU+DI0YW8s7M3kZ9awKT3MKqD7doXEMzPwjFVH29UJTfLb/xsUDTdd/vDa53sg4O2RyDh+nRV7EeNLmRPbzCr/w5kDL5g1Fx7mTiujeuM2IopmMlkSPxdYh2HYuFhz2TncHi2051jxv0h8M/B2Hc4rv0o2xzBCA4HDvhOPX78eH7/+98fSls+cyhyy/zuK7P4/qPrzVfhv/W5CdyzdBZ3vNickKxbMKmMhy6ey4+f2MS5NsKE1tfnlzel5y9vqi/BLUucPLmc5zd3sn6PT6dT0bS03Lvz6ktwSAIrHniHhtpCfh1P3mTiCv6go59fxSuVF0wq47/mjLEV01w5v54Cr4Mv3/UqgYjCigX1jCpwZ7TFSLJbxehkUWBefWmc2zjxmNFXOo7rln0DzBxbzDV/W58wnmQxPa9TYvXSWfz06S22ooYPvb4z7QZAY30Ja7Z0cMrkiiwcyyH2+FLbSOYXbqwv4amN7XgcIvMmlKbQDhgCjNf/I1FMtam+hIcunsu5v3uV9Xt8zKsv5e1dvWkFQVcvncVyixAipOflz8TXn2w/6DENAj/4+4YUG5P9bicwuXrpLH6dRmDSECA1xvhBR79JR7JiQX1WOxvrSyjNdbJuV2+CT3581rSEOLNi3oRSszolncZBJo7rxvoSJEHgd//ezttxYdIPOvrNY8Y1mUQYL2ys45G3W/l/p0y0nXtDGPeXLwxHbLOEa06bMiy77bjBE473h5k1psj8zE6w8adfnMHqZbO5fc027ljTzIoF9SltZrNj3a5e7lk6i6/e/1bWc99t7eWUKZXc8uTmhPtSU30Jv/vKLG54fKPJT298/qOzpvOTp7fw4tZ93HF+Az97ZmtK/F27eIq5JjPNlRGns8YUmRzX6XiwF0wqozAnNR7n2QjS6p8nzmemmLdybLsd4rA54LPF4Xm/f51ZY4q46cxp3PD4Jp7f3JnQp0GDc+Uj73NkTWHaucrGAX64+MNHeMlH8FnC4OAgK1eu5A9/+ANqPGkkSRJf+cpXuP322/F6D0zA77OIv69osuVEF9CTJ7IoIKgasZFy9BEcABySniiOKRo9AxHmjitmanU+/3r9A8bs20XZvr26eKeFcqXavw9ZOzjxyo6cYloLy9lZWM2uwkr2FFWxq6iS9uJquvOLiMQ0olli2mBbsTvL7RD58uwaNE3jD6/tZDCcmkgX0MXEv3nyEby2vTvOtay3Jos6BUpMA4ckIgoCiqbqicF4kZnRvyCAI17pu6ShKoHD2iFJqDElrZ0GnLJIWZ6L3sEwA5FE3wrA6EIP/9zayZT+fJbMqOL/3mplX38YpySwaHoV/9raSUd/JG37Y4o9OCSBueNLeHZju2mPxyERUzVyJYFVj25g4bRKplTn8+8P9rHPH8LlkJg2qgBfIMr2rgF6ByN4nBJz6orZ1ROgZzCCxykSiqgpmwV2fPluWa/eNuZWQOc/N+hbkmEn2DixMo8lM6r4y9u7GQzFcDkkjhpdwJ6+EP5gDKcsElM0XeQzy23RKYsUuB0cN66EjXv9+IMxct1ywpukAONKvIwq8jB9VAFv7+pFFgXCqoYoCASjCidMLEuoBrbaDSRQ0hhjSeazvvSEcXT4Q+a4ct1yCse19TqTK14UEEQBSRQJRVW8LhlVVYmp+saYkUzPccnx37pD9un0OGFAMylesvFsJ/g/Xhjz1aa6hLg3+M/dDhGnLLJkRhV740VYBrWNHQXJcD4/UB7ww8EhPsJLPoJPCwRNy0b0YQ9FUfjb3/7G5s2bAZgyZQqf//znkeWD20E9nPD7/RQUFODz+cjP3z/l4QPB7t4AVz3yfkLi4JsnT+DtHT0pHN4rFtSzblcvDbVFrNvVmzYx1FBbxOq1LTzwtTn87JktKUlhg9P5u6dM5MdPbWHW2CKOG1cC6K8A3f7itpTk2qrTp/CL57YyvjyPO9Y08+OzpvHC5g7OS5PM/+6pkzjv96/RUFvIMXXFzJ9YnpJ4ttq0eHoVe30h7ljTjNcp8evzZ+J2iCkCgvMmlHLj56fR6Q9y25rmBF9863MTOGZssXmN4S9rsuf+l1tSEl4XNtaxYY+PN3f0ZPTpHWuaufmsaTy5vs12HE3x5FmbL8Tda7fbcohv2OPj/d19nJ/Gb9ecNhmXQ+TmJzbzfFLyztggCUSUBM7mO8+ficshcmdSMvnHZ03jqQy2rlhQz+stPRwztpiWrkFb4Upj/k+bXsX3/rbe/GzBpDKuOW1KPEk7lGA6eXI5Vy+azA/+sSFl3r5+Yj3L73/TTNA21pdw1cJJ3Pr0lrSiiUfF/W6dSwN2n1n9vXh6FXWluezuCVBT7E3o24iH+15usV0fD76+kytOOoLbXvggIYlqXLt62Wx+vWZbSixdf/pUHJLA9x/dwDvxJLgxz0afD76+M+26ue70qdzy1GbWbNlnjm/drr6U9ZBt7Msb61JEPofms4RF06ts+c2tsW7g5EnlfPuUI/jZs1vTxu2yxjqujnOD2/l0xfwJSCJMrMgzq5JXPLguZeMn+d5nTdJaNxDuWTqLO1/8MCH2rGvi6NoiFk2v5KYnNmdc91c8uI6ZtYVmnFlhjb/kzy9s1MV6393Va5tsXjCpjO+cMpFbntrCjJrCjHO1ZEY1Jx5RRpXloT+ZB3tefSnXnDaZm57clHWtJLdvzGe6mDc4tqsKPfgCEf7fX97j3GNq096fvrL6DW45e4Ypkpvtu8gQvLWz7/gJpSyaXsX3/rredq6T7csEO78N99qPo90RjGC4OFTPpZdccgnPP/88d9xxB42NjQCsXbuWK664gs997nP85je/OVQmH1J81M/lBtIJi+a7JQbCilktPJJGH8Fw4VCiVPv3mYnxBI5yXzv54cBBtR90uNgTryDfkV/BziK9qnxvUSU78soJO4be7juqpoBvnHQET21oY82WTgZDMcKKqr8xm2GDyCULRGMaiKkV4qIATknA7ZQJRxSCSW/liQIsnFrBN06eyMTKPBb+8l8ZhTkN7nQB/Y1Ft0Pk2Lpi5o4vY8OePl6IU4zkumRTWPDWpzbzl7d30x+KEomlpwkBOLq2kB9/YQYTK/O45cnN/P29PXT1h1G01ER0sjinYZ8WHxcaWavfBUEXZSzOcbK7L/Mb18lwSAKV+W5qiz1s7Rgw50sU9b4lUQAEooqKJOoV9uNKc7jipCMYW5rD/a+08MT6NiIxFa9TYsWCCbbijukEG43PB8IxIoqeJPY4ZEQRQlElgR++PNfB5OoC3mvtIxBViSkqkijgcUjMHV/CubNrEzjL73+lhcfeb2MwzuktiVBfnku7L2SKgjokUX9zI6qaND2SKPC5yeX89r9nJdhtiIBGFdUUAS3OcZpjsSaHX/mwyxyXJAqcc/Rorlo02XYOjOuMNaOoGk5ZZHShhz19IXzBqC7YKuljrSrw0BuIoqhaXPdAI6poBKOKSQGT75b5xslHpNiVnBA2/R+KIUmpdloT9E5Z5I2Wbh5/v82cR0PENd28Dufzg+EBzzS2A8XhaHMEIxgOhvtcekBJ9I0bN3LGGWfQ3t7OxIkTAfjggw8oKyvjscceY9q0aQdu+WHER/2wvrnNz6LbXkr4zKiiTIbxebrjyefdt2w2b8WpKKw81waFwOplsxlb4mUwEuPLd73G1+eP57RpVWgaBGMKgbBCjkumwx/kuw+/b9J/WG1Ipikw+phVW8Sy+94E4PGVTQAsuT29UJNBA2KMy+uUuOSEcSyZXs1gROcZLvA4eGZjO4+8vZt7ls3Sd4Il0fTfPUtnsTJehd9QU0hZnosz7hgSj/Q6JR66eA77+sMp/rj9vIaMPn3iCn0Mkiiw8JcvpT3vkcvm0h+MUeB14HZI7BsIE1M0k2LE6Ced3xZMLOPiP77N6mWzEQRo7QnidkjUFHvY0xPE7ZQYDMcS5vGxlY18+a7XUsZW4HHwxTjfeboxqRp8+a5X+cPyYzKe+8hlc9E0nWbD69RpF/JdMi3dg2gIhKI6dUZlvpuegQhVRW7CUZXBiILHKfJKczeN9SV0+BN9P7O2iOXxOLHDU9+YZ3IBD3edGHj40rl8ZfUb/PXy4/jCna+kcC4bc7BwaiU9gQhFXgcxRVctj6kqo4o8aefaiCVjjozxLJpWwaV/fIdfXzATWRIZDEUpyXURiqq09gYYU+IlElP1KjYENAH8wSihqMJbO3tZNK2Cxb96OWV8xnqYP1HntZMEgcUZ1tNjKxs5/XZ74dRsvrM79tQ35hFVVEQBJFGnJOodjOB1yuR5ZGIxFV8ohlMSKMlxEoiq9IeiuOMUHS9u7eSuf23nsRVNjC/P5cPOAU76eao2hl3f1rWS65LNH1KyKBJVVXoD0YQ1Zszzw5fOxReMElM1JpTn0tI1aHsfzOSPdJ8b+g2Z4u++ZbOpK80hGFVYeFv6e8Zz3zqeCRWJD3++QIQ2X4jtXYO4ZFF/m2JCKWf/Jv0aHc4YDF8unl5FOKqkcGwb85Lu/nTmUdUICAyGoxR4nFnHZu17f+wz+h1XmkNVgXvYdCYGzc6h5g8/XO2OYATDwaF6Li0tLeXhhx/mxBNPTPj8xRdf5Etf+hL79u2zv/BjxseRRD/lF//ig44Myb14FWxkOKTLI/jPgaZRFPQPJcl9HQkCnlX9XUgHW02eV4JWV8daTeco31NUyfZ8PXEuVVawbyAyLL5+SRD4/uLJ3PtyCxFFpWcwghrnps50vYAe/6pGCgWHIRBqPScZJTkOHvjaXF5u7uKGJHH5ZBhV1aIAdaU5ZoXvtYunmAKRBp2D9fOIotI9EMn6pogkCNx5wUxOnVbJ1vZ+Lrr/TQYjCj2D6avL09k4HMhxPvQDvWsUeBwMhGMUemT8oRhqvGOrkCXoNDLFOU6cksjdS2cDcNH9b6b46+6ls1Mqj+3Os/rbJYvs6BoEQWBsiZeu/jC+pApygEKPA5cs0j0YRtNSbbIKZi5d/Qb7+kMIgk7no6iamWSWRAFV1eluk6mOxPj53z9Nj2PTvu4Amqal9Ye17+H4xYrka7oGwrp4vceBPxgxx5rvlukLxijNcZLrltnRNWi+SWF8bciigIb+1uMflh877D6z2ZliY3+YrsFInP7RZTuv6eZ7uH4ZwQj+kzDc59IDKhu/6KKLmDp1Km+99RZFRfor/L29vSxbtoyLL76YV1555cCs/ozBH4ymJA5ykrhrjeNleS7uvGBmyvFkGKJ1wVhm7uZQVGFff5i+YJSLjx/HsXU65cJgREnLBV6c4+SepbNMAUmDqzcZd14w0/z3rp7slRU5LhlN03nI39/dhyDAtOoCOvvDBKO6PdNHFZiUC82dg3znL+9x77LZZoKxukAXYdN5wfQvYYMb2UBfIGqbyMkmQDgQijEQjmX1fSCikOuWCUf1xFORx8marR2mL41+0vltSlU+XQMRdvcGEQRM/uOegQhlcY75gEvm+AllLJ5eRbsvSCCsmMKPVq5i6xzYwR+M0RvQBTb118rs4XVK5DhlIopKLKLzF/YFI3FhUpk8t0yHP8RVj7zPDZ+fZtpgjeuaYi+ahpm8BF3I1JuFB7kvEKU3EKHHRoU+25x19ocJRBT8Af3aFQvqUzQGVq9tYUpVfoLfDPzfJXPS+mN5Ux2SIDAQjjGm2IuqaZw8qZxAWOW3/300Llnnzntlezd3/Wu7GYN/vngOX/7dayltNdQUMn1UAW5Z5uFL57JvIEx5nsvkzTYgCuBySPTa+MMKO5HPxDHIaTn/7fzaH4zy7+YuZtUWUeB1xLn9wReMsmZrJ3PGFXPxH3SO/D9ddCw9gxH9XuaUiakq00cV8j9fOpKoqrKza5DuND9Q0onyGmvlrv8+mvV7fDTUFOJ1yua9IXkMgMnlrmoa3QORjAnvdLEUUVTbuAmEFUpyndy3bDYFXgcOSSQQiWtRaKCh4XZIdA+GswpbDYZTf3wUeJ109IdxySIRRWXehDK8TinlfmZFntvBXf99NA5JTPCJdWyGL084ooxirxNfMEJUVenoDyOLulCU9bxknDypnKNqhyh51u3qzTg2hyyaNqfzcVTR0q7NBy46dr+S1YeLP3yEl3wEnwUEAgEqKipSPi8vLycQOLgK2M8aWrM8t8aVVhipQ//PgzMWZZS/M7GS3DeUKM+NZBZhz4ZBp5v24iqa8ypMXvLWOC/57oIKcLtZOK2Sf7y3F6eki3JG4qKcBbFUSpLkCDUSkaqm8d7uPkJRFY9TRNNAlrJvDGnoVdlGcjvd6enK7wIRhb19Qd7b3ZfVF1be6ZiqJYgpphNZNMaTTX8KdB9sbvfrlBhxsUJJyHpZWhuzQTjIe4amaaiaTmdizJchcKnFM7QOQ3hT1oUlDTqP4Yg7ZhKvND43nlkF9Dmxjsaa5A5GFfI9MoYQZ7JNVsHMQERvU5ZE0EBBMxPOkiAgiOiUP0muMwRSjTguz3cxEI4hEN/YSOOPbGKdmUQvk69xyXqsSXESf2OsRlwkC69aN1yMUAvG18TBCI9mtNGh2+iSxbTzOpzPD0YMdAQj+E/EASXR33333YQEOkBRURE/+tGPmD179iEz7tOOAq8jhVN29bIh/9hxzg5HvNEQv8x2Xr7XQVGOk/99dUcKV7kdJ/XPn9X5f/dHQDKbuB/oiSQjyWXHzdxYX8IZM6rNhIzXoduT75ZNqosfP7kpgbJhXn2pOQaAX53XEH/dLbO9dvC6JH61ZhvLbV59s0IShISKbp3Kop4Zowr5+gPvZO3HKj5Znu/if1/byeq1Lfz6/JmomsaPn9qcQrVzw5lTEwRchzumAq+DcFTJeK4x7z96YlMKt7aVXqYpzsvc7kvlqk/mSr7j/AYEBO5eu52GmsKMNua59Srn0vz9F5g0jufbrDHDll+d14As2MdEjjP11pduXHZ0Oyvm1zOnrtic+0BEIc/jsG1r9doWfnVeA9cl0eA01pfw6/NnIgo612R/KMbNT23JGofpRD4NBCL6ekte51a/WZHvcbBpr4+jagr52bNbU2z8/JHV/PaCo4lpqnmPSEfP0VhfwtWLJtnalWlOvU6JupIc/vDqjrTc4tYEsyQIfMVSBZ0J6fodXeThf1/bmdLf2Q2j+NkzWzjr6BpbfxiUQFcunEybL/MPajvRy719QW58bGPa+5ldIj0af13W0K0wzrUbWzSmJrwJYNic49w/cc9sgp6SIGS0A2BMiZc/vmY/p/meAxMEHcEIRpCKuXPn8oMf/IA//OEPuN26SGAwGOT6669n7ty5H7N1nyzUFHszVqIrGmjp1A5H8OmGplES8MUrydsTKslr+9qp7O9GPIhEqIpAe14JOwsrTRHP1niyvKu0ioH8YkJxGgo7ODSN7v4wAhCNaQjCkC3hqJKQpLOz0khyCkAoohCOKTq9BPqmtpCaq0yBkThPV4GtoSdU7RryxgXuq/KzC5UqlkprfyDCQCiKLIlxMVJddNMl6wKDsigSiigEIzEGw8NMagvQ4Qvyx1d3Up7nQhIFBrMIoiZjf3QRhptsTwejulqfL41oTPeNZh6HcEzTucNjicKSogjt/hCFcVFQt0MkElN5cUunSQESiX+eTrzSF4wSU3Q6FUHT6AtEzN+RRv8GRAF6A1E0LS7EGbdJFGF3b5Ct7f1MrMyjpWsQRdOT5jFFL4KDoQRzRFGH2k2KqZiqz6Eh3mrEgxpvz/CHJED3QBhZEhP6PhCBykhMRUOjvU8vdjN4/0Mx1RwrgkB/KAoaDIZiOGTR3OSwbjzF4vPpia8JSKVlqS707LedyecPhBUEoHcwgkMSU8R4u/rDuOLCqcnz7ZJF+oJRZFEYEe4cwQj2EweURD/iiCPo6Ohg6tSpCZ93dnZSX19/SAz7LCDXJackmTRNM4XdljfVpRzPKqzX2sfypjrW7/ZlFeesLfFyQ5L4IGBes7ypjjvWNKfYMRwbkv89r74kLSe6VXDypeYuVDSzb8OeGx/fyKrFk/ne3zagaBr3vtzCVQsn0eYL2vJ5v9TchRZvBzA5fO3sziSIOa++lPW7fbzc3J32etATqa9st/fj4ulVLG+qG5bfDHHRDn/I5L/ONMbr/q77JZ2QZTpb/cEISlxMdl1rn+382MUfwNrmbjSG4mNtfH6uXDjJ5EK2u+7l5m5EYNH0qmH50+uUUHMcrNvVu/8Ck619zKsvRYvHip0tAthyAjbVl9DuD6W0P1x/WOfduO7dXb3EFNVs09rWigX1aW1cPL3KfG40YiCT3wzxx+EIvCavczvx13lxsc4p1QVpbbzhsY18fUE9v18zxD2ezlcvN3ezfrfPNt4yrcNViydzw+MbbduzjgH0+Xt1e2KspLv/NNmM2Ri3se6T+7vu7xtZ1jjWlnfe+LuhtihhTQxXMNMXiHDVw++n2Gq9n9lxn7+6vZt1u3oTjl8bvy8kjzfdfWp5Y3pBajtbMwlvWm1aZWMHDMVWurX5P186KuWaEYxgBAeG2267jVNPPZXRo0dz5JFHAvDee+/hdrt55plnPmbrPll49lsnpOVENzCiKfrphSsWYbSvI4mTfOjvnOj+8VUnY8DpYWc8Ob6zsEpPkhfoleV788uJyPYbxA5RIGpDjWFFVNFY+6HlO9MSh6Fk0u4M0IBnNnUM+/yEazXMpKsV1qp0u3yxWxZYuWACr3zYxRPr24Zlo9FWb9Dgxhb485utRBWFcFA133ITgbv+vX2/tjdUDR56czeCsBuXLKJpGuH98OH+YojGQ08A7w8kUSAQ31gZsBFstSKmaoSjCpedMJ6JlXnc+3IL4ZiKPxildzBCvltmzrgSbnpiEz2BSAJvuMGdbRVsNMQrf/L0FoJxGzRI4EFPRjCqQvxcnStf1BPugsCvXtiG2yGS45LY1jlobpbobzdo5LtlKgvcKXz5LllEUYbEbzXALYsIAqbQZLsvlHJvVjQYjKiAyg2PbaSywG1yf++PQKVR9OQPxVJivz8UG8rxaxrxl0PoDkTjNDW6XoCiYQrpavENq4aaQnOeVq9tSZmT5U37Z6dVeHNH9yDBiL651h9W6N83SKHXwTdPmsCp0yr527rdPLe503zD4XNxwdm9viC3Pf8Be+P3o3yPg1c+7BqpRB/BCPYD2cuIbXDzzTdzxRVX8PDDD7N79252797Nww8/zDe/+U1uvfVW/H6/+d9/MgbCsZQEgiQILGus05ORNYUpx1evbeHC+HErDMG71WtbaKgp5KYnNtue11hfwg/OmEpVgYfugYhtYgn0RIZRKTx3XGISKJ0NjRYbrPasXtvCigUTmDehNO356fo28FJzN0fVFjGvvhRBEHi5uZuewQgV+W7bBBXoyc2544b8mM7uLXv9rFoylaakzw1R1Zue2Jxx3PPqS1lmMw5jLBX5bhpqCnU/zK9nXr29Hzbt9bFi/gRm1RWbfTbUFGYc40vbumgYU8Tmvb4E2wxbk8dkCFiueGAdHqdk9rtqydSUcSXPe/K4rHO0trkbURBYMb+e4zJc91LcH1Yb7eJoWWOdLl4jCLaxbPoyTUxtafNz3elT6PCHM8aHN6n6dt4EfS6veuT9lD7t1mM6fxjzXpHvZu443edf/9M7ZpvWtjK1W5HvpjzejnFOtvX38Nut/PCMaWnjzBqnht3zJpSyYv6EhGON9SWsOn0qNz6xOaONLzV3k+OSE+4lmc6/6YnNtvG2pc1v+7mxMWOX3LWOAezX4uq1LVzYVGfrjx+eMZUte/0pn99w5jRzDaaOt4vyfFfWWFjb3I0kYjtXhjhlMk1I10AkQTDVirXN3aYItNVWY06tfni5uZsjRxcm+CHbfcr47kleU+lsLfA6ueXsGRnv6y83d9MwpohNe30p56w6fWpaH69t7mYgSzJhBCMYwfAxbdo0tm3bxs0338xRRx3FUUcdxS233MK2bdtSCl7+0zH35uc/bhNGcDDQNMoGepm5ezOf3/giV7z8ID974hf8+U9X8dqvl7L1f77AC3dfxn0PX88Nz9/FRW/9nVO2vcbkfTuGlUBXBJHW/HJerp3BgzNO4SfHf4UVZ1zJGV/5OUdd8QDTvvl/LL7wdi496/vcPH85/9twGv8edzQ7ikclJNAlEVxx/hBR2L+q5gOBWxZ0HmkOjFREEoaSAidNLEOMV9Ymv2hm/TvPJeGRRfLdMredO5O540vjdHOZv9/zXBKFnqE6PuNJPapouB0iLlkiHFPJd8uU5bmIDaOC3oBDEsxKZ+OaYFQlogzxaGdtY5jZkZIcBwVuGQF9TOPLcqgs8FCS42RKZV6K7+zgdUjku2QKPboukDGH6WDoF80dX8rW9n5Wr20h1yVTV5pDcY4TSRR5t9VHJKbqiW1NI6KoRBSVjXv9XLt4Cj/54gzuXjqbZfFCo+oCT9q3I9LaEf8v3y1zYeNY3A6ZXJes08JEFLa0D6CpGi5ZQEQf05dn1XDr2UfSF4iZ4zTiLMcpcckJ4yn0OMhzy9QUeSjJdbF6bQvHjS/l2sVTstoUVTUCkRir17awtb2fCxvruHvp7JTxJsPwYySmC6XawXjjUiBxDZR4HZTlush1OfDIkj4m4z9BL/R5ZkO72X7ynBjjG46dBi5srOPaxVNwijpFjizqHOyioK9jIzY27vVTmuukpshDaa6TjXv9bG3v57jxpbgdMsU5TupKc8h1yabPRjCCEQwPB1SJvmTJEgC+9KUvma/mGPqkp59+uvm3IAgoyv69OvVZgi+Qym0ciCp85y/vsbypzpZSIhBRuCIuoHnNosl0ByJomkZdSQ6BqML9Fx6DlnTe8sa6BIE4XyBKdZEbf4ZdZNC5k5/6xryUZEZy2zlOGVkScMoibb4Qd5w/k7HFXnb1BPjFl4+ipsiLxyFy7eLJJpdynkvmqY3taekJ7Dh0d3YH+PYpRyRwi2eDJAomDUE6n4wq9ICgcfNZ0+kPx/CHYsiiwNrmLlq6Bs1+7K4fU+JFEgS+8JtU8UrrWIq8Tm4/r4E3dvRw9NgiLmyqwyHpYieSIBBTVa5dPAUB6BoIm21l4/4GPY4umDOGinwXqxZPQUXn2y/0ytx05jSCUb0CITfOX37+71+jKy66Iwt6ZYg/FKWhtijBL0qWB/pk2wKRGG/s6GGmhTc503V2/hxd5OHZTR1c8eA67rtwNpqWft7e2NHDd06ZyIWNdciSYIqD+gJRViyoZ3vXYNYxyJLIYysaGYwoyKKALAmc//vXbfu0o97I5A/j7xyXbPrcaNO6tjPNcTqecLs4FOOEhP/vlIkoqspVCyfxTUVBUTT644K0dustxyXz/dMmI8sCf1h+DDFFYzCin2/Ef3bdgMQ2M50fiCi0dA+a8ZbndlCS4ySqqFxw92uce0xtyj1rR3dmjlqvU+aepbMoznFywd2vJ4wxEFFY8cA6Lj5+HN87bRL+UIw8l4yiaTy7qZ1pows479jahP66+8MZ7y/ZeOeN8fuDQ3P1/dMmE4nHUTpxSn8oM9+9LIncs3RWgq3WObX6fTCi8OdL5pjiq0VeR4pvrDC+e/7+9UbE+Ouo2YQ0qws9rFoyhdaeQFqb+gJRplQXcMGxYxLOsd5b7dCfxRcjGMEI9g9er5evfe1rH7cZn3jsy6ATM4JPBlzRcIpwp0G/UtPXgTd2cHPod3nZaaFbaS2oMP/em19GTDqgn8cJKPY6yXHJtPYEEmg5Dhfy3A6dYgMtq16LHQRB53yOKBq9wSgaenWtKIhomoKiGQlPEdCfRTxOPcnd6Q/jlEWTr1lMQ6VooCjHGU/axjm4LQqeBh2Fhl4hu7/JXY9DYkCNmdXyBn91sksyiYYK6fhqLJBFgVy3A03T8IdjFOU48Tpl3A6NcFTllGmVtPxrkFgGaigB0AQNRdPIcznwBWM44lzomdhhooo9H7rbIdHaEyCqqBR6HdhxljtlkfmTyhPa29zuzxqfQ7OuQ5J0UVAV/dlVUTVKcp2IgmByz4uiHi8OWd/EqChw45RFAhG9stvp0JPAMVUjqmjIkoBDEhkVH4+qaSZft1MWh7URJQoCoegQP7rxXyYYcetxpidzMkJaFkGwrAFRFCnNc9HaGyCqqoiCrhlkjCsYURL4/NPxyM+fVL5fleBOWUTRNARhiG8+puobUXaxYfUl6HRKFfnueNxoI7zoIxjBfuKAnhJefPHFQ23HZxJ2nK8uWTSF3dJxRluPr4wnaMrz3KialpCECUQUVq9tYXlTnSkKuGhaJQ5JQBZ17vT/u2QuuS6JiKLiC8R4c2ePKUoXi6lmpe6DX5tDnltG1TR8g1H6IzFTBG5WbRHLfv9mgo1PXjGPZffpnxkCirNqixhT4iXqlBAEgTvWNON1SnzrcxOYP7HctNkhiRR6HFy58AgiMY3powrMBCsaaJJm+iobclxSwsOaVTTPsKs830UopBJxauS7ZCIx/ZWzkyZXEIzEUkQYrXQKT1zRZG5apEN5nouBUCxF3NDo/9SpFbT2BKkrzcEti3hdQ9XRmfjKDVFKQRAoz3OjqBqyAwYDMfLdMpomsLM7mDCnVhR5nazZ0oGmwUmTy5lSlY8gCGxq8/PQG7tYvWy2mbCzCv6l48/Oczs4uraI4pxUDnMrrNcl+/OepbPMv/PcDgSBlPgo9Iq8tG0fv/v3dk6eVEGBx2H+bdj25BXzGF3kyZpE9wejnHP/Wwlz8bNzjsTjkOJiMQKBqILbIZHjSuWMts5DjkvmkcuOwyEJtPlC1BZ7kSWBmKJw45nTqMx3k+uWCUWUhJjMyAXukCjOdSIIulisdR6sfjNi9LTpVXT4Q1QVeFBUFSWiUZrnQhQFplbnc8f5M1PmMc8t0xeMkuuS6Q9FqS3x4g1LNNWX6mKZWWwEKMpxJMRKaa4zoxDm6EIPtcVe3PF2A1GFSFThoYvnEo4p+IMxKvL1TZ+H3tjFrWfPyNh/rlvm5Q+7mD2mOKVPY46mjyrAH4wRiOobJlb9Aut5DTWFeFxyiuiz1fcFXkfKfABDsRAXby3L05PPd6xp5rRpleR5HJTmJCalfYEIXQMR/KEoniy85B6nyLJ715n9TKlKnFPrPPWHoiy7dx2XnDCOBRMrEEU9TnJdugDqHl8wQYjU7dDnSxQExpfnZrTDCkkQMgq35rgkW6FSXaQ6vY+zbVqlg9Wf+Tb+PlAcrnZHMIKPAjfffDMVFRUsX7484fPVq1ezb98+rrrqqo/Jsk8eyvJctPlGEukfKzSN8oGeBNFOK/1KxWDvQTUfE0T25JcncJLvMpLlRVX43cP/DjxQKBoJWk2HW6pWVfWE2oEk0HXE+a0FgaNGF/Lmjl5iioYsqWbyVKeoGEqlGpzlVg5nt0PMWIkuChCOqknPnUNGu2Sdv1kUdJ5t53DKua1IquQ2uMoFSPBPpiS1lCWJbhyVRYGBkGLaqmpaAte41ykTjEbStyOA1yGbXNaCALFhVMxbebaT+bQ9TgkBgXBUxZxTGx51KyZX5mfcVEgYdBxq/GSvQ07g2S7wOIZ49VVQRZWYotOJTK7Mp7rQg9cpMxiOmTzpWnxMye0kx5bHIWYt+lE1zeTmHy4MnvFwVE27TqX47zpFA9miVeCMrwGvQyYqqkRikbTj2p85GY7N6fyYLjaS1+n+8MWPYAQjSMQBJdFPOOGEQ23HZxJ5bpl5E0p5ycIpa+V6zsb7vH6Pj1+d18B9caHDFQvqqS5wm8fX7erjV+c18MDrOzmqppDb12zjv+eMxe0QuePF5oR2rZQivzqvgcff28PoYg/X/G19wnlN9SWsWjKVb92tV9Y21Zdw8uSKhIRZY30Jbb5gig1H1xbR4Q9x+4vNNNQWsWBSmWnPrU9vSejn5MnlXL1oMtf/Y0OC6Om8CaV8b9EkFkwqY11rH9UF7oy82s9s7DBtsp6TTiTypEllXLkwlX/ZTsCwsb6Epza0I4tCyjxar9vW0c+RNYUJPkrX/7w43c5Jk8p4Ycs+2zFmErhctWQql/3pbboGIilzmmz7mi0dHDO2mDtfbE7w8YJJZfzpojnc+PjGBAoNqw8aagsTeI6b6kt4dlM7U6sLeLc1lcPcOr5Ov/2P03n1pazf4zPb88gigiBwzNjilPiYV1/Kvctm8/yWDn7x3Dbm1Zdyx/kNrHhgHUfXFvFuay/X/G0DKxbUZ7RlXWtfVsHQ7/zlPQCeWNmUwBmdSUD1wsY6zv7NK8ysLeT6z0/jx09s5gdnTDWFKK12pVvnXqdEeb6Lm5/cnECVkhyL8+pLKM11si6efPzVeQ2s+vsGc+3dtmZb2lieWVvIUxvaTfuThX1XLKg3ecMzrTNN1Vhpia959SXcs3RWgkCwtf+nNuqvLt6zdBZ3vtjM5vZ+/nTRHH6QJK5qiNZu2JOe17yxvoRnNrazblcvX2gYZa6dTHN081nTEtZs8nnf+twEfUPnxeaUub1n6Sye29TOL57bZn726/NnoqFxz9rk9Vxq3v+ejPv5+Aml3HL2DKoLPeztC3LVI++bdnzz5AkZ7yVd/eGMdr2xo8f8e/0enym8fMvTqaLEFzaNNYVI71k6izy3zOcml6dwn2dDaa4zrc3z6ksJRhRb7vQNe31px7J62ez9tgNI8SeQ4O8DxeFqdwQj+Khw11138cADD6R8PnXqVM4999yRJLoFr37v5LSc6KIwxGU7goODJxKKV493mJXkQ4nyDtxK+uTicNDrzqW1oJJdRVXsKqxgV8FQsrwtvwxFzLxpfTiR55IQ0d96kCQRTdUFGw9XXI0r9eIL6mKHRrLYmhB1iAIOaYh32w4xVY//4+qKOWvmaN7c0cM7u/pMHvF8t8xAOIahNemS9YpfSRQ4yVLZPG9CKc9s7ECySei7ZJHxZTm0+UJEFBWPQyQUVU0OcZcsMBCOoWkaE8tz6Q5EdEFEWRgWJ3xFnhMEAUXVTFFINU53IcaTjIqRpDaob5KarSvx0hOIEEyTrHVKAl6XTExR2dcfxiEJTCzPZa8vyI6uQUDnrV6/x8eUqjxe+bA77caGSxb50qzRlOe7uWPNNjRNf4vALYuIml6dbYWAnvw88Ygy9vYFeX17NwUeB7t7A6Zw5GUnjKfDH+Ivb+/GIelFdHLcJ3OPKOGNlm4ee2+vTieZ58Ipi+zpCzKuNIfmfYMpNhrxZPzbsEjR9Gfro8cU0tkfZsmMKv62bi+tvQG8DplJlbl80DFAOKYhCnBqnI8b4JITxvHz5z5gIBxD0DRynBJH1xbR2R9iyYwq/rpuD609ATxOyeR+BzhlaiV/eWt32nUkC/qbqwanuCHkWV3osa2wth5f3lTHXf/ajlMWU95+kEX97YmyPNjZEzSpgWRJYDAcI9clc+kJ49CA217Yhj8YRVU13LLIUTWFbG73M6U6nze29yCKAjFFwymJOKXM/OeZMLEyL8WP+W45wV+ZuNaXzKjiL2/vZjAUI9ctH7Addr481NXsh7PtEYzgQCFoWqa92PQIhUK8//77dHZ2oia9qnTGGWccEuMONfx+PwUFBfh8PvLz8w97f3t7A7T2BrljTbPJg+t1SvHE0oe8vavXTOzYJbw37vXxRktPQnL11+fPxOvUlaC3dw3yxPo2GmqLWLerl4baIqoL3LYilUa7DbVFvLurlx+dOZ1rHl2fNml2YWOdWX1oXGeIE17YWMfVj7zPLWfPoNMfMm2w9u11Sjx08Rw27PHZ2rNiQb2t6JzR31ULJ/HL5z/gmycfwWA4lrIpYCRAr3hwHUCKH9O1n63f5HFe8aBe6TmnroQ7XmxOSLJYzzm6tojTplfyvb9tyNrPvPpSbjxzKqse3cDbu/rMRJgxxkzXppsbY/6ttm/Y4+PNHT377YMl06soy3ebSVzD10Z7RvI2OW7n1Zfw3YWTCEZi/GpN6ibOivkTeGNHN2+29HDd6VPZsLuPcEzl8TTxOm9CKUePKTI3AObVl3Da9CrGluby1fvfJBBREpKjyUnEVadP4danNjO5uiDrnAOMK/Eyo6aQH/5D31wYbqw01Zdw5cJJCRsBXqfEA1+bw/88s4W30/jr5rOm8eT6trSJ44baIt7b1cd3F07kl89/wJot+xJs2t95tLPd8N+Dr+/kvGPHpL0XPfD6TqZUF6QkkK0xbz3foDgx7Ltn6SxboU7QY/rGz09D0eD6xzamXWNGLFp9nc4HXqfE6mWz+fWabbxkc943T57A2zt6bH0/r76Uo8cWJWw8/Tg+V3a87YZN5/7uNdPPx08o5afnHMl3/vJewni+9bkJHDO2OO0m59Z2P6992J3Rrrd39PL1BfW83tJNWa4r7f1+Xn0JR8bneV59KacfWUVjfSmjirwp52aCLxBhc3s/t9ts1qyYP4GxxR40QeDqR95PSKT/9Isz+Me7e+zHMqGUO85r2K9Kb18gwooH19km84+fUMrt+9ne4W53BCMYDg7Vc6nb7Wbz5s3U1SVyqW7fvp0pU6YQCh2cmOLhwkf9XG4gXRLdIQkcN76EE44op2cwwo7uAfJcDkpyXbywqZ1t+wb2WzTwswpBU6noH6omH0qQt1Hb10FZoO+g2o+KkqWavCKFfuVwVZML6LzCh1GDMgWyqFe05rtkOvojtknCZDqN4cBIupbkOGnzhVGy/OR3yQIepwyanoSOJpUmi8STqALkumSOKM9ld18QVYWoor/lG1VUghEFh6TTi4wu9FCS50RT4d3dPgbDOtWK1ylyVI3++yUYVSEuUKnGNxxApyM8fUYVBR4H97+yw9wEcIgCoqhTVKhavCo6nhTPcckUuGX22ohQZvOl3QYE6PeFCeW5fPHoGupKc3ijpZu/rdtLbyBMJL47ciDhIgr6W+uV+S62dgykJPSFOCf99OoCclwy6/f4CMd0Pu3kN3FHF7q5Z9kxvPJhF6vXtjAQiiFJAqML3ezuCzEYVgjHlISxGS9K2PnJKQnUFHvwBWIomoamabhkkY7+1M0vUdDj1yGJCOjV0A01hby1o5dAVMHrkPj6gnoujHN93/tyC7/914dmFbWGHjdGv444t7jXKXPJCeO4sLGOS//4li6SGTe2JNfB5SdOYGu7n6c2tKNoGh6HxDlHj+aqRZNNIc9QfHPBEBs1kHx8anU+61r74rGr8/zvGwijafp4JlbksqsniC8YJRLTaVtcsoQkCWafALc+tZn7Xt5BKKbaxoQggEcWObNhFEuPO7jEtdWPsihw3jG1ph0G7BLQxtgHwjEkMdH+A7Ujk68PBoez7RGMwA7DfS49oEr0p59+mq985St0daX+6PxP50G3wheKceF9b3Lx8eP4xskTiKn6K0aiAMubxnJV3iRCUYUbPz+NqKLSH9J3Mx2SSPdgmJMnV5jVkKBTXXz9gXe45IRxLJlRRb7HyTV/28DyxjruWNPM8vhNJZMgnnFuIKpkFGS8atGkhOuuWTSZhprCBD7cKx5cxx+WH2PaYO07EFHoGkgvDNpQU2hLAWC00TUQYUp1AZIIb+zo4aqFk8x289wyT21I5FtP4HB3yWkpBrL1azfOadUFXHjfm/z54rksOy5kyw38UnMX3zh5Ak9eMY+BcIw8t5y2n5eau+gZjHL9GdNo6R4koqiU57m4/oyp+qteAmmvtZsbY06vWjgpwfbbz2tISAQO1wfXLZmCBvzsnCOpKfbwzMaOlPbsOMzL8lz0DES4/IF3bLn6v3r/mzx82XFMqy7g/N+/ZlJ4ZBJVXXbcWIvfuvneaVP44m+H+OmT+cPz3Q5yXDJRRaWjL8T5x46hIt+dcbzLLV/G5/5Ot+uqRZMQEYZ13drmbq6RxIRxBCIKfYMRvrtwEvv6w8RUjasWTiISU9k3EMYpiTpNjSUBndz+tYunsChetbEmXnltnbts8/itk4/gK6vfSKkUt9pu9d/oIg/fOWUiVy8STJ7td3b1mjF+wbFjEtp5qbmLKxdNZPWy2XidEoNJvOxW+zIJda5t7iYUU3lxawdXnjqJKxdqtPYEbfm31zZ3s3wgYvKtl+W5bH0QiCgsv+9NHrp4Dsv6wynnTR9VYLs2jHEtaxyb8FlFvjut8Klhk9XP/97WRe9gJCUxO626gK/e/5YZr7kuXUjK0Js4/ogyfvrMB2ntunLRRAAq81wsmFROZwZh3Zeau01xImNM+8stCroY6vL73ky7ph9b0cT48lxuP6+BroGIybWuahrfffh9e9u2ddE1ENmv5HTXQKo/Dfz7ANo73O2OYAQfJWpqanj55ZdTkugvv/wy1dXVH5NVn0yc8ot/pT0WVTQ27vFzzWlTEpIbW9v7+fu7e3A7JAbC/zm/cXLCAZObvKavPYF+ZbSvE5dycNoWPZ78RKqVwiqTfqU9r+RjqSbX+GgT6KBXQ3scUtoEOux/Ah305GYoqrK7b3ibaNGYRjQWTcvhrqJvMAgC5jNfWZ6LfI/Mjm5dw0tAT0arGrgdEv5QjCtOOoIf/GMjgXBcUFIUCEZVXvmwO87prPNrG1QdBoNLIBwz3zgOKxqO+HlRVUPUNEYVetjTF9SpVeIJ4cFwjP5QLCMlSjpfatjTvHidMv2hGI1xAfvH32/TuefVzLQw2SCg64j12WiogU4homqwsyeAQ5JwyRID4TB2NOu7+0L87Z3dPLG+DQ2oLvLQNRBm/d5+CjwOIkkJdEhP3yKi08rs6ApSmuukIs9Ne1/QNoEOgKbHWSSmUleaw0A4xnObOymNC1f6glFTQBNg9doWHJJIRb6blq7BOL2mHlehmEZEiVFXmkM4pgtvaho8t7kTNA2nrFdy9wZ0yqBXPuwm3+MwaUkef7+No2qK9OvQf39Y+zcq1K3HuwbCpr01xV66BsLs6g1SmuOkNE8//lpLL6U5TsryXPobB4JAVaFTLwZ7v40zG0YD8Nd1e4ioevW93RsIInosv7Clk6XHHXgy2BiDQxIZU5Jjjv3MhtEJ313JnPDWsVcXetJet792pPP1weBwtj2CERwsDiiJvnLlSs455xyuu+46KioqDrVNnxn4g1ECEYVfPr/NNmFz5wUzKfI66RoIc0xdCQDrdvWyvWuQy//0DndeMDPlmkBE4RfPbWNC+dDNw3joGI5I5ZAgXuYH32RhPb8N53cgotAZF2iy6zsUTf9DI5utoajOpT2lKp9fPLctYTPhzgtmpiTOrNzbd14wk57UN9KG1a/dOMMxlUBEobU3wOV/eifttbovwlz+p3d48GtzMvbT7g/R7g/Ztpft2nQij7t7gwntpRtrNh/0BaJ0D0bMGDT8ar0umescMOPV7piBHfHYHo4dduf44mvKiuS5P+euRC5su3WUro+ugYg5//tzXb/NegpEFQJJc7I/dvWHYnzprlcTzrP2mc1/nRnEM+3msnF8Kef9/rW07dn119oTNOMkeZzW87MJdfYFovzk6Q8Ye4FeWZZpnRn3Bsjsw0BEMddE8nnZfJdORDaTTcnwJwk2G+0kx6t1rNliorUnyC+f38Zx40vpGsjO6ZscLwci5ukPRTOuaaPNAm8ih/i6XZk5bffXlmyirAcqVHq42h3BCD5KfO1rX+Ob3/wm0WiUBQsWAPDCCy9w5ZVX8v/+3//7mK37ZKG1J7OQdSCqpAisGcJz2XRYPm0QVYXKgW5LJXmHpZq8nZKg/6Daj4gyuwvK2VVYRWuccqW1sML8u9+Vc4hG8umGqg3RjRxKiKKAGs/kDaeSXYOsfNygCxmG45vyrrjgo5E4R9Art63CiZvb/SZPuiGCqKCZ/UmCgCDqVCsAAgKSJBCNqQSiMZOmRhIEiJ+nafpzjZHENq4x7EqXxDwQaJpmilUCpkikejAZdHTOfMViZDIftzEXup6YZoqFpqt7f3d3X4KYpEsWzQT1/lgqiKCpOr+4yyEiCnrlf6bziW8oKKpm9mtcW+BxJIhaGjYOhIeekyVRiM+lZrZjXPfe7j5UTTOFbmVJFyp9L2m8xvmGkGfy58Z93bifJ/vJsDfT38Z3gIAuHJo8tmBEyap/IMTPOxghz+QxJI/xUF/3UbX3UbU9ghEcLA4oid7R0cG3v/3tkQR6FhjCounE1bwOiVy3hEMS2dMboD8cI6ZojCvL4R8rGpFFnXoj+bqH3thlilmuWFBPTbGHOy+YSU2xl05/5mqDPKfM6mWzbEVPrch1J1Z/FHodPHXFPEDFIcuEogqBiEK+R+aepbOoLNCFL5PFB7sG7HetswkZ1pXqPghHVR657DhTWNLrlJhQkctjKxsZCOlV6R3+EFc98r7ZV22xl3Tf9dn6LfQ6EuYroui76s99+3iiMS1FbNCapHTJIk5R5J6lsyi0ESa0nltT7GEwpLB62WzW7+lD0zAFVvWHpMw2/u3y45Alkd7BCMU5TlYsqMfrSJwzt0NKiT2PQ6I0L3NVZb7HgdelXzu6yMM9S2cRUzXGl+XulxAppMZ+bbGXFQvqU0QS0yH5nOS4TO6nrjSH/7tkri6YqQGChpDlJ8GYEi8C+mt5T13RRLs/hIZgy9mcIDQaF5d8Z1cv+R6Ze5fNRgBKc12o6A/ceW6Z7556BDFVY1p1QYLv3I7MFVZ2op/p/m0H47hdDIwu9nDfstmmqOo7u3opynHYnmsIsLodUooIr9cpxe9BqRQhVvvSzZsB4z6S45TJdWf+WirPc5n6A9l84HUM2Wddj9l8X57n4p6ls+JvibjxWM63u5/bCa3m24wj2d5sf9vZ5XVK5LtlAuFYVl/VFHv51ucmIIsCdaU5DIZjbG7zx18RFijLdWWtss7PIgDqdkis29WbIsaZ7jrDf+muO1A7DlSo9HC1O4IRfJT47ne/S3d3N5dffjmRiP4s5Ha7ueqqq/je9773MVv3yUJNsZcPOgbSHvc6UkXpDOG5YHQ4KcZPFnLDgQS6Fb2yvI0xfW2M9nXiUA+usr7bk8/OIp1qRU+SV5oULO25JagfIzf5pwW6qKN2yMVHVcumz3Aq2Ycb3bqQof7vcEwl1yXrj9xxSpWYoiUIJxoim1YRRGt/iqYl2KqhEVOGhCsB+oLRhPMEQX9mEkwdA/0a4+9Dud8lCEKKKGM4poufHkwiXVGH7IXUuTfeCPA6JRySZApTpsNRowvZ0xs0BSMNGxVt+HMLegId9I2dcFRFdSfOT7rzBUFPhgfDSsK16UQtrc+8hi+s7RjXHTm6kMffbzOFbg2h0iNHF/LOzt4UgcxsAqXG/TzZT4a9mf42nrsNYdkU8VOnxGCaAibTXyQKgB4IkscwXHHQA73uo2rvo2p7BCM4WBxQEv2LX/wi//znPxk/fvyhtuczhXy3zMmTyzn3mFpbUcPTplUSiETJd3m4+pH3E7hjF0wq4/uLp/Durt4UUbY/XTSHjXv6mFSVzzrL8RUL6qkt8jCvvtTkYLdi0bQKRhV7WPX3DTTUFmUUErSKQzbWl/DE+jbW7erluiVT+fGTm1izZZ/Jp/zA6zu54qQj+J9ntiSMYV59CdecNtm2n3WtfQkijlbMqy9l3S5dONL62W//62gqC9z88B+JoqCGOOEFd7/GpMo8VE3j/d2+/e63qb4EWRK4d9lsfrVmWwJntB1XtFX8sbG+hL5AhKNqi7ju7xsynmsIohrtG+KLxtsKhthjOt/IksDPntia4oPTplWaiTyvU6I8z2kr7HfzWdPSxkhTfQl7+4L0DIRZvWw2P3l6C+/EOb1/+I8NaYVIjx5TRKc/zJ644KzBi59OmPNX5zXQMxAmpqaKwg6NtSRB3HRefQn7+sMptmfq57olU3kvgxCqIR57x5pmFkwq45rTJrN6bYvJoz1cwdeTJ1fw3Yff4/bzGrj16USh0HkTSlkxv54L73szQfh18fSqjCKTbb6gvhYsop/r9/jM8WcSA51XX0KHPzQsUVUjJj9/ZHVC7CefuzzOQ2/M30Ov72RMsZffv7TdtNlqi9W+Tn8447rrD0X56v1vmVoK6c5trC/hg45+M+4y+eBzk8spz3cl3CONNk6ZUpHBd6V80NGfcP/5cXzNWHUskgWDrWv8+AmlFOU4UwQ3k+3N9rfd2Fcvm01JjhNV03g3Swy8sLmDueNKuGPNtgSaGIOD/ZantnDD56dlfCAtzU0dh4Gm+hIeX99m+sIqxml3Xbp4HI6IZyY7jp9QekBCpYez3RGM4KOEIAjceuutrFq1is2bN+PxeJgwYQIul+vjNu0Th2e/dUJGTvTJVXm80dJjfnbfy9vp8OsFC+2+4Edl5rAhqQpV/V0WTnL9vzF9bdT0dVAU6j+o9sOSg90F5Qmc5FYKloDzk5vQEG34rbNBEvTkYTIf+OGEUxaRJZG6Ui8tXQF7TvQM/NXpoGp6225ZxB+KZU3QuxwiLoeEouhvzSVXcouCnowXNL3gZlpVPls6+tnXH8YlCwiIKJpGJKaawolTqvN56M1dFHlkegN68llAp+Uoz3PT4Q8RU/XqYymehFdUPdEoCVDklakq8PBuq8+sXHaIAk6HyEA4hktOFCeVJYEil0xPGooUSF/LbQiOWvPioqD3d/yEMkCnxzBEKCUxXu1+AJzoAvq1siiQ45JS5seodHaKAlOq9E2Itc1dCAgIgpZCIzO60M1ZM0dTUeA2xSRFEY4aXcDO7gAOWUSNqraV7im2x7nap1bls7Wjn729QXLdMmX5Lra0p25AaoBTFnBIIj2DEXJdupD9xr1+W1FLQ/CyZyCCxyESUfQNEE3T/e1xSvQMRpAEgbpSLz2DEebUFfHq9p4EodLG+lLe2tHDq9u7GQzHcMoiJ00qZ2xpzpBwZlz409q/MYdW0c1ke9P97Q/GyPM4TGHZZPHTS08Yz23Pf4AvmPo2KuhrMtepC8ACvLilk5auQfyhKJMr803x1WywG8NwBFUP9LoDseNgcTjbHsEIDhYHJCwaCAQ455xzKCsrY/r06TgciZVaV1xxxSEz8FDioxYw2tMbwB+MctOTm9MKJ/74zGlc87f1KeJr2cQllzfVcW882WfA65T4v0vm0B9KFeJsrC/hh2dMNRPQ6ZLDTfUlXHf6VM7//Wt0DURshf2OiovVGTYawpZ2tp48qZxvn3IEP0rywcmTyrn6tMkpQoLz6ku4fP4EUzgy2V+LplUmJLesdq9YUI/HIXPbCx/w2vYe2/GdPKmM7y6czA2Pb0zxz4WNdfQMhHnsvb2mX4cjLrluVy8r5k+gptDNVX+zF2u1irous/jTrn1jbu57uSUlaf390ybzP89u5YU4R3aCf+pLOW16Fd/723pzQ8U6Fmv7RuI+edNjVXzu/2vOGFN4cTgCluPKcslxSfzyuW2ce6y+aZQpLprqS1i1ZAqSKNDVH+H2FxNFC+fVl3Jh01hWPKD7yUhEv72rh4aaooT4zrZWZo0tZtqoAu5/eUdC8j05tpPbSV4j2fywvLEurXimVeTRQLo1YNj1QYefhpoifv/Sds6Pi34eU1dsClOmE3g17g8CAm2+YFahYcOmH581jaeyCJ0a5zbVl/CDM6Zy85ObEzbUrLZYRZQ3t/v500VzuPHxjQkx3VRfwg/PmMa5v3uVroEIKxbUs2mvzxxv8ri+e+okzvv9azTUFtJQq3MeGn1Y5/b4CaXc/IXpXP3IetvNogWTyrjipCP42TNbEuyZN6GUy0+sT7n/GGPZ0TWYVgjXusZv+cIMRhd72dsXTBDcNAVP4yLFyWvd+Pv/s3fe8XFUV/v/TtmqXiy5ypaRwB1kbLCRBLGBGGNa4E0CJokbAZLYkJC8kFBDSQikAg4hgE1JQknCmwQwJQHzI7ZDx7g32bLlJtnq0vadmd8fszOa3Z3dlQtgyD6fT4K1M/fec889d3b2zJnneWJV/LU9TsR4eBG/+PKJ/ODPa1KKU9dXlzKvdgTr9nbxXmN7ygcSNRVFrN3dmVE8M3EexnpYr2VW3xv9JbZLt4f6I+JpZ8fp1aXcc8kEBh1BZcrH1W8WWWTCpyWseazgWBMWtcLj0JNzxwKBS17IlyDeqSfJKzqaGdxz8IiryQ/kFJlJ8aZYsrypsJymwoEcyC1GEzK/Ofh5wNGuBD+U/qR+0o/0p09Z1B+sRfrJZyIJkOOUcTpETijPZftBP52BMMGIioSeiD9hYB77u4P0BqM4JIGxgwtoavfT2hvSK3XRE+wOSSTXJTNjbDlvbW+lse3oPHgSY5XniqZXwrskkZCipn2oIMUqxY9kTQ2xUY9TotjrZH6dzmP90JvbTQHVsjwX+7uCSWKsTglOjdG1vtPYrouQ9hOGiGt/WhhvwRrCi6cdV8oT/2lk+eaD9IQiJsWI3fAuWcTtEDlpWCFnHF+GQ9JZ7fd1+nlx7f448cmyfDe/Xd5Abygae8ih07woqoYkgkMU44Q20yVl73l5UyzJrRBIoEQU0B+GWONXFvU3hjX0t4UmjSji7cZ2ugMRNE0/7nbKuGWJiKpzyxgUP6mEMxPt6+/fhrCsPxyNEz+1zu3x/+w0vz9cskBlSQ4tPSEiikauS+akYQVs2NdNS0+IcOwJkCQKnD26jIe+Pqkfq24/h/4KcR5uu/7acTTxcfadRRaJ6O996WEl0ZcsWcLVV1+N2+2mpKTEfC0L9C/tHTt2HJ7VHzM+6Zv1Tfu72d8VZP7j76U858VFdZz3wMqkz5fMmZTEzW3FC4tqOf+BVUmfL507mYUxYceJFUX6E3mvA1nUb4Bn3rfCPDeRlqCyNAevQ8IfidDY2ifsl0hFYtiW+N9UWHZNLZomxIRodAoWpySYXz472/yEoirDij1omi7umIrLOd1Yy66p42B3iLkxfyfOzxC/nP/4e1x6SgU1wwrJc8v0hhSTouKBy2ri+s80t5euqSeqqryx5QBfHDMwzr+JePnaepat2x/nz1T9G7bPGFseJ7I4qaLInF+qMQAisSfkqWw3Kn4P9oRM3wwt8nD5o+/Q2huOs6s/Pvifh/7Dg7Mn8tGeTmaM7XuKns4fz31rKlf94QPm1Y7grNHlRFUNf0ghzyOT45DoCUXxhRQEAd5pbCOqakwfVcZXf/923LoOK/bY7gUDS+ZMYtHTq3l+YS272vzkuGRTECnTWlhjaGC+m1k2e9VAqj1ptSOx/2XX1OKSJcKKRmtvyBTzNGJxUUz0c1JFEQVeBy6HxP/87j+mTVFVY1CB2xQsHVGSY8YYwJPzT+F/HnrLzpwkmzKtc+LxxGtX4n4bVuxh+eYDJlWRBlQPyMUfUej0R0zqpEt+9x+TiskYw27vJsb/i4vqONATMumQzhk7kGBEIc/tMKmkzvxVagG5ZdfU0twVQhAEUxi1LM/NVx9+y/b643VK/PXq0zj3/tQx/cKiWl7d0MLFNUMYOUDnd+/yh+MEN43KZuOzfI8uhtsbjJp/iwJsP+iLm7s1Vl+5tp5zYnvLzlfGPBKvZ6nW9PXrzuC4styU5yXOw+2QeDHhWmaFtb/EduekuSYcqh2GP4+G8OfH1W8WWaRDNon+yc9/0l3/pLX32NI6kJUog3paLZXk+xnesZ+KLl3AszCYmn6mPwhKTpoKy80q8j0xEc+mwnJ2Fwwk4HQfpZlk8VnF0CIPEUXVxbQ9DroDYb0yWBTId8t0BqJxQovW81RVT6CLgv6/khwXoahCZ4pq3MOFQF9FvsbRpWxJO66gP2goyXGBoPOvy5LO0dzaE6LVF6bQI9MViBKNGSWLOsd9oUcGBDr84Y/V3vJ8Fw5JRABunjWGu5ZtJBxVafOFUNPQ28iiQEmuE6ck8uicyWay+Ion3kMDk0YjoqjmvF2y2CeuWeBmf2cABIERJd7YmwaYfdnB6D8c1X+r9lc0VxBgZGkOvcEorb26kG0svUFU1WNjSKFH5yc/BHsOBXa+sfa/pbmHOUvf5WBPUKc3EgSTR31Aritu/+S6ZLosmloiuujug7Mn9rsi/VBsO9rtssji84j+3pceFp3LTTfdxO23384Pf/hDRPG/ozrhcNAd+9JZOL3KTIIZPNaKqvFBU4cptJIIOyE7a7LEH1Li+IlBfz2qNNfJL758YhJn9e+/fjKFCTzoiWJxz3xzCj1CBJX0wn6hqIrXKVGco9OFeC3c0IlJFa9TQhZFFFVXTM9xSqiqxp7uIHkeB+2+CIMK3HidEoGIQqc/mjKBnsovBnzBKAML3Ty/sJZ2Xxh/WEnyw4OXT6S1N2zO+5krp/BhUwf/WL2XBy6rYWC+O447Oayk/2rf2dYnlDklVm2QCr3BKDPGDMQhCfz+zR34w0rK+XidEjXDCpEEkSKvkzy3rHO0xyTZU/HsB8JRclwyoiCkXRer6KIBwzdA3LwziSr6QlF++ZUTKcl1ElU1mtr9fO/Zj/jTFaem5VD3hXVe/Z+/ujWOauJ3X5vI1pYepp1Qhtcpsavdz5hBBSZfpBHfRvJ0aJEnLf98ocfBCwvrCEZ1f5flSaxsaE06z5hnKt/WxVTlU69v+kqwHJecZGd3QKHDr1fp3PqP9dxzyQRmjC2n9rhSCr0OHrishhueWxsnRJlO5PHPV03h5IoiqEN//a0nWXzSOj9rjEQz3N0nxkGPRTgzUUegPN9NjkPmzFEDcDscBCMKvaEogYhCjlMCTaM3GDVvhBPHSDVHq/BmU7ufH/xljTludzBCkddpJqnb/fZ6DAZ2tenx73VK/OmKU/GFoDcUNemQ7GIgkyBzhz9CzbBC/eaeXpPr2y4Za3y2rzNAuy9MdyBCgdeBQxToDUdT7hvD9+li3oiT/gqodvjDrG7qoMCS0O+OJfStczBsXrNbFw194LIaWzutYpzWdv0VGzUS2ok2WKFBEslnf9qlQqp1yiKLLD5faPd9Ogn0/GBvPN1Kx/4Y5Uozg3pakbX+ppLs0ZJbbNKsNBX08ZLvKhxEa07hf001eRaHh3CMv9wQogQBWdKpVQzu70ShReM8UdRQVWIClgIuh0hnhvulw4FRme2QBMLRT+4dEX3nxOYVo4kZVuzVfRHzWSI/ulUU1Iqj/baDgWBEoTTXFSes6XGKgIAkaCmT6JqmmQKwqYQ3CzwOU5B5WLEXX4xWRwCzitpOaDNVAtbo3+MUM/rC6i9TuDTmc71iXYyJs/aJzR6qPYeCTGKX+zoDtiK6qkbS/kmsYxVFXR9gU3P3YSXRjxWx0Syy+G/AYSXRw+EwX/3qV7MJ9Awo9Doo8jp59r0mThpWyC/+uSWJQuS8CYNs2yYKzKXjff7t7IloaCxZac89/cPn1lJZkkMkQ0K40OsAAVPMJRW8Dt2WX/1zSxLlgJUX2OuUWDy7hrte3JhAG1LKt6cdx9cefce8uTCoAURBSBovnV+s6A0rdIeiafnLE9v7QlE27uviyQWncMvfkzm/Z4xNL55r7S8vg1hrdzDCb17fysJpVUwYUsh3nvrQdj6luU7+dMWUJMqZuqoS7rhwHKW5Tn52yQTbWLikZgg/WbaR1yx0L4nrYmc7YIotGoKiqc6zm9e3/vihOdaFJw5m8ezM8SEJgq1dFcUeCj0O7nllc9L8DR5vIIlL3m4Mr1Miz+3g1ufT89Qb80y3z84bb79XDRRkEIT1haLmQwtj/HyPhD+sC9KmWnOD77+1N5xxLXqCURY88b7Zf+J+Sje/C04cnCSOaUWiGKchFpqqT52uZhS3JfjeStXzwGU1cX32VyzVsCdxXJMuZXkDc2tHZOzLsN2IVf2h4OHHgCQIfMNS+Z2J63tXm48bEyigEvnq7WK1OxhJiqXEWE70VyofAHQFIix6erUtNYzdHAo8TluuecOOVGKc/RHx3NcZ4Ibn1sZRHBk2CMD1NsfuuWQCGqRslxUhyiKLLAwU5zg+lkp0WYkyuPugniTvik+SD+s6QH7Id0T9B2Qnu2MV5FZecr2yvIygI1tNnsXhQ39bOKonRmNJyYiiV9KGY8KKvmAUXyiKP6SApieIFbWPLkUXsNTo8EeOSHAzpY0AGkQ+wQQ6xOalaRzsCesc6VKfMGZ3QPdZYiJd0YyKdDGOluXjsjyqqOzvCpLjlExhzd5Q/PrYQdWgyx9BEODP7zWxfHMLlaW5SYKOHqeEgBAnCKpzoff9OxhRaPeFcUkija0+1ry2NY7n26DlMB7YhCJqxocKiRzu7b4wkViiXIvN2ww1gTjbrMKf4ajKG5sP9JsSZEtzDy+s2UdnIMzI0lyT5qYsz2Urdmn0b+gB9AKRqIoYe3VCFEgSKhUSfqOpqv7mx+iB+bYUJploTQYXehBFaO4OUhgTTD2aYqOZxk93PEvJksXnDYeVRJ8zZw7PPvssN95449G253OFHJfMj55by4kVRUmJCYBVDW2s3tVhK/K4encn9VUlZhJyfl1lyj5mjR/ESzY8vcbf91wygTte3MC82sq4Pq2orSphdVMHJ1UU0huKpDyvrqoERdNS2mLYunh5gy1vO8CKhlZUNPM8gJUNbWjA/NrKtIJ/B7qDSZ8b9msZ7Lp51ug4ocramHDlmMEF3Pz39bbt1u3pSukLq/BlfVUpAlpaQcTVuzvNMWaNH8T8ukpbIUFjvRLtWdnQxm3/WM/i2RN5YPk2W3tv/cd6TqwoikuiJ66L1R4DdTH/GeetswizJsai3bysY72/s52XbLi1rXasburgrR1trG7qiLOrvqrEltPfmL8Waw/YnpM415tnJfPfp/LJ6t2d3DJrdOq92mS/Vw0/dAfCh+QnAbgpFpNfHFOecs3vfHED91wygQVPvJ9ReNIYw5xfwn5Kdx2584WN3DJrND9KoTlgrZiorSoxxUJPSnF9GzU4n9ueT56T7j/NNv77O79U+31+XaW5N06sKMzYV6I/Vu/u5OaMMZD62vjWjvjP/72tlR8+t9aW63tfZyApgQ7xcb54eUNSrNrFUqrj/dm7qXyRag5d/jC3pLheAtxy3piUYpyZRDxz3TI/+MuaJLFdw4aZ4wfZHvt/Ww/y0tr9SXsznf+zyCKL/068f/MX+8WJngRNozDYE1dJPqJjHxWdzQztamFgbxvSESYO9+eWxKrHB5uc5LsLdDHPgzmFeqYzi/8afFxVy3Y40K2/uShLQkzAM5YQ1jR6wwolOQ4O9MS/4edLKLowqp2tbyoeLQjolbyhT0CnwE5wUwOTu1tAwReOmjQdTlnUK6RlESWsxFHN+CMqmpYsBHq04Qur+MJhyvJymTFuIH9bvYdXNrRkbKcBXbH1ejl2vijA8eW5+EKKKej4rTOOQ4PYW7S6uCaaRiiikudx0BuM0BKLoR7gzhc3Qkyk9+zRZZw6siSOc3vs4Hw27OvG45LwheLjSBR0nwYj8cV/GtCdEFvWFy4F9LdQDdu6A1FzrLuWbew33/djqxq595XNBBLGF2OCq1Mqi+NER639R1SVYDiKpukUR6qiUeCRmTKyxFaoNBBR+qr5RYEvji5jX1cgyV5ivk83h/9sbyUUVekOROjwhcl3y3z3rOMzJq37I+CZiTM93fEj5VvPIotjEYeVRFcUhXvvvZdXX32VCRMmJAmL/upXvzoqxn3W0ROMsqKhjbm1lSnpF+5ctom/f6eWO1/cqg05mQABAABJREFUGJcc2Livi9svHMct/9CTFTXDClP2UZ7vtk3cgp7Y+OHMUaxsaGNzcw9/vmqq2acBq2jdg5dPBA1uOW8st9uIb956/ljaekO2iSljvPmxC+PUkSUpbbaeZ/3sm3V94hyJYy+or2RwoScpUW3YLwlCWrt+OHMUdy3blDTnBy6rSWnnXcs28fdv13JHgiCiIdy38KnV1FeXctv5Y2juDHLXReO42aai3RjLOvfyfDeLnl7N0jmTERHMBFBZvivlPFY0tHHjrDFpj8+1+WKy+tsqCGjYNzfmP4CaYYVmVSroX9p//3atbTxY52WgLN9tm7Qz7Pj2F6o4aVihWTlr2FVfVcrtF45lZ5u/X/GVKbZqq0oYP7TAVog2sS/Q99x54wfZJpFB36svLqpLuX8WPrWap785hTte2JhSwNSKlQ1tCILA0pWNzBg7MOWcVza0ccPMUQCmkKYoCLZipNYxrPtJiPWT7jqyoqGV62eekJR4TowPY6z/+2APt5ynXw/s+kw/lh6n1jhb1dDG0pWN3H9ZjWmv3fzqLPYk+sw6ptGX0bddX498Y1KcjUtXNvLsVVNSxsydyzbxj+/UJq1xfVUpc2pHJK0x6Inc1t5wUhK3KxDpV5xb/04VS8Zx/S0fXRjVmM9jcydDinh56p1d/boOWufQ2hu2fZBk2HHreWNSJqwLvPpbNKlEPH2haFKS3GrDnNNG2B4ry3OltCmV/7PI4vOGP/zhDzz00EM0Njby1ltvMXz4cH7zm99QWVnJhRde+Gmbd8zgwsWptU1yURjU0czgDp2XfET7fiq69jO06wBDu1rICx+ZSKLf4WJ3wUB2FeqJ8V2FA00hz70FZYTk7HXqswxZjE/qHSlcskgwGl+tKwAluU7aYlR4h5KbFYBct0yuU6I3FKU3rJDvksn3ONjbqcd2RbGXTl+YjkCEAo9MgceBLxTlYE96ijy7xHN/bRIE8DgkoqpOD5fndrCnQ7fHLQs4JBGnLCIg4JY1uoO6mOTh5qUdEkSV5Cpnr0vi+2efwJBCD5uau9nXEeCvH+5JGksDUyCyPN9FKKoSVTS+NmUIT7+7m3BUwRdLpiuqhijoopFG0r0kR6d39YcUQhEFQRQy0u8Z0N+wlfnSSUP4oKmD93Z2IKJTgagqbDvgY+nKRt7b2X6Y3tEfAGxt6eXmWWOoLM2Jqx4+7bhSs6IY9IKQxlYfdy3bqHN6xwRyNUAWdLqYf25s4f2dHbidEmX5LroCETbs6+bmWWNwynoV9//bcoCW7iDHl+dx6sgSwlGVm/62jkBEQRSgJyHRDn0PmfJcEmX5bnpD+oONn1w0nhGlOWbV+13LNqKBOfbSlY2cdlxpymrq3y5vSEqgG+gJRPhodxe3XzDWtN3oP98jm1zxQ4o89MYoCu+55ERmjBuYUqi0sdVHdzDC6IH5jCjNMfnJDXsfenO7yUefag5bmntYurKRXJdMSY6TrkAEWRSZmoGK1MC82sq4tbX6xug7lQ/THQfSts0ii88qDiuJvm7dOmpq9OTE+vXxyYbEV1P+m2Hw56b7YvSHFRpbfXz/i8cz97QRcUJyDQd7qako4oZzRiU9pbUi0xevP9a2tTds9jm/tjJuLCOhadABNLb54s4bXuwlrKiomopDSk8R4HXKLJkzybxZOBS7/RHF5DmeX1tJrksmxyXzyoZmk7/4nksmcMPMUfhDOs+yYf8vvnxi2vGCYZVffPnEpDlnWp/uYJjbLhhLMKzfFMmiEBMkjfLct07DLYu0+cJc+ccPePQbJzOvtpIfzRzNrnZ/0ljWuRd5nTw5/xS8Dolbzx9DWFHZ1eY31ysVMvEyp+ZZ1/mvNU2jPN+V5Isn5p3Cs1dOQRAE/GGFa2KilvNrK+nwh+PiYWiRh39ubEmaV7rxDSiaFtfOiJfBBR7afWGCkfTz78+NZo5LpqaiyLwJT4V8j4O/XDUVr0vCLUt0pOHR9ocV2npDafdPhz/MDeeM4n/RCEZUclwSL69vtvUT6Gv5f986LU5YxnbskM7n75JF3t3Zbl4vvE4ZfzhqG2MAHqdEjkvitgvG0h2IZKRq2tMRSDm/x+dNNoVrW3tCXHH6SC5/9G0evPxk2776w8dtjbMbZ47GF1YozXXyy6+cZApt5rhknJLIwd4Qi2dPNOO3x4aD3jpmYgyHFZURJTm4ZJF2X4jnvnWayetobZMuZvTrQYT5dSNYUF+JKAoMyHUhABf/7j8pqXCsHOEGDnUf57sd1FQUpYylPLeDH8w4gXy3zD++U4svFDUFMhdfVsOBnhBdgUhMM0F/9XjM4IJ+XQetc+i2mYsVgTSaFqC/NvrAZTW2Ip6ZONNT2dhf27PI4vOK3/3ud9x6661897vf5Sc/+QmKou/DwsJCfvOb32ST6BbsaO2l+uAuRh/cyYiOvQyPJcyHdh2gvLedzCy9qaEi0JJXTFPBQHYVDYpVkpebifI2b0G2mvxzjKMtHBlRVSQBHLLO+xyJDSAKAqIQ4wjvx5iS5dwir4MCjxOHHKY3HKDA69CpJdB/w0dVjRy3THuM2qHAoz/YaeuHlsChTl8EnA6RSFSvLnfJEkOLdM5tKSbKWF7gIdclxzi5NQq9DnpDUTQ0MtzS2vpB0cDjkOlVo6bvnJKe4JZEgcrSHKaNKmPGuIH85rWtaOgVyNaxjOStxyHidcq4HRoHukPIks55XZTjJBAJIqAR0Yxx9WS6gH6/luOS2R3x43ZKFHodNLWn/71i+KM010kgrHLqyBLcTon3d3XgkAREQUQVVcKKxpo9nXH3iYLQvzixQtP0+71po8riPj9hYF5c8vOEgXmsifnJKQsoKlj5VWQJQlENf0ShvMAdx7ntlEWz/0QO8Dc2H0AQBEaU5nCwJ2SbRDdQlOOMrYNk9mvY+cbmA4fE972vM4DffOMgPqZFQUDTNPyRqGm7tX8rV7wkCgwp8pr2pPLdCQPzmJYw73R89KnmkMhrbvjiUHjNE+2z+iQTD3yq40CWbz2LzyUOK4n+xhtvHG07PpfIj3Fk2/HSGsJ1kyqKKC/QeQwXWLh0Qed8Xry8gZphhWnHScd763VKlOQ6TYHHQQUernzyg5TnDyv24Asq5Lpl1u3tYlEswfLqd+txOWRCERWPU7Jta8wp160nI8vy0/MzGpzEVgG/imKv+UqRP6zw3LemIgh61bHXKXHpKRVIgkBU0cjzOGjzhZk8vJiaYYWUJ4iCJomcuiS+/fsP42ytGVZIThoBToCuQJT/eejtuHk+c+UUOv0RDvaEqSz1Upzj5NdfPYk8j5PZj67k8bmT2drSQ11VKXXHlTJjTDkgsHxLC79/cwcuWaTQ60ASBVq6gryzs51Z4wfy7T99yAuLatP6LRP3eqp48IejZowtmTMpSTw2xyUDGm6HFCcIunZPJ6dXl5prML+ukmHFHsYMymfx7IlJfsvEw1zkdXLVGSPRNBg/pMC8cXfJIggS7qB9fGWanxW+UJTFyxtYMmdS2vNyXTIuWUQWBHyRqCmWm0rU0e2UU1brgn7TFFYUPA4Zh1ukNxhlYkURjjMEc77WvnUhSZFct8yfr5pCgcdJbyjCgZ4QLrlv/PxYrAuCgEMSkEWRBU+8z5I5k5KuG1b0hqJ89eG3zXU7NwOnt1MSU84v1yUjiaCpejUBwB8XnGryPiYi0zoZHOuGiOiMseWU5DgZOSCXlu4gEUUlrKi4VA23DOW5Lr6x9F38YSXlunodEgunVyUJghrXsVeurUcS+qqaZNGRdA0aVuRl4fQq22sBgFuW6CLKB7v0tXlhYZ05j1SCpC6HyPaDvXFCl/mHuI9z3eljz+MU2d0ewDUgh0H5bgrK429Og1EVRdXoDkbJ98h4HNIh7VuD57w/vOaZYK0K7w5GzBK2TH2nsrG/tifiSIRIs8jiWMIDDzzAI488wkUXXcTPfvYz8/NJkybxgx/84FO07NjDyNJcvvHXv3LJhsP7LdPr9MQS432V5EZV+b78MsJy5mtgFp9PuCSRwFEsRXfJEqGIQtSiaSUI/bsPtoNg5WWO6LzMoahKrktPBxg80r1BxTymajqHcyZqGSGWID6kBwkC5ty8DglJSubcNnitDU7uUEQFNA7Hy4ZtgkCsmED/2yj68jrkOB7o0QPzkwRDDbtAT6yrmmZySBtc5KGoqldkq33nWfuRYnPyOmQ0YhzZkHZOKiChr5vBV21w1UcVDVnSq+FFQeDEoYWs3HbQrKY+HCoZQdDn3x8YfooqWsIzQo2oovva65Aycm5bYeXpThnvgv4gxohTu377y/dtPd/r0PWhEt1miJla48TOzkQ+9kPR5bGz18pHn2oOhzrPQ0GmvjMd/7jsyiKLTxOHlUQ30NDQwPbt2zn99NPxeDxompatRLcgzy1TZ+GdNV7dN4TrnnpnFycNK+SuZRupqShKolGw8tUOLnCn5Pc90B205b31OvVk6O3PbzCPLZxelZK3u66qhFc3tMTxZt9/WQ3/98FunJLIzTEai4XTq5JssRPjWzi9Ki0f77q9XSkF/O6/rIZn3mlia3MPe7uCTB81gNmnDjd9Zoi0WsdNJxxZW1VCTzBCfXUpH+zqSDuutdIzkX/Y65RYOmcy976y2ZZuYvnmFs4cNYCiXCcf7GxPEr1cOK2KKZXF7Grzs3p3Jx81dXDLeWPZcaAHj2MoZ40u42BPKO0aqaqWkpu7LsFe69hWPunEc2qrSvjXpmamVJZw90ubkoRgvzimnJnjyrnk5GEZ/daSIh6Nc1/f1MKplcVJoqD1VSX87zmjGFzgzsgtb/zbbj9YfbBub1dKX9VXl/LqhmY+2NnBNWceR4HXxW3/WJ9SDPXkikJyHFJK2+qrS9lxoJeiXBePrdoat9/tRFDrYkKwdy7byNs72rn/shrue31bUhwvmTMJhyzwg7+siT3Amcp7jW1xnNbpeL+te6RmWGFq+6tKONATSvrc6OufG/V1W7JiB7OnDDf1DuyuB6Bfv9LFcWmu0xQyra8qwReKUup10tTm40c2Yps/vmAcT86fzDeWvmd7TfQ6JQpzUgtePvXOLl5ct5/VTR3Mq63kskfe4a6LxrF07mQeWL4trk2dzbXA6OvlDc0m9/jSuZNN/u+zR5fx1VMqkvZHXVUJZ40u55LfrWTS8CJT6LLA4+hXnIMeW81dgbQxb712Jwpq2vm0Pmb//Mffwx9W0sbS6dWl5jwz8Zqn4kO3IpV46N0Xj0/bd6r4PNATOmSb0gmYZm/us/isobGx0XxD1AqXy4XPd2SClp83/GNhHb95ZmDK46ogsj+3RBftLBqoC3nGkua7CwfS7snPVpP/lyJdItkli0waUcRb29s4VN1Ld4y2xYpcp8jJI4p4b2eH+YamFBu/pTuI2yGhanp1eqa3DBVNp0UZUuShyx81eY+nVhazuaWH9t4+HumDse/ZCYPzaerws+NgL16nxIyx5by+6YBZDZ8Ij0Ni1MA8trb00pPwll8qv2kaKOjFCaMH6Q/+P9jVgaJpOCQRUYSD3SE0NCqKvbhkiYaDvXqPh5EZ1oBCt576kES96t5I/Ot/K/zmX1u4qGYo/29LCy3dYSqK3OxqDyRUJMPwYg89IYV9HQFy3TIL6iqZMW4gyze3sGxdM1rMTw5JQFVBEsEpiAiiQLsvTK5L5uozRtLSHeTpd5uQJSEm6JqMmDYlsiQiCAILYhzZB3pCnFCWy6bmHkKxoCvPcfBhUztjBuXzTmO72acAVJZ62dcVTOIaT4SATo84ojQn7vNX1zezsqGVAo/M+ScOMSuJZ4wbyNmjy/jXpgNmYY1A38ODGaPLGFGaw18+2EN3IIJTFvnKpGEAptgnEEclcsLAPM6bMIin320iFFWRY+tlRYFbZuzgAra09MStQ2K19/y6Sh56czu72/14nBKXTBxqVkknVkOfMDCP70yvsuVE19Df8L144pA4243iPytXfHcgiijCmQmV/HZ4dX0zm5q7TRHWRH5yKx99Ks7y/vCa9wd2AqCZ+s50/HDsygqRZnGsQ9C0Q/8Wamtr4ytf+QpvvPEGgiCwbds2Ro4cyfz58ykqKuKXv/zlx2HrEaO7u5uCggK6urrIz+/f09Ujwf4OPyFF5c4XN3LZqcPNRO/C6VWsbuqgpqKI1U0dKZPBXqfE0rmTefTfO7h8ynDcDjFJTLG+upRrplfhdEj8PCGx+9MvjePlBIFHY5zHVzXGnWvlybYmjeqqSrjtgrHc/nwfJ7idrcacEhPri2fX8NjKnUn8wd+eVsW7O9t4t7E9ZVLopnPHcMlD/wHgmSuncM8rm+N8lmpcA7VVJeb582orTYG5nW1+Xly7L22bxcsb4viFDZ/cffF4Xlq7L2WCePKIYqaPKuPnr2xOec554wczbkgBX334LfxhhbpYAv6xVY3cccE4PtrdwYRhhfz4+Q1Ja/TjC8bR0hlAlISkWKitKuH2C8bxs5c38dqmA3GfG7zHJ1cUJc3JOL5+bxfv72xPmdT78QVj+bGNUKTVb2uaOphfNxINjSUrkx9szKutZMO+rpTrXl9VygUnDoolohuTEqn/O2MUlz2ivxXw16un8tOXNiU9zLjt/LHc8/ImXt98kO+dXc0pI4ptfbVwWjXv7mzj1//axjNXnsoDy5OFSs01mzCYE4cW8Nvl2/hS7EFCom03njuaf25s4b2d8XNLF6OGMCeQ8pz66lIuOmkwjW1+aoYVsnRVI6ubOs3E8GzLtcXa5ttf0NfZEHJd1dBGaa6TZ6+aym3/WJ8UW7eeP5Yuf5j7X9+W9CDBum41FUV81NSR9noAcNaoMm6aNZpb/mGvEfDUO7sYM7iANU2d3HHRWHa3BXA7xaQHCVYbF06vprHVx50vbuS3syfGXRMz+fn6c0Zx6cNvmw/VaiqKOLmikKU24sfWtbE+VJyXcI2sry5lcUy0cm+Hn+ufW5vxunJ6dakpdLmrzcdNf1uX9lpcW1XComnVfNDUzgkD821jz+7abYwTjKpc9+ePUu63cycM4kf/ty7ld4PBVz7Iklje1xlIyWs+KEMCussfZuHTq225z88eXcZt54/lxr+ts+0b4Aabce+9ZAIq9NumdDZY1yeLLD5uHK370jFjxnD33Xdz4YUXkpeXx5o1axg5ciQPPPAAjz32GB9++GHmTj4FfNL35Qa+c+EP+dY7f2VP/gB2FQ6iqWgQoYrhTDn7FH623kdrevrnLI5BfBwinA4R8t0ybf70Qply7C299GRm6WFnv4CehDy+PJfd7T56w4dWfy1b+KkNiIKeID2lspgX1+6nNxRFEgW+fPJQ1u7p5K0d7WZ+WrPYUJLroLU3jKrpnw3Ic9ITjMYlGnOcErluGTSNlgwc6v3Bxy2s6pZFQCN4iE89HKJAjktCEATTdzfMHM3Vf3iff25siavGd0r6OaqmEVF08dEcl8yXTx5KWb6b+17bSncwGuMQ18+z5tIdooBDFgABWRTwOCVqhhXydmM73YH03PBOWWBIgZsDPSEkQaTA6+C8CYOQRJG1ezvZsLcriabHLYvkuCREQYwTgUycm1sWuGHm6DiBSGsyGDD/va8rwNKVjbT2hglFFVySiMshgiDgEEUiqgqahkOS4oQ073ttK12BqBmHHofImMH5VJflMWZwPvs6A0kxfMPM0Ul+eGxVI79/cwf+sN6XJBA3lp3I5ZbmHl5Ys4+3d7Sy7UAv/nCUqKJXVbscUpK9iVzxT/ynkeWbD6KoWtpxrv7D+/xr0wFUTTNFWB/6+iTbJHJ/EstHknzOJACaqe90xw/FrqwQaRafJvp7X3pYSfRvfOMbHDhwgEcffZTRo0ebN+uvvvoq1113HRs2bDgi4z8ufNI365v2d3Plk+/z28sn4pBFhNgXnappzLp/ZRIVQxKtQLEHCYGWniDl+W4kUachCEQUeoJRZFHgncY2zjh+AIIAL69vYWJFEbIkUJrrAk3j3PuTBZSMcWaNH2Ry0i5btz8lfcELi+o4/4GVtn3UDCskNyZKM/O+FbZjXXn6SL44ZiDdwQhep4SIQL5bpjcctbXPgFElaf13os8y0Vm8dG09L1nm5nVK/PXq0zj3/mRbDTy/sJaDPSHW7e1CEGDc4ALy3Q4EQadUOOc3qdsumTMJQRBMu/t7zguLajn/gVW8uKgOWRT42pJ3uOeSCZTlu+gNKuS6dW6zG55by5MLTuV/fvefuFgxuKufebeJZ6+cSoc/jKJq5HscOCSB5u4g4ajG2j2d5pyMGHt1QwtLVzbywGU1aX1pFwfxx2vRNLj0YT3JPb+ukhljy3WKiZh9/RlnyZxJLIpxWSfO77wJgzjYEyLHKZPjlnhhzX5bH1x6SgXnjhuEpml8+fdv2fZltcXwfyq8fE09gUiUi3/3VtI+NfqbVFGEomm2tEyZ5gvJdE5255Tlu0w7rZRQBV4HsiQQCKv0hqIMyHWxfEsL4wYXMCDPxQWL++b2h3mnEFZV29jyhxWeuXIKgkDKdbObTxw9kksXopJjPxpeWJu8RsZ+fPnaepq7AhR5Hcx+9F2evWpK2nV4YVEtblmngekJRiiKJToDEf21y1n9vJ4YPrX6M9V4wYhKTzCaku7p9evO4LiyXLYf6OXMX72Zsi+r34w2oCekuwIReoJRnedT05AEAX9ESfK/sS8mVhSR79b1ItJdu1+/7gwiiso5NtdmA698tx6HKNITozTJcckmH72VrzwRBhVKpvMSkclPy79/BiU5zpR9pxu3vzZlssG6Pllk8XHiaN2XPvroo/z4xz/ml7/8JQsWLODRRx9l+/bt3H333Tz66KNceumlR9Hqo4dPI4k+9e7X2N9l/1ZLrkvCF0p+jT+L/2583MncdBBjRdeHO76VtgR0+gsEKPY6cTslk2IhENP1MYQ+jcJ4WdRpSbTY505JIKJoZjLdyhcuizo1ZFcgihijTDmaQqtHG3oK/fB8KwpQWZpjUt3Mq63kJ8s22VIcGr7QNN2HJTkuBEEgoih0xnylqn3Jc+uaGXz2AjCiNIfeUJTWnjAamlntnQ4C+m+H0lxd1FEAHp0zmZ2tPq7+0we2Bf0FbpmhxV7z/FRzK8lx8NQ3p6ZNim5p7uGKJ94jHFVp84ViPhBMapTBhR69KlwQGFHiJRRViSg6NU2HPxwfuwIMyHPx5PxTAUwBTiOGjbklimIa57lk0RT+NMaya5Nku6LS7gujxozR90LqPqxjprPt1fXNfPupD0HTkCWdDgdB4MHZE5M44j9u9Nfm/xY7svjvRX/vSw+LzuWf//wnr776KkOHDo37vLq6ml27dh1Ol59LdAciBCIKB3tCZsIqz60nKCBZDM0fVli6stFMRvUGFXJdEh806UkU0BOTXxxTTrsvTJ5L5ozqMmRRoDsY5dxxA3HLEhFVRRCh229fE2GMM2vcIHqCURQVJlYUQR3mOFedMZJpJ+ivIAXCCs996zRWbDvIw//eYQqQGhWaj86ZRK5b5q9XTyWqaOS4JKz83795bRvHl+fFcXD/+aqpGYVHZUkw+am9MR72RJ9lEpTr9kdMLm+DK7knGOGJeacQVVUEQSAYUeL4r/d0BEwRU+NpuKpp5Llk0DApKOyQ45Jtb0isSUavUybfI/PCwjqWb2nhD2/tQhZElsyZhC8URRQEWnvDKZOqPYGILe+ykUhr94f51h8/oLU3zIOXT0ziPrfiwcsnmuuYyZdG3KaCL6SYfHBGfIwZlG/68qozRvLMlVOQBIFnrpyCQxLjYsrqw2evmmLul5buoJngPW/8IAbkujjYG9KrGIBFT68GMH0yZlA+boeEKIAvHDU/j6oaw4q8hKIKYwfrfO5FXp0Tu9dGpNKKzkDEFB21xj70rW1xrtNWADiTX8OKSo4z/aVY0TQqirwoqpbE+7843GfL09+cAoCGxpknlCNKAj2BCC8uqqO1J8SG/V0U5DjY0xHgYE/Y7MPqv0BYIdclU1HkxeMSGZjv5vTqAeS5Zb57VnXS65SJPnlywSm0+UKEIjrPZjoe765AhA+aOhk/pAB/WMm4Dr1BBcWhUVmagygIdAb0xO+QQg/bD/ambZvrit9zxTm6OFM6dPgjeB2SmXy3XkeMvWdwXCYKbiY+bBlY4ObV755ORFHoCoRoPAghRaU7oCd8VVVL+/DNEGI1rmf/+E4tEUW11SYwxg5F9Qeu6dAdiHJKZXHcZ+X9yGUVeA+PP9x4mJrqGtYdiDByQG7KvtON21+bMomjZoVIs/is4YorrsDj8XDzzTfj9/uZPXs2gwcP5r777jtmE+ifFg6moIUCMgqbZ/HfiURhyU8SkgCRIxk7oa0o6ontRKFHI8HpMMQhzYYCgqChaXrSWRREJEHpS/KKAkrMOarWx7KiJ38/zccPmXG4CXQDUVUzhRLX7OlM4k63jqNqOrWLooLLIdIZiBCJJWAlQSf3Nvxo5U9XtT72KEXVK9mNY7LU5/t0c3TJYpKo46bm7pSMOFrMBru5WUVK/WElo0CkITrpcYoYQqMRi83GbyTB4s/d7X4iVh0A+tYpEBsT+idYaRW9tAp/WtcuncioYbum6f6OKLG9IKTuI5MQp4FNzd2omoYzJgwrS7ow7Kbm7k88id5fm/9b7Mgii0w4rCS6z+fD6/Umfd7e3o7L5Tpioz4vKMxx8KcrpnDHi/EUGH+6Qn+CmiiUYccrDjoVwG9nTzQpMhYvb6A018lT35zCnS9sSKJeuGZ6NUU5zpTJO2Ocn760Mant4tk1yIKIQxa455XNCRy6pSyeXcPCp/poA0pznRw3IIdb/57MJb1wWhUThhTynac+NEUEDfQnSSEJAt+wCGHa+SyTuE6hV69G/NklE0y/ZuJRlwUh5VrUV5XaciUb8IWSE1bp1nXhtCpmjhvEvS9v4rXNB+PmagevU2JAnisl7/M1T68mHFX50xVTuPzRtzP6x3o807m57vSCn75QlN8u3xnnH0M81qDe6E9MKaoWVx1cV1XCU9+cQnNnkJ8sS47ZxL1h7fuOi8aycV8XS1c2cv9lNfzslU1J499/WQ157vSXwly3hD9sLxBsXVu7tcvk16FFHroDqROdXqdE1YDctHzthu/84SiLnl7N0rmT+e3yPloWg5f97e1t/PzVrXF9pPPft6cdx4In3u+jL6kq5dzxg9I+SJIEgfJ8N5c+/BZ/XHBq2rn7QlFWN3VwwYTBeI3XgNMg1y3jlIQ4Kg6D9krN8FCuJxjhvte3cs10fc/d+cIG5mZ4PVASBEpynOZDPNtrQoxOxDjHsCndni/JdXHnso0sj+156PteSAUjjoy+77C59t9/WQ0/fG5t3PUuk1BxfgafH20UeBxpNSkyCa4eDRwNcdQssjiW0N3dzeWXX87ll1+O3++nt7eXsjK9EKKhoYGqqqpP2cJjBwPyXCkr0UUB0j92zOK/EZ9WAh2OvJI7sXlU1ZPhkijQ1O5HEvS3+dRYtXk4Gi8Oqap9Ip6KFv+gSYM4Hm9Ng0jM4KgKwjGcQD9SaBqEIgq9wQiCIOCSxJSvLGiazolucNe39ugPLBAwaV6sCe3EIjOj6l8SBTp6wuYQqTjUE2EIb7b2hogqKh/satdFQO3NRdE0ugJhU8T0xKGFvLhmP4oWb6fXKSVpyCTSdoSjKhqaTsuiaUSUWCW6qplv5xu+kEWB1t4QogBOWTTzGFYbHZJgK1jZ2qtz54cTNowhetnao/erAoKmEYwodMWKo8JRlS3NPbzb2A7o69EdjJDvdsQJxRo+Q0gtHrqluYc9HQFEEVsxTat/rIKsVmHY/gq6Hk2YfuoN4Yr5/tMQAP04BVKzyOJo4rB+PdfX1/Pkk09y5513AsbFUOXee+9l2rRpR9XAzzJynDI32HDkvrWjjXobUcD5dZVJiV2AVQ1tzBo/iJfW7TeP3XPJhKQEunGuCMwcP4h9XUFbobh044jAd6ZX2fJD67zmGvPrKs3kx+LZNUkJdKMvgFnjB3HLrNFYWYP6Kw751o6+z60iq9Y2GYUVmzq455IJLLXMN938jdfWUp2zoqEVLcEHdvOyCmumGw/gvPGDGDW4wEyip5vTzbNGc1tM4NWur5tnjeatHW18FJt3ur4SRUhX7+5MKwh6oDuU9vjq3Z2saGhFtfjnQHeQW2aNZn9XgGWW+LX60xpTiesOsLKhjTte2MDC6VW2cZa4N6x93/L39ZxUUcSYwQUp11NF4+ZZo9OKYPpCUVv/JK6tnb/TrUF9VQnr9nSl3KsAt8TWPNUeM3xnrMH8ukoeWB7PKz6/rjKJF74//lMTYn1FQyt3vrCRW2aN5kd/W59ka21s/dbs7tTjr6kjo/DpqoY27nxxA/PrKpFF0q6DLAp82NQZx2VtzLemoihjfBrzfXl5Aysa2jjRRtDZbi63nDeGvZ0B+xja1sr/23oQtL7rWX/2/JjBBXFJ9Ld2tKUVfTX2aqa+E693B7rTCxUX5Xyy3N85Ljnt9feXXznpY7fhaIijZpHFsYRZs2bx2muv4XK58Hq9ZqHLli1bOPPMM9mzZ8+nbOGxg7d+dBYjfrjM9li2ED2LYw0fRxpahZRvqWnEa3YmJuHT2aMBAUvi81hPoR9pgX9zt/4wThIF/vrhnrRap8ZDCg3wpxD2NKh0rDl0zfLf7QcPTyS6yx+mNxjVqQ81WPzGdkQhvqrcaoM/pOAPB0yO7vl1lfz5/SY2N/e98SkLsGh6dVx1cCKX9djB+WzY101XIBJXfW4dtLU3jCjo+gPNXUGCseStQxJxSgKhqGb6QNX0Bzn/2d5q/lZfurKRna0+s91dyzayrytgcmifMDCPsYPzdd7xWOJeA1piaycA1z6rv9Ecjqqm7wVAFAWqy3IgBE5JJKipeBwisiSa4qFWoUzr/COqSiiimA8iFtRV8p/trUlc34YgaziWQP/i6LJPvAo9yU8WfvZPuvr7aAmkZpHFx430JZIpcO+99/Lwww8zc+ZMwuEw119/PePGjePf//4399xzz9G28TOLnmDUNjmzdGUjt5ynV8jOq62ktqoE0IVe7M4HKM93xyVByvJdtskigBUNbZTnu1m6sjGufwOnjbRPGhltc1xy2uM1wwoBPWFU4HGmtGNVzI5xQwv0V9XoE+dburIxpX31VaXMjZ1jwDg30WfG53UJfRjj3LlsE2X5rrj5pPPzyoY2BEHIeM7UkfbjmfOqq6S+qjTjeKsa2ijLd5s+tc4p0S+1VSWMH1qQ1t/jhxawdKUuDDgwTQzUVpVw10Xj2bivK27chdOrqa8ujTu3vqqUhdOqueG5tXHzspu7YUfNsEJqq0o4ZWQx44YWUJ7vzhhT9dXJ625gZSwu7ZC4NxLb1QwrzLgGaHDr+WOT4sgQ3AxHNDbu6+KW88bG+TKxXzt/L13ZyMJpVUl+q68q5Y4Lx3HXsk1p90JNRVHaNTd8bayB3VwP5dpi178VKxpaGTe0IClOrDas2NZKWb6LO5dtShl/1phZYe4pjVvOS70OkgR3vrjRdm6J+y7VWOX5btOfht/TtVmxrZWJFYVpr5tleXpluTHXQ93zhi1zaytt99+8uj7709mh9x1/vbvhubUpffrTL42nPN9t29fHhd4U34ug79dMtFFHAwVe/e2k0xN8bQiRZkVFs/isITc3ly996UtEo337Z9OmTXzhC1/gkksu+RQtO/Zw0u2vftomZJGFXvA0tpzzJgwi16VTEEpCxmafGI4hU+JwNO0S0N8GLfE6zL/7279Ow6InohVVM5OvYsI5OlWH/keqN1OFWDvjTbw8l0SBp+83jywe2bytFetirCOjul2nYNXHKM1xmMn18jwXpblONuzr5tX1zfhCCiU5Doo8MnkuidI8N1OP67uH2tLcw9KVjWjoOYqwovKvTQfwhRU0TYtRAfX5WIrxxEuiQJHHQY7LgVMWKc1xMqIkh1yXTKHXxaWTh5Lvkin0yBw3QP986cpGtjT3MK+2kptnjcHjlMx2GpjHDbs27Oum0C0jCMl+FAWdFiYYUeMeKOgPkzS2HfAxr7aSxbMn8uDsiTxw2USevXIqz151Gvf+zwQenTOZubWVSfPPdcm4HTLXnFnFo3MmM/W40rjjhp3fO/sEHpw9kWvPrObB2RP53ddTv43+ccLwU2mOk2FFHkpz9LU3/PhJYl5tJY/OmRzn3yyyONZwWJXo48aNY+vWrSxevJi8vDx6e3u5+OKL+c53vsOgQYOOto2fWXQH7ClL/GGFxjYfYwYXIAsC/zvjBG48V0ybPEikZsnEHWzw514TE6KbX1tpCvvJUvpnJ5n69jpllsyZxOrdnXT609OyhKIqezoClOQ4Wbaojpc3NMfRTxj23XDOKPZ06EKGxTlOLn/0nTi6COtchhS4+d8Zo/jhTAiEVbxOMfZEeiRBixifMY4/gac6E0d1rksmk96uomk8v7CWvZ0BKoq9vLw+fl4Ln1rNlaeP5NqzqjPSTNhx41v9srczwIBcF05ZTJpLIvZ0BEwbfOEof7lqKr5wlFvPG4MG9ASieF0SHodEhz/EmMEFXH7qcDM23m5sY8rIYq49sxotxv+uadDaG+Le/zmRiKJywzmj+KEAu9r9Sb42kO928OMLxtLhi3CwN5S2OgN0+oSbzh3Nxb/7T0qakFRxmWk9Mx0HaPWFQdUT6Yqq0ROMkOtysL8rwOxH3sYfVphfV0l3MEJNRZG5nxK5zBP3nCG6q6oaP5hxAjfOGo0vFMXjlNBUONgbStoL1r1anOPMuMdyXDI1FUXmGtjNN50PDsd/wbDKTeeOZm9nIE4w1BoHvUElKZaNPW4XM4qmsbMtwC1/X889l0zghpmj4oRPZz/yNg9efnJSfBj2+cOKue9umDmKphTxaZ2PYd+frjiVubUjUs4lEFZwO1JfNxOvt5k47u18arT/v2+dhqpp+MMKBR4H+R4HvlCUp644lTy3g65AOG3fgQT/tPaGufzRt02fBsIK+W4HRTnOTzyBDscOH/ngQg8PXFZzWOKoWWRxrOH//u//OOuss7j88st55pln2LBhA2eeeSaXX345v/rVrz5t844pdKWhT8sii48bsiggiXpi84RB+Zw4tJB/bz2IKAjIooAYo/f4rOOTYENPFE3tL2RRIKrqtDWSKJDjlmkPRCjNcdLhjwBaShodWeyj2NHQK7KtnPWSKKDFKp5lESRRRBBUwlGNqGrfqZ64FnBKOgFOUY6TYETFIJcSBRFNUDPSChnzMmCsgapBRFHN6mqDR10DvA6dnnFwoQdREOjwRxAFAZdDItclc6A7xKbmboIRlYEFHpOvPRMPuMHdLsX4TxyyzoVuVL9r9HHE57hl87dOaWE8F3Z5gQeXQzL7dTvix3bKIgICpXn2HNqGXTluma5gFITUa5tYmS8JENV0apdpo8qSzk/FvW61Y2iRlxMG5vHG5gMpub5njBv4qVSfW5Fov+pOXuNPEicMzMtWn2dxTOOwkuhNTU0MGzaMm266yfZYRUXFIff573//m5///Od88MEH7N+/n7/97W9cdNFF5nFN07jtttt45JFH6OzspLa2lt/97ndUV1cfzhQ+EeR79B/l91wyIU5YtKU7iFMSkUWBXLdMMKLilEQG5LlMXt35dZVMqiiiwOvAJYs4JIFXvltPTyBKjktCFO2fSRuCbcOKPXEChIssCaFl19SltTsT93WuW6I4x8mQoj5+qlRCcV6HhKJp5LkdOCSBL44pp66qNE5UcvHyBmqGFZoCmEvmTLJNpBqiejXDCk3RzRcW1RGMKClFOIE4jt3SXCfDitPzaokC9NqMb52jW5ZwSLrooiQKSdQu/rDCb17bxm9e28bL19an9VNprpP23nBS+8XLG5g1fhA5DglB0F+vK/Cm5+p1Wh6Q5LkdOGUBkHDJUuw1Pg1J1G/UPU6ZU0YUo6gaG/d3xwlM9gajlBfoCbaeYJSSPBdosHxLCzf9bR0Pfe3ktIKlXqdEVNEo8jpxySIH0gh5AbpoS2zedn3Nr6ukwOtIEtW08q6nEiq0q/xIPL8014UAqJqKS5bALdPSFWT9vi6Wzp0M6JUKeW6Zs0eX0+mPsK6ly6waTjX+qcOLEb2wvydEMKJQWZqDxyEhiQIXP/Qfnpx/imlTomAp6PHtzMCp7pREJlYUccrXiinOcWK9NBiCrseX55oivW6HxLq9nWgajB9SwIC89DoWtv5zSXQHowiCYMZO4trluqW465+IkDZmBuS6GJjn4p5LJhCKqhzsCbO5uYtRA/Mpy3fxwGUTyXfLLJ07iev/utZ8sJF4rXv43zs4aWghG/d3m0KzVuHNxPn4wwrtvtRCvgBuh0RPKMrSuZPjYs/w8dAiD0vnTkYWhaQ16K9PDVsAxgwuSNl2+4H0AqoG33diTAqCwKsbWri4ZggjB+Sm7aPLH6a1N6xzQnoclOYcveTyscRHfrjiqFlkcazB4/GwbNkyvvCFL/CVr3yFf//733zjG9/g5z//+WH3+Xm8Lwco8Mh0ZhPpWXxq0IgqmNzHgws9eJwSvrCComlm4c2nLclpR/VxKPg4bBdIEHk9zEGsAqCyKNAbVMzksCCAkqZeyZoHFwUBJcFJmsUoRQNR07muBUG/l+y1KYZSAQlNP18QCEXVhHt/LYlWJ9O89FaGneBxSvQGo3GFXQI6570oCIQiqqlLlMj3PXpgfkae6kQu61BUjflH71GP+T6hVAGdY1wU9fl6nBICQtIYmcbOxKFtHA9FVN2PaRyZGO/GevSHo7y/dhyrXN/Hun1ZZHGs4bCS6JWVlezfv98ULTLQ1tZGZWUlSrpvnxTw+XyceOKJzJ8/n4svvjjp+L333sv999/PE088QWVlJbfccgszZsxg48aNuN2ffDVdf1Dolnnmyqnc9nw8h/WZowZw63ljefjf2/nNa9vMz+urS3l83mR6Q1H++PYuThpWyAPLt/GNqSNYsmJHHKXDT780jvqq0hintI50YnaGAGFNRSG+UJT66tI4XmGrDYGwkpbDWdPgN69t4btnncAHu9qZPmoAs08dnjRuXVUJ544byIZ93QwucHPb8xtTikq2dAdNPuOMPOcWPvVXNzQzuMCd5Avr+Q5JpL6qlE3N3fzpiil8sKs9bf87DvYyeURxHI9wOt/+74xRnDlqAK9b+I2txw90B6mvLuWDXR0pxEpL+P6MUUlijbVVJXzU1EllqZevL3kXgH98pzYlv7HVN3VVJTR3Bch1SRTluLjp7+vi5ltXVcLc2kqz2tYqMGnE3l3L4tfLKoT6UQau65c3NJs83TecM4qW7tSc30bMuR3JfNj9iem23hBL50zigTcaks5ZMmcS7+5sJ6Jo5vjp+pxXW8lT7+ziu2cdT3mBi1McxbZiqPPqRrB+TxczxpRz1qgBXJoi/i+pGcJPlm00+e6Nca4/ZxSPzZ3E1paetJz1r25oNtukOqc4x8GVf3if1tiDGOPa8EFThyno+uPnN8TF8pI5k3jwjQZ+89o2Fk6v6td+s4758vpmc652Aqf1VaW094Z55sop3Pa8LqycbpzpowagaRp3LttkXudKc51x7a3jG0Kzv1+xPWkNF8+uoTjXmVJ8t603mds/k3bAi+v2284XdLHRn7+yOfn6nOIaa1wT9nYFbcfKxFGeic+7KMfJ2aPL+OopFbYxeemkYWn739cZ4Ibn1sbZfnp1KT+7ZMJRuZnO8pFnkcXRQXd3d9zfoijy7LPPcvbZZ3PJJZdwyy23mOfk5x+6UNnn8b4c4KPbZqTkRP/s1/9mcTRQluckrGgZ3wS0or9Jb6MKtsQj8ffVe5AkkWKvk3ZfyOTkF9Grc0NRNUkoMR1kASRJTHrbLdE2SQQlTbcCfVXC0UMo9TY4vY1kaaamktB/0VanBIIgErUYrpJ5LnZQNd1XLodIe28YURQYXOCm0x9GBBRBXwM7+1X0BLPHIaJqEIyq+jxiJ6sauGQBr1Oiwx8lFNU/H5jv4ozjB/CPj/YSjMZ3LKAn2HOcEsOLPWxt6SWqaoixBxlGBXeR10F7mphUtfhKedDXYsaYck4ZWcJ9r28z35I3hEoVTWNKZRFN7QG6A1G8LplIVKG5K0iuW+ZbZxzHjHED+Wh3B3/5YA++YJRct8z5Jw7mhTV7+ePbUeqqSpkxbqDJZb2vI4AkCUypLKap3U8oKhGM6G96GuKeqqoRVjSckohT0nmvDYoTKxf2jHED2dcV4Pdv7mB3hx+nKDJjrF61bYh0njdhEC+u3Z/EoW0cHzM4n7e2tyGJIhoaDjBFUlWIFZzpfrZuFIH+c5Rn4vK2Hjf88+WThx5StXWiaOvRRJaLPIssDg2Clom3wgaiKNLS0sKAAQPiPt+1axdjxozB5zs84QvTKEGIq3jRNI3Bgwfz/e9/nx/84AcAdHV1UV5ezuOPP86ll17ar367u7spKCigq6vrsH5QHCr2dPhthUUXTq9iTVOHLc/x3V8az0vr9nFiRRGrmzqoqSiyPdeaCDOOLZxexeqmjpTJMEPMbmXDQSZWFCUJDepJ0moKPBJdgWjS8fqqUv73nBP4zWtbufzU4Sxd1cjqpk6euXJKUqLRbFNdyu0XjOWuZRvjRPT6+ixh5vhBDCrwoKGxZKXep5HkTLRvXizxW1NRaP4bYOmcyfz2jW1xfqqtKuH6GaPYfqCHQYUeBAEeWN6Qsv/6qlLm1I5gw74u1uzuNB8MGAnAdL798fljuf2FDXEJYMNehyjglEUaW3224pqgJ7dOqiiKS9RZ51pTUQTAxn1dcXbZ+WZiRSG3nj+Wf21s5uThRbYisUabGsuYP/3SOF5at5+TYrGXLo4O9IYYayPWabXDSKhOHzWA7551PL6QfUwtnF5Frkvm6j9+wKNzJnPni31+7E9MjxtSyL2vbLLdT/XVpZw/YRA/fmGjueY1GeZXU1HE4AI3AvBiivWqryrhxIoiNu7r4kfnjubHCYleA4nram1/7vhB3LlsE099cwq/eHVzXOxYH3IAaffD0+/sYvapw81KauPasLPVhwZJMZfoU+tDhcS1+fa0KhY88Z65lokPXxL9tnh5A/XVpdx47mgOdAd5eMWOjOMYD1oSryFL5kyKE8hM9OvC6VVc+vA7tmszc/wgbrQRPq2rKuHm88bgdUjc/Pf1ZiLXvJ7+v+1xyeNM8wVsYylVf8Y1tjTPyd0vbYq7JtZVlfDjC8YxoB+UIvs6A/zwubVxiWiDz3tQoYe9HX6ut/nuMc574LIa2zG6/GEWPr3aNvmfrt2hIpP9WWTx34IjuS8VRRFBSH7txbitFwQBTdMQBOGwilus+LzclxtIlUTPIgsDlSVe5teN5Km3d7KpJf0bYKkgi3qiOAMTY4q2AicOLaDhYC++UBQlxmFtUGEIsXNcDoHeUGqakOPLctnbGaQ3FDXbuR0iOU6ZsUPy6fKHWb+3GyOv65YFSnJc7O8Opk2COyUhljAXcEgioiBw4rACZp8ynBGlObzb2M5b21v518YWIpaOCtwyimZcpzSCkcw0JUbCN5GqxKBjUVTN9IudDxLFUg1Igk63ElbSP3SwsyfXLXP+hEG8ueUAe7vSv21rRWWJh72dQZOnXEC/Z7zwpMHsavPzn+1ttmO7JMF8Y8FK9yMJfZQtiTZ6nSKzJgzm3v85EdCTsMa6vLn1IP6IggDku2UuO6WCrkCEF9buxxeLlVynzHVfPB7Qk9u9oSiSKHBCeS4f7OowHwaIAnxxTDkPfX0S97y8ib98sAdF1ch1yZw3YRCnVJYQjqq8ufUAyzcfJBRVkESBM0eVcc64QXFJYbtE8WOrGnnoze10+iNEFL1q3REjb3eIIm6HaI5jtDNEPlt6QuaDKFGACUMLuPbM43l5/X7+uaGZSKwaHk1/h8CIJUHQ12Xh9GpTpLQ/yJToTvTP/LrKfvWfKNra33aHio8zUZ9FFp8F9Pe+9JCS6Ndddx0A9913H9/85jfxer3mMUVReOedd5AkiVWrVh2B6ck36zt27OC4445j9erVnHTSSeZ5Z5xxBieddBL33XefbT+hUIhQqO+Lrbu7m2HDhn1iN+ub9ncz874VSZ8vmTMpJXWAcSzxv3bwOiWeuXIKDknnU891y7bjGfjr1VPpDUZRNI1FMe5e41V/gwd46cpGFs+eyLq9nUw7QX/TIBRREQRY2dDKSUMLmfv4e7ywqJbzH9DXeencycx//L2U4764qI7zHliZ1q5vLNUrrQ2b8twybodEOKrS5gszuNBNjlNm24FeZFEwbbVSKjy/sJZwVGNnm8+cz6SKInO+f7l6KrPuX2menzj/4SVeLli8igcuq2HBE+/HnTMgz8UFi1PH9YuL6nhlQzM1wwrJccn4QlHTxmevmsJXf/82T84/hf956K2UfbywqJbd7YG4tTDmt2SOLjSSaFdYUU2+9HBUxeUQOdAd4obn1po0GsY62cEaX/2JOast1hhKnHMitcfjcyezJhZTkiDQE4oiiwIrG1p1Sp/ZE5n/+HtJ9EeFXkfamH71u/WoGhnjvisQIapqDCrQ6XeMOEg3PyCjHxY88X7G+E7lT+Pzx+dO5v2mDjMWhxV7eHVDS1J8p/O1dT8a5//16tPY3xVIGtvOHmv/eW4HvaEoxw3IoScYQdV0mpE8t8zL65tt1xfg+YW1yJLIG5tb+OKYgURVLWldUs1jYkVR0jUkcU6JSHc8XQz/63unU12eZ1KW9AQjuB0Sr25s5swTymnpCaZcByteuqYOURA4J0XseZ0Sz145lVBUQdX0H60uWSSiqLR0h6gsySEYVekORMhxS7gdEpc9/DbPXjmV48rS060AcfYn8nlvP9DLmb96M2Xb1687w3aMw213OEhnfxZZ/LfgSJLIb76Zeq8m4owzzjhU0+LwebkvBxhzy8v4I4dYuprFfyWuPn0kf/lgN22+Q9fqkGMV0kfydoMgQLHXQXcwiqLEU3rIok4/YghEphqnrzq8LwktiwIluU4EBCKKSqc/rFNsCIIpktmfynpDKHJEaY5OGwc8OmeyWQV8+SNv65pDCSjxOijMcdLY6jssTnPr3DSOnHrmcCAKuiZRz2GIoSf6VhR0qruuQCSlzyVRQI1xrYvQL3qXkhwHXqdsrgnoSdI5S9/lYE/QXHNVg0KPjIBAhyUWjM8dkoQs6TzerT0hDvSEkuyUBIGbZo3msVW6eKZBCWLEBMAVT7xneyxdsnZLcw9XPPEeYUWl3Rc26WiMB0KpYu+KJ97DF6NrNP0MCKLATef22emSRXa2+kAQGFTgZn9nAASBESXepH6PFIZdh+uDQ22XRRZZHDr6e19+SHQuq1frVZGaprFu3Tqczr4fvE6nkxNPPNGsSDmaaG7WKQ3Ky8vjPi8vLzeP2eHuu+/m9ttvP+r29BephEX7I/KX+F87+MMKezoCFHmddPjDHOxN/yTcykttx79sIBhR+PW/tvHrf+lUM09/cwqXPfI2AA9ePhGIF3kMRtKXWGS6wTjQ0yeuaNj04OUTk/iT7T6zzmdrrFLEeo5hrz+s0G3hwLSb/9PfnBInzGg9x+gn3RxT2W4ILGbiBd/dHkg5v0QxRLu1Sxw3FFX7JUCb+O/+Ck0m+icd37XfElN25xox1Nobz0399DenpLUlkEJI04oDPSHbmEiF/giRWs/LFN+p+jP9GIlfzwcvn2jLsZ/O14nr7A8rdAUi/RYZtfb/9DenMP/x9+L2fSq7rNjTEQDg569upfa4UrPKpj/zsFuTTLGb7ni6NfSF9PWy8mGvburg1//aRnVZXpxN6eYbjqppf2D6wwq7O/x8+08f9ut69uDlE82kcn+Qjs/7cMU7P0nRzywfeRZZHBmONDF+JPis3pcD2QR6Fv3GR3s6U4rdZ4KAEMePfTjQYpzMmgaiGM/HbU3EpksiG8lG6zsrmqbhkkU6AxEisfslWRJBgyh91cX9pVpRVM1W0NEfu7dPShrHqsqPVt5bBI7sXZtDh6bF//49FA77xPM0DV23Ku14fUcTYyFVUl0UBIIRNUkA1B/W74ONNddiYvbGm02JnzskjWHF3pjgqBhnpxF7qqaxZk9nSvFMIOWxdIlgQ/DS4xTRNJAlIa4SP1XsBSNqTNTU4g9Rp3Gx2mn8JhDArFgX0GmM+mtjf5FKfLS/PjjUdllkkcXHh0NKor/xxhsAzJs3j/vuuy9j1ciePXsYPHgwopheGO/jwo9+9COzeh76Kl4+KVgFLSFe9NOKRPE96BOeSyVAZ8Ali+S5ZXLdEge60ydph5foX4Dp4HVKnFCex8vX1tMbipLjlPA4JG489wQCEdW03So+arXRTmCxLCaYmupG1GifWA37wsJaQGD5lhZ+/+aOjL4YOSAHNL0q3KjMl0UBQYTXrjudTn/EVhjQQIFHZsmcSeQ45bjzAMoyiC8WeR38/usn45BE8t1928rrlMj3yHidUsY+RpTk8MyVU8h1yWga7OsK4JBEU6BVEgSWzJmUJFJ7w3Nrae0NxwlsTqwooizPlfEG3upT499uR3ph2WHFHnxBJc5H/YlTA8NLvLy4qBZF1W+G0PQb6j9fNZU8t4TXIRFV9Vc8/WGF5751milCm1iZ7XJIOA5hbLu/E1FZmoNTEtjdHkg6Zo3RfLeDl6+txymJ/YrvxH6GFnls4y2TfV6HxMLpVXF7bECeM8mGPLds3igfyvyNvZ0oMHwoAq55bgeRDCSV1v4SxUGXrmzsl8CxFYnXDyNu/vj2Li49paLPZqdElz8cl8At8DhYOL0qzg7rPrZDfwQwjf4qir0snF4Vd91JFZe5bvmIhT0PV7zzWBL9zCKLLNJj7dq1jBs3DlEUWbt2bdpzJ0yY8AlZlR6f9n05gNchZhPpWfQLJw0tZFtLD4HDiBcN7YjFQQWBlGKXRnI8FVWJ2Yfl/L5+dTFHr0MmIqqEo2Giii5AbvR5KBXikkWE0iqk6HXo96WJXamqpv8+48j8Y/Z3FPo4VBhCoRFFv88+lHkkzlsQwBN7+zrlGwUxei4gSRwz1fxVTcPrlJIEQL1O/U1QY8019HtoAYFQREn63CFJfYKhETXOfiP2REHgxKGFfLirI6U45eEIV5rCoFH9rfioEr+vUsWe2yHiS/hdpqr6702rnca9twammKtGvLDq0RLXPFzxzqzoZxZZHHs4LGHRxx57rF/njRkzho8++oiRI0cezjAmBg7UBR1aWloYNGiQ+XlLS0vca6SJcLlcuFzpE5cfJ/LdsikuZ+UDhj6hwNJcJ3+6Ygp3vBgvvmcI3a3e3ZlWNPNAd5DqslxWxo6nFXuMiQHaiZJCH4/vbc+vT+L2XjS9GkmA5ZsPxMYNmSKQpq0WrvE44czqUh6bO5l5j7+XlGisj80xndjjwmlVTBhSyMGeYEqxvjNHDSAYUfn5q5tteaOfivFGGxzjiUKIdVUluGWJRZbPrGKb6QQga6tK+LCpg7J8Nwuf+pCbZ402hR3vv6wGXyjCkjmZRSRfWr8/iRN94VMfMrGikBljyslxydzyj3iR2rqqEv50xRTuf30rbb2hOB8unF5FXVVJv4RIAQ50Bzlr1ABKc50p2+hily1JIovr9nb1a5zaqhL+tbGFUyuLWbJihynIaeXNTuT6h3gRWiBpnumEcA90xws4ZhKuXbZuP2t2d/KjmaOYPmqAyVudKkbrYwKmC554Pym+62yEOb1OiaVzJyeJURq+XL+vK60AZ2FOsmhmfVVpXEzPHFdOnltm3Z5kQddMIpoHe0LmHreet35fV1oB193tfpo6AqY4ZDCqpo2j9fu60orGtvaE0rb3WUhGU63NWaPKeOqbU7j9hQ1xnycKZTolMcmnqa6TRntDADPVNSnVXjGuQda4MPbImaMGIAkCC59aHTfuoQp7Hq54Z1b0M4ssPjs46aSTaG5upqysjJNOOikuyWLF0eBET8Rn9b4cYOOdM7Oc6FlkRInXwcbmbgo9Djp9kUOudI6qkOeS0TSV3vChp3klUWBqZTHbDvbqVeEJYpeKpuFxiBR5nezvCtom0l2yyLjB+Wza320+CNCpOvS3KGuGFTK8xMsLa/fTG4wCGh6HhEOCrgxvA0qCLj4qiSIHe0N4HTIXTxzCu41tvLBmH9sP9FDkddIVjJiVwwJwwsBcOv1R9nUGkWMV6ZkS9gZtjLUy3qCpkQ1O9BRtjfPsxhAFcNgIsWaCgF4o990zq3nmvSY2N/efM3/UwFz2dATotdzDumSR6rJcWnuDNLYlF/CIArhlEYekP/wIRXWeIFHQq8ajiprECS+L4HXKSeKQJwzM46ozRvaJjGoabllk/JBCXLLIyu2tBMIKmqrhlAXOHF3O6EH5cYKTM8aW8/+2HDA50QVg6nHFzK+r5GBPUBcgDUXJdcmcdlwJf3h7J4qiMX5IAR80dZj9nDdhkFmlnq6iur66lNc3H8ApiQQ1FY9DREBARaPdFybXJacU8ewJ9lWuC6IuFFpbVUrDgR5e33yAUEQlz+MATYv798HY2+Mzxw2Ms+1IOMMPV7wzK/qZRRbHHg5LWLS/yMvLY82aNYecRE8lYPSDH/yA73//+4BevVJWVnZMCxjt7fDT1O5n8RsNcWKG1oTP/NrKOPE849gz7+zi0lOH89Q7u/jG1BEsWdloK1A3uMDNz17ZxJtbW/nt7Im4HaKtYKhV7DFVovKnXxrHy+v22wo0GiKOLT0hxg0p4LkPdvPds07gzhc38GFTJ099cwqb9nWlFmKsLmXmuIFxYn/11aUsnFbFvMffY35dZUYBycmVxYSjKj99aVOSCOP1NsKE1vY1FqHWxcsb4oQQrYn2MYMLkhJpL63bz4cpxUhLmJMgALp0ZaMp7Pjiuv2cdlwJb29v44M0ffxgxigue+Tt1GKNVaXMHD8wpVjinReOQ9E0brMIXHqdEg9dfjKDi9z8+PkNKYUr/WGFuqoSFtSNpDTXya9f22orXlpXVcL/prDzwhMHc0plMTf/PfkBTKIY7IZ9Xbzb2G4r8JlOSNQQ8wT6JYxpCDXu7fAnCVymEn207pP66lJunDmKu17alFFc1m59aqtKuO38sdzz8iZetwhI3h2LqVT7bPKIYsYNKeDxVY1xvtTtGc1dL23MGOc/vmAsd7+0ia9PGUF5vituz/Tt/+1xiVrDX2t3dzBqUD7fWPouP7tkgunX755VzQc72+0FXKtKuf6cUdz/+lbuuHCcKQ7Z1Objxr+tS4qJ284fy5qmDv6+Zl/KuZx2XAkzxg60jd1bzx9Llz/E/a/r17BUa5NuzQyhTMBWTDPVdbKuqoSfXTyBocVeuvxhNjX38MDybUmxl0qQ9LzxgxiQ7zaPWa8/3z3reO59ZbPtg4NDFfY8XPHOrOhnFll8cjiS+9Jdu3ZRUVGBIAjs2rUr7bnDhw8/EjM/N/flBlIl0Y9WZWwWWYCe5IS+BK5DEhAFwbbi2CHBmEEF+EJR9ncFcUoiGhqKBhFFJWhTDS8LehWynaikM5Z01WK6Num4tr1OiaiiC3yGDzGhDHoS2CkJRFQ9EZk4VonXwcwJg6ivGsC+rgB3v7TJlvIvFaQ01DJiigS5HaoG5DCxooiN+7vZ2eZDFHSxzkA4SneGhwYGZEkgzylz6SnDuGHmaACu+sP7/HNDSx+9DlBZ6uXc8YNp6w2xr9NPnsfJ+RMGs68rwK/+tTUtFaRxHZIF/Q3As8eWMzMmwAnwbmM7oFGW5+bNrQd4dUMLvaEI4ahmvqHgcYrMmTrCtDERhsjo0+/sYnNLj5mEl0V9cMPfoihw9ugyvnf2CXHJ4y3NPdz14gZWN3XqFCNeB2MH57NhXze9wSiSJJDnktjZFoiLh7yYIGuBx8GLa/enFcq0imlKosD0UQM44/gy3tx6gNc3HyAcUZEkgS+fPNR2noaIZyCkIEkC54wbaD4QsPY55zR9XGN+d7ywgbd2tKFq+v44e3QZD3190lET9zzcRHxW9DOLLD5+fCzCooeKQ0mi9/b20tCgJy9ramr41a9+xbRp0yguLqaiooJ77rmHn/3sZzzxxBNUVlZyyy23sHbtWjZu3Ijb7e6XPZ/0zfqm/d1c8rv/ML+ukhljy5OE/+bXVXLu+EGcayO+98yVU2jvDVPgdeCSRSRRf62qJxDF69IpVgQgrKrM+PUKs91VZ4xk+gnlCILOF90djNiKPRpjHOwJked20BPUXxFKJ3yZKCh56vBihhR7CEZVBE3DF1bStn/pmnqiqk7RUeh18PqmFqKqxrjBBRmFO5fMmcTgQg8tXUFbEUY7YcLE9omimc8vrOVgTyjOP4mChNa/7cRIB+S5uPThvqSycb7XKfF/3zqNc+5b0a8+2nvDzLWx30740w4vLKpDgCSBS11Z/DjOHjOQqKLRHdDpIXKcEr2hKK2+MEVeJ69uaDZFZec//p6tnYZQq52df716Kt979iMem3cKYUVlV5uPAbkuCr0Oth/0xYnBGsKtdvPJJGr6/MJaBIEkQclEKg+PUyTf5eCSh/6DP6wkzWX9vi7OnzAYXziaUswV4LlvTcUhiciiSFRV08aoIWCa55bJczsQBdAEcAoiIUWlJxglzy0jQEoxSmOO7b1hFE2jPN9NU7sflywycoAunnPOb1K3ffnaevPme+Z9K/A6Jf644BSWbzmYNH9Ng/FDCkx/GYK0D33tZPLcMho6f3iR10m7L4xTFjOK6+a5ZIaX5sR9vrvNR09YYWdrn+DvM+828eT8Uzn3/vRzyXGINLT6GJCnUxgZtFU3PLcWf1jhmSunmHyMdrZliqfXr9M5hVOJaRqCxZ3+CAd7Q3rF+u5OLq4ZwsgBuWw/0Mv5i1cyv66SScOLcDskCjwOlq3bn1KQ9J/fPR1N0GjpDlHkdRBVNLr8Ed5v6sh4HTtUYc/DFe/Min5mkcUng08ridwffB7vywGm3v0a+7vS0x9mkcXRgpWvOjGpHneeoFNDGiKOLllkZ5tff7tEO3TKEqMC21rBneohUbpq7f5AirVN1/zW88ZQW1XK7EfeOiyh1qMBUYCbZ42JE7/c0xGgK4WGWVJ7dF7tkhwXTlk0BTNnP/I2bQkCqqIAv7v8ZGaMG2h+Zoh6HugJ9qv6XhIFinOcOCXRVkTSKrrZ1huOE47V0N8ufHL+qSkTrq+ub+bbT32Iptm/DeCU9Cp/BIEHZ09MmotV7LK1J0SrL0xprpPSXBf7u4Jxop7WeRV5nfpvq5hYqZ1QZioxzZtnjeGuZRszimzatY8oKgJC2nENn6BpyJJAVNHnbxUjzYp7ZpHF5xcfi7Dox4n333+fadOmmX8bnIlz5szh8ccf5/rrr8fn83HllVfS2dlJXV0dr7zySr9v1D8NWIVFfcH4BLaR1OsJJPN0G4Kh3/7Th3idEt+ZdhxnHF9GIKKQG0vCRVWVSFS/wC+ZM8nkJ163t5PXN7cwfkgBuS7ZFAlJhHWMp785hQVPvN8vwcWSHCfPXjkFg6vcH1W46g8fZGwLekJuQJ4LWRToCUSZMrKUFdsOsujp1fz6qycl8TxbfZLjkhEE8LokWxHG/opFWl/ZM+ZvRY5LjuMuThT0XLqyMS4hK4kCz1451eRtd8oizy+sBTBvyjKJgj654BRCKfij89wOvntWNX98exfFOc64tf6wqYNn3m3i0lMqEAXdv0YsGZ8bdu5uD1CS4+CtHW2cPbqc5u4QXqdEsddJIBxlYkURjjMEHDEVlnTipXaIqho/Onc0gUiUqKLx/T+vwR9WbAUV0wmYZnqlMhBWkm70EhP+g1wSbodEWFX4y9VTCYQVeoJR8j0OnJJIWFEoznHS6Q/jCytpBVF9YYWr//Auv/jyiWntgj4B0wcvn4go6DfZYUWlzR8mxyUxINeJJAjsT6CXsZtjaZ4rdrOnsXF/N0tXNvLEvFPIIGmgvz7plhC0vuuCQ9I5/hYlVEUbeHLBKcx97F3z2IGeEKqmUZbrwuV1msJQoYQqqES/Gz8Ot7R00xOIkuOSyHHK+CMKvmCUESVecl0yQ4s9nF5daor5pOpP0zQEQWBQgZveoEJR7IFifpnMHxecSncwilMSccoibb0hnph3ClFV53EMRhTcDoniHEdavvoOfzhObMuO811RNQbkOPE4JYJhhUtqhhBWVN7b2U6uS+Lla+rpCUXp8OuvlFpFhu3QGQgzINdFvktGFATcDpGIS2Pm2IHkuCReuqYOVYNQRKEox0k4qtIdjCKLAqrlmXeXP0ynP4IvHMUXVij0OMj3OPCFonQF+rjUDyXpbiAr+plFFp8ttLW1UVJSAsDu3bt55JFHCAQCXHDBBdTX1x9Wn5/H+3LAfE0/iyw+aWjm/9nDKuLYG4oicPiJbaMiuT/tjXMPF/0ZY82eTipLcw5bqPVoQNVIEr88lFpCXeJNF9cMhFWTisSqP2Tlqd/U3B2XeDZEPfszpBQrEHHJfWMlJmutopvW+0NjLQNhJa345KbmblRN099osLVJQJYgrGi2c7H60eXQbXDJIqIgJIl6GtA08EeiOBTRFCu1E8pMJaa5qbm7XyKbdu13t/sB0o5r+MQpCYiCiCyphJX0oqnZJHoWWfz34ZhJon/hC19I+0UmCAJ33HEHd9xxxydo1ZGhwOswaSZqhhUCqbl7rXy5/rBiiu49ePlElqzYwc9f3Rp37rzaSp55t4lv1o80k2NW+oHfvLYtZd8G+oTspLi/U8Eli/SGonz14bdNrvLSXF00NFNbgO5ghPte3xpHc1BfVcrvLp/I4EIPT761M6VPfKEov32jgevPOSHJpv7annieXRtfKMrqGJf5NU+vThJNzcTbXprjNOk/jMr9TLZJgkBlSY5tsq8nGGH9ni6e+uYU7nxhQxKH9p+umMI9r2yKs2f6qAEmz77xudcpsXTOZD7Y2Z4UG/NqK/nhc2t54LKajDd2qebiC0XNZLSVn9vu/HRrllFU0yVxsKevsiHdmvzkonHc8eJGk9McdJqNW84by8P/3sb154wiFE2f0JYEgfsvq0EWBJQMzrEKsxZ4nNz6j/VJ67VwWhWFGZKT1j02r7aSjTHucF8oisuR3j9RVUNA5K5lybFidw2wztF67cn3OGjpCXL/8j5qKCOeIbXfDRqTHz63No4KJvH4NU+vNqlU+tPfNU/rXPiPzZ3M4uXbkua2oK4SASGOGgt0CpxU8wb9oY0hfAyk4Lwv5bYLxnD1Hz7gtgvG8qvXtibRclnH/NMVp6ZcH9DFO+9cttGWMqm+qpTvTDuOhU+v5meXTDDHss7nnksmIAI72/1JNDL1VaXMqxvBwqf0+R4ql3oWWWTx2cK6des4//zz2b17N9XV1TzzzDOcc845+Hw+RFHk17/+NX/9619NGpZDwefxvhxgQJ4rW4mexScGa/mBkKaiXNV0wU1RhtbeEFFV06uAOXyKocTEaLp+juS19P60Xbn1AO/saCOcQXT+48bbDQdp80Xo8IUo8DoIRfqf1NfrfDSau4KIgsCf32sCdLodAyali6Df7/3i1S3sbOslz+Wg0x9OS61jRUQFQdBo7Q2T73YQjqq8sfkAja0+Glt9RBUFEAhGovhCWkJb/e+eYJSfvrSJZ95toizfTVRRKMl1AxptvWG2xWhcIikMiiiq+YDlr+/v5pl3m5AFAZdTwi2L9AQj9AbDeF2yLvipQWtPiHBUpTdkT1ejgV4E6ISWbp0X3xfWxUzvfmkjf36vicmVutaYPxylqV0h1ynRE1JQVJV9HQFTZDMQ1otGZFEkHFVZurKRNXs6OXFoIbVVpYiiTq3rdkhogMcpoSgaezsCeByi/vaEpvH65hbCUZURpTl65bkG4aiGKChoeiE64YhCMBJlT4divsEvkEx/pNPktAECp1QWm9Q3WRqWLLL4fOFjpXPJz88/KsKiRwuf9Gujezr83PDc2jg+ZTseaANWDuyF06sYUuBOy51cU1HEmqYOTrS06U/f1r9XN3Uwv7aSx1Y1clIG284bP4i9XcG4Ps4brwtK7e0KMrjAzbJUnOgxPutEPnLIzBE9a/wg9sXGTTz3UPyaihPdzkfGv61rkMm/540fROWAHC59+J0k29Y0dfR7HROPASnHrasq4aSEdnZ2ZrLd4OZP50e7sRL9lniune3p1iyTnbPGD6I8320mS9Odn8reulhy+rFVjcxL0CSwm9fqpg4WTa+i8aAvJed/4rm/Xd6Qcr1vnjWanyzblFKE1W6fftTUYfLuPZbAlW6d120XjOXHFl78dH0n2m38d9b4QWYljZXj3err/sZTOjuAfvdnnP9RU4ft3OurSpg5flBKzQC7ODCuSWuaOjg3dm1LF0uJugvpeNhT2VlXVcLC6VW6IPNh+q++upTvTKtKSqAnzsuY76FyqWeRRRafHI70vnTmzJnIsswPf/hD/vCHP/Diiy8yY8YMHnnkEQAWLVrEBx98wNtvv320TT8qONY40bPIIossjgacIoiSaMtlf6gQ0AvzfKGoKZL534yyPCcHe8JpH0aU5TnpCUb7BHXRRW13tvmT1kSI/ehxO/Qqel9C0Y1RVJ84nrEu155Zbf6uvO+1rXTH+O7zPQ6mVBazYV/3EfOoZ5FFFp8M+ntfmrl8+AjwMebnPxPoCUbNJMfSlXrCburIEtvEB8CqhjazYn3Tvi5qhhfZJuKs566wtKkZVtivvq0VrvNqK/nrB7u566JxbIr9XVtVEte2tqqERdOqGVzoYenKxrg+y/LdjBtawMZ9XQwq8LBoenVSe706stJsa7UFoCzfnXae44cWmG3vXLaJW84ba45h+DWd7da5Ll3ZSH1VKYumVcfNxTjPauPUkSVMPa6UhbE5ZfJvWb4bf7jvi9mwbeO+LubVVVJfXWpr29KVjXHrmHgs3bgrE9qBfRxktt3FqoY202a7Nbz1/LFs3NeVcg6Jdk0dWWLb39KVjSycVsXmfd3Mq62kvqo06Zj1M+s4dy3bhCQIZp+H6hvj87J8Fysb2sy+Uo23dKWeyMx1ORhc6GHhtKq0MbZwWjV5bjltPB/oDnPXReOpS9FP4h6rGVbIyoY2BEFAEgTmpojzubWVRFWtX9cAuzlOHamLFQ8q8HDnsk2U58e/km+sZX11ab/jKZ0d1tjoz7XL8IMdVjS0JdlrwIhFK2qrSrjl/LHm3hs3tIDT0lybVza0IUti3PFUNi9d2cjcFDE1t7aSYFg9Iv+t2NZKjktKfTxhnf+9rZXW3mReyiyyyOKzj/fee4+f/OQn1NbW8otf/IJ9+/bx7W9/G1EUEUWRRYsWsXnz5k/bzGMK42975dM2IYvPCYzkWirqinRtPm3IMQ4+gXj7jxX7PusIqxyVBDroydtOfySbQI/hQIYEunFOMKIiCXp8CwJsbe4lHNU/sybAJEH3cSCiErS8mWBNntuNJwrQE4jw+zd38Or6Zh56czs9IQVJFBAFndb3nxtbCCs6DYyG/hthS3PPkUw/iyyyOAZwRHQuDQ0NbN++ndNPPx2Px2Ny2BrYuHEjgwcPPmIjP6uwcqL7wwrXPL2ah752cto2eS6Zl66txyWJtoIcViRyS2fik85zy7rwYGyJrp8xCk3TuO6LJxCIRLnlvDH4wwq3zBpjigp6nBKyKPDaphZ++8b2JEqEUFRlT0eAMYMLENBFcW44ZxSSINAT0nl8Vza0mvQCibb3x+49HQGzrT+s0Njmo6aiiPm1lXidMoUemdmnDkcWRW4+dwyKptEbipLjklFUDYcEN547mrbeMM996zSckkBU1fjr1afR6gsRVTQ+bOpIonyQRIGvL3mHR+dM4s4Lx2VMRCXOw1jz+XWViOiiJHs7A3FCndYx89wOHrx8YtKxTP5JPH44XOO9wT7/GjbPr600bS3OcTL7kbe59JQKvjZlBLIkUOJ18vKG5pRUGU5Z5A8LTkHT4I4LxhGKqrT7Qnhi9D8/mHECGho3zYr3y7s72zl5RBFza0cQiqoMLfLwz40t5jj+iMIP/rKG+XWV5DjTX8JSzducb6yvP11xqjme3drs7vDz/T+v4aozRprx7Y/oXP0i+gPD7551PG9sOcDx5elf1fOFoxzsCTKvtpIbZo4iEFLoCUWTxkycg3FjZ8zduj5G28fmTk47dp7bwUNfOxmHJCSN55BE3trRyu/f3GEbd0ZsPHf1afSkeE0z0b+pEIqqcbGW53ZkPD8T0p2jaJrJEW/4q7HVZ859T0eAkhxX2v57EoSnUo1nzCtVTPWHXz+T//rj3zjbg5+OiFcWWWTx8aK9vZ2BA3We2tzcXHJycigqKjKPFxUV0dOT/cFuRU/o0+NkzuLzAwFduLHVF8Yli/iPUsLU2v/HmTL1OiW6g1EEAUQLZaEhMmrUwWXTtll8lmDdNxrgkEWdnkVRUdEplZwOkUhUtQR3XysrBZIo9InyJvYNep5AUTX8kSibmrsJhJXYQykBRMHUkjJ44rM86llk8fnBYSXR29ra+OpXv8ry5csRBIFt27YxcuRIFixYQFFREb/85S8BGDZs2FE19rOGfI8jSaiuOCf9K/U9oShzH3+Pq84YydmjB6Y918rBbP1vKuS6HTS2+pJEOw0bZ4wtZ09HgLI8N05JJBgTMn1h7X4mVRTxpytORZZEOnxh0CCiqgwu9OALRZkVo3XRgAsWr2LJnEkseOL9lLYML/Hy/MJa9ncFTb7eRF95HBKqpjG4yMOT809BUTU+aOpgeImXkQNy2NMeoDzfhQhUlHiJRlVTiT6iqLT2hPjAMk+AFxbWsr8rTHmenjAr9OjJu7qqUqadUMaKbQd5+N87ACjLc/H7r0+iOxAlzy2T70m/XVyyyIA8V5JQrEGr8MKi2rQ+8TglW5HLRJ7wRD9Vlubw2vdPxx97+i2LAi9dU09vKEquS8LrlAhmSEIWeB1xfU+sKEIWBcrz3UQUPQl46SkVLF3ZyOKwPp8lcyaxeHkDXqdkKwqb55aJRFVkSReR2d0ewO2QeHvLQZ55t4nH501G1fQKgByXTKFX5O0drQCMH1JAWFEZmO+mwONg1riBfOH4ARR5nYQVlV9+5URcsoScofwnFcd6og6Aompp12ZEiZcXF9YRUlRae0MUeZ3kOEUOdAcZkOeiNyZc+qWThhBSFF65Vhdy6w7qD6LQMMVnR5Z68Tplct0K3TEByK883PeqfeL6VhR7WTi9iuHFHlwOmQdnT6TA68AZuzHUgFMri5k+qszk9k6FnmCE6/78kdn/L758orle/lCUX/+rjy/f8I3Vnqiq6bzsgsyDl0/E7ZBYu6cTQYBxgwvM9R+Q50wp6Ol1Sgwr8saJ5Oa70++t4cXelCLJBgbmu5OEd42q/kKPwxSTM/pxSX2x4ZREPM70L2blJVzPc5xy0l434A8rtPvCtjHVH/0IIz7thE4/bOog35N+nRPHyPSQIosssvjsIvHamOla+d+OPJeUTaRnccQQBFA1TRdRFA9hz33c2fF+QhAEUxBei/s8JjQas/MYMDWLLPqNuFgGoopqfifGdGGJJvHy97VKTJyn6hswNQu8DpnRA/PxOCV8YQVF09BUzSxaDEVVVE2jKxDB7RCzOkVZZPE5wGEl0b/3ve8hyzJNTU2MHj3a/PyrX/0q1113nZlE/29HvlvWE41vNJjJxmevnEp9VSkrGlqTzq+vKqGtN8RvZ0/E7RD5aHcH9VUlKbmVV+/upL6qhNJcJ6W5TgbkOqmrKknBGVzKPzc0m6KShtCgVQAwkSv5irqRhCIqG/d1cdKwQn7xzy1pBfVqq0q47byxnDlqAKt3d1JbZU+PUFtVwsvrm1kd43levrmFM0cN4LKY0F4qYUF/WKGuqoSzRpfzwOtbueW8MRzs0cV3Hlmxw1aozyqoOLGiEA24/q9rePDyiaiqxgNvNMSdbwiduh0StyUIQ957yXjqq0tZsS157WqrSmjpDrJ6d6fJqW4VNKyvLiUQVlL6pL6qhByHZLt+q3d3mp/bCTAagrJLVuxg9pThPBajqLD68AczRjF91IA4kU3r8f2dAaaPGmD6MDEWrAKXxpxauoOcNWoAl6ZYN+s6fX3Ju+zu0FXsp48awFPfnEJbb4jFif6vLuXbXziOBU+8byYl66pKmB8Tjvx1gtDi3V8al3JN6mJ7xO7zA90h6qpKWLdXn9PWlp6UazN91ABCUY27lq03j5fmOnnmyik8smJHXJszRw3g5vPGcMfz9qKitceV4HHI/Ohv6+K4tdOtr2HzxTVD+MWrm7n45GE8sHybbbz/9Evj0l5f2ntDKfs/a3S5mfiuj8Wz1Z6lKxu5/7IabvnH+qQ98+1p8WtWX1XK0jmTmf/Ee3HJZSNW731lU5x/7v7S+JR211aV8PKGZtPOVFzjHofI1yyV9bVVJfx29kS8Tol7X9kc184635qKQlq6gxn7V1U17nputS9RvDRV7NVXlXCgO8jermDa6+OB7lDK/VhXVcJFJw1JuZ/rE8Y+vbqU0twsH3oWWXxeMXfuXFwuvTAgGAxy9dVXk5OTA0AolBXQTMS628+x5UQ/RnKbWXxGoBfsaEwYks/ujgC+sJIk5GmH/jCdyiIx0cMjNjNF/3rBTc2wQjbt7yEQ1StoEUCWBCRBRNFUXaDy09UB/cwi1yUSVjTC0SNfRFHQC61CEZVof4LsMwJRSBa/7Q9KcxyEFc3kHrdDgVtGRX+rHk0j3y0zZWQJbze2m0wBsgiKqifNBfo40QMRXVBUi32GphGKakkJelUDr0viSzWDmTFuIPu6Aik50Q90h3A7RBbUVWar0LPI4nOAwxIWHThwIK+++ionnngieXl5rFmzhpEjR7Jjxw4mTJhAb2/vx2HrEeOTFjDa2+Hnh8+tjRPBrCjyMKzYm5Q8rK0qYUFdJQNy3azb28mydftZ3dTJ4tk1PLZyZ1xyyUhqPvNOE7OnVPDHt3dx+anDeeqdXWYielVCwujGc0fzr00tcZWmmQTsfhoT8UwUHM0kAnjXheP4ybKNLDzzeH7xanzyyrDdSDjVVpUweYReRWsV7Uvs005scUiBzoH84rr9GYVFZ40fRFm+m6fe0X3V0h1MKYKaSuj0e2dXM6WyhMXLG5LWY+G0anJdEl99+O24JJ5h18Jp1RR4JLoCUdu1v37GKB5+s4EvnTwsaf3OHDWAm2aN4ZZ/rE8rxmkIUKYSrLwhQRgR9Nj43xmjWPDEeyydOznjGvQJpXaycHoVXqfEzzK0+aipg+vPGcUFi1eZ9qYTobUTwEwlHOl1SiydO5nfvtEQl0ivrSrhJxeN584XN/C6JdFYV1XCreeP5b5/beHas09gTVMnf1+zl9VNnSkfDNn5bcmcSbb7JqP47ITBaJoWNw8jUf14BnHf+tgDpXQCsEaS+sE34oVN62Mc4JqmcceLGzOu110XjaelO8D2gz5znQ5FuBj0ByLnjhvIjyxz/emXxvGyzd4y7f5/25PW0bheAKaf7K4pT72zizGDC+Js6I9ocWVpLsGIwp/fb+L6c0Zxy9/XJyXcf3zBOF7f1MLKbQfTCgQbD9BuO38s97y8KS72aqtKuGZ6NUU5Tn728ibbhyD1Vbpo6MKnP0y7H+urS7nx3NHctWxjUvt5dSNM+qzTq0u555IJDMpWvWSRxTGJI70vnTdvXr/Oe+yxxw65708Cx5KwaDaJ/vlDf9a0P+eIgl65raTI+MmSQPQo8VXLIpxaWcIHu9oJxRKwDknA49DpVxJHMaprNU1vq1fapp+TQdkiSyJRRUUSBGRJQECnvwslJH5lEfLdDjoDkX4nPcvynJTmutja0oP1ZViR+Ly8UxIoy3expyPYr37TrdfR3sNDC92cVFFIlz/Cxv3dtPmSqfHkWOWyUdVv+EcQdJrEqKKaSVpZgoH5Hlyy/ra31ylx0rAiZo4fxO0vrGdnWyCp74piL76IQjii0huKYGUNEi20O5KgU5dEFM020V7okQlHVcJR1ay01tAfqEiigFMSCEVVIoqeLHaIUJ7nps0XIhTVzDUTAUnEtEMAKku93HDOaG79xzpaeuKpT63vaAzIdTIg301pjpMzTiij4UAPL61rJqzE7FI1PTmNHnNOSeTk4UV8cexA9nYE+MdHe9nfHTIpiIYVucn3OIhENTr8EXpCEZPzPM/tRBTh5Ioiph5XwimVJZwwMI8tzT2829gOaJxSWcLOVh+bmrsZPTCfEaU57OsMEI6qHOgJmecAvNvYRkt3iPJ8F2V5bv7x0V7e2qHff+e6ZFMwVO+/DRA4pbLYHHNfZ4DBhZ5sAj2LLI5x9Pe+9LAq0X0+H16vN+nz9vZ2sxomC53KwZpwMcTeFjzxPvPrKvnhzFHsbg+YfLkLn1rN4tkTKc939yWsn1rNlaeP5MZZo+kJRsl1yQgCBMJRxg0tMJMlP/jiKF7ffJC3drTb8iUf6A4xbnBBnH2rGtq4edaYlAJ15fluVja0Ma+2Mi4xVTOsMO7vxD53tfv533NGoQInVRRxQ8I8rRWbqxramF9bSWtvOK3Q3nyLknWqv9PZ9L2zjucbS9/FH1b43tnHm5/bIZXQ6bjBBcx7/D2uPH0k155VTVTVTPqMN7Yc4MQhhXFVt6sa2vjhzFEALHjiPRbPnsi6vZ3ccM4oHJJIY6vP9EmHL8yy9S28sbXVdv32tgeoqSji3PGDkuZprEcmH7T2hk0u+VBUZVixh1c3tNDhC9PaG+7XGixe3sDNs8Zwcc0QnKJAT1jpV5sbLdQZxj7o73qDLpY410bN3B9WmP/4ezx75VS+e5aComrkuGQ8DglfKMyN547hui8q9Aaj5HkcyKJAS2eQ6744in0dAUYPzuN/n9PtsHLB57hkfDGecju/pBJ+zLQ3EudlzMEYe5bN+lp9cP3MUWnj3R9WWPDE+zxz5RTm9oTMdc5xykRUFY30fr951hi+cvJQWnuDDMhzU+B1mgn/Q53bim2tXHtmdRwXeYHHkfQgxGr3skV1BKMqvcEo3cFI0vXC8FOqa8rlpw6P6zeTaPEt542JVcI4uPbM44mqKj/90nh8YYWeQIQ8j4Ncp4Sqapx+/ADuftleoG9VQxs/mjmaGWPLcUoiDlHgpxdPoDsQoSsQweuU8MTotroCYW49bwxRVeO288aaGg55bpl8t4OoovLk/FPSrtWKba3IosBPLxqPLxzFH1Yo8DjI9zjwhaI8dcWp5LkdlOY6KfBmq9CzyOLzimM1OX4sY9Jd/7T9PJtA//yhP2van3NUDYQ0NWdHK4EOEFVh1fY2xFhVuKZpRBSNsGJfdWvQr4gClBd42NcZ0P8mdRG5hp58DUdVPRELOn9zClaaqArt/ki/RUdFoLU3TDiqmcl9QRCIKFqSTWFFo7Wn/+Ln6Tx9tPfw3s4g8+uKeWxVY9KDBQNqQgLdSExrmmbq00gCiKKAGuPmfnTO5Lhk6qvrm2lqDyT1rQA72/0MyHOR45bpsFRQR9W+sUVB/1uJqqQiDOwMRClwy0RUDSG2DrrdGrlOmc5AFA0NSex7YLSvO0ih10lEDSNo+hy8Tr0gTBT0hztRRWNXe4DXN7UkJdD13vUHJYqq0eaPcOdF45kxbiBbmnt4bFUjuW4Zlyyys9UXS47rvOWgUxHubPPrye48H4+sbEQS+h5a7e4IctPUSh5b1YgsCQzMd7Oz1YcqCOR7ZEJRlXV7u7j2rONNf58wMC/O9ycMzGPGuIFxf9vB+vmW5h7W7e0ixyVT4HHQFYiwdGUjpx1XmtS/3ZhZZJHFZx+HlUSvr6/nySef5M477wT0i62qqtx7771MmzbtqBr4WUZ3IMKwIg+/vXwisiTSE4jQ5gubPNljBuWbIoE1wwq5/7IaRpZ4CSkqzy+sBfTkkkMSaesN8bUl75p9G1y5D1xWQyiqoqGxcHqVzlltk+h68PKJKW1MhVSCpaGompKrd+nKRrxOiQ5fhLwYh/i+zqAt17e1v0QKz8T+Bxa4+du3T6M7EOW9Xe2xhwkCrb0hWxsT23udEn/79mnsavcjCgLFOcmczUabAXkuk+/ZyndsiCH+5rVtJi2OFXY+3tMRiKNdmT6qjEBIwekRcckioajKxIoiCrwOMyEvi7r4SFTRyHFJzBgzEA2Vf65v5pKaIbywqJbeoEKeW6alO2iqtWcSX8x1yZwyohhF1di4vxtJFFi8vIE/XzWFZ745BTEDp6PRf28oyteXfIA/rPCnK07l8bmTKfA6kCWRTn+YHKeMLAns7wqa6yagsXTuJEpzHDhlmU5/eqHDQxFH9YcVAhEFfzhKkVdGEgQCYYVd7UE8jgiqpiEJAm2+sLmmX3CV8vXH3uV3X5toro2VC77A4yDPJXPuuIEICEmxkijsaLTvj9BpbozmKXHfLF7eQH1Vadr2vqDCwulVKWPU8MeejoC55x68fCKDC9yomkZzd/yr/Yn7RNM0/GGFnqDKv7ft4+ThfQJ14SQOweS5JeJATyhu76e6Dhl2t/aGyXXLaGDLJ269dtpdU/ojsmtFpz/CyobWJE7zBy+fmNS/1Xa7619EUbn80Xf444JTkT0i+zoD5HscVJflHlYie3VTR9rjvlCU6oqitOfYocuvPzDrDup8/KU5n1yi/dMcO4ssssgCoN2mmjSLLDLh03jIYggURtXU9zKqhvkbKmy55xFFSNPMTLJLMW53A0eDQkaMJXkDEf2+SpZ0DZ9ICi/2Rzz+04AGrNnTSTCioqRwpgq4JMH8LQb6swhRFFBin4migCToifVAWEkSltzU3G1f4R9j09Er163j99Xci4IQe7ihP7DQ0vyUMx6eGLEhCaAhxBL8en9yTG9JQTN1q0BAlnTqE2vluyiIyJJKWNFYs7cz9cCx9mFFY1Nzt0590hkgGFEpy3fplCuGPzU9Oa+o4HKIBMIq+zoDMR9pOCUhftzY+lj7EYCoqn1sQp5W27OCoVlk8d+Jw0qi33vvvZx55pm8//77hMNhrr/+ejZs2EB7ezurVq062jZ+ZlGU6+DJBadw8991DuElcybFCb55HX18w8+828QzV07hQE8QVSOJq/upK07ta5eCN9mOm9dAKjG7fE9qwTmjTZKwpSP9+P6QwtzH3zM/u2DC4JQig0Z/JXl9iZR08zO4uS+YMJh9nQFbGzO1//JDb3FyRVGcr/rj00yCgHbHhxZ5zLkrqsZXf/82919WwwPLtyXQbZTy29kTEQRYsmJHXJK+tqqEa888nke+MYkb/74uLi7qqkq4adaYlONb0ROMmIlJ67r0BKMseOJ9lsyZ1K/5eR0Sz1w1hT3tAX67fBuXnjrc5Mu32mz4uqaikHm1lSxbs5drzjqeW/++3raq3G6sTJ9Z5/b0O01cP3MUt7+wIclHc2sr+cFf1pgUQpdMHMKwIo+5Puni5Zl3mpL2lSH8CPHxZlTZp5uXJAh8w5IgtsZYXpr9CFDodbC6qSPjvrf6yiWLeJwSbb3hQ9on6/d0cfbocvPcoUXpKUH6s2aZYrQ7GOE3r2813+A4lLEOZzxfKMrqpo60/kvsK5Xf6qtKuf+yGsJRhTN/9R/z89OrS/nZJRMOWUgoP4MY6OGIhe7rDHDDc2vjKHMO177P0thZZJFFFgaKcxy09mYT6Vkc21A1PbksCulpSjT6CsidlnuXTHlp47BRgK4ZnaVBf/PrxthOWaczCUfUtNTqgnB0kvdHGwJw4tBCPtzVQU8atplwAl921CIqCTp3vhIrr/Y4pbh7ni3NPbR0BW3X2Pi7tScU9/vASiukqPFjp6PbUTT9XON5gE5Do6HG7NU0CEfUuPXoDkZRVI2oCpIl2a5oIGoqUUUX1z1xSCFbmlPR+WrmeaMH6vQIgws9uB0iXYFI0j13JKohivrbEYYQp/7WhF6BLkuWcWPrY/Sjxp4UBCP6726j/dGkVLHablSiHw3B0E+L9iVLN5NFFoeO9BmGFBg3bhxbt26lrq6OCy+8EJ/Px8UXX8zq1as57rjjjraNn1l4HbKZQAditCq6oBzoX2YGJ+49l0zgvcZ2Gg76khLoAP/Z0UZdrN38usokLl3QX/1/bFUj8+viE5RW0Usr9KpXzew3ES3dQVOkrtZyjtXuxPEfX9WIYrkTWtXQxp0vbuDmWaOxQ21VCYqmsW5PlzlGpvmNGVzAnS9uQNE0WmL+tNrYH/+saGjlcYuv+tPGEPhMNY9E/9ZWlbBuTxfz6yqpqyrhrR1t5jiJFBMrGlpp7gqwZMWOpGOrGtp44PVtrNremmTfyoY2PmrqoL6q1BSa7Y991nUxPk9cZ7v2tVUlrNnTSWtPiCUrdjBqcEFGvxn/nlc3kpv/rgtu9mcsKwyhy3Tnjxqcn5RAN3xk3RerGtq49e/refgbJ7NuTxc3zxqddg6jBufHxQpgCpNCfOxkmteB7qDJoZc4zi2zRiOgpWxfX11qy0meuO+t/jPG7PBH+M+ONnO/JNqdat49oYgp7LreskeTbOvnmvVn3Vc1tLFuT1fKWE4l2mkXNwd6QpxebV/dbx3P6r9UsWbs/1R+M64pvoSHhf/e1soPn1tLl7//ryuDLl6byvbDEQvt8oeTkthHYt9nZewsssgiCyvev/mLn7YJWWTRL2joyUpJ1PmxU56nQZ7HQYcvfFhCjR9X/joQitIfbdJjVSvznLHl+lumLolgmqcSdslvVYtnx1E1/X81wwrNROVjqxr56sNv8ez7u9OugT+i0tIdMvuzntsf14mCzlGvV9RrJv2PIAi4HRL+iGJS0ajoMWf0q7/trkNRNQIRlbI8J4IgEFb01yC+OLqMe798ImV5yfelooAuUBs7z6BOOWFgHvPrKhGA7kAUpyzqlfSxeBEFAafcJ8Q5Y9xAzh5dBgnjzq+rNPtpavfr1fZAS3eI1t4QC+oq+c/2Vq544j2u/+tarnjiPR5b1dgPr6WG1fYDsXU5UsHQx1Y1HlUbj/Vxs8jis47DSqI3NTWRn5/PTTfdxJ///Gdeeukl7rrrLgYNGkRTU9PRtvEzi55gNC7RsnRlI5NGFLNwWhW1VSUIgmAeL8t3UZbvjuNDt2Lpykbm1lZSX1VKzbDCtLzG1mrY2qoSFk2r5rgBuSxd2Rj3+e0XjqW1O8zc2sqkxFZtVQmDCjzMq9Mrv+dZzrHanYiVDW0ICdwsKxraGD+0wHaMebWVCILAXcs2mWP0Z34rYuMMKvCwcFpVnI399c/KhjamjtRt6k+bjfu6uOW8sUnzqK8uZeG06iT/zqut5K5lmzhtZEwQcmVj2nHS8TevaGilPN9te+zOZZu4/cKxbN7fzby6yiRKEMMWq316n/q6GJ8vXdkYt86J7Q0f37VsEzkumRUxv/TH16sa2pAl0Tw31Vh2vqyrKmFeXSWDCjwpbcvk28R9oftZj7vxQwsytrPGCsANz63lxxeMpS4h3tL5cNG0agYWeJLWwRynooi2nrB5fUj0yx0XjuXOZZvS2mn1hyF4O6mymGBYYenKRnO/9HefBMMqc2srmTqyhDstezRxbrddMDZuXvXVpdx6/liOG5ATd/7SlY0sml6dMUbvWrbJdq/VVpVw10Xj2bSvK94/VaUsSoib+upSph0/gJ9dMiEpGZ04njHf06tL+cmXxlNVlps09ub93dx10Ximjiw5pOsf6Mni1t5DSxQXeJ22thtioYdKg9LaG05KYh+JfZ+VsbPIIossrDjuR8miollk8XFAAFzpst/9hKJCSZ6L8nx73TEN+OLochySoHOpZ6Bn/KQQ1T6+BH0i0s34cLwhCnBRzVBeXd/MthbfYdlkN/f3drazpbmHLc09/P7NHfQEIia/uAB4ZIGJwwpS2izQ//k4JYHzJgzk5lljcMkSpblOKoo9lOQ4KM5xctO5o5l7mq6T1d+EUK5TwiVL3HTuaK49s5oHZ0/kd1+fxJbmHlyyRIFHJtcp4nWIlOe7uHnWmLjzrJhXW8mjcyZzzZnV5HsclOW5GFbsoTjHSb7Hwc2zxsS9ufzQ1yfx4OyJSf3Nq9VFPRVVQxT0eQuCTm+kavpvDw0916Kh/72luaefM7aHYfu9/zOBR+dMzviGdTpsae75WGw8VsfNIovPAw6LzqWyspL9+/dTVlYW93lbWxuVlZUoij1tx38bEvnG/WGFHa0+Njd3c8M5o+L4zXqDSlpOOEN88E9XnKqLv6RBvtvBM1dOMTm2V2w7SFTVTP70oUUe/rmxhYM9IXrCUZOXfX5tJWFFZViRl1c2NPOdp3RO4Pl1lThEkRvPHY0oCPQE078GG4wkr38wonLLrDFo6BQKXqeMWxbZ1x1AFsU4ccX+8Eob4/zgL2u46oyR/Ojc0YQiCjfPGkNv0F58J7E96Mrpzy+sJZCCasZAvtvBjeeOoScY5o4LxtHhDxNVNHzhKKW5Lv7f1gOmfxPFDh2SyDVPvm/yqvfHrkM57g8rtPtCXHNmNU5Z5JbzRhNRNXa1+c21tqP4AZ2z3cqlbQo3xuLT4xSJKhpd/ghjBheY/Ric4Idic49lP1jHMoROh5d4+X9bDvDuzjYeuKyGiKIxosSL2yESCCv4wgp3XTiOQERlV7sPpxTv50P1X08gYvKH96edomksmTOJXJeM1ynxz43NXFE/Mi5ebedV7NVfodQ05j/xXkpao51tfq7780dcdcZIbjhnlNmfLAo4JJHWnlDKtqDTe9x63hi6AhGeuXIKoAvejhqYj6LqXOffeepDs/9ghuuIMe8f/GUND33tZNu5GbHe3B3kL1dPJRBWcDskWntDNHcGyffK3H7BWIIRlUBYQRDAKQucPKKI/z3nBPZ02AsO+8MKjW0+aiqK+NHM0abwZq5TRtFUvnf2Cfxgxih6ghHy3A7cDpE97QEWz55IrkuiyOukLM9lJpofuKyGvZ0Bdrb5bccDKPA4eOCyGgq8Tgo8jiTRzrI8F03tvrjXaO1gd/0DMl437TC40MMDl9XQ2hs253q4YqHdGcY/HPs+C2NnkUUWWVhxFDUgs8giLQwOalnUE6QRy/1DOuFPiKdw0dAp5ewe0hto6vDHhCaFWBJdy0jpcjSQjmrmk4KAnoQOJ/CSZ7JLF5ZP/twh6g8ANjV3A/Gc8Ydln4UexR/jRNf/rf9eNTjjNREcssSwkhxW7+5KmodRQS4JQlwspYIkClwycRhAHId3nlvn8K4szaE7qDPVSxk49A04Y/zslaU5TBvVlwcyeMKHFnkRBZ32xRjDel4iThiYx77OAKqKxT69rdOGWnHGuIFxQqAGjHkYnOmCkMyZfrT5y4+WYOinxbGe5XbPIovDx2El0TVNs/0i7+3txe22r5b9b0Qi37jXKVGS4+T3b+4gomjMGFtuHst1y+aXaWIbQ8BOA4q9TvwpkjQG3E6JeY+9y8//ZwLl+R4mjyghxyUhiyKvbWomzymb4omCIPCXq6bicUiEFV04xeOQmFRRxMTZRQQjelLsvV3tpvjeC4tq047vksUk4T1DCPTfW1uYNLyYc+9fwZI5k1j09GqeuXJKnNCiLKV/xl6W52LJnEnkOGUWz57Ih00dNHcEeWdXOzXDCsl3O1g6d3KS4KLVPgM9wQhf+X1mPnBBgF1tPvLcDiKqSk8wQnm+zn0mSwLnjB1ERFHY2xlM2hv62uo2eB0SC6dX2QqyJvJVJwoXluYmi6Ea8DhlvvzQW/xxwSkUeJwomsq3//QhS+ZMshWaNeCU4m9QDOFGo2p77mOrTTvGDMo3/Z3nlpN8aQd3bL4TK4rIdcdfboyxDLywqJafv7o1bv5Ditzs2O8z/TSpoghF0/jWH5NFJfvLWW/0nedx8ODlExlW5DVFee18a7SLKhoLnnifpXMn0xuKcu8rW027rf0aayYIAhv3dzO8xMMFD6xiyZxJaZPgDknAH1b49b+28et/xQvXPj53MhUlXltBUqNPPZbfSrIlz+0g3yPzwsJaBEGgJxhFFAQ8zvT+qij2IMUecEVioqKJa2agZtgkFFUjzy0jiyJleS56Q/oDpGBE5d/bDnDG8WXMun8lS+ZM4jevbWP8kIK0gsNyTPi2ZlghC554n9evO4PhpTlsP9DLeQ+sjJvnpIoiinKcOCQRXyhKRFHpjD20KfDqSedEkVOvsy82ZVEgxyWzvztIS08QAQFJFBhS6IlLWOcHIojioWsjQHoO83SCm4b9h9PWio+DY72/+DTHziKLLLKwQhKyifQsPhmIgs6B3RtSSEzpZspXWs8WwPwtlQonDS2ksdWHL6ygaFq/EqLp0F+e8k9zK5lV2QJJBQ79sivFSUrsYYTB3y0KQhxV6aHC2tRr4UT3OmV8oShRRf/NoKHHy4lDC3lhzT6d3sTSjx2dSzpYx0rF4W1wjav95NRRNS2uXwNHwhN+NDjGRw/Mz8iZfjT5y48mPi6O9WN13Cyy+DzgkJLo1113HaDTedxyyy14vV7zmKIovPPOO5x00klH1cDPMvLcMnVVJaxsaDPF6HYc7NUTm2/oiajaqhJWN3Xidogc6A6ixT5bZWljCI/+6Yop3Pj3ddRUFJnnJKKuqoRcp8QzV07h9uc3xNGD1FaVcO30agbku3h4xfYk8cqF06oIRlT+9PY2FtRXsuCJ980EnSFe+NQ7uzjQHUo5fm1VCev2dqUULFw0vRqPU2L6qAGs39fFkjmTuPeVzay09PXTL42jvqqUFQ3Jr//XV5WytaWHG/+23vzszFEDuLhmCKtXZBZcTOSLtvKBG2uVbkyvU2Lx7BoeW9mY5NuF06pwSiLfeepDaioKTX91BSLUV5XyQVMHhTnOlMKQ7b0h8zx74UJ74di6qhJ6ghEemzsZj1Pi1ufXmzFicFDbrVV9VSnr9nYlfW7waEuiYGtHXVUJXzl5qMlNnS4WSnP75rtwelXauPWFYg8a0ghenjW6nK3N3bb9pFtDwxep+q5L4VujXV1sLmeNGkBprpM3thwwbTjQHeLMUQO47NThtv0aAq7r9naljuvqUtp7Q0mfA0wfNYCyfBe3/WN9UswZNk+sKDRjOXGO1r+tPrv7S+Oory61pdnQ+fy7OWlYgemD+qoSW7ohPV5CrNvbxW9e22YKuRq+rK8q5bYLxtDuC8fFTKbYMcZcvbszjgPc4Ap/f1eHuccmVhTyi1c3J/ln0fRqhhfr31Pv7+ywvbamEpOdPaWCu1/axO0XjmNwoYd9nQFu/tt6TqwoTBvHdnzt6TjMj0Rw81DaGn77t816Hw7H+qHg0xw7iyyyyMKK7XfPYsQPkyldxgzKo603REtPll4qiz64ZYHg/2fvv+PjqO79f/w5bZukVbUsN9myZXAHGdvYSArBEDrkJiQ32NxcFwgQYsNNfiSQG1oCNwk3+aaAwycFDCSXkuIbQocQuIAcisEGd8BY7pZl1ZW0fWZ+f8zOaHZ3dlcuFMO8HvCQNHPK+7zPOevZ97zP65V0DjAWyiY/ZXwlp08Zzs+efScVSDcgCYAgoOt6Via0RxJIqINikT5FZFZtOVsP9NHWG8UrC8Qy7BlfFeDk8ZUIAvzh1Z3W87SYCoSbpY13/ALJAgFTUYByv0J/PJnVl9GCMXZ7WogiCqianuYPUYARpT729uRR5RwCTHHVzJdfHklgwrBidvdEGIgls7LPBYwxOx28lDKy0O1Z6boOI0u9PLZ+LyVehbGVflo7wof0wsAjCZQHFNr74oNzKQucPnk4T23cz+SaIFecOp6fPPNO6nuHTplf5uunTmBEqZ+6qgDbDw72KQhQVxngYF+cvlj+E9dgZNPPravk9dYuqku8TB8V5OX3OugeiFPsM/oxs41PHF3KW7t7rWh/rix+WTQC/0783yZP+MqWVtpDMUQRTp9UzY6OAfb1RIgnNTyy6CheuaNjgPHDiti0N0QsoVl1V2/r4KmN+wn6FOqqinIKX77T1kd7X4zjqot450A/8VQA3eRMFwQsu3yKOGT+8iMV3Bxq/UzfHYqNR4KPql8XLj4JEHR96K9WTzvtNABefPFF5s2bh8cz+MXX4/Ewbtw4rr32WiZOnHj0LT0KCIVClJaW0tvbSzAY/MD7298dJqZq3PDIRk6sLWfdrm5mj6vgzR1dvGwL5BwMRXnpvYP8/848nq7+OJquc+cL22hI1Vm9rZN7Fs1iZSoIliso1lxfyaLGOsr8Mr987j3HgNcPvzCNpzbszxkMO2/6CPb1Rlm3q5uG2vKsgOB3zp7E0vvWcOeCBu564f20gGBzfRVXnVbP6zs6eb21K2dw7PzpI5g6qpSt+0M89va+LFsCHol7Fs3irhe2pd1rrq/kqtMmcmkGJcay+fWOgotmf+Y4zACZGXS0B/rmTxrGdWdP5tbHN6UFYTP7XDa/nrd2decM1Jr+W/H8tjR/rVg4k9aD/Ty+YX/O4Nt1Z0+mcyDG/p4oj2/Yl7PcibZ5aaqv5KYLprLwd68yeUSQc6bVWMH+OxY08PBrO7k4FdxdnRlgPG0iu7vCfHvV+rTry06bSDypUlns4UdPbXW04/RJw1h++nHc8Y93WZij/e+cNYlf/uNdnt960JpXp3VrjkHTNW57fIu1V3LN5/VnT6Y/lmBFhgDvGZOq+c45k7LERe1B3aVNdTnbzvTtYEDV8OFDr+3k+nMm86OntjBjdBkn11Vw1/+9z5b9If58xTxu+NvGvGtQkQTmjKvIstv0edAn8eOn3knbU431ldxw7hR++OTmvHt2Tl0FP35yK89tbc/aD7n2h7XP/u/9tCCsfZ/MHV/B1al5vuaM4/jp09n2LTttIqIAr7Z2Whn09n0Hxj6aV1/J6ZNq+O+nt7Dg5LE8+NrOnGtnSWMdD7++i4Un1/LAqzv5/oXTGF0x+NJ2X0+EF989yOPr99FQW553T54/YyTocOsTm63111BgjTXUlvP2rm5OqC1n/e4efvLlE7j2T2/z8raO3J+/E6v4r3+Zxq2Pb+bvW9qt6yaH+QiHgHhvOM6yh9Y5vsj4zMQqi17GCYdTd19PhOtXrU8LZuez72jio+zbhYuPKz7s59KPGz6q8TsF0V24ONoo88vMHV/JW7t7ae+LWkFaUYAZo4JMGVnKExv20xdNpt3zyRJTRpYwd3wVqqbx+Pr97O+J4BTLFwCvIlLiVUioKpGElkVfaAaIvbJIWUDhxDFlbG8fYE9PmISqG1ncOTLPzWzvoSS2+xWJeFL9UE96CECRV+IzE4cxb0Il1SU+Nuzt4W9v7WN3AbpGOxTJeKmRjwLHIwlMGxmkptTHa61dRBMasaSaVacyIBPXDPpSg84H5o6vRNN1Xm3tRtONIG9lkUJnfwJN1xEEmDe+ghKfwt+3tKPpes6TAGZGuiDApOElzJ88nO0H+3l+a3uaAKr9XLS9qRKvzLfOPA4wgsvRhIama0wbVcqpx1Wzrb2PJzbsJ540hEgFAWRBxO+V+PJJo7nunMk5ffROWx/3/7OV57cepC+aIJrUkFIvWHyySEWRh6VNBoc5wJV/eMMarwCMLPWR1KArHCdup18VBWpKfWl1wRDG/OU/3rModH2yxOy6chbOGZtG+3KoAfF7V7davvEpYla/H0T9Iw3aHy4+qn5duPg4YqjPpYcURDexZMkSfvnLXx5zD/wf9sP6lv0hLv/9G/zqkpkoksg5vzQoTC69/w2rTMAj8ZcrT+HcO16mqtjDz//1REaX++mLJZFFkXPveBkwKCMuuHN1Wj07dcS4qiKSqsbFv32VP14xN62sHZn9O90HuPT+NxzLPrasEQR4fms7ug4njinDp0iU+hVEAbySSCSpcc4vX87bhyAIBH0yX/r1K45lAh6Jx5c3EUtq9EUNPmRZEvj8itVZlBiFxvTE8iZDgVwW6YnE8XtkPJJINKnSOWBwm6/d1c3Dr+/i4jm1nDV1OLu7DK7mYSVeLv7tq1afh+I/gJWLZ7P0vjUEPBKrvn5KXr+sXDybZQ+u5Q+XzuGi/+fsF4Anr2mmN5yg2CfRHopx3ar1ljCf3b5A6kRCV3+c0oCCLAl0hxPWeFe2tPKHS+cYSui68RCqajovvNPOb17czoqFM1l635qcdty3eDZvpChWzPZ7wgmGlXhRRJF4UuWcO1rS6mTSjPg9Ij5FYsFvX+WnXzqBN3Z1c9bU4TnXL8Djy5vweUQiMQ0dPcU7b9CUlAdkvLKMDvRHkxT7ZIo8EgPxJD3hJKUBhXPzzMFjy5voDscpDygWF3xFscdaA48vb+L8O1t46ppmJNHg1O9PZYTks/nRZY0IAnzlN6+m7VuTn3tlSysrFs5k/Z4ezpxSQyiaIOCRCHgkeiOJ/Ovh6mb+790DxJM600eVMqzEy4UrBm3Jt2bNfdbaMZBlj7nmzXk+Z9pw/r65nab6KpKabmkumOvlzgUNaf1k9nvPollct2o9t180g5pSLyIiqf/QdOPLRlHqqHIknqTUr7C7K8Ibu7r5YsMoxg8rTrP9vQN9fO7nLx3SnjTXX6E1ZrZp/nz6mmbOtq2bzM/fMRV+gl6FsVVFFr3KUDjM32/v5/SfvZjTjn9861QmVBc73jvcuodi39HGR9m3CxcfR7hB9A9//FNufIpwAU0QFy6OBkx9z2KfTCiSzLpeEfAgiQId/TEr8CyLoCNQVezhBxdO47YnNhOOJ+kcyNYOsVMTDQ96OdgXc+T4NvuURIGKIuPfXAEjaNw5YNQZIptHXnxU/OiiAMNKvPx+6ckcX1PCMxvbuPKBN4dER3NI/QAVRR4kydAqAnLqKgmCMT+CIKDpUOyVUnpSOrIkEE8apw2ElBBmMnX6QNeN8Ygi5GNv9UhC6uWHwPfOncxvX9rOwT4j47/QSwxRgPKAgiIZFKomlYcA3HDeFG57YrPFw7+jYwAEgXGVAYOqErh70eycwdZ32vq47P41xFWNroG4cTpBT19/Hknk7kWz2dExwFUPrgXd8EkiaZxkKPFK9MWyB19ZpBDwyFb/77T1sWjl6xzsiyLYfF1V7LHWwuHAHIMOab7JN+6jWd+FCxcfHYb6XHpYnOj33nvvYRv2aUIokmB3d4QLV6zmrktmAtnihuG4Sm/q7WlHf5yvrnyduy6ZyVUPrLXqAJaQo72ePUv8oa/NpTscTxN9dMKhiC86lTXf6mdyNtvxx5SoYaE+cgnwgTG+rW19Foex6QsnTulCY9rZFbb8WR7w0BYayMnFvOL5bUwZEUzr197noYpXmmMMx1V6woUFWcNxlQMhZ1oPEzs6cttv798UzczHO30gFLN8o2oeFvzu1SzbcyGccObHdlq/dpvMOvZyHf1xq70pI/J/kd7VFQbIOy6z7y//5hXH67mwO7VWMusM8o4bX4J6wgkW/O5V/nj5XDoHCh/9Nh+yc3GKg+HvXzz3HscNL8la9/mwo3PA4md3qlNIsPhgXyxvENo+L7947r00Gqh8/Tj93dEfz+rLXAeZsF8/w0GUyHx5cSh70vR/oTVm1jF/hjLEijPn8a5LZjKyVGcsRQU5zO04EsHNw617KPYdbXyUfbtw4cIF4AbQXXxoMIOimZFlSTAoRsIJlapiTwYFiRFhj8RVtrSFiCYMzupCKPTMLqUyzb2yaH0fKQsogIAkZNPKHA4+Sn70SEqw8/iaEra0hY56AN1EOKEiqwJVFcZLi1zQdZDllGCorhOJq2i6jkc2hC9FwcjYFwFREJElzaLOkSUBXS+U/y8gS1jimaaumiQKqEM4CmAkIOmMqQikiUqaa6466GUg9ZwtAElNH5LwpClW6feI6PogbY59/UXiGvt6ImxpCxk+SYmBiqKKpmXz25sQBYFoQrP639cTyRZnTfn6SMQxj1Rw0xXsdOHik48hB9G/+MUvct999xEMBvniF7+Yt+z//u//HrFhnwQE/YqVsTimIiUikiEs6Vckhpd4qSr28G9zx9JUX4WmG1nJQZsQY7FPKtCXTCz1AJWv7FDFF3OVrasqoi+atIQ7zextuwBmaSC/SJxPkagu8RZ84BtTMSj4mM/uQmMaV1nEY8uakFICP0G/zF2XzMSnSGzY24MsCpxcV0lS1SnyShR5Zf6wZA6b20KMqyzi4a/NpcgrYfAIFhB1VSRGlfl4bHkj/VGV8oDCc986lR2dA6mH1dwwx1FoPKawqpPAZGbdQm3VVhhilcODPiJxNU2Q9VDWiomAR2JcpZ+/f+szJFXd8rPdRnNPjK0M8IdL51BV7OWpq5sRRCxb8mFcZYCAIvHitZ8lnFAJRQxBxaRqiKnu7jZOEUiCwHfOPo7PTakhkdTpSwkv5sPocn+WKK19nMU+Izt8eNDLE1c3EY6pjB9WRNghYyLTV5Ig5BSVtfdjF+YdU+F3/CJgz4Qu8sr879dPocgr0RtOUOJX0voZY6NByawbS2oE/Qp/+0YjPeFEmoCw3Xb7z1zwKemfO5nlx1QE+I8zJiIIMG1kKbGkRpFHZmS5j/uWzEYUjAyVhKoRiiQpL1IsIV1TeNLMZO6PJSjzK6z6+jy8cu7Pu4BHYnS5H0EgbS0GlPyfp6btpjBuiS//P5VeWcyy0S70CTiKfx6J4Obh1B2qCKkLFy5cfFIRUEQ3kO7iQ0GK+jydVwNTuNL4ThhLaBm0Gzo6An6PxOSaID5FtAKF+eBTJCvRwwmqDpJoJAf4PRICArGEBuhHjX7lo8pEB+P7nakFM7kmOGRh1ENFQJGQJIHeSAJPnudiQSBLMFSNqpbwpRkn1gBNN4UwDZuTqo4oFjJeTxPPfG17FwOxZM4AdNY4PBKKJGWJSpprrjeSsJ6FdUAWhSEJT5pilbGkhiCAmvqota+/TFFTyyepspLo/NIoU9R0ZJk/pzjrkYhjHqngpivY6cLFJx9DDqKXlpYipN6EB4NB63cXuRH0yWkiovMnDXMUljxj0jBLCNSe5WkX2GwPxXKKJprCkmVFHgIeiYGYmlME8EAomlPcsLG+kgOhKPt6o2mim/Z+EqrG4ntft3jEH7hsLj94fFPaeH70xek5BQub6isZEfTy7JYDDCv25hU2fGZTG+tSIpsb9/UyrNh7WIKST27cz7pd3SyfP5G+WIIl971hBXPvXTybFc+/x0+eeTetzvcvnMr9r7Tyo6e2pl3/3rmTOWNyNc/ZOI/t90cEfdz2eDp/dVN9JTeeP5XntrTlnUO7yGlOMdCJ2cKqpsDkw6/t5EAoXbynkHijpusW135mexv29h6SgGLAI3H/kll4ZImbH93k2Ob1q9bz44tm5BR0fOi1nVxzxnF5xy+JAkld5+YMDvKm+kp+f+kcfvncu2zc18vpk6o5s6ImzZZl8+vzrpVnNx+w+PNN0UpznE31lXT2xbln0Sxu+tvGtDZ+9MXpeffVhr29fPb46pyismY/jfWVbNyXLsybKciaTxTz0qY6fB4prR/7mHPVba6vYknTODan+ja1AjLFd/Oth6pijxX0zvz8aE7t57d39XDVaROsbPQ7FjTw/UfTdQjMtXDHc+9yx4IG/vj6LqqKPZaI5pspQdH/fuYdVm/rzClYa3K+/+TpbMHRMyYPZ/6kYRZff+Z8maKmpjCueT3XPmrvizFrbLmj0GfzxCq+cVo9S+8b1HIwxT+PRHDzUOseiYCpCxcuXHxSsPnWc1xOdBcfCiRBIOiXs06zCSnRw3FVRfz5zT14ZIloUkXXjaBjsVdiVKmfP67ZxZiKAO8e6EMWIakNBqrNPGUBIyAfiav4ZJG4qqcJhxr3BTRdR9N0uvvjTKgupqrYw9t7ehFFEU3V0qhh0sYACKm+C453iOWcIIuFBU+dIAA+WaSqyMudz7/HzNpy6qqKOGV8Javfz35mywWPLIBuZHbnQjCg8K+zx7Cjo59X3u+y6sUzyOrrKv2098dTAq86fllg4Zxa1u/p5ZX3O4kljYB5kSIykDAy0AWgIiBT6vewoytsUbk4vZgQBUhog+KZjfVVbGvv47H1+63scbOuCd12LeCROGtqDaV+hcfX77dEJc+fMYL2vhjTRwVZu6uXgWjceFGg63T1G4KkTsKTdk5tMJ57n9nUhigY4rMeWUTVdDySiEcyxCtJXZ9bV8GrrV2GGKgoMLm6iP6YSkyNZXGiO4mazp80bHDcuk4wQzTVyUbzXi4u8CMV3DzU+i4nuQsXxx4OixM9EomgaRpFRUUA7Nixg0ceeYTJkydz1llnHXUjjxY+bO7Fvd1hrl+13hIRffjyufz301uzAnjL5tfz9q7uvAKbW9r6eOCyuVnCl3ZhyeNrSjhv+ghmji3DK0nc9LdNWSKA18yfSHmRhx88ttlRIDCaUHng1Z1c2jw+TcDTDGw9+NpOpowstYJ7uQQL/3LlPH745BbH4NjDr+1i2uhSfvvSdkcBUbuwoRmQmz2uglPGV6DpAne+8N6QBCWd2rELf+YTCc0UmbS3eeN5U/ivJ7dkiTF+79zJ/OzZd3jOITDXVF/JZU3jSeo6961udZzDHz+1hee3HrQCnZnlmidWcdVn67OEVc02rjt7Eh39ce5u2Z4WcF25eDa/en5b1nxnCn9mjnNOXQVTR5Zm2dFYX8nNNntN/OgL06gbVsSdz2/LGWxc2liXFbS332+oLWfzvl6uPv04fvLM1qwg+S0XTqVrIMYv/+HcR1N9Jbf9yzQeeWsfc8dXZNmSy7eZa8Vs6ztnT+Li377KzNoybrpgKhv29PDIur1DFsNtqq/k22dN4v/ebWdNa1fOtfadsyfxi+cMkdaNe3tZs6PLMWhuBo1ziWI211dyzvQRaS9Z7GPOJ9raXF/JCan7hrBmD1edNrjeCu1r87PhrV3daaK9ZoB+2YOD+7ChthygoLjnW7u6uf2iGRR7ZUtEM3P8uYQ+C4ko33DuZH741FZHUdWHX9vF8tMnWvsjVx+N9ZUsnz+RcRUB/B4pp9BnptAqDIp/DsTVwxbcHKpY55EImLpw4eKDg8uJ/vERFvUrEpIoGGKAH5olLo4lCGQHimURir0yXlmkP6YSVzUSeQKxkggXzRzN5BFBVra00h9NEldVdAREQUDVNCIZJyUEoLLYw0ljy5k8IsjkGmOv/OSZrbx/cAAggxLGOLXpVyS2tvUNSRTUp4ioqk4iI5BtZkcfzp6QBJg+upQt+0LECqS7iziTl5jZ/E42eGWRMr/Mgb50WkVP6kRnPKESTWpZVDWyCB5ZMrjHBYFRZX66wwk6B2J5566u0ihnvhSRRRGvLCIIkFA1xlcVM21UkH++30lHf5xoQkXH8KFHEhAEgWhSK5ghb47XHHuZXyGSUFN6YgqfOa6KkWV+JtcE2dcbsQQso4kkkYRGMiUG6pUE5k8azudPHEV7X5QDoRjbD/axdlevIfSZCpzPqavk9dZOHlqz2xLolEXjCEUylR7uU0QWzRuXJSpqF9BMqCoIAglVIxrXkCUo9iqcNXU4px5XjUc2srH/+X5HmujmKRMqGZEaz1nTaqygcmvHgHFy0qdQV1WUFmS29yuKcFJtOfMmVDKnrjIrEO0k8gkUFP480uD2UOofqYCpCxcuji4+UGHRM888ky9+8YtceeWV9PT0MGnSJBRFoaOjg5/97Gd8/etfPyLjPyh8FMKidiFJU2QyE4WE//62rJGEqrOvJ0L9sGIG4klCkaSjsORfrpxHfzSJJAgkdY0RpX5C0SRFHkM85LktB7h39Q6LOkbXjWNPfkUiqWkkVINiZndXBA2DYy9TbDBTdM8Jphihk4CivQ3z5YIgYIl5ZgobgiGsKgAvvnuQ5onDkASBgbiKKEDLtg7+59WdWaKgTu0UEk4dyrysXDyb6mIv0aRqCSx6ZREEOOvn+UQrGy1hyXOnj2BHxwBjKvw8s+lAFi1OQJFQdZ3hQR+7u8NUl3gp93s4f0WLIy+8adeyB9em0XwMxJLUVRWh6zpxVae1Y8DyzazachbnEQ594uomdF2nxKfQ0W88WA7Ekqzb3ZNlr1cWGVXuJ6FqeQUbn7ymOa+wp+nzzPUzpiLAM5vaOGfacDQ9v4jnU9c0owOq5myLXVxyIKZaY8pcK6YPBEFAFgVUTWUgpuUVw3348rkc7Iulrfmzpw5HJ7/NT17dhKpBbzRORZE3y0d2CpaaoI/z7mzJ0ZLzujXrnzd9REHR30vvf4PHljcRUEQiCRVNN7gTgz6FWDLJP7YezLmvn7i6CY8sklQ1eiNJZFGgZVsHv31pe859WMiWf3zrVABLRDPf+EzBWp8i4pFFzv5F7rE+8x/NlAU8hCIJeiMJirxySpgIRIysrbN+kVtMtK6qiIAiURZQKA14Cgp9Otltin8eieDmUOoeiYCpCxcuPji4QfQPf/yn/uR5dnY6iwFWFSl0OAg4unCRC3aRRl3X00RCc6HML+NVJBTJCMLu6AyDrjOyzG9pT2Wi1CcT9CuWOOEzG9ssUUZBGAzspxKHLT72QszaJj5IKpYjbTtX/XztCkIqCI1zhr0I1A0roj+WpKM/TrFXtjTK8sEUyNQ03aLlqasqIpY0vkObgq32dWDP8heFoYu4KpJxMkHTDVHNmlJ/mkglYAlYemWR1o4Bi39cFLNFNnMJXt5w3hRufnSTJdAJg+spV1uQLqBprmNd160MeDFDSDSfDYciunkobTiVNURcdRRJ/EiFP10BUhcuPn74QIVF165dy89//nMA/vKXvzB8+HDWrVvHqlWruOmmmz62QfQPG6FIgqpiD7dfNIPqoDcnb7Jd+M4M1MweW0FVsQdRFOgZSFDsk41Anm4EroI+mYG4yqhyP3+8fB5dAzGGFXsRRYEir0xfJMEwv5eAx3io29UdQZFEK7shqen0RhIEfTIBjwS6IeQRTWhIokhNqQ8E8MkSPeE4J9dVcPbUGiMLQxL42zcaKfYZmakH+2P4ZAlN15EEgXBCxeeRcgooAhR5ZYvvvCeSwCOKXPvnt7n8M+P57HHDaJpQZfGQP//OAWIJjbIihab6YQipALrfI/HMpjZWtrRa7ZqvhEy6oczAV3WJ1wp8ZwoSZpatKfVxz6JZaS8pwMg4iSRUSvwyogCKKJJQdRJJjYcvn4siibz83sGswGEkrlrHu06dOMxQeE8FaE2hwkwbdF1n074Q/7+WVn765RNyBtDt9psBzd989SS2toWorQwQT2iE4yrDgz5efu8gK1tamf6VUkeObjNADoagrSSKiIJAiVekZVuH1b45v2a/NaU+xzVuH1NfJJHFOW6HOSeZoqUPXz6Xh1/fReOEKse5svOL90USdIbjlPmdg5Cm7eZLpHyB3M6BOFf+4U3Ln34bl7aTDYooIosi6/YPvmjQdFJHOnNjZ1eYTftCNIwpo9dBgNbu71VXzuWeRbOoDnrpj6qU+GQOhKLWOs0ntJmPLxMG/R9PqBR7JGRRJBRNUuo3PicEAaaONOi8Nu8PpfHcL5tfj6rpvHegn3GVgbS1kqufodjSF02kfUlyqmv3z2++ehIb9vZyzrQaR05+E5G4Sk1QpF8QkEQBjyymcYSbNC5OfQA8ctUpTLYJlPbHEnk5750+bzRd5/32foujvK6q6JAzwoci1nkkAqYuXLhw8UnC/p5oznuZGcAuXOSCPYBrijSWBZQhBYsjCSM7uqrCS38sabWV79lIhzRRRbsoo8E7PUjYIUtYIpWSiMU1nQ8f59MXuWzLZ7OuG4H0fAFrVdPxyiKarpMvp9DOr65j0PQIIpaApym6ubsrDJB3HZjUOkOBgIgkGGtFFIQskUrAErDst9G4SKJRNlNkM5fg5Za2UJpApzEuPW9bkC6gaa5jLcU1pKTWpV1INJ8NhyK6eShtOJXd3R2G1P77KIU/XQFSFy6OXRxWED0cDlNSYmzuZ599li9+8YuIosjcuXPZuXPnUTXwWEZZkWJxhq/e1mllX2bCFOQzKQMefG0nJ44p44dPbUmjDmieWMXNF0zhh0+m02g011dx84VTDJ7ov2bzRN9y4TT8ssSVD7xJQ20ZD1w2l9uf3sLKllZ+tXAmSS3Kihe2OVKhPPTaThacPDaNEsWkO7i0uY5L738jjf5icWMd1/75be5c0JDXNwOxpMV3rogC0YTKioUN3NvSmsYLb9DM1FMaUOjsi7Hi+Wzql18tnImOzj0t2RzR5lgz+Z/vWNCQpnafiyu6KdXGJXe/agXS+2NJlt63hoBH4r7Fs9F0nTsz/NdcX8WKhQ0WhQUYQoAm5/RALGllgZtlv/OX3HzhdyxoSB2ty41wXLV8ev2q9YyvKiLok7klg5+8ub6Kuy6ZyagyP79/ZUdaX7l47s15z+TMzvRb5hrPx99tb8eEuRcyRSlVTefBr81F0zV0hLxtBgMKfm9+4UggjTcwFyRBsPxZV1nEwf5Y3nE111exqNHgFrevvVx738Tocj//8+rOgmWrij1UFvv42XMbsva5uU4zfWe3tWFMWV47TFHT8iIPN/1to0VFlYvKpBDPvdMcgzHPhQ5BmeMo8SnWcVL7dScEPBJ1lUVZ69rJFif6FTtH+KEKd5b6s/Uu7P3a7TZ9+oPHNqV9nn1QHOVHImDqwoULF58kjCjz5cxE9ysiA3mSFVy4MGF/gpFFgUhCZaA7OSQxS0kwTkvu6Q4bQctUpDeSR0A0qRqCoPGkxgtb24nGVQQgkdQRbY9FxsnTwSD/4XKUH018VBnu+WhoNIzgd0I1xC3zab1lzmlcTadkkUWBjv6Ydep3f2807b7996EKfwLoaJh0633RBJJoUKUkkjr3rd7OyLIAmq7RFoqmJfmomo4uprjzBXh+6wHiSY1xVUX4FJGOvhheRSSWohAJ+hQk0RDlTKrpC8beVqZgpymg2dEXS72w0K0TAMkUx7ldSPSdtj72dEcQRSzh0t5IAllMF90sRINyKMKdI8v8iCK0haKU+ZXUaW+ZhKpxIBSlNHUts/6HwVPuCpC6cHHsInc0Ig/q6+t55JFH2L17N8888wxnnnkmAO3t7Z/K46i5UOSRrQA6DArzZULXdZrqK1naVMe9q1uZMrI0K2AF8PJ7Hdzy6CamjCxNv76tgzWt3Xw/I1gK0LKtk1se3YhHEVjaVMfqbZ3c+rjRxtKmOvb3RrIC6ACrt3Vy7+pWJqdsMfnDzOuTRgZZ8cI267rZl1k211hhULhv9bZO7lttZGmqus69La1Z/MWrt3Wy4oVtvNHazfsHBxzv70/xwTmNwRxrpr/uXd2Krus0p2w0fe/kv1sf38TtF80AjGClGfxb2lTHtoP9WQF0q4+WQb811leyblc3U1Ic46rticose3sqEJlrLiqKPDTl8Klpl1l2xcIG3tjR5Ti3L2/r4J6XW3nDxrttYsrI0rQ1m2nDlIz1kOm3zHnP5dfVtrWSOYZMUcrG+kpe2d7JDx7bRJEig67nbPO+1a1IosCGPb0MxJI5/WX2UWidvrLdsPP2i2bwg8c38cr2ToPbPce4zLU1ZWRp2trL109zfRUb9vSm+bA5R9kVCxv43iMbcq7TFQsbssRl7bbmt8PwyY3nTebmVAA9s74d5hwWWrf2OYbBeR7KZ8RnJlZR7JNZu2uwbL56N5w3Oe/6NW1pqq+kO5zI4gh/6b0Orl+1nt5w3BLudEKmcGdvOM6Nj2zM2e8N501OW9OmTzM/z+z9H00cylhcuHDh4pOMF7893/G6XxHpjhR+ue7ChR2aDn0xlYRq0HsMNRN9IG7Q3nX2xzHzfvvynFoMJzR6Iwmu+9/1LHtoLb9LncI1gsGD5VT98DnMPwiYwqcfRLulAYVJNbmp6Ar5YG93hFhC5XOTqwn6ZKQhGKrrxpybbXtkkbbeKO2hGH0xNUXroqf1bQrADsUmO5LqYAA+mtRpC8XoHEgQiiV58T2Dw7xzIEFXf5x9PRE8koBfEVOUljoCOn3RJP/z2i6uenAtP//7O0wdGaRjIM7u7ggdA3GKvBL3rm61RDxN+hifnN5WiVfKEuw8vqbEau9AXwxdNxJdfB4JBCFNSPSf73dw2f1ruOMf7xFLanT0x2jtGKBrIE40keSf7xvP4/eubuWy+9fwnb+s57L713Dv6lYyYQp3CkB7KIYAOYU7//l+B7GkRvdAnNaOAfqjCU4cU4qqaXSZ12LJtPpDseFo4FDG4cKFi48XDiuIftNNN3Httdcybtw4Tj75ZObNmwcYWekNDfkzkD9N6Ism04IqK1taWdJYlxUAKvJILG6sY974SlZv66RhTJmj2B4YwTKnbNLqoNdRQM+sU+SVrXpmGw1jyhge9OXsy26Lvc9c1+33co3VzGg2KVhatnUipDIActm/elsn1UEvw4M+x/vDgz5HwUb7WJ3alASBZfMn0jyxqqDPq4NeGlOZ9lIqW6GQ/15O9W2O+dYnttAwpswac2bZ6qA371woosDiHD6127V6WydBv4fqvLZ1UO3gz3x+cJr3zPKZ8z6U9uxjKPJIaevDvl5atnXSH1c5EIrlnat9PRFue2ILVcVebrlwWlYg3d6maW9zfVXOMub6a9nWaZU392q+cdnXXr79cOMFU7jtiS1pPrzx/KlZZZvrqwj6PXnHHvR7GFHqTxuzfQ5y2WGIfxonDRpqy9P2YqE5LLRu7fvPvlZNW3LNzzv7Q9x+0QwGYklufXyzZXc+X04fXZrzs2C1bT8ubqwjmiPb8KX3Oujoj1Ma8PDji2ZkBZ9N4U47hUpHfzxNuDez3xNGl6XRTp2SZ/2Y/R9NHMpYXLhw4eKTjHk/es7xeiShHVKWqAsX+RBQRLyyc1D2cEU640mNUCRhPL/oOpIoEPTLBH0yV35mPJVFHoo8IoVCwbJAwTJ2HEkMXMf4nisKRoBVPML2TJ7zi2eP4Y+Xz+ObZxyfN0if65aY0sCRRZFvfu54bjhvCuUBhaBfZlixh4oiD2V+2epPEtLbFFP/e2Uxb/C9xCtRkjodO9Rxl/plSv0yvjwnL+0QME4clgW8/OIrDXz/wml8ZdYYtBQnvkcy+Gie3XyANTu6qSr2MKbcT5lP5r32AeKqkaU+rMRLmV/hqs9O4G/LmnnkG018/8JpfP/CqfzxilNY7CC8uWlfyGqvOugl6Fe4/uzJ3LVwJisWzuTuRbOZN6GKlS2t6BjxCq8kEk9qlPhk6qqKKPYprGxp5ZmNbWnldIzvLe+09WWNeUljHXcvms1/f2kGdy+anWWbad/KllaKvUY/FUUeg3Jzdw/FKbHS8iIPXllkXoou1KwzFBuOBoYyDhcuXHz8cFh0Ll/60pdoampi//79nHDCCdb1008/nS984QtHzbhjHaEMgZJwXOXqh9axtKmO686exJ7uCD5FQhRFrn7oDX79bycBhfmCne4XqtMfTefkHQonsb1cZvlc181r9rH+57mT2dkZtkQIM+kdoonCR2fz2Xs4/gLjWFqRV+IHn5/Kwb78QatwTKWhtpyrH1rHT798wpD6BYP73axn50V2GnOkAG92KJq0fLq0sS5N2NFuF0B/JPGBrCPzfolP4c9XzMv6ImCf96WNdRR783/EBDwy9yyaZY3h/iVzkAWNn375BMf10hdJ5OWFB4N/PBxX6R6IUxpQuPnCqcSTGjs7w4wu9/Ps5gNpbV790DoeuOxkFjeOy/KpWcbkejfHZ+7VQn6yON4z/BLwyITjhqBpa8dA2pjCcZXWzgEaastZ2lhHXNUYVuylyCPT48CXbkd/NEFN0MvNF04lFEnQ3hejyDYHmXbEkhpjKwPIqSOiU0aWZvVRaE1ECsxHkVfmrktmpvl15eLZ/PTLJyALArd+fhpJzciWCXgkJNHgKP/pl0+gNGBQpGTandR0rjt7EgnV4Ios8RoZRD0FRKHs+9G+XzJhcoSPLPNz54KGgsKdhTjHu8Jx7lzQYK0vpcAXow+Co3yoY3HhwoWLTzIO9sU+ahNcfBogCAS9MgdTL8XtvNqHCkkYDLzrGZzTZX6FSFzD55EQBYHKYi/hLme6IhNiShhzKPaIgsHHnTyCF0yCYFCFBH0y3eEEkoiRrX0YGfOyCEkdhpf6OL6mhKc27s87DpPyJTMTXBYFVE0nrhl83R5ZREBgTHnA4i3f3tEPgEcW0HUBNUV1IgqgyCKJpEZc1fIOQhQNruu+WMQQ7dQL09B4JNF49haGJkSqCxD0y0TiGh5Z5KvzxvKL595Fx1gnoiAiSxrxpE44nmT8sGKL0rQrRasiCgJVxV7aQzFOGlthZUPny4rO5PTWdJ32UIzR5X5Om1RtlXtha3taOW8qw73UrxDwyPgU3eJmPxSO8ONrSg7JPp8iGXzo6iAfuk+R0vr4KHjKC43DhQsXHz8cVhAdoKamhpqamrRrc+bMOWKDPkkI+rN5Zk1xuoYxZVz1wFoAnri6kStOHc+oMh9/uXJeGq+ZCbuIYZFHzhJnzMcTDFDskynyStyzaBaxpEZtRQBN1wtmPJrtVpd4Wbl4NnJKaVsSBH6/ZA5jKvzcv2QOA/GkJaQXSNlvjvX8GSPYvD/ErNpyTp9UzVlTa+geiKNqOm/v6WFcpZ9ChyJ8ikRVscey3y7aV2jsAUVyFPwr9kl09CXwKhIlvgLBXu+gUKrZ31B4nc0Apjl/YysDPPy1uZQGZJ771qn0RuK098XwyhKVxR6++bmJTBtZmjVGMALXmeKGdnhl0RKyLfEr9BXg/HbyWyFfmvf7ogmqg968ZaXUA5nTnJlBY0USWG4LVhf7ZL78m1fS2gl4JL75uYmcdnw1kihQVGiuPMZaqSr2Ek1q9ITjlAcUK1skUxC1YUwZsYSGIAi8196HrhvZ1z/98gm2tWL0afq3qiT/2E0/2f1pn7uVi2dbgqZ2DnTTppFlflRNR04RXYaiSZKqTmmgMLd1OJ6kvy/GW3t6kEWBzx5fnSWwaRexHVPhJxQxhHobxpRRWqSklfc5fB5l9plP6LXIK9E1QNrpi4FYkmv//DZLm+oYUeZDEAQCHon+WNIQUUagtaOfEr+HioCHgEdyFLNtGFNG0K/gkUWKvDKqrucVEx2IJbP2ca4xZUKHnGlEhTjHS/0KHf1xS4z1f79+St7yHxRH+VBESI82esNxOvrjlniqXbzVhQsXLj5sDCvxsr/XDaS7+GDhV0TUHLzYhwpNTwmEpsQynTinJ9cE8SlG8FUUSOvbDgEjiaiQ0Hya3cKRndAQUqKYmmYQ1yRV8tqYD2pKZHNyjUEfO7kmiCgIaTSZ6Z1jRaztfZqnTgKKbHFQZ/JTBxSZWCJOUtWRMh4ZTe7wgGJ8P4gm446RcZ8iWXNCypRCw9Z0Hb9HQlFFYsnCJxMFsPjNzbGYfkmqOrKkkVQNvvKAR7bGGEsYfPCxpIam64fMyT1UTu/Mcrn6Ndfw0eIId7IvoMjo6Dn7cHnKXbhwMRQcdhDdRWGU+GSa6isd6QU6+2M0T6zizZ3deCSJuXWV3PKoITK3bH49jfWDx/2HIs7YHorRXF/pSInSVF9JsUfixr9tTLOlub6S/zx3clpfdpi8xM31Vbx7oI///OvGtHtLGuu47YnNLDh5LNf++W3CcZWm+krOmDzcCnqdMWkYIgKb9/Vy4pgyfvrsO1liqefPGMHand157RgR9PLDJ7dkiYresaDB8GWOsZ8+aRhlRdmCf031lXxp5mi6hQS3PLqJpSlaCae5aqqvpD0Us3y2bnePFajdtLc3p93N9ZU8s6nNEpm8NSXWmUuosXliFVd9dkKaWGtjfSUrFjZQ7JF5e3d+H21tC1mioA215dSW+2mur3KkmWieWEVnf/aXyHW7e3L6wVoPtrolPjmtj0xx3JsfTV9z9jXbUFvGuwf6rL9n1pZR7JHS+g94JH61cCY+ReT2p7ey2mF/ZPp8XGWAP14+jxv+li2ye+1Zk5g/aRivbu/K2lMBj/GS6a4XtqWJ25pr5YsNI7ni1HrLv7ltqGLD3l7rZyaaUuvZ3CMmx/e6XT1pNjmtk3sWzcq7TnsjcfpjKtevWs+vFs5kxfPv8ZNn3s3yfy4xULs4sCkkfOaU4TnH2lRfiV8RuWfRLFa8sC3r8+meRbN4fms7P//7e2nX1u3uTlsnTqKlSxrrWHj368waW87KxbNZet8aRzHbQsKndlFkk5f8MxOraM+RjWjnCN/XE+G6Vetzio+aMDnHX3ove6811lfy7OYDrHh+m0FHs3g25UW5y3+SOMqH6j8XLly4+LDwynfPYNz1T2Rdv+WCKTy8Zhdb2/o/AqtcfFTIlxU8lCxgEYPzOrOeKIj4FJFSn58dnZHD5ig36UQUUcSbCszHkhpJ1QjMRuIqtcMDgKG3srKlFZ8i5RTIrSpWmDm2ghe2HqCQhm6xRySc0FDzHEg0s+Rz+UkSQBEFThxdyt6eKJKYJJbUEXUjaK0D0cTQ1U91HU6ZUIFHFnmnrY+zptXwuSnVPLv5gKMNum5krxuJT1jfr0yhzBPHlPLUxv1Mrgla/tvXE0ESBb4yewzbD/bz983tJFLRdwEjEC/oRoLVv84aTXXQxy+fe5ceB02Frv4YHllkxqggOzrD9EaSedeCIgrIksjpk6pJajqPr99HOJ7bPwLG9xdBEPjMxGHW9XFVRZw4upR1u3oMfwtw1pThzBlfya9ffJ/dXWH8HonPTa5m074Q7aEYPkW0OLnfaevj9dZODoRiDA96mVNnUCjaxTZNTu+VLa1p9cHIPjef8/b1RDh/xggeX7/fKufU71nTatiX0jnLtMcJhcQ/ney78tTxHAhF+fObexiIGok79j5yjemTmCn+YYinunDxSYWgF0ql/QQhFApRWlpKb2/vhyKAuq87TDihcsujm9KCXk31lfzXv0xnf2+E7R0DADy5YX9a4NAeFFo2v551u7pzBk/Pnz6S2XXlAI593fr5afz0ma08sfFAVv0zJlXzrTOP47+e3OIYxHr4tZ1c2jyBS+9fk0Wj0VhfSUNtOet2ddNQW24F0Mzrb+/u4TtnHc+Pn95qlcsViJs1roJpo7IFVZvrK/nuuZP52bPv8NzWg451rz9nEu19Me5pyQ6i/fAL0/neXzfkDDp+77zJnPPLFqqKPVagO9N/N10wlYW/e5XJI4IsO62eJfetYWmKP/qrc8fhU8QsAc/miVUsaRzHsgcNCgr72AvNp92Xpg/OnT6CW5/Y4hx8r69kUWMdsiDwu5btrN7WScAj8acr5tIXTWbZ1lhfybLTJlLik/jRU1vT7s2fNIzrzs4WZzTXw4Ov7eTy5gkU+yR+9cI2rjt7Em29UUtc1RxbvvlurK/kvOkjqA76rGD6+dNHcNK4Cu55+X2u/Gw9Nz5iBN+Xza9nZKmPJzbsd3yp5OTzYq/EL/+RLahq9n3d2ZPYuLc3rc1C89KUWkvf/esGy7+5ArfLTpvI7q4BaiuL2N05wLdXbcjy48Ov7eL0ydV8968brbYOhqI8brPJyZ6hrNPja0pY2mgIV+Z6GbK0sY6VDmKg5n37Gpw/aRhXn34cP31ma9YLkSWNdYTCcf66bq/jS6zm+ipOGlee9lLC4F8fxz0trQXXiWlH88Qqzp0+gu/+74YsvwxlP63b1c2Sxjqufmgds8aWW0LB161anxbINjnCR5T56Q3HWfbQuizxUbPcnQsa0jKq9/VEuD6jPdNHdmqg5olVrFjQwEBczSpv7/9Yx6H6z4WLTyM+7OfSjxs+qvE7BdF3/Pg87l3dyn89vpnkp+ab0ccTcoqv+hBiqx8blHhl/m1uLXPqKnm9tZPH1++nN5ygP5ZMC7YLgE8WkSSBhKqTTNHTmUvPHsA3MoglThxdyvo9vfTH1KxArCjAmVOG883PHc++nghPb9zPUxvbGIglh5TxrYgCiRyR8EL0I0NBkUcioWrEM4ypq/TTFooRyTPZ9v4FwCsLlPg8+BSRpU11LGms45Qf/4N9PdGcbZR4ZS44YQSnHlfN397awyvvd9EXN055AkiiwOcmV1NXVcSf39yDquoU+2SmjgyyZkcXvZGE9TLBpIcxT0kvbarjlAlVvN7ayT/f7+T11k46B9Jp+UQBxlYE2N8bIZbUHf3pkwWmjjReNvTFEkQTGh5JQNd14qqe9pJASI3p7Ok1yKLAP7a2o2nGi4mpI4Ns2heiayBOJKEiiQKlPoVvzK8H4DcvbiccTxLwyFxx6nhOmVCVFky9d3Urv3zuXSvgb/rc55FRRDHN75AejP3n+x2sbGklmtBIqCoIglXn/BkjmFNXafWTK4g7lODuvatbrX4y7cmEk339sSSSKPDlk0Zz3TmT89b5JAaYD8V/Llx8mjDU51I3iP4BYsv+EF+95zVuv2gG1UEv/VGVYp/BvSWJAlc9sJbfL51DbyRhUTuYsNMV1AR9nHdnS85+nr6mmXA8iU8R8SsykYRGXzRBsU/mQCiKIoh89d7Xc9Z/5pvNKKLIQDxJNKEZPNY66Oh4ZJELV6zOyUN9z6JZXHr/G9ZPE09c3YSuQXt/jKX3rcm679TO8hTnsUkJ4ZVF6qqKiKsaZ//i5Zx1Vy6ezbIH11p1S3wKfdEE63b3cPbUGs7P47snr2nm3F8abZtUHdVBH+FYkqBfIaBIdA5E8XsU2kNRhpV4LT7C8+5oIeCRuOLU8Zx2vMH9Fo6ryKKAT5b419++QjiuZo19KL7IvG9ey6TN8MoiYysDvH9wgNqKAOf8ctBPmX6x832vbGllxcKZrN3VbVAEeWUGYgZH98Ov7+LiObXMrC2n2Cvj94gkVZ3ecII3TDqQVN2zp9bwr795xepjWImXC1esLjjGv1w5j39f+bq1rh5b3siSe9fQ0R/nmW8245VEIgkNTdNpC0Xz7g/T9uoSH1/57Sv88Yq5XHDn6px9r1w8m6BP5ku/TqeNKWTzU9c0p/k3cy7GVRXx5Ib9rGxp5fdL5/DvK1+39nem78Nxlb9cOY+AV2ZHxwDjKgOAwLl3DLafyx5znY4s8xOKDO7z7/xlvUXP9Njyxrw+sK97J2T2/fR/GHMSTWrs6BzAIw2O5c4FDYe8nk1fHspe+Ps3P5M6/qly7h0tjmWc8PQ1zfgVid5InCJvOg+4STXixBH+fns/p//sxZzt/uNbpzKhujjtmtledzhObySRNt9OdfP1f6zjcPznwsWnDW4Q/cMf/6k/eZ6dndmc0SNKvcSTWlbwy4WLQ0FlQCHglbnhvCnc9sRmK1i6pzt7zQkCjC7zs7cngqY7Z7VDOic65OYolwSBuy6ZybiqIi67fw3xpEZHf+ywaFOcIB0mBQvkHtvhYnS5kWwgAOdNH8GvX9qev3/BoHL6wYXTuO2JzQzEVboGBqlSRAzambKAjN8jp2j4YnT0xynzyfRGk1k+lwSoKvbikUXuXjSb42tKeGZjG1c9sDYnvYwoDGaz57pfFvAQisTRdcMmVXMOulcGFOQUl7ssGfzdHX0xOgbilPllQtEkmmbQuFQWeVPc9DqKJFpUJQJYtoMRPP73la9xsC+WldkvAnXDiogltax6Zt3L7l+DjkGZuKMzDLrOuKrcdQ4H9n5yjeNo1vukwfWDCxe5MdTnUpfO5QNEKCWCuG53jxVoiycNl/sUg8rhYH+sIE9efwFuazOb/do/v20FdE2+u+oSHz5F5DdfPQlFEh15gt9vN+qbHO123HXJTMcAuhlAHFbi5a5LZlJd4mXZ/Hqr7d1dEUaV+RhbEeDx5U0MFBhDkVe2jk/Z+/vTFXPzHiOEbJFOXdetoFpTSm07F/ojCYtWo6M/nhaMu+uSmVz1wFoCHokHLjuZpKazsyvM8KCPMr/Cny6fi98r4ZEkEqrK3p6o5ePpo0oBI0vW9JHJ01xInMcUcrQHaQMOPPgm/t+/zeTr/7OWP18xN437PZNH2slv5j1zrCZyXTdR4pVpGFPGnu5IWh93XTIzbQy50N4XSxvD7i6jnWXz60kmdd5v78OnSJQHFEd/2fs0x//Q1+ayYuFMYgnN4lA3yyqSyMvvHeS3L20noWpIopDF1R4vsNAGoglHbn2T0/2Pl8+15sYcXzihpnG+Z/qgSofN+0N4ZBFPBuFiLh+a6zTX3IAhJJwPvTkESjP3tTnG3nCCgbjKyFIfxR6ZuKoxq7acKV8OpgmXOiGualkvHPpTIqIVRc46B2AcS64J+nj48rkUeSQkQaCy2GN93hXyk4loQmXSiCBQlHUvH0d4IbFQJ/FPs711u7rzBvbNuh8FR/mHhf6Y834x98gHIZ7qwoULF4WwP0e26sG+GEom8bELF4cIURSIJrQ0kUS7mK09q1pPUbOY3wNFETSHRxpJNLLVdQaDsE7QdJ0tbcYzZTSh4feIR5xBfrRwtA8VxJMaw0oMIcy39vQULK9jUN+Y8yJlOFEUDZ70cFylptRvCGDKIppucM9rDl/WdcCriETimiU8uaUt5FjWXifX/IGxJgzbBGQJa96dIIoCkdT3izEVAUu0U9N1REEwqGxSArReRaQnkgB9UFTTSTRzX0/EahOyTyGomp5TbNMuytkfS1p189U5HByu+OdHIRr6cYTrBxcujhxuEP0DRGlAycndu7SxjoBHYnS53+LbNpHJ+WsXHnSCT5EQIYs72oRJKbDswbU01Jal8QRDfoE9p3tD4WivqwrQPRDnxylbVi6enXcM4bjKul3dWbYF/Yp11C7f+J38FfBIlBUSYvQr/GrhTL7x4NqsQKdXFq2x/uzZd7L42Jc01rH4vjU01Jax7LR6PJLIN1I+/vwJI1mxsIF7WrJ9dOGMkVaA2wn2fvP52Kw/pjxgCWnaud8LrRv73OZaA7muh6IJ7l3dyvfOm+JYfqgCpSYCivN4m+uruPH8KXn9Nbrcn7qfZPlD63hsWSNzxlVk7YPm+iruumQmo8r8/OCxTVnzedbU4TntDXgkKjP8a9Yz56PYK1u/m+OTBCFrvuw+6Ism2Lyvl4tmjso6hnqoPrSj2JdfDNTpfr41d+GMkSy5bzUn1ZazqHEcD72209JCuHNBQ96+Rpf7+dXCmdzdst1q977Fs3Puq18tnImO7rh3ls+fSEVR+p4u5KfDFeksJBaar90jqftJQak/W4vCvl8+DT5w4cLFxw8jynyOmegBRSqY5ODCRSFEE8bJw6Sqo+kabaEoMVuyj32FCaSC4oIRPM2Vy6FqOggGD7euQzaZy2DbB3ojxE2R0YR25Dwsdjs+RttD1TT2dIcRgNKhPE+kRFkP9EaJJdWsxJmkZsyHJAqDApip7Gkn+hwTdkHPd9r6ONAbzct/ky+ADoaNqm4khCVUIxNd0J0D6X3RBIok4pElOvpiCIJhq4DxQkUQsL5DhyJJPKJBH9QbSeCVDfFMXTdOSbzT1sfxNSWMLPOnCc/a+9WBSEKlL5YEXU+rB4YopyQKHAhFDQ76VD3Tp0dLoPNwxT9d0VAD8aSGjk5Hf4yqYu+n1g8uXBwJ3JSLDxDFXjmNM3lpU53197rdPdxw3mQ27OnlQChKc/1gxrS9HGAJDzqhqb4SXddRdZ39vZEs/muA1ds6jcB9U13a72AEFtft7rEERDNhCk3akWlfZj83njeZ7nDc4skG42Egs53MMWTbZogtSiI56zam6jr5y+Qiz+W75pQQ4/7eiNWn/d6BUNQaaybfc6ZPV7ywzWpn9bZO3tjRxcoWZx/d+vgmbjgvm3/NHM+63T0FfWza21RfSX8swYqFDdyUIaSZb93YRRabbL/bkeu6WbdlWydv7eqmeeLgurFEMofYt/m3mjGHJl7e1sGtj2/ixjz+2rCnlxvOm2z57fXWLsd98PK2Du55uZU3dnQ5zueGPb0057D5hvMmZ/nXrGeu+bZQlHtXt1q2NNZX8sr29Pmy230gFGXd7h6mjCzlhkc28sr2zjSf5fNhc31V1ss3e9um0HCu+wOxZNb9fGvu1sc3sbSpjpe3dXDv6lYmjyy1xmV8duTua+OeXvb3RtLaNefbaR72p0SFnOy48/n3ULX0z4N8fjoSkU5TLPRw2j2Sup8E9Ibj3PhInv1y/pRPvA9cuHDx8cSL357veD0UUwkfiyTcLj5W6Isl6RyI85uX3qc7nKCz3xB8z4UDocETyU6BUiMgmhIYLSDiCfDQmj1ct+ptpo4MEoomjnoG+McFnQMJeiNJeiJJ/r7lAGKB6LQO9EaSPLRmN6Fo0lHMVIfUyeQY7aEYsRSfeCShOp4a13WIqRqXNtXxz/c7DErJN3bnPGFeXeIh6JNzBuQF4LjhxWi6wX+u6cYLlFwHZKJJnb6YSiia4EBfjLZQzOL6VjUdjyRa6yUUTZDUNBrGlNEfS9LaMWDRD/746S1cdv8a7l3dyvE1JTSMKUNw8KeOsV47++N0hxP8+KnBegD/fL+DaCJJ10CcfT0RFEmgxK8QihhZ6UdLoNMU/xSA9lBsyG0fbr1PEu5d3cptT2wmkjBO4O/oGPhU+sGFiyOFG0T/ANEXTaYFERrGlFl/r2xpZfroUm57YgsjSv3cfOEUK4htL2eWXdJYlxUoaqyvZHFjHZIgIAgCw4M+R3E9MIIXDWPK0n5vrK/kxgumsLLFEJdYfvrEtIAowOZ9vdx4/tS0vjPty+qntpxwXEsrIwkCiwuMwW6bIT5Yx62Pb0bX4aYLpmYF0ptS2eCSIDj6a974Sm59YktO333/89NY9uA6hgd9lm/MezdeMJUJw4qYN75yyD61t1Md9DmKOgK8vK2T6aNLs8bTPLGKZadNZGVLa2Efp+ZvcWMd0bhG0O/JCkjmWzdLGg3qnMaUIOXW/aGsMjddMJXN+3pz1gW49Ykt/ODCqdbaNfvcsq/Xse+mjPpme0LGHGb6q6G2POc4bntiC9NHl1p+q86zD17e1kF10Od477YntnDTBVOzXiY11lcyfXSpo3AmDK7561atZ3Vqbjenxm8Gg+3rq7nemOcRpf60uc6cL/PvzHVizM0URpf7s/ar6ZPrVq1n2fzs/WwKn8YTOkua6oa8r192+Pwwf65sac36jLDbcusTWxie4fN88z08z95Zva0TVdPTPkty+ckU6TxcupTSgIcfXzQjKxg+lHaPpO4nAR39cV7eli0oCsYczqwt+8T7wIULFx9PnPj9Zz5qE1x8wqGTouHIE+wu9cuMKvdbwUp7zNLMUC/zK1w8ezRlfoVyv5JVJhdC0SSvbO80MtGPYXgkgz4yH4UNDL5kCHgkhFS9w4FXFhAwMnXPmFyNLIrGKQAHDA96qSj24JVFRpT6+c2L2+mLJBAFUGxcMYokUO6XqQwoeGWJ2y86ge9fOJVlp9VT7B001OBkh46+OJIAFcUeRpf7KfXLqFp+Gp9EKttcxKCC0TQdWRRZ0jiO8oCHimIPdVVFFPsU3trdiyRAiU9GFo3xxhIq8aTGypZWntnYxqZ9IYYVexkR9FLkkRAFKLWVNxFXNeLqYL2VLa0U+xTqqoooL/JQ6le4/Ysz+O8vzeDuRbNZfBSFK5c01nH3otmH3Pbh1vsk4J22Pla2tKID4yqLqCry4PdI3HDelE+VH1y4OBo4ZuhcbrnlFr7//e+nXTv++OPZunXrR2RRYYQi6Zyvdu7ecFy1+KS/8eBafvvVkzhpXDnXnDEx6x/scFzl6pTopkEDIxOOGyKQVz+0jvuXzCGp6XSH4+SDvf8ir0xDbTk94Tg//fIJeGWRNTs6+d65k9nbE0kTQrzk7le5eE4tlzaNp6QA/zFATziRxVMeTqhc++e3rTHY27/6oXX89MsnWGVLfDInjStn2YMGBUYokiSR1PjO2ZP4T9E4hlXik9F1naSmEU86++vX/3ZSlu/s/W472E9Hf5xYUqOq2MtDX5tr+XXh717lq/PGMm98fk51u09z/e6EaFzjtn+ZZojARhL0xZJUFXv5v3fbuXNBAwFPfj+b82f6zonj2j72686eRDimIksCHllkf2+UOxc0WGP9w9KTWTCnNs0/C39nzPt/nHEce7ojafNlUpOYGRvfOvM4FjeOI5bUkAWB686ZzP6eKNeeeTzXnyPQHU6gabqRUSEIrFw8myKvhF+R6OyPIzilPNgQiiZoqC13XDv2vVTI75B7bsJxld5IgqVN41jSVIdfkaz14CQIZceOzrAl6hmOqUwZWZrmpyKvzF2XzGR0uR9FEnl2cxu/eXF7ms1Oa1UWBH5w4TTCCZWucJykqrN2VzfbOwb45h/f4hunTeB7506mL5qk2CfjlUU6+mP89Msn8GprJ3PHV/Cf506mP5rEqxjvTF94p53fvGgIMJl9lXjlgtlKTus7ltQIx1VaOwfyzk+mzzM/H3L144S+aNLRT0sa61jaNJ5ir0xlkeeoiHSOLPNz54KGwxL/PJK6xzoK8clHclAzuXDh4tjCsfhs3hvJr9Hj4tOBPIwbH0rbHklEEgVEQTBEKG2VZElA03Q0dIaX+pElEb9HpNv2vVIsIPIZiRsUJEciBmrHB+mvfL2quo6A4ZN4noHoQJFHIpJQKfV76ByI583Yz4QigiiIyJJGXNUJJwzKF6cXIQLgVySKvDLtoRhb2kKE48bniiyJoIMqGC9RRpT6KPV70HSd9lAMjyzy1XnjeGFrO79/ZQeyKCCnIuSJpEY4oSKLAmMqDF52UTA+swRAFgUSeQYliQKSJJBIasQ1DVkSEQXB4r72KTq7u8OgQ1lAYSD1vdDkTI/E07n8RUFAkePs7o7gkUUG4iqyCAktJXarG5SKTvV8imSN97RJ1UOfiEPA8TUlh5U9fbj1jnVkcqFXpTQFPAVoMV24cJGNYyaIDjB16lSee+45629Z/nibH/QraYJ6w0q8gPGm/JrTJ1JXWcTDX5tLkVdCEkV+8dx7/OK59xy5rO1CivcsmpUmWlfsk9nXEzkkDuWBWJIVz2/jnKk1RDwqb+3pQdeNhxAnQTyz75WLZxP0FQjw+iQG4um2eGUxr8il3TZREPjtS9sHedEDCv1R43iaTxH5+5ZOKwAZ8Ej8fumcrPbCcZWEOhicdOrX9HN1iZeAVyYUTiAKAg1jyphVW044oeIvkM6Qi1e80FwEvMaDnkeSKPEr6IBHFjlv+kie3byfSTWl2XVsawkdZtaWQ5PB41nsk7LEG+1Cfp89bhjFPomDfXE0XccriYQTqtEGBr1G5rwHPBKyKKCIIlXFHoq8Ml+oGskXThxFTyROe18Mr2xwhfeE00VZM9eo2Z4pfKuIxumJhKojCAIledZUwCNRVezNKVBo+Fti2fx6xlRkawxkIt/c+BSJ3kgCWRQo8ysU+2TmjKugoih/4FORBKqKPfz3l2YQ9Cs011dx3vQR+GSRv29pIxpXueqBtdyzaBZSSuzn90vnkFR1SgMK/3HGRBRJ4OS6SpKqTpFXAgSef+cAAIvvW5PW32PLm1jaVMevXnifSTVBlqeCynYfJVSd37y4nfmThuNVRC5csTrLbnNfPHVNM/t68r8oGF3uZ+Xi2azf08O4Sj+PLmtEEgX+cuU8K2jd3hdznJ8xFQG++bmJyKIxRr8yuK8y1+2YikBeO4p9+QVzn/6P5qMSrO4Nx+nojxOKJgj6jcyaQ23TXj4UTVhpRJ/0QLrLCe/CxacHx9qzealfpscNpH/q8UEGhIfStqbryKJgCE0K6fW0VKA0oMhMtvGbF+LTtsPvkVCjal6Ry0PBR0GH7vdIKKJILKHmzAg3IWC8LBAF4wXEofgKs66ukVQNUc4TRpfx2vYu+mPJrEC6IKTzfE+uCRLwyAzEkiRVzUoMEgSDM13z6Vm80yb3+EBcRdV1dGvOJYu33ORlFzPWRy7o6BYHun3t2DnAA4qMjm7wvac40007zbHY68QSmuHTFMe6SSWv6iCJpL5zZNdzebY/fnA54V24OHr4eD/pZkCWZWpqaj5qM4aMMp/MysWzufP591jx/Db+44yJnDGpmn8/ZRy/e+l9fvTUYKbOD78wjeaJVbz8XofF8etEd5DJJ21QGBhvt3X0IdWzc1Y/tck4fnXPolnc9cI2klr+NqqKPWzca3BHO9FbmHzL7aFoWjtDHVNjfSXvHuizxOdm1pbx5Ib9VsDMoKOoZ8aoMr79l7f58UUzePdAn2PbJp+7EzWE2WdzfRXvHujjP/+6Mc2nixvrrMz5Qm2Yvx8IRdnXa4hDdvbHrPnMRHN9FS3vdXDapGpuejSdN7ipvpJbLpxKLKHRXF9lUSLkEn1sqq/k3Gk1dPbFWbloFne+sC1LyO+eRbNoPdjPxJog33hwLTNry6zxheMqTfWVfP6EkWk+DHgkVixs4N6WVn7x3HvWNXOd2Oe+ub6S7547mTMmVfPc1nbL95ntmcK3v3juXRaePDaNf3vZ/HpHPwc8EisXzeLmv23MEqA010hDbRlVxYaIIcDIUl/OtVaIS1zTdR54bScLTx7LbU9uLmifWW9rW4gHvzaX7z+2yWE+pxFLJpk/aRhd/TGOqwny5o4uy6+mXd84bQL/vvJ1K/BsrvVir5wmrNpYX8kzm9osId53DoS4Z9EsVuSY+2c3t5FQ8+/rfT0RDmTs2cwyz24+wIrnt9FcX8X5M0bw0ye38Or2Lu5Y0MDPn3s3S8zYPj/Pbz3AnHEV3PXCNn7yzLssm19v7J9dPVnrupCvI3E1595qrK/k8fX7Wb+7hx9fNOOwHwz39US4btX6tD4+M7HqkNs8Wu0cazA54V9ymKNPAye8CxefJhxrz+Zv3XwW465/4qM2w8VHAAkjiaUvg6PcKctaSfFKHw4hiihgBR7Rs9seXuIhqekcCEVRRFBkmXhSs07iaakM3xPHlOKRRU6ZYDyDSZKIlsqOVnVTCNMQxbSjyCPxzTOO4++b23hle1deWplMuzNj1aU+majNNjASR1RNP6RM71wwud4z25IEGF3mp6LIw9pdPYRtJxglIPM8m45BS3Li6FL29kTxeTTCeQRBTZQFFGqCXt5rHyCeNAQ8x5QZFITzJw3jr2v3ErGN3SMLBDwyXQPG6dNTJlSytyfC6HI/3eG4IViq6fgUkZPGlvNeez+7u8L4PRJfP3VCWgb06ZOqefTtfYNJY36FZfPr0YFfv/g+u7vCKJKR3PXugX4G4knr5YB9XF5ZREAnmjqZ7ZNF5k8axriqIs6fMYI/v7mHgdSJ1StPHc+BUJQ/v7kHMeVHj2SIKtcGfWzY28v5M0bw+Pr97O4KAzBjZJD9oRiikERDwCMPcq4LCHxmotHX0qY6fvX8NroG4gQUiX+dPcZK0Dlamd/vtPWxryfCyDL/EbV5tNo5lmBywq9saaU9FMOniC4XugsXhwlB14/SK+oPGLfccgs/+clPKC0txefzMW/ePH70ox9RW1s75DZCoRClpaX09vYSDAY/QGsN7OkO891V663g3zc/N5EzJw/nh09uyQpAWwHK/3ufN3d2W4GlzIDc4sY6iyKhKcVbfel9a/jpl2cgpI69ZYoqmtzEZkBrSWMdD7+2k4tPHmvRIqzb1c3qbZ1pwdrMvr991iR++Y93eXV7VyrAuiON99bkW1ZEKC/20h6KWraY7d63ujUtOOZkm/n7+dNHMCzoS6PFMOucP30E1UEfK1e3pgXi7DafMWkY3z57Mj94fJOjPx5+bSeXNU9g6f1r0to3yzTUlrOypXVIdi87bSLRhEHN01BbxnfPmURfNOk4F8tOm0iJT+JHT211DFg21Vdyw/mT6R5IWPWXza+35igTzfVVXNpcxz0vb3d8sdFcX8VJ48pZs6OLhtpyVjy/zRqfGbicP2kY1555PD96cisvb+tg2fx63trVnTbmfDY01ldyw7mTrbWdOd/L5tczstTHExv201BbntVOrvXxwy9M46kN+3O+sDl/+khOGFPKT599h+e3HrSC9X5FTBO2tfspoIjc+fy2rKD8d1Lre8rI0iHbZ64DWRD4Xcv2nPO5bH49pT4PAa/EDX/dkHM89jkZHOMI9vZGrXlbYvsMaKyv5NKmOu5tyRbpNMd80rhyfvvSdsc9YrZ3/ar1/ORLJ+BTxLyfH+Y+aaqv5MTUKYZ8a+K81D7duLeXNTu60l6q3LGggfZQlCc27B+Sr5vrK7nqtImU+iV6I857y27nZyZWceeChkPO+u4Nx1n20DrHIP2htHm02jlWsa8nwvWr1qcF0k1O+BGf4BcILlwcCj7s59KjjSN9Nv+oxu8URK8u8dDel58W0YWLoUCWjBOSSVUjlsz/NdvMMs4VkLbfFwBSNBr5UOKVaayvZNO+EL2RBLGkhq5raLpA8hAj30UeiWKfzHHVxUQSKpv392V9Z7LDK4vouu5IvVJd4qF7II6dqr3II/Hv88YiiSLr93aztyvKjs6BLAoaEUAwfmoMvqRwGs7woBdFEtjTHXW0sSKgsPDkWoYH/cypq+D4mhK+85e3WfXmnrzUN6IA1SU+JgwL8NbuHsJxLa9IqFcWUGQpxdcuc8Wp41nSWMe9qw0tsmhCQxIFZtaWMm/CMMuWe1e38psXt9MTiZNIGgH5Yp/MSbVlzJswjA17e3js7f0WNWKRV2JYsYedXRHLHx5ZJKCIIAiply0CXz5ptPHduaU1RWeqokgCmj7Iqw7gU0RGBH3s7Aqj68ZLDlkS8MkSiiRw1tQaTj2umhffbecfW9vRNKNOkVfi3QP9lg1+RaTYq+BTRJY21bHkCHm37X47kjaPVjvHKj6NLxBcuBgqhvpceswE0Z966in6+/s5/vjj2b9/P9///vfZu3cvGzdupKTE+QMgFosRiw1mnYZCIcaMGfOhPaxv2R/inF++bP19z6JZCILA0gxqBhMBj8Tjy5to7RggqemMKPURT2oc7I/hVyTGVQYYiCcJRVSKfQbX2HWr1tPRHyfgkXhieRMD8SReRSKe0BiIqwR9Mh5ZpHsgTiDFZ97RF6M0oHDxb18lHFezqDcy6RVqKwIcCEWpKfVy3h2rrTKXf2Y8TfVVJDWdgEei2COjCzqRuMrie9fw1XljmX/8cATB4OYL+mV8ikRrxwCSKDCs2Etc1djfG0UWBdbt7kmjgPjLlfPSMnPtuGfRLEaW+S3/ZtrslUWGlXhZet8aLp5Ty8zacoq9Mn6PSFLV6Q0nqCj2WD5wgukXs+3zpo9gR+cAw0t8BP0yPeEEfsXg9RYEONgfoy9qcGjPrC1n2YNrs2wyx/iXr5/Cuba1kYknr2nmS//vn2lUQE50HCaeuqY5ba3lGot9rjPn/X+/Po+X3utg+qhSx/6cKFrsWLl4NrUVfsJxlUhcpaxIwSdLhCIGTU5bKJplgx12P/dHk4SixnGzL/36lZx9Pr68CVHQOfeO1Wnt/OmKudZDXDhu8Au2bOvgty8ZXOAPXz4XQYDdXYNc77Nqy1l835qC9p01dTh7uiMMK/bikUUSSY2AV87r/8eWN6JIIpG4yhfu+mfOck5937NoFsNKvBzsi2XtERj63Nv3SNCnEIom0tqz0+1IgmDoEWSUyWwXnOmfTJh7+M4FDY70Pr9fOsdxfk1bz5lWw66uMB5JZGxlgCc27Gf6qDJrb501dXjaHGba+Y9vncqE6uKc9jnh/fZ+Tv/ZiznvD7XNo9XOsQyTEufTxgnvwsVQcawH0Q/12fyjfi4HmPej59jfm5/2zYWLI4WYCnYX+pLtlP2dsywMKTNeSIlQDivxUuyV2dExYNihD62+HZIAVSk6UlXV6RqIF2zjUHjYzcD0/SlqzoW/e5XOAeeXWeaJAaHAiwSvLBbU17np/CksbTICp++09bHwd6/QOZBfzwUg6JfpjyYte3KN0/SBKEBdVZFBnwLccN4UbntiMzpYlBoCcPei2RxfU8I7bX1cdv8a4kmNzoEYug6iKFBR5MEjidxw3hRufnQTB/uixjwLg6cCMk9UmGKk41L9J1UdPXU0wmybPGMQBYOH3XwhMrrcb407cxxtPRE6w4awqiSCeXBgTLnfmDPbGA8Hpl9y+e3DbseFCxefTAz1ufyYoXM555xzrN9nzJjBySefzNixY/nTn/7EpZde6ljnRz/6UZbg0YeJfMKiTgjHVQ72xXIGpe66ZCZXPbA2Z932vhhf+e2rOdu317/rkplWsCnTrky+YbPeXZfMTCtjcrjby5no6I/z87+/x8//PnjfyYZc4wFo74vlDHDHklqaf504ku+6ZCYd/XHremZ/dh/k6sPednN9FV//H2d7zbFn+jcXb3NfJP+DWl8kkVbf7tvDac8uBJl5zURbKGbNp1N/BcVSEyrvHuhP8wGQtXbyCXuueH4bn6mvomMgnlXPCbtSRw0z29nVFcm7tkyh0Mz1MBT7powIptX70+Vzs/Z6JvqjKpKo0dGf/4u7U9+xpMae7tzj6XEQlXVq076e/nTFvKzPmXBctfZs5noeqq2ZMPewU1nzM8sJTr6+65KZlm255iITfQUELp1QSBRzqG0erXaOZZQG3KC5CxefZBzqs/lH/VwOcDDHvzsuXBxNDCWAbhT8IDo3guVeWUzjEj+crkxqmZ5wYshZ7IeS7K7rEE4kLdoPU6DTCaaYqklDkguqVvj59O09Pdbv+3oieb8PphuMlZ09pOI6qJpOqV+xREjt4o7m9X09EY6vKbHEH/0eERCQJYOH3C7gmSlimkzNbKbYrBm8Nvu3i4qabSdsJyUyg/CSkH41ntQYlhKjzByHmDoyIQkg2F73xGx1zDEeDjJFMTP99mG348KFi083jpkgeibKyso47rjj2LbNOUgJ8N3vfpdvfetb1t9mxsuHhaA/XTzNSdDQnh0aVzVK/UqaAF9S0ynxyimhQI37l8xhzc4uVra0EvBI3H7RDKqDXvqjKkG/wj2LZqVlp2dmlC+bX8/KltY0WwKKIcpoFyVcv6cHQYBpI0sp8hjc7uUBOX85r0yJV8ariGkczvZxjqnwc9clM/EpUl6B0oBH4rjhJfzlynkc7DcELO1ihV5ZzPJvrvE+/PouLp5TS21FgN8vnUNFkYeEquGRDcFMuw9LfDIHQlGuW7WeIk/6eIOpudF1mD6qNE3kMqBIqLa0iELCokG/YvkhU4RxqGvHjhJ/fqE+s351iZd7Fs3KWg+mTy1fOqyJqmJP1rxm9jGsxMvKxbPZsLeH2vIAuqBz1yUzGVsRQE6Jb44u91s2OI2/xK9QVezlL1fOSxOgdEJ1iRe/R+SvV52CLBknLlRNp3IItua6VsjX9jW8dlc3wYBS8GhtsU9CFsW8Aqr2vu1rucgjU+yT09ayfV6GB715x+rL8KEh1OrJOwdeWbSEkQrZOpQyXlnM+qyrLvEVnF+7r831dygCvocjYHm0RDFdcU0XLlx82lDo2fyjfi4HIzvXzUR38UFDSMUeC8aTnQjZj7hzI9AcS2oUe2X75UPuShSMdvweCVXViQ4h2JwZzM1rqmCIYJo6MQGPTCThnIluBucLZsKLIskCgfQTRpdZv48s8xPwSEQShYPvCEMPoIOzCGk+cUdT/DGW0ACdpGpkotsFPDNFTM15zXx5YZpp9m+JitraFmyLInPKVB1kYfCqRxZzjsMUw1V1kIRBP3ptdY5EC+hoiWK64pouXLg4Gjhmg+j9/f28//77fPWrX81Zxuv14vV6P0Sr0lHik9ME8tbt7mFkqc8SxXMSiwx4JO5dPJsVz7/HT55512rLFBnUdJ3N+3r5f5fMZESZ31HI8IHL5nLZ/Wu4+cKpWUKUptjg6zu6rP7KigxRRnu55voqrjptApfe/4ZF9fCXK+cVLGdcq2TlotkW13guUcwffmFamnimCZMf/pZHN2bxT9+xoIEHX9vJgVDUGm9LBpe7vY/5k4bxwGVzufXxTVl+uP7sSfzxirnc9LdsHz58+TxkAX77cnfa3JjCmvYM/MaUuOemvb2WMGM+IdWm+kqeyBBLNUUYTa77hKodkjCrRxIdfWnezyWiavb90Gs7LZHUgEei3HFNVFrUIE4c8gdCUYtS455Fs7j96XTu/zMmDePhy+dyy6ObHOfVFJINeAZ5w00BSkcu+IlVbD/YT0WxN4vrO5+tzROraO+Lsbcn4ujjQnP3zKYDll+a6iu5aOYodnWGc4phNqXEdlu2dRr7v8A85VrLjam9ffvTW7L2YK6xNqXEgM0gu7mGCwm1btzXy5lTavKOyS6qW0gweOO+Xkfx01yfAU6+bk7ZuHHf0PbZ4QpYHi1RTFdc04ULF582FHo2/6ifywFe+e4ZjpzoJR6RvvjhyEi6cJEOnyLiUyRiCY1IInfQWbD9zBVzttPC6CYneIEAdalPZu74St7a3UtbKIokCmiajn6YAfv+aILzZ4xEBx5Zt9eR79yEkdygo2ZwwQsCVBd76Ikk004nemWRL84cZWUBL5tfz+1PbyWaEdBWRAENw1eariOKAnoOTvSygJKXE31yTTGN9VW8sLWd1o4BWjsGGFsRoDfSmyXSaocsCvgViYnDinn3QB8DeV4oqDp4JIGA1xAhlUSBf501hrOm1bCvN8JvXtzOzk5DOHTBHEND4g+v7AAES9jTq0hEExoeScQjGSKQZ02r4a3d3fz+1Z1E4iroOkGfTE2pj/faB6yTB3ZO9FAkiU8RufLU8ehgJNOl2vbJIglNI26bL1mEyiIPB/vjJFTd4HdPBfZ9isj5M0bgkUXLzvZQjIBXZljQy7sH+kmm3OJXRIt3/EgFLI+WKKYrrunChYujgWOGE/3aa6/lggsuYOzYsezbt4+bb76Zt956i82bNzNs2LAhtfFhc0/u6w4TTqhW0NAUPaytCHDzoxs50UFg0UnQ0YQp1LevN8qoUh9P5hBcbKqv5DtnT+L2p52FK5snVnHBjBF8Z9WGgmKRptDhUMvZ+zh3Wg3f/evGnHXtQWn7OPKJSTbVV/K9c6fQFory7b+8zY8vmsF9q1sdfWn6M58g5znTa9KCyvZ+ls2v5+Lfvjbktq47ZxJ9UUMMNJfYaaY4bKYP39rVbYnFmi9B8gmzNk+s4qrP1rNlfw9TRpRmiWnaRVQvbZ7ApQ4iqk31lfzwC9O55bFNPL/1YN412FxfxbnTR/Ddv26wXTMEH01hVbtQ7VDnwhTQnFdfxW2PbeK5rQcB0gLKmUHyq06byOs7Onm9tSvnnGTa2lhfydXzJxL0y/x/z77LxXNqs3z80Gs7WXDy2CHPXVN9JV9rHs+IMj8/eCz9BUFTfSW3XDiNfd0RrnzgTQBWLprFrzLWfPPEKr7x2XqW3r8mp//M9k7M2GtmfXO/2ce6pLGOB1/byZSRpax4fltBoVZTCLR7IM4zG9u4+ORaB99XcfOFU/jhk1t4dXuX8/xMrOIbp9Wz9D5jvf3HGRN5c0dXbkHlDH/k2yezx1UwbVQp961uZW2OfXakApZHSxTTFdd04cJFPhzrnOhH+mz+cRIWdXH4GCpX9wcBQzSRtOCnABR5RPptL0WcykG27YokMGdsObPHV7KvO8K6Xd3s641CSt8pM2hb5JGQRIEx5X5mjC5jyshS5tRV8Mi6Pfz5zT30RRLEVR1RBJ8sMbO2jDOn1lBd4qO9L8aDr+1g64H+rBONggDHDy+myCOzblfPkPw7utzHFZ+ZwJy6Sv75fgf/37Pv0B8bIk3JYUIAJtWUcNK4cuJJjRffPUhHXywtE10UUtnpWnYMXwBK/TLXnHGcJe74Tlsfj729jx2dA4yrDDB9VBkeWeSpjft5Yv0+BuIGv7jfI1ERUNjTkx4s90gCpX4Puq4jiwKdYeOUqiwKnDapmrnjK1nZ0sqBvhjxIVATChhisYokIokiPllKCYKWMW9CFQlV48kN+9mwt5d4clBstNgrccLoMt450Ieq6hT7ZIuH/We2ufEqxqlK05agX2HB7DHMqasknjROTpsikKYopsnLPm9CBdeccTzH15TwzMY2trSFCPoU6qqKrOzqTBFJU1jSmK92nt96kHA8STSpoaqG/eaLG1mEUr+Hf501mjl1lbze2snj6/dbwfHzZ4xgTl0lI8v8/PP9DlY8v41wPEnAI1t1jqaA5dESxXTFNV24cOGET5yw6MUXX8xLL71EZ2cnw4YNo6mpif/6r/9iwoQJQ27jw35Y37I/xFfveS2DckVCEkUeX7+fs6YO54I7D0280RTzg/yCfoXEBp+6pjn1j6TOeXe05O0vnxhkPrv/cuU8eiOJvKKYAY/Eo8saiSU1dnaG8cpiQTHJVV+fx1fved3KrDXFKJ3Gezh2m3hseWPa/BRq66lrminySCQ1nWhCY3d3OE0cdnS5n2c2HXAUaQRDTHR/T8SRjqfIKxONq6i6zsgyP60dA3hlkXGVRWi6TlLTuSglRDqzthxZEigPKIbYjKZTFvBw/p0tOSk/Hl/exNOb2oYkYvp0au3s6BxIE3z8zYvbHYVqh+o/U3zz7F+kz2OmH0r9Cl5Z5Pw7WxwFK+1Y9fV59IQTWcKudy2cSd2wIhKqZgnyDMSSlPgM6qQdHWGCfhlZEojENUp8Mk9s2J9z7h5b3siSe9fw31+awfCgj4FYkmKvgiIL/H1zGyuef9+qF/BIPHz5XA72xSy7traFmD6ylKoSHzpD25OZMPdb5ljDcZUnljfRFooW3FtPX9OMJ8Wh+bmfv+Qo2Lthby9fOGEkGhBOqETjKhVFHpKanvKhYmVZd/TH6Y0k8HuknJ9Hmf6oqyrK6+tHlzXS1R9H1XUEQSChatY+AygPeI6KgOXREsV0xTVduHCRC8d6EP1In80/ivGf+pPn2dkZ+VD6cnHsIVPo0hQhTKoabaFsGqDhQS+KJDqLQ6qaIcSp6QgCVBYZgvRmuWc2tnHVA2vT6CDtdpjc28YLACFnBrgspoQ2BYG7Fs5kXFUR/77yNQ72xQ6Jn/xwUVmk8MMvzOC2JzYTjiXpLKDVY4csCugYp/d+v/TknAHNd9r6+PeVr9HRH0/5RncMypsYXe4nkdToGIhTVeyhqthLbyRBQtUQEKy5GQoEUvNBulCnOecAi1a+TntfNM3fAsb8DSv2UlVi9J9UdRKqSk8kaYjKarr1wkEWjaMCug7DUmvQ7o+jLYppb88ri7R2DKDp6S+WZBEqi72WqGkuUVTAFex04cLFMY9PnLDoww8//FGbcMiwiw2KApT5FRCgN5ywRPEyUUisbyhifgD90WQa33Um+qJJVE1HkYQs7ms7P3KJT+HRZY2EC2QyZNpVVeyhoshDkVcmFEnw+PImi2s8M0B8sC9OsU9i8/4QD7++i5/964l5+0qoukVPYRf9HIpdh3K/P5o+5lhSo6rYw0++NIPhQT/9sSRFXoPr+rktbYRjSUKRBJ2pY3tb20KMKPXhkUXKAx4kQUg9IGXzt/sUiXhSZbkt89YuBPnHy+dSVeLlQChKfzTBTX/byO0XzSChDT5Brlw0m1hS5a09PVm87QFP/q3eF02ysqWVZfMnMKpseF6+7O0dA4AhOhnwSDz0tZM57fhqTju+mnBcRcxBFlhoLnZ3Ragsyg4u2v3wwGVz8EgikbjKT798AtUl3pxc4Wt3ddM1kODtPT3W9Zm15cifESgvUuiPJYkljDXul0VkUUDVdQ6Eoqi6zj+2tvO3dXu5Z/FsVE2ncUIVZ0+tSVvHJiJxjYvn1LLsQWP+/nj5XM694+Wcc61qetpc28t9ZmL+7L1cftR048G1KxynusTHZ48bxtSRQbyyhCgILH9oHT/98gl5244mVCaNCLJ2Z1eW7+1onFCFmDru6ZFEeiIJgn4j86U04LECxz2ROEWptWenlMn0h6YP+uOhr83NKcgL5BVZfeSqU5hQXQwMBq9DUcO2qqJDC14fLVFMV1zThQsXn1Qci8/m+3ucKR5cfDIgpILPuf4uhEyhS1OE0BSkz0Q0oVJV7M0pDqnrIEuCIQ6pGOKQZrktbSG0HMZJAiRSIpZeWUDPy8ViiETGVZ0tbSE8svGc/GFlyYXjqiU0aQpMDhVm6UhczSvuuK8nQiSuGi8UBCO1PR/veTzFIa7pOl5ZtEQkd3eFgaHp+pgwA+gm7EKhdkFUp6nUdWPerf67wyRSAXhjHKCmougCIEkiiaRmrUG7P462KKa9vYHYoP2iCKZrTWFZU9Q0V/+AK9jpwoWLTw2OmSD6sYiyIsXiMF5oo4cws8nziRvmwlD/0Q9FE6zb1Z3GtW1HXzTB8ofW8chVjVnc13Z+5L5ogl/+o5Xrz5k0ZLuqij08cNlcbvzbxkPma3/gsrl0DuQXfFI1nQcum8sld79qBTIzhTid7DrU+8W+dNHDEo/Mg1+by62Pbcrik15+2kTKihQ0HeIJjZoyH0GfnEWp01xfxV2XzETX4e6W7VkUOCsWNliBWDv6Y0m+8ttXaaqv5LZ/mc5Dl8/lR0+mryvIzdvePLEq51oAg7//15ecxMhyH99/NHt89rp28ctfLZxJJK6m0cjYT0sM1ddgCGDmmkezv+ElPm56NH1dmbz3P3Dgvb+oYRQPvb4zi0N8bl0FS+9/LY0nPJNS5Jxpw/n9pXO44RHndWxff30Z+y3glSybnfjNm+vT58NermFMWV4/5fJjQtX42u/f4I4FDfz46S1Z9Cp3LGiwXuLkQolPsR6q82EgliSp6/zs7++m9fO5ydXceP4UvvfIRl62UZiY471+1Xp+fNGMbH/Y1n7mvhvq+E37wfhicN2q9Wk2fGZiFT++aIYrHuTChQsXn2KMKPO5meifYGQGMg/1vLWO8Rz/1Ib9TB9diq7r7OoKk1Sdn4vCsSS7usIUeQxxzGc2tvHY+n0MxBP0xwz+bjVpBEi7wwk8ksibO7vZ0x0m6FMQBcExEz2pDWYyJ1WdfAfHVc3IyhYEONAb4U1VP+SXB0eCpKrx7KYDDMQTBnH7odTVdHSMZ9jXthvPk5k0JGAkUAiC4c/EEFRLBQFiCQ0RgVDqlGYkriII4Fdk4jnm0wmangr2p4LpqmYk3MiiSDyp0d4XdUwgMjPXQ5EEiiTSH0siISDIInHVOF2s2VLXdSCRooPxiNlilwZVjE5HX8zKbPcphg0mn/qcuoo032UGsE0ak9aOAbZ39KPrupU1blpid40pLDsUUdShCHa6NCouXLj4JMANon+AKPLIXLdqPQ215WmBznwChoYAZGVOzuIDoSj7eqMpgcLc5dbt7rHaXdpUlxVcXLe7h6VNdfzg8U1Z3Mvm3zecN9lqZ8Oe3oL9mbj9ohmO7bZs6+TWxzfxq0tmOvK1r07dX9JYl1es8JXtnby1q5vbL5rBpfe/QXN9JaA7iiCu292TUxyxub6K9pBzRpIpBmlHaZGSFUA37QY4f/pIAE6sLeWNHV08vmF/1hhMAcVzptdk33uvA3Q953yB4cMbH9nAudNHMGVkaRYX9NKmOlZk8KKbbesObZtjlUTwKAI3P5p7PZhc3eYaXNpUx/7eCE9kjDOX2GO+uWiqryTgMcSITOHdTNx43mRueSzbvikjS3Ou45v+tpETast5PsWxDsYcaAz6IpfPvnTSmKwAOgyuY3P9Ze63G86bTHsoZvHcZ85RLhvMcg215XmFTe17zX79le2dae2k9Zea/++cPSnvHPg9EtetWs8JY8ry7kFV1x37OX5EkO/+dYPjeHV0br9oBitz2Ieuc8N5kxmIJXN+1nwmJQrrBFOsszcczwqgA7z0XgfXr1rPnQsa3MxwFy5cuPiU4sVvz3c50T9hkB24zo8E0aTGn97cw5/e3FOwbEKDRDRJJJbkmofX8k5bv2MGuI5x6hPgVy9sQxAg6JOpLFZo78umFdGB6hIPM2vLeXrTgbw2mP3pOjy0prDNRxsJDTbvDx1WXdP2SELj1y9tZ+U/dxDwSKDrKJJEQlUhRd3nxEmfC+2hGF5FRJGgJ5KEiOF7UYARpT7aeod2IiVN2DUVTDcD+h5J4Lr/XU8iqeUUGdWB3kjSom/xeyQUSUQRseh5fClO9FhCswLvSU3jn+93WIFmkws9EleJJjX640kqAh6mjgxy3aq3CaXWlkc2RG0VUcSniCxtqrO45s027FzwAiBHhbQXE+ZvAuCVpTRR0329kZyinIUEO83+TT51u20uXLhwcSxh6GeZXBwy+qJJIyg2piwtaLSypZUljXVs3tdrBYzt95bNn0jzxHR6ksb6SpadNpERpX427+tlRKmfJU3pdcHI6FzSaPwjBlj929sx7zeMKXMMppn1po8utdq57Ykt3Hj+1Oz+6qtYdtpEqxxATdDnGHwDIwApS2Le+5IgZPnF7Mu0vWVbJ9VBL831Vdx4wVQu//2b3Hj+VJoy6mzZ18tt/zI9i+6lsb6SS5vrmDO+IquOme0dT+hpNgiC4BjYA8Nf1UEv1UEvIFCdxwcvb+tgeNCX417u+bKXqQ76stYV4HjNRMu2TuaNzx7rTRdMRdehyCvnrLt6WyenjB9cgytbWpk3vpLhDuM013fm/G3dF3JcQ40pEckSn8zlv3+TH1zovM6mjS51XK/5xpzpT/t4zOu56lcHvXl9WR30Zs2PuW+uW7WeJY11zBvvHIjOZ0Mu/zWm5mrzvt606831VSy27el8NiuiwOIcbS9urKMvmuDl9zry2rCksQ5BEBz7KdR/vs+Gl7d1csLoMuIJ3fEz0BTk/Oxxw/hMjnulAQ8d/XHHlzBgBNLtNDwuXLhw4eLThSt+n1tHxcWxhcoihTK/PJgp/BEiqcPWHAH0TOiAKAiEokkOOgTQTXQOJAj6cp/QHAqG4pehljlryvAhl/XKgpFJjxFsNsVFmyZUUuKVyMH8SDypEYok6IupeBWRvphKKJIgmiNInWm/JBj/m215lezTje8e6EfVU4KnqfoCUOKVuOn8KSw7rZ6vzq3lpvOn8P0Lp1JZ5KGy2MOYcv8gz3mJl4QGoXCC6BDe4JgHQWuCPoq9MmUBL1d9dgLfv3Aaf/tGE7/8SgOlfpkyv8z4YUUU+xRWtrTyTlsf77T1sbKlFR2Dj72q2INfkVjSWMe63T30xVQk0fB3NGH4L+iX0SGrjYG4miWmmlB1I5guCkgC1gueG8+fwoqFM7l70WwWp4LdSxrruHvRbP77SzPSrhe6Zx9DddCbZpsLFy5cHGtwM9E/QJic6JkcxuG4ytUPrWNpUx2yIHDDuVNI6ho94QRFHplin8SN501G041AvN8j4VNEBmJJyvwyU0aW8o0HDU7gpU11LG2ss0T/Rpb6uejX/0yj7Cjyyjz0tbkEfTJPbWqzKCQKcVTv6Y6k8XO3dg7QUFvO0sY6Ah6ZcDzJhr29vL6jkzsXNBDwyAR9Mv0ZGdyZ6I/kF5wJJ1Su/fPbWWOrKPJwyd2vDdoUU/nWmcfR2jHA7u4Il9z9KrdfNIPrzplEf1Sl2CfRHorRG47xvfMms683agluJlWd3nCCZza1sbSpjv88d4p1BG1/b4RtB/utOTJtCBcYl+lPU8hyKGWdUOSV+ePlc+mPJVm3u8eRgiVX/UL9SqLAY8sbUyK3Mh5ZZGdnmGKvXPDYpyKJ+D0iogAPXz435zjt6/u6sycxEFOJJFSGl3i55O5XuXhObdq8mmP8//71BHZ3R+gciFnrzD73ufgoD9fX5vVc9zM58bPGGVNpqC3Pmp893RE6+uNc/dA6fv1vJ+VtI+hT+PMV89LbtfnP9MHYigBPbWpj4e8M/11y8ljHfVHIF32xZFbb9jm4b8kcRxsCHpkir8Szmw9wdR5u9UL9F/psCCdURlf4qSzysGJBQ05Bzjvz3AtF83++9BW478KFCxcuPrnYuL+3cCEXH2uIKbHNEp+Cpuv0RpJHzP+dj3H8g4AZ+DUC6sbfdpYSWQRV13l7b0/BtvJl4kuiQLJA+raZVZ1Q9ZRAaToVjGEL9EYTIIA3xfGes11bfY8sIAoigqARV3UqS7wIgpDX33oqwB1PcYdrKZskYZBaxV5XFAz7BIzvKqSoXHQ9m9JGEozMebNtRRFBN8YiCAJ1VUUsbRoM/r6wtR1BECzecEEwkqp0mx35qHYy3JLGp37S2ApOm1QNGPQriiRZnOI+Rc/JN25y8IeiiQyeeINfXdededujCc16wZDpO4SUsKkgkEhxCdVVFVn22XF8TUlOKpZc9442n7sLFy5cfJRwg+gfIIJ+hYBHorrEa12rKvZw+0UzqA76CMeSlAYUAorEQNzghPZ7JHTdOI4VT2oIgvEABMabYo88+K+fk+jfY8sbswKuiiQYoiqikFY+F7ewKfw3pjzA75fOoaLIQ0I1gm0b9vay/KF13LmggUvvT8/muWfRLII+OS+vNUBxgfteWXQc2z2LZqULMXqNILnJ89zRH7dssosXxlXwKLDswbUOYp46W9tC1FYEKPJK9MeSlAU8eCXDN3YbHlvemNfu6hIv/dEkZQGFcDx/sDAfr/NALEl10MtXfvtq2nVzTDNryyn2ypT4ZP561SmEIknW7OxiZUtrQd5xWRRYcu8aLp5Ty8zachRJYGSpD1EQCn55CHgNQcxir8xAXGVYiYdir5QlTLth76CwaTShURZQWL2hg9ljK+joj+cUjRxV5mfV10+hPKCkCZkGPBIPXz6X0eXOXNaHy3sfUAzbx1QEHO8X4uYOeCVWtrRyxanjOe144yEzHFcp9Svcu3gWAgJlgfxrvS+WZEJVEZFE+p7NXP+PLW+0/s63L5zGat8LIPCnK+bR0Rdj0/5eJtUEiSU1Tqotp2FBGUG/zF2XzLSEWR9+fReyKHDW1Br6Y0nOnz6CLzaMyrLXRKG5MLnic6HEKyMJAjs6ByhOBcdNoVA78ol1FsraMnnTj1R41IULFy5cHHuYNqKUvd2uuOixirSsY1EgEjN4rtE/3CD4kcJOmeEETQNRFDhhVBnvtPXnbSuPvmZO4VITAkZWfDKVjWwaZK9l2nLi6DLW7Og2yuZJSRcwaEvUqEpS1ZEljaSqIwoCJ4wu49XtnXmTKoQU97hHFg16k4yXDJkjsg9f1XV0bdC+TDvNDHS/ItGnaiRVzQiKp2zO5PAeWea3uL7NZ1y7bUYf+QnoM9esE1+4vZ+h8o1Prgni90gMxNP51c3YgVMbmbQz5nsQweY7gIAiH1UNoULjc+HChYtjCW4Q/QNE0Cdzz6JZvHugj8b6St5p67MEEFdv6yTgkVixsIF7W1otmpBcIocmjcK/r3ydmbVljiKRTfWVtIfS+YKb66vY3j7AcSNKeHHrAZrrqyxebifualPg8D4H0U+TguaeRbN4fUdXWj8mX/u63T2cOWV4fu5rRcx734nzuTnjelN9JZG4avFz28fhJOb4zc9N5J5Fs1jxwrYsgcebL5zCD5/cksab3TyxinsXz2bJfWssH7eHYnl54d870McJY8roi8Y5EIrm5JRurq/iQA4u9uaJVWzY28tcb0Waj3IJVNrn5Y4FDWzY25uXy/q9A32W2G1mO7dcODU/X7YscWNK1NMMbPsUKU2YNpewaVN9JV9sGMXpk4bxD5uf7f0/u/kAK57fRvPEKu5ZNMt6IXLHggb+++mtnJiDK7wQ17rTepo/aRhlRR7W7eq2+s9stz0Uy9tuR1+MXy2ciU8RHQVklzSN4+X3DqbtOTua66sYWerjhkc2ckJtbg7y5hQ/f6777aGotS4z97TTujHn6NX3O/nJM++mjWlxYx3X/vltwnGV+ZOGWUK69rlsrK/kurMnHfJcNKY+n/Ldf3zDftbt6mZJYx0Lfvcas8aWH7IYaFWxh89MrOIlB0oXkzfdFR514cKFi08nfvPvszjuP58gfhQ5tF18ePDIYooaRGB3dwRV0wkoIjHVWXAyX8azJBgBWH2IAXgBGFcZYE93hERGFrYAeGRwig3bbTADqqquU+SROHFMGWt3dWcJumtAfWWA0ycPZ82OTlodxHAFQJEF4snc1uu6keCQULUsPnGfLKDIEpFYEk0HRRYJeCRUVSecUFFtEdZ5dRXIksiwIoUDffG8DpMEWDinltaOAf6+pd2wT4ATRwVZ2lSHIMAvn3vX8QSBmAoAS4JAKJxAEUHTRTRdR9N1RIGscQjAqDIfXQNxIqkM8yKvzHHVxWw72I/IYKBd16Gu0s+kEaW8vK2DgVgSPWjB+6kAAOhXSURBVDUXXz91gpUVbRfANLm+Q5EkAa9MUjVOjwcUCUkSiMSTaFq6S8w5FwCvIiGLAho6XQNxir2yxRf+zMY2trSFmFwT5PwZI3jo9V30hOMUeWXLnnfa+mieWMU/trZbfOPnzxhBe1+M46qL6ervxMxt8cgCAY/MwZR+0DnTarI4y/tj4iAnugDHDy+mrTdq8aoH/QpfnDnKymA3bTgSQdDja0oKcqZn+t3NUHfhwsXHFYI+1DNInwCEQiFKS0vp7e0lGAx+4P3t7Q5z/ar1vLmrhzsWNFDslbjz+UEBw2Xz63lrV3daQGnZ/HrW7erOGQRtqC1nxfPbaKqv5MTU72AEwG65cBoX//YVi/PX5FF/fUcnb7R2sbSpDp8iWSKK9oB5i82mQv2/vauHk8aVW4E1s59oQuUbD66lssjD7y+dw42PbEwbW1N9JT/4/DTu+Me7nH/CqCxhwsb6Sm6+YCo/fio7oL2kcRzLHjReGphjTSSTtIXi/M+rO1hw8ljuX228jHAaw3+cMZE3d3Q5BsAzfWnv95xpNfznXzcCRnDu4cvn8v3HNqcF38xA9tUPreOk2nLmTqhgyohSfIqYJVjZXF/Fpc116Drc3bI9a/zLTpvI7q4BaoJ+asp8/OCxTbTkGFPmvKzb1c2cugrmjKvgrv97P6eNM2vLHMd7zrThXHvWJG7+W/a83fr5afz3M1t5aqMhbrRsfj0jS31ZoqL57Gyqr+Q7Z0/KCjjbbTNfWDTXV3HO9Br29Uat9uwBYXv9+ZOG8Z/nTuH7j25Mm9+m+kpu/Zfp3Pb4prTAffPEKv7znMnc9uTmvO2eO2043zl7Mjc8siHLH7f9y3TW7uwimtSyfGD1U1+ZtefsY15+2kR2d4X59qr1OW1oSrUhCyKKLGS101RfyaVN49HRuaellXWpzxqzHaf5GOpnzLL59by9q9txz8yfNIzrz57MDx7flOab+ZOGcd3Zk7k147o5x399cw/fPPN4bn50Y941YLfjMxOrDlkMdF9PhOtXrU8LpJu86QGPxLKH1jnyph9OXy5cuHBxuPiwn0s/bvioxu8kLOpXRCIJN7J+JBABUTQClapOWvByKBAYGv3I0YIiCei6npMKZXSZj0hCozccR00FowWBIa0TUTBEGX2yyOemDmf6qDJAZ8PeXv6+6QBxVUM0OagR0NEZUepnf2+UvmjCyroWBePFgSQIhONqWqBWSmVs292V+dLAPI2saqSdIjReCPjZ2RVJq18RkEmoOn2xwbIeSUDL8JPJoZ3UdMd4uizC986bwt/W7eXtPb3oGHP7ucnV/Pqrs3inrY/XWzt5dlMba3f2EE6oR3SSQBEFNB0kCSQEZFkkmlAdX6xY45KNYL0oCJT4FK44dTxLGuscBTBPmVDF/f9s5bG399Gf8k2xT6aqSEnzoQh4FeOlhZrylzkHsigiSQJfPmk0150zmSv/8AZ/39KOphunAMz9ogPFXplvfe44AMsWSRSYP2kYpX6Fh9bspjecyPKZRxYYVeqzbLL7HIwg9f3/bOWJDfuJJzUCHpll8+s5ZUIVr7d2AgL7esI8vn6/Nf6pI4Ns2hc6KoKg+YLkrvCoCxcuPmoM9bnUDaJ/gNiyP8Q5v3wZMLI/V339FOtvIC3bNt+1XPefvKaZ3nCC0oBCW2+EmqCX/b2xNJ7jlS2tFvXKY8sb+cpvXk2jNAkoEqquUx30sbsrzJiKABfc2VKw/yeubqIvmqTEK6PqOi+8085vXtxuBUHHlPv51SUzUSTR4i32SCJxVeWcX7ZYFBNnTR3O7q6IZe/Dr+/i4jm1ln1jKwP4ZJFoUiUUGeQ5v27Veu5dPJvO/jh1w4oIx5N4JIkdnQMMK/Fy4YrVh+1XO566ppmkptEdTpBUdba29XLG5Bp2d4Wz/GyO/Z5Fs1j+0Lo0mo9oQkMUoGVbB799aTtA2jyMqfDzzKYDrGxp5fdL5/DvK18n4JG4/aIZjCjzo2s65w1hXh5b3sjzW9u5YMZIWjsG8troNN4/LJlDXNMYWea35i2gSOzqDPPVe19P6w845PW7cvFs1u7qpmFMGUVemYEU77vdNhN/uXIeXkXkgjsH59JOTWL328Ov7+KBy04mrmppfPi3PLqJzzeM4rzpI+iLJuiLJhle4iOmqlz0/14p2O68cRVEVYPDz2y3xCvz1Xte5zdfncX+3kje8TrtOae96WRDbUWAA6EoNaVe9nRHGVXmQ5FEg58/rlLik3lqY5slamrWTWo6I0p9yKKIrmevm6HuhULlnri6kac2Hsgal7mHz5paQ3c4nqZB8NaeHjyywDlTRxBNarR2DDiuz0w7//GtUx1pXfLBpGvJ5E1/v72f03/2Ys56h9OXCxcuXBwO3CD6hz/+z69o4e09Li/60YYZADToQYxA+ifhlUSpXyYcV9FSweJDie+bNIQCcPei2QBcdv8adIyA/I6OARAExlUG6I8l6eg3spR7HbSjKosUOgcOT9PFnI8P+wt/QBGJpjLDZcmgjEEQuGvhTM6aVsM7bX1cdv8awrEkneEj16sRGaSCGep4xRT3dyxl5w3nTeG2Jzajg0U7Yl6/6dGNdPTHU/7UUVPZ57nYXGTReEljUsjY+1nSWMd/PbkFdB1JFIingv2msKeuQ3nAgyQJKJJo2ZJQNVRVpyscz7sWRcEI3ufyeeb47l4028o4t9/v6IvRMRCnqthDVbE3q/zRQiG7XLhw4eLDwFCfS106lw8QoUgiLTAWyngochLhOxSRxP6owScWUESGB730RVWGB30cCEW5btV6KyPdrNMfVR25xgMeiQcuOxmvLNIfHZp45s7OMFc9sJa7LpnJVQ+szSq3uzvChStWc9clMwH4198Y/N7m36YdU0YEs+rb7bvrkplUFHlo2daRxZMtSyJVJV4O9EYJ+hUSqsbyHKKHcXXofrWjP5pk0b2vpwX3xlUWO47Z3lY4rvLzv7/Hz//+nuXfroE4xw0vYcXCmRbfNEDDmDL6oyoza8uhyeAvvHNBg5F1kjBU6bsG4kOyf3dXhJ///T3m1lXmDYDmGm9fPMlVD6zlT1fM45Xtnfzmxe3cs2g2fRkc74crbBpNqKxsaWVpUx1NE6rSbMwMIntlkW7bF4bM+z5FIqnq1rroCSeIJTQSmkYkYYhsfv/z01i7q5twzDhqeen9b1hr0I7MfXHXJTONEx+XzyUWS3KwL87aXd2sbGnlviVz6ByI0xspLCAbiWvcuaDBeGgWBDbvD6Wt4xKfwsOXzzXGGo4DAtGEik+RrPX886+cyJb9ISqLPPTHVEq8MsOKvSQ1La0tu/3mmnPKwBnqZ0yhcqFI9meJCXNvmwLB5pzNGG0cWzbGSsF9ZOJQxUDz8Z27wqMuXLhw8enF9o78/NIujhw6RkZ6Pq7uYwWmOKUsDQY6h4p4UmNYiddRIHIgxfsiYIhaemWDsiRXbluh7Pe8Qp04U4180IgmDXFPJSUuKkuGuOiWthBnTauxxCZFMQ/B+iFAFAdfcgx1fJkinFvaQo4CmFvaQhkingLJ1AIXASelIAGDS15NrZukrZ+39/Sg6ToeSUDX02dElkQSSY1wQkVWBaoqBm3Z3RU2sv8LDFASyOvzXAKfmfe9irEuvbL4gQqCusKjLly4OJbgBtE/QJQGFItaYWVLK6u+fkrafScRvkMRSeyLJrn0/jcsLmOTCqGpvpIHLpvLJXe/Skd/3KrjJJRo0kj87Nl3eHlbp5VhXKj/zJ9DsXcofzvVH4glWber2+KBB4Mn+4dPbE6jmmiur+KOBQ3IGSoyAY+UU5SykB0JVcvinz+UMWf618T8ScMsfvxMbvILZ4zkNy++z4KTx3Ltn99mxcKZQ+7T/FlIwDFXe+b1hKoxZ1wFM0aVUeKTs4RSC9XPBZ8ySFtiCF0ayMX5/sBlJ+e9b8751Q+tYyCuoum6I03Qv5wwkj3dkSHZaC8zEEtagd7G+kruWNCAphlrwskvmUiqWtqLArMNcz31RRMsf2idI5VLc30Vv1o4k9Hlfv7nlR1ZvOTLT5vIrxbO5BsPrk0X3LWtucUOxyAPdS3lQiHhVftcO63xzoFYntrp/ZcUEAu1oxDf+VCFR124cOHCxScP46uK3Uz0DwAW5zSpLPRPyDnnaMLgC9dUDjnyrGka+3ujiAK8tr2T/rjBv93RFzOEIHUQ0JFFgf6YiigIOYPocoE4cz7TMpv8sKZGFAxan3hSR5ZUVNXIsg76FF7Y2k5rxwA6OokCSRtDRVIzAto51VpzoDccpyecwKdIROMqsaRqnPAu9dMbSSCKWGKqg7Q2g17M9W5FB0vsE2AgmqA3nEASBQKKZLxAUXUEIb2BpKqhY2SyK9KgqGlvJIEiiYiCTkRQ805kUgNB0FA1Q9B1co2RUZkplNoTSYAOe7rDvNPWlyUAGktoiIJALKmh6foRC4LmonNxhUdduHBxLKFwNMnFYaPYK1uBsaVNdfRG4jTVV1r31+3uodn2t3mtMeOaiUabSKL995Ztndy72sjuNf++9fFN3H7RDKtcc0rUL7PtpU0G95sZ4B1K/3axxqGUt5fJLF+ovilWuto2xkybTby8rYP7Vrei6npam0ub6tiwpzdnP/nETP+5vZP7bL41bc6ct1xt5bJ1yshSS2DWjtWpuZs8stQar67rtKeESnP5yfSj+dNprguN117/le2drHhhG229ETRdt4RS7T7IvGZez9evbgty28uafsr0xyvbOy1ecKf7L2/r4N7Vrdxw3uS0tjN9+v3HNlnrIpftufxpb+e+1a0MxFXuW92KVmBezPWTaYs5r2b7+ca2vzfCDx7blLV+Vm/r5M4X3qOtN5K2Nu2+fDnDxyaG+hmTb50XWmPNE6sIeKSc83Hr45usF36F7DDFQIeC3nA8K4AO8NJ7HVy/aj294bglPOqEQ+nLhQsXLlwce/jbsqaP2gQXxxDiqvFCQDsMOpTOAeMkaUd/nF+/tJ0HXt1Fx0CcA30xOvrjFj1MW28UjyQysbqIgbhTTjOEYqpjbPjo5HB/MEhqg1nwCdV40SKJAnf8412WPbiW/3pyC6Fokv4cYz6csWkc2gscHeiOJOmJJDgQivLbl7fTF03SOZDg3bY++qPGqdN7/9lKX9R4oZLUjEB6IfvUFAWQIhl87R0DCXpSp4sfXb8Pjyym2rPZr2NxqauajqppdPbHaO0YoGsgzkAsQTSZP4Bu5rXHVaP/MydXc9a0GmBQ4LM/mjDa7I/THY7z46e2ctn9a/jn+x2G+CvQHorhkUU+N7kajyTSHoohgKMg6FBw7+pWLrt/Dd/5y3ouu38N965ute6Zdpn9Hkk/Lly4cPFBww2if4DoiyatAFLDmDKWPbiOW/9lmhU4WtnSypKmOpptAZ2VLa0sO62e5vr0II8pvLeypTXtdxOrt3WmZfa2bOukJuhjSWMdW/eFWNJUx3Wr1me13TCmLC3ItbKllSWNdVnBMbPPLft6uemCqWze15tWPjMY1jyximWnTWRlS2tamcz2c9U3RTZHlPqtcZpjnDe+0lEU0Ry33yOl9dEwpozbntjCksa6LL8211dxy4WD47FfX5JSEW/Z1sm88YP2rWxpZdn8iWnzZtp8y4XT2Lo/lNO/ha4DvJwapzleSRAYWeZn+WkTc87L5n29aT+vW7U+5zza5y9XOytbjOBnddBH90CCCcOKWD5/Ytq8jSj1s+y0+rQ+Vra0svy0iY5+vumCqQQ8kjVu+1rI5Y+VLa0sbqzjlDxzvnpbJ9NHlyIJQl6fCoJgjdHJ9lx+sKMl1U7Ltk66BxLMGlfh2E7zxMH142TvvPGDezjfWhge9DkKe5rtVAd9aWsTSPOV0362PmMy1m9TxufK5n293HjB1JyfRdbnycTsub7189OoKFLyzockCCxurHPcR6YdphjoUIU+O/rjjoKhYATSO/rjlAY8/PiiGVmB9EPty4ULFy5cHHuYfvPTH7UJLo4CjhIDSE7kCljXBL1W3/lMEDCyru2wxz1FTMoNQzh0SWMdPeFkTpoOSYASv4wogF8WqCxSGB70Uh30smD2GM6fMYLKIoWKosN7hhlT4UcUjH48kmCNzRQQzfT34QQQyvwymqYTiiaJJVXQdTRNo9hrjKvYI1HulwkoImV+mSs+M54yv0zAIxIscMI2n00CRmJbiVeiyGP87zR35ksNRTLGawjcCnglkVhCtXwRUERrfmUxfS2KDPqr2CvxlVljCPoUg6/d1k80rhLwGIQAAY/I6HI/w0u8lPhkir0yw0q8jKsqwqtIxJIaQZ/MyDI/CQ0SSY1R5X7DN4qETxbwyyKlqfUhCjA8aLRVHlD4j88dnzbOUyZU4VNkwy7BsCuuasRVgybylAlV3L1oNv/9pRncvWg2v/7qrLS/nU65FsI7bX2sbGlFB6qDXnSM7yPvtPVZZZY01h1xPy5cuHDxYcClc/kAYedAjyU1OvrjvH9wwAhAnTOJ/qhK0C9x3VmT+NbnNJKabj1I/ODzU4mrGn3RJMVeGUkS6OqPc+eCBtbt7kmjF7H3YcdAPMmYcj//ccZx7O2NcPtFM3h9RxcnjStnceM4Ykkti7ogHFe5+qF1LG2q49Km8dY/5gKAADeeP5VoIsl3zprENz93HN3hBLpm/MO3tGk80YSKVxYZVeanrTfKioUziSZUFFHk+nMmI4sCA7Ekt35+GrGkRn8sSZFH4rvnTEYUBfqjSbyK8RiUKVYKUOSViRc49pfUdGRB4Nozj+eG8yRCkYQ1rgcuO9kau1cW2bC3l2c3t/HdcyfzH2ccRziuIosCLds6WPbgoI9VXeeeRbMo8ckEPIY/Lmuq45tnHEdS0yjyyPgUiVgyyaJTxnLtmccTysMvf6i81Nf++W2+cdoEbjp/CklNJxxXKfYa21cQ4NtnTuJAKMqUkaXW2jDncWljHQGPQT2ybncPC3/3KhfPqeWbZxxHJKHh94iW8KO9vtl/sFihvEgBdG69cBqRpEpfNIlHEgj6Fa4/ezKiAH2xJLIo8FprZ9oa88oiFUUeFv7uVX72ryc6rrUij/NHkVnm/iVz8vprT3ekID9gNKFaHN0CBu3JrZ+fRiSuEkmoFKXWuY6e5YfMdgD8HpGugTiv7+jiurMnWfYqkoBPkfjyr19xrA/GejLbz7cWhrJOFFnknkWzrDlWpMGvEZnrIJbUGFsR4GBfjLnjK1h8yjgCHplIQmV0uZ993RF++uUTGF3u59nNB1j4u1f5t7lj+ebnjkPVdIp9coqrPs4fLj0ZXde5/uxJfPssPW3vhCLxnMdbLdtS8/G3bzQiCgJ90QRFXhmPJNIbifPYsiZLDHSoGCrf+cgyP3cuaHAUHnXhwoULF59c9MWc/112cWxBEgR0DG5oSchNqXG4cGpOgBQFy2DgNPPZ0wo+C6adzrYJAiiywX2t6jqhaKIgRaBXEukDhgV9lPo9qRORMc6camQZv7a9C79HpHvg0LPmR5X52dMdSQWQRXRdJZFSipVFI5Pa5IRXUpFXzTawofCs6/9/9t48PI7qSh9+b229qrV0W5Y3YdktbHkDGdsYS4KxCWEzJISQxDAZL5AEiA0zTH6BJECSgRBIMknAhoEECzwZloSQhLDvH1hmMWAFb7KxbNmykSVZW+/dtX5/VFepuruqu+WdUO/zOOmuuvfcc8+9JapPnXpfQ+paS1ZLspq0VwBUeLmMeTk5GixNY1y5G7GUiGgqnleslqKITp9CkeGKdEKACg+LobgAmgBlbhaJvL8bCFgaSIkKeEmGz8UAIGBotUrc42CQEHiVK5+hIEkK5LQxmiagCUnTqRCMLnVCkGQQolbha1pFCtS9AQIEvA593vsH4yBQj1GEwMFQUAD4XCwIIXqcGYpgXLkb+wfjgEJjQoUqThtLSVAUBS6WRsDrMOUV7xpKQJIV+FwMoikRNKXOy8FQSPAyuoYSWDi1MqPPlKqSI6oKL5bz/EjHsWHDho3jATuJfgzhc6mJmXsun4UxZS64ORpVPof6SqAqlo2koGD9rl787m01Wfzosrn4sHMQF80cg0hCUBOlBOgeTKKy1IFoSsS0MT5dnNIoLDi+3IXmZXP14yVOFqKsICFIOMXvBgEwwe+Cg6IR5UVEkyICXg5rl87RhRq1vhqH8Ys3NiGSVPnJOJpCfyylJ5FFScGmfYO670b8fWUDZABbPh2CogAzx5WicyCOmoAHFR4OBEDnQBzjytRkHccQNAZHweNgcNF96wFkCkmKsoKxpS7QFEE0JeK5VY0QJBnhhIgP9g1kxGGUhwPLUOBFBbGUCJ+LxcpFQTS3dGAgxpsKbk6rKsWHnYMZAogr0pXEcV6CLClo3T+Ei2eOST/YoFHpc8BB00imk8o0TSArROU0BPD2rkOqWKgJrPimtTlPqHDhgatmo7rCDRdL4/+ungdRUhXcJVlN5EaTIj7qHMSFM0ajO5TC1es+zBHfdLE0ZEWBz0VjMM5j7ikVmF1dhnI3C5amwNAUIkkRbk692Zo5rhRrrpyNHd0hTBtTitE+J8IJAYKkgKUpvLazG+dNrcKhcAoONwtBUmNc6mZ1YdrpY0rh9zqgQEknlSmwFIU4L0HIEnjVBD2Nb1FkI85LcHL5a17Gl7sKJtEnjfLgj9+ej4GYgA/2DeDJjZ1oXjYXhyIpeDgG3aEkCAGqK9z44rTRaAwGcgQ/XSyNmoAHf7nuLIiyAp+LxblTKyHJ6s07L8rgBfXa1x4gGa+rOC/BzdEYV+rEn689C9GUBK+DxrMrG/HGzp6ch0YOhjIVVNXsORj1AcjWrhAunjkGcZ5GSpAz/g5ki6b++dqzIAOYOa4MAS8HJ0MjLqjCrAqA7QfDcLO03ue3r+3K4GMHgGdXNeDCe9ebxtnN0bjs9HFICBIe+uYZGFvqQkqUcCiagoPJ9B0AOJpSRZKgxrDMzeKUgCf/Ylqgwm3+98wo5Kqh1J2bNM8nSGrDhg0bNj77KHHQdiL9nwBqjfBw9fDRhlVS2Hj/TgjJyaIT/X8AihBIeZwT0/fEbpZBXZUPbk5NaprdzxKiJojz8VM7WQopQR6xcChFgNPHl+GDvYMQJQUMLeuJfwK18MPI7a1AgZKVzS5mPBdLIZocHlPjGZcUmM6rrsqXwd9dGAYfDQ4RAClBhoujQUD0GOWzI0oKKAK4WfW+Wj2WTtQriv6QRF1Dw8MBWQEo1RMXR+vrGkuJGTFU45o7bzfLQIEyzEkupjnJBRleJ6PPkKZITnst4W48b8YrrvGPZ89LvXc+NjzkNue5DRs2/plgJ9GPIUqdDJ789nz8+O/bsGCyH48um4tIUsSaN9tzBATXXFmPpz7cjzIPh9bOwYyk1+olp2PG2FLc/szWDGoHo0hhfXUZXtnegzVvtKMh6MfapXMQSfL42kPv6+0vnlGF710wBT/82xa0dg7hviX1WP3GLrRY2JxdXYbntxzUfdFoFr65diPqq8uwvKEGWw+EsObK+oyq7YagH69s70FzSwfWLp2DB95sNxVFdDIUvvbQu1gwyY9bLpqKH/99G+qry1U+5LR/mijrfUvqcfdLbTmCkRr1hubz/EkVSEkK7nwhk2+8MT2vrV0qN7rxnJujTeOuxeKvHx1AuYfDPwzn3Rydnltbzposb6jB5f/zDmZXl+GL00bnjAdA55ZvyfLDTIhR4wQnILj377nzuvS0sRiI8lg0dRSuPPMU0/7LGmpw+zNbcffls/D4+/vS7T7J2YfLGyfix89sxSPL5+HHf9+acf7cqaNw2+JpuPO57fjGmafgV6/szDi/aOoo3HJhHfqjqZy1aqpV9/iWT0M587aKh9GvWEo0jaM2v5e39ejxN2vTEPRj075BTAp4ASjY3RvBk9+ej5/8fVvGmE3BAK5fOFl/0GIm+GkU8gWg7/H17f36Gv4ka520vXTL05tx/5Wz8ZO/b8vZNysXBjFrXFmGUOhAlEfz0rlY/eaunL25dukc7B+IY9pYH+ZNrMCPLcY0VtQ31Qaw51AU3396S8Z+y+73hbrRWDR1FN7Yccg0lhofenas3RyN5mVzcevftuKjtBiw2XW7dukcNcGdbru+3VwEdCToGkrk2DLGYM4p5Xn5zgsJktqwYcOGjc8+tvz0Aky85fkT7YaNIwCByhfN0gQujkYokb+CO58ds+Sv10FDUdQiDu08RwMsQyOaFFHiYsELMngp92EMy1BwcTQkSUFKlCCnB9HsEECv/IUCeJ0Mrj1nEs6fUYXXd/Tgb62f6hXfRj8dDAW3g8GECjd29UYQjgvwuVlcd85kTKkqwc7uCCb63di4d0DlFBmBVudEvxuhhICxpQ58OpQELymgQOB3MxhMF9IQqElwRVF0/5zpN4dTgpwRR7O4ulgKkgy4HQxSgqTyfSuAk6bA0gTn1VViW1dYrUBnKSyeNQYco/7/X1o/RTghgGMoCJKcU9mvjae9vMlQw7ziBCpdDsdQuLqxBj3hJJ766AA4hkonr4fbAcNc4gAwraoE50wZhb+2doGhKQiiAo6m4OYYTK0qwT8OhBBPSVCggAZAKDUxrsgKfE4G150zGQAwpcqLcFLQ32QFAJam4OFoTKsqwY6eCPYPxMExFK44YzwA4ImNnRiK8fA4GT024YSIEgcNEIJwQoSTpXDtOZN0ahSz80ZecaOo5+JZY/DURwfA0hR4SZ0XRw+3txIAPRI01Qbw+o5efY2L5Tw/Fr7YsGHDxpGAKFYy4P+ECIfDKC0tRSgUgs/nO+bjHRiM4+anN6tigsvmoDuUxHNbDpom+ZqCftx+6XT8NCupBwCv33QObs9KaGpoCPpx8cwxqPQ5c5Jl8ydV4Jcvf6K3Xbt0DprTCbOVi4Jo7Ry0tLl45hiMyrKpnauvLteT9fXV5fi4cxCnGY4tTycYVzTWFBzj05BakqC10xJ7veEknk/HqpCv9dXlaO0cxOKZYzBnYgV+8myuYCegJj/nTKzAjHGlGYnDlYuC+EfnoGkCtzHox39dOgM//nvmA4xifFrzRjvOnToKq849Fb98eUdOwvnmC+oyxEXz2WwK+nHhzDH44V+3mp770cV1UBTgzhfaLH1a0VCD5g0derysxvl/F0zFPS/tyDmv+WfVf+WiIMaWOvV1M7N9yWljMfuUCvw0K55m8VD7BPD9C6ZgKK4q0q9+c1fehLZVUljbk/XVZVicvl6aTUQvtfb16TcICq1xdptC+2LVoiDuf6PdlOdcu5a7QkmseaM9va7T8LPnt5u2bwoG8ONLp2HTvkE883FXwb2o6Qxs3NuP37y6q6CvN5vsg6baAL67MIiVj2/C3ZfPyon1z78yEy9sPoj17X0F9nMAq84NYvXr7RlJbw1n1wawekl90VXgoTiPlU+0mvKhNwT9WDxrLP7l1FEYY5EMz9d/pL7YsGHDRrE43velJxtO1PztJPrxgc9BI5WmuhCOEt/K2FIHBuMCEkJulnikFdiFUFdVgnPrRmPPoSg2dQ4hJUqgKYISB419AwnTCniKAKdUuNEX4xFNijnJZTdH4/QJpdh+MAJBUmk8v3POJLy/px+vbO/JscnRBD4niy9OH419/TG8u2dAb8PRBD+4qA4AcM9LO5A0iYk2LiHFV+z7vWqlsJj1jKDG78KD35yLjR39AAjm1VQAAO59bSfW7+qDrABOlgZDAb0RXp87SxFc01SDUELA05sOICUOO0ITYFSJE985ZxIWTA6gayiBjR39eG7zQSQFGYIsQ5IUJARRT5JTBChzsYiZUCJyNIGDoZESJYiymhz2OhlcccZ49d6/pSNNYUJw7tRKzBhXip5wCq+39aDNwM+twclSYCkCQghYmuD86VUodbF4bvNB9EVSSGSNTxHA52SwZF41OvpieLWtV6d6ya6On+h3QZSBvkgKKUmGg6HhYCkkeVEXBfU6GNx03ql6bLSijuyksjHRbHZeK0pLCjIESQLS1DBaHC6YMUZvb2zrZCmsaKzB8iPgJzfaoymCRVNHYemC4hLoR9sXGzZs2MiHYu9L7Ur0YwijsGigRKVxySe0J0qKaSKXl+S8oor/8YVT8W/NGzOS3et39WHZgokZbSt9jgyhU2NlazE2tXMr0v/x0j6veaMdt1xUh/oJZRl87YXGWNFQg0qfEwD0dhqH8/+umKcnjIuxs+aNdvzHF05FSrSOVUt7P3548TREEgJ+eul0CJKCvf0xjC93Wdpvae9HTJBykpjF+AQAr+84hJu+eKrOz97RF4ODodC6fwhXPaxyk2tc1TUBj6XN9e39lgIr69v70RVKodTF5N0nt1w4NSNeVrZ+QFOWYqhr3mi37K9RsuTb4zd+4VR843fv4k/fPgtJScbePPE4xe/Gq9t7wNAElaUO9IZSKie8pCDGSyhxMnh+y8GMBz1G/m+PQ3190rgnh/edI2+stPUrZo2NbQrtix9eVJdXKHRFQw1mjCvFhTOq4GAodA4kLNuvb++DICnwe/PP5eYLpurX5tXrPsDqJfVF+cpQBHd9eSZ4SUYsJeq84QDwx2+fhVhKyDkvKwp+8JctBe2vb+/Djy6uM02gA5kioMUgn6DohvZ+/OSS6ZYJ9EL9R+qLDRs2bNg4eTH11hdOtAufGyhQk52HIqmjZrMrZG3rcBPoVsn3Hd0RXDFnAp75RwgMTeD3unAwlERHf8KSDkQB0NEf13nTjc8OKAIkBAnv7RlEoITD2DIHQgkBa95ox2CcN01yy4rKs/3ytm4MxoWMNryk4LevqcVSVgl0rSh9JCVz/VFzfZmO/gQ2tPdhRePw75Gd3RFs+TSsUuS5WHSHEuiJZPYXZAWPb+xUqVTETEckBRAkSRe0HFvmwnObD6Z5wBns7YvlUPYoCjAQF0zXgJcUCJKaJCcARFkGTQj+0vopCAgYmmBsmQuhhIB3dvdjReMk7O2L4YE3ze9Xk4IMngA1AQ9SoozXd/SCQOXj500WTFZUvv4/fbgfQ3ERgAKWIjlvFyjpeJa6GIiKWunPixKSgqRzngMK4ikRD721BwsmB7BwaqXePzsBnc0lbvxsFPX0uRjs7ecBRcHE9Jy0OGgV6EYB0FBC0NfmcKrAzeyt39WHpQsKJ8KPti82bNiwcbRgJ9GPIYzCotFkfgFBABiKm9+0GO2YoTeSMhUwzB4vmpQszxVrM7uv9jmaFHO4xosVz8xGnJfQa7jhLtZObySF8gKJrr19MVz/2CYAwANXzcb1j23CA1fNztsnaiIQOpK57etP4PrHNuGJb83Xx9ZgTDI+8a35RdvMRlKQMl4TNIO2/oV8j1jst2yx05H4p6E3kkJflEdPJIXBOJ83Hg9cNRu/fW0X/uXUUVAAfLN5Y0bbP357fk6S1sj/ra2vmZ/Ga+Fw52LWplC/cIFXjlOijAODiYJjaxiKCwXHPDCYyIhDoXXUwIsypo015ya3Sii3dg7mjGOFfMK7wLAIaDEoJCgaS+Ufq1hBUhs2bNiw8dlGUjzcVKuNkSIhyCj3UEe1OvxYwITaHICa6Pz4wFCGICKt852bC4ZSAKR0X4oikAyNNGFJBQocDKULLPbHUpZV4oqitg0nhAyhTM3fhCAd3fL7Avj4wFDG92zBSIoMp7aNDycSggSSTntnP7SgCEFSUAUtAej2tHu37Olpsc83bVlRdOFSB0vpv7EnVLhzhC3busMF2W9EWUGpi8X+gTgAVZzU6mV+Kq3fJSsKOIZAUTJnbFw/Ja2TxtDa3oAeI5pWhWfjgpgjwDkSGNcomhL1+EvpORkFPosVAD2csUdq72j7YsOGDRtHC3YS/RjC5xoWsfM6acT5XFEUo2igz8lkHF+5aDLOm1YFUVLwwFWzTYXyAPXVOTN7JU4WT1+3AO/tUStWS92sbifg5eDmaMtEeT4BF+M57bPPxeKhb56B6nIXHAyNhCghnpLw8r83gaEoRJICkoIMj4MGQPD2rl5UV7igAIilJDx93QKwNMHBUBIsTWXEopCYjHb+FL874+bNDJUlDn3eWr9C9r1OOkfcsbrCjbVL54AmBHET8UhtHACoHe3F8zc0giYEz65qxGCMhyQr+KhzEE9u7MQ35lXnrH++eZphot9d8DVNr5POa0ebo8+l7hNNlJQmBKKiIDjKi2dXNYCyqL8pRvRnUsCDF25oQjQloCbg0QVfzfahZs/rZEBTBM+uakCCl1HqZuBmaETTfayEN0s4BisXBXOOu1laj4UVqivcoKnCeymalZwtZi/lg4OhMNrnBEVUXk2ryiKjPbO/K0ZkCw4Xu+89Dga7e6MFRTaNYpxujsbfVzbgYCiJcWWuvOvrczFFi4AWgq9A20K2jrS/DRs2bNj4bMDJEDuRfpzgOkyhy+MNqyptAuC08WXYtG9QF0TUcuJW99yyoa+c1UiSVUFKtSI7U0wyJZhXopO08KSbo3UOb6O/rvRvQP4weeFHitPGl2V8zxaMlA3OGafjYml93tnTlBUFbo7OEEg1iolm7x8jj7nVvqII0YVLjaKiZsKWvCgXpJFn0kKdujipKJsKywLqurs5GryoCpTSWbfbGbQuRP0npnnntTkpyBSePRJtHuMaFRIfPdoCoEdizxYjtWHDxskKO4l+DFHiZNAUDGB9ex96wyn0hpMZYnzZQpIrFwV1Uc0HrzoDY8udBcUCG4N+PSEOIEeY0s3RaF46F/e/uStD3LMpLe539boPcxJcTcEAesPmr0s2BP1o3T+U8bkp6MfL27pRP6EMoYSA1W9m8nIbeavjvKQLi8ZTIpY9+mGGIOnyhhqsfHwTbr24To9d6/6hvIKR2vkXt3br45nR4jQE/djVE9Hjp/UrZD/Bi2heOger32w3Fez83lMf6/O6b0k9Hn9/Hz7pieD+K2fDzdG4+4U2LEkLfmav5WPXzMc9L7VlrL8Vn3hPOGm5JqKsYOunuaKpxjaaGKTZfPOJml7TNAnV5W786G9bdI56K7HUcaVO6znUBrCpczCD170xmCt+qfnbun8IX6irhCAp+GlaiDPg5fDYNfNxy1+3oL66PK+Y6mX147D93VDO8YtmVKEnnMy7T17aVngv7TkUxdyJFRlt8u2lptoAYikJTUG/JSd6TziJLZ+GdN5+TWg335pm/13JbpMtOLxx70BRvn64b1CnZgHMRTbNxDi16/hrD72L2dVlpuvbVBtA674h/OCvWzL6FSsCmo2Al8PZtQG8bcFpXsjWkfa3YcOGDRufDey48yKbE/04gKWACg+HQ5EUGIYCX8QbfsWgxu9Cb5RHLJX/jUINxSTwFYt2dWNKwNIEi2eNwV9bu7CvPw6WJqjxu9A5mIRkkvUmAMaWOjGUFBDP8lGl02AxY4wPO3pUDmsHQ2PaGB/29kdxYDCZVaE9XPAwf5IfHYdiaOuOZIidXjmvGvv643h5W7dpZbxC1B/7hAAF6jJ0TCh3oieSAp/1sKmuyqtTuezsjmBjRz+2d4Ux2ufArt4o+iMpUJQ6/+5wUk92szTB/El+JAUJ7+7uz6A2YSkClqZxdu0oACoNyYrGGl0o0+1gwIsSeNFQpU2AqaO9OBhOIRQXMmLG0SpliyQrECSAo2lwDIVLThuLoTiPN3YcyhG2nFJVgrMmV2DD7oGcWLAUAccQDER5eJ0MvlI/DqGEgNd39MLJUBnis9r4bgeDqxtr8Or2bry7ZwCCpIBK59uNleYaJzovyEhB5W+naQJBlCGmg+dzsbj2nEk59CzFCG1q7XhR1kU9U4KcV3x0SlWJLjoaS4rwOpmiBUDNYFzPkQqKHklfGzZs2DiWsIVFjyG6BuPoHIhj9Zvt2NkdwePfmg9RknHXC21oMRHMNIpqThrlweo32guKaS5vqMET7+9D3dhSALlCiIXE/S6cWZWT1Pz+BVOR5EXcmzV+tkDj8oYaPPl+J66cX40tn4ZQ6XVYCqcaBQ6170YRxex2zS0dWLt0Dh74/3bjo32DeQUjH39/H64885QMcclHN3RkJD+Nvs+uLsPp6THuW1KPJ97fZ5nkXrmwFj4ng7tfbLNMfBrnpcXvG797D7ddXIcXthzEaXmEPBuDfpye7u/maDz+rfn41cs7MnxvDPqxorEGBAQPt+zJ8fH750/Fva9/gvf2DJjGSUv23/L0Ztx9+SzT+Y5knxgT7tliqbdcWIf+aApr3szcO021AaxcGMTyRz/IeWhjjIFxrZ7c2InvfXFKhrCmURzXzdF48tvzTUVQzewa53NZ/VhMH1eWI2Rq3CdA/r20rSuEj/cP6Ul8ozBudp+zawO467KZ6A4lICkqbY2RD1x7sJQQJGz+dAgbOwYy7Fnt/b98tB//ft4U05gb52IUHL5k1hh8/+kteX29fmEQK0zWyiiyWUjMU7sustchn/1iRECt0DWUwC1Pb85IhJ9dG8A9l88qytaR9rdhw4aNkcIWFj15hEVdLGUqVmkjE34PB5+Twd7++FGvLjerBs5eFydDQEByBB3zgRCApSmcObECkZSAzQdCplXfNAE4hkKpk0EkJalUKVATozIAIZ1ULnWz8LAUukIplbaFAAEPi6SopAUtAY6mACgQZfWfogAuhsLsU8rRORBHNCmClyQkBTkj+U3Sc/6XKZX40unj8NYnvXh280HEUmKOz5q/SUHOSb6XOBk4GUoX+KQIMMrLYSghZPCSmz08YGkCv8eB2koP4rwEmqJwwYwqPYH+yIYO3PvaJxiyqH6nCDBrnA8MTeGTnigSgpQhLMtQaqLbydCYPMqDA0MJyDIyhCN3dkew7p0O/Pmj/TDeKlIEqHBz+O6iIBZMDuDe1z7B6zt6wRsq3Bmi7iOWplDiZDBldAk6B+JICjIoCjh3amWGsKUmXhlKCBAkGW6WVrnQZQmyTMAxFDwOGlNGe9E5kMgQyDzn1Eps+TSEoQSPSQEvagIejC1z4Z3dfarNuAAQ4IIZVbi6cRLufG4bWveHQBGg1MWiusKFnT1RRJICBEml7vG5WJxRXYazJo/CvJqKjKRxsUKbWruBOK+2ZSiUOFld1BPIFR819tPEV684YzxuvrDOdJ1HgmIT/0e7rw0bNmyMBMXel9pJ9GOItoNhXP4/7+hUEwqACeUuPLv5IOonlGFUiQOXrtmQ0cfN0fjfFfPgYClcsnqDuWEAz65qwMvbenT6gxdvbIIgyTn2tGpzK7z072q/TweTcLIUKjwcOIbCVx4Y9puXZIzyOuBgaISSPCo8Dqi3hsDL27rxu7f36GKF+cbK9mXt0jmmfbR2bo7Gsysb02I7CpwsDUGSEecl+L0OEAA9oSQ+zKKB0Og9zp8+GvsHErpwpbHNs6sasH8gATdLY3yFG6IsIylIYGkKsZQEF0vBxdF4fstBzBxXhhWPflD0vJqXzcWKRz/QjxdaA+P5R5fNxYedgxkUJEqaUiUlyait9IIXZRyKpiBICjZ1DmJOdTmWpf0zozaZFHBjb18ccUGCm6UhQ0G5m4WTZaAoQJwX4XEwuPDe9UXPURtndnU5fE4GHof6UgtFAQcHk/B7HVCgIM5LYCj1Rvlrv3vXkj7ohRubsLcvhpqAB4SoN8lOhkb7oVhG7J9d1ZBxXWixLtZvDX++9ixc+38f4RvzqnH+9NGIpSRdhDTfXppQ4dKvu9VL6vV9aoy5m6UhKQpG+5zoHIjDwVAIjvJCUhQsXt2C75wzCedOGQ2KAqIpCW6OhqIAhCj42kPv6XazY63Z12IEAM9tPognN3bim2edgoVTVMGhpCAjkhRy5mKcezgpqiJZHhYsTYMXZQzEeVSWOOBiaFx433rLtXr9pnMwudKL3b1RnPvrt4qK/Us3NiEpSChxsmAoktf+q/9xNmpHH95NskYtE0kKuhDqSARBj7S/DRs2bIwEdhL9+M//rJ+/hoN5xClt5Iebo5EUpIIUgiNFPjoNiqiJV62CeaT0MJrIZ4mTVTVQFOuxSl0MokkJCtTqYYDoVcGa2KOUplShALAMgSAqkKHS1CV4Sadx0QQxaZLmR08fH1XigNfBYM+hmOk8/B4Wbo7BrRdPw4//vg2HIskccc18YCjA7WAQTog5PlJEjYdZ1XqGD24WbgeDh5fOzamC/rfm93EoYs3jDqixqfBwkAEMxPic8xPKVRqVvhiPgJdDwKsKRxIADy+dCwC48vfvoj+Wq0mj+WaMD5Ar4koRwOfiEEoIpmNoQprXrPsACtSkdl8khb4YjzIXg3BShJym4Cl1shhKigh4OARKcu0YkW1Ta3vrxdNw5/PbC47l9zjAMZRp7M3sWrXjRRn9sZS6Vymi/sanc+2O1L4NGzZs/LOi2PtSm87lGCKcEDKEDgFVPNIofAhkJsl4SeW9y35NMTuRln3XFU4I6De5SSkk7heKC/j6797LGOfBfz0jx28jHrhqNipLHChxMvjd23sQ5wuLppr5UkigMs5L6I+lEEmKGFXiwIHBhM6dPHNcKSRZwfWPbTJNHG/5dAgcTeHU0SVIChIagwEsnFKJ9bsO4Xdv78FQXMD4crW6dDDGo8TFgICgL8Ljg30DaG7pwK+uOA2/eXVXQeHR7HloAp/FCjgaz8cF67gDqphmfyxTkNPon9m6PfGt+XqS3Qx/uW5+QeFFXpKxclEQc6rLUepmwdIUounX/BiKpEWS1IccNEVwKJpEqYsFFPVVVFpTYrJAKC7g+sc24W/XL0BNwINwQkCUl+DhMjnEswVBC4mpWsVeEzhd80Y7po1R/0CaiZBq8Zw2xqeL0Grx1Tgqs/ee9lDn0WVzUV3hxqFIEoIsYzCu/j146K09ECRFj6UCIJTgUVXqwv+umAdRUjI4zDUftLFO8bsRS0oocTKon1CGJzd24jev7sJvXlXpmv7nX2fjuv/LnYtx7mZzBYC/Xb8ACV6yTHADwyKbhcQ4jbFPChJOry4HoL4tk8/+UELAJz0RMBSB34KH3Qql7iNLeh9pfxs2bNiwcXLjUMROoB8JREk+6gn0QqDTyWztx8+Ih0/fgibSyX+GAmSLW3NFgc7rzTBUhjCoJvYopivjKQqgCAWKklR7FiKRNKUKbkpQIKfvi8U8QdSENtu6w4jzon5MLrLuTdZItU181PyTCmTRKWpY7NOYQO0aSiCRRWFi6gPU3zTZ9/Ea1HtmCrKSKbKqCUcCsLxX1HwzxofOFnElgAJVCNZqDDMhTUfaJ4qQ4VjJ6piyosDBmtsxwkoQs607XNRYDpZCgjePfTFCm1o7F0cBIGBoqHYZc7sjtW/Dhg0bn3fYSfRjCKOwqAajsKCDoSy5qB+/5kz9s1UbI4dwiYvNETnUxsiHEoOP2jiFBBUdDAUXSyMUF3D/lbPx3cc3FSUqmd3Gqo923M3RKHNxuPf1XTk0FZfOGouuoYRpbNwcjUeWzcFgjMfqbFqRYABrrqxHwMPhzhfacs4tb5yI7V0h3LekHky63LdYYdPs78UKOJoJtVrBZ7LOhfqUuq1FEQNeDhUeJz5N37BaYXy5C099uB+nTyjDr17ZaUmr852zJ2N0qRP/9ey2DIqQpmDAlBtbg3ZdeJw0DkV5/PjvW7GhvV9/WyG7nYaRro3Z8ZHsXWNbN5v/uvQ4aVzx4Ls4o7oc3104GXFB1vfr4+/v02PZ2jmE+5bU63POtmOkljHjfn/smvm46uH30Bfl4eZo/eHQSGMCFCegqbUpJMZpHMdo123xg0pDOCHgt699guUNNfj5C2346Zdm2CJCNmzYsGHjqGBUicOuRD8CCIVKmA8T+cpNRAWglSOg2kmTnnNpbnYpjyn1bUgCGQr4LJoUBcjgdpdkgBBJT8hriXFRUoaJ1tPHCRRdUFKtjHZY+pAQJDhZGl2DCcjpqnkykicXynCRiSgDsjL85oCC4tZQlhW4HcNin0YO9GJeYqegJrbNfpsC6j1iSpBBEYJYUoQgyoim317lRRkTAx64OdqUYknzra7KBzfHIJYSc/jpRVl9w1MrEhqI8eBF9a1jB6vOa2d3BAcG47rAZqmLRSwpgihqwYisKBBFdS5xQQJFCKIpCQCPaEoCRdT98PLWbrR1h1FX5cP5M6rS1DIK+iIpvWrdyVLwOVkoUHAwlITXQadtqMl5XVw0LYRqJqBZrNCm1i6akqAoCngJepzdDmuR0my/+yIpKFDQ0RcDdvTadCo2bNiwkUbh7JGNw0aJk0Fj0J9xrDec0o+17h/CrRfX5fAdA8A7e/r1disaa0zbbGjvxyMbOnDbxXUQJRmt+4dyxtPEA83QGPRDlGT9vDbOu3v60WTRRxM//PjAENoPRdEdSmBFYw1a9w/pAodW/TRBUqMd47HsdrdeXJfDWa3N+47ntsHJUabxW9FYg92HYjkJdABY396HR1o6EEoKluemjVVFHSVFyRDiLHZe2veecBJNBfo3ZvUvNFYowefEOV+fpqAf4QRveX7NlfX40d+24N09/dY2agPYciCkx8VqH04bW4o1b+zCh3sHcsQ417f34dENHTqfYraPveEUmmoDECVkJJOz52a8fgrNPTu2GrLXrDecRG8kVXCNs/tJimIZj0c3dCCSFLGisQbr2/uw+s12KIqi71djLAtd3ysaayzbtKSvhXsunwVA3ftbD4Ty7IcAei0EajUBTU1kM18bAHnbGWPVGPTD61Sf14biPDZ15t+vrfuH9LlPGePDLU9vRiie+5aNDRs2bNiwMVK8+4MvmB4vUD9iI40TwQGqKGoi/XBB0gl0Ok0LY2WKpQh8Tha1oz065YuxrSgrGVX4akJabcdQauJaa6Ok/QbUynAtrw4AoYSIDgsqF0Cl+uuL8vjTRwcQTYlqdfwI5isDGeKd2fn3QqE0imNOqSrBIxs68PWH3sHtz2zDEx/sRyQlIV8enSJAoIRDNCmaJsEJgIE4D46hUFvpwWBCwMGw+ubxYFzAzU9/jHd292Hlolo4mcwL0+jb+TOq8J1zJqHExZrOUVaAuCBDUdSYdodTGEqICCcE/ObVnbhm3Qe47/V2JAUR0ZSIvX0xDCYEyACS4vBay4BK9cmoyfb9AwkMxHiEEgJu/GMrrnvsI9z7+i5c//gmXPDbt3Dn89uR4CX0xXjs7Y+BAJg+1odHNqi86wMxHvsHEgglBNRWeuDmGJVDnxA4WVUI1UxAUxPaJFB/DxHAst30sT6EEoJOPSTJCoaSIqaP9Zkmwh/Z0JHh967eKPrSc/zZC21Y+fgmXLPuAzyyocN64W3YsGHjcwI7iX4MERdE3PHlGRlJv5uf3oyfXDodjUE/mls6MHN8qakoYnNLB5Y11KApGED9hDLTNoCaaKs/pRzffWwTdhwM4yeXzshIUDW3dGDVwlo0ZSW7GoN+3H7JdHz3sU1YuTCIptrhcZpbOrC8UR3bCE1oc0ypC3c+34bRPicqfU4smKTOZWyZC6sW1uYkyBrTlcrNLR26nVULazF5lFc/ph3X2jUE/Zg5vjQnGathfXs/vA4Wp43PjU39hDKM9jktY7a+vR9x3vx2dH17vx4HQghWLarFjoNhLG+oKWpe2vem2gCCo7xY3liD7V0hy/53fnkmtneF9GP6epnEfnlDDVY+3oo5EyuwatFwnJtbOrC8oSbnAUpD0I8fXzodKx9vNR2/IehHqYsbXnOTNk21Ady+eBrufL6t8D6cUIb17f0Y7XOatmlp78dZk3J9+OmXZuAvmw7gji/NgCgrGWNk+3Xz05tx2+Lp+lzzzf32S6ZjR1c447jZmlWVujC/psJ072px33EwjFWLajP2q4ujLePRkt5j9RPK9PjQhOjXuzGWxcQ1X5uW9n5U+hy6rTueb7Nc79sumYY5EytyzmkCmhqdyd2Xz8pJkBvbACr1yX99aYZlzJpbOtAUDGBZQ41eCdQX5XHHc9vz+Dddj7E297d39aEvaifRbdiwYcPGkeNKA4WhEcebouTzhBP5fMLnYPD1ORPgc7HwOlmcWlUCv4eFz8ng2rMnYeXCIL45vxq3L56G3/3bHNx68TQMxvPT1Rmh0oQAfq8DNQEPylxq0UCpi8H4cpfpwxmCdHU50XjWh5Hvh3mpi4HXob7NxxWgSRwJKKhvCXo4GteePQkPfXMOHl46F8vSAp8PvrUb4aSYK17qoHHhjCr8azp+KxdOxjfnn4JvN01Cf0wARQCWHl5/F0NhfLkLlT4HXCyN5Q01GIqLOQn5cFLEg2/txoLJATyzskm3e/viaRm+AcDyhhrc85VZKHOxKHMxGO1z6LzvZiBQqWRe3d4LXlKpS7xOFjRRK+etHg4QAFFehouhVIocAJKkICmo9EYsRaAoCnZ0RxHnRUwMeBDwcvo8t3WF1UpvRQEFlWanzMUglpJw68XTsObK2XjgytlYvWR2xvyysbyhBg8vnYtffHWWZbud3RFs6wqjzMnosaDT423rCmNndySnfXNLBxQAEwMelDkZiJIML6fqckFRwEsyeElGc0tHTn8bNmzY+LzBpnM5hhiMCvjeUx/j/qtm44c0hUhCQImLhYumcNdlMxDjZZ1fOBtxXsINT7TisWvORMrkKb4RQ3EBP7l0OvxeDm/s6Mbti6dBlBTEeAleB4P+aAo/vmQaEoKEBK+K+7lYCociKTzwr7PRH+Exf1KFLg4Z5yWsfLwV3z57Em78Qi1EWYGbo+HiaLyw5SAeeiuTB73EyWL1kno4WRqVJQ7c+aUZiAsS4ikJJS4GHpZGf4xH87K5OpXD+l2HIMoKVi+ph4djwNAEpW4Wew7FsHpJPVr3D+HAYH6KkYQgmd4kFcPPno9LW+vvdTBICRL+4wungqEJbrt4GhQA0ZQIr4OBJCugKeDR5XPhc7LgaAqDCR5PX7cAPeEkkoKE0T4H/t8Xp4JQyOlPUwS7D0UxbWwprjrzFKREWaXK4SicMbEcyxom6sda9w/pVCh7+mIYU+rAzRdM1der1MXgji/NwECchyApepy7Q0n0RXnc8ESrWtHcUJNhM5wQdBtmbcaVuXRu/2K53fO1kxQFf1/ZgAODw4Kvg3Eed102E3v7YzkPN7L9KnEyAFHw88tmIspLiKR9W95QgxWNk9TXNNN2r/z9e1i3Yh6unH8KPByNGC/pIq2/uuI0vd13H9+ER5bNhd/L6Xs3kb52aIqApgj++4rTAKiinHv7VbFQscDrsNl7LC5ISKT3tDFGheLq5piCP0DjKQkPXDUbHo6xXMvW/UPo6IvB7+Fw15dngpdkxFKiqYDm2DIXVi+pLyiyGUrwqK8ux4qGGl2AmGMoHAwlsXpJPSo8HK56+H2dniqcFAr6Z6T70WJj9XfShg0bNmzYGAl29oYLN7LxmYKVKCmV/p/RpU7IMlDqZUERgqpSF3rDKZw5yY+FUysz+ry5oxcJXgIhME2o0iRTwNLBUOAlOU3RyUBwyQglRfhcLAghab5rJScBrdlgKKLSgqSpPPT5mIztYGg4WQoxXtWI4qX8ekbFQGXeIwh4OSR4OScmGge6BqOoKyEEX5szISeGv33tE8iKAo4moAgFKBIEGfA6GZS7OciKgt5wKn1PaD6HBC+hayiBhVMrMaVqat45cAwFhqZQ6XMgmhJBEQLRIhtOUyoNj6rlNMxvHk4Iadod80p9bc0oioCAgGEAPuP1CAKaqNXrVHrdA16HPk8jRznLqD54HAwSvAyOoXJimA9Tqkry0qpo3OYeJ4NQUgRNZ45XiGvd42QwkBDAMRRifPGc6jZs2LDxeYGdRD+G8LlY9Md4vLK9RxcejPMS3AE3YryIff0J1AQ8lv3jvGSqaJ4Nr4OB16EKPDZMHoVYSgRNUfA6GERTAso8LAgI3tjRi/OnV0FRgH/51Vt6f02w0OOg8cBVs3Xxzv97bx9EWUH9hDIMxHhUV7gzePQ0zmMXR+FrD32ItUvnIJoScfW6D/U2a5fOAU0IPuwc1O04WZXjThNNXLt0Dq5ep/b/zh8+0v0pxO0cSYrwOXO3cDEc1xMq3Fi5KKj7YISTpdP2hYy5GKH5nC0sWV3hhpOhQBOCEhcDgCDGiyh3cxAkGdGUCA9Hw8lQiPEiCCE5QqBrl87Bb1/bZem7g1Zvwg5FUrqYpZujISsiLv+fd3NsAeaCo26OxuJZY/TvZm1evLEJXieDlYuCmFDhytgf2bHT4u5kaaxcFMTs6nIwaTV4QZIRTogod3EgRMmwsXjWGCTT86CyKnKy4zvOyaKqxIlSN4d9fTGIsoyvWVSVAepDhKvXfYhnVzVg+aMf6LYA9eZfH8dBgyIENaO8lrYAtZJaE+XM5mvPRj4NgJFwslv9wDDC42Dw9d+9h+Zlc9N9zAVq1y6dg3I3h1Py/N0JxXn0RXmEkwK8DvUHz1CC18t6kqKMwRiPcFJEiZPJK4S7dukcxNMP7oBhHvV8/hmhxaYYrnYbNmzYsGGjEKZU+vBO1PzNLhtHHwRqxTWUE0MF42YZ1FX5iuKSBtQiAhdH53B5a8nVnGR9mkM9JcqQFUXn+U6JMrwOxnTO8nBXSIoCOZ0xJ+l/Vm9FcAyFlKjaP1p16LIMUJSSl4fbGA+jay6ONo1hXZVPTWRLChha1h8YyLICWVH0+Guc5hplDYqwbQYjV7iDoVQ6eouHILKsniMYXrNQQoCLo9XKcgsxU+Oa6fzlGfFQhuep5M7TyVLpojgFoqQm4zVx1aOt+6PFo9jxsrnWtT0spxVqj7W/NmzYsPFZg51EP4bwORk0L52L1W/uyhEDXNZQg+899TG+ffYkNAUDWN/el9PfyOncEPSb0jk0BP14aVs31rzRjqZgACsXBZEUJDy8fg/WZ4kUrlwYBE0R8IKExqAfLe39lqKli6aOwmPXzMd/PbfNVDTx8ff3oSec1G/iNI7zrtAw33JTbQChhIDJo7xo7Rw0tfPk+53Y8qlKZ9K6fwiLpo7ClWeeonOu5Zt3wMth66ehnDat+4cwttRp2bcp6MfL27rR2jmYI3bZlLb7hamj0GPBHa3xNlvFrjHox22Lp+Oel9rw3p4B3LekHr957ZMc0chVC4MYW+rI8XPLpyHLPfGFqZWo9Dlw1wttWcKdKnXLuVNH4fUdhzJiYRYHN0dj7dI5aN03mDfGr2zvxnl1oy3XT4udxoHdFPRjjM9h2n55Qw3uff0TrDq3Fisf34T66jKsXToHL2/rxgcdA/h/509FSiy8N8+uDeDOL8/AHc9tx9Sxvrz+a9dPIv2wZs2b7Tl+rV06BwleQnW5O8dGNpwspfunzXe9xdjG68Hoi5FjfUPajtUcivkb0Bj0w8FQOp95Pp96IynMOaXccn5dQwnc/PRmrN/Vl9FPoxJ6ZPm8DM76lYuCejzMxmvdP2TKo/72rty9baUvYOxvw4YNGzZsHAke//Z8TLrl+ZxkaI3fha5Qqqi3GW0UDzZdWAIo6aTlyG0wFOBgacRTknkingBOmoAQgqRBDJShCSakC3IWzxqDpz46gHBcAMdSWDS1El1DCWxo70M4KeiikFOqSnDtOZNx72ufYCghauZR6mZR5XNgV28MUjo7y1BAqZPFgkl+bOsKozecAkUBp48vxd7+OA5FU3CzNGiaIJoUoG0tCgRjyhwYSr9NCahFA0o6+aooWRXfUCuow+lk73l1ldjWFUYkKY6IKz0bVHoMihAkBAmnV5eha0h9Y9JYaXxGdTle39GDlDic7OdoYno/ubM7Ao6hML+mHO91DIKXFFCEYJLfhXBSRNdQAl4Dp3lXKIFfv/oJIsnhhxY+J4PrzplcdLXzlKoSfX1jKRFullaFYUU5V0SVqEVu82sq9DVzshSuO2cyFAD3vr4LQ1l0PtrDjXFlTgiyAlFWkFRkuDkKoqw+gBDSbxLU+N0QZUW3q83zH/sH8dRHB8DSNHhJBkdT4Ghz7nMr7OyOoGsoAV5Uq9ezhT6NAqcrGlVaRQdLIynkH0/jWm9u6dD91vZYUpIL9rdhw4aNzxvsJPoxxv1v7jIVA1SgigASAly/cDJkKDlJ1tsvmY67XxxOxALIabO8oQY3PNEKAOmkq4KLZo7JSaJp/RbPHIPxFS7c+eUZuPVvW3F6dbmpYOG0saWWop4EwI8umoZwUkBliQO/eHkHVi6sRVKQcOfzbQBUAcOVC4OoLHHg9me25rWzNZ1Eb27pwJPfno97XtqhJhc7h0zn3VQbwA8unIpfvbLTNDbNLR14ZNkcrFpYm9s3GMDyxolY+fhw4nxFY43+EGJ540Tc+9onuHXxNF3AM7v/bZdMwz0vthUUezy9ujyvGCcAfPm0cfjRRXX42Qtt+rF8e+I/vzgFd72w3US4sx8//ft23PHl6UiJW/XzzS0dWLt0DihCMhKjt15chwfebMdHVjEO+rG0oQZbPw1l+Jbt/4rGGrR2DmJ5Qw0ef38ffnBRHf77lZ2W7eury/Grl3boMacIwRmnlKOlvR8EO3Dr4jr85NLp+Mnft1nuzbd39eGHf92C06vL0dzSUfDaaAz6Ma7UhVv+stnUL4oQ3POVmTlUJdkIxXn8+O/bsKyhBko6tk98ez7w0s6MBx6adoB2PTQFA/juoiBWPPoBAOC+JfV44v19WJ7mMcw3B+PfgMe/NR8EOzLWviH9QO7nL7bhnstn4bevfYLljTUASI5PqxbVYmKF23KeoTifk0A3+nT/VbMzEujZvmf7tbyhBn/c2JnDo3735bNwy9ObMxLp2oNF7W+ZVX8bNmzYsGHjSBEo4dAbyXzT88BQMjfh9k+KGr8bToZGW09hbmMreotssDQBS1GQFCXjQQSf/kygvvV32vgyiJKMaFJETziJgYSgDkDU5POZNX488/GnOBRJgSIEbo7BknkTMK/Gjxe3HsQr27qRECQwFEFj7Sg0BkcBUDCvxo+/tR7Aoxv2IpEek5cUfLBvEB/u+wgOltL5sGmR4OlNn+LPHx5QucmhVtqeV1eJB785B8sbarBgcgAbO/rRE05htM+JeTUVmFJVgu//+WO8tLUbkqzAlX6j8+YL67CzO4J173TgjR2HsKMnggQvgaUJytwcgqO82NkTQSIlQVRk0BSFlKjA62DT+jMEr7V1w1gETVMELEUgp0v4RRngJRluMDhzkh87u8M5CXSOJuAYCmfXjsKkUV7ogQXwpw860ZulL6P15yUFvCTi5W09eGNHL6p8TqxoVO9Rs5PKNAUQRe3z4tZubNjdjxvPrcXyBvU3UXNLB5LpqvbLZ4/D2DIXuoYSeHd3PyRJAU0TLJ41JoPL28MxUBSVMqUxGMCNXzh1RInaRzZ04LnNByFJCnhZBgWAoyjwSiYNTV1VCZaceYq+llpS2piM7g0n8eTG/UgKEpwsjXmTKpAUJGz9NIyUqICmCL50+licc2olOIbCxo5+PPrOXlVAVQEGEwKWzFX3q2bX6J/HQeOSqWNw4YwxOUnwQnNsbunAQJxX48tQqPBwWNFYg+UNNbj2Dx/i1bZeyIr60OK8uko8vHRu3qS7EdqeN8ajUNLehg0bNj6vIIqST1/7nwvhcBilpaUIhULw+XzHfLy2g2FceO96y/MadcGqND/w+dNH48BgAqdUeMAxFPb2xzC6xAkQBSlBQrnbAUGSEUmpyuKt+4dM6Ug0qhGrMSt9Dlz/f5tw/1WzwdKUqY/5bAAqzccr27tx/vQqcBQFmlK5viMp9ca2pb0Pv3t7D/74nbNwyeoWSzvNy+ai1MXoyuE+F5vhTzadx4QKF9wsA1GRcf5v1ue00XiZyz0ceFGCg6GRECREkmKGX8aYPb+qEQlByjj34o1NYGgCCmp1RpwX4XWwoClAVmR4ORZRXipqffPFce3SORhf4QJLKCRESaW+cDD4yv+8kzFvjTN6dnW5now1w3OrGuF1qLzYkaQAr5NBXySFrV0hnH3qKMRSEmIpEaUuFl998F3TGDsYCqNKHPjG797D6iX1BfeB+gNLgYNRqysu+G3+mGjUPZpd4+fmZXOxozuE86ZVQZSUgvE1o9SZGPBAkhR0hRJgKILW/UNYPGtMXr9ev+kcTK7MT+WyuzeKc3/9VsZ4o30OvNbWi8ZgQNcOcDAUBEnGp0NJVFe4UeHh4GQonV/c52LBUgR7+uLwuVQ9gFBCwBifC4NxHoeiKXC0ut5PbuzEN+ZVo35CGcaWOvH81u6cPaH9DXjxxiZceO96uDka3z57UoZPAFDmZFGdh8ZFm58VXrixCReZrIcWj4tnjkGCl+DmaJ1L3u/J5VEHhiljNL51r5NBLCViKC4U1d+GDRs2/hlwvO9LTzaciPnf/UIbHnx7z3EZ62QFgUoFGcmiLDlSmxSlcmv3hFM55ymoRSKjSpxYt2Ie9vbFcP3jmwBFAUOr1B8gBD+6qA6PbFBFDjXqFQLg1oun4c7nt+ccf3jpXD3h92/N7+NQJGVZ7U6TNCWLyXmKqDR/D1w5G+fPqDLtv7M7gmvWfWDqAwBcs+4D8KKM/lhKTQpTBD4ng6GEiICHg9fJYG9/HFAUTAx4kBJliJKChCAilMhdC5IWhaTS1CSEAH6PAylR0qvkjRjtc4ClqYy4AGqF8vWPb0pXupvHxgi/mwXL0BAklb7PrNpdFURVq+ZHlTjx00unm65PvnXTYma1psXAuCYOhsLevhhAMvchRxNIshrAka6vIMkqBzpNTP3/t+b30Rfl02s0HI91K+bp+/JozTF7b1V4OHA0heUNNfjZC20511K+udqwYcOGjVwUe19qV6IfQ2iijUYEvBzuuXwWKn0OxFMSSl0sXryxCf2RJBwMhRljfIjyEgaiKVxjkbx84KrZOi+zGfK9ipoSZSR4Cb/7tzmgKYJBC871Qq+zdvTF8JtXd+GsSX5EU5IpR3bAyyGVR8ATUMUXeVEGSxNUlToRTRa+oRfSgogazPiVtRg9cNVsAMgbr0hKxECMx6zxZfrrbB19sYw+2rqNLXNhKC4BoOCgVQqNvujhxVBrk0hJmFI9fJFu2jeAOC+huaUjIzmscYxnw5jUjSRFKFArKWhC0G/goO8Jp+D3cIilkFFtZRW/YsREh+IClvz+Pfzt+gWoG1OKjR0DBedr/H9A9WXloiDqJ5TBxdKYWlWKZ/7Rhelj8/+g9jiYDI72VWlqGbPr4+zaUTmx0vjkN3UOIpYSMrjAS10sPA4G0aSIcDrxLSlqQtq4Nl+cNhqnji5BOCmaXgN/+s5ZqBujzsOYDG7tHMTSRzZm+Gj0W/PznstnISXKIIQgkjLnEddgFN8UZZWLUdVhUOf4xbpKVMM6iR4uIN4ZMfl7Bgzvn7NrR2FeTUVeGxpK3XZy3IYNGzZsHH/848DQiXbhhEMBkChwf344NglyRdU1UJSaCI4LKqVHW3c4Q3ySoWXwkoKPDwxliByWulj0hlNo6w6bHtdEDrMFMM0gKyoFi6zkipHSBBAVBW3dYcvEY7YAo9EHABnikZoYI0UIZEWBg6UyhCslWUGpi8X+wbglD7eWOJcVtdJfkgEHS2HIcD9mfFMgKUi6mKVR/FGLNUOs+daNoCiCuCBCyPMbgACgaQqCKCMuiJbrk2/dtJhZrWkxMK6J9tswdx+q68FLI1/f/QNxAKqWlpn/CV5SY0EIQBE9HsZ9ebTmmL23NKHPjw8MmV5L+eZqw4YNGzYOH3YS/RjC58oUwwt4OZ1n3EiJ0JimbegeSuKh9bvR2jmEP35nvqXdQkKE+c47GAqRpIivPfQeGoN+3HrxtCMaw8XRWPbIB6ivLsvgyNbm2hfNrUbJtjO2zIVfvrwDV555ClxpUU8AlpzYTbUB/PiSaXpC0wyaOGgxIqOxlKgnLzWub8YgOplv3R67Zj6uevg900S6g6EyxCut/DSKJmo3SlZzf+yaMzP65+Nl13j3Nc7yy2ePw8+e247XdhwqWhSzUPy8TjXOunCkK/+fFDO7p/jd+MN7e3O4ys+fPjqvLbN1u+GJVlOffS7GMlZabP7zqY/xWltvRrtsGqH7ltTjlqc34+7LZ5nayebYNxO+VY/nCmVqflv5+XjW2mfDw+Wf41dnj8/b38wnI0pcBc5bzNWGDRs2bNg4WXD6+DK8tyf/A//PA+TDIScvAFFWLO1qgo5ulsHYMhf4tECmJj4pprmzTxtfhk37BtEXTcGRFtI0ijNmi4N29MXw8WufwOdkTQVBjaAIhsUfs85JiprwrquyLuDgRRkKFHQPJeBxMjlCi5qYo6Io4CU1UZ8U1CRrSpDBMhRkRaVnoSn1LUSOosAT898y2i8IiqgJYChAKCHCxVJ6MYox2k6WNhVNravygQAoorYHgJrYdjAUWI5CUjAvFFIAiJLKP08TgiQvmcamkKirk6XQF0mBEDVWDjZXUDSbdsX4PUdUVFHfjs0sOlL0/ZVvfbMFNjXBUQKiH+uLpqCk+dYnBjxwcTRivARJUaCk9z5HUTgwGMfO7kiOTWP/YlFIKPS08WV4bvNBiJICmpIhygoo5J+rDRs2bNg4fBTOMNo4bJQ4GTQG/fr3ey6fZcoz3tLej/96dhs4lmBDez9WNNZgywFVMNMMveEUmizONQX96LUQxNTEDjXxvpb2frR2DqKpNpDTtnX/UIbv2XY0McQtB0JY0ViDDe39eGRDh86hp8313T39lvNoCPrRG06htXNQ5w43trfiHF+/qw8//ft23HZxnandxqAfGktR6/4hnds831w0bGjvx6MbOnTRIONcrLjP77l8lqkPrfuHoCiKZRwbg364OVoXTdQ4qd/Z049bL64znfu7e/oz7OXjZTeux4b2ftz2t62YOrZUj0sxMcnXrjG9fprwYyjOo3XfkOXeNIqPavabggG0dg6acpVvORAqaMvY/pENHbj14rqM44AqROpzsrjNIqYb2vtx+9+2YWq6Yjzfvnt0QwfuSSfQzewYY94Y9KPcY15trQlsGqHF2mr8d7LWPjse3eFk/jk+sxWhuPmPISufjPZFSc67l0MJIa99GzZs2LBh40Tjlovq4OXsnz/HSj41krKoqob6MP7acyZhSlUJzp9RhfPqKgFC1AQxIfhiXSVWNNZg+lgf+qI89g8m0BflMX2sKvq5orEGBOrvIALA46DxsxfacO/ru/CzF9pQ7mYtixecLAUnS4MQlTfcrMTli3WVlpW7j2zowJ3Pb0coLqA/LmD/wLBvU6pKdHHGlKSKpyqKmpiPpiQ4GAqhBI+uoQSUdMl+dyiJaEpENCXogp2mcUvzoadz7wglBFSVOjG1KpOCkCHpBxVAjvhjVygBjqGK4rYH1Dd0RVnGqJLce1iWJnAyanW9lN5E0aSI37d0YCDG58TGbN00/6ZUlWD6WB96Iyl0h1MYSqh0pe/sHtbMeWRDB65Z9wG+/+fNuGbdB7j2Dx9mfH9nd59uvzuUBNLUN4NxAYxaHA5BHt5f+SqztTU0+nrdOZPxnXMmgQDY2xdDX5RHQpBw5/Pb8c7uPlx7zmSUOGhIskqVwzEURFnGfa+35/iX3f+RDR1FrYfmF8dQcLA0QEiG0OeKxhqcV1cJBerDFvXNBXXdbdiwYcPG0Yd9F3kMIYoy7vjyDD3xVOlz5CS3NLS098PjUG/86ieU4c7n27C8oSYngdkQ9GP+pAosb6xBUzAz4dUUDGDlolqMLXPlnNPEDseUutDcMvwf7Tueb8N/XTo9Z5ztXSHctjj3eFMwgOUNNdjeFcLyhhrc+Xwb6ieUAVATddrnKp8TG9r70dzSYTqPpmAAqxbWYv6kCt1GdnvtmBnWt/dhxvhS0/gsa6hRX6sDsONgGI3BAFYtqjVtu7yhJiMegLoWGo80UHjdqnzOjGPamwXbu0KgCcEyi3Vc1lCDCg+r01r0RXms39WH5pYOzBxfajpmc0sHljUMr32+GBnXQ/NV+55vXVYurNVj0tzSgVULa3P2kzbHv246oAs/9kV53PH8dtO9qcV6R1cYy9OUOU21qkirJkabjTufb8Nti6fnJG6t1m1Dez9OG1+Wcfzs2gDuuXwWkoKEGRYxBdT9pMUmX0y19S4U88agH3ddNhOjs/aGBk1g05i0bm7pwKpFtVgwyV/U2mvQ4nHz05vzzvHtXX2W1ENWPhntf/exTbjT8PdMg7YXVj6+Ka99GzZs2LBh40RjZ3cE5R4HPA5Vw6SIFxY/V2Dp/G9QHg5UDnYa93xlVoag5IPfnIMHrpyNG8+txQNXzsb/fHMOdnZHsK0rjICHw4RyFwIeDtu6wtjZHcHyhho8vHQufvHVWVjeUINdvTEgTWMBRcGu3hi+Mbca5W4WJU4GZS4GHo6G38Ph3q/XY82Vs/HAlbNx28V18Hs4BLwcRvsc8DkZlLs5/Pt5U0z939kdQXNLB3hJzVJT6X+lLlb3DQAWTA7AwVDwuRjQFNHbuTgGgqS+nThplAejvA41qa0oEGS1Kt0YK0DtN67clfFQgKHUH+67emP4jy9Mwe2Lp+FLp4/F7Yun4fkbz8YvvjoLDy+dmxFjzfeA14Hx5S54OBoEQImDht/LocTBgABwpR8sEKLyndMUwa6emDrf9HGKqHO49xuzcf2/TEaZi0W5m1UT1+kkMjGJjXHdjP7t7I6gdf8QCFHpdGiiVvs/9NYe7OyO6L4rUH+L8ZKMV9t6wYsqPYoC9d54weQAbr14GlwcjVFeByaN8qDCwyFQ4sStF0/L2F+FYObr8oYa3X7Aw2Gi35Mx9h+/swA/vXQ6rv+XIHwuFl4na+lfdn9t7xTr15ol6h5ec+XsjFj+x3lT9H0/vtyFQIlzRPZt2LBhw0bx+My9f3///ffjl7/8Jbq7u3Haaadh9erVmDdv3ol2yxSDCQE3PNGK+6+ajR/SlCWnsIZoUq3eUHmMJdyQFhxd0VCTISTYG0lh5eOteOyaM7G8sQYMTVDh5sBQRH31UZJx6+I6KAAiCRFujoakKHhzZy8eeitTVDPOS+iLplBfXY4VDTVwcwzivIjW/UO46uH38I151Rnjjy11oSecxLSxpTpthZHf2s0xWLt0jv46pdU8xpW5oEBBXzSVYcPY3sPl354HBhO638b43PBEKx5ZNhfNy+ZiQrkLE/we+Fws7vryTMR4EfG0+OELW7szqDeMcDA0Xr/pHESSQkGOxWhKxNqlc3SObVW4R8YPLqzDUFzA0kc2mq7jDU+0ZlB0aJzUcV7CgUHz6gEtPo9dcyaWNUyEu0CMsjnNzeK8oqEGXgcDj4PBa2092Li3H6uX1Ou+ftQ5gBWNE/HDi+t0IUgXq74y+bPLZuoPAcJJAXFewsrHW/Htsyfh38+rhSSr4lWEqDfW//6FU/FpKIHVS+rh93Lo6ItZUvLEeQnhJI8fXzIdCUGNyfhyF17Z3mO5bilRxrMrG3U/A16Ve7u1cxDdFm9oZMemEA98jM/P2+9zsvjvr51umUDXMLbMhdVL6jMENgNeDrsPRU3ba2v2l+sWQJBlDMYFiJKCTZ2Dejys9o2GSAHe82yfPA4GHK1WUD26fB7CCV5N2F84FdGkBK+TRm84hSt//57ex4YNGzZsfL7wWbo312jzJvo9oAhBdyiBQ//kD4B9TkbXzMkHAqDMxaI/xhfFnV0sSFq0kzN5YnH+jKqM6uBsDmnZqWRwSGv/Pn7tE1Me6IPhJBiKwtgyh85H3htOgWMoLJxaCQB4c0cvCCHDYyhKXp5qIye1YuAn9zpoJHg5g/9altUEciwlgUm3owkgQ4HPxcLNMXCyNPYPxiGIspq4zo5VmlqGpoZjxlIAQ9OQqWG+63//wqkZfubzXZsrRYD4YALlHg6lLg6hBI8oL8LrZCDEBdBUJpc7AHAsBSgqXY8gKeAYCmecUoE/fnAALo5CKCGCotRKeIYACkhObLR/2b4leAkUISr9CkEGpziQyZnuSNPhOFgqh19cfbuAIFCitnWy6v1pTcCjr3uxMPM1275x7IVTKzGlqgRv7ujFHz/Yj1IvW9C/w+FGN/PLGEuKUKiuKG5P27Bhw4aNw8dnKon+xz/+ETfddBMefPBBnHnmmfjtb3+L888/Hzt37kRl5cj+A3k84HOqN6KvbO9B/YSyHI63bGj80g6GyhBAFGUFE8rdSIkSpo/1wedisaKxBqG4gBWPfmBp78Ubm3DFQ+9i7dI5uNpEpFQbw+tkMW2MD4QQeBw0rl73gZ6gzBYyNLNl5KCO8yKuXvchXrixyXAsVxDxhRubIMkKPA7WxIba/sxTKrB26RxU+hyIJiWUOBn0hJO4+enN6Ivy4GjKUmhR46jjaNVutpDh7t5oXpHGEieDyZXqq5I7DoYt2wHq66magKcmLvnsykZMrvRid280Z/5a3FcvqYcgK9h9KJpOYtP46/ULwNDmr5ka48PQaiJ+dnV5Xt+MPNsrGmswocKVIcapCWFqDz5++9ouS1sv/XsTHAwFjqFQno5nKM5jd28UkSQPVzqhH+cl/Pa1XTm2svfO2qVzTIVSjQglRIQSatL6+sc2Ye3SOUWvmyYUuqcvBhdH63tBQ7bIaHWFGysXBQs+vCnEHV7h4SwT6EbxUp+LRcDD6f5qKHVZC25q1+UlqzeYns+eYzZKCvgOWIl+qoKku3ujuPT+d4/Ivg0bNmzY+OfBZ+3ePJujWFaOYrb4JIVWYQwFeRPpJM0ZfvRr0dX78kK/gwBzXupsjm9A5fnOx6mer3+xY2S3V4XeAVFSQIjKc27sZ9VO41tPiTJkRRV+d7MMBErCUCKzMIMQAkVRoECtCNc45iUFoBS5KG7vfPFMCXKGL9p3dZxhvm1ZUcdRoECUVIF7JWsdjXOV0nUt6lyVnNhY+WbGKa7x5mtj6L6nefRTggzZqZjyqxe7piNFMXumUJsT7Z8NGzZs2Dg6+Ey9xPjrX/8a3/rWt7B8+XJMmzYNDz74INxuN5qbm0+0a6YIeDk0L5uL1s5BXL3uQwgFOIU1VfGtXSGsXToHrZ2DWPVEK2iK4O6X2vDVB9/Fdf+3CRfeux7/6BxEmYfDoqmjTO01Bf3wcrTOzZ1N26EJELZ2DuLCe9fj+sc2YcWjH+CXL+1A89K5GXQmwzYD2PJpKOOYkZvayJVeiD+ZQMHL23pwMJQw9THg5TC2woXmDR24ZPUGLPn9e1i8ugWPbOjAY9fMx8UzRqMnD/f7K9t7sOLRD3DbM1v1agYjCvE/f7hvUO9X7uHyzuXgUEKPX2vnIJqXzdV5zp0sldHXGPer132IKx58F+f+91v4zz/9A4pCsPqNXbhkdQte2tadl7P85W3daO0cRMDLFeQ2N455yeoNGb7et6Qei6aOQuv+IfSEk3k5yDftG8ShKI9LVrfge099jM7+GFY+0YpL1rSgLyZg077Bornnte/FcO/3RlLojaQy9pdVe23dDg4lsPKJVpz767dw2QPv4LnNBzO48bPX4frHNmHx6ha0dg5iQoUL51pcV2fXBlDusd47Gj+8GbqyfDr3v9/Cqidac/Znvr1ZaPzeSOqwfCsWhXw7Uvs2bNiwYeOzhc/avbnGLxyKC9jZHQEvKpha5UWBZ/pHDYWKB442aAKwDIWzJlWg1G39oNvDqW1YmoAp8EBeQzGtCNRK+K/Uj0PXUKIgvYSRl1qtopZwyWljc6ppdU51EPCiSjSucaovnjUGSUFC12DClCN8SlXJcJuh4TaAWqWu+bizO4I3d/QCABbPGgNJVsCkX610sjQ4htL7/eHdfdjY0Y/Fs8bofNVaOw9H47y6SnA0hd5wCqKk4NyplfjanAk6n7YWKydDwedmUeKgEU6IcDsYTK3yghi448+qqQDHUDrlidFnDTu7I7pPCyb7h+dKCE4fXwoColfon1dXCbeDyeDbdnMMzptWCZ+LhawAkqygxEHjunMmZ3DAa3MlFAFHExBCwNLqG9Bm62b0d0pVSQ6nuMabj/T6L541RucoB6D6Togpv7oV93ohWMXQal9a2c/X5kj8KwbH2r4NGzZs2BgGUZTPRgkGz/Nwu93485//jC9/+cv68aVLl2JoaAjPPPNMQRvhcBilpaUIhULw+Y69YvWng3Hc8vRmrE9zFE8od+EPV5+JW/+2BS0G3mKNU7h7KInfrd+NORMr8NHeAaxv78fKRUFT4UWt3/cvmIp7XtqRcb4pGMCdl82AA0BSAe54bhuWnHlKhuBgPrtNwQAunFmFH/51q35M41TfuLcfv3l1l35seUMNbniiFfXVZVjeUIMnN3bimsZJ+H9//hgPL52LO57bljPXO788EwlewOUPvgc3R+Oxa+bjFy+1Zfi4dukcNJsIJGo27vjSDOztj+Phlj0ZbYw+aVW7Z9cGsHpJfU51bddQArc8vRlv7+oz7T/nlHKsXlIPADgU5fGTv281XTeNykKPX20Aa9L9/vOpj/GNedX6vAqt5+nV5VjzRrue5M0Wicye36Kpo3DDuafily9n7oHGNOe6RtlSaA/99rVP8M35E6FAwSMtHfqeNVvn+nT1u2ZTm1Nr55Cpz0Zf4ryEpqAfS9Pf50+qwM0X1OXsE23MP27sxB1fmgEFwL6BOH739m5ceeYpWLfB2sc5p5Tjwplj8IO/bNHPuzka9185G06Wwpo321FfXT7i66ox6MfdX5mF8RVu072j8a+PMan6CMV5rHyiFesN7Y39svdnIftW539x+SzIwIh8GylGOncbNmzYsGGO431ferRxpPfmJ2r+8372Knojw/dtlSUc7vjSTPx+/W7s7I4gKUoQ8jP5FUS68PuogSIYEcUKS6sOSIpKURjwclg8awzGlrnx1037sa0rDElRQNJUGhodoVaJztEU5tWUI5IUseXTEGIpURW4LDAuQwEzxvqwtz+u0wJOH+tD54BKK+JkKaxoVHmm8+GeF9vw1EcHIEkKvE7GtM8jGzqw5o1dOk3jykW1AFSu6WhKBE0RXHHGeNx8YV1Ov+aWDkSTImhabVPpUzmkNR+nj/VhW1cYSUGGIEkAISBQ+csXTa3EhTPGYGyZC+/s7sO9r+9COE3Z6XMyWDKvGvNq/OBFGRyjVgNPqSrBzu4I1r3Tgdd39EKW1UKb6goXth+MQJAUOBkKX5w+GksXqPPsGkrofV/e2o227jC6hhJ4d3e/6pesKo6yNJ0R10c2dOg+yYq6dxwMBYoioAA4WQYUBZw7tRJLF9TovnUNJUx93tgxAEDBvBq/aVLc2O/FrQfxxo5e03XT4p69D9Qx+gEQzKupwDu7+zLaLZ41BqGEgDd2HIIkKzm+m/mj+V8IVj5ZoRj7+dqM1L+R4ljbt2HDho1/ZhR7X/qZSaJ3dXVh3LhxeOedd3DWWWfpx7///e/jrbfewvvvv5/TJ5VKIZVK6d/D4TAmTJhw3G7W2w6GceG96zOOPbZiHkrcLBiaQjTNg+zmaPRHk/A4WbgZGlFe0vtZUbFoeOnGJl2JPJZSOe28LA1BlvGdP2zC6n+tR4pXb2y01zijSbVdtm9G/PnasxBKCBkc3s0tHXj6ugUYiPEod3NwshQGYzzcaUHUvkgK5W4Ob+3qxcIpoxHnBYzyOhEXpAwu7VfaunHqKB+WpaloAl4O91w+C+PKXRmvmubz7/kbGnEonEKpm4WDpRFNioimxAyKEiNev+mcHNoMANjXF0P7oWjOPLX+r990DgDg6797F/dcPkunlil1szg4lNCpZbKh9Tv3129l0IaMKnHg0jXmVBxA5npr/c6fPhr7BxKm/gHAc6sadEX4JC/BydH4dDABmhDEBQkTKlyW9B+AuodcLI1QQl1LmhDs6YtZxmTtUlWYR/PTzGeNIsXJ0phQ4cKnAwnEBQkOhsKkgCf9miENmlJ/vLkdDKJJUX3FlVOP0xSB3zNMLRKK8xiKC4gLIjiaxt7+/D5mXzdujsZ3zpmES2eNRVKU8+6v5mVzsalzUJ+HNsZX6sdh0qhMuphs/nUz7O6N4txfv2U5ntn+LGQ/3/mR+HY4ONb2bdiwYePzgM96En2k9+Yn+r4cAO5+oQ0Pvr0n5/jXzhiPd/f0gxdlHIqkkF8d5fhjpEl0TaxRSYs9+j2qmOWtF0/Dnc9vhwI1sbq3LwYQgjGlThwMJQFFwcSABylRpQ5R0nflAzE+/b2IsaEKQQa8DvRFU+iL8gh4OARKHAglBBAADy+dmzcJec26D6AAOjVFdh+zNoIkg4CAockR9euLpNAX4xHwcvA6GOztj2fERbMJAEubN+JQJKnzvsuK+rvmf1ecaZpANY490tgY+xvXbqLfrft168XT8OO/b8OhiPq2rpReMO0FCJLVPt86jBT51g1AwTW1sqHtQ5am8vY9mv7aCWgbNmzY+Pyh2PvyzxQn+kjx85//HD/96U9P2PhaVYIRoZSIq5o3AgAe+uYZeHtXn857ztIMBFFE3CBcWEjkMJoS4fdwiAuSeqMMIMqLUBQFD37zDKREGSlBTouO0pAUGRVeDgMWIkpaEpRjKD0JqiWmAfUmrMrnRFKU0B/l4XMxcLE04oIElqEAAkyt8kFWZPRGeESSEmRFAU0I+mM8KkucmF8TQIKX8MiyuVCgoMzFghcV9VU+GXh3zyGcNj4/13c0KSIuSJDjQLlbFbX8x/4h1E8ow6+uOA0ejoEoqxx+SUFCSpSwrz+GMhebkexLScPxVV9BJPj22ZMwa3wZWJpAlGWwNIX/u/pMSIqi/4hwChRWWYhbAqqAIyFqxb+2vpUlTtAU8D//OhsOJjOuWuLZzTF6Are5pQNr3mjHtDE+XP/YJtN1qp9QhlhKUgVG0w8gZFnJSCo/cNXsvLFMChKmjvEhFGf1JHWFhwNDqw9JzqguBxqh+1rh4UBTROdW93s4/Md5tThtXBlK0w+IBmM8KEKw+dMh+D0cpPSzOkIIRFnB6elqdi0Z2zWUgM/FYvIoj2Uy1sjVrdGwWEGUFT32xn380Ft7cE7tqII/ApNCLo8/ACyaMszvavQnFOfRH+PRE0lBVhQkeRHlHgd4UUY0JcLFUfj7ygZQhCCSFHP4/c0EOc25yXOhADkEpsX2PVwUsm/G/W4n2W3YsGHj840TfV8OAP84MGR6/ONPh4bFI4+vS0VhxCVPCiBjWATTwVJI8DLausO6WKNGI0kA8OmkqgKVuqPUxWL/YBxQgDI3CyVd0SwV4YeW5C0kBplPJNEoKGnWx6zN/oE4AGBChfuI+jnYtM8MBVFWcuKi2QSg/2Zj6HSxkqIgwUum88see6SxMfY3rp1o8KutO6z7RFEEUnrBlPT/UCSz/dEUnsy3bgAKrqnl+qT3YaDi8EU5R+qvnUS3YcOGDRtW+Mwk0QOBAGiaRk9PT8bxnp4eVFVVmfb5wQ9+gJtuukn/rlW8HC/4XLncg0ahxxq/B//77l40t3TgviX1uPulNrR2DuGP35mf094KvCijO5zE1es+1BO6X6irxA8urMOPn9maQ3mxalEtCBTE+NzkvJFCxJhAbAj6sebKejBETY6ufrM9L12H9v17T32c8f0//6R+N1JvzK4uy+i7aOoo/PCiaUgVeI/W7WDw9d+9p853aiV+tLhO9zsfFcqqRbU4pcKtU2Lc8ew2PUZujsbapXPwwJvtuiim8dj6LMqc+5bUZ9DGGOFzqcrsrelkuLa+2f6subIeBAQPt+zJiblmP3sPGOen2b7vjV05tq36Z6PEqVbVG+lSzGKn+frrV3ZmxqI2gJULJyPGS/jVKzv1flrsfvXyjpz291w+CwTA95/enEFxcnZtAHdfPqugEE4+cU/jtWUWU5+LLfhj1CpmGqek0b+uoQRuf2arTtuj0dr88pVPsKG933I/Ngb9eOya+bjq4ffgMtEgyIeu9FsQhxO7Y42T2TcbNmzYsHH0MNJ78xN9Xw4Ap48vw3t7BnKOT6zwoD86iL4of3Im0Q+jPVEAQVTpL4YSAqAAXYMJiLKMTwcTcLAUFAWQFQWSougiq0NxHj3hJGRZAUURtTJfUUZUCR9LiihxsoilRBDD975oCgoUdPTFgB29prQTY8tcoCigO5xEmSYoSQEHBhN4eWs3eiNJ9IRTapuhhCqEKStwcTQISFHij33RFBwMhVhKBEUAmsoS3wRBOCGApojOWU5TJMemm2NUqpu0+KYqyKn+Psum1tDHjqTgYCnEkmJeoUwNGpVLkpegQEFfNAVv+i1gTYBUi6vPyYKjKUShCpvq+yFdaCUrCpj0PLSYavzkRhwOLUixwpoOhsJQQgBDkZy5mtlwswwUKPqxvog6V75AoZlxDgByPvPpffXpYBxOloYgyiAUKWi3EE5WSpWT1S8bNmzY+KzhM0PnAgBnnnkm5s2bh9WrVwMAZFlGdXU1Vq5ciVtuuaVg/+P92uyBNCe6ketZ44+ury7HPzoH0ZLFk71yURBjS514fsvBghzaDUG/zu1cn+bS1sb4uHMwI3Fp7HPxzDEY7XPmcI7n50n347uLglj9RnteXzQfRvLd+FnzYUWa068lD2e1RouS7XehmC2eNRaLplbie099nJHoM+tXLIe5EWfXBvDLK07D9/70Mda39xWM64Uzx2Twz2fHdFyZCy9uOahzUGfvl0L7A4BlG83XN3b04rnNXXm5wvP5etdlM/DCloOme91q3GzecuM5Mw57I0JxHqueaM3g5dbw86/MxAubu0z3f2PQj//+2ulwMpRlf6t11eK5ef+Q7p/GdX7ahDLLNSm0h1YuCqKjL46LZlQVVa09Un7144mT2TcbNmzYONnwWadzAY7s3vxEzX/iLc/nHJtQ7sKBwcRJmUA/XjiaPO5qYlqlN9ES0RTU6njtu5OhUOHhcniojZzeAMDRBE6OgSDJSPCSzvMNZFLcTK3y4utzqzM4rq9urMGyLI7ra//wIV5t69WT4xxDwc3ROr+4IMtI8iKSYmY0WJqgyufMsGnGP+7iaLCUKkDKUlQG17Y2tppsJ6it9CCWkiz9zfaVTk/cyVDqG8CKAkFSkBTV/ixNmfqugUAtNmFpc/+0OY2EJ9yI7L45sXrtE4STaqW8z8XixnNrTbnus20oUN+IHYjz6nGLvWNmQ+O0Zykq53OMlyAYHjawFEFVqXNEc87n++HaOdo4Wf2yYcOGjZMJxd6XFie/fpLgpptuwu9//3usW7cObW1tuO666xCLxbB8+fIT7Zop4oKIO748A41Bv36suaUDKxcGsWCSX0841k8o0xNs9RPKcOfzbVjeUIOGoB/NLR36ZyO0au7mFjURXj+hTD9XP6HMNIEIABva+zHa5wRNSI5dox/ZWN/eD4+DsTyf7cNIvhs/az7c/PRm3LZ4ekbsgGExz1BsmP4i2+9889jQ3o/KEgcGY3xOos+sXz5bLe39WDAp0z9NYDGaFLG+va+gjfXp9bDydcEkPxaeOgp3Xz4LZ9cGcuwVmmv9hDJ9D2XHUvM1lhJRWeLQ2x+Or6N9zpwHHvlsvb2rD5UlDstzZjzzRpS6uYyYGOc0u9p6/7e09yOaFPP2v+uymdhxMJxx3Hi9Gf3ri6r7KN+aFNpDPheHO57bXnDOGrQxzVBM7I4lTmbfbNiwYcPG0cdn7d787hfaTI/3hJP/lAl0UrjJMH/6URxXVobpT2orvShzMpAUBV4HAzktiMlLMnhJRnNLB3Z2RwCo1bLNLR3wOhjUBDzwORkIEkARgmQ6gQ4gXUGvfqaJmrze1RvD2FIXHl46F7/46iw8vHRuTgJ9Z3cE27rCKHMyoCmics3LMhw0BSfL4OtzJ8DBUPBwmS9rE6LOZ3lDZpJ7eUMN/vjts3D9vwRR7mYxyutAlc+JSEpCJCHA52L0BPDLW7uxrSuMgJfDhHIXAl4OsZSEWy+eZurvy1u78WpbLxTDkwJJVmPo4mjc85VZuOfy0+DiaAQ8nDpuQgAvKaBJ7tqn8/ppPSIKXgeDSp9D929nd0SPvwLknCsGyxtqLOO/YHIATpZBhYdDTcADr4MxtW1mY3lDDW69eBpcrCqSOzHgsfTNOAefi9HXwsFSGZ/DSRGCpGTESYGSsyeLxZHG7ljhZPXLhg0bNj6r+MzQuQDA17/+dRw6dAi33347uru7cfrpp+Oll17C6NGjT7RrphiMCvjeUx/j/qtm44c0hWhCgMtBoz/Cg6aH/5Nt5D1PiTLivIQbnmjFisYa3HzBVBwMJfGTS6cjFBdwKJoCR6sih0YqkWwb+aCd/95TH2NFYw1WNNQgJcooyUORAQDRZH6KlexxR/Jd+6z9f1+Ux1UPv4d7Lp+Fmy+cimhSgtdJw8HQuPL37+G/vjSj6HHM/NSqIAr1K2SLZSi8ftM5OQKLrZ2DI/Inn/2q9KuHq5fUoy+qcm8Xa9vjYPCrK04Dk35osqJxEpKChIl+N8aVuXRfs+M/Ul8PJ3b5zptxhGdjbJlLj4kx/nv6Ynn7abat+pe6OXz/gqlYMq86Q1TUeL1pNsLp/893/RWKQyguIM5LRc3ZOGah+Z0InMy+2bBhw4aNo4/P2r25FSe6OBKuks8QtFnRefjMmRGKlhphZZdATXR7HTQoQuBxMhhICOBoghgIGBoqVzujcrVrPNTZPNWCS0YoKeYk+QkZ5omnKQqEKOAlBW3dYZw/o6og37rHySCUFMFkccYzNIEsq3zi2TESFfP7HNXvcvzxg/0IlDgQTVPYZPOoG/noqTT1S284BY6hsHBqZY7dtu6wqitFAbLhVpKjCQACLk09SEAQKBnmSQc0mhdAMPRj0m8ACGljo13Ow+Yuz4cpVSWWnO6SrGC0Tx3XySqWts1scAylztVbPK+6cS2MvP9GyhaaIvr1Lyu5e7JYnKwc6yerXzZs2LDxWcVnKokOACtXrsTKlStPtBtFwedisX8wodOOrF06B19L83ivXTpHb2fkX9Y+x3lV2LB+Qhm+84ePsHbpnLxCimY2jDAKUXo4Bl4ngxWNNXhyYycYiqAxGCjIy+x15j+fPW4OlzdLZ4g9Vle4sXJREE9u7MT4chfWLp2DUYbq5L4onzPntUvnoC/K551vIQ5wB0PB58zd+mb9CvOJM5hc6c05rnF2uzlan1u2UKuWkM03Rolj2E9dzLE3qq/nhIr8HNOxlJgjSgoAL9zQiL50Mt7nZDGQ/lxovpUlDrg5OocHPl/sjHvPGAM3S1ueLy+S8sNM4NLnzF/tbHxYZOwbTgp62Q5DEVy97sMM3351xWm675regbbOR7Ifteuq0EMsDfn44Edi50hhKh5qogNxInyzYcOGDRvHD5+le3MrTnSGIuCLUc38jEFLGuZLkkuKWuk9cvVSlZ7FcmwCne87JcqgCEkn3BWIkpqoTqVpSDSu6mxObGO/jIrhDFcViJJKj1JXlZ8WSLOfEmUQovKGa346WQp1VT44WQrxVGaxjRYjK/tGvx3MsDitkUdds52Ps92IuiqfmmzPWjxJATycOde4BjMRWI0Sxs0yYOnC3OXF+DgSFOJMP1r9rdaCy/qsQTZsJoogZ08er/kdK5ysftmwYcPGZxWfKTqXzxp8TiaDQqN1/xCa0vQRWz4NoSkY0I9rtCrGz8bv2ceN0M5njGNoqwkbtnYO4up1H+Ibv38Pi1e3oLVzEI9/az62HhjCVx98Fy9u7c7oZ0RT0I9YSizah+zvi6aOQpmH0324/rFNug9Pfns+7n3tE1y97kO8sr2n4Bhm882Ocz4bvZEUyj1cDpWHWb98thqDfng58+dQAS+H8+oqcd+SevzipR36nFc8+gFaOwdx35J6uDkaTbUB9IaTpjaagn6Ue3KTyQEvh+Zlc9HaOYiXt1nHqzErThoagn68sLUb5/73W1j1RCucLIXeSKqofbarJ6L7bkRPOJmzd1r3D2HR1FEZe0+LwT86B1HpcyDg5UzP3/bMVr0iZqQIeHPXVsPZtQEEvMMx7RpKYOUTrTj312/hsgfe0WPC0RQWz6yy9J2jqYyxirmGzdAY9KM3nMrxKx+cLJVDzWM1v2OFfHE7ry63mup4+mbDhg0bNmxY4ZaL6lBZkvnfIi9HqVSHVDYBxmcbBECpm8XUKi8oiuTQexCoPN8EBIQocLFUUfQvxv4UIZha5UWZm83oW+pi8MVpo8ExlFptTVOYNc4HXpRACIECgKMpcLTKea1VxE6pKsGKxhoQQO93Xl0lPBwNJ0frXOiEqJXWBIAgKVAAfLGuEufPyBW0NUKzj7TvCgAnS4NjVD/On1GFFY01cDsYGGsgCCF57Wt2BUnGoUgKLpZCiYtFOKFWQhtta3PTjgPAmzt6c+g1zp9RhfPqKkEM+5KlCTwcjUtOG6vfJ2s2wwkRJS4WPicDB0ODEJKu3h5+mFLiYrFqURDfOWcSBEnG/oE4BEnW18AY/67BBJKChMWzxhyViuXstdXmb2Z7Z3ckJybZ/QVJ1n9XW40TTogocdAoSQvGGj/7nAxcrFbNr/5zMHTOnhzJ/BbPGoOkIKFrKJF3fscS2bEbSdxt2LBhw0ZhfKaERY8UJ0LAaF9/DD/66xa0tPfDzdF48F/PwO/X78GcieWYN7ECa95sR2vnEO5bUo9HNnRkfN6Q7nPfkno88f4+LDnzFP24hqZgANcvDOLqdR/o1cFfqKvEDy6sw0+e3Yb1u/ILWxpFFN0cjTVX1uORlr06nzegJk9vWFSLUSUO9ISTWPNmprhoY9CPZQ01Ot1FU9CPpYbvmhDoPS/tKMoH4/yNPixvqMGT73fi6qZJGfM9d+oo3LZ4Om57ZivW7+rTbTyaJUzaGPTjji/PgIuhUVXmQtdQArc8vVkXl3RzNJqXzcX9b7brvM5ujsbapXPwwJu7c2KyvKEGf9zYiV9dcZqpWOKng3F8/+nNeQVOJwU8iPMSHm7ZkxPTuy6biWq/J6dvKM5j5eOtWN/eZxmvs2sDuPPLM3DHc9vxaltvjt9GapLz6ipx+yXTcWAwjt+v34MrzzwF6zZ0ZPCKG/vNri7LEN5sCgawclEQMV7E2pZhP9wcjaevPQt3vtBmLlRaG8B3Fwax+o1dluKjhytEmb22mr17Lp+FMenKi0IimHd9ZSZutlg/o29dQwn8+Jmt+Pq86rzXsNl+vP2S6bjvtU/wo4un6X7lQyjO4z+f+hjfSI+VvWfu/sosjK9wjyhWI0WhuP38KzPxg79syRt7GzZs2LDxzyEseiQ4kfO/+4U2/OPAEE4fX4ZbLqrDzu4IuoYSePjt3Wg9EIIkK1AUQIGs82+Xu1i4OQYHw6oAqYOmcXp1GXrDScRSIigCfBpKZYxDIU0XoShgKQKWJqAIQSwl6VXcajKbgs9FIynIkCQFoixDgUq/of1QYyiVAkUx9Jvod2NqVQk+2DeAvmgm1YiTobC8YSJuvrAOL2/tRlt3GD4niw/3DuDdPf2QZAWSLIMXFYjqZAECaGUShBDQNAFLU5hdXYa6Kh9ivIhSF4cKD4dwUkBdlQ/nz6jCzu4INnYMoCecxGifA/Nq/JhSVTIc1/V78O6efr0inqGBr50xAUsXWCdRu4YSGFvmyrDDizJ6I0kABF1DcfzpwwOI8yLcHIOVi4JFiSU+sqEDD721B3FeBEdT+OL00Tl+3PNiG5766AASvASaIrhgRhV+8dXTirbr5hhcVj8W82r8+hzM5vbO7r6Cgo/f//PHeGlrNyRJgctBY8roEnQOxDP6LJgc0G0C0GPFMVRGzObVVGBKVUmOr985Z1LGuNr8NQ72oylEmb22ZnHMF5Od3RGse6cDb+w4pArUWsTNOI4WE7PPGzsGACioLHGCYyhLvwpB8zuaFEHTBFecMR43X1g3YjtHgnyxKxR3GzZs2Pi8o9j7UjuJfhzw6WAc4aSISJr2wOdQefgu/593dKoIUVYwttSlvlIoSih3c+BFGdGUCK+TgYOmkErfOUuygoQgwetk4GZpSLKCuCAhnpJQ4mTw4d4BnFLhwbgKF5KCDEVRcPHqFkv/jFQxbo7Gt8+ehMZgAIoCuB00XCytV5fEeBEOlgYvyIjxIhiKwlCCBwUCJ0cjlhIxvtwFBcBgTECJk4GsKGBpChfeu75oH7S4+JwsvE4mzX2owM0x4NKvIIbTPNZejtbpNbpCSXT0xdS4KAoIIUgKks5rvXjWGEw1vIqpUVIYObEBlUomlBDgdqgVCbwoQ1IUDMR4CJKSQcny+k3nmFK67O6N4txfv2U555f+vQlfeeAdAMigM9F8/Ur9OEwaVdhuNh3KpIAHY0qdKHVz+vwG4+p8WvcPZVDJaHj535vw0rZuLJxSCYoALpbB3v5Yhj/Gfi/d2ISkIMHjYMAxFARJjQ/SPzSjKRElTgYUCL7427etY3BjEy7Isy+sYlsMzNbWmJAvuD4j8C0UV7nq1R+kCpJC+hqWZMRSInwuFk6WRjgpqFUx6eoXRQEqPLmUNFbQfM5e80J75miiUNxev+kcBLxc3tjbsGHDhg07iX6yzX9ndwTXrPtATZAzFPb2xQBCMNHvRkqUIUgyCAgYmui0CATAw0vnAgD+rfl99EX5tFilolOQ0BSBoqi0IaVOFoMJAVrOWoNWbDyqxAGvg0FHXwyyoh7XEs/GzxytJthBCH50UR1+9/Ye9EaSGbQtFFHt/e+KM/WkWfYctXGM3Oa6vwAmBjwq9Ul6noeTfHt5azeue+yjHEoZv4fD49+af1g2jfPIXot89orpdzi2j1Wf7DZ90RT6ojwCHg6BEkfR8x7JuIcb26OBY7U+xxong08ngw82bNiw8VlGsfelnzlO9M8ixpW7MS7rWE/noM57boYnvjUfS37/nqXNJ741Hxf8djjB98BVs3O4rx+4anZR/hmFD+O8hN++tgu/fW2X2j8K3a7ZGNnjXf/YJjxw1WwEvI4M/5/41vwR+aDF5W/XL0DdmNwNbFXRuqM7ktfHbJoPM05t7biG1s5BXJZOdpvBSiyxkMhiOCHqSWmzffAFE5EhM7vZ++hv1y/Q/dfmp1GSWCGUEPGbV3fhN6/uAlB4rZOChNOryy3PazAKrJrPJVfg1YgjEaK0WtvhsQuszwh8KzSWhrE4skpszWervx1We+Zoohjx0MmVXjtpbsOGDRs2PlMwCvBpIo0EquhoqYvF/oE4AGBChdtUkDHBS2rSnBAQCpAkTaxQAZsWsKQoAjmL3xsY5vh2MFSGyKkmQGlsg7RnDA3wkoKPDwwhzoumlOYJXsoQEMwWXTSDsb7KKIx5uEKEbd1h3TeNVgQA4oJ42DYPVyyxmH6HY/tY9clu42AoyIoCB0sdtkhkoXFPpBDlsVqfY42TwaeTwQcbNmzY+DzATqIfBxyOAJ/PlSnCmS1IWe5l0bxsDkb7nIgm1UrX1246B69sP4g1b+wGoIpAhhKFk5Djy11oXjYXmw8MgRBgxthSXfjTzdF4+3v/gpggIZIU8ciyuapSPCGIC1KGX5qgzWifWkVjxEhFSTU4WRqtnYModbHwOBhEk2JmHNOJOi3GFCFoXjY3R7xTQ4mTzVkPr4NBLCUilMi1C6iVwn++9iyIsgKfkwHH0OgOqQrzoqzAxak+ZvctJABpJm6a7as2t95ICkMJAR6OLigAaybeaPTFTMhzlJdDwMvhG/OqVfFZB4Onr1sAliY4GEqCpamMmB4tEcxiYzASmF5vJgndI/XN58rdS2Z7sth9VgxOtKhoKM7DxY58/9mwYcOGDRsnO7IFCQE14cukxSFdHA0CYinQ5+JoxHgJkqJkiEFShOgClrKsgDLR8CTprHpKlDPuoY2ih5nan8NimqeNL8P7ewYQTeUm0l0cnSEgaDbHbBBC9ES6URjzcIUI66p8uu9G99wsc9g2D1cssZh+h2P7WPWxElrVBFsPZ20KjXsihSiP1fqcDH5/HnywYcOGjc8D7CT6MUbXUAI3P705gz/47NoA7rpsJs6rq8zgq9awaOoosLSamDVWmzYE/bhvST2e+/hTOGgqg38aUDmRf3LpdMwaWwZelvFJjyoowlAETcFABqe30eYr23uw5o32NL/6ZFy97kM9+dxUG8D1/5J5TONA/95THyPOS2gI+tG8dC4+6hxAQ9CPT7qjaKgNZMyvN5xCY9CfwQlt9NtMALMx6MdzWw6iuaXDkvf77stngQD4flaMtVgZub8bg36UOJgcPudsTnfN7tg0b/qtf91qyoeu8YNb9dVEJ9+24I7WxE2tzge8Kt/2zX/enDH+XZfNsFxPK/FGzZcP9w3qsTTurS/UVeLJb5+FH/99a86eW95Qg5WPb0J9dRnuW1KPP27sLFogslAMvGnxXbN9cThClFbXm7YmI/Et3/qcV1cJjqZy9lK+PZlvnxWLQj4fS+FOLbanTShDQ9BvyRVvi4fasGHDho2THWb8wJoAX3NLhy7SCEVBOCHCyVK47pzJ6Akn8dRHBxBOCOAYCudOrdTtXHvOZPz6lZ2IpNT7TpqohQuyAiQECRQh4CUFkwIedA0lEBeG38JkKILRPgcG4wLC6QS3rAC84U1NhhDIRIEkqxXoADCpwoWGYAA7usP4W2sXeGm4PUcTfKV+XEYVavYcfU4GSVEGn6ZsIUTlUmdpAhCCcEIETRGcm37TzSxuVlzL2vGJAQ++OG00Xtneo1O6OFkKqxYFLW0U4m/WRByf2NiJ/kgKDpbCknnVBfsa598bTsHJ5opIFtMGgM4zr/HCF9Mnny8UBT3O2fN86qMDiCVVis/5NRXY2RNB12ACXiczYpHIQvPLGDMlwusY+RhmKIaT+2isT6FxRrrXikGxe+ZYQZvD4llj8NzmgyfEBxs2bNj4vMDmRD+GOBwBvoagHzdfMBW/eGmHZcL5zi/PwI/+ttVSpPNHF9fhZ8+3YVPnEO6/cjbGlKo35dmCoGYikw1BP+oNopHFHmsKBrDq3CDCSRE3PNGKOaeUZ8wv4OXw2DXzccdz2zLm1RD048eXTMcvXmzDazsOZcxDSziuaKyxFEY9uzaAC2eOwQ/+siXnnNHHxqAfP7tsJn7x0g48v6U7b1vN7i+vOA3f+9PHlg8ftPZmfY2ik/kELvOdd3O0LiBqxLDYaXuG+Gch8cauoQTe+uQQntvclRPLfOKz2XG85/JZGFdevHil1Rzvumwmfv5iGy6bPf6oiGQWut7MREoPd31+/pWZuOUvWyzHKmZP5vMrH4oRTT3aMMY2n5itLR5qw4YNG8XjZOMEP944UfMvRrjQTIRQE4Hsi/JIiRIoAAohcLIUKtwcpo/14c2dhzIoCjmGoNLrQNdQErLBB4oAo7wchhJiRnsNJN1GUjKPkTQfSratbL5x7bjPxeLGc2sLii5u7OgHQFBZ4tDFFQFg3TsdeH1HL2QZECQJIAQsRelxA2AaS7MYjy11oaX9EEpdHC45baye3MtuO32sD9u6wnnFNh/Z0IF7X9+FUFzQq9vL3Czm11QU7Js9/3yc5VZtrv3Dh3i1rReyor4NcF5dJR785pzDSsjmE8rUxSpT6sOMKaO96BxI6N+PRLzSytdjIZBZ6Jor1rdCbQqNczh7bSQ4EeKd2XNaPGuMqaCtDRs2bNjID1tY1ATH+2Z9pAJ8HocqmhnjRVx0n7UQ6As3NuGiPIKHxvNujsYfrp6Hb67dqFN4eNK0ElYik0aRz5Ece/6GRlzx4Lu6vez5lbpYONLiipGkWtlAEwKWJiAE2H1IFbKcUOHCy9t6dN/Mxi7km9EnjRcuJUhY+N/W65Ftp5CwpLF9dt9s0cl8IotW5/PtHzdH48lvzwdHU0gKUtHijbt6IjjvN7lCnyOJ8eGIfZrNsT/GY9F/Hz2RzGKuNzO/D2d9+qJ83rHyxTPfXikWhXw+2hiJmK0NGzZs2CgOdhL9+M//SAUpeVFGfywFOS2kTgGgqGHBULNkdj4YOcKLOW+VMDcDrYuVOrFuxbwRJ9RyhFb744Ci6GKjVkKrt148DXc+v72oGOcIZ0ZS6IvxCHg5BLzmwpk7uyNY2rwxR0hVffBAECix7ns08PLWblz/+CZAUcDQKlUPCMEDV87G+TOqRmzPak9mx7GY2BwpjoU45fESvBypYOrxiOexhi0masOGDRtHD7aw6EkAowCfm6Nx47m1aKodhVhKRImTSSeOo3A7GJS6WCRFGaFESq1AXhREc0sHAOTwV1OAnsgz47emADz0zTN0HuveSCpDiLCQaGRKlHPsVpY4dJ/ivAQ3R6PCw2Ht0jmGcTNlkgbiPLxOJidBmC2uGIrz+KQ3ilXpqvMKN5dR9W5WoZPtrxUEUdYFMD/eP5iXZz7bTiFhSWOcRpU48MBVs3WbsVTxopNW5/MJOMZ5CQcGEwh4HfB7uaL5ta1EpEYSYyuxTy2xG0rwcDsYUISAoYj+0CabN3xPX0yfi5lI5qIpldjdGy3Iba6hGMFLMxzO+mi+WyFfPLPPaX71hJMYjPEIJ0X4XAx8TvXBz5AJh3qxQqZHCyMRs7Vhw4YNGzZOVhypIKWLowAQ0ERRk+gUABBdMNQKFLKqx9PfC+XDM3nQi+hgAE0RSLJy2AKe2SKkWkJfKiC02tYdLjrGOcKZbFo4k7EWzuwaSpgKqSpAwb5HA23dYciKAo4moAgFhpbBSwrausOHlUS32pPZcSwmNkeKYyFOebwEL0cqmHo84nmsYYuJ2rBhw8bxh51EP4bQRADdHI0H//UM/P7t3fj5izv08w1BP65pnIShhJDDb94Q9OP+K2dDgYK1LZn81U3BAB67Zj6uWfcBfnzp9Bx+66ZgAEsbJuo81udPH53hl5WQkAYnS5vyZms847c8vRl3Xz4Lv35lZwadSFNtIIOHPJwQ8J9/+gfuumwmqv0e07E0nuWrG2r0MesnlI3I33znjSKHpS7Okmf+hidac+x4Cgh45ovTV2ePz9u3GBQSkXQwFCJJAV976N2i+bWtbI4kxmbCkWZc5Bpd0BPv78OSM0/J4QIvNL+kIOEr//OO/r3QHI+n6GYxa1PsuRIni87+GH7w1y05lDa3LZ6Ob/3vh+iL8ofFoX60cKIFTW3YsGHDho2jAU1872AoCTpNl8LSBH/6cD/+9929GOV1YGy5C12DCfRFU3AwFCZXlgBQkBQlRJICJFnRc9miDDCUoguGWiXSsx+ta98LVaJnJ4rzlzxkQpBUnziKwkf7BnFgMI55Nf6ik2u8KEOBgr5ICiyjJhwVBQglBISToqXQal2VDzRF8OlgQq/UdrK06f3L2DIXKAroDidR5mKREtLCmaIMWVGFM2mK4MBgHDu7I5hSVYKxZS64OSZHSFWrRNf69kVTUKBk8MofDdRV+XSxWIaWdYFXn5PFmzt6R0yjYSUIWVflyxQVNYlNIeFIjV6EF2WdpicfD3ghccrDoSs5XoKX2aK5oYQAhrIWTC0mnju7IzrV0byaCgA47nQt+WCLidqwYcPG8YedRD+GcHE0GoN+nF5djt+/vTsj4QwAG9r7cfHMMXhhy8EcLup859a39+GO57bh/qtm456Xdpiel6FgRWMN1rzRji0HQmgK+vXxW/cPWQoDNgT9UBQlh+9Y8wkA7rl8FppNzq/f1QdZUXQO89b9Q2hp78cP/7oF//210zHa58xoH4rzeuJ12YKJ+pj11eUZ/uXztynoR084mXNcO+d1MvpYt5nwyGvfb724LkPctCHoR3c4mRG3kcTp9me2jpjrOhv5RCQb0vPuCqlzf3tXH255enPBMa1stu4fshT4bDAIv5oJRxrX0QgtLvXV5XhkQ4e+HzVff3nFaZbzawz68c6eTF8KzfF4im7mG6sp6EevxZ40xlLzy8XR+H9//jhnH7W09+OO57bhnstn4ep1Hxa9xscCJ1LQ1IYNGzZs2DhamFJVAo+Dxv7BRMbxF7fm6uXo2NaT16asABJUIc+kWHypOClwjqZU24dLvKmk/0V5EQ/8f2qxh8/J4MYvnFqQ91njWU7wkk7TqLkxGFffTpta5cXX51bniCl2hRIYSvBIGoRTnaKEd3b35SQe39ndh5QoI5wQMBjj4XMyOK+uEtu6wugNpyDIMqAouO/1djjZPTpn9XfOmZTDiV5q4ETf2xdDUlQ5ou98fju6Qokj4ro24vwZVTivrhKvtvWCTyfQays9eGRD8ZzfRliJUp4/owpdoUTGcWNsCglHams4EFfXwslQqPBweXnA8wlkjpTXvND8jnYSWhvn3td3oWtI3aM+J6PvOzM/8sXzkQ0duPe1T/Q3kx0MBQdDgaXpo8KffjRwogVNbdiwYePzCDuJfgwRSQpY1lADF0ub0lUAwGif0zRxWehcS3s/fkRTpollQE1grkj/h/3O59vwt+sb8F9pUc/mlg7ct6QeJG1HQ1MwgOsXBpESpLx2f3hhXd7z1/9LEKdPKMMNT7Tqvg7G+Jwkel+U1xOvhBDdpuafZs/S39oAljdMBAHJSbI3BP247ZLpiKXpS/qivKlAqDbGLRdOxZ3Pt+l9lzfU4OanN+MXX50FEGJaYU0bfM7G27v60BfljyjZWermcPfls0wrvFcurEVSkHSfix1Ts5ktTLnzYBh3XTYTt/5ta47QrSY+qwlHZts3rmM2tH245o12fT9qvsZSoqkvTbUBLF0wUd8/RuSbo9XcrPw+EpS6OfzXl2bgR3/bkrPvljfWgICgqTaQERejWK7Rr3BSsNxHLe39uPnCqfr3o7GvDgfHM7Y2bNiwYcPGscLLW7uxqzcGCipVinSYCWojFACKoiBQot7nfjqYyFtd7mQISt0qLaMiKyhzMRhMqHQpPhcDRQFYmsJdl81EbySFnnAC697Zi0hKymM1FwRqEj4lyKAp9V47kpLw4Fu7sWByIK9gY3NLBxQAVaVOdPTFchL5BMCu3hjGlrrw8NK5GSKlS5s35lR/84KMh97akzGuNo7XwcDv4fTK4f84bwoAYGPHANa8uQssTelVts0tHVgwOYDlDTVYMDmAjR0D6AknMNrnwryaCkypKsHLW7vxo79tgdfBIFDiyOh3tJKLD35zDl7e2o227jB8ThaPbFDjVek7vPG0+WRXOZsdL1Z0s7mlA7woIyVIgALwkox4SsSrbb0IeDlLX63G1PbE4czRan5HGwsmB/DgW7tR7uHUNxtEOcPPYuO5szuCB9/ajUhKAk0RyLKChCAjJcqoCThy7J5IHK/Y2rBhw4YNFXYS/RgilBBxwxOtePBfz7BsMxLu5GyEE/k5oLX+cV7CUILH8oYaXNM0CRRF4PewuP2S6ZBkBeGEgBKnymHNMRT6oqm8dmN8fq5wSVF06g7dVxN+cSPPclIYbhvnJdyQ5kdf0VCDlCijyufA8oYarGicBK+Dht/jgCDJOt2Hsa0mTNnRF8PoEkfOWGaIpyT86orT9L6a/ysfb8Uz320AoL6+6nUw+iuCQgFlJysO7pFgbJkLa5bUozeSQighwMXRkGQFb+7sxUNv7ckRhS1mzLFlLqxeUm8qTGk8rgndhhI8nl3ZaCleWSi22j7M4ZxPCJg0ypvji6Qo+PL9G3LmVswc883taCOU4FFfXZ6z71Y+ribJn/luAyhCdD+8TpUb/vFrzszwa39HIu840eTI1/hY4HjG1oYNGzZs2DgW0PmsGQJFIZCkI6f6UBSV+qTUxarc4Wke82x6F40+psTJwsnSaiU6AViGBk1EEEJQ5ubgdTDoDafAMRS+edYpeHNHL9amdZJGAio9ngKAoSlAUZP9CV7Ky5mczYVOEQIxK4tOU+r9vsYDrtl6c0evKV85gBxu9mw+ZydL63zOC6dWomsoAVkGSr2sKd+z9i8bHEOBgCBQcmx5os+fUYXzZ1ThzR29R4WX2mo+2cet2hmRzeHP0IAkI83dX5gHPHuMo8G9XYzfRwptz1T5nOk9peT4WUw8u4YSSPCS+kYIISAUIKWfuIlpTYCTiXv8eMTWhg0bNmyosJPoxxA+J4M4L0HIc4M+Eu7kHPuu4nmZI0kRV6/7MOO8m6Px5LfnI5oS0R/j4WRp1PjdiBeodHEV4AoXRDknAepz5m41n5PVhTknVLgyhDmbs3jg/3ztWViVTmy/dGMTJld6seNgWB/HrNJ/7dI5OldzIU7nGC+Ziq3GebUCwe/hQBGCcFIAy1CoCXjQH+Pz2hwJT7QmymkmomkUkdzdG8W5v35L72cUgNVu6nb1RBBJCvA6GTgZGjFeGk7kcjR8LtZSmNL8eC6fvdFfl0EI1yzxXVniwNqlc+DhGDQvm6uvrxaf7DF390YtE+hA/rjmi6PZeW9a9DRkIt5ZCF4Ha/mGCaDycmaL6prB7NrIGMeZeb2dSP7x4y1oasOGDRs2bBxNGPmsKeoolKFDTVa7OVrnYtZgxWcuKwoYiujV6lofBQBDkRxeY40DPCHkv+/MhpF3XZRkEKKO6eLM+ck1ZHNLK8gVOJXTCdm6Kl9OXzO+cgBws0zGuIX4nA+X7/l480SfjLzUmk8pQZWvFaV0Al1WRsyrbrR3Ms3RDEfLz7FlLrg49TeUpKiaBxrMrlEbNmzYsPH5gZ1EP4Yo93BoDPqx5dNQDrWDht5wypJ3uycPJ3dj0A+GJkXxWDdm8TAD6s3+2qVz8IuXduRQpPzgwqlYNHUU3thxKMeuyvds7XM257M2frnHnMO6edlcrH5jl6XYZ5yX0BD045OeCO5bUo8n3t+n2yr3cHn96I2kMOeUcn2sfPzbY0qdcHN0TvL2vLpKcDSFlU+0Zqzf2bUB3HXZTJ0TMRsj4Yk2E+W0EpE0zsPNDQubapQ3tz6j8r4bz2WLVf7k0hlI8BKqDvPGz8zfxqw109AUDOCTngh++Net+rGGoB/Ny+Zaxudw+bcLxdHKb41ixSh6WsxN8dHiCdf+Tphdx43p6+1w7NqwYcOGDRs2MmHksxZlReclP9x0OiHAgsl+VFe48ezHXUiKMmhCwNIEgiTriWRN9LJ2tAexlIRwQoSDJpAVNSFX4mIhSQp6wilQBDh9Qik2dgwAUKtMVy4K4p6XdmTwjOf1yzBedzilvr2qKPA5GVx3zuS8Vasaz/KDb+1GOCHAzVKgaQqxlAghXY1LKIIv1lXi/BlVOX3N+Mp9bhbXnjMppwLYyOdMUwTnTq20PJ/N92xFa3K0eKKLFdG0Gg9QK/ONop4AsLGjHz3pe7vRPseIxF5H4q/mk4OlkRRkcDQFt4PB3DRvfNdgAjRNcMUZ4wuOfyQxLRRHKzqVw6EnOVprP6WqBNeeMzmDE93Fqpzo4YRoc4/bsGHDxucYRFEOV67ms4dwOIzS0lKEQiH4fL7CHY4COvtjeH9PP8ZXuLHmzfYc/uQbFtXCydH4ZVYyuyHoxzWNk6BAwdqW3ETo7ZdMx8rHNmH1lbNxR5rr3NhX47E+45Ry/PiS6bjrhe0ZSfGfXzYDL2w5aJqAbqoN4IcX1eHO57dnjNsUDGB540Q89eF+/Md5U3DHs9szeMY1TvWr132gJ1Ibg37cddlMVPvNq5lXPt5qylXeEPSjvrocrZ2D+lxmV5fh55fNxIS0rVCcx6Eoj5/+fVuGjYagH6sW1mJCuQvjKtz68QMDcdzyl82msXpyYyfOrRuNH/xli37u7NoAfv6VmbjlL1tMH4Bo53/wly2mPNFjikjEhuJ8ToLeaMdMRLJrKIFbnt6MWRPK0No5iA3t/Vi5KKh/BpDz3YjGoB8rF9WirqpkxFXF+fzVRHS1ByJNQT+uX1ibsR80NNUGsCaPQKY2x2LjWiiOv7ziNHzvqY9Nz2t7TfPbKu5Hw08rdPbH8MO/bsnYm9p1fuXv30NflD8suzZs2LBh4+TFibgvPZlwIuev8VkfHErg//vkEA5FUsjH0kdgnmhnacDDMQgnxUzqFqgJ+7Mm+yFICsJJAXVVPpw/owo7uyP44V82o3X/EOQ07cspFS6VLs3wNiiBKpZ547m1WN5Qg53dEdz53Da83zEAPp3MZingtAllmHNKBWK8iFIXhwoPlzOempBXik7YPrKhI00bKMLNMZg8yo2dPVEk0m9oXjijCvd89TTL/ve82IYnNnYiJchwsBSWzKvGzRfWmbbd2R3Bunc68PqOXsgyckQbzRKqxYhcHm4itlj7ZvPQxntnd58q6hnjdYFTlqaQ5EWkRCVjL5W5ihN7PRx/NZ+MifwpVSW458U2PPXRAUiyAq+DKVokc6QxLRRHs/MADkvA9Ej8zGdnY0c/AIJ5NRUAYHOP27Bhw8Y/KYq9L7WT6McBn3RH8OUHNui0G0b+5OaWDjx17Xx0h1IYW+ZCJCkgkhT1cwAy+k0MeHAwXVHbF+UR8HK45/JZqPQ5keBF+FwsHDSFwTiPEicLhia44sF38Y151aifUAaPg0Gpi4Uoy7hk9QZLn1/+9yadwzopSPA5WZB0uQ5DUQgneJS5OfCSjHBShIejhzm0kwLCCRE+J4NyD5cjKKohm5okG8+uasDL23oyaEJev+kcnSJjd28UX//du/jlV2dhtM+FaEr1g6EJXmvrwYUzxmDSqGE6jT2HovhL66emaxDnJbz6H2dncFgHvKroUz4fX7/pHL3d4fBEF4qBcb5GhOI8DoaSuODe9QBU6hojXU/292w8u6oBbpYpim5kJP6+dGMT4rwEN0eDoyksXtNiSc1iNTcNGvVKMXEtxi8tVmbIjlch3w7Xz3zoCScxGOMRTqrXjs/FIiVIaoWazT9uw4YNG/90sJPoJ3b+O7sjuGbdB4jxEgYKUPSZwSqxrqHUxeBP31mQk2x7eWs3rn98E6AoYGgCQVQgI5cyBVAT7JUlTqxbMQ+AKtp5KJIEIapQqKyob8b974ozj1pST4uLAqDUxaIvkkJfTP3NEfCqopIEwMNL51pWFhv7n+j2Rzr/kdrX+vOSjIEYr1OByIr5fqEIMKrEcdhreLLFr9hxzM6LkgIFSoaY7LHwzYYNGzZs2MhGsfelNp3LcUCMFxHnJUv+5HBCAiEEUNQbrOzkp7Hfn75zFjwOBg99cw7W7zqE3729R2//1HfOQiQhAi41eQ0FSAkqP3lzSwdWNNbg/OmjEU4IBV9bDSVEfO2hdwFk8m6nRBlOlka5m0UkKWDWhPKcvmNQXKVsIUHK/QOJnJgZRRUlRcE9l89CUpSRECQ4WQoHhhLgaApTq3xIiRJaOwd1rutIUsjLYR1LiTi9OnM+e/pieX2MJAVMrvQeVkV3X5QvyKseSQqWPN9G37JFOwuJ0kaTEhK8DByKjogHvNCaJQUJs9MUOq2dg3m5zQsJZBp9CicFaO9cH464qZmwrRHZ8RqJeOfR4gkf7XNaPnCyYcOGDRs2bBxdaGKJNCnc1gxmSW8jrAQ8dXFTmoAiFChKgqxSV+dAUYYFOQEgzqv3MyMRCh0pskUkHSxVlBilVf8T3f5I5z9S+0ZRT0WB+qBEUvL+9jqSNTzZ4lfsOGbn9w/GAQUIVBxb32zYsGHDho3DhZ1EPw4oJGoZ51XRz6ZgAN+/cEretpGkoCfNm4IBrLmyHisfV/mcw4ZzjUE/bls8Havf2IX7r5yt08JoSeS1S+cU8FndGkZubWMCuikYwB1fnpF/4gVQKC5mwqqaqGLXUAJ3PLstg45Go2b57uObMLu6LIfr+r++NMOU9zzb9kh8PByRRyM3d6F1cHE0/vOpj/GagXdd4+0uNQjLZseqkCit10mjN5zC1x56d0Q84COJx5HGbiRc8YXGKiTemR2vEyneacOGDRs2bNg49tBECGN5HvjnQz76F0CtMH5lWzc+2jeYwX2dKW4qQcpT90BIpiCnm1MF0cV0J1kBWJocVYHDbHHGlCAXLUa5szuCA4MJUBTQF03BwVDpAhwKvCjjzR29OVQYIxWDPFYil0bqE6P9vkgKChTwWQUXVpQhuqinKIMQQJRU7v18by6wNIUDg3Hs7I6MOFl8vONXLFXK4QjHulkGCpSTXsDUhg0bNmx8fpE/02bjqEATIDSDUYhzfXsfthwIoSnoL9hWa/9IusI8+1xLez/+//buPDyqKlsb+HtqrkpSSUhIQpRAMBHCaABFTABRFGzakVYv0lwBZ0UGB4ar4CyIrX0FtbXhItzvKthOdAuKTTNJAFE0zBEZgqGFEANkrtS4vz+KKquSqlRVUqkp7+958nTlnH32WfusNGw3J2u/sPYgbht4McqrDVjepK568ckqFHi5z7DcVCTH2WOeUpjdbHNKx73n//0AqhsC//VXB3+fi4NjU8XqBpN9cbVJTNuPnsV72+3Po8jlMwB8fcQe77zf9/Z4P28bNrYUY2s2eXTGfmFhuPhkVYv5/uHn8+jVxf1XSb4+Uok5n+xDnFrhjK1pPlvKb2FOCuqNFufzdfTnTy4DeR5teXZNn5ODt1h93cvx8+xJ0581bt5JREQU+xybEMap5FD5ePmgNRotAqu+O4k3Nx/FvL8fxJ3v7sB720udm5vaBGC22hdWPS2wSgD02t825HRs2pmgVcJiAyw2+5vqVgHsONZ8z5fWcjwXCUBFjREqhQzX5aVBJZehosYICfC4qeJ720tx78rvsHjjEdQYzKioMeLkeQMq60yIU8vx4rpDmPXxPty78ju8t73U6/289d/a9v5wxD7r4314cd0h9MnUQwJw4mw9KutNMJiseHHdIWfcru29jUcll0EllwGSBK1KjkSdEhqFhKa/+KBSyGC12bB449FmffkjlM+vpXEHeh9P5x8c0QMPjrgkqLklIiIKJtZEDxFPGxC6bgDqeDtap5JjzcMFeG7twWabkDZt6/DBvUPQYLZ6PPf5owWoqDE2KxHj+oa52+ahualYdGHzwlNVBpyorMddy3Z5HVcgtaM98fRchuWm4pGROZiy4rcNKV03VfRV/9q1vnXTWtdfzRiGl9aVBLQRZLA2jwSa1+72J99Lxud7rG++8bER0KrkmPPJPuz++bxbPh35XbG9tNlmlc/e1Benzhvw4Pvfu/28+JvLQJ5Ha59da2rF+7qXp/OFOSnNfmOBm3cSEVEohLsmeLhFyvgdG2++9s8fYTDb7G8QXzjn7T+SFDL7InYgXGtfA8CEpd/AaLVBLZdQWW8vIycH4JiZjb+8KyYVNF9A/OpAOeZ8ug9CACnxKme87VHT2vWN45beQHatb61WyHCish4CQFqCGiar/c1iXzXVA90MMpibR3qq3T25IBtvbzkKuUxyi/vpsb3x4rpDPmuKe9rUEwC+LT2LMzVGZ7uPvj8ZlBrg7f38WltL3dd9PJ0PVm6JiIj8xZroESYzSYsl4/Mv1ME2OjcPbbrw3WCyovRsPfKzkjF7TC/UG62IU8vxz0NnPC6SA/a6iNP+d7fHc3WNVo/1sRtM9kX3KYXZ+K8b8lBrtCBRq0RmosZZ3zkzSYvyakOL4wqkdrQnrs/FdWNGAPh8aqHHzRp91b92HW/TsRtMVo/3a6mmtbcYW1MHu2nsrvmeUpDttuGpI9/e6ps76rE7Yqs3mvHyLf1gstpQ22hBnEaOl2/th3qT1Rm3Qi7hn4dO481Nx5r9vPiby0CeR2ufna8ce4rV1708nY/X2H8t+oN7h3DzTiIiog7IUZ9ZKZdDr1XiVFUj5DLY61h7WUX3VsrF12ajjtrXgH1j0KxOOvxa+9uCqlwug0ISMFkF0hM1HhcQVQoZFDKZs5a0RinapW604+13b9+7cq1vXW+0122311OXQ6UQON9g8llTvaX+/YmvtbzV7q5pNEOCfQHd9XhJeY1fNcW9xed6bPOPFfjwu5NIjFe2uQZ4ez+/1tZS93UfT+eDlVsiIqJg4yJ6CDk3IKwA7nj3G6/tFDIJb246ivyuSQDsNdNb2hBTq5J5rfMdr5GjweT5V1Qdm53md03CPSt3Y/30Yc0WEBO1LS8oBqN2tLeNGb0tZgZSS91TrevWbAQZrM0jPcXuyLc3GqXc43HHs/c3Nl9vdweSy0CeR2ueXWvrqfu6V7Dy2BreNoglIiKi8HLWsTbbd/i0WO2L3J5W0WWSfX5pMAf4Kjrse9043kh21IN2nasK2GC12heg8zI8vwXVXjXB28I1Jsd4BOxz3LpGq9811cPB2/PMy9AHdLw144nEXHoTTbESERG1F9ZEDwN/aoE7/rf4ZBUqahq91y+/UN/ak8KcFFTUGFFRa8QwH/crzElBclz71wQPBn9rqUdirWtPsfuqX54ar4JO5b6Q3pqxRGIuvYmmWP1xqsqAqauKce3rW3Hr2ztw7Wtb8eiqYufbaERERBQ+zjrWChnUSjkgSdAoZNAq3f9TSQIwunc6Zo3pBUXT4tawbwSqUUjQKGXNal/rNQo8NOIS51u2jnrQdUaLvXY2LpSIkSRcn5eG0X0zWow1kupGu8ZUY7AgQatEglqOGoPF75rq4eLteY7um+E8bn8L24obB2S6HW/reCIxl95EU6z+Olxei80/VuBweW24QyEioijBmuhh0lKN9A92/Yy7hnTDtFXFGNqjE+b/vg9OVzdiyeYj7vXLc1Lx7E198Mt5A97ddsztXGFOCubf2AeL//UT5t6Qh39XGbB40xGPdbdX7/oZ82/sg6yUOL9jDXftaF815gdmJUVsreumsetUciyfdDne2nQU2442H8+qXT8jLzPR+bZ6W8YSibn0JppibUl1gwlTVxU32yQVsI9nyfh8vpFORNQBRdK8NBwicfye6lifqKzH5/t+ASDhxv6ZzsXtw+W1WLH9OM7UmHBpejwuStYBELgi2/5ihGvt63S9GldkpzRbcHzlyxJ89P2/YbUKyGQS+l6kx11XdPO6gO4p1kiqG+0aEwC/a6pHAm/xueYoXqPAlMJsTC7IDup4Iv3ZuIqmWFvy3vZSLC8qRaPZBo1S5swrERF1TP7OS7mIHkaO8g7VBjN0KjlkkgRIAgqZDOfqjYhTK5GoVSJOJUe1wQyrTaDBbEWD0YoEjcL+drIQMFhtgLDXZ6wzWhCvVkCrlEEIoFOcCmfrTfj9kiJMKczGwKxkKOQSknVKWKwC1Q1mdE/VoXtqyxtKOmJta03wYHKNKU6tgEouQ7XBhDj1b7WuawyRE6+rps9TKZPw6Z5f0O+iRLe66MuLStFgsmL99GFoNFuDMpZIzKU30RSrN63ZJJWIiGJfpM1LQ62jj7+1GzVS6DBHsYl5JSKiprixaBRoqT5zj87xzdq21vHKemf9c0/WPHyVzz7CWUvaG88xeX6bPtI0jb247Dz++19HvLZvNFtxWVZyu9w7kkVTrN60ZpNUIiIiim2t3aiRQoc5ik3MKxERtRYX0SNQdYMJZ+tNsNgEbEKgwWhBok7l3IiwusGEilojqgxmJGgUUF94Azteo4RaLkOt0YIGkxXxGgVkkgSdWo6p1+RgeVEpdCo5XhnXHxmJasggAySg3mjBkTO1UMllqLrQT6g2PWzrZouBXO/aNlGrRJxagbpGS9g2enSNR6v6LUcNJit0KjkeGNEDI3umAQCMZhuOnKlFWoI66heVXbUl/9GyUWdrN0klIiKi2MWNGiMfcxSbmFciImotLqJHmFNVBsz/+wH8xxVZeG97qVsN8+vy0jDv973x1GcHmtXOvrewB841mPE/RaUe656XnKrGXyYMRJckLRZ+WYK7hnRr1r+j7filuzC4WzIWjuvfrpOJU1UGzP5kn1ut6OG5qX7fN5DrXdvqVHIsHp/fbPyB3LutPMVemJOCxePzMeeTfXj1DwOgUcrwyvof3evgX6gJHguTvLbkv60/O6Hk2CT1ay810aNtk1QiIqKOpqVa3w5fHShHSXkN8jL06J4a52xzorLe43HHRo3Li0px6rwBAgJXXZKKE5X1zeqyh/rt2LbUvQ7kWk9tw11zu+n9HTmqqDFCJgOu7ZXmzFG01wX3JlT5D5emedUoZVG/SSoREYUGa6JHEMcGhAO6JqG47Lzb4ikATL0mB3vLzmNbk+MA8PKtffHF/tMo8nCuICcF+VnJuChRgy/2n8aArGSP/bu2fXPT0Xbd9LCtmy0Gcn3TtlOvyfE6/lBs9NhS7IUX/iHjTE0j1u0/HbYY21tb8h+NG3XGyiapREQUPJE+L21v0TJ+1w0IzVYrIElQymRumxE++P92Y0NJBWxCQAKgUsiQoFai1miGyWKDANyOu177ypclWLnzBBrNNtgEIJMAhVwGq01Ao5ChU5wqpJsetmXDxUCu9dQWQFg3e/QW/+HyWqzcUYpNP/6K2kYzGi328510oc1NKIQq/5EgGhb8iYgoNPydl8pCGBP5UFlnwrYjlcjvmuRx8TS/a5LHBXQASNdrPC6gA8D2o2eR3zUJaXoNtl347Kl/17YA8PWRSlTWmVo3GB8cY/XEn/sGcn3Tti2Nvz3H7C0eV0VHzyIzSYt0vSasMba3tuS/rT874ZCZpMWS8fnY+NgIrHn4Kmx8bASWjM/nAjoREVEEO1xei+VFpRAA9FoFao1W1BrM0GsVELAv+C4vKsWGkgpACChlEmwCFxbEbc6FcbkE53G1Uua89qsD5fi0+BcYLQIyyX5Pm4B94V0ImKw2mKw2LC8qxeHy2pCON02vdsbpz70DudZT23e2HsO7W4+36t7B4Cv+bUcqIWDPCYSA0WyFyRK63IRCqPIfKXpmJGBkrzQuoBMRkd9YziWEHDWc64xmJOlUMFlsaDBZnJ/PN5ixfNLlSNYpoVPJ0WCyAgB0KjmmFGYjTqVwfs7vmgSjxQaNUo4fys7DYhNubfO7JsFiE8hM1MJoscJiFYi7UBvdKgSmXpPTrA9HPW6jxeaMubWbHnqqVw3AeczmIwZf9w1ks8ambV3H5+taX1pTZ901Hk/5lABnPn3F2PQ5x6sVqG0043yDGXEqOeLUCiRpla1+M7u96o63ZbNNX8/P1uSXa1oaQ3WDCVUNZtSbLKg3WZGkVbZb3flY2CSViIioI3HdgLDOaIEEQACw2oRzM8K9/66CTQio5BKEcLQADGarS0+/HTdZbOicoEZFjREl5TUwmKyQAEgubQD7wrsQgFohg8FkC8mmh23ZcDGQaz21PXmuAQDQtZMuLJs9thQ/YP8HEK1KBiEAhVyC1QaolaHLTSiEKv9ERETRiovoIeKo4fz9z+exeHw+Fn11GMVlVc7PbnWvc1KxeHw+pq0qBgBn/e7BWcnOz29uOupsX5CTgpv6ZyI1XoWF4/o7f5Vu8fh8LFxf4tb3Nb0647b8i7Byx4lmfTjuqVb89gsKrdn00FO96mG5qXhkZA6mrPgOALDm4QIUl533GoOv+wayWWPTtq7j83VtS1pbZ90Rj+s1rs9hWG4q5o3t7fYPKZ5i9FZXfVJBNqatKkaDyYqCnBQ8ek0uunXSBfzWc3vWHW/LZpv+PD9H3XhvY3hlXH8AwM/nGrBk05GYrTtPRERELfNU79xRj9x0oWxHtcEMtULm/If6RrMVZ+tMEBBoNFkBAfvb5C6L4Eq5DIDjxY3fjlttNpTXNEIhk5CXoYdWJUe9yQpbkxcoLDZAJgPqGy3QqRVtnpd4K13hetxeekagss6I1Hh1QBsuBrJZo6e2WpUcEqQ2b/bYdJz+luxoGlNlndH+5rnFhu6pcdAoZTBabJAkwGIVkCTAeKFsSdMYPcXwbek5AAJXZKe0aVG5PUuQtGXDTddr1QoZqgxmKGSSx2t9jcF1f4HRfTOCMjYiIqJgYE30EHCt4exaj7ul2tyFOSm4LCsZAJxt/ufuwVjeZJHWYVhOCh65JgdLNh1tse+W6qoX5KRgbL8uOFXd2Oqa6C3Vq3bUWweAPWXnvdZv/33/TPyub4bPmuiPrir2ullj05rorm2DURO9LXXWHfH091L7HrDn84Z+XfBfnx3w2N+rtw/AEx/tbfE5OxaW/X2mLY2vpfG0RiD583ZtS8/P1zNacFs/QABr95+K2brzREQU2aKlJnh7iYTxe6p3brbY3Gpe98nU4+CpGpxrMKHBaIW//+Ekk+xfNmH/ciUBSNQpMf3aXADAS2sPweKlY7lMwnV5aXhn4uCgjNO1VrXH8VvtZWgc9djvKczGpFbWxG7pWk9tHSVA/Lnenz4dufO3Rrfj+nP1pmZ1z3EhNsc5rVKGZF3z5+Mphm9Kz6HGYP9NSr1GgemjLm1VrfBQ1BwPJIeern3jXz+hptECANBr7T/jk1t4Pk3H4Lq/gExq+88+ERGRP1gTPYK41nB2rcfdUm3uoqNnMbRHilsbSZK8tt929Cz0WpXPvluqq7796Fn0uzgRy4tKUZCTgudv7hvwImJL9aod9dbzuya1WL99YFaSz/sm6uxv3Q/PTXU77njL2PX6pm2XF5VickE2CnNSfF7r7zgDqbPuiOeqHikt5nPAxUkoaBKj4y3peqPF53N2/T4tQR1QrfD2rjseSP68XdvS8/v6SCXO13sfQ1qCGml6dUzXnSciIiLvPNU7r2kw28v+udS8PniqBpMLsqFVytFJp4TkR99yyb5YmhKvxv3DekCvUUCvVUAhk5yL62q5zH5/AYgLxVya9SMDkrQKHDxV0+ra0t5qVX91oNxjvfcMvQapcSpoVXI8PbZ3QIvYkwuysezuy7HoD/2x7O7LW7zWU9tArvc1TpPVhg0lFTBZbH7X6J5ckI2nx/aGViVHapwK3VPinNdddUkqlt19Od68ayDevmsglowf2CzGZjFYbNhwqAI1DWbIJPs/iNQarXhn67GA8xmqmuNtycFVl6RCo1SgU5wK2alxiFcr3GL0NYavDpQ79xdQXahntKGkAl8dKA/qGImIiForasq5dO/eHT///LPbsQULFmDOnDlhish/rjWcXetx+6rNrZTLLvwqqF2jW23F5uoMnu/jytc96xutWH3/lfjnoTOoMZgAxLXYvilfta593R8ADF5KmDTl2Kyxss6E2kYzEjRKpMZ7rjvdtK1eq8Rrd1yGukaLz2s9aWud9cwkLcqrDS1eY7TY8PIt/VBvsqDBZEWiS73u4rLzPq9t+n0gtd7bUrPcX4Hkz9O1vp6f4y0YT/z5OQzGGImIiGJVNM/NAe/1zm1CQNmk5nVNoxkSJOg0cpxr8D0/sC9MK2Ew2aBRyaFWyKFVydBgtDbre++/q2CDgEIGmF2mJzLJXic9Tq1oU91tb7WqS8prvNZ7T71Qs13lowSiJz0zEvyO01PbQK531XScjvI7aqUsoBrdKoUMEiSkJjSv7e1rE8pmMSjtMUgAFHIZIAAhBAwma8D5DGXN8bbkwGoTSNdrIJMkaJTCLUZfYygpr3HuLyCTZFDIbTBZBUrKa1jWhYiIIkLULKIDwPPPP4/77rvP+X1CQnRsUuJa/9m1Hrev2txNF/F8tY/Xer5PIH3YN1i04M1NR3HrZRe12NYTX7Wu1QoZJKnld3gCqcMeyGaNntqmt/K3h4NRZz1R6+Nte60S3VI9/yOGP8+56fdNY2hpw8221CwPhD/58xanr+en1yq81pX3lS8geGMkIiKKVdE6Nwea13B2VFORSVKzmtd5GXp7TWyzrcn2n57JJFzY8NzlWi/1tAdcnIS1+07D2qTCphCAJPutn9bWRPdW59oRV9Pxy2VSq+uRh1PTcRotNsgkCUazDTaN8HtMwaoLnqhVwmi2xyCEgMVqgyRJEAC0KnnAz7YtcYWKrxh9nc/L0Dv//6eQ22Cx2ku65GV0vHJXREQUmaKqnEtCQgIyMjKcX3Fxgb0lHS6p8Spn2Yrik1XOEh2un5sqzElB8cmqgNpbrDZniRJvbff/Uo1hOanNjgP2UiHn6kzY/0s1huemIjU+8HrQrmNtqiAnBQdOVSM1XtWslIpDa+8bak3H2VJuvI0pNV6FYV6e1TAfz8HXcy4+WeX2fUWt0a2/U1UGTF1VjGtf34pb396Ba1/bikdXFeNUlcFn/6HMUUtx+nwGZVVYPuly6FTyZucrao2oqDUGnDMiIiL6TbTOzQH727ZTCrMhAagxWJCglkOvU9r/oV2SoFHKoVLYa0KP7puBKYXZUClk0KqbzytcSQDUCjlU8ibXymVQyZv3PaUwG9flpbm9ZCIBkMkk5zX3FGa3+m1j13FW1BghAW5xOcavVcqgUclxrt7kbBPsN5zbU9NxquQyXJeXBpVC5jZuX2PqmZGA3/fvgkaz/W3xQJ5FsxgUMgzt0QlatRw2YX/LP0Etx0MjLvHa3+HyWmz+saJZmRZveQxXjjzF2TRGi1VgeG5nr+ebjmF03wxcl5cGSBJMVgFIEq7PS+Nb6EREFDGiZmPR7t27o7GxEWazGVlZWbjrrrswc+ZMKBT+v0wfzg2MTlUZMOeTfdj983ksHp+P97aXorisyvnZtTbz8NxUvHhLXzy/9hB2HDvrs31hTgrm39gH72w5ihmjLsXTaw643ce17at/6I+uyVos2XzU7XhBTgqmjsxFsk6J/b9UozAnFV1a+WaDY6yum0YOy03FIyNz8M3xs9j37yrcNaSbx3EsvK0/Lu6ka9V9Q811nDqVHIvH52PF9lK3eu+OGt+enmV1gwkl5bVYsulIs1w8ek0u8jISWnxL29NzLsxJwaSCbExbVYwGkxWFOSn4r9/loZNOhYwLMfi7aain/lsaT7D5E2e9ydosxoKcFEy+8AwGdUvG7/p1wdxP97tdu2hcfwgAP59raPb8h104H4oxEhFRxxUJG2u2RVvn5pEy/sPltThVZXC+DXuqygCTxQaVwv6GrOsipaOtyWLD/l+qUG2wIDs1Dkq5hDM1RqTr1UhL0Pi81tP5W97chr3/roGA/U32/hcnYvq1lzZrF4xxNo1r5Y5SbPrxVxjNVsjlEm4fdDFm35DX5nuGQ9Nxehu3N46NL+saLa1+Fo57flt6Fmv3nUbdhRKDQy/phOmjenqNw5+NQwMdT3vwFafjZ2rjjxWw2dCsja8xfHWgHCXlNcjL0HMBnYiIQsLfeWnULKK//vrrGDhwIDp16oQdO3Zg7ty5mDx5Ml5//XWv1xiNRhiNRuf3NTU16Nq1a9gm646yFPVGMxK1KpisNhhMFufneqPFrS50dYMJFbVG1DaakaxTwXihTSedCkaLvT5jgkYJrVIGIYBOcb9d1/Q+jr5tQuDmt7ZjSmE28rsmwWixQa2QofhkFZYXleLNuwaia7IWueltm5Q5YnCtdQ0Ap6sbMeaNbdCp5B5juC3/IvToHB+Mxx0SruPUa5WIUyv8rrN+rKION75Z5DUXn08txCVpLT+L6gYTTlc34nhlPTRKOYQQkEsSGsxWZ1+3XJaJnLTf8nmsog7Xvr7Va58bHxvhvK+nPAa62Wxr+Rvnz5X1OPprXbPn5yjjsmHmcMgkyeMYqhtMqGowe6w7T0RE1J4iZRG5tQKdm0favDySfHWgHA9/8AMgBBRyezkLSBLevmtguy8iHi6vxb0rv4MAnCU2JADL7r48qt5ED4ZgPotA+4qWPPgTZ7SMhYiIyMHfeXlYa6LPmTMHr7zySottSkpK0KtXLzz22GPOY/3794dKpcIDDzyABQsWQK1We7x2wYIFeO6554Iac1sEUr+7Ne39ua647DwaTFa8uemox/ONZivqjd43ZGxrDMcr6wHAawyjeqW1+d6h1JY66zWN5hZz4c/Glok6FY5X1uPh93/w2qbpMw1k09DW/gwGg79xnmsw4Z6Vu722qzdacFlWssdz4RwfERFRpGnPuXmkzcsjSTg3VAzlhpWRLpjPItC+oiUP/sQZLWMhIiIKVFgX0R9//HFMmjSpxTY9evTweHzIkCGwWCw4ceIEevbs6bHN3Llz3Sb4jjdeOjJ/NqRszw0VQ7VhZTQI1rMItJ9oyYG/cUbLeIiIiCJde87NOS/3LpwbKkbDhpWhEsxnEWhf0ZIHf+KMlrEQEREFKqwbi3bu3Bm9evVq8Uul8vyW6J49eyCTyZCW5v3NZbVaDb1e7/bV0fnajLHpBpShvH9H28wxWM8i0H6iJQf+xhkt4yEiIop07Tk357zcu3BuqBhpG1aGUzCfRaB9RUse/IkzWsZCREQUqKioib5z507s2rULI0eOREJCAnbu3ImZM2fihhtuwMqVK/3uJ9prTwbLqSoDZn+yz23DRsdmlt076ZwbULbn/cO5YWUkCdazCLSfaMmBv3FGy3iIiIgconleGoy5eTSPv72Ec0PFSNiwMlIE81kE2le05MGfOKNlLERERDG1segPP/yAhx9+GD/++COMRiOys7MxceJEPPbYY17roXvCyfpvHJuWVhvM0KnkiFMpkKRThqw+dDg3rIw0wXoWgfYTLTnwN85oGQ8REREQ3fPSYMzNo3n8RERERBQ7YmoRPVgiebLuWACsaTRDr1UiXq1Ag9ECs03AJgQajBYkaJRQyWWoMpgQr1EiNc6+SNj02tQ4+8Jh02NtWVD0dI9I6i8UAo05GsdIREREoRHJ89JQ6OjjJyIiIqLI4O+8NKwbi5Kdp/Iq1/bqjFlj8vD82oPYfvSs83hBTgomF2Rj/NJdGNwtGS/e0hfPrz2Ef5VUAAB0KjmWT7ocb206im1H3UtbLBzXv1UbuniKL5L6C4VAY47GMRIRERGRnadSFI5jJosNKsVvGyV6a9e0jEWwy1uEs+xIJIjVUilEREQUmfgmephVN5gwdVWx22IrAEy9JgfFZefdFtAdCnJSkJ+VjDc3HUVhTgouu/DZ13XDc1OxZHx+QG9De4svUvoLhUBjjsYxEhERUWhF4rw0lCJ5/O9tL8XyolI0mm3QKGWYUpgNAFheVIpz9SY0WuzHlXIZIASUcnmzdq7XTi7I9tjn5ILsoMbY2v6CHVsoBBpzNI6RiIiIQsPfeakshDGRB5V1Jo+LrfldkzwuhAPA9qNnkd81CQBQ5PLZ13VfH6lEZZ0pKPFFSn+hEGjM0ThGIiIiIrK/rby8qBQCQJpeDQHg3a3H8c7WYzBZbTBZbYAQaDRZUWMwo9ZohV6rcGvneu3yolJ8daC8WZ/Li0pxuLw2aDG2tr9g9hUqgcYcjWMkIiKiyMNF9DCraTR7PG602Fq8zvW8t8+e1Hq5nzfe4ouU/kIh0JijcYxEREREZC/N0mi2IVGrhEySkKhVosFsgcFkhVohgxCAQi5BABACkABYbMKtneu1jWYbSsprmvXZaLbhVJUhaDG2tr9g9hUqgcYcjWMkIiKiyMNF9DDTa5Qej6sVLafG9by3z54keLmfN97ii5T+QiHQmKNxjEREREQEZCZpoVHKUG0wwyYEqg1m6JQKaFVyGC02SBJgsQpIACQJEAAUMsmtneu1GqUMeRn6Zn1qlLJW75PjKcbW9hfMvkIl0JijcYxEREQUebiIHmap8SoMz01tdrz4ZBUKc1I8XlOQk4Lik1UAgEKXz47rCrxcNzw3FanxgdXi9hZfpPQXCoHGHI1jJCIiIiKgZ0YCphRmQwJQUWOEBODBET3w4IhLoJLLoJLLAEmCViWHXqtEglqOGoPFrZ3rtfcUZmN034xmfd5TmN3qzS09xdja/oLZV6gEGnM0jpGIiIgiDzcWjQCnqgyY88k+fO1SR/vaXp0xa0wenl970K3GeUFOCiYXZGPaqmIM7paMF2/pixfWHsKGkgoAgE4lx/JJl+OtzUfd6nIPz03FK+P6o0sr3rjwFF8k9RcKgcYcjWMkIiKi0InUeWmoRPr4D5fX4lSVAZlJWudiq+OYyWKDSvHbm8ze2rkea+l4MGOMhL5CJdCYo3GMRERE1P78nZdyET1CVDeYUFlnQm2jGQkaJeI1CjQYLbDYBKw2gQaTFQkaBVRyGaoNJsSplUiNVyFRp2p2reNN56bHEnWtfwPa0z0iqb9QCDTmaBwjERERhUYkz0tDoaOPn4iIiIgig7/zUkUIY6IWJOoCWWCNcy7QHq+sh15rX6C9JC2+WZ+his8RT02j2R5PXMvt/R1voP22p8ByFHh7IiIiIiIiIiIiijxcRI9Cp6oMmP3JvmblWhaO6x+WDXLaK55IGycRERERkTeRVi6kPeKJtDESERERhQrLuUSZ6gYTpq4qdltYdhiem4ol4/ND+vZze8UTaeMkIiIiCqZYmJe2RayN/73tpVheVIpGsw0apQxTCrMxuSA7puKJtDESERERBYO/81JZCGOiIKisM3lcWAaAr49UorLOFBPxRNo4iYiIiIg8OVxei+VFpRAA0vRqCADLi0pxuLw2ZuKJtDESERERhRoX0aNMTaO5xfO1Ps4HW3vFE2njJCIiIiLy5FSVAY1mGxK1SsgkCYlaJRrNNpyqMsRMPJE2RiIiIqJQ4yJ6lNFrlC2eT/BxPtjaK55IGycRERERkSeZSVpolDJUG8ywCYFqgxkapSxse/i0RzyRNkYiIiKiUOMiepRJjVdheG6qx3PDc1ORGh/aOuHtFU+kjZOIiIiIyJOeGQmYUpgNCUBFjRESgHsKs8O28WZ7xBNpYyQiIiIKNW4sGoVOVRkw55N9+NqlZvjw3FS8Mq4/uoThbZD2iifSxklEREQULLEyL22tWBz/4fJanKoyIDNJGxGLy+0RT6SNkYiIiKit/J2XchE9SlU3mFBZZ0JtoxkJGiVS41VI1IXv7ez2iifSxklEREQUDLE0L22Njj5+IiIiIooM/s5LFSGMiYIoURdZi8ntFU+kjZOIiIiIiIiIiIg6FtZEJyIiIiIiIiIiIiLygovoRERERERERERERERecBGdiIiIiIiIiIiIiMgLLqITEREREREREREREXnBRXQiIiIiIiIiIiIiIi+4iE5ERERERERERERE5AUX0YmIiIiIiIiIiIiIvOAiOhERERERERERERGRF1xEJyIiIiIiIiIiIiLygovoRERERERERERERERecBGdiIiIiIiIiIiIiMgLLqITEREREREREREREXmhCHcAoSSEAADU1NSEORIiIiIi6sgc81HH/LSj4byciIiIiCKBv/PyDrWIXltbCwDo2rVrmCMhIiIiIrLPTxMTE8MdRshxXk5EREREkcTXvFwSHej1F5vNhlOnTiEhIQGSJIX03jU1NejatStOnjwJvV4f0ntT8DGfsYc5jT3MaWxhPmNPR8+pEAK1tbXIzMyETNbxKixyXk7BxJzGFuYz9jCnsYc5jT0dOaf+zss71JvoMpkMF198cVhj0Ov1He6HMZYxn7GHOY09zGlsYT5jT0fOaUd8A92B83JqD8xpbGE+Yw9zGnuY09jTUXPqz7y84732QkRERERERERERETkJy6iExERERERERERERF5wUX0EFGr1XjmmWegVqvDHQoFAfMZe5jT2MOcxhbmM/YwpxQu/NmLPcxpbGE+Yw9zGnuY09jDnPrWoTYWJSIiIiIiIiIiIiIKBN9EJyIiIiIiIiIiIiLygovoRERERERERERERERecBGdiIiIiIiIiIiIiMgLLqKHwFtvvYXu3btDo9FgyJAh+Pbbb8MdEgFYsGABLr/8ciQkJCAtLQ233HILDh8+7NamsbERjzzyCFJSUhAfH49x48bhzJkzbm3KysowduxY6HQ6pKWl4cknn4TFYnFrs2XLFgwcOBBqtRo5OTlYsWJFew+vw1u4cCEkScKMGTOcx5jP6PPLL7/gj3/8I1JSUqDVatGvXz/s3r3beV4Igfnz56NLly7QarUYNWoUjhw54tbHuXPnMGHCBOj1eiQlJeGee+5BXV2dW5t9+/Zh2LBh0Gg06Nq1KxYtWhSS8XU0VqsV8+bNQ3Z2NrRaLS655BK88MILcN2ehTmNbF9//TVuvPFGZGZmQpIkrFmzxu18KPP30UcfoVevXtBoNOjXrx+++OKLoI+XYhPn5pGH8/LYx7l5bODcPHZwXh79OC8PA0HtavXq1UKlUonly5eLgwcPivvuu08kJSWJM2fOhDu0Dm/06NHivffeEwcOHBB79uwRv/vd70RWVpaoq6tztnnwwQdF165dxcaNG8Xu3bvFlVdeKa666irneYvFIvr27StGjRoliouLxRdffCFSU1PF3LlznW2OHz8udDqdeOyxx8ShQ4fEkiVLhFwuF+vXrw/peDuSb7/9VnTv3l30799fTJ8+3Xmc+Ywu586dE926dROTJk0Su3btEsePHxdfffWVOHr0qLPNwoULRWJiolizZo3Yu3evuOmmm0R2drYwGAzONmPGjBEDBgwQ33zzjdi2bZvIyckR48ePd56vrq4W6enpYsKECeLAgQNi1apVQqvVinfffTek4+0IXnrpJZGSkiLWrl0rSktLxUcffSTi4+PFG2+84WzDnEa2L774Qjz11FPi008/FQDEZ5995nY+VPnbvn27kMvlYtGiReLQoUPi6aefFkqlUuzfv7/dnwFFN87NIxPn5bGNc/PYwLl5bOG8PPpxXh56XERvZ1dccYV45JFHnN9brVaRmZkpFixYEMaoyJOKigoBQGzdulUIIURVVZVQKpXio48+crYpKSkRAMTOnTuFEPY/tGQymSgvL3e2+ctf/iL0er0wGo1CCCFmzZol+vTp43avO++8U4wePbq9h9Qh1dbWitzcXLFhwwYxYsQI50Sd+Yw+s2fPFoWFhV7P22w2kZGRIV599VXnsaqqKqFWq8WqVauEEEIcOnRIABDfffeds82XX34pJEkSv/zyixBCiLffflskJyc7c+y4d8+ePYM9pA5v7NixYsqUKW7HbrvtNjFhwgQhBHMabZpO1kOZvzvuuEOMHTvWLZ4hQ4aIBx54IKhjpNjDuXl04Lw8dnBuHjs4N48tnJfHFs7LQ4PlXNqRyWTC999/j1GjRjmPyWQyjBo1Cjt37gxjZORJdXU1AKBTp04AgO+//x5ms9ktf7169UJWVpYzfzt37kS/fv2Qnp7ubDN69GjU1NTg4MGDzjaufTja8GegfTzyyCMYO3Zss2fOfEaff/zjHxg8eDBuv/12pKWlIT8/H0uXLnWeLy0tRXl5uVs+EhMTMWTIELecJiUlYfDgwc42o0aNgkwmw65du5xthg8fDpVK5WwzevRoHD58GOfPn2/vYXYoV111FTZu3IiffvoJALB3714UFRXhhhtuAMCcRrtQ5o9/FlNrcG4ePTgvjx2cm8cOzs1jC+flsY3z8vbBRfR2VFlZCavV6vaXPgCkp6ejvLw8TFGRJzabDTNmzEBBQQH69u0LACgvL4dKpUJSUpJbW9f8lZeXe8yv41xLbWpqamAwGNpjOB3W6tWr8cMPP2DBggXNzjGf0ef48eP4y1/+gtzcXHz11Vd46KGHMG3aNKxcuRLAbzlp6c/Y8vJypKWluZ1XKBTo1KlTQHmn4JgzZw7+4z/+A7169YJSqUR+fj5mzJiBCRMmAGBOo10o8+etDfNLLeHcPDpwXh47ODePLZybxxbOy2Mb5+XtQxHuAIgiwSOPPIIDBw6gqKgo3KFQK508eRLTp0/Hhg0boNFowh0OBYHNZsPgwYPx8ssvAwDy8/Nx4MABvPPOO7j77rvDHB21xt/+9je8//77+OCDD9CnTx/s2bMHM2bMQGZmJnNKREQAOC+PFZybxx7OzWML5+VEgeOb6O0oNTUVcrm82Q7jZ86cQUZGRpiioqamTp2KtWvXYvPmzbj44oudxzMyMmAymVBVVeXW3jV/GRkZHvPrONdSG71eD61WG+zhdFjff/89KioqMHDgQCgUCigUCmzduhWLFy+GQqFAeno68xllunTpgt69e7sdy8vLQ1lZGYDfctLSn7EZGRmoqKhwO2+xWHDu3LmA8k7B8eSTTzrfeunXrx8mTpyImTNnOt9QY06jWyjz560N80st4dw88nFeHjs4N489nJvHFs7LYxvn5e2Di+jtSKVSYdCgQdi4caPzmM1mw8aNGzF06NAwRkYAIITA1KlT8dlnn2HTpk3Izs52Oz9o0CAolUq3/B0+fBhlZWXO/A0dOhT79+93+4Nnw4YN0Ov1zgnG0KFD3fpwtOHPQHBde+212L9/P/bs2eP8Gjx4MCZMmOD8zHxGl4KCAhw+fNjt2E8//YRu3boBALKzs5GRkeGWj5qaGuzatcstp1VVVfj++++dbTZt2gSbzYYhQ4Y423z99dcwm83ONhs2bEDPnj2RnJzcbuPriBoaGiCTuU895HI5bDYbAOY02oUyf/yzmFqDc/PIxXl57OHcPPZwbh5bOC+PbZyXt5Nw72wa61avXi3UarVYsWKFOHTokLj//vtFUlKS2w7jFB4PPfSQSExMFFu2bBGnT592fjU0NDjbPPjggyIrK0ts2rRJ7N69WwwdOlQMHTrUed5isYi+ffuK66+/XuzZs0esX79edO7cWcydO9fZ5vjx40Kn04knn3xSlJSUiLfeekvI5XKxfv36kI63IxoxYoSYPn2683vmM7p8++23QqFQiJdeekkcOXJEvP/++0Kn04n/+7//c7ZZuHChSEpKEn//+9/Fvn37xM033yyys7OFwWBwthkzZozIz88Xu3btEkVFRSI3N1eMHz/eeb6qqkqkp6eLiRMnigMHDojVq1cLnU4n3n333ZCOtyO4++67xUUXXSTWrl0rSktLxaeffipSU1PFrFmznG2Y08hWW1sriouLRXFxsQAgXn/9dVFcXCx+/vlnIUTo8rd9+3ahUCjEn/70J1FSUiKeeeYZoVQqxf79+0P3MCgqcW4emTgv7xg4N49unJvHFs7Lox/n5aHHRfQQWLJkicjKyhIqlUpcccUV4ptvvgl3SCSEAODx67333nO2MRgM4uGHHxbJyclCp9OJW2+9VZw+fdqtnxMnTogbbrhBaLVakZqaKh5//HFhNpvd2mzevFlcdtllQqVSiR49erjdg9pP04k68xl9Pv/8c9G3b1+hVqtFr169xF//+le38zabTcybN0+kp6cLtVotrr32WnH48GG3NmfPnhXjx48X8fHxQq/Xi8mTJ4va2lq3Nnv37hWFhYVCrVaLiy66SCxcuLDdx9YR1dTUiOnTp4usrCyh0WhEjx49xFNPPSWMRqOzDXMa2TZv3uzx7867775bCBHa/P3tb38Tl156qVCpVKJPnz5i3bp17TZuii2cm0cezss7Bs7Nox/n5rGD8/Lox3l56ElCCBG6996JiIiIiIiIiIiIiKIHa6ITEREREREREREREXnBRXQiIiIiIiIiIiIiIi+4iE5ERERERERERERE5AUX0YmIiIiIiIiIiIiIvOAiOhERERERERERERGRF1xEJyIiIiIiIiIiIiLygovoRERERERERERERERecBGdiIiIiIiIiIiIiMgLLqITEUWJEydOQJIk7NmzJ9yh+OXqq6/GjBkz2v0+TZ/Lli1bIEkSqqqq2v3eRERERBS9JEnCmjVrwh0GERFFAS6iExEREREREVFM+fXXX/HQQw8hKysLarUaGRkZGD16NLZv3+5sc/r0adxwww0AgvvCSqheJokEzz77LC677LJwh0FE1O4U4Q6AiIiIiIiIiCiYxo0bB5PJhJUrV6JHjx44c+YMNm7ciLNnzzrbZGRkhDHCyGYymaBSqUJ2PyEErFYrFAouUxFRZOKb6EREEcZms2HRokXIycmBWq1GVlYWXnrpJef548ePY+TIkdDpdBgwYAB27tzpPHf27FmMHz8eF110EXQ6Hfr164dVq1a59X/11Vdj2rRpmDVrFjp16oSMjAw8++yzbm0kScKyZctw6623QqfTITc3F//4xz/c2hw4cAA33HAD4uPjkZ6ejokTJ6KystLruN5++23k5uZCo9EgPT0df/jDH/x6HuvXr0dhYSGSkpKQkpKC3//+9zh27Jhf1xIRERFRx1NVVYVt27bhlVdewciRI9GtWzdcccUVmDt3Lm666SZnO9dyLtnZ2QCA/Px8SJKEq6++2tlu2bJlyMvLg0ajQa9evfD22297vfekSZOwdetWvPHGG5AkCZIk4cSJEwB8z5+vvvpqPProo5gxYwaSk5ORnp6OpUuXor6+HpMnT0ZCQgJycnLw5ZdfOq9xlDJct24d+vfvD41GgyuvvBIHDhxwi6uoqAjDhg2DVqtF165dMW3aNNTX1zvPd+/eHS+88AL+8z//E3q9Hvfffz8AYPbs2bj00kuh0+nQo0cPzJs3D2azGQCwYsUKPPfcc9i7d69zrCtWrPD4Vn9VVRUkScKWLVvc4v7yyy8xaNAgqNVqFBUVwWazYcGCBcjOzoZWq8WAAQPw8ccf+8g4EVH74yI6EVGEmTt3LhYuXIh58+bh0KFD+OCDD5Cenu48/9RTT+GJJ57Anj17cOmll2L8+PGwWCwAgMbGRgwaNAjr1q3DgQMHcP/992PixIn49ttv3e6xcuVKxMXFYdeuXVi0aBGef/55bNiwwa3Nc889hzvuuAP79u3D7373O0yYMAHnzp0DYJ8EX3PNNcjPz8fu3buxfv16nDlzBnfccYfHMe3evRvTpk3D888/j8OHD2P9+vUYPny4X8+jvr4ejz32GHbv3o2NGzdCJpPh1ltvhc1m8/uZEhEREVHHER8fj/j4eKxZswZGo9Gvaxzz5X/96184ffo0Pv30UwDA+++/j/nz5+Oll15CSUkJXn75ZcybNw8rV6702M8bb7yBoUOH4r777sPp06dx+vRpdO3a1e/588qVK5Gamopvv/0Wjz76KB566CHcfvvtuOqqq/DDDz/g+uuvx8SJE9HQ0OB23ZNPPonXXnsN3333HTp37owbb7zRudh97NgxjBkzBuPGjcO+ffvw4YcfoqioCFOnTnXr409/+hMGDBiA4uJizJs3DwCQkJCAFStW4NChQ3jjjTewdOlS/PnPfwYA3HnnnXj88cfRp08f51jvvPNOv563w5w5c7Bw4UKUlJSgf//+WLBgAf73f/8X77zzDg4ePIiZM2fij3/8I7Zu3RpQv0REQSeIiChi1NTUCLVaLZYuXdrsXGlpqQAgli1b5jx28OBBAUCUlJR47XPs2LHi8ccfd34/YsQIUVhY6Nbm8ssvF7Nnz3Z+D0A8/fTTzu/r6uoEAPHll18KIYR44YUXxPXXX+/Wx8mTJwUAcfjwYed9pk+fLoQQ4pNPPhF6vV7U1NT4egQ+/frrrwKA2L9/vxDit+dSXFwshBBi8+bNAoA4f/58m+9FRERERNHp448/FsnJyUKj0YirrrpKzJ07V+zdu9etDQDx2WefCSGazykdLrnkEvHBBx+4HXvhhRfE0KFDvd7bdR7seo0/82fXebrFYhFxcXFi4sSJzmOnT58WAMTOnTuFEL/NfVevXu1sc/bsWaHVasWHH34ohBDinnvuEffff7/bvbdt2yZkMpkwGAxCCCG6desmbrnlFq9jcnj11VfFoEGDnN8/88wzYsCAAW5tPD3L8+fPCwBi8+bNbnGvWbPG2aaxsVHodDqxY8cOt/7uueceMX78eJ+xERG1JxabIiKKICUlJTAajbj22mu9tunfv7/zc5cuXQAAFRUV6NWrF6xWK15++WX87W9/wy+//AKTyQSj0QidTue1D0c/FRUVXtvExcVBr9c72+zduxebN29GfHx8s/iOHTuGSy+91O3Yddddh27duqFHjx4YM2YMxowZ4ywV48uRI0cwf/587Nq1C5WVlc430MvKytC3b1+f1xMRERFRxzNu3DiMHTsW27ZtwzfffIMvv/wSixYtwrJlyzBp0iS/+qivr8exY8dwzz334L777nMet1gsSExMDCgef+fPrnNwuVyOlJQU9OvXz3nM8RuqTefuQ4cOdX7u1KkTevbsiZKSEue99+3bh/fff9/ZRggBm82G0tJS5OXlAQAGDx7cLLYPP/wQixcvxrFjx1BXVweLxQK9Xh/Q2Fvies+jR4+ioaEB1113nVsbk8mE/Pz8oN2TiKg1uIhORBRBtFqtzzZKpdL5WZIkAHAuLL/66qt444038N///d/o168f4uLiMGPGDJhMJq99OPppWh6lpTZ1dXW48cYb8corrzSLz7Gw7yohIQE//PADtmzZgn/+85+YP38+nn32WXz33XdISkpqcbw33ngjunXrhqVLlyIzMxM2mw19+/ZtNiYiIiIiIlcajQbXXXcdrrvuOsybNw/33nsvnnnmGb8X0evq6gAAS5cuxZAhQ9zOyeXygGLxd/7saQ7e0vzf33s/8MADmDZtWrNzWVlZzs9xcXFu53bu3IkJEybgueeew+jRo5GYmIjVq1fjtddea/F+Mpm9crAQwnnMUVqmKdd7Op73unXrcNFFF7m1U6vVLd6TiKi9cRGdiCiC5ObmQqvVYuPGjbj33nsDvn779u24+eab8cc//hGAfXL9008/oXfv3kGNc+DAgfjkk0/QvXt3KBT+/VWiUCgwatQojBo1Cs888wySkpKwadMm3HbbbV6vOXv2LA4fPoylS5di2LBhAOybIhERERERBap3797OjUSbUqlUAACr1eo8lp6ejszMTBw/fhwTJkzw+z4qlcqtH6B18+dAfPPNN84F8fPnz+Onn35yvmE+cOBAHDp0CDk5OQH1uWPHDnTr1g1PPfWU89jPP//s1sbTWDt37gwAOH36tPMNctdNRr3p3bs31Go1ysrKMGLEiIBiJSJqb1xEJyKKIBqNBrNnz8asWbOgUqlQUFCAX3/9FQcPHmyxxItDbm4uPv74Y+zYsQPJycl4/fXXcebMmaAvoj/yyCNYunQpxo8fj1mzZqFTp044evQoVq9ejWXLljV7M2ft2rU4fvw4hg8fjuTkZHzxxRew2Wzo2bNni/dJTk5GSkoK/vrXv6JLly4oKyvDnDlzgjoWIiIiIootZ8+exe23344pU6agf//+SEhIwO7du7Fo0SLcfPPNHq9JS0uDVqvF+vXrcfHFF0Oj0SAxMRHPPfccpk2bhsTERIwZMwZGoxG7d+/G+fPn8dhjj3nsq3v37ti1axdOnDiB+Ph4dOrUKeD5c6Cef/55pKSkID09HU899RRSU1Nxyy23AABmz56NK6+8ElOnTsW9996LuLg4HDp0CBs2bMCbb77ptc/c3FyUlZVh9erVuPzyy7Fu3Tp89tlnzcZaWlqKPXv24OKLL0ZCQgK0Wi2uvPJKLFy4ENnZ2aioqMDTTz/tcwwJCQl44oknMHPmTNhsNhQWFqK6uhrbt2+HXq/H3Xff3aZnRETUFrJwB0BERO7mzZuHxx9/HPPnz0deXh7uvPPOZjUPvXn66acxcOBAjB49GldffTUyMjKck+dgyszMxPbt22G1WnH99dejX79+mDFjBpKSkpy/vukqKSkJn376Ka655hrk5eXhnXfewapVq9CnT58W7yOTybB69Wp8//336Nu3L2bOnIlXX3016OMhIiIiotgRHx+PIUOG4M9//jOGDx+Ovn37Yt68ebjvvvu8LhorFAosXrwY7777LjIzM52L7ffeey+WLVuG9957D/369cOIESOwYsUKZGdne73/E088Ablcjt69e6Nz584oKysLeP4cqIULF2L69OkYNGgQysvL8fnnnzvfru/fvz+2bt2Kn376CcOGDUN+fj7mz5+PzMzMFvu86aabMHPmTEydOhWXXXYZduzYgXnz5rm1GTduHMaMGYORI0eic+fOWLVqFQBg+fLlsFgsGDRoEGbMmIEXX3zRr3G88MILmDdvHhYsWIC8vDyMGTMG69ata/F5ExGFgiRci1QREREREREREVFU2LJlC0aOHInz58/73GuIiIhaj2+iExERERERERERERF5wUV0IiIKm7KyMsTHx3v9KisrC3eIRERERERERNTBsZwLERGFjcViwYkTJ7ye7969OxQK7oFNREREREREROHDRXQiIiIiIiIiIiIiIi9YzoWIiIiIiIiIiIiIyAsuohMRERERERERERERecFFdCIiIiIiIiIiIiIiL7iITkRERERERERERETkBRfRiYiIiIiIiIiIiIi84CI6EREREREREREREZEXXEQnIiIiIiIiIiIiIvKCi+hERERERERERERERF78fwHYpdaAZKi4AAAAAElFTkSuQmCC", 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" ] }, "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", "plt.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": 27, "id": "46404807", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " short_labels pearson_corr\n", "1 B38. RI. AUS 0.011942\n", "15 Lindenhofüberfü… 0.235979\n", "25 Theodor-Heuss-A… 0.381730\n", "21 Renzstraße 0.445103\n", "19 Neckarauer Über… 0.486533\n", "5 Feudenheimerstr… 0.510540\n", "7 Feudenheimstr. … 0.533080\n", "13 Kurpfalzbrücke 0.548310\n", "9 Jungbuschbrücke 0.557844\n", "11 Konrad-Adenauer… 0.568114\n", "17 Luzenbergstr. 0.584917\n", "3 Fernmeldeturm. 0.619432\n", "23 Schlosspark Lin… 0.629848\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_per_station = (\n", " df_ma.groupby(\"short_labels\")[[\"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[\"short_labels\"].notna())\n", "][[\"short_labels\", \"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[\"short_labels\"], 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.“" ] } ], "metadata": { "kernelspec": { "display_name": "dat (3.12.3)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }