{ "cells": [ { "cell_type": "markdown", "id": "527cbdda", "metadata": {}, "source": [ "# Demandlib Electricity Model Example\n", "This notebook demonstrates how to use Demandlib electricity model to electricity loads for multiple buildings." ] }, { "cell_type": "markdown", "id": "6c59bcf3", "metadata": {}, "source": [ "# Imports\n", "Import required libraries and set visualization defaults." ] }, { "cell_type": "code", "id": "f71d14a9", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:55.403889Z", "start_time": "2026-02-17T15:08:55.399681Z" } }, "source": [ "import os\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from entise.core.generator import Generator\n", "from entise.constants import Types\n" ], "outputs": [], "execution_count": 10 }, { "cell_type": "markdown", "id": "ed415b8b", "metadata": {}, "source": [ "# Load Data\n", "We load building parameters from objects.csv and simulation data from the data folder." ] }, { "cell_type": "code", "id": "f3d09196", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:55.531690Z", "start_time": "2026-02-17T15:08:55.448476Z" } }, "source": [ "# Load data\n", "cwd = \".\" # notebook runs inside examples/electricity_demandlib\n", "\n", "objects = pd.read_csv(os.path.join(cwd, \"objects.csv\"))\n", "\n", "data = {}\n", "common_data_folder = \"../common_data\"\n", "\n", "for file in os.listdir(os.path.join(cwd, common_data_folder)):\n", " if file.endswith(\".csv\"):\n", " name = file.split(\".\")[0]\n", " data[name] = pd.read_csv(\n", " os.path.join(cwd, common_data_folder, file),\n", " parse_dates=True,\n", " )\n", "\n", "print(\"Loaded data keys:\", list(data.keys()))" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded data keys: ['validation_weather', 'weather']\n", "📋 Loaded 10 objects\n" ] } ], "execution_count": 11 }, { "cell_type": "markdown", "id": "c44ca9b3", "metadata": {}, "source": [ "# Instantiate and Configure Model\n", "Initialize the time series generator and configure it with building objects." ] }, { "cell_type": "code", "id": "2f85915b", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:58.482619Z", "start_time": "2026-02-17T15:08:55.625732Z" } }, "source": [ "gen = Generator()\n", "gen.add_objects(objects)\n", "\n", "summary, df = gen.generate(data, workers=1)" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10/10 [00:02<00:00, 3.51it/s]\n" ] } ], "execution_count": 12 }, { "cell_type": "markdown", "id": "9584e3b8", "metadata": {}, "source": [ "# Results Summary\n", "Below is a summary of the annual electricity demands (in kWh/a) and peak loads (W)." ] }, { "cell_type": "code", "id": "501521db", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:58.531501Z", "start_time": "2026-02-17T15:08:58.522089Z" } }, "source": [ "print(\"Summary:\")\n", "summary_kwh = (summary / 1000).round(0).astype(int)\n", "summary_kwh.rename(columns=lambda x: x.replace(\"[W]\", \"[kW]\").replace(\"[Wh]\", \"[kWh]\"), inplace=True)\n", "print(summary_kwh.to_string())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary:\n", " electricity:demand[kWh] electricity:load_max[kW]\n", "1 3002 1\n", "2 4004 1\n", "3 0 0\n", "4 50013 13\n", "5 20016 5\n", "6 2012 1\n", "7 204530 54\n", "8 201030 53\n", "9 204536 54\n", "10 278032 74\n" ] } ], "execution_count": 13 }, { "cell_type": "markdown", "id": "4ef39c79", "metadata": {}, "source": [ "# Preparation of Data" ] }, { "cell_type": "code", "id": "1258b29a", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:58.754731Z", "start_time": "2026-02-17T15:08:58.673756Z" } }, "source": [ "# Prepare data\n", "building_id = objects[\"id\"].iloc[0]\n", "res = df.get(building_id)\n", "\n", "df = res[Types.ELECTRICITY]\n", "df.index = pd.to_datetime(df.index, utc=True)" ], "outputs": [], "execution_count": 14 }, { "cell_type": "markdown", "id": "8cd89fda", "metadata": {}, "source": [ "# Visualization of Results\n", "Visualize weekly electricity loads for a selected building." ] }, { "cell_type": "code", "id": "e431e73d", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:58.809522Z", "start_time": "2026-02-17T15:08:58.802039Z" } }, "source": [ "def plot_weekly_profile():\n", " # Pick the first full week starting Monday (or fallback: first 7 days)\n", " start = df.index.min().normalize()\n", " start = start + pd.Timedelta(days=(7 - start.weekday()) % 7)\n", " end = start + pd.Timedelta(days=7)\n", "\n", " s_week = df.loc[(df.index >= start) & (df.index < end)]\n", "\n", " fig, ax = plt.subplots(figsize=(15, 5))\n", " ax.plot(s_week.index, s_week.values, alpha=0.9)\n", " ax.set_title(f\"Building ID: {building_id} - Electricity Load (Weekly)\")\n", " ax.set_xlabel(\"Time\")\n", " ax.set_ylabel(\"Electricity load (W)\")\n", " ax.grid(True)\n", " plt.tight_layout()\n", " plt.show()" ], "outputs": [], "execution_count": 15 }, { "cell_type": "code", "id": "464c1181", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:59.141329Z", "start_time": "2026-02-17T15:08:58.871014Z" } }, "source": [ "plot_weekly_profile()" ], "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 16 }, { "cell_type": "markdown", "id": "39e18ec7", "metadata": {}, "source": [ "# Seasonal Electricity Loads\n", "Next, we visualize the electricity loads for different seasons" ] }, { "cell_type": "code", "id": "a183ff81", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:59.189525Z", "start_time": "2026-02-17T15:08:59.180299Z" } }, "source": [ "def plot_seasonal_subplots():\n", " df_tmp = df.copy()\n", " df_tmp.columns = [\"load\"]\n", " df_tmp[\"month\"] = df_tmp.index.month\n", " df_tmp[\"hour\"] = df_tmp.index.hour\n", "\n", " # Map month → season (no helper defs)\n", " df_tmp[\"season\"] = \"Autumn (SON)\"\n", " df_tmp.loc[df_tmp[\"month\"].isin([12, 1, 2]), \"season\"] = \"Winter (DJF)\"\n", " df_tmp.loc[df_tmp[\"month\"].isin([3, 4, 5]), \"season\"] = \"Spring (MAM)\"\n", " df_tmp.loc[df_tmp[\"month\"].isin([6, 7, 8]), \"season\"] = \"Summer (JJA)\"\n", " df_tmp.loc[df_tmp[\"month\"].isin([9, 10, 11]), \"season\"] = \"Autumn (SON)\"\n", "\n", " prof = df_tmp.groupby([\"season\", \"hour\"])[\"load\"].mean().reset_index()\n", "\n", " fig, axes = plt.subplots(2, 2, figsize=(14, 8), sharex=True, sharey=True)\n", " axes = axes.flatten()\n", "\n", " season_order = [\"Winter (DJF)\", \"Spring (MAM)\", \"Summer (JJA)\", \"Autumn (SON)\"]\n", "\n", " for i, season in enumerate(season_order):\n", " ax = axes[i]\n", " df_season = prof[prof[\"season\"] == season]\n", " ax.plot(df_season[\"hour\"], df_season[\"load\"], alpha=0.9)\n", " ax.set_title(season)\n", " ax.grid(True)\n", "\n", " fig.suptitle(f\"Building ID: {building_id} - Seasonal Average Daily Profiles\", fontsize=14)\n", " fig.supxlabel(\"Hour of day\")\n", " fig.supylabel(\"Electricity load (W)\")\n", " plt.tight_layout()\n", " plt.show()" ], "outputs": [], "execution_count": 17 }, { "cell_type": "code", "id": "d2fd3b93", "metadata": { "ExecuteTime": { "end_time": "2026-02-17T15:08:59.858010Z", "start_time": "2026-02-17T15:08:59.314287Z" } }, "source": [ "plot_seasonal_subplots()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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ktrGUBJH3vLwmOSaIiIio+hiEJSIiqgQJoElgRpqaSM1EaWCzYcOGWt922vqP0qCnPOUFSG9FvmyXJfVKhTbYI4GDmn7e26UNOklwRR9IEFaCpSVJYKaydYKlvq5ctCT4IjVEjx8/rgJ5X3/9tbpearUKqdNZGRLI1TaUksZA8hzSpEmCcVKLVQKKJQNd8jyNGjVSDbc++OADdZFAv9TglZqkUldUeyxIwL+87S/HgTy+9nip6nGmfZ0S6ImMjFTBfakJKk2NLCws1LaR+qBlA3RVNWvWLLWeZYNc8lqlHurvv/+utrN2/eR+EoT9888/i4Owf/zxh1onqatZct2F1LOVS0XKqwNc0XtItr3U5ZTtLftRAnfawPhXX31Valvczvu0qsdVbbx/w8PDVRBa1l+CkNIgTI4XOc6k7ra8v6qzz6UGsQRhJfD6+eefq3WQAL/UX5VGhFUhgeL/+7//q9R9y9ve2n1U0f7WnhQp7z1UHRK8l6RxCXCXd4KgvGNTTjRInWKpqfvf//5XXSf7RerDyvXy94+IiIhuH4OwREREVaDNfi3bpEQCPPn5+RUGUiW77nZof6+irujS2KY2aANodf285dF2di8vy0wXyus0Xx0SvJXmUxJAlazAsvtAgjOSnXwrElSTwJU00ZEGV2WzH8t2N5eAowT75CJBKgl8SUBWApKSRSuZktr1KCwsVFmdZYN9cnxIoKe8gGtVAqQSgH3//ffVyY2SJDv2dps0lQxOa7P9JFheHnm9kgEoJ1rEnXfeqYKG8+fPV1mEsn6SMStB0fr16xf/nvZ1jxw5En///Xe1mjoJ+QyR7SCBOQlAl9zesp0ly7m679OqHle18f6dMWOGChJKYFtOQJT0zDPP3HCSo6okg1MyYOVYluChHNcS+K+phlxV2afa7V3RZ6YceyXvV1O0jycZ6QcPHqzU70iQVXtC5sKFC6px2I8//qhO2Eh2umRnExER0e0rautKRERElSKBAyFBqZJcXV1VxlFZMm297NTrqpCsLclOlC/RZTvKyzpIgKk2yBd4CVhJxlp5AZ7aet6yzp49qzISZRrw8OHDYawkY7WigL92+vitREREqOnRZQOwMi1ZprXfjExZfvTRR1WZhODgYGzcuLG4JEBISEiFwWftdZXNAq5ovYV0iy9LAsrVJUFecdddd6mO8GUvEkAteT9tgFpKNMh7WgJRf/31lwqClg0YyhRzea/I+7Ns6YfbIeUi5KSNlIUoG/CW5yhbpqFZs2bqvXHo0KEbMkdlfffs2VPt46o6ZH0ls1fI8XWrfS7rLGVfasLEiRPViQPJApdyE/IZrd3XdUmOj6CgIPVZWt7fiJp4D5VHAuxyfJ46deq2/gZJlvwTTzyhAuLy+SSlVIiIiKh6GIQlIiKqgi+//FL97N27d6nrJctLAq4lM7hyc3NV7cDqkACLTJmWQKg2mKElU20lSFlbRo8erV7DO++8c0PQQJslWZskGCO1eSW4JNOBfX19S90ugRzJcKyJ4Fdtkym/kqkqQbbysh8/++wztVwygPrcc8+pYODkyZNVJmZZEljR1msVUj9TThKUnBYv2X+S6aqtTaol27S8QLqsZ2ZmpqoBKVPDxfjx49VPmdJccsq0BAu105y197kd2rqfkmlakkyJluzU6pDXIkF8BwcH9VPeM2Uvcr1M+Zfn0mYlCm3pAsnWlIs8RtkTAbJ/nn32WVXHVrZzeceilJmoKFO1LAm8SukBCZpL8FxL9qscB+V9PjzwwAMqy1JKFZQkWaDl1Xat6nF1u+SxpczAyZMnVckBqdN6q30umc+yvWqCHJNyAuvll19WNVllf5atq11XZF3k2JA6skV95YocO3ZMlTeRGQ9SV7qmSakNOY4kA7i8khiS7aqtby2fEeVtezn25PNCV9uOiIjImLAcARERUTkka+ndd98tVUdRgoISHJGMqrKNTiTYKo2qpLGJZHzJtE6pGSu1LbU1/26XBCakMYxM1ZaghWQmSnaTBI1kenRtNch64403sGTJEjUdVb6c9+rVC9HR0SpoJcGVVatWFQfqampbS9BXAlbStEqaykgNTnndZQPBYsCAASr4JYGEiqaZl/XYY48VL8fFxd1wnQR7tY18apIEYOR1yOuULEepMyoZchI8k4C2bFfJPCv5OqVhljTOkiCfZDzKsSXNyDIyMlRQSQL+su6yf4QE1eRYkECuBO4laCIBc8m+k+nZJTNZJUNR6q9KprVMVw4ICFABy9WrV6tApAQUtY2e5ISDPLaUTJB1kmxCCSTJsSHrLYGesiclqkKCY/J+kueQrFMJ0EnpBDnmJXAnTapu18KFC9XrkiBYednGQo5hadAl09algZcc99oTK7LdJRisbeolgdiyJBAtnwvffPMN/vnnH7UtJJgq212OYXktkpFaUd3WsusiQVI54SLHiLzPJPAt9Uxlu0jGcnk1SyVzWY5dOSbk80Gaccm+lLIKkt1c8n1a1ePqVuQkgvb9K0F/CeJKcFE+L+X/ku0qgcaSU/Wl5ICUCJBjSY5VqbktmbmyHYcOHaq2Y3VJVrg0l5IAuqjtUgQ38/rrr6vXJOsin93y2SWfc3J8yvaTxly1URpCauPKdpXjWvaH1FuWY0g+dyRAv2/fPnV8y+enHK9y7Mhx17ZtW3XSSxpSSjkQOf7lM4GIiIiqSUNERETFLly4IGlKN1xsbGw0jRs31jz77LOaS5culbvFFi9erGnTpo3G2tpaU79+fc3kyZM1GRkZmsDAQHUp6Z133lGPu2XLllLXy3V9+vS54bHlOR9++GGNi4uLxt7eXtOrVy/Ntm3byn0c7WsYP358qceQx63oT7/cV26T3y0pMTFRM2HCBI2Hh4fG1tZW07FjR83SpUs1n3/+ubr/smXLKnX0aJ87Li7uhvUsebGzs9M0aNBA069fP83bb7+tCQ8Pr/AxZZuWt843U96+LXkpuz9qSkFBgWbNmjWaF198UW1Db29vjaWlpcbJyUnTqVMnzbRp0zSpqanl/u7+/fs1jzzyiMbHx0djZWWl9kWHDh00//d//6c5depUqfv+/fff6jY5RuR+Dz30kCYiIuKG/Zubm6v55JNPNIMHD9b4+fmpY1bWqXfv3pp58+ZpCgsLb1iP3377TdO5c2f12HKRZbmuLNmG8lxybJZV0bF55MgRtS6urq6aevXqqeNl48aNmtmzZ6v7y8/KvE/K6t69e6X269mzZ9X9mjZtWur6Dz74oPjYWLduXYW/n5+fr/npp580PXr0UPtUPi8CAgI0d955p+aHH37QZGZm3vK9piX75sMPP9Q0adKk+HFeeeWVCj9LxPnz5zUPPvigxtnZudTnw/PPP6+e6/Dhw9U6rm71HtRe5DiSx5Fj47nnntPs3Lmzwt+VfSLbS/a3fK7dfffdmkOHDlXpM+1W21KOIbm9W7dumqrSHnvTp0+/5X1vdsxryTEgn2lyjMl2ktd81113aXbs2HHDfSt6vSXXq+x7oqJjQyxcuFAzcOBA9f6Sfe3r66vp27ev5osvvtAkJSWp+6SkpGjeffdd9Rkgn8GyjnJsyDG8du3aW24DIiIiujUz+ae6gVwiIiIyLVIbU+pkylRjqTtIRPpHsqIlC1dKR1SUCWzMPv/8c7z22muq3q/UNyUiIiLSJdaEJSIiogppp+yXJNOVFyxYoKYyMwBLpJ/v0z///LN4CropBmClkeF3332nysdIkzUiIiIiXWNNWCIiIqqQ1IuURkHSuVvqYUrmq9SYlFqtUiOUiHRP6rxKPc+WLVuq9+aRI0dUDWCpMyrZoKZE6mbLiSKptSw1o6VmrtToJiIiItI1liMgIiKiCknHdSk7EBERoRr3SKMxaegkXb67du3KLUekB/773/+qRnmRkZG4evUqPD090a9fP7z99tu10mhOn0mTMGmW5uHhoZqpffrpp7C0ZN4JERER6R6DsERERERERERERES1iDVhiYiIiIiIiIiIiGoRg7BEREREREREREREtYhBWCIiIiIiIiIiIqJaxCAsERERERERERERUS1iEJaIiIiIiIiIiIioFjEIS0RERERERERERFSLGIQlIiIiIiIiIiIiqkUMwhIRERERERERERHVIgZhiYiIiIiIiIiIiGoRg7BEREREREREREREtYhBWCIiIiIiIiIiIqJaxCAsERERERERERERUS1iEJaIiIiIiIiIiIioFjEIS0SkQ1u3boWZmZn6aUgWLVoENzc3ZGZm6uT5H3nkETz00EM6eW4iIiIiQ/Huu++qsaYu3X333XjqqadgKE6ePAlLS0scP35c16tCREaGQVgiomoEImVQu2zZshtua9eunbpty5YtN9wWEBCAO+64o9rbPTY2Vg2sjxw5grpUUFCAd955B5MnT4ajo2Px9Q0bNlSvWS7m5uZwcXFBmzZtMHHiROzbt6/cx5L7Pv/888X/v3jxYvFjlL1069at+H5vvPEGlixZgqNHj9byqyUiIiKqWWFhYXjggQcQGBgIW1tb+Pr6YtCgQfj222+NblPv2rUL69evV2O3skkIcvnzzz/L/b0ePXqo21u3bl3heNTHx0fdZ+3atTcNQMu4NCoq6obb09PTYWdnd8N4tGXLlhg6dCimTp16G6+YiKhiDMISEd2mnj17qp87d+68YUAnZ87lDLoMPEuSAaBctL/bu3dvXLt2Tf28nSDstGnT6jwIu2rVKpw5c0YFV8tq3749/vjjD/z++++YPn06+vXrp+4vAdQpU6ZU+jkeffRR9TglL/JatUJCQtCpUyd88cUXNfa6iIiIiGrb7t271RhGTiRLduh3332HJ598UgUKv/766xp/vrfeekuNNXXls88+w4ABAxAcHHzDbRKAnjdv3g3Xy0l52U5ye0U2b96MuLg4lQTw119/3XQdbGxsMH/+/BuuX7p0aYW/88wzz6hEi4iIiJs+NhFRVVhW6d5ERFRMzr43atTohiDsnj17oNFo8OCDD95wm/b/2iCsDLhvNsDUhatXr8LBwaHC22fPnq2yEyRroyy5bsyYMaWu++STTzBq1CjMmDEDTZo0wbPPPnvLdejQocMNj1OWlCOQjNzvv/++VEYuERERkb768MMP4ezsjAMHDqhZQyUlJibW+HhOkgLkogvyev755x/8+OOPFZYpWLlyJS5fvgwPD4/i6yUw6+3trcaNKSkp5f6uZNDKeHH8+PH4z3/+c9PxqzyPBGFff/31UtfL80jGq8yuKmvgwIFwdXXF3Llz8d5771XxlRMRlY+ZsERE1SDB1MOHD5fKMJDs11atWuGuu+7C3r17UVhYWOo2mfIkQcyKasL27dtXTb2SelSSSWpvb6+Cm59++mnxfeT+nTt3VsuPP/548ZSuOXPmFN9HSgDceeedaqAvj9GnT58bMnO107TkuSRQKoNNbYC4PNnZ2fj333/VwLSyZJqXZLJKDVn54iEB6pog0/ZkwL1hw4YaeTwiIiKi2iaZlTJOLBuAFV5eXqX+r50mL5mezZo1UyfuO3bsiO3bt1d6PFdeTVjt4y5fvlyNOSVTVNZJxnhlyZhTMnfluRs3boyffvqp0nVmJQCbn59f4bjxvvvuU8+9ePHiG4KjcrLdwsKi3N+TcbdkqWp7BMj/V6xYUeF6yDaRmWOnT58uvi4+Pl5l08pt5bGyslJj8ps9LhFRVTEIS0RUDTLAzcvLK1XzVAKdUvNVLmlpaaWK+sttzZs3h7u7+00fV876SwBVasvKlHv5Hamlpa151aJFi+Kz8lIWQDtlX1vWQAaVsiylESRb9KOPPkJqair69++P/fv33/B8krWblZWl7nezxgmHDh1Cbm6uyjyoCslUHT58OGJiYtQXhFuRdZGsiJIX2c4lSb0uCfCWDSwTERER6SupAyvjqco2fdq2bRteeuklNUNIxn5XrlxRY8Tyfr+y4znt7KznnntOBTLlRL+caB85cqR6fC1JNJDnkuukLNSECRPUOkjwtjKkpICMeeU1l0eSBCQQW7JUgJRpOHHiRIXBUSHZs9IcVta9fv36Klh6s5IEMib28/MrVfpg4cKFanwqmbAVkYC3bGcZTxMR1QSWIyAiqqG6sDIAlLP9EpCVqVGSLSBTqeS2tm3bIiMjQzVieOKJJypV71Xqqo4dO1b9Xwa9MoCdNWuWyrCVx5Wf0jCge/fupabuS6ap1LGSLFoJ2mozFZ5++mmV5SC1waRBQkkS7C2vJldZ2gwCKcNQVdrGCtoMkJuRwLFcSpImZ7KNtWRqnb+/f6WCukRERET64NVXX1VjOKmj36VLF/Tq1UvVTJVxm2RfliVBwIMHD6qAoJDAo2TFyhiwbE3Tyo7nxKlTp9QYSsarQp5ffl8CotomVTIWk2xUOeEtZbiEZJ5KMkBlyLhRarbejARb77nnHtUzQcZ1EkwNCgoq1ZC1vFIEkuwg99duEwkoJyUlwdPT84b7y1hY7iOvTZvEIM8zYsQIlYlbEVkPmdEmr0P2FRFRdTETloioGmQQKmf4tbVe5ey9TJGXgaGQn9pMTakVK51cbzbdX0vOzJcMrFpbW6vB3/nz52/5uzLd6ty5c2pQK5kL2kxSWS8Z5MsUtpIlEoQEbStDmx0h09yqSlu3VYLRtyLZvVJmoORFvhiUJeshr42IiIjIEEg5JRkT3nvvvWrcKFmoQ4YMUaWnJMOzLDnZrg3AioCAAJU9um7dOjWuvJ3xnJASAdoArJCEAScnp+Kxpjz2xo0bcf/99xcHYIU02JIgcmXHjbcaMw4ePFiVrFqwYIFKJJCf0qD1Zo8pr73kfSSDVwKtixYtqvD3ZFwcHh6uavFqf94s21Zo151jTSKqKcyEJSKqBhnwSaBVG9iUgKvU89J2gJXbpOut0AZjKxOElSlTZWttyUDw2LFjt/xdCcAKycatiJRJKDkormpm6+3UdZVpY6JevXq3vK80YqhM3VlZj8rUJCMiIiLSF1LXX7JYpcSTBGKlvqk0MH3ggQfUyXQpuVRyTFRW06ZNVdkByfyU6fi3M56TYG5ZMjbUNsKSplpSa1U7pi2pvOtud8wo2b9SRkEyeCXhQDJibxYclTICUqIqJCREBVO1unbtqrJbJ02aVO7vyf2lvJc8j9Tjle0mZboqs+4caxJRTWEQloiomiSoumrVKlVqQFsPVkuWX3vtNVULVbJlJZNApjbdSkWNCCoT/NRmuX722WdqqtvNslK1pLZqZWhr2coAXQLFVaGtXVaVgfutyHqU9+WEiIiISN/JTCcJyMpFAqvSbFWaVJUtyVRZlR3PVXesWVkybtQGdW9Ggq4//vijavglM59KBqHL0tZ+1Ta5LUsyeSsaa8vz/PDDDyoh4OGHH4a5+c0nBmvX3cPD45avgYioMhiEJSKqwbqwEoSV5glaMn1Mak1JZ1mpFXv33XfX2Pau6Ky8dmqZTCmrTDZpVUgGgbhw4QLatGlTpSxYyfKQ2l2VrSN2K1J/V7IlZDofERERkSHr1KmT+hkXF1fuDKeSzp49q5palVf/tKbIzC5bW9tS2aZa5V1X0bhxyZIllRpLS2aujJc/+eSTCu8n409p9iU1a/v06XNDEoL0UpBMV+l/UFEQVmrpyjaWhra3Is8ngVoJkBMR1QTWhCUiqoFBswxS5cy8ZLyWzISVAGyHDh0wc+ZMVZO1MqUIKsvBwUH9TE1NLXW9BH4lEPv5558XlwAoSaau3S55bMnakAYRlSVT2WRQnJycjP/+9781NqVLmklIJ9+S25uIiIhIn0mj0fKyTdesWaN+StOtkqR+bGhoaPH/5QT0ihUrVC3VirJZa4I8tpzMX758uWoYWzIAK41fK0Pq2Uo26a16GsjY8JtvvlEZwNqmtDfLgn399ddV6YaSF2kYJoFZ7X3KI+Pjr776CtOnT69Uo61Dhw6pZrLOzs63vC8RUWUwE5aIqIamku3YsUMFXUs2TxASJPziiy/Uck0GYWUgKTWtZPqWTKuSoKzUw5J6YL/++qtqmiADR5naJs0eJEAsA3/JkJXyCbdDgs0y6JdGDdrusiXJc0jHWiEBYAmUyrS6+Ph4vPLKK3j66adRU6RZl2SBSIMLIiIiIkMwefJkVc91+PDhKlNU6sJKdqfUOm3YsKEat5XUunVr1bjrhRdeUOPM77//Xl0/bdq0Wl9XKQ+wfv16NfX/2WefVc26pNeBrJPUrr2VoUOHwtLSUo0bpenqzUizMbncjARYpdSWzKwqj8yOku0rQWtJgijPiy++iMqQurPbtm3Dc889V6n7ExFVBjNhiYhqgDa4qi0/UJK2ZpUESqXOVU2RRgZz585VmQrSDVe6xMpgUfTt21dlTkiWrgyWZUA6Z84c1YTg5ZdfrtbzPvHEE9i7d6/KxChLBuSSwTBu3Di88cYb2Lx5M+655x5VikEyc0vSZoHcbhaHBHdHjBhRqUZfRERERPpAxkP9+vVTma9TpkxRl/3796tgn4yX5AR7SZLdKdmbMn1eptK7ubmpTNS2bdvW+rrKuFaeSxp2vf3225g1a5Y6CT9gwAB1Yv5WvL29VSmuRYsWVXtdJLB6+vRpNa6siPY2bUJAdWzatEnN4rpZo1sioqoy09Rk5W0iIjJ6kgUhDRNk2tf7779/24+Tnp6upndJ3a6qPo4EeyXDQQbkFTUfIyIiIjJkMk1/0qRJ6oS6Prn//vtx4sSJcuvVliUzxSQ5QAKohtRMVV6jbH/paUBEVFOYCUtERFUimauSBSF1bsurOVtZBw4cUD9v1gG3Ih9//LGq/8UALBEREVHtkdr+JUngVbJ4JbBaGb169VKlrD799FMYilOnTmH16tXVSjYgIioPM2GJiKhOHTt2TNUG+/LLL1VjLWnWIHVqiYiIiEi/MmEbNGiAxx57DEFBQbh06RJ++OEH5OTk4PDhwwaV2UpEpA/YmIuIiOrU0qVLVSar1KudMWMGA7BEREREeurOO+/E/PnzVZNV6XvQvXt3fPTRRwzAEhHdBmbCEhEREREREREREdUi1oQlIiIiIiIiIiIiqkUsRwCgsLAQsbGxqFevnqq7Q0RERETGT6PRICMjAz4+PjA3r15uAseTRERERKZHU4XxJIOwgArA+vv719X+ISIiIiI9EhUVBT8/v2o9BseTRERERKYrqhLjSQZhAZUBq91gddWhOy8vD+vXr8fgwYNhZWVVJ89J+oH73jRxv5su7nvTxX2v/9LT09WJeO1Y0NDGk4LHmWnifjdd3PemifvddHHfG9d4kkFY6U52vQSBDJjrMghrb2+vno9BWNPCfW+auN9NF/e96eK+Nxw1UY5KF+NJwePMNHG/my7ue9PE/W66uO+NazzJxlxEREREREREREREtYhBWCIiIiIiIiIiIqJaxCAsERERERERERERUS1iEJaIiIiIiIiIiIioFjEIS0RERERERERERFSLGIQlIiIiIiIiIiIiqkUMwhIREREREREREREZaxC2YcOGMDMzu+EyadIkdXt2drZadnd3h6OjI0aOHImEhIRSjxEZGYmhQ4fC3t4eXl5eeO2115Cfn6+jV0RERERERERERESkR0HYAwcOIC4urviyYcMGdf2DDz6ofr788stYtWoVFi9ejG3btiE2NhYjRowo/v2CggIVgM3NzcXu3bsxd+5czJkzB1OnTtXZayIiIiIiIiIiIiLSmyCsp6cn6tevX3xZvXo1GjdujD59+iAtLQ2zZs3Cl19+if79+6Njx46YPXu2Crbu3btX/f769etx8uRJ/Pnnn2jfvj3uuusuvP/++5g5c6YKzBIRERERERERERHpmiX0hARNJZg6ZcoUVZLg0KFDyMvLw8CBA4vv07x5cwQEBGDPnj3o1q2b+tmmTRt4e3sX32fIkCF49tlnceLECYSEhJT7XDk5OeqilZ6ern7K88mlLmifp66ej/QH971p4n43Xdz3VdhWBYWYufU8PB2tMbprAAwd973+q844TB/Gk9rnK/mTTAP3u+nivjdN3O+mi/te/1VlDKY3Qdjly5cjNTUVjz32mPp/fHw8rK2t4eLiUup+EnCV27T3KRmA1d6uva0i06dPx7Rp0264XjJrpbZsXdKWYCDTw31vmrjfTRf3/a2tijTH/kQztZwQcQLNXTQwBtz3+isrK+u2f1efxpOCx5lp4n43Xdz3pon73XRx3xvHeFJvgrBSekDKCfj4+NT6c7355psq47Zk5oK/vz8GDx4MJycn1FWkXN5EgwYNgpWVVZ08J+kH7nvTxP1uurjvK2fFkVgcO34OtrZF/9+SYo0nh3eCk53h/o3kvtd/2uxVQx1PCh5npon73XRx35sm7nfTxX1vXONJvQjCXrp0CRs3bsTSpUuLr5MasVKiQLJjS2bDJiQkqNu099m/f3+px5LbtbdVxMbGRl3KkmBoXQdEdfGcpB+4700T97vp4r6v2NGoVMzYFKGWJ/RshE2nEnHxylV8u/UC3r23FQwd973+qs4YTJ/Gk7p8XtIt7nfTxX1vmrjfTRf3vf6qyvhLp425tKThlpeXF4YOHVp8nTTikheyadOm4uvOnDmDyMhIdO/eXf1ffoaFhSExMbH4PpJdKtkHLVu2rONXQURERFWVkJ6NN5YcU/VgB7TwxsTeQXh7WEuYm5lhTVgcdpxL4kYlIiIiIiKDp/MgbGFhoQrCjh8/HpaW/0vMdXZ2xoQJE9Q0ry1btqhGXY8//rgKvEpTLiHTvSTYOnbsWBw9ehTr1q3DW2+9hUmTJpWbmUBERET6IzuvAK/9fQzJV3PRxNsRU4e1VM052/g5Y9T1xlzT15xGejYbDhERERERkWHTeRBWyhBIdusTTzxxw20zZszAsGHDMHLkSPTu3VuVGChZssDCwgKrV69WPyU4O2bMGIwbNw7vvfdeHb8KIiIiqgqNRoPpa07hdFw6nO2s8NkD7WBnbVF8u2TEBrrb43JmDr5cf5Ybl4iIiIiIDJrOa8JKNqt8ESuPra0tZs6cqS4VCQwMxJo1a2pxDYmIiKim/bUvEmuPx8PC3Awfj2wDHxe7UrfbWllg6rBWeOr3g6oswYAWXujVxJM7goiIiIiIDJLOM2GJiIjItOyJuILvNoer5ZcHNUXHQLdy78eyBEREREREZCwYhCUiIqI6E5Wchf8uD0OhRoN72/ngwY5+N71/ybIEMzawLAERERERERkmBmGJiIioTlzNyceri48iMzsfbXyd8fqdzVUjrpvRliWQu/1zLA47z13m3iIiIiIiIoPDICwRERHVusJCDd5ZeQIXLl+Fh6MNPh7ZFtaWlRuGqLIEXQLV8kdrTiE9O6+W15aIiIiIiKhmMQhLREREte7Xneex/WwSrCzM8ekDbeFZz6ZKv/90nyAEuLEsARERERERGSYGYYmIiKhWbTmdiF93XFDL/7m7BVr7Olf5MVRZgntasiwBEREREREZJAZhiYiIqNaEJ2bg3VUn1PKjXQIwtG2D236stn4uLEtAREREREQGiUFYIiIiqhVpWXl4dfExXMstQOdGbpjcP7jaj1myLMFXG87VyHoSERERERHVNgZhiYiIqMblFxTiP8vCEJt6Db6udvjo/jawtKj+sKNkWYLVx2Kx89zlGllfIiIiIiKi2sQgLBEREdW4bzaH48DFZNhZW+CzB9rB2d6qxh5byhJIaQPx0ZpTyMjOq7HHJiIiIiIiqg0MwhIREVGNkgzVBfsj1fK797RCsJdjjW/hZ/o0Li5LMINlCYiIiIiISM8xCEtEREQ15nhMGqavOa2Wn+oVhH7NvWpl60pZgreH/a8swa5wliUgIiIiIiL9xSAsERER1YikjBy8/vcx5BUUok9TT0zo2ahWt2w7//+VJfjwH5YlICIiIiIi/cUgLBEREVVbbn4h/m/JMVUeIMjTAe/e2wrm5ma1vmWlLIE/yxIQEREREZGeYxCWiIiIqkWj0eDjtacRFpMGR1tL1YjLwcayTraqlCWYyrIERERERESk5xiEJSIiompZfDBa1WU1NzPDR8PbqMzUuiRlCR7pXFSW4KM1LEtARERERET6h0FYIiIium0HLyZjxsazannygGB0C3LXydZ8tm9RWQKpSztjwzmdrAMREREREVFFGIQlIiKi2xKTeg1vLg1DQaEGd7Wuj1HXm2TpgpQleLtEWYLd4Zd1ti5ERERERERlMQhLREREVXYttwCvLT6KtGt5aNHACW/e3QJmEgHVofb+Lnj4elmCD1mWgIiIiIiI9AiDsERERFTlRlzvrT6B8MRMuDlY47MH2qpMVH3wXN/G8HO1U2UJvtrIsgRERERERKQfGIQlIiKiKpm96yI2nUqElYU5PhnZFl5OtnqzBSUYPPWeVqoswaqjLEtARERERET6gUFYIiIiqrQd55Lw0/YItfzakGZo5++id1uPZQmIiIiIiEjfMAhLRERElXLh8lVMXXECGg3wQEc/3B/iq7dbjmUJiIiIiIhInzAIS0RERLeUkZ2HVxcfxdWcfIQEuODlQU31eqtJWYK3h7X8X1mCiMu6XiUiIiIiIjJhDMISERHRLf25NxJRyVmo72yLj0e0VfVg9V1IgCse7uSvlj9ac0oFkomIiIiIiHRB/79BERERkU7lFRRixZEYtfxC/yZwdbA2mD3yXL9g+LnaITE9B19vPKfr1SEiIiIiIhPFICwRERHd1PazSUi+mgt3Rxv0aeZpUFurZFmClSxLQEREREREOsIgLBEREd3U0tCiLNh72/kYRBmCsliWgIiIiIiIdM3wvkkRERFRnYm8koUDF5NVJun9IT4Gu+Wf7fu/sgTfbGJZAiIiIiIiqlsMwhIREVGFlh0uyoLt0dgDDZztDHZL2Vn/ryzBiiOx2BNxRderREREREREJoRBWCIiIipXTn4BVh2LVcvDO/ga/FaSsgQPdfJXyx+uOYnMnHxdrxIREREREZkIBmGJiIioXJtPJSL9Wh68nWxxR2MPo9hKz5UoS7Bgf6SuV4eIiIiIiEwEg7BERERUriXXG3LdH+ILC3Mzo9hKUpZA6sOKefsjkZGdp+tVIiIiIiIiE8AgLBEREd0gPDEDx6JTVfD13naG25CrPP2be6GRhwMys/Ox8ECUrleHiIiIiIhMAIOwREREVGFDrj5NPeFZz8aotpAElp/sFaSWmQ1LRERERER1gUFYIiIiKiUrNx9rwuLV8ogOfka5dZgNS0REREREdYlBWCIiIiplw8kEXM3JVw2sOgW6GuXWYTYsERERERGZVBA2JiYGY8aMgbu7O+zs7NCmTRscPHiw+HaNRoOpU6eiQYMG6vaBAwfi3LlzpR4jOTkZo0ePhpOTE1xcXDBhwgRkZmbq4NUQEREZT0Ou4R38YG4kDbnKM6BEbdgF+1kbloiIiIiIjDQIm5KSgh49esDKygpr167FyZMn8cUXX8DV9X9ZN59++im++eYb/Pjjj9i3bx8cHBwwZMgQZGdnF99HArAnTpzAhg0bsHr1amzfvh0TJ07U0asiIiIyXCdj03E6Lh1WFua4p20DGDPzErVh5x+IREZ2nq5XiYiIiIiIjJSlLp/8k08+gb+/P2bPnl18XaNGjUplwX711Vd46623cN9996nrfv/9d3h7e2P58uV45JFHcOrUKfz77784cOAAOnXqpO7z7bff4u6778bnn38OHx/j6uhMRERUm5YdjlY/B7Twgou9tdFvbMmGneXpgPNJV1U27FO9i4KyRERERERERhOEXblypcpqffDBB7Ft2zb4+vriueeew1NPPaVuv3DhAuLj41UJAi1nZ2d07doVe/bsUUFY+SklCLQBWCH3Nzc3V5mzw4cPv+F5c3Jy1EUrPT1d/czLy1OXuqB9nrp6PtIf3PemifvddBnSvs/Izse/x4sact3btr5BrHNNeKx7AKauPIX5+y9hZEgD1LO1NLl9b6qqs2/0YTypfb6SP8k0cL+bLu5708T9brq47/VfVcZgOg3Cnj9/Hj/88AOmTJmC//znPyqb9YUXXoC1tTXGjx+vArBCMl9Lkv9rb5OfXl5epW63tLSEm5tb8X3Kmj59OqZNm3bD9evXr4e9vT3qkpRQINPEfW+auN9NlyHs+72JZkjLNIeXnQbRR3ch5hhMQqEGcDIzR2KaGab9uQH9fTQmt+9NVVZW1m3/rj6NJwWPM9PE/W66uO9NE/e76eK+N47xpE6DsIWFhSqD9aOPPlL/DwkJwfHjx1X9VwnC1pY333xTBX5LZi5IWYTBgwer5l51FSmXN9GgQYNUTVwyHdz3pon73XQZyr6XEkDzZx+ErW0WJgwIxtAOvjAldo0TVTZs2FULvNO/W41kwxrKvjdl2uxVQx1PCh5npon73XRx35sm7nfTxX1vXONJnQZhGzRogJYtW5a6rkWLFliyZIlarl+/vvqZkJCg7qsl/2/fvn3xfRITE0s9Rn5+PpKTk4t/vywbGxt1KUu+INX1lyRdPCfpB+5708T9brr0fd8fjUrF+ctZsLWywLB2vnq9rrVhcCsfzN0ThYikTCw5HFejtWH1fd+bsursF30aT+ryeUm3uN9NF/e9aeJ+N13c9/qrKuMvc+hQjx49cObMmVLXnT17FoGBgcVNuiSQumnTplIRZqn12r17d/V/+ZmamopDhw4V32fz5s0qy1ZqxxIREdGtLQ0tasg1uKU36tmaXiDH3NwMT/Yqag46/0AkMrJZX5OIiIiIiGqOToOwL7/8Mvbu3avKEYSHh2PevHn4+eefMWnSJHW7mZkZXnrpJXzwwQeqiVdYWBjGjRsHHx8f3H///cWZs3feeadq5rV//37s2rULzz//vGraJfcjIiKim0vNysXGU0WzSoabWBmCkvo180JjT0dkZudj/v5IXa8OEREREREZEZ0GYTt37oxly5Zh/vz5aN26Nd5//3189dVXGD16dPF9Xn/9dUyePBkTJ05U98/MzMS///4LW1vb4vv89ddfaN68OQYMGIC7774bPXv2VMFcIiIiurXVx+KQV1CIZvXroWWDuqtlqc/ZsAv2RyGd2bBERERERFRDdFoTVgwbNkxdKiLZsO+99566VMTNzU1l0RIREVHVFBZqsOxwjFoe2cFP/d01ZZING+zliPDETCzYH4mJvRvrepWIiIiIiMgI6DQTloiIiHTrUGQKopKz4GBjicGtvE1+dzAbloiIiIiIagODsERERCZM25Drrtb1YW+t8wkyeqFv06Js2MycfMzfx9qwRERERERUfQzCEhERmaikjBxsO5OklkeYcEOum2XDLjwQhbRrebpeJSIiIiIiMnAMwhIREZmoVUdjkV+oQVs/ZwR71dP16uhtNqzUhiUiIiIiIqoOBmGJiIhMUEGhBsuPFDXkGtHBT9ero3eYDUtERERERDWJQVgiIiITtCfiCuLTsuFkZ4X+zb10vTr6XxuW2bBERERERFQNDMISERGZoKWHixpyDWvbALZWFrpeHb3Nhn2qV5BaZm1YIiIiIiKqDgZhiYiITExc2jXsCr+sloeHsCHXzfRp6qmyYa8yG5aIiIiIiKqBQVgiIiITs+JILDQaoHNDNwS6O+h6dfQas2GJiIiIiKgmMAhLRERkQvIKClUQVjALtvLZsE28mQ1LRERERES3j0FYIiIiE7LjXBKuZObAzcEafZp56np1DCYb9knWhiUiIiIiompgEJaIiMiELAmNUT/vbe8DKwsOAyqrT5P/ZcPO2xdZezuIiIiIiIiMEr99ERERmYio5CwcuJAMMzPg/vZsyHW72bCLDkYhLSuvlvYSEREREREZIwZhiYiITMTyw0VZsHc09oCPi52uV8fg9G3qiabe9YqyYfczG5aIiIiIiCqPQVgiIiITkJtfiJVHixpyjejALNjbYWYm2bCN1PLCA5HMhiUiIiIiokpjEJaIiMgEbD6diLRrefB2slWZsHR7+lzPhs3KLcBf+y9xMxIRERERUaUwCEtERGQCloZGq5/3tfeBhbmZrlfHKLJhFx1gbVgiIiIiIqocBmGJiIiMXERSJo5Eparg631syFVtzIYlIiIiIqKqYhCWiMhIZGTn4bedF7D5dALyCgp1vTqkR5aFFjXk6t3EE571bHS9OkaRDftU76DibNjUrFxdrxIREREREek5S12vABERVd+5hAy8seQYolOuqf97ONqoaef3h/iqGqBkuq7lFmDN8Ti1zIZcNad3Ew9VG/ZsQgb+2heJSf2Ca/DRiYiIiIjI2DATlojIwK0+FovH5xxQAVgvJxu4OVjjcmYOZu28gPu+24VXFh3F7ojLKCzU6HpVSQc2nEpAZnY+fF3t0LmhG/dBLWTDLj7IbFgiIiIiIro5ZsISERmonPwCfLn+LJYdLppqfkdjd0y7tzXsbSyw9UySasR06FIKdpxLUhcfFzuVCTmsrY8K1JJpNeQaEeILczbkqvFs2Gb16+FMPLNhiYiIiIjo5pgJS0RkgGJSr+HJuQdVANbMDJjYOwhfPtQezvZWsLIwx6CW3vhhTEcsero7HunsD0dbS8SmXsN3m8Nxz7c78dbyMIRGpkCjYXasMTsVl46TsenqmJDgO9VCNmwvZsMSERER6RPpkfF/S46p2YD8vkP6hJmwREQGZlf4ZUxdcRwZ2flwtrPC+/e3Rrcg93Lv29DDAVMGN8Nz/YKx4WSCyoo8EZuO9ScS1KWRhwNGdvDDXW3qo56tVZ2/Fqpd2izpfs094crs51rRi9mwRERERHrjeEwa3l5+QjUq3nw6Ea19nfFkr0boHuSuTqAT6RIzYYmIDERBoQY/bYvAywuPqABsKx8n/DGha4UB2JJsrSxwTzsfzH68C+Y+0UU17ZLrLly+is/Xn8HQb3biw39OqsxJMg4Z2XlYdyJeLY/o4Kfr1TGJbNhFrA1LREREpDNpWXn4z7IwFYAN9nKEjZW5Csq+tOAIJsw9yMxY0jlmwhIRGYDUrFy8tfw49l9IVv9/sJMfXhzQFNaWVT+X1qKBE/47tCVeGNAEa4/Hq+zY80lXseJIrLq09HFSQbvBLb1VoJYM07/H43Ett0BlQ4f4u+h6dYwas2GJiIiIdEuaEL+z8jji07Lh72aPn8d1Qk5eAf7cG4m/Q6OKg7HMjCVdYiYsEZGekwHD2Fn7VQBWgqLv3dcKrw1pflsB2JKk/MBDnfwx/6lu+GlsRwxpVV/VDpUaoh+sPom7v9mBL9efUdmyZFik9pW2FMHIDr6celUH2bBSl1kwG5aIiIio7s3efRG7I66o70ifjGwDRxtLuDva4MWBTbD8uR4Y3TWQmbGkc8yEJSLS40Da34ei8dXGc2pKTYCbPT4e2VZNranpAFJIgKu6TLmai9XHYrH0cAxiUq5hwYEodekY6KqyY/s281SBWtJvYTFpCE/MVAPNu9o00PXqmISewR5oVr8ezsRn4M+9l/B8/ya6XiUiIiIikyDJKj9vj1DLb9zZHMFe9Urdrg3GjukWcENmbBtVMzYI3YLcmLhAtY7fpImI9JBMI5+64gQ+W3dGBWD7N/fCnCe61HgAtixp3jS2e0MseeYOfP1ICHo39YS5mRkOXUrBf5eF4Z5vd2LmlnAkpGfX6npQ9SwNLcqCHdSiPpzYcK3Os2EXH4pGytXcunliIiIiIhOWmJ6Nt5aHQaOB6nshfTAqUl5mrCQvvLjgMJ6cexB7Iq6oRBii2sIgLBGRnrl05Soen7NfNVWyMDfDSwObYvqIoik1dcXc3AzdG7vj8wfbYeXzPVRHUQ9HGyRfzcXc3Rfx6M97EZGUWWfrQ1VrSLDhZIJaHtHBl5uujrNhmzdwUidR/tp3idueiIiIqBZJsoo04krNykNT73p4ZXCzSv0eg7GkKwzCEhHpkU2nEjD+t/2qUZYEPb8f3QGjugbodGqMl5MtJvZujBXP98AnI9uqAU5mTj5eWXRUNQwj/bI6LFYNSGVqfCsfJ12vjkmR9+lTvRr9LxuW7w8iIiKiWvPd5nAci06Do62lSlqpalNhBmOprjEIS0SkByRoNmPDWby5NAxZuQXoEOCK3yd0UXVa9YXUgu3X3AszR3WAr6sdYlOv4Y0lx9S6k36Q6VPaUgSSBavL4L2pKpkNO29/tK5Xh4iIiMgobT6dgPn7I9XyO/e0gr+b/W0/ljYYu+y5HioBhmUKqLYwCEtEpGNJGTl49s/Q4kHEuO6B+G5UiMqE1UfO9lb44sF2qjzC4chUfLz2NGsn6YmDl1IQlZwFBxtLDG5ZX9erA1PPhl0SGoOrebpeIyIiIiLjEnklC++vPqWWx3YLRJ+mnjXyuPL9S0rBMRhLtYVBWCIiHTp0KRljZ+3DsehUFdT89IG2qqu6pYV+fzwHeTrig+GtVdOuVUdjMe96AJl0a9nhoizYO1vXV4FY0l02bIsGTsjJL8TWOP1+LxMREREZkuy8Avzf0mO4mpOPkAAXPNu3cY0/B4OxVFv4zYCISEfTxn/fcxGT/jqsml0Fezli7hNd0LeZl8Hsjzsae+ClgU3U8rebwrHz3GVdr5JJu5KZg62nE9XyiBA25NJ1NuykfsFqeV+imeq6S0RERETV/w71yb+nEZ6YCTcHa3xwf5taTV5hMJZqGoOwRER1LCM7D6/9fUwVki/UaHB3mwb47bHO1apjpCsPd/bH/SG+6nW8veI4IpIydb1KJksykvMLNWjj64wm3vV0vTomr0sjN9zd2hsaAB+tPYOc/AKT3yZERERE1bHyaCz+ORanZuN9OLw1POvVTfm2mwVjpSxCQaGM+IhujUFYIqI6dC4xE+N/24/tZ5NUo6s3726Od+5pWeVOnvqU8ffakGboGOiqpgS9sugoUq7m6nq1TI4M/JYdiVXLIzr46Xp16LoX+jdGPSsgMvkaft1xgduFiIiI6Dadic/Ap/+eUctSgqBjoFudb8uywVgLczOsPhaLD/45yUAs6X8Q9t1331Vf4EtemjdvXnx7dnY2Jk2aBHd3dzg6OmLkyJFISEgo9RiRkZEYOnQo7O3t4eXlhddeew35+fk6eDVERDcXetkME/8IRXTKNTRwtsUv4zpheIifwXewl2DyxyPaws/VDrGp1/D6kmPIzS/U9WqZlH3nryAu9Rrq2VpiQAvDKWlh7OrZWuGegKL3wp97L+FUXLquV4mIiIjIIGcSSh3YvIJC9GzioZpx6ZI2GPvB/a1VIFaycz/85xQKmRFL+p4J26pVK8TFxRVfdu7cWXzbyy+/jFWrVmHx4sXYtm0bYmNjMWLEiOLbCwoKVAA2NzcXu3fvxty5czFnzhxMnTpVR6+GiOhGR6NS8drfYVh20Ry5BRrc0dgdvz/RFS19nIxmcznbW+GLh9qr5mLyej9ee1rVbKK6Mf9AlPo5rK2PwWZVG6sWrhr0b+6psiPeX31SfXkgIiIiosqR7xTvrjyJGElkcbHDu/e2grm5fiSxDGjhjffva12cEfvRGgZiSc+DsJaWlqhfv37xxcPDQ12flpaGWbNm4csvv0T//v3RsWNHzJ49WwVb9+7dq+6zfv16nDx5En/++Sfat2+Pu+66C++//z5mzpypArNERLocLOwKv4ynfj+oLrvPJ0MSXif0CMSXD7VXQUtj08jDAR8Ob6NqNMkg5K99kbpeJZMgx5lkwkpG8gMdWYpAH00ZGAwXeyvVRGLu7ou6Xh0iIiIigyGziXacKyrl9vGINnCy1a/vUQNbeuO9+1qr70BSs/bjf08zI5YqZAkdO3fuHHx8fGBra4vu3btj+vTpCAgIwKFDh5CXl4eBAwcW31dKFchte/bsQbdu3dTPNm3awNvbu/g+Q4YMwbPPPosTJ04gJCSk3OfMyclRF6309KLpgfJ8cqkL2uepq+cj/cF9b9zyCwqx+UwS/twXhYikq+o6S3MzDGnpCf/sC3ikiy8KCvJRYKQ9ejoFOOGF/kH4alMEvt10Dr7ONugZ7A5TVpvvecmqnLGhqDbWAx18UL+eFf+u6BHtPne0MsNL/YPx7upT+G3nBfRs7IbGng66Xj2q5vtSH8aT2ucr+ZNMA/e76eK+N02mut8PR6Zi5pZwtfzSgMYI9rDTy23Qt4kb3h7aDO/9cxrLD8dAU1iIVwc1qZGMXVPd94akKvvGTKPD+aJr165FZmYmmjVrpkoRTJs2DTExMTh+/LgqQ/D444+XGtyKLl26oF+/fvjkk08wceJEXLp0CevWrSu+PSsrCw4ODlizZo3KjK2oFq08V1nz5s1TtWWJiKpKSqBKzdedCeZIuf6xZW0BdPEsRHcvDZysTWebyl+VVZHmOJBkprbBxOYF8LbT9VoZp90JZlgbZQ4HK+ClVgWw1fmpVbrZ+2JehDlOp5rB10GDp5oXwkI/ZtKZNBk3jho1Ss3AcnKqWokYjieJiIhqT0Ye8MNJC/WzvbsGIxoWqpmF+uzoFTMsuWiuxn1dPDUYFqD/60x1O57U6de1kkHStm3bomvXrggMDMSiRYtgZ1d739jffPNNTJkypVTmgr+/PwYPHlzlAXh1IuUbNmzAoEGDYGWlX+n0VLu4741LRnY+lh+JxaKD0UjOygPMAG9XSzzY0U9lJkpjHlPc74MLCjFlcRhCI1Ox+rINfh3bAa72JhSJLqG29n3y1Vx8/et+2NoW4LU7m+Ketg1q7LGpdvZ918wcjJ51AFdyCpDu0QijuwZwU+uYNnvVUMeTpvj3hYpwv5su7nvTZGr7XWYXvrjoGPIs0tDC2x7fjekAO8nu0HN3A2h/PB4frjmDYxlAE2sfvDwwuFqNmE1t3xv7eFKvcmZcXFzQtGlThIeHqwNM6rqmpqaq67USEhJU7VghP/fv31/qMeR27W0VsbGxUZey5ICu64NaF89J+oH73rBdzszBwgNRWHIoGpk5+eq6+s62GNMtEPe2q7g5kqnsd3mJn4xsh8fn7Ed0yjX8d8UpzBzVAdaWOi9FrjM1ve9/2x2OzJwCNKtfD/eF+KuGAKTf+76BqxVeGtQMH6w+iV93XUL/Fg0Q4M4ZOLreN7dLn8aTunxe0i3ud9PFfW+aTGW//7wzHEei0mBvbYFPH2gHJwdbGIp7Q/xhbmGhGrIuORwLCwsLvDK4abUCsaa07w1RVfaLXn0bltIEERERaNCggWrEJS9k06ZNxbefOXMGkZGRqnaskJ9hYWFITEwsvo+cIZDsg5YtW+rkNRCRcYtOycIn/57Gfd/tUg12JAArDamkS+eSZ+/AQ5382Z3+Omk+Jk3IHG0tcTQqFR+vPa0allH1nU3IwPIjMWr5lcHNGIA1IJKx3KWRG3LzC/H+PyfZuIGIiIiohO1nk4obmf53aEsEuhteHf1hbX3w1tCWqhTBooNRmLHhLL8Hke4zYV999VXcc889qgRBbGws3nnnHXWW4NFHH4WzszMmTJigpnm5ubmpwOrkyZNV4FWacgmZ7iXB1rFjx+LTTz9FfHw83nrrLUyaNKnczAQiotsVnpiBubsvYcPJBBReDyS28XXG+DsaomewR40UXTdGDT0c8NHwNnh54RGsPhaLRp4OGNstUNerZdAkkP3F+jOq1tSglt5o7/+/2SKk/yQL4r9DW+DRn/eqkxN/h0arkzdEREREpk4SXt5ddUItP9zZX411DdU97XzU98YP/zmFBQei1BjwpYFNqp0RS4ZNp0HY6OhoFXC9cuUKPD090bNnT+zdu1ctixkzZsDc3BwjR45UDbqGDBmC77//vvj3JWC7evVqPPvssyo4Kw25xo8fj/fee0+Hr4qIjMmRqFR1JnZX+OXi67o3dse47g3RIcCFf0QroVuQO14e2BSfrz+D7zafQ0N3e/RqUvQ5T1W36VSi6hRrY2WOyf2bcBMaoAbOdniuXzA+X3dGdfyVEzk+LuxeR0RE+uF8UiZSr+UhxJ9jXao7OfkFeHNpGDKz81WyywsDDH+ce197X5U48dGaU5i/PxLmZmZ4YUD1asSSYdNpEHbBggU3vd3W1hYzZ85Ul4pIFu2aNWtqYe2IyJQzDXeGX1aZr8eiU9V18gezfwsvjO/eUNXgpKp5sJMfzl++iqWh0Xh7+XH8Or4Tgr24HasqO68A32w+p5bHdWuo6hCTYXqggx82nkxQJ3o+XHMK3z0awgE5ERHpVGGhBn/tj8QPW8KRX6hBU+96atZX/+ZeLH1Ete7L9WdxJj4DLvZW+GhEG1hZ6FX1zNt2f4ivyoiV0mx/7bsEmUD5fH8GYk2VXjXmIiLSdRfOjacS8PueSwhPzFTXyR//YW0bqIZb/m5soHO75GyvFKSPSs7CgYvJeGXRUcx+vAvcHKxrcA8avz/3XkJ8Wja8nWwxtjvLOhgyKWHy9rCWePSXvThwIRkrj8aqbAkiIiJdSM3KxbRVJ4tnf8kYWGrQ/3dZGPxc7dS44+42DWBjqf8d6snw/HMsDssOx6gaqu/d11qNdY3JiA5+KNQAn/57Gn/svaRe56R+DMSaIuM4tUBEVI2s14zsPCw+GIWRP+7B1BUnVABWOnFK7dLlk3rgzbtbMABbA2QwL2e1ZSAfl5aN1/8+ppoTUeUkpGdj7p6iJgUyPcvWil+CDJ2c2Hm6T2O1/PXGc0jMyNb1KhERkQk6HJmC0b/uUwFYGa/9313NseaFXpjYOwjOdlaITrmG6WtO4/6Zu/HHnqLGtEQ12Xvj439PqeUnewapUmbG6IGOfnh1SDO1LEk/32+NYLMuE8RMWCIyuqDqtbwCpGTlIeVqLlKy5JKnzu4ny//VdXnXr5f/5yGv4H+BQFd7azzSxR8jO/rBydZKp6/FGMlA/suH2uOJuQdUqYfpa09h6jDpHMq6SLfy3eZw5OQVop2/Cwa28KqT/UW1b1SXAGw+lYATselqmtoXD7bj+4GIiOpEQaFG9T74eft5NV060N0e00e0KS4Z9WSvIIzuGogVR2Lw575LSEzPwbebwzF790U82NFfNU7irCaqDgnov7EkTI1xuwa544mejYx6g6pmrBqoXhny3pOSd8/0CeLYz4QwCEtEBlEHMzUrryiIWhw8zS26Liv3htvkj3hV+bra4dEuAbi3nQ8zDGtZQw8HTB/eBi8tPKKmHgV5OGBs94a1/bQG7WhUKtadiFdTl6SsA4PWxsPC3AxvDWuJcbP2Y+e5y1h3IgF3tq6v69UiIiIjdzkzB++sPKFK4ggpNfD6nc1gb106RGBnbYFHugSoBIV/j8fjjz2XcPHKVczedQHz9l9SY2cJ1LLBJN1O8syH/5xU5cq8nGzw/n2tTKL28EOd/dVJjy83nFXvIyl9O7F30cwoMn4MwhKRXpGs1NNxGTgSlYLDUak4Fp2G9Gt5VX4ca0tzdWbexd4abvZWRT8drOFaYlmKvhddZ83Aax2TM90vD2qqusN/tyUcge4O6N3Us65Xw2CaZHyx4axali86zes76XqVqIY19nRUmR8/bYtQmRGdG7rC3dGG25mIiGrF/gvJmLriuEpikPJGEnwd1tbnpr8jZQruaeeDoW0aYNu5JJXFdzI2HYsPRmNpaAyGtKqv6sbK3zSiylh4IAqbTiXC0twM04e3Vd/RTIWc2JAasV9tPItfd1yAGczwVO8gXa8W1QEGYYlI51muYTFpOBKZqrqEy7JcV97ATxs0LRtYLb7ezhquDkXLdlYWzBbUcw929MOFy1ex5FC0+iLw6/hOxdPf6H/+CYvD6bh0ONpY4pnr9UPJ+IzrHojNpxNwLiETn68/q6aDEhER1XQT2l93XlDZdxpN0UlAqdffyMOhSo0l+zXzQt+mnjh4KQVzdl9U2bRrwuLUpVcTTzx2R0O08XPmzqMKhUWn4ZtN59TyiwObmOTxMqqrBGI1ajv8suO8mvEmJUDIuDEIS0R1Kj07T02t1gZdT8WlI19OA5bgZGeF9v4uxRepTyUBKE7BNi6yP6cMaorIK1k4cDEZUxYdxZzHu7C2WJk6WTO3hKtlyZRkdqTxkhNNbw9ricdnH8CmUwnYctob/Zqz9i8REdWMxPRsvLX8uBp/i+EhvmpW0u02+pRxXOeGbupyIjZNlSnYciYRO84lqUuHAFeMuyMQ3YPcOYanUqSs3JvLjqnvgANbehfVSTVRY7oFqrIMUmtZajNLjVhjr4tr6hiEJaJalZSRowZ7qrxAZCoikjLVmfeSPOvZICRAAq6u6mcjdwd1lp1MI/AkGRhPzDmg6kG9/vdRfD+6oyonQcDsnRfUVEF/N3vV/IKMm5SakKmcc3ZdxCf/nkaHQFfVzI6IiKg6pOb4tFUnkHYtD/bWFvjP3S0wuFXN1R9v5eOMj0e2xaUrV1XXd6kdGxqZoi7N6tfDuO4N0b+5l0nU+6Rbl9mauvKEavImiTb/vbuFyQfppTeG5CRJ4sWP2yIgb5PHejAQa6wYhCWiGiNn8WJSr6mgqwRcD0emIDrl2g33k4BSiGS5BrggJMAVPs62Jv/H15RJkOnLh9rh8TkHVA3gj9acwjv3tDT5Y0KC0gsORKlt9PLApipgTcZvQs9G2Ho6STU9mbHhLN69t5WuV4mIiAy418IPWyPw595L6v8SEP1oeBs1Fq8NUuNfZnU83TsIf+2LxPIjMTgTn4H/LguDn6udCsZKAzCebDddq8PisO/8FdhYmWP6iLZwsGFISoy/QwKxGvV+/X5rhEpIkvcLGR8e8URUrTOZ5y9fvR50TVE/JfO1JKltE+zliBB/16LyAgEu8GDDGSpn0D59eBu8tPCIqicW5Olg8gOPrzaeU1+eujd2R49gdx4zJsLG0kJ9gX3y9wPqvTC4pTfuCPbQ9WoREZGBiU29psoPHI9JU/+XKd8vDGhSJwFQLydbVergiR6NsOhgFBYejFKJGXKiXaZcP9o1ACNCfBmAM8EyBNo6sBN7N1bfEel/Hu/RSGXESqPW7zaHq4SUsd0CuYmMDIOwRHRb/jkWh683nUVqVl6p6yVbr3n9esXlBdr5O6OeLafT0q11DXJXA/bP151R03EkMNunqadJbrq956+oemrSLfalgU1NPivY1Ehzikc6B2D+/kh8tPYUFkzsrupiExERVcaW04l4/5+TyMzOh6OtpTq5J8206pqzvZXq+C51LyUr9q99l9Q09G83nVPNwSQwLE28brcuLRkWqXuafi1PBV8fYZmtCmdEyexSOVkh7xMpTfBQB5+63lVUiziiJ6IqW3EkBh/+c0oty6Cpja/z9aCrC1r7OnMgRbdNBuMXL1/F34eiMXXFcXz5UHt0DHQ1qS0q2a8yDV080Mm/Sh2LyXg827cxtp9LQkzKNXy7+RzevKuFrleJiIj0XE5+gco0XHwwWv1fxuUf3N8aPi52Ol0vO2sLPNolAA909FP1Yn/fcxGXrmTht50XcC4hE58+0Jb1Yo3coUspWH0sVs2SlDENy2xV7MleQao0wa87LuDrjeegKSxEvTrcV1S7WGCOiG47ACuNgja90gczR3dQfyw6NXRjAJaqTbJhOzdyw7XcAkyeF4olh4q+SJiKZaExuHD5KlzsrfBkLxblN1VygkuaVWiPiYMXk3W9SkREpOe15J+ce7A4ACvTmH8a21HnAdiSJPB2TzsfNcNDgsPyf5n58+WGMyr7j4xTbn4hPll7Wi3fH+KrZvzQzT3VKwhP9Cz6HvDN5gjsSWBTO2PBICwRVdryw/8LwMoUkimD2CyIap4MyL94sB0GtfRGfqFGdYmXi2SIGrvUrFz8uD1CLT/TpzGcWMrDpMmJrREd/NTyh2tOqRMTREREZa07EY+xs/apJljS8HTGw+0xeUATvc02tDA3w+BW9fHefa1UZqQEjqWRFxknaQwnDUfdHKwxqV+wrlfHIEg9WGlw91iPouZca6LMsfxIrK5Xi2qAfn4qE5FeBmClmL54pEuAylaUPw5EtZUFKBkSz/VtrAbnkg07ed5hVdDfmEn9J6nfJrWy7mvvq+vVIT3wfP9geDvZqrIEP2wrCtATERGJ7LwCfPjPSby9/DiycgtUabC/nuyKHgbS0HFAC2/VLExIGYWNJxN0vUpUCxnav+26oJalzwETDCpPvms/26cxRnXxV///bP05VdKBDBuDsERU9QDswCYMwFKdDDwe69EInz/YTnXPDY1MwWOz9yM8McMot768rqWhMWr5lcFNWRuNFGnI9eZdzdXywgOROBadyi1DRESqdJGMi1YcKaqzKQ19vh/dAV5Otga1dUZ1CcCDnYpmfbyz8gSORvHvnLGQEhOfrjujyhFIqbEhrbx1vUoG+X3ouT6N0M2rqFzHB6tPYQNPVhg0BmGJ6KaWHY5mAJZ0qlcTT8wa3wl+rnaIS8vGhLkHVddfYxukfrnhrCrCP6CFFzoGuul6lUiP3BHsgaFtG0DK5cngWxqvEBGRaZIxQ+hlMzzxeyjOJxVN8f5uVAc83acxLPW0/MCtgkxTBjVT4z0pPfXq4qOIvJKl69WiGrDxVCL2nb+iymL8353NmcRTjffIXf6FuKdtffVdQZoXbzubxGPUQBnepzQR1WkAdvqaoiLq0tGUGbCkK0Gejpj9eJfihl1vLDmGX7afR2GhcTRx2Ho2CQcvpqhB6uT+RdPyiEqSKXzyRVtqqkm3XCIiMi0FhRqVJfrOqlNYdtG8OLtQyg90bmjYJ2+lRuyHw1ujpY8T0q7l4cWFxl+CythlZOepBAPxeI+G8Hez1/UqGTRzM+C1wU1xV+v66rPgP0vDsDvisq5Xi24Dg7BEVK6loaUDsC+xBAHpmDSa+Prh9qopnPhlx3m8uTQMWbn5MGSS1fj1xnNqeWz3QL3qYkz6dfy/cb0sgTS4OB2frutVIiKiOhgj7Dx3WdV9HfrNDjz1+0FsOp2kyg881ashvnkkBO6ONkbTD0Aas8o4SOqgv7L4qKp5S4bph60RuJKZgwA3e4zrXtRciqp/suLtYS3VrDnJGn/972M4cDGZm9XAMAhLROUGYD9eywAs6R+ZZjdlcDO8NaylyhrdciYRT849iNjUazBU8/dFqvX3rGeD8Ryk0k30a+aFgS29VQbEe6tOqgE4EREZXwbhv8fj8ObSYxg8YzumLDqi6r4mX82Fo60lBrf0wlPNCvBY90Cjqx8vAeWvH2mPeraWOB6TpqZdy988Miyy75aERqvl/7urOawtGXaqye9C793XGj2beKhseCnfwTrKhoXvBiKqMAA7qiszYEk/3dvOBz+M6aCmZ4cnZqrGFIcupcDQJGXkYPbui2p5cv9g2Flb6HqVSM+9OriZyoqV437u9WOHiIgMW2J6NhYfjMLz80IxZMZ2TF1xAptOJaoSTHKSVhpXSd3XdS/1xjvDWsDfEUYr0N1BNWWVk+1bzyTh601Fs4XIMOQXFKrvklLH/u42DdDJwEtl6CN5b0wf0QZdrpdpe3nhEZyM5QwpQ8EgLBEVW3KodAD2xQFNWECd9FZbPxfMfaILmjdwQmpWHibPC8Xfh4rOuhuKmVvC1eCpja8zhrSqr+vVIQMgJx5eGdxMLc/edVEFY4mIyPCaa51PysTsXRfUieRh3+7EZ+vOYP+FZOQXahDk6YDHezTCnMe7YPXknnhtSHMVcJHgiykICXDFu/e2UssL9kdi/v5IXa8SVdKig9E4m5ChsplfGMA+B7XFxtJCnazoEOCKzJx8TJ4finMJGTxODYClrleAiPQnAPvJvwzAkmHxdrLFz2M74v3VJ7HhZAI+/fe0Ckq9Mrip3n9Rkalaa8Li1PKUwU15woMqbUgrb6w/Ga/qBH7wz0n8Oq6TQXbEJiIyJTKt/kRsGradSVINOaOSs4pvkxqvbXxd0KeZJ/o29WQTIwCDWnojPu0avt0cjq82nkV9J1v0a+6ly11It5CQno2ftkeoZWk0KyeOqZbrKD/UDi/MP4ywmDQ8P++wmikoDY1JfzEIS0SlArCjuwbihQHBDAiRQQ1APri/NZp618P3W8NVSY0LlzPx8Yi2cNXTwV9hoaa4Y+ywtj5o5eOs61UiA2JmZqZqrD0StVdNP5MMobGsJ0xEpJeNtQ5eTMG2s0nYfjZJ1XXVkpPFXRu5qcBrz2APo2mwVZPGdAtEbFq2+q7y9orj+MGxI9r4ccykr75Yf0bN8JLZalI6jGqfg40lvnqkPZ77KxRn4jNUIPansR15IkePMW2CyMTJ9G0GYMkYglLj72iopuXIYORwZKqa3qev03L+PRGvMmHtrS3wbN/Gul4dMkBe9WxVyRjx684LSCnxxZ6IiHTdWCseby4NU/VdpV7j8sMxxY217mxdX9VzXP9yb3z5cHvc196XAdibjO9eGdRUBamlCdEri4+UyiAm/bHjXJKq4WtpXnSi2NzImsbps3q2Vvju0Q5o7OmIy5k5mDQvFHFphtu02NgxE5bIxAOwMn1be6ZZGgPJYIfIUPVq4olZ4zupTqHRKdcwYe5BvHtvS/Rv7g19kZWbj+82h6vlJ3o2Ug03iG6HZJnI57hkPvy59xIms/YaEVGdzWi5cjVXTb+OT8tGQkY2EtJzEJGYicORKaquq5b8ne/bzBN9mnohJMBF78sl6Rspt/PB8NZ45s9QnI5Lx0sLj6ixnou9fs52MkWS/So1jbV9RYK9OB2+rjnbW+G7USF45s9DuHQlS2XGSkasnLQn/cIgLJGJYgCWjJXUQZr9eBf8Z1kYDlxIxv8tCcNTva5iQs9GenFWfs7ui+ostZ+rHR7pHKDr1SEDJifNJvYOwiuLjmLxoWiM7hbI+mtERDXQNCs9Ox+JEmC9HmRNzMgpCramS8A1B0np2aUCrWVJYy0JuvZp6okWDeoxyaGa7K0t8eVD7TBhzgGVCSsn278b1UGVpCLd+3XHefX+aOBsiwk9g3S9OiZLSprMHN0BT/9xCDEp1zDpr1D8OKYjM+31DIOwRCZo8cGo4rOVzIAlY+RsZ4WvH26PbzaHq666v+w4rxp2vXNvSzWQ15XolCz8tbeow++LA5vC2pLZMFQ9MkWzRQMnnIpLx1/MhiUiuqXsvIISGaw5SEgrCrbKdYnpOWpZ7nMrFuZm8HC0gbeTXGxV46j6zrboFuTOeoy1QLb1jIfb48nfD+JYdBqmrTqBD+9voxcn2E1ZeGIG5u0vGtu+NqQ57KwZGNclyXydOaooECsZsZPnH8YPozuqTFnSDwzCEplwAHZst0A8zxIEZMTT16YMaoomXo74eO1pbDmTiKi5WapurI+LnU7W6dtN4cgrKETnRm7o3cRDJ+tAxpcN+1SvIExZdITZsERE5ZDMyUUHo1S9eAmwpl/Lq9R2crW3hpeTjQquSpBVgq31ne2Kg67uDtZqrEF1O9vpsweKusFvOpWI+k7heHFgUX100k1ZjulrTqOgUIP+zb3Qk2NbvSDfc76/nhErSSiTFxzGzFEhqnYs6R6DsEQmhAFYMkX3tPNBQ3cHvPb3UTUQkYZd00e0RcdA1zpdj4OXUlQgWDJnXh7YlFMTqcb0CHZHSx8nnIxNxx97LvELKRGZPCkpcDQ6DfP2XcK2s0nQlKkcIE08vepJULUowFpyWYKuUseVU931k4zf3h7WElNXHMdf+y6hgYstHurkr+vVMkkrjsYg7HqjWUl8IP3h72ZfXCNW1VJecATfPBqiPvtIt7gHiEyEZAB8zgxYMlFt/Jzx+xNd8Orfx9RAZPK8UEwZ3AwPdPSrk+cv0ADfbI5QyyM6+LJhAdVKNqx04P47NApjugWw/hcRmaT8gkJsPp2opkfLiSmtHsEeqpmhv5tkstoyI8zA3dm6vur+/sPWCHy5/qzap1J/l+rOlcwcfHu90ewzfRrDy4kNoPQxc1xKE0ggVoLl0kPgq0fa8wSTjnH+BJEJYACWCGpw+PPYjhjcyls10/j039OYvvaUarxRmdpv1XEoyQwRSVfhZGeFib0bc3dQjbujsTta+TghJ68Qf+y9xC1MRCYlIzsPf+69hBE/7MZby4+rAKzUXR8e4ouFT3dXtUT7NfdCsFc9BmCNxGN3NMT9Ib4o1Gjw1vIwHI9J0/UqmZSvN51DZnY+mtWvhweZiay3mnjXUxmwjjaWCI1MwWt/H0NufqGuV8ukMROWyMgxAEv0PzK18P37WqOpdz3M3BKOZaEx6iLky5qTrZVq6uVkZ6mWJWiq/m9rqZbV7fZFP7X3kSlYkolYEak9tynWXP3FlU728nhEtZUN+9LCI1gSGq2aLkoTEyIiYxabeg0LD0Rh5dFYXM3JV9e5OVirmS4jO/jB1cFa16tItfh37/UhzVRDtT0RV/Dq4qP4dXwn+Lnac5vXsgMXk/Hv8XjI8PfNu1qoUlukv1r5OKsTUdKka9/5K3hzaRg+HtkGVqxprRMMwhIZMQZgicoftI/r3hBBHo74csMZ1R1ZMmPlrPDlzBx1qQpLc7PiAK0KzBYvFwVvT8amISsfaFHfHiNCfLlLqNZ0b+yO1r7OKhtIasO+zPpsRGSk5HPur32R2HI6UWVCikYeDhjVNUBNVbexZId2UyCN0T4a3kZNtz4Tn6HK8vw6vjNPeNeinPwC1fBWyMkOqUlP+q+dvwu+eKideo/sOJeEqStO4P37WrG5oA4wCEtkAgHYcd0DMalfMBsBEZUgHVzlIs07snILkJ6dh/Rr+epnWlYe0q7lFV/3v+XS1+UVFKoAbvLVXHW5mZcGBHOgQ3WSDfvigsPF2bDSXIaIyBhIB/btZ5NUM6Zj0f+bet6lkZsKvnYPcudY1wRJo6EvH2qPJ+YcwKUrWSojVhoSMRBfO37ffQlRyVlqto3UgiXD0bmhGz59oC1eW3wMm04lwMbSHFOHtYQ5M5nrFIOwREZoyaFoBmCJqhC4kgG8XBo4V36zSfA2J7+wODCrArXXg7hyXVHgNh8pV3OgSY5Ep0BX7hOqdd2C3NDG11k1YPhjz0XVgI6IyJBl5eZj1dFYzN8fpcoPCJlGO6RVfYzq6q/qvJJpkxOOMt164u8HcTQqFdNWncQH97VmcKmGRV7JwpzdF9XylEFNWV/ZAN3R2AMfDm+tShKsCYtT5djevKs5T2DVIQZhiYxMalYuvtxwVi0zA5aodoO3UmNWLjfrCJuXl4c1a9goieowG7Z3EF6YfxhLD8dgbPeGzIYlIoMkjTOl3uuyIzGqAZCQUj/aeq/M9KeSgr0c8ckDbfHSgiPYeDIBPs62eL5/E26kGiLJB5/8e1rNApPyRwNaeHHbGqi+zbzw3n2t8fby41h+OEZlxEpQ/WY9LqjmmEOPfPzxx2rHv/TSS8XXZWdnY9KkSXB3d4ejoyNGjhyJhISEUr8XGRmJoUOHwt7eHl5eXnjttdeQn1/0h5rI1MgHqfxxbN7AiSUIiIhMUNdGbmjr56zqHP++pyhjhYjIUJyOT1fBgftn7sIfey+pAGyAmz3euLM5Vk/uqaZAMwBLFU23/s/dLdTy73suqdmBVDOkEZc05JLMydeGNGPAzsANaumNt4YVvVfkZJc0LJZAO5lQJuyBAwfw008/oW3btqWuf/nll/HPP/9g8eLFcHZ2xvPPP48RI0Zg165d6vaCggIVgK1fvz52796NuLg4jBs3DlZWVvjoo4909GqIdEOCr3+HFg02Hunszz+OREQmSE5oT+zdGM/PC8XSUMmGDYRXvYqztYmIdK2wUIOd4Zcxb18kQiNTiq/vGOiq6r32aOzBqeVUKUPbNkBc2jX8vP08Plt3Bl5ONujVxJNbrxqk1NZXG8+p5Sd7NoKfqz23pxEY1tYHOXmFKsNZTlpIHWWZTUUmEITNzMzE6NGj8csvv+CDDz4ovj4tLQ2zZs3CvHnz0L9/f3Xd7Nmz0aJFC+zduxfdunXD+vXrcfLkSWzcuBHe3t5o37493n//fbzxxht49913YW1tfcPz5eTkqItWenp68ZRRudQF7fPU1fOR/qjNfb/pdCIS03Pgam+FPsFuPL70CN/zpov73nTpct+393VEG18nhMWkY/bO85gykFMyy1OdfaMP40nt85X8SabBWPa7ZF6tOhaPv/ZHITqlqN6rhbkZBjT3xCOd/NCsflG914KCfBQU6Hhl9YSx7PvaNK6rH2JSsvBPWDz+szQM3z3aDi0bOMGQ6XK/f7PxLFKyctHQ3R4PdfThsWdE+/7ett64lpuHbzZH4Jcd5xHsaY+ewe41/jzGLq8K+8ZMowc5x+PHj4ebmxtmzJiBvn37qkDqV199hc2bN2PAgAFISUmBi4tL8f0DAwNVyQLJkp06dSpWrlyJI0eOFN9+4cIFBAUFITQ0FCEhITc8nwRnp02bdsP1EuyVkgZEhurX0+a4lGmGvg0KMcBX529tIiLSoYh0YM5ZC1iaAy+3LoDTjeelTV5WVhZGjRqlTvw7OVXtCzrHk0TVU6gBVkea40BSUR1CWwugs2chunpp4MzPK6qmgkLgz3BzhKebwcocGBZQiA4e/H5UVZGZwC+nLdTyhGYFaMg+eEZpbZQ5dieYwdMWmNSqABYsD1tr40mdZ8IuWLBABUulHEFZ8fHxKpO1ZABWSMar3Ka9j/y/7O3a28rz5ptvYsqUKaUyF/z9/TF48OAqD8CrEynfsGEDBg0apEonkOmorX1/NiEDCcdD4WBvhjcf7QoPR5sae2yqPr7nTRf3venS9b6X8+yn5h/F0eg0xDr44JFBzIYtS5u9ejv0YTypD8cZ6Yah7/f8gkJM//cswjISYGcLTOzdCA908IG9tc6/nuo9Q9/3dalfTj7eWnESBy6mYG08YObhjVcGNVFNVQ2NLva7lLp7Yu4h2NpmYWib+njurmZ18rxU9/u+V3Y+Hvp5H9Kz81Ho1xT3tGvA3VBL40md/pWLiorCiy++qA4oW9u6q1VmY2OjLmXJAV3Xf8h08ZykH2p63y85XHTSQTpVNnB1rLHHpZrF97zp4r43Xbrc9xP7NMakv0Kx8lg8Hu8ZBC8n1oYtu2+MYTypy+cl3TLE/S6BnfdWncamUwmq9MC797bCkFb1db1aBscQ931dc7WywrePdsCc3RdVjdg1xxNwOiET00e0RSMPBxiiutzvCw5exPnLWXC2s8JLA5vxeDPife9mZYUnewXhyw1nMWvXJQxt6ws7a8M7WaErVdkv5tChQ4cOITExER06dIClpaW6bNu2Dd98841alozW3NxcpKamlvq9hIQE1YhLyE/5f9nbtbcRmYKUq7lYd6IoCPtwpwBdrw4REemJToGuCAlwUUEP+RJKRKRLOfkFeGPJMRWAtbIwx0cj2jAAS7XK3NwMT/RshJmjQ+DuaIPzSVfx2Oz9WBsWxy1/E9Lc7JcdF9TyCwOawNmeAX9jN7KjH3xd7XAlMwd/7buk69UxWjoNwkq917CwMFXPVXvp1KmTatKlXZaI8qZNm4p/58yZM4iMjET37t3V/+WnPIYEc7Uks1amgbVs2VInr4uori0/EqO+YLdo4ITWvoZddJ6IiGqOmZkZJl7vdLviSCwS0rO5eYlIJ7LzCvDKoqPYee4yrC3N8dmDbdGvmRf3BtWJjoFu+HNCF3Ru6IZruQV4Z+UJfLTmlDou6cZyRp+tO6O2TYcAVwxry6nppkBOjD3XN1gt/7n3kgrGkpEFYevVq4fWrVuXujg4OMDd3V0tOzs7Y8KECare1pYtW1Tm7OOPP64Cr926dVOPIXW3JNg6duxYHD16FOvWrcNbb72FSZMmlTtFjMjYSPB1SWi0Wn64s7/6wk1ERFTyi6d8iZK/F7N3MRuWiOpeZk4+Xph/GPsvJKsprl893B53NPbgrqA6JZmw3zwagqd6BUG+Mi0/HIMn5hxA5JUs7okStp5NUidLJCj3xl3N+f3ShAxo7oWWPk7Iyi3ArJ1FmdBkREHYypgxYwaGDRuGkSNHonfv3qrEwNKlS4tvt7CwwOrVq9VPCc6OGTMG48aNw3vvvafT9SaqK9vOJCExPQduDtYY2KJ0kzoiIiLx1PVs2FVHYxGfxmxYIqo76dl5mDwvFEeiUuFoY4lvHw1Bp4Zu3AWkE1KHWP4mSq1Y+f4UnpiJcb/tw4aTpUscmqqrOfn4fN0ZtTymW6DB1s6l2y/fMbl/UTbsssMxPEFhCkHYrVu34quvvir+vzTsmjlzJpKTk3H16lUVgC1b6zUwMBBr1qxBVlYWkpKS8Pnnn6uaskSmYOHBKPVzeIivmtpFRERUVsdAV3RqeD0bdjczG4io7voWPPdnKE7EpsPJzgozR3dAWz8Xbn7SuS6N3PDHhK5qpohk/f13WRg++fe0qltsyn7afh5JGTnwc7XD4z0a6np1SEczqHo28UBBoQbfbw3nPqhhjNgQGbAz8Rk4GpUKS3MzjOjgp+vVISIiPSZdb8Xqo3Gq4QYRUW2SQM7Tfx7C2YQMlXH445iOqn8Bkb7wrGeD70aF4LHrwcYlh6Lx5NyDiEo2zfIEW04nYtGBogSf14Y0h62Vha5XiXRkUr9gmJuZYfPpRIRFp3E/1CAGYYkM2MLrfyT7t/BSgwgiIqKKSLaPNCSRbNg5rA1LRLVITvQ8/cdBXLx8FV5ONvh5bCcEezlym5PesbzejOirR9rD2c5KJbmM/22/CkiaCsn+/Wzdabyx5BgKNRrc2bo+ujd21/VqkQ419nTEPe2KGrJ9vemcatZGNYNBWCIDnt617kS8Wn64U4CuV4eIiAysNmxsKrNhiajmSRbh038cQnTKNfi42OGnsZ0Q4G7PTU16TRrF/fVkV1UuQxrJSUDyi/Vn1IlLY3+/Svbv4oNFjZ7HdgvE28Na6nq1SA9M7N0YNlbmOBadim1nk3S9OkaDQVgiA7X8SIwaFMi0rta+nNpFRES31t7fBZ0buSG/UIPZu1gblohq1vmkTBWAlQaAAW72+HlsR/i62HEzk0HwcrLFD2M6qECkdtbhU78fNNqTlv8ej8fYWftU9q+LvRW+erg9Jg9oAisLhomoqFzHqC5F74XvNocb/QmJusJ3F5EBkg/Avw8Vna18uLM/zMzMdL1KRERkICZerw37z7E4xBjpF0siqntS+/WZPw/hcmaOKj3w09iOKqhFZEgkACmByC8eaod6tpY4GZuOMbP2YbsRZQJm5xXgg9UnMXXFcdWUTMoV/flkV9wR7KHrVSM9M7Z7oArQRyZnYeWRWF2vjlFgEJbIAG07k6SaHUiTg4EtvHW9OkREZEDa+buortAqG3Yns2GJqPqOx6SpAGxqVh6aN3DCD6M7wt2R/QrIcPVq4qkCk619nZGZnY9XFx/F1xvPGXw2YERSpqp5u/JoLCSP56leQZg5ugO86vGECd3I0cayuLHrLzvO42pOPjdTNTEIS2SAFh4sasg1ooMvrC35NiYioqqZeL027D9hcYhOMc0u0ERUM0IjU/D8vFAVqGrr54yZo0LgbG/FzUsGr4Gz1DTuiEe7FPXf+GvfJTzzxyEkpGfD0EhjpRVHYvDY7P24cPkqPBxtMHNUB1Ur3sKcsyqpYsNDfOHnaofkq7mYty+Sm6qaGL0hMjCn49NxNCoVluZmGB7ip+vVISIiAySNR7oGuaNA1Ya9qOvVISIDte/8Fby44LCa0ty5oRu+eTQE9WwZgCXjKk/w8qCm+PSBtnC0tURYTBrG/LoPu8Mvw1BI9uLUFSfw4T+nkJNXiG5B7irLt1NDN12vGhnIe2BSv2C1/Oe+S2pGLt0+BmGJDMyiA0W1YPu38FLFsomIiKpTG3ZNWJzqjkxEVBU7ziVhyqKjKqjTI9hD1dC0t7bkRiSj1LeZF35/oosqt5F2LQ8vLTyCmVvCka/n5QkkgUeab607Ea8yXp/vH6wacElZO6LK6t/cS5XmuJZbgF93nueGqwYGYYkMSMrVXPUHVDzcqWhaDBER0e1o4+eM7o2ZDUtEVbfhZALe+PuYqo/Zr5mXyhK0tbLgpiSj5udqj1/HdcKDnYpmI87dfRHP/RWKxIxsvSw/sOhgFCbMOYjolGuo72yrSiuM694Q5iw/QFUkjcAn9y/KhpUGXVLSgm4Pg7BEBmT5kRg12G3p44TWvk66Xh0iIjJw0pBDrD3ObFgiqpx/jsXh7eXHVXO/Ia3q48PhrdV0VSJTIP04XhvSHB8NbwMHG0sciUrF2F/3Y+uZRL3Jik3PzsMbS47h83Vn1HfH3k098ceErqoUEdHtCglwVceSlLKSLHC6PfxrSWQg5A/o34eKShE81MlfnY0iIiKqDpladsf1bNjfdl3gxiSim1oaGo1pq06gUKPBfe198O69rWDJACyZoIEtvVV5gqbe9ZCSlYvX/z6Gu7/ZgQ9Wn1T1YuW7my6ERadh7K/7sPVMkjo58srgpvjsgbZwtmOtZqq+5/sFq7IW288m4XBkCjfpbWAQlshAyB9SKYIt9XsGtvDW9eoQEZGReFKbDRsWz9qwRFQh6Yr98drTxQkBb97Vgl3VyaT5u9lj1mOdMKZboApypmblYeXRWFUvdshX2/HOiuMqQzY7r6DW16WwUIM/9lzE038cRFxatupm/+v4Tni4cwCTd6jGNPRwwL3tfdTyd5vDVdkLqhpWTicyEFLTR4zo4KumwRAREdVUNmzPYA/sDL+MWTsvqMw2IqKSftt5AT9ui1DL4+9oiOf6NmZghwiAjaUFXhjQRL0nDkelYsvpRJU8czkzB2uPx6uL1EvuEeyu6idLEzspY1DTfUMkQ313xBX1/0EtvfHm3S3gWMPPQySe7BmkTtyHxaRhy5lE9G/OBLGq4LuSyABIV8ujUamwNDfD8JCiQvBEREQ1ZUKvRioI++/xeDzRoxEC3O25cYlIZTn9sC0Cc3ZdVFtjYu8gTOjZiAFYojKkLEfnhm7q8urgZipAtfl0ogpSxadlY9OpRHWREgFdg9xUt/leTTyrXSbg0KUUVaNZgr5F9Wqb4d52PnyPUq3xrGeDMd0C8OuOCyobVo5j1gWvPAZhiQzAogNFtWD7t/BSH3pEREQ1qZWPM3o28cDOc5INex7T7mvNDUxk4iQAO2PDWSw4UDQbS7L9ZNo1Ed2cubkZ2vm7qMtLA5vgVFyGCsZKUDYqOUv9rZWLJNh0CHRVAdk+TT3h7lj573mqlvvOC2oGi9RolmniHw1vjWCvetw9VOtGdw3E0tAYRKdcw7LDMapEDVUOg7BEek6ml6w7Ea+WH+4UoOvVISIiI/VUryD1pXDdiQQ80bMRAt0ddL1KRKRDf+6LLA7ASnbdg/ySTVRl0ky5pY+TukjJgoikq6pkgQRlwxMzsf9Csrp88u9ptPd3UQFZKVvg5WRb4WNKn5B3Vh7HwYtFjZGGtfVR71E7awvuIaoTUlJDegp8+u9pzNpxAXe3acDyF5XEICyRnlt+JEZ115Q/3K19nXS9OkREZKRaNHAqkQ17Ae8xG5bIZKVn52H2rgtqWaZWMwBLVDMB2WAvR3V5qneQyoqV7Fi5nIpLx+HIVHX5Yv1ZtPJxUgHZvs28VAMwrX0XkvH+P2eQkpWrgq7/d2dz3NWmAXcP1bn72vtgwf5IRCZn4c+9l/BMn8bcC5XAICyRHpPg69+HikoRSIq//OEmIiKqLVLvUYKw6yUbtkcjNb2RiEyPfKHOzM5XwaIHOrIfAVFtkOCqNLqTi9SN1ZYsOBadihOx6ery7eZwNPF2RO9gdxyNNsPB42Hqd+W6j4a34awV0hmpAzupfzDe+PsY/tp3CSM7+LF0YiWwxTqRHpPOmjLdxM3BGgNbsOsgERHVrub1ndC7qaeqL/frzvPc3EQm6EpmDhZeL0PwdJ/Gqr4lEdWu+s62eLRLAH4Z1wmrJ/fC63c2V02+LMzNcC4hE7N2XcLO+KLwjZwY+e2xzgzAks71beqJtn7OyMkrxM/bI3S9OgaBQVgiPaYdAI/o4Ku6XRIREdVFbVix4WQCLly+yg1OZGLm7r6Ia7kFajp07yYeul4dIpMjjZgl0DpzdAf8+2JvvD2sJe4IcoO7LfD+fS1VgNbGkvVfSfdkpq40bRSrjsYhIilT16uk9xjVIdJTp+PT1VQU6Zo5PITTwIiIqG40q19PdWnWaIBfdzAblsiUyJToJaExavnZvsEshUWkY872VrinnQ8+e6ANXmpdgP7NPHW9SkSltPVzUc3kZBbVzC3h3Dq3wCAskZ5adKCoFmz/Fl6srUJERHVKGoaIjacSmNVAZEJm7TyvehJ0auiKzg1ddb06RERkACb1C1alM6SvwKFLybpeHb3GICyRHkq+mot1J+LV8sOdAnS9OkREZGKaetdD32ZF2bCzdhZ1SCci4yad2lcfi1PLz/ZhFiwREVVOgLs9hof4quVvNoWjsFDDTVcBBmGJ9NDywzEqC6GljxNa+zrpenWIiMgETbyeDbuJ2bBEJuGn7REoKNSgZxMPtPFz1vXqEBGRAZnQsxHsrS1wKi4dm04n6np19BaDsER6RoKvfx8qKkXwcCd/1uIiIiKdCPaqh/7Nva7XhmU2LJExC0/MwPoTCWr5mT6Ndb06RERkYNwdbTCmW6BaltqwufmFul4lvcQgLJGe2XomCZczc+DmYI0BLbx1vTpERGTCnuzVqDgb9lxChq5Xh4hqyQ9bi5rwDWzprcqREBERVdWorgEqGBubeg1LQ4sSy6g0BmGJ9MzCA1Hq54gOvrC25FuUiIh0mw0rQRnxHTveEhmlsOg07DiXBHMzMzx9vQwJERFRVdlbW2Ji76IT+NJTICM7jxuxDEZ4iPSI1E85Fp0KS3MzDA/x0/XqEBER4dk+jdXfpT0RV3DgIjveEhmbH7dFqJ9D2zZAoLuDrleHiIgM2D1tfdDQ3QFp1/Lw+55Lul4dvcMgLJEeWXSwKAtWyhB41rPR9eoQERHB380ewzsUdbz9bjM73hIZEzmxIhcrC/Pi8iNERES3y9LCHM/3D1bL8/dHIjE9mxuzBAZhifRE8tXc4oYID3Xy1/XqEBERFZvQM4gdb4mMjEajwY9bi7Jgh4f4ooGzna5XiYiIjECvJh5o7++imnP9uK2o5jgVYRCWSE8sPxyDvIJCtPRxQmtfJ12vDhERUTFpFqntePv91nD194qIDNvO8MsIi0mDjZU5HuvRUNerQ0RERsLMzAwvDGiilv8Ji0V4Ipu7ajEIS6QH5Mvs34eKugc+3MlffWgRERHpW8dbCcbGpFzDstAYXa8OEVVDYaEGP1zPgn2kcwA8HFkGi4iIak5rX2dVZlGjKSpnRUUYhCXSA1vPJOFyZo76cisfVERERPrY8fapXkWd03/deR6ZOfm6XiUiuk0bTyUgPDETjjaWxVnuRERENem5vkXNXXezuWsxBmGJ9MDCA0UNuUZ08IW1Jd+WRESkn+5t74MAN3ukZuXhz73seEtkiPILCvHT9qIafaO7BcLZzkrXq0REREbe3PWbTefULAxTx2gPkY6dikvHsehUdYZoeIifrleHiIioQtJBfVK/oo638/ZFIikjh1uLyMD8ExaHqOQsuNhb4ZHObAZLRES129zVwcYSZ+IzsP5kUSNyU8YgLJGOLTpYlAUrZQg867EeFxER6be+zTzRxtcZ2XkFqiwBERkO6VT9644LavmxOxqpL8ZERES1RUoujr1e9uaHreHq75Ap02kQ9ocffkDbtm3h5OSkLt27d8fatWuLb8/OzsakSZPg7u4OR0dHjBw5EgkJpSPnkZGRGDp0KOzt7eHl5YXXXnsN+fmsUUaGIflqLtafKDqmH2YmAhERGQBpHjn5esfblUdicenKVV2vEhFV0rLD0UhIz1Yn/kd2LJoiSkREVNvNXaUBZFxadnESmqnSaRDWz88PH3/8MQ4dOoSDBw+if//+uO+++3DixAl1+8svv4xVq1Zh8eLF2LZtG2JjYzFixIji3y8oKFAB2NzcXOzevRtz587FnDlzMHXqVB2+KqLKW344BnkFhWjp46S6BxIRERmC9v4u6NXEEwWFGszcwo63RIbgWm4BZu+6qJaf7NUINpYWul4lIiIyAbZWFni6T1Fz1992XUBaVh5MlU7nn9xzzz2l/v/hhx+q7Ni9e/eqAO2sWbMwb948FZwVs2fPRosWLdTt3bp1w/r163Hy5Els3LgR3t7eaN++Pd5//3288cYbePfdd2FtbV3u8+bk5KiLVnp6uvqZl5enLnVB+zx19XykP7T7PCs7B4uvnwUaGeLDY8HI8T1vurjvTZex7/unewViZ3gStp5JQujFy6pEgaGpzr7Rh/Gk9vlK/iTTcDv7Xeo4yywsXxdbDGnhyWPGQPE9b5q4302Xsex7+buzYH8kIpKu4qdt4Xh5YFGPAWNQlX1jptFo9KI9mWS1Ssbr+PHjcfjwYcTHx2PAgAFISUmBi4tL8f0CAwPx0ksvqSxZyXhduXIljhw5Unz7hQsXEBQUhNDQUISEhJT7XBKgnTZt2g3XS8BXyhoQ1YWwZDMsOm8ORyvglTYFsGSFZiIiMjDLLpoj9LIZAhw1eLJZIczMYFCysrIwatQopKWlqdJYVcHxJBmS7HzgizALZBcADzQqRDt3vfgKSEREJiQiHZhz1gLmZsDkVgXwsIVRqMp4UueV2MPCwlQtWKn/KnVfly1bhpYtW6rAqmSylgzACsl4lQCtkJ/y/7K3a2+ryJtvvokpU6aUylzw9/fH4MGDqzwAr06kfMOGDRg0aBCsrKzq5DlJP2j3fYTGC7a2mRh7RyDu7dlQ16tFtYzvedPFfW+6TGHfd87IwUO/7EdifiGcmrZCryYeMCTa7NXboQ/jSVM5zqj6+/2n7RcAq0i0bGCP10d3goV8AyaDxPe8aeJ+N13Gtu8j/w7D7vPJOA53fHp3axiDqowndR6EbdasmQq4SsT477//VpmwUv+1NtnY2KhLWXJA1/VBrYvnJN2LuQqciMuEpbkZHugUwGPAhPA9b7q4702XMe97HzcrPNolAHN3X8SP2y+idzNvWFoYztSO6uwXfRpP6vJ5Sbcqs9+lBMHi0Bi1/EzfYNjalF+yjQwL3/OmifvddBnLvn9xUDPs+2UvdoVfwdGYDHRq6AZDV5X9ovNRsmS7BgcHo2PHjpg+fTratWuHr7/+GvXr11cNt1JTU0vdPyEhQd0m5Kf8v+zt2tuI9NW+xKK33oAW3qo7LRERkaEa1z0QznZWuHjlKlYfi9P16hBRGXN2X1RNuaQRbJ+mntw+RESkM408HDCig69a/mrjOdXk1ZToPAhbVmFhoWpyIEFZiSZv2rSp+LYzZ84gMjJSlS8Q8lPKGSQmJhbfR9K0ZQqYlDQg0keSjXAsuWgK2MOd/XW9OkRERNVSz9YKT/RspJZ/3n5eBXuISD8kpGdjyaFotfxsn8YwM7TCzUREZHSe7BkER1tLnE3IwJow0zqBr9MgrNTS2r59Oy5evKiCqfL/rVu3YvTo0XB2dsaECRNUra0tW7bg0KFDePzxx1XgtVu3bur3peaWBFvHjh2Lo0ePYt26dXjrrbcwadKkcqeHEemDFUfjUKABWtSvh9YG2EmaiIiorJEd/NDAxQ6XM3Ow4EAkNxCRnpi18wLyCgrRMdAVXRoZ/pRPIiIyfK4O1nj8jqK+OD9sjTCpE/g6DcJKBuu4ceNUXdgBAwbgwIEDKpAqBYfFjBkzMGzYMIwcORK9e/dWJQaWLl1a/PsWFhZYvXq1+inB2TFjxqjHe++993T4qogqJoPgZYdj1fIDHYtS8ImIiAydtaW5yrITf+y5hNSsXF2vEpHJi0rOwqqjRePOZ/syC5aIiPTHQ5394XP9BP6fey/BVOi0MdesWbNuerutrS1mzpypLhUJDAzEmjVramHtiGreltOJuHI1F45WQP9mrMlFRETGY3BLb/y17xLOxGfgt50XMGVwM12vEpFJk/IgUmuvZ7AH2vq56Hp1iIiIitlYWuD5fsH4z7Iw/LH3Eu4L8YFXPVsYO72rCUtkzBYciFI/O3sWqqwhIiIiY2FubobJ/Zuo5SWhMYhOydL1KhGZrPDEDKw/Ga+Wn+lblKVORESkTwa08EJbP2dk5xXgx63nYQoYBSKqI2HRaTgekwZLczN08TStDoBERGQapOZk1yB3VX7nx20Rul4dIpP147bz0GiAgS290dS7nq5Xh4iI6AbSLPKlgU3V8j9hsTgdnw5jxyAsUR2Zf71RyeCWXqocARERkTGSqWVi/YkEnIoz/sE0kb6Rk/7bzybB3MwME3sF6Xp1iIiIKtTa1xmDW3mrE4dfbzwHjSwYMQZhiepAfFq2qgcrHurkx21ORERGq1n9erizdX21/N3mcKMfTBPpmx+uZ6Hf3aYBGno46Hp1iIiIbmpSv2BYWZjj0KUUbD932ai3FoOwRHVg8cEo1RihU0NXNPFy5DYnIiKj9kyfxmowfeBiMvaeT9b16hCZjIMXk3HgQrJ6/z3Zq5GuV4eIiOiWGjjbYVTXALX8zaZzqqyVsWIQlqiWXcstwLIjMWr5kc5FHyxERETGzMfFDg90LJr58d2WcygsZDYsUW2TrPMfthZlwd4f4qPeh0RERIZg/B0N4eZgjajkLCwNjYaxYhCWqJb9ExaHzOx8+LnaoUewB7c3ERGZhCd6NIKjrSXOJWRi3YmiLu1EVHt2hl9GWEwabKzM8XgPZsESEZHhcLSxxMTeRXXMf95+HmnX8mCMGIQlqkWS+bPwekOuhzv7w8LcjNubiIhMgrO9FcZ3b6iWf9wWgZz8Al2vEpFRjzm1WbAPd/KHh6ONrleJiIioSu5t54MgTwdkZOfjt50XjHLrMQhLVIv2nL+CS1ey1FmdYW19uK2JiMikyAlIz3o2iEvLxt+HjHdqGZGubTqdiPDETDXmHHv95AcREZEhsbQwx4sDmqplGTdKaQJjwyAsUS2av78oC/be9j5wsLHktiYiIpNia2WBp/s0Vsuzd11ERrZxTi0j0qX8gkL8tK0oC1YamzjbWXGHEBGRQere2F1dpDnXd5vDYWwYhCWqJRFJmdh/IRnmZmZ4sJM/tzMREZmkoW0aqKll6dfyMHf3RV2vDpHRWXM8HpHJWXCxt8KjXdgEloiIDNsLA5qoOMqWM4kIjUyBMWEQlqiWLDwQpX72aeoJX3anJSIiEyX10Cf1C1bLCw5EISE9W9erRGQ0cvML8euO88WdpTnzioiIDF1jT0fcF1JUzvGrjedU3XNjwSAsUS1IzcrFmrA4tfxIF2bBEhGRaesZ7IGQABcVMPppW1HAiIiqb8XROMSnZatGXCM7+HGTEhGRUZjYK0idWDwdl45/T8TDWDAIS1QLlh2OUV80mzdwQnt/F25jIiIyaWZmZni+XxO1LCcppYEQEVVPbgEwd88ltfxkr0aqBjMREZExcHe0wWN3FDWa/H5rOLLzCmAMGIQlqmFSQHrxwaIO0I929ldfPImIiExdGz9n9G/uhUKNRg2miah69iaaISUrD76udrinXdG0TSIiImPxSBd/NHC2RWJ6Dv7aV9T03NAxCEtUwzadSsDlzBx15mZgS29uXyIiouue6xusasTuPHfZ6BotENWljOx87Ig3L56yaWXBr3VERGRcbCwtivsK/L7nIpIycmDo+NeaqAZpNBrM31/UkOuBjn4cEBMREZUQ4G6P+0N81fJ3m8PV300iqrr5B6KQXQA0dLfH4Fb1uQmJiMgoDWrpjda+zriWW4CftkXA0DEIS1SDjkWn4VRcugq+jrj+JZOIiIj+58mejWBnbYHjMWnYfDqRm4aoiiQTaMGBotJXT/VqqLLLiYiIjJGZmRleGljUV2DVsVicS8iAIWMQlqgGLThQVKfk7jb14epgzW1LRERUhpTrGdM1UC1/vzVC1VInosr7eXsEcvIL4e+oQZ8mHtx0RERk1Nr6uahSjzKB6quN5wx6JhWDsEQ1JDb1GracTlLLD3cO4HYlIiKqwKiuAXBzsEZUchaWH47hdiKqpIikTKw6GqeW7/QrZANYIiIyCZP6BasZxwcuJmNX+BUYKgZhiWrI4oPRquNz50ZuCPZy5HYlIiKqgIONJSb0bKSWZ+28gKs5+dxWRJUgtZRlvNmnqQcCONwkIiIT4etih0c6+6vlbzadM9iZVAzCEtUA+fK44mhRJs+jzIIlIiK6JWnQ5e9mj+SruZi3r6icDxFVrCj75zIszc3wbJ+ikxhERESm4rEeDeFib4WLV65imYHOpGIQlqgG/BMWh8zsfPVl8o7G7tymREREtyBTyp7r21gt/7nvEq5k5nCbEVWgsFCjMn/E8A6+8He157YiIiKTUs/WCk/1ClLLv+44j4zsPBgaBmGJamBQvGB/UQbPw539Yc4OtURERJXSv7kXWvk44VpugSpLQETlW3ciHmfiM+BoY4knexZ9ASUiIjI1w0N80dDDAalZeZiz6yIMDYOwRNW0K+IyolOuwdHWEsPaNuD2JCIiqiQzMzM837+JWpYGXdKoi4hKy84rwPdbI9Ty+DsawtXBmpuIiIhMkqWFOV4cUDR2XHAgCtEphjV2ZBCWqJoW7I9SP4e394W9tSW3JxERURV0DHRFz2AP5Bdq8P3WcG47ojIWHYxCQno2vJ1s1awrIiIiU3ZHY3d0aeSmmnPN3FJ0ktJQMAhLVA3hiRmqSYKFuRke7MRBMRER0e14rl+wGlA/0YPNhohKSs3KLZ5u+UyfxrC1suAGIiIimPpMqpcGNoGZGbDpVAKORafCUDAIS1QN869nwfZt5oX6zrbclkRERLch2MsRXz0Sgibe9bj9iEqQWsmZOflo6l0Pd7Wuz21DREQEGTvWw73tfNS2mLHhrOrVYwgYhCW6TclXc/Hv8Xi1/GgXZsESERERUc2RGslLDkWr5RcHNmHzVyIiohKe7tMYdtYWOBGbjg2nEmAIGIQluk1LQ6NVDRLp6tzG15nbkYiIiIhqjNRIllrJUqqjc0M3blkiIqISPBxtML57Q7U8c0u4amSp7xiEJboNufmFWBIao5Yf6RKgapIQEREREdUEqW+36VQizM3M8Hz/oi7QREREVNqorgGqcWV8WjYW7I+EvmMQlug2bDiZgCuZOerMS//mXtyGRERERFQjNBoNvt54Ti0Pa9tA1UwmIiKiG0nDyuf6NlbLc/dcUnEafcYgLNFtDIwXHCg6w/JQJz9YWfBtREREREQ1Y8uZRITFpKkvllLvjoiIiCo2pFV9tGjghKs5+fh5x3noM0aPiKrocFQqzsRnwMbKHMND/Lj9iIiIiKhGSL+B7zaHq+Ux3QLgWc+GW5aIiOgmzM3N8NLAotI9Kw7HIjwxE/qKQViiKtLWGbm7TQM421tx+xERERFRjVgWGoPolGtwc7DGmG6B3KpERESVEBLgqkpFFmo0+GZTUUkffcQgLFEVRKdkYdvZJLX8cCd/bjsiIiIiqhEZ2Xn45fo0yom9g2BvbcktS0REVEmT+gWrcpEnYtOQmJ4NfcS/7ERVsPhgNDQaoFuQO4I82SSBiIiIiGrG3N0XkXYtDw09HHBvOx9uViIioirwd7PH9BFt0M7fBc52+jlrWaeZsNOnT0fnzp1Rr149eHl54f7778eZM2dK3Sc7OxuTJk2Cu7s7HB0dMXLkSCQkJJS6T2RkJIYOHQp7e3v1OK+99hry8/Pr+NWQscvMycfKo7Fq+ZEuzIIlIiIiopoRn5aN+fuj1PLk/sGwZONXIiKiKuvd1FNvA7A6D8Ju27ZNBVj37t2LDRs2IC8vD4MHD8bVq1eL7/Pyyy9j1apVWLx4sbp/bGwsRowYUXx7QUGBCsDm5uZi9+7dmDt3LubMmYOpU6fq6FWRsVp9NFZ122vo7oBujdx1vTpEREREZCR+3BahmnJ1CHBFz2APXa8OERERGVs5gn///bfU/yV4Kpmshw4dQu/evZGWloZZs2Zh3rx56N+/v7rP7Nmz0aJFCxW47datG9avX4+TJ09i48aN8Pb2Rvv27fH+++/jjTfewLvvvgtra+sbnjcnJ0ddtNLT09VPCQLLpS5on6euno+qp6BQgwUHihpyPdjRBwUF+SgouL3H4r43Tdzvpov73nRx3+u/6ozD9GE8qX2+kj/J8JxNyMDasDi1/FyfRpWa0cf9brq4700T97vp4r7Xf1UZg5lpNFLhsuoyMzNx+vRpXL58GWZmZvDw8EDTpk1VaYHbFR4ejiZNmiAsLAytW7fG5s2bMWDAAKSkpMDFxaX4foGBgXjppZdUlqxkvK5cuRJHjhwpvv3ChQsICgpCaGgoQkJCbngeCc5Omzbthusl2CslDYjKOpVqhnnh5rCzBF5tUwBrC24jIiIiQ5eVlYVRo0apE/9OTk5V+l2OJ6kmyDexOefMcT7dDG3dNHgwqJAbloiIyEjHk1XKhJXgpkz3X7FiBY4fP47CwtKDBHNzc7Rq1UrVdh03bpwKhFaWPJYEVnv06KECsCI+Pl5lspYMwArJeJXbtPeR/5e9XXtbed58801MmTKlVOaCv7+/KoVQ1QF4dSLlUoJh0KBBsLLS33oVVGTN/COwtU3D6K7+uL9P5Y/r8nDfmybud9PFfW+6uO/1nzZ79Xbow3hS8DgzbLsjriD2xHE42pvho7Fd0MDZtlK/x/1uurjvTRP3u+nivjeu8WSlgrAy3V8yTpctW6YCon379sWDDz6ogqyurq6QZFrJVpUgrZQS+O6771RJgOHDh6ufUj7gVqQ2rAR2d+7cidpmY2OjLmVJMLSuA6K6eE6q+hSxw1FpsDA3wyNdAmtsf3Hfmybud9PFfW+6uO/1V3X+puvTeFKXz0u3L7+gED9sv6CWH+kSgACPqs8o5H43Xdz3pon73XRx3+uvqoy/KhWEbdeunWp+9c8//2DgwIGwtLz5r0kdI6nR+uOPP6rflaZZN/P8889j9erV2L59O/z8/Iqvr1+/vvrd1NTUUtmwCQkJ6jbtffbv31/q8eR27W1E1TV/f1Et2P7NveDlVLnsBCIiIiKim/knLA7nk66inq0lHuvRkBuLiIjIyJlX5k7Hjh3D8uXLceedd94yACvkPnJf+R353YpIBq0EYCXDVuq/NmrUqNTtHTt2VBHlTZs2FV935swZREZGonv37ur/8lNqyCYmJhbfR6b5yzSwli1bVublEVXocmYO1p8oCuo/2iWAW4qIiIiIqu1abgF+2nZeLT/ZKwhOtsxiJiIiMnaVyoStTDmBijRv3vymJQikGZbUmJWGXtoars7OzrCzs1M/J0yYoOptubm5qcDq5MmTVeC1W7du6r5Sd0uCrWPHjsWnn36qHuOtt95Sj13eFDGiqlgWGoO8gkK08XVGa19nbjwiIiIiqra/9l1SJ/t9Xe3wQMf/zQQkIiIiE8+EFRLYXLduXbUaGJT1ww8/qO5hUmO2QYMGxZeFCxcW32fGjBkYNmwYRo4cid69e6sSA0uXLi2+3cLCQpUykJ8SnB0zZoxqCvbee+/V2HqSacrJL8CS0OjiOl1ERERERNUlwdc/9l5Sy8/1DYaVRaW/khEREZGxZ8KKjz76CGZmZjA3N0erVq3Qs2fP4kvJOq5VIeUIbsXW1hYzZ85Ul4oEBgZizZo1t7UORBWRMgTJV3Ph7WSLfs08uaGIiIiIqNp+2X5elSOQWVYDW3hxixIREZmISgdhIyIisGvXLuzYsQO7d+9WWazff/+9Csz6+/uXCsq2bt26dteaqJbJCQJtQ66HOvnBkhkKRERERFRN55MyseJIrFp+YUAT9V2KiIiITEOlg7DSNEsuMt1fpKamqmDszp07VXBWmmtJfVcZSLi4uOCOO+7AqlWranPdiWrNoUspCE/MhK2VBe4L8eWWJiIiIqJq+25LOAo1GvRt5on2/i7cokRERCak0kHYsiTQevfdd6uLyMvLUyUBpDnWnj17WB6ADNr8/VHq57C2DditloiIiIiq7dClZOw8dxmW5mZ4vl8TblEiIiITc9tBWHH69GmVBSsXyYiVkgXSIKtjx47o0aNHza0lUR2KSs7CzvAktfxwZ39ueyIiIiKqlsJCDb7eFK6Wh3fwRYC7PbcoERGRial0EDY3NxcHDx4sLj8gpQiuXLkCNzc3dO/eHY8//rgqQdClSxfY2dnV7lobgbCYNMRn6XotqDyLDkZBesb1CPZAoLsDNxIRERERVcv6k/E4HZcOBxtLPNkziFuTiIjIBFU6COvs7KxKDjRr1kwFWz/55BP1s3nz5rW7hkbqm80RCL1ggb1/huKBjgEY0MJL1R8l3crIzsOqo0XNEh5hFiwRERERVVNOfgG+3xqhlsd1D4SrgzW3KRERkQmqdBA2JydHlRqQLFd7e3s4ODjA0dGxdtfOiAdi9Z1tYW4GnIjNwInYE/hywxkMa+uDkR38OD1Jh1YejUVWbgGCPB3QpZGbLleFiIiIiIzAogNRiE/Lhmc9GzzaJUDXq0NERET6HoSV0gNSgkBbA/aXX35RgVlfX19V/1WyYuVn+/btYW5uXrtrbeBsLC3w/r0t0VpzEdleDbHqWDzi0rIxf3+kunRu6IbhIb7o08wTVhbclnUlv6BQDZKFDJDNzMzq7LmJiIiIyPikZeVh9u6LavnZvo05842IiMiEVToI6+rqiqFDh6qLkNIEhw4dKg7Mfvjhh0hMTFQZslIXVgKy7733Xm2uu8GrZwU83D0Qj/dsjL3nr2BJaDR2hV/GgYvJ6uLuaIN72/ng/hAfNHBmnd3adCUzB/P2RapguLOdFYa0ql+rz0dERERExm/WrgvIzM5HE29H3NW6ga5Xh4iIiAwhCFuWlZUVunXrpi5TpkxR161cuVLVit2yZQu2bt3KIGwlWZibqSZQcolLu4YVR2LVRQKDs3ddwNzdF3FHsDtGhPihe2N3dX+qvoJCDfZduIIVh2Ox41wS8gs16vqHO/szS4GIiIiIqiUqOQtLDkWr5Rf6N+EYnoiIyMTddhBWMmEPHDiAnTt3qkxYyYhNTk6GRqOBtbU1OnbsWLNraiIk4/WZPo0xoWcjbD+bhKWhMSordue5y+oitWTvb++Le9v7wMPRRtera5AS07NV7Ve5SH0urda+zrg/xBfD2jBLgYiIiIiqR5px5RUUoluQO7oGuXNzEhERmbhKB2FTU1NVsFUbdD148KCqCStBVxcXF3Tv3h09e/ZUFylHYGPDAGF1SC3YAS281SXyShaWHo7GqutBwx+3ReDXHefRp5kXRnbwRcdAV9YvvQUZAO+OkKzXGPWzUFOU9VrP1hJ3t2mA+9r7INirXrX2GREREVFdys4rwOnYdFwf1pAeCYtOw6ZTCZAWAy8MCNb16hAREZEhBWHd3YvO3krQ1d/fH8OHDy8OurZu3ZpBwFoU4G6PlwY2VRmym08nYmloNI5dH9jJJcDNHiM6+GFo2waqnin9T3RKlirt8M+xOFzOzCm+vkOAq6q127eZF0sPEBERkUHaeiYRU1ecgJOZBVI9IjGsvR9nSukB+b709aZzanlYW57oJyIioioGYZ9++mn06tVLBV0lCEt1z9bKQmVtyuVcQgaWHo7B2rA4RCZn4auNZ/H91nAMaumtase29nUy2cB4bn4htp1NwvLDRaUctFztrTGsrWS9+qrANhEREZEhS8rIgbWFGRKvAt9vu4CfdlxE9yB3DGvXAD2DPWFtaa7rVTRJW88m4Vh0KmyszPF0nyBdrw4RERHpiUoHYb///vvaXROqkibe9fDGnc3xfL9grDsRjyWh0TiXkKkyPuUiHVhHdvDDkP9n7y7gqy7bP45/V2wMtsHGRnd3SxmEEhYqJnYnKhjPY4v9+NiK+tiJKDaKSIpBSHfXyI3cGGO9/+u65/YfpSzP2c7nrb/X+Z3YOb+dm233uX7XfV2ta6hScKFL/5YpG3cd0LcLt2r8ku3al5zubrM49AkNo3ROh1o6uVm0K/MAAABQHlzeo4HOaFNdL34+SVsCwrRs2379vnaX28IrBmlg6xouINu8epjPnpwv7aavlgDwyl9ZsJd2q6+YsBBPHxYAAPASxxWdmzlzpqv5WhhF+Vr8MwuwWimCczvW1rJtiS4YO2l5nAvIPvPTSrcUqkFUJdUID1H1iBDVjAjJ2Q8PcU2+qoYGlelJudVCm7Ii3gVfF23el3e7NS2z5mVnt6+lWlUqevQYAQAASorVt+8Sna2HT++kbYlp+uGvE/JWhumLuZvd1iSmss5qX8sFZatWqsBglEAiwI9LtrtEAMtONlGVg3V59/q81wAAoGBB2L59+6p79+66+eabdeaZZyo09O+XciclJen777/Xm2++6Rp4JScnH8/LoAgskNqmdoTbrH6sTQKtduym3clasT3RbUdjy9RyA7R2aUHa3AB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