diff --git "a/_2290(World_Health_EDA).ipynb" "b/_2290(World_Health_EDA).ipynb" new file mode 100644--- /dev/null +++ "b/_2290(World_Health_EDA).ipynb" @@ -0,0 +1,2482 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "vMmMl3hwbdgO" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import kagglehub\n", + "import warnings\n", + "\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from xgboost import XGBRegressor\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "from sklearn.model_selection import cross_val_score\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import learning_curve\n", + "\n", + "file_path = '/content/world_health_data.csv'\n", + "df = pd.read_csv(file_path)" + ] + }, + { + "cell_type": "code", + "source": [ + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 313 + }, + "id": "FElykZFNcr9_", + "outputId": "43ef47c9-6727-4809-9cd4-f7a954cc9d8f" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " country country_code year health_exp life_expect \\\n", + "0 Aruba ABW 1999 NaN 73.561000 \n", + "1 Africa Eastern and Southern AFE 1999 NaN 51.258874 \n", + "2 Afghanistan AFG 1999 NaN 54.846000 \n", + "3 Africa Western and Central AFW 1999 NaN 49.726429 \n", + "4 Angola AGO 1999 NaN 45.386000 \n", + "\n", + " maternal_mortality infant_mortality neonatal_mortality \\\n", + "0 NaN NaN NaN \n", + "1 NaN 88.285642 38.433841 \n", + "2 NaN 94.600000 64.000000 \n", + "3 NaN 101.541373 44.733554 \n", + "4 NaN 123.500000 51.000000 \n", + "\n", + " under_5_mortality prev_hiv inci_tuberc prev_undernourishment \n", + "0 NaN NaN NaN NaN \n", + "1 142.506373 6.684793 NaN NaN \n", + "2 135.800000 0.100000 NaN NaN \n", + "3 173.943151 NaN NaN NaN \n", + "4 208.000000 1.300000 NaN NaN " + ], + "text/html": [ + "\n", + "
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2AfghanistanAFG1999NaN54.846000NaN94.60000064.000000135.8000000.100000NaNNaN
3Africa Western and CentralAFW1999NaN49.726429NaN101.54137344.733554173.943151NaNNaNNaN
4AngolaAGO1999NaN45.386000NaN123.50000051.000000208.0000001.300000NaNNaN
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "duplicates = df.duplicated()\n", + "\n", + "print(f\"Number of duplicate rows: {duplicates.sum()}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DaDk4cysdRnQ", + "outputId": "8b14f45c-9593-4e9d-f13e-08c4b85eb6db" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of duplicate rows: 0\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_countries_life_expect = df.groupby('country')['life_expect'].mean().reset_index()\n", + "df_top10_life_expect = df_countries_life_expect.nlargest(10, 'life_expect')\n", + "\n", + "plt.scatter(df_top10_life_expect['life_expect'], df_top10_life_expect['country'], color='orange')\n", + "plt.xlabel('Life expectancy (Average of all years)')\n", + "plt.ylabel('Country')\n", + "plt.title('Top 10 countries by life expectancy')\n", + "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "id": "AD1TcUBOdae3", + "outputId": "87d79d4a-d2ca-467a-a461-2fbe488b87c9" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_countries_life_expect = df.groupby('country')['life_expect'].mean().reset_index()\n", + "df_bottom10_life_expect = df_countries_life_expect.nsmallest(10, 'life_expect')\n", + "\n", + "plt.scatter(df_bottom10_life_expect['life_expect'], df_bottom10_life_expect['country'], color='blue')\n", + "plt.xlabel('Life expectancy (Average of all years)')\n", + "plt.ylabel('Country')\n", + "plt.title('Bottom 10 countries by life expectancy')\n", + "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 408 + }, + "id": "ZVxOCc_xeh_F", + "outputId": "867aab71-d22a-4c9a-ae17-05356ae903de" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+MhnktL2vry9mz56d7fpn/7g8ceKEoQg/deoUevbsmY9e/1+/ly9fDldX1yzrn72QOr9iYmLQunVrVK9eHbNnz4aHhwesrKywZcsWzJkzJ8vZ/4L83e7Xrx9mzJiBTZs2oWfPnli1ahVef/11owKfXj4W3ERUJKWnpwPImHcayJh/eOfOnbh//77RWe6zZ88a1mfKqRDMabmnpyf0ej0uXLhgOGMOADdv3kRiYqLRvs1Jo9HA19cXR48ezbLu0KFD8Pb2zvIJwNMqVaoEvV6PM2fO5FiEZT7Wc+fOGZ3lTUtLQ2xsrFGRWLJkyWy/UOTy5ct5PkP8rLz+0ZObSpUqAcg4G5qXotbNzQ1DhgzBkCFDkJCQgPr162PSpEl5KrgvXLhgdNb94sWL0Ov1RrPOaLVa9OrVC6GhoZg2bRo2bdqEgQMH5ljEFQTZDLLbPioqCq1bt37u/8mDBw/wzjvvwMfHB02bNsX06dPRtWtXo5l0Ml24cAEtW7Y03E9JSUF8fDw6duxo1O8yZcrk2u/M59fp06dz7VtOff/999+RmpqKzZs3G529fnqojKxKlSo9tz9Axln5evXqYeXKlXB3d8eVK1fw3Xff5fu4VDA4hpuIipwnT57gr7/+gpWVlaEA7tixI3Q6HebPn2/Uds6cOVAUxag4sre3z7YQzBwv++y6zDf7Z7/hMPPsXqdOnV7k4RSo7t2748iRI0ZF97lz5/D3338/9yPpLl26QKPRYMKECVnO4GWeqWvTpg2srKzw7bffGp29W7x4MZKSkoyyqFSpEv755x+kpaUZlv3xxx+4evVqvh+fvb19lvGzsho0aIBKlSph5syZhj/Ynnbr1i0AGWfinz1WmTJlUK5cuWyH7WRnwYIFRvczC6dni/W+ffvi3r17GDx4MFJSUkw+XjevGeSkR48euH79On766acs6x49eoQHDx4Y7n/22We4cuUKli1bhtmzZ8PLywv9+/fPNsMff/wRT548MdxfuHAh0tPTDXkFBATA0dERkydPNmr3bL9dXFzQvHlzLFmyBFeuXDFq8/TzNqff+cw/dp5um5SUhKVLl2YfSB5069YNUVFR2LhxY5Z1z54J79u3L/766y/MnTsXpUuXztenKVSweIabiFRv69athjPVCQkJWLVqFS5cuIDPP//cMGazc+fOaNmyJb788kvExcWhTp06+Ouvv/Dbb79hxIgRhjNjQEaxsXPnTsyePRvlypVDxYoV0bhxYzRo0AAA8OWXX+Ltt99G8eLF0blzZ9SpUwf9+/fHjz/+iMTERPj7++Pw4cNYtmwZunTpYnRGzlSWL1+Oy5cvG8aS7t27F9988w2AjDfnzDPPQ4YMwU8//YROnTohJCQExYsXx+zZs1G2bFnDRZ45qVy5Mr788ktMnDgRfn5+CAoKgrW1NY4cOYJy5cphypQpcHFxwejRozF+/Hi0b98eb7zxBs6dO4fvv/8ejRo1MioU33vvPaxfvx7t27dHjx49EBMTgxUrVhj9X8hq0KAB1q5di48//hiNGjWCg4MDOnfuLLUPjUaDn3/+GR06dEDNmjXxzjvvoHz58rh+/Tp2794NR0dH/P7777h//z7c3d3RvXt31KlTBw4ODti5cyeOHDmCWbNm5elYsbGxeOONN9C+fXscPHgQK1asQK9evbLMvV2vXj3UqlXLcDFi/fr1pR6TrLxmkJO+ffti3bp1eP/997F79240a9YMOp0OZ8+exbp167B9+3Y0bNgQf//9N77//nuMHTvW8JiWLl2KFi1aYMyYMZg+fbrRftPS0tC6dWv06NHD8Lz63//+hzfeeANAxhn5hQsXom/fvqhfvz7efvttuLi44MqVK/jzzz/RrFkzwx/d3377Lf73v/+hfv36GDRoECpWrIi4uDj8+eefiIyMBIAcf+fbtWsHKysrdO7c2fBH0E8//YQyZcpkO2QrLz755BOsX78eb775Jt599100aNAAd+/exebNm/HDDz8YPSd69eqFTz/9FBs3bsQHH3xgdCEpmYm5pkchIjK17KYFtLGxEXXr1hULFy40mt5LiIwpw0aOHCnKlSsnihcvLqpUqSJmzJiRpd3Zs2dF8+bNha2trQBgNHXdxIkTRfny5YVGozGaLuzJkydi/PjxomLFiqJ48eLCw8NDjB49Wjx+/Nho356enqJTp05ZHguALNPLZU7hNmPGjOdm4e/vn+0UichmWsGrV6+K7t27C0dHR+Hg4CBef/11ceHCheceI9OSJUtEvXr1hLW1tShZsqTw9/cXO3bsMGozf/58Ub16dVG8eHFRtmxZ8cEHH4h79+5l2desWbNE+fLlhbW1tWjWrJk4evRojtMC/vrrr9nm8/QUdykpKaJXr17C2dlZADBMEZjTPp5e92xOJ06cEEFBQaJ06dLC2tpaeHp6ih49eohdu3YJIYRITU0Vn3zyiahTp44oUaKEsLe3F3Xq1BHff//9czPMnBbwzJkzonv37qJEiRKiZMmS4sMPPxSPHj3KdpvMKfAmT5783P1nyu+0gHnNIDdpaWli2rRpombNmobnSoMGDcT48eNFUlKSSE5OFp6enqJ+/friyZMnRtuOHDlSaDQacfDgQaM+7tmzRwwaNEiULFlSODg4iN69e4s7d+5kOfbu3btFQECAcHJyEjY2NqJSpUoiODhYHD161Kjd6dOnRdeuXYWzs7OwsbER1apVE2PGjDFqk9Pv/ObNm0Xt2rWFjY2N8PLyEtOmTRNLlizJMo1gTr/zz/7fCCHEnTt3xIcffijKly8vrKyshLu7u+jfv7+4fft2lu07duyYZYpRMh9FiAK62oaIiIjMZt68eRg5ciTi4uKynfVCzUJDQ/HOO+/gyJEjRjMSFWVdu3bFqVOnjL5tlcyHY7iJiIgKOSEEFi9eDH9//yJXbFNW8fHx+PPPP006NSTJ4RhuIiKiQurBgwfYvHkzdu/ejVOnTuG3334zd5fIjGJjYxEREYGff/4ZxYsXx+DBg83dJfr/WHATEREVUrdu3UKvXr3g7OyML774wnBxIBVNe/bswTvvvIMKFSpg2bJl2c41TubBMdxERERERCbEMdxERERERCbEgpuIiIiIyIQ4hpvIzPR6PW7cuIESJUoUyNdOExERkekJIXD//n2UK1cOGk3u57BZcBOZ2Y0bN+Dh4WHubhAREVE+XL16Fe7u7rm2YcFNZGYlSpQAkPELm/k14/R/dDodLl68iMqVK0Or1Zq7OxaPeclhXvKYmRzmJacw5ZWcnAwPDw/D+3huWHATmVnmMBJHR0cW3NlIT0+HTqdDiRIlUKwYX7Keh3nJYV7ymJkc5iWnMOaVl+GgvGiSiIiIiMiEWHATEREREZkQC24ismgajQbe3t7PvQKcMjAvOcxLHjOTw7zkqDUvftMkkZklJyfDyckJSUlJHMNNRERUSMi8f6vrzwciUh2dToeoqCjodDpzd6VQYF5ymJc8ZiaHeclRa14suInIogkh8OjRI/DDuLxhXnKYlzxmJod5yVFrXiy4iYiIiIhMiAU3EREREZEJseAmIoum1WpRvXp1i//GMUvBvOQwL3nMTA7zkqPWvArHV/gQmUFwcDASExOxadMmc3clX3Q6YN8+ID4ecHMD/PyAwvj6pSgKnJ2dzd2NQoN5yWFe8piZHOYlR6158Qw3WYzg4GB06dLlpR83Li4OiqIgMjLypR/bVMLCAC8voGVLoFevjJ9eXhnLC5v09HQcOXIE6enp5u5KocC85DAvecxMDvOSo9a8WHATqUxYGNC9O3DtmvHy69czlhfGoltt00OZGvOSw7zkMTM5zEuOGvNiwU2FwunTp9GhQwc4ODigbNmy6Nu3L27fvm1Yv379evj6+sLW1halS5dGmzZt8ODBAwCAXq/HhAkT4O7uDmtra9StWxfbtm0zbFuxYkUAQL169aAoClq0aGF07JkzZ8LNzQ2lS5fG0KFD8eTJE8O6e/fuoV+/fihZsiTs7OzQoUMHXLhwwYRJ5E6nA4YPB7KbTSlz2YgRGe2IiIjo5WDBTRYvMTERrVq1Qr169XD06FFs27YNN2/eRI8ePQAA8fHx6NmzJ959911ER0cjPDwcQUFBhjk8582bh1mzZmHmzJk4efIkAgIC8MYbbxgK48OHDwMAdu7cifj4eIQ9dQp49+7diImJwe7du7Fs2TKEhoYiNDTUsD44OBhHjx7F5s2bcfDgQQgh0LFjR6Oi/FmpqalITk42uhWUffuyntl+mhDA1asZ7YiIiOglEUQWon///iIwMDDL8okTJ4p27doZLbt69aoAIM6dOyeOHTsmAIi4uLhs91uuXDkxadIko2WNGjUSQ4YMEUIIERsbKwCIEydOZOmPp6enSE9PNyx78803xVtvvSWEEOL8+fMCgIiIiDCsv337trC1tRXr1q3L8XGOHTtWAMhyS0pKynGbvFq1SoiMsjr326pVL3yol0av14sHDx4IvV5v7q4UCsxLDvOSx8zkMC85hSmvpKSkPL9/8ww3WbyoqCjs3r0bDg4Ohlv16tUBADExMahTpw5at24NX19fvPnmm/jpp59w7949AEBycjJu3LiBZs2aGe2zWbNmiI6Ofu6xa9asaTQ1kZubGxISEgAA0dHRKFasGBo3bmxYX7p0aVSrVi3XfY8ePRpJSUmG29WrV/MexnO4uRVsO0thZWVl7i4UKsxLDvOSx8zkMC85asyLBTdZvJSUFHTu3BmRkZFGtwsXLqB58+bQarXYsWMHtm7dCh8fH3z33XeoVq0aYmNjX/jYxYsXN7qvKAr0ev0L7dPa2hqOjo5Gt4Li5we4uwOKkv16RQE8PDLaFRY6nQ5Hjx5V5UU0psC85DAvecxMDvOSo9a8WHCTxatfvz7+/fdfeHl5oXLlykY3e3t7ABmFcLNmzTB+/HicOHECVlZW2LhxIxwdHVGuXDlEREQY7TMiIgI+Pj4A/u8vadlf7ho1aiA9PR2HDh0yLLtz5w7OnTtn2PfLptUC8+Zl/PvZojvz/ty5hXM+biIiosKKBTdZlKSkpCxnsgcNGoS7d++iZ8+eOHLkCGJiYrB9+3a888470Ol0OHToECZPnoyjR4/iypUrCAsLw61bt1CjRg0AwCeffIJp06Zh7dq1OHfuHD7//HNERkZi+PDhAIAyZcrA1tbWcDFmUlJSnvpapUoVBAYGYuDAgdi/fz+ioqLQp08flC9fHoGBgSbL6HmCgoD164Hy5Y2Xu7tnLA8KMk+/iIiIiip+0yRZlPDwcNSrV89o2YABAxAREYHPPvsM7dq1Q2pqKjw9PdG+fXtoNBo4Ojpi7969mDt3LpKTk+Hp6YlZs2ahQ4cOAIBhw4YhKSkJo0aNQkJCAnx8fLB582ZUqVIFAFCsWDF8++23mDBhAr7++mv4+fkhPDw8T/1dunQphg8fjtdffx1paWlo3rw5tmzZkmUoyssWFAQEBqrjmyaJiIgKO0WI7GbsJaKXJTk5GU5OTkhKSirQ8dxqIYSATqeDVquFktPgdDJgXnKYlzxmJod5ySlMecm8f3NICRFZvLS0NHN3oVBhXnKYlzxmJod5yVFjXiy4icii6XQ6nDx5UnVXrJsK85LDvOQxMznMS45a82LBTURERERkQiy4iYiIiIhMiAU3EVk8LadXkcK85DAvecxMDvOSo8a8OEsJkZlxlhIiIqLCh7OUEJFqCCGQmJgInhvIG+Ylh3nJY2ZymJcctebFgpuILJpOp8PZs2dVd8W6qTAvOcxLHjOTw7zkqDUvFtxERERERCbEgpuIiIiIyIRYcBORRVMUBba2thb/Fb+WgnnJYV7ymJkc5iVHrXlxlhIiM+MsJURERIUPZykhItXQ6/VISEiAXq83d1cKBeYlh3nJY2ZymJcctebFgpuILJper8elS5dU9+JrKsxLDvOSx8zkMC85as2LBTcRERERkQmx4CYiIiIiMiEW3ERk0RRFgZOTk+quWDcV5iWHecljZnKYlxy15sVZSojMjLOUEBERFT6cpYSIVEOv1+PatWuqu4DGVJiXHOYlj5nJYV5y1JoXC24ismhqffE1FeYlh3nJY2ZymJcctebFgpuIiIiIyIRYcBMRERERmRALbiKyaBqNBi4uLtBo+HKVF8xLDvOSx8zkMC85as2Ls5QQmRlnKSEiIip8OEsJEamGXq9HTEyM6i6gMRXmJYd5yWNmcpiXHLXmxYLbAnh5eWHu3LkvvJ9x48ahbNmyUBQFmzZtMvnx1GLcuHGoW7durm2Cg4PRpUsXw/0WLVpgxIgRJu0XZdDr9bh165bqXnyzo9MB4eHA6tUZP3U6+X0UpbwKAvOSx8zkMC85as1LVQX3f//9h48++gje3t6wtraGh4cHOnfujF27dhXoccxVbF27dg1WVlaoVatWlnXR0dEYP348Fi1ahPj4eHTo0CHH/Rw5cgSDBg0yZVefa9y4cVAUBYqiQKvVwsPDA4MGDcLdu3fN2q+8CgsLw8SJE83dDVKRsDDAywto2RLo1Svjp5dXxnIiIircVFNwx8XFoUGDBvj7778xY8YMnDp1Ctu2bUPLli0xdOjQl94fIQTS09MLdJ+hoaHo0aMHkpOTcejQIaN1MTExAIDAwEC4urrC2to6y/ZpaWkAABcXF9jZ2RVo3/KjZs2aiI+Px5UrV7B06VJs27YNH3zwgbm7lSelSpVCiRIlzN0NUomwMKB7d+DaNePl169nLGfRTURUuKmm4B4yZAgURcHhw4fRrVs3VK1aFTVr1sTHH3+Mf/75x9AuMTER7733HlxcXODo6IhWrVohKirKsD5zeMHy5cvh5eUFJycnvP3227h//z6AjKEFe/bswbx58wxnaOPi4hAeHg5FUbB161Y0aNAA1tbW2L9/P2JiYhAYGIiyZcvCwcEBjRo1ws6dO6UfnxACS5cuRd++fdGrVy8sXrzYqM+dO3cGkHF1r6Iohr526dIFkyZNQrly5VCtWjUAWYeUJCYmYvDgwShbtixsbGxQq1Yt/PHHHwCAO3fuoGfPnihfvjzs7Ozg6+uL1atXG/WtRYsWGDZsGD799FOUKlUKrq6uGDdu3HMfU7FixeDq6ory5cujTZs2ePPNN7Fjxw6jNj///DNq1KgBGxsbVK9eHd9//71hXVxcHBRFwZo1a9C0aVND3/fs2WNoExoaCmdnZ6N9btq0yZDR0xYtWgQPDw/Y2dmhR48eSEpKyrHvz37KkZqais8++wweHh6wtrZG5cqVjf6PKP80Gg3c3d1Vd8V6Jp0OGD4cyO7y9cxlI0bkfXiJ2vMqaMxLHjOTw7zkqDUvVTyau3fvYtu2bRg6dCjs7e2zrH+64HrzzTeRkJCArVu34tixY6hfvz5at25tNJQhJiYGmzZtwh9//IE//vgDe/bswdSpUwEA8+bNQ5MmTTBw4EDEx8cjPj4eHh4ehm0///xzTJ06FdHR0ahduzZSUlLQsWNH7Nq1CydOnED79u3RuXNnXLlyReox7t69Gw8fPkSbNm3Qp08frFmzBg8ePAAAhISEYOnSpQBg6FOmXbt24dy5c9ixY4ehiH6aXq9Hhw4dEBERgRUrVuDMmTOYOnUqtFotAODx48do0KAB/vzzT5w+fRqDBg1C3759cfjwYaP9LFu2DPb29jh06BCmT5+OCRMmZCmecxMXF4ft27fDysrKsGzlypX4+uuvMWnSJERHR2Py5MkYM2YMli1bZrTtJ598glGjRuHEiRNo0qQJOnfujDt37uT52ABw8eJFrFu3Dr///ju2bduGEydOYMiQIXnevl+/fli9ejW+/fZbREdHY9GiRXBwcMi2bWpqKpKTk41ulDO1vvhm2rcv65ntpwkBXL2a0S4v1J5XQWNe8piZHOYlR7V5CRU4dOiQACDCwsJybbdv3z7h6OgoHj9+bLS8UqVKYtGiRUIIIcaOHSvs7OxEcnKyYf0nn3wiGjdubLjv7+8vhg8fbrSP3bt3CwBi06ZNz+1vzZo1xXfffWe47+npKebMmZPrNr169RIjRoww3K9Tp45YunSp4f7GjRvFs/+d/fv3F2XLlhWpqalGy58+3vbt24VGoxHnzp17br8zderUSYwaNcpw39/fX/zvf/8zatOoUSPx2Wef5biPsWPHCo1GI+zt7YWNjY0AIACI2bNnG9pUqlRJrFq1ymi7iRMniiZNmgghhIiNjRUAxNSpUw3rnzx5Itzd3cW0adOEEEIsXbpUODk5Ge3j2azGjh0rtFqtuHbtmmHZ1q1bhUajEfHx8UKIjCwDAwONHnPmc+DcuXMCgNixY0eOj/fZx575eJ++JSUl5Wn7oiY9PV2cOXNGpKenm7srJrFqlRAZZXXut2d+FXKk9rwKGvOSx8zkMC85hSmvpKSkPL9/FzNHkV/QRB6nEo+KikJKSgpKly5ttPzRo0eGMdBAxpCLp8fnurm5ISEhIU/HaNiwodH9lJQUjBs3Dn/++Sfi4+ORnp6OR48eSZ3hTkxMRFhYGPbv329Y1qdPHyxevBjBwcG5buvr62t01vhZkZGRcHd3R9WqVbNdr9PpMHnyZKxbtw7Xr19HWloaUlNTs4wBr127ttH9vGRWrVo1bN68GY8fP8aKFSsQGRmJjz76CADw4MEDxMTEYMCAARg4cKBhm/T0dDg5ORntp0mTJoZ/FytWDA0bNkR0dHSux35WhQoVUL58eaN96vV6nDt3Dq6urrluGxkZCa1WC39//zwda/To0fj4448N95OTk40+JSFjQggkJSXl+fe8sHFzK9h2as+roDEvecxMDvOSo9a8VFFwV6lSBYqi4OzZs7m2S0lJgZubG8LDw7Ose3rYSfHixY3WKYqS5+lpnh3SEhISgh07dmDmzJmoXLkybG1t0b17d8MFjHmxatUqPH78GI0bNzYsE0JAr9fj/PnzORbL2fXnWba2trmunzFjBubNm4e5c+fC19cX9vb2GDFiRJb+5yczKysrVK5cGQAwdepUdOrUCePHj8fEiRORkpICAPjpp5+MHjcAw3CXvNBoNFl+aZ88eZLn7fPieRk+y9raOtuLWqlo8vMD3N0zLpDM7v1FUTLW+/m9/L4REVHBUMUAmVKlSiEgIAALFiwwjGt+WmJiIgCgfv36+O+//1CsWDFUrlzZ6PbKK6/k+XhWVlbQ5fEKpoiICAQHB6Nr167w9fWFq6sr4uLi8nwsAFi8eDFGjRqFyMhIwy0qKgp+fn5YsmSJ1L6eVbt2bVy7dg3nz5/Psf+BgYHo06cP6tSpA29v7xzbvqivvvoKM2fOxI0bN1C2bFmUK1cOly5dyvJ/VbFiRaPtnr4oNj09HceOHUONGjUAZMzIcv/+faPnRWRkZJZjX7lyBTdu3DDap0ajMVxomhtfX1/o9XqjizWJ8kqrBebNy/j3s9fyZt6fOzejHRERFU6qKLgBYMGCBdDpdHj11VexYcMGXLhwAdHR0fj2228NQw7atGmDJk2aoEuXLvjrr78QFxeHAwcO4Msvv8TRo0fzfCwvLy8cOnQIcXFxuH37dq5ncqtUqYKwsDBDkdyrVy+pydwjIyNx/PhxvPfee6hVq5bRrWfPnli2bNkLTT/o7++P5s2bo1u3btixYwdiY2OxdetWbNu2zdD/HTt24MCBA4iOjsbgwYNx8+bNfB8vN02aNEHt2rUxefJkAMD48eMxZcoUfPvttzh//jxOnTqFpUuXYvbs2UbbLViwABs3bsTZs2cxdOhQ3Lt3D++++y4AoHHjxrCzs8MXX3yBmJgYrFq1CqGhoVmObWNjg/79+yMqKgr79u3DsGHD0KNHj+cOJwEyng/9+/fHu+++i02bNiE2Nhbh4eFYt27di4dC0Gg08Pb2Vt8FNE8JCgLWrweeGtUEIOPM9vr1GevzqijkVZCYlzxmJod5yVFrXqp5NN7e3jh+/DhatmyJUaNGoVatWmjbti127dqFhQsXAsgY5rBlyxY0b94c77zzDqpWrYq3334bly9fRtmyZfN8rJCQEGi1Wvj4+MDFxSXX8dizZ89GyZIl0bRpU3Tu3BkBAQGoX79+no+1ePFi+Pj4oHr16lnWde3aFQkJCdiyZUue95edDRs2oFGjRujZsyd8fHzw6aefGs7gf/XVV6hfvz4CAgLQokULuLq6Gn3jYkEbOXIkfv75Z1y9ehXvvfcefv75ZyxduhS+vr7w9/dHaGholjPcU6dOxdSpU1GnTh3s378fmzdvNnxiUapUKaxYsQJbtmwxTGmY3ZSFlStXRlBQEDp27Ih27dqhdu3aRlMQPs/ChQvRvXt3DBkyBNWrV8fAgQOz/bSF5Gk0GpQpU0Z1L77PCgoC4uKA3buBVasyfsbGyhXbQNHJq6AwL3nMTA7zkqPWvBShtlHpVGTExcWhYsWKOHHixHO/mt2SJScnw8nJCUlJSXB0dDR3dyyOTqfD6dOnUatWLanx+0UV85LDvOQxMznMS05hykvm/Vtdfz4QkeoIIfDo0SPVXbFuKsxLDvOSx8zkMC85as2LBTcRERERkQmpYlpAKpq8vLxU9xcwERERqQ/PcBORRdNqtahevbrFj+WzFMxLDvOSx8zkMC85as2LZ7iJyKIpimL0xVSUO+Ylh3nJY2ZymJcctebFM9xEZNHS09Nx5MiRF5pvvihhXnKYlzxmJod5yVFrXiy4icji5fWbXSkD85LDvOQxMznMS44a82LBTURERERkQiy4iYiIiIhMiN80SWRm/KbJ3GV+CYKtrS0URTF3dywe85LDvOQxMznMS05hyovfNElEqmJlZWXuLhQqzEsO85LHzOQwLzlqzIsFNxFZNJ1Oh6NHj6ryIhpTYF5ymJc8ZiaHeclRa14suImIiIiITIgFNxERERGRCbHgJiIiIiIyIc5SQmRmnKUkd0II6HQ6aLVai79i3RIwLznMSx4zk8O85BSmvDhLCRGpSlpamrm7UKgwLznMSx4zk8O85KgxLxbcRGTRdDodTp48qbor1k2FeclhXvKYmRzmJUetebHgJiIiIiIyIRbcREREREQmxIKbiCyeVqs1dxcKFeYlh3nJY2ZymJccNebFWUqIzIyzlBARERU+nKWEiFRDCIHExETw3EDeMC85zEseM5PDvOSoNS8W3ERk0XQ6Hc6ePau6K9ZNhXnJYV7ymJkc5iVHrXmx4CYiIiIiMiEW3ES5CA0NhbOzs9Q2LVq0wIgRI0zSHyIiIip8WHCTWQUHB0NRlCy39u3bv/S+eHl5Ye7cuUbL3nrrLZw/f15qP2FhYZg4cWIB9qxoUxQFtra2Fv8Vv5Yiu7x0OiA8HFi9OuOnyj6pfSF8fsljZnKYlxy15lXM3B0gat++PZYuXWq0zNra2ky9MWZrawtbW1upbUqVKmWi3hRNWq0WderUMXc3Co1n8woLA4YPB65d+7827u7AvHlAUJAZOmhh+PySx8zkMC85as2LZ7jJ7KytreHq6mp0K1myJIQQGDduHCpUqABra2uUK1cOw4YNAwDMnz8ftWrVMuxj06ZNUBQFP/zwg2FZmzZt8NVXXwEAYmJiEBgYiLJly8LBwQGNGjXCzp07DW1btGiBy5cvY+TIkYaz7EDWISXjxo1D3bp1sXz5cnh5ecHJyQlvv/027t+/b7QvDikpOHq9HgkJCdDr9ebuSqHwdF5hYUD37sbFNgBcv56xPCzMPH20JHx+yWNmcpiXHLXmxYKbLNaGDRswZ84cLFq0CBcuXMCmTZvg6+sLAPD398eZM2dw69YtAMCePXvwyiuvIDw8HADw5MkTHDx4EC1atAAApKSkoGPHjti1axdOnDiB9u3bo3Pnzrhy5QqAjGEg7u7umDBhAuLj4xEfH59jv2JiYrBp0yb88ccf+OOPP7Bnzx5MnTrVdEEUcXq9HpcuXVLdi6+pZOaVnq7H8OFAdjNrZS4bMYLDS/j8ksfM5DAvOWrNiwU3md0ff/wBBwcHo9vkyZNx5coVuLq6ok2bNqhQoQJeffVVDBw4EABQq1YtlCpVCnv27AEAhIeHY9SoUYb7hw8fxpMnT9C0aVMAQJ06dTB48GDUqlULVapUwcSJE1GpUiVs3rwZQMYwEK1WixIlShjOsudEr9cjNDQUtWrVgp+fH/r27Ytdu3bl+fGmpqYiOTnZ6EZU0CIisp7ZfpoQwNWrwL59L69PRERFFQtuMruWLVsiMjLS6Pb+++/jzTffxKNHj+Dt7Y2BAwdi48aNSE9PB5BxUUXz5s0RHh6OxMREnDlzBkOGDEFqairOnj2LPXv2oFGjRrCzswOQcYY7JCQENWrUgLOzMxwcHBAdHW04wy3Dy8sLJUqUMNx3c3NDQkJCnrefMmUKnJycDDcPDw/pPhA9z3//5a1dLh/mEBFRAWHBTWZnb2+PypUrG91KlSoFDw8PnDt3Dt9//z1sbW0xZMgQNG/eHE+ePAGQMVY6PDwc+/btQ7169eDo6Ggowvfs2QN/f3/DMUJCQrBx40ZMnjwZ+/btQ2RkJHx9fZGWlibd3+LFixvdVxRF6qOv0aNHIykpyXC7evWqdB+KEkVR4OTkpLor1k0lMy9X17zl5eZm4g5ZOD6/5DEzOcxLjlrzYsFNFs3W1hadO3fGt99+i/DwcBw8eBCnTp0C8H/juH/99VfDWO0WLVpg586diIiIMCwDgIiICAQHB6Nr167w9fWFq6sr4uLijI5lZWX1Ur7ZytraGo6OjkY3yplWq0WNGjWg1WrN3ZVCITOv5s21cHcHcnrPUhTAwwPw83u5/bM0fH7JY2ZymJcctebFgpvMLjU1Ff/995/R7fbt2wgNDcXixYtx+vRpXLp0CStWrICtrS08PT0BALVr10bJkiWxatUqo4J706ZNSE1NRbNmzQzHqFKlCsLCwhAZGYmoqCj06tUry1lpLy8v7N27F9evX8ft27df2uOn3On1ely7dk11F9CYSmZeiqLHvHkZy54tujPvz50LqOw9TRqfX/KYmRzmJUetebHgJrPbtm0b3NzcjG7/+9//4OzsjJ9++gnNmjVD7dq1sXPnTvz+++8oXbo0gIyPnfz8/KAoCv73v/8ByCjCHR0d0bBhQ9jb2xuOMXv2bJQsWRJNmzZF586dERAQgPr16xv1Y8KECYiLi0OlSpXg4uLy8gKgXKn1xddUns4rKAhYvx4oX964jbt7xnLOw83nV34wMznMS45a81KEyG7SKCJ6WZKTk+Hk5ISkpCQOL8lGeno6jh49ioYNG6JYMX5X1/Nkl5dOlzEbSXx8xphtPz+e2c7E55c8ZiaHeckpTHnJvH9b9iMhIqIXptUCT13SQERELxmHlBCRRdNoNHBxcYFGw5ervGBecpiXPGYmh3nJUWteHFJCZGYcUkJERFT4yLx/q+vPByJSHb1ej5iYGNVdQGMqzEsO85LHzOQwLzlqzYsFNxFZNL1ej1u3bqnuxddUmJcc5iWPmclhXnLUmhcLbiIiIiIiE2LBTURERERkQiy4iciiaTQauLu7q+6KdVNhXnKYlzxmJod5yVFrXpylhMjMOEsJERFR4cNZSohINXQ6HaKjo6HT6czdlUKBeclhXvKYmRzmJUetebHgJiKLJoRAUlIS+GFc3jAvOcxLHjOTw7zkqDUvFtxERERERCbEgpuIiIiIyIRYcBORRdNoNPD29lbdFeumwrzkMC95zEwO85Kj1rw4SwmRmXGWEiIiosKHs5QQkWrodDpERUWp7op1U2FecpiXPGYmh3nJUWteLLiJyKIJIfDo0SPVXbFuKsxLDvOSx8zkMC85as2LBTcRERERkQmx4CYiIiIiMiEW3ERk0bRaLapXrw6tVmvurhQKzEsO85LHzOQwLzlqzauYuTtARJQbRVHg7Oxs7m4UGsxLDvOSx8zkMC85as2LZ7iJyKKlp6fjyJEjSE9PN3dXCgXmJYd5yWNmcpiXHLXmxYKbiCye2qaHMjXmJYd5yWNmcpiXHDXmxYKbiIiIiMiEWHATEREREZkQv9qdyMz41e65y/wSBFtbWyiKYu7uWDzmJYd5yWNmcpiXnMKUF7/anSgPFEXBpk2bCny/wcHB6NKlS4HvtyizsrIydxcKleflpdMB4eHA6tUZP1U4XFIKn1/ymJkc5iVHjXmx4CbV+u+///DRRx/B29sb1tbW8PDwQOfOnbFr1y5zd40k6HQ6HD16VJUX0ZjC8/IKCwO8vICWLYFevTJ+enllLC+K+PySx8zkMC85as2L83CTKsXFxaFZs2ZwdnbGjBkz4OvriydPnmD79u0YOnQozp49a+4uEr10YWFA9+7AswMJr1/PWL5+PRAUZJ6+ERGpGc9wkyoNGTIEiqLg8OHD6NatG6pWrYqaNWvi448/xj///GNod/v2bXTt2hV2dnaoUqUKNm/ebFin0+kwYMAAVKxYEba2tqhWrRrmzZtndBydToePP/4Yzs7OKF26ND799FPwsgiyRDodMHx41mIb+L9lI0ZweAkRkSmw4CbVuXv3LrZt24ahQ4fC3t4+y/qnv8Fq/Pjx6NGjB06ePImOHTuid+/euHv3LgBAr9fD3d0dv/76K86cOYOvv/4aX3zxBdatW2fYftasWQgNDcWSJUuwf/9+3L17Fxs3bsy1f6mpqUhOTja6EZnavn3AtWs5rxcCuHo1ox0RERUszlJCqnP48GE0btwYYWFh6Nq1a47tFEXBV199hYkTJwIAHjx4AAcHB2zduhXt27fPdpsPP/wQ//33H9avXw8AKFeuHEaOHIlPPvkEQMY3ZFWsWBENGjTI8YLMcePGYfz48VmWc5aS7AkhoNPpoNVqLf6KdUuQU16rV2eM2X6eVauAnj1N2EELw+eXPGYmh3nJKUx5cZYSKtJk/oasXbu24d/29vZwdHREQkKCYdmCBQvQoEEDuLi4wMHBAT/++COuXLkCIKNAjo+PR+PGjQ3tixUrhoYNG+Z6zNGjRyMpKclwu3r1ap77W1SlpaWZuwuFSnZ5ubnlbdu8tlMTPr/kMTM5zEuOGvNiwU2qU6VKFSiKkqcLI4sXL250X1EU6PV6AMCaNWsQEhKCAQMG4K+//kJkZCTeeeedF34hsLa2hqOjo9GNcqbT6XDy5EnVXbFuKjnl5ecHuLsDOZ0wUhTAwyOjXVHC55c8ZiaHeclRa14suEl1SpUqhYCAACxYsAAPHjzIsj4xMTFP+4mIiEDTpk0xZMgQ1KtXD5UrV0ZMTIxhvZOTE9zc3HDo0CHDsvT0dBw7duyFHwNRQdNqgcxrfp8tujPvz52b0Y6IiAoWC25SpQULFkCn0+HVV1/Fhg0bcOHCBURHR+Pbb79FkyZN8rSPKlWq4OjRo9i+fTvOnz+PMWPG4MiRI0Zthg8fjqlTp2LTpk04e/YshgwZkueCnuhlCwrKmPqvfHnj5e7unBKQiMiUOA83qZK3tzeOHz+OSZMmYdSoUYiPj4eLiwsaNGiAhQsX5mkfgwcPxokTJ/DWW29BURT07NkTQ4YMwdatWw1tMvfdv39/aDQavPvuu+jatSuSkpJM9dCKJC1Pu0rJLa+gICAwMGM2kvj4jDHbfn5F+8w2n1/ymJkc5iVHjXlxlhIiM5O5ypmIiIgsA2cpISLVEEIgMTGRXyiUR8xLDvOSx8zkMC85as2LBTcRWTSdToezZ8+q7op1U2FecpiXPGYmh3nJUWteLLiJiIiIiEyIBTcRERERkQmx4CYii6YoCmxtbS3+K34tBfOSw7zkMTM5zEuOWvPiLCVEZsZZSoiIiAofzlJCRKqh1+uRkJAAvV5v7q4UCsxLDvOSx8zkMC85as2LBTcRWTS9Xo9Lly6p7sXXVJiXHOYlj5nJYV5y1JoXC24iIiIiIhNiwU1EREREZEIsuInIoimKAicnJ9VdsW4qzEsO85LHzOQwLzlqzYuzlBCZGWcpISIiKnw4SwkRqYZer8e1a9dUdwGNqTAvOcxLHjOTw7zkqDUvFtxEZNHU+uJrKsxLDvOSx8zkMC85as2LBTcRERERkQmx4CYiIiIiMiEW3ERk0TQaDVxcXKDR8OUqL5iXHOYlj5nJYV5y1JoXZykhMjPOUkJERFT4cJYSIlINvV6PmJgY1V1AYyrMSw7zksfM5DAvOWrNiwU3EVk0vV6PW7duqe7F11SYlxzmJY+ZyWFectSaFwtuIiIiIiITYsFNRERERGRCLLiJyKJpNBq4u7ur7op1U2FecpiXPGYmh3nJUWtenKWEyMw4SwkREVHhY/JZSvr374+9e/fmq3NERDJ0Oh2io6Oh0+nM3ZVCgXnJYV7ymJkc5iVHrXnlq+BOSkpCmzZtUKVKFUyePBnXr18v6H4R5VloaCicnZ1VdyzKIIRAUlIS+GFc3hTWvHQ6IDwcWL064+fLeq8trHmZEzOTw7zkqDWvfBXcmzZtwvXr1/HBBx9g7dq18PLyQocOHbB+/Xo8efKkoPtIRVhwcDAURcHUqVONlm/atAmKogAA3nrrLZw/f/6l9OdlHouoqAgLA7y8gJYtgV69Mn56eWUsJyJSg3yPSHdxccHHH3+MqKgoHDp0CJUrV0bfvn1Rrlw5jBw5EhcuXCjIflIRZmNjg2nTpuHevXvZrre1tUWZMmVM3o8nT568tGMRFRVhYUD37sC1a8bLr1/PWM6im4jU4IUvAY2Pj8eOHTuwY8cOaLVadOzYEadOnYKPjw/mzJlTEH2kIq5NmzZwdXXFlClTsl2f3TCPb775BmXKlEGJEiXw3nvv4fPPP0fdunWN2vz888+oUaMGbGxsUL16dXz//feGdXFxcVAUBWvXroW/vz9sbGywcuXKLMeKiYlBYGAgypYtCwcHBzRq1Ag7d+4sqIdOyLhi3dvbW3VXrJtKYcpLpwOGDwey++Q4c9mIEaYdXlKY8rIUzEwO85Kj1rzy9WiePHmCDRs24PXXX4enpyd+/fVXjBgxAjdu3MCyZcuwc+dOrFu3DhMmTCjo/lIRpNVqMXnyZHz33Xe49uxpsGysXLkSkyZNwrRp03Ds2DFUqFABCxcuzNLm66+/xqRJkxAdHY3JkydjzJgxWLZsmVG7zz//HMOHD0d0dDQCAgKyHCslJQUdO3bErl27cOLECbRv3x6dO3fGlStXcuxfamoqkpOTjW6UM41GgzJlyqjuxddUClNe+/ZlPbP9NCGAq1cz2plKYcrLUjAzOcxLjlrzytejcXNzw8CBA+Hp6YnDhw/j6NGjeP/9942mRGnZsiUvLqMC07VrV9StWxdjx459btvvvvsOAwYMwDvvvIOqVavi66+/hq+vr1GbsWPHYtasWQgKCkLFihURFBSEkSNHYtGiRUbtRowYYWjj5uaW5Vh16tTB4MGDUatWLVSpUgUTJ05EpUqVsHnz5hz7N2XKFDg5ORluHh4eeUyhaNLpdIiKilLdFeumUpjyio8v2Hb5UZjyshTMTA7zkqPWvPJVcM+ZMwc3btzAggULsnxMn8nZ2RmxsbEv0jciI9OmTcOyZcsQHR2da7tz587h1VdfNVr29P0HDx4gJiYGAwYMgIODg+H2zTffICYmxmi7hg0b5nqslJQUhISEoEaNGnB2doaDgwOio6NzPcM9evRoJCUlGW5Xr17N9RhFnRACjx49Ut0V66ZSmPLK5m/YF2qXH4UpL0vBzOQwLzlqzauY7AZPnjzBO++8g3r16qFWrVqm6BNRtpo3b46AgACMHj0awcHB+d5PSkoKAOCnn35C48aNjdZptVqj+/b29rnuKyQkBDt27MDMmTNRuXJl2Nraonv37khLS8txG2tra1hbW+ez90Tq4ecHuLtnXCCZ3XuromSs9/N7+X0jIipI0gV38eLFUaFCBdWd6qfCYerUqahbty6qVauWY5tq1arhyJEj6Nevn2HZkSNHDP8uW7YsypUrh0uXLqF3794v1J+IiAgEBweja9euADKK+bi4uBfaJ1FRodUC8+ZlzEaiKMZF9/+f9RNz52a0IyIqzPI1pOTLL7/EF198gbt37xZ0f4hy5evri969e+Pbb7/Nsc1HH32ExYsXY9myZbhw4QK++eYbnDx50jBvNwCMHz8eU6ZMwbfffovz58/j1KlTWLp0KWbPni3VnypVqiAsLAyRkZGIiopCr169oNfr8/34KCutVovq1atn+fSBslfY8goKAtavB8qXN17u7p6xPCjItMcvbHlZAmYmh3nJUWte0me4AWD+/Pm4ePEiypUrB09Pzywfux8/frxAOkeUnQkTJmDt2rU5ru/duzcuXbqEkJAQPH78GD169EBwcDAOHz5saPPee+/Bzs4OM2bMwCeffAJ7e3v4+vpixIgRUn2ZPXs23n33XTRt2hSvvPIKPvvsM846UsAUReEF2BIKY15BQUBgYMZsJPHxGWO2/fxezpntwpiXuTEzOcxLjlrzUkQ+RqWPGzfO6Gzhs/IykwTRy9S2bVu4urpi+fLl5u5KFsnJyXByckJSUpLRTD+UIT09HSdOnEC9evVQrFi+zhEUKcxLDvOSx8zkMC85hSkvmffvfD2ScePG5Wczopfi4cOH+OGHHxAQEACtVovVq1dj586d2LFjh7m7RvnEa0bkMC85zEseM5PDvOSoMa98jeH29vbGnTt3sixPTEyEt7f3C3eK6EUoioItW7agefPmaNCgAX7//Xds2LABbdq0MXfXiIiIqAjK1xnuuLi4bP/6SE1NzdM3ARKZkq2tLb9enYiIiCyGVMH99Lfnbd++HU5OTob7Op0Ou3btQsWKFQuud0RU5Gm1WtSuXVt1V6ybCvOSw7zkMTM5zEuOWvOSKri7dOkCIOMj+/79+xutK168OLy8vDBr1qwC6xwREQBYWVmZuwuFCvOSw7zkMTM5zEuOGvOSGsOt1+uh1+tRoUIFJCQkGO7r9Xqkpqbi3LlzeP31103VVyIqgnQ6HY4eParKi2hMgXnJYV7ymJkc5iVHrXnlawx3bGxsQfeDiIiIiEiV8j3B4a5du7Br1y7Dme6nLVmy5IU7RkRERESkBvkquMePH48JEyagYcOGcHNzy/VLcIiIiIiIirJ8fdOkm5sbpk+fjr59+5qiT0RFCr9pMndCCOh0Omi1Wv5xnwfMSw7zksfM5DAvOYUpL5n373x98U1aWhqaNm2ar84REclKS0szdxcKFeYlh3nJY2ZymJccNeaVr4L7vffew6pVqwq6L0REWeh0Opw8eVJ1V6ybCvOSw7zkMTM5zEuOWvPK1xjux48f48cff8TOnTtRu3ZtFC9e3Gj97NmzC6RzRERERESFXb4K7pMnT6Ju3boAgNOnTxuts/TxNkREREREL1O+Cu7du3cXdD+IiHKktq/4NTXmJYd5yWNmcpiXHDXmla9ZSoio4HCWEiIiosJH5v07X2e4W7ZsmevQkb///js/uyUiykIIgaSkJDg5OXHIWh4wLznMSx4zk8O85Kg1r3zNUlK3bl3UqVPHcPPx8UFaWhqOHz8OX1/fgu4jERVhOp0OZ8+eVd0V66bCvOQwL3nMTA7zkqPWvPJ1hnvOnDnZLh83bhxSUlJeqENERERERGqSrzPcOenTpw+WLFlSkLskIiIiIirUCrTgPnjwIGxsbApyl0RUxCmKAltbW1WN5TMl5iWHecljZnKYlxy15pWvWUqCgoKM7gshEB8fj6NHj2LMmDEYO3ZsgXWQSO04SwkREVHhI/P+na8z3E5OTka3UqVKoUWLFtiyZQuLbSIqUHq9HgkJCdDr9ebuSqHAvOQwL3nMTA7zkqPWvPJ10eTSpUsLuh9ERNnS6/W4dOkSSpUqBY2mQEfBqRLzksO85DEzOcxLjlrzylfBnenYsWOIjo4GANSsWRP16tUrkE4REREREalFvv50SEhIQKtWrdCoUSMMGzYMw4YNQ4MGDdC6dWvcunWroPtIhVx4eDgURUFiYuIL7cfLywtz5859oX2EhobC2dn5hfZBREREJCNfBfdHH32E+/fv499//8Xdu3dx9+5dnD59GsnJyRg2bFhB95EsWGYxndOtZcuWaNq0KeLj4+Hk5GTu7lIhpCiK6r5xzJSYlxzmJa8gMtPpgPBwYPXqjJ8q+44TI3yOyVFrXvkaUrJt2zbs3LkTNWrUMCzz8fHBggUL0K5duwLrHFm+zGL6WZs3b8b777+PIUOGwMrKCq6urmboHamBVqs1eq2h3DEvOcxL3otmFhYGDB8OXLv2f8vc3YF584BnJkFTBT7H5Kg1r3yd4dbr9ShevHiW5cWLF1fdVaWUu8xi+unbvXv3EBISgi+++AJvvvlmliElmcM6/vjjD1SrVg12dnbo3r07Hj58iGXLlsHLywslS5bEsGHDsny16/3799GzZ0/Y29ujfPnyWLBggdH62bNnw9fXF/b29vDw8MCQIUOy/fbTTZs2oUqVKrCxsUFAQACuXr0KAEhKSoJWq8XRo0cBZDzXS5Uqhddee82w7YoVK+Dh4WG4f/XqVfTo0QPOzs4oVaoUAgMDERcXVxDxEjL+D65du8bXljxiXnKYl7wXySwsDOje3bjYBoDr1zOWh4UVUCctCJ9jctSaV74K7latWmH48OG4ceOGYdn169cxcuRItG7dusA6R4VPYmIiAgMD0aJFC0ycODHHdg8fPsS3336LNWvWYNu2bQgPD0fXrl2xZcsWbNmyBcuXL8eiRYuwfv16o+1mzJiBOnXq4MSJE/j8888xfPhw7Nixw7Beo9Hg22+/xb///otly5bh77//xqeffprl2JMmTcIvv/yCiIgIJCYm4u233waQMeVl3bp1ER4eDgA4deoUFEXBiRMnDIX7nj174O/vDwB48uQJAgICUKJECezbtw8RERFwcHBA+/btkZaW9sJ5knpffE2FeclhXvLym5lOl3FmO7tv/8hcNmKE+oaX8DkmR6155avgnj9/PpKTk+Hl5YVKlSqhUqVKqFixIpKTk/Hdd98VdB+pkNDr9ejVqxeKFSuGlStX5jr+6smTJ1i4cCHq1auH5s2bo3v37ti/fz8WL14MHx8fvP7662jZsiV2795ttF2zZs3w+eefo2rVqvjoo4/QvXt3zJkzx7B+xIgRaNmyJby8vNCqVSt88803WLduXZZjz58/H02aNEGDBg2wbNkyHDhwAIcPHwYAtGjRwlBwh4eHo23btqhRowb2799vWJZZcK9duxZ6vR4///wzfH19UaNGDSxduhRXrlwx7ONZqampSE5ONroREandvn1Zz2w/TQjg6tWMdkRqk68x3B4eHjh+/Dh27tyJs2fPAgBq1KiBNm3aFGjnqHD54osvcPDgQRw+fBglSpTIta2dnR0qVapkuF+2bFl4eXnBwcHBaFlCQoLRdk2aNMly/+mZS3bu3IkpU6bg7NmzSE5ORnp6Oh4/foyHDx/Czs4OAFCsWDE0atTIsE316tXh7OyM6OhovPrqq/D398fixYuh0+mwZ88etGvXDq6urggPD0ft2rVx8eJFtGjRAgAQFRWFixcvZnm8jx8/RkxMTLaPfcqUKRg/fnyu+RARqU02l/u8UDuiwkTqDPfff/8NHx8fJCcnQ1EUtG3bFh999BE++ugjNGrUCDVr1sQ+/mlaJK1ZswYzZ87EmjVrUKVKlee2f/YaAEVRsl0m85FSXFwcXn/9ddSuXRsbNmzAsWPHDGO8ZYZ3NG/eHPfv38fx48exd+9etGjRwnDWe8+ePShXrpzhMaakpKBBgwaIjIw0up0/fx69evXKdv+jR49GUlKS4ZY5fpyyp9Fo4OLioqovQDAl5iWHecnLb2ZubgXbrrDgc0yOWvOSOsM9d+5cDBw4MNvvi3dycsLgwYMxe/Zs+Pn5FVgHyfJFRkZiwIABmDp1KgICAkx6rH/++SfL/cyrmY8dOwa9Xo9Zs2YZflGfHU4CAOnp6Th69CheffVVAMC5c+eQmJho2I+zszNq166N+fPno3jx4qhevTrKlCmDt956C3/88YdhOAkA1K9fH2vXrkWZMmWy/b3IjrW1NaytreUffBGl0WiMPg2h3DEvOcxLXn4z8/PLmI3k+vXsx3ErSsZ6tZUQfI7JUWteUn8+REVFoX379jmub9euHY4dO/bCnaLC4/bt2+jSpQtatGiBPn364L///jO6FfQXIUVERGD69Ok4f/48FixYgF9//RXDhw8HAFSuXBlPnjzBd999h0uXLmH58uX44YcfsuyjePHi+Oijj3Do0CEcO3YMwcHBeO211wwFOJAxjnvlypWG4rpUqVKoUaMG1q5da1Rw9+7dG6+88goCAwOxb98+xMbGIjw8HMOGDcO13AYrUp7p9XrExMSo7gIaU2FecpiXvPxmptVmTP0HZBTXT8u8P3duRjs14XNMjlrzkiq4b968me10gJmKFSvGb5osYv78809cvnwZW7ZsgZubW5bb02OlC8KoUaNw9OhR1KtXD9988w1mz55tOKtep04dzJ49G9OmTUOtWrWwcuVKTJkyJcs+7Ozs8Nlnn6FXr15o1qwZHBwcsHbtWqM2/v7+0Ol0hrHaQEYR/uwyOzs77N27FxUqVEBQUBBq1KiBAQMG4PHjx3k+40250+v1uHXrlupefE2FeclhXvJeJLOgIGD9eqB8eePl7u4Zy9U4DzefY3LUmpciRHYf7GSvUqVKmDVrFrp06ZLt+rCwMISEhODSpUsF1T8i1UtOToaTkxOSkpJYpGcjcwhQw4YNUaxYvq7zLlKYlxzmJa8gMtPpMmYjiY/PGLPt56e+M9uZ+ByTU5jyknn/lnokHTt2xJgxY9C+fXvY2NgYrXv06BHGjh2L119/Xb7HREREVGRotcBTHxYSqZ5Uwf3VV18hLCwMVatWxYcffohq1aoBAM6ePYsFCxZAp9Phyy+/NElHiaho0mg0cHd3V90V66bCvOQwL3nMTA7zkqPWvKSGlADA5cuX8cEHH2D79u3I3FRRFAQEBGDBggWoWLGiSTpKpFYcUkJERFT4yLx/S//54OnpiS1btuD27ds4dOgQ/vnnH9y+fRtbtmxhsU1EBU6n0yE6Oho6tX3fs4kwLznMSx4zk8O85Kg1r3yPRi9ZsmSBz0BBRPQsIQSSkpIg+WFckcW85DAvecxMDvOSo9a81DVAhoiIiIjIwrDgJiIiIiIyIRbcRGTRNBoNvL29VXfFuqkwLznMSx4zk8O85Kg1L+lZSoioYHGWEiIiosLHpLOUEBG9TDqdDlFRUaq7Yt1UmJcc5iWPmclhXnLUmhcLbiKyaEIIPHr0SHVXrJsK85LDvOQxMznMS45a82LBTURERERkQiy4iYiIiIhMiAU3EVk0rVaL6tWrQ6vVmrsrhQLzksO85DEzOcxLjlrzyvc3TRIRvQyKosDZ2dnc3Sg0mJcc5iWPmclhXnLUmhfPcBORRUtPT8eRI0eQnp5u7q4UCsxLDvOSx8zkMC85as2LBTcRWTy1TQ9lasxLDvOSx8zkMC85asyLBTcRERERkQmx4CYiIiIiMiF+tTuRmfGr3XOX+SUItra2UBTF3N2xeMxLDvOSx8zkMC85hSkvfrU7EamKlZWVubtQqDAvOcxLHjOTw7zkqDEvFtxEZNF0Oh2OHj2qyotoTIF5yWFe8piZHOYlR615seAmIiIiIjIhFtxERERERCbEgpuIiIiIyIQ4SwmRmXGWktwJIaDT6aDVai3+inVLwLzkMC95zEwO85JTmPLiLCVEBSg0NBTOzs6G++PGjUPdunXN1p+iKC0tzdxdKFSYlxzmJa8oZqbTAeHhwOrVGT9lrukrinm9CDXmxYKbLMatW7fwwQcfoEKFCrC2toarqysCAgIQERFh7q4ZCQkJwa5du8zdjSJDp9Ph5MmTqrti3VSYlxzmJa8oZhYWBnh5AS1bAr16Zfz08spY/jxFMa8Xoda8ipm7A0SZunXrhrS0NCxbtgze3t64efMmdu3ahTt37pi7a0YcHBzg4OBg7m4QEdFLEBYGdO8OPDsA9/r1jOXr1wNBQebpGxUePMNNFiExMRH79u3DtGnT0LJlS3h6euLVV1/F6NGj8cYbbwAArly5gsDAQDg4OMDR0RE9evTAzZs3DfvIHOqxZMkSVKhQAQ4ODhgyZAh0Oh2mT58OV1dXlClTBpMmTTI69uzZs+Hr6wt7e3t4eHhgyJAhSElJybGvzw4pOXLkCNq2bYtXXnkFTk5O8Pf3x/Hjxws2ICIieul0OmD48KzFNvB/y0aMkBteQkUTC26yCJlnjTdt2oTU1NQs6/V6PQIDA3H37l3s2bMHO3bswKVLl/DWW28ZtYuJicHWrVuxbds2rF69GosXL0anTp1w7do17NmzB9OmTcNXX32FQ4cOGbbRaDT49ttv8e+//2LZsmX4+++/8emnn+a57/fv30f//v2xf/9+/PPPP6hSpQo6duyI+/fvZ9s+NTUVycnJRjfKnVarNXcXChXmJYd5ySsqme3bB1y7lvN6IYCrVzPa5aao5FVQVJmXILIQ69evFyVLlhQ2NjaiadOmYvTo0SIqKkoIIcRff/0ltFqtuHLliqH9v//+KwCIw4cPCyGEGDt2rLCzsxPJycmGNgEBAcLLy0vodDrDsmrVqokpU6bk2I9ff/1VlC5d2nB/6dKlwsnJyXB/7Nixok6dOjlur9PpRIkSJcTvv/+e7fqxY8cKAFluSUlJOe6TiIhevlWrhMgoq3O/rVpl7p6SOSQlJeX5/ZtnuMlidOvWDTdu3MDmzZvRvn17hIeHo379+ggNDUV0dDQ8PDzg4eFhaO/j4wNnZ2dER0cblnl5eaFEiRKG+2XLloWPjw80Go3RsoSEBMP9nTt3onXr1ihfvjxKlCiBvn374s6dO3j48GGe+n3z5k0MHDgQVapUgZOTExwdHZGSkoIrV65k23706NFISkoy3K5evZrnjIoiIQQSExMhOINpnjAvOcxLXlHKzM3txdsVpbwKglrzYsFNFsXGxgZt27bFmDFjcODAAQQHB2Ps2LF53r548eJG9xVFyXaZXq8HAMTFxeH1119H7dq1sWHDBhw7dgwLFiwAkPdpifr374/IyEjMmzcPBw4cQGRkJEqXLp3j9tbW1nB0dDS6Uc50Oh3Onj2ruivWTYV5yWFe8opSZn5+gLs7kNN00IoCeHhktMtJUcqrIKg1LxbcZNF8fHzw4MED1KhRA1evXjU6G3zmzBkkJibCx8cn3/s/duwY9Ho9Zs2ahddeew1Vq1bFjRs3pPYRERGBYcOGoWPHjqhZsyasra1x+/btfPeJiIgsg1YLzJuX8e9ni+7M+3PnZrQjyg0LbrIId+7cQatWrbBixQqcPHkSsbGx+PXXXzF9+nQEBgaiTZs28PX1Re/evXH8+HEcPnwY/fr1g7+/Pxo2bJjv41auXBlPnjzBd999h0uXLmH58uX44YcfpPZRpUoVLF++HNHR0Th06BB69+4NW1vbfPeJiIgsR1BQxtR/5csbL3d355SAlHcsuMkiODg4oHHjxpgzZw6aN2+OWrVqYcyYMRg4cCDmz58PRVHw22+/oWTJkmjevDnatGkDb29vrF279oWOW6dOHcyePRvTpk1DrVq1sHLlSkyZMkVqH4sXL8a9e/dQv3599O3bF8OGDUOZMmVeqF/0fxRFga2trcV/xa+lYF5ymJe8ophZUBAQFwfs3g2sWpXxMzY2b8V2UczrRag1L0WobVQ6USGTnJwMJycnJCUlcTw3ERFRISHz/s0z3ERk0fR6PRISEgwXulLumJcc5iWPmclhXnLUmhcLbiKyaHq9HpcuXVLdi6+pMC85zEseM5PDvOSoNS8W3EREREREJsSCm4iIiIjIhFhwE5FFUxQFTk5Oqrti3VSYlxzmJY+ZyWFectSaF2cpITIzzlJCRERU+HCWEiJSDb1ej2vXrqnuAhpTYV5ymJc8ZiaHeclRa14suInIoqn1xddUmJcc5iWPmclhXnLUmhcLbiIiIiIiE2LBTURERERkQiy4iciiaTQauLi4QKPhy1VeMC85zEseM5PDvOSoNS/OUkJkZpylhIiIqPDhLCVEpBp6vR4xMTGqu4DGVJiXHOYlj5nJYV5y1JoXC24ismh6vR63bt1S3YuvqTAvOcxLHjOTw7zkqDUvFtxERERERCbEgpuIiIiIyIRYcBORRdNoNHB3d1fdFeumwrzkMC95zEwO85Kj1rw4SwmRmXGWEiIiosKHs5QQkWrodDpER0dDp9OZuyuFAvOSw7zkMTM5zEuOWvNiwU1EFk0IgaSkJPDDuLxhXnKYlzxmJod5yVFrXiy4iYiIiIhMiAU3EREREZEJseAmIoum0Wjg7e2tuivWTYV5yWFe8piZHOYlR615cZYSIjPjLCVERESFD2cpISLV0Ol0iIqKUt0V66bCvOQwL3nMTA7zkqPWvFhwk1mFh4dDURQkJiaauysAgODgYHTp0sXc3aCnCCHw6NEj1V2xbirMSw7zksfMMuh0QHg4sHp1xs+c6kPmJUetebHgJty6dQsffPABKlSoAGtra7i6uiIgIAAREREFepwWLVpgxIgRBbKvPXv2oFWrVihVqhTs7OxQpUoV9O/fH2lpaQWyfyIiopyEhQFeXkDLlkCvXhk/vbwylhNlhwU3oVu3bjhx4gSWLVuG8+fPY/PmzWjRogXu3Llj7q5l68yZM2jfvj0aNmyIvXv34tSpU/juu+9gZWWluo+giIjIsoSFAd27A9euGS+/fj1jOYtuypagIu3evXsCgAgPD8+13eXLl8Ubb7wh7O3tRYkSJcSbb74p/vvvP8P6/v37i8DAQKNthg8fLvz9/Q3rARjdYmNjxe7duwUAsXPnTtGgQQNha2srmjRpIs6ePZtjX+bMmSO8vLxy7e/YsWNFnTp1smzn6elpuJ+eni5GjhwpnJycRKlSpcQnn3wi+vXrZ/Q4tm7dKpo1a2Zo06lTJ3Hx4kXD+tjYWAFAbNiwQbRo0ULY2tqK2rVriwMHDuTav6clJSUJACIpKSnP2xQler1e3Lt3T+j1enN3pVBgXnKYl7yinFl6uhDu7kIA2d8URQgPj4x2mYpyXvlRmPKSef/mGe4izsHBAQ4ODti0aRNSU1OzbaPX6xEYGIi7d+9iz5492LFjBy5duoS33norz8eZN28emjRpgoEDByI+Ph7x8fHw8PAwrP/yyy8xa9YsHD16FMWKFcO7776b475cXV0RHx+PvXv35v2BZmPWrFkIDQ3FkiVLsH//fty9excbN240avPgwQN8/PHHOHr0KHbt2gWNRoOuXbtCr9cbtfvyyy8REhKCyMhIVK1aFT179kR6enq2x01NTUVycrLRjXKmKAqcnZ2hKIq5u1IoMC85zEteUc5s376sZ7afJgRw9WpGu0xFOa/8UGteLLiLuGLFiiE0NBTLli2Ds7MzmjVrhi+++AInT540tNm1axdOnTqFVatWoUGDBmjcuDF++eUX7NmzB0eOHMnTcZycnGBlZQU7Ozu4urrC1dUVWq3WsH7SpEnw9/eHj48PPv/8cxw4cACPHz/Odl9vvvkmevbsCX9/f7i5uaFr166YP3++dOE6d+5cjB49GkFBQahRowZ++OEHODk5GbXp1q0bgoKCULlyZdStWxdLlizBqVOncObMGaN2ISEh6NSpE6pWrYrx48fj8uXLuHjxYrbHnTJlCpycnAy3p//woKzS09Nx5MiRHP+AIWPMSw7zkleUM4uPl29XlPPKD7XmxYKb0K1bN9y4cQObN29G+/btER4ejvr16yM0NBQAEB0dDQ8PD6PC0MfHB87OzoiOji6QPtSuXdvwbzc3NwBAQkJCtm21Wi2WLl2Ka9euYfr06ShfvjwmT56MmjVrIj6Pr4ZJSUmIj49H48aNDcuKFSuGhg0bGrW7cOECevbsCW9vbzg6OsLLywsAcOXKlXz3f/To0UhKSjLcrl69mqc+F2Ucmy+HeclhXvKKamb//+Vdul1RzSu/1JgXC24CANjY2KBt27YYM2YMDhw4gODgYIwdOzbP22s0mixT+Dx58iTP2xcvXtzw78yPkZ4dtvGs8uXLo2/fvpg/fz7+/fdfPH78GD/88EOB9CdT586dcffuXfz00084dOgQDh06BABZZkOR6b+1tTUcHR2NbkREZPn8/AB3dyCn0Q6KAnh4ZLQjehoLbsqWj48PHjx4AACoUaMGrl69anQm9syZM0hMTISPjw8AwMXFJcvZ5cjISKP7ppxFpGTJknBzczP02cXFBf/9959R0f10f5ycnODm5mYooIGMj7GOHTtmuH/nzh2cO3cOX331FVq3bo0aNWrg3r17Juk/ERFZPq0WmDcv49/PFt2Z9+fOzWhH9DQW3EXcnTt30KpVK6xYsQInT55EbGwsfv31V0yfPh2BgYEAgDZt2sDX1xe9e/fG8ePHcfjwYfTr1w/+/v6GIRitWrXC0aNH8csvv+DChQsYO3YsTp8+bXQsLy8vHDp0CHFxcbh9+/Zzz2DnZNGiRfjggw/w119/ISYmBv/++y8+++wz/Pvvv+jcuTOAjDm/b926henTpyMmJgYLFizA1q1bjfYzfPhwTJ06FZs2bcLZs2cxZMgQoy/gKVmyJEqXLo0ff/wRFy9exN9//42PP/44X32m/NNqtahdu7bRmH/KGfOSw7zkFfXMgoKA9euB8uWNl7u7ZywPCjJeXtTzkqXWvFhwF3EODg5o3Lgx5syZg+bNm6NWrVoYM2YMBg4ciPnz5wPIGCLx22+/oWTJkmjevDnatGkDb29vrF271rCfgIAAjBkzBp9++ikaNWqE+/fvo1+/fkbHCgkJgVarhY+PD1xcXLKMg86rV199FSkpKXj//fdRs2ZN+Pv7459//sGmTZvg7+8PIOOs/Pfff48FCxagTp06OHz4MEJCQoz2M2rUKPTt2xf9+/dHkyZNUKJECXTt2tWwXqPRYM2aNTh27Bhq1aqFkSNHYsaMGfnqM70YKysrc3ehUGFecpiXvKKeWVAQEBcH7N4NrFqV8TM2Nmuxnamo5yVLjXkp4tmBrkT0UiUnJ8PJyQlJSUkcz52N9PR0HD16FA0bNkSxYsXM3R2Lx7zkMC95zEwO85JTmPKSef/mGW4iIiIiIhNiwU1EREREZEIsuImIiIiITIhjuInMjGO4cyeEgE6ng1arVd1X/ZoC85LDvOQxMznMS05hyotjuIlIVZ79oiHKHfOSw7zkMTM5zEuOGvNiwU1EFk2n0+HkyZOq/KpfU2BecpiXPGYmh3nJUWteLLiJiIiIiEyIBTcRERERkQmx4CYii6e2r/g1NeYlh3nJY2ZymJccNebFWUqIzIyzlBARERU+nKWEiFRDCIHExETw3EDeMC85zEseM5PDvOSoNS8W3ERk0XQ6Hc6ePau6K9ZNhXnJYV7ymJkc5iVHrXmx4CYiIiIiMiEW3EREREREJsSCm4gsmqIosLW1tfiv+LUUzEsO85LHzOQwLzlqzYuzlBCZGWcpISIiKnw4SwkRqYZer0dCQgL0er25u1IoMC85zEseM5PDvOSoNS8W3ERk0fR6PS5duqS6F19TYV5ymJc8ZiaHeclRa14suImIiIiITIgFNxERERGRCbHgJiKLpigKnJycVHfFuqkwLznMSx4zk8O85Kg1L85SQmRmnKWEiIio8OEsJUSkGnq9HteuXVPdBTSmwrzkMC95zEwO85Kj1rxYcBORRVPri6+pMC85zEseM5PDvOSoNS8W3EREREREJsSCm/JMURRs2rTJ3N0gIiIiKlRYcBMA4NatW/jggw9QoUIFWFtbw9XVFQEBAYiIiDC0iY+PR4cOHczYS2Ph4eFQFAWJiYnm7gqZkEajgYuLCzQavlzlBfOSw7zkMTM5+c1LpwPCw4HVqzN+6nQm6Z7FUevzq5i5O0CWoVu3bkhLS8OyZcvg7e2NmzdvYteuXbhz546hjaur6wsdIy0tDVZWVlmWP3nyBMWLF3+hfZN6aTQaVKpUydzdKDSYlxzmJY+ZyclPXmFhwPDhwLVr/7fM3R2YNw8ICirgDloYtT6/1PXnA+VLYmIi9u3bh2nTpqFly5bw9PTEq6++itGjR+ONN94wtHt2SMnVq1fRo0cPODs7o1SpUggMDERcXJxhfXBwMLp06YJJkyahXLlyqFatGuLi4qAoCtauXQt/f3/Y2Nhg5cqVuHPnDnr27Iny5cvDzs4Ovr6+WL169Qs9rtTUVISEhKB8+fKwt7dH48aNER4ebtRmw4YNqFmzJqytreHl5YVZs2YZrffy8sLkyZPx7rvvokSJEqhQoQJ+/PFHozbPy4FejF6vR0xMjOouoDEV5iWHecljZnJk8woLA7p3Ny62AeD69YzlYWEm6KQFUevziwU3wcHBAQ4ODti0aRNSU1PztM2TJ08QEBCAEiVKYN++fYiIiICDgwPat2+PtLQ0Q7tdu3bh3Llz2LFjB/744w/D8s8//xzDhw9HdHQ0AgIC8PjxYzRo0AB//vknTp8+jUGDBqFv3744fPhwvh/Xhx9+iIMHD2LNmjU4efIk3nzzTbRv3x4XLlwAABw7dgw9evTA22+/jVOnTmHcuHEYM2YMQkNDjfYza9YsNGzYECdOnMCQIUPwwQcf4Ny5c1I5UP7p9XrcunVLdS++psK85DAvecxMjkxeOl3Gme3sviElc9mIEeoeXqLa55cgEkKsX79elCxZUtjY2IimTZuK0aNHi6ioKKM2AMTGjRuFEEIsX75cVKtWTej1esP61NRUYWtrK7Zv3y6EEKJ///6ibNmyIjU11dAmNjZWABBz5859bp86deokRo0aleP63bt3CwDi3r17WdZdvnxZaLVacf36daPlrVu3FqNHjxZCCNGrVy/Rtm1bo/WffPKJ8PHxMdz39PQUffr0MdzX6/WiTJkyYuHChUKIvOXwrMePH4ukpCTD7erVqwKASEpKyvGxFmVPnjwRBw8eFE+ePDF3VwoF5iWHecljZnJk8tq9W4iM0jr32+7dJu+22RSm51dSUlKe3795hpsAZIzhvnHjBjZv3oz27dsjPDwc9evXz3K2N1NUVBQuXryIEiVKGM6QlypVCo8fP0ZMTIyhna+vb7bjths2bGh0X6fTYeLEifD19UWpUqXg4OCA7du348qVK/l6PKdOnYJOp0PVqlUN/XNwcMCePXsM/YuOjkazZs2MtmvWrBkuXLgA3VOnD2rXrm34t6IocHV1RUJCglQOT5syZQqcnJwMNw8Pj3w9RiIiUpf4+IJtR5aDF02SgY2NDdq2bYu2bdtizJgxeO+99zB27FgEBwdnaZuSkoIGDRpg5cqVWda5uLgY/m1vb5/tsZ5dPmPGDMybNw9z586Fr68v7O3tMWLEiHwPy0hJSYFWq8WxY8eg1WqN1jk4OEjt69kLOhVFMXzUldccnjZ69Gh8/PHHhvvJycksunOh0Wjg7u6uuivWTYV5yWFe8piZHJm83Nzyts+8tiuM1Pr8YsFNOfLx8clx3u369etj7dq1KFOmDBwdHV/4WBEREQgMDESfPn0AZIzhOn/+PHx8fPK1v3r16kGn0yEhIQF+fn7ZtqlRo4bRtIeZ/ahatWqWIj0n+cnB2toa1tbWeWpL//fiS3nDvOQwL3nMTI5MXn5+GbORXL+e/ThuRclYn8Pbmiqo9fmlrj8fKF/u3LmDVq1aYcWKFTh58iRiY2Px66+/Yvr06QgMDMx2m969e+OVV15BYGAg9u3bh9jYWISHh2PYsGG49uyl1XlQpUoV7NixAwcOHEB0dDQGDx6Mmzdv5mnbU6dOITIy0nCLiopC1apV0bt3b/Tr1w9hYWGIjY3F4cOHMWXKFPz5558AgFGjRmHXrl2YOHEizp8/j2XLlmH+/PkICQnJc78LOgfKSqfTITo62miYD+WMeclhXvKYmRyZvLTajKn/gIzi+mmZ9+fOzWinVmp9fvEMN8HBwQGNGzfGnDlzEBMTgydPnsDDwwMDBw7EF198ke02dnZ22Lt3Lz777DMEBQXh/v37KF++PFq3bp2vM95fffUVLl26hICAANjZ2WHQoEHo0qULkpKSnrtt8+bNje5rtVqkp6dj6dKl+OabbzBq1Chcv34dr7zyCl577TW8/vrrADLOTq9btw5ff/01Jk6cCDc3N0yYMCHbITQ5KegcKCshBJKSkiCyO91DWTAvOcxLHjOTI5tXUBCwfn3283DPnav+ebjV+vxShNoeEVEhk5ycDCcnJyQlJbFIz0Z6ejqOHj2Khg0bolgxniN4HuYlh3nJY2Zy8puXTgfs25dxgaSbW8YwEjWf2c5UmJ5fMu/flv1IiIiIiIogrRZo0cLcvaCCwjHcRGTRNBoNvL29VXfFuqkwLznMSx4zk8O85Kg1Lw4pITIzDikhIiIqfGTev9X15wMRqY5Op0NUVJTqrlg3FeYlh3nJY2ZymJcctebFgpuILJoQAo8ePVLdFeumwrzkMC95zEwO85Kj1rxYcBMRERERmRALbiIiIiIiE2LBTUQWTavVonr16tAWhQloCwDzksO85DEzOcxLjlrz4jzcRGTRFEWBs7OzubtRaDAvOcxLHjOTw7zkqDUvnuEmIouWnp6OI0eOID093dxdKRSYlxzmJY+ZyWFectSaFwtuIrJ4apseytSYlxzmJY+ZyWFectSYFwtuIiIiIiITYsFNRERERGRC/Gp3IjPjV7vnLvNLEGxtbaEoirm7Y/GYlxzmJY+ZyWFecgpTXvxqdyJSFSsrK3N3oVBhXnKYlzxmJod5yVFjXiy4icii6XQ6HD16VJUX0ZgC85LDvOQxMznMS45a82LBTURERERkQiy4iYiIiIhMiAU3EREREZEJcZYSIjPjLCW5E0JAp9NBq9Va/BXrloB5yWFe8piZHOYlpzDlxVlKiEhV0tLSzN2FQoV5yWFe8piZHOYlR415seAmIoum0+lw8uRJ1V2xbirMSw7zksfM5DAvOWrNiwU3EREREZEJseAmIiIiIjIhFtxEZPG0Wq25u1CoMC85zEseM5PDvOSoMS/OUkJkZpylhIiIqPBR1SwlQggMGjQIpUqVgqIoiIyMzLGtoijYtGnTS+sbvRgvLy/MnTvX3N0wiRYtWmDEiBHm7oYqCCGQmJgInhvIG+Ylh3nJY2ZymJecgs5LpwPCw4HVqzN+mutaTIsouA8ePAitVotOnTplWbdt2zaEhobijz/+QHx8PGrVqpXjfuLj49GhQweT9PHs2bNQFAX//POP0fLXXnsNNjY2ePz4sWHZ48ePYWNjg8WLF7/wcdVclOZFcnIyvvzyS1SvXh02NjZwdXVFmzZtEBYWVqAvXsHBwejSpUuB7Y8Kjk6nw9mzZ1V3xbqpMC85zEseM5PDvOQUZF5hYYCXF9CyJdCrV8ZPL6+M5S+bRRTcixcvxkcffYS9e/fixo0bRutiYmLg5uaGpk2bwtXVFcWKFcuyfeZ8ja6urrC2tjZJH6tXrw5XV1eEh4cblt2/fx/Hjx+Hi4uLUSF+8OBBpKamolWrVibpS34UxjktExMT0bRpU/zyyy8YPXo0jh8/jr179+Ktt97Cp59+iqSkpJfepydPnrz0YxIREZGcsDCge3fg2jXj5devZyx/2UW32QvulJQUrF27Fh988AE6deqE0NBQw7rg4GB89NFHuHLlChRFgZeXF4CMj+s//PBDjBgxAq+88goCAgIAZB1Scu3aNfTs2ROlSpWCvb09GjZsiEOHDgHIKOQDAwNRtmxZODg4oFGjRti5c2eufW3ZsqVRwb1//35UrVoVnTt3NloeHh4OT09PVKxYEQDw22+/oX79+rCxsYG3tzfGjx+P9PR0ABkfnYwbNw4VKlSAtbU1ypUrh2HDhhke5+XLlzFy5EgoimL0jUv79++Hn58fbG1t4eHhgWHDhuHBgweG9V5eXpg4cSL69esHR0dHDBo0CKGhoXB2dsb27dtRo0YNODg4oH379oiPj8/xMet0OgwYMAAVK1aEra0tqlWrhnnz5hm1yTw7PHPmTLi5uaF06dIYOnSoUXGakJCAzp07w9bWFhUrVsTKlStzzRoAvvjiC8TFxeHQoUPo378/fHx8ULVqVQwcOBCRkZFwcHAAAKSmpiIkJATly5eHvb09GjdubPT/8bzHPW7cOCxbtgy//fabIefw8HDExcVBURSsXbsW/v7+sLGxwcqVK3Hnzh307NkT5cuXh52dHXx9fbF69ernPh4iIiIyPZ0OGD4cyO6D8MxlI0a83OElZi+4161bh+rVq6NatWro06cPlixZYhgqMG/ePEyYMAHu7u6Ij4/HkSNHDNstW7YMVlZWiIiIwA8//JBlvykpKfD398f169exefNmREVF4dNPP4Verzes79ixI3bt2oUTJ06gffv26Ny5M65cuZJjX1u2bIn9+/cbiuXdu3ejRYsW8Pf3x+7duw3tdu/ejZYtWwIA9u3bh379+mH48OE4c+YMFi1ahNDQUEyaNAkAsGHDBsyZMweLFi3ChQsXsGnTJvj6+gIAwsLC4O7ujgkTJiA+Pt5QIMbExKB9+/bo1q0bTp48ibVr12L//v348MMPjfo7c+ZM1KlTBydOnMCYMWMAAA8fPsTMmTOxfPly7N27F1euXEFISEiOj1mv18Pd3R2//vorzpw5g6+//hpffPEF1q1bZ9Ru9+7diImJwe7du7Fs2TKEhoZm+ePp6tWr2L17N9avX4/vv/8eCQkJuR53zZo16N27N8qVK5dlvYODg+HTjg8//BAHDx7EmjVrcPLkSbz55pto3749Lly4YGif2+MOCQlBjx49DEV4fHw8mjZtatj2888/x/DhwxEdHY2AgAA8fvwYDRo0wJ9//onTp09j0KBB6Nu3Lw4fPpzj43laamoqkpOTjW6UM0VRYGtra/Ff8WspmJcc5iWPmclhXnIKIq99+7Ke2X6aEMDVqxntXhphZk2bNhVz584VQgjx5MkT8corr4jdu3cb1s+ZM0d4enoabePv7y/q1auXZV8AxMaNG4UQQixatEiUKFFC3LlzJ899qVmzpvjuu+9yXH/hwgUBQBw4cEAIIUSjRo3EunXrxI0bN4S1tbV49OiRePjwobC2thbLli0TQgjRunVrMXnyZKP9LF++XLi5uQkhhJg1a5aoWrWqSEtLy/aYnp6eYs6cOUbLBgwYIAYNGmS0bN++fUKj0YhHjx4ZtuvSpYtRm6VLlwoA4uLFi4ZlCxYsEGXLls3xMWdn6NCholu3bob7/fv3F56eniI9Pd2w7M033xRvvfWWEEKIc+fOCQDi8OHDhvXR0dECQJbHlunmzZsCgJg9e3aufbl8+bLQarXi+vXrRstbt24tRo8eLYTI2+Pu37+/CAwMNNpHbGysAGB4fuamU6dOYtSoUYb7/v7+Yvjw4dm2HTt2rACQ5ZaUlPTc4xAREVHuVq0SIqOszv22atWLHScpKSnP799mPcN97tw5HD58GD179gQAFCtWDG+99VaeLjZs0KBBrusjIyNRr149lCpVKtv1KSkpCAkJQY0aNeDs7AwHBwdER0fneoa7cuXKcHd3R3h4OJKTk3HixAn4+/vDzc0NFSpUwMGDBw3jtzPPcEdFRWHChAlwcHAw3AYOHIj4+Hg8fPgQb775Jh49egRvb28MHDgQGzduNJxBz0lUVBRCQ0ON9hkQEAC9Xo/Y2FhDu4YNG2bZ1s7ODpUqVTLcd3Nzy/VMMwAsWLAADRo0gIuLCxwcHPDjjz9myalmzZpG82Y+vd/o6GgUK1bM6P+sevXqcHZ2zvGYIo8XRJ46dQo6nQ5Vq1Y1ymPPnj2IiYl5oced6dkcdTodJk6cCF9fX5QqVQoODg7Yvn17rs+dp40ePRpJSUmG29WrV/O0XVGl1+uRkJBg+HSKcse85DAvecxMDvOSUxB5ubkVbLuCkPUKxJdo8eLFSE9PNxoyIISAtbU15s+fDycnpxy3tbe3z3Xftra2ua4PCQnBjh07MHPmTFSuXBm2trbo3r37cy8ubNGiBXbv3o3atWujSpUqKFOmDAAYhpUIIVC5cmV4eHgAyCjsx48fj6CgoCz7srGxgYeHB86dO4edO3dix44dGDJkCGbMmIE9e/agePHi2fYhJSUFgwcPNoz1flqFChUM/84uo2f3qShKrsXtmjVrEBISglmzZqFJkyYoUaIEZsyYYRgLn9t+X+SXxcXFBc7Ozjh79myu7VJSUqDVanHs2LEsE+VnjvHOqX95LeqfzXHGjBmYN28e5s6dC19fX9jb22PEiBF5vjDV2traZBf3qpFer8elS5dQqlQpaDRmHwVn8ZiXHOYlj5nJYV5yCiIvPz/A3T3jAsns3uoVJWO9n98LdlaC2Qru9PR0/PLLL5g1axbatWtntK5Lly5YvXo13n///Xzvv3bt2vj5559x9+7dbM9yR0REIDg4GF27dgWQUbjFxcU9d78tW7bEsGHD4OPjgxYtWhiWN2/eHD/99BOEEIaz2wBQv359nDt3DpUrV85xn7a2tujcuTM6d+6MoUOHonr16jh16hTq168PKyurLFPj1K9fH2fOnMl1nwUlIiICTZs2xZAhQwzLnj5znBfVq1dHeno6jh07hkaNGgHI+HQjMTExx200Gg3efvttLF++HGPHjs0yjjslJQU2NjaoV68edDodEhIS4PcCvznZ5ZyTiIgIBAYGok+fPgAyXhzOnz8PHx+ffB+fiIiICoZWC8yblzEbiaIYF92ZQ8Pnzs1o97KY7U+tP/74A/fu3cOAAQNQq1Yto1u3bt1eeA7rnj17wtXVFV26dEFERAQuXbqEDRs24ODBgwCAKlWqICwsDJGRkYiKikKvXr3ydEa2ZcuWePDgAZYsWQJ/f3/Dcn9/fxw6dAiHDx82Kri//vpr/PLLLxg/fjz+/fdfREdHY82aNfjqq68AZMygsXjxYpw+fRqXLl3CihUrYGtrC09PTwAZs43s3bsX169fx+3btwEAn332GQ4cOIAPP/wQkZGRuHDhAn777bcsF00WhCpVquDo0aPYvn07zp8/jzFjxhhdvJoX1apVQ/v27TF48GAcOnQIx44dw3vvvffcTyEmTZoEDw8PNG7cGL/88gvOnDmDCxcuYMmSJahXrx5SUlJQtWpV9O7dG/369UNYWBhiY2Nx+PBhTJkyBX/++Wee++jl5YWTJ0/i3LlzuH37dq7T/1WpUgU7duzAgQMHEB0djcGDB+PmzZt5PhYRERGZVlAQsH49UL688XJ394zl2Qw8MCmzFdyLFy9GmzZtsh020q1bNxw9ehQnT57M9/6trKzw119/oUyZMujYsSN8fX0xdepUw7CD2bNno2TJkmjatCk6d+6MgIAA1K9f/7n7rVixIjw9PXH//n2jgrtChQooV64c0tLSjM58BwQE4I8//sBff/2FRo0a4bXXXsOcOXMMBbWzszN++uknNGvWDLVr18bOnTvx+++/o3Tp0gCACRMmIC4uDpUqVYKLiwuAjLP3e/bswfnz5+Hn54d69erh66+/znY2jxc1ePBgBAUF4a233kLjxo1x584do7PdebV06VKUK1cO/v7+CAoKwqBBgwzDcXJSqlQp/PPPP+jTpw+++eYb1KtXD35+fli9ejVmzJhheO4sXboU/fr1w6hRo1CtWjV06dIFR44cMRpe8zwDBw5EtWrV0LBhQ7i4uCAiIiLHtl999RXq16+PgIAAtGjRwvCHHZmGoihwcnLiFf55xLzkMC95zEwO85JTkHkFBQFxccDu3cCqVRk/Y2NffrENAIrI60BWIjKJ5ORkODk5ISkpCY6OjubuDhEREeWBzPs3R+8TkUXT6/W4du0ar/DPI+Ylh3nJY2ZymJcctebFgpuILJpaX3xNhXnJYV7ymJkc5iVHrXmx4CYiIiIiMiEW3EREREREJsSCm4gsmkajgYuLC78wIo+YlxzmJY+ZyWFectSaF2cpITIzzlJCRERU+HCWEiJSDb1ej5iYGNVdQGMqzEsO85LHzOQwLzlqzYsFNxFZNL1ej1u3bqnuxddUmJcc5iWPmclhXnLUmhcLbiIiIiIiEypm7g4QFXWZl1EkJyebuSeWKT09HQ8ePEBycjKKFeNL1vMwLznMSx4zk8O85BSmvDLft/NyOaRlPxKiIuD+/fsAAA8PDzP3hIiIiGTdv38fTk5OubbhLCVEZqbX63Hjxg2UKFECiqKYuzsWJzk5GR4eHrh69SpncckD5iWHecljZnKYl5zClJcQAvfv30e5cuWeO40hz3ATmZlGo4G7u7u5u2HxHB0dLf7F15IwLznMSx4zk8O85BSWvJ53ZjsTL5okIiIiIjIhFtxERERERCbEgpuILJq1tTXGjh0La2trc3elUGBecpiXPGYmh3nJUWtevGiSiIiIiMiEeIabiIiIiMiEWHATEREREZkQC24iIiIiIhNiwU1EREREZEIsuInI4kydOhWKomDEiBGGZTExMejatStcXFzg6OiIHj164ObNm+brpJmNGzcOiqIY3apXr25Y//jxYwwdOhSlS5eGg4MDunXrxrxyyevHH39EixYt4OjoCEVRkJiYaL7OWoDc8rp79y4++ugjVKtWDba2tqhQoQKGDRuGpKQkM/fafJ73/Bo8eDAqVaoEW1tbuLi4IDAwEGfPnjVjj83reXllEkKgQ4cOUBQFmzZtevkdLUAsuInIohw5cgSLFi1C7dq1DcsePHiAdu3aQVEU/P3334iIiEBaWho6d+4MvV5vxt6aV82aNREfH2+47d+/37Bu5MiR+P333/Hrr79iz549uHHjBoKCgszYW/PLLa+HDx+iffv2+OKLL8zYQ8uSU143btzAjRs3MHPmTJw+fRqhoaHYtm0bBgwYYOYem1duz68GDRpg6dKliI6Oxvbt2yGEQLt27aDT6czYY/PKLa9Mc+fOhaIoZuhdweNXuxORxUhJSUHv3r3x008/4ZtvvjEsj4iIQFxcHE6cOGH4qt9ly5ahZMmS+Pvvv9GmTRtzddmsihUrBldX1yzLk5KSsHjxYqxatQqtWrUCACxduhQ1atTAP//8g9dee+1ld9Ui5JQXAMOnKeHh4S+vQxYup7xq1aqFDRs2GO5XqlQJkyZNQp8+fZCeno5ixYpmaZHb82vQoEGGf3t5eeGbb75BnTp1EBcXh0qVKr2sLlqU3PICgMjISMyaNQtHjx6Fm5vbS+yZafAMNxFZjKFDh6JTp05ZCujU1FQoimL0RQg2NjbQaDTZnhUpKi5cuIBy5crB29sbvXv3xpUrVwAAx44dw5MnT4xyrF69OipUqICDBw+aq7tml1NelD2ZvJKSkuDo6Fhki20g73k9ePAAS5cuRcWKFeHh4fGSe2k5csvr4cOH6NWrFxYsWJBrUV6YsOAmIouwZs0aHD9+HFOmTMmy7rXXXoO9vT0+++wzPHz4EA8ePEBISAh0Oh3i4+PN0Fvza9y4seGj/IULFyI2NhZ+fn64f/8+/vvvP1hZWcHZ2dlom7Jly+K///4zT4fNLLe8KCuZvG7fvo2JEycancUtavKS1/fffw8HBwc4ODhg69at2LFjB6ysrMzYa/N5Xl4jR45E06ZNERgYaOaeFiBBRGRmV65cEWXKlBFRUVGGZf7+/mL48OGG+9u3bxfe3t5CURSh1WpFnz59RP369cX7779vhh5bnnv37glHR0fx888/i5UrVworK6ssbRo1aiQ+/fRTM/TO8jyd19N2794tAIh79+6Zp2MWKqe8kpKSxKuvvirat28v0tLSzNQ7y5NdXomJieL8+fNiz549onPnzqJ+/fri0aNHZuyl5Xg6r99++01UrlxZ3L9/37AegNi4caP5OlgAiu5nP0RkMY4dO4aEhATUr1/fsEyn02Hv3r2YP38+UlNT0a5dO8TExOD27dsoVqwYnJ2d4erqCm9vbzP23HI4OzujatWquHjxItq2bYu0tDQkJiYaneW+efOmaj6efVFP50XPl11e9+/fR/v27VGiRAls3LgRxYsXN2MPLUt2eTk5OcHJyQlVqlTBa6+9hpIlS2Ljxo3o2bOnGXtqGZ7O69SpU4iJicnyCV23bt3g5+dXaK+z4JASIjK71q1b49SpU4iMjDTcGjZsiN69eyMyMhJardbQ9pVXXoGzszP+/vtvJCQk4I033jBjzy1HSkoKYmJi4ObmhgYNGqB48eLYtWuXYf25c+dw5coVNGnSxIy9tBxP50XP92xeycnJaNeuHaysrLB582bY2NiYuYeW5XnPLyEEhBBITU19yT2zTE/n9fnnn+PkyZNG7wcAMGfOHCxdutS8HX0BPMNNRGZXokQJ1KpVy2iZvb09SpcubVieOcuGi4sLDh48iOHDh2PkyJGoVq2aObpsdiEhIejcuTM8PT1x48YNjB07FlqtFj179oSTkxMGDBiAjz/+GKVKlYKjoyM++ugjNGnSpMjOUJJbXgDw33//4b///jOckTx16hRKlCiBChUqoFSpUubsulnklldmsf3w4UOsWLECycnJSE5OBgC4uLgY/YFcVOSW16VLl7B27Vq0a9cOLi4uuHbtGqZOnQpbW1t07NjR3F03i9zycnFxyfaTuAoVKqBixYpm6G3BYMFNRIXCuXPnMHr0aNy9exdeXl748ssvMXLkSHN3y2yuXbuGnj174s6dO3BxccH//vc//PPPP3BxcQGQcTZIo9GgW7duSE1NRUBAAL7//nsz99p8npfXDz/8gPHjxxvaN2/eHEDGH3rBwcHm6LJZ5ZZXeHg4Dh06BACoXLmy0XaxsbHw8vIyQ4/NK7e8njx5gn379mHu3Lm4d+8eypYti+bNm+PAgQMoU6aMubtuFs/7fVQjRQghzN0JIiIiIiK14hhuIiIiIiITYsFNRERERGRCLLiJiIiIiEyIBTcRERERkQmx4CYiIiIiMiEW3EREREREJsSCm4iIiIjIhFhwExGZgaIo2LRpk+H+2bNn8dprr8HGxgZ169Y1W78oq7S0NFSuXBkHDhwwd1cs3n///Ye2bdvC3t4ezs7O+d7P078fcXFxUBTF8BXfhcnnn3+Ojz76yNzdIAvAgpuIyASCg4PRpUuXHNfHx8ejQ4cOhvtjx46Fvb09zp07h127dr2EHppPixYtMGLECHN3I89++OEHVKxYEU2bNs2ybvDgwdBqtfj111/N0DPLM2fOHMTHxyMyMhLnz583d3fMLiQkBMuWLcOlS5fM3RUyMxbcRERm4OrqCmtra8P9mJgY/O9//4OnpydKly5txp7R04QQmD9/PgYMGJBl3cOHD7FmzRp8+umnWLJkicn7kpaWZvJjvKiYmBg0aNAAVapUUf3Xlufl/+OVV15BQEAAFi5c+BJ6RJaMBTcRkRk8/ZG5oig4duwYJkyYAEVRMG7cOADA1atX0aNHDzg7O6NUqVIIDAxEXFxcrvs9ffo0OnToAAcHB5QtWxZ9+/bF7du3AQDh4eGwsrLCvn37DO2nT5+OMmXK4ObNmwAyzj5/+OGH+PDDD+Hk5IRXXnkFY8aMgRDCsE1qaipCQkJQvnx52Nvbo3HjxggPDzfqR0REBFq0aAE7OzuULFkSAQEBuHfvHoKDg7Fnzx7MmzcPiqJAURTExcVBp9NhwIABqFixImxtbVGtWjXMmzfPaJ+ZnxrMnDkTbm5uKF26NIYOHYonT54Y9e2zzz6Dh4cHrK2tUblyZSxevBhCCFSuXBkzZ8402mdkZCQURcHFixezzfPYsWOIiYlBp06dsqz79ddf4ePjg88//xx79+7F1atXAQDJycmwtbXF1q1bjdpv3LgRJUqUwMOHDwE8//838/FOmjQJ5cqVQ7Vq1QAAy5cvR8OGDVGiRAm4urqiV69eSEhIMDrW5s2bUaVKFdjY2KBly5ZYtmwZFEVBYmKioc3+/fvh5+cHW1tbeHh4YNiwYXjw4EG2OWRauHAhKlWqBCsrK1SrVg3Lly83rPPy8sKGDRvwyy+/QFEUBAcHZ7uPI0eOoG3btnjllVfg5OQEf39/HD9+PNfj5mbChAmoVatWluV169bFmDFjDPd//vln1KhRAzY2NqhevTq+//57o/afffYZqlatCjs7O3h7e2PMmDFGz61x48ahbt26+Pnnn1GxYkXY2NgAANavXw9fX1/Y2tqidOnSaNOmjVGOnTt3xpo1a/L9+EglBBERFbj+/fuLwMDAHNcDEBs3bhRCCBEfHy9q1qwpRo0aJeLj48X9+/dFWlqaqFGjhnj33XfFyZMnxZkzZ0SvXr1EtWrVRGpqarb7vHfvnnBxcRGjR48W0dHR4vjx46Jt27aiZcuWhjaffPKJ8PT0FImJieL48ePCyspK/Pbbb4b1/v7+wsHBQQwfPlycPXtWrFixQtjZ2Ykff/zR0Oa9994TTZs2FXv37hUXL14UM2bMENbW1uL8+fNCCCFOnDghrK2txQcffCAiIyPF6dOnxXfffSdu3bolEhMTRZMmTcTAgQNFfHy8iI+PF+np6SItLU18/fXX4siRI+LSpUuG465du9YoU0dHR/H++++L6Oho8fvvv2fpW48ePYSHh4cICwsTMTExYufOnWLNmjVCCCEmTZokfHx8jDIbNmyYaN68eY7/T7NnzxbVq1fPdp2fn5+YP3++EEKIbt26iQkTJhjWde/eXfTp08eofbdu3QzL8vL/279/f+Hg4CD69u0rTp8+LU6fPi2EEGLx4sViy5YtIiYmRhw8eFA0adJEdOjQwXCcS5cuieLFi4uQkBBx9uxZsXr1alG+fHkBQNy7d08IIcTFixeFvb29mDNnjjh//ryIiIgQ9erVE8HBwTlmERYWJooXLy4WLFggzp07J2bNmiW0Wq34+++/hRBCJCQkiPbt24sePXqI+Ph4kZiYmO1+du3aJZYvXy6io6PFmTNnxIABA0TZsmVFcnKyoc3Tvx+xsbECgDhx4kS2+7t69arQaDTi8OHDhmXHjx8XiqKImJgYIYQQK1asEG5ubmLDhv/X3t0HRVX1cQD/4rK7EsubLiLOxIuxICKCkiXuKBbRFg7jOInobLkikokm+RYSJTFgRo5SMkIjE5AOrw2QOKlkEcZgIWK8pAi0rGI2JEoxwgDV8nv+YLiPlxcFn4ex8veZ2RnOuefcc+45y/Dbu+dcCqilpYUKCgpoypQplJmZKdSJj4+niooKMhgMVFxcTHZ2dpSYmCgcj42NJXNzc3rhhRfo4sWLVFtbS7/88guZmprSwYMHyWAwUF1dHR0+fJju3Lkj1GtoaCAAZDAYRh1b9u/HATdjjE2A8QTcREReXl4UGxsrpI8dO0Zubm7U398v5PX19ZGZmRmVlJSMeM74+Hh6/vnnRXnXr18nANTY2Cicw9vbm1atWkWzZ8+m8PBwUXk/Pz9yd3cXtRsVFUXu7u5ERHTt2jWSSCR048YNUT1/f3+Kjo4mIqI1a9aQWq0e9dr9/PwoMjJy1OODNm/eTC+99JKQ1ul05OjoSH/99ZeQFxwcTCEhIURE1NjYSADozJkzI57vxo0bJJFIqLKykogGgl6lUikKuoaKjIykZ599dlh+U1MTSaVSam9vJyKioqIicnZ2FsatqKiIFAoFdXd3ExFRZ2cnTZ48mU6dOkVEY5tfnU5HdnZ2o37AGlRVVUUAhCAvKiqK5syZIyoTExMjCrjDwsLo1VdfFZUpLy+nSZMmUU9Pz4jtLFq0aNj7JTg4mAIDA4X08uXLSafT3bO/QxmNRrKwsKATJ04IeeMJuImIXnzxRdq0aZOQfv3112np0qVC+oknnqDs7GxRnfj4ePL19R31nPv37ycfHx8hHRsbS1KplG7evCnkVVdXEwC6evXqqOfp7OwkAFRWVjZqGfbvx0tKGGPsb6i2thY//fQTLCwsoFAooFAoMGXKFPT29kKv149a55tvvhHKKxQKzJo1CwCEOjKZDFlZWSgoKEBvby+SkpKGnWfhwoUwMTER0r6+vmhubobRaER9fT2MRiNcXV1F7Zw9e1Zoo6amBv7+/uO+5sOHD8PHxwe2trZQKBQ4cuQIWltbRWU8PDwgkUiEtL29vbCcoqamBhKJBH5+fiOef8aMGVi2bJmw3vrEiRPo6+tDcHDwqH3q6ekRlg7cLT09HRqNBkqlEgAQGBiIzs5OlJaWCmmpVIri4mIAQEFBASwtLfHcc88BGPv8enp6QiaTidqurq5GUFAQHBwcYGFhIVzv4Fg1NjZiwYIFojpPPfWUKF1bW4vMzEzRHGo0GvT398NgMIw4Fg0NDVCr1aI8tVqNhoaGUcdvJL/++ivCw8OhUqlgZWUFS0tLdHV1DZvr8QgPD0dOTg56e3vxxx9/IDs7G+vXrwcAdHd3Q6/XIywsTHS9CQkJorHOy8uDWq3G9OnToVAo8Pbbbw/rk6OjI2xtbYW0l5cX/P394enpieDgYKSlpeG3334T1TEzMwMAYSkRezSZPuwOMMYYG66rqws+Pj7IysoaduzuP/hD6wQFBSExMXHYMXt7e+HnwcfbdXR0oKOjA+bm5uPql0QiQXV1tSjwBQCFQgHgvwHGeOTm5mLnzp04cOAAfH19YWFhgf3796OyslJUTiqVitImJibo7+8fc7sbNmzAK6+8gqSkJGRkZCAkJASPPfbYqOWVSiXq6+tFeUajEZ9++ina2tpgamoqyk9PT4e/vz9kMhlWrlyJ7OxsrF69GtnZ2QgJCRHKj3V+h85Nd3c3NBoNNBoNsrKyYGtri9bWVmg0mnFtquzq6sLGjRuxdevWYcccHBzGfJ4HodPpcPv2bXz00UdwdHSEXC6Hr6/v/7QpNCgoCHK5HEVFRZDJZPjzzz+xcuVKAAPXCgBpaWl4+umnRfUG38PfffcdtFot4uLioNFoYGVlhdzcXBw4cEBUfuh8SCQSnDlzBufOncOXX36J5ORkxMTEoLKyEs7OzgAGfs+A0X9v2aOBA27GGPsbmj9/PvLy8jBt2jRYWlqOuU5BQQGcnJxEgeDd9Ho9tm3bhrS0NOTl5UGn0+Grr77CpEn//cJzaJD7/fffQ6VSQSKRYN68eTAajbh58yYWL148Yhtz587F119/jbi4uBGPy2QyGI1GUV5FRQUWLVqEiIgIUV/Hw9PTE/39/Th79qxwJ3mowMBAmJubIzU1FadPn8a33357z3POmzcPqampICLhrv/Jkydx584d/PDDD6IPHT/++CNCQ0Px+++/w9raGlqtFgEBAbh06RJKS0uRkJAglH2Q+QUGntd++/ZtvP/++3j88ccBABcuXBCVcXNzw8mTJ0V5VVVVovT8+fNx+fJluLi4jLltd3d3VFRUQKfTCXkVFRWYPXv2mM8xWCclJQWBgYEABjaPDm7sfVCmpqbQ6XTIyMiATCbD6tWrhQ9gdnZ2mDFjBlpaWqDVakesf+7cOTg6OiImJkbIu3bt2pjaNjExgVqthlqtxp49e+Do6IiioiJs374dwMD7QiqVwsPD43+6RvbPxktKGGNsgnR2dqKmpkb0GnySxf1otVoolUosX74c5eXlMBgMKCsrw9atW/Hzzz+PWGfz5s3o6OjAmjVrUFVVBb1ej5KSEoSGhsJoNMJoNOLll1+GRqNBaGgoMjIyUFdXN+wuXmtrK7Zv347Gxkbk5OQgOTkZkZGRAABXV1dotVqsXbsWhYWFMBgMOH/+PPbt24cvvvgCABAdHY2qqipERESgrq4OV65cQWpqqhBUOTk5obKyElevXsWtW7fQ398PlUqFCxcuoKSkBE1NTXjnnXeGBYn34+TkBJ1Oh/Xr1+Pzzz8Xxiw/P18oI5FIsG7dOkRHR0OlUsHX1/ee53zmmWfQ1dWFS5cuCXmffPIJli1bBi8vL8yZM0d4DT5xZPCu9ZIlSzB9+nRotVo4OzuL7q4+yPwCA3efZTIZkpOT0dLSguLiYsTHx4vKbNy4EVeuXEFUVBSampqQn5+PzMxMABA+NERFReHcuXPYsmULampq0NzcjOPHj2PLli2jtr1r1y5kZmYiNTUVzc3NOHjwIAoLC7Fz5857juFQKpUKx44dQ0NDAyorK6HVah/oW5GhNmzYgNLSUpw+fVpYTjIoLi4O+/btw6FDh9DU1IT6+npkZGTg4MGDQp9aW1uRm5sLvV6PQ4cOoaio6L5tVlZW4r333sOFCxfQ2tqKwsJCtLe3w93dXShTXl4uPA2GPcIe9iJyxhj7N9LpdARg2CssLIyI7r9pkmjg6SVr164lpVJJcrmcZs6cSeHh4dTZ2Tlqu01NTbRixQqytrYmMzMzmjVrFr3xxhvU399PcXFxZG9vT7du3RLKFxQUkEwmo5qaGiIa2NAYERFBr732GllaWpKNjQ299dZbos19g08UcXJyIqlUSvb29rRixQqqq6sTypSVldGiRYtILpeTtbU1aTQaYcNeY2MjLVy4kMzMzISnN/T29tK6devIysqKrK2tadOmTbR7927y8vISjenQjaiRkZHk5+cnpHt6emjbtm1kb29PMpmMXFxcKD09XVRHr9cTAPrggw9GHce7rVq1inbv3k1ERG1tbWRqakr5+fkjlt20aRPNmzdPSL/55psEgPbs2TOs7P3md7SNt9nZ2eTk5ERyuZx8fX2puLh42KbC48ePk4uLC8nlclq6dCmlpqYSANGGyPPnz1NAQAApFAoyNzenuXPn0t69e+85FikpKTRz5kySSqXk6upKR48eFR0fy6bJixcv0pNPPkmTJ08mlUpFn332GTk6OlJSUpJQBuPcNDlo8eLF5OHhMeKxrKws8vb2JplMRjY2NrRkyRIqLCwUju/atYumTp1KCoWCQkJCKCkpiaysrITjsbGxovcjEdHly5dJo9GQra0tyeVycnV1peTkZFEZNzc3ysnJuW/f2b+bCdFdD1dljDH2SFu6dCm8vb3x4YcfPuyuTJjy8nL4+/vj+vXrsLOzu2/5uro6BAQEQK/XC+vU/2n27t2Ljz/+eMzfsPwTERFUKhUiIiKE5RwP26lTp7Bjxw7U1dWNusyLPRp49hljjD0S+vr60N7ejnfffRfBwcFjCraBgTXpiYmJMBgM8PT0nOBe/n+kpKRgwYIFmDp1KioqKrB///57Lhf5p2tvb0dubi7a2toQGhr6sLsj6O7uRkZGBgfbjANuxhhjj4acnByEhYXB29sbR48eHVfd0f5r4t9Vc3MzEhIS0NHRAQcHB+zYsQPR0dEPu1sTZtq0aVAqlThy5AhsbGwedncEg09KYYyXlDDGGGOMMTaB+CkljDHGGGOMTSAOuBljjDHGGJtAHHAzxhhjjDE2gTjgZowxxhhjbAJxwM0YY4wxxtgE4oCbMcYYY4yxCcQBN2OMMcYYYxOIA27GGGOMMcYmEAfcjDHGGGOMTaD/AGu8MZhwoWkhAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(data=df, x='health_exp', y='life_expect', alpha=0.7, color='blue')\n", + "\n", + "plt.title('Health expenditure vs Life expectancy', fontsize=16)\n", + "plt.xlabel('Health expenditure (% of GDP)', fontsize=12)\n", + "plt.ylabel('Life expectancy (Years)', fontsize=12)\n", + "plt.grid(True, linestyle='--', alpha=0.5)\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "6J0yhv24gJr3", + "outputId": "78ee81a4-59ac-49d6-c6d1-3844eaabac4b" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_numeric = df.select_dtypes(include=['number'])\n", + "\n", + "df_all_corr = df_numeric.corr()\n", + "\n", + "plt.figure(figsize=(7, 5))\n", + "sns.heatmap(df_all_corr, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "\n", + "plt.title('Correlation matrix', fontsize=16)\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 540 + }, + "id": "hM0H4fDYgtlp", + "outputId": "cc5675f6-dda2-4401-be37-a80b9caead5c" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_high_health_exp = df[df['health_exp'] >= 15]\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(data=df, x='health_exp', y='life_expect', alpha=0.3, label='Other Countries')\n", + "\n", + "sns.scatterplot(data=df_high_health_exp, x='health_exp', y='life_expect', color='red', label='Health Exp >= 15%')\n", + "\n", + "plt.title('Outliers with health expenditure >= 15%', fontsize=16)\n", + "plt.xlabel('Health expenditure (% of GDP)', fontsize=12)\n", + "plt.ylabel('Life expectancy (Years)', fontsize=12)\n", + "plt.legend()\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 429 + }, + "id": "7XkcnTVMhNSQ", + "outputId": "00c8ef05-039b-46f9-de18-bad317dfb86f" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_high_health_exp = df[df['health_exp'] >= 15]\n", + "\n", + "df_outlier_countries = df_high_health_exp.groupby('country')['life_expect'].mean().reset_index()\n", + "df_top10_high_health_exp = df_outlier_countries.nlargest(10, 'life_expect')\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "# The variable name was corrected here: df_top_high_health_exp to df_top10_high_health_exp\n", + "plt.bar(df_top10_high_health_exp['country'], df_top10_high_health_exp['life_expect'], color='orange')\n", + "\n", + "plt.title('Top 10 countries with high health expenditure by life expectancy', fontsize=16)\n", + "plt.xlabel('Country', fontsize=12)\n", + "plt.ylabel('Life expectancy (Years)', fontsize=12)\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.grid(axis='y', linestyle='--', alpha=0.8, color='green')\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 501 + }, + "id": "p9Q-2k6Yh88c", + "outputId": "1fae9166-ab27-446f-ca61-ee95f39ca2c9" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_life_exp_over_year = df.groupby('year')['life_expect'].mean().reset_index()\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=df_life_exp_over_year, x='year', y='life_expect', color='blue', linewidth=2)\n", + "plt.title(\"Trend of life expectancy over the years (1999-2023)\", fontsize=14)\n", + "plt.xlabel(\"Year\", fontsize=12)\n", + "plt.ylabel(\"Life expectancy (Years)\", fontsize=12)\n", + "plt.grid(True)\n", + "\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 589 + }, + "id": "Y8TX38RKjAOv", + "outputId": "ecaa5c97-505a-4cc9-bf2b-99bdc3c533e8" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_maternal_mortality = df.groupby('country')['maternal_mortality'].mean().reset_index()\n", + "df_top10_maternal_mortality = df_maternal_mortality.nlargest(10, 'maternal_mortality')\n", + "\n", + "plt.barh(df_top10_maternal_mortality['country'], df_top10_maternal_mortality['maternal_mortality'], color='orange')\n", + "plt.xlabel('Maternal mortality (Deaths per 100,000 live births)', fontsize=12)\n", + "plt.ylabel('Country', fontsize=12)\n", + "plt.title('Top 10 countries by maternal mortality', fontsize=12)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 409 + }, + "id": "jPjT_G04jyWn", + "outputId": "2823792b-2a46-4b80-c59f-f9cdfe5859c2" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_maternal_mortality = df.groupby('country')['maternal_mortality'].mean().reset_index()\n", + "df_bottom10_maternal_mortality = df_maternal_mortality.nsmallest(10, 'maternal_mortality')\n", + "\n", + "plt.barh(df_bottom10_maternal_mortality['country'], df_bottom10_maternal_mortality['maternal_mortality'], color='orange')\n", + "plt.xlabel('Maternal mortality (Deaths per 100,000 Live births)', fontsize=12)\n", + "plt.ylabel('Country', fontsize=12)\n", + "plt.title('Top 10 Countries with the lowest maternal mortality Rates', fontsize=12)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 476 + }, + "id": "nxjFjp8DkmIa", + "outputId": "f8a7080c-76d1-4d51-f558-046426db7334" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_infant_mortality = df.groupby('country')['infant_mortality'].mean().reset_index()\n", + "df_top10_infant_mortality = df_infant_mortality.nlargest(10, 'infant_mortality')\n", + "\n", + "plt.barh(df_top10_infant_mortality['country'], df_top10_infant_mortality['infant_mortality'], color='green')\n", + "plt.xlabel('Infant mortality (Deaths per 1,000 live births)', fontsize=12)\n", + "plt.ylabel('Country', fontsize=12)\n", + "plt.title('Top 10 countries by infant mortality', fontsize=14)\n", + "plt.gca().invert_yaxis()\n", + "plt.show()" + ], + "metadata": { + "id": "0XZ3Oj3flp2_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_infant_mortality = df.groupby('country')['infant_mortality'].mean().reset_index()\n", + "df_bottom10_infant_mortality = df_infant_mortality.nsmallest(10, 'infant_mortality')\n", + "\n", + "plt.scatter(df_bottom10_infant_mortality['infant_mortality'], df_bottom10_infant_mortality['country'], color='green')\n", + "plt.xlabel(\"Infant mortality (Deaths per 1,000 lve births)\", fontsize=12)\n", + "plt.title('Countries with the lowest infant mortality rates', fontsize=14)\n", + "plt.grid(axis='x', linestyle='--', alpha=0.75)\n", + "plt.gca().invert_yaxis()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 477 + }, + "id": "wjFoz9mhmY9j", + "outputId": "a0c2965f-4865-4486-86b8-d2d9af95085b" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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bx5IlSyynHz/99FNKly7NsGHD8jTevfzzs89kR16/QwYNGsTChQvp378/gwcPpnv37nTq1Ilq1arlXqwQkYRNM6pUqcKff/7JmTNnqFu3bq7myfxrJKdr3jK/8PJ75ONOsvtxyrwO7M4PcW6533V6d3L58mUAvv/+e77//vsc+2V+YQYGBrJz505mzpzJDz/8wJo1awCoV68er732Go8++uh9lxkSEmJJCqZOnUpUVBQNGjSgUqVKhIaGsmLFCo4cOcKZM2e4devWPa9fyyu2XtcFXU7m+r/frSLu/sHKLSkpKTg5OVkdRcmkcuXKGAwGq33Y29ub5s2bs23bNm7fvk1UVBQGg4HQ0FBu3LgBZBxZq169Or///judO3e2SqYzfTKvwbofU6ZMoXz58nz44YfMnz/fcg1kr169WLBgQbZHWmyJLfaH+fPnM2XKFCpWrMiDDz6In5+f5ejFwoULSUtLs9uyc8O9lpPTtPT0dMv7gnwX5uW7KJNbt27RpUsX9u3bR7NmzXj88ccpX748zs7OJCQksGLFihzXqS0YN24cI0eO5IsvvmDixIns2rWLQ4cOMXz48DxXnebkn999Jjvy+h3Spk0boqOjeeutt1i1ahXLly8HoFWrVsyZM8em37e2QBI2zejQoQPR0dFs2bKFrl275mqezC+yv/76K9vpmadZ7/zCc3LKONuenp6e5cL7q1ev5jnu/GIwGHLdNzP+JUuWMHHixFzN07BhQ9atW8ft27fZu3cvP/74I4sXL2bw4MFUrVrV6pRjTsts0aIF27Zt4+bNm/z222888cQTwP8d9YmKirL8leloXyC2JHP9//e//6V37952Gd9sNnPx4kXLBc+ZXLhwAaVUlh/t0NBQdu/eze+//050dDQNGjSwJHw1atQgKiqK2rVrc/v27SzbJnOslJSUXB2dMhgMjBo1ilGjRnHp0iViYmL46quvWLNmDcePH+fgwYP3LZopStLT03n99dfx9fVl//79VutYKcXcuXOLMDrbkJ/vwkzy8l2UyX/+8x/27dvH6NGjs5yaXL16teU0v70YPHgwzz33HMuWLWPixImWGPJ6OhSy97f1PpOf75CQkBB+/PFHbt68ya5du/jvf//LBx98QK9evfjjjz8KVORka+QaNs0YMWIERqORpUuXcvHixXv2zfzLpl69eri5ubF7927LkYU7ybxD952nFMqWLQtkVDreidlstromJL9k/nDZ8q/vzNNZO3bsyPO8pUqVom3btsyaNYvFixejlOK7777L1byZR2w++OADUlJSLIl0QEAAQUFB/PLLL0RFReHh4UGrVq1yNaaTk5NN101OGI1Gmy2nIOs/N2Re05LdHeWz24fh/xLkzZs3ExMTY/VHTteuXYmOjrZc43b3qdZMn8zTNHmhfPny9OvXj6+//pquXbty5MgRTpw4Adhn37cFf//9N1evXqVdu3ZZEuI9e/Zw8+bNAi+jqN3z8114P+7lFB8fD0Dfvn2zTIuJicn1MnLift8T7u7uPPHEExw4cICoqCi+/vprgoOD7/uHaG7Jzz5zr/VVkO8Qd3d3unTpwvz585k2bRo3b950uCf+SMKmGbVq1eKll17i77//5qGHHuLUqVNZ+vzzzz+8++67lmsAXFxcGDJkCH///TezZ8+26rtx40Y2bdpErVq1rD7EmYnF3Y+Qeffdd7NdZl4pW7YsBoOBpKSkAo+VSevWrWnTpg1fffUVX3/9dZbpZrOZrVu3Wt7v3bs321MfmX995/ZRPZlJwZw5c3BycrL64Q8NDeWXX35h9+7ddOjQIdsL0rOjXLlynD59Old9C0K5cuX4+++/+eeffwo8Vt++fQkICODdd9/l119/zTL99u3b973dyL3ILKiYNWuW1Xa7evUqs2bNsuqTSceOHXF2dubDDz8kNTXVKmELDQ3l77//5tNPP802mR4/fjzOzs4888wzJCYmZoknOTnZcl0dZPzYK6Ws+ty+fdtymidzf7LHvm8LKlWqhLu7O/v27bNKZq5cucIzzzxjk2VkFvMUlXt+vgvvx72cqlevDpBlv9+6davl1hoFITffE+PGjQPgX//6F6mpqfk6upYT+dln7rW+8vodsmPHjmy/u/L6HV5YyClRDXnjjTf4559/WLBgAXXr1qVr1640bNiQUqVKcerUKX7++WcuXbrEG2+8YZlnzpw5bN26lTfeeIPt27fTpk0bEhISWLt2LaVLl2b58uWW06AAI0eOZO7cucycOZP9+/cTFBTEnj17+OOPP+jcubNV4pMfPD09adWqFb/++iuPP/44tWvXxsnJiccff9zyJZcfvvrqK0JDQ3nsscdYuHAhzZs3x93dncTERHbs2MHFixctH/CVK1fy8ccf06lTJ4KCgvD29ubIkSP88MMPlCtXjpEjR+ZqmR07dqRUqVJcvHiRZs2aWY5OQkZSkHkaIi+nQ7t27cqaNWvo168fzZo1w2g08sgjj9C4ceM8rI3cLWfPnj089NBDloKITp06Wd23Kre4urqybt06HnroITp37kzXrl1p1KgRBoOB//3vf8TExFC+fHmrC/XzQqdOnXjmmWdYsmQJDRs2ZMCAASilWL9+PadPn+bZZ5/NEnfmfrZjxw6cnJzo3LmzZVrm9rh48SI9evTIkkw3bNiQDz74gKeffpq6devy8MMPExQURGpqKidPnmTr1q2MGDGCjz76CMi4z5i3tzdt27alevXq3L59m59++okjR44wcOBAy35tr32/oDg5OTF+/Hjmz59PkyZN6NOnDykpKfz4449Ur17dJk9GaNeuHe7u7ixcuJArV65YTk/fXbFpT/L6XXg/QkNDMRgMTJs2jcOHD1OmTBl8fHyYOHEiffr0ITAwkLlz5/LHH3/QsGFDjh49ynfffUf//v1Zt25dgVxy8z1Rv359QkJCiImJwdXV1XLJhi3Izz7TtWtX5s2bx5NPPsmAAQPw8PCgevXqPP7443n+DpkzZw5RUVF06tSJGjVq4Obmxr59+9iyZQs1a9akf//+NnO1CUV5TxGhaNm9e7caNWqUqlWrlnJ3d1eurq4qMDBQDR06VP30009Z+l+8eFE9++yzqnr16qpUqVKqQoUKauDAgdne3Vsppfbv36+6deumSpcurby9vVXfvn3V8ePH7/ukg7vJ6Z5pR48eVQ8//LDy8fFRBoPB6l5G97u30b2edHD58mX16quvqoYNGyp3d3fl6empateurYYOHaoiIyMt/Xbu3KnGjRunGjZsqHx8fJS7u7uqXbu2mjhxYrb3G7oX7du3V4B64YUXrNrPnj1ruZdZdvdGy2m9nTt3Tg0aNEhVqFBBOTk5WfXJz7rOidTUVDV27Fjl6+urjEaj1bz3Gute9/I6ffq0mjRpkqpdu7ZydXVV3t7eKjg4WI0ZM0Zt2bIlV3Hd70kHrVq1UqVLl1alS5dWrVq1Up999lmOY02bNk0BqkWLFlmmZd6/bfbs2TnO//vvv6vHHntMVa1a1fK5ad68uXr55ZdVXFycpd8HH3ygHnnkEVW9enXl5uamypcvr1q3bq0+/PBDdevWLasx77Xv58T97sOWHdmtx3ttu1u3bqk333zTsu0CAgLUCy+8oFJTU7O9P9i9tlNOn+Hvv/9etWrVSrm7u+frSQe5ccwkp3WTl+/Ce42fSUREhGrUqJFydXXN8qSDkydPqgEDBqiKFSta9tfVq1fn+PnKy33Y7vU9cSfLli1TgHrsscdydMiJ+/nndZ9RSqm5c+eq2rVrq1KlSmV7L7ncfods3LhRPfHEE6pu3brKy8tLeXp6qvr166tp06apixcv5tnV3hiUuusYvCAIgiAIwv9n4sSJvP/++3kqVhNsjyRsgiAIgiBky8WLF6lZsybVqlUjLi4uX9Wugm2Qa9gEQRAEQbDi+++/Z9++faxbt45r164xc+ZMSdaKGEnYBEEQBEGwYu3ataxYsYKqVavy1ltv8dhjjxV1SNojp0QFQRAEQRAcHLkPmyAIgiAIgoMjCZsgCIIgCIKDI9ewFQPMZjNnz57Fy8tLLvoUBEEQhGKCUorU1FSqVq2apxsqZ4ckbMWAs2fP4u/vX9RhCIIgCIKQD5KSkvDz8yvQGJKwFQO8vLyAjA3u7e1tl2WYTCaOHTtGnTp1LA/XLano4qqLJ+jjqosn6OOqiyfo43qn5/Xr1/H397f8jhcESdiKAZmnQb29ve2WsKWnp5Oeno6XlxfOziV7t9DFVRdP0MdVF0/Qx1UXT9DH9U7PzMTUFpczSdGBIAiCIAiCgyMJmyAIgiAIgoMjCZsAgJOTE0FBQQWuYikO6OKqiyfo46qLJ+jjqosn6ONqL0950kExICUlhTJlynD16lW7XcMmCIIgCIJtseXvd8lOc4VcYzKZ2LdvHyaTqahDsTu6uOriCfq46uIJ+rjq4gn6uNrLUxI2Aci4ud/NmzfR4YCrLq66eII+rrp4gj6uuniCPq728pSETRAEQRAEwcGRhE0QBEEQBMHBkaKDYkBhFB0opUhOTsbHx6fEP69UF1ddPEEfV108QR9XXTxBH9c7PVNTU232++1wCZvBYOCbb76hX79+RR2Kw2CvhM1kNhGTGMO51HP4evkSEhCC0ankPi5EEARBEAqTYl0levHiRZ5++mkCAgJwdXWlSpUq9OjRg23btgFw7tw5HnroocIOSzsi4yIJXBRI6IpQhkYOpcfnPXj767eJPBxZ1KHZnfT0dHbu3El6enpRh2JXdPEEfVx18QR9XHXxBH1c7eVZ6A/zGjBgALdu3WLFihXUrFmTv/76iy1btnDp0iUAqlSpUtgh2Y1bt27h4uJS1GFkITIukoFrBqKwPriqTIqh64eyymkVYcFhRRRd4VDSy8oz0cUT9HHVxRP0cdXFE/RxtYdnoR5hS05OJiYmhjlz5hAaGkr16tVp3bo1U6dO5ZFHHgEyTolu2LABgISEBAwGA5GRkYSGhlK6dGmaNGnCjh07rMb95JNP8Pf3p3Tp0vTv3593330XHx8fy/T4+Hj69u1L5cqV8fT0pFWrVvz8889WYwQGBvL6668zZMgQPDw8qFatGu+//75Vn8TERPr27Yunpyfe3t4MGjSIv/76yzJ95syZNG3alGXLllGjRg3c3Nws3mPGjKFixYp4e3vTtWtXDhw4YKvVmidMZhOTNk7KkqzdyeSNkzGZ9fhQCYIgCEJxoFATNk9PTzw9PdmwYQNpaWm5nu+VV15hypQp7N+/nzp16jBkyBDLocZt27bx1FNPMWnSJPbv30/37t158803rea/du0aDz/8MFu2bCE2NpaePXvSp08fEhMTrfq98847NGnShNjYWF5++WUmTZrETz/9BIDZbKZv375cvnyZrVu38tNPP3Hy5EkGDx5sNcaJEydYv349kZGR7N+/H4BHH32UCxcu8OOPP7J3716aN29Ot27duHz5cra+aWlppKSkWL1sRUxiDKdTTuc4XaFISkkiJjHGZssUBEEQBKGAqEJm3bp1qmzZssrNzU21b99eTZ06VR04cMAyHVDffPONUkqpU6dOKUAtW7bMMv3w4cMKUHFxcUoppQYPHqx69epltYxhw4apMmXK3DOOBg0aqCVLlljeV69eXfXs2dOqz+DBg9VDDz2klFJq8+bNymg0qsTExCyx/P7770oppcLDw1WpUqXUhQsXLH1iYmKUt7e3+ueff6zGDgoKUh9//HG2sYWHhysgy+vq1av3dMoNqw6uUswky8sw06AqvVVJGWYaFDNRqw6uKvCyHBWz2ayuX7+uzGZzUYdiV3TxVEofV108ldLHVRdPpfRxvdPz6tWrNvv9LvSigwEDBnD27Fm+/fZbevbsSXR0NM2bNyciIiLHeRo3bmz5v6+vLwAXLlwA4OjRo7Ru3dqq/93vr127xpQpUwgODsbHxwdPT0/i4uKyHGFr165dlvdxcXEAxMXF4e/vj7+/v2V6/fr18fHxsfQBqF69OhUrVrS8P3DgANeuXaN8+fKWI4yenp6cOnWK+Pj4bH2nTp3K1atXLa+kpKQc101e8fXyzbZdoUi+nWw5VZpTv5KCI15baA908QR9XHXxBH1cdfEEfVzt4VkkN851c3Oje/fuTJ8+ne3btzNixAjCw8Nz7F+qVCnL/zPv3WI2m3O9vClTpvDNN9/w1ltvERMTw/79+2nUqBG3bt3Kv0QOeHh4WL2/du0avr6+7N+/3+p19OhRXnzxxWzHcHV1xdvb2+plK0ICQvDz9sOA9T1wXAwuTK85HVeDK/7e/oQEhNhsmY6GyWRi165dJf7iV108QR9XXTxBH1ddPEEfV3t5FnqVaHbUr1/fUmiQV+rWrcvu3but2u5+v23bNkaMGEH//v2BjCQqISEhy1g7d+7M8j44OBiA4OBgkpKSSEpKshxlO3LkCMnJydSvXz/H+Jo3b8758+dxdnYmMDAwr3o2x+hkZFHPRQxcMxADhmyLDxb2XCj3YxMEQRAEB6JQj7BdunSJrl278sUXX3Dw4EFOnTrF2rVrmTt3Ln379s3XmM888ww//PAD7777LsePH+fjjz/mxx9/tLqLcu3atS1FAAcOHGDo0KHZHqHbtm0bc+fO5dixY7z//vusXbuWSZMmAfDAAw/QqFEjhg0bxr59+/j999954okn6Ny5My1btswxvgceeIB27drRr18/Nm/eTEJCAtu3b+eVV15hz549+XIuKGHBYawbtI5q3tWs2l2dXVk1oOTf0kMQBEEQihuFeoTN09OTNm3asGDBAuLj47l9+zb+/v6MHTuWadOm5WvMDh068NFHHzFr1ixeffVVevTowXPPPcd7771n6fPuu+8yatQo2rdvT4UKFfj3v/+dbeXlCy+8wJ49e5g1axbe3t68++679OjRA8g4Ffuf//yHZ555hk6dOuHk5ETPnj1ZsmTJPeMzGAz88MMPvPLKK4wcOZKLFy9SpUoVOnXqROXKlfPlbAvCgsPoW7ev5UkHVTyqUOpsKdrWbVtkMQmCIAiCkD0O92gqWzB27Fj+/PNPYmJyf2uKwMBAJk+ezOTJk+0XWD4prGeJmkwmjEZjiX7GG+jjqosn6OOqiyfo46qLJ+jjeqenLZ8lWiRFB7Zm3rx5HDhwgBMnTrBkyRJWrFjB8OHDizqsYoc9ijAcFV1cdfEEfVx18QR9XHXxBH1c7eFZIhK233//ne7du9OoUSM++ugjFi9ezJgxY4o6rGKFyWQiNja2xFfvgD6uuniCPq66eII+rrp4gj6u9vJ0iCrRgrJmzZoCj5Fd1aggCIIgCIIjUCKOsAmCIAiCIJRkJGETLBiN+tx7TRdXXTxBH1ddPEEfV108QR9Xe3iWyCrRkkZhVIkKgiAIgmBbbPn7LUfYBCCjDPnKlSvokL/r4qqLJ+jjqosn6OOqiyfo42ovT0nYBCCjquXIkSMlvnoH9HHVxRP0cdXFE/Rx1cUT9HG1l6ckbIIgCIIgCA6OJGyCIAiCIAgOjiRsApDxzFN3d/cS/biQTHRx1cUT9HHVxRP0cdXFE/RxtZenVIkWA6RKVBAEQRCKH1IlKtgcs9nM+fPnMZvNRR2K3dHFVRdP0MdVF0/Qx1UXT9DH1V6ekrAJQMYOFh8fX+I/SKCPqy6eoI+rLp6gj6sunqCPq708JWETBEEQBEFwcCRhEwRBEARBcHAkYROAjKoWHx+fEl+9A/q46uIJ+rjq4gn6uOriCfq42stTqkSLAVIlKgiCIAjFD6kSFWyO2WwmMTGxxF8MCvq46uIJ+rjq4gn6uOriCfq42stTEjYByNjBkpKSSvwHCfRx1cUT9HHVxRP0cdXFE/RxtZenJGyCIAiCIAgOjiRsgiAIgiAIDo4kbAKQUdVSqVKlEl+9A/q46uIJ+rjq4gn6uOriCfq42stTqkSLAVIlKgiCIAjFD6kSFWyOyWTi+PHjmEymog7F7ujiqosn6OOqiyfo46qLJ+jjai9PSdjuYMSIEfTr18/uy4mIiMDHx8fuy8kLSikuXLhAYR5wNZlNRCdE89Whr4hOiMZkLpwPcVG4FgW6eII+rrp4gj6uuniCPq728nS26WhFwIgRI0hOTmbDhg1FHYqQByLjIpm0cRKnU05b2vy8/VjUcxFhwWFFGJkgCIIgOB5yhE0odCLjIhm4ZqBVsgZwJuUMA9cMJDIusogiEwRBEATHpEQlbGazmblz51KrVi1cXV0JCAjgzTfftExPSkpi0KBB+Pj4UK5cOfr27UtCQkKO423cuJGOHTvi4+ND+fLl6d27N/Hx8ZbpCQkJGAwGIiMjCQ0NpXTp0jRp0oQdO3ZYjRMREUFAQAClS5emf//+XLp0yebuBcXJyQl/f3+cnOy7S5jMJiZtnIQi66HizLbJGyfb9fRoYbkWNbp4gj6uuniCPq66eII+rvbyLFFrberUqbz99ttMnz6dI0eOsGrVKipXrgzA7du36dGjB15eXsTExLBt2zY8PT3p2bMnt27dyna869ev8/zzz7Nnzx62bNmCk5MT/fv3z3L34ldeeYUpU6awf/9+6tSpw5AhQ0hPTwdg165djB49mokTJ7J//35CQ0N544037umRlpZGSkqK1cveODk5ERAQYPcPUkxiTJYja3eiUCSlJBGTGGO3GArLtajRxRP0cdXFE/Rx1cUT9HG1l2eJWWupqaksWrSIuXPnMnz4cIKCgujYsSNjxowB4Ouvv8ZsNrNs2TIaNWpEcHAwy5cvJzExkejo6GzHHDBgAGFhYdSqVYumTZvy2WefcejQIY4cOWLVb8qUKfTq1Ys6deowa9Ys/ve//3HixAkAFi1aRM+ePXnppZeoU6cOzz77LD169Liny+zZsylTpozl5e/vX/AVdB9MJhOHDx+2e/XOudRzNu2XHwrLtajRxRP0cdXFE/Rx1cUT9HG1l2eJSdji4uJIS0ujW7du2U4/cOAAJ06cwMvLC09PTzw9PSlXrhz//POP1WnOOzl+/DhDhgyhZs2aeHt7ExgYCEBiYqJVv8aNG1v+7+vrC8CFCxcscbVp08aqf7t27e7pMnXqVK5evWp5JSUl3bO/LVBKkZycbPfqHV8vX5v2yw+F5VrU6OIJ+rjq4gn6uOriCfq42suz2FeJZuLu7n7P6deuXaNFixZ8+eWXWaZVrFgx23n69OlD9erV+eSTT6hatSpms5mGDRtmOYVaqlQpy/8z72xckIe+urq64urqmu/5HZmQgBD8vP04k3Im2+vYDBjw8/YjJCCkCKITBEEQBMekxBxhq127Nu7u7mzZsiXb6c2bN+f48eNUqlSJWrVqWb3KlCmTpf+lS5c4evQor776Kt26dSM4OJgrV67kOa7g4GB27dpl1bZz5848j1NSMDoZWdRzEZCRnN1J5vuFPRdidDIWemyCIAiC4KiUmITNzc2Nf//737z00kt8/vnnxMfHs3PnTj799FMAhg0bRoUKFejbty8xMTGcOnWK6Ohonn32WU6fznoRfNmyZSlfvjxLly7lxIkT/PLLLzz//PN5juvZZ59l48aNzJs3j+PHj/Pee++xcePGAvvaGicnJ4KCggrlYtCw4DDWDVpHNe9qVu1+3n6sG7TO7vdhK0zXokQXT9DHVRdP0MdVF0/Qx9VeniXmlCjA9OnTcXZ2ZsaMGZw9exZfX1+eeuopAEqXLs2vv/7Kv//9b8LCwkhNTaVatWp069Yt2+d7OTk5sXr1ap599lkaNmxI3bp1Wbx4MV26dMlTTG3btuWTTz4hPDycGTNm8MADD/Dqq6/y+uuv20LZZjg5OVGlSpVCW15YcBh96/YlJjGGc6nn8PXyJSQgpFCOrBW2a1Ghiyfo46qLJ+jjqosn6ONqL095+HsxoDAe/m4ymThw4ABNmjTBaCzZpyN1cdXFE/Rx1cUT9HHVxRP0cb3T8/r16/Lwd8G2KKW4efNmia/eAX1cdfEEfVx18QR9XHXxBH1c7eUpCZsgCIIgCIKDIwmbIAiCIAiCgyPXsBUDCuMatswb/fn4+FjuJVdS0cVVF0/Qx1UXT9DHVRdP0Mf1Ts/U1FSb/X5LwlYMKIyETRAEQRAE22LL3285JSoAkJ6ezs6dOy0PrS/J6OKqiyfo46qLJ+jjqosn6ONqL09J2AQLJf2BvHeii6sunqCPqy6eoI+rLp6gj6s9PCVhEwRBEARBcHAkYRMEQRAEQXBwpOigGFBYVaI3b97E3d29RFfvgD6uuniCPq66eII+rrp4gj6ud3raskpUjrAJFlxcXIo6hEJDF1ddPEEfV108QR9XXTxBH1d7eErCJgAZF0ju2rVLiwtCdXHVxRP0cdXFE/Rx1cUT9HG1l6ckbIIgCIIgCA6OJGyCIAiCIAgOjiRsgiAIgiAIDo5UiRYDCqtK1GQyYTQaS3T1Dujjqosn6OOqiyfo46qLJ+jjeqenVIkKduHWrVtFHUKhoYurLp6gj6sunqCPqy6eoI+rPTwlYROAjKqW2NjYEl+9A/q46uIJ+rjq4gn6uOriCfq42stTEjZBEARBEAQHRxI2QRAEQRAEB0cSNsGC0Wgs6hAKDV1cdfEEfVx18QR9XHXxBH1c7eEpVaLFgMKoEhUEQRAEwbbY8vdbjrAJQEYZ8pUrV9Ahf9fFVRdP0MdVF0/Qx1UXT9DH1V6ekrAJQEZVy5EjR0p89Q7o46qLJ+jjqosn6OOqiyfo42ovT0nYBEEQBEEQHBxJ2ARBEARBEBwc56IOoDAZMWIEycnJbNiwoahDcTgMBgPu7u4l6nEhJrOJmMQYzqWew9fLl5CAEIxOxhLpmh26eII+rrp4gj6uuniCPq728tSqSrS4JmxSJZp3IuMimbRxEqdTTlva/Lz9WNRzEWHBYUUYmSAIgqALUiVqAzZu3EjHjh3x8fGhfPny9O7dm/j4eMv0hIQEDAYDq1evpn379ri5udGwYUO2bt1q6WMymRg9ejQ1atTA3d2dunXrsmjRIqvljBgxgn79+jFv3jx8fX0pX748EyZM4Pbt24XmmhvMZjPnz5/HbDYXdSgFJjIukoFrBlolawBnUs4wcM1AIo9ElhjXe1GStun90MVVF0/Qx1UXT9DH1V6e2iZs169f5/nnn2fPnj1s2bIFJycn+vfvn2UFv/jii7zwwgvExsbSrl07+vTpw6VLl4CMjeLn58fatWs5cuQIM2bMYNq0aaxZs8ZqjKioKOLj44mKimLFihVEREQQERFRWKq5wmw2Ex8fX+w/SCaziUkbJ6HIeuA4s+3FzS9y4sSJYu96P0rKNs0Nurjq4gn6uOriCfq42stTq2vY7mTAgAFW7z/77DMqVqzIkSNHaNiwoaV94sSJlr4ffvghGzdu5NNPP+Wll16iVKlSzJo1y9K3Ro0a7NixgzVr1jBo0CBLe9myZXnvvfcwGo3Uq1ePXr16sWXLFsaOHZttbGlpaaSlpVnep6Sk2MRZB2ISY7IcWbsTheJ0ymmS/0kuvKAEQRAEoYBoe4Tt+PHjDBkyhJo1a+Lt7U1gYCAAiYmJVv3atWtn+b+zszMtW7YkLi7O0vb+++/TokULKlasiKenJ0uXLs0yRoMGDaweU+Hr68uFCxdyjG327NmUKVPG8vL39y+IqlacSz2Xq363TLfsHIkgCIIg2A5tE7Y+ffpw+fJlPvnkE3bt2sWuXbsAuHUr9z/kq1evZsqUKYwePZrNmzezf/9+Ro4cmWWMUqVKWb03GAz3PFQ6depUrl69anklJSXlwSx/GAwGfHx8in31jq+X7337KBTuXnpUKpWEbZobdHHVxRP0cdXFE/RxtZenlqdEL126xNGjR/nkk08ICQkB4Lfffsu2786dO+nUqRMA6enp7N27l4kTJwKwbds22rdvz/jx4y397yxcyC+urq64uroWeJy8YDQaadCgQaEu0x6EBITg5+3HmZQz2V7HZsBAFa8qPNj2QYxOJfshxCVlm+YGXVx18QR9XHXxBH1c7eWp5RG2smXLUr58eZYuXcqJEyf45ZdfeP7557Pt+/777/PNN9/w559/MmHCBK5cucKoUaMAqF27Nnv27GHTpk0cO3aM6dOns3v37sJUsRlms5nExMRifzGo0cnIop4ZlboGrP+6yXy/sMdCzpw+U+xd70dJ2aa5QRdXXTxBH1ddPEEfV3t5apWwmc1mnJ2dcXJyYvXq1ezdu5eGDRvy3HPP8c4772Q7z9tvv83bb79NkyZN+O233/j222+pUKECAOPGjSMsLIzBgwfTpk0bLl26ZHW0rThhNptJSkoqER+ksOAw1g1aRzXvalbtft5+rBu0jkfqPFJiXO9FSdqm90MXV108QR9XXTxBH1d7eWp1SvTChQvUqlULgAceeIAjR45YTc/uHsLBwcGW69vuxtXVleXLl7N8+XKr9tmzZ1v+n93tOxYuXJjHyIW8EhYcRt+6fbN90kF6enpRhycIgiAIeUKLhO3KlSts27aN6OhonnrqqaIORygkjE5GugR2KeowBEEQBKHAaJGwjRo1it27d/PCCy/Qt2/fog7HITEYDFSqVKnEV++APq66eII+rrp4gj6uuniCPq728tTqWaLFFXmWqCAIgiAUP+RZooLNMZlMHD9+HJPJVNSh2B1dXHXxBH1cdfEEfVx18QR9XO3lKQmbAGQUXFy4cCHbwouShi6uuniCPq66eII+rrp4gj6u9vKUhE0QBEEQBMHBkYRNEARBEATBwZGETQDAyckJf39/nJxK/i6hi6sunqCPqy6eoI+rLp6gj6u9PKVKtBggVaKCIAiCUPyQKlHB5phMJg4fPlziq3dAH1ddPEEfV108QR9XXTxBH1d7eUrCJgAZVS3JycklvnoH9HHVxRP0cdXFE/Rx1cUT9HG1l6ckbIIgCIIgCA6OJGyCIAiCIAgOjiRsApBR1RIUFFTiq3dAH1ddPEEfV108QR9XXTxBH1d7eUqVaDFAqkQFQRAEofghVaKCzTGZTOzbt6/EV++APq66eII+rrp4gj6uuniCPq728pSETQAyqlpu3rxZ4qt3QB9XXTxBH1ddPEEfV108QR9Xe3lKwiYIgiAIguDgSMImCIIgCILg4EjRQTGgMIoOMm/05+Pjg8FgsMsyHAVdXHXxBH1cdfEEfVx18QR9XO/0TE1NtdnvtyRsxQCpEhUEQRCE4odUiQo2Jz09nZ07d5Kenl7UodgdXVx18QR9XHXxBH1cdfEEfVzt5SkJm2ChpJda34kurrp4gj6uuniCPq66eII+rvbwlIRNEARBEATBwZGETRAEQRAEwcGRooNiQGFVid68eRN3d/cSXb0D+rjq4gn6uOriCfq46uIJ+rje6WnLKtESe4StS5cuTJ48Odf9ExISMBgM7N+/324xZRIYGMjChQvtvpy84uLiUtQhFBq6uBa2p8lsIjohmq8OfUV0QjQmc+FdryLbtOShi6sunqCPqz08i33CNmLECAwGQ5bX3Llzef3114s6vGKDyWRi165dWlwQqotrYXtGxkUSuCiQ0BWhDI0cSuiKUAIXBRIZF2n3Zcs2LXno4qqLJ+jjai/PYp+wAfTs2ZNz585ZvVq0aIGXl1dRhyYIWhAZF8nANQM5nXLaqv1MyhkGrhlYKEmbIAhCSaZEJGyurq5UqVLF6tWtWzerU6KBgYG89dZbjBo1Ci8vLwICAli6dGmOY5pMJkaPHk2NGjVwd3enbt26LFq0yKrPiBEj6NevH/PmzcPX15fy5cszYcIEbt++belz4cIF+vTpg7u7OzVq1ODLL7+0ub8gFCUms4lJGyehyHo5bGbb5I2TC/X0qCAIQkmjRCRsuWX+/Pm0bNmS2NhYxo8fz9NPP83Ro0ez7Ws2m/Hz82Pt2rUcOXKEGTNmMG3aNNasWWPVLyoqivj4eKKiolixYgURERFERERYpo8YMYKkpCSioqJYt24dH3zwARcuXLhnnGlpaaSkpFi9BMFRiUmMyXJk7U4UiqSUJGISYwoxKkEQhJKFc1EHYAu+++47PD09Le8feuihbPs9/PDDjB8/HoB///vfLFiwgKioKOrWrZulb6lSpZg1a5blfY0aNdixYwdr1qxh0KBBlvayZcvy3nvvYTQaqVevHr169WLLli2MHTuWY8eO8eOPP/L777/TqlUrAD799FOCg4Pv6TN79myrZRcGRqORNm3aYDQaC3W5RYEuroXleS71nE375QfZpiUPXVx18QR9XO3lWSKOsIWGhrJ//37La/Hixdn2a9y4seX/BoOBKlWq3PNo1/vvv0+LFi2oWLEinp6eLF26lMTERKs+DRo0sNoovr6+ljHj4uJwdnamRYsWlun16tXDx8fnnj5Tp07l6tWrlldSUtI9+9uKW7duFcpyHAFdXAvD09fL16b98ots05KHLq66eII+rvbwLBEJm4eHB7Vq1bK8fH2z/2EoVaqU1XuDwYDZbM627+rVq5kyZQqjR49m8+bN7N+/n5EjR2bZCHkZM7e4urri7e1t9bI3JpOJ2NjYEl+9A/q4FpZnSEAIft5+GMj+vkoGDPh7+xMSEGK3GGSbljx0cdXFE/RxtZdniUjY7MG2bdto374948ePp1mzZtSqVYv4+Pg8jVGvXj3S09PZu3evpe3o0aMkJyfbOFpBKDqMTkYW9cwoyLk7act8v7DnQoxOJfs0iCAIgj2RhC0HateuzZ49e9i0aRPHjh1j+vTp7N69O09j1K1bl549ezJu3Dh27drF3r17GTNmDO7u7naKWhCKhrDgMNYNWkc172pW7X7efqwbtI6w4LAiikwQBKFkUCKKDuzBuHHjiI2NZfDgwRgMBoYMGcL48eP58ccf8zTO8uXLGTNmDJ07d6Zy5cq88cYbTJ8+3U5RF4ySfiHonejiWpieYcFh9K3bl5jEGM6lnsPXy5eQgJBCO7Im27TkoYurLp6gj6s9POVZosWAwniWqCAIgiAItsWWv99ySlQAMh5We+XKFXTI33Vx1cUT9HHVxRP0cdXFE/RxtZenJGwCkFHVcuTIkRJfvQP6uOriCfq46uIJ+rjq4gn6uNrLUxI2QRAEQRAEB0cSNkEQBEEQBAdHEjYByLjhr7u7OwZD9jc/LUno4qqLJ+jjqosn6OOqiyfo42ovT6kSLQZIlaggCIIgFD+kSlSwOWazmfPnzxf4sVrFAV1cdfEEfVx18QR9XHXxBH1c7eUpCZsAZOxg8fHxJf6DBPq46uIJ+rjq4gn6uOriCfq42stTEjZBEARBEAQHRxI2QRAEQRAEB0cSNgHIqGrx8fEp8dU7oI+rLp6gj6sunqCPqy6eoI+rvTylSrQYIFWigiAIglD8kCpRweaYzWYSExNL/MWgoI+rLp6gj6sunqCPqy6eoI+rvTwlYROAjB0sKSmpxH+QQB9XXTxBH1ddPEEfV108QR9Xe3lKwiYIgiAIguDgSMImCIIgCILg4EjCJgAZVS2VKlUq8dU7oI+rLp6gj6sunqCPqy6eoI+rvTylSrQYIFWigiAIglD8kCpRweaYTCaOHz+OyWQq6lDsji6uuniCPq66eII+rrp4gj6u9vKUhE0AQCnFhQsX0OGAqy6uuniCPq66eII+rrp4gj6u9vKUhE0QBEEQBMHBkYRNEARBEATBwZGETQDAyckJf39/nJxK/i6hi6sunqCPqy6eoI+rLp6gj6u9PKVKtBggVaKCIAiCUPyQKlHB5phMJg4fPlziq3dAH1ddPEEfV108QR9XXTxBH1d7eTrbdDQHZMSIESQnJ7Nhw4aiDsWhUUqRnJxc4qt3QB9XXTwhZ1eT2URMYgznUs/h6+VLSEAIRidjEUVZcGSbljx08QR9XO3lmaeETZIfQRCKC5FxkUzaOInTKactbX7efizquYiw4LAijEwQBCHvyClRO3Hr1q2iDkEQtCUyLpKBawZaJWsAZ1LOMHDNQCLjIosoMkEQhPxhk4QtIiICHx8fq7YNGzZYnqOllOKBBx6gR48elkOEly9fxs/PjxkzZljmWbZsGcHBwbi5uVGvXj0++OADy7SEhAQMBgNr1qwhJCQEd3d3WrVqxbFjx9i9ezctW7bE09OThx56iIsXL2aJcdasWVSsWBFvb2+eeuopq4QqLS2NZ599lkqVKuHm5kbHjh3ZvXt3rv0AZs6cSdOmTVm2bBk1atTAzc0NgD///JOOHTvi5uZG/fr1+fnnnzEYDA53lNLJyYmgoKASX70D+rjq4gnWriaziUkbJ6HIejois23yxsmYzMXvOhpdt2lJRhdP0MfVXp6Fcg2bwWBgxYoVNGrUiMWLFzNp0iSeeuopqlWrZknYvvzyS2bMmMF7771Hs2bNiI2NZezYsXh4eDB8+HDLWOHh4SxcuJCAgABGjRrF0KFD8fLyYtGiRZQuXZpBgwYxY8YMPvzwQ8s8W7Zswc3NjejoaBISEhg5ciTly5fnzTffBOCll15i/fr1rFixgurVqzN37lx69OjBiRMnKFeuXK49T5w4wfr164mMjMRoNGIymejXrx8BAQHs2rWL1NRUXnjhhfuOk5aWRlpamuV9SkpKrmPIL05OTlSpUsXuy3EEdHHVxROsXaMTorMcWbsThSIpJYmYxBi6BHYppAhtg67btCSjiyfo42ovz0JLc6tVq8bHH3/Myy+/zNSpU/nhhx/44osvcHbOyBnDw8OZP38+YWFh1KhRg7CwMJ577jk+/vhjq3GmTJlCjx49CA4OZtKkSezdu5fp06fToUMHmjVrxujRo4mKirKax8XFhc8++4wGDRrQq1cvXnvtNRYvXozZbOb69et8+OGHvPPOOzz00EPUr1+fTz75BHd3dz799NM8Od66dYvPP/+cZs2a0bhxY3766Sfi4+P5/PPPadKkCR07drQkifdi9uzZlClTxvLy9/fPUxz5wWQysW/fvhJfvQP6uOriCdau51LP5Wqe3PZzJHTdpiUZXTxBH1d7eRZqleijjz7KN998w9tvv82HH35I7dq1Abh+/Trx8fGMHj2asWPHWvqnp6dTpkwZqzEaN25s+X/lypUBaNSokVXbhQsXrOZp0qQJpUuXtrxv164d165dIykpiatXr3L79m06dOhgmV6qVClat25NXFxcnvyqV69OxYoVLe+PHj2Kv7+/VabdunXr+44zdepUnn/+ecv7lJQUuydtSilu3rxZ4qt3QB9XXTzB2tXXyzdX8+S2nyOh6zYtyejiCfq42svTJgmbk5NTlsBu376dpd+NGzfYu3cvRqOR48ePW9qvXbsGwCeffEKbNm2s5jEarUvwS5UqZfl/5jVkd7eZzeZ8mmRPbv08PDxssjxXV1dcXV1tMpYg6EZIQAh+3n6cSTmT7XVsBgz4efsREhBSBNEJgiDkD5ucEq1YsSKpqalcv37d0rZ///4s/V544QWcnJz48ccfWbx4Mb/88guQcVSsatWqnDx5klq1alm9atSoUeD4Dhw4wM2bNy3vd+7ciaenJ/7+/gQFBeHi4sK2bdss02/fvs3u3bupX79+nvzupm7duiQlJfHXX39Z2u4sZhAEwfYYnYws6rkIyEjO7iTz/cKeC4v1/dgEQdCPPB9hu3r1apZkpX79+pQuXZpp06bx7LPPsmvXLiIiIqz6fP/993z22Wfs2LGD5s2b8+KLLzJ8+HAOHjxI2bJlmTVrFs8++yxlypShZ8+epKWlsWfPHq5cuWJ1ejA/3Lp1i9GjR/Pqq6+SkJBAeHg4EydOxMnJCQ8PD55++mlefPFFypUrR0BAAHPnzuXGjRuMHj0agDZt2tzXLzu6d+9OUFAQw4cPZ+7cuaSmpvLqq68CWFWYOgJGo5H69etnOaJZEtHFVRdPyOoaFhzGukHrsr0P28KeC4vtfdh03qYlFV08QR9Xu3mqPDB8+HAFZHmNHj1affPNN6pWrVrK3d1d9e7dWy1dulRlDn/hwgVVuXJl9dZbb1nGunXrlmrRooUaNGiQpe3LL79UTZs2VS4uLqps2bKqU6dOKjIyUiml1KlTpxSgYmNjLf2joqIUoK5cuWJpW758uSpTpoxVzH379lUzZsxQ5cuXV56enmrs2LHqn3/+sfS5efOmeuaZZ1SFChWUq6ur6tChg/r999+t3O/lp5RS4eHhqkmTJlnWWVxcnOrQoYNycXFR9erVU//9738VoDZu3Jjr9X716lUFqKtXr+Z6HkEQlEo3pauoU1Fq1cFVKupUlEo3pRd1SIIgaIQtf7/l4e+FzLZt2+jYsSMnTpwgKCgoV/MUxsPf09PT2bNnDy1btrRU7pZUdHHVxRP0cdXFE/Rx1cUT9HG90/PGjRs2+/0uuWvMQfjmm2/w9PSkdu3anDhxgkmTJtGhQ4dcJ2uFSUkvtb4TXVx18QR9XHXxBH1cdfEEfVzt4SkJm51JTU3l3//+N4mJiVSoUIEHHniA+fPnF3VYgiAIgiAUIyRhszNPPPEETzzxRFGHIQiCIAhCMUauYSsGFMY1bOr/3+jP3d3d4SpYbY0urrp4gj6uuniCPq66eII+rnd6pqam2uz3u2Q/gVXIEy4uLkUdQqGhi6sunqCPqy6eoI+rLp6gj6s9PCVhE4CMCyR37dqlxQWhurjq4gn6uOriCfq46uIJ+rjay1MSNkEQBEEQBAdHEjZBEARBEAQHRxI2QRAEQRAEB0eqRIsBhVUlajKZMBqNJbp6B/Rx1cUT9HHVxRP0cdXFE/RxvdNTqkQFu3Dr1q2iDqHQ0MVVF0/Qx1UXT9DHVRdP0MfVHp6SsAlARlVLbGxsia/eAX1cdfEEfVx18QR9XHXxBH1c7eUpCZsgCIIgCIKDIwmbIAiCIAiCgyMJm2DBaDQWdQiFhi6uuniCPq66eII+rrp4gj6u9vCUKtFiQGFUiQqCIAiCYFts+fstR9gEIKMM+cqVK+iQv+viqosn6OOqiyfo46qLJ+jjai9PSdgEIKOq5ciRIyW+egf0cdXFE/Rx1cUT9HHVxRP0cbWXpyRsgiAIgiAIDo4kbIIgCIIgCA6OJGwCAAaDAXd39xL9uJBMdHHVxRP0cdXFE/Rx1cUT9HG1l6dUiRYDpEpUEARBEIofUiUq2Byz2cz58+cxm81FHYrd0cVVF0/Qx1UXT9DHVRdP0MfVXp6SsAlAxg4WHx9f4j9IoI+rLp6gj6sunqCPqy6eoI+rvTwlYRMEQRAEQXBwJGHLIwkJCRgMBvbv31/UoQiCIAiCoAnFLmG7ePEiTz/9NAEBAbi6ulKlShV69OjBtm3bijq0Yo3BYMDHx6fEV++APq66eILtXE1mE9EJ0Xx16CuiE6IxmR3rBp+yTUseuniCPq728ix2VaKdOnXi1q1bzJ49m5o1a/LXX3+xZcsWGjRowCOPPGL35SckJFCjRg1iY2Np2rSp3ZcHUiUqCIVBZFwkkzZO4nTKaUubn7cfi3ouIiw4rAgjEwShuKJtlWhycjIxMTHMmTOH0NBQqlevTuvWrZk6dSqPPPIIU6ZMoXfv3pb+CxcuxGAwsHHjRktbrVq1WLZsmeX9smXLCA4Oxs3NjXr16vHBBx9YLfP333+nWbNmuLm50bJlS2JjY7PE9ccff/DQQw/h6elJ5cqVefzxx/n7778t07t06cKzzz7LSy+9RLly5ahSpQozZ8604ZopOGazmcTExBJ/MSjo46qLJxTcNTIukoFrBlolawBnUs4wcM1AIuMibRFmgZFtWvLQxRP0cbWXZ7FK2Dw9PfH09GTDhg2kpaVlmd65c2d+++03y/O7tm7dSoUKFYiOjgbgzJkzxMfH06VLFwC+/PJLZsyYwZtvvklcXBxvvfUW06dPZ8WKFQBcu3aN3r17U79+ffbu3cvMmTOZMmWK1TKTk5Pp2rUrzZo1Y8+ePWzcuJG//vqLQYMGWfVbsWIFHh4e7Nq1i7lz5/Laa6/x008/2XgN5R+z2UxSUlKJ/yCBPq66eELBXE1mE5M2TkKR9WRDZtvkjZMd4vSobNOShy6eoI+rvTyLVcLm7OxMREQEK1aswMfHhw4dOjBt2jQOHjwIQEhICKmpqcTGxqKU4tdff+WFF16wJGzR0dFUq1aNWrVqARAeHs78+fMJCwujRo0ahIWF8dxzz/Hxxx8DsGrVKsxmM59++ikNGjSgd+/evPjii1YxvffeezRr1oy33nqLevXq0axZMz777DOioqI4duyYpV/jxo0JDw+ndu3aPPHEE7Rs2ZItW7Zk65mWlkZKSorVSxAE+xCTGJPlyNqdKBRJKUnEJMYUYlSCIAjWFKuEDWDAgAGcPXuWb7/9lp49exIdHU3z5s2JiIjAx8eHJk2aEB0dzaFDh3BxceHJJ58kNjaWa9eusXXrVjp37gzA9evXiY+PZ/To0ZYjd56enrzxxhvEx8cDEBcXR+PGjXFzc7Msv127dlbxHDhwgKioKKsx6tWrB2AZBzIStjvx9fXlwoUL2TrOnj2bMmXKWF7+/v4FX3GCIGTLudRzNu0nCIJgD5yLOoD84ObmRvfu3enevTvTp09nzJgxhIeHM2LECLp06UJ0dDSurq507tyZcuXKERwczG+//cbWrVt54YUXgIzTnQCffPIJbdq0sRrfaDTmOpZr167Rp08f5syZk2War6+v5f+lSpWymmYwGHI8XDp16lSef/55y/uUlBS7J20Gg4FKlSqV+Ood0MdVF08omKuvl+/9O+Whnz2RbVry0MUT9HG1l2exTNjupn79+mzYsAHIuI7ts88+w9nZmZ49ewIZF/1/9dVXHDt2zHL9WuXKlalatSonT55k2LBh2Y4bHBzMypUr+eeffyxH2Xbu3GnVp3nz5qxfv57AwECcnW2zOl1dXXF1dbXJWLnFaDRSu3btQl1mUaGLqy6eUDDXkIAQ/Lz9OJNyJtvr2AwY8PP2IyQgpKBhFhjZpiUPXTxBH1d7eRarU6KXLl2ia9eufPHFFxw8eJBTp06xdu1a5s6dS9++fYGM236kpqby3XffWZKzLl268OWXX+Lr60udOnUs482aNYvZs2ezePFijh07xqFDh1i+fDnvvvsuAEOHDsVgMDB27FiOHDnCDz/8wLx586ximjBhApcvX2bIkCHs3r2b+Ph4Nm3axMiRIy3FD8UBk8nE8ePHi1XM+UUXV108oWCuRicji3ouAjKSszvJfL+w50KMTrk/8m4vZJuWPHTxBH1c7eVZrBI2T09P2rRpw4IFC+jUqRMNGzZk+vTpjB07lvfeew+AsmXL0qhRIypWrGi5lqxTp06YzWbL9WuZjBkzhmXLlrF8+XIaNWpE586diYiIoEaNGpbl/fe//+XQoUM0a9aMV155Jcupz6pVq7Jt2zZMJhMPPvggjRo1YvLkyfj4+ODkVHxWr1KKCxcuUMxuy5cvdHHVxRMK7hoWHMa6Qeuo5l3Nqt3P2491g9Y5zH3YZJuWPHTxBH1c7eVZrE6Jurq6Mnv2bGbPnn3Pfnc/NqpcuXI5Xi82dOhQhg4dmuNYbdu2zTLe3Ruhdu3aREbmfJ+mzCrVO8k8hSsIgmMQFhxG37p9iUmM4VzqOXy9fAkJCHGII2uCIAjFKmETBEGwJ0YnI10CuxR1GIIgCFkoPufsBLvi5OSEv79/sTqNm190cdXFE/Rx1cUT9HHVxRP0cbWXZ7F7lqiOyLNEBUEQBKH4oe2zRAX7YTKZOHz4cImv3gF9XHXxBH1cdfEEfVx18QR9XO3lKQmbAGQUUiQnJ5f46h3Qx1UXT9DHVRdP0MdVF0/Qx9VenpKwCYIgCIIgODiSsAmCIAiCIDg4krAJQEZVS1BQUImv3gF9XHXxBH1cdfEEfVx18QR9XO3lKVWixQCpEhUEQRCE4odUiQo2x2QysW/fvhJfvQP6uOriCfq46uIJ+rjq4gn6uNrLUxI2Acioarl582aJr94BfVx18QR9XHXxBH1cdfEEfVzt5SkJmyAIgiAIgoMjCZsgCIIgCIKDI0UHxYDCKDrIvNGfj48PBoPBLstwFHRx1cUT9HHVxRP0cdXFE/RxvdMzNTXVZr/fkrAVA6RKVBAEQRCKH1IlKtic9PR0du7cSXp6elGHYnd0cdXFE/Rx1cUT9HHVxRP0cbWXpyRsgoWSXmp9J7q46uIJ+rjq4gn6uOriCfq42sNTEjZBEARBEAQHRxI2QRAEQRAEB0eKDooBhVUlevPmTdzd3Ut09Q7o46qLJ+jjqosn6OOqiyfo43qnpy2rROUIm2DBxcWlqEMoNHRx1cUT9HHVxRP0cdXFE/RxtYenJGwCkHGB5K5du7S4IFQXV108QR9XXTxBH1ddPEEfV3t5SsImCIIgCILg4EjCJgiCIAiC4OBIwiYIgiAIguDgSJVoMaCwqkRNJhNGo7FEV++APq66eII+rrp4gj6uuniCPq53ekqVaBETGBjIwoULizoMm3Pr1q2iDqHQ0MVVF09wHFeT2UR0QjRfHfqK6IRoTGbbXnjsKJ6FgS6uuniCPq728LR5wnbx4kWefvppAgICcHV1pUqVKvTo0YNt27bZelFWJCQkYDAYMBqNnDlzxmrauXPncHZ2xmAwkJCQUOBl7d69myeffLLA4zgSJpOJ2NjYEl+9A/q46uIJjuMaGRdJ4KJAQleEMjRyKKErQglcFEhkXKRNxncUz8JAF1ddPEEfV3t52jxhGzBgALGxsaxYsYJjx47x7bff0qVLFy5dumTrRWVLtWrV+Pzzz63aVqxYQbVq1Qo8dmbGXLFiRUqXLl3g8QRBKDlExkUycM1ATqectmo/k3KGgWsG2ixpEwRBT2yasCUnJxMTE8OcOXMIDQ2levXqtG7dmqlTp/LII49Y+r377rs0atQIDw8P/P39GT9+PNeuXbNMj4iIwMfHh02bNhEcHIynpyc9e/bk3Llz941h+PDhLF++3Kpt+fLlDB8+3KrNZDIxevRoatSogbu7O3Xr1mXRokVWfUaMGEG/fv148803qVq1KnXr1gWynhI1GAwsW7aM/v37U7p0aWrXrs23335rNdbWrVtp3bo1rq6u+Pr68vLLL5Oenn5fH0EQHB+T2cSkjZNQZL0kOLNt8sbJNj89KgiCPtg0YfP09MTT05MNGzaQlpaW80KdnFi8eDGHDx9mxYoV/PLLL7z00ktWfW7cuMG8efNYuXIlv/76K4mJiUyZMuW+MTzyyCNcuXKF3377DYDffvuNK1eu0KdPH6t+ZrMZPz8/1q5dy5EjR5gxYwbTpk1jzZo1Vv22bNnC0aNH+emnn/juu+9yXO6sWbMYNGgQBw8e5OGHH2bYsGFcvnwZgDNnzvDwww/TqlUrDhw4wIcffsinn37KG2+8ke1YaWlppKSkWL0KA6PRWCjLcQR0cdXFE4rWNSYxJsuRtTtRKJJSkohJjCnwsmSbljx08QR9XO3iqWzMunXrVNmyZZWbm5tq3769mjp1qjpw4MA951m7dq0qX7685f3y5csVoE6cOGFpe//991XlypVzHOPUqVMKULGxsWry5Mlq5MiRSimlRo4cqZ577jkVGxurAHXq1Kkcx5gwYYIaMGCA5f3w4cNV5cqVVVpamlW/6tWrqwULFljeA+rVV1+1vL927ZoC1I8//qiUUmratGmqbt26ymw2W/l4enoqk8mUJY7w8HAFZHldvXo1x9gFQSg6Vh1cpZjJfV+rDq4q6lAFQShErl69arPfb7tcw3b27Fm+/fZbevbsSXR0NM2bNyciIsLS5+eff6Zbt25Uq1YNLy8vHn/8cS5dusSNGzcsfUqXLk1QUJDlva+vLxcuXMhVDKNGjWLt2rWcP3+etWvXMmrUqGz7vf/++7Ro0YKKFSvi6enJ0qVLSUxMtOrTqFGjXD0TrHHjxpb/e3h44O3tbYk3Li6Odu3aWZUxd+jQgWvXrnH6dNa/yqdOncrVq1ctr6SkpFx5FwSlFFeuXEFpcJcXXVx18YSid/X18rVpv5woas/CRBdXXTxBH1d7edrlth5ubm50796d6dOns337dkaMGEF4eDiQUc3Zu3dvGjduzPr169m7dy/vv/8+YF0GW6pUKasxDQZDruUbNWpEvXr1GDJkCMHBwTRs2DBLn9WrVzNlyhRGjx7N5s2b2b9/PyNHjsxSiuvh4ZGrZWYXr9lsztW8d+Pq6oq3t7fVy96YTCaOHDlS4qt3QB9XXTyh6F1DAkLw8/bDQPb3ljJgwN/bn5CAkAItp6g9CxNdXHXxBH1c7eVZKPdhq1+/PtevXwdg7969mM1m5s+fT9u2balTpw5nz561+TJHjRpFdHR0jkfXtm3bRvv27Rk/fjzNmjWjVq1axMfH2zwOgODgYHbs2GGVcG7btg0vLy/8/PzsskxBEAoPo5ORRT0zipbuTtoy3y/suRCjkx7X7wiCYHtsmrBdunSJrl278sUXX3Dw4EFOnTrF2rVrmTt3Ln379gWgVq1a3L59myVLlnDy5ElWrlzJRx99ZMswABg7diwXL15kzJgx2U6vXbs2e/bsYdOmTRw7dozp06eze/dum8cBMH78eJKSknjmmWf4888/+c9//kN4eDjPP/88Tk5y72JBKAmEBYexbtA6qnlb30LIz9uPdYPWERYcVkSRCYJQEnC25WCenp60adOGBQsWEB8fz+3bt/H392fs2LFMmzYNgCZNmvDuu+8yZ84cpk6dSqdOnZg9ezZPPPGELUPB2dmZChUq5Dh93LhxxMbGMnjwYAwGA0OGDGH8+PH8+OOPNo0DMu4N98MPP/Diiy/SpEkTypUrx+jRo3n11Vdtvqz8YjAYcHd3L9GPC8lEF1ddPMFxXMOCw+hbty8xiTGcSz2Hr5cvIQEhNjuy5iiehYEurrp4gj6u9vKUZ4kWAwrjWaKCIAiCINgWW/5+y/k4Aci4L9358+fzXShRnNDFVRdP0MdVF0/Qx1UXT9DH1V6ekrAJQMYOFh8fX+I/SKCPqy6eoI+rLp6gj6sunqCPq708JWETBEEQBEFwcCRhEwRBEARBcHAkYROAjKoWHx+fEl+9A/q46uIJ+rjq4gn6uOriCfq42stTqkSLAVIlKgiCIAjFD6kSFWyO2WwmMTGxxF8MCvq46uIJ+rjq4gn6uOriCfq42stTEjYByNjBkpKSSvwHCfRx1cUT9HHVxRP0cdXFE/RxtZenJGyCIAiCIAgOjiRsgiAIgiAIDo4kbAKQUdVSqVKlEl+9A/q46uIJ+rjq4gn6uOriCfq42stTqkSLAVIlKgiCIAjFD6kSFWyOyWTi+PHjmEymog7F7ujiqosn6OOqiyfo46qLJ+jjai9PSdgEAJRSXLhwAR0OuOriqosn6OOqiyfo46qLJ+jjai9PSdgEQRAEQRAcHEnYBEEQBEEQHBxJ2AQAnJyc8Pf3x8mp5O8Surjq4gn6uOriCfq46uIJ+rjay1OqRIsBUiUqCIIgCMUPqRIVbI7JZOLw4cMlvnoH9HHVxRP0cdXFE/Rx1cUT9HG1l6ckbAKQUdWSnJxc4qt3QB9XXTxBH1ddPEEfV108QR9Xe3lKwiYIgiAIguDgSMImCIIgCILg4EjCJgAZVS1BQUElvnoH9HHVxRP0cdXFE/Rx1cUT9HG1l6dUiRYDpEpUEARBEIofUiUq2ByTycS+fftKfPUO6OOqiyfo46qLJ+jjqosn6ONqL09nm44mFFuUUty8ebPEV++APq66eII+rvbwNJlNxCTGcC71HL5evoQEhGB0Mtps/Pwi27TkoYurvTyL5RG2ESNGYDAYePvtt63aN2zYgMFgKKKoBEEQiheRcZEELgokdEUoQyOHEroilMBFgUTGRRZ1aIIg3EWxTNgA3NzcmDNnDleuXLHZmLdu3bLZWIIgCI5MZFwkA9cM5HTKaav2MylnGLhmoCRtguBgFNuE7YEHHqBKlSrMnj07xz7r16+nQYMGuLq6EhgYyPz5862mBwYG8vrrr/PEE0/g7e3Nk08+ycCBA5k4caKlz+TJkzEYDPz5559ARlLn4eHBzz//DMDGjRvp2LEjPj4+lC9fnt69exMfH2+Zv2vXrlbjAVy8eBEXFxe2bNlS4PVgK4xGI/Xr18doLPpTIfZGF1ddPEEfV1t5mswmJm2chCLrKZvMtskbJ2MyF921RrJNSx66uNrLs9gmbEajkbfeeoslS5Zw+vTpLNP37t3LoEGDeOyxxzh06BAzZ85k+vTpREREWPWbN28eTZo0ITY2lunTp9O5c2eio6Mt07du3UqFChUsbbt37+b27du0b98egOvXr/P888+zZ88etmzZgpOTE/3798dsNgMwZswYVq1aRVpammXML774gmrVqtG1a9ds3dLS0khJSbF62RuDwUDZsmW1OKWsi6sunqCPq608YxJjshxZuxOFIikliZjEmAItpyDINi156OJqL89im7AB9O/fn6ZNmxIeHp5l2rvvvku3bt2YPn06derUYcSIEUycOJF33nnHql/Xrl154YUXCAoKIigoiC5dunDkyBEuXrzIlStXOHLkCJMmTbIkbNHR0bRq1YrSpUsDMGDAAMLCwqhVqxZNmzbls88+49ChQxw5cgSAsLAwAP7zn/9YlhkREWG5Di87Zs+eTZkyZSwvf3//Aq+r+5Gens7OnTtJT0+3+7KKGl1cdfEEfVxt5Xku9ZxN+9kD2aYlD11c7eVZrBM2gDlz5rBixQri4uKs2uPi4ujQoYNVW4cOHTh+/LhVqW3Lli2t+jRs2JBy5cqxdetWYmJiaNasGb1792br1q1AxhG3Ll26WPofP36cIUOGULNmTby9vQkMDAQgMTERyLjW7vHHH+ezzz4DYN++ffzxxx+MGDEiR6epU6dy9epVyyspKSlP6yS/lPRS6zvRxVUXT9DH1Raevl6+Nu1nL2Sbljx0cbWHZ7FP2Dp16kSPHj2YOnVqvub38PCwem8wGOjUqRPR0dGW5Kxx48akpaXxxx9/sH37djp37mzp36dPHy5fvswnn3zCrl272LVrF2BdwDBmzBh++uknTp8+zfLly+natSvVq1fPMSZXV1e8vb2tXoIgCLYiJCAEP28/DGR/lN+AAX9vf0ICQgo5MkEQcqLYJ2wAb7/9Nv/973/ZsWOHpS04OJht27ZZ9du2bRt16tS574WAmdexRUdH06VLF5ycnOjUqRPvvPMOaWlpliN3ly5d4ujRo7z66qt069aN4ODgbKtWGzVqRMuWLfnkk09YtWoVo0aNsoG1IAhC/jA6GVnUcxFAlqQt8/3Cngsd4n5sgiBkUCIStkaNGjFs2DAWL15saXvhhRfYsmULr7/+OseOHWPFihW89957TJky5b7jZV7HdvjwYTp27Ghp+/LLL2nZsqXlqFzZsmUpX748S5cu5cSJE/zyyy88//zz2Y45ZswY3n77bZRS9O/f3wbWtsVoNNKsWbMSX70D+rjq4gn6uNrSMyw4jHWD1lHNu5pVu5+3H+sGrSMsOKzAyygIsk1LHrq42suzRCRsAK+99pqlMhOgefPmrFmzhtWrV9OwYUNmzJjBa6+9ds9rxzJp1KgRPj4+NG3aFE9PTyAjYTOZTFbXrzk5ObF69Wr27t1Lw4YNee6557IUNWQyZMgQnJ2dGTJkCG5ubgVytRcuLi5FHUKhoYurLp6gj6stPcOCw0iYlEDU8ChWha0iangUpyadKvJkLRPZpiUPXVzt4SkPfy8kEhISCAoKYvfu3TRv3jxP8xbGw9/T09PZtWsXbdq0wdm5ZD+xTBdXXTxBH1ddPEEfV108QR/XOz1v3Lhhs9/vkrvGHITbt29z6dIlXn31Vdq2bZvnZE0QBEEQBKHEnBJ1VLZt24avry+7d+/mo48+KupwBEEQBEEohsgRNjvTpUsX5KyzIAiCIAgFQa5hKwYUxjVsSilMJhNGo7HEPzZEF1ddPEEfV108QR9XXTxBH9c7PVNTU232+y2nRAULd97st6Sji6sunqCPqy6eoI+rLp6gj6s9PCVhE4CMx2jExsZq8dgQXVx18QR9XHXxBH1cdfEEfVzt5SkJmyAIgiAIgoMjCZsgCIIgCIKDIwmbYKGkPy7kTnRx1cUT9HHVxRP0cdXFE/RxtYenVIkWAwqjSlQQBEEQBNtiy99vOcImABllyFeuXNHinnG6uOriCfq46uIJ+rjq4gn6uNrLUxI2Acioajly5EiJr94BfVx18QR9XHXxBH1cdfEEfVzt5SkJmyAIgiAIgoMjCZsgCIIgCIKDIwmbAIDBYMDd3b1EPy4kE11cdfEEfVx18QR9XHXxBH1c7eUpVaLFAKkSFQRBEITih1SJCjbHbDZz/vx5zGZzUYdid3Rx1cUT9HHVxRP0cdXFE/RxtZenJGwCkLGDxcfHl/gPEujjqosn6OOqiyfo46qLJ+jjai9PSdgEQRAEQRAcHEnYBEEQBEEQHBxJ2AQgo6rFx8enxFfvgD6uuniCPq66eII+rrp4gj6u9vKUKtFigFSJCoIgCELxQ6pEBZtjNptJTEws8ReDgj6uuniCPq66eII+rrp4gj6u9vKUhE0AMnawpKSkEv9BAn1cdfEEfVx18QR9XHXxBH1c7eUpCZsgCIIgCIKDU6wTNoPBwIYNG4o6DCsSEhIwGAzs37+/qEMRBEEQBKGE4NAJ28WLF3n66acJCAjA1dWVKlWq0KNHD7Zt21bUoeWIv78/586do2HDhkUdSp4wGAxUqlSpxFfvgD6uuniCPq66eILjuprMJqITovnq0FdEJ0RjMpsKNJ6jetoDXVzt5enQVaKdOnXi1q1bzJ49m5o1a/LXX3+xZcsWGjRowCOPPILBYOCbb76hX79+RR2qXZEqUUEQhKInMi6SSRsncTrltKXNz9uPRT0XERYcVoSRCY6KFlWiycnJxMTEMGfOHEJDQ6levTqtW7dm6tSpPPLII9nOc+jQIbp27Yq7uzvly5fnySef5Nq1awBs3rwZNzc3kpOTreaZNGkSXbt2tbz/7bffCAkJwd3dHX9/f5599lmuX79umR4YGMhbb73FqFGj8PLyIiAggKVLl1qm331K1GQyMXr0aGrUqIG7uzt169Zl0aJFNlpLtsNkMnH8+HFMpoL9tVgc0MVVF0/Qx1UXT3A818i4SAauGWiVrAGcSTnDwDUDiYyLzNe4juZpT3RxtZenwyZsnp6eeHp6smHDBtLS0u7b//r16/To0YOyZcuye/du1q5dy88//8zEiRMB6NatGz4+Pqxfv94yj8lk4uuvv2bYsGEAxMfH07NnTwYMGMDBgwf5+uuv+e233yxjZDJ//nxatmxJbGws48eP5+mnn+bo0aPZxmU2m/Hz82Pt2rUcOXKEGTNmMG3aNNasWZPfVWMXlFJcuHABBz7gajN0cdXFE/Rx1cUTHMvVZDYxaeMkFFljyWybvHFyvk6POpKnvdHF1V6eDpuwOTs7ExERwYoVK/Dx8aFDhw5MmzaNgwcPZtt/1apV/PPPP3z++ec0bNiQrl278t5777Fy5Ur++usvjEYjjz32GKtWrbLMs2XLFpKTkxkwYAAAs2fPZtiwYUyePJnatWvTvn17Fi9ezOeff84///xjme/hhx9m/Pjx1KpVi3//+99UqFCBqKiobOMqVaoUs2bNomXLltSoUYNhw4YxcuTIeyZsaWlppKSkWL0EQRCEoiEmMSbLkbU7USiSUpKISYwpxKgE3XDYhA1gwIABnD17lm+//ZaePXsSHR1N8+bNiYiIyNI3Li6OJk2a4OHhYWnr0KEDZrPZcvRr2LBhREdHc/bsWQC+/PJLevXqhY+PDwAHDhwgIiLCcnTP09OTHj16YDabOXXqlGXcxo0bW/5vMBioUqUKFy5cyNHj/fffp0WLFlSsWBFPT0+WLl1KYmJijv1nz55NmTJlLC9/f/9crS9BEATB9pxLPWfTfoKQHxw6YQNwc3Oje/fuTJ8+ne3btzNixAjCw8PzNVarVq0ICgpi9erV3Lx5k2+++cZyOhTg2rVrjBs3jv3791teBw4c4Pjx4wQFBVn6lSpVympcg8GQ4w3yVq9ezZQpUxg9ejSbN29m//79jBw5klu3buUY59SpU7l69arllZSUlC/fvODk5IS/vz9OTg6/SxQYXVx18QR9XHXxBMdy9fXytWm/O3EkT3uji6u9PJ1tOlohUL9+/WzvvRYcHExERATXr1+3HGXbtm0bTk5O1K1b19Jv2LBhfPnll/j5+eHk5ESvXr0s05o3b86RI0eoVauWzeLdtm0b7du3Z/z48Za2+Pj4e87j6uqKq6urzWLIDU5OTgQEBBTqMosKXVx18QR9XHXxBMdyDQkIwc/bjzMpZ7K9js2AAT9vP0ICQvI8tiN52htdXO3l6bBp7qVLl+jatStffPEFBw8e5NSpU6xdu5a5c+fSt2/fLP2HDRuGm5sbw4cP548//iAqKopnnnmGxx9/nMqVK1v127dvH2+++SYDBw60Soz+/e9/s337diZOnMj+/fs5fvw4//nPf7IUHeSF2rVrs2fPHjZt2sSxY8eYPn06u3fvzvd49sJkMnH48OESX70D+rjq4gn6uOriCY7lanQysqhnRnW/Aet7a2W+X9hzIUYnY57HdiRPe6OLq708HTZh8/T0pE2bNixYsIBOnTrRsGFDpk+fztixY3nvvfey9C9dujSbNm3i8uXLtGrVioEDB9KtW7csfWvVqkXr1q05ePCg1elQyLg2bevWrRw7doyQkBCaNWvGjBkzqFq1ar49xo0bR1hYGIMHD6ZNmzZcunTJ6mibo6CUIjk5ucRX74A+rrp4gj6uuniC47mGBYexbtA6qnlXs2r38/Zj3aB1+b4Pm6N52hNdXO3l6bCnRF1dXZk9ezazZ8/Osc/dK6NRo0b88ssv9x17165dOU5r1aoVmzdvznF6QkJClrY7H0MVGBhoFZerqyvLly9n+fLlVvPcy0sQBEFwPMKCw+hbty8xiTGcSz2Hr5cvIQEh+TqyJgh5xWETNkEQBEFwNIxORroEdinqMAQNcdhTokLh4uTkRFBQUImv3gF9XHXxBH1cdfEEfVx18QR9XO3l6dDPEhUykGeJCoIgCELxQ4tniQqFi8lkYt++fSW+egf0cdXFE/Rx1cUT9HHVxRP0cbWXpyRsApBRwHHz5s0SX70D+rjq4gn6uOriCfq46uIJ+rjay1MSNkEQBEEQBAdHEjZBEARBEAQHR4oOigGFUXSQeaM/Hx8fDAbD/Wcoxujiqosn6OOqiyfo46qLJ+jjeqdnamqqzX6/JWErBkiVqCAIgiAUP6RKVLA56enp7Ny5k/T09KIOxe7o4qqLJ+jjqosn6OOqiyfo42ovT0nYBAslvdT6TnRx1cUT9HHVxRP0cdXFE/RxtYenJGyCIAiCIAgOjiRsgiAIgiAIDo4UHRQDCqtK9ObNm7i7u5fo6h3Qx1UXT9DHVRdP0MdVF0/Qx/VOT1tWicoRNsGCi4tLUYdQaOjiqosn6OOqiyfo46qLJ+jjag9PSdgEIOMCyV27dmlxQagurrp4gj6uuniCPq66eII+rvbylIRNEARBEATBwZGETRAEQRAEwcGRhE0QBEEQBMHBkSrRYkBhVYmaTCaMRmOJrt4BfVx18QR9XHXxBH1cdfEEfVzv9JQqUcEu3Lp1q6hDKDR0cdXFE/Rx1cUT9HHVxRP0cbWHpyRsApBR1RIbG1viq3dAH1ddPEEfV108QR9XXTxBH1d7eUrCJgiCIAiC4OBIwiYIgiAIguDgSMImWDAajUUdQqGhi6sunqCPqy6eoI+rLp6gj6s9PKVKtBhQGFWigiAIgiDYFlv+fssRtjwyc+ZMmjZtes8+Xbp0YfLkyYUSj61QSnHlyhV0yN91cdXFE/Rx1cUT9HHVxRMc19VkNhGdEM1Xh74iOiEak7lgxQL28iyWCdv58+d55plnqFmzJq6urvj7+9OnTx+2bNlS1KEBEBkZyeuvv17UYeQJk8nEkSNHSnz1Dujjqosn6OOqiyfo46qLJzima2RcJIGLAgldEcrQyKGErgglcFEgkXGR+R7TXp7ONh2tEEhISKBDhw74+Pjwzjvv0KhRI27fvs2mTZuYMGECf/75Z1GHSLly5Yo6BEEQBEEQ7kFkXCQD1wxEYX0k7EzKGQauGci6QesICw4rouiyUuyOsI0fPx6DwcDvv//OgAEDqFOnDg0aNOD5559n586dREREYDAYsrxmzpxpGWPZsmUEBwfj5uZGvXr1+OCDD6yWcfr0aYYMGUK5cuXw8PCgZcuW7Nq1y6rPypUrCQwMpEyZMjz22GOkpqZapt19SnTlypW0bNkSLy8vqlSpwtChQ7lw4YJd1o8gCIIgCPfGZDYxaeOkLMkaYGmbvHFygU+P2pJilbBdvnyZjRs3MmHCBDw8PLJM9/HxYfDgwZw7d87y+uqrr3B2dqZDhw4AfPnll8yYMYM333yTuLg43nrrLaZPn86KFSsAuHbtGp07d+bMmTN8++23HDhwgJdeegmz2WxZTnx8PBs2bOC7777ju+++Y+vWrbz99ts5xn379m1ef/11Dhw4wIYNG0hISGDEiBE59k9LSyMlJcXqZW8MBgPu7u4l+nEhmejiqosn6OOqiyfo46qLJziWa0xiDKdTTuc4XaFISkkiJjEmz2Pby7NYnRI9ceIESinq1auXYx93d3fc3d2BjMRqwoQJvPXWW3Tv3h2A8PBw5s+fT1hYxmHOGjVqcOTIET7++GOGDx/OqlWruHjxIrt377ac2qxVq5bVMsxmMxEREXh5eQHw+OOPs2XLFt58881sYxo1apTl/zVr1mTx4sW0atWKa9eu4enpmaX/7NmzmTVrVm5Xi00wGo00b968UJdZVOjiqosn6OOqiyfo46qLJziW67nUczbtdyf28ixWR9jyUnFx9epVevfuTa9evXjxxRcBuH79OvHx8YwePRpPT0/L64033iA+Ph6A/fv306xZs3tehxYYGGhJ1gB8fX3veYpz79699OnTh4CAALy8vOjcuTMAiYmJ2fafOnUqV69etbySkpJy7Z1fzGYz58+ftzqSWFLRxVUXT9DHVRdP0MdVF09wLFdfL1+b9rsTe3kWq4Stdu3aGAyG+xYWmEwmBg8ejLe3N0uXLrW0X7t2DYBPPvmE/fv3W15//PEHO3fuBLAcnbsXpUqVsnpvMBhy3DDXr1+nR48eeHt78+WXX7J7926++eYbIOeHw7q6uuLt7W31sjdms5n4+HiH+CDZG11cdfEEfVx18QR9XHXxBMdyDQkIwc/bDwPZn7Y0YMDf25+QgJA8j20vz2KVsJUrV44ePXrw/vvvc/369SzTk5OTAXjuuec4dOgQGzZswM3NzTK9cuXKVK1alZMnT1KrVi2rV40aNQBo3Lgx+/fv5/LlyzaJ+c8//+TSpUu8/fbbhISEUK9ePSk4EARBEIQixOhkZFHPRQBZkrbM9wt7LsTo5DhPZihWCRvA+++/j8lkonXr1qxfv57jx48TFxfH4sWLadeuHcuXL+eDDz7go48+wmAwcP78ec6fP285ujZr1ixmz57N4sWLOXbsGIcOHWL58uW8++67AAwZMoQqVarQr18/tm3bxsmTJ1m/fj07duzIV7wBAQG4uLiwZMkSTp48ybffflvs7tEmCIIgCCWNsOAw1g1aRzXvalbtft5+DndLDyiGCVvNmjXZt28foaGhvPDCCzRs2JDu3buzZcsWPvzwQ7Zu3YrJZOKRRx7B19fX8po3bx4AY8aMYdmyZSxfvpxGjRrRuXNnIiIiLEfYXFxc2Lx5M5UqVeLhhx+mUaNGvP322/l+LljFihWJiIhg7dq11K9fn7ffftsSiyNhMBjw8fFxiOode6OLqy6eoI+rLp6gj6sunuCYrmHBYSRMSiBqeBSrwlYRNTyKU5NOFShZs5enPEu0GCDPEhUEQRCE4oc8S1SwOWazmcTERIe4GNTe6OKqiyfo46qLJ+jjqosn6ONqL09J2AQgYwdLSkoq8R8k0MdVF0/Qx1UXT9DHVRdP0MfVXp6SsAmCIAiCIDg4krAJgiAIgiA4OJKwCUBGVUulSpUcqnrHXujiqosn6OOqiyfo46qLJ+jjai9PqRItBkiVqCAIgiAUP6RKVLA5JpOJ48ePYzKZijoUu6OLqy6eoI+rLp6gj6sunqCPq708JWETAFBKceHCBXQ44KqLqy6eoI+rLp6gj6sunqCPq708JWETBEEQBEFwcJyLOgDh/mRm6SkpKXZbRnp6OtevXyclJQVn55K9W+jiqosn6OOqiyfo46qLJ+jjeqfnjRs3AGxytK3krrESRGpqKgD+/v5FHIkgCIIgCHklNTWVMmXKFGgMqRItBpjNZs6ePYuXl5fdyqFTUlLw9/cnKSmpxFei6uKqiyfo46qLJ+jjqosn6ON6p6eXlxepqalUrVoVJ6eCXYUmR9iKAU5OTvj5+RXKsry9vUv0B+lOdHHVxRP0cdXFE/Rx1cUT9HHN9CzokbVMpOhAEARBEATBwZGETRAEQRAEwcGRhE0AwNXVlfDwcFxdXYs6FLuji6sunqCPqy6eoI+rLp6gj6u9PKXoQBAEQRAEwcGRI2yCIAiCIAgOjiRsgiAIgiAIDo4kbIIgCIIgCA6OJGyCIAiCIAgOjiRsGjB79mxatWqFl5cXlSpVol+/fhw9evSe80RGRtKyZUt8fHzw8PCgadOmrFy5spAizj/5cb2T1atXYzAY6Nevn/2CtAH58YyIiMBgMFi93NzcCini/JPfbZqcnMyECRPw9fXF1dWVOnXq8MMPPxRCxPkjP55dunTJsk0NBgO9evUqpKjzR3636cKFC6lbty7u7u74+/vz3HPP8c8//xRCxPkjP563b9/mtddeIygoCDc3N5o0acLGjRsLKeL88+GHH9K4cWPLzWLbtWvHjz/+eM951q5dS7169XBzc6NRo0YO/fnMJK+ehw8fZsCAAQQGBmIwGFi4cGG+ly0JmwZs3bqVCRMmsHPnTn766Sdu377Ngw8+yPXr13Ocp1y5crzyyivs2LGDgwcPMnLkSEaOHMmmTZsKMfK8kx/XTBISEpgyZQohISGFEGnByK+nt7c3586ds7z+97//FVLE+Sc/rrdu3aJ79+4kJCSwbt06jh49yieffEK1atUKMfK8kR/PyMhIq+35xx9/YDQaefTRRwsx8ryTH9dVq1bx8ssvEx4eTlxcHJ9++ilff/0106ZNK8TI80Z+PF999VU+/vhjlixZwpEjR3jqqafo378/sbGxhRh53vHz8+Ptt99m79697Nmzh65du9K3b18OHz6cbf/t27czZMgQRo8eTWxsLP369aNfv3788ccfhRx53sir540bN6hZsyZvv/02VapUKdjClaAdFy5cUIDaunVrnuZr1qyZevXVV+0UlX3IrWt6erpq3769WrZsmRo+fLjq27dv4QRoI3LjuXz5clWmTJnCC8pO5Mb1ww8/VDVr1lS3bt0qxMhsS34+pwsWLFBeXl7q2rVrdozM9uTGdcKECapr165Wbc8//7zq0KGDvcOzGbnx9PX1Ve+9955VW1hYmBo2bJi9w7M5ZcuWVcuWLct22qBBg1SvXr2s2tq0aaPGjRtXGKHZlHt53kn16tXVggUL8r0cOcKmIVevXgUyjqLlBqUUW7Zs4ejRo3Tq1Mmeodmc3Lq+9tprVKpUidGjRxdGWDYnt57Xrl2jevXq+Pv73/OvQkcmN67ffvst7dq1Y8KECVSuXJmGDRvy1ltvYTKZCivMApPXzynAp59+ymOPPYaHh4e9wrILuXFt3749e/fu5ffffwfg5MmT/PDDDzz88MOFEqMtyI1nWlpalksV3N3d+e233+wamy0xmUysXr2a69ev065du2z77NixgwceeMCqrUePHuzYsaMwQrQJufG0KflO9YRiiclkUr169crVX6XJycnKw8NDOTs7K1dXV/Xpp58WQoS2I7euMTExqlq1aurixYtKKVXsjrDl1nP79u1qxYoVKjY2VkVHR6vevXsrb29vlZSUVEiRFpzcutatW1e5urqqUaNGqT179qjVq1ercuXKqZkzZxZSpAUjL5/TTHbt2qUAtWvXLjtGZnvy4rpo0SJVqlQp5ezsrAD11FNPFUKEtiG3nkOGDFH169dXx44dUyaTSW3evFm5u7srFxeXQoo0/xw8eFB5eHgoo9GoypQpo77//vsc+5YqVUqtWrXKqu39999XlSpVsneYBSYvnndS0CNskrBpxlNPPaWqV6+eqx9pk8mkjh8/rmJjY9W8efNUmTJlVFRUlP2DtBG5cU1JSVGBgYHqhx9+sLQVt4QtL9v0Tm7duqWCgoKK1Wnu3LrWrl1b+fv7q/T0dEvb/PnzVZUqVewdok3IzzZ98sknVaNGjewYlX3IrWtUVJSqXLmy+uSTT9TBgwdVZGSk8vf3V6+99lohRVowcut54cIF1bdvX+Xk5KSMRqOqU6eOGj9+vHJzcyukSPNPWlqaOn78uNqzZ496+eWXVYUKFdThw4ez7VucE7a8eN6JJGxCrpkwYYLy8/NTJ0+ezNf8o0ePVg8++KCNo7IPuXWNjY1VgDIajZaXwWBQBoNBGY1GdeLEiUKKOH8UdJsOHDhQPfbYYzaOyj7kxbVTp06qW7duVm0//PCDAlRaWpq9QrQJ+dmm165dU97e3mrhwoV2jMz25MW1Y8eOasqUKVZtK1euVO7u7spkMtkrRJuQn2168+ZNdfr0aWU2m9VLL72k6tevb8cI7UO3bt3Uk08+me00f3//LMnLjBkzVOPGjQshMttyL887kWvYhPuilGLixIl88803/PLLL9SoUSNf45jNZtLS0mwcnW3Jq2u9evU4dOgQ+/fvt7weeeQRQkND2b9/P/7+/oUUed6wxTY1mUwcOnQIX19fO0RoO/Lj2qFDB06cOIHZbLa0HTt2DF9fX1xcXOwZbr4pyDZdu3YtaWlp/Otf/7JjhLYjP643btzAycn6J8toNFrGc0QKsk3d3NyoVq0a6enprF+/nr59+9oxUvtwr9+Mdu3asWXLFqu2n376qXCuBbMxhfbbmO9UTyg2PP3006pMmTIqOjpanTt3zvK6ceOGpc/jjz+uXn75Zcv7t956S23evFnFx8erI0eOqHnz5ilnZ2f1ySefFIVCrsmP690Uh1Oi+fGcNWuW2rRpk4qPj1d79+5Vjz32mHJzc8vVofyiJD+uiYmJysvLS02cOFEdPXpUfffdd6pSpUrqjTfeKAqFXFGQfbdjx45q8ODBhRlugciPa3h4uPLy8lJfffWVOnnypNq8ebMKCgpSgwYNKgqFXJEfz507d6r169er+Ph49euvv6quXbuqGjVqqCtXrhSBQe55+eWX1datW9WpU6fUwYMH1csvv6wMBoPavHmzUiqr57Zt25Szs7OaN2+eiouLU+Hh4apUqVLq0KFDRaWQK/LqmZaWpmJjY1VsbKzy9fVVU6ZMUbGxser48eN5XrYkbBoAZPtavny5pU/nzp3V8OHDLe9feeUVVatWLeXm5qbKli2r2rVrp1avXl34weeR/LjeTXFI2PLjOXnyZBUQEKBcXFxU5cqV1cMPP6z27dtX+MHnkfxu0+3bt6s2bdooV1dXVbNmTfXmm29aXdPmaOTX888//1SA5QejOJAf19u3b6uZM2eqoKAg5ebmpvz9/dX48eMdOpHJj2d0dLQKDg5Wrq6uqnz58urxxx9XZ86cKfzg88ioUaNU9erVlYuLi6pYsaLq1q2b1T6Z3b67Zs0aVadOHeXi4qIaNGiQ64v3i5K8ep46dSrbfaBz5855XrZBKQc9liwIgiAIgiAA8qQDQRAEQRAEh0cSNkEQBEEQBAdHEjZBEARBEAQHRxI2QRAEQRAEB0cSNkEQBEEQBAdHEjZBEARBEAQHRxI2QRAEQRAEB0cSNqFEc+3aNcaMGUOVKlUwGAxMnjy5qEMqUQQGBjJixAjL++joaAwGA9HR0YWy/KSkJNzc3Ni2bVuhLM8WGAwGJk6cWNRhCHmkS5cudOnSpdCXGxgYSO/eve/bz1afvYiICAwGA3v27CnQOACXLl3Cw8ODH374ocBjCZKwCQ5OQb883nrrLSIiInj66adZuXIljz/+uI0jzOCHH35g5syZdhnbXhRWzKtWrWLhwoV2Gfu1116jTZs2dOjQwdI2YsQIDAaD5eXp6UnNmjUZOHAg69evt3q+qL3Yvn07M2fOJDk52e7LckTOnTvHyy+/TGhoKF5eXvlKJJKTk3nyySepWLEiHh4ehIaGsm/fvmz7fvvttzRv3hw3NzcCAgIIDw8nPT29QGOWdD744AMiIiLsuozy5cszZswYpk+fbtfl6IIkbEKJ5pdffqFt27aEh4fzr3/9ixYtWthlOT/88AOzZs2yy9j2wh4xd+rUiZs3b9KpUydLm70StosXL7JixQqeeuqpLNNcXV1ZuXIlK1euZMGCBQwdOpTjx48zcOBAunXrRkpKis3juZPt27cza9YsbRO2o0ePMmfOHM6cOUOjRo3yPL/ZbKZXr16sWrWKiRMnMnfuXC5cuECXLl04fvy4Vd8ff/yRfv364ePjw5IlS+jXrx9vvPEGzzzzTL7HLI5k99m7F4WRsAE89dRT7Nu3j19++cXuyyrpOBd1AIJgTy5cuED9+vWLOgyH4vr163h4eNhlbCcnJ9zc3Owy9t188cUXODs706dPnyzTnJ2d+de//mXV9sYbb/D2228zdepUxo4dy9dff10ocZZUbty4QenSpbOd1qJFCy5dukS5cuVYt24djz76aJ7GXrduHdu3b2ft2rUMHDgQgEGDBlGnTh3Cw8NZtWqVpe+UKVNo3Lgxmzdvxtk54yfN29ubt956i0mTJlGvXr08j1kcye1n717bzR4EBwfTsGFDIiIi6Nq1a6EttyQiR9iEYseIESPw9PTkzJkz9OvXD09PTypWrMiUKVMwmUzA/13PcerUKb7//nvL6bGEhARu3brFjBkzaNGiBWXKlMHDw4OQkBCioqKslpOQkIDBYGDevHksXbqUoKAgXF1dadWqFbt377aK5/333wewOhV3LzKvS4mOjqZly5a4u7vTqFEjy2mjyMhIGjVqhJubGy1atCA2NjbLGL/88gshISF4eHjg4+ND3759iYuLs+ozc+ZMDAYDR44cYejQoZQtW5aOHTveN+Z58+bRvn17ypcvj7u7Oy1atGDdunX33TZ3X0fTpUsXvv/+e/73v/9ZlhEYGMi1a9fw8PBg0qRJWcY4ffo0RqOR2bNn33NZGzZsoE2bNnh6et43rkxefvllHnzwQdauXcuxY8espv3444+W9enl5UWvXr04fPiwVZ+DBw8yYsQIatasiZubG1WqVGHUqFFcunTJ0mfmzJm8+OKLANSoUcNq37s7/oYNG+Lq6kqDBg3YuHGj1fTU1FQmT55MYGAgrq6uVKpUie7du9/3FF7mNv/zzz8ZNGgQ3t7elC9fnkmTJvHPP/9k6f/FF1/QokUL3N3dKVeuHI899hhJSUlWfbp06ULDhg3Zu3cvnTp1onTp0kybNi3HGLy8vChXrtw947wX69ato3LlyoSFhVnaKlasyKBBg/jPf/5DWloaAEeOHOHIkSM8+eSTlmQNYPz48SilrPbZ3I6ZG/766y+cnZ2zPUJ99OhRDAYD7733nqUtOTmZyZMn4+/vj6urK7Vq1WLOnDl5Oj2/efNmmjZtipubG/Xr1ycyMtJqenbXsOW03QIDAzl8+DBbt2617J93X5+XlpbG888/bzl93L9/fy5evGjVZ8+ePfTo0YMKFSrg7u5OjRo1GDVqVJbYu3fvzn//+1/k0eUFQ46wCcUSk8lEjx49aNOmDfPmzePnn39m/vz5BAUF8fTTTxMcHMzKlSt57rnn8PPz44UXXgAyvqBTUlJYtmwZQ4YMYezYsaSmpvLpp5/So0cPfv/9d5o2bWq1rFWrVpGamsq4ceMwGAzMnTuXsLAwTp48SalSpRg3bhxnz57lp59+YuXKlbl2OHHiBEOHDmXcuHH861//Yt68efTp04ePPvqIadOmMX78eABmz57NoEGDOHr0KE5OGX9j/fzzzzz00EPUrFmTmTNncvPmTZYsWUKHDh3Yt28fgYGBVst69NFHqV27Nm+99RZKKZo1a3bPmBctWsQjjzzCsGHDuHXrFqtXr+bRRx/lu+++o1evXrl2fOWVV7h69SqnT59mwYIFAHh6euLp6Un//v35+uuveffddzEajZZ5vvrqK5RSDBs2LMdxb9++ze7du3n66adzHUsmjz/+OJs3b+ann36iTp06AKxcuZLhw4fTo0cP5syZw40bN/jwww/p2LEjsbGxlvX5008/cfLkSUaOHEmVKlU4fPgwS5cu5fDhw+zcuRODwUBYWBjHjh3jq6++YsGCBVSoUAHI2Pcy+e2334iMjGT8+PF4eXmxePFiBgwYQGJiIuXLlwcyTiWtW7eOiRMnUr9+fS5dusRvv/1GXFwczZs3v6/noEGDCAwMZPbs2ezcuZPFixdz5coVPv/8c0ufN998k+nTpzNo0CDGjBnDxYsXWbJkCZ06dSI2NhYfHx9L30uXLvHQQw/x2GOP8a9//YvKlSvned3nltjYWJo3b27Z3zNp3bo1S5cu5dixYzRq1Mjyh0zLli2t+lWtWhU/Pz+rP3RyO2ZuqFy5Mp07d2bNmjWEh4dbTfv6668xGo2Wo4o3btygc+fOnDlzhnHjxhEQEMD27duZOnUq586dy9XlAsePH2fw4ME89dRTDB8+nOXLl/Poo4+yceNGunfvfs95s9tuXbp04ZlnnsHT05NXXnnF4nQnzzzzDGXLliU8PJyEhAQWLlzIxIkTLUemL1y4wIMPPkjFihV5+eWX8fHxISEhIUsiCRlHXBcsWMDhw4dp2LDhfX2FHFCC4MAsX75cAWr37t2WtuHDhytAvfbaa1Z9mzVrplq0aGHVVr16ddWrVy+rtvT0dJWWlmbVduXKFVW5cmU1atQoS9upU6cUoMqXL68uX75saf/Pf/6jAPXf//7X0jZhwgSVl49T9erVFaC2b99uadu0aZMClLu7u/rf//5naf/4448VoKKioixtTZs2VZUqVVKXLl2ytB04cEA5OTmpJ554wtIWHh6uADVkyJAsMdwr5hs3bli9v3XrlmrYsKHq2rVrFo/hw4db3kdFRWWJtVevXqp69epZlpHp++OPP1q1N27cWHXu3DnbuDI5ceKEAtSSJUuyTBs+fLjy8PDIcd7Y2FgFqOeee04ppVRqaqry8fFRY8eOtep3/vx5VaZMGav2u9eLUkp99dVXClC//vqrpe2dd95RgDp16lSW/oBycXFRJ06csLQdOHAgi0+ZMmXUhAkTcvTIicxt/sgjj1i1jx8/XgHqwIEDSimlEhISlNFoVG+++aZVv0OHDilnZ2er9s6dOytAffTRR3mOZ+3atVn2ifvh4eFh9VnM5Pvvv1eA2rhxo1Lq/9ZzYmJilr6tWrVSbdu2zfOYOdG5c2er/TLzc3no0CGrfvXr17f6nLz++uvKw8NDHTt2zKrfyy+/rIxGY7ax30nmd8X69estbVevXlW+vr6qWbNmlrbsPnv32m4NGjTI9nOW+Z37wAMPKLPZbGl/7rnnlNFoVMnJyUoppb755pss3805sX37dgWor7/++r59hZyRU6JCseXui81DQkI4efLkfeczGo24uLgAGRciX758mfT0dFq2bJnt6abBgwdTtmxZq+UAuVrWvahfvz7t2rWzvG/Tpg0AXbt2JSAgIEt75vLOnTvH/v37GTFihNVpp8aNG9O9e/dsS+izuzD/Xri7u1v+f+XKFa5evUpISIhNK+oeeOABqlatypdffmlp++OPPzh48GCW68/uJvMU5J3bJbdknkJNTU0FMo6aJScnM2TIEP7++2/Ly2g00qZNG6tT5Xeul3/++Ye///6btm3bAuRp3TzwwAMEBQVZ3jdu3Bhvb2+rfcrHx4ddu3Zx9uzZPDsCTJgwwep95kX4mftHZGQkZrOZQYMGWXlXqVKF2rVrZ7lEwNXVlZEjR+Yrlrxy8+ZNXF1ds7RnXqN18+ZNq39z6ps5PS9j5pawsDCcnZ2troX8448/OHLkCIMHD7a0rV27lpCQEMqWLWu1nh944AFMJhO//vrrfZdVtWpV+vfvb3nv7e3NE088QWxsLOfPn7/nvPndbk8++aTVZRIhISGYTCb+97//AViOvn733Xfcvn37nmNlfk7//vvvPMch/B+SsAnFEjc3N6tTTJDxpXDlypVczb9ixQoaN26Mm5sb5cuXp2LFinz//fdcvXo1S987k6fM5QC5XlZO3D1umTJlAPD398+2PXN5mV+YdevWzTJmcHAwf//9N9evX7dqr1GjRp5i++6772jbti1ubm6UK1eOihUr8uGHH2a7fvKLk5MTw4YNY8OGDdy4cQOAL7/8Ejc3t1xfpK7ycU3MtWvXgIzrrABLhWDXrl2pWLGi1Wvz5s1cuHDBMu/ly5eZNGkSlStXxt3dnYoVK1rWbV7Wzd3bHrLuv3PnzuWPP/7A39+f1q1bM3PmzDz9kVC7dm2r90FBQTg5OVmupTt+/DhKKWrXrp3FOy4uzsoboFq1apY/dOyNu7t7tteUZV6Dl5k4Z/6bU987E+zcjplbKlSoQLdu3VizZo2l7euvv8bZ2dnqOrnjx4+zcePGLOv4gQceAMiynrOjVq1aWa6LzTydf/e1kXeT3+12v++9zp07M2DAAGbNmkWFChXo27cvy5cvz3YdZ35O73dtr3Bv5Bo2oVhy5zVPeeWLL75gxIgR9OvXjxdffJFKlSpZLnKPj4/P9bLykyzkZlx7LC8vP0YxMTE88sgjdOrUiQ8++ABfX19KlSrF8uXLbV5J98QTT/DOO++wYcMGhgwZwqpVq+jdu7clSc2JzOu88pM0//HHH0DGjyBgufB75cqVVKlSJUv/Oy9mHzRoENu3b+fFF1+kadOmeHp6Yjab6dmzZ54uIM/NNh40aBAhISF88803bN68mXfeeYc5c+YQGRnJQw89lOtlZXL3j6XZbMZgMPDjjz9mG8/dxRx5TWgKgq+vL+fOncvSntlWtWpVS7/M9rv/0Dl37hytW7fO85h54bHHHmPkyJHs37+fpk2bsmbNGrp162a5bhEy1nP37t156aWXsh0jM/GyF/ndbvfbRw0GA+vWrWPnzp3897//ZdOmTYwaNYr58+ezc+dOq/0n83N653oR8o4kbIJ2rFu3jpo1axIZGWn1I3b3xcN5oTD/cqxevTqQUY12N3/++ScVKlTI1W07cop5/fr1uLm5sWnTJqtTSMuXL89XvPdaNw0bNqRZs2Z8+eWX+Pn5kZiYyJIlS+47ZkBAAO7u7pw6dSrP8axcuRKDwWC5WDvz1GSlSpUsRz2y48qVK2zZsoVZs2YxY8YMS3t29/Cy1f7g6+vL+PHjGT9+PBcuXKB58+a8+eabuUrYjh8/bnVk9cSJE5jNZksBRVBQEEopatSoYfekIa80bdqUmJgYzGazVZHArl27KF26tCXezAKhPXv2WCVnZ8+e5fTp0zz55JN5HjMv9OvXj3HjxllOix47doypU6da9QkKCuLatWv33Lfux4kTJ1BKWe1XmVXOdxcY5RZb7aNt27albdu2vPnmm6xatYphw4axevVqxowZY+mT+TkNDg62yTJ1RU6JCtqR+ZfjnUczdu3axY4dO/I9ZmaCVBg3SvX19aVp06asWLHCanl//PEHmzdv5uGHH87VODnFbDQaMRgMllukQMZplw0bNuQrXg8Pj3ueLsys2ly4cCHly5fPVTJSqlQpWrZsmecnYLz99tts3ryZwYMHW04Z9ujRw3Lfruyuxcm8lUF2+w2QbZVfQfcHk8mUZZ1VqlSJqlWr5vr2E5m3bckkMxHOXL9hYWEYjUZmzZqVxUkpZXWrksJm4MCB/PXXX1YVh3///Tdr166lT58+lj8kGjRoQL169Vi6dKnV/vrhhx9iMBgs91vLy5h5wcfHhx49erBmzRpWr16Ni4sL/fr1s+ozaNAgduzYwaZNm7LMn5ycnO0TGe7m7NmzfPPNN5b3KSkpfP755zRt2jTbo8K5wcPDo0DfV1euXMmy32Qm0Hfvo3v37qVMmTI0aNAg38sT5AiboCG9e/cmMjKS/v3706tXL06dOsVHH31E/fr1Ldc35ZXMJyg8++yz9OjRA6PRyGOPPWbLsK145513eOihh2jXrh2jR4+23NajTJkyuX7cVE4x9+rVi3fffZeePXsydOhQLly4wPvvv0+tWrU4ePBgnmNt0aIFX3/9Nc8//zytWrXC09PT6ma3Q4cO5aWXXvp/7d1fSJNfHAbwZ6EtXXs1/NOFooEWgtD6AyEqSTcZ5azRoiWOjEUQFQTlhShYMrpIvZMJaoW4O42B5EU1kFLpYiWUMVGCWUQlUhdbEZX67UI2nHttrn6yye/5wC62nfe8Z+fdXs7Ozp4XLpcLFy9eRHJy8prqPX78OBobG+H3+6EoSthz8/PzcDqdAJbWKL19+xaDg4N49eoVDh06hK6urlBZRVHQ2dkJq9WKffv2wWKxICsrC+/evcPQ0BDKysrQ0dEBRVFw8OBB3L59G79+/UJOTg4ePXqkOssX7NvGxkZYLBYkJyfDaDSuObA4EAggNzcXZrMZBoMBW7duhdvthsfjQXt7+5rq8Pl8qK6uxpEjR/Ds2TM4nU7U1NTAYDAAWJr5sdvtaGhowMzMDE6cOAG9Xg+fzweXy4ULFy7g+vXra9qXGrvdDgChLLu+vj6Mjo4CAJqamkLlbty4gZs3b2J4eDiUBWY2m1FSUoJz587B6/UiMzMTDocDCwsLEdlnra2tqK6uxuHDh2GxWPD69Wt0dHTg/PnzYTM6sdQZi9OnT6O2thYOhwOVlZVhUSgAUF9fj8HBQVRVVaGurg779+/Ht2/fMDExgYGBAczMzET9qXDXrl2w2WzweDzYvn077t69i9nZ2b+e9QaW3qOdnZ2w2+0oLCxEdnZ2TMG2vb29cDgcMJlMKCgoQCAQQHd3NxRFifjS+PjxYxiNRq5h+1fx+Gsq0VqtFuuhFtsQjDNYTi3WY3FxUW7duiX5+fmi1Wpl79698uDBAzl79mxY/EQw1qO1tTViXwCkubk5dH9+fl6uXLkiWVlZotFookZ8qLUrWO/KKIfV2uF2u6WsrExSUlJEURQxGo3i9XpV+2Rubi5iX39q8507d2Tnzp2i1WqlqKhI7t27t2r/Rov1+Pr1q9TU1Eh6eroAUI34OHr0aETMSTSzs7OSlJQkfX19YY8HY1+Ct9TUVNmxY4ecPHlSBgYGZGFhQbW+4eFhqayslLS0NNmyZYsUFBRIXV2dPH/+PFTm/fv3YjKZJD09XdLS0uTUqVPy4cOHiPeDyFKcQ05OjmzatCks4kPtGIuE9+WPHz+kvr5eDAaD6PV60el0YjAYxOFwRO2X4HHyer1iNptFr9fLtm3b5PLly/L9+/eI8vfv35fy8nLR6XSi0+mkqKhILl26JFNTU6EyFRUVUlxcHHXfyy0/Bitvy127dk00Go1MTk6GPf7lyxex2WySkZEhqampUlFRsWqEhMvlkj179ohWq5Xc3FxpamqSnz9/RpSLpc6VVsZ6BPn9fklJSREA4nQ6VbcNBALS0NAghYWFsnnzZsnMzJTS0lJpa2tTbedywXPFw4cPZffu3aHPZH9/f1i51WI9Vjtunz59kmPHjolerxcAodemds5Vq398fFzOnDkjeXl5otVqJTs7W6qqqsI+LyIik5OTAkDcbvcfXydFpxFh9DARxZfJZMLExATevHkT03Y2mw3T09MYGRlZp5ZtPMEZq7m5uQ2xyPvAgQPIz89Hf39/vJtC6+Dq1at4+vQpXrx4wRm2f8Q1bEQUVx8/fsTQ0BCsVmvM2zY3N8Pj8WBsbGwdWkbrze/34+XLl2hpaYl3U2gdfP78GT09PbDb7Rys/Qe4ho2I4sLn82FsbAw9PT2hS3zFKi8vT/X6mLQxKIoS0zU8aWPJyMj463XBFIkzbEQUF0+ePIHVaoXP50Nvb+9f/9uNiOj/gGvYiIiIiBIcZ9iIiIiIEhwHbEREREQJjgM2IiIiogTHARsRERFRguOAjYiIiCjBccBGRERElOA4YCMiIiJKcBywERERESU4DtiIiIiIEtxviTqD7WQLApUAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_under5_mortality = df.groupby('country')['under_5_mortality'].mean().reset_index()\n", + "df_top10_under5_mortality = df_under5_mortality.nlargest(10, 'under_5_mortality')\n", + "\n", + "plt.barh(df_top10_under5_mortality['country'], df_top10_under5_mortality['under_5_mortality'], color='blue')\n", + "plt.xlabel('Under-5 mortality (Deaths per 1,000 live births)', fontsize=12)\n", + "plt.ylabel('Country', fontsize=12)\n", + "plt.title('Top 10 Countries by under-5 mortality', fontsize=14)\n", + "plt.gca().invert_yaxis()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "yHIDeA0snQHj", + "outputId": "822bcb7c-3528-45fc-89e0-8405cedff1a9" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df_under5_mortality = df.groupby('country')['under_5_mortality'].mean().reset_index()\n", + "df_bottom10_under5_mortality = df_under5_mortality.nsmallest(10, 'under_5_mortality')\n", + "\n", + "plt.scatter(df_bottom10_under5_mortality['under_5_mortality'], df_bottom10_under5_mortality['country'], color='blue')\n", + "plt.xlabel('Under-5 Child mortality (Deaths per 1,000 live births)', fontsize=12)\n", + "plt.ylabel('Countries with the Lowest Under-5 Child mortality rates', fontsize=14)\n", + "plt.grid(axis='x', linestyle='--', alpha=0.75)\n", + "plt.gca().invert_yaxis()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 448 + }, + "id": "yaurMFRqoI5d", + "outputId": "ceaba301-7bc2-4235-8c1c-80d0a049c55c" + }, + "execution_count": 33, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "selected_columns = ['maternal_mortality', 'infant_mortality', 'neonatal_mortality',\n", + "'under_5_mortality', 'prev_hiv', 'inci_tuberc', 'prev_undernourishment']\n", + "\n", + "corr_matrix = df[selected_columns].corr()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.title('Correlation Matrix (Selected Variables)', fontsize=14)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 488 + }, + "id": "IXxGBTN8pHK1", + "outputId": "5e7b2ad7-3e03-4e70-cc3c-80111f12c0a0" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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eyJqSDFk/f3Oe9nN85MgRAFq1apW7Rufg6NGjZGZmotVqmTZtWrbjV69eNdS/Q4cOnD59GsDkNGoHBwdq1qz5VI9ZCQwMpEaNGhw4cIDLly8bNmJatGgRkH0DnFOnTvH555+zb98+IiIisq0xjImJybaBkrm/K6bodDq+/vprVq1axaVLl0hKSjLaddTU3wJLS0saNmyYLf3B77KpNZePevDzv3z5ssmfQ0REBHq9nitXrhAYGEj37t2ZN28eXbp0oUePHrzyyis0bdrU7G7Dbm5uQNY1EkLkP+k0CiEKDR8fHy5dukRYWJjhy9yTPFgvlNPatAdf6EytKzK3btLLy8vkswPv3bsHwMKFC83WKzk52WyncfTo0Xz99df4+fnx6quv4uvra1inOX36dLRardnyn+S/XBdTG7I8eCxGZmbmU9fFysqKN954g3nz5nHgwAH++ecf3n33XbOP2li7di09evTAwcGB1q1bExAQgJ2dnWGjEVMbdTxJTj/TJ9FoNLRt25ZTp05hY2PDkCFDniq/ra0tkNURy4mlpSUtW7akZcuWAGRkZLB06VKGDx/OrFmz6NatG7Vr1zZ8/s6fP8/58+dzLC85OdlsnZ72cxwfHw/wnx9J8uC8+/fvZ//+/WbPCxjO++h640c9ae2zKYMHD2b06NEsXryY2bNno9PpWLlyJXZ2dvTs2dMQd+DAAZo3bw5kdZbLlSuHg4MDKpWKDRs2cPr0aZO/p09bp27duvHHH39Qvnx5evTogZeXF1ZWVsTFxTF//nyT5/Dw8MDCIvteiA/O/eC65eTBzyGnx+E88ODnUL9+fYKDg/n0009ZuXKlYR1y3bp1mT17Ns2aNcuWNzU1FcDkTSshxPMnnUYhRKHRuHFjgoOD2bFjh+HL2pM86OBERkaaPB4REWEU9yhzHYicjj0o5+zZs1StWjVXdXxcVFQUCxcupHr16hw8eNDoS1VERITJEaSn9V+uS14YPHgwc+fOpXv37uj1+ic+0mDatGnY2Nhw/PjxbDuO/tuHhv+bDiNkjcZ98cUXuLu7Exsby/Dhw3O1a+oDnp6ewMMv6rlhaWnJkCFD2Lt3L8uXL2fXrl3Url3b8PPq2rUrv/3229M15BFP+zl+MEoaFhZmtCvtvz3vuHHjDCO35jg7OwNZvzOm5PT5NqdPnz689957LF++nE8++YSNGzcSGxubbQfbTz75BK1Wy969e7ONdB46dMgwCvq4p/mcHT16lD/++IPWrVuzZcsW1Gq10Tnmz59vMl9MTAx6vT5bx/HB9Xhw3XLyoJ1//PHHE0f8H2jSpAl//fUXqampHD58mD/++INvvvmG9u3bc+7cOcOmOQ88+Lw/+PwLIfKXPHJDCFFoDBgwALVazQ8//GCYZpeTB3ffK1asiI2NDUePHiUlJSVb3IOpa0/aaTS36tevDzx8VMK/cePGDRRFoWXLltnuwu/du9dkngdfJnM70ve8r8uTVK5cmfr16xMWFkaDBg2oVKmS2fjr169TqVKlbB3G8PBwbty4kS3+aa9PbiUmJtK7d28sLS0JDg6ma9eurFmzJsfHNpjyYErsv3kW5eM7fFaqVAknJyeOHTtm9nEMT/K0n+MHUy7//vvvJ8aa+1nUrVsXlUqV6/M+2B3V1KM4kpKSOHXqVK7KeZSbmxtdunQhIiKCP//8M8dnM16/fh03N7dsHcaUlJRsj5D5tx5MDW7fvr1RhxFy/lsAWSPRpq7hgzy1atUye97/8nfM1taWoKAg5syZwwcffEBqairbt2/PFnf58uUi9WxKIQo66TQKIQqNsmXLMmHCBGJiYmjbti0hISHZYtLS0pg7d65hHY61tTW9evUiJiaGWbNmGcVu3bqVbdu2UbZsWRo3bvxM6jhw4EAcHR358MMPTU4PTElJMawXysmDRzccOHDAaB3jnTt3mDRpksk8D9YH3b59O1f1fN7XJTcWL17M+vXrDevHzPH39+fatWtGI0lpaWkMHz7cZGfpaa9Pbo0YMYIbN27w5ZdfUrVqVX788Uf8/PwYPXp0rh+T0aRJEywsLDh8+HC2Y1u3bmXjxo1G6zUfuHbtGmvXrgUerumztLRk+PDh3Lx5k/Hjx5u8FufOnctxZO6Bp/0c9+/fHwcHB+bMmWOyoxYWFmb4t7mfhY+PD927d+fAgQN88cUXRmv3Hjh8+LDhRkfJkiVp2rQpZ86cyTaV8tNPP/1Xa2zhYQdx1qxZ/P3335QvXz7b2l5/f3/u379vdH0yMzMZP378E29q5daDvwWPd4rPnz+f7ff2cR988AE6nc7w/s6dO8yfPx+NRmM0zdaUTp06UbJkSebOncuePXuyHU9PTzeq08GDB01Or37w+2ljY2OUrtPpOHnyJIGBgTI9VYgCQqanCiEKlY8//pi0tDS++uorKlSoQPPmzalatSpWVlaEhITwzz//EBsby8cff2zI8+DZhh9//DEHDhygfv36hIaGsnbtWuzs7FiyZInJ9T//hqenJ7/++iuvv/46NWrUoE2bNlSsWBGtVktoaCi7d++mUaNGbN26NccyfH196dq1K7///juBgYG0aNGCyMhINm/eTIsWLUxuTNK8eXN+++03unbtStu2bbGxsaFGjRp07Ngxx/M8z+uSG5UrV6Zy5cq5ih01ahSjRo2iVq1adOvWjYyMDLZv346iKNSoUSPb1MBmzZqhUqn44IMPOH/+PM7Ozri4uOTqeYU5WbFiBStWrKBjx468/fbbALi6urJixQqaNWtG7969OXjwoOF5mjlxdXXl5ZdfZt++faSlpRl9wb506RLvvvsuHh4eNG3alDJlyqAoCteuXePPP/9Ep9MxfPhww8gQZK15PXHiBAsWLGDLli00bdoULy8vwsLCOHv2LKdPn+bgwYM5rgOEp/8ce3l5sXz5cnr27Em9evV49dVXqVChAjExMRw+fJiAgAA2bNgAQMOGDbG1tWXevHncv3/fMD1x8uTJAHzzzTdcvnyZCRMm8PPPP9OwYUNcXFy4ffs2x44d4+rVq4SHhxs6GwsXLqRx48b069ePDRs2GJ7TePToUZo0aWJ2RC4nLVq0ICAgwNAxHjRoULaYUaNG8ffff/PSSy/RvXt3bGxsCA4OJiwsjKCgoKfagCcn9erVo169eqxZs4bw8HAaNGjArVu32LRpE+3bt89xCrKvry/JyclUr16djh07Gp7TGBsby4IFC5649lSj0fDbb7/Rtm1bXn75ZZo3b061atVQqVTcvHmTvXv34u7ubthQafbs2ezatYumTZtSqlQpbGxsOHHiBDt27KB06dJ06dLFqPy9e/ei1WqNnrcphMhn+bl1qxBC5JWjR48qgwYNUsqWLavY2toqGo1GCQgIUHr37m3yGWjR0dHK6NGjFX9/f8XKykrx8PBQunXrppw9ezZbrLnHKyhK1pb2/v7+Zut36dIlZfDgwYq/v79ibW2tuLq6KtWqVVNGjx6tHDlyxCgWE4/cSExMVMaNG6cEBAQoGo1GKVeunDJz5kxFp9OZjE9PT1cmTJiglCxZUrG0tMy2db+pPM/yujzpkRaP45FHbjyJqUdu6PV65bvvvlOqVKmi2NjYKD4+PsrgwYOVqKioHB8/snTpUqVatWqKRqNRAKOf4ZN+po+3/caNG4qTk5Pi6+urREdHZ4v/8MMPDY/hyI3Vq1crgLJ69Wqj9KioKOXHH39UunXrplSoUEFxdHRUrKysFF9fX6VDhw7Kb7/9ZrK8jIwM5fvvv1caN26sODk5KRqNRilZsqTSpk0b5dtvv1WSkpIMseZ+dk/zOVYURTl58qTSvXt3xdvb21DPtm3bKps3bzaK27Jli1K3bl3F1tbW8BiRR6WkpCiff/65UqdOHcXe3l6xtbVVSpUqpXTu3FlZvny5kp6ebhR/9uxZpV27doqDg4Pi6OiotG3bVjl79uwTf5fNefBMVLVabfRc0kf99ttvSu3atRU7OzvFw8ND6d69u3L9+nWT533S8ylzeuRGVFSUMmjQIKVYsWKKjY2NUq1aNWXhwoXKjRs3TMY/+Czfu3dPGTp0qOLt7a1oNBqlRo0aysqVK7Od11y97ty5o7zzzjtKuXLlFI1Gozg5OSmVKlVShgwZYvS4l61btyr9+vUzfEYdHByUypUrKx988IHJ348BAwYo1tbWSlRUlMlrIYR4/lSKYmJuhxBCCCEKjPT0dCpUqECZMmVMrv8SorC4f/8+/v7+dOvW7anW/goh8pasaRRCCCEKOCsrK2bNmsU///zDgQMH8rs6QuSZuXPnkpmZycyZM/O7KkKIR8iaRiGEEOIF0KNHD27dukVsbGx+V0WIPOPm5sby5cv/8zM9hRDPlkxPFUIIIYQQQgiRI5meKoQQQgghhBAvgD179tCxY0eKFSuGSqUy7DxtTnBwMLVr10aj0VC2bFmWLl361OeVTqMQQgghhBBCvACSk5OpUaMGCxcuzFV8SEgI7du3p1mzZpw6dYoxY8YwZMgQtm3b9lTnlempQgghhBBCCPGCUalUrF+/3uwzTd9//322bNnCuXPnDGk9e/YkLi7O7DOhHycjjUIIIYQQQgiRT7RaLQkJCUYvrVb7TMo+ePAgLVu2NEpr3bo1Bw8efKpyZPdUUSRssaqQ31Uo9GqNrJ3fVSjU7It55HcVCr24q7fzuwqF2lu6GfldhUKvx4Dq+V2FQq2Nz8n8rkKh51OxVn5XIUd5+V3y6Ie9mD59ulHa1KlTmTZt2n8uOyIiAm9vb6M0b29vEhISSE1NxdbWNlflSKdRCCGEEEIIIfLJpEmTGDt2rFGaRqPJp9qYJp1GIYQQQgghhDBDZaXKs7I1Gk2edRJ9fHyIjIw0SouMjMTJySnXo4wgaxqFEEIIIYQQolBq2LAhO3bsMErbvn07DRs2fKpyZKRRCCGEEEIIIcywsMy7kcankZSUxLVr1wzvQ0JCOHXqFG5ubpQsWZJJkyYRFhbG8uXLAXjrrbf4+uuvmTBhAoMGDWLnzp2sWbOGLVu2PNV5pdMohBBCCCGEEGaorArGBM1jx47RrFkzw/sHayH79+/P0qVLCQ8P59atW4bjpUqVYsuWLbz77rvMnz+fEiVK8NNPP9G6deunOq90GoUQQgghhBDiBRAUFISiKDkeX7p0qck8J0/+t91/pdMohBBCCCGEEGYUlOmp+aVgjLMKIYQQQgghhCiQZKRRCCGEEEIIIczIy0duvAhkpFEIIYQQQgghRI5kpFEIIYQQQgghzJA1jUIIIYQQQgghRA5kpFEIIYQQQgghzCjqaxql0yiEEEIIIYQQZsj0VCGEEEIIIYQQIgcy0iiEEEIIIYQQZqjUMtIohBBCCCGEEEKYJCONQgghhBBCCGGGhYw0CiGEEEIIIYQQpslIoxBCCCGEEEKYobKQkUYhhBBCCCGEEMIkGWkUQgghhBBCCDNU6qI91iadRiGEEEIIIYQwQzbCEUIIIYQQQgghciAjjUIIIYQQQghhhmyEIwqkoKAgxowZk9/VeKZUKhUbNmwAIDQ0FJVKxalTp/K1TkIIIYQQQgjzZKQRGDBgAHFxcYYOjchZaGgopUqV4uTJk9SsWfNfl+Pn50d4eDgeHh4ABAcH06xZM+7fv4+Li8uzqWwB4PZSIKXHDca5dlVsinlxrOsIIjftMJ+naT0qfzkRh8rlSLsdzrVZ33Jn+XqjGP/hvSk9djAaH08Szlzi/JiZxB89m5dNKdDsGr+CQ/OOqB2dSb97i/h1S0m/dT3HePumbbFv3BK1iwf65ERSzxwmYfMqyEgHQKWxwbFtd2yqBaJ2cCY9LJT49ctIv33jeTWpwLGu1QRN3Rao7J3IjAojbcdvZEbczDm+ThDWNV/CwtEVJTWZ9CunSNuzCTIzANA0aotN43ZGeTJjI0la/HGetqOgcghqi3OrLqidXdDdCeXerz+iC71qOlitxrlNV+wbNcfSxY30iDDur1tO2vmThhBNuco4teqCtX8ZLF3ciPpmFqmnDj+n1hRMHVq4062tJ67Olty4lca3K8K4EpJqMrZRHSd6dPCimLcGS7WKsEgt67ZGs/NAnCGmT2dvXq7vjKebNekZeq6FprLs9wgu3zBdZlFwfNcvHN6+iKT4aLxKVKRVzykUK1XdZOyZA+vYsmySUZra0poJCx/+X3b5xN+c2LOKiFvnSUuOY9DkDXj7VcrTNhRk67dsY9WGP7h3P54yASV5Z+hAKpUvm2N8YlIyP61YzZ5DR0hMTMLby4NRg/vTILAWAJmZepauWsvfwfu4FxeHh5srbZq/TL/ur6FSFe1RNVOK+ppG6TQ+QzqdDmtr6/yuRp7R6XTPrCy1Wo2Pj88zK6+gUtvbkXDmMreX/k7gbwufGG8bUIK6m77n1g+rONVvPO7NG1Lt+49JC48mZvs+AHxfb0ulLyZx7u2pxB05TanR/am/ZRHBVdqgi76X100qcGxqNsC5c1/i1i4i/eY17F9ui/uwiUTNGoc+KSFbvG3tRjh16Encqu/RhVzB0ssXl17DQVFI2LgCAJceQ7H09SPul2/ITLiPXZ2XcB/+IVGzx6OPv/+8m5jvrCrUxiaoC6nbV5MZfhNNnSDsXx9B4qKZKClJ2eMr1cGm6aukbv2FjLAQ1G5e2LZ9A1BI2/XwBkhm9F2S1379MKNe/xxaU/DYBTbG7fVBxP7yLbqQKzi2eBWvd6Zy96O30SfGZ4t36dQH+/ovE/vzN2RE3MGmSi08h08kYvZE0m+HAFk3PtLvhJC0/x+8RkzKVkZR07SeM0N7+vK/ZWFcvpFC51YefDy+FG9OvEx8Yma2+MTkTFb/EcXtcC0ZGQr1ajoydrAfcQkZnDiX9ZkPi9Dyzc93iYjWYW2loktrTz4ZX5rB718yWWZhd+Hon+z4bRZtek+nWKkaHN2xjNULBjN0+lbsndxN5tHYODB0xlbD+8c7KjpdCn5la1MpsC1//Tw5T+tf0O3ce4CFi39m7PAhVC5flrV//Mn4abNY8c1cXF2cs8Wnp2cwbuonuDo7M+P9d/FwcyUyOgYHe3tDzMp1G9n41z9MGjOcAL8SXL52g88WfIe9nR3dOrZ9ns0TL4AXbnpqUFAQo0aNYsyYMbi6uuLt7c2PP/5IcnIyAwcOxNHRkbJly/LXX38BkJmZyeDBgylVqhS2trZUqFCB+fPnG8qbNm0ay5YtY+PGjahUKlQqFcHBwQDcvn2b7t274+LigpubG506dSI0NNSQd8CAAXTu3JlPPvmEYsWKUaFCBcO0y3Xr1tGsWTPs7OyoUaMGBw8eNOSLjY2lV69eFC9eHDs7O6pVq8avv/76r69JQEAAH3/8Mf369cPBwQF/f382bdpEdHQ0nTp1wsHBgerVq3Ps2DGjfL///jtVqlRBo9EQEBDAnDlzspU7c+ZM+vXrh5OTE0OHDqVUqVIA1KpVC5VKRVBQEABHjx7llVdewcPDA2dnZ15++WVOnDiRY50fnZ4aGhpKs2bNAHB1dUWlUjFgwACWL1+Ou7s7Wq3WKG/nzp3p27fvv75ez1P0tj1cmTqPyI3/5Cref2hPUkPucHHCbJIu3eDmN78Q8fs2Sr0zwBBTasxAbi9aw51l60i6eJ2zI6aSmZKG34CuedSKgs0hqD0pB3eSemQ3GZFhxK9dhKLTYVc/yGS8dUB5dCFXSD1xgMz7MWgvnyX1xAGsSpbJCrCywqZ6PRL+WInuxiUyYyJJ3PY7GTER2Dd65fk1rACxDmyG7sxB0s8dRh8bQerfq1HSdVhXbWgyXl2sNJlhN0i/eBwl4R4ZoZdIv3gctY+/caCiR0lOfPhKTX4OrSl4nF7pROK+v0k+sJP08Dvc++VbFJ0Wh8YtTMbbNwgi/q/fSDt3nIyYSJJ2byX13AmcXulkiEk7d4K4jSuL/OjiA11ae/LX7nts33efW3e1/G9ZGFqdQqumbibjz15K5sCJBG6HawmP1rFxeywht9OoUv7hF+7gQ3GcupBERLSOW3e1/PjrXezt1JQqYfu8mlWgHPlnCTVe6k71xl3xKFaWNn2mY2ltw5kDv+ecSaXCwdnT8LJ38jA6XK1BZ17qMJKAiqb/1hQlazZuoUOr5rRrGURAyRKMGz4EG401f/4TbDL+z392kZiUxCcfjKNapQr4entRs2plypZ6+Hf4/KUrNK5fh4aBtfH19iKocQPq1qrOpas5z9QpylRqVZ69XgQvXKcRYNmyZXh4eHDkyBFGjRrF8OHDef3112nUqBEnTpygVatW9O3bl5SUFPR6PSVKlGDt2rVcuHCBjz76iA8++IA1a9YAMH78eLp3706bNm0IDw8nPDycRo0akZ6eTuvWrXF0dGTv3r3s378fBwcH2rRpYzTitmPHDi5fvsz27dvZvHmzIf3DDz9k/PjxnDp1ivLly9OrVy8yMrKmZaWlpVGnTh22bNnCuXPnGDp0KH379uXIkSP/+pp89dVXNG7cmJMnT9K+fXv69u1Lv379eOONNzhx4gRlypShX79+KIoCwPHjx+nevTs9e/bk7NmzTJs2jSlTprB06VKjcr/88ktq1KjByZMnmTJliqGO//zzD+Hh4axbtw6AxMRE+vfvz759+zh06BDlypWjXbt2JCYmPrHufn5+/P571n8qly9fJjw8nPnz5/P666+TmZnJpk2bDLFRUVFs2bKFQYMG/etrVZC5NKhJzM6DRmnR2/fh2qAmACorK5xrVyFmx4GHAYpCzM4DuDSo9RxrWkCo1ViVKIX2yrmHaYqC9uo5rPzLmcyiC72ClV8pQydR7e6FpnJNtBdPAaCyUKNSq1HSjUfWlXQd1qUr5EkzCjQLNWofPzJuXn4kUSHj5mXUxQJMZsm8ewO1t5+hk6hydseydGUyblwwLtrFE8fhH+P45lRs2/dD5eiaR40owNSWWJcsQ9rFMw/TFIW0i6fR5PB5U1laQnq6UZqi02JTtnJe1vSFZalWUS7AllMXHo6KKwqcOp9IpTJ2uSqjZiUHSvhqOHfZ9I0NS7WKtkFuJKVkcuN20ZuempmhI+LWeUpVamRIU1lYEFCxEWE3TuaYT6dNYeGkZnw98WV++2Y40XdzmJJdxKWnZ3Dlegh1alQzpFlYWFCnRjXOX75iMs/+o8epUqE8X32/mM79hjFg1Hh+XruezMyHMzqqVCzPiTPnuB12F4BrITc5e+Ey9WvXzNP2iBfTCzk9tUaNGkyenDVNYdKkSXz22Wd4eHjw5ptvAvDRRx/x7bffcubMGRo0aMD06dMNeUuVKsXBgwdZs2YN3bt3x8HBAVtbW7RardF0yRUrVqDX6/npp58M0yWWLFmCi4sLwcHBtGrVCgB7e3t++uknw7TUByOR48ePp3379gBMnz6dKlWqcO3aNSpWrEjx4sUZP3684VyjRo1i27ZtrFmzhnr16v2ra9KuXTuGDRtm1P66devy+uuvA/D+++/TsGFDIiMj8fHxYe7cubRo0YIpU6YAUL58eS5cuMAXX3zBgAEDDOU2b96ccePGGd6r1WoA3N3dja5X8+bNjerzww8/4OLiwu7du+nQoYPZuqvVatzcsu72enl5Ga1p7N27N0uWLDG0Y8WKFZQsWdIwwlnYaLw90EbGGKVpI2OwcnbEwkaDlaszFpaWaKNiH4uJxb5C6edZ1QLBwt4JlVpN5mNT+PSJ8Vh7FTOZJ/XEASzsHfEYNQ1UoFJbkrx/O0n/bARA0aZlTRFs9Rr3I++iT4zDtnZjrAPKkxkTkddNKnBUtvaoLNQoKcZTfZWURCzcvE3mSb94HJWtA/a9xwAqVGo12lN70R7+2xCTGX6TlL9WoL8fhYW9E5pGbXHoNYbEJZ9CutZkuYWR2sEx6zOcEGeUnpkYj5VvCZN50s6fwvGVV0m7ep6M6AhsKlbHrnZDVKoX8j5wnnNyVKNWq7gfn2GUfj8hgxK+Njnms7O1YMVXlbCytECvKCxcHsbJ88bTsevVcGTi8JJorC24F5/Bh1/cICGp6E1NTUm6j6LPxM7ReBqqvZM7sRGm14K7eZeifb9P8SpRAW1qIof/XszPs3syZNoWnFwL//KVpxGfkECmXp9tGqqrizO37oSZzBMeEcXJqPO0fLkxsz96n7DwCL76fjGZmZkM6NkNgD5dO5GSkkrft8dhYWGBXq9nyBs9eCXopTxv04tIZVG0/8a+kJ3G6tUfLqpWq9W4u7tTrdrDuy/e3llfZKKiogBYuHAhixcv5tatW6SmpqLT6Z64icvp06e5du0ajo6ORulpaWlcv/5w2L5atWom1zE+WkdfX19DfSpWrEhmZiaffvopa9asISwsDJ1Oh1arxc4ud3c8TXn0fA/an9M18fHx4eLFi3Tq1MmojMaNGzNv3jwyMzMNncPAwMBcnT8yMpLJkycTHBxMVFQUmZmZpKSkcOvWrX/dJoA333yTunXrEhYWRvHixVm6dCkDBgwwu0Bbq9Vmm9Karuixki9UArAuUwmHlp2J/20xulvXsPTwxqlLfxxe6ULS9qz1dvd/WYhLz7fwmf4NSmYm6XdCsqaw+pXK59q/GNR+ZdE0aEXq9jVkhodi4eqJbfOuKA1boz24DYCMkIejjvrou2SE38Rp2HSsKtYi/eyh/Kr6C+He6p9w7/c2xWZ8DQpkREeQvH8H9jlMZxX/Tmqanrc/uoqtjQU1KzvwZq9ihEfrOHvp4Wjj6YtJvP3RVZwdLWnzshuTRvgzZsbVIrmm8WmVKFOLEmUezpApXqYWP0xtx8k9q3i505j8q1ghoVf0uDg7MX7EUNRqCyqULU30vfusWv+HodO4a98htu/ex5SxowgoWYJrIaF8vWi5YUMcIR71QnYaraysjN6rVCqjtAcdCr1ez6pVqxg/fjxz5syhYcOGODo68sUXX3D4sPl1HklJSdSpU4dffvkl2zFPT0/Dv+0fWVCcUx0frQ/AF198wfz585k3bx7VqlXD3t6eMWPG/KeNZkydz1wdciun9j2uf//+xMbGMn/+fPz9/dFoNDRs2PA/b55Tq1YtatSowfLly2nVqhXnz59ny5YtZvPMmjXLaHQZoJfKjT5qjxxyFBzayBg03sb11Hh7kB6fiD5Niy7mPvqMDDRe7o/FuKONMB6hLAr0yQkomZlZu6Y+km7h6Jxt5OYBx3bdST22l5TDuwDICL+NytoG5+5DSPpnAygKmbFRxC6cgcpag8rGFn1CHK79RpMZG5XnbSpolNRkFH0mKjsno3SVnSNKcvaNhgBsXupA+vkjpJ/Nmmqtjwknzcoa21a90B78G1CyZ9KmknkvCgsXz+zHCrHMpMSsz7CTi1G62tGZzBw2XdInJRD9zSywtELt4Ehm3D1cXutHRkzkc6jxiychMZPMTAVXZ+OvPK5OltyPT88hV9YU1vCorP/DbtxKw8/Xhh7tvTh7KcQQo9UphEfpCI/Scel6Cj99VoHWTd1YsyU6bxpTQNk5uKKyUJOSaDwLJjkhFgfn3P3fq1Zb4eNXifvR/+1mc2Hk7OSE2sKC+3HGs2rux8Xj5upiMo+7qyuWajVq9cMb5v4linHvfhzp6RlYWVny7dIV9OnaiRZNs6YVlwkoSWR0DL/8tlE6jSbIcxoLuf3799OoUSNGjBhBrVq1KFu2rNFIIYC1tTWZmcZ3BWvXrs3Vq1fx8vKibNmyRi9n5+y7VD1tnTp16sQbb7xBjRo1KF26NFeumJ6TnlcqVarE/v37s9WrfPnyhlFGUx6Mqj5+vfbv38/o0aNp166dYXOdmJjcd2JyKhdgyJAhLF26lCVLltCyZUv8/PzMljVp0iTi4+ONXt0tTG92UNDEHTqFe/MGRmkeLRpx/9ApAJT0dOJPnMej+SObAqhUuDdrSNyhnNeNFFr/PwpoXb7qwzSVCk25KqTfNL02RmVlbVjba5DDzRRFp0WfEIfK1h5NxeqknTtmMq5Q02eSGXEbS//yjySqsPQvT+bdUJNZVJZWWd+4jcpRHmQ1zcoaCxePHDuihVZmBrpb17Gp+MhjCVQqbCpVR3vjcs75ADLSyYy7B2o1drUbknrq36+LL8wyMhWuhqZSs7KDIU2lgpqVHbh4PSXX5ViowMrK/JdGCwuwsir0X62yUVta41OyCqEXH67JV/R6bl46SPHSuVtvr9dnEhV2BQenonXjKDesrCwpX6YUx888XL+v1+s5ceYcVSqUN5mnaqXyhEVEGA0W3LkbjrurK1ZWWTdQtDpdto6QhYUFeqVo7mT9JBZqVZ69XgSF/i9buXLlOHbsGNu2bePKlStMmTKFo0ePGsUEBARw5swZLl++TExMDOnp6fTp0wcPDw86derE3r17CQkJITg4mNGjR3Pnzp3/XKft27dz4MABLl68yLBhw4iMfL53iMeNG8eOHTuYOXMmV65cYdmyZXz99ddGay1N8fLywtbWlq1btxIZGUl8fNZdr3LlyvHzzz9z8eJFDh8+TJ8+fbC1zf0Ocv7+/qhUKjZv3kx0dDRJSQ/XjfTu3Zs7d+7w448/5moDHI1Gg5OTk9Erv6amqu3tcKpREacaFQGwK1UCpxoVsfHLmrJc4eOx1Fgy2xB/84dV2JXyo+Ks97CvUBr/t3rj+3pbQuYvNcSEzFuC3+DuFO/bGYeKpam6cBqW9rbcXrbuubatoEgK3oJ9g2bY1m2KpVcxnLsNQmWtIeXwbgBceg/HsX1PQ7z2/AnsG7fEplZD1G6eaMpXw7Ht62jPnzB0dDQVqqOpWMNw3OPtyWRE3jWUWdToju3CunojrKrUw8LNG5tW3VFZadCdy5pGatuuL5omHQ3x6dfPYV3zJawq1s7aBMe/ApqX2pN+/ZzhGtsEdUZdoiwqJzfUxUph1/lNUPSkXzyeL23MTwnbN+LY5BXsGzbD0qcEbn3eQmVtQ9L+rGe6ug98B5cubxjirUuVw7ZWAyw9vNGUrYzX6KmgUhG/7eHjTFQaG6xKlMKqRNaUaksPL6xKlELtVvBnXOSF9duiafOyGy0bu+Lnq2Fkv+JoNBZs35s1mjvuTT8GdHu4jq57e09qVXHAx9MaP18Nr7XxoHkjV8NzGjXWKvp39aFiGTu83K0o62/Lu4NK4O5qxd4jcfnQwvxXr+VATu1bw5mD64kJv87WldNI16VSvdFrAPyxZALB6x/u0r5v89fcuLCP+9G3ibh1nk2L3yPh3l1qvvS6ISY1OY7I2xeJCc+62R8bEULk7YskxRetkVyA7p3as+XvnWzduZvQ22HM/W4RqWla2rbMGhH85KuF/LD84U78ndu8QkJiMgt+WsbtsLscPHaCFWs30qVdK0NMo7q1WbF2AwePnSA8Moo9B4+wZuMWmjSo+9zbJwq+F3J66tMYNmwYJ0+epEePHqhUKnr16sWIESMMj+SArHVzwcHBBAYGkpSUxK5duwgKCmLPnj28//77vPbaayQmJlK8eHFatGiBk5OTmTM+2eTJk7lx4watW7fGzs6OoUOH0rlzZ0MH7HmoXbs2a9as4aOPPmLmzJn4+voyY8YMo01wTLG0tGTBggXMmDGDjz76iCZNmhAcHMyiRYsYOnQotWvXxs/Pj08//fSJHdBHFS9enOnTpzNx4kQGDhxIv379DDu5Ojs707VrV7Zs2ULnzp3/faPzgXOdqjTc8bPhfeUvPwDg9vJ1nBk8CY2vJ7b/34EESA29w9FXh1F5ziQCRvUj7U4EZ4dNNjyjESB87V9Ye7pRfupoND6eJJy+yJEOQ9A9tjlOUZF26hDxDk44tumG2smF9LCbxH7/GfqkrN8ntauH0ahX4vb1KIBT2+6ond3ITE5Ae/4ECVtWG2JUtnY4te+J2sUNfUoSaaePkPDnatAXzXVK6ZdPoLJzwKZxe1T2jmRGhZH82zcoKVm7I1s4uhpd4wfrFjUvdcDWwRklNYn06+dI2/twh2mVgwt2HQegsrFDSU0i484Nkn+Zi5Ka/bmPhV3Ksf3cd3TG5dVeqJ1c0d0JIWrBdMMzGi3dPI2ur8rKGpdOfbDy9EavTSP17HFiF39l9MgSa/+y+Iz/2PDerftgAJIO7CR26YLn1LKCY8+ReJwdLXmjizduzpZcv5XGlDkhxCVkbY7j5W5lNAPBRmPB232L4+FmhU6n53a4li9+uMWeI1k/E70Cfr4aWr7kj7ODmoSkTK6EpPDep9e5dbfobOT0qMp125GSdI+9mxaQnBCNV4lKdB/9k+ExGgn3wo02a0pLSeCvn6eQnBCNjZ0zPiWr0HfCKjyKPXxY/dXTO9my7OFzRjf+9C4AL3UYSZOOo55TywqG5k0aEZeQwOKVa7l3P46ypfz5YupE3P5/88ComBgsHhk19PL04Itpk1i4aDmD3nkfD3dXunZsQ+/XHu5n8c6bA1m0cg1ffbeY+/HxeLi58mrrlvTvUTQf4fUkRX16qkrJNk9LiIKnRYsWVKlShQUL/t2XnS1WRfBRCc9ZrZG187sKhZp9saI5QvQ8xV29nd9VKNTe0s3I7yoUej0GVH9ykPjX2vgUwWUgz5lPxYL7+LDTbZrmWdk1tu7Js7KflUI/0ihebPfv3yc4OJjg4GC++eab/K6OEEIIIYQoguSRG6JA27t3L23bts3x+KNr/wqjWrVqcf/+fWbPnk2FCjJaKIQQQgghxPMmncYCLjAwkFOnTuV3NfJNaGhofldBCCGEEEIUcUV9TaN0Ggs4W1tbypYt++RAIYQQQgghhMgD0mkUQgghhBBCCDNelOcp5hXpNAohhBBCCCGEGUV9emrR3gZICCGEEEIIIYRZMtIohBBCCCGEEGYU9UduFO3WCyGEEEIIIYQwS0YahRBCCCGEEMIMWdMohBBCCCGEEELkQEYahRBCCCGEEMIMGWkUQgghhBBCCCFyICONQgghhBBCCGFGUR9plE6jEEIIIYQQQpghj9wQQgghhBBCCCFyICONQgghhBBCCGGGhbpoT0+VkUYhhBBCCCGEEDmSkUYhhBBCCCGEMKOob4QjI41CCCGEEEIIIXIkI41CCCGEEEIIYYbsniqEEEIIIYQQQuRARhqFEEIIIYQQwgxZ0yiEEEIIIYQQIkcqC1WevZ7WwoULCQgIwMbGhvr163PkyJEcY9PT05kxYwZlypTBxsaGGjVqsHXr1qc+p3QahRBCCCGEEOIFsHr1asaOHcvUqVM5ceIENWrUoHXr1kRFRZmMnzx5Mt9//z3/+9//uHDhAm+99RZdunTh5MmTT3Ve6TQKIYQQQgghhBkqC4s8ez2NuXPn8uabbzJw4EAqV67Md999h52dHYsXLzYZ//PPP/PBBx/Qrl07SpcuzfDhw2nXrh1z5sx5qvNKp1EIIYQQQgghCjidTsfx48dp2bKlIc3CwoKWLVty8OBBk3m0Wi02NjZGaba2tuzbt++pzi0b4QghhBBCCCGEGXm5EY5Wq0Wr1RqlaTQaNBqNUVpMTAyZmZl4e3sbpXt7e3Pp0iWTZbdu3Zq5c+fStGlTypQpw44dO1i3bh2ZmZlPVUfpNIoiodbI2vldhULv5Ncn8rsKhZpHoEt+V6HQS7iRnN9VKNRsXrfN7yoUeiXctE8OEv+aU+yN/K5CEVArvyuQL2bNmsX06dON0qZOncq0adP+c9nz58/nzTffpGLFiqhUKsqUKcPAgQNznM6aE+k0CiGEEEIIIYQZT7v28GlMmjSJsWPHGqU9PsoI4OHhgVqtJjIy0ig9MjISHx8fk2V7enqyYcMG0tLSiI2NpVixYkycOJHSpUs/VR1lTaMQQgghhBBC5BONRoOTk5PRy1Sn0dramjp16rBjxw5Dml6vZ8eOHTRs2NDsOWxsbChevDgZGRn8/vvvdOrU6anqKCONQgghhBBCCGGOKu/WND6NsWPH0r9/fwIDA6lXrx7z5s0jOTmZgQMHAtCvXz+KFy/OrFmzADh8+DBhYWHUrFmTsLAwpk2bhl6vZ8KECU91Xuk0CiGEEEIIIYQZebkRztPo0aMH0dHRfPTRR0RERFCzZk22bt1q2Bzn1q1bWDwylTYtLY3Jkydz48YNHBwcaNeuHT///DMuLi5PdV7pNAohhBBCCCHEC2LkyJGMHDnS5LHg4GCj9y+//DIXLlz4z+eUTqMQQgghhBBCmJGXG+G8CIp264UQQgghhBBCmCUjjUIIIYQQQghhRkFZ05hfZKRRCCGEEEIIIUSOZKRRCCGEEEIIIcyQNY1CCCGEEEIIIUQOZKRRCCGEEEIIIcwo6msapdMohBBCCCGEEGYU9U6jTE8VQgghhBBCCJEjGWkUQgghhBBCCHNkIxwhhBBCCCGEEMI0GWkUQgghhBBCCDNUKlnTKIQQQgghhBBCmCQjjUIIIYQQQghhhkrWNAohhBBCCCGEEKbJSKMQQgghhBBCmFHUn9MonUYhhBBCCCGEMEempwohhBBCCCGEEKbJSKMQQgghhBBCmFHUp6fKSKMQQgghhBBCiBxJp/ERQUFBjBkzJtfxly5dokGDBtjY2FCzZs08q1dhsXTpUlxcXAzvp02bJtdNCCGEEEIUeCqVRZ69XgQyPfUR69atw8rKKtfxU6dOxd7ensuXL+Pg4PDM6hEUFETNmjWZN2/eMyvzWZo2bRobNmzg1KlT/6mc8ePHM2rUKMP7AQMGEBcXx4YNG/5bBQsgu8av4NC8I2pHZ9Lv3iJ+3VLSb13PMd6+aVvsG7dE7eKBPjmR1DOHSdi8CjLSAVBpbHBs2x2baoGoHZxJDwslfv0y0m/feF5NKjDcXgqk9LjBONeuik0xL451HUHkph3m8zStR+UvJ+JQuRxpt8O5Nutb7ixfbxTjP7w3pccORuPjScKZS5wfM5P4o2fzsikFmnfXbvj26YOVmzsp164SOncOyRcumIxVqdUU6z8Aj7btsPb0JPXWLW5/8zXxhw4ZxVl5elJyxNs4N2yE2kZD2p073Ph4JsmXLj2PJhUoJQb2JGDEQKy9PEi6cJlLH3xKwslzJmNVlpaUGj0E3x6d0Ph4kXI9lKsz5xK7a78hRm1vR5mJo/Bq2wJrDzcSz13i8uTPSDhlusyioG1TZzq3cMXFSU1omI6f1kZx9abWZGyDGvZ0be2Gr4cVarWK8Oh0Nu64z+6jiYaYUW9407yBk1G+ExeSmfnN3TxtR0G2e+sq/tm0lIS4GIr7l6f7oEkElKtmMvbgro2s+GaKUZqllTXzVx4zvH/79eom83Z+411e6TTw2VX8BbF6x0GWbd1LbHwS5f18eL9PR6qW9jMZO2T2jxy/HJIt/aXqFfjfmP7Z0j9evoHfg48wvmd7+rRq/MzrLl580ml8hJub21PFX79+nfbt2+Pv759HNSpYFEUhMzPzmZXn4ODwTDvbBZVNzQY4d+5L3NpFpN+8hv3LbXEfNpGoWePQJyVki7et3QinDj2JW/U9upArWHr54tJrOCgKCRtXAODSYyiWvn7E/fINmQn3savzEu7DPyRq9nj08fefdxPzldrejoQzl7m99HcCf1v4xHjbgBLU3fQ9t35Yxal+43Fv3pBq339MWng0Mdv3AeD7elsqfTGJc29PJe7IaUqN7k/9LYsIrtIGXfS9vG5SgePWoiUlR79DyOezST5/Hp8ePan41XxO9+xOxv3sn7cSw97Co00bbsyaRdrNUJzrN6D8Z7M5P/RNUq5cAUDt6EiV738g4fgJLo8dQ8b9+9j4lSQjMTFbeYWdd6c2VJg+gYsTZhB/4gwlh/al9qrv2d+4I+kx2T9vZSaOwrdbBy6Om0bytRDcgxpTY8l8jnZ4g8RzWR3uyl/NwKFCWc6NnIQ2Igrfbh2pvfZHDjbphDYi6nk3Md81ru3AwC4efLc6miuhaXRs5sJHbxdn5IybxCdl/38tMUXPb1vvERapIyMTAqvaM+oNb+KTMjl1McUQd+J8Mv9bEWl4n56hPJf2FETH929l3bIv6Dl0CgFlq7Frywq+/uQtps7fhKOzu8k8NrYOfDR/k+G9SmW8ZuzTH3Yavb9wah+/fDuVWg1eefYNKOC2HTnDnNV/8mHfzlQtXYKV2w8wYu4SNnw6Fjen7N+l5rzdh/RHvrPFJ6XQY+r/eCWwarbYncfPc/b6bTxdnLIdE4+QNY3igUenpwYEBPDpp58yaNAgHB0dKVmyJD/88IMhVqVScfz4cWbMmIFKpWLatGkAvP/++5QvXx47OztKly7NlClTSE9PN+R7MCXz559/JiAgAGdnZ3r27Eni/39RGjBgALt372b+/PmoVCpUKhWhoaFm6x0cHIxKpWLbtm3UqlULW1tbmjdvTlRUFH/99ReVKlXCycmJ3r17k5Ly8D87rVbL6NGj8fLywsbGhpdeeomjR49mK/evv/6iTp06aDQaVqxYwfTp0zl9+rShfkuXLgVg7ty5VKtWDXt7e/z8/BgxYgRJSUk51vvR6anTpk1j2bJlbNy40VBucHAwzZs3Z+TIkUb5oqOjsba2ZscO86NJBYVDUHtSDu4k9chuMiLDiF+7CEWnw65+kMl464Dy6EKukHriAJn3Y9BePkvqiQNYlSyTFWBlhU31eiT8sRLdjUtkxkSSuO13MmIisG9U9P4jjd62hytT5xG58Z9cxfsP7UlqyB0uTphN0qUb3PzmFyJ+30apdwYYYkqNGcjtRWu4s2wdSRevc3bEVDJT0vAb0DWPWlGw+fbqRdSmjcRs2UxqaAghn3+GXpuGZ4eOJuM92rTl7rJlxB88gPbuXaLWryPuwEF8e/U2xBR7oy/ayChufDKT5AsX0IaHE3/kMNqwsOfVrALD/61+3FnxG3dXbSD5yg0uvjeDzNQ0ivfqYjK+2OsdCZn/IzE79pJ68w53lq0mZsde/IcPAMDCRoNX+5ZcnTmXuEPHSQ29zY0vvyE15BYlBvR4ji0rOF5t7sr2AwnsPJTAnQgd362KQqtTaNHQ9Jfk81dTOXwmmTuR6UTEpLM5OI7Qu1oqlbYxikvPUIhLzDS8klP1z6M5BdKOzctp1KIrDZt1xtevDD2HTsHa2paDOzfkmEelUuHs6mF4ObkYdy4fPebs6sGZo7soV6UuHt4l8rg1Bc+Kbft4rWldOjWpQ5ni3nzYrxM21tZs2HvcZLyzgx0ezo6G16Hz17CxtuKVusYjv1H345m98g8+HdodS7V0C0TO5NNhxpw5cwgMDOTkyZOMGDGC4cOHc/nyZQDCw8OpUqUK48aNIzw8nPHjxwPg6OjI0qVLuXDhAvPnz+fHH3/kq6++Mir3+vXrbNiwgc2bN7N582Z2797NZ599BsD8+fNp2LAhb775JuHh4YSHh+PnZ3rqweOmTZvG119/zYEDB7h9+zbdu3dn3rx5rFy5ki1btvD333/zv//9zxA/YcIEfv/9d5YtW8aJEycoW7YsrVu35t494zvbEydO5LPPPuPixYu88sorjBs3jipVqhjq16NH1pcQCwsLFixYwPnz51m2bBk7d+5kwoQJuar7+PHj6d69O23atDGU26hRI4YMGcLKlSvRah9OIVqxYgXFixenefPmuSo7X6nVWJUohfbKI1PCFAXt1XNY+ZczmUUXegUrv1KGTqLa3QtN5ZpoL54CQGWhRqVWo6TrjPIp6TqsS1fIk2YUJi4NahKz86BRWvT2fbg2qAmAysoK59pViNlx4GGAohCz8wAuDWo9x5oWDCpLS+wrVCTh6JGHiYpC/NGjOFY1Pe1MZW2NXmc87U+vTcOxRg3De9cmTUm+dJGyn3xK7S1/UXXZcjxf7ZQnbSjIVFaWOFavzL29j0zdVRTu7TmEc2AN03msrdFrjX//9WlaXOplfT5VajUWlpbotcY/g8w0LS71aj/bBrwALNVQxk/D6csPb5oqCpy5nEKFUjZmcj5Urbwtxb2suXA9zSi9ajlbls4qxddT/BnWwxNH+6L5tSojPZ3bNy5SsXoDQ5qFhQUVq9fnxpXTOebTpqUweXhrPnzrFb6bPZq7t6/lGJsQF8u5E3tp1Nz0zZTCLD0jg4s371K/cllDmoWFBfUrl+HM9Vu5KmPD3mO0rlcdW421IU2v1zP5x7X0b9OEMsW9n3m9CxuVhUWevV4EL0Yt80m7du0YMWIEZcuW5f3338fDw4Ndu3YB4OPjg6WlJQ4ODvj4+BimWU6ePJlGjRoREBBAx44dGT9+PGvWrDEqV6/Xs3TpUqpWrUqTJk3o27evYdTM2dkZa2tr7Ozs8PHxwcfHB7Vanav6fvzxxzRu3JhatWoxePBgdu/ezbfffkutWrVo0qQJ3bp1M9Q/OTmZb7/9li+++IK2bdtSuXJlfvzxR2xtbVm0aJFRuTNmzOCVV16hTJkyFC9eHAcHBywtLQ31s7W1BWDMmDE0a9aMgIAAmjdvzscff5yt7TlxcHDA1tYWjUZjKNfa2prXXnsNgI0bNxpily5dyoABA7JNYymILOydUKnVZCbGG6XrE+NRO7mYzJN64gCJf63FY9Q0fL/8Ge/J89Fdu0DSP1nXQNGmoQu5gmOr17BwcgWVCts6L2EdUD7HMsVDGm8PtJExRmnayBisnB2xsNFg7eGKhaUl2qjYx2Ji0fh4PM+qFgiWLi6oLC1Jf+xmUvq9e1i5m57SH3/4ED49e6Mp4QcqFU516+Ea1Awr94fXT1OsGN5dXiPt9m0uvfsOkevWETB2LB7t2uVpewoaa7esz5su2vjzpouOReNl+vMWG7wf/2H9sCtVElQq3Jo2xKtdCzTengBkJqcQd/QUpd59KyvNwgKfrh1wCayBxrvofYYdHdSo1SriE42nocYlZODilPMqHTsbC1bOKcPa+WWZPLwYP62N5vSlhx3PkxeTmf9zJB/9L4zlG2OoUtaWKcOLF8kZbEmJ99HrM7NNQ3V0dichLsZkHu9iAbwxYjrDJsxnwKhZKIqeOR/2435shMn4w7s3YmNjR836LZ95/Qu6+4kpZOr12aahujs5EBv/5Cn9527c5lpYJF2aBhqlL/lrD2q1Bb1aNnqm9S2sVBaqPHu9CGRNoxnVqz9cgK1SqfDx8SEqyvxakNWrV7NgwQKuX79OUlISGRkZODkZT38JCAjA0dHR8N7X1/eJ5T5tfb29vQ1TZB9NO3Ika7Tg+vXrpKen07jxw8XOVlZW1KtXj4sXLxqVGxho/EcmJ//88w+zZs3i0qVLJCQkkJGRQVpaGikpKdjZ2f2rNtnY2NC3b18WL15M9+7dOXHiBOfOnWPTpk055tFqtUYjkwDajEw0lrnrfOc36zKVcGjZmfjfFqO7dQ1LD2+cuvTH4ZUuJG3P2qzl/i8Lcen5Fj7Tv0HJzCT9TkjWFFa/UvlceyHg5ldzKTXxA2qsWg2KQlpYGDFbNuPZocPDIAsLki9d5M533wKQcuUKdqVL49X5NWL+/DOfav5iuDz5MyrPmUaj/X+gKAqpobe5u2oDxR6Zznru7UlUmTeDpmd2oc/IIPHsRSLW/4Vj9cr5WPMXS6pWz9hZt7DRqKhewY6Br3kQEZvO+aupAOw7/nD5xa27Om6GaflueimqlLPl7JXU/Kr2C6N0hRqUrlDD6P2MMZ3Zt/03OvYcmS3+4M4N1G3SHitrzfOsZqGwYe8xypXwMdo050JoGL9uP8DKqSNfiJvwIv9Jp9GMx3dSValU6PU5r1c4ePAgffr0Yfr06bRu3RpnZ2dWrVrFnDlz/lO5/6a+KpXqmZ3H3t7+iTGhoaF06NCB4cOH88knn+Dm5sa+ffsYPHgwOp3uX3caAYYMGULNmjW5c+cOS5YsoXnz5mY3H5o1axbTp083ShtbvwrjGpqeSpeX9MkJKJmZWbumPpJu4ehMZkKcyTyO7bqTemwvKYezRoUzwm+jsrbBufsQkv7ZAIpCZmwUsQtnoLLWoLKxRZ8Qh2u/0WTGFr0NLp6WNjIm22iLxtuD9PhE9GladDH30WdkoPFyfyzGHW2E6TvmhVlGXBxKRgZWj20UZuXmRnqs6U2BMuLiuDpxAiprayydnUmPjsZvxNukhT3cVTI9JobUEOOd/VJDQ3Fr1uzZN6IA093L+rxZexp/3qw93dFGmf68pcfe5/SAd7DQWGPl6oI2Ioqyk98l9eYdQ0zqzdsc6zIQCztbLB3s0UXFUO2HL41iiorEpEwyMxWcHY1vHLo4WRKXkJFjPkWBiJisv9yhYTpK+FjTtZWrodP4uMjYDOITM/D1tCpynUYHR1csLNQkxhuPmCfGx+LkkrvRbbWlFX6lKhIdkX265bWLx4m8G8qgd794JvV90bg62qG2sOBegvE+EbEJSbg7O+aQK0uqVse2I2cY3tl4hPbklVDuJSbT7r3PDWmZej1zV//JL9v38+cXuVteVKS8II/GyCtFu/XP2IEDB/D39+fDDz8kMDCQcuXKcfPmzacux9ra+pnuUmpKmTJlsLa2Zv/+h1u0p6enc/ToUSpXNn8n2lT9jh8/jl6vZ86cOTRo0IDy5ctz9+7TbTueU7urVatGYGAgP/74IytXrmTQoEFmy5k0aRLx8fFGr5F18+nu+v+PAlqXf2S3MpUKTbkqpN+8ajKLysoaRXlsB74cOvuKTos+IQ6VrT2aitVJO3fMZJx4KO7QKdybNzBK82jRiPuHTgGgpKcTf+I8Hs0bPgxQqXBv1pC4QyefY00LBiUjg+TLl3AKrPswUaXCObAuiefMP4JE0elIj45GpVbj1qwZ9/fuMRxLPHsGm5LGN39sSpZEG2F6alphpaRnkHjmAm5N6j9MVKlwa1Kf+GM5rwUD0Gt1aCOiUFla4t3hFaK37coek5KKLioGS2cn3IMaEb1tp4mSCreMTLh+W0v1Cg9vXqpUWesUL4ekmclpzEIFVpY5j8i4u1jiaK/mfkLe/v9dEFlaWeFXuhKXzx42pOn1ei6fPUzp8qbX5j5On5nJ3VtXcXbxzHbswI71lCxdmRIBRXPdvpWlJZX8i3H44sM1n3q9niMXr1O9TEmzebcfPYsuPZN2DY3X5LdvVIs100exatpIw8vTxYl+bZrwzdii9zgT8WQy0vgMlStXjlu3brFq1Srq1q3Lli1bWL9+/ZMzPiYgIIDDhw8TGhqKg4MDbm5uWDzjRbL29vYMHz6c9957Dzc3N0qWLMnnn39OSkoKgwcPfmL9QkJCOHXqFCVKlMDR0ZGyZcuSnp7O//73Pzp27Mj+/fv57rvvnqpOAQEBbNu2jcuXL+Pu7o6zs7NhtHTIkCGMHDkSe3t7unQxvwheo9Gg0RhPX0nKx6mpScFbcO09nPTbNwyP3FBZa0g5vBsAl97DyYy/T+KWVQBoz5/APqgd6WGhpN+8hqWHD45tX0d7/kTWrW9AU6E6qFRkRN3F0sMHp1d7kxF511BmUaK2t8O+7MP/NO1KlcCpRkV09+JJux1OhY/HYlPcm9MD3wfg5g+r8B/Rh4qz3uP20t/xaNYA39fbcvTVYYYyQuYtocbi2cQdP0f80TMEjO6Ppb0tt5ete+7tKwjCf/2VMlM+IvnSRZLOX8CnZ08sbGyI3rwZgNIfTSU9Oprb334DgH3lKlh7epJy9QrWnl4UHzIEVBaEr/jZUGbEql+p/MNPFOvfn9gdO3CoXBmvTp0J+WxWvrQxP938bjlVFnxCwqnzJJw8R8mhb6C2s+Xuqg0AVPnfp2gjorj2yTwAnGpXw8bHm8Tzl9D4eFH6vRFgoSL068WGMt2DGoFKRfL1UOwCSlJ+6jiSr4Vw99cNz7+BBcCmnfcZ3deb67fSuBqaRodmrthoLNhxKOuxR6P7enMvPoMVm7JGyl5r5cr1W1oionVYWaqoXcWel+s58f2qrNkcNtYqerRz5+CpJO4nZODjYUX/zh5ExKRz8pFHchQlLTr0Y/nCyZQsU5mAstXYuWUFWm0qDZp1BmDZ/z7Axc2bTn3eAeDPtd9Rqnx1PH1KkpKcwD+blnIvOpxGLV4zKjc1JYmTh/7mtX7jn3eTCpQ3Wr/ERz/9RuWAElQtVYKV2/eTqtXR6aWsza0m/7gWL1cnRndrbZRvw95jBNWuhIuD8YwvFwe7bGmWags8nB0J8M3ecRe8MGsP84p0Gp+hV199lXfffZeRI0ei1Wpp3749U6ZMMTyOI7fGjx9P//79qVy5MqmpqYSEhBAQEPDM6/vZZ5+h1+vp27cviYmJBAYGsm3bNlxdXc3m69q1K+vWraNZs2bExcWxZMkSBgwYwNy5c5k9ezaTJk2iadOmzJo1i379+uW6Pm+++SbBwcEEBgaSlJTErl27CAoKAqBXr16MGTOGXr16YWOTu93uCoq0U4eId3DCsU031E4upIfdJPb7z9AnZW2Oo3b1MHQGARK3r0cBnNp2R+3sRmZyAtrzJ0jYstoQo7K1w6l9T9QubuhTkkg7fYSEP1eDvujd4XauU5WGOx52Rip/+QEAt5ev48zgSWh8PbH18zUcTw29w9FXh1F5ziQCRvUj7U4EZ4dNNjyjESB87V9Ye7pRfupoND6eJJy+yJEOQ9A9tjlOUXFvxz9YubpQYshQrNzdSbl6hUvvjiHjftb0VI23t9FouIXGGr9hb6EpVozM1FTiDh7g+vRpZD7yCJ7kixe5OnECfsNHUHzgYLThd7k57yti/9723NuX3yI3bsXa3ZUyE0ai8fIg8fwlTvR6y7A5jk1xX6Prq9ZoKDNxFLb+JchMTiFmx17Ovz2JjISHG2JYOjlS9sMx2Ph6kx4XT+Tm7VyftQAlI+fpmIXZ/hNJODmo6dneHVdHNSFhOmYsDDNsjuPpZvnon2FsrC0Y2t0TdxdLdOkKYZE65i2LYP+JrM+wXgH/4tY0q++Lna2a+/EZnLqUwsrNsWQU0Wc11mnchsSE+2xe/Q2JcTEUD6jA2x9+a3iMxv2YCFSPTO9LSU7gl++mkxgXg629EyVLV2bcJ8vx9StjVO7x/VtRFAhs3Pa5tqegaV2vOvcTk/l2wz/ExidSwc+Xhe8ONExPjbgXh8VjnZrQ8GhOXr3Jt+Nk5FD8dyol2zw4IQqe0NBQypQpw9GjR6ld++m3jL/7bq88qJV41MmvT+R3FQo1j0CX/K5CoZdwIzm/q1CoffP608+8EU/n7aHmpyqK/6ZR4ub8rkKhZ9e44D4POWHe2Dwr22nM3Dwr+1mRkUZRoKWnpxMbG8vkyZNp0KDBv+owCiGEEEIIIf492QjnBfDWW2/h4OBg8vXWW2/ld/Xy1P79+/H19eXo0aNPvUZSCCGEEEKIZ0GlUuXZ60UgI40vgBkzZjB+vOkF4I8/A7KwCQoKyr6TqBBCCCGEEOK5kU7jC8DLywsvL6/8roYQQgghhBBF0zN+ksGLRjqNQgghhBBCCGFGUX/kRtHuMgshhBBCCCGEMEtGGoUQQgghhBDCHFXRHmsr2q0XQgghhBBCCGGWjDQKIYQQQgghhDmyplEIIYQQQgghhDBNRhqFEEIIIYQQwgyVrGkUQgghhBBCCCFMk5FGIYQQQgghhDCniK9plE6jEEIIIYQQQpihsijaEzSLduuFEEIIIYQQQpglI41CCCGEEEIIYY6qaE9PlZFGIYQQQgghhBA5kpFGIYQQQgghhDBH1jQKIYQQQgghhBCmyUijEEIIIYQQQpgjaxqFEEIIIYQQQgjTZKRRCCGEEEIIIcwo6s9plE6jEEIIIYQQQpijKtqdxqLdeiGEEEIIIYR4gSxcuJCAgABsbGyoX78+R44cMRs/b948KlSogK2tLX5+frz77rukpaU91TllpFEIIYQQQgghzLEoGBvhrF69mrFjx/Ldd99Rv3595s2bR+vWrbl8+TJeXl7Z4leuXMnEiRNZvHgxjRo14sqVKwwYMACVSsXcuXNzfV4ZaRRCCCGEEEKIF8DcuXN58803GThwIJUrV+a7777Dzs6OxYsXm4w/cOAAjRs3pnfv3gQEBNCqVSt69er1xNHJx0mnUQghhBBCCCHMUKks8uyl1WpJSEgwemm12mx10Ol0HD9+nJYtWxrSLCwsaNmyJQcPHjRZ70aNGnH8+HFDJ/HGjRv8+eeftGvX7qnaL51GIYQQQgghhMgns2bNwtnZ2eg1a9asbHExMTFkZmbi7e1tlO7t7U1ERITJsnv37s2MGTN46aWXsLKyokyZMgQFBfHBBx88VR1lTaMoEuyLeeR3FQo9j0CX/K5CoRZzLC6/q1DolX61ZH5XoVCLvnk3v6tQ6CWmlc7vKhRqOjvX/K5CoWeX3xUwJw/XNE6aNImxY8capWk0mmdSdnBwMJ9++inffPMN9evX59q1a7zzzjvMnDmTKVOm5Loc6TQKIYQQQgghRD7RaDS56iR6eHigVquJjIw0So+MjMTHx8dknilTptC3b1+GDBkCQLVq1UhOTmbo0KF8+OGHWOTy+ZMyPVUIIYQQQgghzFFZ5N0rl6ytralTpw47duwwpOn1enbs2EHDhg1N5klJScnWMVSr1QAoipLrc8tIoxBCCCGEEEKYoyoYj9wYO3Ys/fv3JzAwkHr16jFv3jySk5MZOHAgAP369aN48eKGNZEdO3Zk7ty51KpVyzA9dcqUKXTs2NHQecwN6TQKIYQQQgghxAugR48eREdH89FHHxEREUHNmjXZunWrYXOcW7duGY0sTp48GZVKxeTJkwkLC8PT05OOHTvyySefPNV5pdMohBBCCCGEEObkcu3f8zBy5EhGjhxp8lhwcLDRe0tLS6ZOncrUqVP/0zkLTuuFEEIIIYQQQhQ4MtIohBBCCCGEEOY8xYY1hVHRbr0QQgghhBBCCLNkpFEIIYQQQgghzLEoGLun5hcZaRRCCCGEEEIIkSMZaRRCCCGEEEIIc4r4mkbpNAohhBBCCCGEOSqZniqEEEIIIYQQQpgkI41CCCGEEEIIYY5F0R5rK9qtF0IIIYQQQghhlow0CiGEEEIIIYQ5sqZRCCGEEEIIIYQwTUYahRBCCCGEEMKcIv7IjaLdeiGEEEIIIYQQZslIoxBCCCGEEEKYU8R3T5VOoxBCCCGEEEKYIxvhCCGEEEIIIYQQpslIoxBCCCGEEEKYIxvhCCGEEEIIIYQQpslIoxBCCCGEEEKYI2saRUE0bdo0atasmd/VeKaCgoIYM2aM4X1AQADz5s3Lt/oIIYQQQgghnkxGGvPYgAEDiIuLY8OGDfldlWcmICCAMWPGGHUA/42jR49ib29veK9SqVi/fj2dO3f+bxUsgKxrNUFTtwUqeycyo8JI2/EbmRE3c46vE4R1zZewcHRFSU0m/cop0vZsgswMADSN2mLTuJ1RnszYSJIWf5yn7SiovLt2w7dPH6zc3Em5dpXQuXNIvnDBZKxKraZY/wF4tG2Htacnqbducfubr4k/dMgozsrTk5Ij3sa5YSPUNhrS7tzhxsczSb506Xk0qUBxeymQ0uMG41y7KjbFvDjWdQSRm3aYz9O0HpW/nIhD5XKk3Q7n2qxvubN8vVGM//DelB47GI2PJwlnLnF+zEzij57Ny6YUWK5tXsWt0+tYurihDb1OxKKFpF27bDpYrcbjtV44B72CpZsHuru3ifr5J5JPHTOEuLTugGvrjlh5egOgvX2TmLUrSD559Hk0p0B6rV0xer3mh5urNddDkvjq+2tcvJpoMrZpQw/6vV6S4r62WFqquHM3lVUbbrNtV5RR3OA+AXRs5YOjvSVnLybw5TdXuROe+jyaUyAd3L6S3X8uJik+Bl+/Crza70P8ylQ3GXtsz3p++/FDozRLK2s+XnzKZPz6JdM4vHMNHfpM5KU2/Z511V8Ia7cF88sf24mNT6BcyRKMG9iDKmUDTMYOnz6XExevZktvVKsqX73/NgC7jpxk3fa9XAq5RUJSMj9/9gHlA/zysgkvNnnkhhC5o9PpsLa2fmbleXp6PrOyCjKrCrWxCepC6vbVZIbfRFMnCPvXR5C4aCZKSlL2+Ep1sGn6KqlbfyEjLAS1mxe2bd8AFNJ2PfzSnRl9l+S1Xz/MqNc/h9YUPG4tWlJy9DuEfD6b5PPn8enRk4pfzed0z+5k3L+fLb7EsLfwaNOGG7NmkXYzFOf6DSj/2WzOD32TlCtXAFA7OlLl+x9IOH6Cy2PHkHH/PjZ+JclINP0Fs7BT29uRcOYyt5f+TuBvC58YbxtQgrqbvufWD6s41W887s0bUu37j0kLjyZm+z4AfF9vS6UvJnHu7anEHTlNqdH9qb9lEcFV2qCLvpfXTSpQHBu9jNeAYUR8v4DUqxdx6/AaJafM4vqoQWQmxGWL9+w1EOemLQj/7it0YbewrxlIiQnTCP3wHbQh1wHIiI0hasUidOFhqADnZq3we386N94bju52zjesCqvmL3kyckgZvlx4hQtXEun+anHmzqhGr7eOEhefni0+MTGd5WtucvNOKukZehrXdWfSOxW5H5fOkZNZf1f6dPWjW4fifDLvEuGRaQzpE8DcGdV4Y8RRdOnK825ivjt96C82r5xNl4FT8StTnf1bf2bR50MZ//kWHJzdTebR2Dow/vMtDxNymP537tg/3Lp2GidXr7yo+gth+4FjzP/5d94f0osqZUux6s+dvDNrAWvmTsPN2Slb/GfjhpGRkWF4H5+YzBvvf0KL+rUNaalpOmpULEPLhrX59Idfnks7xIvrhe0yBwUFMXr0aCZMmICbmxs+Pj5MmzbNcDwuLo4hQ4bg6emJk5MTzZs35/Tp00ZlfPvtt5QpUwZra2sqVKjAzz//bHRcpVLx008/0aVLF+zs7ChXrhybNm0yHM/MzGTw4MGUKlUKW1tbKlSowPz58w3Hp02bxrJly9i4cSMqlQqVSkVwcDAA77//PuXLl8fOzo7SpUszZcoU0tOz/8eVGwMGDKBz5858+umneHt74+LiwowZM8jIyOC9997Dzc2NEiVKsGTJEqN8Z8+epXnz5tja2uLu7s7QoUNJSkrKVu4nn3xCsWLFqFChAkFBQdy8eZN3333X0CaA2NhYevXqRfHixbGzs6NatWr8+uuvZuv96PTUgIAAALp06YJKpSIgIIDQ0FAsLCw4duyYUb558+bh7++P/gXpJFkHNkN35iDp5w6jj40g9e/VKOk6rKs2NBmvLlaazLAbpF88jpJwj4zQS6RfPI7ax984UNGjJCc+fKUmP4fWFDy+vXoRtWkjMVs2kxoaQsjnn6HXpuHZoaPJeI82bbm7bBnxBw+gvXuXqPXriDtwEN9evQ0xxd7oizYyihufzCT5wgW04eHEHzmMNizseTWrQInetocrU+cRufGfXMX7D+1JasgdLk6YTdKlG9z85hcift9GqXcGGGJKjRnI7UVruLNsHUkXr3N2xFQyU9LwG9A1j1pRcLl37ErcP38Rv2sbuju3iPh+PnqtFpcWrU3GO7/ckth1v5J84gjpkRHEbdtM0skjuHfsZohJOnYo63h4GLrwMKJXLkGflopt+UrPq1kFSs/OJfhjWzh/7ogk9HYKX3xzlTStng6v+JiMP3kunj2HYrl5J4W7EWms/SOM66FJVK/sbIh5/dXiLF9zk32HY7kemszHX13C3U1DkwYez6tZBcq+v5ZSL+h1Apu+hnfxsnQeOBVrjQ3H9qzLMY9KpcLRxfPhyzn7tYu/F8mm5Z/Qc/jnWKiL7ljHr1t20Kl5YzoGNaJ0CV8mDumFjbU1fwQfNBnv7GCPu4uz4XX47EU0GmtaNHjYaWzXtD5DuranbtWi+XfhaSkqVZ69XgQvbKcRYNmyZdjb23P48GE+//xzZsyYwfbt2wF4/fXXiYqK4q+//uL48ePUrl2bFi1acO9e1h3s9evX88477zBu3DjOnTvHsGHDGDhwILt27TI6x/Tp0+nevTtnzpyhXbt29OnTx1CGXq+nRIkSrF27lgsXLvDRRx/xwQcfsGbNGgDGjx9P9+7dadOmDeHh4YSHh9OoUSMAHB0dWbp0KRcuXGD+/Pn8+OOPfPXVV//6WuzcuZO7d++yZ88e5s6dy9SpU+nQoQOurq4cPnyYt956i2HDhnHnzh0AkpOTad26Na6urhw9epS1a9fyzz//MHLkSKNyd+zYweXLl9m+fTubN29m3bp1lChRghkzZhjaBJCWlkadOnXYsmUL586dY+jQofTt25cjR47kqv5Hj2ZNmVqyZAnh4eEcPXqUgIAAWrZsma2zu2TJEgYMGIDFizBNwEKN2sePjJuPTjNTyLh5GXWxAJNZMu/eQO3tZ+gkqpzdsSxdmYwbxtMtLVw8cRz+MY5vTsW2fT9Ujq551IiCS2VpiX2FiiQcfeRzpijEHz2KY9VqpvNYW6PXaY3S9No0HGvUMLx3bdKU5EsXKfvJp9Te8hdVly3H89VOedKGwsilQU1idhp/kYnevg/XBjUBUFlZ4Vy7CjE7DjwMUBRidh7ApUGt51jTAsDSEpsy5Uk+c+JhmqKQfOYEtuUrm8yisrJCn64zSlO0WmwrVTV9DgsLnBoHobKxIfWy6WnbhZmlpYryZR05dvrhzANFgWOn7lOlQvYRGlPqVHehZHE7Tp2PB6CYtw0ebhqOnnpYZnJKJheuJFC1Yu7KLEwyMnSEhV6gbJUGhjQLCwvKVmnIzWuncsynS0vhszEtmPVOc5Z99TaRd4ynU+r1elZ/N5Gm7QfhXaJcXlW/wEvPyOBSyC3qVatoSLOwsKButYqcvXIjV2X8sesArzQMxNZGk1fVLPxUFnn3egG80LdsqlevztSpUwEoV64cX3/9NTt27MDW1pYjR44QFRWFRpP1y/Hll1+yYcMGfvvtN4YOHcqXX37JgAEDGDFiBABjx47l0KFDfPnllzRr1sxwjgEDBtCrVy8APv30UxYsWMCRI0do06YNVlZWTJ8+3RBbqlQpDh48yJo1a+jevTsODg7Y2tqi1Wrx8TG+mzl58mTDvwMCAhg/fjyrVq1iwoQJ/+pauLm5sWDBAiwsLKhQoQKff/45KSkpfPDBBwBMmjSJzz77jH379tGzZ09WrlxJWloay5cvN6wr/Prrr+nYsSOzZ8/G2ztrHYy9vT0//fST0bRUtVqNo6OjUZuKFy/O+PHjDe9HjRrFtm3bWLNmDfXq1Xti/R9MVXVxcTEqd8iQIbz11lvMnTsXjUbDiRMnOHv2LBs3bvxX1+l5U9nao7JQo6QkGKUrKYlYuHmbzJN+8TgqWwfse48BVKjUarSn9qI9/LchJjP8Jil/rUB/PwoLeyc0jdri0GsMiUs+hXStyXILI0sXF1SWlqTfM57OmH7vHrb+/ibzxB8+hE/P3iScPIU27A5OgXVxDWqG6pGbEJpixfDu8hrhq37l7rKl2FeqTMDYsSgZ6cT8+Weetqkw0Hh7oI2MMUrTRsZg5eyIhY0GK1dnLCwt0UbFPhYTi32F0s+zqvnO0tEZlVpNZpzxVOrM+PtoipteW5R86hjuHbuScuEs6RF3sa9WC8cGL2Vbb6MpGUDApwuybpSkpXLn8+no7tzKs7YUVM5OVliqVdy7bzyb515cOv4l7HLMZ2+nZv3ShlhbqcjUw9xvr3Ls/zuJbq5Z/yfejzMu836cznCsKElJjEOvz8ThsZFCByd3ou+a7tR4+pai65sf4+tXnrSUJPb8uYRvZvRh7GebcHbL+h6we/NPqNVqGrd6I8/bUJDFJSSRqddnm4bq5uzEzbDIJ+Y/fy2U67fv8uGwvnlVRVEEvPCdxkf5+voSFRXF6dOnSUpKwt3deA59amoq169nrfe4ePEiQ4cONTreuHFjo+mlj5/D3t4eJycnoqIeLoRfuHAhixcv5tatW6SmpqLT6XK16+nq1atZsGAB169fJykpiYyMDJyc/v3dySpVqhiNvHl7e1O16sO7zmq1Gnd3d0PdL168SI0aNYw2omncuDF6vZ7Lly8bOo3VqlXL1TrGzMxMPv30U9asWUNYWBg6nQ6tVoudXc7/IedG586defvtt1m/fj09e/Zk6dKlNGvWzDCd1RStVotWa9xx0mZkorFU/6e6PC9qv7JoGrQidfsaMsNDsXD1xLZ5V5SGrdEe3AZARsjD0QJ99F0ywm/iNGw6VhVrkX72UE5FC+DmV3MpNfEDaqxaDYpCWlgYMVs249mhw8MgCwuSL13kznffApBy5Qp2pUvj1fk16TSKfBe5+Bt8h79LmfmLANBF3CVu59+4NDeezqq9e4cb499CbWePY8MmFBv5Hjc/GlckO47/RkpqJgPfOYatjZrAGq6MHFyGuxGpnDwXn99VKxT8y9XEv1xNo/dz3+/A4Z1raNVtNHdCzrP/758ZPfN3w1IY8e9s2rWfsiWL57hpjsilF2REMK+80J1GKysro/cqlQq9Xk9SUhK+vr6G9YOPcnFxeSbnAFi1ahXjx49nzpw5NGzYEEdHR7744gsOHz5stsyDBw/Sp08fpk+fTuvWrXF2dmbVqlXMmTPnqer2pHqaq3tuPdqpNOeLL75g/vz5zJs3j2rVqmFvb8+YMWPQ6XRPzmyGtbU1/fr1Y8mSJbz22musXLkyW8f+cbNmzTIaAQZ4v2VdJrWq/5/q8m8oqcko+kxUdsY3BFR2jijJCSbz2LzUgfTzR0g/mzW9Tx8TTpqVNbateqE9+DdgYoMFbSqZ96KwcCkamws9kBEXh5KRgZWbm1G6lZsb6bGmN1PJiIvj6sQJqKytsXR2Jj06Gr8Rb5MWdtcQkx4TQ2pIiFG+1NBQ3B6ZhSBypo2MQeNtPOKg8fYgPT4RfZoWXcx99BkZaLzcH4txRxthPEJZ2GUkxqNkZqJ2MZ5ernZ2JSMu+0ZOAJkJ8dyZPQ2VlRVqRycy7sXi+cYQ0qPCHys8g/SIu6QDaTeuYlu2Am7tuxDxvfm/oYVNfEI6GZkKbq7G/ye6uVgRez/n/6MUBcLC0wC4FpKMv58db7xekpPnznLv//O5PlaGq4s1125k3+CssLNzdMHCQk1SvPHvb1JCLA4uuVvjqba0oph/JWIjs25qhF4+TnLCPT4b08IQo9dnsmXl5+zbtpyJX+VujXVh4OLkgNrCgnvxxt8b7sUn4OZifsAhNU3L9gPHGPq66XX+QuRWoewy165dm4iICCwtLSlbtqzRy8Mj649XpUqV2L9/v1G+/fv3U7my6TUkpuzfv59GjRoxYsQIatWqRdmyZQ0jmQ9YW1uTmZlplHbgwAH8/f358MMPCQwMpFy5cty8+Xx3s6tUqRKnT58mOfnh5in79+83TG81x1Sb9u/fT6dOnXjjjTeoUaMGpUuX5sr/70SZW1ZWVtnKhawpqv/88w/ffPMNGRkZvPbaa2bLmTRpEvHx8Uavsc0Dn6ouz4w+k8yI21j6l38kUYWlf3ky74aazKKytMr6tmJUjvIgq2lW1li4eOTYES2slIwMki9fwimw7sNElQrnwLoknjP/6AZFpyM9OhqVWo1bs2bc37vHcCzx7BlsShpPb7UpWRJtRMQzrX9hFXfoFO7NGxilebRoxP1DpwBQ0tOJP3Eej+aPbAalUuHerCFxh04+x5oWABkZpF2/gn21R9ZyqlTYV69F6hXz6w+V9HQy7sWCWo1Tg5dIPGJ6Q4xHy1VZFb2pkxkZCleuJVKn+sOOuUoFdWq4cv5y7v9mWqjA2irra9PdyDRi7mkJrPGwTDtbNZXLO3HuUtH6OwxgaWlN8YDKXLvwcKaLXq/n2vlD+Jetmasy9PpMIu5cxfH/b37Wavwq73yygdEfrzO8nFy9aNp+EIMn/JgXzSiwrCwtqViqJEfPPdwfQa/Xc/TcZaqVNz+lf8ehE6RnZNC2yZOXCgnzZCOcQqhly5Y0bNiQzp078/fffxMaGsqBAwf48MMPDTtxvvfeeyxdupRvv/2Wq1evMnfuXNatW2e0Lu9JypUrx7Fjx9i2bRtXrlxhypQphg1dHggICODMmTNcvnyZmJgY0tPTKVeuHLdu3WLVqlVcv36dBQsWsH79+hzOkjf69OmDjY0N/fv359y5c+zatYtRo0bRt29fw9TUnAQEBLBnzx7CwsKIicm6q1iuXDm2b9/OgQMHuHjxIsOGDSMy8snz7B8vd8eOHURERHD/kUclVKpUiQYNGvD+++/Tq1cvbG1tzZaj0WhwcnIyeuXn1FTdsV1YV2+EVZV6WLh5Y9OqOyorDbpzWf+52rbri6bJwzuA6dfPYV3zJawq1s7aBMe/ApqX2pN+/ZyhM2kT1Bl1ibKonNxQFyuFXec3QdGTfvF4vrQxP4X/+iter3bCo107bPwDCJjwPhY2NkRv3gxA6Y+m4jd8hCHevnIVXF8OQlOsGI41alJh3nxQWRC+4uHuyRGrfsWhalWK9e+PpkQJ3Fu1wqtTZyJ/++25t68gUNvb4VSjIk41sjZhsCtVAqcaFbHx8wWgwsdjqbFktiH+5g+rsCvlR8VZ72FfoTT+b/XG9/W2hMxfaogJmbcEv8HdKd63Mw4VS1N14TQs7W25vSznnRYLq9g/fselZTucg17BunhJfIaOxkJjQ9zOrOnovqMm4NlnkCHeplxFHOu/hJW3D7aVqlJy8iywsCB2w2pDjGefQdhWroaVpzeakgF49hmEXZUaJOwx/3zNwmrVhjt0bO1Lm+be+JewY/yIctjaWLDln6wbQZPfrcCwfqUM8W908yOwpivFvG3wL2FHz84laN3Mm23BD/9fW7spjP49StK4njul/e2ZPLYisfe07D1UtEbLH3ip7QCOBv/G8b0biAq7zoal09FpU6nTtAsAq7+byNbVcw3x/6z/hitn9xMbdZuw0Aus/vZ97sfcpW5Q1g7K9o4u+PiVM3pZqC1xdPbA07eUyToUZr3at2Djzn1s2X2QkLBwZi/6lTStlg4vZ918m7ZwKQt/3ZAt36Zd+2kaWANnR4dsx+KTkrkSepuQsKxZCjfvRnIl9DaxcTIFW2T3Qk9PzYlKpeLPP//kww8/ZODAgURHR+Pj40PTpk0NHaLOnTszf/58vvzyS9555x1KlSrFkiVLCAoKyvV5hg0bxsmTJ+nRowcqlYpevXoxYsQI/vrrL0PMm2++SXBwMIGBgSQlJbFr1y5effVV3n33XUaOHIlWq6V9+/ZMmTLF6JEhec3Ozo5t27bxzjvvULduXezs7OjatStz5859Yt4ZM2YwbNgwypQpg1arRVEUJk+ezI0bN2jdujV2dnYMHTqUzp07Ex+f+z88c+bMYezYsfz4448UL16c0NBQw7HBgwdz4MABBg0alHMBBVT65ROo7Bywadwelb0jmVFhJP/2DUpK1jP/LBxdjUYWH6xb1LzUAVsHZ5TUJNKvnyNt72ZDjMrBBbuOA1DZ2KGkJpFx5wbJv8xFSS1606Lu7fgHK1cXSgwZipW7OylXr3Dp3TFk3M+anqrx9jZ6hqWFxhq/YW+hKVaMzNRU4g4e4Pr0aWQ+8riZ5IsXuTpxAn7DR1B84GC04Xe5Oe8rYv/e9tzbVxA416lKwx0PO9WVv8zaYOv28nWcGTwJja8ntv/fgQRIDb3D0VeHUXnOJAJG9SPtTgRnh002PKMRIHztX1h7ulF+6mg0Pp4knL7IkQ5D0D22OU5RkHhgN1HOLnj27I/axRVtyHVuffwBmfFxAFh5eBn9jbCwssaz1wCsvH3Rp6WSdOIIdxfMRp/ycOaIpbMLxUZNwNLVDX1KMtqbIdyeOcl4l9YiZOe+aFycrRjSJwA316wppOOmnjVsZOPtaWOY0AFga6Nm3PCyeLlr0Or03LyTwow5l9i5L9oQ88vvt7GxUTNhZHkc7C05eyGecVPPFslnNALUaNCW5MR7bP/9fyTGx1CsZEUGvfe94TEacbHhqB5ZE5aanMC6RR+RGB+Drb0TxQOqMPyjX/AuXja/mlCgvdIokLiEJH5Yu5nYuATK+5dg3sRRuP//9NTImHtYPDZidfNuBKcvX2fBB6NNlrn32Blmfrfc8H7ygqx10kO6tufN1zuYzFOkFfE1jSpFeXwenBAFz8yZM1m7di1nzpz5V/njvxj1jGskHndpXe4eryL+nZhjcfldhUKv9Ksl87sKhdqbuslPDhL/ybgpL+V3FQq1Zla787sKhZ5Lreb5XYUcpexZk2dl2zXtnmdlPyuFcqRRFB5JSUmEhoby9ddf8/HHH+d3dYQQQgghRFH0gqw9zCtFe5z1BeHg4JDja+/evfldvTw1cuRI6tSpQ1BQ0As5NVUIIYQQQhQCFhZ593oByEjjC+DUqVM5HitevPjzq0g+WLp0KUuXLs3vagghhBBCCFFkSafxBVC2rCwKF0IIIYQQIr+8KI/GyCsvxnioEEIIIYQQQoh8ISONQgghhBBCCGFOEX/kRtFuvRBCCCGEEEIIs2SkUQghhBBCCCHMUGSkUQghhBBCCCGEME1GGoUQQgghhBDCnCK+e6p0GoUQQgghhBDCDJmeKoQQQgghhBBC5EBGGoUQQgghhBDCnCI+PVVGGoUQQgghhBBC5EhGGoUQQgghhBDCHFnTKIQQQgghhBBCmCYjjUIIIYQQQghhhiJrGoUQQgghhBBCCNNkpFEIIYQQQgghzJE1jUIIIYQQQgghhGky0iiEEEIIIYQQZigU7TWN0mkUQgghhBBCCDMUmZ4qhBBCCCGEEEKYJp1GIYQQQgghhDBHZZF3r6e0cOFCAgICsLGxoX79+hw5ciTH2KCgIFQqVbZX+/btn+qc0mkUQgghhBBCiBfA6tWrGTt2LFOnTuXEiRPUqFGD1q1bExUVZTJ+3bp1hIeHG17nzp1DrVbz+uuvP9V5pdMohBBCCCGEEGYoKlWevZ7G3LlzefPNNxk4cCCVK1fmu+++w87OjsWLF5uMd3Nzw8fHx/Davn07dnZ20mkUQgghhBBCiBeFVqslISHB6KXVarPF6XQ6jh8/TsuWLQ1pFhYWtGzZkoMHD+bqXIsWLaJnz57Y29s/VR2l0yiEEEIIIYQQZigqizx7zZo1C2dnZ6PXrFmzstUhJiaGzMxMvL29jdK9vb2JiIh4YhuOHDnCuXPnGDJkyFO3Xx65IYqEuKu387sKhV7CjeT8rkKhVvrVkvldhULvxqZb+V2FQs13pHyG85pahgLylIU+Pb+rIAqpSZMmMXbsWKM0jUbzzM+zaNEiqlWrRr169Z46r3QahRBCCCGEEMKcp1x7+DQ0Gk2uOokeHh6o1WoiIyON0iMjI/Hx8TGbNzk5mVWrVjFjxox/VUe5JyWEEEIIIYQQZuTl9NTcsra2pk6dOuzYscOQptfr2bFjBw0bNjSbd+3atWi1Wt54441/1X4ZaRRCCCGEEEKIF8DYsWPp378/gYGB1KtXj3nz5pGcnMzAgQMB6NevH8WLF8+2JnLRokV07twZd3f3f3Ve6TQKIYQQQgghhBkKeTc99Wn06NGD6OhoPvroIyIiIqhZsyZbt241bI5z69YtLCyMRy8vX77Mvn37+Pvvv//1eaXTKIQQQgghhBAviJEjRzJy5EiTx4KDg7OlVahQAUVR/tM5pdMohBBCCCGEEGY8zdrDwqhot14IIYQQQgghhFky0iiEEEIIIYQQ5uThIzdeBDLSKIQQQgghhBAiRzLSKIQQQgghhBBmKEV8rE06jUIIIYQQQghhhiLTU4UQQgghhBBCCNNkpFEIIYQQQgghzJBHbgghhBBCCCGEEDmQkUYhhBBCCCGEMENB1jQKIYQQQgghhBAmyUijEEIIIYQQQpghaxqFEEIIIYQQQogcyEijEEIIIYQQQphR1J/TKJ1GIYQQQgghhDBDNsIRQgghhBBCCCFyICONQgghhBBCCGGGbIQjhBBCCCGEEELkQEYahRBCCCGEEMIMWdMohBBCCCGEEELkQDqNTxAcHIxKpSIuLi6/q/LCmzZtGjVr1jS8HzBgAJ07d863+gghhBBCCJEbisoiz14vApmeWkAEBARw8+ZNo7RZs2YxceLEfKpRzgYMGEBcXBwbNmz4T+XMnz8fRVEM74OCgqhZsybz5s37bxUsgByC2uLcqgtqZxd0d0K59+uP6EKvmg5Wq3Fu0xX7Rs2xdHEjPSKM++uWk3b+pCFEU64yTq26YO1fBksXN6K+mUXqqcPPqTUFT4mBPQkYMRBrLw+SLlzm0gefknDynMlYlaUlpUYPwbdHJzQ+XqRcD+XqzLnE7tpviFHb21Fm4ii82rbA2sONxHOXuDz5MxJOmS6zKHBt8ypunV7H0sUNbeh1IhYtJO3aZdPBajUer/XCOegVLN080N29TdTPP5F86pghxKV1B1xbd8TK0xsA7e2bxKxdQfLJo8+jOQWK20uBlB43GOfaVbEp5sWxriOI3LTDfJ6m9aj85UQcKpcj7XY412Z9y53l641i/If3pvTYwWh8PEk4c4nzY2YSf/RsXjalQGvd2JFXmzvj4qjm5l0di9fFcu2WzmRsvWp2vPaKCz4elqgtVETEpPNHcAJ7jiUZxRX3suKNjq5ULmOLhQXciUxnzpJIYuIyn0eTCpz9f69k95bFJMbH4FuyAp37f0jJMtVNxh7dvZ41P3xolGZpZc2spadMxv++aBqHdq7h1Tcm0qRtv2dd9RfCmr/3sGLzTmLjEyhXsjjv9e9GlbL+JmOHzVzAiYvXsqU3rlmZeRPeIiMjk2/Xbmb/qQuERcXiYGtDvaoVGNnrVTxdnfO6KeIFJJ3G50Cn02Ftbf3EuBkzZvDmm28a3js6OuZltZ5aZmYmqmf4YFNn56LxR8kusDFurw8i9pdv0YVcwbHFq3i9M5W7H72NPjE+W7xLpz7Y13+Z2J+/ISPiDjZVauE5fCIRsyeSfjsEAJXGhvQ7ISTt/wevEZOed5MKFO9ObagwfQIXJ8wg/sQZSg7tS+1V37O/cUfSY+5liy8zcRS+3Tpwcdw0kq+F4B7UmBpL5nO0wxsknrsEQOWvZuBQoSznRk5CGxGFb7eO1F77IwebdEIbEfW8m5jvHBu9jNeAYUR8v4DUqxdx6/AaJafM4vqoQWQmxGWL9+w1EOemLQj/7it0YbewrxlIiQnTCP3wHbQh1wHIiI0hasUidOFhqADnZq3we386N94bju72zWxlFmZqezsSzlzm9tLfCfxt4RPjbQNKUHfT99z6YRWn+o3HvXlDqn3/MWnh0cRs3weA7+ttqfTFJM69PZW4I6cpNbo/9bcsIrhKG3TR2X8vCrtGNe3p39mdH9bGcO2mlvYvO/HhMB/emXWHhCR9tvikFD3rtscRFplORqZCnSp2jOjpQXxiJqcvpwLg7W7JzNG+7DycyOqtcaSm6fHzsUaXoWQrryg4dfAv/vhlNl0HTaVkmers3fozP302lAlfbsHB2d1kHhtbB977covhfU7fMc4e/Yeb107j5OqVJ3V/Efx98ATzVqxn4qAeVC3rz69/7WbUZ9/w25zJuDln/774+buDSc94ePMiPimZPhNn06J+LQDSdDouhdxhcJfWlCtZnMTkFOYsX8e4L39g+SfvPbd2vUhkTWMhEhAQkG2UqmbNmkybNg3I+mP0008/0aVLF+zs7ChXrhybNm0yiv/zzz8pX748tra2NGvWjNDQ0Gzn2bdvH02aNMHW1hY/Pz9Gjx5NcnKyUT1mzpxJv379cHJyYujQobmqv6OjIz4+PoaXvb19rvItXboUFxcXNm/eTIUKFbCzs6Nbt26kpKSwbNkyAgICcHV1ZfTo0fwfe/cdFcXVhgH82V1674gIIkUFFSyoqLFr7EZNrMTeoqJGolFirIkajb1E42ePPcYajcZgixUbYkFUBAWlIx0Wtnx/EBdXiqDgwvL8zplzsnfvzL5zs7Jz5733jlSa9wfk1atXGDJkCExNTaGnp4cuXbrg8ePH+Y579OhRuLm5QVtbGyNGjMD27dtx5MgRCAQCCAQCnDt3DgAwffp01KxZE3p6enB0dMSsWbOQk5NTaNxvDk8dNmwYzp8/j1WrVimOGxYWBmdnZyxdulRpv8DAQAgEAjx5kv8OWnlk1PEzpF78G+mXzyAnKhKJu9ZDni2GQYv2BdbX92qD5L8OIOveTUjiY5B2/iQy792CUcfPFHWy7t1C0pHdlTq7+Fr1r4YgcucBvNx7GOmPniJ42nxIM7NgO7B3gfWr9u2BsFX/Q7z/v8h8FonI7fsQ7/8vqo8bBgAQ6mjDqlsHPP5hOZKu3kRmeASeLv0FmWHPUW1Y/494ZuWHeY/PkfTPX0g+ewrZkc8R/esqyMRimLTvVGB949YdkHBwD9JvBSAnJhpJp/5E2u0AmPf4QlEn7cbV3PejXiA76gXidm+FLCsTujVdP9ZplRtxpy7g0ZyViDnyT7HqVx8zAJlhkQj+djHSHj7Fs192IfqPU6gxeZiiTo2vhyNi835Ebj+ItOBQ3B0/B9KMLNgN+7yMzqJ8697GCP5XUnEuIA2RMTnY+HsCsrPlaNe04JuzD0KzEHA3Ay9icxCTIMGJCyl4FpWN2o7aijoDu5ridnAmdh57hfAX2YhJkODG/YwCO6GVwYW/tqFp275o3LoPrKs5o8+IOdDU1kHA+YOF7yQQwMjEUrEZGlvkq5KcGIMj2xdg0IQlEIkqb65j94mz6NW2OXq28YJjNRv4jewHHW0tHD1/tcD6xgb6sDAxUmzX7j6EjrYmOjStDwAw0NPFuu8moKNXQzhUtUY9lxqYNuwLBIdFILqAG67E4akVI8pSNG/ePPTr1w9BQUHo2rUrvL29kZiY+48jIiICffr0QY8ePRAYGIhRo0blGx4aGhqKzp074/PPP0dQUBD27duHixcvwsfHR6ne0qVL4eHhgdu3b2PWrFnFiu2nn36Cubk5GjRogJ9//hkSiaTY55WRkYHVq1dj7969OHnyJM6dO4fevXvjxIkTOHHiBH777Tf8+uuvOHDggGKfYcOG4caNGzh69CiuXLkCuVyOrl27KnX0MjIysHjxYmzatAn379/H6tWr0a9fP3Tu3BlRUVGIiopC8+bNAeR2erdt24YHDx5g1apV+N///ocVK1YUK/5Vq1ahWbNmGD16tOK49vb2GDFiBLZu3apUd+vWrWjVqhWcnZ2L3T4qI9KAlr0TsoKD8srkcmQF34G2Y60CdxFoaABvdbbl2WLoOLuVZaQVkkBTA4bubkj8940fTbkciReuwtjTo+B9tLQgEysPSZNliWHSJPfuq0AkglBDAzKxWKmONEsMkyYNS/cEKgINDeg41UR60K28Mrkc6UG3oFuz4O+kQFMTshzlNpaLxdB1rVvwZwiFMGrRBgIdHWSGPCityNWWiVd9xJ+5olQWd/oiTL3qA8htf+OGdRDvfzmvglyO+DOXYeLV4CNGWj5oiADHatoIepSpKJPLgaDHmahZXbuIPfPUddFBVUtNBIdmAQAEAqChmx5exuZg5lhrbJpvj4Vf26BxXb0yOYfyTiLJxouwB3Cp66UoEwqFcKnbDM8eBxa6X3ZWBhZMao8fJ7bD1mUTEB2pPG1DJpNhz/oZaN19BKpUcymr8Mu9HIkED8Mi0KRu3nWDUChEk7q1cPdxWLGOcfTcVXT0agRdncK/82kZWRAIBDDQ0/3gmEn9VLpbNsOGDcPAgQMBAAsXLsTq1asREBCAzp07Y/369XBycsKyZcsAALVq1cLdu3exePFixf6LFi2Ct7c3vv76awCAi4sLVq9ejdatW2P9+vXQ0dEBALRr1w7ffPNNseOaNGkSGjZsCDMzM1y+fBl+fn6IiorC8uXLi7V/Tk6OIn4A+OKLL/Dbb78hJiYGBgYGcHNzQ9u2bXH27Fn0798fjx8/xtGjR3Hp0iVFp2/Xrl2ws7PD4cOH0bdvX8Vxf/nlF3h45F2A6+rqQiwWo0qVKkoxfP/994r/dnBwwNSpU7F37158++2374zf2NgYWlpa0NPTUzrusGHDMHv2bAQEBKBJkybIycnB7t2782UfyyuRgSEEIlG+IXzS1GRo2lQrcJ+s+4Ew7NgTWY/vQxIXDZ3a7tBr2AyCCnIn6mPSMjOFUEMD2XEJSuXZcQnQd6lR4D4J5y6h+tghSLpyAxnhETBr6QWrru0hEIkAANL0DCRdD0SNKV8h/dFTiOMSUKV3V5h4eiAj7HmZn1N5o2FonPsdTnqlVC5NfgVtW7sC90kPvAHzHp8j48Fd5ES/hH69BjD0+gQQKn+Hte0d4LBwdW5HPisTkUvmITuy8rVxSWlbW0AcE69UJo6Jh6axIYQ62tA0NYZQQwPi2IS36iRAv5bjxwy1XDDUF0EkEiA5VXmeYXKqFLZWmoXup6cjwK9z7aGhIYBMJsemAwkIepTbaTQ2EEFXR4he7Y2x969X2HXsFeq76mLqcCvM+yUaD/7rXFYW6alJkMmkMHgrU2hgZI7Yl08L3Meyag30HfMjbOxqIiszDeePb8W6ud74ZvFRmJjnXgecO7YJQqEIn3T6sszPoTxLSk2HVCbLNwzVzNgQ4S9j3rn//SfPEBoRhVmjBxVaR5ydg7V7juDTZg3ZaSxEZR+eWuk6je7ueROy9fX1YWRkhNjY3DlKwcHBaNq0qVL9Zs2aKb2+c+cOgoKCsGvXLkWZXC6HTCZDWFgYXF1zh1Z5enqWKC5fX1+lGLW0tDB27FgsWrQI2trvvhOqp6en6DACgLW1NRwcHGBgYKBU9ua5amhoKJ2vubk5atWqheDgYEWZlpaWUpsVZd++fVi9ejVCQ0ORlpYGiUQCIyOjYu1bmKpVq6Jbt27YsmULmjRpgmPHjkEsFis6tQURi8UQv5UlEkul0P6vU1DeJe7bBPMhE1B1/lpADkjiopF+yR/6hQxnpZIJ+f4nuC2bi+aXjkEulyMzPAIv9x5G1TeGs96b4Ic6K+ejVdBZyCQSpN4NRvShv2DozmxvccRs+QU246bAadVmAEB29EsknfkbJu2Uh7OKX0bi6dSvINLTh2GzlqjqMw3PZn/DjiOVC5liOaYtfQEdLSHq1tTB0F5miEmQ4EFoFl5PvbtxLwPHz6cAAMJfZqOWgzY6NjesdJ3G9+HgUh8OLvWVXv/8bXdcPbMfnftOQmTYffx76jd8veCPUl1PoTI6cu4KnO2qFrpojkQihd/qrZADmDGi38cNjioMteo0CoVCpdU4AeSbU6epqXxXUSAQQCYr/vyDtLQ0jB07FpMmTcr3nr29veK/izsfsTBNmzaFRCJBeHg4atUqeBjjmwo6rw89VyA3q1icP9ZXrlyBt7c35s2bh06dOsHY2Bh79+5VZG0/xKhRozB48GCsWLECW7duRf/+/aGnV/gQoEWLFmHevHlKZZMb1sKURrU/OJaSkqalQi6VQmRkolQuMjSGNPlVgfvI0lIQ98siQEMTIgNDSJMSYdJnCCTx776bWNlkJ76CTCKBlqXyIgtaluYQx8YXuE9OwivcGTYZQm0taJqaQBwdC+fvpyDzWaSiTuazCNzoPRxCPV1oGOgjOzYe9TYuVapTWUhSk3O/wyamSuUiY1NIkgr+DktTkhG5eC4EmpoQGRpBkpgAyy9HISc26q2DS5AT/RI5ALKePoaucy2YdeuN6F9XldHZqAdxTDy0rZUzOtrWFshJToUsS4zs+Nx/F9pW5m/VMYc4uuB/F+osNV0KqVQOY0PlG4fGhiIkpRS+yqlcDkTH504TCX+ZjWrWWujdwRgPQrOQmi6FRCpHRIzyNUZkTA5qO+qU/kmUc/qGJhAKRUhLVv5+paUkFDhPsSAiDU3YVndFQkzuTaOwhzeRnpKIhZPybpjKZFIc27UE/57cge9WFW8OsDowMdSHSChEYnKqUnlicirMTYpeNDEzS4y/r9zC2C+6Fvj+6w5jdHwifpk5kVnGIsgr+c0LtRrvZmlpiaiovIuSlJQUhIUVb6w3ALi6uiIgIECp7OpV5QnGDRs2xIMHD+Ds7JxvK84KqcUVGBgIoVAIK6uyWSnM1dUVEokE167lLaSSkJCAkJAQuLkVnU3R0tJSWlAHAC5fvozq1atj5syZ8PT0hIuLS75HiLxLQccFgK5du0JfXx/r16/HyZMnMWLEiCKP4+fnh+TkZKVtfH0VzYWQSpD9PBQ6td/I1goE0HF1h/hpIY8reE2SA2lSIiASQa9hM2QGBhRdvxKS50iQGvQAZi3fGCEgEMCsZVMk37hT5L4ycTbE0bEQaGjAuntHxJ06m79ORiayY+OhYWwE8zbNEXfqTGmfQvknkSAr9BH0670xF04ggL57A2Q+Knr+oTwnB5LEBEAkgpHXJ0gNuFJkfQgEEGiW3t9RdZV0NRDm7byUyizaN8erq4EActs9+dZ9WLR7Y6SMQADzts2QdPU2KhuJFHgaKUa9mnmdOYEAqOeii0fPxEXsqUwgADQ1BIpjhj4X5xveWtVSE/GJxV+PQF1oaGjBtoYbntzPu2aSyWR4cu8qqr+RTSyKTCZFVMRjGJpYAgAaftITvosOY8rCg4rNyNQKbbqPwKjp/yuL0yi3NDU0ULuGHa7ff6Qok8lkuH4/BPUKmYrx2j/XApEjkaDLJ43zvfe6w/g8Og7rvpsAE8MPS3iQelOrTGO7du2wbds29OjRAyYmJpg9ezZEJRiS+NVXX2HZsmWYNm0aRo0ahZs3b2Lbtm1KdaZPnw4vLy/4+Phg1KhR0NfXx4MHD3D69GmsXbv2veK+cuUKrl27hrZt28LQ0BBXrlzBlClT8OWXX8LU1PTdB3gPLi4u+OyzzzB69Gj8+uuvMDQ0xIwZM2Bra4vPPvusyH0dHBxw6tQphISEwNzcHMbGxnBxccHz58+xd+9eNG7cGMePH8ehQ4eKPE5Bx7127RrCw8NhYGAAMzMzCIVCiEQiDBs2DH5+fnBxcck3ZPht2tra+Yb0vlLh0NSU00dgMXwysp89gTjsMYw69IBASwdpl3Kfw2Y+fDKkSQlIOrQTAKBVwwUiE3PkRIRBZGIO4x4DAIEAyafy2lOgrQMNSxvFaw0LK2hWqwFZRiqkiZUrk/Bsww7UWb0AKYH3kXL7HuzHfAmRni5e7j0MAKizZiHE0bF4smAlAMCoYT3oVLFG6v2H0K5iBcdp4wGhAOFrtyiOad6mOSAQID00HHoO9qg55xukPwnDyz2HP/4JlgMJx/5A1YnfIiv0ETIfh8Cse28ItXWQdOYUAMBm4reQJMYjblduG+q41IammQWywp9Aw8wClv2GAEIhEg7vUxzT0nsE0m5fhyQuFkJdXRi1bAe9Oh6I+KHyPUJGpK8Hfee8kSp6NarByKM2shOTkRURhVo/+kLH1hp3hk8HADzbuBfVx3uj9qJpiNj2ByzaesGmbxdc7zlWcYywlVvhsWUxkm7eQ/L1IDhMGgoNfV1EbC9iJUs19ue5FEwYZIHQiGzFIze0tQQ4ey03c+MzyAKJyVLsPp6bPe/V3hhPI8SITpBAUyRAAzddtPI0wP9+z/v7evRsMqYMscKD0Czcf5KJ+rV10aiOHuauiyowBnXXqssw7PvVD9Vq1IWdUz38e3IHssWZaNw6d+j/nvUzYGxqha4DcqfjnD74C+ydPWBRxR6Z6ak4f3wLXsW/RNM2uSv86huaQN/QROkzRCINGBpbwKpq0R0ldTSoa1vM27ATro52qONUHXv+OofMrGz0aJ1703TOL7/B0swYPgN6Ku139NwVtG7knq9DKJFIMX3VZjwMi8SKaWMhlckRn5Q71NrYQA+aGmrVRSgVcnnlzjSq1TfCz88PYWFh6N69O4yNjfHDDz+UKNNob2+PP/74A1OmTMGaNWvQpEkTLFy4UCmz5e7ujvPnz2PmzJlo2bIl5HI5nJyc0L//+y/Fr62tjb1792Lu3LkQi8WoUaMGpkyZojTPsSxs3boVkydPRvfu3ZGdnY1WrVrhxIkT+Ya1vm306NE4d+4cPD09kZaWhrNnz6Jnz56YMmUKfHx8IBaL0a1bN8yaNUvxuJPimDp1KoYOHQo3NzdkZmYiLCwMDg4OAICRI0di4cKFGD58+AecsWpk3LiEV4bGMOk5ECIjU2RHhiF29TzFMxo1zCxzx0H9R6CpBZPPvKFpaQ2ZOAuZd28iYcsKyDPzHuuiVd0ZVab+qHht1m8kACDt8hkkbFv9kc6sfIg5chJa5qZw+tYH2lYWSL3/ELcGfqVYHEfH1gZ4Y1i2SFsbTjMmQrd6NUjTMxDv/y/uT/CDJCVv2I+GkSGcZ34NHRtr5CQlI+bP0whdtBryEqxorE5SL59HrLEJLAcMhcjEFOKwUDz/8TtIk5MAAJoWVkrfYaGmFiwHDoOmtQ1kWZlIuxWAl6sXQ5aR9x3WMDZB1YnfQsPUDLKMdIifhSHiBz/lVVorCeNGddHM/zfFa7el3wEAInYcRNBIP2jbWELXLu8mUWZ4JK73HAu3ZX5wmDgEWZHRuDv2e8UzGgEg6ve/oGVphppzJkG7iiVS7gQjoPsoZL+1OE5lcTkwHUYGQvTvbAoTIxHCX4ix4NcYJP/3eAwLU403v8LQ0RJi1BcWMDcWITtHjhexOVizMw6XA/O+wwF3M7Dx93j07mCCEb3N8DIuB0u3xeJhWPGzl+qkfrMuSE9NxKkDa5CaHI+q1Wtj1PRfFcNTkxKilBZ0y0xPwYFNs5GaHA9dfSNUq1EHPnN3wbpaBVgZXQU+bdYQSSlp+PXACSQkpaBm9WpYPWMczI1z146ITngFgVC5UxP+MgaBIU+x1m98vuPFvkrChZv3AADefouV3tvw/UQ0cqu8q9VSwQTytycBEpVD//77L9q3b4+IiAhYW1uXeP9nY3qVflCk5NGRivHczIqq2ic2765EH+TpUS7AU5a2+ZxUdQhqb7C3/bsr0XtrI6g88yhVxahRwc//LQ8eh5Zs2lVJuDgVvEhReaJWmUZSP2KxGHFxcZg7dy769u37Xh1GIiIiIqIPUdkfuaFWC+GUVwsXLoSBgUGBW5cuXd65f5cuXQrdf+HChR/hDFRnz549qF69OpKSkrBkyRJVh0NEREREVOkw0/gRfPXVV+jXr+Dn3ujqvntp402bNiEzM7PA98zMzD4otvJu2LBhGDZsmKrDICIiIqJKrLJnGtlp/AjMzMw+qHNna2tbitEQEREREREVHzuNRERERERERajsmUbOaSQiIiIiIqJCMdNIRERERERUBGYaiYiIiIiIiArBTCMREREREVER5PLKnWlkp5GIiIiIiKgIHJ5KREREREREVAhmGomIiIiIiIrATCMRERERERFRIZhpJCIiIiIiKgIzjURERERERESFYKaRiIiIiIioCJX9kRvMNBIREREREVGhmGkkIiIiIiIqgqySz2lkp5GIiIiIiKgIXAiHiIiIiIiIqBDMNBIRERERERWBC+EQERERERERFYKdRiIiIiIioiLIISizraTWrVsHBwcH6OjooGnTpggICCiyflJSEiZMmAAbGxtoa2ujZs2aOHHiRIk+k8NTiYiIiIiIKoB9+/bB19cXGzZsQNOmTbFy5Up06tQJISEhsLKyylc/OzsbHTt2hJWVFQ4cOABbW1s8e/YMJiYmJfpcdhqJiIiIiIiKUF7mNC5fvhyjR4/G8OHDAQAbNmzA8ePHsWXLFsyYMSNf/S1btiAxMRGXL1+GpqYmAMDBwaHEn8vhqURERERERCoiFouRkpKitInF4nz1srOzcfPmTXTo0EFRJhQK0aFDB1y5cqXAYx89ehTNmjXDhAkTYG1tjbp162LhwoWQSqUlipGdRiIiIiIioiKU5ZzGRYsWwdjYWGlbtGhRvhji4+MhlUphbW2tVG5tbY3o6OgC43769CkOHDgAqVSKEydOYNasWVi2bBl+/PHHEp0/h6cSERERERGpiJ+fH3x9fZXKtLW1S+XYMpkMVlZW2LhxI0QiERo1aoQXL17g559/xpw5c4p9HHYaqVL4Knu+qkNQezp9dVUdglqLe/ZS1SGoPRsfe1WHoNaGre2s6hDUXquBy1UdglobsqOmqkNQe4caqTqCwpXlnEZtbe1idRItLCwgEokQExOjVB4TE4MqVaoUuI+NjQ00NTUhEokUZa6uroiOjkZ2dja0tLSKFSOHpxIRERERERVBVoZbcWlpaaFRo0bw9/fPi0smg7+/P5o1a1bgPi1atMCTJ08gk+V90qNHj2BjY1PsDiPATiMREREREVGF4Ovri//973/Yvn07goODMW7cOKSnpytWUx0yZAj8/PwU9ceNG4fExERMnjwZjx49wvHjx7Fw4UJMmDChRJ/L4alERERERERFKC+P3Ojfvz/i4uIwe/ZsREdHo379+jh58qRicZznz59DKMzLC9rZ2eHUqVOYMmUK3N3dYWtri8mTJ2P69Okl+lx2GomIiIiIiCoIHx8f+Pj4FPjeuXPn8pU1a9YMV69e/aDPZKeRiIiIiIioCHKUj0yjqnBOIxERERERERWKmUYiIiIiIqIilJc5jarCTCMREREREREViplGIiIiIiKiIlT2OY3sNBIRERERERVBJld1BKrF4alERERERERUKGYaiYiIiIiIilDZh6cy00hERERERESFYqaRiIiIiIioCHzkBhEREREREVEhmGkkIiIiIiIqgpyrpxIREREREREVjJlGIiIiIiKiIsgq+eqp7DQSEREREREVgQvhEBERERERERWCmUYiIiIiIqIicCEcIiIiIiIiokIw00hERERERFQEeSVfCIeZRiIiIiIiIioUM41ERERERERFkHFOI9HHMWzYMPTq1avIOg4ODli5cuVHiYeIiIiIiN6NmUYqV65fvw59fX1Vh1Hqurc3xxddLGFqrIGnz7OwfucLPArLLLBu80ZG6N/dClWttaEhEuBFjBgHT8bhzOUkRR3vXtZo3dQYlmZayJHI8CQ8E9v/iEbI04KPqe66tDJGr/amMDESIfxFNjb9HovHz8QF1vXy0MfnncxgY6EJkUiAqLgcHPF/hfPXUxV1Jn5pjXZeRkr73XqQjh9+eVmm51Ge9elaFQP72MHMVAuhYWlY8esTBD9OLbBuq2YWGNLXHrY2utDQECDyZSb2Ho7AqbOxSvVGejugx6dVYKivgbvBKVj6y2NERlXO73CnFobo2c4YJoYiPHuZjS0HE/DkeXaBdZvU00OfjiaoYqEBkVCA6PgcHDuXggs30pTq2Vpp4ssepnBz0oVQCETG5GDZ1hjEJ0k/ximVK2afeMLxm5EwblgXOlWtcOPz8Yg56l/0Pq2awG3pDBi4uSArIgpPFq1H5I5DSnWqjxsER9+R0K5iiZSgh7j/9Q9Ivn63LE+lXNt/+iJ+O3EWCcmpcLGrimlDeqOuU/UC645ZsA63HobmK2/h4YpVU0dDIpHilwMncOlOMF7EJsJATwdN6tTExP7dYGlqXNanUi7xt061KvtzGtlpJABAdnY2tLS0VB0GLC0tVR1CqWvVxBhjBthgzfYXCHmagV6fWuDHqTUwekYIklPzX7ylpkux71gsIqLEkEjkaFLfEL4j7ZCUIsGte7kXhS+ixfjlt5eIjsuGlqYAvTtZYsFUR4yc/rDAY6qzFg0NMLy3BTbsi8Oj8Cz0aGuC2RNs4TP/GZLTCmjfDBkOnEzEi5hsSKSAZ119TPzSGslpUgQGZyjq3bqfjjU7YxSvcySVd1xKu08s4TPKCUvXPcKDR6no19MWy+fXw8CvriMpOSdf/dTUHOzY/wzPIjORI5GhRWNz+E2ujVdJOQi4/QoA4P25Hb7obosFKx8iKiYLo7wdsHx+PXw5/jqycypXWzevr4+hvcyx8fd4PHkmRrfWRpg5tgomL4pESposX/20DBkOnk7Ci5gcSKRyNKqjh/EDLJCcKsWdkNxOt7W5Bn6YZIMz11Kx72QSMrNksKuihexK+j0W6eshJSgEEdv+gOeBde+sr+tQDY2P/ornG/cicMhUmLdrhnq//oisqDjEn74IALDp2wWuP/vh3oQ5SAq4gxqThqLp8c04V6czsuMSy/qUyp2/r97Git1H4De8L+o62WPPyQuYuGQj/lgyA2bGhvnq/zx5GHIkeX+jk9MyMGjmUnRo4gEAyMrOxsPwFxjV61O42FdFanoGlv52GL4rNuO3+b4f7bzKC/7WqR4fuUFqqU2bNvDx8YGPjw+MjY1hYWGBWbNmQf7fN97BwQE//PADhgwZAiMjI4wZMwYAcPHiRbRs2RK6urqws7PDpEmTkJ6eDgD47rvv0LRp03yf5eHhgfnz5xc7tqVLl8LGxgbm5uaYMGECcnLyLjrfHJ46aNAg9O/fX2nfnJwcWFhYYMeOHSVqD1Xq3ckSf51PxOmLr/D8pRhrtr+AOFuOT1uZFVj/7sN0XL6VgogoMaLisnHkdALCIrJQp2ZeBvbc1SQEPkhDdFw2nr8U4397XkJfT4Qa1XQ/1mmVGz3bmeL05RScuZqCyOhsbNgbC3G2HO2bGRVY//7jTFwLSkdkTA6i43Pw57kkhL8Uw9VRR6lejkSOpFSpYkvPzH/xXlkM6FUNx05F4YR/DMIjMvDzL4+RJZahe8cqBda/fS8ZF64m4FlkBl5GZ+H3Yy8QGp4Gd7e87EDfnrbYsf8ZLl5LQGh4On5c8RDmZtpo6WXxsU6r3Ojexgj+V1JxLiANkTE52Ph7ArKz5WjXNP+FNgA8CM1CwN0MvIjNQUyCBCcupOBZVDZqO2or6gzsaorbwZnYeewVwl9kIyZBghv3MwrshFYGcacu4NGclYg58k+x6lcfMwCZYZEI/nYx0h4+xbNfdiH6j1OoMXmYok6Nr4cjYvN+RG4/iLTgUNwdPwfSjCzYDfu8jM6ifNv113n0auOFnq2awNG2CvyGfwEdbU0cvRBQYH1jA31YmBgptmv3QqCjpanoNBro6eKXGV+hY9P6cLCxQj1nB3w7tA+CwyIRHf/qY55aucDfOlI1dhrV2Pbt26GhoYGAgACsWrUKy5cvx6ZNmxTvL126FB4eHrh9+zZmzZqF0NBQdO7cGZ9//jmCgoKwb98+XLx4ET4+PgAAb29vBAQEIDQ0bzjJ/fv3ERQUhEGDBhUrprNnzyI0NBRnz57F9u3bsW3bNmzbtq3Aut7e3jh27BjS0vKGXJ06dQoZGRno3bv3e7TIx6chEsDFQReBD/LOQS4HAu+nwtVJr1jHqO9qgGo22rgXkl7oZ3RpY4a0DCmeRlSuoX0aIsDJTht3QvLumsrlQFBIBmrV0Clizzz1aurC1koLD0KzlMrruuhi26IaWDurOsb2t4ShfuX8c6mhIUBNZ0PcuJN3kSaXAzcCX6FOrYIvVt7WyN0E9rZ6CLyfDACoaq0DCzNtXA/MO2Z6hhQPHqWgbu3iHVNdaIgAx2raCHqU929XLgeCHmeiZnXtIvbMU9dFB1UtNRH833dYIAAauunhZWwOZo61xqb59lj4tQ0a1y3e3xwCTLzqI/7MFaWyuNMXYepVHwAg0NSEccM6iPe/nFdBLkf8mcsw8WrwESMtH3IkEjwMj0TTOjUVZUKhEE3q1ETQk/BiHePI+Wv41KsBdHUK/96nZWRBIBDAQL9y3SDlb135IIOgzLaKgMNT1ZidnR1WrFgBgUCAWrVq4e7du1ixYgVGjx4NAGjXrh2++eYbRf1Ro0bB29sbX3/9NQDAxcUFq1evRuvWrbF+/XrUqVMHHh4e2L17N2bNmgUA2LVrF5o2bQpnZ+dixWRqaoq1a9dCJBKhdu3a6NatG/z9/RUxvalTp07Q19fHoUOHMHjwYADA7t270bNnTxgaFnwHvrwxMhRBJBLgVbJEqfxVigTVbAr/Q6+nK8TOFa7Q1BBCJpdj3Y4XuH1feb5SEw9DzBhnD20tIRKTJZj581OkFDBERZ0ZGuS279tDcpNSJLC1LvwCWU9HiE0LakBTQwCZTI6N++Jw52Hej/Ht4HRcvZOGmIQcVLHQxJc9zDFrnC1mLIuodKunGRtpQkMkQOIr5WGoiUk5qF6t8DbW1xPh0LZm0NIUQCoDlq9/jBv/dRLNTHOHwr9KUj7mq6RsxXuVhaF+wd/h5FQpbK00C91PT0eAX+faQ+O/7/CmAwkIepR7MWhsIIKujhC92htj71+vsOvYK9R31cXU4VaY90t0votGyk/b2gLimHilMnFMPDSNDSHU0YamqTGEGhoQxya8VScB+rUcP2ao5UJSajqkMlm+YahmRoYIfxlbyF557oU+Q2hkNGaN6l9oHXF2Dtbs+xOdvBrAQLd4HSV1wd86Kg/YaVRjXl5eEAjy7l40a9YMy5Ytg1Sa+0fH09NTqf6dO3cQFBSEXbt2KcrkcjlkMhnCwsLg6uoKb29vbNmyRTHUdc+ePfD1Lf7cgjp16kAkEile29jY4O7dghcN0NDQQL9+/bBr1y4MHjwY6enpOHLkCPbu3VvkZ4jFYojFyhPDZdJsCEUV52I0M0uGCbMfQ1dHiPpuBhg9sCqi4rJx92FetvFOcBomzH4MY0MNdG5tBr/x1fH1/MeVbk7j+8gUy+C76Dl0tAVwr6WH4X0sEJ2Qg/uPc7M9F2/mddCfv8zGsxdibJhXA3VcdHH3UeXK5r6vjEwphk++AV0dETw9TOEz0gkvozNx+16yqkNTC5liOaYtfQEdLSHq1tTB0F5miEmQ4EFoFl7/2b9xLwPHz6cAAMJfZqOWgzY6Njdkp5HKnSPnr8HZzqbQRXMkEilmrN0BuVyOGcO/+MjRVVz8rStdnNNIldbbq5SmpaVh7NixCAwMVGx37tzB48eP4eTkBAAYOHAgQkJCcOvWLVy+fBkRERH55h0WRVNT+c65QCCATFb4+Hlvb2/4+/sjNjYWhw8fhq6uLjp37lzkZyxatAjGxsZKW+jdzcWOsTSlpEohlcphaqx8f8bUSAOvClhA5DW5HIiKzcbT51k4eDIeF68no383K6U64mw5omKz8TA0Ayu3REIqlaNTIfMk1VVqWm77GhuKlMpNjDSQlCIpZK/c9o2Oz0H4i2wcPZOEy4Fp+PxT00LrxyRIkJwqgY1l4ZkfdZWckrvYipmp8rmbmWgi4VXBq3sCuW38IioLT8LSsfdwJM5djsOXfe0BAIn/7WdqonxMUxMtxXuVRWp6wd9hY0MRklIKvwGU+x2WIPxlNv48l4KrdzLQu4Ox4pgSqRwRMcp/YyJjcmBhynvFxSGOiYe2tfL8Wm1rC+Qkp0KWJUZ2/CvIJBJoW5m/Vccc4mjlDGVlYGKoD5FQiMRk5RWVE1NSYW5S9MigzCwx/r4aiM9a518zAXjdYdyO6PhErJv+VaXLMgL8raPygZ1GNXbt2jWl11evXoWLi4tSpu9NDRs2xIMHD+Ds7Jxve72yarVq1dC6dWvs2rULu3btQseOHWFlZVXg8UpD8+bNYWdnh3379mHXrl3o27dvvo7n2/z8/JCcnKy0OdUbWWYxFkUileNxeCbquxkoygQCoL6bAYJDM4rYU5lQAGhqFj3mXSgENDUr1z9piRQIjRDDvVbe8ByBIHfuRkhY8bMpQgGgqVF4+5qbaMBQX4RXRVzEqyuJRI5HT1LRyD3vQkMgABp5mOJ+SEqxjyMUAFr/fT9fxmQhPlEMT4+8Y+rpiuBW0wj3Hhb/mOpAIgWeRopRr2behbBAANRz0cWjQpbSL4jgje+wRAqEPhfnG95a1VIT8YmFX2BSnqSrgTBv56VUZtG+OV5dDQQAyHNykHzrPizaNcurIBDAvG0zJF29/REjLR80NTRQ26EaAh48VpTJZDJcv/8Y7s4ORe77T8Ad5Egk6NK8Ub73XncYn0fH45cZ42BiqH6P5CoO/taVD3K5oMy2ioC3HNXY8+fP4evri7Fjx+LWrVtYs2YNli1bVmj96dOnw8vLCz4+Phg1ahT09fXx4MEDnD59GmvXrlXU8/b2xpw5c5CdnY0VK1aU+XkMGjQIGzZswKNHj3D27Nl31tfW1oa2tvJEelUOTT10Kg7fjLbD47BMxSM3tLWFOP1v7vyub0bbIeFVDrYdiAYA9OtmicfhmYiKzYamhgCNPQzRrrkp1u54AQDQ1hJgQA9rXAtMQWJSDowMNNCjvTnMTTXxb0CSqk5TZY6eeYVJg60R+jwLj8Oz0L2tKXS0hfC/mtv5mDTYGonJEuw8mjv3qM+npgh9LkZ0XG77Nqyjj9ZNjPDr3tx5NzpaAvTvao4rgWl4lSJBFQtNDO1lgej4HNwOLn5HX53sPRyJmVNq4+GTVAQ/SkW/z2yhqyPE8X9yv7PfT6mFuIRs/LojDADw5Rd2ePgkDS+jMqGpKUQzTzN0amuNpevzLih/P/oCQ/vbI+JlZu4jN750QEKiGP9erXxZmj/PpWDCIAuERmQrHrmhrSXA2Wu5WRufQRZITJZi9/Hcvxm92hvjaYQY0QkSaIoEaOCmi1aeBvjf73ltd/RsMqYMscKD0Czcf5KJ+rV10aiOHuaui1LJOaqaSF8P+s72itd6NarByKM2shOTkRURhVo/+kLH1hp3hk8HADzbuBfVx3uj9qJpiNj2ByzaesGmbxdc7zlWcYywlVvhsWUxkm7eQ/L1IDhMGgoNfV1EbD/40c+vPPDu0hpzN+6BWw071HG0x+5T55EpzkaPVk0AALM37IaVqRF8+ndX2u/I+Wto3bBuvg6hRCLFt2u2IST8BVb4joRUJkN8Uu7fdWMDPWhqVK5LWP7WkapVrn9xlcyQIUOQmZmJJk2aQCQSYfLkyYpHaxTE3d0d58+fx8yZM9GyZUvI5XI4OTnlG376xRdfwMfHByKRCL169Srjs8jtpC5YsADVq1dHixYtyvzzStuFgGQYG2rgy97WMDPWQOjzLMxaFqYYUmJlrql4FAoA6GgLMWGwLSzMNJGdLUNElBg/b3yOCwG5c8FkcsDORhsdPqkOYwMRUtKkeBSWgWkLQ/H8ZfEzE+ri0q00GBmIMKCbOUwNRQh7kY35614o5nZammkozUPQ0RJiTD9LmJtoIDtHjhcx2Vi5PRqXbuXO7ZDJgeq2Wmjb1AZ6uiK8SpYg8GEGdv+ZAEklfX7VmYtxMDHWxChvB5iZauHJ0zR8M+euYiEba0sdpUUTdHVE+GacM6zMtSHOluFZZAbmL3uIMxfjFHV2/REBHR0RvvWpCQN9Ddx9kIxv5tytdM9oBIDLgekwMhCif+fXD+0WY8GvMUj+7/EYFqb5v8OjvrCAubEo9zscm4M1O+NwOTBvznPA3Qxs/D0evTuYYERvM7yMy8HSbbF4GFb5/kYAgHGjumjm/5vitdvS7wAAETsOImikH7RtLKFrZ6N4PzM8Etd7joXbMj84TByCrMho3B37veIZjQAQ9ftf0LI0Q805k6BdxRIpd4IR0H0Ust9aHKey+NSrAV6lpmHDHyeRkJyCmva2WDNtDMz/WxwnOuEVhALljEp4VCwCH4Vh7bdj8x0v9lUyLty6DwAY9L3yDe8N342Hp2vxFuBTF/ytU73KvjiQQC6v7NM61VObNm1Qv359xTMPK7suw4JUHYLa0zGoXEugf2xxz16qOgS1Z/NGJopK37C1Rc9Hpw/X6tJyVYeg1obsqPnuSvRBDq11UXUIhToUUHbDdns3KXjqWHlSuSZAERERERERUYlweCqVGgMDg0Lf++uvv9CyZcuPGA0RERERUemQo2IsWFNW2GlUU+fOnfvonxkYGFjoe7a2th8vECIiIiIiKjXsNFKpcXauXJPSiYiIiKhyqOwL4XBOIxERERERERWKmUYiIiIiIqIiVPbnTTDTSERERERERIVippGIiIiIiKgIlT3TyE4jERERERFREWTyyv3IDQ5PJSIiIiIiokIx00hERERERFSEyj48lZlGIiIiIiIiKhQzjUREREREREVgppGIiIiIiIioEMw0EhERERERFUHGTCMRERERERFRwZhpJCIiIiIiKoK8kj+nkZ1GIiIiIiKiInAhHCIiIiIiIqJCMNNIRERERERUBC6EQ0RERERERFQIZhqJiIiIiIiKwDmNREREREREVCGsW7cODg4O0NHRQdOmTREQEFBo3W3btkEgEChtOjo6Jf5MdhqJiIiIiIiKIJeX3VYS+/btg6+vL+bMmYNbt27Bw8MDnTp1QmxsbKH7GBkZISoqSrE9e/asxOfPTiMREREREVEFsHz5cowePRrDhw+Hm5sbNmzYAD09PWzZsqXQfQQCAapUqaLYrK2tS/y57DQSEREREREVQSYvu00sFiMlJUVpE4vF+WLIzs7GzZs30aFDB0WZUChEhw4dcOXKlUJjT0tLQ/Xq1WFnZ4fPPvsM9+/fL/H5s9NIRERERERUhLIcnrpo0SIYGxsrbYsWLcoXQ3x8PKRSab5MobW1NaKjowuMu1atWtiyZQuOHDmCnTt3QiaToXnz5oiMjCzR+XP1VCIiIiIiIhXx8/ODr6+vUpm2tnapHLtZs2Zo1qyZ4nXz5s3h6uqKX3/9FT/88EOxj8NOI1UK/Ye5qzoEtVfNLP8wCio9qVmOqg5B7Yk49qZMtRq4XNUhqL0LLXzfXYneW8+/Q1QdAqmQTFZ2x9bW1i5WJ9HCwgIikQgxMTFK5TExMahSpUqxPktTUxMNGjTAkydPShQjfyKJiIiIiIjKOS0tLTRq1Aj+/v6KMplMBn9/f6VsYlGkUinu3r0LGxubEn02M41ERERERERFKOmjMcqKr68vhg4dCk9PTzRp0gQrV65Eeno6hg8fDgAYMmQIbG1tFXMi58+fDy8vLzg7OyMpKQk///wznj17hlGjRpXoc9lpJCIiIiIiqgD69++PuLg4zJ49G9HR0ahfvz5OnjypWBzn+fPnEArzBpO+evUKo0ePRnR0NExNTdGoUSNcvnwZbm5uJfpcgVxeXvrNRGVn2zlVR6D+OKexbKVm8R5fWeOcxrLVVnZS1SGoPc5pLFuxnNNY5oa3VXUEhVtfhn/CxnUuu2OXFv5EEhERERERUaF465qIiIiIiKgIsko+NpOZRiIiIiIiIioUM41ERERERERFKNtlYARleOzSwU4jERERERFRESr70qEcnkpERERERESFYqaRiIiIiIioCDKZqiNQLWYaiYiIiIiIqFDMNBIRERERERWBcxqJiIiIiIiICsFMIxERERERURFkzDQSERERERERFYyZRiIiIiIioiJU9jmN7DQSEREREREVQV6m41MFZXjs0sHhqURERERERFQoZhqJiIiIiIiKwIVwiIiIiIiIiArBTCMREREREVERKvtCOMw0EhERERERUaGYaSQiIiIiIiqCrJJPamSmkYiIiIiIiArFTmM51aZNG3z99delcqy5c+eifv36pXKswmzbtg0mJiZl+hlERERERKogl5fdVhFweGo5dfDgQWhqapbKsaZOnYqJEycWq+6wYcOQlJSEw4cPl8pnU66bZ3fh2unNSEuOg1W12vh0wCxUreFeYN2gywdxfLufUplIQwvfrrureB1y62/curAX0c/vIys9CSO+PwxrO9cyPYfy7PzJvfjn6DakJMXDtnpN9BvhBweXegXWvXL2CHb+MkupTENTC6t231C8ntC34P83vb6cgo6fDS+9wCuQK6d34/yJLUhLjoeNXS30HDITdk4Ft9ONC4dw4H8zlco0NLXw45bAAusf2joX187sR3fvGfik85DSDr3CuPT3bpw/vgWpyfGwsa+FXkNnwr6QNr5+/hD2b8zfxou2BRZY/4/Nc3H1zH70/HIGWnapnG28//RF/HbiLBKSU+FiVxXThvRGXafqBdYds2Adbj0MzVfewsMVq6aOhkQixS8HTuDSnWC8iE2EgZ4OmtSpiYn9u8HS1LisT6XcMfvEE47fjIRxw7rQqWqFG5+PR8xR/6L3adUEbktnwMDNBVkRUXiyaD0idxxSqlN93CA4+o6EdhVLpAQ9xP2vf0Dy9buFHFH93Ty3C9f+3oz0lNxriY79i76WOLEj/7XEtLVvXEvc/hu337iWGD6zcl9LvEtF6dyVFXYayykzM7NSO5aBgQEMDAxK7XgfU05OTql1nlXlwfUT8D+wCJ0HzUPVGh647r8d+1aPxJh5J6FvZF7gPto6Bhgz/6TitUAgUHo/OzsDds4N4erZBX/99n2Zxl/e3bx0Ege3/4wBY2bBwbkezh7fibULvsKcVUdhaFxw++roGmD2qqOK12+378KNZ5RePwi8iF3r56CBV8fSP4EK4M7Vv/Dn7sXoPXwO7Jzccenkb9i8ZAymLjkOg0LaWFvXAFOXHM8reKuNX7t34x88f3IHRqZWZRF6hRF45S8c27UYn4+YA3snd/x78jds+mkMvl1aeBvr6Bpg2tK8Nn77e/za3ev/4Fklb+O/r97Git1H4De8L+o62WPPyQuYuGQj/lgyA2bGhvnq/zx5GHIkUsXr5LQMDJq5FB2aeAAAsrKz8TD8BUb1+hQu9lWRmp6Bpb8dhu+Kzfhtvu9HO6/yQqSvh5SgEERs+wOeB9a9s76uQzU0Pvornm/ci8AhU2Herhnq/fojsqLiEH/6IgDApm8XuP7sh3sT5iAp4A5qTBqKpsc341ydzsiOSyzrUyp3gm+cwJkDi9Bp0DxUdfDA9TPbsW/NSIyZW/S1xOh5hV9L5IgzUM25IVwbdcFfOyv3tQS9G4enllNvDk91cHDAwoULMWLECBgaGsLe3h4bN25Uqh8ZGYmBAwfCzMwM+vr68PT0xLVr1wAUf3jq3LlzsX37dhw5cgQCgQACgQDnzp3DuXPnIBAIkJSUpKgbGBgIgUCA8PBwpWMcPnwYLi4u0NHRQadOnRAREaH0/pEjR9CwYUPo6OjA0dER8+bNg0QiUbwvEAiwfv169OzZE/r6+liwYAEA4NixY2jcuDF0dHRgYWGB3r17F7MlVS/gn63w+KQf3Ft8DouqzujsPQ8aWjoIuvxH4TsJBDAwtlRs+kYWSm/X8+qFT7r7wKF2szKOvvzz/3MHmrf/HM3a9oKNnRMGjJkFLS1dXDlzuNB9BAIBjE0tFJuRifIP7pvvGZtaIOj6WbjUaQwL62plfDbl08W/tqFJm77wbNUH1rbO6DV8DrS0dXDjwsFC9xEIBDA0sczbjC3y1UlOjMHRHQswYNwSCEWV+x7mhb+2oWnbvmjcug+sqzmjz4g50NTWQcD5wtsYAgGMTCwVW2FtfGT7AgyasASiStzGu/46j15tvNCzVRM42laB3/AvoKOtiaMXAgqsb2ygDwsTI8V27V4IdLQ0FZ1GAz1d/DLjK3RsWh8ONlao5+yAb4f2QXBYJKLjX33MUysX4k5dwKM5KxFz5J9i1a8+ZgAywyIR/O1ipD18ime/7EL0H6dQY/IwRZ0aXw9HxOb9iNx+EGnBobg7fg6kGVmwG/Z5GZ1F+Rbwz1Z4tOgH9+b/XUsMmgdNzQ+7lqjr1QufdPNBdV5LFItMLi+zrSJgp7GCWLZsGTw9PXH79m2MHz8e48aNQ0hICAAgLS0NrVu3xosXL3D06FHcuXMH3377LWQyWYk+Y+rUqejXrx86d+6MqKgoREVFoXnz5sXePyMjAwsWLMCOHTtw6dIlJCUlYcCAAYr3//33XwwZMgSTJ0/GgwcP8Ouvv2Lbtm2KjuFrc+fORe/evXH37l2MGDECx48fR+/evdG1a1fcvn0b/v7+aNKkSYnOTVWkkmxEP7+PGq557SgQCuFQuzlePL1d6H7Z4gys82uLtTNa48Av4xD38vHHCLfCkeTkIOJpMGq7eynKhEIhars3xdNHdwrdT5yVge/HdcLMrzpiw+JJeBnxpNC6KUkJuHfrXzRvV3FuVJQmiSQbL8IfwLmOchs712mGZ08CC90vOysDP33dHosmt8P2FRMQE6n8HZbJZNi3YQZadRsB62ouZRV+hSCRZONF2AO41FVuY5e6zfDscWCh+2VnZWDBpPb4cWI7bF02AdEFtPGe9TPQuvsIVKnEbZwjkeBheCSa1qmpKBMKhWhSpyaCnoQX6xhHzl/Dp14NoKujXWidtIwsCAQCGOjrfmjIas/Eqz7iz1xRKos7fRGmXvUBAAJNTRg3rIN4/8t5FeRyxJ+5DBOvBh8x0vLh9bWEw9vXEq7vvpb45bu2WOfHawn6cJX3tmMF07VrV4wfPx4AMH36dKxYsQJnz55FrVq1sHv3bsTFxeH69euKYa3Ozs4l/gwDAwPo6upCLBajSpUqJd4/JycHa9euRdOmTQEA27dvh6urKwICAtCkSRPMmzcPM2bMwNChQwEAjo6O+OGHH/Dtt99izpw5iuMMGjQIw4fnzRsbMGAABgwYgHnz5inKPDw8ShyfKmSkvYJcJoWeoXImS9/IHAnRTwvcx8y6BroNWQirarUgzkzFtb+34LfFAzBq7nEYmZb8/4s6S0t9BZlMmm8YqqGxOaJfhBW4j3VVB3w5fh6q2tdEVkYa/jm2DctmDsH3Kw7C1Dx/+147fwQ6Onqo37RDmZxDeZeRmgSZTAqDt7JYBkbmiHtZ8HfY0qYGPh/9I2zsctv4womt+GW+N3x/Ogpjs9w2Pv/nJohEIrT49MsyP4fyLr2INo4trI2r1kDfMf+1cWYazh/finVzvfHN4qMw+e97fO7YJgiFInzSqXK3cVJqOqQyWb5hqGZGhgh/GfvO/e+FPkNoZDRmjepfaB1xdg7W7PsTnbwawEBX54NjVnfa1hYQx8QrlYlj4qFpbAihjjY0TY0h1NCAODbhrToJ0K/l+DFDLRdeX0u8PQxV37DwawnzKjXQdchCWNn+dy1xegt2LhmAkXN4LfG+5CXLxagdZhorCHf3vInOAoEAVapUQWxs7o9dYGAgGjRoUKrzIN+HhoYGGjdurHhdu3ZtmJiYIDg4GABw584dzJ8/XzHH0sDAAKNHj0ZUVBQyMjIU+3l6eiodNzAwEO3bty92HGKxGCkpKUpbTrb4A8/u46nm1AD1mvWCtZ0r7Gs2QZ9xa6BraIbbF/aqOjS14FjLA01b94RdjdpwqeOJMVNXwMDIFBdPHyiw/pUzh9G4ZTdoahWeYSBl1V3qo9Enn6FqdVc4ujbG4MmrYGBoimtn9gMAIsPu49Lfv6HvmIWFzsOjojm41Idny89g6+AKJ9fGGPr1KugbmeLqG23876nf0P8rtvGHOnL+GpztbApdNEcikWLG2h2Qy+WYMfyLjxwdUcFsHRugntcb1xJf5V5LBP7Lawl6P8w0VhBvLwYjEAgUw091dct2KIxQmHtvQf7GmOucnJwSHyctLQ3z5s1Dnz598r2no5N3Z1ZfX1/pvZKe36JFi5SykgDw2dA56DVsbomOUxr0DEwhEIqQkap8tzQ9JSFfVqEwIpEmqti54lXc87IIsUIzMDSFUChCarJy+6YmJ8DIpJjtq6EJuxq1ERedv32fBN9EzMtwjJjyc6nEWxHpGZpAKBQhLVk5K5CWkgCDErRx1equSIjJbePwkJtIT0nET1/n3QySyaQ4vnsJLp7agRkrijcvSl3oF9HGBc1TLIhIQxO2b7Rx2MPcNl44SbmNj+1agn9P7sB3qypPG5sY6kMkFCIxOVWpPDElFeYm+RfBeVNmlhh/Xw3EV593LvD93A7jdkTHJ2K933hmGYtJHBMPbWvl77a2tQVyklMhyxIjO/4VZBIJtK3M36pjDnG08r+TyuD1tUR6ylvXEqkJ+eYpFkYk0oS1nStexfJa4n3JK8jcw7LCTKMacHd3R2BgIBITP3w1MS0tLUilUqUyS0tLAEBUVJSiLDAwMN++EokEN27kPbYgJCQESUlJcHXNXb65YcOGCAkJgbOzc77tdce0IO7u7vD3L3rp7jf5+fkhOTlZaes2yO/dO5YBkYYWqtjXQXhw3twNuUyGZw+vwNaxePMyZDIpYl88goGRZVmFWWFpaGrCztEVIXevKcpkMhlC7l6DY83iDWGWSaV4+fwxjE3yt+9l/0Owd3RDNYdapRZzRaOhoQVbBzc8eXBVUSaTyfDk/lVUd65frGPIZFJERz6G4X9t3KBFT0xecBiTfjyo2IxMrdCq2wiM/PZ/ZXEa5ZqGhhZsa7jhyf232vjeVVR3qV+sY8hkUkRF5LVxw096wnfRYUxZeFCxGZlaoU33ERg1vXK1saaGBmo7VEPAg7z5XDKZDNfvP4a7s0OR+/4TcAc5Egm6NG+U773XHcbn0fH4ZcY4mBjqF3AEKkjS1UCYt/NSKrNo3xyvrgYCAOQ5OUi+dR8W7d5YoEUggHnbZki6WvgcPnWluJZ4+GHXEnEvHsHAmNcS9H6YaVQDAwcOxMKFC9GrVy8sWrQINjY2uH37NqpWrYpmzUq2IpaDgwNOnTqFkJAQmJubw9jYGM7OzrCzs8PcuXOxYMECPHr0CMuWLcu3r6amJiZOnIjVq1dDQ0MDPj4+8PLyUixaM3v2bHTv3h329vb44osvIBQKcefOHdy7dw8//vhjoTHNmTMH7du3h5OTEwYMGACJRIITJ05g+vTpBdbX1taGtrbyUEJNrRI1Q6lq0mE4/tw2HVUc6qKqgzuu+29HTnYm3JvnZlyPbf0WhibWaNP7GwDAxT/XoqpjfZhaVoc4MwVX/96MlMSXqP9JX8UxM9OTkJIYhdSk3CHKCdG58/f0jSwq3Q9C++5DsGPd97B3coODcz2cOb4TYnEmvNr2AgBsX/MdTMys8Zn3ZADAid83oEZNd1hWsUdGegr+OboNiXFRaN5eOQOemZGG21f/Rp8hUz/2KZU7n3QZht83+qFajbqwc6yHi6d2IFuciUatchcH2rdhBoxNrdC5f+6jBv459AvsnT1gbm2PrIxUXDi+Ba/iX6Jxm9xVD/UNTaBvaKL0GUKRBgyNLWBpU+Ojnlt50arLMOz79b82dqqHf0/mtnHj1rltvGd9bht3HZDbxqcP5raxRRV7ZKan4vx/bdy0iDYW/dfGVlUrXxt7d2mNuRv3wK2GHeo42mP3qfPIFGejR6v/fp827IaVqRF8+ndX2u/I+Wto3bBuvg6hRCLFt2u2IST8BVb4joRUJkN8UgoAwNhAD5oalevySqSvB31ne8VrvRrVYORRG9mJyciKiEKtH32hY2uNO8Nzf7efbdyL6uO9UXvRNERs+wMWbb1g07cLrvccqzhG2Mqt8NiyGEk37yH5ehAcJg2Fhr4uIrYXsaKwGnt9LWFTvS5sHNxx48x2ZBd1LXF8LWxr5F5LZGWm4Np/1xIeLfJfS6T9dy2RGFN5ryWKo4TrS6qdyvVXTU1paWnh77//xjfffIOuXbtCIpHAzc0N69a9+1lJbxs9ejTOnTsHT09PpKWl4ezZs2jTpg327NmDcePGwd3dHY0bN8aPP/6Ivn37Ku2rp6eH6dOnY9CgQXjx4gVatmyJzZs3K97v1KkT/vzzT8yfPx+LFy+GpqYmateujVGjRhUZU5s2bfD777/jhx9+wE8//QQjIyO0atWqxOemKm6NuyIjLRH/Hl393wN5XdFv0ibFkJKUxCgIBHmZ1qyMFPz12yykp8RBR88YVezrYPC3e2FRNW9xo8d3zuD49rzs6ZFNUwAAn3T3QcseEz/SmZUPjVp0RmrKK/y57xekJsXD1qEWJsxcr3iMxqv4aKX2zUhPwa4N85CaFA9dfSPYO7rhmwU7YGPnpHTcm5dOQi4HPFt0+ajnUx55eHVBemoiTv+xBqnJ8ahqXxsjpv2qGDqZlKD8Hc5MT8HBzbORmpzbxrYOdTBu9i5Y25Z8ga7Kon6z3DY+deC/Nq5eG6OmF93GBzbltXG1GnXgM3cXrKuxjQvyqVcDvEpNw4Y/TiIhOQU17W2xZtoYmP+3OE50wisI35r7GR4Vi8BHYVj77dh8x4t9lYwLt+4DAAZ9r3wTdcN34+HpWrn+Pxg3qotm/r8pXrst/Q4AELHjIIJG+kHbxhK6djaK9zPDI3G951i4LfODw8QhyIqMxt2x3yue0QgAUb//BS1LM9ScMwnaVSyRcicYAd1HIfutxXEqC1fPrshITcS/x/KuJfpPLOJaIj0Ff+1Uvpb4clr+a4kTO/JfS7ToVvmuJYqjsg9PFcgrewtQpbDtnKojUH/VzCrOYkMVUWoW7/GVNREnbJSptrKT765EH+RCC19Vh6DWYv8OUXUIam94W1VHULjZ27PL7Njzh6pwSFwx8SqEiIiIiIioCLJKnmbjfdVK5s3HXby9/fvvv6oOj4iIiIiIyhlmGiuZglY9fc3W1vbjBUJEREREVEHIK3mqkZ3GSsbZuXJNziciIiIiog/DTiMREREREVERKvvSoZzTSERERERERIVippGIiIiIiKgIMs5pJCIiIiIiosJU9kfbc3gqERERERERFYqZRiIiIiIioiLIZaqOQLWYaSQiIiIiIqJCMdNIRERERERUBBnnNBIREREREREVjJlGIiIiIiKiInD1VCIiIiIiIqJCMNNIRERERERUBJmscmca2WkkIiIiIiIqQiUfncrhqURERERERFQ4ZhqJiIiIiIiKIK/kw1OZaSQiIiIiIqJCMdNIRERERERUBFkln9TITCMREREREVEFsW7dOjg4OEBHRwdNmzZFQEBAsfbbu3cvBAIBevXqVeLPZKeRiIiIiIioCHKZvMy2kti3bx98fX0xZ84c3Lp1Cx4eHujUqRNiY2OL3C88PBxTp05Fy5Yt3+v82WkkIiIiIiKqAJYvX47Ro0dj+PDhcHNzw4YNG6Cnp4ctW7YUuo9UKoW3tzfmzZsHR0fH9/pcdhqJiIiIiIiKUB4yjdnZ2bh58yY6dOigKBMKhejQoQOuXLlS6H7z58+HlZUVRo4c+d7nz4VwiIiIiIiIilCWT9wQi8UQi8VKZdra2tDW1lYqi4+Ph1QqhbW1tVK5tbU1Hj58WOCxL168iM2bNyMwMPCDYmSmkYiIiIiISEUWLVoEY2NjpW3RokUffNzU1FQMHjwY//vf/2BhYfFBx2KmkYiIiIiIqAglXbCmJPz8/ODr66tU9naWEQAsLCwgEokQExOjVB4TE4MqVarkqx8aGorw8HD06NFDUSaTyQAAGhoaCAkJgZOTU7FiZKeRKoXOVW6rOgS1Z5TwVNUhqLVsPVNVh6D2hLIcVYeg1obsqKnqENRez79DVB2CWrP6tJaqQ1B/OZXzO1zQUNSCaGlpoVGjRvD391c8NkMmk8Hf3x8+Pj756teuXRt3795VKvv++++RmpqKVatWwc7OrtgxstNIRERERERUBLm8DCc1loCvry+GDh0KT09PNGnSBCtXrkR6ejqGDx8OABgyZAhsbW2xaNEi6OjooG7dukr7m5iYAEC+8ndhp5GIiIiIiKgC6N+/P+Li4jB79mxER0ejfv36OHnypGJxnOfPn0MoLP1la9hpJCIiIiIiKoKsLJdPLSEfH58Ch6MCwLlz54rcd9u2be/1mVw9lYiIiIiIiArFTCMREREREVERysucRlVhp5GIiIiIiKgIZfnIjYqAw1OJiIiIiIioUMw0EhERERERFYGZRiIiIiIiIqJCMNNIRERERERUBFklXwiHmUYiIiIiIiIqFDONREREREREReCcRiIiIiIiIqJCMNNIRERERERUBHkln9PITiMREREREVERZByeSkRERERERFQwZhqJiIiIiIiKwIVwiIiIiIiIiArBTCMREREREVERKvtCOMw0EhERERERUaGYaSQiIiIiIiqCXCZTdQgqxUwjERERERERFYqZRiIiIiIioiLwOY1EREREREREhWCmkYiIiIiIqAhcPZUKFB4eDoFAgMDAQFWH8kHmzp2L+vXrl3pdIiIiIqLKQi6Tl9lWETDTqOamTp2KiRMnqjqMUiEQCHDo0CH06tVL1aGU2KHjp7D38DEkvkqGk4M9Jo8ZDteazoXWT01Lx6ad+3DhagBSU9NgbWWBiSOHwsuzAQBAKpVh297f8fe5i0hMSoKFmSk6t2uNIf36QCAQfKzTKjf2+V/B9pP/IiE5DTXtqmC6dw/UdbQrsO6oxf/DzZCwfOWfuNfCmq+H5iv/ccdh/HEuAFMHdIP3py1KPfaK4vdT57Dr2GkkJKfAxb4avhneH3WcHQqsO27ectwKfpyvvHmDulgxfQIA4GzAbRw8/S8ehj1HSlo6fvvpO9R0KPj/WWWx/+8L2Pnnmf/a2BbThn6BOs7VC6w79ofVuBX8JF95i/puWPntV5BIpFj/+5+4FPgAL2ITYKCrgyZ1a8FnYE9YmhqX9amUS11aGaNXe1OYGIkQ/iIbm36PxeNn4gLrenno4/NOZrCx0IRIJEBUXA6O+L/C+eupijoTv7RGOy8jpf1uPUjHD7+8LNPzKM9untuFa39vRnpKHKyq1UbH/rNQtYZ7gXWDLh/EiR1+SmUiDS1MW3tX8Trk9t+4fWEvop/fR1Z6EobPPAxrO9cyPYfyyuwTTzh+MxLGDetCp6oVbnw+HjFH/Yvep1UTuC2dAQM3F2RFROHJovWI3HFIqU71cYPg6DsS2lUskRL0EPe//gHJ1+8WckSqzMq005idnQ0tLa2y/IhyTZXnL5fLIZVKYWBgAAMDA5XEQLnO/HsZ67b8Bt9xo+BW0xm/HzuBqXMXYecvy2Fqkv/iLSdHgm/mLICpsTHmT58CCzNTxMTFw0BfX1Fn98EjOPLXP/D7ehwc7Koh5MlT/LR6A/T19PBFjy4f8/RU7lRAEJbtO4GZg3uhrmM17D59GeOXb8Xhhb4wM8r/3V82wRs5UqnidXJaBvrPWYOOnnXz1T1z8z7uhkbA0sQo33uVyenLN7Dqtz8wfdRA1HGugb0nzmDyotXYv3wuzIzzt81P34yFRCJRvE5OTceX0xegfdOGirLMrGx41HZCh2YNsXDjro9yHuXZ31duYeXOQ5gxoj/qOlfHnr/OY+JPv+DAsu9hZmyYr/6SKSORI3nze5wO7xmL0b5p7o2lrOxsPAyLxMjeneBib4vU9Aws23EQ3yzdiB0Lpn208yovWjQ0wPDeFtiwLw6PwrPQo60JZk+whc/8Z0hOk+arn5ohw4GTiXgRkw2JFPCsq4+JX1ojOU2KwOAMRb1b99OxZmeM4nWOpGJkDMpC8I0TOHNgEToNmoeqDh64fmY79q0ZiTFzT0LfyLzAfbR1DDB63knF67dveuaIM1DNuSFcG3XBXzu/L9P4yzuRvh5SgkIQse0PeB5Y9876ug7V0Pjor3i+cS8Ch0yFebtmqPfrj8iKikP86YsAAJu+XeD6sx/uTZiDpIA7qDFpKJoe34xzdTojOy6xrE+pwqkoGcGyUqLhqW3atIGPjw98fHxgbGwMCwsLzJo1SzHG18HBAT/88AOGDBkCIyMjjBkzBgBw8eJFtGzZErq6urCzs8OkSZOQnp4OAPjuu+/QtGnTfJ/l4eGB+fPnFyumr7/+WqmsV69eGDZsmOK1g4MDFi5ciBEjRsDQ0BD29vbYuHGj0j4BAQFo0KABdHR04Onpidu3b+f7rHv37qFLly4wMDCAtbU1Bg8ejPj4+Hzt8/XXX8PCwgKdOnXCuXPnIBAI4O/vD09PT+jp6aF58+YICQlROvb69evh5OQELS0t1KpVC7/99pvivYKGyiYlJUEgEODcuXMAoPicv/76C40aNYK2tjYuXryYb8jpuXPn0KRJE+jr68PExAQtWrTAs2fPlGL57bff4ODgAGNjYwwYMACpqXl3Vtu0aYOJEyfi66+/hqmpKaytrfG///0P6enpGD58OAwNDeHs7Iy//vqrxG03adIkfPvttzAzM0OVKlUwd+5cpf+HANC7d28IBALF64pg/5Hj6P5pO3Tt0AYO9tXwzbhR0NHWwol/zhVY/8Q/Z5GaloYF332Deq61YGNthfp13eBcIy/jcP/hI7Ro2gjNPBvCxtoKbVp4oXEDdzx8HPqRzqr82HnqIvq0aozPWjaCk601Zg75DDpaWjj8780C6xsb6MHC2FCxXb3/BDpamujYuJ5SvdhXyVi8+xgWjukHDVHlHsm/57g/PmvXAj3aNIdjNRvMGDUQOlpaOHbuSoH1jQ30YW5irNiu3Q2GtrYW2nvldRq7tmqKUZ93Q+O6lTNr8LbdJ86iV9vm6NnGC47VbOA3sh90tLVw9PzVAusbG+jDwsRIsV27+xA62pro0LQ+AMBATxfrvpuAjl4N4VDVGvVcamDasC8QHBaB6PjKdzHYs50pTl9OwZmrKYiMzsaGvbEQZ8vRvlnBN4TuP87EtaB0RMbkIDo+B3+eS0L4SzFcHXWU6uVI5EhKlSq29MzK+xy3gH+2wqNFP7g3/xwWVZ3RedA8aGrqIOjyH4XvJBDAwNhSsekbWSi9XderFz7p5oPqtZuVcfTlX9ypC3g0ZyVijvxTrPrVxwxAZlgkgr9djLSHT/Hsl12I/uMUakwepqhT4+vhiNi8H5HbDyItOBR3x8+BNCMLdsM+L6OzoIqsxFdC27dvh4aGBgICArBq1SosX74cmzZtUry/dOlSeHh44Pbt25g1axZCQ0PRuXNnfP755wgKCsK+fftw8eJF+Pj4AAC8vb0REBCA0NC8i9379+8jKCgIgwYNKoVTzLVs2TJFZ3D8+PEYN26couOWlpaG7t27w83NDTdv3sTcuXMxdepUpf2TkpLQrl07NGjQADdu3MDJkycRExODfv365WsfLS0tXLp0CRs2bFCUz5w5E8uWLcONGzegoaGBESNGKN47dOgQJk+ejG+++Qb37t3D2LFjMXz4cJw9e7bE5zljxgz89NNPCA4Ohru78pAQiUSCXr16oXXr1ggKCsKVK1cwZswYpTt7oaGhOHz4MP7880/8+eefOH/+PH766ad852hhYYGAgABMnDgR48aNQ9++fdG8eXPcunULn376KQYPHoyMjIwSt52+vj6uXbuGJUuWYP78+Th9+jQA4Pr16wCArVu3IioqSvG6vMvJkeBRaBgaeeR1SIRCIRp51MP9kEcF7nPp+k3UqVUTK37dgl5DxmLYxKn47fdDkErzLkbq1K6JW0H3EPEidxjUk7BnuPsgBE0b1i/T8ylvciQSBD97iaZueUN9hUIhmro5ISj0ebGOcfjfG+jUxB262nmjAmQyGb7/3+8Y2rklnGytSz3uiiRHIsHDsOdoUq+2okwoFKJxvdq4++hpsY5x7OxldGzmCV0d7bIKs0LLbeMINKlbS1EmFArRpG4t3H2cfyh1QY6eu4qOXo2KbOO0jCwIBAIY6Ol+cMwViYYIcLLTxp2QvAyhXA4EhWSgVg2dIvbMU6+mLmyttPAgNEupvK6LLrYtqoG1s6pjbH9LGOpXzhtMUkk2op/fh4Nrc0WZQCiEg2tzvHia/yb8a9niDPzyXVus82uNA7+MQ9zL/MPa6f2YeNVH/BnlG3txpy/C1Ks+AECgqQnjhnUQ7385r4Jcjvgzl2Hi1eAjRlpxyOSyMtsqghIPT7Wzs8OKFSsgEAhQq1Yt3L17FytWrMDo0aMBAO3atcM333yjqD9q1Ch4e3srsoEuLi5YvXo1WrdujfXr16NOnTrw8PDA7t27MWvWLADArl270LRpUzg7Fz7nq6S6du2K8ePHAwCmT5+OFStW4OzZs6hVqxZ2794NmUyGzZs3Q0dHB3Xq1EFkZCTGjRun2H/t2rVo0KABFi5cqCjbsmUL7Ozs8OjRI9SsWVNxfkuWLFHUiYqKAgAsWLAArVu3BpDbsevWrRuysrKgo6ODpUuXYtiwYYr4fH19cfXqVSxduhRt27Yt0XnOnz8fHTt2LPC9lJQUJCcno3v37nBycgIAuLoq3+WXyWTYtm0bDA1zh0MNHjwY/v7+WLBggaKOh4cHvv8+d5iIn58ffvrpJ1hYWCi+A7Nnz8b69esRFBQELy+vYredu7s75syZo2jHtWvXwt/fHx07doSlpSUAwMTEBFWqVClRm6hSckoKpDJZvmGopibGeB75osB9oqJjcTv2Pjq0boHFs6fjRVQ0Vvy6BVKpFMMGfAEA8P78M2RkZGLwhG8gFAohk8kw6sv+6NjmkzI/p/LkVWoGpDJZvmGo5kYGCI+Ke+f+955G4MmLGMwZ3kepfOtfFyASCTGwQ/NC9qw8klLSctv4rWGoZsZGePYippC98tx/Eo7QiJeYOXZwWYVY4SWlpv/XxsrDUM2MDRH+sjht/AyhEVGYNbrwG63i7Bys3XMEnzZrWOk6jYYGIohEAiSnKg9DTUqRwNZar9D99HSE2LSgBjQ1BJDJ5Ni4Lw53HuZ1PG8Hp+PqnTTEJOSgioUmvuxhjlnjbDFjWQQq2yi2jLRXkMuk+Yah6huaIyG64JtL5lVqoOuQhbCyrQVxZiqund6CnUsGYOSc4zAyrTi/8+WVtrUFxDHxSmXimHhoGhtCqKMNTVNjCDU0II5NeKtOAvRrOX7MUKmCKHGn0cvLSykz1axZMyxbtgzS/+YIeXp6KtW/c+cOgoKCsGtX3pwVuVwOmUyGsLAwuLq6wtvbG1u2bFEMdd2zZw98fX3f95wK9GbWTSAQoEqVKoiNjQUARVZORyfvjmOzZspDIe7cuYOzZ88WOD8wNDRU0fFp1KjROz/fxsYGABAbGwt7e3sEBwcrhvK+1qJFC6xataokpwggf/u/yczMDMOGDUOnTp3QsWNHdOjQAf369VPEA+QOA33dYXwd6+t2KuhcRCIRzM3NUa9eXibN2tpacX5A8dvu7cxoQZ9dHGKxGGKx8uIG4uxsaFeQ+bUyuQwmxkaYOn4MRCIhajk7Ii7xFfYeOqboNJ69eBWnz1/ELN+JcLCvhidh4Vi7eYdiQRwqnsP/3oBLtSpKi+Y8CH+BPacvY/ccn0q5qFBpO3r2EpztbQtdNIc+3JFzV+BsV7XQRXMkEin8Vm+FHMCMEf0KrEP5ZYpl8F30HDraArjX0sPwPhaITsjB/ceZAICLN9MUdZ+/zMazF2JsmFcDdVx0cfdRpqrCrjBsHRvA1jEvo2Xr1AD/m9sVgf/uRaueX6suMKJCVPY5jaW+EI7+G4t1ALlDP8eOHYtJkyblq2tvbw8AGDhwIKZPn45bt24hMzMTERER6N+/f7E+TygU5ntuSk5OTr56mpqaSq8FAgFksuKng9PS0tCjRw8sXrw433tvdrrePv+CPv/1hWhxP18ozB3u8uZ5FnSORX3+a1u3bsWkSZNw8uRJ7Nu3D99//z1Onz4NLy+vfHG+jvXtOAuqU9T5FbftPvT/0WuLFi3CvHnzlMq+mTAGU32+KvGxPpSxkRFEQiFeJSUrlb9KSoaZqUmB+5ibmkJDJILojXl01atVReKrJOTkSKCpqYH123bC+/PP0L5VbibMycEeMXHx2HXgSKXqNJoa6kEkFCIxJU2pPCElDeYFLB7ypkxxNk4FBGFcrw5K5bcfhSMxNR1dp+WNGJDKZFi+7wR2nb6EEz9/W3onUAGYGBnktnFyilJ5YnIKzN6xQFBmlhinL9/AmL49yjLECs/EUP+/Nk5VKk9MToW5yTu+x1li/H3lFsZ+0bXA9193GKPjE/HLzImVLssIAKlpUkilchgbipTKTYw0kJQiKWSv3CGs0fG5v7XhL7JRrYoWPv/UVNFpfFtMggTJqRLYWGpWuk6jnoEpBEIR0lOUs1bpqQn55ikWRiTShLWdK17FFm9qARVNHBMPbWvltte2tkBOcipkWWJkx7+CTCKBtpX5W3XMIY5WzlASAe8xp/HatWtKr69evQoXFxeIRKIC6zds2BAPHjyAs7Nzvu31yqLVqlVD69atsWvXLuzatQsdO3aElZVVseKxtLRUDAEFAKlUinv37pXonFxdXREUFISsrLy5ClevKi8+0LBhQ9y/fx8ODg75zuNdHbXifP6lS5eUyi5dugQ3NzcAUAzNfPM8P+T5kQ0aNICfnx8uX76MunXrYvfu3e99rOIorbbT1NRUZLSL4ufnh+TkZKVt4pgR79yvLGhqaqCmUw3cDMr7TspkMtwKuoc6tWoWuE9d15p4ER2t1GGOfBkFc1NTaGrm3ucRZ2dDIFTOggmFwgozLr60aGpowLV6VVx749EDMpkMAcGhcHeyL3Lf09fvIjtHiq7NlOdudGveAPvnTcTeuT6KzdLECEM6t8QvvsPL5DzKM00NDdSuYY/r9/IW75LJZLh+LwT1ahY9hMn/6i3kSCTo0rJJWYdZoeW2sR2u38+b5yyTyXD9fgjqudQoct9/rgXmtvEnjfO997rD+Dw6Duu+mwATww/7raqoJFIgNEIM91p5Q1EFgtx5iiFhWUXsqUwoADQ1Ch99YG6iAUN9EV6lvPt3St2INLRQxb4Owh/mzaGTy2R49vCKUjaxKDKZFHEvHsHA2LKswqxUkq4Gwrydl1KZRfvmeHU1EAAgz8lB8q37sGj3xsg6gQDmbZsh6Wrh81Ars8r+nMYSdxqfP38OX19fhISEYM+ePVizZg0mT55caP3p06fj8uXL8PHxQWBgIB4/fowjR44oFsJ5zdvbG3v37sXvv/8Ob2/vYsfTrl07HD9+HMePH8fDhw8xbtw4JCUlleicBg0aBIFAgNGjR+PBgwc4ceIEli5dqlRnwoQJSExMxMCBA3H9+nWEhobi1KlTGD58eLE6MkWZNm0atm3bhvXr1+Px48dYvnw5Dh48qFiMR1dXF15eXooFbs6fP6+YU1gSYWFh8PPzw5UrV/Ds2TP8/fffePz4cb55jaWttNrOwcEB/v7+iI6OxqtXrwqtp62tDSMjI6VNlUNT+33WDcf/PoOTZ84jPOIFlm/YjMwsMbp0yM0ILlixDht37FHU79W5I1JS07F603ZEvHiJKzduYefvR9C766eKOs0bN8TO3w/jyo1biIqJxYUrAdh/5DhaeuW/cFR3X3b6BIfO38DRS7fw9GUsFv52BJnibHz2Se5Knd//73esPnAq336H/72BNg1dYWKgPKfJxEAPztWqKG0aIiEsjA3hYFM5L2YGdmuPI2cu4vj5Kwh7EYXFm/cgSyxG99a5Fxtz123Duj2H8+139OwltPL0gLFh/qHpyWnpeBQegbAXuTfDnr2MwaPwCCS8lZWvLAZ1bYvDZy/jzwvXEPYiGj9t2Y/MrGz0aJ27uvicX37D2r1H8+139NwVtG7knq9DKJFIMX3VZjx4+hw/TBgCqUyO+KQUxCelIEdSeHZNXR098wodmxuhbVNDVLPWxNj+VtDRFsL/am4GfdJga3zZMy/j0udTU3jU1oO1uQaqWWuiZzsTtG5ihPMBudlgHS0BhvayQE0HHViaaaBeTV34jbFBdHwObr/xSI7KpEmH4bhzcT/uXjmE+KhQnNozF9nZmXBvnjtn/NjWb3Hu0DJF/YvH1yLswUUkxUUg+vl9HNsyDSmJL+HRoq+iTmZ6EmIigpEQlbtYYmJMGGIigpGW/O456+pGpK8HI4/aMPLIXZRMr0Y1GHnUho5d7oitWj/6wmNr3oiuZxv3Qq+GHWovmgb9Wo6o/tUg2PTtgrBV2xR1wlZuhd3IfrAd3AsGtR1Rd91caOjrImL7wY96bhWFXC4vs60iKPHw1CFDhiAzMxNNmjSBSCTC5MmT883He5O7uzvOnz+PmTNnomXLlpDL5XBycso3/PSLL76Aj48PRCJRiR7ePmLECNy5cwdDhgyBhoYGpkyZUuLFYwwMDHDs2DF89dVXaNCgAdzc3LB48WJ8/nneksNVq1bFpUuXMH36dHz66acQi8WoXr06OnfurBg++r569eqFVatWYenSpZg8eTJq1KiBrVu3ok2bNoo6W7ZswciRI9GoUSPUqlULS5Yswaefflr4QQugp6eHhw8fYvv27UhISICNjQ0mTJiAsWPHflD871Jabbds2TL4+vrif//7H2xtbREeHl52QZeidi2bIyklBVt2/47EV0lwrlEdP8+ZATMTEwBAbHw8hG9kDa0sLfDzXD+s27wDIyZPh4W5KT7v0RmD+nymqDN59HBs3r0fKzZswavkZFiYmaJnpw4Y2r/yLZPdqYk7XqWmY/3hf5CQnIpadjZYN2W4YnhqdGKSUvsCQHhUHG4/fob131S+zOH76NjcE0kpadj4+59ISEpBzerVsHLGRJj/Nzw1Jj4Rwrfmfz57GY07IaFY/V3+qQkA8O+NIPywYYfi9ferNwMARn3eDaP7di+jMym/Pm3WEEkpafj1wAlFG6+eMQ7m/y1AFJ3wKt/ogvCXMQgMeYq1fuPzHS/2VRIu3Mwd4eDtpzw1YMP3E9HIzaWMzqR8unQrDUYGIgzoZg5TQxHCXmRj/roXisVxLM008OZ1m46WEGP6WcLcRAPZOXK8iMnGyu3RuHQrdyi8TA5Ut9VC26Y20NMV4VWyBIEPM7D7zwRIKumzGl09uyIjNRH/HluN9JQ4WFVzRf+JmxTDU1MSoyAQ5P3mZ6Wn4K+ds5CeEgcdPWNUsa+DL6fthUXVvEUQH985gxM7/BSvj2yaAgBo0c0HLXtM/EhnVj4YN6qLZv55j2NzW/odACBix0EEjfSDto0ldO3ypvxkhkfies+xcFvmB4eJQ5AVGY27Y79XPKMRAKJ+/wtalmaoOWcStKtYIuVOMAK6j0L2W4vjEAGAQF6C7m2bNm1Qv359rFy5sgxDIip90Q851KKsGSUU7/EL9H6y9UxVHYLaE8oKnitOpWPoVq7IWNZ6fl65bgZ8bFaf1np3Jfog3XJC3l1JRXqMDS6zYx/7tfw/s7hyPlCIiIiIiIiIiqXUV08tbQU9puG1v/76Cy1btvyI0RARERERUWVTURasKSsl6jSeO3eujMIoXFGrhNra2n68QIiIiIiIiCqhcp9pdHZ2fnclIiIiIiKiMiKvZI81exvnNBIREREREVGhyn2mkYiIiIiISJU4p5GIiIiIiIgKVdk7jRyeSkRERERERIVippGIiIiIiKgIMi6EQ0RERERERFQwZhqJiIiIiIiKwDmNRERERERERIVgppGIiIiIiKgIchnnNBIREREREREViJlGIiIiIiKiIlT2OY3sNBIRERERERVBzkduEBERERERERWMmUYiIiIiIqIiyCr58FRmGomIiIiIiKhQzDQSEREREREVgY/cICIiIiIiIioEO41ERERERERFkMvkZbaV1Lp16+Dg4AAdHR00bdoUAQEBhdY9ePAgPD09YWJiAn19fdSvXx+//fZbiT+TnUYiIiIiIqIKYN++ffD19cWcOXNw69YteHh4oFOnToiNjS2wvpmZGWbOnIkrV64gKCgIw4cPx/Dhw3Hq1KkSfS47jUREREREREWQy2VltpXE8uXLMXr0aAwfPhxubm7YsGED9PT0sGXLlgLrt2nTBr1794arqyucnJwwefJkuLu74+LFiyX6XHYaiYiIiIiIilCWw1PFYjFSUlKUNrFYnC+G7Oxs3Lx5Ex06dFCUCYVCdOjQAVeuXHn3Ocjl8Pf3R0hICFq1alWi82enkYiIiIiISEUWLVoEY2NjpW3RokX56sXHx0MqlcLa2lqp3NraGtHR0YUePzk5GQYGBtDS0kK3bt2wZs0adOzYsUQx8pEbRERERERERSjLR274+fnB19dXqUxbW7vUjm9oaIjAwECkpaXB398fvr6+cHR0RJs2bYp9DHYaiYiIiIiIVERbW7tYnUQLCwuIRCLExMQolcfExKBKlSqF7icUCuHs7AwAqF+/PoKDg7Fo0SJ2GoneVqV2A1WHUGxisRiLFi2Cn59fqd5lKnts47Kkp+oASqAitm9FUxHb+FAjVUdQMhWxjSuSCtm+OSGqjqBEKmQbl2MXj7VWdQjQ0tJCo0aN4O/vj169egEAZDIZ/P394ePjU+zjyGSyAudMFkUgl8tL/nAQIiozKSkpMDY2RnJyMoyMjFQdjlpiG5cttm/ZYxuXPbZx2WL7lj22sXrat28fhg4dil9//RVNmjTBypUrsX//fjx8+BDW1tYYMmQIbG1tFXMiFy1aBE9PTzg5OUEsFuPEiROYMWMG1q9fj1GjRhX7c5lpJCIiIiIiqgD69++PuLg4zJ49G9HR0ahfvz5OnjypWBzn+fPnEArz1jpNT0/H+PHjERkZCV1dXdSuXRs7d+5E//79S/S5zDQSlTO8M1j22MZli+1b9tjGZY9tXLbYvmWPbUyliY/cICIiIiIiokKx00hUzmhra2POnDmctF6G2MZli+1b9tjGZY9tXLbYvmWPbUylicNTiYiIiIiIqFDMNBIREREREVGh2GkkIiIiIiKiQrHTSERERERERIVip5GIiIiIiIgKxU4jERERERERFYqdRiIiIiIiIioUO41E5cTQoUNx4cIFVYehts6ePavqEIg+yNOnT1UdgtrbuXMn0tPTVR0G0XtzdHREQkJCvvKkpCQ4OjqqICJSF+w0EpUTycnJ6NChA1xcXLBw4UK8ePFC1SGplc6dO8PJyQk//vgjIiIiVB2OWnJwcMD8+fPx/PlzVYeilpydndG2bVvs3LkTWVlZqg5HLU2ZMgXW1tYYNGgQTpw4AalUquqQ1Mrnn3+OxYsX5ytfsmQJ+vbtq4KI1E94eHiB31uxWMzrCvog7DQSlROHDx/GixcvMG7cOOzbtw8ODg7o0qULDhw4gJycHFWHV+G9ePECPj4+OHDgABwdHdGpUyfs378f2dnZqg5NbXz99dc4ePAgHB0d0bFjR+zduxdisVjVYamNW7duwd3dHb6+vqhSpQrGjh2LgIAAVYelVqKiorB3714IBAL069cPNjY2mDBhAi5fvqzq0NTChQsX0LVr13zlXbp04UibD3T06FEcPXoUAHDq1CnF66NHj+LQoUP44Ycf4ODgoNogqUITyOVyuaqDIKL8bt26ha1bt2LTpk0wMDDAl19+ifHjx8PFxUXVoVV4r9t2z549AIBBgwZh5MiR8PDwUHFk6uHWrVvYtm0b9uzZA6lUikGDBmHEiBFo2LChqkNTCxKJBEePHsW2bdtw8uRJ1KxZEyNGjMDgwYNhaWmp6vDURkZGBg4dOoTdu3fjn3/+QbVq1RAaGqrqsCo0XV1dBAYGolatWkrlDx8+RIMGDZCZmamiyCo+oTA3DyQQCPD2pb2mpiYcHBywbNkydO/eXRXhkRpgppGoHIqKisLp06dx+vRpiEQidO3aFXfv3oWbmxtWrFih6vAqvIYNG8LPzw8+Pj5IS0vDli1b0KhRI7Rs2RL3799XdXgVXsOGDbF69Wq8fPkSc+bMwaZNm9C4cWPUr18fW7ZsyXdBQyWjoaGBPn364Pfff8fixYvx5MkTTJ06FXZ2dhgyZAiioqJUHaJa0NPTQ6dOndClSxe4uLggPDxc1SFVePXq1cO+ffvyle/duxdubm4qiEh9yGQyyGQy2NvbIzY2VvFaJpNBLBYjJCSEHUb6IMw0EpUTOTk5OHr0KLZu3Yq///4b7u7uGDVqFAYNGgQjIyMAwKFDhzBixAi8evVKxdFWTDk5OThy5Ai2bNmC06dPw9PTEyNHjsTAgQMRFxeH77//Hrdu3cKDBw9UHWqFlpOTg0OHDmHr1q04ffo0vLy8MHLkSERGRmLdunVo164ddu/ereowK6wbN25gy5Yt2Lt3L/T19TF06FBF+86bNw8pKSkctvoBXmcYd+3aBX9/f9jZ2WHgwIHw9vZG7dq1VR1ehXbs2DH06dMHgwYNQrt27QAA/v7+2LNnD37//Xf06tVLtQESUaHYaSQqJywsLCCTyTBw4ECMHj0a9evXz1cnKSkJDRo0QFhY2McPsIKbOHEi9uzZA7lcjsGDB2PUqFGoW7euUp3o6GhUrVoVMplMRVFWbG8O+xUKhRgyZAhGjRqldKF97949NG7cmMPQ3sPy5cuxdetWhISEoGvXrhg1ahS6du2qGJYGAJGRkXBwcIBEIlFhpBXXgAED8Oeff0JPTw/9+vWDt7c3mjVrpuqw1Mrx48excOFCBAYGQldXF+7u7pgzZw5at26t6tDUhr+/P/z9/RUZxzdt2bJFRVFRRaeh6gCIKNeKFSvQt29f6OjoFFrHxMSEHcb39ODBA6xZswZ9+vSBtrZ2gXUsLCz4aI4P0LhxY3Ts2BHr169Hr169oKmpma9OjRo1MGDAABVEV/GtX78eI0aMwLBhw2BjY1NgHSsrK2zevPkjR6Y+RCIR9u/fj06dOkEkEqk6HLUikUiwcOFCjBgxApcuXVJ1OGpr3rx5mD9/Pjw9PWFjYwOBQKDqkEhNMNNIVE6MGDECq1atgqGhoVJ5eno6Jk6cyLuDH+jChQto3rw5NDSU75VJJBJcvnwZrVq1UlFk6uPZs2eoXr26qsNQW+Hh4bC3t1fKLAKAXC5HREQE7O3tVRQZUfEYGBjg3r17XMWzDNnY2GDJkiUYPHiwqkMhNcNOI1E5IRKJEBUVBSsrK6Xy+Ph4VKlShcPNPlBh7ZuQkAArKys+j60UODo64vr16zA3N1cqT0pKQsOGDflw+g/E73DZWL16NcaMGQMdHR2sXr26yLqTJk36SFGpp88++wx9+vTB0KFDVR2K2jI3N0dAQACcnJxUHQqpGQ5PJVKxlJQUyOVyyOVypKamKg1PlUqlOHHiRL6LRCo5uVxe4DCdhIQE6OvrqyAi9cOHSpetwu7xpqWlFTmsnYq2YsUKeHt7Q0dHp8jVqQUCATuNH6hLly6YMWMG7t69i0aNGuX729uzZ08VRaY+Ro0ahd27d2PWrFmqDoXUDDuNRCpmYmICgUAAgUCAmjVr5ntfIBBg3rx5KohMPfTp0wdAbjsOGzZMaT6jVCpFUFAQmjdvrqrw1MLrB0oDuQ+VNjY2VryWSqXw9/fncLQP4OvrCyD3Ozx79mzo6ekp3pNKpbh27VqBC2dR8bw5T5xzxsvW+PHjAeQu6vQ2gUDAbHkpyMrKwsaNG/HPP//A3d0939zygtqeqDjYaSRSsbNnz0Iul6Ndu3b4448/YGZmpnhPS0sL1atXR9WqVVUYYcX2ugMjl8thaGgIXV1dxXtaWlrw8vLC6NGjVRWeWni9TL5AIMg37OzNh0rT+7l9+zaA3O/w3bt3oaWlpXhPS0sLHh4emDp1qqrCIyo2rkxd9oKCghQ3ke7du6f0HhfFoQ/BOY1E5cSzZ89gb2/PP+plZN68eZg6dSqHopahGjVq4Pr167CwsFB1KGpp+PDhWLVqleK5rVT6pFIptm3bVujjCs6cOaOiyNRPVlYWh1UTVSDsNBKpUFBQEOrWrQuhUIigoKAi67q7u3+kqIiIKicfHx9s27YN3bp1K/BxBUXNeaR3k0qlWLhwITZs2ICYmBg8evQIjo6OmDVrFhwcHDBy5EhVh6g2njx5gtDQULRq1Qq6urqFzusnKi52GolUSCgUIjo6GlZWVhAKhRAIBAUudsG5Hu+nYcOG8Pf3h6mpKRo0aFDkD+atW7c+YmTqgytPlq0+ffpg27ZtMDIyUszPLczBgwc/UlTqy8LCAjt27EDXrl1VHYpamj9/PrZv34758+dj9OjRuHfvHhwdHbFv3z6sXLkSV65cUXWIFV5CQgL69euHs2fPQiAQ4PHjx3B0dMSIESNgamrKqQL03jinkUiFwsLCYGlpqfhvKl2fffaZYuGb1/PuqHRx5cmyZWxsrLjZ8eYCQ1Q2tLS04OzsrOow1NaOHTuwceNGtG/fHl999ZWi3MPDAw8fPlRhZOpjypQp0NTUxPPnz+Hq6qoo79+/P3x9fdlppPfGTCMRERERgGXLluHp06dYu3Yth/KVAV1dXTx8+BDVq1eHoaEh7ty5A0dHRzx48ABNmjRBWlqaqkOs8KpUqYJTp07Bw8NDqY2fPn0Kd3d3tjG9N2YaiVTozUcVvAufX0VEVPreHvZ75swZ/PXXX6hTp06+xxVwCPCHcXNzw7///ovq1asrlR84cAANGjRQUVTqJT09XemxPK8lJiYqPXKKqKTYaSRSoeIOmeScxvdjampa7GxBYmJiGUejnl4/Q7A4+HywknvXXNw3cV7u+3l72G/v3r1VFIn6mz17NoYOHYoXL15AJpPh4MGDCAkJwY4dO/Dnn3+qOjy10LJlS+zYsQM//PADgNzrB5lMhiVLlqBt27Yqjo4qMnYaiVSIz6wqWytXrlR1CGrv9TME34VD/d4P5+KWva1bt5Z4n0uXLsHT05OZmxL67LPPcOzYMcyfPx/6+vqYPXs2GjZsiGPHjqFjx46qDk8tLFmyBO3bt8eNGzeQnZ2Nb7/9Fvfv30diYiIuXbqk6vCoAuOcRiIiIqISMDIyQmBgIBwdHVUdClE+ycnJWLt2Le7cuYO0tDQ0bNgQEyZMgI2NjapDowqMnUaiciQ9PR3nz5/H8+fPkZ2drfQeV54sPVlZWfnalw9MJ6LienOBESq5GzduIDg4GEDuPMdGjRqpOCIiehcOTyUqJ27fvo2uXbsiIyMD6enpMDMzQ3x8PPT09GBlZcVO4wdKT0/H9OnTsX//fiQkJOR7n3NGS8eNGzewf//+Am98cBGRDyOVSrFixYpC25fzcqm8i4yMxMCBA3Hp0iWYmJgAAJKSktC8eXPs3bsX1apVU22AaiIrKwtBQUGIjY3NNw2Gi+rR+xKqOgAiyjVlyhT06NEDr169gq6uLq5evYpnz56hUaNGWLp0qarDq/C+/fZbnDlzBuvXr4e2tjY2bdqEefPmoWrVqtixY4eqw1MLe/fuRfPmzREcHIxDhw4hJycH9+/fx5kzZ/iMwVIwb948LF++HP3790dycjJ8fX3Rp08fCIVCzJ07V9XhEb3TqFGjkJOTg+DgYCQmJiIxMRHBwcGQyWQYNWqUqsNTCydPnoS9vT28vLzQs2dP9OrVS7FxkSf6EByeSlROmJiY4Nq1a6hVqxZMTExw5coVuLq64tq1axg6dCgffPyB7O3tsWPHDrRp0wZGRka4desWnJ2d8dtvv2HPnj04ceKEqkOs8Nzd3TF27FhMmDBBMXyvRo0aGDt2LGxsbDBv3jxVh1ihOTk5YfXq1ejWrRsMDQ0RGBioKLt69Sp2796t6hArDQ5PfT+6urq4fPlyvsdr3Lx5Ey1btkRGRoaKIlMfLi4u+PTTTzF79mxYW1urOhxSI8w0EpUTmpqaEApz/0laWVnh+fPnAHKXg4+IiFBlaGohMTFRcYFnZGSkGMr3ySef4MKFC6oMTW2EhoaiW7duAAAtLS2kp6dDIBBgypQp2Lhxo4qjq/iio6NRr149AICBgQGSk5MBAN27d8fx48dVGVqlw9WA34+dnR1ycnLylUulUlStWlUFEamfmJgY+Pr6ssNIpY6dRqJyokGDBrh+/ToAoHXr1pg9ezZ27dqFr7/+GnXr1lVxdBWfo6MjwsLCAAC1a9fG/v37AQDHjh1TzK2hD2NqaorU1FQAgK2tLe7duwcgd84SMwgfrlq1aoiKigKQm3X8+++/AQDXr1/nox8+Mg7Sej8///wzJk6ciBs3bijKbty4gcmTJ3MaRin54osvcO7cOVWHQWqIw1OJyokbN24gNTUVbdu2RWxsLIYMGYLLly/DxcUFmzdvRv369VUdYoW2YsUKiEQiTJo0Cf/88w969OgBuVyOnJwcLF++HJMnT1Z1iBXeoEGD4OnpCV9fX/zwww9Ys2YNPvvsM5w+fRoNGzbkQjgfaMaMGTAyMsJ3332Hffv24csvv4SDgwOeP3+OKVOm4KefflJ1iBXejz/+CG9vb9SoUUPVoagNU1NTpcxseno6JBIJNDRy12J8/d/6+vpczKkUZGRkoG/fvrC0tES9evWgqamp9D4X1aP3xU4jEVVKz549w82bN+Hs7Ax3d3dVh6MWEhMTkZWVhapVq0Imk2HJkiWKGx/ff/89TE1NVR2iWrl69aqifXv06KHqcNSCh4cH7t27h6ZNm+LLL79Ev379YGFhoeqwKrTt27cXu+7QoUPLMJLKYfPmzfjqq6+go6MDc3NzpQ67QCDA06dPVRgdVWTsNBKVE+3atcPBgwfzDZVMSUlBr169cObMGdUEpiZ27NiB/v375xvGl52djb1792LIkCEqioyoeC5cuIDmzZsrMjSvSSQSXL58Ga1atVJRZOrl/v372LVrF/bu3YvIyEh07NgR3t7e6NWrF/T09FQdHlGRqlSpgkmTJmHGjBmKdRKISgM7jUTlhFAoRHR0NKysrJTKY2NjYWtrW+DiAVR8IpEIUVFR+do3ISEBVlZWfE5jKWAbly2278d36dIl7N69G7///juysrKQkpKi6pAqtNcLvBXG3t7+I0WivszMzHD9+nU4OTmpOhRSMxrvrkJEZSkoKEjx3w8ePEB0dLTitVQqxcmTJ2Fra6uK0NSKXC4vcMXDyMhIPkOwlBR2D1IsFkNLS+sjR6N+CvsOJyQkQF9fXwURqT99fX3o6upCS0tLscgTvT8HB4ciV57ljY8PN3ToUOzbtw/fffedqkMhNcNOI5GK1a9fHwKBAAKBAO3atcv3vq6uLtasWaOCyNRDgwYNFO3bvn17paF9UqkUYWFh6Ny5swojrPhWr14NIHe+zKZNm2BgYKB4TyqV4sKFC6hdu7aqwqvw+vTpAyC3fYcNG6Y0xFoqlSIoKAjNmzdXVXhqJywsDLt378bu3bsREhKC1q1bY968efjiiy9UHVqFd/v2baXXOTk5uH37NpYvX44FCxaoKCr1IpVKsWTJEpw6dQru7u75FsJZvny5iiKjio6dRiIVCwsLg1wuh6OjIwICAmBpaal4T0tLC1ZWVhCJRCqMsGLr1asXACAwMBCdOnVS6tBoaWnBwcEBn3/+uYqiUw8rVqwAkJsJ27Bhg9L39XUbb9iwQVXhVXivM+FyuRyGhobQ1dVVvKelpQUvLy+MHj1aVeGpFS8vL1y/fh3u7u4YPnw4Bg4cyJEepcjDwyNfmaenJ6pWrYqff/5ZcYOE3t/du3fRoEEDAFA89ug1Pl+UPgTnNBKVAzk5ORgzZgxmz57Npd7LgFQqxc6dO/Hpp5/CxsZG1eGorbZt2+LQoUN87mUZkMvlGDFiBNasWaN044NK18yZM+Ht7Q03NzdVh1KpPHnyBB4eHkhPT1d1KERUCHYaicoJExMT3L59m53GMqKjo4Pg4GC2bxnJyclB7dq18eeff8LV1VXV4agdmUwGHR0d3L9/Hy4uLqoOR+1lZ2cjLCwMTk5O+Varpff3Z31IzAAAKZxJREFU9kJCcrkcUVFRmDt3Lh4+fIjAwEDVBEZE78S1eInKic8++wyHDx9WdRhqq27dunw+VRnS1NREVlaWqsNQW0KhEC4uLkhISFB1KGotMzMTI0eOhJ6eHurUqaNY7XPixIn46aefVBxdxWdiYgJTU1PFZmZmBjc3N1y5cgXr169XdXhqIT09HbNmzULz5s3h7OwMR0dHpY3offH2GVE54eLigvnz5+PSpUto1KhRvtUQJ02apKLI1MOPP/6IqVOn4ocffiiwfY2MjFQUmfqYMGECFi9ejE2bNjE7UwZ++uknTJs2DevXr0fdunVVHY5amjFjBu7cuYNz584pLZDVoUMHzJ07FzNmzFBhdBXf2bNnlV4LhUJYWlrC2dmZfzNKyahRo3D+/HkMHjwYNjY2nMdIpYbDU4nKiaKGTQoEAmbJPtCbDzl+80f09WMMuNT7h+vduzf8/f1hYGCAevXq5euYHzx4UEWRqQdTU1NkZGRAIpFAS0tLaUEcAEhMTFRRZOqjevXq2LdvH7y8vGBoaIg7d+7A0dERT548QcOGDfmcxg904cIFNG/ePF8HUSKR4PLly2jVqpWKIlMfJiYmOH78OFq0aKHqUEjN8LYOUTkRFham6hDU2tt3uKn0mZiYcCXaMrRy5UpVh6D24uLiYGVlla88PT2dGZtS0LZtW0RFReVr4+TkZLRt25Y370rB62G/RKWNmUaicuj1P0tepBARfTytWrVC3759MXHiRBgaGiIoKAg1atTAxIkT8fjxY5w8eVLVIVZoQqEQMTExSo+WAoBHjx7B09OTmdxSsHPnThw5cgTbt2+Hnp6eqsMhNcJMI1E5smPHDvz88894/PgxAKBmzZqYNm0aBg8erOLI1ENSUhI2b96M4OBgAECdOnUwYsQIxXPwqHTExcUhJCQEAFCrVq18F4j0/qRSKQ4fPqz0He7Zsyef5VpKFi5ciC5duuDBgweQSCRYtWoVHjx4gMuXL+P8+fOqDq/Cev38RYFAgGHDhkFbW1vxnlQqRVBQEJo3b66q8Cq8Bg0aKN1kfvLkCaytreHg4ABNTU2lurdu3frY4ZGaYKeRqJxYvnw5Zs2aBR8fH8VchIsXL+Krr75CfHw8pkyZouIIK7YbN26gU6dO0NXVRZMmTQDktvmCBQvw999/o2HDhiqOsOJLT0/HxIkTsWPHDshkMgCASCTCkCFDsGbNGt71/kBPnjxB165d8eLFC9SqVQsAsGjRItjZ2eH48eNwcnJScYQV3yeffII7d+5g0aJFqFevnuJvw5UrV1CvXj1Vh1dhvb4xJ5fLYWhoqDQfV0tLC15eXhg9erSqwqvwevXqpeoQqBLg8FSicqJGjRqYN28ehgwZolS+fft2zJ07l3MeP1DLli3h7OyM//3vf4pFGCQSCUaNGoWnT5/iwoULKo6w4hs7diz++ecfrF27VunGx6RJk9CxY0cuqf+BunbtCrlcjl27dinmLCUkJODLL7+EUCjE8ePHVRxhxZaTk4OxY8di1qxZfJ5rGZk3bx6mTp2ab5Gst126dAmenp5KGUkiUi12GonKCR0dHdy7dw/Ozs5K5Y8fP0a9evX4DLwPpKuri9u3b6N27dpK5Q8ePICnpycyMjJUFJn6sLCwwIEDB9CmTRul8rNnz6Jfv36Ii4tTTWBqQl9fH1evXs2X8bpz5w5atGiBtLQ0FUWmPoyNjREYGMhOo4oZGRkhMDCQzxV8DxERERAIBKhWrRoAICAgALt374abmxvGjBmj4uioIhO+uwoRfQzOzs7Yv39/vvJ9+/bBxcVFBRGpFyMjI8WDut8UEREBQ0NDFUSkfjIyMmBtbZ2v3MrKip3yUqCtrY3U1NR85WlpadDS0lJBROqnV69eOHz4sKrDqPSYz3h/gwYNUqwWHh0djQ4dOiAgIAAzZ87E/PnzVRwdVWSc00hUTsybNw/9+/fHhQsXFEP7Ll26BH9//wI7k1Qy/fv3x8iRI7F06VLFgguXLl3CtGnTMHDgQBVHpx6aNWuGOXPmYMeOHdDR0QEAZGZmYt68eWjWrJmKo6v4unfvjjFjxmDz5s2KebnXrl3DV199hZ49e6o4OvXg4uKC+fPn49KlS2jUqFG+YZSTJk1SUWRExXPv3j3F34f9+/ejXr16uHTpEv7++2989dVXmD17toojpIqKw1OJypGbN29ixYoVipURXV1d8c0336BBgwYqjqziy87OxrRp07BhwwZIJBIAgKamJsaNG4effvqJc2dKwb1799CpUyeIxWJ4eHgAyB06qaOjg1OnTqFOnTr/b+/+w3K8+/+BP6+oVK7yq2RWfqT5WZTuCWNLxj2NkdktSeVn5ogVFqO6CzGHMs29mcpwj40Zdpshkhx3ieiXsEnF9ZlljVZ+xPr5/cPh+u5ylRvJ+zxPz8dx7Dhc5/v643mcx8XO1/l+vd9vwQnlraysDL6+vti3b592R8Tq6mqMGTMGmzdv5i7Az8Cj2lJVKhUKCwufY5oXl1qtRk5ODttTn0LLli2Rl5eHzp07Y8yYMRg8eDBCQkKg0WjQvXt33L17V3REkikWjUT0QqmoqEBBQQEAwM7Ojjt6PmMVFRXYtm0bfvrpJwD3X3x4e3vr7JZIjZOfn69zfx9eB03PBs/LFYdF49MbMGAA3Nzc4OHhgREjRiA9PR19+/ZFeno63n33Xfzyyy+iI5JMsWgkkpiSkhKUlJRojyx4wNHRUVAiIqIXR0JCAtauXas9L9fe3h4ffPABpk+fLjjZi4Mb4Ty9Y8eOYdy4cbh58yZ8fX2xadMmAMBHH32En376Cbt37xackOSKaxqJJOLMmTPw9fXFhQsX9DYBUKlUqKmpEZRMGe7du4dPP/0UycnJ9RblPPD42fj111/x3//+t957zPVgjVNXV4ddu3Y1+Bvmw2DjhYWFISYmBoGBgdp1uCdOnEBQUBA0Gg03EnlOOJ/x9N544w1cv34dN2/eROvWrbXXZ86cyc4aahTONBJJRN++fWFnZ4eQkBC0b99eryWqU6dOgpIpg7e3NxITE/Huu+/We3/Dw8MFJVOOzZs3Y9asWTAyMkLbtm117jHXgzXevHnz8MUXX8DNza3e3/CXX34pKJlyWFpaIjY2Vm9zrK+//hqBgYG4fv26oGRERGKxaCSSCLVajaysLK5PaiIWFhb48ccftTvT0rNnY2ODgIAALF68GAYGPNHpWWvTpg2++uorjBo1SnQUxWrVqhUyMjL0jjm6ePEiXn31VZSVlYkJJmPOzs5ISkpC69at4eTk9Mg1ouz4eDq8x/Q8sD2VSCLc3d2Rk5PDorGJdOzYkecxNrGKigpMnDiRBWMTsbCw4BqvJubj44PPP/8cMTExOtc3btwIb29vQank7Z133tHuTj127FixYRSK95ieB840EknE9evX4evri1dffRV9+vTRbqn/AM9ha5wDBw4gNjYWGzZsYKtvE/nwww/Rpk0bLFq0SHQURdqyZQsOHjyITZs2cTfaJhIYGIitW7fCxsYGrq6uAO6fhanRaDBlyhSdf5cfLiyJRKupqUFqaiocHR3RqlUr0XFIYVg0EknEvn374OPjg5s3b+qNcSOcxvv999/x3nvv4fjx4zA1NdUryktLSwUlU46amhq8/fbbuHv3LhwcHPTuMR+yG+fu3bsYN24cUlNT0blzZ737y7azxnNzc3us76lUKhw9erSJ0yhPRkYGamtrMWDAAJ3rJ0+eRLNmzeDi4iIomXK0aNECFy5ceOSZo0RPg+2pRBIRGBiIyZMnIzQ0FO3btxcdR3G8vLxw9epVREVF1buJCDXeypUrcejQIXTv3h0A9DbCocbx9fXFmTNnMHnyZP6Gm0hycrLoCIo2Z84cfPjhh3pF49WrV/Hxxx/j5MmTgpIpR58+fVBYWMiikZ45zjQSSYRarUZ2djbs7OxER1EkU1NTnDhxAn379hUdRbFat26NtWvXws/PT3QURTIzM8OhQ4fw2muviY5C9FRatmyJ3NxcvbW5RUVFcHR0xK1btwQlU46DBw9i8eLFWLZsGfr37w8zMzOdcXNzc0HJSO4400gkEZ6enkhOTmbR2ER69OiBu3fvio6haMbGxtydtgnZ2NjwgY9kzdjYGL/99pte0VhcXIzmzflI+iw82F15zJgxOt0IdXV1XOpCjcKZRiKJWLFiBT755BN4eHjUux6MB6M3TmJiIiIiIrBixYp67y8fxhtv5cqVKC4uRmxsrOgoirR//358+umn2LBhAzp37iw6DtET8/LyQnFxMb7//ntYWFgAAMrKyjB27FhYWVlh586dghPKX0pKyiPHX3/99eeUhJSGRSORRDxq/QEPRm+8B8dAPLwOjG9fn51x48bh6NGjaNu2LXr37q1XmO/evVtQMmVo3bo1KioqUF1dzc2cSJauXr2KoUOH4saNG3BycgIAZGdno3379jh8+DBsbGwEJySihrAXgEgiioqKREdQNG5w0fRatWoFT09P0TEU65NPPhEdgahROnbsiNzcXGzbtg05OTkwMTGBv78/vLy89F6C0NM5fvz4I8eHDh36nJKQ0nCmkUhmzM3NkZ2dzUO+m8j777+PyMhItGvXTnQUxUpNTYWLi4v2MGp6tlatWoWAgACe00b0AnrQVfNXf+2wYVcNPS0WjUQyo1arkZOTw6KxibAob3q8x02L95ekLD8/H8nJySgpKUFtba3OWFhYmKBUylFeXq7zuaqqCllZWQgNDcWKFSvg7u4uKBnJHdtTiYj+gu/Rmh7vcdPi/SWpiouLw+zZs9GuXTtYW1vrneXKorHxHmww9FdvvvkmjIyMEBwcjDNnzghIRUrAopGIiIiImtzy5cuxYsUKhISEiI7ywmnfvj1+/vln0TFIxlg0EhEREVGT++OPPzBhwgTRMRQtNzdX53NdXR2Ki4uxatUq9OvXT0woUgQWjUQy8/CREURERHIwYcIEJCYmIiAgQHQUxerXrx9UKpVem7qrqys2bdokKBUpAYtGIpnheiWSO774IHoxdevWDaGhoUhPT4eDg4PeMRtz584VlEw5Hj6+y8DAAJaWlmjRooWgRKQULBqJZObAgQPo2LGj6Biyo9FoYGNjo1ew1NXV4f/+7/9ga2sLAJg8eTLMzc1FRHxh8MVH0xoyZAhMTExExyDSs3HjRrRs2RIpKSlISUnRGVOpVCwan4FOnTqJjkAKxSM3iAQKDg5+7O/GxMQ0YRLla9asGYqLi2FlZaVz/caNG7CysuLZVSQrVVVVuHz5MqysrOrdLZGIXlwpKSlYs2YNLly4AADo1asXFi5ciCFDhghORnLGmUYigbKysh7re2zna7y6urp67+Pt27fZttMITk5Oj/37zMzMbOI0yrR69WoEBgbCxMQENTU1CAkJwaefforq6moYGBjAx8cHX3zxhV6rH5EUBAcHY9myZTAzM3vki1KVSoXo6OjnmEyZvvrqK/j7+8PT01M7c5uamgp3d3ds3rwZkyZNEpyQ5IozjUSkaA8eUtatW4cZM2bA1NRUO1ZTU4OTJ0+iWbNmSE1NFRVR1iIiIh77u+Hh4U2YRLn+Oku+Zs0aREVFITo6GgMGDEBWVhaCg4Mxf/58fPjhh6KjEulxc3PDnj170KpVK7i5uTX4PZVKhaNHjz7HZMrUs2dPzJw5E0FBQTrXY2JiEBcXp519JHpSLBqJSNEePKSkpKRg4MCBMDIy0o4ZGRmhc+fOWLBgAezt7UVFJHokAwMDXLt2DVZWVnB2dkZAQABmzpypHd+2bRtWrlyJvLw8gSmJSAqMjY1x7tw5dOvWTef6pUuX0KdPH9y7d09QMpI7tqcSScjp06exc+dOaDQaVFZW6ozt3r1bUCp5S05OBgD4+/tj3bp13OSGZOlBC7BGo8GgQYN0xgYNGqS3YyIRvZhsbGyQlJSkVzQeOXIENjY2glKRErBoJJKIb775BlOmTMHIkSORmJiIESNG4OLFi/jtt98wbtw40fFk78svvxQdQfFqamqwdu3aBl98lJaWCkomf3FxcWjZsiWMjIz07uOtW7dgbGwsKBkRScn8+fMxd+5cZGdna18wpaamYvPmzVi3bp3gdCRnLBqJJCIqKgpr167FnDlzoFarsW7dOnTp0gWzZs1Chw4dRMeTvTt37mDVqlVISkpCSUkJamtrdcYLCwsFJVOOiIgIxMfHY/78+Vi6dCmWLFmCy5cvY+/evQgLCxMdT7ZsbW0RFxcH4H7rWWZmJoYOHaodT05ORvfu3UXFIyIJmT17NqytrREdHY2dO3cCuL/OcceOHXjnnXcEpyM545pGIokwMzPDuXPn0LlzZ7Rt2xbHjh2Dg4MDLly4gGHDhqG4uFh0RFnz8vJCSkoKfHx80KFDB70dP+fNmycomXLY2dkhNjYWHh4eUKvVyM7O1l5LT0/H9u3bRUdUpPT0dBgbG8PJyUl0FCIiUijONBJJROvWrXHr1i0AQMeOHZGXlwcHBweUlZWhoqJCcDr5O3DgAPbv34/BgweLjqJY165dg4ODAwCgZcuWKC8vBwC8/fbbCA0NFRlN0VxdXXU+e3h4ID4+nh0KRC+wysrKertqbG1tBSUiuWPRSCQRQ4cOxeHDh+Hg4IAJEyZg3rx5OHr0KA4fPgx3d3fR8WSvdevWaNOmjegYivbyyy+juLgYtra2sLOzQ2JiIpydnZGRkcE1d8/R8ePHcffuXdExiEiA/Px8TJ06FWlpaTrXH5xVXFNTIygZyR2LRiKJWL9+vXYr7CVLlsDQ0BBpaWkYP348li5dKjid/C1btgxhYWHYsmWLzlmN9OyMGzcOSUlJGDBgAAIDAzF58mQkJCRAo9HonRlGRETPnp+fH5o3b44ffvih3qUYRE+LaxqJ6IXg5OSEgoIC1NXVoXPnzjA0NNQZz8zMFJRMudLT05GWlgZ7e3uMHj1adJwXhlqtRk5ODrp27So6ChE9Z2ZmZjhz5gx69OghOgopDGcaiSSktrYWly5dqncdwl93S6QnN3bsWNERFO/48eMYNGgQmje//78WV1dXuLq6orq6GsePH+dvmIioifXq1QvXr18XHYMUiDONRBKRnp6OSZMm4cqVK3j4ryXXIZAcNGvWDMXFxbCystK5fuPGDVhZWfE3/JxwppHoxXX06FEsXboUUVFRcHBw0OuqMTc3F5SM5I4zjUQSERAQABcXF+zfv5/rEEiWHmy08LAbN27AzMxMQCIiohfL8OHDAUBvAz1uhEONxaKRSCLy8/Oxa9cudOvWTXQURaqpqcHatWuxc+dOaDQaVFZW6oyXlpYKSiZ/np6eAO7PiPv5+enslFpTU4Pc3FwMGjRIVDxFqKqqwqxZsxAaGoouXbo88rsfffQRdwomekElJyeLjkAKxaKRSCIGDBiAS5cusWhsIhEREYiPj8f8+fOxdOlSLFmyBJcvX8bevXsRFhYmOp6sWVhYALj/JlutVsPExEQ7ZmRkBFdXV8yYMUNUPEUwNDTEd99991jnXS5evPg5JCIiqamqqkJkZCQ2bNgAe3t70XFIYbimkUgi9uzZg6VLl2LhwoX1rkNwdHQUlEwZ7OzsEBsbCw8PD6jVamRnZ2uvpaenY/v27aIjyl5ERAQWLFjAVtQm4uvri379+vH4EiJqkKWlpXbXaqJniUUjkUQYGBjoXVOpVFyH8IyYmZnhwoULsLW1RYcOHbB//344OzujsLAQTk5OKC8vFx2R6JGWL1+O6OhouLu7o3///nrF+dy5cwUlIyKpCAoKgrGxMVatWiU6CikM21OJJKKoqEh0BEV7+eWXUVxcDFtbW9jZ2SExMRHOzs7IyMjQWYNHjbNr164G143yLMzGSUhIQKtWrXDmzBmcOXNGZ0ylUrFoJCJUV1dj06ZNOHLkSL0vl2JiYgQlI7lj0UgkAVVVVRg2bBh++OEH9OzZU3QcRRo3bhySkpIwYMAABAYGYvLkyUhISIBGo2G73zMSGxuLJUuWwM/PD99//z38/f1RUFCAjIwMzJkzR3Q82eOLJSL6X/Ly8uDs7AwAuHjxos4Yd2WnxmB7KpFEdOzYEUeOHGHR+Jykp6dr132MHj1adBxF6NGjB8LDw+Hl5aVzVmBYWBhKS0uxfv160REVobKyEkVFRbCzs0Pz5nz3S0RETU9/ERURCTFnzhx8/PHHqK6uFh1FMZydnfHHH38AACIjI1FRUaEdc3V1RXBwMAvGZ0ij0WiP1jAxMcGtW7cAAD4+Pvj6669FRlOEiooKTJs2Daampujduzc0Gg0AIDAwkOuXiEjHpUuXcOjQIdy9exfA/d2tiRqDRSORRGRkZGD37t2wtbXFyJEj4enpqfMfPbkLFy7gzp07AO7v7Hn79m3BiZTN2tpae96lra0t0tPTAdxvq+QDS+MtXrwYOTk5OHbsGFq0aKG9Pnz4cOzYsUNgMiKSihs3bsDd3R2vvPIKRo0aheLiYgDAtGnTMH/+fMHpSM7Y10IkEa1atcL48eNFx1CUfv36wd/fH6+99hrq6uqwZs0atGzZst7v8qzGxhs2bBj+85//wMnJCf7+/ggKCsKuXbtw+vRpvvh4Bvbu3YsdO3bA1dVVZ21S7969UVBQIDAZEUlFUFAQDA0NodFodJa7/OMf/0BwcDCio6MFpiM545pGIlKsn3/+GeHh4SgoKEBmZiZ69epV7xowlUrFnT2fgdraWtTW1mrv8TfffKNdNzpr1iwYGRkJTihvpqamyMvLQ9euXXXWjObk5GDo0KE8NoaIYG1tjUOHDqFv3746/04UFhbC0dGRHTf01DjTSCQh1dXVOHbsGAoKCjBp0iSo1Wr8+uuvMDc3b3CGjBrWvXt3fPPNNwDun4OZlJQEKysrwamUy8DAQOe80YkTJ2LixIkCEymLi4sL9u/fj8DAQAD/fyfE+Ph4DBw4UGQ0IpKIO3fuwNTUVO96aWkpj5eiRmHRSCQRV65cwd///ndoNBr8+eefePPNN6FWq/Hxxx/jzz//xIYNG0RHlLXa2lrREV4IZWVlOHXqFEpKSvTu+ZQpUwSlUoaoqCi89dZbOH/+PKqrq7Fu3TqcP38eaWlpSElJER2PiCRgyJAh2Lp1K5YtWwbg/sul2tparF69Gm5uboLTkZyxPZVIIsaOHQu1Wo2EhAS0bdtW21Jy7NgxzJgxA/n5+aIjyl5+fj6Sk5PrLWi4prHx9u3bB29vb9y+fRvm5uY66+5UKpV2kxx6egUFBVi1ahVycnJw+/ZtODs7IyQkBA4ODqKjEZEE5OXlwd3dHc7Ozjh69CjGjBmDc+fOobS0FKmpqbCzsxMdkWSKRSORRLRt2xZpaWno3r27zjqEy5cvo1evXjrHRdCTi4uLw+zZs9GuXTtYW1vrFTRc09h4D3bri4qKqrc9ioiIml55eTnWr1+v83Jpzpw56NChg+hoJGNsTyWSiNraWtTU1Ohd/+WXX6BWqwUkUpbly5djxYoVCAkJER1Fsa5evYq5c+eyYHyGbt68+djfNTc3b8IkRCQXFhYWWLJkiegYpDAsGokkYsSIEfjkk0+wceNGAPdnv27fvo3w8HCMGjVKcDr5++OPPzBhwgTRMRRt5MiROH36NLp27So6imK0atVKZ1b8Uep76UREypebm/vY33V0dGzCJKRkbE8lkohffvkFI0eORF1dHfLz8+Hi4oL8/Hy0a9cOx48f566fjTRt2jT87W9/Q0BAgOgoipWQkIDIyEj4+/vDwcEBhoaGOuNjxowRlEy+/rrBzeXLl7Fo0SL4+flpd0s9ceIEtmzZgpUrV8LX11dUTCISyMDAACqVCnV1dTovmR484v/1Gl8u0dNi0UgkIdXV1dixY4fOOgRvb2+YmJiIjiZ7K1euRExMDDw8POotaObOnSsomXL89biNh6lUKj6sNJK7uzumT58OLy8vnevbt2/Hxo0bcezYMTHBiEioK1euaP+clZWFBQsWYOHChTovl6Kjo7F69WqMHTtWUEqSOxaNRBJx/PhxDBo0SO/w+erqaqSlpWHo0KGCkilDly5dGhxTqVQoLCx8jmmInpypqSlycnJgb2+vc/3ixYvo168fN8siIrz66qv45z//qbes5ccff0RoaCjOnDkjKBnJHdc0EkmEm5sbiouL9dpQy8vL4ebmxlmaRioqKhIdgahRbGxsEBcXh9WrV+tcj4+Ph42NjaBURCQlZ8+erfclaZcuXXD+/HkBiUgpWDQSScTDaxEeuHHjBszMzAQkkr/g4GAsW7YMZmZmCA4ObvB7KpUK0dHRzzGZcqWkpGDNmjW4cOECAKBXr15YuHAhhgwZIjiZ/K1duxbjx4/HgQMHMGDAAADAqVOnkJ+fj++++05wOiKSgp49e2LlypWIj4+HkZERAKCyshIrV65Ez549BacjOWPRSCSYp6cngPuFi5+fH4yNjbVjNTU1yM3NxaBBg0TFk7WsrCxUVVVp/9yQx92dkh7tq6++gr+/Pzw9PbVrRFNTU+Hu7o7Nmzdj0qRJghPK26hRo5Cfn4/PPvsMP/30EwBg9OjRCAgI4EwjEQEANmzYgNGjR+Pll1/W7pSam5sLlUqFffv2CU5HcsY1jUSC+fv7AwC2bNmC9957T2fTGyMjI3Tu3BkzZsxAu3btREUkeiw9e/bEzJkzERQUpHM9JiYGcXFx2tlHIiJqOnfu3MG2bdu0L5d69uyJSZMmsWuJGoVFI5FEREREYMGCBfxHnWTL2NgY586dQ7du3XSuX7p0CX369MG9e/cEJVOOsrIynDp1CiUlJaitrdUZmzJliqBURESkdGxPJZKI8PBw0RGIGsXGxgZJSUl6ReORI0fYPvkM7Nu3D97e3rh9+zbMzc112qpVKhWLRiICAOTn5yM5Obnel0thYWGCUpHccaaRSEJ27dqFnTt3QqPRoLKyUmcsMzNTUCqix/P555/jgw8+wNSpU7XrcFNTU7F582asW7cOs2bNEpxQ3l555RWMGjUKUVFRMDU1FR2HiCQoLi4Os2fPRrt27WBtba33conPEvS0WDQSSURsbCyWLFkCPz8/bNy4Ef7+/igoKEBGRgbmzJmDFStWiI5I9D/t2bMH0dHR2vWLPXv2xMKFC/HOO+8ITiZ/ZmZmOHv2LLp27So6ChFJVKdOnfD+++8jJCREdBRSGBaNRBLRo0cPhIeHw8vLC2q1Gjk5OejatSvCwsJQWlqK9evXi45IRAJ5enpi4sSJeO+990RHISKJMjc3R3Z2Nl8u0TPHNY1EEqHRaLQtfSYmJrh16xYAwMfHB66uriwaSRbKysqwa9cuFBYWYsGCBWjTpg0yMzPRvn17dOzYUXQ8WfPw8MDChQtx/vx5ODg4wNDQUGd8zJgxgpIRkVRMmDABiYmJCAgIEB2FFIZFI5FEWFtbo7S0FJ06dYKtrS3S09PRt29fFBUVgQ0BJAe5ubkYPnw4LCwscPnyZUyfPh1t2rTB7t27odFosHXrVtERZW3GjBkAgMjISL0xlUqFmpqa5x2JiCSmW7duCA0NRXp6er0vlx6coUv0pNieSiQR06dPh42NDcLDw/Gvf/0LCxcuxODBg3H69Gl4enoiISFBdESiRxo+fDicnZ2xevVqnRbrtLQ0TJo0CZcvXxYdkYhI0bp06dLgmEqlQmFh4XNMQ0rCopFIImpra1FbW4vmze83AOzYsQOpqamwt7dHQECA3ttCIqmxsLBAZmYm7OzsdIrGK1euoHv37jynsZHqm2F8QKVSITQ09DmmISKiFwnbU4kkwsDAAJWVlcjMzERJSQlMTEwwfPhwAMDBgwcxevRowQmJHs3Y2Bg3b97Uu37x4kVYWloKSKQse/bs0flcVVWFoqIiNG/eHHZ2diwaiYioybBoJJKIgwcPwsfHBzdu3NAb43olkoMxY8YgMjISO3fuBHD/d6vRaBASEoLx48cLTid/WVlZetdu3rwJPz8/jBs3TkAiIpKaqVOnPnJ806ZNzykJKQ3bU4kkwt7eHiNGjEBYWBjat28vOg7REysvL8e7776L06dP49atW3jppZdw7do1uLq64sCBAzAzMxMdUZHOnj2L0aNHc80oEem9QKqqqkJeXh7KysowbNgw7N69W1AykjvONBJJxG+//Ybg4GAWjCRbFhYWOHz4MFJTU5GTk4Pbt2/D2dlZ22ZNTaO8vBzl5eWiYxCRBDzcxg7c3zNh9uzZsLOzE5CIlIIzjUQSMXXqVAwePBjTpk0THYXoqSUlJSEpKQklJSWora3VGWNbVOPExsbqfK6rq0NxcTH+/e9/4/XXX8f27dsFJSMiqfv555/xxhtvoLi4WHQUkikWjUQSUVFRgQkTJsDS0pJnK5EsRUREIDIyEi4uLujQoQNUKpXOeH1vwOnxPbyVvoGBASwtLTFs2DAsXrwYarVaUDIikroff/wRvr6++P3330VHIZli0UgkEQkJCQgICECLFi3Qtm1bnQdunq1EctChQwesXr0aPj4+oqMQEb2QgoODdT4/6EjYv38/fH19sX79ekHJSO5YNBJJhLW1NebOnYtFixbBwMBAdByiJ9a2bVucOnWK62aIiARxc3PT+fzXjoSpU6dqz4ImelIsGokkok2bNsjIyOADN8lWSEgIWrZsyfMCiYgkLjU1FS4uLjA2NhYdhWSCRSORRAQFBcHS0hIfffSR6ChET2XevHnYunUrHB0d4ejoqLcuNyYmRlAyIiL6K3Nzc2RnZ6Nr166io5BMcI6aSCJqamqwevVqHDp0iA/cJEu5ubno168fACAvL09n7OFNcYiISBzOGdGTYtFIJBFnz56Fk5MTAD5wkzwlJyeLjkBERERNgEUjkUTwgZuIiIiIpIhbNBIREREREVGDWDQSEREREb1AuOyFnhSLRiIiIiKiFwg3wqEnxaKRiIiIiEgBli9fjqKiov/5vVu3bvG4DXoiLBqJiIiIiBTg22+/Rbdu3TBo0CB89tlnuH79uuhIpBAsGomIiIiIFCAnJwe5ubl44403sGbNGrz00kvw8PDA9u3bUVFRIToeyZiqjk3NRERERESKk5qaiu3bt+Pbb7/FvXv3cPPmTdGRSKY400hEREREpEBmZmYwMTGBkZERqqqqRMchGWPRSERERESkEEVFRVixYgV69+4NFxcXZGVlISIiAteuXRMdjWSM7alERERERArg6uqKjIwMODo6wtvbG15eXujYsaPoWKQAzUUHICIiIiKixnN3d8emTZvQq1cv0VFIYTjTSERERESkIJWVlSgqKoKdnR2aN+ccETUe1zQSERERESnA3bt3MW3aNJiamqJ3797QaDQAgMDAQKxatUpwOpIzFo1ERERERAqwaNEi5OTk4NixY2jRooX2+vDhw7Fjxw6ByUjuOF9NRERERKQAe/fuxY4dO+Dq6gqVSqW93rt3bxQUFAhMRnLHmUYiIiIiIgX4/fffYWVlpXf9zp07OkUk0ZNi0UhEREREpAAuLi7Yv3+/9vODQjE+Ph4DBw4UFYsUgO2pREREREQKEBUVhbfeegvnz59HdXU11q1bh/PnzyMtLQ0pKSmi45GMcaaRiIiIiEgBXnvtNeTk5KC6uhoODg5ITEyElZUVTpw4gf79+4uORzLGcxqJiIiIiGSuqqoKs2bNQmhoKLp06SI6DikMZxqJiIiIiGTO0NAQ3333negYpFAsGomIiIiIFGDs2LHYu3ev6BikQNwIh4iIiIhIAezt7REZGYnU1FT0798fZmZmOuNz584VlIzkjmsaiYiIiIgU4FFrGVUqFQoLC59jGlISFo1ERERERArz4BH/wVmNRI3BNY1ERERERAqRkJCAPn36oEWLFmjRogX69OmD+Ph40bFI5rimkYiIiIhIAcLCwhATE4PAwEAMHDgQAHDixAkEBQVBo9EgMjJScEKSK7anEhEREREpgKWlJWJjY+Hl5aVz/euvv0ZgYCCuX78uKBnJHdtTiYiIiIgUoKqqCi4uLnrX+/fvj+rqagGJSClYNBIRERERKYCPjw8+//xzvesbN26Et7e3gESkFGxPJSIiIiJSgMDAQGzduhU2NjZwdXUFAJw8eRIajQZTpkyBoaGh9rsxMTGiYpIMsWgkIiIiIlIANze3x/qeSqXC0aNHmzgNKQmLRiIiIiIiImoQ1zQSERERERFRg1g0EhERERERUYNYNBIREREREVGDWDQSERERERFRg1g0EhERERERUYNYNBIREREREVGDWDQSERERERFRg1g0EhERERERUYP+HzzDDeaRo8wZAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "selected_countries = ['Sierra Leone', 'Niger', 'Somalia', 'Chad', 'Nigeria',\n", + " 'Mali', 'Central African Republic', 'Angola', 'Africa Western and Central', 'Guinea']\n", + "\n", + "df_selected = df[df['country'].isin(selected_countries)]\n", + "\n", + "stacked_data = df_selected.groupby('country')[['prev_hiv', 'inci_tuberc', 'prev_undernourishment']].mean()\n", + "\n", + "stacked_data.plot(kind='bar', stacked=True, figsize=(12, 6), colormap='viridis')\n", + "plt.title('Comparison of HIV, Tuberculosis, and Undernourishment in Selected Countries', fontsize=14)\n", + "plt.ylabel('Percentage / Incidence', fontsize=12)\n", + "plt.xlabel('Countries', fontsize=12)\n", + "plt.legend(title='Indicators', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 330 + }, + "id": "v4FznA06ptOq", + "outputId": "244a9aa6-dc92-438d-baff-14949d8e75da" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "label_encoder_country = LabelEncoder()\n", + "\n", + "# Encode the 'country' column\n", + "df['country_encoded'] = label_encoder_country.fit_transform(df['country'])\n", + "\n", + "# Fill missing values for selected columns using interpolation and backfill/forward fill within each country group\n", + "columns_to_fill = ['life_expect', 'health_exp', 'infant_mortality', 'neonatal_mortality',\n", + " 'under_5_mortality', 'maternal_mortality', 'prev_undernourishment',\n", + " 'prev_hiv', 'inci_tuberc']\n", + "for col in columns_to_fill:\n", + " df[col] = df.groupby('country')[col].transform(\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + " )\n", + "\n", + "# Handle remaining NaN values globally using the median for the entire dataset\n", + "df[columns_to_fill] = df[columns_to_fill].fillna(df[columns_to_fill].median())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "go03nJX-sEog", + "outputId": "9032ac19-a93e-4e89-856d-e3f9bf845894" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n", + ":12: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n", + " lambda x: x.interpolate(method='linear').fillna(method='bfill').fillna(method='ffill')\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.heatmap(df.isnull(), cbar=False, cmap='viridis')\n", + "plt.title(\"Missing values distribution\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 604 + }, + "id": "7HtGeUJZt3Z_", + "outputId": "24d376d2-d1fa-43ad-e725-cd0d3436215c" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "X = df.drop(columns=['country', 'country_code', 'life_expect'])\n", + "y = df['life_expect']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size =0.25, random_state = 42)\n", + "\n", + "rf_model = RandomForestRegressor(n_estimators=200, max_depth=20, max_features='sqrt',\n", + "min_samples_leaf=1,\n", + "min_samples_split=2,\n", + "random_state=42)\n", + "\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "y_pred = rf_model.predict(X_test)\n", + "\n", + "mse = mean_squared_error(y_test, y_pred)\n", + "r2 = r2_score(y_test, y_pred)\n", + "\n", + "print(f'Mean Squared (MSE): {mse:.2f}')\n", + "print(f'R-squared (R²) {r2:.4f}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EOfiQv1su4vD", + "outputId": "1fb51d8a-d668-4869-bbea-5ccebc0d08c4" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mean Squared (MSE): 1.20\n", + "R-squared (R²) 0.9834\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "\n", + "cv_scores = cross_val_score(rf_model, X, y, cv=5, scoring='r2')\n", + "\n", + "print(\"Average R² (Cross-validation):\", cv_scores.mean())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ek9Dr_frv9n-", + "outputId": "98c13ecd-7d53-4d93-fadb-65fe3a0813c6" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Average R² (Cross-validation): 0.9656866970535652\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import learning_curve\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "train_sizes, train_scores, val_scores = learning_curve(\n", + " rf_model, X, y, cv=5, scoring='r2', train_sizes=np.linspace(0.1, 1.0, 10)\n", + ")\n", + "\n", + "train_mean = np.mean(train_scores, axis=1)\n", + "val_mean = np.mean(val_scores, axis=1)\n", + "\n", + "plt.plot(train_sizes, train_mean, label=\"Training R²\")\n", + "plt.plot(train_sizes, val_mean, label=\"Validation R\")\n", + "plt.xlabel(\"Training set size\")\n", + "plt.ylabel(\"R² Score\")\n", + "plt.legend()\n", + "plt.title(\"Learning curve\")\n", + "plt.show()\n", + "train_mean = np.mean(train_scores, axis=1)\n", + "val_mean = np.mean(val_scores, axis=1)\n", + "\n", + "plt.plot(train_sizes, train_mean, label=\"Training R²\")\n", + "plt.plot(train_sizes, val_mean, label=\"Validation R\")\n", + "plt.xlabel(\"Training set size\")\n", + "plt.ylabel(\"R² Score\")\n", + "plt.legend()\n", + "plt.title(\"Learning curve\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 927 + }, + "id": "kvqEcxc1wRVj", + "outputId": "f5ceb7ce-c845-43b7-fdbf-2315dff08049" + }, + "execution_count": 48, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(8, 8))\n", + "plt.scatter(y_test, y_pred, alpha=0.5, color='blue', edgecolor='k', label='Predictions')\n", + "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2, label='Perfect Fit Line')\n", + "plt.xlabel('Actual values', fontsize=12)\n", + "plt.ylabel('Predicted values', fontsize=12)\n", + "plt.title('Comparison of actual v/s predicted values', fontsize=14)\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 661 + }, + "id": "sSPIn6BgxZZg", + "outputId": "3f46ebfb-d0ec-4f22-d52f-7ef845abe0eb" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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5gCaTiQsvvJC8vDzWrl1Lampqk8d79+7d7LyNgV5VVRXh4eGHHWPjNTk4VxCM9+zA8f0apaWlPPvss3z11Vfs2rWL+vr6Jo8f+H6uWLECgKFDh/7q8/4S//3vf3n99ddZs2YNlZWVBAKB4GOHuu+O1rhx4/jpp5/48MMPgwHb1q1bWbFiRTD38EBz5swBaBLIXnjhhSQlJfHss8+ybt06Lr/8cgYMGEBWVtYx11lt6fslLCyMHj16sGjRInbs2EFGRkbwsbZt27ZYmWPZsmUAzJs3jwULFjR73Gq1kpeXF/y68RfRw32/Ho0VK1Zgt9sZMGDAUT+nJY3j37x5c4u1oEtKStB1nS1btnD22Wcfdvz9+vULpgwdjYsuuoikpCRmzpzJCy+8EHxuY2B7YFoBQE1NDf/85z+ZPXs227dvx+12N3n8196jLTnW9/e6667j4YcfpmvXrlx//fUMGjSI/v37N/mlW5wZJJAVp6RWrVqRl5fH7t27yczMPKrnNM5UHGoGJCkpqcl+B2rph1vjD/NDPebz+Vo8T0vnb9x24CKY//znP1x77bWEhYUxbNgw0tPTCQ0NDS6AOdTijqOd4QEj/27ZsmU8/vjjfPnll8yaNQuATp068eSTT3LNNdcAJ+7aHRiAHUp1dTUmk6nJjHijxMRENE1r8bzHYt++ffTp04eCggLOP/98hgwZQlRUFGazmbVr1zJnzhy8Xm9w/8b3qXXr1r/qvL/ElClTeOihh4iPj2fo0KGkpKQEZz5ffPHFJuP8Ja699lomTZrE+++/HwxkW8qDbDR79my6devWZBYuMjKSZcuW8eijj/L555/z5ZdfApCamsojjzzC3XfffdTjOdQ919L3zOH237dvH8BRz0a6XC5MJlOLQfGxfI+5XC5at26NyfTrPuBsHP+MGTMOu19j0Nh4XRISEprtYzabj2nW0Ww2c/311zNlyhTmzZvH8OHDqa2tZfbs2XTu3JlevXoF921oaGDgwIGsWbOGnj17Mm7cOGJjY7FYLOTn5/POO+/86nu0Jcf6/j700EPExsby6quvMmXKlOB6gOHDh/Ovf/2rxVllcXqSQFacks4//3wWLVrEggULGDx48FE9pzGgamm1M/ycrnCifyPfu3dvszI9jWM68KPzxx9/HIfDwerVq+nQoUOT/RsrJrTkWGe8unbtyscff4zP52P16tV89dVXTJ06lWuvvZbk5GTOP//8k3rtIiIi0HWdsrKyZv8pl5aWopT61ed96623KCgo4KmnnmqWdvLss88GZx0bNS7E2b1796/uSGQymWhoaGjxsYODNL/fz1NPPUVSUhJr165tcj2UUjz//PO/aixgpJRcdtllzJ49m82bN5OZmcn7779PZGQkI0aMaLJvQUEB2dnZLdZpTktLY/r06ei6zvr165k/fz5Tp07lnnvuITo6mrFjxx7VeA51z7X0PQOHvv8b75Hq6uojfgrQeFxd1ykvL2/2S9ShxtSSqKio4GzprwlmG8f/+eefBxfVHU7jdWmpkkUgEKCiouKYfhEbN24cU6ZM4f3332f48OF88skn1NXVNfvlZs6cOaxZs4Zbb72VN998s8ljM2fObJI+dTiN1+rAT6EatVT14ljfX03TuOWWW7jllluoqKhg8eLFfPjhh8yaNYutW7eyfv36wy6UFacPyZEVp6QJEyZgNpt54403KCsrO+y+jb/9d+rUCYfDwcqVK1ssxdJYyuV4rCw/nMWLFx9y24G5b9u3bycrK6tZEFtcXMyOHTuO+7isVivnnnsuTzzxBFOnTkUpFezS1HhNfvjhh2YluZRS/PDDD032O54ar0lLpXaO13vWWM6spTzPlt6vxvSN+fPnH/HYjf8ZHmr2OTo6mtLS0mb/YTdWjzhQeXk5LpeLfv36NQvqV61a1Swd4pc6MCdy6dKl7Ny5k6uvvrpZjdjPPvsMaPm6NTKZTPTo0YOHH344mKPY+Lyj0dL1r62tZe3atURERLSY29ySvn37Aj9/BH0k3bt3P+T5W9p2KOeccw5er5fvv//+iPse7l5pHP9PP/10VOc93Ph/+umnFgPEIx2vW7duzJkzh5qaGt5///1mZbfg2L+XDqWxGsXu3bubPXZwChYc+/t7oNjYWEaNGsVHH33E4MGDycnJYdu2bcd8HHFqkkBWnJIyMjJ4+OGHKS8v59JLL2Xnzp3N9mksldOYT2az2Rg7dizl5eU888wzTfb9+uuvmTdvHhkZGZx//vkndOxPPfVUkxkFl8vF3//+dzRNY/z48cHtbdq0Ydu2bU1mfzweD3fdddch0xaO1erVq1v8WL7xnI2BS1paGoMGDWLTpk28/fbbTfZ94403yM3NZfDgwc3yY4+HxmvyxBNPNBmry+UK1gg+8Lr9Eo1lzJYsWdJk+wcffBD8WPzgMYWFhTFlypQW83MP/M+3cdFcSwvhAPr06YPP52vykbFSismTJzfLLUxISCAkJIQ1a9Y0+WWssrKyWXmwX2P48OFER0czY8aM4KKnltIK5syZQ0pKSrM86E2bNrU4a3nwfXU0vv32W+bNm9dk29NPP01VVRU33XTTUc9y3n333VgsFu67774W6x5XVVU1CZAaX++TTz7Z5H3YvXt3sNzb0bjnnnsAuP/++4Mffzfy+/1NrtPh7pWRI0eSlpbGCy+8EPzF8UA+n6/J/Tty5EgiIiJ4++23m9T99fl8zT51OFrjxo2jvr6eqVOn8t133zFgwIBm3/OH+l76/vvv+b//+7+jPlefPn2A5gs5P/744xZ/KTjW93fRokXNfin3+XzB9+j33NjjjHPyCiYIcXiBQED9z//8jwKU1WpVw4YNUw8++KB65JFH1LXXXqtiY2OblSMqLS1V7dq1C5aLmjx5sho7dqyyWCwqNDRULV68uMk5DlcCpqVSO41aKifTuP+IESNUSkqKuv/++9X999+vUlJSFKAeeOCBJvs3ljtKSkpS9913n7rrrrtURkaGat++verevXuzcx+pzFJL5bfuv/9+5XA41NChQ9Vdd92l/vSnP6kRI0Yos9msYmJimpTJycvLU3FxcUrTNDVy5Eg1efJkdcUVVyhAxcfHNynxc6Trc7jr2pL77rtPASo1NVVNmjSpyXWbOHFis/2PtfxWYWGhioyMVGazWV1zzTXqoYceUhdffLEymUzqyiuvbLF81n//+19ls9mU1WpVV111lfrzn/+s7rjjDtW9e3c1cuTI4H4VFRUqJCRERUZGqokTJ6qnnnpKPfXUU8HHN2zYoGw2m7JYLOqGG25QkyZNUr179z7k+/zggw8GS8X9z//8j7r11ltVcnKy6tevn0pOTm72uo+l/NaB7rzzzuD3Vps2bZSu600er6ysVFarVd19993Nnvuvf/1LWSwWNWDAAHX77berRx55RI0ZM0Y5HA7lcDialJk7lMbyW5dffrmyWq1q7NixavLkycEycO3bt1f79u1r8hxADRgw4JDHfOONN5TZbFYOh0NdeeWV6o9//KP6wx/+oIYOHarsdru68847m+zfWK6vbdu26oEHHlD33HOPiouLU5dffvlRl99SSqmHHnpIASomJkbdeuutavLkyeqmm25SrVu3Vv/617+C+3355ZcKUB06dFCPPPKIeuqpp9S7774bfHzFihXBn2uDBw9W999/v5o0aZIaPXq0iouLa1bSbvr06QpQERER6o477lB//OMfVVZWlurVq5dKSko65hJ1RUVFymQyKavVqgD11ltvNdunpqZGpaenK0Bddtll6uGHH1YjR45UZrNZXX311c1+BinV8vdrXV2dat++vQLURRddpB566CE1fPhwFRISoi677LIW7+ljeX8jIyNVampq8Pv9/vvvV507d1aAuvrqq4/puohTmwSy4pS3cuVKdcstt6iMjAwVEhKi7Ha7Sk9PV9dff7365ptvmu1fVlamJk6cqNq0aaOsVquKi4tTV199tdqwYUOzfU9EIFtfX68efvhhlZqaqmw2m8rMzFRTp05tFijouq5ee+011aVLF+VwOFSrVq3UrbfeqkpLS1s89y8JZJctW6buvPNO1bVrVxUVFaVCQkJUhw4d1L333tus1qNSSuXn56ubb75ZJSUlKYvFopKSktTNN9+s8vPzj+n6HGsgq5RSb7/9turTp48KDQ1VoaGhqk+fPurtt99ucd9fUkd27dq1aujQoSo6OlqFh4erAQMGqG+//fawdWCzs7PVmDFjVGJiorJarSopKUldeumlau7cuU32++KLL1SfPn1USEhIsNbpgb777jvVt29fZbfbVWxsrBo3bpzau3dvi9ewoaFBPf3006pDhw7KbrertLQ09eCDD6qampoWX/cvDWSXLFkSHOvBdZeVUmrGjBkKUPPnz2/2WE5Ojrr//vtVz549VWxsrLLb7apdu3Zq/PjxatOmTUd1/gOv++zZs4PXLzY2Vk2YMEEVFxc3e86RAlmljGDwuuuuU8nJycHv/169eqlHHnlE5ebmNtnX7/erZ555RrVr107ZbDbVrl079Y9//ENt27btmAJZpZT65JNP1KBBg1RkZGTwZ9S4cePUxo0bm+z3/PPPqw4dOgSDxYNfT1FRkbr//vuD739ERITKyspSt912m1qwYEGz83766aeqd+/eym63q4SEBHXbbbepffv2/aLvEaWUGjJkiAKUw+FoUh/6QDt27FBXXXWVio+PD36vzpw5s8WfQUod+vt1586datSoUSo8PFw5nU510UUXqZUrVx72nj7a9/eVV15RV1xxhWrTpo1yOBwqNjZWnXPOOerVV19VDQ0Nx3xdxKlLU+qguXchxC8ycOBAvv/++2YfZwlxOrr22muZN28eZWVlLdbi/LWmT5/OzTffzLRp05gwYcJxP74Q4vdBcmSFEEI00dDQwNdff82ll156QoJYIYQ4XqT8lhBCiCZsNluLJZCEEOJUIzOyQgghhBDitCQ5skIIIYQQ4rQkM7JCCCGEEOK0JIGsEEIIIYQ4Lf3uFnvpus6ePXsIDw8/5p71QgghhBDixFNKUVNTQ3Jy8mE7/P3uAtk9e/ackDabQgghhBDi+CosLCQlJeWQj//uAtnw8HAAdu7cGex7LX6ffD4f8+fPZ+jQoVIr83dM7gMBch+In8m9cGqorq4mNTU1GLcdyu8ukG1MJwgPDyciIuIkj0acTD6fj9DQUCIiIuSH1e+Y3AcC5D4QP5N74dRypDRQWewlhBBCCCFOSxLICiGEEEKI05IEskIIIYQQ4rT0u8uRPRpKKfx+P4FA4GQPRZxAPp8Pi8WCx+P5Td5rs9mMxWKRsm9CCCHEcSKB7EEaGhooLi6mrq7uZA9FnGBKKVq1akVhYeFvFlyGhoaSlJSEzWb7Tc4nhBBCnMkkkD2Aruvs3LkTs9lMcnIyNptNZs/OYLquU1tbS1hY2GGLLR8PSikaGhooKytj586ddOjQ4YSfUwghhDjTSSB7gIaGBnRdJzU1ldDQ0JM9HHGC6bpOQ0MDDofjNwkqQ0JCsFqt7Nq1K3heIYQQQvxyMiXUApkpEyeK3FtCCCHE8SP/qwohhBBCiNOSBLJCCCGEEOK0JIGsOCYTJkxg1KhRwa8HDhzIpEmTftUxj8cxhBBCCPH7I4HsGWLChAlomoamadhsNjIyMnjyySfx+/0n9Lz//e9/eeqpp45q30WLFqFpGlVVVb/4GEIIIYQQjaRqwQmg6zoFBQXU1NQQHh5OWlrab7LI55JLLmHatGl4vV6+/PJL7rnnHqxWK5MnT26yX0NDw3GrYxoTE3NKHEMIIYQQvz8yI3uc5ebm8uyzU3n00ek89dQnPProdJ59diq5ubkn/Nx2u51WrVrRpk0b7rrrLoYMGcJnn30WTAd4+umnSU5OJjMzE4DCwkLGjBlDVFQUMTExjBw5kvz8/ODxAoEADzzwAFFRUcTGxvLwww+jlGpyzoPTArxeL3/6059ITU3FbreTkZHBW2+9RX5+PoMGDQIgOjoaTdOYMGFCi8eorKzkpptuIjo6mtDQUC699FK2bt0afHz69OlERUUxb948srKyCAsL45JLLqG4uDi4z6JFizjnnHNwOp1ERUVx/vnns2vXruN0pYUQQghxKpBA9jjKzc1l6tRZZGcnEhd3G5mZfyYu7jaysxOZOnXWbxLMHigkJISGhgYAFixYwObNm/nmm2+YO3cuPp+PYcOGER4ezuLFi1m6dGkwIGx8zpQpU5g+fTpvv/02S5YsYd++fXz66aeHPedNN93Ehx9+yNSpRvD++uuvExYWRmpqKp988gkAmzdvpri4mJdeeqnFY0yYMIFVq1bx2Wef8dNPP6GU4rLLLsPn8wX3qaur45///CfvvfceP/zwAwUFBTz00EMA+P1+Ro0axYABA1i/fj0//fQTd9xxhzS3EEIIIc4wklpwnOi6zqefzqO8vCOdO18XDJoiIlLo3Pk6cnJmMnv2fDIzM3+TLlILFixg3rx53HfffZSVleF0OnnzzTeDKQXvv/8+uq7z5ptvBsc6bdo0oqKiWLRoEUOHDuXFF19k8uTJXHnllQC89tprzJs375Dn3bJlC7NmzeKbb75hyJAhALRr1y74eGMKQUJCAlFRUS0eY+vWrXz22WcsXbqU8847D4AZM2aQmprK7NmzueaaawDw+Xy89tprtG/fHoB7772XJ598EoDq6mpcLheXX3558PGsrKxjv5BCCCGEOKXJjOxxUlBQQF5eFampFzSb+dM0jZSU/uTmVlJQUHDCxjB37lzCwsJwOBxceumlXHvttTz++OMAdOvWrUle7Lp169i2bRvh4eGEhYURFhZGTEwMHo+H7du343K5KC4upm/fvsHnWCwWzj777EOef+3atZjNZgYMGPCLX0Nubi4Wi6XJeWNjY8nMzGwyox0aGhoMUgGSkpIoLS0FjIB5woQJDBs2jBEjRvDSSy81STsQQgghxJlBZmSPk5qaGjwecDoTWnzc6Uxg925jvxNl0KBBvPrqq9hsNpKTk7FYfn57nU5nk31ra2vp3bs3M2bMaHac+Pj4X3T+kJCQX/S8X8JqtTb5WtO0Jvm706ZNY+LEiXz99dd89NFH/PWvf+Wbb77h3HPP/c3GKIQQQogTS2Zkj5Pw8HAcDnC7S1t83O0uxeEw9jtRnE4nGRkZpKWlNQliW9KrVy+2bt1KQkICGRkZTf5ERkYSGRlJUlISy5cvDz7H7/ezevXqQx6zW7du6LrO999/3+LjjTPCgUDgkMfIysrC7/c3OW9FRQWbN2+mc+fOh31NB+vZsyeTJ0/mxx9/pGvXrnzwwQfH9HwhhBBCnNokkD1O0tLS6NQpisLCxc1W9iulKCpaQlZWNGlpaSdphE3dcMMNxMXFMXLkSBYvXszOnTtZtGgREydOpKioCID777+fZ599ltmzZ5OXl8fdd9/drAbsgdLT0xk/fjy33HILs2fPDh5z1qxZALRp0wZN05g7dy5lZWXU1tY2O0aHDh0YOXIkt99+O0uWLGHdunXceOONtG7dmpEjRx7Va9u5cyeTJ0/mp59+YteuXcyfP5+tW7dKnqwQQghxhpFA9jgxmUyMHj2MuLgt5OTMxOUqxO/34nIVkpMzk7i4LYwaNfQ3qSd7NEJDQ/nhhx9IS0vjyiuvJCsri1tvvRWPx0NERAQADz74IOPGjWP8+PH069eP8PBwRo8efdjjvvrqq1x99dXcfffddOrUidtvvx232w1A69ateeKJJ3jkkUdITEzk3nvvbfEY06ZNo3fv3lx++eX069cPpRRffvlls3SCw722vLw8rrrqKjp27Mgdd9zBPffcw5133nkMV0gIIYQQpzpNHTx9eIarrq4mMjKS8vJyYmNjmzzm8XjYuXMnbdu2xeFw/KLj5+bm8umn88jLq8LjAYcDsrKiGTVqqMwInmJ0Xae6upqIiIjf7BeM43GPiePL5/Px5Zdfctlllx31L0vizCP3gWgk98KpoTFec7lcwQm2lshir+MsKyuLzMzMk9LZSwghhBDi90QC2RPAZDKRnp5+sochhBBCCHFGk2lCIYQQQghxWpJAVgghhBBCnJYkkBVCCCGEEE1t2wb79p3sURyRBLJCCCGEEOJnmzfDhRfCkCGnfDArgawQQgghhDDk5cHAgVBcDNnZ8MADJ3tEhyWBrBBCCCGEgNxcI4gtKTG+7tEDpkw5mSM6IglkhRBCCCF+73JyYNAg2LvX+LpnT1iwAA5qHnWqkUBWHNbjjz9OYmIimqYxe/bskz0cACZMmMCoUaOO6zHz8/PRNI21a9ce1+MKIYQQp7xNm5oGsb16wbffQkzMyR3XUZBA9gwwYcIENE1D0zRsNhsZGRk8+eST+P3+X3Xc3NxcnnjiCV5//XWKi4u59NJLf/VYH3/8cXr06HFU+zW+pgP/fPvtt7z00ktMnz49uO/AgQOZNGnSEY95uP1SU1MpLi6ma9euR/dChBBCiDPBxo1GEFtaCkBd584UvP02elTUyR3XUZLOXmeISy65hGnTpuH1evnyyy+55557sFqtTJ48+ZiPFQgE0DSN7du3AzBy5Eg0TTveQz6iLl268O233zbZFhMTg81mO+7nMpvNtGrV6rgfVwghhDhl7dyJGjwYrawMgG1RCfw9Yzj6lE/p1Gkho0cPIysr6yQP8vBkRvYMYbfbadWqFW3atOGuu+5iyJAhfPbZZwB4vV4eeughWrdujdPppG/fvixatCj43OnTpxMVFcVnn31G586dsdvt3HLLLYwYMQIwWu4eGMi++eabZGVl4XA46NSpE6+88kqTsRQVFTF27FhiYmJwOp2cffbZLF++nOnTp/PEE0+wbt264AzrgTOrB7NYLLRq1arJH5vN1iS1YMKECXz//fe89NJLwWPm5+cf8/U7OLVg0aJFaJrGggULOPvsswkNDeW8885j8+bNTZ43Z84cevXqhcPhoF27djzxxBO/eiZcCCGE+C3k1taSHR0HwFprHDckjGFXdQKaNoDs7ESmTp1Fbm7uSR7l4cmM7NF44QXjz5H06gX7g8egK66ANWuO/NwHHjiuJS5CQkKoqKgA4N577yUnJ4eZM2eSnJzMp59+yiWXXMKGDRvo0KEDAHV1dTz33HO8+eabxMbGkpSUxMCBA7n55pspLi4OHnfGjBk8+uij/Pvf/6Znz55kZ2dz++2343Q6GT9+PLW1tQwYMIDWrVvz2Wef0apVK9asWYOu61x77bVs3LiRr7/+OjjTGhkZ+ate50svvcSWLVvo2rUrTz75JADx8fG/6pgH+stf/sKUKVOIj4/nD3/4A7fccgtLly4FYPHixdx0001MnTqVCy64gO3bt3PHHXcA8Nhjjx23MQghhBDHW25uLi/97yf8ZLmaW6N38lXmPzHhY+/exdTU/MA551xDWRnMnj2fzMxMTKZTc+5TAtmjUV0Nu3cfeb/U1ObbysqO7rnV1cc+rhYopViwYAHz5s3jvvvuo6CggGnTplFQUEBycjIADz30EF9//TXTpk3jH//4BwA+n49XXnmF7t27B48VtT8/5sCP3B977DGmTJnClVdeCUDbtm3Jycnh9ddfZ/z48XzwwQeUlZWxcuVKYvYniWdkZASfHxYWFpxpPZINGzYQFhYW/Lpz586sWLGiyT6RkZHYbDZCQ0NPSGrA008/zYABAwB45JFHGD58OB6PB4fDwRNPPMEjjzzC+PHjAWjXrh1PPfUUDz/8sASyQgghTk26jg588slX5OU5qPfFM63NNUTY4rFrJuLjr6OsbCabN39Dt26jyM01Yoj09PSTPfIWSSB7NCIioHXrI+/X0kxgfPzRPTci4tjHdYC5c+cSFhaGz+dD13Wuv/56Hn/8cRYtWkQgEKBjx45N9vd6vcQeUFLDZrNx1llnHfYcbreb7du3c+utt3L77bcHt/v9/uDM6tq1a+nZs2cwiP01MjMzg+kRYKRP/NYOvCZJSUkAlJaWkpaWxrp161i6dClPP/10cJ9AIIDH46Guro7Q0NDffLxCCCHEIWVnw7hxLHvwQT755DtcrraUlxfgcOyiqmoBcXHDcDqziIjoT3n5W/j9HjweqKmpOdkjPyQJZI/Gr/nY/+BUgxNk0KBBvPrqq9hsNpKTk7FYjLe2trYWs9nM6tWrMZvNTZ5z4GxnSEjIERd01dbWAvB///d/9O3bt8ljjccOCQn51a+lUWMFhpPJarUG/914fXRdB4zr8cQTTwRnpw/kcDh+mwEKIYQQR2PNGqPlbGUlne6+D2fUeFTifdTWGv+H19auwOudRevWYwgJaUdNDbhcBTgcEB4efrJHf0gSyJ4hnE5ni0Ffz549CQQClJaWcsEFF/yqcyQmJpKcnMyOHTu44YYbWtznrLPO4s0332Tfvn0tzsrabDYCgcCvGsdvccyj0atXLzZv3nzSg20hhBDiUHRdp+SLL0i48UYs+9MYSxyt8MdchsORiNNZQ22tlZCQa6mv/4jy8vkkJIzCbFZUVORywQXRpKWlneRXcWgSyJ7hOnbsyA033MBNN93ElClT6NmzJ2VlZSxYsICzzjqL4cOHH9PxnnjiCSZOnEhkZCSXXHIJXq+XVatWUVlZyQMPPMDYsWP5xz/+wahRo3jmmWdISkoiOzub5ORk+vXrR3p6Ojt37mTt2rWkpKQQHh7+q1MG0tPTWb58Ofn5+YSFhRETE3PIpPSysrJgZQJd13G73b84EH300Ue5/PLLSUtL4+qrr8ZkMrFu3To2btzI3//+91/6coQQQojjYtOmTXz77L+49aP3sPgaAMh2xvLqJe/gLDVTXFxAXFw7vN4y6uvLMJvPxu1+j717ZxIeXkBaGowadd0pu9ALpPzW78K0adO46aabePDBB8nMzGTUqFGsXLnyF/2Gddttt/Hmm28ybdo0unXrxoABA5g+fTpt27YFjNnR+fPnk5CQwGWXXUa3bt149tlng6kHV111FZdccgmDBg0iPj6eDz/88Fe/voceegiz2Uznzp2Jj4+noKDgkPt+8MEH9OzZk549e9K7d28uvPBC3nzzzV903mHDhjF37lzmz59Pnz59OPfcc/nXv/5FmzZtfulLEUIIIY6LuXPn8v/G/IEJM94jbH8Quyo0kVG28/lxQxUJCdGEhlbgdu8gPt6B0+nB56ulpmYTSn3BkCGtuP/+6075OrKaUkqd7EH8lqqrq4mMjKS8vLzJYicAj8fDzp07adu2reQ4/g7ouk51dTURERG/2W+bco+denw+H19++SWXXXZZk5xo8fsi94FodCbcC5s2beL/XXMvL+UtI1J5AFhm68ko61D2NWRjtY6lVatQzjmnO6WllZSXe/D5FA0Nu7FaP+Ivf7mW66+/Pvh/o67rFBQUUFNTQ3h4OGlpaSf8/83GeM3lchFxmAXxkloghBBCCHGG0HWdBc+8wNS8n4hQXgCWWPtwfdhMTPZWWKruJhDYQlnZ2WzcuJMLLuhFt242PB4PBQXb6d//oiZBbG5uLp9+Oo+8vCo8HnA4oFOnqFOm65ekFgghhBBCnCEKCgqw/bQ+GMR+bzqLEUymOrAXcBMefhOatg5dX0Z1tZvc3DygmoqKhbRps5vRo4c1CWKnTp1FdnYicXG3kZn5Z+Libjulun7JjKwQQgghxBli3bp1PONPocKWxQVqJ1dZPsBncqI37Mbv30hoaBJmcxhW62Islhp27CgjOjqdPn1SGTVqTHCWVdd1Pv10HuXlHenc+bpgCcqIiBQ6d76OnJyZp0TXLwlkhRBCCCHOALqus2TJaiCc1xLu5cWaROoawrCao9C0AB7PdrzePJTah8MRQ3x8FGZzJXfcMYShQ4c2CUgLCgrIy6siNfXqZnXmNU0jJaU/ublvnfSuXxLItuB3tv5N/Ibk3hJCCHG8NC7CCnz/PU6Tibrzz6ekRCMlpT0lJZvw2mII1FcBNfj929H11ii1iZCQ9iQn30lFxRo0bQMWi6XZrGpNTQ0eDzidCS2e2+lMYPfuk9/1SwLZAzSuTqyrqzuuHaqEaFRXVwdw2q6EFUIIcWpoXISlf7+OhxbMwITi48tHU+ZJ4ayzxuP1zgYW4/WmUlvrQikLmrYVs3kLycljiI7ugc9nxmwuYsWKjQwePLhJMBseHo7DAW53KRERKc3O73aXnhJdvySQPYDZbCYqKorS0lIAQkNDj9i2VZy+dF2noaEBj8dzwvN7lFLU1dVRWlpKVFRUs3bBQgghxNFqXIQVnxvgLz/Owh7wAdBrWR5TI3wkJkLfvmPIy5uHUqupq9sJpGOzJWC3DyQs7CzKyjbidO6jc+eR5OXNbpYikJaWRqdOUWRnL26SIwvG/2lFRUvo1evkd/2SQPYgrVq1AggGs+LMpZSivr6ekJCQ3+wXlqioqOA9JoQQQhyrxkVYCbkB/vLjFGw+45O+rRmX8O01H2P77F5Wr57NlVf+jf79M2nVaj4+339QagzV1T4sllICgW0kJYXQqVMXoqMj2LJldrMUAZPJxOjRwygsnEVOzkxSUvrjdCbgdpdSVLSEuLgtjBo15qR3/ZJA9iCappGUlERCQgI+n+9kD0ecQD6fjx9++IELL7zwN/mo32q1ykysEEKIX0zXdX788UdqPv+Ox1d9g81vNDvYmnEpH137X3SLg169bmTx4uf47ruXyMy8mKiotoSFxeD3NxATo9O5cy9atWpFZGQkmqbhchUeMkUgKyuLiRPH7K8j+xa7dxt1ZHv1im5S4eBkkkD2EMxmswQdZziz2Yzf78fhcEjOqhBCiFNaY05s7ec/8OjyL7GrAACrEvvyxTWfoCwOyspyKSzMxusNUFLyBXv2fE9oaAhQht0eRv/+d5GQ8PPiraNJEcjKyiIzM/M37+x1tCSQFUIIIYQ4iY7UAnbTpk0888w0kvP8PJn9BY79Qexcshi7rx1R771Kt26ZFBUtpKoqhdDQCQwbNgSPJ5/Cwh+w2TbhdO6jrGwBdvuxpwiYTKaTWmLrcCSQFUIIIYQ4SY7UAnbDhg3cffdkyre05ZWyt3CoBgDmahcwPvQrfP5ZlJQsoqTkY6zWCzCb03E6feTm5pOVlUG/fueSkzOT5OT1xMWVsHnzqZki8EtJICuEEEIIcRI0Vh8oL+9IaurVwZnS7OzFFBbOomvXOF5++SN27rRgNvfjVrx8yFt8oQ1grOkBdP82NK0juj4LXY9E1y8iPr49iYlOSkrKqK7eRN++XUhJ6U9FxWbuu28kJpPpsCkCR5odPtVIICuEEEII8Rs7UgvYb755nHff/Qf19WEolQTU8TE9KeFBlqu+BJQZs16EUuXouhkIAcKJjg4jOjoRpRIpK9tIXt52zj23B7t3g9vtplu3bocc05Fmh09FEsgKIYQQQvzGDtcCdsuWpWRn/0isJ406zgFqgS6AgyWkGF/rYShVjabVYrUmoGl2lHIHZ081TSMiIo3y8mxKSrYdsXnBkWaHJ048NVMQTt25YiGEEEKIM9ShWsCWlu7lu+8+YKDHzVZWcRcOIB7IBloBHQEHsBWlGtD1tfj95QQCCl1f1aQKj83mxOdTFBYuISvr0JUJDp4djohIwWy2BWeHy8s7Mnv2fHRdP0FX45eTQFYIIYQQ4jfmdDrx+6vIz/+egoL1lJQUU1lZSXb2Us6r2sxslhOCn1d4nmE4gV3AfKABI6DVgTXAbqArgUA1mvY91dWf4vEUouteamo243YvICFhK6NGDT1kruvPs8MXNJsd1jSNlJT+5OZWUlBQcCIvyS8iqQVCCCGEEL+h3Nxc/vvfr8nN3cHu3W8AkZhMJhyOzgyoXcO7DYuwY8x+zuIyFjABcAGfA5uBcmAnoAFhKNUXkykCu30jfv9q9u3LQykzDQ1FdOrkYfLkxw6bFnCo2eFGTmcCu3fTrPvXqUACWSGEEEKc8U6V1fiNuajbtydSXX0xdXXVBAIaUMkFrtm8x2Js+4PYj7iIG3iBALFAInAHUIAxM+sChgALsFg2YrV2JBDIo7IynchIM4FALomJe7nnnnvo0qXLYccUHh6OwwFudykRESnNHne7S4+YY3uySCArhBBCiDPaqbIavzEXdfv2RNatq6KsLBelrICPEezgY5ZiQwHwIXGMYyQBzIANI5XAtP9PPdAW6IrJtJi0tC7s3evC692LprkICckgMbE1TmdHvvoqmw4dOhz2daalpdGpUxTZ2YubVFCAo+v+dTJJICuEEEKIM9aptBq/oKCAZcvyycmJpaxsPUr1ADpyBWv4DzOCQewHRHITVgJ8DLiBUUAEsBJYDuwDhgLVmM0W6urqsVqTsFo7EhXVmgsuuITU1K6ARk7OTGbPnk9mZuYhZ6BNJhOjRw+jsHAWOTkzSUk59u5fJ4sEskIIIYQ4Ix2pVuvRBHm/9vwHpjOsXr2aZcs2sW9fK5TKArowglw+5p9YMdrOzqAb4wknQDTGAq/pwLdAJFCHsdBrDBAHfIeuB3C7TVgshVgsIbRt25/U1G7B12os1HqLgoKCw7aZzcrKYuLEMftnrk+f7l8SyAohhBDijHS4Wq0/r8Y/cpAHx55je3A6g9dbxtatObhcJnTdBmQCaRShUYuTaFy8x/VM4I/oPIcxE9sPWAZ4gSigP0ZAWw5sxGTaA3Shru47QkM9JCUNJiurQ5PXeiwLtbKyssjMzDwlcomPlgSyQgghhDgjHa/V+MeaY3twOkNoaBwLFz5HeXksur4apfYBYUAc2UQwhDnczIfcz3PoeDDqxrqA7sCm/f/+EdgChGKU4FJAImZzBUrtISwsjgEDLiE+Pr7JWI51oZbJZDpiUH8qkUBWCCGEEGek47Ea/1hzbFtKZ6iqyqe2VhEbO5Ty8mqM5galGIu4/KyhD2voihGgVmGU1bIC4UAnoGT/Y5djVC/QcDjqadWqli5dOrFnTxkVFV9htdY1GfupvlDreDh154qFEEIIIX6FxtX4hYWLUUo1eawxyDteHa90XSc/P5/58+ezalU+KSnno2kaSumUl+dRW1vFvn3lXK2svEwxGmsxmhm4gRqMQNUP/LD/3yEYQa0PSAXMQDTgxm73kpzs5NJLx3D22UM455wLsFjqyc2dhctViN/vxeUqJCdn5v6FWoduhnC6kxlZIYQQQpyRfu1q/KPJsc3JeZMPPviA5cs3sHVrNS5XAwUFxezZ8xrR0UmUlGxlz548Kip2clXgJ2awCgs6JjzcQyIwAKPlrBsjfSAPsGPMyuZjND6IxGTyY7V6MZmspKZGctFF/UhIMFImQkIUXbu2pmNHN3v3nj4LtY4HCWSFEEIIccb6Navxj5RjW1+vsWzZKhYsWIDb3R3oCoRTX19CaekW/P4PMOq/xnAtJmawAvP+59oIR+N7FBsx0ggcGGGZAygEzISH12I2j8Xnc2Gx5NDQsJNWrXo0CWIbZ5bPPbctf/zjPRQVFZ02C7WOBwlkhRBCCHFG+6Wr8Q+XY1tWVsbSpUsoKSkGBmOzjUPTYqitdeH3N6BUCUaO63mMJYT3eDkYxP4fydxJBIoYjMVcYMzCmoBaoBWaVklMzFgcjnMIC9uBzVZPWdly2rZNw2734vd7m80sWyyW02qh1vEggawQQgghzni/ZDX+oTpeKaXIzd1GaekadD0cs7kLmlZPXd1W/P42KKVjNC44n+tJ5F3+jnl/29nXGcNddEfxFbAKo83sWRgzt7mAE03bhsnkwu3+FrN5Na1bt+bcc9vSrdt9rF+/7bSq83qiSSArhBBCCNGCxhzbgoKZrFz5MrGxWURGplFX52X79i+AJXg8NUA2tbUbUcqLURZLB7zcgJd3DghiX2Msd/M8ChfGTGwIcAnG4i43MAhIRKmvsFjWM2rU+Vx++cV07949OIN82WXHVs/2TCeBrBBCCCHEYTgcPoqLl7Bp02LAR0hIDT7fXtxuJ0r1x2S6HV2vBeZgdOMqZhyVTGd6sDzUK9zIvTyLIhEjD9aB0dzADCQBxRi5ssVoWhSJie35058mkZGR0WQsp1ud1xNNAlkhhBBCiBb8XEO2GwMH3oXfb6eqajcFBd9TUPAKun45mtaJQGAdsA7oAIzByg4e4Z5gEPu/XMO9PI5RPssE7AU8GMFsIpCB0X62GqjFZrPTqVNX6uvrf+NXfPqRQFYIIYQQ4iAtNTYAiI1NwGzW+Omn+eh6G3R9D0bZrB7ApYAJH2EMYSILeYX5ZDCRXhgpB9b9fy/FaIjQAeiCsdDLCvjRND9RUVacTstRd+P6PZNAVgghhBDiIEVFRYesIVtXV4XJZMPnWwx4MZoWFANTgXOBThSTzLncTxVxwGIgB6jHaHgwH6gEIjBmZWv2H8dLdHQ8FstaUlMtZ2w3ruNJAlkhhBBCiIPU1ta2WENWKR2Xaws+XyFwAdAPsDGcPXyHn3q+B6KAVlTRCqMSwWbgUYxyXH4gAaMRQh3w/v6vy4AiTKZdhIauZcSISb/rRVxHSwJZIYQQQoiDhIWFNashW1aWS27ul2zY8AO6noyR07qM29jL//Eh39KHEQzEwwfAdRjpBiHAF8A+wLV/Wy+gDcbCsBn7t1swmXSczhiGD+/J4MGDf9sXfJqSQFYIIYQQ4iApKSl06hTFmjXf07r1Zezdu5E1az6koiIal+sioBtQy+28xxv8B4AhrORGnLyJCfgEI4jdDvTHmL19FFiJMSu7HaMNbTwQjdm8F7u9gn79zuWOO26S2dijJIGsEEIIIcRBTCYTZ52VwezZ01ixIofq6s243WkodR6BQAMQx50s5rX9QSzA81zHm/wDWIgRqL6AkQd7JbAao1rBKCALI/0gAojAbAb4iLi4pfz5z7f/bpsb/BISyAohhBBCHGTz5s188cVqoqP7UVu7nj17dhEIXIERfO7hD3zAqzwb3P85zuYRJgBVgA1Iwwhcc4AvgQ0Ys6/DMBomFGGxmAgN1TGbfTidXWnb1oPL5ULXdZmRPUoSyAohhBDid0PXj64z1ty5Cygv70j79t3JyVlOIBAGtAVs3M03/C9vBfd9hnv5M2EYDQ6qMSoRmIHzMMpsVWHMwCZiMrVFKRcmUylxcRohITqapmMypbB9+3c899wM+vVbxejRw2Rm9ihIICuEEEKI34Xc3Fw+/XQeeXlVeDzgcECnTlEtBo1btrhISRnNd9/9k+Li4v1bd3APS/j3AUHsP7iWvzAReB0oxwitojBSC3xAPVZrPJGRw/H5NhESEobVmsm+fSWEh/ux20MJBJJwOCyEhGSRkHAZ2dn5FBbOYuLEMRLMHoHMWwshhBDijNfYpSs7O5G4uNvIzPwzcXG3sWZNPE8//RZz5swhPz8fXdcB8HgUa9fOZuPGpQQC/YC2jGIJ/+bN4DH/zhX8hcsxFnbVYMzCtsFobuAB6jCZ2hITM56srOuJjm6F3/8TgYAbhyOcykovHk88cXFd8XjWER8fR0pKXzp3vo7y8o7Mnj0/OB7RMpmRFUIIIcQZ7VBdurxeO/v2tWPbtlxWrXqFjIxMunSJ4bzzerJmzXds3+5H11MxZlar+Zo6vqETF5PHk1zLY5yN0aWrALgF6IrRGKESsKJp23A6M9D1FBoafMTFDcPr/YiamgJCQ9Ooq9Mwm3XKyz8iNHQLmZnX4HJV4/V6iYjoRk7OfygoKCA9Pf2kXLfTgQSyQgghhDijFRQUNOvSVVq6l8WLF1JVBR5PV1yuvdTURLJixRLOO68nu3dn4fdnAL0x2squx8NCRtKLa4jhXWoxZmL3YXzAPR8jtSAJqMVsXoum/UQgcDE+3x4aGiKx2cIICQlD075H0yLw+8uAniQlJZOQMITNm6spLy/F7weTqQHYyrp16ySQPQwJZIUQQghxRmpc2LV69WoqKqpIS4sDoLQ0h3nz3qS0tAGfz4FSABvQ9b2YTEYnr0BgFFBLKGHUYQfGAGbq+YF3icVIIegJtAMqgEUYHbxigWKUqkHTIvF4VuP3r6KiohNRUcmkp0fTseMz5Ob+h5KScs47byQOR3tWrMilri6CyMjOWK1Oams3U1FhZdashXTs2PGocmWPdiHbmUQCWSGEEEKccQ5c2FVR4SY3N5+qqudIS+vNpk0/Ul7eBqUGoVQIup6N37+PhoZthIQ4gsd4kM+4g8UM4l32YMVobDAHGAyMBlZgtJftD1wDTAW+BnoQGXkHFksa+/Z9ga5vByro0uUcEhK6sHv3j3TqBD169KaoaCf5+Rp1dbHEx3dF0zSUUng868jI6InXG8/s2fPJzMw8bFB6LAvZziSnVJgeCAT429/+Rtu2bQkJCaF9+/Y89dRTKONXJQCUUjz66KMkJSUREhLCkCFD2Lp160kctRBCCCFOJQcv7OrZ8+8kJd1Cfr6NH354jcrKVphMwwkEQtH1QgKBaGAI0BGjVBb8j+8D/sl7dCSfhUzASRXGgi47cBZQBiQCDWhaHkbDg3igFXZ7TxyObihVS3R0W8LC+uJyRbNhwytUVLxNr16l3H//ddx55zgcjmy2b/8Ch8OMUg14PIWUlc0kNHQLnToNIzX1QnJzKykoKDjq19u4kC07O5GpU2eRm5t74i72SXZKzcg+99xzvPrqq7zzzjt06dKFVatWcfPNNxMZGcnEiRMBeP7555k6dSrvvPMObdu25W9/+xvDhg0jJycHh8NxhDMIIYQQ4kxy8MfpKSkpLS7s6tGjHy6Xm23bVhIaGo2ue/D5ClAqDKV0IAD0A8rI+O9/Gel/L3iOdxiCGzOwESN0MgE7MALZGCwWLz5fOUbZLSuBwI9UVxcQGXkeyckXYTZbKS/3kZBQx513Xsx5550XnF295poLWLfu//D7NSoqzFgskJQUTadOY4iPz8Lv97J7N9TU1Bzy9bf0eiMiUujc+TpycmYe1Yzu6eqUCmR//PFHRo4cyfDhwwFIT0/nww8/ZMWKFYAxG/viiy/y17/+lZEjRwLw7rvvkpiYyOzZs7nuuutO2tiFEEII8dtq6eP0xETFli3ltG//88KuRiZTLUqFUF3tQanv0XUr0BnYghGcduch3z/p8m5e8DmTuZVnuQCjQ9cCjG5d9UCX/c/bRiBgQ9OS0DQTFstZhIcPQ9eLUCoP6I7N1gGrNRGLxUlkZGSTgLJ79+706NEbm+0SbLYw7PZwIiPT0DRjH7e7FIcDwsPDW7wGLS1ka6RpGikp/cnNfeuMrX5wSgWy5513Hm+88QZbtmyhY8eOrFu3jiVLlvDCCy8AsHPnTkpKShgyZEjwOZGRkfTt25effvqpxUDW6/Xi9XqDX1dXVwPg8/nw+Xwn+BWJU1nj+y/3we+b3AcC5D44HW3evJnXXvuUffsyaN16NKGhcdTVlZOT8zU7d64nNXUvNTVevN5a3O4G8vKqCQRSiI5uhcfjxecLoNRuIBsjMI3hYd9rPO7/OYj9m+V8XrKmEsIOjI5d24EGYBuQgKbZMJkUoaFpKJWM17sQhyOeqKj+gEZd3cdUVX2OUldgMu0lMtJGaGhok/ssKSmJLl1iWL8+n7S0q/YHowEggFKKvXuX0L17DElJSS3eny6XC7/fRHh4NCZT88fDw2PYu9eEy+U6re7vox2rpg5MQD3JdF3nz3/+M88//zxms5lAIMDTTz/N5MmTAWPG9vzzz2fPnj0kJSUFnzdmzBg0TeOjjz5qdszHH3+cJ554otn2Dz74gNDQ0BP3YoQQQghx2uj40Udkffhh8OtNN93EtiuvPIkj+n2rq6vj+uuvx+VyERERccj9TqkZ2VmzZjFjxgw++OADunTpwtq1a5k0aRLJycmMHz/+Fx1z8uTJPPDAA8Gvq6urSU1NZdCgQcTGxh6voYvTkM/n45tvvuHiiy/GarWe7OGIk0TuAwFyH5xuCgoKePrpGcTGjic8PDm4XSmd/Pzv+eabt6mra0XHjjdjsaSSn5+Lrm/D71+J17sbn68Qo3zWhcAY/uz7ByP9PwexGydMYMBno6j/TwLG7OinGDmxNWjaBRiVC3SUikTTQggJycDhiMbjaY3fb8dma4+uR+H3OwgEXsZksmK3VxAaGk54+G6GDu3CzTdfR4cOHSgqKqK2tpbS0lJWrdrE1q3VwTSJzMwohg8fTGZm5iGvha7r/Otfr7F+fQKZmVc1SS9QSrF58yd0717GpEl3nlY5so2foB/JKRXI/vGPf+SRRx4Jpgh069aNXbt28cwzzzB+/HhatWoFwN69e5vMyO7du5cePXq0eEy73Y7dbm+23Wq1yg8rAci9IAxyHwiQ++B0UVdXR22tTuvWSQQCFlwuFyUlG9i16wd27vyJ2tpueL0d2bIll/h4Kx5PK0ymduzbl4dSueh6HyAEo/rAXqLZETz2I5Y/0m/U+dR/5KO+PhGjS1cmsBLwYjZvRdf7YDL1IjTUAXyLz9cXq7U1rVplsGfPBqqqslEqAahH13MJDU0hNvYmwsLOorR0BnPn/khh4SskJUVSWFiP2+3F6bTTo0cK119/HomJicdUB3bkyKHs2jWLjRs/ISWlP05nAm53KUVFS4iL28IVV4xpMRY6lR3t9+EpFcjW1dU1e8PMZnOwz3Dbtm1p1aoVCxYsCAau1dXVLF++nLvuuuu3Hq4QQgghfgONlQlcLhc1NTXU1NTg91exa9cmdu/2UlS0mbKyH/H5EgkE0gkJuRGzuQFdL6O4eCU+X4BAQCMQCMGo+xqGMdMaDejcy/Vo5LOVS3ndeh39KMTIm12E0dXLAhiBlcmUAaQSH9+D1q07UlFRSW2tGZ8vDrd7D2lpXdmxo4qIiEzKy+dgMiVgMo2msHAvsAiLJY7Kylp2796A3Z5EQkJvNC0c8LBlyyZycvJ57LF7jmlhVlZWFhMnjtm/8O0tdu82ZnR79Ypm1KgxZ3Qd2VMqkB0xYgRPP/00aWlpdOnShezsbF544QVuueUWwFh9N2nSJP7+97/ToUOHYPmt5ORkRo0adXIHL4QQQohD+qVdpxorEyxbtoXNm7fjdptxOkPx+WqorPwLUVG3EQgUYzJdSEhIJpWVs/B6wW7XsNvb4PF48Pl2YJTGigc0jHqwbqAA6AZEcA99gKsIIQYoBGwYNWOrgAZMpljM5gCRkV1QykNGxlmYzVY0bRhe7yw8nnpqasIJCXHi91dSVbUAXS/G6RyHz+cgEEgFIlHKi8/3CbremoaG7iQkjCEurjs+Xyku1w+sXPklb7zxLlOmPH1MqQBZWVlkZmZKZ6+T6eWXX+Zvf/sbd999N6WlpSQnJ3PnnXfy6KOPBvd5+OGHcbvd3HHHHVRVVdG/f3++/vprqSErhBBCnKJ+adepxkL/69crtm+vp77+UkymblRX+/D5VqNUCbo+A02LxOm8Dq93H7ruRteL0HUzXq8Pv9+KEZBaMdIDivgzpcwjgtW8AaTt/xMGbABa7z+7mZ/bz36NpjVgNkNCQgh+fyh+fz1msxWnM4vWrcdQVvYFlZWf43JF4vdvxuHoTmjo1SgVjq6HYbN1BcDjWYnfvxer9UaU6kl1dT0JCVbs9hTi48eyZ089ixbNJj8/n3bt2h3TdTaZTGdkia3DOaUC2fDwcF588UVefPHFQ+6jaRpPPvkkTz755G83MCGEEEIcM13X+e6773jjjc+orT2LzMyrCAtLxO0uJTt7MYWFs5g4seWPvhsL/W/fnsDOnTnU1fUlPHwCFosNr7eMiopqLJa+wDw8nu8xm/PweHyYTJVo2jt4vfEYM697MNIDwoASnsbHn9nBQzi5iPvIxo7R6GAQRsvZnP3/9ux/7jLgW0wmNzZbPDZbNeHhibhcu4ItZZ3OLEymUByOQsLCPDQ0eAgN7U5tbRL19aVYLF2CrWdhEUo5MZkGoWlheL1b8HpdOBxRaJpGTMxgSko+Z8uWLcccyP4enVKBrBBCCCHODLm5uXzyyVd88sl3lJf3IDq6PV7vbjp1chAff+SuUwUFBeTmVlJRkYLbbSI0dBhKmQgEdEwmsFii0PUk7PaLgVyiouopK/NiMjnx+WKAZCAf6I2RUrCXZ5jHI/wIQDRuziaSbDpj1IWditEUIRwjkP0AKAesWCwNXHTRRKqrK9i1q3B/U4PdlJVBREQaVmso+/Z9i8NRTdu2DhyO7tTVlVBT8wV+f2ssFjO6XojfvwSTaRuaFkcgEEJoqBNNM+H3/1zvXiknEp4dPblSQgghhDiuGlMCdu2KxuvNIjn5dkymaIqLd+FybaJv3y7Ex8cftutUTU0N+/bVUV7uoaHBjM/nBOrQNIWm7UPXG4AGfL4kNM1CWdlX1NbqQCZKdQFmAF2B84BqnuVd/sQXwePfzcX8H92BhRgzt5EYC8EaS11djZFqsBK/30Rx8Waysi7F611FSclG4uNTiYwMYe/eXGpr1xMSspYhQ7oxfPhFvPvuEjRtALr+Jbm5C/F4VmGxRGCzxaJpF9PQ8BlQiN2eBWhYLEZFAaUUlZXriIkx07FjxxP07pxZJJAVQgghxHHTmBJQXt6RtLQu7Nr1X+z2JEwmG/HxXSkr20he3nbi4uJwOhPYvdsIWg8WHh5OXV0F+/ZFousWrNY6NA0aGrbh97vR9Qo0TcPtrsdiqcHvr0CpeKAnsBuIwKgTa+J5XuOPBwSxf2ASr+MGPgO6Ax2AxP1/L9u/VwTwN+AdYCG7dkVisayiQ4ezsdtXUVw8i+TkDLKyIDXVwogRkxg8eDAAK1ZsJDu7hBEj/oGmPcKuXXY0bSialkxDw07CwkwotZK6OoiKAqvVicfjwuXaRSDwPQMHZvzucl1/KQlkhRBCCHHcFBQUkJdXRWrq1ei6H4sFfL5S7PYUNE0jIiKN8vJsXC4XmlaDw2EErQdLSUnB79+L3x+B3Z6IzzcPv78jEIfZ3AWlClAqD5/vO3y+EKAXsBmjcUE9Rl6snf/HyzzEzOBx7+Qh3uBi4ClgGNAXo/VsLMaCsPOAPGDn/uP0Albj96fgctkoLd3OgAF/ZN26v3DLLf3o3bt3s+oAo0cPo7BwFnl5H3PWWcPRtIXs27cJpVy0aqVo3/4K1qyZhdu9E6u1N+XlDUAVZnMu55xTyx13nF7NC04mCWSFEEIIcdzU1NTg8YDTmYDJZCEuLori4sXEx1+HpmnYbE5qasDj8VBRsYRevaJJS0trdpyioiKio9sQGbmNmhqNQGAput4fk+kqdN2FyeRC19eh1HKMgNQHVAOlGLOpu5nCX3iA+cFj3s5tvMlgYA1GHdlzMVIK2P+c2v3b2X+cHRipBjaU8hISci7l5Z9RUrKO2Ngoevfu3eLMadO6rptJSNiHUtmAk8TE1kRGRnD11e3QdSgs3IjbvRan08LZZ6cwevSZXff1eJNAVgghhBDHTXh4OA4HuN2lRESk0KnTMFyuWZSVzSQ8/Dw8njLq6laRl7eMTp3qGTXquhZnH2tqanA4Ehg48GIWLvw3FRV1aFoeSv0TMGMyKQKBfKAdZnNnAoEPMRZn7QASOI8SHmBV8Hi3MYG3uB0jheAHIBSjRmweRoWCCKABIxgGcABOoAzwYzKFYbcnU1enKCpazKBBLQfgjQ6u6+p0OgFwu93BGq/A767u6/EmgawQQgghjpu0tDQ6dYoiO3sxnTtfR3x8Fn37jmH16nfJz59BdbUXm81EVFQkDkfGIY/TGBDHxfVh4MB7+fbbGej6CHS9FovFj89Xh89nAQoIBD7BaHCQglGBII0f+SN38z0v8yq3czXTiAB2AUsxUgkiMWZgqzHa1RYAbTAqFxzoG0Dh9zsoKvoeTcuhR4/WjBp15I//j6auq+TC/joS9gshhBDiuDGZTIwePYy4uC3k5MzE5SokEGigrs4HnENKyo0MH/4SAwdOYffubkydOovc3Nxmx2kMiAsLF9OqVQ9at+5CenonOnS4hNjYFOrqVmAs6tqx/28r4MJY7JUBuHmVAXThMaZxPUaw+hZGhYLxGDOuJVgsiTid7YBijI5ejQvPfMB3wDIsli5Yre1xudZjNudz7bWD5eP/U4TMyAohhBDiuDowRzQ3903Wrl1NdXUPOne+mKysDOLj4wGIiDh0LdnGgLiwcBa7d+uEh2vs25eNxdKegoK3CQQSMILXq4FoAHryPdkMw5hpdQPxbOZcjOA2ASNIvRRjIVgWmrYLTatG1y/AbG4N5AKr9u+zCk1LxmK5kMjIKMLD83A6FUlJ17Bp004uv1wPjveXtt8Vv54EskIIIYQ47hpzRH/88Ueee66KhISxpKR0RtO04D6aph22luyBAfHy5WXs2vUdZWUuGhoGYOSzdgQGoFHIv5nKHfzIdYzgE7pgzM5WYuTC+vfvG4JR2cAMdEDT4jCZPqGhIR+rtRU2WxlRUaUAREW1xeuNRald+P3fkpTUgx49xmGzhTUZ7y9tvyuODwlkhRBCCHFCmEwmIiMjCQmJJjm5Q5MgttHhasmCEcx26NCBmTNnsnv3FsrLo4HOGLOng9GI5X95krtYCsAM7mAZq9lNIkawW4nR2MAKVGAs8LJhzOJWouutsNnaERNjIjpa56yzbgVcZGW9hNtdis9XQXX1e3TrNpr4+Cz8fm9wvI2NH8rLO5KaejVOZ8JRtd8Vx48EskIIIYQ4YQ6uYnAwt7v0kLVk/X4/M2fO5MsvF7JyZTH79kUQCNRiNC2wo5HIqzzFnXwNQACNW7mG3cRj5M1GY6QYbN//x0g3MCoRzEOpXAIBD2bzVszm7nTtehOtWmUCS/H7PTgc6YCZ0NAoHI7IJuN1Op3MnPkZ5eUd6dz5umCQHhFx5Pa74viRQFYIIYQQJ8zBVQwOnJXV9QCbN39Khw71+P1+duzYESxPtX79ep599t+sX19FQ0NvdH0wJlMCSjVgMu1G6ct4jXu5g7kABDAxjmv4EA/wChCGsaCrFiOo3bD/64/QtErCwlKJi7sDpZYSElKHy5XOli0NxMU1AFBdXUh4eBTV1UtISoomMjINpRRFRUbtWyDY+OHgmeYjpUyI40cCWSGEEEKcMAcu2srJmUlKSn+czgQKC5eyevV7NDRUUV0dzzXX/BmoIzGxDQ0NHrKzl+N2R6DUaOAKdL2WQMCDpu3ExEBe5x1uYydgBLE38ndmcjaQAyzCSCNwAPswgtp0jPJbfkJCBtCx44NYLFXU1+/krLP6k5u7hJKSFWzcWM2QIWCxbGbHjq+JiSmnQ4cbqa7eTVHREuLitjBq1Bjcbnew8UNLjpQyIY4PCWSFEEIIcUI17XT1Frm5ZezYsQubrQ+dOw+ioMBLbS34fNuprs5l794I3O5+GLVd+2MyhaJULdAalIfX+Su37g9i/WjcwC3MohWwBSN9oB1wHUYawTyMLl1JQACL5QLs9iHs3l1OaOgi0tOjadduMBERrVm79iNKSt4HbqRNm+XExBTgcCSwb9+nOBzQq1c0o0YZea/5+fm/OGVCHD8SyAohhBDihGusYpCfn89LL72ByTSK3r1v5scfV+JyheLxxFBVlYTHU4mubwCGYpTL2oGuuzEWbhXxb17jVpYARhB7PefwH6qATzGaG0RjtKzNBJL3n30KsAOTqR92eyQOh4na2nmYTOvJzLwXTTMRH5/FwIF/YtOmvwLw3HN306ZNG4qKilosq3W4lIkDUxAO1/1L/HoSyAohhBDiN2EymTCZTFRWOujU6RJqamooKqqiqioJt1tD05JRagjGzKrCKJPlxWgrWwXU8l+6cTM/YMXPWAbzMVcC9UA3YCVGTmwo7F8ABgGMGdlCNA283lW4XLMID29PWFhfbLbk4Pjq6sqJiTEWdaWlpWGxWA6Z33qolAm3u7RJCoIs9DqxJJAVQgghxG+mpqYmmFtaWlpBeXk1bnc6EIHFEoHHE4MRwPowUgPy9j8zFohnARdzBWcRwXf8Fz+gAakYgWwy8DzGwi7b/sf8gBdNux2n83wCgWx0fR/gIBAAr9cL/DyLevbZUUf9Wg5Omdi9m2YpCOLEkkBWCCGEEL+ZxnJcBQW5bNy4h+rqWgKBOkymSny+CoxFWj6MmdhUNF5DsQMj71UDyvmWdkA40AljNrYEyN7/+E6MxgdpgI5Raqs9Nts+7PZEfL7ReDxbqK5eRyDwAybTUFyuwuAs6vDhV7F9+/ajfj2NKRPS2evkkEBWCCGEECfMwe1bU1JSiIlp4LPP/oNSV2A2ewgEAuh6PErVAJ8BdqAWE8t4B8UWLDzFRRhB6QrgJ+AyzObzCASyMdIJtmIs9IoG7sSYnV0LrAc20NBQRHX1P4iOfgzoiMezi0BgBzt3PktcXHRwFjUjI+OYAlkw0gykxNbJIYGsEEIIIU6ITZs2MX36LPLyqtB1GzExoXTqFMW+fWVoWj0mUw4WSxxebxGwF8gHNgGxmPmad9jDDfubGfhJ4BnGYwSqa4ECAoELMGZf3RgztAUYs7TxGDOz7TEWjX0NbMbns+ByvYHVOgCHI5wOHdpw660X0rt37+Asqs/n+02vkfh1JJAVQgghxHE3d+5cnnxyGnv3ZmGznY/ZHMKePTVs3lxAVVUxbdoMIz9/HT5fGcaCrH0YKQVJmFnFe2xiLBUANGBhA0kYAasdI1Bdu/+PEyOcWQbUYjb/D7peg1JJQAaaFoFS56PUZpRqh9+/F5ttKRERXUlIiKR3794ym3oak0BWCCGEEMfVhg0b+OtfX6S4+Hyio6/C46mhqsqN16sDrfH7W1NVtZyYmAdxOJbQ0FAIXAZkYMbFDG7l2v1BrBcLV/EyX3ALjeW4jDzaWuBtNM2GUpFAEXAVSkWhVBkQgqZt3v9YMiaThsUSICLiEpT6D37/GrKy4qQ81mlOAlkhhBDiFHVwfunpsIho06ZN3H33n9i6FSyWduzatRGTKZmwsLOIioqjuno7Xq8Pn28m8C3V1TYgA8jAQigz+DNj2AMYQeyVvMSX9MUIVMMw0gWKAQ9QilIO7PbOBAIx6HoISn2HMVMbjVKNVQtAqULs9j5Yra2prNxBUlIF48e/dMpfT3F4EsgKIYQQp6Dc3Nz9ZZ2q8HiMsk6dOkUxevSw37Ss07EE07m5uTzzzDS2bUvBanWiVDoQjlKtqaurx2z24nC0pro6E78/jLKyOcDVQDUW3HzIn7maRQB40RjNjXzFTRh1YP2AC6MSwbr928IBC1ZrEbruQ9erMUp39QSGA62BPcB/gCJ0fQ81NZ/hdO5h0qQJdOnS5URdNvEbkUBWCCGEOMXk5uYydeosyss7kpp6dbDQfnb2YgoLZzFx4m9To/RYgmld1/n003mUlmbgdEbi863C7S7Fau2JpoXj85VSW1uO3x+CUkUYFQjqgaVYKGcmz3EV5QB4MDGKPswDYCbQA6NW7B7gO6Bw/7ZzsFhMhIY2EAj8gN+/HE27Fl0/FyOgLQfKMZk6Y7Vq2O2biI2N5bLLLuDmm28+4ddPnHgSyAohhBCnkMaAsLy8Y5PWpxERKXTufB05OTOZPXs+mZmZv+hj8aOdYT1SMH3vvVfjdDqDx9F1nby8KlJSrqagoAhoIBBYi9U6Ck3T0LRw6uqqCAQqMcpnOYDuQCuSsNCPlQB4sDCSG5hPOUab2Q0YM7AWfi6vdQUwF7M5DJstDJOpC4HAHhwOF5GRvamvr6SurgiwYTLZiYxsR3R0OjU1L9Knj4M777xTUgrOEBLICiGEEKeQgoIC8vKqSE29OhjENtI0jZSU/uTmvkVBQcExr7Y/2hnWIwXTy5ZN4YEHHichoTNer4bDAVFRdezYUYXFso+qqn3U1rYmEPiOurq3sNsvwe+PIhDYA7yLUds1A2OGdSeFeBnEML5iHn/gLL6hI41tZaEXRrjSGMgOBj4HvFgs8VgsUFu7h5CQVgQCsaSkDMRstlNbW4LLVUx9vQ+PZztKhRIToxgzZpB03DqDSCArhBBCnEIObOHaEqczgd27jf2OxbGkKxwumC4vz6O4eC8uVyYpKWNo06Y9xcXZLF36AVu2ZON0XoDRTjaArscCi6ir247RqSsPI3i9CKOlbDWwCkhnCxl04iF85GLUlLUCizFClTQgCqNqwYfAWkym87BYbFit+zCZPMTHX0BR0XK83j3ExPTE4YgiNjaT+voKKiqW0blzJGFhHejevfsxXTdxapN5dSGEEOIU4Pf7WbJkCUuWLMHlKqCmZk+L+7ndpTgcRqvXo3XwDGtERApmsy04w1pe3pHZs+ej6zpw6GBaKZ28vHn4fN1xOi/C7d7HTz+9xsqVX1NQoKivt1FePg23ux6LpRdm88UYtWErABtG4NoPG8N5gDzMVAIXA/cCqfiowFigdRUwDCPPNXv/n6+Bj4EtQHdCQzuQlmbiwgt70KpVEjZbFCEhfurrV6OUAowZbJPJitPpxOvdTOfOMVJu6wwjM7JCCCHESTZ37lymTn2Hbdt8NDRYqKurYO3aGxk8+E9kZo4I7qeUoqhoCb16RR9TQHa4GVaAiIhu/Pjj//Hjjz9y3nnnER4ejsNhBM0RESnB/VyuAsrLq3A4hlJXt5KcnM34/d2w2y9H0wJYrUvxeldRV/cRZvN4LJY0AgEPRkrAXsCLjV58wtNczg+cTUfGMYsAsUA6sByj4UEdRpktJ9Af6IBRtWA60BlIwGLZy9lnX0Tbtm2pqlrGli1fkJ7eDb+/iLKymURE9MdqjaeiYgV2+4+kpSlGjbpWcmPPMBLICiGEECfR3Llz+dOfXsPluoCEhCsIDU2noiKXgoJP+OKL56mrK6dbt+txu0spKlpCXNwWRo0ac0wB2aFmWMvKysjL205paTVVVbt57rkZ9Ou3ipEjL6ZTpyiysxc3yZH1emvw+RS6Xoffvw6z+Wzi46/D7Xbj9+djMrUBOqDUV+j6K/h8e4FzMfJaP8HOHj7hbYazCoCR7KAzVWygHogDFEaXr1ZAFRCKMaPbGmMmthOathWTqYCQkB44HBaqq4uwWtcTGbmYyMiBtGrVi4KCNZSUTKWmppzQ0Couvrgzd9xxo+TGnoEkkBVCCCFOEr/fz9Sp7+ByXUC7dn8MBqeJib1wOjuyZYvGihUvY7XuJDTURK9e0Ywadeylt1qaYS0rK2P58k24XBGYzTE4ne2Jjx9JdvYuCgs/Zvjw3hQWriYnZyYpKf1xOhPwemtwu/MJCVmOxWIjMvJCNE3DYrGgaT78/gY0LRmr9XJ8vhUYQWk8MB87O/kvu7iMSgDc2BnOVWwgFdAwWtT6MWrDbtj/pwFjJvdtoBSr9Vpstt0oNQeLZRe7d28jNtbJwIHRdOv2B9av30Ze3g/ExSmio32kpiYwYsQNDB48WGZiz1ASyAohhBAnybJly9i2zUdCwhXNAq2wsDDatx9LRcVaRoxoz4ABA0hJSaGoqIgNGzYcU6evtLS0JjOsAKtXr6egwAxE4fF8Tmioh/x86NTpIsrKYMOG7dx779XMmfMNeXlvsXs32O2KTp3qqKnZS1WVHavVmOG1221YrQH8/lKUMtPQUItSFowSW3XY6cCnLObSYBBr4zJG8wNxwCKMnNgCjJQCM0a1gl0Ys7SXYAS4u4CFmExuEhLaMmpUN8aNu5rIyMjgdbjsstOvE5r4dSSQFUIIIU6SvXv34vNZCQ1Nb/FxpzOd8nIHYWFh1NfX8/zz/25WOmvkyIub1HNtKXgzmUyMHj2MwsJZ5OTMRNdT2bJlD7qejtm8GKdzH4mJN1JS4qC6OofOnbPIzd3M2LFOHnlkYpPg0O12849//B9LllRit2/DbI5h7948amvLUaoBpXZgdODyAOXYqWc2M7mEHABqsXMZ/8tiAhj1YVdhVDIIwwh8q4Hd/Nz0QGEEt4no+h40bQu9e/fj1luvbzYzbTKZjrkkmTi9SSArhBBCnCSJiYlYrT7q6vKJiGieLuB252O1+qmvr2+xdNb3389kzpxHaNWqPXZ71GE7b2VlZTFx4hj++9+vee+9D6ivDxAe3hunM464uOtwOrNQSlFWtpHCwkri4hQ1NTUtBod//vPt/M//PM7GjdOoq+uBUkk4HO1paPDj85kwqgvswUEis/mWYeQCUEsIl/JXlhCNEbDuxCig9BNG61kHRppBGpp2JdBzfwUCN1CC2ZxGXNx2br99tOS7CkDKbwkhhBAnzbnnnktGhpXS0s+Cpa8a6bpOWdlcOnSwsmNHSbPSWV5vDRUVteze3Z/y8sF07DiZuLjbyM5OZOrUWeTm5jY7X1ZWFmPHjqRNm3iSkhJo3foy0tLuw+k0gkJN04iISKOkpIRAwI3T6SQ/P58NGzaQn58fHGOXLl2YMuVREhJysdt3kpQUj8ej769Q8B2wBujDP6gMBrE1OLiEf7CE0Rizr3aM4FUBIUAhFksSRv3YuzCZhmMyJWE2x2C1JhAW1p5WrfoTGhpHfHz8iXg7xGlIZmSFEEKIk8RisTBx4nj+9KfX2LED4uMvx+lMx+3Op6xsLpGRixkzZjTff19IauoFweoBjfVc6+oyad36Umpr11JbW09UlFEXdtOmD5g27SNuuGF0kxxSALfbTUREKm3ahLN3bz5GVYGfWa2h1NauJzS0mldemc7mzS503UZMTChZWdHB2d7w8HDatGlDaKiPvLyp1Nf70fVQYDtwITCcJ3mBC9HpQBGX8Dw/EQZsA9oCEUAqxizsd2iaiZCQMOrqajGbQ9A0HZNJw2ZzomkQFWUlKkrD5ao75mYQ4swlgawQQghxHOj6L1todPnllwPsryP7E+XlFqxWP1262Ljvvj/Qpk0b5s0rbFI6q7Gea2Tk1VitYdTWgtfrBaC8vJzi4jDWrFnLpk1VxMZGNUk3CA8PJyREIy2tNzU1P1BWNpPw8PNRyo7Hs5vq6qXo+hJWrvRTX5+A2Xw2FksYERE+SkrK2bTpdcaMGYTdbsfjsREI9MPr3YhS9RgBqgYMByKowsLFjKUdWaymA1CL0d3LDPwIFGPUiDWCc5ttHboejtm8iZCQ7oBOIFCL1dpAbGwcbvcinM7AMTWDEGc2CWSFEEKIXyk3N5dPP53XbCFWS7mqLbn88su55JJLWLZsGXv37iUxMZFzzz0Xi8VCfn5+s9JZXm8Nfj9YrQk0NLixWMButwdLatXWpmCxdCQl5TqczoQmbWgzMzP3VzAo4ZxzrmHNmvfJz/+U+nodXW9A10uA3dTXjyQ09CK8XoXfH6C4OA9NW4XVWsmKFQUkJDjZvDkHmy0Ts7kPJtMeHAE7Fry4MGFUGjiXSraxmkqMnNiw/a94E0ad2NsxFnUB9CQysoy4uHD27v2eurpabLY+hIUlEhnpp67uc6zWdbRtm0ZkZORxff/E6UsCWSGEEOJXyM3NbXEh1oHB49EEsxaLhf79+zfbfnDpLE3TsNvDsVigoWEv1dVVJCU5iIiIYOnSFdTVxRIZGYnHE0pISEywDW1Ozkxmz57Pn/6UGaxgsH37btzuBqzW3vj98Xg8Zny+Yvz+bTQ0lOL3FxMRcTlmcwF1dbPxeluhaefh9YZSVlaJ223HYpmH2RxNqHLzGU8Tyl6GMhYXViAJSAB+wMibbcBobNAbuAgoA9YCDkJCLqWhYSEXXZRBXl4cHk81NTVzMZmsgEZSUhQWSyLnnmuVNrMiSAJZIYQQv1uN6QAulyv49bE+/9NP5wUXYjXmsB4cPGZmZv7ieqYHl84ymhMkEhYGu3Z9QGLiOXTq1JXq6mrKyz1ERGRRXf0lSUnRREYaAZ+maaSk9Cc39y0KCgrIysri7ruv5O67H6GkpANeb2s0zUlERARudxtqazsRCOzC612O3z+IuroP8PmigctQKoT6+lrq6tKAcPz+L3DyIp9TygB2APARE7iEv2Ms3AoAWRjluFZgpBPUAt9jND8AiCA8fAhKLaNLl3aYzVWUlWUQEdEWi8WO3++lunon8fHbjrmrmTizSSArhBDid+nAdAC/38S113bnX/96jZEjhx51aaeCggLy8qpITb06GMQ2Ojh4/DX1TRtLZxnjNZoTxMWV4feXEBUVhc2WgdtdT319KQ0Nn+N0bqdTpzFo2s8Bn9OZwO7dRrva3Nxc3n33P+zebcXvz0TXbURHRxER0Zba2j0YwWcP/P61VFX9Hz7fcnT9AoymBFEYs6qbACdOrHzJBi7EDUAVJv5KGLAauAzIAHKBhUApEAOkAekYdWS3YrWOITzcg6776d27N0OHxu5/rVuprTVSNXr3/mVdzcSZTQJZIYQQvzsHpwOEh0cD37J+fQK7dh19OkBNTQ0eD00WYh3owODx18rKyiIzM7NZc4LGzlsVFW78/q0kJPSke/cxxMc3Hb/bXYrdrli3bh2fffYjxcXh6Ho6FstAHI44amt3UVn5Ex5PA7ruAvah1Ba83u+ARIxWsV6gHqgBuhNGe77kL1ywP4itxMLFTGQ1nYF5wL8xglYnRtODOCAF+AQj5WAPFssNxMVdgsfzH7p0sQVzgw9+rdKlS7REAlkhhBC/Ky2lA5hMPgAyM69i48ZPjjodIDw8vNlCrAO53aU4HBy3VfYtNSfIysoKpke8//4n7NyZQVxcpyb7KKXIyfkIpTYxZUouZWVhhIeHUFubh9e7CofjErzeSBoaIggE8oFWwBKMBVmDgG7AAIz0gFeANoQxkK+4lf6sA2AfEVzMBNZgBs4GrgCmYwSwt2JUKngeY8FXHHABkI/DEUMg8CHR0cu4774/YLFYDvlahTiY/GojhBDid+XndIALDpMOUElBQcERj9W4EKuwcPH+DlQ/U0pRVLSErKzoE7o4qTHg6969O7fcMpb4+G3k5MzE5SrE7/fichWybNkUiooW4fH0x+O5htatn8dmu4O6urNwuz+mvHwxHk85gYAbaAfEYuSzjgDuADpjNC+wAK0Ipxdfcz39WQXAPpwM4T+sYRRGe9qlGAHsFRizsQGMslw6kIyx6GspsAaHYwY9eqznuef+ECxFJsTRkhlZIYQQvyvHMx2g5YVYRtWCoqIlxMVt+U0XJ7WUS2u3KyCHlJQRtG07ksWL8wgEbBQXm9D1K1HqI+B9lLoMI28V4CWMWdOhGI0LIoECoJowGviaxzhvf8euCmwMYQRr+QaoBEowSm/twghiCzGaIERjLO7KAr4BEgkJKWHSpEv505/+FJyJFeJYyF0jhBDid+V4pwO0FDw6HNCrV8uLk35p44SjdXAurcvl4vXXFTZbf2prawkE6ikqyqe62orJ1BabbQwNDU8D7wGtgXKMlIIsjPzWAEYwawJW42E3e6gHoIJwLuJl1tEOIye2CjgPYybWglF2aylQB1RgzMYaubahod2JjEzE5fI1ef0n+vqIM4sEskIIIX5XWqrL2qgxHaBXr2NLB2hpIVZLAdivbZxwtA7ML50zZw5r124D9hAIWCgtLcflKsRs7oHV2gZdbwPYgXwgHmM2FYw0ADdGSoAXI8hNxM9MxjKWKnJ5mRtZTzKwDxgNLAM2YOTDRgJnYbSsnYORrhAP5KFpVsLCzKSnn0dx8dpgVYff6vqIM4cEskIIIX5XWkoHCA+PAWDz5k9+cTrAkRYnHa/GCcciNzeXWbMWUl1tJTTUSX09NDREousmdH0jPt9mjJnSAowgE36u7eoHPgeuwghGtwIKSMFPIrfTb/++HoyuXW0wZnG3AjmAAyNPNgZjVta7//kBlKqjvn4Dfr+LsrLyYEmw3/r6iNOfzNULIYT43WlMB+jZcy8VFW+xbdsUALp3LzshAdPBlRIiIlIwm23Bxgnl5R2ZPXv+MTdkOJpzer19SEpKpqTkS2prw7BYzgYuBHphVBBYglFOy4wxM5sK2IBQYDlRTOZTbieDD4A3gc0YwesujAB3NUZd2cUYs7iu/dt37j9eJ6AD0B6j5JYNq/VPWK0T2Ls3nh07dlFcXNzi9QkPb01y8iVs357ItGkf4fc3zhYLYZAZWSGEEL9LB6YDuFwu8vPzmTTpTux2+3E/12/VOOHA/FKXy0VOzj4iIvpQV7cQXa/FbN6A338WxixpNTAf2IFRCms00AOj89aXwGdE4ecbijmbvZxNNQO5ge3sxUg3iMdII6gDfBi5r0v2P78NJlMkul4JFGE0RIjFau1DePjthIWdjdtdSl2dn/DwMr75ZgklJVqT61NWVkZe3nbKyz3U18ewbdvXKPUkt9wyVmZmRZAEskIIIX63GtMBfD4f+fn5J2xR0YlunKDrOt999x2ffTafoqIGzOZIyssLyc3NJiRkO/v2udG0Afh8K2lo+BZjBtaNMWvaG6PhQaNQ4Eai2cM3vE9vagGw4sNOErB2//NKga5Af4zqBJXATIy0Aj/GDG8MRhBbisUynKiosYSEpBMIVKPru9G0YjIzLyIvbwa6HkZ6unF9ysrKWL58E3V1sURGdiY83EJp6SrWrXMydaqkGYifSSArhBBCnGAnsnFCbm4ur7/+Hl9+mUtdXTQREbGEhZkoL+9EdXUSXu9uNC0Jp3MclZUL8Pn+A2Ri5LB69v9dgJHb+l/gCqJJ4Vu+otf+ILaESAbzNLmkASsxgtOBwBCMRVzVGBULemLk3Oag622BfEymAHA2ZvM51NSswO/fjNXqJCLChsUSSWxsGrt32zGZGnC7SwkPb01e3nbq6mKJj++Kpml4PIWEhISSlTWGPXuWHXXDCnHmk0BWCCGEOMFORKUEMILYl176iCVL7Ch1N23bXojPV8qOHXPw+bYQHT0Sl2s9sICGhn00NGzFmEGNwqgkkIWRVhCGEYiuJYZ/8y2b6MkeAEqwM4hh5LEVWIhRnqsVRqvZ1RihhG3/iOKAthiztp8DIZjNF2Ey5RIV1ZGGhkpCQvaRktIdTdOor19LIFBNTEwkrVpBfv5ikpMvobzcQ2RkZzRNQylFdfUSkpKiiYpqg8lkOS5pGOLMIL/KCCGEECdYY6WEuLgtzbpu5eTM3F8pYegxzTDqus5///s1eXkxeL19CAvrjslkQ6k4AoFL0PUeBAIrsNl60NCgU1n5yv72s8UYNWOTge4YC7C6ASOJ5XoWsCEYxBZjZyD3k8dYjFJa1RgLuqIxmiX0wGiiEIcR2Nowym5lYLSpHYTfn4DNFkog8BMhIe3w+405tOrqQmJj7bhc6+jcOYYJE8YQG7uZ1aunU1VViM/np76+gLKymYSGbqFTp6FomgmnMwGP55enYYgzi8zICiGEEPsVFBRQV1d3whoVHG3jhIObAqSkpFBUVNSkRu13333Hxx//RFXVZZSVubDZKrDZqvD7/dTUBIBeuN3TMJtrCQTC0fVFGLmslwEdgXMxgtAUwEcs+SzgJrpTAsAerAyiK1uC7WQ3AoMxUhDKMXJk22I0SyjHyJF1Yyz+SsSoftAas7kYTWuLUutwu73ouoXSUp3w8HKs1kri40sYNWoMAA6Hl8rKLygv97Fv3yKcTgfp6cn07j2G+Hjj+vyaNAxx5pFAVgghxO/e5s2bAXj66RnU1uonrBD/0TROOLgpgNdbRn19KSEhrbHbo3A4ICamgby8nezZY0bTYvH7a/F6a/H7FUbOq8KYGbWhVD26HgskYQSuiRg5rg6MIDYEcDOGj+lODgB7CGEQ6WxhFDASo7JBEUZKQSvgNeAL4NYDzleBEcRuxwhyMzGbw0lMjKKqKptAIJaGhnnoej52eyht27Zl4MCzgkGsUUP2LC6++E6WLXuD4mI7Fss5+Hx2jBnfX5eGIc5MEsgKIYT4XcvNzeW11z7l4ovPIjZ2PK1bJ53QQvyHa5xwcFOA+voKli59n337ziYmph3nnXceISE633zzNhUVLrxeL5rmwGTy4fXuAdphBJY1wDZAoes7Mcpltcf4uH/f/rM1YHTrqgcCvMpIktjDLcxmEOexlWjgHIwWtQ0YAXA6RsDaB/hm/7G6YqQa7MLoDrZ0/9ercTh24PVeiKbF07p1H7zeUMLCnCQmticxsZQrrhhCZmYmzz47NVhDVtM0evcex/Lls6irq6S6Op6cnFy6d69n9+6lv7hhhTgzSSArhBDid6uxacC+fRkAhIcno+vWYKOCnJyZv9kK+YObJoBi3bqP8ft70a7dtZSXb2Lr1kK6ds1E0y6gocGHz7cIq3UrHo8dIz/Vg5E+YAZ+BLIxcmEvxFiYpWOkA+zCSBW4eP/+sUAFj3IHL5FCBWUYZbiSMWZDyzCC1gKMWdez9p9v5/5tYMzYhgBXAO2wWMLx+wuprv6SkJA2BALlxMZW0LfvQ8TFdWLTpg94552PGDSoH6tW5dOmzZXBRXDx8Vn07TuGvLx57NmTzY4dO4mOTqdPn9RmaRji900CWSGEEL9bjY0KWrcejbHS/mcHNypIS0s7bErA8RpLaurVgKKw8EcKC3fidF6MpmlERKRRXp5NRUUFHk8DmtYVm60Mr/c/KHUORj3YzRi5qnnAKozFWRUYs7TbgM4YM6gDSOBlOvBnlvIQRrBaDqykgnyM2dcAkIbR9GAlRseubzFmd71AF0ym+7HbvdTXvwaEoGn/xm6PB3bhdFZTU9OWQGAnfv9HpKZeS1aWketaVpZLcfFW1qxZz08/7aWgYC+VlbPo3Hl4MBc2Pj6LuLhMKiq2snXri9xxxxCGDj22BXHizCeBrBBCiN+txkYFoaFxLT7e2Khg3bp1fPDB7GDe6onIoW0cS319BevWfUxh4WZKSspxOPZQVVVDbGw6jR1aNc2ProejaWFoWghG4LoWI381BGNG9m6M2dP/AG2AEmAPEEEiIXxHHun8wGXs4HsyMLpz1WPM2m7DWNg1H1iGMQPbDyPYrcOYfV2LwxFFbKyJqioXJtNINC2AxQKaFkdMTCs8nv/P3n3HSVWe/R//nDN9Zmdn22yB3WWpW2gCUkSUYsGCChbEJGoSE33yRE37pauJ6XmSmMTok2geo0mMIjYsWLCB9N63wcL2XmZ2+syZc35/3LurCCisiIX7/Xr5iszszp49QfbLNdd9XeW4XONJSwsxfvxC0tNH0NFRwaZNywiFRmEylZKWlkFj425qazV6e5cyY8aSgTCrKCoWi5OcnBxKSkpkiJWOIIOsJEmSdNrqX1QQDncC4jCRz+cjFov1rartJRbzsWzZW8Tj0ykouBqXK/sj6aF1u93EYh2sW/comjYZl2s6dvtLmEz5BIMa4fBu0tISZGZmkpXloqXlAGZzAEXJBSy8M/YqBXAjwqwLEUK3IA52rSeXEG/yDKV90wn+l82MpwcdBRELoogw/DyifWAOIsRGeGcj2FigjkTiUdLTz8JqLcHjWUJ3dz3d3Rux2XQghZQUH17vTHS9nng8hGHoVFa+Sjg8BotlBD09/+HAARehUJBYTCUU8mOx/Iv583+JoqjycJf0gWSQlSRJkk5b/YsK9u5dDzjZuHErzc1xNA1MJoNk8m3S0qqwWL7A2LHvLDJITc2ntPRatm79B3/72z/5xjdupqio6ENVDPPz84lE2unuPpMRI65FUcDn20QwuBOH41p8Pj8pKS14PB4mTiyjsvIp4vF6FKUQ0b86A7HgoAARZruBBkSbwCagjVxqeIvNlBADoBYHlzIJnR5gOnA2Yj7sPsRCg21ACSLctgI24GwUJYBhjEBRDpCTM5aWlnp03Y/D4aKw0MHYsUXk5OSwZ08lDQ0NOBwGNpsbn6+W5uZGkskCmpr+idVahsdzBU5nCo2NlYRCm6iqepmcnEdITS2gq6uCwsIuFi5cIqux0lHJICtJkiSdtvoXFZSX/x9wLg0NQVyuSUCInp43iEZ3EwolGDVq3GHbuDo6OqisrKG5OZV9+yppaLiXM88sGnSrga7rbNy4kXjcjdWaRWPjOjyeIjIy5hEOL8Xn82O1jkJVbTQ1ldPbu4cZM8LU12vU1pYjKqfDgdGI1oAookqbjQiir5FHM28Rp3ggxHqZw5eoYwWwALgSEQsiiAkHcxGtCNWIUJyKqPiGMZsDWCxDUdUkmrYG6Ka722DkyEspKZmM1WolFosxdGg2tbUrMIwmursPUFHxMg0NNSQSPRjGGFJSLiaZzMDtdlFYOIGmpkw6Oip58817SE8vITPTxJgxI0/4fkqnDxlkJUmSpNNacXExOTkOAByODQSD6zGboaAgnays61m37nnq6nykpR0iHg8SDMYpL/cTiXhJTZ2LouwhJeVcduzoHFSrQf/c2JUrt7BtWxu6PgPD2EdHx0HsdjNmcyZO53Yslr1EIq20tw9l5swRLFz4PXRd57vf/TGvvtqErkcQa2ZVxEGtJKLv1c4Q2niLesYQAeAQbuZwO/U4gAxEJdaDaCno7LsyB2KVbQIRYrOAShTFjGEk0bROMjIUvvjF8/F4PDz55Bra23exa1c7vb0OYjEfsdhuPJ5tDB/uYuPGPxEIFKEoZkwmO07nQuLxFJqaOhg6VHzFZDKB1TqJ9HSNuXP/i4yMHBob13LvvSd/DJr02SCDrCRJknRaq6+vp6fHCsC5536BcDiMzebG4ynE76/Han2effv+RVtbDopiobu7E113M2zYDShKFIvFREbGaDye8094XFf/3Njduw2qqxNEoxYUxQo40LQuYjGxDtZsnoPJdACbbSMzZ07h2msvIxQK4Xa7+dnP7mDt2psIBrdgGDmIqQI6oAEOhvAMb3GQMUQBOMhQ5nI79dQhWhDSEfNnDcQ0AhXRY2tHjOU6hJh04EOE2TQArNYqUlKGsH59Dd/4xhKWLDHx858/QGtrBjZbDna7jexsC07nXFpa3iY393zmzl3Mxo2/5dChXpzOIhTFSjjcTmdnD4ZhEIn04PWW4nI143Ta8HgKSE09tWPQpE8XGWQlSZKk01r/tAAAj6cQt9sy8Fw8HiIa7SEUKiMv7wbs9jza2/dhGNU0NS3D4UihqCgdj6fwiHFd71568N6Vs/0Hl5599lVqahzU1h4iFJqMouxC08oxjFmITVwBzOYyzOYiVLWXaHQo99zzPCtX7sLpzEVRooRChwiHExhGFSJ4TkNUV6uw8DSvs5Qxfe0ENXiYyzU0cA6iErsWUXGtR0w8ADE/NhPRYjAB+ANiIcI8RKtCMxbLLgoL/cyefQcdHbt49tlX0XWdgoIlzJgxk3g8OPCXAZ+vjuXL95GfP4Lc3DwmTLiMxsb7CQbfxumchtWagt9fQyLRhtNp4PFkAwo2m1hB+373VZJkkJUkSZJOa/2TC97LMHSqql7DYpmN3e4lEgkhTuxnY7OVEAw+iKKsprj4NyiKqBL2j+sKBAIDr/PelbP9o7umTRtHRUUP3d1xfD47iUQjuu7AMGoQG7Lygclo2l6i0c243Y2YzV+nt3c5O3ZsIC0tnZ6eXgKBbgyjfzVtJ/AEYuZrFQk6uJvz+Q8vc4gC5vJ3GjkIPI043JXR97XeApb03xFEPDABtSiKDVWtQVWtGMZqnM4UHA6NKVM+T3Z2GTabm61b/wxoFBUtJjU1/7D7KEJtDr29Dvx+PyNGzGP06Dc5eHA98bgZwzBIJFqwWBLk588nEllFXp74y0G/o91XSQIZZCVJkqTTXGFhIWPGeAD6AqHg99fT0dGD1TqLMWMUnM4YLS17SCR8KEoaHk8JTmcLVqsLw9Dx++vp6tqPpvlwuVzA4Stn8/OvRNOi+P11rF1bwY4dz9He7qOjw0wsFscwZmEyLUBRoiST6xCHrP4NhNH14ZhMnycetwNBensnEQqVYhh5GEYtYizWWsTb/uOBNxAtBpfyBN8kyvNs5UyaKEWsqX0SKEccClMRo7YU4BxERbYJeAl4G6fzIszmBIoyE6fTx5Ah0wmFGnC5igD6xpFpQAyXK/uI+2u1ulCUCL29u+noSMPjmcKUKdejaU/g99dgMhUTj9tRlCSBwEukpjZSUrJ44C8HAKFQO3a7+EuHJL2bDLKSJEnSaU1VVRYsOI+amhqqqp4mJ2cWLlc2XV376e5uIDsbpkyZSFZWFj6fj40bt9LdnUpu7jl0d++gtXUXe/Ysp6Ojh+7uBrzeEI8//hwLF17Ic8+9RmfnGLzeieze/Qydnb6B0V6xWDexWBU+nwtdX4DJdCOq6sQwfIi5rQuAx4FnMIwzCAbbiMUeRtfHAWegaWmYTCbEeK0rEIF0LXYOEaUb0SowFojxHFcDQUSfqx2YDPwVqEFUcYcDrwDrEJVYsXnBYllMdvZourqewGaLMGTIfEwmKxZLU9+cXREyXS7zwL+/uyLb0VFBRcUrdHc3EAo1s317J62t6ygpmc/06ddSUfEKNTX/R2pqApMpQTKZwtSp/w+LJY+2tjZsNhupqalylqx0TDLISpIkSae94uJiampqmDChnfLyh2hqAk3z4fWGGD8+G6/XC0B6ejpnnnkGmzbto7V1LclkPXv3+onFxgFjyc6G8eOz2bmznIqKhwkEIqSlTWTz5icJh8fg8VyNxZJNItFOJPIK3d37+tbNTgTEAgBFMSOqo3bgXOBVdH0Tkch+xPSAKYgeWIVksqPvY/3ALIaxhzd4nd8yir8zFRiKmP+ah5hC0NX3jwG0I9bZjgOuQYTmg33PBVBVN1brBqzWVrKywkA3DkcmnZ37yMuz4/F4BhYWnHlmPrqus2vXGsrKxLzd/g1e4fBonM4vYrGE0LTsvsN1jzN+/BwyMrLJy0tn8eK5uFwu/v73F1iz5imSyVJEddmHyVTBuHE9LFx4izzoJR1BBllJkiRJ6vOtb/0XLS0tBAIBXC4Xjz/+HDt3lmMYEwbmyHq9XqZNK2P16vvp7t5BPH4pGRkj8HodFBePwGq14nDksHdvKz7fG2RlbcHvLyI1dQGGYUFRLNhs+eTm3kh393qi0X0YRhTDCKPrCmL+q44InCHEGK0DiJ5WG3AxIrjWIVoDNCDEMHRW8SpFhHiQ7fSSxRNcAHQg2hTyEVMJqoH9QC+wqO/f/wlMBWagqh5crjTi8VWYTJWUlV2G17uYDRse4+DB35GRMZzRo2fS29tIY+NasrKqWbRoMQBNTcsoL1/K0KEzKS9fgd+fj9k8Dq+3mzFjymhr66ajYwQdHYfYvfuPXH31PK688hZKS0upqKhAUZKIvtwgIshHUZROxIYySTqSDLKSJEmS1EdV1cNOxV955UU0Nopwlp8/a2A9bUfHWs44w097+1Ryc68iM3M48XicqqqDdHZG0TSIxby0tXVSX/8mVutP8Pm6UFVwOs1kZaVjMmmkpU1GVesIhcqJx50YxggMw4YIr5WIABsEJgHXAc8CLYg+1mLEwoJyiljPW/yJIkIAVJLGapLATuCSvv99CBFkE32v0V/dbEZMOlgE7MDtHo2ua6SmTiM11cOhQ0sxmSYzfHiYvLyt2O0tdHeXY7fD5MnpLFz4znzX229fzLPPvsrWrX/k4MFanM7PM2RImJKSsXi9XkaPNvD7/XR1eQiFolx33RWMGDECXdd59tlXSSbP5sorF9Pb20AsFsBmc5OaWkBFxTI5fks6KhlkJUmSJOkYSktLufXWq3nkkWVUVm5E161kZDiZPDmDsrK5/Oc/OygqGkt3t5/Nm8sJhzPxeMqwWFz09DQSjS5F15uw2804HIUkkwmCQR/RaDtOZxde7ygURcHrDdLV1Uwo5CORMGMYFiBBIrETaAOuRsxwNSEmDMxDtBS4GE4Hb3EPw+gCoAIHcymhjQCwGtE+EEIcAhsGhBG9sn5gRd/rzwF6UJQ40IrHk4bTmcXZZ0/G54tz001nUVJSQn5+Po2NjYeNEXt3sCwuLmbJEhvp6a/S0RFh4sRzyczMHqhmK4pCWloaLlcZO3cq7NixA1VV0XWdykofBQVXo6om0tKKDvv/QY7fko5FBllJkiRJOoaKigqee+41WltB1xVUNUhuroPLLz8fl8vF00/vIBhso7KyiXA4E69XrLI1DAOfrw2rdQjxeAaBwD+xWEZhNruxWu34fFWEQvsxDBPRqEEyuRm3O4nDkU9rq4FhGOj6IWA3Yl1sNiKQDgM2IILp2YxA4y3+h0K6ASjHyTw+RxsAXmAf8Axi3awNaED0nk5HBNlyxPrZM4BdWCw6RUWTcLuH0N29DrPZg9mcwtChQwcC5LGC5LvHjHV1+WhqakPXN3HGGWcN9BiDWO+7Y8daGhp28ac/teD1riE/30Z7e5Bhw46cegBy/JZ0bDLISpIkSdJRvHt0VkHB1RQVibaC2to13HffU9x669WUlKSxdu2rdHSMxOMpG6g8RqNRens3kJExgni8AL//KaLRV1DVPHRdQ1FC6LoDXe+mpOQS3O50Nm78B729SeJxK6pqwWqFWGwKhhHqG7EVB8oQIbaakezhLV6kgDAA+8hnHl+jnXrgPETvqwNRyR2GaCtIQbQU9LcsjEeE29cADZcrA4+nkFisF7MZksne4xp79d57VViYhc/3W+rqKohG3cyYMQ6v10tHRwdvvbWCpqbnsNlcdHYOp6sryr59jcRijeTkrGP48LlHvL4cvyUdi2w0kSRJkqT36O/Z7OwcQ1nZElJT8zGZrKSm5lNWtoTOzjE8//zrXHHFBaSk7Kan5w10vRtdjxGNNtDRsRSTaR85OQvIz5+Nw2HC5aoiLy8Vh8OL2TwEVS3H5aomJ6eYpqYGMjJuwWK5BJPpfFJSbgGmo+s7MIztiM1bOiJ0TmYUX2QVqwdC7F5SmMdi2rEDFcBSxFSC4Yhqbi6iD7Z/CQKIIGtBzKB9HUXRyckpA6C3t57MTBt+/y5KS99/7NXR7pXZbOeMMxaTmxuhrW0zO3euJx6PsH79E9TVLUdVx5KX91O83jvxeL6ByXQJvb1u1q+/F11PHvb6/ZMRPug6pNOTrMhKkiRJ0nvU19cP9Gz2V1n7vXtl6nXXubj55svZv/9PBAL3Ewy6MJshL8+OxXI2FkshhuEnOzufzEydnp6nCAZ9qKoVu72GSZO+zsGDG+juzsNiGU88niCZ1PD7DwKNiBWxIcQEg0pgIpBBGgdw0wvAHlI5j0l0sAPYhZhiYEPMhz2ACLKRvn/XEAfJMhFjt2r7vqsKrNZUbLYZtLVtx2qtwWLpwettZeHCxe97wOpY98rrLWX69GvZufMJWloeZsOGV6mt3YTdfjHDh99OSopoI7DZ8vF6P0co5Ken5x9s2fIXSkquGjhY1z8Z4YOuQzo9ySArSZIkSe8RCASIRhnYVNW/uav/JL3LlTPQszlv3jyuumo369ebKSycg92eSmpqAevWbaG5uRZF2cvQoYUUFs5h//6NtLTUYBhhrNYou3Yto7b2IMnkucRiL6DrhYgVsSsR81zdiJaCLkQ/ayvwBlsxuJCx/J5qruRCOjEjKrDnA4WIlgIvomXgGaAKGIOYVmBBjOJKBzYigrIfw3iWzs4DpKdnMHx4NjNmDD9sIsHx3qt383pLmTPn++zc+UMmTUqhujqH/Pyv4HAc/rGKopCbezENDSvIyamgq0vM8j3aZARJejcZZCVJkiTpPdxuN3a76M2MxQJUVr46sJXLbIaUFMjK6hjo2ZwxYwK7dz9Pfb2TMWMuRNc1hgyxUl39IJHIDjo7M9iw4TWi0W7E+KsOfD4rDQ2NiLf6DyFGammIpQcB4GzEQgMr4mBWBaLK6gF62Mx8zuXniPmvfwRKED20BX2v4wO+gJgb+ypiFus5iPmxlX1fcy/gxWY7l5QUKCvr5Gtfu5pJkyYdMZHgeO7Vu7d69QuHO8nMTGP06OGYzVWIPt0jGYYLi8XBtdcupLS09JiTESTp3WSQlSRJkqT3KCwspKQkjdWrl9LVFSQcLiY19Up0PUo0WkdNzeskEi3s3r2bxx5bTmWlj97eJG1ty2lpWYnL5SAU6gJ89PZG0LRsDGMIIpgmEG/pbwVmIvpXZyEOY20GlvV93CjEUgAzxQT5HG38hBnA88BsRJtBIaJlQEesqQ0hphuUIKq4MURvbBti7NabiECcAozCZLoYi2UXTud40tLSgToqK+u54oorjjs89t+rHTve2erVr7+/dfLkdM4++2wyMlbQ3b2DIUPOP+Ljenp2kZFhori4WI7Yko6bDLKSJEmS9B6qqnLFFRfw3HM/oLV1FhkZI2htfZJgsIt4PIzZHKWtTeGOO+5hzJivUlh4NcOGZRMMtrJ161+pr19PZuZ5JJO1KMoIDGM4ImzGET96hyPCpA0RVmsQY7HygLGIntbxwEhK2MJbfIlcukmlg29hIKq4YUQgrkVUau2IVoRyRNU1jqjsZiOqtJcj+mOrgfmo6gLM5ldQVQOHIxenU6GgYBYVFU+d0LxWVVVZtGg+DQ1HLo54d3/riBEjmD17FM8/v5r29hw8nmFYrS7i8RB+fx3J5GrmzBklQ6x0QmSQlSRJkqSjcLlc5OaOJB5Pob7+HyQSZVitl5GRkYPHo9HY+Dzd3S8wcWL2wFvqsZiNpqYoHR2z8PtdBAI+dD0T0ZNqRwTLTsQyg1LgDUTP6gjeGZF1JiKMtlFKgDdZTG7fnNhz2YeLMYQoRYTefEQ/7A7EZIMCRFV2D2J5QgwxnUBH9NAeRITdUZhMz6Eou3E6p2Cz2fF6VXJzR7F//4nPay0tLR3Y6lVZeez+1ltuuZ7W1gfYu/dZ/P5SRHj3YTJVMG1akJtvvkW2EUgnRAZZSZIkSTqKQCCA1eohLS1CMDiT1NQrsVgs2Gw2ent70fUF6HoH1dVvMGLEeXR2drFmzVt0demkpCwmGl2HrkcQEwIaES0FccTkSwVRHa1DhNFxQAeiEiuWB5RRw5v8mJy+jV3bKOUC8gmhIkKqjgjFucAQRKV1KKLH1kCsng0hRnYlgdeBdYgq8H3ouhOrtQy7PY/09DglJWMJhzsGPa+1tLSU4uJi6uvrj9nfWlpayk9+cgvPPPMK27ZtJhTScLnMnHlmPosWyQNd0omTQVaSJEmSjsLtdqNpPhoaWnC5JmKxdKFpmbS1ddLbGyYUCgCj2b//VbKyltHTYyMYNGG1pmG3jyYQeAnRr9qEqL4aiMCZjgis/QsLahAV2CGIamkvY9nPm/ybbHoA2Mp4LuAufDyMqGJWI6q4fkRQXgQ8Bvwb0bYwFjGhQPTEms0ZJJMVGEYRZnMvJtMQLJargVpisV0MGTKFzMwMKiqWMXny4Oe1qqr6ga0BpaWl/PCH7x94Jel4ySArSZIkSUcRCoVoba2kuVnH6Xwbw1hFPG7GbD4fm20CsBbYRm9viNWrX0RVHbhcmeh6gESiFl3vr4p2IyYSuIAcRFXWjjiklQVMBp5GrJENMZY9vMnrZJMAYAvjuJDf4mMFojXhMsSBLSsitGYgKrzWvtcZhmg1CAHrsVgMFCWIYcwgN3c2s2YVsX37v+no+BvgJRLR2LChgoMH/8W4cSksXPj1jzxUHk/glaTjIYOsJEmSJL1HRUUF9933FBbLxdhsFpLJeSQSCeLxrej6yySTOzGMzcAELJa5qOoYEoluEolm4vFniEYfwjBaEW/zVyMOX01FzIH1IXpYdwDFiBB6CPAzjgbeZANeNAA2k8mFnImfJxAjsxJ9Vzgc2A1sQrQiaIhe2OGIsV02TCYwm8NkZ/cSidjIzJzNvHnzUZQurFYnFstQdL0MRXERjx8ikWjpew1J+vSQQVaSJEmS3uXdK1fnzLmWePwt9u9vQdO8qOq5aJqfZPIFHI6riMVGoaoBbLZM4nEFKMEwDpBMPkEiEUIcvspH9Kd2I/pZrYgDXtMQ4XQ4oj1gMg+waSDEbmIoF/IFekkiAmYuopIbQVRxsxCheETf661F9L8uQVWj6Po6VFUlHo+TkeFgzpx5eL1ZrF37GLo+nZKSa4nHe0kkwvT2qsyZcyXd3atYvnwlxcXF8q1+6VNB/i6VJEmSpD66rrN+/Xo2bDhEauoEFEVhypQJ5OREMZtbSU11kpo6AcOwoqp5pKSEsNsTJBKb0PUtRKPrSUs7A8NIR1RJ44gAuwD4DqJ9YBZiUcHngOmIrVs6AIv5DQcYwkayuRAXvexGTCPIAL4CXIAIv7sRoVZDVHk3ISq/XhRlP1ZrGqp6ALfbTEnJWEaPHoLTaeD319PZ6cPjOQdVVbHb07BYXDiddhwOR9/q3R7q6+tP0R2XpA9HVmQlSZKkzzRd14/7YNEf//g31q2rZOfOTtLSmqmtDVBSMpIzzyyhu3sjyeReEolDJJNREolW4nEnyaQVw4gBMUymDiKRdOLxJGI8VjeiajoZeBxRMQVRPU0CE4BtfY/n0kQbc/g2Abr7QqwFEXgn0X8QTBwae6vv39sRP8qHANcAIzCMKuLxezCbt2O1nk16eoRRo1zU1q4hM3MsmgYWS//qXYPe3nry8ux4PB6SScfA6l1J+jSQQVaSJEn6zKqoqOibbeojGhWzTUtK0li0aP5ho56qqqoA2L07m+zsaaSnv4TZnE9Li4bfv49p08ooKxtOQ4OKpqUSCkVIJGyYTGdhsWQTj+9B16sIBtvR9XpEJdaDCKhNwHbEiK05iMNYzcBqSniGQzQT4wL6x3I1kYLord2BqLaCaCeI9X3MxYhK7FvAGOA8xOiurcB6IIFhVGO1mtF1ncJCC1/84rXcd99T1NV1oOshYrFmFCWd3t56nM4uSkrGoigKoVD7oMdvSdLHQbYWSJIkSZ9JFRUV3HvvMnbsyCEr6ysUF/+IrKyvsGNHDvfeu4yKigpAVGxffPENAIqLryI/fzpebybR6E6yssYSDmdSVXWQkpKRpKaG6OzchNiqFUJRQkQi95FIPEcyuRNd3wWsQQRLEyLIaog+2Hl9V9YA6Ewmg3W8xHLKsXEGIrxORLQb5CD6ZicBqxA9sjmIdoJGRDU2nXdaFb4MLEYc9LoUWICmWVCUtxg3biQul4tbb72amTM17PYKmpv/j3B4O3l5IaZPH4vX6x1YJ1taOvjxW5J0qskgK0mSJH3m6LrOM8+8Ql3dUDIz56LrKaiqhdTUfMrKltDZOYbly1cOtB1UV/sBUBQFRVEpKZmP01lNZ+cT2GwqjY2dtLRUYTJtxmzeiMUyA11fSyTyc3TdDVyLeGv/TER4zUFMI+hFVFKHICqxYo7sFBp5na+RQYSL8PMTHkZMHxiPaEmoRgThxYgVs2/0vZ4L0aoQRMyQtSPaFxr6nhsGpKEoAZLJBqxWNytXNnLXXY/w3HOvsWjRfH73u29y1lm95OfXMH78ENLTU/H7GygvX9q3TvZCedBL+tSQrQWSJEnSZ86bb77JU09tIBq9hrq6SsxmyMqyU1IyEq/X23eo6aGB3tlo9PDP93pLmT59Mdu2PU1t7dv09h4gEDCRmhrDbrcSj0/FMNYjwudwxIGtJsSSg2t4J3B2IRYTrELMkp3AmezlNb5KWt+oq7fJ4FdMQkwhqEf0zx5CLFGIIkLxSuDlvq93ELFAoR4xV7YL0W+rIkJvPYaxDYvlHCZN+jwlJVMJhdrZsWMNDQ1Pcfvti7n77q/1tVz8g+bmo6+TlaRPAxlkJUmSpI/ViRzGOh4VFRU8+OAzdHSkMGTIbCBALNZOXZ0Pn28PM2aMJz09e+BQk9vtxm4/2itlkUjMxG5vwumMcM45NxAItPDKKw8SidShKB7g84gAuRfR9zoTWAi0IbZqZSGqpIeA55hKFSv5PWmEAVhNMZeSQohViHaFBKKiu4D+SQZiXFcj8HveWX6wDzHaqxcYiaj6tiEWJazCMIoYNeo8xo2biaIoA5Xo8vKlLF++ku9//zZ+8AO5XUv69JNBVpIkSfrYHO9hrOPVPwM2GCzB6ayktfWvxGIGug6qatDbG8NiaWfGjJkDh5oKCwsZM8YDiFP8/f9bWVlDOJyF09lKXt4khg07l7Vr78VuLyQSqcMwXIigmkAcxjKAGYhg60IEUA0xbWAM09jDSn6Ppy/EvsVUFnAjYV5HtAqMRRwQG46osDYiZtAGUZRMcnPPIZGw0dX1BIZxBjAasR1sLTAbMQGhAqhHVedSWJiHoigD90ZRlMMq0UVFRXK7lvSpJ4OsJEmS9LHoP4zV2TmGgoKrcbmy3/UW+DJuv/3E3+aur6+nstKH13sOu3atJhAYhtv9OczmHJLJdsLhN9i//02s1v1cfHH6QBVywYLzqKmpoarqaXJyZpFIWGlurieZDJCa2khx8dU0Nm6ksXE/Hs9cAoGX0LR2xIauYsRb/DHEuCwD0b+qIVoDkkxnHyt5kdS+ZQdvMp3LuJgw24ErgIcQrQLzEaG4FehBHPiqxOHIwGJxYjZvx2RS0TQbYgUtwGZERVhFhN8IiuIgNTX1iPvjcmXL8VrSZ4oMspIkSdIp9+7tWWVlSwYqh+99C/xEN0wFAgEiEYPOzh3Y7Rei62OIx30oSiomUy52+2X4fNX4fKu4/PJ7B167uLiYmpoaJkxop7z8IVpbffT2VjN06Dhyc4uprHyV+vqDNDbuRVUb0PUQoif2CUQ7QRsizNYhwmsNIlgWM5HNrOSPAyH2DQq5jKlE6EaM5BqK6IM9gGgnyEOE2ThQi9XajN0+Br9/HSZTEVbrBJLJqUAqqroDqMBimY6qDsEw/EQiv0NV41it1iPujxyvJX3WyCArSZIknXL9ldOCgqsPe/sbjv4W+Afp77Ntamqit7eB1tYMsrOXoGk2OjtrCId3EIuBYcRxuXLJyREjqd7rG9+4maeffponn3wBwwjT1tZLTc2LxGJdxOMREgkHIrDGES0FaxDh86y+x7cAZUAnorUgjf2cxTYymEsLr1PA5dxMhBLEwawA4oBYAHE4bB2iLWEsimLC4fABaYRCK4EJZGeXkpKSQlubGU3LA0YBT2EYB1HVi4jHD6CqYSyW2iOCbP94rcmT5Xgt6bNDBllJkiTplOufFOByZR/1+RN5C/zdfbaRiEFdXQctLftxOrtwuyfidGYRi/lJJCJ0dW0kKysFi8WB3+8/4rXuuOOXvPDCTsLhM0gk5uDzmdD1OmKxt4BzgFxEBdWD6Ed9GKhFVGTbEaF2GmLigBl4izAxFjCEO7DxM2YR5QBiXNZYRA9sLaIC6wIcAJhMhTgcs8nIKCU9vZEDB/6B0zkfj8eO1Rqnu9uHosTRNBXDOJNE4hEMYxewHrc7nbS0AzQ0rMDpnD/QstHYuLZvvNZieahL+syQQVaSJEk65fonBYRC7aSm5h/x/PG+BX60Pltd30Jj41IOHPgLRUU34/FMJhKppqXlGZJJH4Zho7u7jkcffQar1UppaenAZq9Vq9qARQwffiOdnYfo6dlIMrkJmIroga1D9L8mEfNb0xDtAfXAhYiJA5sQ4VSnf/xWmJn8iFsRIbi37/ndiPDbjaji7gEWAa0kk3VompmurkpsNjNWax6GMZxotIGysmG0tu7G56vG4RhBPO4imezFbF5GWlqQoqJJTJsWIysrQFXVQzQ1yfFa0meXDLKSJEnSKVdYWEhJSRo7dqw5rEcWjv8t8GP12Y4bN5PGxggVFatoa3uUYHAfPt9GTKbxDB36RUKhA7jdB9m7V+fPf17Kbbct5oUXXqesbDjxuBeXazaqasLlSsVqbSMSCSPe+i9FTAboRIRVPyK47kJUaIcBdZzDOP7A81zG72ljM2IiQWffVdcilhgMRxzMegNYgtjold/3sWWo6m5UNZdEIkxn534UJYmmNaMoSfLy8pg928Tq1VsJBruwWoMYRh1FRQXk5Q1n5MgIN998A8XFcryW9Nkng6wkSZJ0Qk7G3FdVVVm0aD4NDcsoL19Kfv6sE34L/Fh9toqicOaZE4lEuunsXI7Nton09Bk4nWW0tj5CMulDUdJoarLR0FBPR8cvaWyEsrLhtLZ2kkx243IlcDjaSCTeQFRQMxHV1ccRVdTJwLmIPtkWxKSCZziXElbwf6QQ4k2+xWx+RCfjgNWIyQITEXNfhyDmwPqBFGAE4kfycsS0AyuQxGQajaZ19lVoH8HhOBfD6GH06FGkpaWxY8deamvX4fFEmTjRy9ixNhYuvGyg6irHa0mfdTLISpIkScetoqKCp59+me3b6wmFYrhcNiZPLuSqqy4+4besS0tLuf32xX39rSf+Fvj79dl6vV5mzpzJW289Sm9vN2ZzMU1N/8BkGk9+/pfxeIpIJNppbn6elSsfxuVKAUDTeohEDhIM+jGMTSST+YgxWBFEC4EOzEIsLGgAKhHtBWOYzSus4G+4iAFwiFwCpCLmyJ6B2MbVBsxBLDbwAqmIoNyJCLga0IyuNxKPv4Cq+tG0dhKJShTFQk1NO8HgVgoLR1NYOJmhQ1sYOdLgmmtuY+LEibLqKp12ZJCVJEmSjktFRQV3330/e/eG0PUsRECLUl29h717D/KTn3x9UGF2sG+Bu91ubDaD5uZtWK0p2GxuPJ5CFEV8rsNhMHr0EIJBlVDIj8Uyk7y86wde22odClxCPF6B2by277EJRKNxDKMLTZuMWHiwCVE9LUasop3cdwVFiJBbw1xe4UVW4ewbsfUi53MVPyc+MJYrBTDxzrSDJGITGIjVtQ5ExbcNsQXMQNPe6ns+iaIsIDt7DsmkQXd3JcFgPU1N93DppeO5+eavyL5X6bQlg6wkSZL0gXRd54EH/sWWLT5stkvweM7FYskmkWjH73+bLVte4sEH/8Uf/vDLQbUZDOYt8FAoRFtbOVVVtbhcRVgsCllZaZSUzCcrq4TGxrWUlWWzf7+f9vYQWVnnHXZtsViMUCiIopRgGPUAuFwL6e39O5rWDXwPWIGYJjAJUS1VgUJE8NSBUczjeV7gwYEQ+wLncDV/JU4Oog+2pe810vs+rw3RqvA2ItymIiqyLyHaD85GVScAo1GUV9H1VCyW8eTklJCWNpTm5kzS00vIzByD1xuiuLj4hO+dJH1WyPcfJEmSpA9UW1vL6tV7MJnm4vVeh82Wj6pasdny8XqvQ1XnsmrVXmpra4/5GrquU1tby549e6itrUXX9UFfT0VFBffd9xSKcj4ezwLi8UuIxy+jrs7DmjUPsXHjH8jKqubGG6+loMBGb28XZrP3sNfQNI1otAWTyYXNNhKAREJHtAEEga28M9fVgfiRqSBaAcyAifNYx4s8iJMEAM8znKv5I3E8QHXf6zQAq/o+b1jf4/ciVsu6gYPAv4BnUJRSHI7LSU0dSXp6BlarA5ttMWbzEHp7GwHIzBxJLGZhyJCzqKz0UV9fP+j7KEmfdrIiK0mSJL0vXddZs2YNra06OTnnHPG8oihkZMyjtfUFqqurGTFixBEf8+5Zr9Go6IUtKUlj0aL5J/y2+LunFYwceR5+/27a22uIRFQMw4mqxnG732DRom+h6zrTpk3glVeeorX1bTIzp2G1uojHQ/j9NZjNzei6hs0mxnzZbD1o2l5Ey8AeRNU1G7F1awiiReBt4DzO52We5zYcfSF2OUNYjJ0EDyAmHFiBMKLauhJxIKwdUYWt63ttf9+vEyjKSFT1GjStB7M5FYslQTIZx2JJx+XKJBzeSyzmx2pNIRAAkymVQECum5VObzLISpIkScfUH0DfeGMrfn+ceDyM399EVlb6YZuxDMPFsX6kHG3WayjUzo4da2hoWMbtt5/YbNP+aQVO51w2by4nHM6hqGgquq4Ri/no7NSpqtrB7363lPT0Qmw2g6ysKB0dbxEOmwkEFMxmKCy043JlUF39JjZbBgC6vhFNex1RSQ0hxmqZEMsP+v0b2MPl7MJBHIBnKeFaMkiQi5hQsA0RZPt1AQaqOgRd9yDGdhUA43kn8NZiGCPR9UPEYm2YTFYsliQuVxC7vZBwGDQtBojrTyZ75bpZ6bQng6wkSZJ0VO8OoMOGfY19+/5ELNZCIJBHLNbB0KHgcrkwDIOenl1kZJgYM2bMYa9xrFmvqan5lJUtobx8KcuXr6S4uPi4e2sDgQCRiEFnZy/hcCZe7zhA9Lwmk0Hi8TRCoSF0dJzB9Om3EA530N7uxudbRVpaNsOGnYvHMxSzOUZ5+U4aG98mECgDJuDzVSJ+NF6PWP+6A7Gp60VEr6sZsY42zDcoxkEdGUS4ljQ0/MCVfR8zA9GS8AIiqPpISbkXu92O3/8YicQhxPSCvL7vqhloRNc7cTpzcDgCuFxuVHUIweAmNC0DVQWTyUpvbz25uTb8/l1MmSLXzUqnNxlkJUmSpCO8N4CCQVHRCqqq1gFDiUZddHR0YjJp+P11JJOrmTNn1BGHto416xVES0J+/iwqKh6ivr7+uA98ud1ukskQLS3NOBxpdHRspLu7hXjcTiTSjqZ5sFjy8PvdNDdXYbMplJRchWHoKMo6oIe2NujpaaG7u5qMDBttbVuAq4lGKxEbur4NRBHjtXqAs4HfABchVsvqGLRxMz/CxGg0lgGvIKqxfmAfMAtFMbDbd2EYZqzW3aSkjKC7ew+iGns+4EZRkhjGAQxjO4qyC007F5vNhcvVQyw2AkXZRCBQh8s1Ar+/Bqv1IBZLD15vq1w3K532ZJCVJEmSjnBkAFWYMuV6gsEHaG9/lmRyJN3dCmazgd1ew7RpQW6++ZYjQtX7zXoF8XhT04n1eRYWFuJy+Whp+SeQTyhUi65bUBQbhmFDVRU0zURz89u8+eZuXC4PZjOkpEBmppf580fzxBPPsW1bA9HoEBRFQ1FCfa+eAZyHaCdwI4Lrg0AHF5FHCyXsogSwAL0YNKNRj6jatiJW2RqI6u1j5OUFueOO77Blyx42bdpNY+NydH1Y39cJABkYhgIMR1HOAV4jHg/S0+MhK6sImy1KJNKN2fwyZnMuFks6w4dnM2PGcLluVpKQQVaSJEk6iqMFUK+3lNmzb6Gi4hWamrbh9x9g2LBczjtvLIsWHT1Uud1u7HYIhdpJTc0/4vlQqP2E+zyrqqro6VFIJDzEYlF0fSEwGcMIA7tJJvdhGOUoylnEYldSUDAFTeugu3sV9fVv0d3dzr59OcRii7HbywgEXsVqPdj36mbE4a5uxAzZUiCFS2nlabYQpJJ55LGbUsQ4rYOIPtoyxCGwQkRLQgyIkJq6k69+9avMmbOf7373fzhwwIyo1PYAuzCMYYi5sgqKMgfDCKMoT2CxmOjqGoLT2cPFF+ezYMFdeL1e3G43Ho9HLj6QpD4yyEqSJElHOFYA9XpLycoqpqFhIx0d/+b73/88M2fOPGaoKiwspKQkjR071hzWIwtgGAaNjWuZPPn4+zz7Wx5stnNxuVYRiQwH5qAotr7XTAAudN2MydSBpnlJJAzs9nxSUubT0PAgXV0a8XgBiuIlGt2FYfSviwWxwasX0ddqBnpYQDNPsworOjb8/Bcr+G8uQsyDdQP5vLOmthhwoigZGMZUQqFq6uvrKS4uJi1NxWKxoGkODCMXWIuixIFpGEYOhtEL7MdiCTNv3tfIyZlIff0qRoxIcsUVV8jgKklHIf+rkCRJko7QH0AbGtZgGMZ7nlUIBOqYObPkfUMsiGUHixbNJyurmvLypfj9DWhaDL+/gfLypWRlVbNw4YXHHdL6Wx48npFoGsC5mEw5mExZmExWxEgrGzCeZLKOQOAvBAJ76ehYy549txEKqUQidpLJ7Wja7zCMLYjgGu/7Cp2Ima8ZgJ/L+DdP8yLWvmUHjzOe2/hh38eaES0GZmADkItYOxtBUYKYzcMJhaysXr2a2tpawmE3BQUTyMiwYLFkYTZfjdnciWE8AvwZw7gfWM2IEcVMmPB5cnMnUFy8iKoqv5wVK0nHICuykiRJ0hH6A2hDwzLKy5eSnz9rYGxWY+PavgB6fAeNSktLuf32xX1zZB+iqUnMkZ08Of2E+zz9fj9dXT50vZJ4PInVOgwwkUx2oev7Ee0A2Yi3/beQTDqprf0z0WgXun4WcDFiJeyqvlesQYzZcgPnIloClgMxLsfgSf6AFbG44THGcQOjSfIk70wlqEOM2uoEPo9oE9DQdRVdr6Wnp4W77vojkya9TFNTHIulCIejC8PIJhLxoGkLUZRGQMEwnictLYW5c//fwJrdwfQQS9LpRAZZSZIk6ahOZgAtLS2luLiY+vp6AoEAbrf7hPs8KyoqePTRZ6ioqCUW8xOPt6Cqm1CU6ahqE7qeBYxAHLrqBSCZnEA4HEFMILgBeBnYCEwB5iJ6XMuBpr6v4gKauYL7eRI/FkQ1+lFG80X+SZIA8B/gYUTltxqxYvYHiCpuJ2KU1nYUpQpIo6VFp7l5D4Zhw25PYhg7sFrPxO0+i1jMSjDYANRhsezlnHO+Snb22IHveTA9xJJ0OpFBVpIkSTqmkxFA+6mqetwjtt5r3759/PrXD9PWNpL09LH09ORjNj9JIrEfXbdhGEngXBQlhmGYEGHVimGkI8ZlAfgQLQATENXTRsTkgCLEbNgWYAYL6WIZSwdC7L8p5ItMQeclxBiuHwCPAtsRAdiMWGebRCxSWIFYRXsuimJG14ciFipsI5kswW7PIB5fATSQlpaLyXSQaFSjrOxLnHHGtQPf82B6iCXpdPOJ6pEtKipCUZQj/vn6178OQDQa5etf/zqZmZmkpKRw1VVX0dbW9jFftSRJ0mdbfwAdP348RUVFp/zQ0b59+/jWt37KmjV2mppKCAZdBIMH0fUx6HorhrEdOAT0YBjVwBvAVhSlDFFhTUP0sr6GCJvDgDWIlgCl77F2AIp0P0/wxECI/Rc5fBEHOmFEcP0D8N/AM4g2ggsRbQzrgaXA/yIqtEWoqhNFGYOizEVVL8UwhqJpu4AzsNuvwmTKIC1tOKWl4ygsNJGeHqS3t/FD9RBL0unmE1WR3bJlC8lkcuDXe/fu5YILLuCaa64B4Fvf+hYrVqzgySefxOPxcOutt3LllVeybt26j+uSJUmSpI9QRUUFv/rV36mqcpKZ+XlSUsbg93cQCq0hmRS9prALqAe2AJkoih2bbSqqWkgk0oxh1COqr6mAo++VnYh+WjeiUhsEeqlVe/kus/kzb/EIk7mJUegUIg5yTUUcJnsTeA7RmpCNonQCOzCMhr7nxwIJVNVDMmkC/oau+4AIut5LMvl3FGUiyWQT3d0HmT9/Juee+zV27z7woVs4JOl084kKsl6v97Bf/+Y3v2HkyJHMnj0bv9/PQw89xGOPPca8efMAePjhhyktLWXjxo3MmDHj47hkSZIk6SPSP2qroyMPl8tDSspIFEWlq6uTZDIFVZ2M2RwjFhsO3IsIo1MxmYpITz8XRUlB0yqIx19C9K5eiKio2hBV2oOIH4MK7/w49HMvN1LJQl6nAZ0yxAGxckTV90xgJmLbVyeQhdNZQkpKMeHwDoLBWmAuqroL6K8WlwGLAAuKshKTKYjV2ojV6qGoCD7/+UVMnDiRSy7RT0oLhySdTj5RQfbd4vE4jz76KN/+9rdRFIVt27aRSCQ4//zzBz6mpKSEwsJCNmzYcMwgG4vFiMViA7/u7RUHABKJBIlE4qP9JqRPtP7//+Xvg9Ob/H3wyVVfX8+BA70MH34ePt8bKEoLup5BLFaP05mL2TyGZLIJh8OKYZwBaCQSAVQ1iN2ukEwewmp9CZNpL6K1YBnQBexAjNvyAkPIMQL0OtKBXTgcESDCGuZi45+IjV0glhz0f24K4rDYeqAFjyedwsIptLb2kkw2Aa1YLCrJ5D7M5skoylWI+bSdmM1eMjMvJRp9EUXZR17eGFJSUgZ+/w0dOnTg+08mk4e9SymdGvLPhE+G473/inHkgMBPhGXLlvG5z32O+vp6hgwZwmOPPcaXvvSlw0IpwLRp05g7dy6//e1vj/o6P/3pT7n77ruPePyxxx7D6XR+JNcuSZIkfToMXbOGSX/5C1u//W1a5Tt7kvSJEQ6H+dznPoff7yc1NfWYH/eJrcg+9NBDXHzxxQwZMuRDvc4Pf/hDvv3tbw/8ure3l4KCAubOnUtmZuaHvUzpUyyRSPDaa69xwQUXYLFYPu7LkT4m8vfBJ4+u6zQ2NlJdXc0jj6yioOBrtLU1sH79Mnp6solG+/tV9wE7UNU9mEwZWCwj0LSpxOMPYjYnSCYTqKoCaBhGCbrejDiglQmMYrG2h4cSz2PCYPJv/od1f/gdV/1SJRLZDVwA7ASuRfTSRoByVNVHSkoGZrOfWGwpbvdoZsy4FghTW/sWDQ3V9PZ2oesWkskocAswBkUJYrNFcLtHkkj0ous1uN3L+P3vb+CSSy45qfevqqqKF198g+pqP9Go6LcdM8bDggXnUVxcfFK/1meR/DPhk6H/HfQP8okMsnV1dbz++us888wzA4/l5uYSj8fx+XykpaUNPN7W1kZubu4xX8tms2Gz2Y543GKxyN+gEiB/L0iC/H3wyVBRUdE3t9ZHJGJw4MA+tm9/EKv1HOLxGYTDrxCLvQm8gDiwlYvF8j1UVSEU2kwyeR+ilzUHGIo44BVEjMeKIdbJ6nyONB7iBUz90wlMnydr+HAikR4ikXbemSu7BbgcRWnGZAKnM53c3DOIx9eSSDgYPryJYPBR9u2rR9POoLDweoYOHU55+U4OHFiPojyHxTIZXc8gkbDj8/lxOHTy8qCwsICJEyee1N93FRUV3H//03R2jqGg4KqBJRbbtq2hru5pbr9dHh47XvLPhI/X8d77T2SQffjhh8nOzubSSy8deGzKlClYLBbeeOMNrrrqKkD8rbO+vp6zzjrr47pUSZIk6SSpqKjg3nuX9YWwq3G5snE61/DCCz8jEjEwmYpJJG4E7kZMEbgWRZkAmEkkWtD1hYgZrvmIw1VnA3agFngREUqH8XnW80+eHAixf+VG/p/l6zymNiPGdSnAXkQ1djnQiGEMwWweitudJBh8jXj8ZcrKrHzzmzfy+uvriUYnUFp6LWlpaSiKQknJWF57bSgHD65n5EidKVMW0dPjAyAjI4Pm5peZMmX4SZ0P2384rrNzDGVlS1AUBYDU1HzKypZQXr6U5ctXUlxcLA+RSZ8Zn7ggq+s6Dz/8MDfeeCNm8zuX5/F4uOmmm/j2t79NRkYGqamp3HbbbZx11llyYoEkSdKn3LFCWHr6SFJTRxMK1RCPb8VsHoamudD18YAJw6gkkehEHMDqRBziWoCiXAtEMAwrYjTXbMDO9VTyCOUDQ9T/l0u5lWuxK/0rYBsAE1CLqv4TkymOqu5H0ywkkyFiMSvJZA9pabnAMB588BUOHWpmwoSrSE9PH/h+VFVl8uTxhEKdNDWtoKSkmqKiKX0rfl/F6z1w3Ct+j1d9fT2VlT4KCq4euH/9FEUhP38WFRUPUV9fP+jFFJL0SfOJC7Kvv/469fX1fPnLXz7iuT/+8Y+oqspVV11FLBZj/vz5/O///u/HcJWSJEnSyXSsEBaJ+AgEEphMM9H1VTid5xKN7kFRxhGPP0cy6Qd0FMUENGMYLhRlNobhR7QV6IhpA6XcwEYeZuVAiL2P6dzGdxE9sD19j+5GVWdiGM9jt9eQllZGevpYbLYAmrabjIws7PYllJRcTEpKDnV1q+noeJw9e9pJSek4bIyk1+tl5syZrFu3nI6OfxMMrvxI58MGAgGiUXC5so/6vMuVTVOT+DhJ+qz4xAXZCy+8kGMNUrDb7dx///3cf//9p/iqJEmSpI+KrutUVlbS1taGxxPGMHQURaWjo4KtW5cSCLSiKFUkkxEikdfR9SC6vgxdL0PMaHUDKobxf0AFhpEAuhHVWR+gcCPr+Qf3DYTYv1DA7XiBX/HOooSrEEsOslCULaSmTsblyiE1NZ1x4yaxYcOtWCzzmDr1K/T29tLZ2YPZnENGRgGBAFRW1pCVlXVYEHc4DM44YzS33HIBHo/nI50P63a7sdshFGonNTX/iOdDoXbsdvFxkvRZ8YkLspIkSdLpo/9w19atjVRWdtLQ8Hfy8oaSnT2K/fu30dMzBpNpLMlkLrCXWOwQYr3sVcB5iMUGQQwjE9E+sBnYAxQBfkSY1WnFTQITNjT+zNl8k+sR/bB1wDpgRN8VZaLra1CUdlyuaWRmTsXnq+Ptt18kGNTJzx/Jq6++QW9vEkWxYTYbhEIBNG0/HR2l+P3+gQPJhmHQ2LiWyZMzmDlz5kfel1pYWEhJSRo7dqw5rD3j8GtJP6l9uZL0cZNBVpIkSToldP3wzVWhUIj77nuKzs4xDBt2FT09tTQ2RmlubqOy8gHs9ktJTb2Ejo4dxGIHgVLEYoKDiIkEnYhJBCpiOcFKRJtAN2IbVxpigkETr+JkIdcwlzq+zwtAM3AAsaUrzjutBXVAGEWZSWvryzidOg5HNjU1bxKL9bBpUxua5sZmc+By2fB48oDZhEIvEI3W09XlISVlLMFgG9XVK3G7dzN16uWn5P6qqsqiRfNpaFhGeflS8vNnDUwtaGxcS1ZW9Unvy5Wkj5sMspIkSdJH7t1jtaJRsNkM2trKUZTpzJghqodlZXYCgX309GTi85kxm3X8/l2Ew20YhgNFiSIC5xDE1AI/sAvYjwiy5yBWyK4GngQmIEJqGNjOKxi8wtcQM2GHA1ZENdaFqOSeh5gdOxVVLSQS+Tf799+HqjpIJJrRtAiqapCZeSm6HiYUqiMer2Po0JloWifx+IMEgwm2bjVoa2sEIuh6If/611o2b97LokXzP/LRV6Wlpdx+++K+e/0QTU18pH25kvRxk0FWkiRJ+kgdbaxWc/N+qqoex+Npo7OzEq+3FK/Xy/TpY1mz5mHi8Six2FBsNg9igUEqhtEJtCEqsHWI/tc2xMzXVMS0gTIgja/yFzJ4mN9yJv1TCOCbwDBEWM1CHAKLAdlA/9mMUsCPpv0HGEss5sbhcGO1ZqBpb5NIvISmTcFqLcNkGkc4vJeOjgNYrQbp6V4WLZrIiy9uRFVnUVy8kJSUXEKhdnbsWENDw7JTMse1tLSU4uLiw6rfH1VfriR93GSQlSRJkj4yxxqrZbVm4XKdRyLRRGXlSrKyilEUlaysTFyuAFZrKppmR9Os6LoJcaArExFin0O0DFwBTEFUVHsRW7tWcAs9/I1NABhM43+4CHgV8AD9C3K2AxmI4JqNWJgAUIOipGIYZwFzUdUqNE3D4ZiAyZSNoqzA7/8daWk/xWzOxWRS6elZQUFBiJycQrZtK8cwzmHq1I93jquqqnLElnRakH89kyRJkj4y74zVOueww0c2mw2LRcHhmExnZw9+fz0Afn89XV29GIaDZLICXc9A/KgyIcJqBaICmwcU9D2ejwil8/gaTfyNfwx8nUxcwLmIObN1iDCchqjgTkeE2HV9jwNkYRgHgAtRlCRmsxldtxGLJbDZPLjdC1GUELHYHwmHf42uL8Vu38WIEeNwuaw0NGhHfK/w7jmuPdTX15+8GyxJpzlZkZUkSZI+MseaberxeMjKstPUFMFkMojFxGzTaNSPz9eBolyIzbabSGQ5MBKxaesVoBURSqciDmypQCEQ5b/5A/ezdOBr/Iav8kPuQiw5mITopbUgJhQYiEUJW4FK4Eogiuid3Q3YUJQGVDWJrusYho+UlAw0zY3DUUJe3kys1qEkkwE0TUHTQgwfbqO52S7nuErSKTSoimwgEKChoeGwx5qbm7nrrrv4/ve/z+bNm0/KxUmSJEmfbu+ebfpuYo3rSKzWGoLBWmKxAJoWo6vrAKFQOw5HASkp0zCMLcBDwJ8QldTzgbGIQ10F9C88uJVXuZ8/Drz+rxjJD/k8ogWhEdFCMBOoAf7d95p/7Xt+JKI9AUSFNgq8DRzCajVwuTRMJj+ZmWmYTI3E435MpiE4HCUEgxVAA4WFXVx22QU4HMoR32s/OcdVkk6+QQXZm2++mWuuuWbg1729vcyYMYNf/OIX/OEPf+Dcc89l1apVJ+saJUmSpE+p/tmmDQ1rjlh2k5WVRV5eDyUlYRKJV6mu/jWRyGu43SEcjj0EAgngRkS4PBv4KjAa0QurArOA0dzGUv7CO1sef8kQfowB/BPRTjAaMeWgELgE0W/bCeQA56EolyPCK4hg24bJtJHMTC/FxXMpLJyK3d5JLFaP3b6TzEyFSKSc2tq7UZRnOf/8XL7xjSXMmzfvmN9r/xzX0lI5x1WSTqZBtRasXbuWW265ZeDXjz76KM3Nzaxfv56xY8dy3nnn8Ytf/II5c+acrOuUJEmSPoU+aLbpiBGt3HrrT3G5XAQCAbq6uvjRjzrYu/cxYrFxiANdIFoD7IiWgExEO8AEvsFq/sQjA1/v50zhLsJAOtACvIRoFTgXsb1rCyKsWgAvYMIw1L5fg6K0Yjan4HYfxO1uBQLEYj0UFkI8/iKquoXhwwtxubZSUGDmssu+ybx58wYOb8k5rpJ0ag0qyHZ2djJ06NCBXz///PPMmjWLGTNmAHDDDTdw9913n5wrlCRJkj5R3rvY4INGO73fbNPLL78ah8NBZWUlmzZt4rXXNrNvXzfBoBXDqEBs6UoFpiGqqypi3usqPAT4wbsqsXczmZ8SRqyZnYI4BNaBmFDwZ0QrgrfvcR/wFtCOGM0VBoqBN8jKKuCcc66jqWk3jY13YjaHKS4eyvTpRUyb9k1ycnKO+X3LOa6SdGoNKsimpaXR2toKQCQSYc2aNfz4xz9+50XNZsLh8Mm5QkmSJOkT472LDex2KClJO2zY/9GC7tFmm4ZCIf7+9/+wevUBGhvb8fm6MYwZ2O2XIyqvIcTCg72IKmoC0cuaB4zBz27mcQFv8TR/pZi70RFLEL7e97kdiHmxn0eE2CrECK4wcAfwOmIs1xas1lSgmIICnTFjhgC7GTHC4Oyzh3H22VOYOHHicc9ilXNcJenUGVSQnTlzJv/7v/9LSUkJr7zyCtFolCuuuGLg+erq6sMqtpIkSdKn39EWG7x32D/wvkG3f7ZpRUUFP//539m8OQVNu4BA4DGSyQswjLMJhXqAICKwmhEV1VbEpAIdsZlrFDCGCh5hHLPoZDEilJ6FCLsWxLKDSkQAzqB/iYLFcj26PoFkMgWoxmQK43a3AfDkkw/hdrs/dACVc1wl6dQYVJD97W9/y4UXXshVV10FwHe+8x3Gjh0LQDKZ5Mknn+Siiy46eVcpSZIknVLvrarm5+cfdbHBu4f9P/jgv4hEbHR1FR8z6JaWlqLrOs888wp79nhIJIbS2/sasZgdRbkCRRmCYbQhguxW4CDikNYhYCkL8PMSI9GJITZztdGJGbG6NokIsR2IEV0mxIGucX2v9zaKciYWSzFOp5V43IuiZDF58llkZVUAUFJSgsViOXU3WpKkD2VQQXbUqFFUVVVRXl6Ox+M57G+d4XCY++67j4kTJ56sa5QkSZJOoaO1D+Tk6FRX9zJy5NVHHfY/dOhMVq36D3l5Cz9wq1V9fT1vvbWb9naFYHAbsRhAEsN4ETGJoBAYgtjglYpYhJDK92nlN6zm38zmi3wJnWreWXTwn75/dwAHEBu8MgEF0abQA6hYrVPQdSfhcCspKV2kpWVQVjaT7u7DR0pKkvTpMOiFCBaL5ahh1e12H9ZmIEmSJH16HKt9YNeu/1BTU0FenkJq6pGfp2lRurvNjBs35RhB92y2bLmXlStX9m37aiQUmkk8PgVxkKsS0bu6CbAilh0EET2unfyQNH7FagCuZzXLuIEXuQ54FNiJOMDVDOxA9MOCCMAxRJDdjZhDOxxF0QENu72c/Pw8zGY7dvvJuoOSJJ1Kg+487+3t5Te/+Q3z589n0qRJA0sQuru7ueeeezhw4MBJu0hJkiTpo6fr+mHtA6mp+ZhMVlJT8yktXYymOdmzZ9sRM1KBvhWzFtLSjjwf0dHRwa5dtWzbVss99yznz39+it7eUWjaCGAoJtM4RAV2GlCCaCnQgQBg4kfU8yuWD7zeD/glL3IBYjPXWcAZwP9DjNh6E3E4zIIIrknECK43sFi8pKVZSU0NYDK9QUrKAYqLL6CpaT3FxWkn4xZKknSKDaoi29jYyOzZs2loaGD06NFUVlYSDAYByMjI4IEHHqCuro4///nPJ/ViJUmSpI+OqJT6KCg4sn0gLW0Y+fnDaWzcjM93Dunp6QPPGYZBV1cF6ekKodABNK0Nm82Nx1NIZ2cXmzbtw+9P4HINJy/vYhoaXkZVJ6BpEcCMYfgRFdUGxKGsrYgDXjXcQRU/5+DA1/o+P+J/+C6wETFKKw1YAZQjlhzMRYzW2oLY4tUG1GI2J1HV5wiFyrFYPDidCUpK5tPRsYusrGouvfQqampqjrgnJzpqTJKkU2tQQfa73/0ugUCAnTt3kp2dTXb24XulFy5cyIsvvnhSLlCSJOl0d6rCVCAQIBoFlyv7iOcURWX8+EW0tv6YioonGDv20sOG/bvdlTidAd544wFcriIsFoXMTA/hcB6hUBkWy17y8vJxODJRVRdDhkwnENiCrkdIJg8gphAYQAUilLZzJyZ+xp6Ba/guX+X3nI3oge1F9MC2IA54VQMTgS8gRm+9AXhRlCKs1u14PPU4nc2kplrp7GwgPd2K07mNsrIMFi5czKhRo44IssczakySpI/XoILsypUr+da3vkVZWRldXV1HPD9ixAgaGmTjvCRJ0od1KsOU2+3GbodQqJ3U1Pwjnnc4Mhg3bhhjxrTQ1vbOsP/8/BgtLVbc7oV4PBkkEiPQNBP792+kt/cF0tL24/XqlJQsxmJxYDZDPN6OosQRG7jagThiTFYvEOAn6PyU3QNf+ztcxT18HdEHuxZxqGsYIvTaEOE1BziAomRgGHmYzWk4nbk4HPPQ9UcAK9nZwxk3zsHixXMPmw2bSCSOuO8fNGpMhllJ+vgNKshGIhG8Xu8xnw8EAoO+IEmSJEk41WGqsLCQkpI0duxYc9iILRDtA42Na5kxYwzf/e7XaWxsJBAI4HK5ePzx52hszGXatMVs2LCBnTt3EA5bMAw3iUQKqvo8Z511J15vKYah43DEOHDgCZLJyYgDXiDGbA0FDnELXfyUd85ZfIsr+RNpwEpgBKJy2wW8jGgfANEXawYqURRQ1SAOxzxSUzViMZ1wuAWrtZZJk3L40pdued/79t5e4febwCDbDCTp4zWo/wLLysp4++23j/n88uXLmTRp0qAvSpIk6XT3fgevysqW0Nk5huXLV6Lr+kn7mqqqsmjRfLKyqikvX4rf34CmxfD7G9i37zGs1k2UlRXR2NhIYWEh48ePR1VVqqr8JBJD+fvf/8lbb+2lqyuHSKSAeDwHmEs0OpydO1+hvb2czs4qurtbSSRqEL2saYgAmoaoru7jKcrYxWgAvslX+RNXAVch+l1fQIza+jvwImJTVy9wDnAj8G10/WqgmERiPampXQwZouJ2R7j00gn86ld3fWD4f6dX+JyjTmDIz59FRUUP9fX1J+GuS5L0YQyqIvvNb36TG2+8kQkTJnDNNdcA4g/dAwcOcPfdd7Nhwwaefvrpk3qhkiRJp5P3O3j1Tph6iPr6+pO6Qaq0tJTbb1/c184g2gei0XZ8vjpMphwefHAtGRnbKS1NZ9Gi+WiaxsGDzezdu59AwAKUYrFMwTCiaFoHYCOZ9FBf7+KVV/6P7Ox0NG06NpsZTavFMB5HtBYUIBYYDKOLJs7jbi6ilv9wHmJ0VjeiGqtisexAURLE4yBmyM5DTDtQESO77MBCdP0VurtfQVVNFBYGuf32OzCbP/jH3vv1CoN4vKlJvvsoSZ8EgwqyX/jCF6irq+OOO+7gxz/+MQAXXXQRhmGgqiq/+tWvWLhw4cm8TkmSpNPKxxmmSktLBxYXvPjii/zf/22lu3sSdvtEbLY0fL4I7e0tNDQs44orplNTU00oNB3wYjKVAaK4oSg5GEYrECWZHEVb2yq6ujrweucA7VgsY1GUGuKxVdiVLxEx3MDbQDNdNPEfPo8Itw2AhhjH1YqqxnC5FhAOe4hGtyCquX4UpQHIwTDS0fVOTKYh9PauYPToGHfeeevABsoP8kG9wqFQO3a7+DhJkj5eg16I8OMf/5jrr7+ep59+mgMHDqDrOiNHjuTKK69kxIgRJ/MaJUmSTjsfd5hSVZVQKMS///0qnZ3nkJ//X1itKSQSIXp66ohGxdd95pmXCYd9iJmuw1AUF5oWxDBMgANFOYBhOAAPhtFONKoQCDSSnW2ipyeMlhjJT2P3M9v4CvN5kAAqcBGizeANoKzvijIRldk9JBJhEokYNttY4vEmDKMMVXVgsegkk61oWhOq2k1GhpXUVAs/+ckXWbBgwXF/78fTKzx5cjqFhYUf+j5LkvThDDrIgviP/Vvf+tbJuhZJkiSpz4mEqcGO53q/z9N1nUceeYLW1gzy8z+H3e4BwGZLxesdR0fHXoLBXqqqNqAodlR1P7qeIJFIxzDyEFMENgL7galYLC7S0oaiqgZWq8b06Weyft1Obm26j++wEYCX+Qqz+QZJzkC0CrwN3I9oF/AiDoY50XUfoVA5ZnMJoGMYLSjKUBTFgcmUh8mUJDMzysyZhdhsY0/4zEZ/r3BDwzLKy5eSnz/rsFFjWVnVLFy4WB70kqRPgA8VZCVJkqSPxvGGqaqqqkGN5/qgsV6iR7cDmy0HqzUHwzCIxWJomobZbCY1tZDe3hZSUkzY7RYSiTI0bS2GcQgxfcCFGK11MdCDru+isLAEq9XCnj3bWfWWznc7l/FN7aWBa/o3KSTpAiKIA1wuxIKECxEbunSgFZiKYVgRFd8CFKUKk2kYLpebZDKKyQRjxhSg6zWUlWUMqnJ6tF5hux0mT05n4UI5ekuSPikGFWRVVT3i8MHRJJPJwby8JEmSxAeHKWBQ47mOZ6yXpmnoug273YbfX0tvr5NwWEPXQVXB4VCAdoYNc6KqTrZtq0NRrsNk2kQyaUJs2JoGrAHexmxuYeLEH1BV9QbBwBvc4d/IN5MbB67pFsbxIEngMWAP4EYE2oXAnL7XqUaE27OAbnR9A6o6BJOpmmRSJxAYhd2u4vV2YLGE8XpbP1Tl9N29wnKzlyR9Mg0qyN51111HBNlkMkltbS3Lly+nuLj4hPqRJEmSpKM7VpgC+M1v7j3hWafHOyP1mmsuxWo1EY/7aWlZgcVyHXa7F5PJQjKZwO9vIJHYRE6OwRVXXM3u3Q+QTKaiKBMxjF3o+n+AfwDt2GzpZGTMxmzOYe+eV/m9Eee25Dsbu77KdfwfNyLC6/OI/tjPIUJrC6JNIYLY+pUOuLFYXJjNCppWRzLpR9e3oOtJMjMzKCkpYcaM4Selcqqq6kmdCiFJ0sk1qCD705/+9JjPtbS0MGPGDMaMGTPYa5IkSZLe5Whhqra2dlDjuY5nrNfGjX+gs/MRDh6spL7eSiJRi9nci6ouxuEYgWG0kUw+jdW6m5SUszjzzDMpLn6Fhob9+Hzb0HUT0IqimElJmc2IEd8gHN7Gm2/cwZ3dW7hN7xj4ml/heh7i+4geWCswBHgQeAL4OhBFLD7YAOxGVb+MoozGZOpGVctISUkhPT2BonTj8/2JsWPd3HbbAubNmycrp5J0GjjpPbJ5eXn813/9Fz//+c+57rrrTvbLS5IknVaOdSBrsOO5PujzIhGFvXub6OgoRNPy0bRDGIaHeHwj3d1v4nCIr+92d3PmmV+ktnYrf/vbP+nuTpKaWozV2kIkUguMxDCs6Ho9DQ3/jap08utoPV/RO8X3BXyFr/MwMxHhVUGsqE0BLgH+APwNsbmrE0VJoqoFwEhMJh82WxGpqWcQDreTTCbIzs7B4ZiG2ZzJli37mDdv3oe+95IkffJ9JIe9XC4Xhw4d+iheWpKk08RgT+J/lrzfgazBjud6v88zDIM9e7YRiUAgkCQSmYHTeSWG4SAebyWRWEMisZGSkjOZOfN76LrGa689TTh8KXl582hpSRCPbyQeH4/DMYL8/LMIh2tpaFiKojWSl7QBoKNwE+fxCDcjVsuGELNgTYgJBcP6/kkFNgE92O23kUzWoCgbsNmm4XKNRFEUbDYPoVAL3d1vU1iYwZgxV1BR8fBJXxQhSdIn00kPsnv37uXee++VrQWSJA3aB52oPx180IGsW2+9elCzTt9vrJfP56OhYQsWSxRNm4rXeyWhUBsWSy4QJR6fTDTqxOm0k5VVzBtv/AJNO4OysiUkEnFqa39JJFJGSsqNxOP7aWraTTjsxzBmo6sWbs10oLc9xVPJYv7Vt6VL1GZrgCmIiqyCWF1rAzoxmRIoSjFZWUVkZubR27uBjo51GEYphmHDMNqIRp/H622mpOSLpKTk0twst25J0uliUEF2+PDhR51a4PP58Pv9OJ1Oli9f/mGvTZKk09DxnKj/rIfZ4zmQ9fzzr3PFFRfQ0PDUCc06fb+xXhUVK1CUTdhso0hLm43VasdqNQgG23E6vdjtRSQSk2hpeZXdux+ltnYPw4ZdT1paGn5/HSkpTlR1CvF4G4lECJ/vICZTOjabk2h0FK3db7LYfBXRZBNitexK4GygChFiHYhw+yqwD5stjttdhMkU56yzRlBSMo1Dh/JZufJPxOP3E4+7MIw4TmeIKVM+h9dbit/fILduSdJpZFBBdvbs2Uc9JJCens7IkSNZsmQJGRkZJ+UCJUk6fRzvifr3nsT/rDmeA1kVFQ9x3XWuQc06LS4u5qqrzuaFF16nrm4bJpMLh0PhjDMgHs+kudlNPO6itbWJcDhJJBImHA5hMu3HMN6io6OVNWuWE4/70LRddHYWo+saJpON3Nwx+P0dxCKd3K2v4xn312lxnEE06iUaXQ1sR4zT2g28ALQh2gqaECH2IOJgVyte700YRiuFhU0kkweAaQwfPo+yst3U15vxeGbj97dQWJjK8OHT5NYtSToNDSrIPvLIIyf5MiRJko4/wH3W+x9P5CDX+PHjT2jW6bvbNiIRGxAlLy/C5ZdfyJw5c/jhD3/Gf/5zAJ+vAsMYicPhxWYDv38bkcgLQB5O51gKC4vw+/34fHE2bVpGXt5Yurs7aW/fRyTUzR9jf+Nm4yVu8L/NpclltGohRMU1HVgFzEasn30TCAD5QDaQB3wHRamitXUN2dkaN930FbZuPTBQQR4z5jw6Ox+lre0VMjKGM2bMOHp7G+XWLUk6DcnNXpIkfWIM9iT+Z82JHuQ63lmnx2rbaGhYw9NPr2Po0KHccMM1PP74lwkEXiU9/VuYTCYMIwA8j8UyFkUZT2ZmG5deegkbNmyludlJT49Kc/PbJJMpJGJr+VPsZb5qrAJgiNHKmMAK9pAJ5ALzgfuAHcCVwApgKnA5YvzWOBTFATRjGDpm86tcf/31zJxZM1B5jkZh+PAweXlbsdtb6O4ul1u3JOk0dVxB9mc/+9kJv7CiKNx5550n/HmSJJ2+BnsS/7Pm/Q5kDfbt8+Nt27j22ssYM2YU5eXbCIV+j8k0AUWJYhjt2O3nYLcnsds9BINBSkpG4vfvo73dRSwWISsji990/ZabjG4Akqh8np/yNDqi7/VyxCSCdERP7D2IpQdfBs5ArJ/txWy2AjpO51x0fTebN29m1qxZR1Se8/PzaWxsPK0nW0jS6e64guz7LUA4FhlkJUk6UR9FgPs0er8DWYN9+/x42zaqq6vJyipm4cKF7N79LJ2d64hG/WhakPT0VDIzR9Hbu4vm5maGDBlCaWkBhw5tIBbZxJ0NT3MTPQBowOeZxjK6AScwA3HAKxWx5GBs36/dwEggiQi1QZLJNlJTDYqKJtHZ6aStrW3gvry38vxZbjGRJOmDHVeQ1XX9o74OSZKkjyTAfVqVlpYO6iDXsRxv2waIr+N0ZnHBBT/B76+no6OS7dtfx2p1095eRTDoY8cOlaqqdnR9P6HAah7Qe/nyQIg18Tmu40l0IAc4HzEf9h7EIS8novraAxhANTAaRTEBBmZzhIKCIqAFi0UjJyfnBO+eJEmnC9kjK0nSJ8rJDnCfZqWlpSd0kOv9HG/bxpgxYygpqWTHjjWUli7u+9w87PYotbVPoWnzSUubRF7eSPz+bRzcv4y/Jir4EiIFayhcx3d5iusRq2VrEEHVBtiBycA8xMEvO/Ai8AowCsMIYjYnsdsdWCwW2tpeZOxYKzNmzDjxmydJ0mlBBllJkj5xTmaA+7Q73oNcH+R42zaKiopYtGg+u3ffzzPPrCSZzMIwbLS17SAUcmG3p5ORsYBweB9NTY9wacIyEGITmFjCzTyDGQgD5wB7EGE2B9FWMB0xbqsXmADUAy+iKFYMYzqK4kZVe2lqeobMzA3cdtt/YTbLH1WSJB3doP902L17N3/5y1/Yvn07fr//iPYDRVGoqan50BcoSdLp6WQFOEk4kbYNXdcJBmNEo7kYRhmaliCRqMNun4Tdvp9I5B+0tOwjHC7mKf1afkMW3+FxruXPPMsVwFvA28BXgBRET2wzoqWgCDF+awMi0OYA+zGMf6AoK9A0C7puMHFiNrfd9l8sWLDg1N8sSZI+NQYVZFetWsVFF11Eeno6Z555Jjt27GDevHlEo1E2bNjA2LFjmTJlysm+VkmSJOlD6F+E8PzzK6mr24TJ5MHhUA5r29i3bx/f+tZP2LdvFIoyg3A4SDLZRDJpwWK5AE2bgNm8B6u1C0U5CwONH/I1HuVm9jEG8APFiErsZt5ZQQuireAFYBtiJe1MxASD0UAVFksFKSkdfOc71/K9731PVmIlSfpAg/pT4q677mLEiBFs3LiReDxOdnY2P/rRj5g3bx6bNm3i4osv5re//e3JvlZJkqRPFV3XPzHtEYcvQnAAOkOGxLjssvOZN28eqqpSUVHBD37wBzZvTmIY84jF8kgmoxhGDMOoQte7UJIpmP3VtCoxdL0IaAB62MdUxNQBR99X7AUeB/YDHYgRW4XAS8CZ2Gy3YhhxNK0bwyhAVc/CZHqJ7OzVLFmyRIZYSZKOy6D+pNi+fTt33303qamp9PSIU6rJZBKA6dOnc8stt3DnnXdy8cUXn7wrlSRJ+hR5d3CMRsWBtZKSNBYtmn/KD6wdzyKE4uJiHnjg3+zYYSaZHAaMQ7QCxNH1LGA7aFt5RF/PAlZwEbNYr4RQlNEYxvq+jx0FZCJaCXqAGGI+7GZEz2w7YszWxL7ZtCrQhqpaMJvdaFoBiYTllN4bSZI+3QYVZM1m88BA8rS0NCwWC+3t7QPPjxgxgvLy8pNzhZIkSZ8yxwqOO3asoaFhGbfffuqmLxzvIoRrrrGwevUBzObLsForCQb3oOspGEYaZnMJaJfwL/2/uZY6AJ5jLcON1wlwISKwtiCqsCD6Y9uBJUAXor1gFZCFomRjGHlEo1WoqoGqhrBaS9B1H4YBwaDBnj17GDFixCm5P5IkfboN6j2uUaNGsX//fkAc6iopKeHZZ58deH7FihXk5uaenCuUJEn6FHlvcExNzcdksg4Ex87OMSxfvvKUzed+ZxHCOQMh1jAMfD4f7e3tuN3j2Ly5nqVLl9LeniAlpYhEopxE4p9o2ovo+hMo2h951LhnIMTGULiREQRYATyDqIl4ENu6diPC6xcBHZOpA5Mph5QUJ1ZrAqgFNgL7UNX9mEwxoB6LJYzLlYvJlMm6ddvk/HJJko7LoCqyl1xyCf/4xz/49a9/jdls5tvf/jZf+tKXGD16NAA1NTX8+te/PqkXKkmS9GlwvBu06uvrP/RUhuPpwX3vIoSOjg4qK2vo7IwSCsUIBLqIxXZSVaXR3R3G53scVT0PRfFgGKMxGVYe5RauYSsAMVQW8SNeZgtwEKgADgG5QCdi8YEbeB0woaolWCwN5Od/jo6OJL29z2EYrajqRDyeUszmVBTFSjQaxWR6mqKi0bS0GCfl/kiS9Nk3qCB755138o1vfAOTyQTAjTfeiMlk4umnn8ZkMvHjH/+YL37xiyfzOiVJkj4VjneDViAQ+FBf53h7cN+9CCEWs7Fp0z7C4UwsliJCoRCxmBNdzyUeNwHbiMVyMJsXoyidmKnjcX7F1X0hNgos5EpeJYhYZpDV92gbMAT4PqK9YD/QhaqOxWLZh8uVh8XiYdQonebmqbS0rMcwIqjqcBQlm0ikBsNYQ15eC+PHX0d397Mf+v5IknR6GFSQtVgsZGZmHvbYF77wBb7whS+clIuSJEn6tDreDVr95wwG40R6cPsXIWzfvpru7hGEw5l4veOor28kGrWiKAfweMZjGGYMoxpdTycWq8JCLku5nytZC0AUM1cwlJU0AiMQ27lsff9sANYBPZhMs7Dbh5NIJFGUTRQUJDjjjGvIzR2Px+Ph4MHhLF++GV1fQyTShaKYsNsVioqGMGXKjVitKR/6/kiSdPoYVJD93ve+x3XXXcekSZNO9vVIkiR9qh3vBq3CwsJBvf7xHt4qLi5GVdWBRQjl5Q9RU1NBZubn6O5uo62tkmRyL6pagaKcRTBYSSKhYhhi7utjfJ8r2QBABAtXcCuvsRcxzeALiLFb7cBwYD6K8jcU5UVSUrJQ1UaSye2kpbVTWHgdeXlFuFwOensbiUQ2UloaxmY7n8LCS1CUOJmZQ0hLGwYolJcv/VD3R5Kk08ugDnv95S9/4cwzz2T06NHceeed7Nmz52RflyRJ0qdSf3DMyqqmvHwpfn8DmhbD72+gvHxp3watCwc9T/Zoh7f69ffglpd3s379evbs2UNtbS2jR4/m3HPHYLFspKfn79TV/YRE4ilsthgu1yUkEhX4fG+j60HEmKw4yylBRyGChcv5Hq8xD/EjYzxihNYwRF/sPlS1CrP5POz2qQwZci4WS5TiYoW//vUnzJljpavrIaqrf01X10NMmdLJXXd9mXHjIB4/gNdbiNs9hN7eppNyfyRJOr0MqiLb3t7Os88+yxNPPMH//M//8Ktf/YqSkhKWLFnC4sWLKS4uPtnXKUmS9KlRWlrK7bcv7uthfYimJtHD+u4NWoP1QT24kYjCzp37+e1v23E4cojFfEQiTei6g3jcRTDoQVHG4nKNRFW78fv/jqZFEAHWB9QDJfyHS1Cw0oKNN7gCeBMxlWA8qpqNoqSRTKb0fU41oGIYTfT0/JuiIoM777yVBQsWcPnlRz+QNnLkyI/k/kiSdHoZVJB1u93ccMMN3HDDDfh8Pp5++mmWLVvGz3/+c376058yfvx4lixZwg9+8IOTfb2SJEmfCqWlpRQXF5/0zV7v14Pb0dHB+vXr6e21kJ19AxZLIevXr6e7+yAZGR1kZDjw+aKYTHOIxfYQjf4ew3AhpgxYgHxgF5ACLOJRlvT9eiliIkEOEERVFXQ9hKpaADsmkxm7/RCpqXEuvbSY22+/hbFjxwKiQn206QMf1f2RJOn08qH/xEhLS+Omm27i1VdfpaWlhT/84Q8cOnSIH//4xyfj+iRJkj61+kPc+PHjKSoqOikhrb8Ht6FhDYZhDDxuGAbl5ftpb99PenohkUgGu3ZVoWnFjBjxXTRtCroOJtMeVHU9icQDGIYDuBwrV/IcEW5kNmKJwU7gj8DziOUGK4FZQBqwBV03cLnMpKWppKenMHLkRFyuDi69tJT7779nIMR+HPdHkqTTy0lZZp1IJHj55Zd54okneOGFFwgGgxQUFJyMl5YkSZLepb8Ht6FhGeXlS8nPn4XLlU1FxRa2bXucRKKNYPAsamp2oGlhPJ4oLlceqamz8Pu3kZ6eQTi8FU07BHwRG/N5muu5lC0sYC06/+DfXINoJZgOTAMeBLqBQhSlFngOp3M+mtaDwxHCMDbidJZzySVfxWw+KT9WJEmSjsug/8TRNI2VK1fyxBNP8Nxzz9Hb20teXh5f+tKXuPbaa5k5c+bJvE5JkiSpz3t7cCsqetm9eyfRaBcOxw9JSbmIRAJ8vkZ8vnZ0fRv5+WVoWgKXy0wg0AlkY2MSz/JlLmYLABEc1FGEaDFYj+iJHdH3vxtQlPlYrRNJJFYQCKzBak3gdA4lMzOdrKxhTJw48WO6I5Ikna4GFWRvuukmli9fTk9PD1lZWVx33XUsWbKEc88994hTtJIkSdLJ199jWltbyz33/JXKSitW6whstkwUxYfFMgSLZSi6nkEg8Bo1Nc+gqu2kpuYRDG7DjoXlfJ/57AYgiJ1L+DtrKAFigIIIsJ2AA9CAZRjGGShKgGHDMpkw4XxycibQ1LSeKVPS5MgsSZJOuUEF2eXLl7No0SKuvfZa5s2bN7DhS5IkSTp1+ufEVla2EQrpGAb4/Y9jNhdgsaQBM9C0XSSTzxOLZeD1XktWVhmR7m4e5U0upBOAIA4u5rusRQF2IObDNgBdwAFUtQizOQOzeTO6bsblGs2cOV/GZkvS2LgWr/cACxculj2ukiSdcoMKsm1tbbIPSpIk6RNg165dVFU1EYvNwOW6imCwA01TiMdfJJn8Z99UAhfQQjD4T9prM1ka2cW8vhAbwMHF3M06zgY8fa9agajCvgEYmExFpKT04nAsIhR6mZwcMx0dCRwORY7MkiTpYzWoNCpDrCRJ0oej60efr3qir7F27XZ0/cy+7VxRNC1BIrEK2A1chDiwNQFoRom8xMPh+5lHAIAAFi7iMtYzCigEGhHhdScwGahHUTbidGbi8UzB6ezm7LNH89WvXkZOTo4cmSVJ0sdOJlJJkqRTrKKiou+glo9oVCwDKClJY9Gi+SdU2ayvr6e1FWy2VFpansAw3EAqsBo4G7geSKKqqbhcGZyhGEzvvQeAoOrmMtN/sT6xFngZWAPogB+LZTZWaz66bsPlqqOkxIrX28yZZ+azaJGsvkqS9Mkhg6wkSdIpVFFRwb33LqOzcwwFBVfjcmUTCrWzY8caGhqWcfvtxxcUdV2nsrKS3bv30tgYwzBGIqqv6UALcAFiS5cLRUkjJSWXGmUqC8K/5T/aD7jJ9R3WRUYD7SjKFShKAlVNQVVDZGQMxe12ACpDhzZz663zmDJliqy+SpL0iSODrCRJ0imi6zrPPvsqnZ1jKCtbMjDlJTU1n7KyJZSXL2X58pUUFxe/b2Dct28fjzzyBKtXb2Pv3r3o+mTEH+dbEFMGIohQWwPUo+vZxGIxkkmdtfo8RjELLZwGaKiqCbu9mGTSha7vwWLxk0ym0trahM3WjMvVgcfjOep2LkmSpI+bDLKSJEmnSH19PZWVPgoKrj5iVKGiKOTnz6Ki4iHq6+sPC47v7qfdvHkzDzzwLI2NJvz+ELp+AXAtcAbQitjC9SKwBRcjuZ5/8DdjCD6fitmcCQSIEcXEXhRlEoaRJB5fgaKcTTLZgaaZ0bQCnE6w2ZrRNBdPPbWGoUOHypYCSZI+cWSQlSRJOgmO5/BWIBAgGgWXK/uor+F0ZlFd7WPbtm2AWEdbVVU10E/b1tbO1q1biUanYrfHUZQzEAe5coEAkAHcCLTh4u+8RAvnspGRBPi+8QM0rQPDeAGTqRuXqxuzuZpwuAdNewxdr0VRzsUwwGarx+msIz29nWnTvktHx67jqhRLkiSdascVZL/85S+f8AsrisJDDz10wp8nSZL0aXO8h7fcbjd2O4RC7aSm5h/2Gu3t+9i06e+0te3mvvvC5OfvJiMjzsGDrcRi08nPv4rW1vsIBjPQ9STRaAeqakZUYFOBPMAPWEnhDF7iQc7BD8BNvMjfLJ+jNrkZVX2boUNvJSPjcxhGG5pWh8/3D4LBTgxjHZp2ELe7gIKCEZSULMbrLcVqdbFlyx9ZuXIlJSUlsldWkqRPjOMKsm+++eYRb4OFw2E6OjoASE9PB6CnpwcAr9eLy+U6mdcpSZL0iXQih7cKCwspKUljx441h/XIVlW9yNtv/42eHjsOx0g6O3Pw+SLU1zcTj3eTnW3nwIGVNDdXoOuXYjZPJRptQ9eHAuuAZcClQB4pxHmZ3zGrL8R2Y2K+UkKj8nfM5l4slhkEg7MJhXyoqg2HYyQwhPT0MlJTSwiH/8OsWddQUDATRVHp6KigvHwFBw/Wcs89r5Cbu3FQExYkSZI+Csf1V+ra2loOHTo08M+KFSuwWCz86Ec/or29na6uLrq6umhvb+eHP/whVquVFStWfNTXLkmS9LF67+Gt1NR8TCbrwOGtzs4xLF++El3XAbGJa9Gi+WRlVVNevhS/v4GWlh289dbf6O6eQkrKtykq+i2adgX797vp7Y1jGGeiaV2Eww1o2lSSyWnE4z2AFRiDqv43MAZ4FTcRXuE2ZrETgG7MXGQu4WC6i+zsy3A4bsJqnYFhxHA4CrFY8ujt9RMIBDAMM+FwFQUFJYeF2E2bltHYmI7T+XmKi39EVtZX2LEjh3vvXUZFRcXHdOclSZKEQb03dNttt3HxxRfzi1/8gqysrIHHs7Ky+OUvf8lFF13EbbfddtIuUpIk6ZPoncNb57zP4a0e6uvrBx4vLS3l9tsXM2lSG52d/8eqVd8lECgiM/M6srPz6e6uoqGhjWh0EslkIYnEdny+HUQi3cAwDOMguu5GbN6qRdcVYCpu/LzCTZzNFgC6sDDf9ADbja8QCCRoa6sCzAwfPgebrZdIZB+GEUFV92EyWQmFtqFpb1JcfAGKomIYOpWVrxIOj8ZsnsqQIQVkZHiPGdIlSZI+DoM67LVx40auvvrqYz4/adIkHn/88UFflCRJ0qfBBx3ecrmyaWoSH/dupaWlFBcXs379eurr64nHzyIzM43m5kqi0TR0fQI2WwbRqBdN+wvh8C6gAMMYjlhaMB4xYmsfsJNUDF5hFWfRAkAXVi5Uf0GF9XzMeiOJxIsoysskEkkSiRLy8kbR3r6N3t4nMJl2kpaWjc1Wy6hRw+jo2IXN5iaRCNPc3ISmjcXj6aakZOxAWH+/CQuSJEmn0qCCbEZGBi+//DJf+9rXjvr8Sy+9RFpa2oe5LkmSpE+89zu8BeJxu1183HupqorH4yElJQuXy0tbWwXRqAfIJ5lMYLVaMJuHE49nYxhOFMWCxZJJLNYK9CIqshOB7TzAzwZCbCdWzuMmdutZEHm972P92Gw2LJZDtLX9mszMEtLTobDQTEHBV8nKKqGt7TG+8IXJ7Nt3iMrKh2hrayMc7mTECDtlZSV4vd7Drv9YIV2SJOlUGlSQveWWW7jrrru44ooruO222xg1ahQA+/fv5y9/+Qsvv/wyd99990m9UEmSpA/jeMZjnahjHd4CMAyDxsa1TJ6cTmFh4VE/3+12k5HhpLa2mbY2BcOYiK53o+s6iUQAVe0FWjCMoSiKgaY9D4wDqgETYAOG8n3GM51qUlA4j1+xh8l9zylABWAimbRiGC6cToVJk84iK6sEj6cQRVHx+xtwOBQmTpzIZZdd1tcyUcmDD77OsGFFeDzeI679/UK6JEnSqTKoIHvHHXcQi8X43e9+x4svvnj4C5rN/OAHP+COO+44KRcoSZL0Yb3feKz+v4gPRv/hrYaGZZSXLyU/f9bA1ILGxrVkZVWzcOHiYwbmwsJCMjMTtLZuJZGYiaLkYjKlAwl0vYdk8lkUpRez2Y6mJTCMKsANzAbygUrgWeqpYS4Xk8I89jEVEXLdQAqwCyhE01SCwQgmUycpKXmkpRUBRwZuVVUpKiqisLCQ7dsr2bFjLampJx7SJUmSToVBL0T4+c9/zje+8Q1ee+21gYMMw4YN4/zzzz/sAJgkSdLH6YPGY33961d9qNfvP7wlgvJDNDWJoDx5cjoLFy5+3xFVuq7j9/cQj+9EVWOo6kgMQwHagQ3AAVR1AoaxBpPpUqzWSSSTK7HH/pcIHuJ4gCYgSh0HgCmIWbIjAA1YAewFrgM2kkya8Pur6OysJiur5H0D94cN6ZIkSafCh9rslZWVxXXXXXeyrkWSJOmkeu94rP6qYv/J+/LypaxY8SYlJcM+1NfpP7x1Iq0LFRUVPPTQ47z6ag2alouiVKDr38JsnoCiZKCqSQxjBvF4C8mkhsWSh9c7lnznKP5SOZ8mw85V3E6cQmA3ovraCfwH8CKqsqnAAqAA2IoIuC66up6lunrfBwbuDxPSJUmSToVBB9lkMsmTTz7JW2+9RXt7Oz/72c8YP348fr+fN954g7PPPpucnJyTea2SJEkn5J3xWFcfczxWVdXDHzrIAgNvyR+PiooK7r77AbZudeLzLSCZLMBk8pNMbkLXyzGbh2MYeej6XmAvquojM7OTPFstD9XdSrFxkEnAX3mCm7gGyAKGABcBNcBoIA0oRFRmdwM9QApms4MFC6Zw4YUXHlfgHkxIlyRJOlUGFWR9Ph8XXXQRmzdvJiUlhVAoNDA3NiUlhdtvv50bbriBX/3qVyf1YqX/z959x0lV3/sff50zvW+ZbWyBpWxDQEEpgg1BJGoERYMlMbmamCbG5CYxxSSae1Nukt81RG/UhGhMYggWsAtiBRFUigLbgGV7nS0zs9Nnzvn9MbCKggFEWeTzfDz2EWbO7JnvTOYxvvd7vt/PRwhxJA6nPFZX1yc7pmQyyW9+czevvWZFVedjsbjR9TwMBjO6biKZrCeVMgHlgAPIRlUbyWYrD7TeRXm4CYBO3PyG8wGddFhNkF6OUAmMJT0ra9p3/9tABEXxYzLFqKysZMKECYc95iMJ6UII8Uk6qj+pb731Vnbu3Mnq1atpaGhA1/WhYwaDgUWLFvHMM88cs0EKIcTReG95rIPZv/P+k1JTU8Ott97OqlU76e+vJBpNAh1AJ6mUkXSFgvno+lmYTOMxmTyYTFUUmKbwUNfaoRDbpWYwz/wjajmL9HraCHAG6dnYN0nPwEaBZuBfQB0wFdhAbq5CRUXFJ/eihRDiY3RUQXbVqlXcdNNNzJ079wOX6wDKyspobGz8qGMTQoiPZH95rJaWdQf8wQ3v7rwvL8/4RMayf9PZpk0GEonRuN2XYzJNAfKAJlKpdSQS3cB5gEYiUUsi0Uu2HuDZxP8wUU+H8U7VxTzzf7IzlQW8Rnrtq5N0vdjppAPsvcBNwJ3ANtIztF0YDFs5++xJMrsqhPjUOKog6/f7KS0tPeTxRCJBMpk86kEJIcSxsH/nvddbT3X1cvz+FpLJGH5/C9XVy/F667nootkf+zjeu+mspOQiVNW0r6yWG7f7VKzWEozGvUCI9FIAI4oyipH2CTyv/Q+npBoBaMPMFd4Z1OovkkrdAzxJekNXEbAW2A18FbgGSAF7gb0oSh2KspuMDDcLFlwo61uFEJ8aR7VGdsyYMWzZsuWQx9esWUNVVdVRD0oIIY6Vf7fzfuzYsezZs+djee79TRiqq6t55ZVabLaxJBK9mM0RIpEXMBq/iKIoOByj0bQdRKNhdL0JVbUy1uNmZWARVak6ANrI4DxKSDpMWKLdxGJjgSuBC1GULnT9d6TDbHTfs5uBIozGClTVRWamn6lTvUyaNOljea1CCHE8HFWQveGGG/j+97/Pueeey/nnnw+kdwDHYjHuuOMOnnvuOe67775jOlAhhDhaH7bzPpFIfCzPub8Jw6ZNu9i2bRMdHTEUJYLZbCWVCpNKPYiu+3A4FqOqWSQSQXR9D/Aiuj6HLv/b9GkaAK3kcx5fZjc7cPYUk0hopDd1GYFdGAylpFK3o+tfJl1HdioGQx4jRowHArjdfkaMiDNjRqk0MBBCfKocVZC9+eab2blzJ1dddRUZGRkAXH311fT29pJMJrnxxhu5/vrrj+U4hRDiI/kkd97v3LmTX/7yfhoaHHR0BOjvLwHGousXkUhkoKo9aNo6wuG16PoudF0lHt9GugLBALrehV93Mp9fs4w7+SFnsoe9wCkMDhYDWaS7ek0F9pJKtaAoRhRlCrq+EkXxoKopzGYreXk6Tmcno0d3SQMDIcSnzlEFWUVR+NOf/sR1113HI488wq5du9A0jTFjxnDllVdy9tlnH+txCiHEsKdpGmvXruWnP/0tTU3jiMcjDA5GgbOBPFKpPlKpOAaDjsEwHUVRMBj2Eg7vxGjMwWw+l0gkF3gDaGSQUj5HGdBIumtXLumSWhcDrUA7cBqKksDpdGO1TmBwcBdm8x4slhpKSiooLPRSVZUlDQyEEJ9KH6mz16xZs5g1a9axGosQQpywampquPfev/H449vo6jJgMiWIx3ehaQWkUrlAKYriBDLRNFCULlIpL4ODz6FpSYoMDn4TuYuvcR4+JpOuQrCA9FrXAaCUdFODvaQ3cjlJh9oQul5MKNSPovTicrkYN66MGTMSXHPN5Xg8HmlgIIT41DqqbzaDwcBDDz10yOP/+te/MBgMRz0oIYQ4kdTU1PD73/+LtWstaNoN2O23YLHcSDI5lmSyi3SIPQ1VLcRo1ND1ELquk0xaSSQyGaGcx5rkNhbRyouswcsLpEPqKKAMsAIuYDLpdrNbAA3woqp9WCwaYEbXN5CdHWH8+CRf+tJVTJqULrUlIVYI8Wl1VN9u76/H+H6pVOqg9WWFEOLTZn9prebmIlT1bLKyzsBgMKOquajqBHQddD2OqhrQtDiKomAyKRgM/YCbAt3B88mHGJdKV05wYcRBJdBJugpBCPABLft+SoHtQAOKYkdRYuj6OuBPpFKPMX26nZtvXizLCIQQJ4WjXlpwqKAaCARYvXo1Xq/3qAclhBAniubmZmprB8jOPoemJj8eTz5m826CwUYMBhuQQtfXk0wq6HocTdNRlCia1s0IanmJNZTpQQD2MoJzeYBmjEAf8CLwLOAFCkmH2h7SHbxKUJQHUVU/FksmDsdexowpZsmSr0iIFUKcNA57Rvb222/HYDBgMBhQFIVrr7126PZ7fzIzM/nb3/7G4sWLP85xCyHEsBAMBolGISOjkGQyRGPja4TDMaLRDhKJyL5HPYOuv0K62sBENM1FIZt5mbspIx1iG8jlXH5LM7mAnXdnYkcAs/b9nAGMBKwoyuUYDC4yMrLxeidRXn4O5eUT8Hg8n/A7IIQQx89hz8hOnTqVr3/96+i6zv/93/8xd+5cysrKDnhMurC3gylTpnDZZZcd88EKIcRwomkafr+fSKSLtra3CAYDDA56cLtnYDLpDAy8RjLpByaS3qj1F3RdoQg/L/E4Y0kH3T2UcB4P0EIf6QoFu0m3lp0H3AjEAIX0etmxpDd7PYai9GG1nk5m5gAul4uqKpPUiRVCnFQOO8jOnz+f+fPnAxAKhbjxxhuZPn36xzYwIYQYTvZ36drfUCEUCvH4489TU9PP3r1+Wlv/hKKMwWLxEgq9QyKxnnh8F2AjHUArAZ1iWniJXzKGAAB7cHMuv6WVStJhNwQ8Q7pawWTStWWzSS8pqCddcqsQWI/dnqCoyITL5WT06JDUiRVCnHSOao3s/ffff6zHIYQQw9b+Ll21tQNEoxCLDdDZuYeMjHMYP/7LTJo0SFvb8yQSAXT97yQSRsLhKiCH9PKAMtIBNcZXeYExdAOwm1zOZSZtxEgH1X6gmvRGL8e+2xtIVyywoihxrNY8DIYoqZSBMWMyGTMGqqpMUidWCHFSOqog+4c//IGnnnqK1atXH/T4/Pnz+exnP8vXvva1jzQ4IYT4MO+fJf046qXW1NSwdOkKfL4yiosXYbfn8NJLq2lrKyCVGiQWC+J2Z5GdPZp43E1392ukUh6gBvbNuqbDqBUYxW1cRyEmzmQj53I77TwGvER6Y9cA6XW084HHgCxUNQOjMUoq5cdigaIiF16vEbu9nO985zIqKiqkTqwQ4qR1VEH2z3/+M7Nnzz7k8aqqKu677z4JskKIj837Z0mtVqioyGDhwnnHbGZyf2ktn6+MqqrFKIrCwMAAg4Nuioq+SiDwDLW1azjllM/jcDhwuTwMDGQTDseActItZBNAGOgGdqFh5D+4myw24WMbkE+6JqxG+is5iaI8g6pGUNVuLJYqPJ4ITmcfkyaNIz8/n7a2Z5gyZTwXXHCBBFghxEntqL4B9+zZ86H/oaioqGDPnj1HPSghhPgw+2dJt27Nw+u9gfLyH+L13sDWrXksXbqCmpqaj3R+TdNobGxkzZo1vPVWK4WFM/H7/XR1deHz+UgkdMxmJ273LHy+fsCP12ulp+cFIpFdpFKnARcAHkYSZDwNwCTSofV5NF7DRyOwmnRt2ArgFuA7wHx0vYBUykcq9SDJ5J/Jz2/n3HMnM2KEk/b258jJ2c2CBRJihRDiqGZkzWYznZ2dhzze0dEhX7BCiI/FwWZJAdzuIqqqFlNdvZxVq9ZQXl5+VN9D753p7erqYvv2NrZtW4/JlIXRaEXTovT3BzGZevB4cgkGIR4fJDc3xVtvvUQyaSNdKiuXUTTyMjdhZ5DzuJWd2IFm4C7SLWYNpDd0jSBdG3YQg0FDUaYDSVT1LTyeDRQUmOnrq8ZqhcmTM2U9rBBC7HNUQXb69Ok88MAD3HLLLbhcrgOO+f1+7r//fqloIIT4WOxvQFBUdBl+fxOxWBCLxYXHU4KiqBQVzaKmZhnNzc2MGjXqiM79/vWwqdQ7RCL/RyBgxeEopri4GKNRp7f3JZqbqykpKcRoBLPZQXf3C7hcUxgc3IymxSmljZe5ghLaALiLFZzHX4B3gHOBLuAp0qW5DKSD7HZ03Q4YURQjqppBYeFEKis9XHPNQjwej6yHFUKI9ziqIPvTn/6Uc845h1NPPZVvfetbjB8/HoAdO3Zw55130tHRwUMPPXRMByqEEJBuQNDd3UNLywr6+gZJJsFoBK83g4qKeWRmjqatLf24I/H+mV7Q2bZtBSZTDgZDhFQqm97eACUlhYwcOZNdu15l794XmTDBSDIZp729DaNxInZ7HYXRTaxJLqWELgCqGcVi7iK9+ctNunzWWNKVCjYBuahqHao6FYPhbFS1AKOxG037J8FgN3V1KTwezxEHcyGE+LQ7qiA7bdo0nnzySW688UZuvvnmoUt7uq5TWlrKE088wYwZM47pQIUQAqCrq4uGhiZgMtnZizGZckkkuunoWIffv4Lx48/CauUDV4v+ndbWVmprByguXrRvU1cTvb0BRoz4At3drxKNJgkExjAw0Ieud+FwvE00ugabbTy7d/+ecNhHaenFVJpc3Lf7FxQTAmAnI5jNPXRjANYBJtK1ZSOkA+1LmEzNOByXYrd/Hl3XUVUVXbeSSMxF03bR0PAkfr//mL6PQgjxaXBUQRZg7ty57N69m61btw5t7BozZgyTJ08eCrZCCHEsaZrGpk3bMZvPIJU6A7O5EEVRsFiKyMlZTE/PP9my5W8sXjzxiDtcDQ4OEo2Cw5ELQCwWJJmE7OyZmEz5tLffT2/v/ezZ40RRNMzmJC6XyqJF0xg1ahT33beWHP/r/GTPAxQSB2AHHs5nJt30A1uBzRgMZ6KqTVitFpJJC4lEAJPJi9V6DiaTCUhPCoTDzTidNlyuM/H7nzniGWYhhDgZHHWQBVBVlSlTpjBlypRjNR4hhDik5uZm6ur8TJmykJ07++jp2YHbXYLZ7CAeD5FI5JBMDjBt2oQjXkfqdDqxWiEU6sblGkEs5ieR6CIY3IzR6CaRMGIwTMFm09E0E4lElK6uBn7/++X86le3MEZr5paX/sAIPR1it1PI+dxAD53A3UAxcDmaFiE3N5Pi4tPp7HwZv3+AZNJBNBrHZEqiaSFisWZMpl683vEEg804HPYjnmEWQoiTwWEF2VdffRWAs88++4Db/87+xwshxLEQDAaJRqG8vBKn009t7R58vq0Eg+l1skVFFiyWUvLy8o743EVFRVRUZPDKK8tJJAz4fAMMDPjp7PwjqhomHi/FYFBJJieSSk0hElFR1SYaG1/h1q/+Fy/73iZPTwDwDjmczxX4CAEp0uthrcAkdP01TCYbgUArBsMWzj+/nOrqIJ2dLzIwUIfZbMfpdOLxjCQU6sRs3kNpaS4ej+dYvpVCCPGpcFhB9txzz0VRFCKRCGazeej2oei6jqIopFKpYzZQIYRwuVxDs6Y5OUV4vV78fj+xWAyLxQIE6OtzH9XspaqqTJw4ln/84x78/rPIyfkcRUVO9u59jIGBF1HVXVgsZxGPTyORMKAoERRlDMlkAXVdjfyWJn5DD29TyBwewkc56coEL5NeG7uHdIevFNHoVlyufqZOHeS2237IqlVrWL06QTRqJxjUUJQY0ER+vgWTqZ/p00uPeKmEEEKcDA4ryL700ktAun7se28LIcTH6f0taPfPmm7dum6ohmxGRgaQ/gO6uvpZJk/OPKrQp2ka77yzm6KiS8jLm0hvbzfJZDd2ey+Dgx0kk5lEIm5gB6Cj6040zQYoQB6/JRMf5/EkP6SXUUCM9Kauefv+vQy4D0UxMGpUCZdeOp2FC9P1YFVVpbV1BT09PXg8kzAY3KRSAfz+t8nJ6WTBgiul5JYQQhzEYQXZc84550NvCyHEsXaoFrQTJ46lpWUz1dXLKSqahcORSyjUTWvrerze+qMOfa2trdTU9FNUNA2TyUEsZqenp52dO7sxmSYBdpLJ80lXG2jBTAtxsgAz6TqwHh7gWsBFuumBtu+YCTiNdFcvN3Z7LT/96Y+58MILh8ZZWVnJkiVX7nu9jxAMpl/vlCnS/EAIIT7MR9rsJYQQH4f3NybYH1a3bl1HS8tmLrpoCu+8s5va2mW0tXFMOl7t2LGDbds2oyga4XCCYDBAKFQHnI+u55NKvQl0Ah4qMfMst/F1buYZFpKepTWQXg8bBByAh3TN2ASwl3SnrgLKys7g7bd3ceGFFx7w/JWVlZSXlx8wAy3ND4QQ4sMdVpD9j//4jyM+saIoLFu27Ih/TwhxcjucFrTbt+/he9/7Jq2trUcc+t6/XKGgoACAv//9OXy+Edjt0xgcHEMksp1YrA+DIT2TqusB4CWqOJ0X+QJ5dPMYtzEPL6+gkv46rQbswDjSywqCQBPQBrhwu/s566wfUFPzwEE7j6mqKk0PhBDiCBxWkH3xxRc/sLkrHA7T09MDQGZmJgD9/f0A5OTk4HA4juU4hRAnif0taPc3JngvRVGGWtC2trYeVQva9y5XsFh0rNZeLr54Llu2hEgm3bS0rELXrahqHqmUm2QyA+gGTmE8r/AivyKXQQC2U8Tb9ABR0pUJGoESYJB0oIX012w/JlMFuh6mv7+HaPTIO48JIYT4oMO6ZtXY2MjevXuHfp5++mlMJhM//OEP6e7upre3l97eXrq7u/nBD36A2Wzm6aef/rjHLoT4FNpfYmt/Y4L3czhyDysIappGY2Mj27dvp7GxkZ07d7J06Qq2bs0jO/t6TKbFvPWWi0cfbQRgcPByNO0GksnLSKXKSKXa0fVB0utcszmFfF7ktaEQ+ya5zKWMAcLA5cBC4B3S1QlMQC6QDTRjNPpQ6sM7/AAAfHZJREFU1Tkkk9DX13BUnceEEEJ80FGtkb3pppuYP38+//Vf/3XA/V6vl//+7/+mu7ubm266ibVr1x6TQQohTh7vLbHldhd94Hgo1P1vg+DBZl67uqpRlGmMGXM+Gza8Q21tC5HILiyWuQBomptQyASMwWCYRiq1HPgH0MAErLzA98nZF2LfoJILuAQ/AeDbpINrYN+z1wENpGdkvYAVo/FydD2EoiQZHNzLzJlHV1lBCCHEgY5qF8HGjRuZPHnyIY+fdtppbNy48agHJYQ4eZWUlFBRkUFLyzp0XT/gmK7rtLaup7Ly0EFw/0axrVvz8HpvoLz8h5jNV1JXV05jYxNr1jzGjh3NRCJRUikFXT8VgEgkgK4nUJRMVFXFZJoB5DCRtbzIzeQwAMAmxjKXxftC7FlA776f50mviR1NukpBBXA6cCUwimTyVSyWTsrLIyxYcIFs4hJCiGPgqL5Js7KyePbZZw95/Jlnnhmq7SiEEEdCVVUWLpyH11tPdfVy/P4WkskYfn8L1dXL95XYOngQfP9GMbe7CIPBjNnsxW6fTVfXKFpaXiAeT6EomYADRSnY97thkskoRqOdZDIJeJmEzouswUsUgI3kcgGjCbAVGEF6FvZp4H+ARwELsAnoQ1FOQVF0FOUVYrGfYTQ+zGc+U8i3vrVYymkJIcQxclRLC2688UZ+8pOfcOmll3LTTTcxduxYAHbt2sUf/vAHnn32WW6//fZjOlAhxMnjwLqqh19i61AbxSwWC9HoHgYH60mlBlGU10il+tH1VlKpItKzqD1oWhxFKQZUUqkmRtCCizgAG5jEhdxBemXuDqAGeIb05q4sYDbwFmBHUapR1TZ0PYGqtpGV1c03v3klP/rRj2QmVgghjqGjCrI//vGPicVi/OY3v+Gpp5468IRGI7feeis//vGPj8kAhRAnp6Opq3qojWLxeDvB4OukUlUoypnoug3IANYCr5IOsrlAP7HY4xgMXlT1dZ5N+bici/g2Pi7lQYLYSTc8mAL8L+mWsxn77gsC7eTnG7DbTyEQ6MRk8jFrVim33XYnEyZMONZvkRBCnPSOuiHCz3/+c26++Waef/55mpubARg5ciRz5szB6/UeswEKIU5eR1pX9WAbxXRdo65uDSbT6cBEdH0P6dA6lnTZrMS+3x4N6MDbaNoanM7daNopPD3o5Sl9BummBlmkN3O9DSQwGM7G4ZiE0WglmWzB6exh0qQKrFaF4uIyLrnkG8yePVtmYYUQ4mPykTp7eb1errrqqmM1FiGE+Ej2bxTbunXdUDMFv78Zn2+A/Pxr6O2tJZEIoygWdH0j6UB7Mem6rw8yhR5msIe7dDt+fwPp8lnjgB0oSs2+zWdmIId0KF5HMplizBgPFksbEydW8tWvXkdmZqZ05RJCiE/AUX/LplIpli9fzo033sjChQvZvn07AH6/n8cee4yurq6jOm9bWxvXXnst2dnZ2Gw2JkyYwFtvvTV0XNd1fvKTn1BQUIDNZmPOnDns2rXraF+GEOJT5GAbxcLhXiKRMJFIAIulg3Qb2U4gDjhJh1mYonlYy9P8gc18i4nA+SiKC0VJYjReisFwDgbDKZjN0zGbP4fZHMFgSJFIbKCl5VG6u2vp7IRnn32FSCQiIVYIIT4BR/VNOzAwwMyZM7n66qv55z//yRNPPDHU5cvpdLJkyRJ+//vfH/F5+/v7mTlzJiaTiWeffZbq6mp+97vfDXUOA/if//kfli5dyj333MOmTZtwOBzMmzePaDR6NC9FCPEpU1lZyTe/uYhRo2rYvfsX7Np1N+HwDvz+19A0gJHo+gggEygGwmTU1/Nk7PdkEALgUt7CpORhMMxFUbpIpV5D02yYTHMwGp0YjU+iKCuBJjStALP5HObM+V/GjPlPtm7NY+nSFdTU1By390AIIU4WRxVkb731Vnbu3Mnq1atpaGg4oNajwWBg0aJFPPPMM0d83l//+tcUFxdz//33M3XqVEpLS7ngggsYM2YMkJ6NvfPOO/nxj3/MpZdeysSJE3nwwQdpb29n1apVR/NShBCfMjU1NTz++PN0dipomhNd10mlmgkG6zGbp+B0noKqugAFiHOG9hRn/uxnQyH2JU7jIu4loUMqVQjMQde3AX9D0+4nmfw7TmcnLlchJtMleL1fJDv7FGw2J253EVVVi/H5yli1ag1aOjkLIYT4mBzVGtlVq1Zx0003MXfuXHp7ez9wvKysjAceeOCIz/vEE08wb948rrjiCl555RUKCwv5+te/zpe//GUA9u7dS2dnJ3PmzBn6HY/Hw7Rp03j99ddZvHjxB84Zi8WIxWJDtwOBdPedRCJBIpH4wOPFyWP////yOTjxaJpGa2srg4ODOJ1OioqKUFWVuro67rlnJX19YyksXEhpqZd169ZiMHgwmTZjNr+G2z0HkylFNNrDGdrPeTL+ACY9/R3xsjqeK8z/h65sxIYCWElv8MoFurFaw6RSCpoWJRbzY7PlM2JEBhAkmQyhqg4ARo6cwa5dD7J3717p4HWCkO8DsZ98FoaHw33/jyrI+v1+SktLP/TJ0wXFj0xDQwN//OMf+fa3v80Pf/hD3nzzTZYsWYLZbOa6666js7MTgLy8vAN+Ly8vb+jY+/3yl788aE3bl156CbvdfsRjFJ8+zz///PEegviIduzYMfTvuXMn7vvXNgCmTAE4b98PQHpNfWZtOzNuf3AoxPZMmMDgj3/MMksXkL/vZ7/Pf8iz79z3v2+97/5J7Nix44CxieFPvg/EfvJZOL7C4fBhPe6oguyYMWPYsmXLIY+vWbOGqqqqIz6vpmmcfvrp/OIXvwDSrW537NjBPffcw3XXXXc0Q+UHP/gB3/72t4duBwIBiouLOe+888jOzj6qc4pPh0QiwfPPP8/cuXMxmUzHezjiMLx3xnXEiBkkk2b8/g76+raRkVFNKASlpUtwuUag6zrbtm3j9dd3omlZRKOtKMoW7PbxVA3sYWX0fkxEAOiZOJHTWgrp++KDpDt2TQTyUBQXqtpLKvVPYCJGYxVWq4rBoBGJbERVF6Npg+Tk+LjmmiuGNngFAm309T3Ij350jczIniDk+0DsJ5+F4WH/FfR/56iC7A033MD3v/99zj33XM4//3wAFEUhFotxxx138Nxzz3Hfffcd8XkLCgo+EIArKyt59NFHAcjPT8+QdHV1UVBQMPSYrq4uTj311IOe02KxYLFYPnC/yWSSD6gA5LNwotA0jVWr1tDQ4MHlKmDDhq0MDnpIpVQMhtGEw5tR1S4qKvLp6hpg/fqN1NV1Eo/nky6hZQBeIxKIcR+P4d4XYl9QZxD50bfo++IqIpEc0rVl3YANeAVVbUTXrej6aShKL7p+Ci5XFZrWTjhcA0ynp6eXhoY2Ro8eja7rNDW9zuTJHkpLS6V6wQlGvg/EfvJZOL4O970/qiB78803s3PnTq666ioyMjIAuPrqq+nt7SWZTHLjjTdy/fXXH/F5Z86cSV1d3QH31dfXM3LkSABKS0vJz8/nhRdeGAqugUCATZs28bWvfe1oXooQ4gTx4osv8uijLxIIjKavrxZNM+HxFJCbezEmUwmBQCt9fX9m06YXaW+HPXv8pFIVGAx5aFoKTTMAHSRwsIA7eInvsYVxLDZfzv0WC/BFoAd4gPTyg2KgAYOhFF13oGkpVLUYkymHRCKAyTQZXV+N0WgikUhSU1NDVpaRtrbX8HrrWbDgSgmxQgjxMTuqIKsoCn/605+47rrreOSRR9i1axeapjFmzBiuvPJKzj777KMazC233MKZZ57JL37xC6688kreeOMN7rvvvqHZXUVR+Na3vsV//dd/MW7cOEpLS7ntttsYMWIECxYsOKrnFEIMfzU1Ndx33xP09JwKXIzBUIjdDpHIetraHiYjYxpWawmpVIjNmx8nmZxLIqECRnS9Hl2PAa8DfuBFduBjJufSjBVFaQTGoihTSdeWfQqDoQ+X6wJgCzk5Z9PW9jiaFsLhmEBxcT4GgwGjMZ9UagSdnSsIBN6ivd1Ac/M4zjijmAULrqSysvI4vVtCCHHyOOIgGw6Hufbaa7n88su55pprmDVr1jEbzBlnnMHKlSv5wQ9+wB133EFpaSl33nkn11xzzdBjvve97xEKhfjKV77CwMAAs2bN4rnnnsNqtR6zcQghhg9N03jssefo7h6L0TiSQMCG3Z6D0WglHj+b3t6d9PTcCYxG0xQikbVAEl0/jXTDA6jkLeroR2M+EAD81HMaqnoqVsUJtGM2BwmH+4EgJtNYVFXDbs9BVUtwOGIEAjtwOM7H7XajKAoAul6J0zmOwsIEbncvX/nKHC644AKZiRVCiE/IEQdZu93O2rVrmT9//scxHi6++GIuvvjiQx5XFIU77riDO+6442N5fiHE8PLiiy/yyCOvE40uIhDwEwy2kUplYjAkCQZ3k0pNB/rR9akoSgW6/hKwHngHGM05wNM8xgpmcD1fRidIena2E4OhFIPBBbSTStWhqq+g63tIpQpIpdZgtZ5DdnYzTqeX3bs3AmXEYhdjNucSj3cTCKzH4dhNefn56PqrVFRUSIgVQohP0FEtLZg1axavv/76UH1XIYQ4ljRNo7m5mbfffpv77nuY7m4HRUWzMRrD7Nq1mXB4L5rWi64X7uvS9SwQQtdnAQXAG8CznIuHp/krdhJ8iVfZwkvcxVVAE/A0mrYBVZ0AQDL5GAbDS5SXF5CZ2YGqZuJw1JGV1UJFxSjq6iJs2fIG4XAnwaCC0QgFBZmUl19BT8/bTJ6cKRUKhBDiE3ZUQfauu+5i3rx5/PjHP+arX/0qRUVFx3pcQoiTVE1NDStXrqampp9t23bR15cilRogFttOVta5eL0Benr2kkwGSJfK2gWkAA9QT3rpQAXn8SRPsQw7KQCeooT7SAJ7gDLgYVKpv5NKjQAuwePZyhe/uIAbb7yRoqIiWltbCQaDuFwuSkpKqKur4/e/X05zczbZ2ZV4PCUYjVba2jbI5i4hhDhOjirITpo0iWQyyS9/+Ut++ctfYjQaP1DiSlEU/H7/MRmkEOLkUFNTw9KlK/D5ynC75wLt5OYW0tb2ME1Nyxg7No+CglIGB0PE40EgDLwGtAKbgSQQ4XzqeZLd2Ei3z36Cc7iC7xKnGXgKOAsoQVXHYLWmw+e8eRdw441fYtSoUQBD/7tfZWUlN9+8mJUrV1Nb+xrd3a9htcLkyZmyuUsIIY6Towqyl19++dBmByGEOBY0TWPlytX4fGVUVS2mu7sbTevB5SqnpORr7NmzlKam35CffxOK0g50kg6xrwNTgIXABObwAE/wl6EQu4qLuJJ7SRAETiFdH/YxwIPBsIBUqhaAggLDv10aUFlZSXl5Oc3NzQfM1spMrBBCHB9HFWQfeOCBYzwMIcTJZv862P2BMJlM8tZbrdjtZ9PS0kIsFkPTosTjgziduZSULKK5+YfU199CKlUIaEA7cCFwORBgLmt4nFuxoQGwkkl8jmtJUAM4SC87cJLe6DUBk8lAMvk6cCbTp086rECqquoHZmuFEEIcH0cUZKPRKI8//jh79+7F6/Vy0UUXHdBhSwgh4IMh9f2zlvvXwdbWDhCNQizWQ3f3LvbsMaHr9SST9ZhMGpqm0dv7EiNHzsRgKCYcNqAolbjdnycSeYtI5DXgM0AZ5/AvnuDrWEkA8BhTWEwpCVYBFkDd95MPxFCUbeh6D6q6BTiTU0455RN+l4QQQnxUhx1ku7u7OfPMM9m7dy+6nr5kZ7fbWbVqFXPmzPnYBiiEOLG8P6RarVBRkcHChfOorKw8YB1scfEiIpFeXnvt77S3VxEIdGCzjcZuLyWR6EDXW4lGNerqXiaRiBCPRzCbZzE4GENRBkl/helAE9WMYTe5nEIbj1DEVZxOknHAVMAFdADbSS9FgIyMzxOPV2OxuABk06oQQpyADjvI/vznP6exsZFbbrmF2bNns3v3bn7+859z4403smfPno9zjEKIE8T7Q6rDkUso1M3WretoaVnBN7+5iMcff35oHSzovP32IySTp+JwjCQYfIRkcjsm0+mYzV7CYQWbrYf+fp1k8mkUpR9woustxOMaoAD9gJ0espjNEv6TTfyICEmKgIsBO+kZ2SxgNNAHNBON1qHr6ygpSc/gyjpXIYQ48Rx2kF2zZg1f+MIX+O1vfzt0X15eHldffTV1dXWUl5d/LAMUQpwY3r9Za/+GULe7iKqqxVRXL+evf/0XHR0KxcWLUBSFgYEmfL4BLJa59Pb24HJdQSi0ksHBf2C3n4vJlMfAwGZUtQ2DoQ6zOY9UqodkMgM4BxgEGkkH1H56yOX73AQ8AmTvO1ZKeoOXDjSQnp3V0bQ/M2ZMDj/5yXfQNO2TfbOEEEIcE4c9BdHc3PyBdrSzZs1C13W6urqO+cCEECeW5uZmamsHKC4+6wNVTRRFoahoFjU1PfT1hXE4cgGIxYIkk6AobjQN7PapWK0XYrO1k0gsIxq9k0RiOTZbK6paQCoVIB7fgaYVcREtPM9zOKgh3QChDogA1UAP6ZlYP1CDomxGUeqAVlQ1E7PZyfz5E/nnP+/mwgsv/ATfJSGEEMfSYc/IxmIxrFbrAfftv51MJo/tqIQQJ5xgMEg0ylBIfT+HIxdNs6CqcUKhbtzuIiwWF0Yj6HoAVYV4fACzeSxFRWeiKN10dr5FMFhHKDSdZPIpdF0DtnAxUR7lL5hJ8gwx5jNAmAHSlQzMpOvJ5gOTgTYMBhuKEkFRfHg8SXJysvjVr37O6NGj2bt3L5AO4qWlpbLEQAghTiBHVLWgsbGRLVu2DN3e3/Bg165dZGRkfODxkydP/mijE0KcMFwuF1YrQyH1/UKhbrKyPOTnQ2PjOqqqFuPxlOD1ZtDRsQ2brZS+vjqys0ditdoIhbz4fI2kUm50vRdVzUPXFT5LKw/zZ8z7Smy1kCLGCOAq4BnSYdYN7AZKURSFVEpBVbuw23WcznouuGA8sViMX/1qKbt3B7j00kn893//g7Fj3UOb0oQQQgx/RxRkb7vtNm677bYP3P/1r3/9gNu6ru/7j0fqo41OCHHCKCkpoaIig61b1x2wRhbS3wmtres59dQMzjhjPH/+8yrefLOHsrJLGTfuPHp6/k4ksgujMRtFUQkEArS2vkAisQ1dN6EoL2E0zucz8bdYwRuY9jU7+Dvz+CK3kiKJomSj62cDfwEmAa+hKAMYjZPQdQWoxWTazRlnmDn//Lncddcj+HxljBq1ENhGdvZ1bN26gZaWFSxZIp26hBDiRHDYQfb+++//OMchhDjBqarKwoXzaGlZQXX1coqKZg1VLWhtXY/B8Bo9PW7+/vcNBAJWurrW09GxhtzcEvLygjidXeh6BsHgBnp7g8RiHWiaA4PBAFi5OP4wy98TYv/GbL7In9DIRVH60PXtpNvUBlDVLeh6N05nE4ryOgaDGafTSXZ2H9dfv4S33qoe2pRmMCSBbbhcI4Y2pa1atYby8nJZZiCEEMPcYQfZ66677uMchxDiU6CyspIlS67cV0d2GW1t6TqyI0ZE2bMnRnV1CcXFZ3H66WMJhbrZvPkB2ttfJj9/DCNGTEfTwpx+uoERIzJ48MGX2LXLgcFwEZfpvfwt9UOM+0Lsg2TzJYrQ2Aacia63ATtRlE6s1sswGBIoytPMnHkV+fkTsVg8GI1WuroeQtO0fZvSFn3IprRlNDc3SwcvIYQY5o6qRa0QQhxKZWUl5eXlQ529Ojo6+O1v76OurgKHo5yurh683iC5uSnC4RT9/Rfgdlcybdo8wuEeWlrWsXfvC7S3N5FKXcXlWoS/6T/CuG9N7F/5DP9BHhovAjVAIeBGUewYDGPRtAE0bStGo4fGxkbi8SQVFfMwmezYbOng+u82pbW1pTevCSGEGN4kyAohjjlVVRk1ahQ1NTX89a/PUFfnIDv7GpzOMhKJEO3te6mtXYbVehqFhQsZHNzG4GCEjIwivN7ZPP74m0QiKjCKq/WHMZJeb38/l/E141/QU2tB3wa0YzKlgCx03YCi1KDrBVitV5KZWYbHM4qOjvX4/f8iO9vJuedmUlZWhtW68UM3pVmt6c1rQgghhjcJskKIj0TTtKHZV5fLRUlJCaqqDjVI6OkpwOHw4HSOQVUNWCxu3G437e0KqnoKZrOTwcF0ib/u7m7WrHmFgYHRaFou0MXnuIzH6KOTEdzArejJ9ShKCFX14HAkcLtnoygegsGNmM1nE4udhaoG8XiKMJsLcLnm09bWjMHwCp/97K8YNWrUAZvS3mv/prTJkzMpKSk5Pm+oEEKIwyZBVghx1Gpqavathx0gGk2vh62oyGDhwnnYbLZ9a1Hn0dW1mkSiG4slPQOaSgVQFIVQSKevrxGDQScUCrF16y66u7MwmytJJNZiNLqJJQtYyPUkyESnk3SL2Tas1jAjRkxkYKAJv7+fVGoQk6mVUaNasNlKiESa6O1twmiEkSMr8Ho7cDgcH9iUNnLkDAACgTaaml7H661nwYIrZaOXEEKcACTICiGOSk1NDUuXrsDnK6Oo6DKSySh+fxPr19fQ3Lyc+fMnE41CcfEkHI7n6Ox8AotlDvF4E4HAs0SjjWhaDU1NDvLyNLZtC9LWZmd+dAfb1CS7U1EUpRur9T9IJLah6N2gl6HrIVR1HYqik0yeh8s1Eqezj1AohMOhYDI1MXnydMzmEcRiMSwWCw6HlV27tg6te33vprTdux8EJtHX9yCTJ3tYsEBKbwkhxIlCgqwQ4ojtXzbg85WRkzOJd955DJ9vgGQSDAad5uZm4vFuolGFl1/+DU1NO+nufopk8lXSXbemoChRFMWH0TiRQKCflpY9fEFt597kHTSTxXnqWbQwSCKxHJNpMmDCbO4jEnkZRdlJMjkZo7GQwkIXhYVjePvtZmy20wgEnqGu7nlmzboJRUnPqvr9LR9Y97p/U9revXvZsWMHP/rRNdLZSwghTjASZIUQR6y5uZna2gHs9km88cbDhMNleDyLMJlySSS68flW88ILD2KzmejpMRIO56DrE1CU19H1CUAFum5E1zcQjSaIRCbzucRO7mUpBnRK8XGDovEr6xeIxZ4hmfwHqrqbVMpFfr4BVT0VXT+T008fx5gxYwBoa+umo6MZl2smPt9f8PubycgY9aHrXlVVpaSkhB07dgyt7RVCCHHikCA7zB1qI40Qx1MwGCQS0fH5NhMOl5GT824nL4uliLy8a9m+/VE0rYJ4vJ9E4jSMxjnE43Fg0b6zeIEMNG0d12ov8GfWsv+T/WfTLH7OFzCRj8VyM4nECxgMTRQWTubUUyewdeszWCz5eL3eoeetqBiD378Tvz+OpoUJh3tRFAOtretl3asQQnxKSZAdxj5sI42s4RPHk8vlIpXy09UVxuNZ/IHGAqFQHZCLro9A1wcwmycTi+1B16PAiH2P6kdRirgqsYk/88JQiL3XeCY/zbwRWyxOJLIdVR2Jpu0gNzeb88+/EpMpTCzWRU5OBI/HM/ScOTk5TJs2nm3bNtDRUU9b29/Izs5g8uRMWfcqhBCfUhJkh6n3bqQpLl401Opz69Z10gtefGIOdUWgpKSEoiIzb7zhIzs754Df0XUdv38XZrMDsKDrRkymMlKpdlIpKzBIKpUHDHKd/iTL+Avqvo5dfyCfWzQHav/zZGaOADKIx9dht9cza9aNWCxxWlo2kJ/fh9PZ8YHxer1eCgoGmTnzVK65ZiEej0euYgghxKeYBNlh6L0baaqq3p3tcruLpBe8+MR82BWB8vJypk6dyOOP/4WWlhXk5V2MxeIiHg8RCDTjcCQAlXg8hq4niMXaMJvHE49nk0i8BlzCl3iEP/ODoRD7eybybSUbRSklmRzA72/AZGrGbA6Qn19MMvkCvb0KU6Zk8sUv3sjTT2+muno5RUWzhv7Qa21dT07Obr70pc/JH3pCCHESkCA7DO3fSCO94MXx8mFXBN55527y89309powmzPp6XmMaPQNnM7TcThGUlBgJSdnEi+99A8ikRSpVIx4fC2pVClwHvAoU/lv/sz/Gwqxd3IGtzANVVmE0RgikfgLmhYiFsvB7TYyY8YYFiyYzKRJk4ZmWMeMGbMvaC+jrS0dtGUZgRBCnFwkyA5DwWBQesGL4+bDrgjk5Exi9eqnsdlymDv3Pzj/fJUNGzbQ3V2Pqr7J+PGjMRotrF//DxQliNlcTyJRBGwgmfQBo4As3uBN7mQU32Yv/49RfIf5WCyXkkyGSSTWAucDhVitSdzuEF1dMZ57bhtlZWVDVyH2l8+SzZBCCHHykiA7DLlcLqxWpBe8OC4OdUVA1zXq6tagquehqqPRdRf5+Rmcdda51NQUsWfP02zf/msMBhsGQ5Ls7EkMDnqBvcTjLWhaG2AFokCQ76lJXtXLeFy/AZPpixiNdhKJX2MwlOPxXIvBEEXT3sZgsFNScio+30sfWFKjqqpclRBCiJOYBNlhqKSk5IBe8AeGCekFL46NQ23kOtQVAb+/GZ9vgKysBQwONhKLxYB0tQCv10tpqYvGxi4MhiQ9PQ5aWzNIJGyEw0F0/UK8lOCjCGhBVbdgtbXydKwfJZWBqnaQTPajKH7c7s/jcDjQdQuDgykUJYnVapUlNUIIIT5Aguww9P5e8O/fzCI1McVH9WEbuQ51RSAWC5JMgq47MBrBYrEMHVMUhYKCcbS2Oujt3U1DQzOxWDnJ5CZSqVP5KgP8iv/lQn7PRmaiaS6i0ZcwmzvweEykUjE0LY7BYMFuT/+BlkyGSCYHycnJwOPxkErZZEmNEEKIA0gSGqb294I/7bQuenuXUV//S3p7lzF5creU3hIfyf6NXFu35uH13kB5+Q/xem9g69Y8li5dQSgUoqIig5aWdei6PvR7ZrMDTQvS1bUOp1PH7XYfcN5QqBu73UBXVxPhcAIYh6ZV8HUs/JG78RBmNUsooR6DwY3ZfB6q6sJiaUDXm9H1HsxmhVSqi0QiSjC4HaczwqRJ41EURZbUCCGE+ACZkR3GZDOLONYOp7TbE0+s5dJL59LS8sjQFYFIpI933nmMjo6NJBJxVHUKq1c/RFlZJaNHnwYoNDe/isXSRyAQJpU6B1Ut5+v6k9zFS0PPfxdX0Ewcq0nBbC4hGlWA58nJSeJwjKezcxC/fzmqOgWXy8c555xObm6uLKkRQghxUBJkhznZzCKOpcMt7XbVVQ6WLLmSlStXs2nTr9ixo4lk8lQKCmbT2/sGvb199PS42LXrVUaOzADA51tPJJIkGMxG13O5MX4vS98TYv+Lr3IbXwM2YzBEyMvLJxi0841vXICu26itrcfjidDY+DxWa4Bp0y6npGQkfn+LLKkRQghxUBJkhTiJHElptwkTJjBu3Dh+8IOfE4lMIC/vVGpqniMevwyLpYBo1EootIe6ui1o2nrs9qk4HKeiKC+zRO/hTp4YOu8d3MRP+SbgAtzouovOzscZMSLK4sWLGTVq1NCVh66uLjZt2k5d3ePU1z8u9WGFEEIckgRZIU4iR1rarbW1la4uhfHjP8Pbbz+K319KRsZlJBID9PfvJpEoJBAwA2as1i5isTq+pbfyu/eE2Ns5g59xGjAA9KGqA5jNfSQSNWRlmYeWy+y/8jBhwgRmz54tS2qEEEL8WxJkhTiJHGlpt/0zuN3d7VRX7yaZvJbe3j2Ew00oio7J5ELXDZhMVxEO/5EbB9fya33P0Dl/yn9yB2cD24CdwG50PUw8XkFOzgy83k5aW1s/sHxGltQIIYQ4HBJkhTiJHG5pN4DGxkba2tro72+nqWk94bAJl2s8gcDTJJNb0XUTsVgSCAMjABt9eiEae1CBnymXcod+DaCTboLwEtCAzXYedvs52O0GYrFuKaclhBDiqEmQFeIks7+0W7qO7DJaW3VSKT/FxRYuuWQumqbxq18tpbZ2gHBYY8eObQSDKSwWL/H4y0SjLwNnYjDMJpEwA80kk1tQlFe4X5mBrqQoUDz8gtGg/xpoRVHcqKoNVc3H7bZRVFTOwEA7XV1tOByO4/uGCCGEOGFJkBXiJLS/tNuLL77Ik0+upaXFSHu7lT/84Sk6O/eQkXEO48ffQCJhxmbLJBzeyOBgO7pej6adg6ouRtcTGAwxUqkCdH0Cur4H2MgyLCiMQVGSwF7gNBTlCxgMKhZLF8lkkLa2hzGZDKRnc4UQQoijI0FWiJNUXV0djzyynubmsWRnT8HjGcGWLRtpaysglRokFguiaVnYbKcxduwcdu/+DoODrWhaForShqp6+G7qdzRj4B9UAKOBRqAKXT8TXW8BMoBeNK0OXc/A4ZiOqloJBu/F5VpHbm4JoVDoOL4LQgghTmQSZIU4CWmaxr33/o316y2o6hiamvxoWhf9/XEyMhbT1/ci27Y9zpQpX8ZoBLN5JCUl36Gh4U4gTiKxle+nnuTn+l9JoaIalvC31GeALUASqAcswCUoyjoU5RXgbGKxdzCZzHg8FZjNDTgcZunUJYQQ4qhJkBXiJPTiiy/yzDM16PrX8XqnYDI56Oqqo79/B37/ABbLaPr7N6Fpr2CzefD7m3A4RmE0WsjLG8OXWpfxg8Q/ADCgUUgARVFQlBRO5xQUpZBwuB2TqYBUai6q2o/JpFJQUITLNQKTycLevasoLs6QTl1CCCGOmgRZcVg0TZO6np8SmqbxxBNrCIczKS09G4PBQigUor9fA1zouh1dd2AwZNHVpWO3x1CUVrq7U6hqgBu7f8d3Ik8Pne9Hli/w29QcFOUNLJZsnM5z0HWdSKQbq9VELJZLPB7BbI7ua8Sg0Nm5Hrt9gEsuuUY+R0IIIY6aBFnxb9XU1Ozb4T5ANApWK1RUZLBw4TzptHQCam5uprU1jtudTTLZg6oW4vP1o2lebLYgsViQeDyCyQQ5OZPx+TqIxXYTDG7i+5HtfCfhGzrXr7zf4iHnHNT2Z9H1LpLJcxgYeBuDwYDBkEDXO3A4XCSTg5hMUQYHt2M0gsWygblzq5g9e/ZxfCeEEEKc6CTIig9VU1PD0qUr8PnKKC5eNFRzdOvWdbS0rGDJEmkbeqLx+/1EIhomU7p6QGbmYsLhBFarl0SimFhsJ4nEKxiNSRIJA35/A+FQLb9xvMk3Au+G2B/ZR3Ov3ojm/xNGow+TaTa6fiGappBI9GA0JoEmAoEtZGQkmD17DgZDjN7eLZSU6HzlK9fKbKwQQoiPRIKsOCRN01i5cjU+X9kBXaDc7iKqqhZTXb2cVavWUF5eLoHkBFFTU8Pvf38vGzduIh53kUhsp7OzAUUZj8l0BqlUjGRyI7r+BNFoDg0NXyaZMPFTrYlv9O4YOs+v87/G3806+uDzmM2XU1j4fXy+5wiHXyYeH4OqutH1BMnkWrze7YwbN5Zk8mGMRjjrrEwWLPic/AEkhBDiI5MgKw6pubmZ2toBiosXHdDKFEBRFIqKZlFTs4zm5mZpJ3oCqKmp4fbb7+aNNwKo6tWYzeficETx+/9GPP4EicTjmM1jMJkGsdlOIZHoIxzuYLSazzcStUPn+f3o/2VV7n+gdDxONLqd/PxKVDWGwzEaXd+MzbYFi8WOwRDDZmvkd7/7CRUVFbK+WgghxDEnQVYcUjAYJBpl3wadD3I4cmlrQ1qMDiOH2pSnaRqPPvosO3aEsFo/Q1bWZ2lv95FI2DCbbyceX4+uP4Gm1WEwaIRCgySTWaRSlexKGbhEvYQntaf5b8d0nnGeQobZSVZWJV1dbuz2XM48cxLxeCVm8yWAn3h8EIPBTFfXQxQWFsofOkIIIT4WEmTFIblcLqxWCIW6cbuLPnA8FOrGakXqgA4T79+UZ7Ho5OfrzJo1hezsbDZvbkLTvHg8Z2OxOCksVOjs7CYQ8KOqI9C0HBKJdSQSHqCYdDMDG1DIy1o/5crZdMdyMO++k5ycd7DZ8jGbVfr7e1EUhby8vH0jyQLA72/BZlPk8yGEEOJjI0FWHFJJSQkVFRls3brugDWyALqu09q6nsmTM6UO6DDw/k15kUgv77yzildf3cOKFdvJzTXT09OMqk7C603PsDscDtxuJ93dAQyGMLruQ9fPBWZxITrPMQ3YRLrJwam061FIbkfX7fT39zAwsBmXK0E0Wkc0OveA8cjnQwghxCdBFqqJQ1JVlYUL5+H11lNdvRy/v4VkMobf30J19XK83noWLLhA1jseZ+/flBeLBXnzzVV0dpYQj38Vn+/L1NdPp7v7NDo6NtPd/RCQDpuBwCC67iQdWEcD0/gfXuVZbuC/eQC4CDgN6AXmAx5SqVFEo+1omgu3Owe7fRvNzU/J50MIIcQnTmZkxYeqrKxkyZIr912yXkZbW7qO7OTJmSxYIKW3hoP3bsoDndra1XR3F9DXdzqJhBNFySeVSmE0TiYaddLYeB8m0wQUpZRIJIXZ7Cccbgd9Ir9lJd/hOQB+yO9YyUW8xRzgL0Ae6a8MN4rixm4PMTgYZu7cYkaPDlJXJ58PIYQQnywJsuLfqqyspLy8XDp7DTP7N3Zt3ryZ3t4QJSU5+P3NtLZ20Ns7h2TSg8UyAkXRicf3oqrZqOq5xGJvU1f3Q6zW7xKJ2IC3QG/hd9RzC88Pnf8r/I63OBNI7bunB4gDBhRlNOHwRsxmH5/97OVccskl8vkQQgjxiZMgKw6Lqqqy83wYee/Grt7eAWpqGhkYWE1RkRufL0gikYvVmouqGtE0P6pqwGbLIxpVUZQMdL2OVOoXgIJCgjvVBpZobUPnv4H/YRnXAgrQBejAViAMTCMWG8Bk6mLMmCwmTZoknw8hhBDHhQRZIU4w79/YVVLiZWDg1zQ11dDTk0c0GkFVgyiKGV3XSSabMZutxGJmVDWF2ezG653ApEkzaG3ZxpKGd7g+lA6xGgo3cAP3MwMIAibgOWAPEMVonITZPJ94/O/oejdTppwtm7mEEEIcNxJkhTiBHKrb2qmnXkks9i+amxtIpcLo+pskk2XoehcGQy8WSwXBoIaibEPXk+h6HHT478FGLg5tSp8b+LJyMQ9wOuj1QDWwC9gGmFGUXCyWG9H1ELpei9HYzwUXnCVLCIQQQhw3EmSFGIYO1djgUN3WcnIqmTbtc+j6fdTU7CGVaiYeb8ZmOwertYxYrJF4fCOq+jap1E58PhMzX7iLi+M16ecDrlfG8k9zNkbtVZLJFnQ9AQwCOcBEYAaJRAxNuxu7/R2qqk6joKDgOLw7QgghRJoEWSGGme3bt3PXXcuorfWjqnaKirKprMxi4cJ5JJPJQ3Zby8mpZN68/2Jw8BIgB59vE8HgO4RCDnQ9ha53k0qFgJnY7VfzjC2PL3TNZoTWxQ2GSpabRjBm9A8wm6MMDr5NU9PDaNrp6HoCo1FH01ZiMITJzAwwbdpVeDzN0uxACCHEcSVBVohh5I9//CO/+MXf6es7DUWZitHooqEhSENDmJaWFVx++cyDdlvTdQ2/vxmfrw6vNwODIUFvrxtFKURVRwM5JJOrgVJgOrFYJg22kXwu50VK+17gn6keDKlHMRo7MRgyycqaRShkoL9/K5pmxGLxAU2MGzeRqVNvw+fbTmWlNDsQQghxfEmQFWIY0DSNZcuW8aMf3U04vBCP5yYslkwSiQH6++sIhZqAToqLd1BW5ubtt9/tttbTU0NNzXM0NtbQ3d2AwRDDYOhjcLAcmIPN5kLT9qIlLRi4gpRqJh7vIRTKotFZyjbTXBSthlTqGXbv/h/s9imoqoLRaMRoLMRkysPprGPEiDymTbuB9vaN+5odXCnrY4UQQhxXEmSFOM5qamp45JFnWLr0Qfz+kZjN84nF4hgMcSyWHMxmL/390NoaoKamg+uuO5vW1nW8+eYfMBhsbN++Bp/PQTRajK6fhdUaJRLZhq77MJtTpFJxFD3BPWwmhx+xWP8tCcJEIh2oahirNUAikSCZLMRgOA1NuwQwEAhswGBYj8vlxGJpJyNjJP39f5VmB0IIIYYNCbJCHEf7S2nV1FiIREZhMo3FaJxAPB4mlerB5QKz2YHdXobfv5e2tl5CoRAWS5za2kdobW0mkSgD7ChKL0ZjE4lEFYnEOcAuUqlXMapf5F7u50vUA/X8jdtYrF8D+NF1F9GoD01TUVUXdnsmmlZHIqFiteZiMhVTUdHAd76zhIKCAml2IIQQYliRICvEcfLeUlo5OfnADgwGO4rix2QqJJHoJhzux2SyYzZnMDgYJBj08ec/P0ptbRCfz0AyOR/4LJCPrveTSOwBNgLjgCmg7+Ke1G/5Ek8BkETlMRag6UZIBTCZnMTjVlS1DpPJjtdbxvjxo3A4HJjNZhKJCuLxhykrK5OGB0IIIYYdCbJCHCfvLaU1MNCH0egglYJkch0m02KMRg+JRCepVIxEwo+uVxONtrBjxyhCIQ+6PgsYj6qeiaYFAQtQgqLY0fU3USnkz2zgS+wCIImBz6sXslxrB4woiptEooZ4fDVmc4DS0i+haW58Pj8VFRUoikIymUl9vUIwGDyO75QQQghxcBJkhThOgsHgUCktp7OA7GwHnZ0qqlpHIrEcg+FMNC1GPN5IMPhPMjLeIB63oesT0DQfBsNkFCWYbm6Al3Q72V5gKiqbWcZtfPE9IfYrzt/xhDYA4WdQlBGAn2RSx2odpLDwVrzemUSjfny+rfj9fjIyMgiFurFakTJbQgghhiUJskIcJy6X64BSWlOnXs7atQ8SDuejqjtJJreRTHYRCPjxeBq5/PKZPPZYDZrWRDDYi6LE0bQQ8CowHfAAfSi6jftZyxfYDkAChauYyWp2YLOZMJsXkJk5ilTqCc4447P09rbS1RVF13XMZgfBIMRiMXRdp7V1PZMnS5ktIYQQw5MEWSGOk5KSEioqMti6NV1Kq7x8JgBvvPEoPt8giUQDZnM3VVXZ/OhHP6W7u5u//nUrqjoGg8GFwVBOMqmSStUDG4BTUInzANfz+feGWPV6Xs0ew4xTR2GzZVBb24emBSgtncr48Vfg89URDK6gp2c5FstEVDVOPN5DdfWLUmZLCCHEsCZBVojjRFVVFi6cR0vLCqqrl1NUNIsxY07HYAjz8st3YjYPUlhYRnl5JTt2NLBnzx4MhinApZjNTxOPv47ZfDmRiA3YDmzARoyxvAOkQ+znzeN5Qk+SY6qnoyNENBqlp2c3qtrJ6af/EEVR97W3vZKamufYs+c53O4E8fg4Jk/OkjJbQgghhjUJskIcR5WVlSxZciUrV66mtnYZb765l9ra3SSTp+LxXEk06mXnzgD19TUMDLRRUHApnZ2t6PrpKMoadF3DaJxCMlkIbCXE21xsKORJEjzovZTVsQTmxGZ0fT6x2ESs1gxKS6fg823mjTf+hdnsoLh4Jmazk6ysXAoKMrnyyvOYNGmSlNkSQggx7EmQFeI4q6yspLy8nLVr1/Kd77yC0TiPESNuIBBI4PMNEo93oShNpFIGSkszGDEiRk+PCpxBPP4mirIJRYmg6+9gsXQTNRRxAbPQg00YjXsZO/ZyzjnnVuLxOBaLBY/HQ0/PbF599Y+8887/Eg6/gs2mMGVKJgsW3CgzsEIIIU4YEmSFGCaef349gUAJeXmL6emJk0jYsFrzsdsrCQTCJBLbaW1t56yzZpCXF6Ojw0oyOpWb++7hHnsZjcEELtdnsFqnYzQ6sVoH6e3dgaZpJJOd5OW9G1Bzc3OZM+dLNDcHuf76GVRUVMgMrBBCiBOOBFkhhoF0TdkeLJY8/H4jiYQNuz0XRVEAcDhmkkg8QyRST2fnOC68cA4tDbu45tmvMCfwKmcNvsGljlPJH7mQUaOKyM/PJxqN8uqrRSQSbdTWrsHrLUdR3g2qTmceRqOTwsJCaXYghBDihCTTL0IMA8FgEE2zoKoKg4NdWCwZKIqCruskkwNoWgRVLcFsfoe2theo3f4qVz/9Zeb0vQpAhdbHOZmzCQTy2L27k0QigdVqxWRSsNkm4/P14/c3H/CcUiNWCCHEiU6CrBBHQdM0Ghsb2b59O42NjWia9pHO53K5yMryYLXqxONvoKpG4vEe/P5N9Pdvo79/B7FYK3Z7Cpd1I9e/cBVzB9YBEFMMfC1/PntHfoecnFMIh7Oprd2D2+3G67USDkdIJnVisXe7c+2vEVtZKTVihRBCnLhkaYEQR6impmZflYEBolGwWqGiIoOFC+cd0UYpTdNobm4mGAzicDgoL/fQ1GTEZNqJ338PyWQOmjYGVXWhaa9gNodwms/jzo4/Mi/SA0DCYOYvF93D5sYm7IluLJYi3O4SfL6tBAIBKirG0NPzEn5/I7FYkGQyRijUTWvreqkRK4QQ4oQnQVaII1BTU8PSpSvw+cooLl6Ew5FLKNTN1q3raGlZwZIlh1d39WBhODMzhtvdgd1uoqfnYXS9GFUtJpkMYbXC6KLr+G3LHczZF2LjBgvLLnmIjgmXkh1cSkvLC7jdl2EwGEgkdGKxGLm5uRQU9FNQECaRWE19/RqsVpg8OVNqxAohhDjhSZAV4jBpmsbKlavx+cqoqlo8tBHL7S6iqmox1dXLWbVqDeXl5R86y3mwMNzcXMMLL6xicLAVXe8hmbSiKOVYLFm43XnkZlTxm6ZvcP7gSwBEUPmK9wbeacjC1vESkYiHvr4NdHUNYDCMx2zuprvbhM/3IqNHd/LNb/4Mh8NBMBjE5XJJhQIhhBCfChJkhThM6coCAxQXLxoKsfspikJR0SxqapbR3Nx8yCoABwvDPT097NzZTyq1ELO5iJycanS9j3B4FLquY7E4+Fz/3UMhNqpYuMY5la22Qlx6CXV124BR5OaOJRZ7k76++4lG+9m+3cxFF43nK1+5VmZehRBCfCrJlIwQhykYDBKNgsORe9DjDkcu0Wj6cYfybhg+a6gqQW3tHsLhbHJzJ+BwnI3PF8Jmc1NWdjY5OWV4vQbaF/6UtXkXEFGsfKfsL+wsmIzT2UVn599QFBeqOpZw2IrNlsfIkTlceOFXGDt2Nl6vl/Ly8o/rLRFCCCGOK5mRFeIwuVwurNZ02Sq3u+gDxw9Wzuq9G7pcLhd+v/+AMOz3+/H5ophMo2hubiMUShEK6ZhMXfT3r6Sw8Aqi0XqC4Qjfy/0elTm38Ua0lqwsKyNGVNHTswKDYRBNe4nBwT5KSkZx6qk3kpNTid/fQl3dh88Qn4je/57KMgkhhDh5SZAV4jCVlJRQUZHB1q3rDlgjC++Ws5o8+d1yVgfb0JWbm6K/v4vGxp1kZ5cSjUYJhWKEQiGiURuJRIxUyolNORVv6BXqQxGysnLx+zPoC7SwJtSIpr2Fro+kv38zqZROfv55mM0FBAJ1TJhwDjk5BUA6LLe1ffgM8YnmWFWMEEII8ekgQVaIw6SqKgsXzqOlZQXV1cspKpo1VLXg/eWsDrWh69lnH6Or600MBg95eZ/B4dAZGOgjkUiRTFpJJrfgseTwr8TjjNfeYg5J6npb2bVrJH197ZjNIykq+jYWy+kEAnXEYivp7n6J/PwrsNvzsVptQ+P9tDU8OFYVI4QQQnx6SJAV4ghUVlayZMmV+2YFl9HWxgfKWf27DV1Wa5B4fDOBQDZ+fzmhUC+ath1d9+M2N/Cv+CucF1sPwErWMcUyAqOxnby8KSSTVxEIjCAc7iWRyCCRmEE0uoV4fAWnnXYZHo8HOPgM8YnsWFWMEEII8ekiQVaII1RZWUl5efkh12m+v7rB/g1dfX39JBIvEgoNEo9b0PWN6PrzJJMhNM2B25THw4ldnBd/C4AQFr6TMR+nLUx3d4DKynls27aHcDiCouSg6xZSqSwSCQ+BwGtEIpWkUlM+lQ0PjkXFCCGEEJ8+EmSFeI/D3UikquohA9P7qxv4/X727HkJn28jicQEYBaalsBmM2CxdGA2P4kpkcPj+pucHd8NwCAmPu9dTEPBtdgiDxMMxhgY0LFavUSj7cTj/aiqE5PJgMlUSiyWoKbmj3g8O8jN9XzqGh4cTsWIT9t6YCGEEP+eBFkh9jnSjUSHCr3vr27Q0fE2XV3PkUyeh6Kcg66n0LQQgUASs9mEQ5nEP5P/4my9H4AgJq5wLWKLUgKd/8DrTWE2p+jr6wWKsVhOwe0uRtfjqKoFXQ8Qi03HYGijoCDKbbfdxKhRoz4VM7H7HU3FCCGEEJ9+EmSF4PA3Eu0Pr2+//Tbr12+ms1MhFlMOCL3l5eVD1Q0qK69k166nSSQ8QCWQja57MBhMmM1GjPF3+FfyBc4bCrFWrvH+g+3ms0hGtqHrrxAI7MDrDdDZuR1NG4HVOgqj0Q2k18KGw8/idOZgMk3C53sdVVU/VSEWjrxihBBCiJODBFlx0jvcjUSapvH448+zaVMjO3a0kUzaKSoazcSJC7DZsg8IvZdeOpfq6vt58cU9tLc3AgqpVAGK4gBiQIpkVONJ7Secp+8CwI+Jy+w/ZZvmwpDYjsNhwmSaD8CYMQ30979Fb68Bk2nMvvWx3cRi6zGZ6vF45qNpA2ia+VN5ef1IKkYIIYQ4eUiQFSe91tbWf7uRaOPGX7FzZwvR6Gn4fKMxmwtxu820tKylu3sp06d/jsrKK6mpWcF99/2d7Oxs2tu7qal5nv5+BV33AEF03YjBkIvB4EDTY6zVzuY8XsePgdumfo+IYRpZPUESiX7M5iRebxZjxlwGPM7UqSrPP/8qsViSeNyBqoLTmYnXewWhUIrMzA6ysuyf2svrh1MxQgghxMlFgqw46Q0ODn7oRiK73UtDQxMFBRdTWfkZtm/fgN/fxeBgiHh8BLq+h46O7zN+/Dzy86fy9NPV5OefzsDAJWRkLCISeYBIZC+wGzgXTdOBKIqi8hvjj4knd7LBsJOqiZ/lVJOTbds24vMNoOsGgsEmdu16E4OhgS984TwaG/tpaVHJyZmLzZaHomQTDLZis/lwOjupqsr6VF9e/3cVI4QQQpxcJMiKk57T6fzQjUQdHVsJhYwUF59FV1cXHR29xONFKEo5FksBmjaeRKKfmppaGhoaUFXIyBhJMllBYWEVodBaIpEOYBcKD6Mos1AUL2bzAMnkS9xlyUdROnG1bMTn6yccLiM7+ywSiV66u1fR2LgHXe/hkUc2U1lZTDS6hUDARCw2EYslg8zMCE5nJ6NHd54Ul9c/rGKEEEKIk4sEWXHSKyoqOuhGIl3XGBhooqbmYUwmI3l5o3n55Y3E49koSgVmcwGKoqCq49D1sSiKhUDgLRyOAIGASmbmSFTVQFbWefh8G7GlbDzKf3EnZ7BaG0kioWGx2PB4SkgktrNr1wtYLJ8jJ2cx4XAt7e2rSCTGYTR+FqPRRzgcIRwOUlVlweHoo6fnNTTNTFaWnaqqLLm8LoQQ4qQjQVac9N6/kaiwcCbd3U1UVz9BT087BkM/ug6rVz9Jf78NVS1A161Dv6/r3SiKgsk0k1CoDl0fJJkEk8kBgNt9GvmOMfwr+CAz9W7O1ppZoH6XzZ4puFwBnM5aHI5iWlt7SSY9mM1dDAw8QzQ6ClWdjc0WJSengMHBWgoLz6K9XWXs2C5+/OPPEgqF5PK6EEKIk5YEWSF4dyPRvff+jdWr/0pra4BUajIOx3RGjRpNMvkqra07CYfLMRpHo2mQSIQwGCykUq9iMjlJJotRVTCbXahqlEQihMXiJtOQwV2xjZyudwMQQWXQUovXqzFiRB7RqANdD5JMOkgme+nvf5h4fAc223/gciXxenOw2Sz09kI8HqeoaBa1tctQVZUJEyYc53dOCCGEOH4kyArxHpGIEU1zk5V1Ibm512IwmAgEmlGUSuz21xkY6EdRHLjdeUSjzcTjG1CUGozG+djtPlRVx2jUyc7OwO9vYlRmMb/ZPp/xsUYA+hQbn8//AbHCImZMKKO19R0GBt4iO3symZkJXK6z8ft30dJSi9GYjdebicPhIBr1YzSCxWLB4ciQLlZCCCEEEmSFAN6tJdvS4sViqSQraxEWixeAVCqfpqYMUqlyVHUlsVgdAwPP4HJ58XgycbuvwukcTzD4GFZrArt9ENiNLd7DL7bcxfjoDgD6VQtfLJzOLusWRmf3k0g0oijVFBWdy7Rpt/Daa3+go+N1PJ7p9Pd7SSRi+Hz92O12AoFmCgqseDweAoFW6WIlhBBCIEFWCACam5uprR3A651JU9NrmEzpUlyhUA9tbTtJJktQ1XGUlk6jqem7pFJ+4vFTKCi4GIcD+voeIhpdTUZGH3a7jVjXKv7cuoNTE+lZ036DiZ/NupRpc6ezZNoE8vLy8Pv93Hsv5OQsRlUNVFTMw+9fQSCgYTYrxOPbCATOoL29G48nQEXFeADpYiWEEELsI0FWCNKX6aNRyMsbidH4GolEN2ZzIT7fHhKJbJzOKiKRFoxGA0VFp2GzQWPjE7S2PonHY8duH8Ro9OH352IczOWvnZuZuC/EDpjMbPn1r7hl4cIDNmVt376dWEwZql+bk1PJtGlXUlu7mtbWHgYH3yQS2YzDcSann342ZnOU6url0sVKCCGE2EeCrBCkL9NbrWA0WvF6M+joWIfLdSHhcBSLpQpNS6AoGoHAS+TluZg27QZOO62D5uZ7mT27kkcffY6WFjeqOpXTUaiMpjd29RlcXJN3FhXN3fzuPSFW0zT8fj+RSBft7ZspKpqGoqjk5FTi9Zbj9zfT0PACe/b8k9JSC3199dLFSgghhHgfCbJCACUlJftqyb5GefkF+P0P09PjJ5HIwmw2EAi8Tiq1mlRqO0bjKF555e9kZTlJJFK89toeGhpcGI2X4nZfzxtamC+TxS9Dv+Bb5Y+wO76bzpdX0djYyOjRo6mpqWHlytXU1PTT2OjnnXfuYcyYjVRWXkhOTiWKouLxjMRisXP11Rdx1VWXSpktIYQQ4iAkyArBgbVke3pg/PizqKt7gd7ep+jtfYpUqguHI5fi4v/E7Z5JItFNS8uzDAzUkp9/Prpuxumcj6oaUVU3L2V+i2nmmRjCGjk559HV9ST19fXEYjGWLl2Bz1dGcfEiZs5U2LBhA/X1Dfh8f+HMM6/FZsuitXU9Xm89l112JaNHjz7eb48QQggxLMnUjhD77K8le9ppXej6qxQVGSgsDGGzNZGXN4dTTnmAjIzzUFUzZnMhul5EMjkKV8LNosRuIHPoXIqioFnLCYejxGIaYETXdVauXI3PV0ZV1WLc7iLy8ws566xzKSs7G7/fwmuv/Rif789MntzNkiWyhEAIIYT4MDIjK8R7VFZWUl5eTnNzM8FgkLffLuOOOx5B108lHh/EbHYQj4cIBJqxWjsY6cxhWdMyqmLN/Kf+Xf6R8XUMBjcGQwkGg4NYTGdg4G2ysgw4HA5qawcoLl401AYXICcnB6/XS2mpi+7uIDfeOJczzzxTlhAIIYQQ/4YEWSHeR1VVRo0aNXR79OgtxGJW+vq2EgyC0QgFBVbKskZy81M/pCLWBcC3o3/lAZ8Vv8mF2ZyF0XgG8Xg/NtsbnHvuWDweD9EoQ1UK3ktRFAoKxhEMZuLxeCTECiGEEIdBgqwQH8LlcpGb6yY7exS67iIWi2GxWCgwJbjub3PIj6ZDbJfqZqHrJ4Tj09F1E+HwVnT9XtxunRkzsvnKV76KzWbDaoVQqBu3u+gDzxUKdUujAyGEEOIIyLSPEAehaRqNjY34/X7y8jRaWl7F4/GQm5uDI7yHa/4yk/yudwDoUOx8ceSDREdeRm4u2Gy9GI1ezGY3FRW9/OQnX6GysnKoMkJLyzp0XT/g+XRdp7V1PZWV0uhACCGEOFwyIysE6eC6f11sV1cXmzZtp67OTzQKsViAzs7ldHRsIyMOd27/K0WxHgA6FBO3TvspcXse+Jqw23VsNgW3201R0VXY7c/jcDiAAysjVFcvp6hoFg5HLqFQ91CVAml0IIQQQhw+CbLipFdXV8cTT6yltnaA7u4eGhqaMJvPYMqUhZSXVxIKdePz/Zn+uqdZ5t/LuGQvAF2mTBa6FpGIDzLtNDcTJlQMLT3weDykUnHq69cSDAaHnmt/ZYSVK1dTW7uMtjak0YEQQghxlCTIipPePfespKtrLEVFl9HSsgJdn0wkMokNGxrp60tSWjoKi9nNX4K9VOwLsf3OEdx32ROEtwaIBhuoq3ueWbNuQlHenU091JrX91dGkEYHQgghxNGRICtOWpqmAdDXN5aqqsX4/U20t/sIBqfh9/eRSLTR3LwDl8sG1PKL3J/xYPs3SNnc/O2Lr5DMGkNO6yaam0vo6VmP399MRsYo4N01r5MnH3zN6/srIwghhBDiyEmQFSet1tZWAAoLz0RRFDo7m2htbSAafQ5IAUmSyT78/gCplMpzxgo+Y/4htpwcqPZRUeGhomIM/f1b6e5uprd3F05ngax5FUIIIT4hEmTFSWtwcBAAu92LruvU1r5NNOpD189GUabi0XQG8JPUXgDeIpns4G3TBMoyJhHrGMDv38m0aeM55ZRctm8PEQo9TX39a7LmVQghhPiESJAVJy2n0wlAOOwjHnfR1laLrk9G1ysp0C28yBW8zHS+xq/RuQVdf45kcjZmsxe3u4ienh3U1OwmK6uBK644k8WLP0soFJI1r0IIIcQnRIKsOClpmja0Rra+/gkcjqlEInEUZSoj9AZe5D8oo5lydtFNLj9hDvB/pFIqkcgpWCyjsVhU9ux5mhEjIixceAOjR48+vi9KCCGEOMlIkBUnnZqaGlauXM3u3QEuvXQSDQ3rCAZXk0zqFGgaL/LflNEMQAN5LGMKilKArpegqm8QDt9DKpWJqqZwu9/miitukCUEQgghxHEgQVYMe+9tVvBRL9vv3LmTX/7yfrq7x1Jaej7QwNSpP2DdukcoSK1kDf/JOPoBaFBKOF/5I23qFBStD0UZidPpYtq0C3G7i4jFgiQSKpMmTTqGr1YIIYQQh0uCrBjW9s+e1tYOEI2mmwdUVGSwcOG8I54F3blzJ7fc8jPq6spxOMoZGPDxmc+Aw5HPly/8Mlf8392Mwg/AHqWUi2zP055USSUiwCtYrQpe7whycirxeEZSXb2cyZOzpKWsEEIIcZxIkBXDVk1NDUuXrsDnK6O4eNFQO9etW9fR0rKCJUsOvypATU0Nv/jFn6irs5OdfQ1OZxmK4gfW0fLaK9y2+1ZyUvtDrJt55v+mORFA17tQlM0YjY1kZBRQWOgBFKqrl0t5LSGEEOI4G1b/Bf7Zz36GoigH/FRUVAwdj0ajfOMb3yA7Oxun08nll19OV1fXcRyx+LhomsbKlavx+cqoqlqM212EwWDG7S6iqmoxPl8Zq1atGdqwdTjn6ukpwOEYhdM5BlU1YLG4sPX08Icd/0lOoAmAFqubL4+rIJL9JDk5f6aw8DkqKnooLrbgdG7BYmmgr+9+Jk/uPqIgLYQQQohjb9jNyI4fP561a9cO3TYa3x3iLbfcwtNPP83DDz+Mx+Phm9/8Jpdddhmvvfba8Riq+Bg1NzdTWztAcfEiFEX5wHG3ewIbNvyJDRs2MH36dFpbWw+5hvbdc82jq2s1iUQ3FksRAJrBQMpgA6DTPYrfzl3IrV+5kOefX09tbQ+aBllZHiorM5k6dQF5eXlSXksIIYQYJoZdkDUajeTn53/gfr/fz7Jly3jooYeYPXs2APfffz+VlZVs3LiR6dOnf9JDFR+jYDBINAoOR+4B9/f09FBbu4fu7gADA23cdts9mEy/x2bLxWLJOega2v3nKik5Da93Ex0d68jJWQxALCuL705ZzVe3fZ77Jl3CpCk25syZw5w5c47ZBjMhhBBCfDyGXZDdtWsXI0aMwGq1MmPGDH75y19SUlLC5s2bSSQSzJkzZ+ixFRUVlJSU8Prrrx8yyMZiMWKx2NDtQCAAQCKRIJFIfLwvRhw1u92O06kSjXbgco0AwOfzsXVrLZFIFg6HAxhHX18xoVCIzMxepk27FJstix07NtDe/ghf/epCysvLh84Vi3UxfvwcIpGVBALLyc6eCkCnEuRrI85nxug+LrnkC6RSKQAKCwuHxpNKpYbuF58u+78H5Pvg5CafA7GffBaGh8N9/xVd1/WPeSyH7dlnn2VwcJDy8nI6Ojq4/fbbaWtrY8eOHTz55JN86UtfOiCUAkydOpXzzjuPX//61wc9589+9jNuv/32D9z/0EMPYbfbP5bXIYYve2cnFcuX8/bXvkbKYjnewxFCCCHEQYTDYa6++mr8fj9ut/uQjxtWM7Lz588f+vfEiROZNm0aI0eOZMWKFdhstqM65w9+8AO+/e1vD90OBAIUFxdz3nnnkZ2d/ZHHLD6auro6nnrqBerr/UPltcrKPFx88fkA3HPPSvr6xuJyjWfz5g6MxhHEYjswGquJxcaSmXkJFouLaLSNaPRBTjllBh0d1XR0dBCJNHPqqcWcdtoIxo8fzeYVL/LNx/6GN9xLYq/G7+f+iNkXR3jiiddYsuQanE4ng4ODOJ1OioqKZCnBSSKRSPD8888zd+5cTCbT8R6OOE7kcyD2k8/C8LD/Cvq/M6yC7PtlZGRQVlbG7t27mTt3LvF4nIGBATIyMoYe09XVddA1tftZLBYsB5l5M5lM8gE9zmpqarj77kf3lde6fKi81ubN62hqepRvfnMRCxbM4Mkn17Jjx4t0dvaTlVVJTo6XnJwL2L49ha57iMcNQAF9fV1s2vQkuj4Dl+tS4vFdmM1eNm+uJfzO8/zg+X9iC/cCYOqvgcG1wEwWLDiLp59+6ZjUqhUnLvlOECCfA/Eu+SwcX4f73g/rKafBwUH27NlDQUEBU6ZMwWQy8cILLwwdr6uro7m5mRkzZhzHUYqj8e/KazU0OLjllp9y993PUl0dIZkM43B0M25cFbNm3URe3ng0rRO//w2i0Uai0XYGB5uIxyeSk7MYRcnEZDKRnV3KrPzTuXnVP7D5fADEy8oIPr6CJf91IwCrV29j69Y8vN4bKC//IV7vDWzdmsfSpSuoqak5nm+TEEIIIT7EsJqR/c///E8uueQSRo4cSXt7Oz/96U8xGAxcddVVeDwerr/+er797W+TlZWF2+3mpptuYsaMGVKx4AT0YeW1fL5aGhvr6erKw+udjNmci673MzCwnjfeWIXZ7KSrazf9/bsJhzditXpIJmtQ1RTZ2fMACASaKSiwUprs5ksPnoc70gdAvLwc86uvUpWbSywWY8eOHfT1jaWqavHQOPaH6erq5axatYby8nJZZiCEEEIMQ8MqyLa2tnLVVVfR29tLTk4Os2bNYuPGjeTk5ADwv//7v6iqyuWXX04sFmPevHn83//933EetTgahyqvpesamzf/ja6uXFKp87Dbq8jIyCWRCBGLFdLVdRfPPPM/5OZeR27uN+nsjBEONwABVHUnoVAzgcAAdnsvZ+db+Y+/notrsAOAJk8uoXvvpSo3/Zytra0AFBae+YEwrSgKRUWzqKlZRnNzM6NGjfq43xIhhBBCHKFhFWSXL1/+ocetVit33303d9999yc0IvFxcblcWK0QCnXjdhcN3T8w0Ehj427gS9jto7HbM/d14XJTVDSdvr4HiEarUNURpFJdZGZGcbmSaNosuroSdHb+hQkTruecfAvffuKyoRDb5q3kf867iO+OHDn0XIODgwDY7d6DjtHhyKWtLR26hRBCCDH8DKsgK04eJSUlVFRksHXrugMu6/f21hOJaKjqKOx2I7quMzg4iNFoRNc7MBqzMJlGUVk5goKCAiwWC263G7/fzyuvxOjpeZpTTsnn0ldvHwqxHXmTuG3q1xh3WpSSkpKhMTidTgDCYd++urQHCoW6sVrToVsIIYQQw48s/BPHhaqqLFw4D6+3nurq5fj9LSSTMUKhHhIJP4rSRSKRoLGxi6YmH3v3dtLauptEIo6iuHA6neTl5ZGRkYGqqmRmZjJ9+tlYrXFqax/mobN+zO7S82nNGc8Pp34dS2EnCxZccMBa16Ki9ExwW9sG3l9OWdd1WlvXU1mZeUD4FUIIIcTwITOy4riprKxkyZIrWblyNbW1y2hrA+jH4eglGn2daLQCqzUTg8FEKpUgFOohHG7B6Rx50BrANpvOKacUUlYWorPrH/z0tGm4jUnKTo2wYMGVHyiltT/UZmXtprp6OUVFs4ZKgLW2rsfrrWfBgitlo5cQQggxTEmQFcdVZWUl5eXlNDc3EwwGsdlsfOELNbz99iagBDgbyAW6UdVaFKUBVc35QJcPb/dOOppeYvqsUr773W/Q2tpKMBjE5XJRUlLyoWH0q19dyBNPrB0K01YrTJ6cedDwK4QQQojhQ4KsOO5UVR2qCtDY2EhOzjgKCyMMDKwlGt2GoljR9SgGg48RI0YBu9i8+X7Ky+fhcOTialrH5x++nJjFiP+7j2I0Go+oykB5eTm33lo1FKYPJ/wKIYQQ4viTICuGDU3TqK2tJRrVOOOMRbS3V9PZ2Uo8PojZbKGgYCJlZbNpbLyPceN209vbilrdxfdeeRB3LAwxyL3nHjj33CN+7veGaSGEEEKcGCTIimGhpqaGlStX89ZbrdTW+nA4XiI/fwRnnHExDkceFosLj6eEQKCN3Nwcbr75C1jq6si75hqMsXD6JGecAffcc3xfiBBCCCE+MRJkxXFXU1PD0qUr8PnKGDnycvr7G2ltjdLZ2UMg8BrTpl1JRsaooUoCkydnMsrvR/3856G/P32SqVNh9WrIyDiur0UIIYQQnxwJsuK40jSNlStX4/OVDdWTraqyEgzuJBQ6Bb8/QnX1M0yaZKetbQNebz2fK5+AOncu9PamTzJtWjrEejzH98UIIYQQ4hMlQVYcc5qmHfbGqebmZmprByguXjTUFCEnJ4dp08ZTW7uH9nYXDQ1PkpnZwhlnlPK5slMY/eUvQ19f+gQzZsBzz8H7qhgIIYQQ4tNPgqw4JvaH17fffpv167fQ2QmxmILVChUVGSxcOO+gpayCwSDRaLod7Hvl5OTg9Xrp7S1l164NfOUrF3JBRQXq5MnvLic480x49lkJsUIIIcRJSoKs+Mj2b9TatGkXO3Y0kUyeSlHRVCZMmILdrrN16zpaWlawZMkH67K6XC6s1nQ7WLe76IBjiqJgMsXJy8ugoqICdeRIuOYauOsumDkzHWKlfawQQghx0pJCmeIj2b9Ra8uWHHy+XMzmxRQUfJf+/lLeemsXsZiFqqrF+HxlrFq1Bk3Thn5X0zQ0TSMzM0pt7XMHHIODtIlVFFi6FO68U0KsEEIIIWRGVhy9927UKiyczq5du8jIOBeLxYPFcgo9PTuord3DrFleiopmUVOzjObmZkaNGjU0i1tbO0B3d5CGhlU0N7cxefKllJRUDrWJzcusZsGCq99dY6socPPNx/eFCyGEEGJYkCArjtp7N2pFIv0kk2Aypde6KoqC212Cz7cVv9+P05lLW1t6Tex7y20VFy9i5Mhc8vJeY/PmB9m48Xa6u0vJzXVzUU6Aqx//F+Yvf/Y4v1IhhBBCDEcSZMVRe+9GLU1LYjRCItGNxZJe62o2OwgGIRaLoShBrFZwOBwsX/7EAeW2AEpLz2PkyLN56627GTeuje+dM5ERX/oSSiAAc+fC+vVwyinH8+UKIYQQYpiRNbLiqL13o5bHU4LXm4Hfvw5d1wGIx0MYjWA2m4fWugL7ZnHPGgqx+6mqgfLyhWTV91LwxS+mQyzA5MlQWvqJvjYhhBBCDH8SZMVRKykpoaIig5aWdYBCRcU87PZ6enqWE4k0MzCwG6fTT339I6jq65xxxvhDltvar6K/ge+u/RtqMJi+Y/ZseOopcDg+uRcmhBBCiBOCLC0QR01VVRYunEdLywqqq5dTVDSL009fwPbtK2ltfQ5NG0BRdMJhHV0v4cEH15OXpxOL+Q5abqu4+TWueegirMl4+o7zz4cnngC7/Ti8OiGEEEIMdxJkxUdSWVnJkiVX7qtAsIxoFEaP1ikvd9LeHkdVZ1BevgCnM59QqJu9e1+ho2MH0ehypk//ztDygpLm9Vzzj/lYEiEA9PPPR5EQK4QQQogPIUFWfGSVlZWUl5cPtaV1OBw89NAqgsFZB2zocruLGD/+aoLBQQYGnmLnzgKKi8+mqreea5Z/FksiDMDgmWfifPJJsNmO58sSQgghxDAnQVYcE6qqMmrUKAAaGxuprw9QXHzlBzZ0KYpCVdVnaGioobS0jq6uXaSqt7wbYmfOxPn88xJihRBCCPFvSZAVx9y/29DlcORisWRw7bUL8Xg8BIOX0/vENLLWr8e5ciVYrZ/wiIUQQghxIpIgK46595blev+GLkjfb7WCx+MZmsVlwgTQNFClkIYQQgghDo+kBnHMvbcs1/6asvvpuk7GlntZmGikpKTkwF+UECuEEEKIIyDJQRxz+8tyeb31VFcvx+9vIZmM4fe3oL70Y36w4dcsePjvqI8+eryHKoQQQogTmARZ8bHYX5brtNO66O1dRn39L8nf8SN++PpvMCeTKKkULF8O75uxFUIIIYQ4XLJGVnxs3luWS1+zhpFLfoWaTKQPXnop/POf8L6qBkIIIYQQh0uCrPhYqarKqPp6WLIEYrH0nQsWwL/+BWbzcR2bEEIIIU5sEmTFv6Vp2lCzA5fLRUlJCerhbsxavTo9+7o/xC5cmA6xJtPHN2AhhBBCnBQkyA5DHyk4HmM1NTX72s8OEI2mS7xWVGSwcOE8KisrP/yXn302HVz3h9jLL08vJ5AQK4QQQohjQILsMPORguPHMJalS1fg85VRXLwIhyOXUKibrVvX0dKygiVLrjz0mAIBuOaad0PsokXw0EMSYoUQQghxzEiQHUY+LDg2N/+LRYtmkZeX94nM0mqaxsqVq/H5yqiqWjzUatbtLqKqajHV1ctZtWoN5eXlBx+H2w2PPAIXXQSXXAL/+IeEWCGEEEIcUxJkh4kPC445Oefz6qv1bNr0e8aOnYzNpnzss7TNzc3U1g5QXLxoaCz7KYpCUdEsamqW0dzc/G53rvebPRtefx1OOQWM8lETQgghxLEldWSHiXeD41kHBMeenh7eeKOaWOxMYrEK8vOvweu9ga1b81i6dAU1NTUfy3iCwSDRKDgcuQc97nDkEo2mHzektvaDdWFPPVVCrBBCCCE+FhJkh4mDBUdd16mt3UM4nE1+/lkoioNkMjZ0ed/nK2PVqjVomnbMx+NyubBaIRTqPujxUKgbqzX9OAAefxwmToTbbz/mYxFCCCGEOBgJssPEwYKj3+/H54vi8YwkkejBaASLJR0c3728309zc/MxH09JSQkVFRm0tKxDf98sq67rtLaup7Iyk5KSEli1Kr2ZK5FIB9nHHjvm4xFCCCGEeD8JssPEwYJjLBYjmQSj0U4gsB6vNxOPp2Todw56ef8IaJpGY2Mj27dvp7Gx8YCZXVVVWbhwHl5vPdXVy/H7W/5/e3ceFsWVrw/8LWi6QXZZVQSRqIiKCk7QqBe3yBjMBMH1kgRFEzOjETVj1us+RpP5qRPHBWOMOlcSBIML5kZjNHHcRdxwQNxQEGVTaUBk6z6/Pzo0NqBBA3S3vJ/n4XmsU9XVp7Ce8rXq1PmiqqocSmUWUlNj4eh4GSEhw2GyaxcwZgxQVaX54Ouva+aNJSIiImpiHLxoIKqDY1ZWHFJTY+HmNgCmpnKo1XnIzd0CG5tb8PYeC0mq+b9Hncf7T6Eh03x17doVM2aM/XW7jcjO1mzn52ePkJCx6JqaCowfXxNi33gD2LQJMDVtlN8JERER0ZMwyBqQ2sHx4UMBc/M0VFVZ4sUX58DJqWaGgurH+35+vz7efwqPTvPl5haKqqoyKJU3ceRIGjIzYxEVNV4nzHbp0qVugYaEBE2IVak0O42IADZuZIglIiKiZsMga2BqB8fc3Fxs334Y+fnnoVBYa+eWvXXryK+P98c+1Xyyj07z5eTUExcuJKCgoBBVVYCpqUBmZiYsLP6F5cuXaPdrYmKiO8VWfDwwYUJNiJ00CdiwgSGWiIiImhWDrAEyMTGBu7u79iWu0aMH4uTJFKSn1/N4/ynnka2e5qtVq544dSoepaWdYWs7GmZmzqiszENBwT58//0OBAcfxLBhw+ruYMcO3RAbGakJsXoqoUtEREQtF4OsAapv/GrnzjZ48826lb3UanXdx/5PaC8uLsbDhwIFBckoLe0MJ6ea4gsKhRtcXd/EjRsZSEz8CUOGDKl7t7d7d8DFBbh9G5gyBVi/niGWiIiI9IJB1sA8rkzt+fOHkZ19FDNmjNU+5n/cC1u+vi/gwoWr9b7IZW1tDZVKidzcUtjajq9TtauyshRWVr7IyjpVf9WuTp2An3/WvNS1ZAlDLBEREekNg6wBeVKZWh+f8UhNjcWOHfugUCiQkpKC+PjDKCvrDXf3msB76ND3iImJhpvbIHTrNkXbfvbsYWRlxWH69NFwc5Pj1KkCODg46Xy/EAJFRZlwcXFBeTmQnJwMAHBv3x4mj45/7dwZWLq02X4vRERERPVhkDUgNWVqR9e5UypJEiwsuiI+fgeSkjJw9eo1FBX1gpdXR7i4KGBjI4e1dTtUVvpCqSyEq6sM1tZtIUkmOkF49+6fMHLkMOzduw45Of+Gg8OLkMstUVHxAEVFmTAxyYJSqURm5lV8/XUV8lfGYGDxDZj872Z09fXV02+GiIiIqC4+FzYg9ZWprZafn4+LF/OQn28JSeoDSeoNB4dw5ORY4eTJ/yA/Px9KpRJ375bD2flVFBQUQqmsqfj1aCWwF154Aa+80hUKxTGUlp7B3btH8PDhWdjY5EIICfn5mWjbtjcmmfbA20d3otuFsygdNQFpKSnN+esgIiIieiIGWQNSX5laQPPI/9KlaygultC6tTtatXKCSmUKKysvODl1R2mpAy5duoaysjJUVQGtWnVAVRVQXq5b8au6EtiDBw8wdeobGDBAwM3tGvz8bDBggDdMTEqgVF6Aq+tDvK2QIyzxLZhAU2UsX2qHnYkHdKp/EREREekTg6wBqa9MLQAolUrk5z+EJGXCyak1HBw6QyYDKivzIEkSbGzcUVBQhoqKCshkQGnpDchkgEKhW/Hr0UpgXbt2RVTUOAwYUAJJ2o0bN5YjJ2czOnQoQ5StHG8c/ATSryH25IvvYt/Ir5B2qVA7JRgRERGRvnGMrAGpr0ytpaUz7t69jvv3D8DZ2QTe3hNgZ9cBjo52uHPnMJycxkMut0RxMSCXy+HgoMDly4no0sUOtrY1Fb/qqwT2aPGF5ORkfP11JSZLrhj1/Z+1IfbEizOw94//gKWqAtm3NcMfiIiIiAwBg6yBqV2mNjsbqKoqgaNjOrp3n60tU+vtHQSlMg75+bFQKHxhYlKBysoCmJldgK3tYchkg1BUlP2blcAerdp1//9tQeiJL7TrTgREYW/QSkCSdO7mEhERERkCBlkDVLtMraWlJb75ZifOn8+BEAKSJMHJqSsCAsYiLW0vrl3bCxubSlRUdMKgQa3Ro8c7v84j2/BKYO779mHKiUTt8vG+s7Bv+HJAkuq9m0tERESkbwyyBurRO6UAEBY2AtnZukMO5HIrtG7tjDZt7DF27GD07NlTW8HrlVfqr+xVr6oqmHz9tXYxsdMrOBgwE5aqiifezSUiIiLSJwZZI1HfkANzc8Df3x4hIVO1d3D/85//wNraGm5ubg3fuUwG7N0LvPwy7vr6IsWrB+6mf43s2w27m0tERESkDwyyRqT2kIPqO63p6elYtmyVtiRteXkhHj7MhoWFMxQKJ50StY8No/b2wKFDcGjVCh8K0fC7uURERER6wiBrZGoPOUhLS8OqVXEoKOiM9u1Ho7RUwrFjx3Dv3nW0bl2A/v1HwcLCQVuidsaMX++sxsYCQUGaAFvN0lLzHZKk8x1EREREhoi32YyYWq3Gjh37UFDQGT4+42Ft3Q5XrmShqsobHTvOQVWVHy5f/gXW1m3h4zMeBQWdsXPnj1CvWgVMmAC8/DJQWKjvwyAiIiJ6JgyyRiwzMxOXLhWiffuBkCQJSqUSBQVlsLX1gImJCWxsBqCg4D6Uykxtidr2CT/AJCpKs4PkZODbb/V7EERERETPiEHWiBUXF6OsTFN6FgDKy8tRVQWYmWmGCMjlzjqlaof9ZxteP72vZgf/8z/AO+80e7+JiIiIGgODrBGztraGubmm9CwAKBSKX0vXPgAAVFTkaUvV9j2+EsH759R8eO5cYNEiQJL00XUiIiKi341B1oi5u7vD29sOWVmHIYSAra0tHB3NoVTehFqtRlHRETg62mNE6nb88cfZ2s+p587FjchIpFy8iBs3bkCtVuvxKIiIiIieDWctMGImJiYYNSoIWVk1hRI6dXJDfv4xXL/+f2jdugB/KVUh6MRK7WfS//u/8Z15a1yatxllZWjY1FxEREREBohB1sjVLpRQVgZ4ehaiTZts/FfhA4Sd+EG7bXp4OP5h3QkFZ13Qvv1oWFo648GDvLpTcxEREREZAQbZZqZWP0Xp2Aaqr1CCm5sbbt24gcJp02D3449QLVqE70ytUXDWBT4+4yH9OjbWxsYNPj7jkZoai507f0SXLl1Y/ICIiIiMAoNsE6odWh88eIBdu/ZrK3A15mP92oUSAKDDCy8Ae/YAiYnI8vPDpXmb0b79aG2IrVY9NVda2kZkZmayGAIREREZBQbZJpKWlvbr4/6asrE5OddgZxeIbt2mNN1j/Xv3gNata5bNzIDQUBSnpOhM1VWbpaUzsrM1U3oRERERGQM+Q24C1WVjz551gaPjFHTu/BEKCoYgO3sA7t4tQXl5MUxN5drH+tqKW7939oDFi4Hu3YHLl+usqj1VV20PHuTB3FyzHREREZExYJBtZLXLxtrYuKGk5CFKSmzg5vYOSku74NKlHyGEJrTWPNa/j8zMzGf/4oULgXnzgDt3gMGD65SerT1V16OEELh16wi6drWHu7v7s/eBiIiIqBkxyDay2mVjgZqKW3K5lU7Z2GqWls4oK/sdj/UXLND8VJs9G7Cz09mkeqouR8fLSE2NhVKZhaqqciiVWUhNjYWj42WEhAzni15ERERkNDhGtpHVLhsL6FbcksudUVxcUzYW+B2P9YXQBNhFi2raVqwAZs2qd/PaU3VlZ2teOPPzs0dICKfeIiIiIuPCINvIHh2LamPjBgDailt37tyEtbWttmwsUPNY38/vKR/rC6EZSvC3v9W0rVwJzJz5xI/VN1VXY0wBRkRERNTcGGQbWfVY1LNnD2vna5UkCd7eXigsvIjs7P+Dh4cES0sXKJVZuHXryK+P9cc2PEwKAcydCyxZUtP2xRfAjBkN+nh9U3URERERGRsG2UZWX9lYS0tnyOVlcHS8DJnsJBwd2+DKlc+e7bG+EMAnnwBLl9a0/fOfwPTpTXNARERERAaKQbYJPG4s6qBB9vjTnxbD0tLy2R/rSxIgl9csr14NTJvW+AdBREREZOAYZJtIk45FrZ6hwMUF+POff//+iIiIiIwQg2wTatKxqI9Ot0VERETUAvFVdUMnBPDxx8CBA/ruCREREZFBYZA1ZEIA772nebHr1VeBgwf13SMiIiIig8GhBYZKCE1hgy++0CyXlQE3bui1S0RERESGhEHWEAmhKWywapVmWZKAr74CIiP12i0iIiIiQ8Iga2iE0BQ2WL1asyxJwMaNwKRJ+u0XERERkYFhkDUkQgDvvgusWaNZliRg0yYgIkK//SIiIiIyQAyyhkKt1lTnWrdOsyxJwObNwJtv6rVbRERERIaKQdZQnD0LfPml5s+SBGzZArzxhn77RERERGTAOP2WofD3B775RlN+9l//YoglIiIi+g28I2tIxo4F+vUD2rfXd0+IiIiIDB7vyOqLWg38/HPddoZYIiIiogZhkNUHtRp46y1gyBBg/Xp994aIiIjIKDHINjeVCpg8Gfj6a83y9OlARoZ++0RERERkhDhGtjlVh9gtWzTLpqaaF7w8PfXbLyIiIiIjxCDbXFQqTYnZf/1LsyyTAbGxQFiYfvtFREREZKQYZJuDSgVMnAhs3apZlsmAbduA0FC9douIiIjImDHINjWVSlNiNiZGsyyTAfHxQEiIXrtFREREZOz4sldTmz69JsSamQHbtzPEEhERETUCBtmmNnkyYGtbE2Jfe03fPSIiIiJ6LnBoQVPr0wfYvx/IzQVGjtR3b4iIiIieGwyyzeEPf9B3D4iIiIieOxxaQERERERGiUGWiIiIiIwSgywRERERGSUGWSIiIiIySgyyRERERGSUGGSJiIiIyCgxyBIRERGRUWKQJSIiIiKjxCBLREREREaJQZaIiIiIjBKDLBEREREZJQZZIiIiIjJKDLJEREREZJQYZImIiIjIKDHIEhEREZFRYpAlIiIiIqPEIEtERERERolBloiIiIiMEoMsERERERklBlkiIiIiMkoMskRERERklAw2yC5btgySJGHmzJnatrKyMkybNg0ODg6wsrJCWFgYcnNz9ddJIiIiItIbgwyySUlJWL9+PXx9fXXaZ82ahcTERMTHx+PQoUO4ffs2QkND9dRLIiIiItIngwuyJSUlCA8Px4YNG2Bvb69tVyqV2LhxI1asWIEhQ4bA398fmzZtwrFjx3DixAk99piIiIiI9EGm7w7UNm3aNAQHB2PYsGH429/+pm1PTk5GZWUlhg0bpm3z9vaGu7s7jh8/jr59+9a7v/LycpSXl2uXi4qKAACVlZWorKxsoqMgY1D998/zoGXjeUAAzwOqwXPBMDT0929QQTY2NhZnzpxBUlJSnXU5OTmQy+Wws7PTaXdxcUFOTs5j97l06VIsXLiwTvv333+PVq1a/e4+k/HbtWuXvrtABoDnAQE8D6gGzwX9Ki0tBQAIIZ64ncEE2aysLERFRWH//v0wNzdvtP1+9NFHmD17tnY5IyMDvXr1wpQpUxrtO4iIiIio8RUXF8PW1vax6w0myCYnJyMvLw9+fn7aNpVKhX//+99YvXo19u3bh4qKChQWFurclc3NzYWrq+tj96tQKKBQKLTLHh4eAIDMzMwn/mLo+VdUVIT27dsjKysLNjY2+u4O6QnPAwJ4HlANnguGQQiB4uJitG3b9onbGUyQHTp0KFJSUnTaJk2aBG9vb3zwwQdo3749zMzMcODAAYSFhQEA0tPTkZmZiX79+jX4e0xMNO+32dra8gQlAICNjQ3PBeJ5QAB4HlANngv615AbjgYTZK2trdG9e3edNktLSzg4OGjbJ0+ejNmzZ6N169awsbHBu+++i379+j32RS8iIiIien4ZTJBtiJUrV8LExARhYWEoLy9HUFAQ1q5dq+9uEREREZEeGHSQ/eWXX3SWzc3NsWbNGqxZs+aZ96lQKDB//nydcbPUMvFcIIDnAWnwPKBqPBeMiyR+a14DIiIiIiIDZHCVvYiIiIiIGoJBloiIiIiMEoMsERERERklBlkiIiIiMkotIsguW7YMkiRh5syZ2raysjJMmzYNDg4OsLKyQlhYGHJzc/XXSWoSCxYsgCRJOj/e3t7a9TwPWo7s7Gy8/vrrcHBwgIWFBXr06IHTp09r1wshMG/ePLRp0wYWFhYYNmwYrly5osceU1Po0KFDnWuCJEmYNm0aAF4TWgqVSoW5c+fC09MTFhYW8PLywuLFi/Ho+++8JhiH5z7IJiUlYf369fD19dVpnzVrFhITExEfH49Dhw7h9u3bCA0N1VMvqSl169YNd+7c0f4cOXJEu47nQctw//599O/fH2ZmZvjhhx+QmpqK5cuXw97eXrvN559/jlWrViE6OhonT56EpaUlgoKCUFZWpseeU2NLSkrSuR7s378fADBmzBgAvCa0FJ999hnWrVuH1atXIy0tDZ999hk+//xz/POf/9Ruw2uCkRDPseLiYtGpUyexf/9+ERgYKKKiooQQQhQWFgozMzMRHx+v3TYtLU0AEMePH9dTb6kpzJ8/X/Ts2bPedTwPWo4PPvhADBgw4LHr1Wq1cHV1FX//+9+1bYWFhUKhUIhvv/22ObpIehIVFSW8vLyEWq3mNaEFCQ4OFpGRkTptoaGhIjw8XAjBa4Ixea7vyE6bNg3BwcEYNmyYTntycjIqKyt12r29veHu7o7jx483dzepiV25cgVt27ZFx44dER4ejszMTAA8D1qS3bt3o0+fPhgzZgycnZ3Ru3dvbNiwQbs+IyMDOTk5OueCra0tAgICeC48xyoqKrB161ZERkZCkiReE1qQl156CQcOHMDly5cBAOfPn8eRI0cwYsQIALwmGBODruz1e8TGxuLMmTNISkqqsy4nJwdyuRx2dnY67S4uLsjJyWmmHlJzCAgIwObNm9GlSxfcuXMHCxcuxMCBA3Hx4kWeBy3I9evXsW7dOsyePRsff/wxkpKSMGPGDMjlckRERGj/vl1cXHQ+x3Ph+bZz504UFhZi4sSJAPhvQ0vy4YcfoqioCN7e3jA1NYVKpcKSJUsQHh4OALwmGJHnMshmZWUhKioK+/fvh7m5ub67Q3pU/b9rAPD19UVAQAA8PDwQFxcHCwsLPfaMmpNarUafPn3w6aefAgB69+6NixcvIjo6GhEREXruHenLxo0bMWLECLRt21bfXaFmFhcXh5iYGHzzzTfo1q0bzp07h5kzZ6Jt27a8JhiZ53JoQXJyMvLy8uDn5weZTAaZTIZDhw5h1apVkMlkcHFxQUVFBQoLC3U+l5ubC1dXV/10mpqFnZ0dOnfujKtXr8LV1ZXnQQvRpk0b+Pj46LR17dpVO8yk+u+79tvpPBeeXzdv3sRPP/2EKVOmaNt4TWg55syZgw8//BDjx49Hjx498MYbb2DWrFlYunQpAF4TjMlzGWSHDh2KlJQUnDt3TvvTp08fhIeHa/9sZmaGAwcOaD+Tnp6OzMxM9OvXT489p6ZWUlKCa9euoU2bNvD39+d50EL0798f6enpOm2XL1+Gh4cHAMDT0xOurq4650JRURFOnjzJc+E5tWnTJjg7OyM4OFjbxmtCy1FaWgoTE90IZGpqCrVaDYDXBKOi77fNmsujsxYIIcQ777wj3N3dxcGDB8Xp06dFv379RL9+/fTXQWoS7733nvjll19ERkaGOHr0qBg2bJhwdHQUeXl5QgieBy3FqVOnhEwmE0uWLBFXrlwRMTExolWrVmLr1q3abZYtWybs7OzErl27xIULF8Rrr70mPD09xcOHD/XYc2oKKpVKuLu7iw8++KDOOl4TWoaIiAjRrl07sWfPHpGRkSESEhKEo6OjeP/997Xb8JpgHFpskH348KH4y1/+Iuzt7UWrVq3EqFGjxJ07d/TXQWoS48aNE23atBFyuVy0a9dOjBs3Tly9elW7nudBy5GYmCi6d+8uFAqF8Pb2Fl9++aXOerVaLebOnStcXFyEQqEQQ4cOFenp6XrqLTWlffv2CQD1/v3ymtAyFBUViaioKOHu7i7Mzc1Fx44dxSeffCLKy8u12/CaYBwkIR4pY0FEREREZCSeyzGyRERERPT8Y5AlIiIiIqPEIEtERERERolBloiIiIiMEoMsERERERklBlkiIiIiMkoMskRERERklBhkiYiIiMgoMcgSERkJSZKwYMGCZv3OGzduQJIkbN68uVm/l4ioIRhkiahFWrt2LSRJQkBAwDPv4/bt21iwYAHOnTvXeB0jIqIGY5AlohYpJiYGHTp0wKlTp3D16tVn2sft27excOFCBlkiIj1hkCWiFicjIwPHjh3DihUr4OTkhJiYGH13iYiIngGDLBG1ODExMbC3t0dwcDBGjx792CBbWFiIWbNmoUOHDlAoFHBzc8Obb76JgoIC/PLLL/jDH/4AAJg0aRIkSdIZS9qhQwdMnDixzj4HDRqEQYMGaZcrKiowb948+Pv7w9bWFpaWlhg4cCB+/vnnpz6u3NxcyGQyLFy4sM669PR0SJKE1atXAwDu3buHv/71r+jRowesrKxgY2ODESNG4Pz587/5PbWPodrEiRPRoUMHnTa1Wo1//OMf6NatG8zNzeHi4oKpU6fi/v37OtudPn0aQUFBcHR0hIWFBTw9PREZGdnwgyeiFkmm7w4QETW3mJgYhIaGQi6XY8KECVi3bh2SkpK0wRQASkpKMHDgQKSlpSEyMhJ+fn4oKCjA7t27cevWLXTt2hWLFi3CvHnz8Pbbb2PgwIEAgJdeeump+lJUVISvvvoKEyZMwFtvvYXi4mJs3LgRQUFBOHXqFHr16tXgfbm4uCAwMBBxcXGYP3++zrpt27bB1NQUY8aMAQBcv34dO3fuxJgxY+Dp6Ync3FysX78egYGBSE1NRdu2bZ/qOB5n6tSp2Lx5MyZNmoQZM2YgIyMDq1evxtmzZ3H06FGYmZkhLy8Pw4cPh5OTEz788EPY2dnhxo0bSEhIaJQ+ENFzTBARtSCnT58WAMT+/fuFEEKo1Wrh5uYmoqKidLabN2+eACASEhLq7EOtVgshhEhKShIAxKZNm+ps4+HhISIiIuq0BwYGisDAQO1yVVWVKC8v19nm/v37wsXFRURGRuq0AxDz589/4vGtX79eABApKSk67T4+PmLIkCHa5bKyMqFSqXS2ycjIEAqFQixatEinrfYx1j6GahEREcLDw0O7fPjwYQFAxMTE6Gy3d+9enfYdO3YIACIpKemJx0ZEVBuHFhBRixITEwMXFxcMHjwYgGZKq3HjxiE2NhYqlUq73XfffYeePXti1KhRdfYhSVKj9cfU1BRyuRyA5jH8vXv3UFVVhT59+uDMmTNPvb/Q0FDIZDJs27ZN23bx4kWkpqZi3Lhx2jaFQgETE80/ASqVCnfv3oWVlRW6dOnyTN9bn/j4eNja2uLll19GQUGB9sff3x9WVlba4RN2dnYAgD179qCysrJRvpuIWgYGWSJqMVQqFWJjYzF48GBkZGTg6tWruHr1KgICApCbm4sDBw5ot7127Rq6d+/eLP3asmULfH19YW5uDgcHBzg5OeH777+HUql86n05Ojpi6NChiIuL07Zt27YNMpkMoaGh2ja1Wo2VK1eiU6dOUCgUcHR0hJOTEy5cuPBM31ufK1euQKlUwtnZGU5OTjo/JSUlyMvLAwAEBgYiLCwMCxcuhKOjI1577TVs2rQJ5eXljdIPInp+cYwsEbUYBw8exJ07dxAbG4vY2Ng662NiYjB8+PBG+a7H3bVVqVQwNTXVLm/duhUTJ05ESEgI5syZA2dnZ5iammLp0qW4du3aM333+PHjMWnSJJw7dw69evVCXFwchg4dCkdHR+02n376KebOnYvIyEgsXrwYrVu3homJCWbOnAm1Wv2bxyaEqPfYHqVWq+Hs7PzYl+mcnJy0+9u+fTtOnDiBxMRE7Nu3D5GRkVi+fDlOnDgBKyurp/0VEFELwSBLRC1GTEwMnJ2dsWbNmjrrEhISsGPHDkRHR8PCwgJeXl64ePHiE/f3pCEG9vb2KCwsrNN+8+ZNdOzYUbu8fft2dOzYEQkJCTr7q/2y1tMICQnB1KlTtcMLLl++jI8++khnm+3bt2Pw4MHYuHGjTnthYaFO4K2Pvb09rl+/Xqf95s2bOsteXl746aef0L9/f1hYWPxmv/v27Yu+fftiyZIl+OabbxAeHo7Y2FhMmTLlNz9LRC0ThxYQUYvw8OFDJCQkYOTIkRg9enSdn+nTp6O4uBi7d+8GAISFheH8+fPYsWNHnX1V3420tLQEgHoDq5eXF06cOIGKigpt2549e5CVlaWzXfXd2UfvcJ48eRLHjx9/5mO1s7NDUFAQ4uLiEBsbC7lcjpCQkDrfW/uuanx8PLKzs39z/15eXrh06RLy8/O1befPn8fRo0d1ths7dixUKhUWL15cZx9VVVXa39v9+/fr9KV6tgYOLyCiJ+EdWSJqEXbv3o3i4mL86U9/qnd93759tcURxo0bhzlz5mD79u0YM2YMIiMj4e/vj3v37mH37t2Ijo5Gz5494eXlBTs7O0RHR8Pa2hqWlpYICAiAp6cnpkyZgu3bt+OPf/wjxo4di2vXrmHr1q3w8vLS+d6RI0ciISEBo0aNQnBwMDIyMhAdHQ0fHx+UlJQ88/GOGzcOr7/+OtauXYugoCDtC1WPfu+iRYswadIkvPTSS0hJSUFMTIzO3eLHiYyMxIoVKxAUFITJkycjLy8P0dHR6NatG4qKirTbBQYGYurUqVi6dCnOnTuH4cOHw8zMDFeuXEF8fDy++OILjB49Glu2bMHatWsxatQoeHl5obi4GBs2bICNjQ1eeeWVZ/4dEFELoNc5E4iImsmrr74qzM3NxYMHDx67zcSJE4WZmZkoKCgQQghx9+5dMX36dNGuXTshl8uFm5ubiIiI0K4XQohdu3YJHx8fIZPJ6kxTtXz5ctGuXTuhUChE//79xenTp+tMXaVWq8Wnn34qPDw8hEKhEL179xZ79uypM5WVEA2bfqtaUVGRsLCwEADE1q1b66wvKysT7733nmjTpo2wsLAQ/fv3F8ePH6/Tv/qm3xJCiK1bt4qOHTsKuVwuevXqJfbt21dvn4UQ4ssvvxT+/v7CwsJCWFtbix49eoj3339f3L59WwghxJkzZ8SECROEu7u7UCgUwtnZWYwcOVKcPn26QcdKRC2XJEQ9I/aJiIiIiAwcx8gSERERkVFikCUiIiIio8QgS0RERERGiUGWiIiIiIwSgywRERERGSUGWSIiIiIySgyyRERERGSUGGSJiIi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countrycountry_codeyearhealth_explife_expectmaternal_mortalityinfant_mortalityneonatal_mortalityunder_5_mortalityprev_hivinci_tubercprev_undernourishmentcountry_encoded
0ArubaABW19995.46631673.56100074.019.90000012.60000023.3293070.4000008.07.37096812
1Africa Eastern and SouthernAFE19995.65696051.258874697.088.28564238.433841142.5063736.68479351.033.1635691
2AfghanistanAFG19999.44339154.8460001346.094.60000064.000000135.8000000.100000190.046.0000000
3Africa Western and CentralAFW19993.72375049.726429925.0101.54137344.733554173.9431510.40000051.016.3656042
4AngolaAGO19991.90859945.386000860.0123.50000051.000000208.0000001.300000297.067.4000007
5AlbaniaALB19995.94419875.18300014.025.20000012.20000028.5000000.10000022.04.9000003
6AndorraAND19995.95276471.91037874.06.8000003.7000008.0000000.40000021.07.3709686
7Arab WorldARB19993.92745466.716758240.045.11924026.04929961.6915790.10430051.011.0472869
8United Arab EmiratesARE19992.37413573.67000022.08.5000006.00000010.9000000.1000003.83.300000251
9ArgentinaARG19998.22001173.72200072.017.90000011.10000020.1000000.30000037.02.90000010
10ArmeniaARM19994.20000070.25700050.028.20000016.70000032.1000000.10000054.025.90000011
11American SamoaASM19995.46631671.91037874.019.90000012.60000023.3293070.4000006.17.3709685
12Antigua and BarbudaATG19994.71542674.34700051.012.40000010.10000015.2000000.4000006.17.3709688
13AustraliaAUS19997.59412378.9317077.05.2000003.5000006.3000000.1000006.32.50000013
14AustriaAUT19999.20000077.8756106.04.7000003.1000005.6000000.40000017.02.50000014
15AzerbaijanAZE19992.95000064.18900056.064.70000035.90000079.6000000.10000080.016.90000015
16BurundiBDI19994.22181647.528000874.097.00000037.600000158.8000003.600000290.07.37096834
17BelgiumBEL19997.99917677.6195128.05.1000003.1000006.1000000.10000014.02.50000021
18BeninBEN19992.95917156.526000469.086.50000039.600000139.5000001.60000086.017.20000023
19Burkina FasoBFA19992.95026450.325000506.091.90000041.200000181.7000002.00000070.022.70000033
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