diff --git "a/notebooks/AQI_Predictor_Dataset_EDA.ipynb" "b/notebooks/AQI_Predictor_Dataset_EDA.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/AQI_Predictor_Dataset_EDA.ipynb" @@ -0,0 +1,785 @@ +{ + "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": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 71 + }, + "id": "rbAQ5dNedIJh", + "outputId": "75503920-d311-4018-8029-12d2ad64db79" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Saving karachi_daily_data_5_years.csv to karachi_daily_data_5_years.csv\n" + ] + } + ], + "source": [ + "from google.colab import files\n", + "uploaded = files.upload()" + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.cluster import hierarchy\n", + "from scipy.stats import ttest_ind" + ], + "metadata": { + "id": "d016wGIbdhw7" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df = pd.read_csv('karachi_daily_data_5_years.csv')\n", + "\n", + "# Convert timestamp to datetime objects and set it as the index\n", + "df['timestamp'] = pd.to_datetime(df['timestamp'])\n", + "df.set_index('timestamp', inplace=True)\n", + "\n", + "# Checking the first few rows\n", + "print(\"Data Head:\")\n", + "print(df.head())\n", + "print(\"\\nDescriptive Statistics:\")\n", + "print(df.describe())\n", + "\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv('karachi_daily_data_5_years.csv')\n", + "\n", + "descriptive_stats = df.describe()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8Yc_7m7VdiZG", + "outputId": "db4e935d-e23e-475a-940d-fc940f1dd797" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Data Head:\n", + " pm10 pm25 carbon_monoxide \\\n", + "timestamp \n", + "2022-08-05 00:00:00+05:00 58.337500 28.212500 507.416667 \n", + "2022-08-06 00:00:00+05:00 51.716667 27.466667 431.958333 \n", + "2022-08-07 00:00:00+05:00 89.125000 57.629167 944.125000 \n", + "2022-08-08 00:00:00+05:00 103.129167 64.520833 1150.500000 \n", + "2022-08-09 00:00:00+05:00 77.562500 54.037500 849.000000 \n", + "\n", + " nitrogen_dioxide temperature humidity \\\n", + "timestamp \n", + "2022-08-05 00:00:00+05:00 22.725000 28.612500 85.500000 \n", + "2022-08-06 00:00:00+05:00 22.137500 28.216667 86.416667 \n", + "2022-08-07 00:00:00+05:00 39.291667 28.479167 88.958333 \n", + "2022-08-08 00:00:00+05:00 46.795833 28.908333 87.125000 \n", + "2022-08-09 00:00:00+05:00 50.870833 29.562500 86.208333 \n", + "\n", + " wind_speed aqi \n", + "timestamp \n", + "2022-08-05 00:00:00+05:00 16.029167 85.0 \n", + "2022-08-06 00:00:00+05:00 16.983333 85.0 \n", + "2022-08-07 00:00:00+05:00 12.583333 258.0 \n", + "2022-08-08 00:00:00+05:00 13.400000 238.0 \n", + "2022-08-09 00:00:00+05:00 10.183333 156.0 \n", + "\n", + "Descriptive Statistics:\n", + " pm10 pm25 carbon_monoxide nitrogen_dioxide \\\n", + "count 1101.000000 1101.000000 1101.000000 1101.000000 \n", + "mean 66.119717 30.819722 475.438514 20.965642 \n", + "std 32.320512 16.592012 321.674123 13.723071 \n", + "min 0.920833 0.650000 59.916667 0.000000 \n", + "25% 44.533333 20.041667 223.625000 10.458333 \n", + "50% 58.112500 25.770833 362.208333 16.704167 \n", + "75% 79.158333 36.320833 655.458333 28.087500 \n", + "max 294.483333 119.770833 2022.958333 97.483333 \n", + "\n", + " temperature humidity wind_speed aqi \n", + "count 1101.000000 1101.000000 1101.000000 1101.000000 \n", + "mean 26.477514 66.897668 15.498160 104.978202 \n", + "std 3.889568 15.974717 5.874318 43.215417 \n", + "min 14.800000 13.833333 5.245833 16.000000 \n", + "25% 23.562500 57.416667 11.025000 73.000000 \n", + "50% 27.591667 73.250000 14.345833 92.000000 \n", + "75% 29.579167 78.166667 19.500000 125.000000 \n", + "max 33.270833 90.250000 36.925000 297.000000 \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Missing Value Analysis ---\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(df.isnull(), cbar=False, cmap='viridis')\n", + "plt.title('Missing Value Analysis')\n", + "plt.show()\n", + "\n", + "print(f\"\\nTotal Missing Values Per Column:\\n{df.isnull().sum()}\")\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 843 + }, + "id": "sva0V259do2l", + "outputId": "954ffdd5-fc79-4f9f-a800-f013d25f59a9" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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B+kEvIiIiIiL/yBN1xqd3795UqVKFTZs2ceXKFcLCwihSpAj//ve/czqaiIiIiIg8xZ6YUylxcXEcPnyYgQMHUrBgQZ577jm6du16z2VGRUREREREHsUTU3zi4+Px8vKyenp1lSpVOHHiBMnJyTmYTEREREREnnZPTPFJSkrC1dXVauxuCbp27VpORBIRERERkVziibrH51HWWWhkH/rgSSIiIiIikuttzIx64Jwn5oyPu7s7SUlJVmNJSUnY2dnh7u6eM6FERERERCRXeGKKj7e3N+fOnePq1auWsbi4OMqVK0eBAgVyMJmIiIiIiDztnpjiU7lyZXx8fJg8eTLJyckcP36cOXPm0LFjx5yOJiIiIiIiT7knpvgAfP7551y8eJE6derQpUsXWrduzWuvvZbTsURERERE5ClnZ36UFQWeIFrcQERERERE4Clb3EBERERERORxUfEREREREZFcT8VHRERERERyvWwtPocPH+aNN96gRo0aBAYG0rdvXy5dumQ1JzMzkzZt2tC5c+fsjCYiIiIiIrlYthUfk8lEt27dqFWrFrt37yYmJoYrV64wcuRIq3kLFy7k1KlT2RVLRERERERsQLYVn5SUFPr160dYWBhOTk64u7vTqFEjjh49aplz8eJFIiMj6dSpU3bFEhERERERG5BtxcfNzY3Q0FAcHR0B+P3331m+fDnNmjWzzBk3bhwdOnTg2Wefza5YIiIiIiJiA7J9cYPExES8vb1p3rw5Pj4+9OnTB4Dt27cTHx9PWFhYdkcSEREREZFcLtuLj5eXF3Fxcaxbt46TJ08yePBg0tLSGD16NMOHD8fZ2Tm7I4mIiIiISC7nmBNvamdnx3PPPUe/fv3o0KEDLi4uVKpUiaCgoJyIIyIiIiIiuVy2FZ/du3czcuRI1q5di739nRNNd/+5fft2rl+/TkBAAHBnBTiTyURAQAArVqygePHi2RVTRERERERyoWwrPt7e3iQnJzNx4kT69OlDSkoKERER+Pv789lnn5GRkWGZu27dOtauXcuUKVMoWrRodkUUEREREZFcKtuKT8GCBZk9ezZjx46ldu3a5M+fn9q1a/Phhx9mKTeurq44OTnh6emZXfFERERERCQXszObzeacDvF3NLIPzekIIiIiIiLyBNiYGfXAOdm+qpuIiIiIiEh2U/EREREREZFcT8VHRERERERyvWwvPpGRkdStW5dq1arRtWtXzpw5A8CaNWto2bIlfn5+BAcH89lnn5GZmZnd8UREREREJBfK1uKzcOFCoqOjmT9/Pjt27KBcuXLMnTuX3377jUGDBtG/f39iY2P56quvWLp0KYsWLcrOeCIiIiIikktl23LWALNnz2bIkCGUKVMGgOHDhwOwYsUK3NzcaNCgAQBlypTB39+fQ4cOZWc8ERERERHJpbLtjM+FCxc4c+YM169fp3nz5gQEBNCnTx+uXr1KrVq1SE1NZc2aNZhMJo4ePUpsbCz169fPrngiIiIiIpKLZVvxOX/+PADr1q1jzpw5rFy5kvPnzzN8+HBKlCjB5MmTGTZsGD4+Prz88suEhITQqFGj7IonIiIiIiK5WLYVn7vPSe3evTseHh54enrSu3dvtmzZwvHjxxk0aBDjx4/n119/ZeXKlWzatIn58+dnVzwREREREcnFsq34FClSBABXV1fLmJeXF2azma+++gpfX1+aNWtG3rx5ef7553nttdeIinrwE1hFREREREQeJNuKj6enJy4uLiQkJFjGEhMTyZMnD25ubmRkZFjNN5lM2RVNRERERERyuWwrPo6OjrRt25bp06fzxx9/cOXKFaZNm0bLli1p0KABsbGxbNq0idu3b/P7778TFRWle3xERERERMQQdua7N99kA5PJxPjx41m9ejW3b9+mSZMmvP/++xQoUICYmBhmzJjBmTNnKFy4MC1atKB37944OTnd81iN7EOzK7aIiIiIiDzBNmY++BaZbC0+RlLxEREREREReLjik22XuomIiIiIiOQUFR8REREREcn1VHxERERERCTXM7z4bN++ncDAQPr165dl25o1a2jZsiV+fn60adOGHTt2WLZlZmYydepUgoOD8fPzo3379sTGxhodT0REREREbJChxefLL79k7NixlC5dOsu2hIQEhgwZwsCBA9mzZw9du3bl7bff5vz58wDMnTuXpUuXMmPGDPbu3UvdunUJDw8nOTnZyIgiIiIiImKDDC0+zs7OLFmy5J7FJyoqiqCgIIKCgnB2diYkJIQKFSoQHR19J4i9PYMHD6Z8+fI4OTnRrVs3kpKSOHLkiJERRURERETEBjkaebAuXbrcd1t8fDxBQUFWY5UrVyYuLg6Arl27Wm27eyaoWLFiRkYUEREREREblG2LGyQlJeHm5mY15ubmxrVr17LMNZlMvPfee4SEhFCyZMnsiigiIiIiIrlUtq7q9jDPSk1OTuY///kPDg4OjBo1KhtSiYiIiIhIbpdtxadw4cIkJSVZjSUlJeHu7m55ffXqVTp16kTBggWZNWsW+fPnz654IiIiIiKSi2Vb8fH29ubgwYNWY3FxcVStWhWAtLQ0wsLCqFKlCp9//jl58+bNrmgiIiIiIpLLZVvxadeuHbt27WLr1q2kpaWxZMkSTp48SUhICACzZ88mT548jBkzBnt7PVdVRERERESMY2d+mBtvHpKPjw8A6enpADg63lk07u7KbRs2bGDy5MkkJiZSrlw53nvvPWrWrAlAw4YNOXfuXJbS07NnT3r16pXlvRrZhxoVW0REREREnmIbM6MeOMfQ4pOdVHxERERERAQervjomjIREREREcn1VHxERERERCTXU/EREREREZFcT8VHRERERERyPcOLz/bt2wkMDKRfv35Zti1cuJAmTZpQrVo1GjVqxKxZs6y2//zzz7Rp0wZfX18aN27MqlWrjI4nIiIiIiI2yNHIg3355ZcsWbKE0qVLZ9m2adMmPv/8c7788ku8vb35+eef6datG6VLl6Zhw4ZcvHiRHj16MGzYMJo1a8aePXuYOHEi9erVo1ChQkbGFBERERERG2PoGR9nZ+f7Fp9ixYrx6aef4uvri729Pf7+/pQtW5ajR48C8N1331G9enVat26Ns7MzQUFBxMTEqPSIiIiIiMg/Zmjx6dKlCwULFrznNl9fXwIDAwG4ffs2a9eu5fTp0zRo0ACAffv2UapUKXr16kWNGjVo1aoVO3fuNDKeiIiIiIjYqGxf3OCLL77A19eX0aNH89FHH/H8888DcP78eaKjo+nUqRPbt2+nadOmhIeHc+HCheyOKCIiIiIiuUy2F59evXrx66+/8uGHH/Lee++xbds2AMxmM0FBQQQGBpI/f37CwsIoWLAgW7duze6IIiIiIiKSy+TIctZOTk4EBwfTpEkTvvnmGwCKFi2Kq6vr/wezt6dEiRJcunQpJyKKiIiIiEgukm3FZ+TIkUyaNMlqzM7ODkfHOwvLlS1bloSEBMs2s9nM2bNn8fLyyq6IIiIiIiKSS2Vb8alVqxbffPMNe/fuJSMjg59//pnVq1dbFjdo164d+/fvZ/ny5aSlpTFr1izS0tJo2LBhdkUUEREREZFcys5sNpuNOpiPjw8A6enpAJazOXFxcQAsWrSIL7/8ksuXL+Pp6Um7du3o3r27Zf/169fzySefcPbsWcqWLcvo0aPx9fW953s1sg81KraIiIiIiDzFNmZGPXCOocUnO6n4iIiIiIgIPFzxyZHFDURERERERLKTio+IiIiIiOR6Kj4iIiIiIpLrGV58tm/fTmBgIP369bMaHz58OD4+PlYflStX5t133wUgMzOTTz/9lJdeeomaNWvy5ptvcvr0aaPjiYiIiIiIDTK0+Hz55ZeMHTuW0qVLZ9k2duxY4uLiLB+//PILZcqUoWnTpgAsXLiQVatWMXPmTL7//nuee+45wsPDeUrXXhARERERkSeIocXH2dmZJUuW3LP4/K958+ZRokQJgoKCAFi8eDFdu3albNmyuLi40K9fP44fP86vv/5qZEQREREREbFBhhafLl26ULBgwQfOu3HjBtOnT2fQoEEApKamcuzYMSpXrmyZ4+LiQunSpS3PABIREREREfm7cmRxg6+//pqaNWtSvnx5AK5fv47ZbMbNzc1qnpubG9euXcuJiCIiIiIikotke/HJyMhg4cKFdOnSJcs23c8jIiIiIiKPQ7YXn59++gmTyYS/v79lrFChQtjb25OUlGQ1NykpiWeeeSabE4qIiIiISG6T7cVn8+bN1K5dG0dHR8uYs7Mz5cuXJz4+3jJ248YNTp06ha+vb3ZHFBERERGRXCbbi09CQgIlS5bMMt6xY0fmz5/P8ePHSU5OZtKkSVSqVAkfH5/sjigiIiIiIrmM44OnPLy7JSU9PR2ATZs2AVitzHbp0iWKFCmSZd8OHTpw6dIlOnfuzM2bNwkICGDq1KlGxhMRERERERtlZ35KVxRoZB+a0xFEREREROQJsDEz6oFzcmQ5axERERERkeyk4iMiIiIiIrmeio+IiIiIiOR6hhafxMREwsPDCQgIIDAwkKFDh3Ljxg3gzmpunTp1okaNGjRu3JjZs2ff8xg3b96kfv36DB061MhoIiIiIiJiwwwtPj169MDV1ZUtW7awbNkyjh49yoQJE0hNTSUsLIzatWuzfft2Pv30U2bMmMGGDRuyHCMiIoLk5GQjY4mIiIiIiI0zrPjcuHEDb29vBgwYQIECBfD09OSVV14hNjaWrVu3cvv2bXr27En+/PmpUqUKoaGhLF682OoYhw8fJiYmhldeecWoWCIiIiIiIsYVH1dXV8aPH2/1jJ5z585RrFgx4uPjqVixIg4ODpZtlStX5uDBg5bXZrOZkSNH0q9fP1xdXY2KJSIiIiIi8vgWN4iLi+Prr7+mZ8+eJCUlZSkzhQoVIikpiczMTAAWL16MnZ0dbdq0eVyRRERERETERj2W4rNv3z7efPNNBgwYQGBg4H3n2dnZAXDlyhWmTJnCyJEjLWMiIiIiIiJGMbz4bNmyhbfeeothw4bRpUsXANzd3bl27ZrVvKSkJAoVKoS9vT0fffQRrVu3pmLFikbHERERERERwdHIg/38888MGTKEKVOmULduXcu4t7c3ixYtIj09HUfHO28ZFxdH1apVAYiOjsbV1ZVly5YBkJqaSmZmJt9//z179+41MqKIiIiIiNggw4pPeno6w4cPZ+DAgValByAoKAgXFxciIyPp3r07R44cYcmSJUycOBGAbdu2Wc2fM2cO58+f59133zUqnoiIiIiI2DA7s9lsNuJAsbGxvP766zg5OWXZtm7dOm7evMmIESM4ePAgRYoU4T//+Q+vvfbaPY8VERFBYmIiH3300X3fr5F9qBGxRURERETkKbcxM+qBcwwrPtlNxUdERERERODhis9jW85aRERERETkSaHiIyIiIiIiuZ6Kj4iIiIiI5HqGFp/ExETCw8MJCAggMDCQoUOHcuPGDQD27NlDu3bt8PPzo169erz//vskJydb9l24cCFNmjTBz8+PJk2asGDBAiOjiYiIiIiIDTO0+PTo0QNXV1e2bNnCsmXLOHr0KBMmTODixYuEhYXRvn17fvrpJxYtWsS+ffv4/PPPgTvLWU+cOJGPP/6Yffv28fHHHzN58mS2bt1qZDwREREREbFRhhWfGzdu4O3tzYABAyhQoACenp688sorxMbGkpGRwejRo3n11VdxdHSkZMmS1KtXj6NHjwJw8OBBypcvT9WqVbG3t6dq1apUqFCBQ4cOGRVPRERERERsmGHFx9XVlfHjx1OkSBHL2Llz5yhWrBjFixenVatWAJjNZg4ePMjGjRtp3rw5APXq1ePYsWPs3bsXk8nEL7/8wvHjx7M8CFVEREREROTvcHxcB46Li+Prr78mMjLSMvbTTz/RtWtX7Ozs6NGjB6Ghd57F4+vry7vvvku3bt1IT0/H0dGRoUOH4uvr+7jiiYiIiIiIDXksxWffvn307NmTAQMGEBgYaBmvWbMmcXFxHDlyhEGDBmEymejfvz979uxh8uTJfPXVV1SvXp24uDjeeecdihcvTsOGDR9HRBERERERsSGGL2e9ZcsW3nrrLYYNG0aXLl2yvqG9Pc8//zxhYWEsWLAAs9nMokWLaNy4MS+88ALOzs74+/vTokULlixZYnQ8ERERERGxQYYWn59//pkhQ4YwZcoUWrdubRlfsWIFnTt3tn5je3scHR2xs7MjMzOTjIwMq+0mk8nIaCIiIiIiYsMMKz7p6ekMHz6cgQMHZlmUoEaNGhw4cID58+djMplITEzkq6++okGDBgAEBwezfv16YmNjSU9P58CBA6xdu5ZGjRoZFU9ERERERGyYndlsNhtxoNjYWF5//XWcnJyybFu3bh1nz55l/PjxHD16FDc3N4KDgxk0aBAFCxYEYN68eXzzzTdcuHABDw8P2rVrR7du3bCzs7vn+zWyDzUitoiIiIiIPOU2ZkY9cI5hxSe7qfiIiIiIiAg8XPExfHEDERERERGRJ42Kj4iIiIiI5HoqPiIiIiIikuup+IiIiIiISK7naOTBEhMTGTduHLGxsTg4OPDiiy8ybNgwtmzZwvvvv28112w2U6xYMbZs2QLAhg0bmDp1KqdPn6ZYsWK8+eabtGvXzsh4IiIiIiJiowwtPj169MDb25stW7bw559/Eh4ezoQJE/jwww+tHmgK8P777+Pq6grAgQMHGDhwIJ988gn169dn586dhIeHU6ZMGfz9/Y2MKCIiIiIiNsiwS91u3LiBt7c3AwYMoECBAnh6evLKK68QGxubZe6BAwfYunUrPXv2BCApKYmwsDAaNmyIo6MjQUFBVKhQ4Z77ioiIiIiIPCrDzvi4uroyfvx4q7Fz585RrFixLHM//vhjevTogYuLCwAvvvgiL774omV7eno6ly5dwsPDw6h4IiIiIiJiwx7b4gZxcXF8/fXXlrM6d+3bt4+TJ0/Stm3b++47adIk8ufPT/PmzR9XPBERERERsSGG3uNz1759++jZsycDBgwgMDDQatu8efNo164dzs7OWfYzm81MmjSJmJgY5s+ff885IiIiIiIij8rwMz5btmzhrbfeYtiwYXTp0sVqW0pKCtu2bSM4ODjLfpmZmQwdOpQtW7awaNEiypQpY3Q0ERERERGxUYae8fn5558ZMmQIU6ZMoW7dulm279y5k7x581KlSpUs28aNG8fRo0dZtGgRhQoVMjKWiIiIiIjYOMOKT3p6OsOHD2fgwIH3LD0Ahw4dwsvLCzs7O6vxffv2ER0dzZo1a1R6RERERETEcIYVn/3793P8+HHGjh3L2LFjrbatW7cOLy8vLl++TNGiRbPsu3TpUv78808aNGhgNV6zZk1mz55tVEQREREREbFRdmaz2ZzTIf6ORvahOR1BRERERESeABszox4457EtZy0iIiIiIvKkUPEREREREZFcT8VHRERERERyPUOLz+HDh3njjTeoUaMGgYGB9O3bl0uXLgGwe/du2rZtS/Xq1WnRogXR0dFW+x4/fpzOnTtTtWpVgoKCmDt3rpHRRERERETEhhlWfEwmE926daNWrVrs3r2bmJgYrly5wsiRI7l48SK9evWiQ4cO7N69m/fee4/333+fuLg4AFJTU+nevTtBQUHs2bOHiIgIlixZwvHjx42KJyIiIiIiNsyw4pOSkkK/fv0ICwvDyckJd3d3GjVqxNGjR1m1ahXPPfccbdu2xdnZmcDAQIKDg4mKurP6wtq1a3FxcaF79+7ky5cPX19fYmJiKFu2rFHxRERERETEhhlWfNzc3AgNDcXR8c6jgX7//XeWL19Os2bNiI+Pp3LlylbzK1euzMGDB4E7DzCtUKEC7777Lv7+/jRt2jTLpXAiIiIiIiJ/l+GLGyQmJuLt7U3z5s3x8fGhT58+JCUl4erqajWvUKFCXLt2DYDz58+zefNmAgMD2b59O2FhYQwZMoRDhw4ZHU9ERERERGyQ4cXHy8uLuLg41q1bx8mTJxk8ePAD9zGbzVSpUoWWLVuSL18+XnnlFXx9fVm3bp3R8URERERExAY9luWs7ezseO655+jXrx8xMTE4OjqSlJRkNefatWu4u7sDULRoUQoWLGi13cvLy7IinIiIiIiIyD9hWPHZvXs3TZo0ITMz8/8Pbn/n8L6+vpb7ee46ePAgVatWBaBs2bIcOXIEs9ls2Z6YmIiXl5dR8URERERExIYZVny8vb1JTk5m4sSJpKSkcPXqVSIiIvD396djx44kJiYSFRVFWloa27ZtY9u2bbRr1w6AkJAQrl27xvTp00lNTSUmJob4+HhCQkKMiiciIiIiIjbMzvzfp1n+od9++42xY8dy4MAB8ufPT+3atRk6dCgeHh789NNPjB07luPHj+Pl5cWAAQNo3LixZd8ff/yRDz/8kN9//50SJUowbNgwgoKC7vtejexDjYotIiIiIiJPsY2ZUQ+cY2jxyU4qPiIiIiIiAg9XfB7L4gYiIiIiIiJPEhUfERERERHJ9VR8REREREQk1zO0+Bw+fJg33niDGjVqEBgYSN++fbM8iyczM5M2bdrQuXNnq/H58+fTpEkTqlevTseOHbMsfy0iIiIiIvJ3GVZ8TCYT3bp1o1atWuzevZuYmBiuXLnCyJEjreYtXLiQU6dOWY1t2bKFiIgIPv74Y3bt2kWDBg3o0aMHt27dMiqeiIiIiIjYMMOKT0pKCv369SMsLAwnJyfc3d1p1KgRR48etcy5ePEikZGRdOrUyWrfxYsX06ZNG6pWrUrevHnp3r07AN9//71R8URERERExIYZVnzc3NwIDQ3F0dERgN9//53ly5fTrFkzy5xx48bRoUMHnn32Wat94+PjqVy58v+HsrenUqVKxMXFGRVPRERERERsmOGLGyQmJuLt7U3z5s3x8fGhT58+AGzfvp34+HjCwsKy7JOUlISbm5vVmJubG9euXTM6noiIiIiI2CDDi4+XlxdxcXGsW7eOkydPMnjwYNLS0hg9ejTDhw/H2dn5nvs9pc9RFRERERGRp4Dj4zionZ0dzz33HP369aNDhw64uLhQqVIlgoKC7jm/cOHCJCUlWY0lJSVRvnz5xxFPRERERERsjGFnfHbv3k2TJk3IzMz8/4Pb3zn89u3b2blzJwEBAQQEBDBmzBh+/vlnAgICOHfuHN7e3sTHx1v2y8jI4NChQ1StWtWoeCIiIiIiYsMMO+Pj7e1NcnIyEydOpE+fPqSkpBAREYG/vz+fffYZGRkZlrnr1q1j7dq1TJkyhaJFi9KxY0f69+/Pyy+/TMWKFZk1axZOTk7Ur1/fqHgiIiIiImLDDCs+BQsWZPbs2YwdO5batWuTP39+ateuzYcffkjRokWt5rq6uuLk5ISnpycAL774Iv3796dv375cuXIFHx8fZs6cSd68eY2KJyIiIiIiNszO/JSuKtDIPjSnI4iIiIiIyBNgY2bUA+cYvqqbiIiIiIjIk0bFR0REREREcj0VHxERERERyfUMLT6HDx/mjTfeoEaNGgQGBtK3b18uXbrEF198gY+Pj9VHlSpV6Ny5c5ZjXLhwAT8/PyIiIoyMJiIiIiIiNsyw4mMymejWrRu1atVi9+7dxMTEcOXKFUaOHEmvXr2Ii4uz+qhduzbNmjXLcpyxY8fi4OBgVCwRERERERHjik9KSgr9+vUjLCwMJycn3N3dadSoEUePHs0yd926dVy6dIn27dtbjW/bto1jx47p+T0iIiIiImIow4qPm5sboaGhODreeTTQ77//zvLly7Oc1cnIyGDSpEkMGDDA6sxOamoqo0ePZsSIEZZjiIiIiIiIGMHwxQ0SExPx9vamefPm+Pj40KdPH6vtMTExuLi4EBQUZDU+bdo0qlWrRu3atY2OJCIiIiIiNs7w4uPl5UVcXBzr1q3j5MmTDB482Gr7vHnzsixqcOzYMaKiohg6dKjRcURERERERB7PctZ2dnY899xz9OvXj5iYGK5evQrA6dOnSUhIoEGDBpa5ZrOZkSNH0rt3b4oWLfo44oiIiIiIiI0z7Gaa3bt3M3LkSNauXYu9/Z0+dfefefLkAWDz5s1UqlQJd3d3y35nz57lp59+4ujRo3z++ecA3Lp1C3t7e7Zs2cLy5cuNiigiIiIiIjbKsOLj7e1NcnIyEydOpE+fPqSkpBAREYG/vz8FCxYEICEhgZIlS1rt5+npybZt26zGxo8fj6enJ927dzcqnoiIiIiI2DDDLnUrWLAgs2fP5uDBg9SuXZsWLVpQsGBBPvnkE8ucy5cvU6RIEav9HBwc8PT0tPrIly8fLi4uuvRNREREREQMYWc2m805HeLvaGQfmtMRRERERETkCbAxM+qBcx7L4gYiIiIiIiJPEhUfERERERHJ9VR8REREREQk11PxERERERGRXO+xFZ9x48ZRsWJFy+vdu3fTtm1bqlevTosWLYiOjrZsy8zM5PPPPyc4OBg/Pz9atmzJmjVrHlc0ERERERGxMYY9x+e/JSQksHLlSsvrixcv0qtXL9577z1atmzJvn376NmzJ//617/w8fFh0aJFREVFMW/ePEqXLs0PP/zA22+/TZkyZXj++ecfR0QREREREbEhhp/xyczMZMSIEXTt2tUytmrVKp577jnatm2Ls7MzgYGBBAcHExV1Z9m5+Ph4atSoQZkyZXBwcKBBgwYUKlSI3377zeh4IiIiIiJigwwvPt9++y3Ozs60bNnSMhYfH0/lypWt5lWuXJmDBw8CUL9+fX788UcSEhIwmUxs3ryZlJQUatWqZXQ8ERERERGxQYZe6nb58mUiIiJYsGCB1XhSUhIeHh5WY4UKFeLatWsANG7cmISEBFq3bg1Avnz5mDBhAsWLFzcynoiIiIiI2ChDi8/48eNp06YN5cqV48yZMw+934oVK1ixYgVRUVFUrFiR3bt3M2DAAIoXL46vr6+REUVERERExAYZdqnb7t27+eWXXwgPD8+yrXDhwiQlJVmNXbt2DXd3dwC+/vpr2rdvj6+vL87OztSvX5/atWtbrfwmIiIiIiLydxl2xic6OporV67QoEEDAMxmMwABAQF069aNmJgYq/kHDx6katWqwJ0FETIyMqy2m0wmo6KJiIiIiIiNM+yMz9ChQ1m/fj0rV65k5cqVzJw5E4CVK1fSsmVLEhMTiYqKIi0tjW3btrFt2zbatWsHQHBwMEuWLOHw4cOkp6ezY8cOdu/ezUsvvWRUPBERERERsWGGnfFxc3PDzc3N8jo9PR0AT09PAGbMmMHYsWMZNWoUXl5eTJw40fKMnrCwMNLT0wkPD+fq1at4eXkxduxYXnjhBaPiiYiIiIiIDbMz370m7SnTyD40pyOIiIiIiMgTYGNm1APnGP4cHxERERERkSeNio+IiIiIiOR6Kj4iIiIiIpLrPbbiM27cOCpWrJhlPDMzkzZt2tC5c2er8UWLFtGkSRP8/Pxo1aoVmzZtelzRRERERETExjyW4pOQkMDKlSvvuW3hwoWcOnXKamz9+vVMnjyZcePG8eOPP9KpUyf69u3L6dOnH0c8ERERERGxMYYXn8zMTEaMGEHXrl2zbLt48SKRkZF06tTJajw1NZX+/ftTo0YN8uTJQ2hoKAUKFGD//v1GxxMRERERERtkePH59ttvcXZ2pmXLllm2jRs3jg4dOvDss89ajbdq1YrXXnvN8vrGjRvcvHkTDw8Po+OJiIiIiIgNMrT4XL58mYiICEaMGJFl2/bt24mPjycsLOwvj2E2mxk+fDhVq1alVq1aRsYTEREREREbZWjxGT9+PG3atKFcuXJW42lpaYwePZrhw4fj7Ox83/1v377NwIEDOXbsGFOmTDEymoiIiIiI2DBHow60e/dufvnlF2JiYrJsi4yMpFKlSgQFBd13/9TUVHr16kVKSgoLFy6kcOHCRkUTEREREREbZ1jxiY6O5sqVKzRo0AC4c8kaQEBAAAUKFOD69esEBAQAYDKZMJlMBAQEsGLFCjw9PenXrx+Ojo7MnTv3L88KiYiIiIiIPCo7892G8g9dv36dlJQUy+vz58/Tvn17tm3bhp2dHf/9NuvWrWPt2rVMmTKFokWLsnr1aiIiIoiOjiZfvnwP9X6N7EONiC0iIiIiIk+5jZlRD5xj2BkfNzc33NzcLK/T09MB8PT0zDLX1dUVJycny7alS5eSmJiYZTGDVq1aMXbsWKMiioiIiIiIjTLsjE920xkfERERERGBhzvjY/hzfERERERERJ40Kj4iIiIiIpLrqfiIiIiIiEiu99iKz7hx46hYsSIAX3zxBT4+PlYfVapUoXPnzpb5x48fp3PnzlStWpWgoCDmzp37uKKJiIiIiIiNeSzFJyEhgZUrV1pe9+rVi7i4OKuP2rVr06xZM+DOw0u7d+9OUFAQe/bsISIigiVLlnD8+PHHEU9ERERERGyM4cUnMzOTESNG0LVr1/vOWbduHZcuXaJ9+/YArF27FhcXF7p3706+fPnw9fUlJiaGsmXLGh1PRERERERskOHF59tvv8XZ2ZmWLVvec3tGRgaTJk1iwIABODg4ALBv3z4qVKjAu+++i7+/P02bNiU6OtroaCIiIiIiYqMMLT6XL18mIiKCESNG3HdOTEwMLi4uBAUFWcbOnz/P5s2bCQwMZPv27YSFhTFkyBAOHTpkZDwREREREbFRhhaf8ePH06ZNG8qVK3ffOfPmzbNa1ADAbDZTpUoVWrZsSb58+XjllVfw9fVl3bp1RsYTEREREREb5WjUgXbv3s0vv/xCTEzMfeecPn2ahIQEGjRoYDVetGhRkpKSrMa8vLy4dOmSUfFERERERMSGGXbGJzo6mitXrtCgQQMCAgJo06YNAAEBAaxevRqAzZs3U6lSJdzd3a32LVu2LEeOHMFsNlvGEhMT8fLyMiqeiIiIiIjYMMOKz9ChQ1m/fj0rV65k5cqVzJw5E4CVK1cSHBwM3FnmumTJkln2DQkJ4dq1a0yfPp3U1FRiYmKIj48nJCTEqHgiIiIiImLDDLvUzc3NDTc3N8vr9PR0ADw9PS1jly9fpnTp0ln29fDwYMaMGXz44Yd88cUXlChRgmnTpvHss88aFU9ERERERGyYnfm/ry97ijSyD83pCCIiIiIi8gTYmBn1wDmGP8dHRERERETkSaPiIyIiIiIiuZ6Kj4iIiIiI5HoqPiIiIiIikusZWnwqVqyIt7c3Pj4+lo8xY8YAYDabmTVrFt7e3ixatMhqv8zMTD799FNeeuklatasyZtvvsnp06eNjCYiIiIiIjbMsOWs71q3bt09n9UTFhaG2WzG1dU1y7aFCxeyatUqvvzySzw8PPj0008JDw9n5cqV2NnZGR1RRERERERsTLZd6latWjVmzpxJ3rx5s2xbvHgxXbt2pWzZsri4uNCvXz+OHz/Or7/+ml3xREREREQkFzO8+EyePJn69evj7+/P+++/z82bNwHo1avXPc/epKamcuzYMSpXrmwZc3FxoXTp0sTFxRkdT0REREREbJChxadatWoEBgayYcMGFi9ezP79+xk1atRf7nP9+nXMZjNubm5W425ubly7ds3IeCIiIiIiYqMMLT6LFy8mNDQUJycnypYty8CBA4mJicFkMj1wX7PZbGQUERERERERi8d6j0/JkiXJyMjgypUr951TqFAh7O3tSUpKshpPSkrimWeeeZzxRERERETERhhWfA4dOsRHH31kNXb8+HGcnJwoVqzYffdzdnamfPnyxMfHW8Zu3LjBqVOn8PX1NSqeiIiIiIjYMMOKzzPPPMPixYuZOXMmJpOJEydOMGXKFNq3b4+Dg8Nf7tuxY0fmz5/P8ePHSU5OZtKkSVSqVAkfHx+j4omIiIiIiA2zMxt4c81PP/3E5MmT+e2333BycuKVV16hX79+HDhwgG7dugFgMplwdHTE3t6emjVrMnv2bMxmMxEREXz77bfcvHmTgIAARo8ejaen533fq5F9qFGxRURERETkKbYxM+qBcwwtPtlJxUdERERERODhik+2PcBUREREREQkp6j4iIiIiIhIrqfiIyIiIiIiuZ6hxadixYp4e3vj4+Nj+RgzZozVnMzMTNq0aUPnzp3veYwLFy7g5+dHRESEkdFERERERMSGORp9wHXr1lGyZMn7bl+4cCGnTp2iUqVK99w+duzYBy5/LSIiIiIi8iiy9VK3ixcvEhkZSadOne65fdu2bRw7doz69etnZywREREREcnlDC8+kydPpn79+vj7+/P+++9z8+ZNy7Zx48bRoUMHnn322Sz7paamMnr0aEaMGIGjo+EnokRERERExIYZWnyqVatGYGAgGzZsYPHixezfv59Ro0YBsH37duLj4wkLC7vnvtOmTaNatWrUrl3byEgiIiIiIiLGFp/FixcTGhqKk5MTZcuWZeDAgcTExPDnn38yevRohg8fjrOzc5b9jh07RlRUFEOHDjUyjoiIiIiICPCY7/EpWbIkGRkZjBs3jkqVKhEUFJRljtlsZuTIkfTu3ZuiRYs+zjgiIiIiImKj7Mxms9mIAx06dIjo6GirszYbNmxgwIABFC1alOvXr1vu3TGZTJhMJlxcXFi2bBnBwcEUKlTIst+tW7ewt7enTJkyLF++/J7v18g+1IjYIiIiIiLylNuYGfXAOYatIvDMM8+wePFi3N3d6dq1K4mJiUyZMoX27dsTFhZGRkaGZe66detYu3YtU6ZMoWjRomzbts3qWOPHj8fT05Pu3bsbFU9ERERERGyYYcXHw8ODmTNnMnnyZCIjI3FycuKVV16hX79+We7rcXV1xcnJCU9PTwDLP+/Kly8fLi4uuvRNREREREQMYdilbtlNl7qJiIiIiAg83KVu2foAUxERERERkZyg4iMiIiIiIrmeio+IiIiIiOR6hi1uAFCxYkXy5MmDnZ2dZaxdu3Y888wzREZGWs3NzMykevXqLFiwgMzMTKZOncqKFSu4du0aJUuWpGfPnjRv3tzIeCIiIiIiYqMMLT5wZ6nqkiVLZhnv1auX1es333yTl156CYBFixYRFRXFvHnzKF26ND/88ANvv/02ZcqU4fnnnzc6ooiIiIiI2JgcudRt3bp1XLp0ifbt2wMQHx9PjRo1KFOmDA4ODjRo0IBChQrx22+/5UQ8ERERERHJZQwvPpMnT6Z+/fr4+/vz/vvvc/PmTavtGRkZTJo0iQEDBuDg4ABA/fr1+fHHH0lISMBkMrF582ZSUlKoVauW0fFERERERMQGGXqpW7Vq1QgMDGTChAmcPn2avn37MmrUKD7++GPLnJiYGFxcXAgKCrKMNW7cmISEBFq3bg3ceYDphAkTKF68uJHxRERERETERhl6xmfx4sWEhobi5ORE2bJlGThwIDExMZhMJsucefPm0blzZ6v9VqxYwYoVK4iKiuLAgQN89tlnDBs2jAMHDhgZT0REREREbNRjvcenZMmSZGRkcOXKFQBOnz5NQkICDRo0sJr39ddf0759e3x9fXF2dqZ+/frUrl2b6OjoxxlPRERERERshGHF59ChQ3z00UdWY8ePH8fJyYlixYoBsHnzZipVqoS7u7vVvMzMTDIyMqzG/vsskYiIiIiIyD9hWPF55plnWLx4MTNnzsRkMnHixAmmTJlC+/btLYsYJCQk3HOp6+DgYJYsWcLhw4dJT09nx44d7N6927LctYiIiIiIyD9h2OIGHh4ezJw5k8mTJxMZGYmTkxOvvPIK/fr1s8y5fPkypUuXzrJvWFgY6enphIeHc/XqVby8vBg7diwvvPCCUfFERERERMSG2ZnNZnNOh/g7GtmH5nQEERERERF5AmzMjHrgnBx5gKmIiIiIiEh2UvEREREREZFcT8VHRERERERyPcOLT2RkJHXr1qVatWp07dqVM2fOAGA2m5k1axbe3t4sWrTIap/MzEymTp1KcHAwfn5+tG/fntjYWKOjiYiIiIiIjTK0+CxcuJDo6Gjmz5/Pjh07KFeuHHPnzgXurNy2Z88eXF1ds+w3d+5cli5dyowZM9i7dy9169YlPDyc5ORkI+OJiIiIiIiNMrT4zJ49m379+lGmTBlcXFwYPnw4w4cPB6BatWrMnDmTvHnzZg1hb8/gwYMpX748Tk5OdOvWjaSkJI4cOWJkPBERERERsVGGPcfnwoULnDlzhuvXr9O8eXOuXLlCQEAAI0eOxN3dnV69et13365du1q9Pn/+PADFihUzKp6IiIiIiNgww8743C0r69atY86cOaxcuZLz589bzvg8LJPJxHvvvUdISAglS5Y0Kp6IiIiIiNgww4rP3eegdu/eHQ8PDzw9PenduzdbtmwhLS3toY6RnJzMf/7zHxwcHBg1apRR0URERERExMYZVnyKFCkCYLV4gZeXF2azmStXrjxw/6tXr9KpUycKFizIrFmzyJ8/v1HRRERERETExhlWfDw9PXFxcSEhIcEylpiYSJ48eR54r05aWhphYWFUqVKFzz///J4LIIiIiIiIiPxdhhUfR0dH2rZty/Tp0/njjz+4cuUK06ZNo2XLljg6/vUaCrNnzyZPnjyMGTMGe3s9U1VERERERIxlZ757c44BTCYT48ePZ/Xq1dy+fZsmTZrw/vvvc+jQIbp162aZ4+joiL29PTVr1mT27Nk0bNiQc+fOZSk9PXv2vO9qcI3sQ42KLSIiIiIiT7GNmVEPnGNo8clOKj4iIiIiIgIPV3x0XZmIiIiIiOR6Kj4iIiIiIpLrqfiIiIiIiEiup+IjIiIiIiK5nuHFJzIykrp161KtWjW6du3KmTNnrLZnZmbSpk0bOnfubDV+/PhxOnfuTNWqVQkKCmLu3LlGRxMRERERERtlaPFZuHAh0dHRzJ8/nx07dlCuXLksBWbhwoWcOnXKaiw1NZXu3bsTFBTEnj17iIiIYMmSJRw/ftzIeCIiIiIiYqMMXc76pZdeYsiQITRu3Pie2y9evEjr1q1p164d+/btY8GCBQAsX76c2bNns2rVqod+Ly1nLSIiIiIikM3LWV+4cIEzZ85w/fp1mjdvTkBAAH369OHq1auWOePGjaNDhw48++yzVvvu27ePChUq8O677+Lv70/Tpk2Jjo42KpqIiIiIiNg4w4rP+fPnAVi3bh1z5sxh5cqVnD9/nuHDhwOwfft24uPjCQsLu+e+mzdvJjAwkO3btxMWFsaQIUM4dOiQUfFERERERMSGGVZ87l4x1717dzw8PPD09KR3795s2bKFtLQ0Ro8ezfDhw3F2dr7nvlWqVKFly5bky5ePV155BV9fX9atW2dUPBERERERsWGGFZ8iRYoA4Orqahnz8vLCbDYzcuRIKlWqRFBQ0D33LVq0KAULFrQa8/Ly4tKlS0bFExERERERG+Zo1IE8PT1xcXEhISGBKlWqAJCYmEiePHnYu3cv169fJyAgAACTyYTJZCIgIIAVK1ZQtmxZFi1ahNlsxs7OzrJvvXr1jIonIiIiIiI2zLAzPo6OjrRt25bp06fzxx9/cOXKFaZNm0bLli1ZvHgxq1evZuXKlaxcuZJ33nkHb29vVq5cSbFixQgJCeHatWtMnz6d1NRUYmJiiI+PJyQkxKh4IiIiIiJiwww74wMwYMAATCYToaGh3L59myZNmjB8+HAKFChgNc/V1RUnJyc8PT0B8PDwYMaMGXz44Yd88cUXlChRgmnTpmVZ/U1EREREROTvMPQ5PtlJz/ERERERERHI5uf4iIiIiIiIPKlUfEREREREJNdT8RERERERkVzP8OITGRlJ3bp1qVatGl27duXMmTMArFmzhpYtW+Ln50dwcDCfffYZmZmZlv3mz59PkyZNqF69Oh07duTgwYNGRxMRERERERtlaPFZuHAh0dHRzJ8/nx07dlCuXDnmzp3Lb7/9xqBBg+jfvz+xsbF89dVXLF26lEWLFgGwZcsWIiIi+Pjjj9m1axcNGjSgR48e3Lp1y8h4IiIiIiJiowwtPrNnz6Zfv36UKVMGFxcXhg8fzvDhw0lISMDNzY0GDRrg4OBAmTJl8Pf359ChQwAsXryYNm3aULVqVfLmzUv37t0B+P77742MJyIiIiIiNsqw4nPhwgXOnDnD9evXad68OQEBAfTp04erV69Sq1YtUlNTWbNmDSaTiaNHjxIbG0v9+vUBiI+Pp3Llyv8fyt6eSpUqERcXZ1Q8ERERERGxYYYVn/PnzwOwbt065syZw8qVKzl//jzDhw+nRIkSTJ48mWHDhuHj48PLL79MSEgIjRo1AiApKQk3Nzer47m5uXHt2jWj4omIiIiIiA0zrPjcfQ5q9+7d8fDwwNPTk969e7NlyxaOHz/OoEGDGD9+PL/++isrV65k06ZNzJ8/P8v+IiIiIiIiRjOs+BQpUgQAV1dXy5iXlxdms5mvvvoKX19fmjVrRt68eXn++ed57bXXiIq684TVwoULk5SUZHW8pKQk3N3djYonIiIiIiI2zLDi4+npiYuLCwkJCZaxxMRE8uTJg5ubGxkZGVbzTSaT5XNvb2/i4+MtrzMyMjh06BBVq1Y1Kp6IiIiIiNgww4qPo6Mjbdu2Zfr06fzxxx9cuXKFadOm0bJlSxo0aEBsbCybNm3i9u3b/P7770RFRVnu8enYsSMrVqxg//79pKSkEBkZiZOTk2XxAxERERERkX/CzmzgzTUmk4nx48ezevVqbt++TZMmTXj//fcpUKAAMTExzJgxgzNnzlC4cGFatGhB7969cXJyAuCbb75h5syZXLlyBR8fH0aOHEmFChXu+16N7EONii0iIiIiIk+xjZlRD5xjaPHJTio+IiIiIiICD1d8DH2AqYiIiIiIyJNIxUdERERERHI9FR8REREREcn1DC0+P/30Ez4+PlYf3t7eVKxYEbjzkNJZs2bh7e3NokWL7nuc+Ph4KleuzLJly4yMJyIiIiIiNsrRyIPVrFmTuLg4q7Hp06dz+PBhAMLCwjCbzVYPOf1fmZmZjBgxgvz58xsZTUREREREbNhjvdTt7NmzzJkzh8GDBwNQrVo1Zs6cSd68ee+7z6JFiyhYsCCVKlV6nNFERERERMSGPNbiM2XKFF599VVKlCgBQK9evbCzs7vv/EuXLjFt2jTef//9xxlLRERERERsjKGXuv23M2fOsGHDBjZs2PDQ+4wfP57Q0FDKlCnzuGKJiIiIiIgNemxnfBYuXEjjxo0pWrToQ83fuXMn+/fvp2fPno8rkoiIiIiI2KjHVnzWr19PcHDwQ801mUyMHj2aDz744C/v/xEREREREfk7HsulbgkJCSQmJlKnTp2Hmr9//37++OMPhgwZYhlLTk7m4MGDbNy4kcjIyMcRU0REREREbMRjKT6HDh2iUKFCuLi4PNT8atWqsXXrVquxd955h2bNmhESEvIYEoqIiIiIiC15LJe6Xb58Ocu9Pf/9cNPExETGjh2Lj48P3bp1w8nJCU9PT6sPJycnXF1dcXd3fxwRRURERETEhtiZzWZzTof4OxrZh+Z0BBEREREReQJszIx64JzH+hwfERERERGRJ4GKj4iIiIiI5HoqPiIiIiIikusZtqrbTz/9RLdu3azGzGYzt2/f5rfffrOMZWZm0rZtWwoUKMCCBQssY1OnTmXFihVcu3aNkiVL0rNnT5o3b25UPBERERERsWGGFZ+aNWsSFxdnNTZ9+nQOHz5sNbZw4UJOnTpFpUqVLGOLFi0iKiqKefPmUbp0aX744QfefvttypQpw/PPP29URBERERERsVGP7VK3s2fPMmfOHAYPHmwZu3jxIpGRkXTq1Mlqbnx8PDVq1KBMmTI4ODjQoEEDChUqZHWmSERERERE5O96bMVnypQpvPrqq5QoUcIyNm7cODp06MCzzz5rNbd+/fr8+OOPJCQkYDKZ2Lx5MykpKdSqVetxxRMRERERERti2KVu/+3MmTNs2LCBDRs2WMa2b99OfHw8EyZMYPXq1VbzGzduTEJCAq1btwYgX758TJgwgeLFiz+OeCIiIiIiYmMeS/FZuHAhjRs3pmjRogCkpaUxevRohg8fjrOzc5b5K1asYMWKFURFRVGxYkV2797NgAEDKF68OL6+vo8jooiIiIiI2JDHcqnb+vXrCQ4OtryOjIykUqVKBAUF3XP+119/Tfv27fH19cXZ2Zn69etTu3ZtoqOjH0c8ERERERGxMYaf8UlISCAxMZE6depYxqKjo7l+/ToBAQEAmEwmTCYTAQEBrFixgszMTDIyMqyOYzKZjI4mIiIiIiI2yvDic+jQIQoVKoSLi4tlbPHixVbFZt26daxdu5YpU6ZQtGhRgoODWbJkCS+99BLlypVjz5497N69O8tzgURERERERP4Ow4vP5cuXLff23PW/r11dXXFycsLT0xOAsLAw0tPTCQ8P5+rVq3h5eTF27FheeOEFo+OJiIiIiIgNsjObzeacDvF3NLIPzekIIiIiIiLyBNiYGfXAOY/tOT4iIiIiIiJPChUfERERERHJ9VR8REREREQk11PxERERERGRXM+wVd1++umnLMtPm81mbt++zW+//caaNWuIjIzkzJkzFC5cmJCQEPr06YO9/Z3utWjRIubOncvFixd59tln6d27Nw0bNjQqnoiIiIiI2DDDik/NmjWJi4uzGps+fTqHDx/mt99+Y9CgQUydOpUXX3yRP/74gzfeeIOiRYvy+uuvs379eiZPnsyMGTPw9fVlxYoV9O3bl7Vr11KqVCmjIoqIiIiIiI16bJe6nT17ljlz5jB48GASEhJwc3OjQYMGODg4UKZMGfz9/Tl06BAAqamp9O/fnxo1apAnTx5CQ0MpUKAA+/fvf1zxRERERETEhjy24jNlyhReffVVSpQoQa1atUhNTWXNmjWYTCaOHj1KbGws9evXB6BVq1a89tprln1v3LjBzZs38fDweFzxRERERETEhjyWB5ieOXOGli1bsmHDBooWLQrA999/T79+/UhJSQGge/fuDBo0KMu+ZrOZd955hytXrrBw4cL7voceYCoiIiIiIpCDDzBduHAhjRs3tpSe48ePM2jQIMaPH8+vv/7KypUr2bRpE/Pnz7fa7/bt2wwcOJBjx44xZcqUxxFNRERERERs0GMpPuvXryc4ONjyeunSpfj6+tKsWTPy5s3L888/z2uvvUZU1P83s9TUVMLCwjh79iwLFy6kSJEijyOaiIiIiIjYIMNWdbsrISGBxMRE6tSpYxnLzMwkIyPDap7JZLJ8bjab6devH46OjsydOxdnZ2ejY4mIiIiIiA0z/IzPoUOHKFSoEC4uLpaxBg0aEBsby6ZNm7h9+za///47UVFRNGrUCIBVq1ZZLm9T6REREREREaMZfsbn8uXLlnt77goICGDChAlMmTKFQYMGUbhwYVq0aEGPHj2AO5fCJSYmUqtWLav9WrVqxdixY42OKCIiIiIiNuaxrOqWHbSqm4iIiIiIQA6u6iYiIiIiIvIkUfEREREREZFcT8VHRERERERyPUOLz6FDh+jSpQv+/v7UqVOHgQMHcvXqVeDOktWzZs3C29ubRYsWZdn3559/pk2bNvj6+tK4cWNWrVplZDQREREREbFhhhWf9PR03nrrLapVq8auXbuIiYnh6tWrjBw5EoCwsDD27NmDq6trln0vXrxIjx496NKlCz/99BPvvfceM2bMICkpyah4IiIiIiJiwwwrPpcuXeLSpUu0atUKJycnChcuTKNGjUhISACgWrVqzJw5k7x582bZ97vvvqN69eq0bt0aZ2dngoKCiImJoVChQkbFExERERERG2ZY8fHw8KBSpUosXryYmzdvcuXKFTZs2ED9+vUB6NWrF3Z2dvfcd9++fZQqVYpevXpRo0YNWrVqxc6dO42KJiIiIiIiNs6w4mNvb09ERASbN2+mevXqBAYGkp6ezoABAx647/nz54mOjqZTp05s376dpk2bEh4ezoULF4yKJyIiIiIiNsyw4mMymejRowdNmzYlNjaWH374gYIFCzJw4MAH7ms2mwkKCiIwMJD8+fMTFhZGwYIF2bp1q1HxRERERETEhhlWfHbv3s2ZM2fo378/BQsWxMPDgz59+rBx48YHLlJQtGhRq0UP7O3tKVGiBJcuXTIqnoiIiIiI2DDDik9GRgaZmZmYzWbLmMlkeqh9y5Yta1kEAe6cATp79ixeXl5GxRMRERERERtmWPHx8/Mjf/78REREkJKSwrVr14iMjKRmzZoPXJ2tXbt27N+/n+XLl5OWlsasWbNIS0ujYcOGRsUTEREREREbZmf+71M0/9DBgweZMGEChw8fxsnJiVq1ajF06FBOnTpFt27dgDtngRwdHbG3t6dmzZrMnj0bgPXr1/PJJ59w9uxZypYty+jRo/H19b3vezWyDzUqtoiIiIiIPMU2ZkY9cI6hxSc7qfiIiIiIiAg8XPEx7FI3ERERERGRJ5WKj4iIiIiI5HoqPiIiIiIikusZWnwOHTpEly5d8Pf3p06dOgwcOJCrV6+yd+9eKlasiI+Pj9XH2rVrLfvOnz+fJk2aUL16dTp27MjBgweNjCYiIiIiIjbMsOKTnp7OW2+9RbVq1di1axcxMTFcvXqVkSNHAuDl5UVcXJzVR7NmzQDYsmULERERfPzxx+zatYsGDRrQo0cPbt26ZVQ8ERERERGxYYYVn0uXLnHp0iVatWqFk5MThQsXplGjRlYPJr2fxYsX06ZNG6pWrUrevHnp3r07AN9//71R8URERERExIYZVnw8PDyoVKkSixcv5ubNm1y5coUNGzZQv359AG7evEl4eDgBAQHUq1ePOXPmcHcl7fj4eCpXrvz/oeztqVSpEnFxcUbFExERERERG2ZY8bG3tyciIoLNmzdTvXp1AgMDSU9PZ8CAAbi4uFChQgXeeOMNtm/fzvjx45k6dSpLly4FICkpCTc3N6vjubm5ce3aNaPiiYiIiIiIDTOs+JhMJnr06EHTpk2JjY3lhx9+oGDBggwcOJAqVaqwYMECatWqhZOTE3Xr1qVDhw4sW7bMsv9T+hxVERERERF5ChhWfHbv3s2ZM2fo378/BQsWxMPDgz59+rBx40aSkpKyzPfy8uLixYsAFC5cOMucpKQk3N3djYonIiIiIiI2zLDik5GRQWZmptWZG5PJBMCuXbv45ptvrOb//vvvlCpVCgBvb2/i4+OtjnXo0CGqVq1qVDwREREREbFhhhUfPz8/8ufPT0REBCkpKVy7do3IyEhq1qyJk5MTEyZMYMeOHdy+fZudO3eydOlSOnbsCEDHjh1ZsWIF+/fvJyUlhcjISJycnCwLI4iIiIiIiPwTdmYDb645ePAgEyZM4PDhwzg5OVGrVi2GDh2Kh4cHixcvZvbs2Zw7d44iRYrQs2dPQkNDLft+8803zJw5kytXruDj48PIkSOpUKHCfd+rkX3ofbeJiIiIiIjt2JgZ9cA5hhaf7KTiIyIiIiIi8HDFx7BL3URERERERJ5UKj4iIiIiIpLrqfiIiIiIiEiuZ2jxOXToEF26dMHf3586deowcOBArl69CsCaNWto2bIlfn5+BAcH89lnn5GZmZnlGBcuXMDPz4+IiAgjo4mIiIiIiA0zrPikp6fz1ltvUa1aNXbt2kVMTAxXr15l5MiR/PbbbwwaNIj+/fsTGxvLV199xdKlS1m0aFGW44wdOxYHBwejYomIiIiIiBhXfC5dusSlS5do1aoVTk5OFC5cmEaNGpGQkEBCQgJubm40aNAABwcHypQpg7+/P4cOHbI6xrZt2zh27Jie3yMiIiIiIoYyrPh4eHhQqVIlFi9ezM2bN7ly5QobNmygfv361KpVi9TUVNasWYPJZOLo0aPExsZaFZzU1FRGjx7NiBEjcHR0NCqWiIiIiIiIccXH3t6eiIgINm/eTPXq1QkMDCQ9PZ0BAwZQokQJJk+ezLBhw/Dx8eHll18mJCSERo0aWfafNm0a1apVo3bt2kZFEhERERERAQwsPiaTiR49etC0aVNiY2P54YcfKFiwIAMHDuT48eMMGjSI8ePH8+uvv7Jy5Uo2bdrE/PnzATh27BhRUVEMHTrUqDgiIiIiIiIWhl1Ttnv3bs6cOUP//v1xcHCgYMGC9OnTh1atWlG4cGF8fX1p1qwZAM8//zyvvfYaUVFRdO7cmZEjR9K7d2+KFi1qVBwRERERERELw4pPRkYGmZmZmM1my5jJZALurPiWkZFhNf/utrNnz/LTTz9x9OhRPv/8cwBu3bqFvb09W7ZsYfny5UZFFBERERERG2VY8fHz8yN//vxERETQo0cPUlNTiYyMpGbNmrRu3Zpu3bqxadMmgoKCOH36NFFRUbz88st4enqybds2q2ONHz8eT09PunfvblQ8ERERERGxYYYVn8KFCzNr1iwmTJjAiy++iJOTE7Vq1WLkyJF4eHgwYcIEpkyZwqBBgyhcuDAtWrSgR48eODg44OnpaXWsfPny4eLiokvfRERERETEEHbm/7427SnSyD40pyOIiIiIiMgTYGNm1APnGLaqm4iIiIiIyJNKxUdERERERHI9FR8REREREcn1VHxERERERCTXM7z4HDx4kC5dulCjRg3q1avHrFmzLNtu377NhAkTeP755/nhhx+s9rt69SqDBg0iMDCQmjVr0qVLF+Lj442OJyIiIiIiNsjQ4pOUlET37t2pWrUqO3bsYPbs2SxcuJC1a9dy69YtXnvtNZKSkrjXQnKjRo3iypUrrF69mp07d1KtWjXeeuutLA8+FREREREReVSGFp/9+/dz8+ZN+vbtS758+ShfvjxvvvkmS5Ys4datW7z66quMHz/+nvvGx8fTsGFDChcujJOTE61ateLy5ctcunTJyIgiIiIiImKDDL/Uzc7Ozuq1m5sbCQkJFClShA4dOtx3v/r167N69WouXrzIrVu3WLFiBZUqVcLDw8PoiCIiIiIiYmMMLT5+fn7ky5ePKVOmkJKSwqlTp/jmm2+4fv36A/cdPHgwTk5O1KtXDz8/P1avXs3kyZOzFCkREREREZFHZWjxcXNzY9q0aezevZs6deowaNAgWrVqhYODwwP3HTVqFABbt25l3759tG3bljfffJObN28aGVFERERERGyQ4Ze6+fv7ExUVxc8//8zixYspVKjQAy9Xu3XrFkuXLqV3794UL14cFxcXevbsya1bt9i5c6fREUVERERExMYYWnzS0tJYvnw5ycnJlrGdO3fi5+f3l/tlZmZiNpvJzMy0jJnNZm7fvm1kPBERERERsVGGFp88efIwdepUIiMjSU9PZ8eOHURHR/PGG2/85X4uLi7UqlWLyMhILl++TGpqKjNmzCBPnjzUrFnTyIgiIiIiImKD7Mz3eqjOPxAXF8eIESM4fvw4np6eDBw4kEaNGrFixQref/99AEwmE3ny5MHOzo5WrVoxduxYLl++zEcffcSePXtIS0ujYsWKDBo0iKpVq97zfRrZhxoZW0REREREnlIbM6MeOMfw4pNdVHxERERERAQervgYvriBiIiIiIjIk0bFR0REREREcj0VHxERERERyfUMLT4HDx6kS5cu1KhRg3r16jFr1iwAli1bxvPPP4+Pj4/Vx4EDB4A7y1lPnTqV4OBg/Pz8aN++PbGxsUZGExERERERG+Zo1IGSkpLo3r07oaGhzJgxgzNnzhAWFkaJEiUAqFmzJgsWLLjnvnPnzmXp0qXMnDmT0qVLM2PGDMLDw9m8eTMuLi5GRRQRERERERtl2Bmf/fv3c/PmTfr27Uu+fPkoX748b775JkuWLHlwCHt7Bg8eTPny5XFycqJbt24kJSVx5MgRo+KJiIiIiIgNM/RSNzs7O6vXbm5uJCQkAHDu3Dn+/e9/U7NmTV566SVWrlxpmde1a1eaNWtmeX3+/HkAihUrZmQ8ERERERGxUYYVHz8/P/Lly8eUKVNISUnh1KlTfPPNN1y/fh13d3eee+45Bg0axM6dO+nfvz/Dhg1j9+7dWY5jMpl47733CAkJoWTJkkbFExERERERG2boA0xjY2OZMGECx48fp3z58rRp04YPP/zQsojBf+vbty958uRh4sSJlrHk5GTCw8NJT0/nyy+/JH/+/Pd9Lz3AVERERERE4OEeYGrY4gYA/v7+REX9/5uuX78eDw+Pe8718vLi4MGDltdXr16lW7dulCxZkkmTJpE3b14jo4mIiIiIiA0z7FK3tLQ0li9fTnJysmVs586d+Pn5sWjRItasWWM1//jx45QqVcqyb1hYGFWqVOHzzz9X6REREREREUMZVnzy5MnD1KlTiYyMJD09nR07dhAdHc0bb7yByWRizJgxxMXFcfv2bWJiYvjhhx/o0KEDALNnzyZPnjyMGTMGe3s9U1VERERERIxl2KVu9vb2fPbZZ4wYMYKvv/4aT09PJk6cSJUqVahcuTI3b97knXfe4dKlS5QsWZJp06bh7e0NwNKlSzl37hxVq1a1OmbPnj3p1auXURFFRERERMRGGbq4QXbS4gYiIiIiIgIPt7iBrisTEREREZFcT8VHRERERERyPRUfERERERHJ9QwtPgcPHqRLly7UqFGDevXqMWvWLMu2hQsX0qRJE/z8/GjSpAkLFiyw2vfnn3+mTZs2+Pr60rhxY1atWmVkNBERERERsWGGreqWlJRE9+7dCQ0NZcaMGZw5c4awsDBKlChB/vz5mThxIvPmzcPHx4e4uDjeeOMNSpUqRf369bl48SI9evRg2LBhNGvWjD179jBx4kTq1atHoUKFjIooIiIiIiI2yrAzPvv37+fmzZv07duXfPnyUb58ed58802WLFnCwYMHKV++PFWrVsXe3p6qVatSoUIFDh06BMB3331H9erVad26Nc7OzgQFBRETE6PSIyIiIiIihjD0Ujc7Ozur125ubiQkJFCvXj2OHTvG3r17MZlM/PLLLxw/fpy6desCsG/fPkqVKkWvXr2oUaMGrVq1YufOnUZGExERERERG2ZY8fHz8yNfvnxMmTKFlJQUTp06xTfffMP169fx9fXl3XffpVu3bvj4+NCpUyf69u2Lr68vAOfPnyc6OppOnTqxfft2mjZtSnh4OBcuXDAqnoiIiIiI2DDDio+bmxvTpk1j9+7d1KlTh0GDBtGqVSscHBzYs2cPkydP5quvvuLAgQPMmzeP6dOns2nTJgDMZjNBQUEEBgaSP39+wsLCKFiwIFu3bjUqnoiIiIiI2DDDFjcA8Pf3Jyrq/5+aun79ejw8PFi0aBGNGzfmhRdesMxr0aIFS5YsoWHDhhQtWhRXV1fLfvb29pQoUYJLly4ZGU9ERERERGyUYWd80tLSWL58OcnJyZaxnTt34ufnR2ZmJhkZGVbzTSaT5fOyZcuSkJBgeW02mzl79ixeXl5GxRMRERERERtmWPHJkycPU6dOJTIykvT0dHbs2EF0dDRvvPEGwcHBrF+/ntjYWNLT0zlw4ABr166lUaNGALRr1479+/ezfPly0tLSmDVrFmlpaTRs2NCoeCIiIiIiYsPszGaz2aiDxcXFMWLECI4fP46npycDBw60lJt58+bxzTffcOHCBTw8PGjXrh3dunWzrAS3fv16PvnkE86ePUvZsmUZPXq0ZfGDe2lkH2pUbBEREREReYptzIx64BxDi092UvERERERERF4uOJj6HN8REREREREnkQqPiIiIiIikuup+IiIiIiISK6n4iMiIiIiIrneIxef7du3ExgYSL9+/bJsW7NmDS1btsTPz482bdqwY8cOy7bMzEymTp1KcHAwfn5+tG/fntjYWMv2tLQ0PvjgA1588UUCAgLo06cP165d+5tfloiIiIiIyP97pOLz5ZdfMnbsWEqXLp1lW0JCAkOGDGHgwIHs2bOHrl278vbbb3P+/HkA5s6dy9KlS5kxYwZ79+6lbt26hIeHWx54+umnnxIfH8/ixYtZv349ZrOZd99914AvUUREREREbN0jFR9nZ2eWLFlyz+ITFRVFUFAQQUFBODs7ExISQoUKFYiOjr7zRvb2DB48mPLly+Pk5ES3bt1ISkriyJEjpKens2TJEnr16kXx4sUpVKgQffv2ZevWrVy4cMGYr1RERERERGyW46NM7tKly323xcfHExQUZDVWuXJl4uLiAOjatavVtrtngooVK8apU6f4888/qVKlimV72bJlyZs3L/Hx8Xh4eDxKTBERERERESuGLW6QlJSEm5ub1Zibm9s979MxmUy89957hISEULJkSZKSkgBwdXW1mufq6qr7fERERERE5B8zdFU3s9n8wDnJycn85z//wcHBgVGjRj3y/iIiIiIiIo/KsOJTuHBhy5mbu5KSknB3d7e8vnr1Kp06daJgwYLMmjWL/PnzA1jm/O/+169f55lnnjEqooiIiIiI2CjDio+3tzcHDx60GouLi6Nq1arAneWqw8LCqFKlCp9//jl58+a1zCtVqhRubm7Ex8dbxo4cOYLJZMLb29uoiCIiIiIiYqMMKz7t2rVj165dbN26lbS0NJYsWcLJkycJCQkBYPbs2eTJk4cxY8Zgb2/9tg4ODrRr147p06dz7tw5rl27xieffEKjRo0oUqSIURFFRERERMRG2Zkf4cYaHx8fANLT0wFwdLyzKNzdlds2bNjA5MmTSUxMpFy5crz33nvUrFkTgIYNG3Lu3Lkspadnz5706tULk8nE+PHjWb16Nenp6TRo0ICRI0dSsGDBe2ZpZB/6iF+qiIiIiIjkRhszox4455GKz5NExUdERERERODhio+hq7qJiIiIiIg8iVR8REREREQk11PxERERERGRXO+Ri8/27dsJDAykX79+WbatWbOGli1b4ufnR5s2bdixY4dl29ChQ6lcuTI+Pj6WD39//3u+x7x586hYsSJnzpx51HgiIiIiIiJZOD7K5C+//JIlS5ZQunTpLNsSEhIYMmQIU6dOpXbt2qxfv563336bdevW4enpCdxZwa13795/+R4XLlxg9uzZjxJLRERERETkLz3SGR9nZ+f7Fp+oqCiCgoIICgrC2dmZkJAQKlSoQHR09CMF+vDDD+nQocMj7SMiIiIiIvJXHqn4dOnS5b7P1YmPj6dy5cpWY5UrV7Y84wdgz549tG7dGj8/P9q2bcvBgwet5m/bto3ffvuNN99881FiiYiIiIiI/CXDFjdISkrCzc3NaszNzY1r164BUKpUKUqXLs2MGTPYvn07/v7+dOvWzbI9NTWVMWPG8MEHH+Dk5GRULBERERERkUe7x+dB/upZqOHh4VavBw0aRExMDJs2bSI0NJTIyEi8vb2pU6eOkZFERERERESMKz6FCxcmKSnJaiwpKQl3d/d7zndwcKB48eJcvHiR48eP891337FixQqj4oiIiIiIiFgYdqmbt7d3lnt24uLiqFq1KmazmfHjx3P48GHLNpPJxKlTpyhVqhRr167lzz//JCQkhICAAAICAgBo06YNX375pVERRURERETERhl2xqddu3a0bduWrVu38sILL7Bq1SpOnjxJSEgIdnZ2nDlzhlGjRvHZZ5/h4uLClClTyJMnDw0bNiQzM5O2bdtaHS8oKIiZM2dSrlw5oyKKiIiIiIiNeqTi4+PjA0B6ejoAmzZtAu6c2alQoQKTJk1i/PjxJCYmUq5cOWbMmEHRokWBO8tUT5gwgTZt2pCcnIyvry/z5s0jf/78ALi4uGR5vyJFitxzXERERERE5FHYmf9qRYInWCP70JyOICIiIiIiT4CNmVEPnGPYPT4iIiIiIiJPKhUfERERERHJ9VR8REREREQk13vk4rN9+3YCAwPp169flm1r1qyhZcuW+Pn50aZNG3bs2GHZlpqayujRo3nxxRepXr06oaGh7Nq1y7L99OnT9OjRw7KcdY8ePTh16tTf/LJERERERET+3yMVny+//JKxY8dSunTpLNsSEhIYMmQIAwcOZM+ePXTt2pW3336b8+fPA/D5558TGxvLd999x48//sgrr7xCr169uHLlCgD9+vXDzc2NLVu2sGXLFtzc3O5ZrkRERERERB7VIxUfZ2dnlixZcs/iExUVRVBQEEFBQTg7OxMSEkKFChWIjo4GID4+nnr16uHp6YmjoyOvvvoqKSkpnDhxArPZTEJCAs2bN6dAgQIUKFCAFi1acPjwYZ7SRedEREREROQJ8kjFp0uXLhQsWPCe2+Lj46lcubLVWOXKlYmLiwOgQYMGbNmyhVOnTpGWlsaSJUsoVqwYlStXxs7OjhdffJFly5Zx/fp1bty4QUxMDEFBQdjZ2f3NL01EREREROSOR3qA6V9JSkrCzc3NaszNzY1jx44B0LVrVxISEmjUqBEAhQoVYtq0aZYHmI4fP55///vf1KpVC4CKFSsye/Zso+KJiIiIiIgNM3RVt7+6LO2LL77g8OHDrF27lv379zN48GB69OjB2bNngTv3+JQtW5bdu3ezZ88e/Pz8eOutt8jMzDQyooiIiIiI2CDDik/hwoVJSkqyGktKSsLd3R2ABQsW0L17d8qUKUO+fPl49dVXKVmyJOvXr+fYsWPs2rWLQYMG4e7uTuHChRk4cCDx8fEkJCQYFVFERERERGyUYcXH29ubgwcPWo3FxcVRtWpVADIzM8nIyLDabjKZACzj/3125+42ERERERGRf8qw4tOuXTt27drF1q1bLYsXnDx5kpCQEACCg4OZN28ep0+fxmQysWLFCk6dOkVQUBBlypThueeeY8qUKfz5558kJyfz+eefU7p0acqXL29URBERERERsVF25kdYL9rHxweA9PR0ABwd76yNcHfltg0bNjB58mQSExMpV64c7733HjVr1gQgOTmZTz75hM2bN/Pnn3/yr3/9iz59+hAUFATAH3/8wfjx49m/fz9msxlfX1/effddypQpc88sjexD/+aXLCIiIiIiucnGzKgHznmk4vMkUfERERERERHI5cVHRERERETkYRm6nLWIiIiIiMiTSMVHRERERERyPRUfERERERHJ9VR8REREREQk11PxERERERGRXM8xpwOIiIiIiPyVFStWPPTc1q1bP7Yc8nTTctaPwW+//cbWrVu5ePEidnZ2eHh40KBBA8qVK5fT0Z56t27d4tq1awC4u7uTL1++HE6Ue6SnpxMbG8vFixcpVaoUfn5+OR0p1zhw4ADnz5+ncePGAKSlpeHs7JzDqUQkO3Ts2JFWrVrRtGlTChUqlNNxnlp169a1en3jxg1u376Nq6srZrOZGzdukDdvXjw8PFi/fn0OpZQnnYqPwRYtWsTo0aOpVKkSJUqUwGw2c/bsWX777TdGjRpFaKgevPp3zJ07l++++44TJ05Yxuzs7ChbtiyvvfYaHTt2zMF0T6fWrVtb/oJ2+vRpunfvTmJiIm5ubly9epVKlSoxffp0ihUrlrNBn2LHjx/n7bff5uzZs2RkZHDw4EESExMJDQ3lq6++onLlyjkd8am0evVqVqxYwaVLl1ixYgUmk4kFCxbQrVs37OzscjreU2v//v2sXLmSCxcu8MUXX5CZmcmGDRto2rRpTkd7qk2bNo2NGzdy/Phx6tSpQ0hICC+99JL++PEPREVFER8fzzvvvEPhwoUBuHjxIp999hl+fn76XesRDB06lI8++giAAQMG/OXcyZMnZ0ekx0r3+BgsIiKCiIgIli1bxtSpU5k2bRrLly9nypQpfPrppzkd76k0adIkFi1aRJcuXVi8eDHr169n/fr1fPvtt7Rv355Zs2Yxbdq0nI751Pn9998tn48YMQJvb2/27t3Lzp072blzJ6VKlWLMmDE5mPDpN3r0aF566SV++ukn7O3v/Lj18vLirbfeYvz48Tmc7un0xRdf8PHHH+Pn52f5d/jGjRusWLGCKVOm5HC6p9d3331Ht27dMJlMbN++HYBLly4xbtw45s+fn8Ppnm7h4eGsWLGCNWvWUKtWLRYsWEDdunV599132bVrV07HeypNnTqVoUOHWkoPQLFixRg2bBgRERE5mOzpkydPHsvnTk5Of/mRK5jFUNWrVzffvn07y/jt27fNNWrUyIFET78GDRqY//jjj/tuP3bsmLlOnTrZmCh38PHxsXzu5+dnvnbtmtX2pKQks5+fXzanyl2qVatmTktLM5vNZrOvr69lXD8P/r4XX3zRfOTIEbPZbP09PXXqlLl+/fo5Feup17BhQ3NsbKzZbLb+2XDo0CFzo0aNcipWrpSWlmZeuHChuUaNGuaKFSuag4ODzYsWLcrpWE+VWrVqmX///fcs4ydPnjTXqlUrBxLJ00KLGxjs7uVDbdu2tRpfs2YNLVu2zKFUT7ebN2/yzDPP3He7h4cHycnJ2Zgod/jvS4KKFy9uOSPx33LNX3hySKFChbhx4wZFihSxGj916hSOjvrx+3f8+eeflC9fPst4sWLFuHr1ag4kyh0uX75M9erVAeufDeXKlePixYs5FStX2bNnD6tWrWLDhg0UKFCADh060Lp1ay5fvsz48eM5fvw47733Xk7HfCq8/PLLdO7cmZYtW1KyZEkyMjI4d+4cq1evpkmTJjkd76n17rvvPvTcp/WqBf2X12ApKSmMHz+eefPm8a9//YuMjAxOnTpFYmIiQUFBVtdP5oZrJbNDtWrV+Pjjjxk0aBAuLi5W25KSkpg8eTK1atXKoXRPr4yMDMs9PiVKlGDGjBkMGjQIuHOJy5gxY/R9/YcaNGhAnz596NWrF2azmYSEBA4fPkxkZCQtWrTI6XhPpQoVKhAdHU1ISIjV+OzZsylbtmwOpXr6lS5dmj179vDCCy9YjcfExFCiRIkcSpU7TJgwgTVr1vDnn3/SsGFDpkyZwgsvvGApmOXKlePLL7+kRYsWKj4PadiwYVSoUIFNmzaxY8cOTCYTxYoVo3PnznTt2jWn4z21MjMz2bhxIyVLluS5554jMzOTo0ePcvnyZV588cVccQ+lFjcwmC205ex29uxZ3n77bY4cOYKXl5dlBZekpCTOnTuHj48PU6ZMwcPDI6ejPlU6d+5s9bp8+fJ88MEHAIwaNYpff/2VL774Ak9Pz5yIlyukpaUxceJEli9fzs2bN4E7Z4Hat29PeHi4zqj9Dbt37yY8PJwKFSpw4MABgoKCOHLkCNevX+eLL75QWf+b1qxZw3vvvUdwcDDr1q2jY8eO/Pbbb/zyyy9MnjxZf0X/B7p27Urr1q1p3Lgx+fPnv++8mTNn8tZbb2VjMhFrY8eOpWLFilkWh1i4cCEnTpxg+PDhOZTMOCo+8tSIi4vj0KFDJCUlAXeWs/b29qZSpUo5GywXSk5OznJ2Tf4+s9nMlStXyJs3r76vBjh//jwxMTGcPn2avHnz8uyzz9KiRQstFfwPxcXFsXz5ck6dOkXevHkpVaoUoaGhlClTJqejPdX+/e9/M2fOnCzjycnJdO7cmeXLl+dAqqff6tWrWblyJRcvXtTqjgapVasWO3futFrwAO487uKFF17gp59+yqFkxtGlbgb7888/Wbp0KSdPniQtLc1qm52dHePGjcuhZE8/Hx8ffHx87rntXpe+yIPdvHmTo0eP4uHhQfHixS3jd385nz59Oj169MipeE8lPWTv8fP09KR79+45HSNXWbNmDc2bN7/vz1h5dPHx8cTFxfHTTz/x3Xff8b9/Zz516hQnT57MmXBPuS+++ILFixfTvn17pk+fDvz/6o5//vknffv2zdmATykHBwe2bdtGw4YNrcZ/+OEHChQokEOpjKUzPgbr0qULJ06cwNfX955r9H/yySc5kCr3q1q1Kr/++mtOx3iqxMbGEh4ezvXr17Gzs6NVq1aMHDmSvHnzWubo+/ro9JA94wUHBz/0X3A3b978mNPkTgEBAXz//fd/eSmWPJo9e/Ywd+5ctm7des/7pPLmzUu7du10T8rfEBQUxFdffUX58uWt/jt1+vRpunTpwvfff5/DCZ9Oc+bMYcKECVSqVAkvLy/gzu0GCQkJDBs2LMsl8k8jFR+D+fn5sWnTpr9chUwejclkeuAcf39/Dhw4kA1pco8OHTpQt25dunXrxrlz5xg+fDiOjo7MmjXLcu+Jr6+vvq//gB6yZ4xvv/3W8vmVK1f47rvvaNSokeXm22PHjrF161a6deumXyL/pkWLFvHTTz/RunVrSpQogYODg9X2f/3rXzmU7OnXs2dPIiMjczpGrlK9enV+/vlnwPoPdGlpadSqVUt/sPsHjh8/zubNm7lw4QJmsxkPDw+CgoKYOXNmrvjjvYqPwTp06MAnn3yiVXAM9Pzzzz/UX3sTEhKyIU3uUaNGDfbs2WO5ltdkMvGf//wHNzc3Pv/8c0BnfP6poKAg1q9fb3UWDe5c29+8eXN++OGHHEr29HrzzTd555138PX1tRqPjY3liy++YPbs2TmU7On2/PPPZxmzs7PDbDZjZ2enn6+P6I8//qB06dIAnDhx4i/nqlQ+ug4dOvDaa68REhJi9d+pyMhINm7cyLJly3I44dMpIyODb7/9loMHD1r90fnixYscOXKEvXv35mA6Y+geH4NNnDiRwYMHU6dOHTw8PLI8G0XX9D+6OnXq4O7uft+/jpvNZl3v/zcUKlSIU6dOWZYAdnJy4osvvqBTp0588MEHjB49Oss16fJoUlNTOXfuXJZfbK5cuZLlHkB5OD///PM9f0n39fXll19+yYFEuYMuETRWy5YtLWfLmzVrZimR/0ul8u955513CA8P55tvvuH27dv07NnTanVH+XvGjBnD999/j7+/P+vWraNFixYkJCTg5OSUa85a6oyPwYYNG8ayZcsoWLDgPe/x2bFjRw6kerpdvnyZ0NBQPv30U6pVq3bPObok69FNnTqVZcuWMWTIEKulaq9evUqPHj1wcnJi//79HDx4MAdTPt3GjBnD+vXr7/mQvfr16zN69OicjvjUadWqFS+++CJhYWGWRTiSk5P56quv2Lx5M6tWrcrhhCJ37ou4e+VHYmLiX869ey+FPBqt7mi8unXrsmTJEjw9PS2/V5nNZiZNmkTJkiXp2LFjTkf8x1R8DFatWjW++uor/P39czpKrnLkyBGuXLmS5eF6d73//vuMGTMmm1M93cxmM3PmzMHR0ZEuXbpYbTOZTMyaNYtly5axcePGHEr49MvIyGDJkiVs2rSJ8+fPWx6y9+KLL9K1a9csS4bKg/3666+88847XLp0CVdXVzIyMkhOTsbV1ZVp06ZRo0aNnI74VHrQAhI6I/Rozp49+9BzdWn8P3Pt2jXLPZTyz9SsWdOyZLWfnx979+7FycmJ69ev07Jly1xxebaKj8GaN2/Od999p2d1iIg8JpmZmcTFxXHhwgVLmaxateo9z7LLw/nvBSTgTmk/deoUW7dupXv37lqI4xE97L2poPtT/46bN28yYcIEoqOjSU9P5+DBgyQlJTFkyBDGjx+Pu7t7Tkd8Kr3++uu88MILhIWF0b59e1599VVef/11Dh8+TKdOnYiNjc3piP+Yio/Btm3bxsqVK2nbtu097/HRTYx/X0ZGBlu2bLnvM5LCw8NzKNnTTd9XY33++ef06dMHePDy9f3798+OSE+927dvWy3C8VfurkgoxoiLiyMiIoKZM2fmdJSnyu+//275/MCBAyxdupTOnTtbrUT4zTff0LVrVxo3bpyDSZ9OQ4YM4eLFi4SHh9OtWzcOHDjAzZs3+eCDDzCbzbli9bGcEBcXR//+/Vm5ciW7du2ib9++ODk5kZaWxuuvv86wYcNyOuI/puJjMK2M8/j07t2bbdu2UaZMmSx/2bWzs8vyF0t5OPq+GuvNN99k1qxZAA985sGCBQuyI9JT779XbbrfX9L1M/bxyMjIwN/fXwtH/AMtW7Zk1qxZFCtWzGo8MTGRsLAwYmJicijZ0ysgIIC1a9fi7u5u9fPhxo0bNGnShN27d+dwwtzh999/JyEhAS8vr/veY/200apuBtN10I/Pjh07iI6O5rnnnsvpKLmKvq/Gult64K+LTUZGRnbEyRX++3s6f/78HEySe91r4Z3U1FQ2bdqU5Rd2eTSJiYn3fDCsm5vbAxc+kHuzs7O75y0FGRkZWjHTQGXKlKFMmTI5HcNQKj4Gu9/qLJmZmbz22mv66/k/8Oyzz2q1lsdA39fHJzw8nFGjRlGkSBGr8QMHDjB8+HCio6NzKNnT5b8XiylQoABVqlS557w1a9ZkV6Rc516PBHBycqJ06dKMHDky+wPlItWrV6dXr168+eabeHl5kZ6ezvnz55k/fz5+fn45He+p5Ofnx8cff8zAgQMtY4mJiXz44YfUqlUrB5PJk06XuhksOTmZadOmcfDgQW7fvm0Zv3z5MiaTKVesiJFTDh48SGRkJE2bNqVYsWJZ7p+qWbNmDiV7uun7+vj079+fHTt2MGjQIEJDQ0lNTeXTTz/lu+++o1u3bvTu3TunIz51fH196dKlC3369LHcz3PhwgVGjBjB/v372bNnTw4nzH3uXkYof8/Vq1f58MMP2bx5M6mpqQA4Ojrywgsv8OGHH+qM2t9w9uxZevXqxbFjx0hPT6dAgQLcunULPz8/Jk+eTPHixXM6ojyhVHwMNmDAAE6cOEG9evWYNWsW//nPfzh06BCXL19m8uTJupzoH5gyZQrTp0/XQ+AMpu/r4xUbG8u4cePInz8/58+fp1y5crz33nuUKlUqp6M9lY4ePcq4ceM4e/Yso0aN4sSJE3zyySc0a9aM/v376+zl39SkSRPWr1+fZVz3TBgrKSkJk8mEu7s7jo666OafiouL4/Tp0zg7O/Pss89Svnz5nI4kTzj9v85gO3fuZN26dRQqVIg5c+bwzjvvADBv3jxWrVqlv/D+A/PmzeOjjz4iODhYy9YaSN/Xx6tatWo0adKEL774AkdHR1q2bKnS8w+UL1+eOXPmsHz5cv7973+TP39+vvrqK10y9Dft3r2bXbt2kZiYeM+VsM6cOfPAlfQkq927d1ueO/egB5fXrVs3OyLlOpmZmaSnp+Pg4EBGRgYpKSk6OykPpOJjMLPZTMGCBQHIkycPt27dIn/+/LRr147g4GAVn3+gUKFCNG3aVL+cG0zf18dn27ZtjBs3Dk9PT1atWsW5c+cYMWIE3333HSNGjMh1N41ml+XLl/PJJ5/wyiuvkJiYyAcffMCIESP04Oi/wc3NjVu3bpGRkXHPldvy/l979x4VdbW/D/wZUAGBMERAEAzTDsQJHCFA01Q8ZGKClKlpthQvmFe0FAvx6/EohSXiNdO8u8xbGubR7AhHhdCgvAAFGqgJwxFKARGRYYDfH67m5zhAgjPs+YzPay3Xwr3nj2d9Fgy8Z7/33ubmWLp0qYBk0hYREYHMzEwADe+f+hNX1Vvm/PnzmD59OkpLS2FtbY36+nrcuXMHdnZ2WLduHby8vERHJAPFVjcdmzRpEhwdHbFo0SKMHz8evr6+mDBhAi5cuIAFCxbghx9+EB1RspKTk3HmzBm8/fbbcHR01PpUh/d3tAyfq/74+/tj3rx5GDFihHpMqVRi3bp12LFjB48IboGRI0eivLwcS5Ysgb+/PwDgwIED+OSTT9C/f38sX75ccEJpWrp0KRYuXNjgXE5ODjw8PFo5EVHjBg8ejKCgIERERKg/bC4vL8fnn3+OpKSkBts2iQAWPjp3/fp1xMTEYNOmTcjMzERERATu3r0LExMTzJkzp8lPfqhpPj4+qKqqQl1dncYf57y/4/HwuerPzZs30bFjxwbnfv31V/ajt8DKlSsxffp0rYL85s2biI2NxYoVKwQlk776+noUFRVptLYVFxdj2rRpOHfunMBk0nfr1i0UFhY2eEk0Vyqbz9vbGxkZGVrvA9XV1fDz81Pf60P0MBY+enb79m1cuXIFnTt3hr29PXtPH0N6ejqA+329ZWVlkMlk6NChg/qZ8gjLluFz1a/Tp0/j2LFjKCwshEwmg6urK4YPH84/dh6TQqGAQqFQP1MHBwfRkSTtxx9/xKxZs1BaWgpA8yS3f/zjH1izZo3IeJK2YcMGrFmzpsG7u/jhUsuEh4cjMjJSq6UtJycHn3zyCbZs2SIoGRk6Fj46xpNx9OfmzZtYvHgxTp8+rf5E0tzcHAMGDEBMTAxsbW0FJ5QmPlf92blzJ1asWIEBAwaga9euAO7fhH3y5EnEx8cjKChIcELpKSoqwuzZs5GVlaUek8lkCAgIQEJCAmxsbASmk67XX38dgwYNQnBwMEJCQnD06FFkZ2fj6NGjiImJ4ZHLj8HPzw8ffvghBg0a1OBeSrYTN9+2bduwfft2BAYGws3NDbW1tSgoKEBycjJGjBihsdI+atQogUnJ0LDw0ZE/T8bZunUrwsPDteYLCwtx6tQp/PTTTwLSGYdx48ZBJpNh/PjxcHJyAnD/uW7fvh0mJibYvn274ITSxOeqP4MGDcKyZcsQEBCgMZ6SkoJPP/0UiYmJgpJJ19SpU2FmZoZZs2bB1dUVAJCfn68ueuLi4gQnlCa5XI5z585BJpPBy8tLvTH/woULWLVqFbZu3So4oXQNGDAA3333HQscHQoMDHyk18lkMiQlJek5DUkJT3XTEZ6Mo3+ZmZlITU1Vb2QEAHd3d/j6+qJ///4Ck0kbn6v+3Lp1q8ELYPv06YPCwkIBiaQvPT0dKSkpsLS0VI+5u7sjLi4OQ4cOFZhM2mxsbPD777/D3t4eTz31FAoKCuDi4gJPT09cuHBBdDxJmz17NuLi4jBlyhS2ZOpIcnKy6AgkUSx8dOT555/H888/D5lM1ujJOPR4XFxccO/ePY0/0AGgtraW96I8Bj5X/XF1dcWpU6e0Pp1MTU1Vr65R87Rv3x41NTUNztXV1bVyGuPx2muv4Y033sCxY8fQr18/zJw5EyEhIcjKykKXLl1Ex5M0a2trHD9+HLt3725wnnt8mk+pVGLv3r0YN24cACApKQkHDhzAM888gxkzZmh8MEL0ILa66Vh1dTX27dvHH0Y9+O6777Br1y68/fbbeOaZZ1BXV4fr16/jyy+/REhICHr27Kl+rZubm7igEsPnqj8nTpxAZGQk+vTpg2effRbA/T0+33//PZYuXYrhw4eLDShB8+fPx82bNxEZGam+B+nKlStYtWoV2rdvj9WrVwtOKF1ff/01QkNDUVlZiX/+85/IysqCs7Mz3n//fR5n/Rj69euHgQMH4uWXX25wj0+/fv0EpJK2hQsX4vLly9i3bx+uXLmCsLAwTJ48GZcvX4aVlRViY2NFRyQDxcJHx2JiYnDp0iX+MOqBu7t7k/MymYxHMLcAn6t+5ebm4uDBgygsLIRSqYSrq6tWQUmP7vbt24iOjsaJEyfUY/X19ejbty/i4uIaPT6cmnbx4kV4e3uLjmGU/Pz8kJaWhjZt2GSjK71798Y333wDOzs7rFy5Enl5eVi3bh0qKiowZMgQpKamio5IBoqFj47xh1F/FArFI7/W2dlZj0mMC58rSVF5ebn6zhkXFxeePviYfH19kZaWxg34erB27VrY29tj5MiRoqMYjV69eqnvlhoxYgTGjh2LsLAw1NfXo1evXrwcmhrFjx90rLq6GnZ2dgCA77//HmPHjgUAWFlZobKyUmQ0yeMf3frB56o/RUVF+OKLL5Cfn691cSEA7NmzR0Aq6fntt9/Ux4FfvXpVPW5ubg5zc3OUl5ejvLwcANsxW2rmzJmIi4vDmDFj4OTkBFNTU415FkQt9/PPP2Pnzp1Yu3YtHB0dYWJiojHP94Hm69GjBw4ePAhzc3Pk5eWp91GmpaWhc+fOgtORIWPho2P8YSSiP82dOxdVVVXo27cvLCwsRMeRrGHDhqmPVx4yZIi6/fJhbMdsuYSEBKhUKm7A1wNPT094enqKjmFUoqOjMW/ePNy5cwfR0dGwsbFBWVkZZsyYwS0F1CS2uulYZmYm5s2bh4qKCsyZMwdvvvkmysrKMHDgQMTGxmLIkCGiIxJRK5HL5Th16hSeeuop0VEkraioSH0K3l+1ZnIFs2XS09ObnPfz82ulJEQtV1xcrHFk+IYNGzB16lSBicjQsPBpJQ//MBKR8QsLC8OmTZvU7a/UMkVFRY/8Wh4T/vhKS0vx9NNPi45hNNauXdvk/IwZM1opyZPH29sbFy9eFB2DDAhb3fTgwoULSExMRHFxMdavX4+6ujqcP38er776quhoRNSK5s2bh4ULF2LMmDFwdnbW6u3nfpRHExgYCJlM9kivZUtWy1RWViIuLg6HDx+GSqVCdnY2ysrKEBUVhY8++oiHRzyGlJQUjf/X1tZCoVCoN+KT/vCzfXoYCx8d27dvHz7++GMMGTJE/Wb3+++/IzY2FiUlJXjnnXcEJySi1hIeHg4AOHnypHqMx4M339GjR9VfZ2Zm4quvvsK4cePU907l5eVh9+7dGD9+vLiQErdkyRKUlJTgiy++UH/ftm3bFlZWVli6dCni4+MFJ5SuvXv3ao3V1dVhw4YNPDRCzx71AxN6crDVTceCgoLw8ccfw8fHB15eXuoNuTk5OZg9eza+++47wQmJqLVwP4ruDRs2DJs3b4a9vb3GuEKhQEREBI4cOSIombT5+/vj2LFjsLW11WgPun37NgYPHowzZ84ITmh8ampq0L9/f6SlpYmOYrTY6kYP44qPjv3xxx/qpesHP2no3r07SkpKRMUiIgH+LGwUCgUUCgVkMhlcXV253+8xKBQKtG/fXmvcxsamWXdSkSaZTAYrKyut8dra2gaPYqfHl5GRAZVKJToG0ROFhY+Ode3aFWfPnkXv3r01xo8cOcJNt0RPGIVCgcjISGRlZanHZDIZAgICkJCQABsbG4HppKlXr16YNm0aJk6cCGdnZ6hUKty4cQM7duyAXC4XHU+y5HI5li9fjvfff189plAosGzZMp7o9pj69u2rNXbv3j1UVlayPZOolbHVTceOHj2K6OhoBAYG4ttvv8Vbb72FS5cu4fz581ixYgUGDx4sOiIRtZKpU6fCzMwMs2bNgqurKwAgPz9fXfTExcUJTig9t27dwrJly5CUlIR79+4BANq0aYPevXtj2bJlWi1w9GiKioowbdo05OXlQaVSwdLSEnfv3oVcLseKFSt4D91jOHTokNaYmZkZunbtyvt99OzBLQdEAAsfvcjKysKhQ4dw/fp1mJubw8XFBW+++Sa6desmOhoRtaJevXohJSUFlpaWGuPl5eUYOnQoUlNTBSUzDmVlZVAqlbC1tUWbNpoNDIcPH0ZISIigZNKVlZWFgoICmJmZwdXVFT169BAdiajFli5dioULF4qOQQaErW568MILL+CFF14QHYOIBGvfvj1qamoanKurq2vlNManQ4cOjc7FxMSw8Gmmuro6qFQqmJqaora2FlVVVeoTCKnl8vLyEB8fj6tXr0KpVGrNJyUlCUglPePGjXvk78UdO3YAAIse0sLCR8eKioqwZcsW/Pbbbw1uCP3zh5GIjF+fPn3w3nvvITIyUr3ie+XKFaxatQq+vr6C0xk3NjM0z/nz5zF9+nSUlpbC2toa9fX1uHPnDuzs7LBu3Tp4eXmJjihZs2fPhp2dHUaNGgVzc3PRcSSrZ8+e6q+rqqqQmJgIHx8fuLm5qY+1z8zMxJgxY8SFJIPHVjcde/3111FXVwc/Pz+YmZlpzb/33nsCUhGRCLdv30Z0dDROnDihHquvr0ffvn0RFxeHjh07Ckxn3HiMbfMMHjwYQUFBiIiIgLW1NYD7LZmff/45kpKScPz4ccEJpcvb2xtnzpxp8DRCapm5c+di+PDhePnllzXGT5w4gSNHjiAhIUFMMDJ4LHx0TC6XIzU1Vaunn4ieXOXl5SgqKoJSqYSLiwtsbW1FRzJ6LHyax9vbGxkZGVoXalZXV8PPz4/P8jGMHz8eS5YsUR9wQo+vV69eSE9P19rbV1NTAz8/P5w/f15QMjJ0bHXTMR8fHxQUFMDd3V10FCIyALdu3UJhYaG69TU/Px/5+fkAgBdffFFkNCI1Hx8f5ObmarW0XblyBT4+PoJSSdeDB5eEhIRg/vz5GD58OJydnbX2qTR03DU1zd7eHnv37sXYsWM1xg8ePIhOnToJSkVSwBUfHSsuLsbkyZPh5eUFBwcHrTe4GTNmCEpGRK1tw4YNWLNmDWpra7XmZDIZcnJyBKR6MnDFp3m2bduG7du3IzAwEG5ubqitrUVBQQGSk5MxYsQIjbbMUaNGCUwqDY/64SffB1omOTkZc+fOhaWlJTp37oza2loUFxejoqIC8fHxCAoKEh2RDBQLHx2bOnUq0tLS0K1bN609PjKZDHv27BGUjIham5+fHz788EMMGjSowT1/D7cVke7w/o7mCQwMfKTXyWQynkJGBqGiogIpKSkoLi6GUqmEvb09+vTpAwcHB9HRyICx1U3Hzpw5gyNHjrCXl4jQvn17BAcHs8AR4KWXXhIdQVKSk5NFRyBqFmtrawQHB2sdEa5UKvmeS43iio+OvfHGG9i4cSNPayIiHDp0CNnZ2ZgyZQo/hdSRiooK7Nu3D/n5+Q1eGbBixQoBqYzDL7/8gmvXrjV418zw4cNbPxBRI9LS0hAbG4tr16412ErM9kFqDFd8dGzixImYM2cOhg0bBgcHB5iYmGjMcxMj0ZPD2toax48fx+7duxuc5y/n5pszZw4uXboEHx8fWFhYiI5jNBYvXow9e/bA2tq6wbZMFj5kSP7v//4Pfn5+mDdvHt8HqFm44qNjTW1o5CZGoidLv379MHDgQLz88ssN/jHZr18/AamkTS6X49tvv+UKmo75+Phgw4YNPGmQJEEulyMjI0PrOGuiv8LvGB3Lzc0VHYGIDER1dTUWLVrEX8465OjoyHvS9MDOzg5///vfRccgeiR+fn7Izc3l9yw1G1d8dKCmpgZt27YFgAZ7ox/EDXdET461a9fC3t4eI0eOFB3FaKSkpODo0aOYNGkSunTponVlAN9jW+b06dM4cuQIRo8eDXt7e602bScnJ0HJiLTt378fW7duxcCBA9GlSxet71ceuU6NYeGjAw/eF+Hu7q71ixgA6uvrYWJigl9++aW14xGRIO+++y7OnTsHMzMzODo6av1y5vH2zefr64uqqirU1dU1OM924pb58ssv8cknn6CqqkpjvL6+nm3aZHCaOn6dR65TU9h/oQObN29Wf92lSxfExsZqvaaiogILFixozVhEJJinpyc8PT1FxzAq69evFx3BKCUkJGDy5MkYOHAgV83I4PH4dWopFj464Ovri4KCAly7dg3FxcWoqanBwwtpN27c+Ms2OCIyLjNmzHik1y1atAhLlizRcxrj4Ofnp/66tLQUTz/9tMA0xqNt27aYNGmSum2byND89ttv6Nq1KwDg6tWrTb7Wzc2tNSKRBLHVTUf+85//YPXq1fj1118bnDczM8Po0aPxwQcftHIyIjJ0D7bLUtMqKysRFxeHw4cPQ6VSITs7G2VlZYiKisJHH30EW1tb0RElad++fSgpKcGUKVO44kMGycvLC5mZmQA0txU8/GcsWzOpKSx8dCw0NBSJiYmiYxCRhDz4C52aFhUVhZKSEkyfPh3h4eHIzMxEZWUlFi1ahPr6esTHx4uOKEkhISFQKBSorq6GjY2N1l7V1NRUQcmI7isqKlIfshEQEIDevXur/z28f9LZ2VlERJIAFj5ERIJxxefR+fv749ixY7C1tdV4brdv38bgwYNx5swZwQml6dChQ03Oh4WFtVISor925swZ/PTTT/jxxx9x8eJF2Nraok+fPujduzcCAgK48kuN4h4fIiKSDJlMBisrK63x2tpaVFdXC0hkHFjYkJT8udIDACqVCr/88gsyMjKwfv16vP/++zxBlxpl8tcvISIiMgxyuRzLly/HvXv31GMKhQLR0dEaBx9Q89TW1mLjxo0IDg7Giy++COD+fqolS5awoCSDVF1djfT0dGzatAmrVq3Cxo0b0aZNG4wePVp0NDJgbHUjIhKMrW6PrqioCNOmTUNeXh5UKhUsLS1x9+5d9OzZE/Hx8ejcubPoiJK0bNkypKenIzw8HDExMcjMzERZWRlmz54NNzc3LF68WHREIrVRo0ahpKQEzz33HLy9vSGXy+Hl5QVLS0vR0cjAsdWNiEgwfv706JycnPD1118jMzMThYWFMDMzg6urK3r06CE6mqT9+9//xv79++Hs7IxFixYBADp06IBPP/0UYWFhLHzIoJiamqKmpgY1NTXqy4xNTU0FpyIpYOFDRCRYZGSk6AiSUVRUBACws7ODnZ2dxriJiQns7OzQpg1/tTVXTU0NHB0dtcYtLCxQWVkpIBFR43bv3g2lUomLFy8iIyMDmzZtQnZ2Np555hn4+PggKipKdEQyUGx1IyLSk9zcXKxcuRL5+fkae1L+xCOCm+/B+zsaYmJigj59+mDp0qVwcHBoxWTSNn78eLz00kuYPHmyuvWyqqoKcXFxyM/Px86dO0VHJGpQXV0dfv75Z2RkZGD//v24du0a7/GhRrHwISLSk2HDhsHBwQGBgYGwsLDQmudJWs136tQprFq1CqNHj8YLL7wAmUyGrKwsHDhwAFOnToWFhQW2bduGNm3aYO3ataLjSkZubi4mTZoEALh58yZ69OiBgoIC2NraYv369fjb3/4mOCHR/3fy5EmcP38e586dQ3Z2Njp16gR/f3/1v06dOomOSAaKhQ8RkZ7I5XKcPXsWZmZmoqMYjbCwMCQkJKBr164a41evXkV0dDR2796NiooKvPLKK7zTpxmio6MRExODkydP4vr16zA3N4erqyt8fX0RFRWFdevWiY5IpDZgwAD4+/sjICAA/v7+6otNif4KG6GJiPTEw8MDN27c0PojnVruypUrDV5O2KlTJ427O/7c8ExNKygowLVr13D48GEEBwfDysoKzz//vHo+MTGRLZlkcE6ePCk6AkkUCx8iIj2ZMGECoqKiEBoaCmdnZ5iYaF6d1rdvX0HJpKtnz5549913ER4eDicnJ7Rt2xYKhQLbtm1D9+7doVKpMHPmTPXlhtS03NxcrF69GjU1NZg4caLWvJmZGe9FISKjwVY3IiI9cXd3b3ROJpNxA24LlJaW4sMPP0RqaipqamoA3D/G1tfXF7GxsXB2dkZ0dDTmz58PGxsbwWmlIzQ0FImJiaJjEBHpFQsfIiKSnPr6epSVlaG+vh4dOnTQWk0jIiJ6GFvdiIj0SKVS4dy5c1AoFJDJZHB1dYVcLm/ySGZq2q+//orjx49DoVAAALp27YqhQ4fCxcVFcDIiIjJkXPEhItKT3NxcRERE4Pfff0fHjh0B3D8q2MXFBdu2bUPnzp0FJ5Seo0ePYv78+fDw8ICrqyuA+ye65eXlYcuWLfD19RWckIiIDBULHyIiPRk3bhw8PDwQGRmJ9u3bAwDKy8vx6aef4o8//sBnn30mOKH0BAcHY8aMGQgODtYYP3jwIPbs2YN9+/YJSkZERIaOhQ8RkZ7I5XL88MMPaNeuncb43bt3ERgYiLNnzwpKJl09e/bETz/9BFNTU41xlUqFgIAA/Pjjj4KSERGRoeNuUCIiPenQoQNu3rypNV5RUaFVDNGjcXJywsWLF7XGf/75Z3U7IRERUUN4uAERkZ4MGjQI06ZNQ0REBLp16wbg/gWcGzduRL9+/QSnk6Z33nkHU6ZMwbBhw/Dss88CuP9Mv/nmG0RERAhOR0REhoytbkREeqJUKhEfH4+vvvoKFRUVAABLS0u89tprWLBgASwsLAQnlKbk5GR89dVXKCwshFKphKurK0JDQ7X2/RARET2IhQ8RUSu4ffs2lEolOnbsyKOsH8PFixfh7e0tOgYREUkQCx8iIj3Kzs7GqVOnUFxcDDMzMzg6OiIoKEh9FDM1j6+vL9LS0rhHioiImo2HGxAR6cmuXbswYsQInDhxAmVlZSguLsY333yDV199FQcOHBAdT5JmzpyJuLg45Ofno6qqCkqlUuMfERFRY7jiQ0SkJ4GBgfjggw8QFBSkMZ6UlIRly5YhOTlZUDLpksvlUKlUUKlUDc7n5OS0ciIiIpIKFj5ERHry4osvIi0tDW3bttUY550zLZeent7kvJ+fXyslISIiqeFx1kREehIaGopDhw5h5MiRGuNHjhxBSEiIoFTSlpGRgenTp2uNV1ZWIiEhgYUPERE1iis+REQ69N5776m/rqurQ0pKCuzt7dG9e3fIZDJcvXoVCoUCr7zyCj766COBSaWlrKwMt27dwvDhw3H48GE8/Kvr2rVrmD17NjIzMwUlJCIiQ8cVHyIiHXr4tLGH9/d4enrC09OzNSMZhaSkJHz88ceoqanBq6++2uBrXnnllVZORUREUsIVHyIiPeGdM7pVW1sLf39/JCYmas2Zm5ujY8eOAlIREZFUsPAhItIT3jlDRERkOFj4EBHpyfbt23H9+nWMGTMGTk5OMDU11ZhnQfRoBg0ahKSkJABA3759m3xtampqa0QiIiIJYuFDRKQnvHNGNxITExEaGgoAOHjwIGQyWaOvDQsLa61YREQkMSx8iIj0hHfOEBERGQ6e6kZEpCdNFTZz585l4dMCubm5WLlyJfLz83Hv3j2teba6ERFRY1j4EBHpSW1tLfbs2YPs7GwolUr1eElJCS5fviwwmXTNmzcPDg4OCA8Ph4WFheg4REQkISx8iIj05F//+hf++9//wtfXF99++y2GDh2KnJwctGvXDp999pnoeJJUWFiIAwcOwMzMTHQUIiKSGBPRAYiIjNWJEyewd+9erFixAqampli+fDkOHz6MgIAAXLp0SXQ8SfLw8MCNGzdExyAiIgniig8RkZ5UV1fD0dERAGBqagqlUol27dphypQpGDZsGN566y3BCaVnwoQJiIqKQmhoKJydnWFiovn53V8dd01ERE8uFj5ERHry3HPPYe3atYiIiICbmxv279+PsWPH4n//+x/u3r0rOp4kzZw5EwBw4cIFrTmZTMYjwomIqFE8zpqISE+ysrIwd+5cJCYmIi0tDZGRkWjXrh2qq6sxZswYREdHi45IRET0xGDhQ0SkR2lpaXB0dES3bt2Qn5+PY8eOqdvdiIiIqPXwcAMiIj3ZuXMnZs2aheLiYgDAs88+Cw8PD2zevBm7du0SnI6IiOjJwhUfIiI9CQwMxPr16+Hu7q4xfvnyZbz77rtISkoSlIyIiOjJwxUfIiI9KS0tRbdu3bTGu3Tpglu3bglIRERE9ORi4UNEpCe9evVCfHw8Kioq1GN//PEHYmNj4e3tLTAZERHRk4etbkREelJQUICZM2fi8uXLsLKyQl1dHSorK+Hh4YENGzbA3t5edEQiIqInBgsfIiI9y8nJwfXr12FiYgIXFxetPT9ERESkfyx8iIiIiIjI6HGPDxERERERGT0WPkREREREZPRY+BARERERkdFj4UNEREREREaPhQ8RERERERk9Fj5ERERERGT0WPgQEREREZHRY+FDRERERERG7/8B1SvumOEPpZ8AAAAASUVORK5CYII=\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Total Missing Values Per Column:\n", + "timestamp 0\n", + "pm10 0\n", + "pm25 0\n", + "carbon_monoxide 0\n", + "nitrogen_dioxide 0\n", + "temperature 0\n", + "humidity 0\n", + "wind_speed 0\n", + "aqi 0\n", + "dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "No missing values hence no need for imputation :)\n" + ], + "metadata": { + "id": "6O6GIh7X84dL" + } + }, + { + "cell_type": "code", + "source": [ + "# Univariate Analysis begins here\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "\n", + "# Create a figure and axes for the plot\n", + "plt.figure(figsize=(6, 8)) # A taller figure works well for a single box plot\n", + "\n", + "# Create the box plot specifically for the 'aqi' column\n", + "sns.boxplot(y=df['aqi'], color=\"skyblue\", width=0.4)\n", + "\n", + "# Add a descriptive title and labels for clarity\n", + "plt.title('Distribution of Daily Air Quality Index (AQI)', fontsize=14)\n", + "plt.ylabel('AQI Value', fontsize=12)\n", + "\n", + "# Display the final plot\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 676 + }, + "id": "PU6gvsdKA1Xf", + "outputId": "8d88e74b-9a5b-4408-ac92-173b134b9871" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Time Series Plot ---\n", + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "plt.figure(figsize=(24,8))\n", + "df['aqi'].plot(title='Daily AQI Trend in Karachi (2022-2025)', color='royalblue', alpha=0.8)\n", + "plt.ylabel('Air Quality Index (AQI)')\n", + "plt.xlabel('Date')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "id": "hEIZzd7xdupu", + "outputId": "53d543b4-b57a-409e-f16c-e0aaf727ed4d" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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//GOdffbZKhaLuvfee7XNNtuor29cQxijy/n/zInJR/pyjpwqVX5ZUqtddNz4vJ1mQtW+hAuRTZVk0QsCsFxc6Bsz5rCt1eMth9tAS17kjcZdOVxjTOJuZpZnsmkr3WC1ixmruL98uM7C9m2POWy41i9+5bBpKx0zr3Ft0ePCZruyOLQ9JbaVrnxgUr+jkTGvoTGH4/LkaNVyEJa3/+KUgvVZOCrt+qH289bPGT+09w4qh5ERwyPWmMMNjnsPZIGpHG60CwsAVDM0UtTwqKfhUU9FL75zEAAAANBp4z61vdlmm+nYY4/Vrbfeqquvvlrvec97dO655+r1r3+9vva1r7ViHpFVJsAo/2pXmvXlgjGIsxSqVuMmVAG2OiBtRN6q/owTHnPYjE9sj+Faug2PH1p+LGaSrVp0u3IzX/BCv0uVAW+xRvhrVwv3XOVweXkmT2pyzOFCZNsx20oHw3Q7DDVCFcBu+DYuHDPTcGNeJ1UGzFK4cj0pcIu7e8rk0kT6Eva/amLHHE4K/xxrzPM2HUg9ez1W6TAgdc+xvdtVbh+seHTGUKitNNshupepHI7+3QkAabD/zcqfbQAAAMiqpkp9582bp3nz5unLX/6yfvGLX+hnP/tZWvOFLlDxD51IW+kstmOO47dTTnjchDOmgs5J6j/dRnFBmM0O5v0xh63Zjl2GmM+pWhiXhnwozK2ciYq20jXaRk+EyuFJA+W20o2Gw+UTov3lkNJc1NHJ3TS2cjjmZ78iPraluHlOwjTKvziO41fE2ttQYvgac/der5is1euKOnjPqfGvqSKu2jgazNvro93t+c16cJ3SuPGeF38RCdonusr5DNApI4TD6BHmb6FG/5YCGrVisNR2YfOZdFzrZfbfzsWiJIYdBgAAQAbVVTl88cUXqxjXw7Vs6tSpOuqoo3TttddKkorFoi6++OJ05hCZ5Re3lbciuyCuv8/JRLvaethVenHsHDUrJ+VN5VhSUG2HusWYymHzkx22+qshLjdu0YKHKn2LtSuH7d9jx50thqfXS8zy+G2lGw2Hy6+LVr12shrRbwltt5K2fo6OORwX/Jv5zyWMWxzarmOmk9xWuvK+WZvm9F/vnqmdtx+If1EVcRd0RFtX+/u3gvlu1+ZsV3HHBdPhk129tY91C1Y7OmU4NOZwB2cEaNJo+W8hLnJAOxUKns75/kp97Qcr+Ruqx9mfb60hrAAAAIBOqSscXrRokd773vfq9ttvrxogeJ6nX//61zryyCO1aNGi1GYSGRWtuLXCl9KYw+HnZZWZvYSu0qHMOCuLUut8gt2K1pzADY05HPls7P06bszWVv2bNlrpGw10oyft7DDZU2U4FZpej7UKNMsz0Gc+28amY1opV4w5PI7prV5X8Csf0uBZgaQR2xLauujBbLNjeU9PPDvqj3/phNpKV45bLAX7QujiiKTC4Zj7GxlrOHht5YEm+h7B+nDa3tbei6nADr23F383Wiip7TjQZsNUDrfEC6vyWrO+x/5oyThTBZ8v0Kof7TMy5mnjsKf1Q15oaBP0ntCfzhxiAAAAkFF19TO6+OKLde211+qcc87RGWecode+9rWaM2eOZsyYIcdxNDg4qMcee0z333+/Jk2apJNOOkn//u//3up5R4d5MtWrpd+j4UvQ2jjb/yKq1VbaXq6sLUpSoG3fbwLVXEzYZrIxe7liCixbFgLZJ5eLBU/ywgtUMeZwZEYKxXCIFQ6bM/ZhNcksz0B/ORxucPFMtYwJmcfb/n14tKgvfme5JvU7Ov8TW/rz0wy/TXpSOFx+wA57Pa8071fePKi/PzYSPDdpn3Dtix5Kt/YFBElVcHHrJWl88nrEBcsVY8r672NVS7fp4GPex3XKy1nwQsdwTna1H22lkRUjo8GBkmAjHavWFnT2/63UFpvl9JXjNu/07EwYo1b3lUJR6qPlK9og1H3F85T8r090u2KNblcAAABAFtQ92M3RRx+tI444QnfccYfuvfde3XvvvRocHJQkzZw5UzvvvLPOOOMMvelNb9LAwPhbbaL7RE9Ql6pMyy1rc47cFledpqVmW2krzMnKssRVWtr88Ksoq3K4Mhwz0/FiXltt+mmxA7l8UcopCLILxZgxhyvaTnvqtz64cJvqUjVOzm1+XK/RMU+PLB5RviDtsHWftujAOGFmXZmK37gxl+vht5XOhcPhesPmB/81LKlU/bB2QyGVMdPitme7PbTZdO3W9UWv1PrCDoalcPv0uAsiJBPueuHKt6TK4Zj7msiGQ/NnRE8a2WMQ+62221457MReHBJqk8fJrraIVrVl5GsIE9DwCJXDaXvkqRGNjnla+mJehYIX+x2B9I2OhbflPtY72iA0TAd/Q/U0+7POyvkDAAAAIGpcZ/UHBgZ0+OGH6/DDD2/V/KCLRDNVu9KvLxeEqlkv4AzG741/PNRWOiPLYk4o1AqH5Sm+rbR5OC4djplOy9pK22FuIbiCfqDf0dCIFzPmcHJY7Hnh5w+NlMb1GuhzdN7Htmiq2vPmP67T7+7fKEmaPtXV107eou0ncM26MmMFN7pf5cvhcH9/uBq33raKd/9jyP95NKXO0kWrWtUIVw6Xbu0LNYpFSTGVPqGPuUab6lCl+Tj6SseNG1yv+Mrh+PDPcewODI2/53jYYw6bN/cSq6ozckDscRVtx7P+pYqeFRpzmMrhVPzr6VH/57Ubi9psOiWs7TBih8N5SVzXjDYIj0PbwRlBy1VWiQMAAADZ08QpbqDMCVcgSqXqOLfFwWJagjGH48M+ewzerP3jLikctlvRmlDRtcJMEwiaf7ja/4CNy1Bbtdj5SFtfM6+mVXE0DI5eZR/+h3f4sTXrCxoZ9bRuY7Hp9pfPvhCkoOs2FrV42VhzE2yACTKDMYebqxzuL59/Di4UqP3a51fm9fizwbLblTfNsMfYNcLjD5eD7Dr2RTu4tauPQ5lxzLEpafnjVnMzFxrEvTZpuy61dq4+f2kLvXdM0XK1fQ7twWpHp4TDYbbEZnmep0etcHjNekoJ28HzvNDfL2Nsy2iT0N9Q/BHV0+zPN2OnD9AGhaKnx5aM+v/uBgAAyCrCYTQu0grWzjz6cq2vOk1LrfmzQ6qsLEvRr3ZOCLStVCe2crjaYMIxbaVbVjlcDJ9o9gNQEw7HtJEO/R6qPA4/d2g4eGy0yX+YrVhTmviMTUor0T6Z2y5mWfubrBweK+fcZjqmGreeyZmW0kZa4XDRb2Uc3BfXHjoXrRyOEbrIIyZgLj0neR6i4rb9uOrfesW9NrEy1HHaXjls3tt1ndohekaOhxNNVr6HMPEM22MOk2M27fmVBa3dEKzINespx26HfCF8HKVFOtrF7sTCd3lvC7UQ57OecO75x5AuvGaVfnPfxk7PCgAAQFWEw2iYn1+Uf7eDyr6cE664zfC/imqN3+tmMBz2Ius+ysxz0QsC1dCYwwoet6cntXfM4fFWDkcDYDvQiz7X/q2Zq3YLRU+r1pbeeP9XT5HUmXC46I85HB+c18uvHDbhcGT61QxGTlynXzkc3Gd37Tabrv140vza4WvsBRGKv6hiPIeo5iqHK+9Lem/XsS/0aM/Bx64crhUOZ/iw3lMqLh5gvaNDRqzKYQK15j369EjodyqH2yP6t0s+pSEygFrsrjf8DdXb7H+nJA3Pgt41WP4+H1zHRV8AACDbUg2HCwxANqFEA51Q5XCfEw5V2zdb42aP7xkni5XD0artKDvUia0cjlSL2mOHhtvvjm882vEKVf4WvYrWyTXHHLYrj6v8w7uZEHP12oI8r1QN/9pXlcLhJ5aOphaM1qvgh8Ol20Y/ExMOm7GLx5M9bhwOP6nZimwjbsxhJzTmcHh8ZPs10V0g6eIGNyE0NpLGcY0LoZu5aCIXEyxHP8u4Nu/Vtu802VXc0QYD0fnMyuGw10XXMyeU0Qn5ghe6oKtYzPaFf93ADNNgjrV2FTFaJ/q3Cxc6oF1CF9uxu/e08IUAHGMmGvP3EX8mAQCArBt3OHzyySdrxYoVFff/4x//0Hve855UZgrdKVT152Y0VI1TZ9AqZWc5irXm2XpesXzSy27TGx1n1l6s0LivkfdLmx14FQpB2DvJbysdDYOrvT55JpsJclcMls6Gz56R0zazc5qxiat8QXpyaXurhyvaSjd4UsmMrTfgt5Wu/wKAoZHwm46OprNhxI05bLeHdkNBcenWLP/AQHgnCLePjm8lHbffJG3jceulqbbSuZj3jnyW9oU3ra7ejzLLW3rv8rZRXjlUsHZG5XpnxaP9hmOO9+26aKVXrSuHwVtsVvpiWEtb6baoqBwmHEabhMYc5ru8pxVpIT6hmc+cv5MAAEDWjfsU96RJk3T44Yfr+uuvlyQNDw/r3HPP1THHHKNDDz009RlE9vmVw9bWVGorHfye5X8U1Qo+Q+2xM7IgZi6SutuagMyzqnHtQMuEZsWY0KddbaWLRS/0voWi57dKDtpKh19TGRa3vnJ4ZXm84c1n5uQ4jubsMCApqPhpl4qq6gYXKe+POVy6tVuQ12Iqh812kV7lcHhepHCIGt52y68pr48pkXC4nlbScW2hx7Nrx1X/1suN2ami697ev6PL22pmu7LHHPbbz0eeS9VgZ2TkawgTzHD54iD7EEao1hxzwdXWs0tfyGuoHG6L6N+EY7SVRpuEhuZgd+9pDMMyscUN3QUAAJBFfeN9wTe+8Q098MADOuecc3TzzTfr+eef184776xbbrlF22+/fSvmERkVHffWDl/6+8LhcClEaHMJ3DhVy3scp7S8WfkD35+PGtXO4TGHKx/3p1NjuVqx3PlIgUyhKHnlGUkcc7ha5XCVf3k3M+awXzm8aSmt3HxG6Xb9UHvP6uQrKofTaSvt76d1hcOlZZ65iavV64rpjzkcEwJLkWpg15EKnn+hxqSKyuH4acQFzLakk3Rxq7mpttIxlcMVlaHWgO7Bvtqeg49pc2gH0/5jGTn+TTgJFw8A7WQqh6dNdrR+qPQzo8k0Z2iktB63mlX6YujFMYfXbiho+eqCXv6SgU7Pio/KYXRKuHK4c/OB1gt91r13aEcN5t9MXEgLAACyrqHmmPPmzdNb3vIWLVy4UKtXr9Y73vEOguEJKPqnbjSIsSvksvxncdBGNTnxqQhTO8yf54TH7UXxK4ftttKmNa8XvpXi2++2Yrkrgt9CTOVw5MRz9B/XxUhb6iRNhcNW5bAUhJEjKbVUrofnedaYw821lTbVvn5b6fL99ZwbNZXDM6eX1sVISuGw+YdzYiBs3x+ppJ0cCYdDbdHtb7iabaXjlyXubreZttIxyXR0Xwgqhx1/PbTr3EKoijuy/0fXBec72iO6mhmnEJ1gvvOmTHL9YyihWnM2RiqH127ovbT9/25bo/OvXqVnX2xvt5VqKiuH2Y7RHnZQxN9Qvc2+qJOPeuIxnz8XBgAAgKwb9ynuu+66S29729t0991369Zbb9Ull1yiiy++WMccc4yefPLJVswjssoam9K+lUpBZKitdIb/MK4n+DR5Tlb+cef5AU58PGzmt1BUQltpM6GYFzuVP7ZiuaNhbmlew8FlZeVwZaCc9JhttImWgaat9OyZpZO3JowcHmnfRm0vWn9/c2Fh3lQO58yYw+UHalaPe34LzJmblF6UeuVwwhjBsWMOl19jLiQw4tqnl+6PH8PYSB5zuPK+ZtpKx45XHK0MtboyRMcHbzU/qHedijHHGXO4M6JV46x2dEJwoVlwkRLhcONK36ml9ReEw8WeG1N8cF1pw1m9NjvBd/RvFyrg0S727u2RDve0cOUwn/VEE3cBPgAAQBaNOxz+3Oc+p+OPP14/+MEPtMMOO2ifffbRLbfconnz5um9731vK+YRGRUNdOycsj8XDney/IdxELTW8dyMhNxxbXhtjpUomQDVrsQMQh8vND37sdD021A5nC8E1bGJYw5XbStduo3Ly8eaCDH9ttLldtKTB0orZbiNlcP2iUszVrDnNXayIWgrXfo9ui0kvy5oBT4j7crhmH0wHAhXhsZJix5X+V75c/1jDsfd3UQ2HBsOR7dru218NAxvteC4XtnSOrqN9FiGkVkVlcOsd3RAMESFo77ycSk6PATqN5YPKoq2KofD+YK0Ybi3dnDzN+hYhraV6N8uY1zkgDaxqwiz/G9jNI/PemKjrTQAAOgW4x5z+Je//KVmz54dum9gYECnnnqq3v72t6c2Y8g+P78oBwihttLRyuEM/11shyFJouOcdpo1JGksuxWteW5ozOHy42Zp7KUKhWgxj6clbsxhRcccjpywi/4Dyw6Yi1awHG35PJr3tGxFXvmCp+236q97HkfHPK3dUJqwaSs9eVK5crid4bC1nKaqWmpsvzInaM10zLZSa1pmvGHHkWZMK21MzYTutrh90K7OzVUExZ6/LUTn202oEE4Kno2ktl+pt5XOxQXT8aGr67S/ctgE1a4bhOjJbaWzcTzseRUV26x3tF/ROjaUjmNexXc06mc6cThOaRznqZMdbRwu/c2xyZQmvmQyxnyn5DPUupkxh9Ep9t9NfJX3tnCVeOfmA51B5TAAAOgW4z77MHv2bC1YsEBf/epXddJJJ0mSisWibr/9du2yyy6pzyCyK/qPWrsary8XDnqyHCLUM2d+BV1L52T8kgJte6xgc/I2F1M5bP6xaocNcVWVrbjqNXoyLjTmcJ+5L/wavzpYlY+b5bTDU2N0zNOF16zU+Vev8k/I1uO5FaV+1JMHHE2bXJquGXO4veFw8HO/tXyNfCymcthMp95xpTeW219Onez44X1abaVrVg7H3G+Ciug6sF/nJNwfV/mbFLjF3e+m3FY6ugyh6l0/vG/P9mbex3WsdvoJ4XDmDog9inbeyAJ7bPhc6VopKoebYFpKTxlw5DiOZmxSWqlr1vfWSjUXt2WpOjdaOZxvYugRYDyoJp04Qhcw84fbxFP+yKPdoQAAALJm3OHwT3/6Ux133HEaHR3Vn/70J0nS8uXLdc455+iHP/xh6jOI7DMxiR2+9OVKJ7vaXfXWiHoqh6NhaqfVmme79a49TqDhWI+HplcxnSb659YQ/cdS0R5z2G8rXRkgS/a4u8Hj0ZbUtnUbi1o/5Gl0zNOLq+o/8XrvQ0OSpFe9dMAPzc2YwyOj7dsYzHI7CsYKlqqPs5xkLDLmcK02zcZQuXJ46iTXD5bTaittxl1zQlW/CT8nbLvBc+2frQsiEsYzNpKWP+7+ZiqH44LlaNWy3ZXB31drbG6jY54eemKk6cDe70rgOBUHhMrK4abeCnWKrmbWOzohqBx2/O8PKi4bZy5UM91ITEeONesz8odmSsxFfFka13c0UsXMdoxOoN1sj7Mrh/moJ5ykDlcAAABZM+5T3FdccYWuuOIKnX322f7J9q222kqXX365rr766tRnEF3ACd1IsgKsOqsSO8lUylVtK52hyuFaVb6l+81zgwAxLmALpmleGJ1QM3NaXbQdZaFYGfAmjTHcH1NZHA2Wbes2BhNauaa+M5RjeU9/ebgUDu//6qn+/R0Zc9gK+O1gslZgGMeEw2Y91V05bMLhyY5fPd3SyuEa4w+b7Sd6cs2+oCHcprpyGqF5SFqXMYsY0xm6bnGVw5WVoeaY5NR97Lnut2v17etX65rb1zQ+cwrWQ861x6OOn4csH9d7CesZWWC+snNuqTuMREVMMzYOm24cpS+FGZuUbtf2WOWwuYhvjLbSQOiYyXd7b7MPK3zWE4/5yLkIBAAAZN24w+EVK1boNa95jaRwMLXzzjvrxRdfTG/OkHnR6lXHrhwuh3f1ViV2UrActUuHs/CPO3sekiuHy5W1RS8U9kRfFw19otOLPi9N0ZNx+UIwfmHymMOlW9M62q6cNUFxf04V7HB4xWB9/QMXLBrWxmFPM6e7etVLB/z77TGH29Xq1yxnznVCoWljbaVLtyZgt7f7asuzoXwie8ok11//0eqbRsVVwofGMI+5sCGp1XFS+2gn4efoPFTcH3Of01Rb6ZhgOmHM4fFUDv/5H6ULGe57eLjheSvNS/DeZl0mressHA8nknov5ABaoWhdaEblcPNM5fAUUzlcbiu9el1Ro2Oe/vH4cGoXYHWS+dssS9tKdL2O0Va6ZRY9M6pVdV6UORHYf2dzcU1vs/9W47OeePwxh/nsAQBAxo07HN5xxx117733Vtx/2223adttt01lptAdosWmdsWeCUC64WR2UtGsLUshdygcTnhO/JjD9uPhDyaprXQr24KbfyyZWbErhyclVg6X20r3mfC78rFczqmozrQrcVbUeZLqb4+WQrb95k4JVZpO7g/eu10nFM3J1Zwbrnpt5GrkpLbSUvXPebh8InvqFDcbYw574Vsj7iKIimnEtpWOX5a4f9THVf/WK64ldVK7Zkd2GN6eg48dAJnjhOcfJ6IhdgYOiBOI2e6oQkAn+G2lnWBbzFLg1238MYcnlVbmrE1Lt4PrCvrRr9bokhsG9bPfr+vY/KXFH3M4QwFs9G+X6IWISMcTz47qGz9epS9durzTs5IZ9tc3f0P1Nv5Wm9jM7s2FAQAAIOv6xvuC//qv/9JJJ52kN77xjcrn8zrrrLP06KOP6m9/+5suvPDCVswjMsqLhHtxLVxd15EK7auwbEhM1WJUKSTJxnLYc5BYOWwFaEFL4sp2u/4/WBLWgf97CyuHJw84GhopVQ2b1ZvYVrqQ/HjBqpDO5ZxQVXEjbaXNa7bbMnyYNC2VJWl4tKiBuFLllNnBt1T6fIvFxv7Bada7CdidOsNhUzk8dZLjh/dphcNxrd3t7TUcFIerxisqh+2xhRPGHB5P5XCcZsYczsX0pI5+jmZeXCeY71rnmPpyUj6F4hzzPnZbaSqHOytaWc9qRycEYw7Lqhzu4Ax1uSAcLq3LzaYHlcOLl41Jku56cKPef9imnZnBlJjtJksXEpi/XRyndHwdy9C89ZJFz4x2ehYyx/67ieywt9mfb4EPe8IJxhzmswcAANk27lPchx9+uH74wx9qxowZ2m+//fT8889r7ty5uuWWW/SWt7ylFfOILmFyGLu6sSKEzKCklsq2LFVA19NW2n5uwar2MaLhVtJitTKMMCeV7SrhijGHrRN2xaLnz0dQOWy3lQ5aL1dUDm8YfzhsxhQ2YwwbrhuEoyNtGnfYDr4lq5q0oXC4dGvGjLS3oWrnLoIxh1tZORw/Lnbctmv2g+g829u2vXuEqojHMeZw3D/q3Vo7XhVxra4TQ1en9j5u2BctNCOupbWZnei65lxXe5jVbLbbLHwPYeIpeJVtpam4bFzQVrr0pTWzHA4Prgv+Rpm5SRNXImWA53n+3y9ZHHN46uTyRQ4ZqmruJVn+t1+n2H9r8l3e2zw+6wkt6d+pAAAAWTPuymFJ2n333bX77runPS/oMiaqM5VtJkjosyrjBvocjYx6mR43LdreOE50nNNOqiccNm29i14wjm+ocrh8a5bds076Jr+vV31c5nHyW0T3222SS7fBmMLB+9onmapVDru5yra/dnXTisFCXctiwmFT1WObNOBoZMzzn9Nq5jM0wWfOdUpjNDewQUbbStdbOexXOU12Ug+H/S4EdoWwtS3GVRFHt93o49Gfc6Hq48p5SPrHe9z9zVUOBz/39zkaHfNixhwuf96O1dK+xknWSf2ONgw1/3n4baWdyvA6C8e/CcnaHqxfgbYKtZUuH8cKMddaPfvimPIFaadt+ts3c12oonK43FZ6zfrgYD+jy8PhUOVchqrMR/MmHHa1YaiQqarmXsLFI5Xsv/cYi7S38VlPbIw5DAAAukVd4fCHP/zhukOhH/7wh03NELpHtNWlubXDj8kDjtZtTC9EaqWqW3iGTsrb/9isVcFoVw7HjcXqjyVq7o+83p6+59VfxViPaOWwbcCqgix6Us4Jt+QylcP2iSe/9bLrlMPE+A8rXyhVEs/YpHo76OHyidu4iszJA47WblDbwmHzD0u7rbR9f/3TCVp39/WZMYftde0paU/wK4cnBZXDI6m1lVZ5XoL7kn8Ot5WOroOk6uNw5XDcPNS/LM2MOZyzZqovJ42OVVaAB90MnLq7FgzE7EeN8Ku43eC9/XUcrRzmhEdbZamDBSaeYuhvCdNW2os8x9M3frxK+YJ0wSe2TO241IuG/crh0jraZIqrnBu+6M1UE3cr+zsiS5XD5m+XaZNdLRfhcKtQOVwp3Faa7a6X2R8vrYUnHiqHAQBAt6jrFPe8efO0xx57aI899tCcOXP0yCOPaOrUqdptt930yle+Uv39/XrkkUe05557tnp+kSHRv3VNpZ9dOWyCtXaFaI3wxzutUjXrV9pmYDHq+fel3XrXDk2Dx8vtSc00zQmc6Cpo4XldE+zGnTw2lcOl55Vu7ZOMA+XLWuKqUnJu7fBuxWB8CcvqdQUtfHxYnudpeLT0hpMTwmGpg22lGwyH7QrquLbS1batjWbMYatyuFBMpzLEnCBLCnDd0LYbntfK41DwsxOzzUvxm3XSScy4ddJUW2lr/vz26EltpRXMd62TiHEXWTTC7qQQXcykCme0VvTiCVY7OsHuMGK+P6KhWqFY+q4YHQu+QxHPfKdOLreVdl2nIgzu9nDdvqgvSwFsRVvpDFU195IsfeZZEWorzSGyp9n/rsjC+QO0l/lbnQ4KAAAg6+qqHP70pz/t//ypT31KF154oV7/+teHnnPHHXfotttuS3fukG2mcljh275I5bDUvhCtEfX8gy1aadtRdbSVtiv+TGgaNxZrMRKwVcuG0150f3zhvphw2DohWjq5GG4rHVc5bNrh5nJOKAiPs2JNQS9/SeX9P/zFGj2yeFSf+sAsjZXHoIuOOSwFJ3PNmIGtFm0NXgonvdCYy/WwK3f6/WkFj1cPh4PxEe0gcjTvaUquuRPYQfhltZK2w9yY0DipXVdd1cc1tg9b6m2lQ5XD1cNh162/WtTeTptpAW/mJecG+3+0w4D/Pg29A8bLriQPBnQA2ssfusGqHI5eVGN/J9FZoLqhSOWwVGotvXJNkFR2e+Wl3Up6LEMB7KhVOSxlq6q5l3T79tsK9t9yZEa9LVw53Ln5QGeYv4f47AEAQNaN+xT3H/7wB+2///4V9x988MG66667UpkpdJnyeS0TmMRXDmf/DEG1vMgELVn4A98OkpLm2a8wU1DtFxpz2E99yjcxbX1Dz1P6QZAJPPv7ndD7DPQ7ofDRnFwyz3ecYBuLG3M454Rbm8dZGVM57Hmenn5+TJL03PIx//6kttJSYxXxi54Z1Qur8uN6TbRy2NyO98SSqeJwFOyv9VcOl2Zi2pRS1Zh5WRot4802nVQ5bH+eflvpgvlHd/j93YRQOelnI/EkZurhcPBzf/nyLC+SDtst+/0xh2u1lba202aqoMy8lFpah8PraJULlRDtYbaHnF81z4pH+/nhsPUdXNFW2m6Zmv0/+zoqGHM4+FLYLDLcRbdXHIUqhzMUwPqVw1NK654K19ZgvVayO7DwVd7b7L/V+Ht54jEfOZ89AADIunGf4t5yyy113XXXVdx/4403aosttkhlptAd/LEpy5mEiSbsENKEfFkec7iuNs0Zaudpz0Jy5XA5zC56oXbL0ddV/IMlGg7b75vyspsAqy/SBnraZKc03mn5d3Ny1A5ITTgXCof96trwNmgzFckr1lSmZ+uHPL/N46q1Rf+9+mMqmyc1WBG/ck1B3/zxKp3x3RV6cRwBsTnBZqpOm20rncsF24i9DVX7B6x9IttxHD+MTGPfrjXmcC5mHOF6xnJKqhaOu6giafuOa+fcTFtpe9usVTns+P+rvf/Z22kzFe12UF9xEUn0yRk4Hk4kFWNAA21kd+cI2kpHnxP8XMjCH0wZZr5TTWtjSdps014Lh4OfxzK0LObCPr+t9Piu10Odun37bYXQmMOkRj3N/nj5Opx4/LbS7OcAACDj6morbfvc5z6nT33qU7rkkku0zTbbqFAo6IUXXtC6dev0jW98oxXziKyK/K0bjDkc3Gfa72Z7zOHSbbW8p97Wru1gz0PSPNvVhsGYw5WviwZs0ek51mvSbytttYHOOX4AuslU139vr2i3D65sG22feArCYydxzOHttujTU8+NxVYOv7AyODu4am3p8cmT4ldwo5XDK9cU/N3m8p8P6vMfnl1zTMEXVuW18PERSUEFrV/R2WBbaTtItNsPJ1UkFotexYnsgT5HI6OeRtKoHDbVqjHbaPT+aFtps0L32W2yXrHTpNB0k6qF49pKJ67LmLtrjWldjV117IfDkbAvaCNcqoSX6tj/rCcMj3jadFpj8xdqKx25iCQ6D5zvaK/oWPFAO9kX8ZjvYCqHGxe0lQ6+FGZOD3+5dHtbXvtvtKxUDhcKwYWAm5XHeM5ScN1LChlqJZ4V9j6dhX9TonW4EGBiSxr+CAAAIGvGHQ6/8Y1v1J/+9Cf96U9/0gsvvKDR0VFtueWW2n///bXVVlu1Yh6RUX6AYW7LP9htpU3wleUxh6PLESex0rYD7AAvaVxRO/w1/yixKxZN5WM0DGxu5NjxyVsVzXbYtkm5zZ/rSEUFrWztymETksa2lXaDE9d9uXBlkwmH4yqHn48Lh2PGGy7d31i79PVDwfOXvpjXn/++UW/Yu3qKd/mNg3puRWneTCV+0F52XG/vn8jvi1RWO05pWknTM8GwFJzIHkixK0DcmMOO48h1S9tvXEWxubjA7JOH7jNNL9myPzTd0BjGCVXJxjiy4aoXktRib+t9pq10ZMWb3x2rfLfWiSX74WYuxvGDequldVJrNE5stke0sp71jk6wxxz2v4MrKocrL9hCJc/zrG4cVuXw9HDlcLe35bW3gWaGO0jT2o2lmXJdabPptJVuJdZrpVBgyOrpafbxj8964jHD9PA3OwAAyLpxh8OSNH36dB1++OEaHR0N3T86OqqBgYFUZgxdxLSV9sPh4KFmxmZtG1M1W6UasJkwKG2hlrMJ7OrK6Hi19otNcGyPM6rKp5Wn5dV41/EpWEFlKcwtVw6bcNh1pILnt/UtWK2V/cph+0R0+XE35/gnrjeZ6mpwXfCv85dsWTrkrVpbUKHo+dORFBoHOAiHEyqHywHpeC96GBoOny1/ZPFozXB4+WBpvvacM0mH7Vt6blxb7Xr4rbwjYzKXV3XiyYt15ZOpkwccv+o4zXA4qXLdXCAQurDBVE+abdcL328LVSIn/Gwkt5WOTDPhveplb3P9CW2lzX4ZF9Amsa9MT6OttOs6lW2lIyuJSoj2iHa34EQTOsF837pO8D0QDX9CJ8O7+PiwYjCv51bktfvLJyVehNeMkTHP349D4XC0rXSXB+z299JYRiqH16wvzdSm01z1me2YttIt0e3bbyvYQ5V08zEStdl/M/N328TjX1jLfj5hFYue/rZoRDu/pF8zNsnVfgEAAB0y7nD47rvv1jnnnKPFixerENMv6pFHHkllxpB9wQnr8jioMZXD/tisGR5z2PxDvXrlcGNtfFvB/wdmtTbY5Vv7xG0uZszVSGfeyum0MBX3Q+tcUIUkSdPK4XA0CDGLYlcaF2tUDk+PhMNbbNbnVxOvXlvQ5jODQ+Dzq4LjmTl5OCkpHDYXPYyMb3vYUK4c3mbzPi1bkdeiZ0YrQmrb6JinsfJJy/942wy/atdUxI53HCPT1rEvMo5yrdDJhMPTpwWp6kB51aWxb8eNOSyVPsd8wQtX/UbaSlfbf8MVx9XHHE5q+xVdJ26Vi0jqEa4cNhX8kfc072WN++vVOMkaqhwe53YZem9THWitI/9kJpXDHWFOMLpu+HegnYrWd7b5O6+irbR1IOrmVoo/+MUaPbZkTF/6f7O1w1b9tV8wTqZq2HEUGlpi1qaRttJdXnlp/42SlSrSNetLf+vNmOb6F2hlZd56DWNtVrL/luOrvLcVe+RiKTTGfP58vUxcd9y/UTf+fp2236pPX/5/m3d6dgAASDTucPiMM87Q6173On32s5/VlClTWjFP6BJJbaXtKr/J/UHl8PMr81oxWNDcl4fHBe20aMgdp97qvXawg6MkZlnsMd7sANZvkx2pvqwYc9j6PfUxh2MqgaVgzGF73GT7+a5rV87aLSzt6YWnZUyd7GjWpjm9uLqglWvC4bA95rBZ1sTK4fL9Q+XK4WdfHNOGoaJ23bH6tr2hPM7drjsOaM26gjaOeHrm+TG9dNv4jgumDXXODc9LEBJVfbsKY1XaSkvJJy/8cNhan22pHC6/XWjM4ci8elaVbVR4nGH758on1xu4NR8O25XDpduK6hprVqL7QRJ7/oeaaSttfRZB+/n4ecjC8XAicSKfB9BO4TGHSz9XtpUOfu7mYMh8563f2JqE24TDUyc7ob89N52W09GHTtcTz47p/keGu77y0t4+xjJSnWsu/puxSS6oHObsfUsw5nAl+7DY7fs3qrM/a/5um3j8fzuxn09Yd96/QZK05IWM/AEEAECCcYfDK1as0Fe/+lX19TXUkRq9JPIvHRO42C1rB0zl8GhRZ16xQpL0+f+YlRiGddL/Z+/PwyU5qjNx+GTWfu/te3uTWvuKQKCFZseYRTaMYYyxx54xi8djgz3bj/HgwRszP3/zff7ZM/Z8Mx7Gjy2PbbDB34Axi4wNyMggJIQQixCSWvu+daul3vvutWbm90fmiTgRGZEZmZVZlXVvvM/TXbeqsjIjMyMjTpxz3vckkWSrJOeZFAxDYABrRBYkScxJXcC51OBw1LZ6Ta457AjHxkUVYy0JstJkf1jDuMYTFObbLqunCwDQarqwZ2cYHD6x4sGLot+OvACOL8e9WLrgcIv060NHh/BfP34SHAfg995/BuzcoZcN2uzxIOtlFzThnsf68Mgzg9Tg8MKcKziQVcxpE+A1akjDd9g3Am2wb10RHMb6x4MCpCI5M1IdtBb6ritKMfskYCFDrGEc3y+FLo4hB8zHkZQOf8//5sxhiX1HArR87Em+zrQv9MaSleZJFvK4J7fAOjwmAzY+u+J7C4tJAoO9juOwOTbGHCZvZ3l8YIyfkoKGOEa3m/Fso2teMQ9n7+1vieAwldCtCgt6dYPISkfmWlUC11sNs5wgUhYCGzDcNrD1pbc32NrJ3vtti+X1GTfiLCwsLCy2DTJzoF796lfDww8/XEZbLGYMMtuU1xzmwZNO5Pii0rNHT1YrlVzHmqWQA5XThG+wysD26pnDGGCToj5ycJj8XfTiZkRrDpM+g7LSMlubylC7SlnpOHO41XAEycZ204G9S+GFOEGCwcdPe8rzw9rCsc+jfn16zYeP/O1y2M4A4PmTyR5GlJWebztw+YVhQPiRgwP99pu4vdgOlwXHs90UrPknM4fxRuuki6kzFYHXdTgGc7jb9+H2B7qCxCYFJgHQviuzptnzq7hVAnNY8zfCVFZavnRZQfs63gf52BgIdhxSYznlMtOuMBZzmCSfsHEPr3UFxr/tCLz3NSlYb2ExSdDSDXWN6sFWYcWx5KOSzgHnYmqfULAEuIoEVPNCYA5X5FxWUVZ6wWVzsOcFcOfDPTi5Uq31yaxjZC9nDGId2mo8ExblgCaX2lu9/YA+Fispvj1h77vFyRUP7nq4B0EQwMq6B99/qDu1pLnhKIA7HuzC6oY1zCwsLNTITP99y1veAr/xG78BP/RDPwTnnXceuJLG5rve9a7CGmdRbbB4ImP3ha8CczhyfG10+UTYaZdXxzYPGEsvYZsSS+/mRhKDEb+irB66ucwI1F4DyhzO10wtsG21miP0GZSCdiI2KxrXYvA3HhwVahhH37eaDjTrDvSjYFm76cDeneHBqBPwmeeHAAAw13Jgk9Rr1TGHO63w8xMS2/ikgn1MgbLS8x0XztkbDr9PPjvUbk+ZwxRcWjnxcDHgNW9IEU4WdNK1YzPejiJkpW+6YxOuv22dvY/XHMbXOOsdnea4+HYVD6nY5+PsYwqdrS5/PK6sdKOOks0ATWQOy8dkCSu8nWlrCboIHavmMDKx3fi4F2MOW2/XRCDPtVVIUrLYfmBJCjWHBdWGknIEDWbOsmOM2R0lnQIyVZuaVRgmRM263LFQc7gi7NyVDSIrHV3nzX4AH/27Zdgx58L/+MCZU2zd1oJlDsdBk2bs5dnasMzh7Q28/7OcKGeRH9TPtHPHmM4Di5nEp76yAg88OYBf/ee74bYDm3D7Az34tz/lwP4Xtifeljsf7sFfXr8Cb9jfgX/+tqWJH9/CwqL6yBwc/pM/+RMAALjhhhti3zmOY4PD2wgmzGEMrp0iBlJHw8acGkyYw9FrFYIhZkxndNyG72uuFBzTMNBiNYeFA2dvaxIoC0moORwxh5l0Mi6uoi7kutxxKjCHaQ3j6PtWwxEklFtNB/YomMPfua8LAACvvqIDt9y1KWyvgvz5jjkX1jb9VNYJMofn2i7sXgzb0R8GMBgGSgYRbo9S2whXujamQBZHrCpACiNxNQoOLyqCw/0xgsMnlkVvsa7mtVg7WJSVTnoeKJuYSperttUxOOLPyHiZIu2mCz/z1kVo1Bw4dCxMDIgxh6NX19E/q0nt7I3FHMZgezyJRL5GFRgOtwdYwL6CWUoW2wZ0bMA5Vma2+lsk8FG2rDSWY2jUNcxhjarErIG2vyrMYaw5vDjvxq7/Wkk1prcrbM3hZFgbamuDBgWDWZ4QLXJBKLNhb//MIQgC+P5DPTi9Fj7IDgBccWmLJfen4SCpM1zEXHjo6BAeenoANRfglS9uw9KCvoyZRTWA5Iq1TZ+p8OHrpIGqOVbq3MLCQofMweGbb765jHZYbAEgc48Gh1ltVhJAqpqMlszKUsFU2nUSyMJ0RtZJjO0oy8UyGVt1zVeA4pnDPJgrto+xUyWpY8ocdhWSizTYjEkJc22XBTEb9fC3e3eGwx4Gco+fHsEjBwfgAMAPv3JOCA53NMFhyihe6Djww6+cgy/cuh5jEsvAmsPzHRdaTYfVQ+72fWg24kb+esS4x4A5ggVIC5KVdqX+IGMtkqApmjksO2LlZxDHDxqMl1nTeWoOjyUrXcBa7A375wAA4LmvhwtHOemEBrwdw0QA+v14NYfx2E4sKSYuf537MBY5wJ9Te+EtJg+cYx2XzyGybCztm7Mc2PSk+aVojHQlHiJgMtOsM44ElqQf2izTTnJZUchKW5QDyhwOgmDs5LqtAPpMzPrzbZEM6u+wwcHtB1tffLbx5OEh/MUXV4TPbrtnE/6ff32G0e8PHeXKcIPR+B3gT/7mNJxaDSeNg0eG8L537Bx7nxblwiOJpmxdMaXJYBDlKgzGIBBYWFhsbVSMwmkxS9CxTmnwRCXLW6UFkmmgWmbQTRNBQjAMIctK11x1MBAjvrrzoo6cooP66FSu1RxBmhLr68qBEJFpDMJnACTYXHPgza+ah7e+dh5ee1WHMUOwTjDWHF5Z9+Er312Hz920BgAAl1/chDN31wUGb6uZXHMYAOBVL+nAvt1hwPlEGnMYZaXbYYAb5anxcxmYcTgfCw5H56xwLG10ffjufV3oDeJfep7aIY33WZfZjkFcWnO4VQBzeE3KnpSlod/1lkX4iTcuwPln1sk24asRc1jBONZtq+ve8udF+rV14wp9j9ck7fmjgZjuGLLSeF1rLoAjF/7WbGtRLuS62lWYhyy2H9ChUXP4HCLLxgpqHjM8QDC7oyS2K7JoG5qawzz4PrvXECB+/aZdgzYIAsbaWJqvCSVNLIoHvd923gphaw5vH9Ap0N7q7Qdbc3q2ceRkGE3btcOFV18RygAfPeVBX+FfUUEIDg+Dscb73sBngWEAq3IyK2DBYZ/bw7qksCeeHcCjBweltQV9reP47SwsLLY2jJnD73rXu4wyfj/96U+P1SCL2QN2C2T3UdlolSxvlQxkVRBGBc6gK7c9JmBtTpKVjm4Bk5WWHGD4LKMDNDHABmFsqOj7RoO5tEYqBmc5O1bc3nVpcDTOHHYdgH276/CT1+wI94fB4SgQO99xYK7twGYvgL+9hde7/cGrOwAAMNd2GBtWJyuN+wIA+IGrOuzaJDGHR17Aah/PRQHwubYLmz0Puj21pairOYyxXVX24R9fdxqePDyEtxyfg3/2w4vCd0OUlY71h2h/OuZwtAjZMc9/iMHhcSSMV2XmsBSLf/HFLXjxxS3hM8qaDoIgse9SRjoN6srJEgBZag4XFx1m9ZM1jFwq7ZzOHOYbdMdhDiM70ImPe7ExoALj4XYAXmY2R9nrbjEFsMSRmgP1aGyVg31bhRXHlClKOodhZGMoBEMAYGsyhwFC55SqhMaksNHj7I0d825cVceiUNDkhiqt/aYJQXp/xp9vi2QINYer4ECwmCjoHbe3f/aActJXXNKCn/3HS/Dgk0dhvRvAsdMenL8v3Xg4fJzLSgdBaA/lTUg7KfmXZt023C7Acd/zA4FFrNruDz97GjwvgA//h32l2Mk2OGxhYZEG4+DwG97whjLbYTGDkGOUb3zZHDgA8PqXdtg2bQXzskqLYWF6NAi2VsEpz657InNYlF2WA986xqJyn1F0uPDgMGECqwKMclv49g4L7tEaLhgolmvIceawE+3XgZ//0SU48FifbbNnqQYvf1GYFdppubAcLQh0stL1mgP/+p/shMEogAvOarDawGubvrZ+MEpKOwCMMTwXveqYnnrmsL4e4ZOHw0zVux7uxYLDjDksXSN0kKpa4fkBbETy1jtIkHpPJM99/HQ+KlAQBOz8WDsMbGFab1lI7lD8mH5C+5Oqn+scNzKbukjmsKsZV5jMu+vwZzVl3KR9YZyAPR7bpceOdidfIitvPBnIahHWyWQxDdDEEayJKzs5BBnNGe6octkCFTa6PjzwZB9ecXmbXQ9TYOJeWs3hJOZwEARw4NE+XHBWA/YsVZMCK7PH05jQjx4cgOMAXHZ+s5T2oKT0XNvRXnvPD5QJZBbZQW10PwCoZi+dLISA4ewOkRYGEBIB7L3edhATQeycMms4vRZOYDt3hDPXvt11WD88hCMnR3D+vkbq72XfzmAY5C5lISvTlaVqY1EsOMGF27+qwP7IA0Yg0fkRxwUGh8cpB2dhYbG1YRwc/qVf+qUy22ExgwiYozCcwHYv1uAn3rRD2KZR58xT9rsqBRRIU5KmYbn25jTBgjdJTOfoqyFj54rfy0GGpDrGWBe36DNHx7HrqpmOMqsSJYgbDYexauhiexQ5W+WsTDSwqMT5S1/Yhpe+sK1s13ybb0cZwjJefjn//VzbgXbTgd4ggBMrHpyzNz60YoC10+Y1k5FBvJHGHNbISsvOBrpYOHNXvA1oGDZkWenoVRWAxACu44jX5qzd4YU+enKUq5Zcrx/EWGcmu2BMWl90sql+SgPG1Ner8vtqZaVj+0xvoykYg1+WZiXPI1N2TnkA6fe9cWSlCQM/7X5UYDjcVnASkjgsLMoGV+9wmE0xlGsObxFWHAY1kwLcX/rmOtxy1ybc+XAP/q9/uivT/tFJpA0O4xzv62u13vtYH/7sb5fhikua8O/fuTvT8ScFFXNYh+EogD/67ClwHQc+/B/OzBxwNwGTlF7QhykHgwA67eKPvR0h1hyeYkMqBCs1vH1AfQb2Xm8/iL6vqTXDIieWo+DwrsXQIDtrTx2eODyEo6fSk+KDIIjVdh0MA5hTu55Sgcp09VoYSLTM4dkA2kC05rDq3lH/XVm+ZgwK2+CwhYWFDlZQyyI3AgMXteM40JTYl1XKnqVtMWHiVsG4N2kDngur6ytFw2RGYJqsdBlAO6jmOso6dBjYw2D47Q90AQDgJRc1layloaaeLgaHdfWDZXTaVBbd7DeO48DenaGz8eTySLkNMocpCxgZxFllpVlwX3qYsD4OAMDiQrztvM6z3P7wVdW1UFJ6oeMKwdYzdtXBAYDNfpCr9o0sKQ2QnPCAwL7sB4Hw/OqCtrhLhwaKFdtqZaWlz4tkFGmZoOR55LLSyQ8+3cc4zGGfHlv6TO5vVRgPtxNMEwUsLMoAPv6uQ2oOS+wFb4sEh/Fckxxw37k/tEnueayfub7yYKRW8UDQeUZ3He9/MlQ/OXxMbXNUAXHmsH7b/jCA4Sh8Lct5tbKO9Yb1tl0vOvbymgd3PNidaQb8tEGfn0olBk8RtD/Ncl12i3RYlvj2Bk24trd/9nA6qvG7izGHw1fqa9FhOIrf86TkuDScjJjD+3aHif+WOTwb8ElAmNUcVtw70VYqpy1WVtrCwiINNjhsMTbS4jmyNG9V/QNJ56GTYZ4GmMRowtOLfsVRZAjUXPX3JrLSprK2WeGzwLX6exqYOnhkCM8eG0G9BvDqKzrKenw6Jo4sK52GOcIWNv0NADBZx5Mrau8nBnrnSfB5LgoUb/bUHWudBWZlGejIMS/dk0NH+YKlrwgQ6q6RjsEKQILDUoC62XBg9xIulLJLS8uS0mE70n/nCoyq9N9iX6cxXRULS8sclj4vlDmsYYDjW8chiSkp+6L3bryaw5zR70gDRSyGXYHxcDuASn0DzLZcr8Xsgtcc5godskwwTWKZ1cBHEARECk5/DpdfyKWP73+ir91OBbTNmlpZabKtpg2PPDMAAIDldX8sp2OZ8CTTIElWWpXsVzRQgWZHQnAYbadP3LACf/HFFfi7b6yX0pbtAJENM8WGVAiC3WSvyZaGPwGHv0V1Qe2hWU6W265gzGEMDu8JA7NHT6UHh2mC23zkwxkn6Q2Zw2fuCtuSlGhnUR1wtnAKc9gv31YaRN12MAysH8HCwkIJGxy2yI0ktimFXDehSvORSXCJfleFtrPAUcI22F5Wp1eW52NM6EB4TZIGLvrUvQAD1+pjsjq4AcC37w0ZOvtf2Ib5jstrDpMbgrLSMitWJSudBMoczhIcRubw8WW1xY4B4HkS6MVA9GYUzBsMA/jWvZvQG4S1i9H4lwOzNXJtKA4dG7K/lcFhZCtJ/SGJkYjO1MW5+HRx1h7zLFoZKO+oakcSqKw0XXjrWMeOIjisOo625nCONpqixs5FDrCErw6I55sEQWLdy5+hzNmBTozZLPePCgyH2wJyzWELi2mAJY44DmcO+/I2/O9Zlb2j41xSjJKOuWijmILXHFZ/T+dovI6Hjg7hgYgtfHrNg2Onua2hS0qbNuS5LcmhSQPJZTk+cV5sJdRzQ+WNB54Mg+9fvX0D1jd9+O793W0px7e+6TO7NCsmwYaZNdBHYlbHSAsz0C5vnfHbD5Y5PrvoDXzYjEo0UVlpAICjp7zU5xnZmfUaQDtSoRsUwRyO2jCryZfbDVxWmvytuHeTUF2ifqGqJpRaWFhMF5mDw88880wZ7bCYYaT5q+W6rVVyEFCZM5NgaxWiIYzBayCDjUhjDifdE1neuSig8VNzeSbkiy/mTByXBMXueawHAACvvbIT/iYKAIvORHXgcy6qHbdDEdxUwbTmsIwzouDws0eTZaXnWoQ53BaZw1+9fQM+8eVV+F+fOsWYtfVa3JHpaIKKB4+Q4LDCiTmKrrlclzmJGY/MYRXT5qwMWbS6/QrtMLhFVFaastl1eQ0Y4G+RQL/qOFpZaekLt8AIncOSNOSDRt+75lLC8mJClRxgApUyAX4mH8M6uyYDyiQHsE4mi+kA51vX5QlnsoNBrDk8mx2VNjvJSTMkc+y9j/e15SGUv02VleZ/e37oTPrDz5yGaz97Gp4/MWKsYcQJTVLatJGl5jB1mJXluNKVH6HoR0FQOgf+l4+fgL+8fgX+4ovL204e+SvfXYdPfHk1cwJEEASC3bLNLpsW4jWxF2Urg86B9lZvP4jPus3unCUsr4V2QLvpsODu3qUa1NwwkX95Pdnew0SyZsNhJIW8yWVBEMCJFZE5bBOLZgO4hhh5AVtDyYo6ADJzuCT7l9jVVlrawsJChczB4be97W3wzne+Ez7xiU/AqVOnymiTxYzAdO6SA1tVchjSliSxZk3rfk4C2IKkGJV8KnJwWA4yJO2zrLg4ys25LsAH3rULfuz1C/CL79gZa2MQBMyIQelmDBBSiUIeHBaP86aXzcHbf3Ae3vTyOaN2zRHmsE7yUYUrL20BAMCjBwdwQlF3mMlK05rD0bHQqXzXw2EQ/JkjIzh2OtzHQseN9c2aQlba9wNBVlpVdxYNQ1lWmkk1JwSHZfYyAK99czQHc1gVHDapOUyTBkxqDv/c25fgZ966CEsLvGNQvzAmGmhlpaX3Ohn0PNBddxxnHPZf+ngrOxnzZhXjQsZ10lUhKjAcbg+wgL0mmcDCYgKgDHadegUdd2bVeWUa4KaOliAAeOzZgXbb2G8je0VnYziOw+aHkRfO7WubPgQA8NDTfXj0oHisU6uzERxOkpUeKZL9xsX9T4jXCp1yVGHmV35mN/zUNQtw4VmhPdMbBJHsHt8GHcX3PNaHG2/fKKRts4L1bngv1hRqL0mQ2d923goxCflIi2pASDSy93rbwd7/2cVplJReJL6DmgNnRMHZNL9HnwaHI4WYvMHhjW7AEr7R71KUjWRRLjhbOJk5LK47ymkL7X/bUQXHwsIiHZnd3DfddBO8/e1vh6985StwzTXXwL/8l/8SvvjFL0K3my2j2GL2waaVlABCqyl2syo5CMxlpc3qfk4CJhLQcpBXlpWOMUUZNU2xs5Kiw+g0dF0H9u6sw4+9fkEIQLL6mkGczaiuORy+yoyQnTtq8I437ICdO6SosQadFmeaZmGJ7t1Zh8svbEIAAN+9vxf7HtnBc4SZjCxllC5a2sHP/+t3bobbdOLDtCqouLzuCwHhvkICkNWgjvUH/XnyusdJzOHsjml0NNLrYVJzmNbpFZI7NNtf/YI2vPFlYmIAPd8a6WcqmNTlzgsdY5sHYRzWvjSGSTzAnK9NLDDtOkIgXtWGKoyH2wmmLHILizLASkHUHKH2O4Up67bKMA1wY3B4VzRvy2zeJAyZ5KB+QmF2jhfAI8/wmsYPPjVgNY6xtEN1mcPiYDUyZA6PsuebxdAb+HDt507Dhz91itlD6FClCXIvvKAJP/LaBWhHqi6DYcBqDSIcB+AN+0Plmi9+c31bOWYxQSJrHeikeuQWIWZ1jLQwg605vL1hlRNmF6ejhLudO0Tfx5m7Qr+HroQYAoNvLcoczmnXIGt4acFlamgq9qlF9YBzQHrNYf53WWOFZQ5bWFikIXNw+JxzzoGf//mfh09+8pPw9a9/Hd761rfC3/3d38Eb3/hG+LVf+zW4/fbbM+3vm9/8Jrzuda+DD37wg8Lnn//85+Hyyy+Hq666Svh37733AgCA7/vwv/7X/4I3v/nN8KpXvQp+8Rd/EQ4dOpT1dCzGgGkdRLlua5WyJ02Dw8wpX4GFPBoaicFsWUY6RVaa1jiN7QvEbYoClZVWQawtG/6N7a6xeodx5rDMis0KZA53MtQbRrzu6tB5+O17N2OMow0Vc7iFstLhd8hOAQgZKgDqoCwLnJNjyJKWSbLSDVlWOnpVZTOOGMMp9hXs2x05ple8zDKQyBw+/8wG+8wkFk/r9NLzzxK0pc+DjgGHkD/X1cjOA5eci+qY9DlOe/7iks/52qRiDmNQWG5DFcbD7QCm7CBIfVdoIrXYFqBjQ82Jz8F0G4DZDQaZZvAPI+ccqoZkCg4zWWn9NlQhhO77/if6sLrhw0LHgdddFdocJypac1h2YA4Tmlk0c5gyIw4fHwn7VQXlUeWo2+eSkWfuqsF7fmQR/u1P7YSfeesitBoOjDyA46ereb3LADotswbsZZtwRoeDwmHrMG8fiPWl7c3ebqB2ur39swX0x+yWiAVYoirN56EMDucMyKEa3Z6lmtL/ZVFdsOCwxxUTPYV9Sz8r69bSPmuZwxYWFiqMJZC5sLAA8/PzsLCwAKPRCJ5++mn4zd/8TXjXu95lFKj96Ec/Cv/lv/wXuPDCC5Xfv+pVr4L77rtP+Hf11VcDAMBf/dVfwZe+9CX4yEc+Al//+tfhoosugn/37/6ddZhOEhjASInKtOTgcIUMGiE4nLBdFWs9JrU3XnNY2prVOg2iV+Fj1aaFAx3HOnYuC2AD7zPYlrqy5rD4XV4sRrV1VTLKadj/wja0mg6cWvWZMxIgDIQ+fmgg7B+As5SRVXxaIQ0pZ60CQIzRCcBlpDHYqao5q2UO4yEU/XvEZBjj92lx3oVW04EgADiZ0TmNweHz9nHvuElfUzHKHSd9HKKgm6KTWDcuyVOKTr46D1wNazkQtlG3Q4b8fd7ADE3EiCkmJLTTojzQoBz7zF58iwmD9UOXj0tyBjwdd2aVFWfq0EfnypWXhMHhZ4+NmNJGGjBImlS6Am2Z/jCAx58dAoA4d73myg6TGDypKGVRBWRiDhPnWBE1h+kUiCU3RgpZaUS7xR24KNO9e7EGb3r5HLz0sjY4jsMS4o6equb1LgN4X7LeEysrrQa9DlVaD1sUj8De320NevttzeHZgkpWGoD7DFQBPgomK910GGkhj13j+wFToztzV02pnGdRTfh+wPwkmZjDJc0bQ2K2qnyEFhYWFpnd3EEQwG233QYf+tCH4HWvex38/u//Plx88cVw3XXXwXXXXQdf/epX4TWveQ38+q//euq+Wq0WXHfdddrgcBI+85nPwHvf+1649NJLYWFhAT74wQ/CE088Affcc0/mfVnkg+m0IjOHqzQd0bYky0qX3hRjJAVydZDZuSy4KN0MJXO4JClTVvstlTkcEFlpJ/qNnjmsCmJmwcXnNOCf/fAOeM+PLGb+bbPhwOIclyYECNv/sS8uw/K6D2fuqsFVL2ix7ZFF3O350O1zWej3vWMJ3viyDrz5VXPwoz+4EDuOyjGPC5GlhfDLkRdn3+jqHOr6AwBfAKmYNo7jMGnsbj/bSgWDw+eckS04rGKUZ30+aZAN+1+arDRuVyBxWDgX1TFF9m7yvpIYfFmAzkrXjR+7KOlqi3ygiTTW0W4xabCxgdTDDQKRHUMTtmbVeUUDNiay0ruXanDO3nAek2sBp/02SekEbZknnx3AYBjAjjkXrriE2w8/+NI52L3E1TuqCHkeSpImVpUJGQd0f4eODqP9RvaMYiJH5nBvwGWl5eS8fayUxjYKDkfXcZDRsR1jDhfVoBkHdfzaa7K1ISYaTa8dFtOBkAhiH/aZApOVXhBtAEzaS7NRsJTFuMzhr96+Afc/0Yd6DeCHXzXPmcPEljp6agTX37YO19+2zmydaePgkSHc8eD2LjlJn/mRx8eDaTGHB1ZW2sLCIgUJgmZqvP71r4derwf/6B/9I7j22mvhta99rcDYcl0XPvCBD8DLX/7y1H393M/9XOL3zz//PLzvfe+D+++/HxYXF+EDH/gA/MRP/AT0ej14/PHH4SUveQnbdmFhAS688EK47777YP/+/cr9eZ4Hni3SMDbwGvq+D0EQQOD7ide1URedh6NR8vaTxGjks7Z5nqfP7AwCCIIARt702z7yvKjNQUJbfOGau464Ld47zwvYc6HdJ577yAPPKy4y5vlBdEz1NXUcINc8DBAHvhc5n72o/eF98/2AGVYu+GPXYvmhV7TDNubYkeOE5zUchdf1qeeG8OBTfWjUHfhXP7EIjRq/xq1GeB82+wGcXB5CEAQw13bglZc34ZWXN9k+5XY4EETnz6/dZje8JjvmHDi5EkSfjQQZ6+EwPJ7jyNcc9xcfI0de9BvNfWo1nPAcutnG19X1sL1n73Z5Xw3S750DPj/3UbgP13Ey3quAHdMlNX1Ho1GMgewH4fFc14GRF4DjJD13WRGdizSGYnAifE5xm+Tj+n4A4jib73llyRgBOXbUzzxPHFf8CoyH2wE4XtN+Oxp54CTqR1hsN+CzWNYzOfL4nA0BHwuGQ484rHyhj87i+DAceuwcvAR7dRjZjzXXh0vPq8Ph40N48nAfXnpZQ7m9eIxoXonNxRxuZEs8erAPQRDApefW4bLz63Df4z246OwG7NvlQLcfbrO+GcBGdwjtZoHSFgWA2tgAAINBwvUk170/GL/v0P09c2QAnuex615z4+1oRmuVbt+DwTC8rkvzom1x5s7QXnn++HAm+3YeoA04HGab7/sDT2GTmB+37PFsWhgRW60Ka0qL8sBtt/Bve6+3F7ifI1xX2fs/O1iOfBQ75sX7hj6eQYovs9cPf9+ohQHlIAigl9GuGY4CuP62dQiCAN755h1w7l4XVjdE/xcAwKe/ugIPPhUmJt7zaBf+48/vznnWxeFjX1qG50+M4Ow9Lpy9N3O4YUtgMOBzPfYHAPW8Pxzx70P/YfG2/GDgswB1r5/fxt6qtpmFxVaG6fOaebR+z3veA7/4i78InU5H+HwwGMCDDz4I+/fvh3q9Dl/5yley7lrA7t274aKLLoJf+ZVfgRe84AVw4403wm/8xm/AmWeeCZdcckm4aF9aEn6ztLQEp0+f1u7z0UcfHatNFiKOHDkK3W4TDj17Cg4c6Gm3O/p8C7pd3l+eeuoELATmtdnKxGbfgW437Ef33HOPloF4/Pg8dLsNePqpk7Dk9CfYwjiePVGHbncBVld8OHBALd9+8Hi4DeLEiRU4cOBp9v6ZZ5rQ7c7BsWMrcODAU/Dk8w3odufh1GkPDhw4KOxrfX0JekMHHnzwCBxdLC71eXl5Ebo9Fx595CgsH40PWCdPLEC3W4cnHj8BG5tzAADw4IPPw1wrgNXN8L71ewAHDhyGkQfQ7e6MtrlXWR93Ulhd3QHdbg0efvgYbJwcsXsxt8ODY4cPw7HDfFva7m/efhy63XmYq3tw4MBh9c4jPPdcG7rdNhx69jQcOBBmZj58MLynm+sjGPTr4PkAd959HyzOcefc8RNh25568hj465z5cvp0+Pmjjx6D4arIiDlyNLwPB585AfOK53ZzPfz+/gePQ2/ZLGPV9wGOnwrP+/DB5+GHr6zDyHPgsUeeS/0t9t0jR1fg3vuegW53EQYupF4ziqefDvcBALDu+gDgQrfbhbvvvicmG30i6ofeMIDByIk9S+Pg6YP0OQz3GQS8T9x//31waq0G3e4CnD7tx55NirW1JRiSYPADDxyBIzme1/X1nRAAwAMPPA9Hj3Sg223CwYOn4ECnB48dDscJxNFo/LAoF88+24FutwVHj5yGbjdkDh44cA80tud62yIF9913Xyn7PRXNE48/dgzWjo/YOHX3gXsYm+LJp7i9d/BQsm1YVaxsuNDthsohzx5ehgMHnlBut7yyM6wH/PDzcOpEC7rdNjxzkM/JSTh+YhG6XReeejI+5yLW18Ntnjm0Ct1uHdZXTsPC+V14+cUtuPTsIRw48AwAAPijJegPHfjmdx6AM5aq5aw5GI1diCeePAmLGhv6qaPcbn3k0eMAm+MxYE6v8/v42NMAd951EJ57PrTlDx48AQdc0Z45djS0q55+5jSsd13odhuwfPIEHDjAt1tfDufAhx5fhQMHnhyrfbOCo5EN+Nzz2eb7o6dr0O3uYO/vu+8ILM1nt0nKGs+mheeem4Nutxn9vbxt+tF2xNGj4XgDAHD4sNncYLF1sLq6BL0BLx+UNJYtb7hw6HgdXnLBQKuoNm0EAcDDzzZh76JXOVujaBw9HtlfTx2FESn5Fa6LW/DMM6fgwILevn3sidAWPnVqGTYbAXS7LXjyqXAtbdyG0zVYXdsB7UYAc/5zcOAAQHfA/ZZ33X0AXAfg4OHQNgcAePZIkOgrmBQOHwnt0u/ffQzOP2P7KK1Q9Ifcn3P4uRU2Fxw5GvcjUb/tQw8dhdNHin2+PB9gY3Mne//woyeg3h/PF7/VbDMLC4scweGPfvSj8Eu/9Euxz7vdLrzvfe+Du+++GwAAzj777LEads0118A111zD3r/97W+HG2+8ET7/+c/Dr/3arwGAyEY1wQtf+EKYm5sbq10WYebBfffdB/v27YMnjvXhggvOgP3757Xbb9a6cNdTa+z9BRfug/37O9rtJ4nVDQ863zgJAAAve9lF2u3uPLgCz57uwwUXngn790+3D3WeGUDnrmXYuasO+/dfotxm7uAAOncvs/dnn9WC/ft5MsVmrQvffmQN9p7RhP37LwN3oQ+d+1Zgz+4G7N9/qbCvxdtOgLPpw4tffJ4gATwu5r51AjzHhyuuOA/OVez3tseW4cTGAC66eB90Hgr7z9VXXQALcy6srHvQue0kOA7A/v0XwWbPh85NJwAA4OUvu1ApgTwpfPnAKeiORnDpC86Bl1zchOZT4b3Yvbseu7YAAIvfOA7DUQCdpTOg09mAiy9oKrejOLS+AQ88uwFnnb0H9u8PnW8r/iZ0Hl6Hc89uweZoCOtdHy574XlCxuYX7zwJG0MPXvLic+Cy8zkz+av3nYa1/hAufcHZcDWRvQYAuOXh03BsbQiXXXYW7H9xO9aW2x5bhuXeAM67YB/sv9LsuV5e86DTOQmuA/CaV10Yr4mdgHWnC999bA327m3CFVfsgM63TkK76cD+/RcZ72Oz1oXvPBr2qd27arCysQadTgeufmm879z04Gk4tTmEHXMurG36cNY+8VkaB/1GD257eBX27AmfQ4CQudu58TgAALz06gvg+ZMj6Ny1DIuLNe3zDgDQufk41Ilk0IsuPxfOOzOdwSaj/dVjAABw9dUXwMHVDXjiWBfOOy8c4712DzoPrLJt9+4t7lpY6PHk6XV46LlNOO/cPfD40dC5eNXVF1SOJWgxXaBtdtVVV0FNVVR1THzh+yehO/LgxZefAxec1YDO18Nx6sqreF88NdqEzuPrAABw9jl7Yf/+eFmEquPY6RF0vnUKAAD27dsN+/fHS0wEQQDNr4bnv/+lF8Ba0IX7D4lzchL+5vaT0PU8uOIl58LF56jH6d13noSB78H8jjp0NkZw4QV74ZWvWIBXvkLc7uJ7T8EzR0Zw5jlnw0svayn3NS08fHwNHn2eB0TOPU+/XnAe60PnnhUAALjwInN7QofnT4yg8+1T7P2+886FPU9uwJHVAVz2gvj+Tww34d6D67B7z24YnBxBpzOCl111tlAKZO85Q7jlgdMwBAde+tJLY0ojWxFff+g0nNgYws7d3E4xwePPDqBzxzJ7f8UV58PenebjUtnj2bRw73Or8NTxqIakZnyx2Bq47bFlOLoWOuD3nWU2N1hsHSzcehycWsQc9tcTx7KP/N0KHHi0Dy+9cim2Dq8KDh8fwUdvPAXnnVmH//u902enlom5b5+Age/D1VeeC+fv4zba0yvr8PBzm3D22cn27bPrG9B5agMuPG8PdNoOPPL8Jpy5L9sYcNs9Xeh01uDyC5vwspddDAAAvYEPnVtCf9dVV10IjboDX7zzJKwPwmBis+nA/v0X5znlwhAEATS+dhzcOsAFF1XPLp0UNro+dL4e3qudu5rQWQ3ngt0KW6r5VB86d4f27wtfeC5ccm52/00Sun0fOl87wd6fe15+f/ZWtc0sLLYyNjc3jYiyxpGez33uc3DdddfBcDiEd7/73bHvjx07Bjt37szUyKw499xz4f7774edO3eC67qwvLwsfL+8vAx79uzR/r5Wq9lBrEA4jgOO40DNdROv66teMgebPYA7HuzBs8dG4DpOZe5DWFfTAceBxDbVXDfaLvlcJwEnakvSdazVaoLTql4X211n34f7cJ1on258n3if3ZT7nBW+H+67UVc/lzU3PK4fuOxcGo0a1GouNBsO+8xxXAiidgIANBu1qTrsajVH6Csu6zvq+zXfcWFl3YcjJz1wHAd2LdZTr3O9Fl2TgO9z6IXH6LRr0G55sNELYOiJxxxF2zQb4jWX20wRBOF3jYb6PnVaYVuGI/Pn+uRqeK57d9agmZH+WK+HxwvblXxttfsgzwcPBjvgODVFzepw//Uavhb3HLD7CKT9TsDaVqvVoF4L4ttoQPt9eC7Z2un7/Njhcxn1i+jZx+tNjzft8XBbIOrj2PcBAFwnHAstLGSUZeviXFCv16AhzLO8LwZAx4jZHB8cMgYHmnMYDPk2nXZ4/qbjNECYxe84DrSa+nsVPu8+9Aa4rXru2benAQePenB82a/c9cY+g/B8/fxJ+07SdsZwfOHYh4/74GlsIACATivs04MRwPJ6eH/37GwI25291wXXcWCzD9AduLBjbuuPwX50D0de8jop/jvRXoCc66ett3Z3Zn6M3OrY6Ppwx4NdeOWLO7AwxjNOxz/H3uttCCcqkRUyh5PGss1eOOds9rONs5NEbxCu3bv9oLJtLArDUWh3tVuiT6YRrcP8IPl5Hnr4exfaTTeaQ7ONAYePhdf7wrOb7HfNBplXHRdqNZe1FQBgMATmd5oWBsMgshsABsNtPO455L6Qe4RjAQW1f8vwNfuB6COS/YN5sPVsMwuLrQvTZ9XYK/8jP/IjsGPHDvjVX/1VeP3rXx/7vtVqwVve8hbzFqbgr//6r2FpaQl+9Ed/lH32xBNPwPnnnw+tVgsuu+wyeOCBB+DVr341AACsrq7CwYMH4eqrry6sDRbJ8JGklmJ/tJsuvPW1C3Do6AiePTYCrzhl4rGB55BmQznR2jAjWb0cYJsT1qsyEVOOIeD54vkkXQf8zC/43H1f3TZ2XBdrGJLaydG2dHwbeeE/gLCuy7SZHMiC9aILhtdYR47ttBxYWQ8zcgEAdu1IH7zxmtF70huEb1oNB1oNR/gMgdeyXhcb4ybcY7y2uvvUboVfdAfmHeTIyfBc9+3O4SgkxjW2V5aCTgPtIvS8/CAA3YCGx8h6LJN20OtOxxjHMX/+PPI8eX6+5zV+bF6PWf4egNdGtpgMaL+1l95i0sA5zXXF+Yz2RTomzGo5Ko+eg8ZeHRKVhkbNSZxDk37fqOvtlXo01+A83miot923O1zKHT1VvQsuX7+Rp79A1NZL2s4UvnTsIyc9tt94EhhAuxl+ttH1YW0z/PGuRdFGaTYc2LXowqlVH46cHMGOuWZsP1sNeF9onzfBSNq+EuunCkBn71lUB7fevQlfuHUdVjd8+PE35mf70ttrbbbtBzqNpd1+nCtHFVbgxflzVD1To3D0h5FPpSnaCphQ7qU80AP0yTRDQgMAwCDjHHroWNgZzt/H3fXUZ4H3YUj6TBC9bxZLPM2E3sBX/r3dQO3fwTB5XUHXS2XMFfT4ALx/WlhYWFAYB4eXlpbgbW97GwAAey0Tg8EAfud3fgfOP/98uPzyy+ErX/kK3HrrrfDZz34WAMLaxx/5yEfgjW98I+zbtw9+//d/H1784hfDVVddVXrbLESYhuKqrL6W1jT8vgqLOxbITdhGvtaybK8cHE6K85d139ICe9hkakS5yKgk5+P5AXNCqRx+k4aq3QCgvWFzbRcAPDh+OrQMd+1Ijz66iuBwf8AXMu1WtBCRjL8hBodr6v6gWr3iAkgn/YyB6H4GQ/PoqSg4vCe7TDkmRfg+779Z+yg9FdpnAoXBjsfA7dwMEthpwGvqEw+hHKDF46WVUcCv6zUHPD/IFbilP3Hd+Lgn77ICw2EihqMAvnVvF15yURPO3D37BXpd0tGtU9li0sDnv+aGKiOMEUMGBhqQm9XkEZNzwEBZqDrjsDnZ9Lk0CQ7jnNPthw1qarY9a08YwMSkqyrBJwkFvp8cYKQBYTmwmAey87Y/DNgxGoq8NHQC43Ws1wDm2/FrftaeOpxaHcDRkyOhPMdWBdqyWYPDQymAYOesEPQ6zOoYudWx3g07/WZvvPsjzo32Xm87CM968qY88FrdfjILbSwCnheweU+2u+qR7ZAWIMfgcrPO7bzh0Py6eX4Azx4bAgAIstbU9tYlbvUGPjRVRs6EQP1B3f7W7itJoAmPQnBY8fxQezVr2UwTDKXlQdZEBQsLi+0BI2/pH/7hH8IHPvABAAB48MEH4cEHH9Ru+yu/8ivGB8dA7ihKk/va174GAGGB85/7uZ+DjY0N+OVf/mU4fvw4nHfeefDHf/zHcOWVVwIAwLvf/W44fvw4/It/8S9gY2MDXvOa18C1115rfGyLApAxMKMNmk0RGAxKZQ6z4Nn0J9M0JipAPOAqsz7xt+x0EtjICXHDseAlMDgASH8hRhTehzqxeT0fYBTdxynawgyykxgDf7rbNdcSv5GZKiow6UVybdAYbzcJc1haiOBiRr5OXOomfpcpK1sFZNv0MiwAOHM4e8COMrSwvW7G6LCeORzf1mfB8ej4JTCHaVA6xt5NaJvcRoCIVT9Md0Sk7cd1FEkDMnN4+sNhIr72vQ34wq1h/dM//Y9nTbk1+cHG/BjL3cJicsAxhSl4uOH8QG06OibMqv+Qjp1pzGF0HLI51GBQDIKAOWqSqirgnMO31QWHw50cOTmCIAimrp5Cgdev3XBgsx8kOlTptS6CmSTPgcNRwGxFOUEOgCe6rXfDe7hrUV2i5MxddXjwqQGcWNkG9Cng11F2LqYhxhwuqD2zDkFpwV6USgJZXGnswDRQM83e6u0HXeKvCow5XGHDacSei+m2o2zQQF5TUmxBn1XafcJ9NHMyh4+e8mA4CpPWztwlOmBk21tuS38QAMwbH6pw9GxwGABEG5Tee9Xz42vWUUVBTiDIQuiwsLDYPjDyzN9zzz3s77vvvlu7XVaHxH333Ze4r/e///3w/ve/X/v9Bz7wARa0tpg8ktimKnC2anUmJNOWuIzhV15bTIHXL+lxk59FVxOANWEOgyKAVQSYo1lzHngK1EnIpX0dcCBst+dx5rAslzwNsL4iyUrrxse5jhht3JlTVppKICEDRjb+dNdJZpJTeBq2MaLTQglr8w5y5GR4U8/KwRymbNu8zGHKgqZ/Jz3fuCAskpyukiKlzgTXcXjCRkLb6H0L71OQa6wSmcNOjKEuBySLHhOKxhPPDqbdhELA+jkAyxiv0DRqsU3AWaBERcETVQo8gSk12fYVBTrOaYPDmGgVTWE4J5s4TalNk8gclowj2UmJOHNXHRwIWW7r3QB2zE3fDkKg/dBsRsHhBOcoTXZDR1Zv4MOtd23CejeAc/bW4bVXdcyPLQeHh8kqM1giA7Fvl9oWw/tQZSd+kcBnOjtzWLYXtsf1SkMgMISm2BALLfDZHjcIJpZcGG9fFrMHITkgSJ6XOQu0zBaNB2yjivm4lTAgyjByYryprcd8Mg2HB4czMIcPHglZw+edUY8pltVqDoy8ALzI/qblvzw/XlJs0qDH7/W378BHx/9UWWlBsaj4tsSCwxn6ooWFxfaBkWf+L/7iL9jfn/jEJ0prjMVsIeuitkoBVgQGWtOkYitEHDYKaKfVHHYlOdsktksZzGHfD9j+tMxhN+6AE+WAo8xJjxs9ugDmJOHKC4eUAObSPL85rguwezGdmloj0soINMBbTYezeYmB7vtcJikmK43bqILDWMtWE7NuNcPGmGYhDkcBnFrB4HB2qjerwUvq6mZVenakfoRQJa7gR8jwlh3I44BLZOuvnUktS/odLmRzyUoLEu78bzmJhH2e+QiTRRWSRYoAvc42OGwxLcgJXSo1mO0iK42OngZjDoefmzyXNECaLCstvtcFh5sNB3Yv1eDkigdHK1YHlzGHm+kBVZE5HG73vQd68Plb1tnnl5zbMC4RIN+7ocedqCrGdku6vmllL7bLGMxrYWY7Ybl25owOB4XDMoerj1FBQbCy2WAW1UaWZ52x1SsceMW5wPOgciolRYKxfhtO7BzRZ5V2nwYkOIz2Rpbg8HPHsd5wvHgwDVDTZMMdcy4sr/tTZ4XSgHB3GzNUabJsP01WmnxWhm0ps9az9EULC4vtA6MV9mc+8xmjnTmOA+985zvHapDF7IBNK4bGoUpCddqgjKwkZHH8lQ0uMapvddaawwiVPG8ZjG/qBNTFc2XmcMiaI4xPzJwUgp6FNTE3asxhHjGHo891j8lbXj0PjboD/WEALzivCe1mevBRJWGJhme76bKArS5TUb5OjiSFTZEm/91SBKKTcOzUCAIIg6075rIHWl0SGDeVhdftA8GC4yqpn+i03viyObj6BT68+op2toMltSNquJBdTtrgOGZjjygrHd+nKWKS1vJ1lfZZhfEwCY0KJIsUAjaIhAE5H6yj0WLyQN+FLLFPx006Jsyq9KBJBv9IqhnMkngMHkxkVDoQT9yjiDGHEwLJ+3aHweEjJ0fwggrVwUU7CAOvSexTgTkc2X2bPfEGrG36cOZus2PLt2I4ChLtGbRlELqyF6rkvK0MvGZZa9TJiQB2ygphaw5XH0XJ59J1s2XObz8Iz3pacBgVGqocHPa4X8MPilXSqhJ4veD4CdYNZaX7JMDMgsMZWOEr6+EgpCIMhLZhaM/QeXk+Cg5Xijm8jYPDvmYtoZSVFtZOxV8zORhsg8MWFhYqGAWH/+zP/sxoZzY4vD1hahuaMOAmDWa4p5yEU6G2m0jppjGHZaZo0nUoIzNUqG2qcY5yVlLkSNXUUR553EivBnMYA7fh+7QA2tJCDX78jTsyHiN8FWSlB9wJi47YLsnepKwP+TrFalATpF3bTsbg8NFT4YJn3556rr5FZaVZPeeswWHKHHaTn2/8aL7jwqteYi5padQOxX0UpJ2d5HrQqt/gfcrj1BIkrV2HBa+ZwkAsOFyBATEBDQ3TblaBstIA1Q/MW2w9yLLS6KDSy0rPZifVnQ8FBjlxjMmijINOmXo92b6Sk7iS6hOftSesg3v0VLU0KZENhQlrxjWHo+srb5/F0SgHb0cj7nhX2TNtKTisK3ux3cZgXtcwG1tMTgSoUmLwNEHHlxkdIrc8ipLPtSzx7Q1RVjp5W67QUF57xgWdjz0vObltlkGZwzLQLvMSbBkA7pNp5mQOr6yHHWJxIc56QFWZEVHOq7m8zNe0A39WVjqEzg+jWleUzRy2stIWFhYmMAoO33zzzUY7e/DBB8dqjMVsgTNYzbavcs1hU+ZwFYA2RVKTHEV9EgpXYoqaXIcibxt12ukYqXjN0QCPB7yjzEk/qJSstMwqwcuWVfo4CTHpauDGOJWVpgsEmo0cYw4nBCCZrLTmOc/KHD5yMlz57tudj+YtMIfZGJTt4orOTYdIVeujw2WMAVQiWzoc+z4pcI+gv2ey0jkeWNyPfK5snMjJHL7jwS4sdFx48cWtzG0aB/Ut4rhg47ODbPOgUvOoxfYAk5WOnismbadhC88qc9jXnA8FsjVQnUA1luvApY2TJxXTmsMAnOV65FSKx3LCYMzhyE5IYkVRJg7+LbNzsji0ZAfcYMRlpVVzQ5w5rLZReAJg9cbgOx7swsKcCy++qLi5lp7nyEtOUqCQA/vVu1rTAe02NmBeTYxQPrfAmsPWZNtekOcHP6XmsG7OqxLkOTrJJpll9BOCw+izGqXM/2gjthoOW5dnCg5vhIMPLT2G4EngAQxZsqEDbSQGDKY7sVBZ626/uv25bOiSi1SJBYJiUSnB4fAVS1NNO4HAwsKimjBc4okIggCee+45GAwG7LOjR4/C+9//frjrrrsKa5xFtZHVOc1ZaGW0Jh9YcCnFvmVtr0LjMViVEPiQTyfGHJYCTklsZJPgVFZQe0l37dEB50lsJUSNZG+ioVXPNaIVi5jj0DQDIQNqibLSjjJgy5yitThbiV3aBOawLjiMNXhNs0NPRPWGdZKNaaBOeBMWvQo0ocV1k/u4STJGXrDjks900s5JQQf6G1w05nE64rnKsrGqcSIIzMby9U0fPvbFFei0Hfjwf9iXvVFjYKswh3GudRyHdUTraLSYNGI1h1NkpatgLuWBTgqOgjGHo2lMpQKhA/42SSYaIF5zOCmYfGYUyDyxXK3gMF4/VDNJqlsr1hzGV3H7LCwUObBDZaVV9ejlYPyiwikLUE0VJIBQcvtjX1yB+Y4Dv//Lxc219DoOR0FqUgNCdj7ahKYQtg5t9YHj1Lhrfnuvty/k253KHNbMeVWCp0jg2oqg9YJlsKTIFFNrQBL28TdZSjOgrPTigkpWOmqDL9qTrKSYlZWuBHRjvoo5TOeaMpnDCx0X1jZ9yxy2sLBQIrN3/vvf/z584AMfgNOnTwOAKDH1lre8pdjWWVQaWScvOdBQBZjKSlfJIW/SZJnNLQf2eK1TMYCpDLKVEF/BBYYDetZnrOawkjkcLlCYVGCR9NyckJ3ETPq4jGOomMNEVppmb6KzQ8XUZixthd+V13NWnwGylPuGC4ABCWLngSgrHX6WdU+0L4UB2MgRpCIOB+rkhCKgqh1NHaiO4ygDyDIEOWi8lznGKmwHXh88Yy4/zxMFQonJ9H32Bj4EMJ3sYdpnPT+IOf9nBopkGutotJgkfD9g3RCfI5bARQYbQTJ1RjupiTQ2ZuFjoKwm21QJYEonqcFhiTmcsL1JTd9pAO0HTFhLkpWmzmY8D1liMwvbgc1nEA6hQ8ocThEuaTUcrXxyVWWlca7dLHiulYPD5r8Tt90uNZrTQK9KHoUXi/KBY1GhNYftvd5WkG+3ac3hpDly2tgKyjAmSJKVrinsXhUo+xjXbYNhYFSaYTgKYLMX/n5JJSst+L/Cvxt1ouQ2dVlp3jmqJCt9/xN96Pb9wkuE6aBbPyT52pJ+Nw7QdpvvOLC2aZnDFhYWamQWXfzd3/1d+Of//J/Dl7/8ZajX63DjjTfChz/8YXjLW94C//k//+cy2mhRcZiy9rLI7k0KLNCayhwWt58meABH3+gYc1gT2IvJSis2kwNERQD3lSRJLtcclk+BZk6OEtggkwZvd/jK2ZbFtU2ukRsEgZCl2lIEbFEmraFwiuqa5vsBe151fQiDvN2BmdStqWNcB5eMI1ml7RE0SOg6yc7eMv05NQXbjPWX6L2JI5rKQY+ThBOT6ZYY5TJT2+QY9DmYtHOMMpymnUk9DmjLqxqYsNjaoP0NxxhVooLgPKywkzMJ1EbV+f84czi8CI4iYUsH+bc6yEl9SUoImAhTNTYP2m+qUhexbUl/4cEZcfs8NYdV9lBaCZIlBVsHkYUlPkng+Ya2UXGN8xRBexMMY8zhwpo00xCSASu0HrbgwHlsbFlpyxzetpBtgbTxD4PCVUvwohDtu+q2c1wgwzep5nBSEN/zAp4Y13DYfoLAbExZiySlay7AfFvfBs/jNlWj7mRO1i8LPZKgViXm8J9/YRk+9qUV2OhOZuLVrQdUz07ZstLYTxbmQgN22n3EwsKimsjMHH7qqafg/e9/PzhOmFV9/vnnw/nnnw9nn302fOhDH4KPf/zjZbTTosIwDfFw6dbqTEiMFZgSuKtiYDupyanM4Qzs1jKCEWgY6QKOADxAxZjD0jnQmiueIRtkEsBzkjP/iqxZKx9jMOSsrjapOUyzN0cJQVkdG5Eaq7r6re0WX/QMRwD1WgDfPNCFF5zfgHPPaMS2H0q1GrOCBsZNEiWS9oF/y8F2irzS1VnaoZRljb4zkbSnctDj1ENkSRuO+BrI30f1vk3Gck86t0nWb6fH6g8D6LQnd+wiQfugZQ5bTAP0OWY1hxVznfD3jPZRIditcYDK0tBZnkvGOk6xV2I1hxOCybTMRpWAcxtKNG/09Ea0IFkZXSPZUZ7FoYXHbjcd6A0CQb0iLTi8a4f+5qgUP6oAWdI9p4kl7TOQmMPmvx1Jt7pil2tq2ArS+1sduF4aNwBG77VNBNhekNdHSc96EASsr1QtwYtCrDk8xYaUjGECc9gkEY9K9jYbjrAWHQyDVPtjZSOSlJ53lf6NGvF/4X1o1Llq3LQDsnJJsyzlKMpCEASsXYNRAPMTOKYuEUDJHCb9qYy5YkBkpQHCPmrCYrewsNheyMwcXlpaguPHjwMAwOLiIhw6dAgAAK644go4cOBAoY2zqDayBk2YQ6VKdq9hW6o0d5pI6cZqykpORkcK+sS+SP5obKBhlKTyil+hwSQH8KkzlLFRi/CGjQnKbAWIM0GLQE1yRONCxIFogdB0hc8BkoOyjiYDgLJ2dIF86rDuDXy4+9E+/PVXV+GTN6wqtx+NWR+aS2rzgHhW5jDtd67jcHa8YnBixyiha+FzKUjPScdzDJjAVA5aZq5nAWUgh69R+6TrUsvATp5msIi2b5br69B8Ad09sbAoE6J0fRQQVbBlabesWvDMFGKwW70Nm08beC3MA4amzGE52U3lqOTbRs7CijmW0YZYnA9PZn3T1yYVCUHI6DzQXmjmcHp6gejgpXOALpEQ+/TLXtTS7lel+FEFiM9eMfuUb9UwQ/+SmcMWIbbCGLnVgePO2MxhmwiwbSHf7sDXz9+0n8mlFKoEGhCtmq1RJJistMJPwXxPCWMD88k4oa1Rc/m62kTOd3U93LlKUhpAqjlMmMMtA4WWSUC207oVkJamtsyk+q6qtjC2RZ77BVZ+CSSqoRQcDoKtneBhYWGRD5nd8z/2Yz8G//Sf/lO44YYb4A1veAP8+3//7+HHf/zH4b777oPzzjuvjDZaVBRZp64q1hxmgdaUwA9j71Wg8SzYmBAQi9fnlb7HffniqyoAxoIRBZ47Oq4SZaXR+MXgcIwNTZnDGBwurIm5EWdlh69FBtkd6dqghE+z6YDrUuYwWchh7WCFQ1rHnKUspJrWmRouSPqDAPqDAB58qg8AAIeODsHzglhQ2dQxrgOvOUyCmRn3oWIOB5DMHC4DKrZZIAVoTRhpVA56nHEWxze8xnISCe6zFjGHTZxdtA/5PgBM8BmlC7NpL5bHAhlDkljuFhZlgQab0J7AoV2slcX/ntWadCZ19WKy0hkUVtDBmiorTeZOB5LtG7wnMltz2sDxH2WaR5EMIjoxhW3JoCYz9+bbDgyGQaYkHzx2WzpWWH5Bfe3/8y/shccODeD1L02vSVeB5YAA6mz0/AAaBaQkyv0/S8BXDiTbQGgIgU1qL0kloZO1zwpBQtze7G2FmKx0wrY06KpLwLnrkR4AALz8RdOTQBp56r+3GtDOwER7ippBIh6tWYw+tGYj9JOYrEVXIllpVFxJagPehiaRlZ52nd/+QDx+rx/AoiFVt6x+rirfVTaS1kCeL/o16VxTBnMYVV/mO/ygg+H0Gd0WFhbVQmbm8K/92q/Br/7qr8L8/Dz85m/+Jlx22WXw2c9+FlZXV+G///f/XkYbLaoK5rA2m1g4O6+c5owD08BdJdZ2BkxU2e8lyxMyxqK4y+TDFnjuuGCW20WB94TJSkub1kn25pDI6kwbeG1jC4cCm8aTFcL3uJDBhYGqxh5nV8f3p3Ns44LVgWTmLK07/Mgzg+i3AM+diKdAjxscplLMeWsOU8ew6wC4TsD2KWMSstKizGAgfGdUcxivg0MVGrI/sDJz2JWOLdcKNzkCbcekk2vo4WY5OMxa7mS79hYWRYGOjWx8IAlafDv137MEk3NARwvOp6pAuQ6DhBIPFDSpr15PtrWrXnO403LYtVrvqttInc1o0+ErOrQy1RyONpUD0UlB9rP31uGNL5vTBo8BthdzWA6OZelfI0kSvGKXa2rYCtL7Wx3Yz8d9joISnkmL2YC83EkMFAlB1/igMBgG8BdfWIaPfXF5qjWJfcoc3sKDVxJzmJc00/+eBZeJ2guqrA0M7t/KetghMKlOhsAcZvYkKFXjpgHZTjO128rs59NIXE1aA8nPj5BIX8Ltw+vZbjms/0y7n1hYWFQPuYQ9/8k/+ScAALCwsAD/43/8jyLbYzFDwCnFNGhSRae2aeCnSqxnOXikQow5rHGGYSZz0nWQ644WAVxf6NpFj4sGlC7g7XkBW0wl1TCeFKjRDkACmAU2Da8bCw4PxIUIrTuDNUVGjF0db4gshY3Ac6jVkh3T7aYDKwDw3PERnFjmFu7Bo0M4f59YdzipHSagzyL236x7Eu6FQwOw8V4eGDxveaG77uHxHOEV26K6DzSoy/pfjqxuXbCdXZZAfBZNsltpOyZdc41e162wCHIgrvpgYTEJ4DzsAA8Kq2SlTVi3VYdJTdCBVHPYYdcifZwxrTlM58gkSWm6re+HbUgKbk4SPrMhHFjouLC87sP6pg97luInL9QcRuYeMoexTtrAvFPhvZDZP6rSGllQVWn/Mpyfsh2RpebwUPptWeunE8sjuOOhHrzpZXMw186c8z5xlBHEtygW+PyMGwCjz2G1RguLsiGPd0njn6iaEf9+MAyEPlmEKkQeUGWS7cAcVtldTKUliTks+WTovkyCnqsbKbLShDnMSm8QWWlUk5sW8gaHN3o+6+dF1ykWE9UL220iTBNCAGSVieLbwhMewtrUm30zFntWPHl4AE89N4QfekVykqWFhUU1kTk4fO211yZ+/0u/9Eu5G2MxW8g6eTFGW4UcKqZNYaznCjSdB+XTWbcIeYLWBaWUu2TRCOMmpoLXEdZvg+fH6hPL50BqDqORVQVZaS57jIH34juNfP/Q8MaFQbsVOS+DcAHXqJNav4nMYTmT0Szojszhex7tCZ8fOqpiDoevjZw1h6mcOGeyZjNAaT93XSd8H6Qxh4s3ch2pr4jHi9pHDhsE6meUykHLbN8soAxk2oZA/l5SHjDZJwBPCpkUqMOln4FxVjXQPsFlpWf3fCxmD7JqAICaQbkVAh9CgFszaMkKGKjmYSQrLdUr1oEyh9MlqPnfslzdNMESzFyA+bkwOLzRU3cMoeZwdI1GcnA4gzML+58sKz1uEmFVpf2p/VbUOksOjpmwnhCyE7ys8eAr392Abx7oQqflwjUvnyvnIAVCpRRjUS0Mmax9cfuc1fnQIh/kZztICOgKNYcVNgeVmp5mP/K2GXO4pbDRTFRaWHCZ2B4YHDZZi66sJ8tK1wkJgZUpaXBZ6WknQ2NwulEPfT6mNYdpULvo5FKaUD0pP3TSsxpjDtNEohJrDjfqDrRbYXB4dcOHs/YUe5zP3LgKzxwZwSXnNuDic5rF7tzCwqJ0ZHbPf/Ob3xTee54Hhw8fhiAI4OUvf3lhDbOoPrLOXeMELcpGWmyJBWQq0Pak+sAIOVgWqzmskYudUGyYs0kMpPtGmkAyl/YJuNFTAeawzDI3CeZnPwbPGgWIy0o3iSO5NwizL4cJUpa6YB8GlOX+I6MdMXMefCqUlN6zVIOTKx48e3QY27YMWemsl5Y6zh38faAem/CjMhIgVQxc+Vmk56YbOylzGAPOeRYXuGDCvsqTEDDRIWo36+Ppx9BJzk4CtHnTXiyPA8qQZ8/q7J6OxQzCZ0la/DPsizoZ5lkNfIjno95mJAeHM0gNm86BNIjZTNmWsoynySySwRLM3JA5DACwvqkLDhPHYGR7oA2y0M7OiMH7WK+FcyN2x3GTCCsrK10Gc1jajywVnYRJlXLAPjHtOoum8H313xbVQXHM4dmfDy3yQb7diYEihWoGBR13pznvULZwkYkTVcMgSmJXMYfRfkhiTqtkpTEh3oQ5nCorTZjDOM82ag473rSToXuRwsvOHTU4ftqDrqHd1iPKMEWXSNElsZaJZFlp+X15gXEAUe3o4nOacGq1B48eHMALLyg2gItklc2ene8sLGYRmYPDn/nMZ2Kf+b4Pf/qnfwrNps0Q2V7AQILZ1k4FHSqmARRXwfCbFniwUb+N/JUc3Is5MhOkc2kwrihQuWItouPiAkRmwtQUmZNVkJV2pHbz2tzFHUNOtECDGhcGrutAs+HAYBhAf+DDjjmXO7MV10jHjEdjNSmID0BqHEeLlDe/ag4++7U1OHRsFJO4lJ3qWUGD7zLT1Xgf5Ga4bgoTiD1w2Y5h1o7wla6BZBly2m/8AED1yNCgLZdjz96emKy0xIbDV+YczyorPeHhk7ZvlmsOU5jUoLawKBro5BDqtUslFMLt+N+zKistMIc1zxlzyEVzbhY7yTSZjdptabLSdNsqyT16ZM5gweGu+iIJNYcLYA5zO9OBRt1h9yyt1nMqWFJXtQZhQaWjKOaw9AAMMzhsZQd1WesnbNKsjDeCUswU22GhB/b7cftUoLDtLbYH5CE4WVaa/62S7qcS/dNU3xulBLG3CgaRT0Wl7lIjCbq6Eh5UwheBf5uUZlhJk5Vm5Ake9GtQWekpBodDwkb4984FF46f9ozbIzCHywwOT8hWSJaVDqT3/O8y5oohUSx60YVNuPPhHjzyTB9+7PULhR4Hr+1WHh8sLLYyChEec10X/tW/+lfwsY99rIjdWcwYTN0sMgutCsgqGVuFxZ1JG2KBVMkJyWqmSTWHVRHMMsKtvI5wEnPYEbaV7xF+PyI1V/JKFReJmsSmSmJl5wV3yoc7ZzWHSW09OYOU1/qN748FnGSWiKFcN8pY47avu7oD9Vp47OPLoqd6MCbLu+bwfpGXOUy3dxwA14nulWJsKuP+IdhzqnIgRQeUZaVVoEHyLIFbGUzCHQPT2uOomebqfU4v453ez1kODtPx2ZE/s7CYAPBRosM2/q17xmeVFUefLa2stGRzyOUkksCZw8nbUadjWjIVK48AxTvVxgFlDs93wgaaMIfRXmHM4TmsOZwjOOyI17o+ZhIh2iAVWsoAgCRXXBJzOEvNYQzk47Uva85itnbVbogGZdwni+IQBHxNOe5YOg22mkU1IK+nk+4/DaSo+pzAHJ6mrPQUk/+6PR++/K11xqotE4w5rLC75BIeyt8jc7gZt+HSSjP4fsBqDutkpWtEOW9E7MkqyEpTG23njvBimap6dMlvi+5fOoWjMpGJOSzYBcW3b0jssRddGJL5njw8LNw3gk2flWQ9CwsLEYVVpbrjjjtgNMqwarSYeWQNzDgSC60KMD2HKkliy8xCFWI1h6X3coAh0GxH91VkDQyVRKXuuCMNc7hOag7zwOf0mcOM0SyxLYtkDnNHdPgejXFaW68tZZDyWr+KBAANc9YzvK70uJec24R204Vzzgg9gs+f4PMCdbrUcwbyqQIBY7NlvIv7To8AAQAASURBVLi0n7tO/HmgMHne8sIhgW52PPaduA2APvBA5aDHeV7xNxiU0EmlytLpSdCxCicB2u5ZlpVGOJBNvtbCoih4ijmby0rzz6hTY1Zr0vkGCS1DItEGQJMf0/ePc3Eag5U6IdOYwwBmcoeTBlWJQebwhkZujjInRh7aC+G28+3swWHKdqd2z7iy0s4YCVhlQnz2itlnLDicYR7l5U7CC1bW9cL9Vu1+6EDHlDJqC1qMhyJtVpMSBRZbE7Gaw4F+DheYw6qawxWRlU6Tvy4TN3xnA774zXX4f/78ROnH6kfMYbWsNP9MZ+OqmMMsOJwyh37n/i74fminaIPDhDlMfTtIEBgMg6klS6HPqV4D2BEl9Zkyh2lt4sKDw6ok/JKRyByWg8Neuc/4gPSTM3fVYOcOFzwf4IlnB4UeB/tdlZJULSwszJHZPf/6178+9lmv14ONjQ1473vfW0SbLGYEbPIyDJq4mgBUFZAWW6qSlCerP5nQZjlYFmMOY3CH7dPguKYNNAAaD0m1bLG/6GoOqzInqxAcdifgOJSP0WPMYX7+stTzZmR0d1rxi66SRQIwlP8G7vwD4BmJuCjY6NEaMvw3eZnDtE5vITWHnWRZaea8K0NWWhFkZQFaR5QrBYhnovPf8P2xetQ5HlidTDeXlRafW5NxYxrZuux4NDg85RpM44AmDMiqDxYWk4BcjxxArVIwzWSQoiCfQxAEMeWSoWRzZLER0fmbpY6wSRmGes2B4SiojJybT9Q9XNdh7F8tc1hq98jjjClkHfcjp6fOZhGOH+2uVhPtjXHtxColi1KYMN5NceTkCL7/UA8uv1AsF2Xat4IggAEmLbYcWNssT0IZHfSzwlQRkmkq1ocsJBZnobLS9mZvJ8h3O+lZF4Ou8e9pn5x1WemRF8CNt2/ASy5uwYVnN5TbBEEA3763C/MdF/a/sA0AAE8/PwSAsJbpyrqnlVwuAhhIayllpfnfukQ8tPGoLDUGmpNqDj97bAh//ZVVAAB4+w8uaG0Vqqw3pLLS5Hj9YQCdVgmOixRQfxQSB4xrDpcoKx1o1illIpOsNNm2TFnpZt0Bx3Hg8gub8N37e/DIwQG8+OJWYcfBtlcpSdXCwsIcmYPDv/IrvxJzkrRaLbjwwgvhiiuuKKxhFrMDU9OjSgFWhKlkLGt7qa0xg4kUtvyVHITVMSXVNYeLZ3z7LOiYfg6s5rDmnEYewCja37iMkCKAQT1cwJXBPOWMrXDnTFaaLAxk5nA3Yut02grmcPQqLzqZJGQG5jA6EzEITY19Ko2Vt+4fq/cDvB85CUkGKog1h53EsYkH5opfZKkSZuQ20EC2zidA5aBp8Dwr8FnDU5Wd4Cx4zGoupQ8K03SEbjVZacepdpKVxdaFr0gUkuchAFkydTY7qezQ8QNRThsABIccQDZG/0j6rQ5Zag4DYNAzqEyQjF6LrDWHAcLrhJ9hzWGAUJaR2hza45N5sV4kc5iNwdXq30UmZnz52+vwvQd6sL45J3yeJomJGI647dRpFr+GoEC7ZVaUCqjdNKsJNFsZdBwat09thTILFvkg3+/EmsNSvVHPD9haF0CU85/mtCPISucM/jz0VB++cOs6PPzMAD74nt3Kbb72vU34m6+vAQDA//6NfeC6jhDo/O79XXjra4utlUrBmL8Kuwt9BkGgD2DitakTG67Bag7rb+Ctd23CyAO44pImvPW189rtakQ5D+fkZsOBRh1Y2/qDADrFxfyMgRLS7aZL/EBmgx9lGBed5OgJ8+5kHqIsstImikXjgNYcBgC49LwwOPzMkWGhx8HzqkqSqoWFRTZkDg7/1E/9VBntsJhhmAZNqujUziorXQVnJ2WR6RAPpDrK73HxknQd2GcFnrpKolIGtpHVJ5bOgWZOorM1LYg5CfB6wOFrGdni8rPE5PvI4okxhyNjG5nDKM9IoQuOMuZwSvAVj9VqOCwTGBdyNGOUymXlddDSPqpjlafugzKHyT5VjqByZaX5MZCdRlnA2D7WFs1+qBz0OOMs34/cvkBoQC1DIKQqstKmTu1KgjS9iklWFlsfKlUBVUBUqD88o85wec72/fgcOCQOOYB4UlgS0PGYliBFWSNNg9VajclKmw8O3b4PN92xCa+4vA1n781Z60ED6jituTzAu6EJDsvz79AL2D46LRfC0Hdo07Sb8d/r9ue6jnD9xmYOs+SosXZTOISg45iNw6S+NYnlPTKcR3sD/ju0D30/gFvu3IC9O+tw5aXFea1ZjbsZYapMQ97Swhx03Bq3T9EkTXurtxfkZzuROSx9ORoFUCMJUKOSJWdNkVYb2QSr0Zyy2VPbAU8/P2SBYQDOgF1Z59t/654u/Mhr5ktJ2gYgNYM1SXk1NyIm6JjDo7iN16iL36mA8+1VL2gnqqOo/F+NiBHabjrQ7QdTK6VEy5y1FX6gJNAgctHrh2kkqiedw8SZw5LU+VzkCzS16UyBtqeVlbawmE1k4lt1u134gz/4A3jb294GV155JVxxxRXwoz/6o/Dxj38cer1eWW20qCiyqq066FCpQIBVRqp9WaF6ySbXPVZzWGYOS0ZnEoO6DNY0LoRqieznyPiV2IyImqLmsIn0YtnQBc7ka17EMdCYxEUWlXfGRQ3WztlMYA7rWE+mtZx37ghvxgsvbLJtMWOU1pDBsvT1Wn4mLmWu4fln3Re9FZSNmVRzuIw1KF38celm8Xj0uLrAAw3cuGTRmBVMhtMVD65jDpsMCmI27GQHULow2wqy0gCEtTajgTeL2QRTkSBjFpuHBMlD8psZfeTkZ0s1lvI6b+FrFubw0BN/q0NNwTpJ3h5tJvMLf/cjPbj+tnX48rfXjX9jCnodXdfJzhwmqjCNOkBTUkNJA01CpNdv3CTCKia6AhTLUsQ+T4O8ACKDLQl9wrxCe+HkigefvnENPnHDyniNk4A2RhWSd00gyH/PSJu3E+g4FED+fhUEgWC7WZtte0Fe7iQyh6W+Ic+FQs3hKfYjgTmcsx24FtOpOX3zwKbwHgOLqxv8ohw77cHJlfKygQZS8p8M9HPoEvFUvhPOHNYfF/008wo/DYWKOYwJ95iM1TMMyBaNrkJW2nT9TYPIRTNPgwLtI1MkJ4TI7wPl30Vh6In9RPYjFgVMiKqKgpGFhUU2GKeJr6+vw3ve8x7Y2NiA97znPXDxxRcDAMCTTz4Jn/rUp+CGG26AT3ziE9BqtcD3fXjnO98J1113XWkNt5g+2ERr6GepokOF1+9NPokMsZDSwYJHCakd8UCq+AG+86WIlJI5zLbN1s4kMKddAnsUna2MHSqdr5A5iRI+VZCVlqQ2yyhZywNE4c5xkbR7kV+kdhScZTWHe/qawwh58TpiAYHk9rz0shb8/NuXWL3h8Dh65nBarcUkUEno3Mxhyn5zABwnci4q+niZ4xVttxyARTgOl7DSOReYvLajrmNsgpvu2IDnT4zYfmj7cFcyi3qWmMPTyqIuEjSRwcJikmAJZAJzOJqDNU6XWc0cj8u9xbdBxyaTlc6QtMGYHilBSmq3mclKR/vP4DPts7ITxQ/O9DrWXBBqDqvqOKvYU7S2c6fpQH9gzojxSUKD4KQtSla6Ys4vXe3vPMCkTNmpm8R6ohiQUid45TGobxrcNwWe66wMN0K/mZE2byfIQQnPT1a50kG2j23N4e0FORnW9/VzuNzn5PdCcHiK/UisjZyvHRi01M0l8pzT7fsQBC6sboiT2sAwUSkrgiBg85c+OBy+6uZZnD9pMjv6PZJKHKHCW5KfJjw+93/xRMXwMxaQrQBzGG1Yz7DPUtug6OCiTuGoTCStgeQ2ULugjEdcLudXk3ysRQF3Z2orWlhYVAvGweE/+ZM/gXPOOQeuvfZaaDQawne/8Au/AO973/vgD/7gD+BDH/oQHD58GJ588snCG2tRLWQd9qsoh5m55nAFnEEmbXYch0nwAShqDkvnk3RLymBMcuawfhsuK43vxY1VzOFx5QKLgOwkVjnVxwUadyhHfGI5XIns2cmHdFzU4EIMg7SqjFRWx1d6OLmsdLr85Q9c1RE+Y8Fh4nRWSS1lBb2OaHhnvbaUsetQKeaEBUOZstIAUV1LzfHSgsNUijqP4/roqRF87iYu4yU7wngOSfTc1sTPk6CrRzoJbLmaw8ATmapW79JiawOfJRqwZCoZglwbdWJOpGmFQ362VE4qWa0ElUHSnsujp0bw1PNhjS8MluogykqbBIezM4fxHg1LIOGgnec4yBxGtk3ouJTrBssSrv1hwMa+es2J2TSpx482q7m8zhrA+MzhmuG9njSKZKTiz+VA7tCwb/UIe8iVFAaKZvji/mYlGYXa2TPS5G2FeHA4gEaO9F7ZBp/V+dAiH2LM4YRt5blPDqzQhK9pJiXRdmRJQqPAuUHHoJWfv14/gI0eJwHMtR3Y7AWljfcjj9+rZOawvg04TzYUCX5JQTNkDs+lMYcJ65OVOIlsRFk1btLoE0nuWkZ/hKA0V/D9nYYvIinALT/zOgWmoiCXBmKB+6KZw9Fx8o4PFhYW04VxLuSNN94IH/rQh2KBYQCAer0Ov/VbvwU33HADfPrTn4b3vve98Ja3vKXQhlpUEBmDXllk9yaNtHMoQ1o5NxJYvhSUWawLDuO94MGlBOpwgSePhk9STZWYNLbMhq4sczh8lZ1zRcYWaeB8sxewxdbeJX4B5OxRxhxW1BxG6GWls7exzWSl+U6HpDZOXtC+zBMHsu1DqJupYO9SlCorTYPDjGmOz7cT2043drLaio6Ty3FNaznhfuhxdbLSJscQZcgmO4KKstIVyOzJCbxqjlOtRCWL7QP+7PPPZJUMgLhSwCyypWJOfaWstDiXuQbP5XAUwJ99fhn6gwAuO78hKG2oQOc6E+ZwLQdzGO9XGVn+PLksfG02HGZLbHTjx5PnB8ogqteB1a8zTfThdqbIFi7KTiy7a/cHPnzpm2tw9JQZRUqQJRzTMYeOyhhz2PDao9Rlq+GwOQv7Q9HXzZMSMasOW3O42hhJj1veZymLrLDF1kOs5nBSoEhWzUgIFk+zHxVRcxjryurmcfncN3s+Yw3PtblUcdHBQwRtl87uqqXJSktSzwBEVjqh3ZhMP5fgpwEQS4gwWzRqaysqL1a0QocpPELWkBPD0kAT/8a1YWQUWXbDFEk+j+dOjODzX1+DjajMirB2KvghD4Ig5stSlQUqArOWrGdhYSHCODh8/PhxuOSSS7TfX3rppXDs2DH4oz/6I3j7298Ov/3bv11IAy2qCxz2TQMzLMZYoRWSaeCnSpLY7LqnXHj6tcyUYNKzuM+E88JfFmms+JLTUAX5/GQZ7RqR9RkR6cFpgzvMw/cmMuB5jxEEAMcj1vCOOVdYyLSkWi8YHJ5rxa+RTjKNSyNlv65cVpoyh8PXtFqLSaDPKi7MstZzpudLpXpVGZQ+Yz8V37doH8exhUpEyzBhDrsKNl8aNrpycDhqgyahJ6lGs4yys2GTQNtdlgTZREAudJXmIovtAzYXKBJrfCkgTDGL/TRec1j+niekycHhJH/II88M4LkTI1joOPAvf2JnqiIHnadMEqqo1KApcH4blRIcDveJ5+k4jiAtHds+uqY491HnZs11GCNGroOrg0+Spuj1G9dOrE0o0fXrd27C339rA/4/HzlhtH2RzGHs8zHmsGE/6RPmMNpOTP65aLlI3O+MMFXE8XIGB8gtDhVzOA/issK5m2Qxg5Dvd9J6SQ6IxvogXUdNccigY2zecRxr0g5GgdIfKAeVuv0AVtbDAy8t1IhCSr7jpwET6us1vWoaD6yp98EIC8TuYMFhTVDc9wOWTJ/GHKay1nKiouz7mTRoUh5PJDf7LbU3imcO878nlaieNOZ//utr8NXbN+DPv7gctYl/V7SbnO4P7wkn2BR7rLLsPAsLi8nA2EXfbrdhdXUVFhcXld+fPn0aWq0W3HbbbaU40S2qh6xB3qxGwiRgvFiL+nRQgcbnaUKMORy9yrdQWXMYz73AU1dJVMaPK76XbfQ6zZyskKy0LLVZRs1hei2Onw6jXnt3inSYNnOkhpmlGJhVZaSyBAANYypfcDjOHC5C/pvW4M3PHBZZua6LrN2E42ZtqFE7+N/ytaf9v+Y6MPLUC2kAUS4oj6z0plRvMpbIEIjXB/u4UXB4iiwZ6nidaeYwnobjsHsz/ZnIYjsBHd3CuKSouyYHO3w/vWZ91RCvBaZn9WCik0mtd3Q6nr23DksL6fRVoU6uQXA4zWGpAs4TpchKY0IBuf8LHReW13xY7yqCw9F1bjcd6PYDIbGsXuOMGFOnp0eclEUGhydVc/jkCr8pz58Ywdl7k5fsRTJjsM/LgXjTfoJO3madl+1A+w/LoeTxFQRBAF/73iZcdE4DLjs/ZN7j2DQrgVbayhlp8raC7NTO6+SWVSSqlBhvUT7kux0krCLTmMM0uXWa45ygTpGzHTh/B0F4nnKyuBwU7PYD8KOHaWnehZWIRVw2cziplEcqc1jh68DzHGgSrHqDgPWZtJrD9PhycLiOtWSntOTF+bhGmMN5ZKWLlzs2S7B46rkB3Pd4H/7x6xbGUrlLOw7ioacGAFBuIj1tB5eVhthxiwCXlbbznYXFLMLYZfPKV74SPve5z2m///jHPw5XXnmlDQxbaFFlOcy04BJjypXflHQYsp1pxqOc/YjBMVxkJNUxLqfmcNSOJOawHByWPqCOaY9laRbUwDHAsvFYQC3uVB/7GMSvfOx0ePJUUhoAoMmyR31mcDsAsTp/tG2y72IcuW7MfC1aVhqAO5sZczjj7uj2lDmsWnSXwfxWtUOWbhZOKcUZzdnN+eoh6pjDOE7gnuKy0un7FuuRGjepENBjz3TN4ejVAX1ij4VFmUC7jSYKuYwRqHe6TFpKvgjEz0F8T517nDks2lQq4PyXxhhG1BT16pJQT3FYqsBqDpfJHCbnsSNiDiMTCBEEnI2NzBcMMNbcMCmsLX2eBprcRhk849qJXLml3L5Nbd5v37uZur2f8BxmBZcbFz837Sc434bM4WifpF/mvXSPPzuEv/n6GvzPvzrF2oL2/6wwVYTahzPS5u2EJNZmFsjP4AxOhRZjQJ4fstQflZU8RlNUYKKg7cxbU1RUE4s/FHiduA/Bh1XGHHaZP6KsmqYsOJxgc9UViZEUeL9qKllpjYoVJmnXa+k+ErHmMO4/aludEyemAcYcdkAo/2YCatsVvXagz03SvPv//T+n4Mvf3oAbb98Y+5im96A/8EtlDtNzR78r8xUVOJ5Q28YGhy0sZhPG7u5/+2//LVx77bXw4Q9/GI4dO8Y+P3ToEPzu7/4ufPzjH4cPfOADpTTSoprIWoszixTppMCMd8NzqELbKUswEQqGD/tKevKT7mUZwQgu96ffxrTm8MgLCmGkFoU8sr6Zj0Eujo453EGWzTCAzV54fTotRylHrqshK8tCZgFnDscXguPW/MPTx8VhZuYwrZvpxGviUSQlTowL2sd9lkwQ/y4tOYXWDNcF+pOw0RM3xv4g1yYHdhzxfRLEbNjJDqD0GvRnOThM+oRJEMrComh48rMPcZUM+W/V+1lAmqw0zmOuSySTDaSGcT6tGyZHUcatSSmGNDaLsk3RtmXISlN5QcQZu8LJH5Pa2Lbk8BgExsSyuiSXaJroQ5VFmjPIHKbS29+9v5fqaKTz3bjzg84xa9pPkB3WFoLDdP/52kXv/T2P9aJ9BcJr1UHvUwCWUVo1yONn3uc8FhyewbnQIj90stL3P9GHG769LjIZpc4i16WlQdRpDnP02cgb/KEBQFVwGPe70OHqY8gWXpx3c5XPyAKz4HAaczh8bSgS/HQJVpuRvTPfSXfN15i0dsCSFfFYPAg9nY5CyR+qNYIOQRAIZIIyaw57BnPu088PCz1mEh5/digm2RYdGBdKU4X9gyYYFHcc/veslPmwsLAQYZw/fcUVV8D//t//G37rt34LPvrRj0K73Qbf92EwGMA555wD1157LbzqVa8qs60WFYUpW1wXgJomKCMrCVUKbJvGs8XagOLW+E62P5L2WeSpozGSJFcsBzFjstKKmitVDA7LbMsijwHAnax7ZOYwkZXGjNSOQlIaoBzmMNYcHnnh/WnUHRixDNfxrkV4LQPmLM3MHKZ/u8nMYVOmfh5QiewkWem0gC91grs5DH5ZVprVHMbjsr4sJnWYjOWC1OWEx0/avuEovL9FPofTQJ7gv4XFuMCxltoSOH8LDgGFrPSsIS6NLTlqI+chnceY1H7C+bL5z3A+pcFhM+ZwdJwMThmcJ3RSh+OA2XnkPM7aEy47j5wU6TPUkcRqC/c5kwYgHjROA962Wk0Mro9rJ05qPUClt9c2fTh0bAQXnd3Qbk/n/HEdc7L90Go60B8Exv2kTxzs6GynY0Pea0d/9+17u/DKF3fYfZ6VsUa+tkFQjn1pkQ/y+JnXeS7PG9Zk216Qxzh8/9mvrcKx0x5c9YIWnHdmOJ7HpMxjNYj539NKDA2CQJpjxg8OqxK98NwX5104dtqDbt9nCe5LCzWo1YbCdkUD57gkm0tVUoUCk6hoIiAmqOnm0C76aVrpkwEtIcIU2aL2MlnpKQXncJ53XSeTP2I4Ep+ZsuSOAcxshSISyk3P4ZFnBqWqrNF9o61BEwzKOI5lDltYzCYyiWv9wA/8APzDP/wDPPTQQ/D0008DAMAFF1wAV1xxhZWT3obIWku1ik5tzshKPgsTVsik4aQFOZKYw9K9YNLHin2yGpcFnjtzGmZhDsuy0oQ57I0RxCwaMrOvjC4j1hyOgsNyzWEmK82ZwyjTpNtfPDgcfpCHOUzlq7t9Hxr1Gs9wHVdWWmL6Zg340e3TAqosgaSkKa7mhos4lkzAJKLFNgLoxx/OHObXJosDQS8rHe1fOg72B6Oaw1OUQ1PJwapk1asOyhyu4lxksfWhUixRJdXEWbez11HT2M/oNGo16BgdjYmgr6fKpQYNmcMZaw5j0DPL2I8JNGU4Wj2F/bBvd7jsPHrKU24LANBucdUTAH5eeL1NmcNMVtoRZaVlezgr3AmNwfK8TFVYVBAcq2Ma7LLDsB0Fh3WSmDKorPRGD5leZP9+AHn0WGjC10NPDeDUisf67qwEh+VFgR9kkHGzKB1y3887h8mPoFV72V7QyYrjvLZJFJvkPiezPqliw7R8aPJ6Km/wsUeSu1SBUsYcjkpQdHsBrEbM4aUFF+rE91MGUPUiMTiMcsmpNYf5Z4zRq7FfNpifxpw5PPQCNu/h/vMoyBQJbE/NzaZ0Jds3RZeJyJqc1jcsX5IElU3SqMelxR95pp9YnmfsdpD9cVnp8LVY5jAZ02bFHrOwsBCQufKS4zjwkpe8BF7ykpeU0R6LGQKbAgzX92kBjqnAkBWIX1dB/osFj1K2UzlxEfHgMGj3yT4rNDjMMwt1iNUclt6jg284CljTqsAcZgYXi6iFL0UGF+m+1iLpQVlWGiUY+8OAGd1zLc2iQxMcRqdbHmeq6zqMbdLtB7A4zxdS4waHHZY1i4HUHPtwOGPDdcL9xGXAArJ9OX2rVnPCBAcpmYD29/DYAQSawRMN8pCJbB64Rciy0rEkEWmccDMkjIjM4cmOn/LhBsMA2s2JNqFQOFAtFQuL7QNec5h/pkqqiTnEZ7Cfyj41OTgwUASHxRIB6sQ3T+EwTILAHDaYM2s5GCM455XJHHYVzOFjp0bg+QFP8iN9CK8rk5WOLiavOWzmdUL7xXXF69cYW1Y6exA+D5A5XK+F9zSNMU3tlXGD/fKp4T0xdTjjPWo3XXAdP2rT+Ili9LwCAHjk4IAnOMzAYBMEQWwp5fsAUIHEVosQMeZwzmdJ7o7WZttekP1FfoDzRvieBoDlPiePs1RmelpBl1jSRM7gIw0CqhK98FrswOBw34eVqObw4rzLbNDSgsOoepFgc6WptKhkpRtpzGHmpzG39ahNgO2dtqw0S8ojzGGTqbknBWOLvr9Zy24UwhxW7KLZcGL35uDRkZCMULisNNkf+hCy1oM2AVVOssxhC4vZhE1WtciNvMzhKmV3s3qiKSfh5gi4lAXWhrSANqkrIQe2qDRkEASJ58XrjhZ38r7C0SwjJistjVaYHUmz+8YNOhYBWVY663NiAsdxhOvhOAC7d6iZw70MzGHZRhyn5jAAX+TgAqaomsPYf/PWHAbgiyvX0fdx+rZM5jAAX/Araw6nLLBYbUcn3v9MoGMOy9cFD4/9wWRNIThzJzz2ywusWa07zIZ8h5YEqOa53HTHBnzvge60m2FRMJCJKKgu4DhAnjPZ0VC0NFwZ2Oj68Dc3r8Lh46FcYVxWWtxeVZOOzse6sXfIFE7MJpO6ol5dEvIwRqidUnRwTWU/7NrhQqMezncnl/nkQBO9mpKsNM6RzWbEKDZkdPCSHuK1HNv+KEFNR0YQBKzmMCb+9VKYwzRoMHbNYcnp3W5lczizZ6TO56ykJBJTyKc1HHHm1CwwVVS3papz+XaFPH7mHRdj84i9zdsKuuQAnOvoWCr3sWTm8HQ6Uprc+i13bsB37ku2/T0vEPajUqLAayHUHF5H5nCN1PvN0PgMQPuinRCkraWwl1UqMY20msPdyE9jUnPYFW0kAG7XMMnrKclKU7uLlZ4xmJvl5Lei53PaBpN99w2TEJOgWv+okg6CAGAwCIT3RUJQH0PfcAn9hJ7utGTNLSwsxoMNDluMDdOgCWc8VWeFZBhn1TIrpwFsQlpADB1YclAVIM5yUX3OPpOOWwRMgo5yW+T36DCkjsJKyEpLckOmCQiZj0P2t2uHG5OqRObwwKTmcPQqP5vjynV3WjzzF4A7x8eWlWYMqcihnGMfeD8cxyHyqOI2QnA4xzFMIMtTqRZRaZL8gqy0zFw3QKzmMAucR0kxiuMIXySAOj0mHSeKyUoXIBM1DdCEIBacq+CpHF8eweduWoOPfWkF7nm0N+3mWBQIT5GIQ+uese1SJJmriO8/1IMbv7cJN96+AQAqaWzxfV8VHKY2lSYKwKUGzWYTyhw2kpXOxRzmbS2aaaJSHnFdh0lLHznFPcO8hAW3N7rReI3nnrnmMFGooTWHTWW9dVAFO4vGYMid6Ht3ho2XmTUyBFnpMdsmByvaUWDeVNIb7fJW01UqDBQWcPNpcLiCk6IElQ036aQ5i2TEZaXz7SdWc9be5+0FXXA4ehWDw+K28hw+JO+nNczJ4ysNjG50ffj0jWvwyRtWEsdheQ5LqjmMstLL6z773dKCSwKO5VyIPlO9SGcOa2sOK3wnzcgG0ZVm2ExTeCNAmwrn2XqNrw0bU5aVpmsFtItN5mY5+a3o9tMkLJN1iamtk3zM+Ge6RE+6aVmy0uL6jft3inqWhEThGUgMtrCwiMMGhy1yIztz2JxtNjHgOaQ8CVWS8kSjJlUKW5IOUX0HEJ5TYgCzBMokYzomXPeYrLSm5jA6ah0nvs00oGPhFt0yel+XFuLRW3TmBRAurgAAOppMWLxuMVlpDOLndKZ2JObwqKCaw9gl0fjMc9/xN2G/Cffj+QCHjw3huptXYb3rC8Z66cxh6doLstLRq545HLDfMFnpLDWHJVlpdmwc9zSs5gDSk33oImzSNdfkps0qc5ieiKMZX6qA06v8Zv/l36/AiWXDApUWlQdLDFEFhwPcJq5CUsV+KgOTY9ABKY9TsmNLWXOYXBjdOWct01DLyRzO4pQRMv0LfFzve7wH19+2HrZLmp9Z3eGThDkcDR31msPsA+r4BOAyk+tdsygL7rPmijbHuLLSSXZrUVjv8nNfWggP2EsJiifV/s4K2emNjvKRZ5bg2yPPiGyvAeQfF2SWi+fz53MWElFUbZyFMXI7QQ7M5bVbY8xRqFZyvEW5iCXKYXA4GgcHgqy0PvAKINapndY4lyS3joFNz0+ep2LB4YSaw4vz4bx3ciU80FzbgU7LTZV0HheYlIY+FBXSbC2WCEjtDlJzWDUOdKN1eEej8EaBCYboW6H2Tb1k2e000KS8LHVtY8zhgu8vTc4xsmEKqTkc34dcjkZl2xc9Taj8xnQdUlSiI223lZW2sJhNZF7ivuMd7yijHRYzCFN5Y8QkpNiywvQU0ph700C6FHb4qnJEUudWEKilbOX9FJn1TGVwdZDboqs53JMciNOGnNWKRmisjuuYoPcQF1EUDSLnd3o1tLLndcxhTcBJlf2aBTw4HN7wAZOVHtc5K8lK5dgdi386JNjsB/DV2zfga9/bhLse7k1EVpqxajypvzh0G0f4TgaXcXIyBw89L4jJdOLxZJIqHp86+9PGRBpYmfT4qZKgnEXQeaqKcxEC64IBhAv9Ox+27OGtAl+RKCTLSqvGy1lg8+G8hMlLsk9DdsbieKlnDquPg84S0+Somhs6ROs1fUkIijQ2iwq0rcMCnTl/+fcr8PTzoUy3HEw9a0/YUMocZoHcGu9j6CzE9zsiO2dt0+wEae07es1Ng/M6oKJGmX0bJaUX5lxmR6U5K2lzxpUqlp3eNLHQhFGDKh3NpsMS1kTZ65ztiqnbBGy/syErHb92MzBEbivEZaXz7UfJErf3etuC1RyO+gAN+MqBsJEsKz3FdRRCnhPoc0LXkEnzlMwOVa3JcL/IHEbsWQon7nrJzFgMbrcSmcPJweGhwteBcsIBqAPbmZjD6E+V2gNAy4uk7qYU4CWpuerSMzrI/abwMidkdyZjehHXz2Nqefwzum5oNx0hWIwovOawwndD/y7qWtPdWFlpC4vZRObg8M6dO+Eb3/hGGW2xmDlkm0wqWXPYx0BMsuOtjLq7ecGCRynb4Tm5inOjn5ieUpFnbsJIjTGH5eAwModRenDMgGNRkOvDllFzGEAMHiKzRPzegWa0uDm1yjNvk/alYw7nDeYyWekoIxaNRRMWVBK4TCEavPn34bogyEojK6w3CCYSHJZr8nAWv5hdSreRQZM7alL/S8NGL75TJrkt7T8giz527JT9i1KSZm0qCmm1Q2cNggT69KeiGFY3xAtsWhvUovpQqYvIcvz0+cZg3Cw8c+jIw/lJbrM8juD2MgMAobOpRhmToxzHgf/w7t3wwffsTmSxIPI4TQVZ6ZSg37PHhvC5m1ZZ4DIJG12+r4NHhsJ3jDlMg8NEcruBstKRsxRtO2QOr236Rs4z7I/xmsPF2B9lLgeQHT3fcdm976bUHBZkpcd0zMmXd67tMgenPM6rgHZUu+koE0XyrqViQRQvXsuzylAl2U5aUcUiGXGGZL77Q2tvyp9ZbH3IY1yYiM9l8AdEqSMu2SzuSwgkT6kTyes3+l4IDifMUyay0njuC1Lt3b1RcJiXlUprcT6wuSux5nByG1hQkCSiNYi9qAqKb0Zz/lzHQCVGcohRnwpjKE8pGRr7dxgcFj9LgtxvTG2YJ54dwN/cvJqatEYfx0k9Qngc4f6Qv1tNR5mEULisdBpzuKBnic6Vs2CPWVhYxFFP30TEhRdeCP/pP/0nOPfcc+Gcc86Bel3cxf/8n/+zsMZZVBtJbFMVKlwqMTVwJ9fenCZUwSMVkpjD9Ld+wCVuVOTWMphq1Gmng3x+snSwzGYdt45cUcBmoLFVlgMxXByEO1fJSgMAdJoO9AcBnF4LG6OrOawLOOHCJ0/wFSDOHMbFyvjMnfB1nGAj7sMBGuQg9eu8QFjcl9W7YrJLinE1bYxlz5NDA8lmHW+zF98uJisdbaJydqX1b7oonDhzOKV26KyAJpg4FaYOr6zLNaOm1BCLwoELfToXyEk6tEvWawCD4Ww8c+hUQnZOXFZa3L5PWJEIUVZa/WyOCDvWFBec1TDetpYjOEzPLY05/NXbN+B7D/TgjJ01uOYV84nbLnQcJo28/4Vt4bszdoUX4OQyHyBozWF0bnLmcLgNBod9P/xuPsWJShVq6sQhN67KDO6pTAfjRuQoXui4sfIcOojM4fzHpgEMRK0W2pknlj1YWffhjF3J+2A1hwVZadK+nOOCLlEDYDYCb6o2VnAq39YoquYwVy7g/d3e6+0DORHE98XnX6g5HKsxLAWLp7iOYm1IYA73DJnD8hwmBzB9nydl75CZwzuj4HCO8hlZgEHKjgFzWGdrqWSla264Pg8CTXA4ujYdA+awbMNQZiraS9MKzqlkpY2CwzmZw9fftg4PPT2AS89rxmxNVbvkv8sE3oNm3YEN4H8jOi1X6XctOqmWlQWi6zdy3KJY+KKsdCG7tLCwmDAyB4c9z4M3velNZbTFYkZhGjRhNYcrtII3DnCjP75Cjs5yag4nb1sU2KI5Yd9yQFJuh3xejcyjWTlgMjrSCq7o60ivj0pWGoBnKyKLZ06XCaupUztOTV8AHozGBSEuiJpj1hzmstLofMm+v7CvB+C6Dqs57Ad8QSI7hNKSMfJCXugmMvQ0QydL7nAdIuNkdvwNRf3GmKx0IAZ/aH/IIis9aeUF+XrNgsStCqzVNPhfwVNBWWlMW5nV620Rh6949uWxht7vMMAXVMre02EYMXiw5m6cOSy+V9UcBuCOv1RZ6ZIS2bhT0Pw3AnM4pebwapT8IdeoV+83fP3pN++AV75YdNgxSUaFzHCt5sBcZDfwmsMOe51rObDZD2Bt04f5TrIT1SfzIrUP62PbH+HrJJjDCx2XMZiSGFlye8ZxDKse2ZrrwOK8CyeWvUzM4WaDq11QB2RuWWnpdwMhwFL9sYbeI9eNB4wspg85MJc7OBztpl5z2NonHG+rkchsUS5iNacl20AIDsfW3uJvhZrDUwsOi+8F5jBpX1ISU28gPkwy25Pus90KS2rgcfcyWen4tkUCg5StxJrD+jb4Pi91QP00juNAs+5Afxgoay1v9lBW2oA5LNmQtGxGY9qy0oT8wUpiQXhdknxJsZrDhvcX71c/hTksJM8Z7jsIgrF8P3hMen9kWWnV7gtnDuP6TSAdhMF7zy/uWRJlpa1hY2Exi8gcTvm93/u9MtphMYPggVWziZMHGkpqUA6YTsBVYj2b1OsFoMHh+Hf0t2n3AzctgzmcyPaVvpJZxjL7xrSOX9mQZXTwshUdW0yTlQYIDU+KuRTmsHyLGVts7JrD4X6yymrqwOv05t8HPhchG5PvD/c58gIhGaQ0WWmJOcz6C9kmjSxKx4S8stIY2KDHw7FdlpXOyxwuSrrIFBj4QAfDLEjcKkGucYWJw4w5vGvRhVOr/sTvt0V58BXOLpkVQJ+vWZKVZsxhKUEHITtudcHhmhuNM5pnk89/47ZYjbqUNGUC6hSS6xzKQOeliVw8NuHqF7RiyiYsIYpcKOpM7UjlL2gwd2HOhc1+GKA8a09KG8g+C5WVnkCiq1hzOHzQ0moOq65nHqjGbdcFWIqSEGlteR0EWWlFm3LLSkvnVYWgSRbQ80ZG6Swk0GwnyEGVvPdHNWfaO719IN9rOWFSxRxuNhwYDIMYs5TO6VOTlU5iDpPEpaTyB7LtkHSeNdeBTsuFtWgu3Luzzj6Xty0SPDistxOS2iCUV4kFcQH6Q3UiHvpJ5lKS3sLji++pLYr20rSCcwJzmJy+HyTXssTEgVakeGfafpZYn2LzUH9Okn2EAVOA8D41zcV74m3zeZIcoqX5W2hrwQt8XQnFWs0Bzw+Kqzk8xTJiFhYWxcAoOHzdddfBP/tn/wwAAD7zmc9ot3McB975zncW0zKLyiPrVFJlxpOTYotVySFv2gTM0FMFYHX18VQBMH7u8SPfdmAT/ADgjS+bM2xVCFVWpQyZDSoHw2UHXxqLZFKQg8OqWh/FHIfvcGle7W2WFzc6WWld/0Ynydg1hyVZ6fqYLG8uK42LkOz7wHMWaw5zIzmUlY4fs2hgP2fGOQZopYxjbJ8KVO45s6x0xCrfueDC6TU/apN6/7hHccGXzISgi46Jy0oT5sZIup+zBBq0l+u8VgkrEaNs91ItDA7P6gW3iEGlaMDGriAeVMUA6Cx0AV5zOBr7U2SlB4QVSZE29rIyDSUxh/MwauiYnCYrjYxhmf2jAnUQyqgpkruYDGPNgTlJVpEG0xfnXTh22jOqe8ySplwxeXBsWemMCVh5gNd6vu0wectuSnBYYA6P0ThV4LbmOizIv5LCHA6CAAYD/ow4so0DxclKUwZWFedEGcJcHpWGqcK60oIjJiudM8kN18zh+sksgGGxdcADMsgadoT7T1mzOP+1ouCwHBijwcRpKdjFag6TNg6MmcP68wr3yf+uuWGC+dpm+H6PxBwuK/iJAexkWenwVTU20CQ7WaUEFXVU9XFRxSsPc3jnDm7UoH01rZrDtMyVUG/dB4AE2wvt43YUHDYdd/F3aT4Pj0y0ScHXet0BL+oD3b4PzUZ+gxGfdy1zuOUo5/+ymMOyb0dli491HJqgaJnDFhYzCSMX/Z//+Z+z4PCf/dmfabezweHthcw1h1nQrDoTBq3lmISsAZdSYXjd8WtVADYmK50UwNQcaDAM4JP/sAoAABef04Dz95mn1yU5DnWHjWW8See1UJHgcM2JO8LKAL0cixrmsCyLtDin3k7H6sdzyB8cFpnDQ8yOHlfWkckUhq95Au+cHUuYyORZGHlSIsaEmMPomKWHYzKWmn3EHY7mgVhkDu/dWWPBYfm47DiK5zZVVposOorOhk0DXZj1BrMhcZsEynKf9LU0wepGeLP3LNbgcRjazOEtBE/x7McTobgzVMUOrSrQUecxJ1P4ymRf5YCUJjicFuyhAdAykK/mMHFQpzgT0Xlpwhym11AGn/PijqSaCzAnM4fJ9cI6hKsGwWHcf811pOBwMfZHmU56yhzmstLJ150GHsYJQqkchWHN4ejapwSHhyNuq7Qoc7iQmsPxYyFmwRlJ5R0d6TOLaiAun5vvBlGpfPaZvdfbBmgHoEJAsqx0+NpuhsFQuQ8KkvxT6kNJtbjz1hyWg6R4nihJ3CGBUh4cjmzLkpSJMJm9nRCkTbJvhwL7WfwO7RA5cDscBeye6xTehONLm+zcwT/AY4ymnERQq4nrBS9FUp8mSND3aeBJncnbUXst6Rmi9nu3H8DSglEzlMA20bWCLCutWi8UbVvqfLwqW3ys45DdWFlpC4vZhFFw+B/+4R/Y3zfffLN2u9XV1fFbZDFzMA3MyBKlVQA62NPOAWXkqtB0WkctCeiUUweH6WI1UErZsv1oGN/UuP3Ofd2MwWFx3yrI38Uz3sQNFjSBz0nDlYJ9rB5swf5glHgE0NccprLSL7qgqb9GmuQHE4Z3ElhwOGprcbLS4uIhz7XFfYRsTJ7Vj+fseYEo55u/uYlg7LvoXJh0M3lG8S/d2MkCNw6XcTINzKHDf+/OOjx2aAgA8aA7k5WOfpNJVlpgM5m1qSjgWJlUH2oWwMZnEvyvmpNx5AWstvnuxRr7zGJrQCWRyeX9o/GTOEPZODQD0uLIPhxK8nSNmgN9Uj8OoZWVlsbeOx7swnMnRvDjb1gAx3HYtShLVrrGGDXJ251e8+AfvrMB17x8TnRWJ/zO8wLm9E2TNwZItvG4Y5V/RlnVsnO0Tt5icDg7czh+/Lxg8yKMX5NOB6HmcFNUYNGBMn7HmR9UjsKa68B8JzzPNFlpyixv1nlNPYE5nFtWOu5UZ9/NwHRDnbRycs2sYGU9HD9ee2UHLjx7DM3NikK2W/LajTQ4KH9msfWB9xprTvuBOO4NaGJLNK6h2pecqEXHuenVHOZ2T19iN9OEsV7CPBWrOayRlcZnBtXHFuddFlTD78qXldY7PuoJthb1m8h+OjwHOTiMc7sD8XJgKsg2zC7CHObB8+l0FPQj1aKatvzz5N9hn8fzNx13WWJ9yoNh6oug+6F+tjzAeyAEh0miYrvpKu2top/xQOM3rkWqFoXVHFbY9NsJDzzZhwef6sNPXrOjtCRgC4uyUUg05Tvf+Q786q/+KrzhDW8oYncWMwJT1i2Csd8qtDjiTnezs6hC203bwGoOayYoIfCTFB3WHJca5t97oJuLrZLkpIszh8X3ch3cqjCHaT8PaOC9YAfiZo9mp6r3TQ3S1720o92XLvlhXKZTW6qVh873cetDM1lpFsTMvj/ch+tw56Xvc3bpyBcX8mXVHHalwGWgeBbTpIQpc5hJXprKSkf9aCdhn/cHfKEKQGSlMXCdiTnMN5j0+BmQIA/AbLAYVRCk/xWfVQGr61ySHJNVtuPicKuCqX0I45KYqIDPupjEULGOqgA66hhzGOVAo4CiPO4ONDXpZLnhv/jiCtzw7Q144tkw6WY45nyaBlOn4Pce6MI37tqEW+7a1DKZZGwSxk8ac9j3ud2jsk1orWp0WnGWLwhsIQBRmnHHPLJX0wcXqlBDbY4xVALZ/hBldW9M2hKYw4MgUTFCkJUewzGschTWXF6+BGvL60CZ9a7rxBImAYpjDlPm2Swwh6mTlifeVr/dCM8L4D/+8XH4+p2bcP231qfdnFIQl5XOd3+Eci/42YzaoBbZwcvahK9BICbLqWoOY2BsJKybAsGWDqbUh7ANTcbs5N+ZModR/QLVQWTmMM4RaMugLbB3J5FNViSXFQm0b5KCtPUElZakJHjGHJbOGxnVraaTSvwI9y2+37VYi32nqms8CdCkPOo3SVt/Y39Cu9p03MXt0voDPXzSOEz3kySRbgI8DLU/6bqh3XKUta2Ltgl0yZo1KcF37OOQdm/H5PAv3roGN92xCY8eHEy7KRYWuZE7mvLcc8/BtddeC29+85vh3/ybfwOj0Qj+6I/+qMi2WcwKTJnD0Wul1kYkqJKEKga20+xHWlM16Xs/IIxAxT51h6GLnPVuAPc+3k9ukOK3SbViZQNZnfHGsdCpRpZWTXIcTrPPPPP8kP39she2tdvp6oF7jM2T7/iyhBIuVhrj1hyWDNp8zOHwldZx9STmME2AKYMdBBCvOazK00iTEqaLMRboN+x31AmNwMUxl6gOhH3S652FOTxpxxiuTTC4MGsMHQS971WciwAAVqJgzeK8y50323BxuFXBHd384cd5gctK820mxYrrDXz49FdXx1qMo4NSlqdrsHFD7Md9naw0jr1+IPT9PpOtRqdh7qYmgjosv/CNNfjeA13ldni+/YEv1GFLkpXGeQKAn48OdGxSy0rz64aXdsRY1QrmsEJWei1F2hhAZLtT59y4zGE6/5U1pSFzeL7tMge57yc7fIXg6xjtUo3bNZeXL0kLDqP9gMx6xhwuQBo1Vv9bIc1aZVDmcBXVtNLwhVvXWXuPn55S9KFkxGWl8+2Hl1lwJlKn3KJaYMzxGibKOYK6AQ0QysxhquIh98epM4cVwTtqEyQGh6PvsH69nJAmJ6R3IlsAJaXpd2UEn4YjzqJMCg7L5aCEfST4TZA1KjOm0SZTBQrVx5eZw9xmwvXutNZfvARNOPaZrgV4/3Kj/ZgdD5Mu086XJlXo5twgEMvCpKm1pAHngCbxecmB4raCoV70uglPPS4rXaxvhO5nFuyxooHj4JqBspGFRVWRyUU/GAzga1/7Gnzuc5+D733ve/DSl74Ujh07Bp/73Ofg8ssvL6uNFhVF1gVtFZ3abMJM2U6WV50mdJO8DHRU6lilrgPgQxTAJItYGY7mvsmG+aPPDODlL9IHIClo3S0d5K/SZKbnK8YcBhCNo7KYp0n4wZd24LNfW4MrL23FHNkUuhp6tGZfHjQk6aXCZaXR0Zbj1mNfd0lw2PcDds6CYVviveOZm+ErC0gL8q0iQ08Gk5p3iFSh4Vilqq8kL+6xTVQ2Vj62DnTBNum1Ki7MGlIQa1bhuk41k6yAM4eXFmpcxtsGh7cMPBb45Z/JiS2CrPSEgsO3RgzYW+7ahD/9j2fl2gdPXorOQw4OS91YGxwmY+86CabKTJv6mMoZOqD88rPHRvDYoSHsmHPh1VfEFUNYApSvr4EogwaH02Sl6dypDA4Tp6nnhX2FMofbUZ3aQLH9joi9utZN71g4/LhRf9wx50K378dqGmcFPSffB4ASgv14vec7TijNDOH16A18aGqoz0Uxh1XPrOs6sDTPJb09P9Dahdg/sN/jWkRkDudrH/aTZsOBwTAQ+iyq9ZSVyFcE2BjpkDFyhqbJb927yf6mAZutBFzbOg7Wic13g2gyJV1vW2wPsLI2xIfik3FZldiCgTGaqCX7Wqa1juFtxOAj/47aBN0EKV6UnF6cc+F5UDCHpcDq3miMOe9M7q6uS2pbRYKqoiQFapMSYPF+qRTSMDFeFxxuGtqG8ZrD8eD5cErrL5okCsDHvrT7NUpgz5v8Lm1zMVFdvY08Po/NHJbWEgDiPe40ndgzoGrHuOCqb+LnRZfcotcY504TJvxWASZvJo2BFhZVh3Fw+Hd+53fg+uuvh507d8I73vEO+O3f/m04//zz4WUvexnMz8+X2UaLigLnANNx32EShNVZHVE51iRUySGvkp1VgclKpzCHgyC5ljIeJhYcTsjgTwOrSZIQJJSNGDkAKAcYqyIrLbBi/MCovvI4mE9gTL9h/xycuasOL76ombgPWkOPgtUBzHlp6zJzGBdNCYFqE3BZ6UB4n2kfyBx2AVyXB4Txfo28wDgRYxzwIEp4MBU7Ny05hY9jjsCCNgEuqGi/xeBHrOYwqdGOzupUWWm6WJiwvcxqfmkYgLMCOuQ7Epu7KliJmHyL8y7J7J9miyyKhK9IFJLl7mnSlysFjstClzjzPC/IxQpF54xcu0wn0zzQ1Bx2yPVYJcxW/D3Og3mTrdKA544OLV29NCrDR88tiZVK99UfJA/k1MZ3FZMnPf+wfzjEKRzKKnZaDpOybuRkDuO51RwHHMeBD/7MbhgMAyVTIwvoGYXnWuz99PyA3Yt2ywXXDaUHe4MAuv0AFjVLbjq/jePsU8pK18JrjwGz9U2fsb8AwmD2F25dg1e/pMPsPJl5RaescZnDjTrAYBhPaPD9/Eo3k4BPJnNHGj9nAXSMmFFzKhUekc/tD/LXY6TrB1q6xmKbANcfjDksjq1DRQCYBcb8QLkdQLLtf+/jPXj46QH80x/aMbZChgzGbo7sngB48IfaBCbMYSwPoWMOo43wllfPw3n76nD5hS22Ta1E5jDWRG7Uk+20pLrHXCFGFRxGn4j4OfrPkpL4KeSAGyZuAfAkwWmtv+Qk8lrNCf0pqbLSYv/KLCudcr702dOtS+SPxw0O4zFZopwr2ietpguOEz9G0fMEY3NL9jhL8C3oWYqTiADGNLdnCtiHadk/C4tZg3Fw+K/+6q/g7W9/O/zyL/8yXHDBBWW2yWJGwAMFhsaMhp1YBaTLSlfHIa8KHqmQVnM4NBIC8ImMiuo66CRtZWMiW83hqG1JstIyUziFOUxlcacJeg19PznwXgSSguKNugNXXtrSfo/QBR+TFjkmaEiLuGFhzOGofUyiL/v+FuddOAxhBjOV1fZYcNj8WRsHnH2HbYj3GJe0TwX6PGUdq3zFs8hkpTVJAy6JDqfKShckdZkHcv2qmfXLqRzKFTsXDIYtLfDg8KzWeLaIQ5XkJI/DLFlHU2e0DOwijIkjJ0dw7pmNzPtAR10QhH2W1wkLX2NStprgMK0hurlJHb/ifsYtq6CDHBTz/HDOlRkstEY0Hb+TbLgN4uxIk5WmY77KxlOpq8gJg522C5v98MJRGW6080xk22jNTwCAc/YWc+HLrjk8oOylqI91Wjw4rENRJRxU43bNDYP2O+ZcWN3wYWVdDA7fdMcG3Hp3F269uwvve8dS2OY2d4jG2po34Bb10WbdgQ0IlDUrqxwcRrsMryf9bBZA+1UV1/JFYEiCFOMEhylbK7zXQenrQYvqgK3Lavici2P0UMEcZiojJHgYkzlP6ER/e8s6PH9iBFe/oAWXX5S+9s8CT6oJi21ruiLjNmmOwuDwYhTMlEkFvLxE+NpsOHD1C0RFOlltq0hg29MSyHjiYPw7tCdV5UPw/so1hwcaNRpTUJukKrLS6NtAd08qczjqC4yZbjDuBkHA7kGazUPnWd2UK9sl48pKM6WT6J7Ua46QdNBqOsrUwokxhwtep8m2o+cFAGOSQWYJOKZvjtlvLCymCeNoyp//+Z+D53nwjne8A9797nfDX//1X8Py8nKJTbPYamB1pyq0OjKVlUZUYQ3PgvIp26ERoAtsUQMbTytLEEw2JmRjN/m3ovGogiN9JwcAqcQqQHVkpakz1AvAuK51XuyYH/+8MZtQDkyOEmrnmKBe5/sJgoAteMd1jsvB5TzB2/e+fQn+w7t3wfn76mzxIshKS47zsiBL8DIGFWXopWR30uQOmc2XBl4XjX+WJisNjj5wLEOoM+gHcNMdG3Dj7RtmjRsDtHZQmTJkk4BQwxPvUwXmIoqV9bDjLi3UCl9wWkwfcqAt/Ftk5FMHBB1TS20X2f+ho9lrYAZBIMo7ekQKrqZ2UjFZ6WbcJgnbBLBKgpcYdGWsmIIZPQhV0lVfweLxSLCaTilJ6i9CzeEUWWk696jsHjpfe+zahO9xrKbSz/R6LUbB4c1eAH/91VV44Mm+sg1BQFRbCjYNhZrDijHurkd68LmbVnP3/d4Qkyz49Wi3wpPoJTidBFnpMcZe1TnhmL7E6g6LXvFNEhA4eGQIAADnnREmaqh6e25ZaZa4oWZgVUmZSgWx5rD42SygqLrWVQaOSaraqpn2Q9ha+AzM0r22KAY4hvuBI/QlmtiCn3cUkrox5nBCH8JxeXNMxqMKMrMTgLebrhl7CcoiGHxFv0U8uSc9gbzMmsNo29AyS4ltIIPgieURfOKGFTh8LJz/VOVDGpKaGiKrrDTFDokYUSflvKaReCQnnJuWuhpJyQcmNowf8KVw2vYm9XBl+6Fo5nBNYg53Wk5sHRG2Y6zDxvenUTBMkkfPA7m7TUva3BT3P9GHT31lRSntnQfYh7uWOWwxwzBeMr/+9a+HP/iDP4BbbrkF3va2t8GnPvUpeP3rXw/9fh+++93vwmiU3SljMdvIW3O4Uk5tIpOaBBYIqUDbqYRsEvBbLXOYGGxJ54XHkTeJMYczLHpNnHayEaPclmxTFVlpkTnMM8WLDg6ftSe0MF93VbymYFYw5rCm5nBu5jBZ6Iw87nxujOkcl5lQea7t0kINLr+oBY7jgIOy0h53nI+8QJBRLgtx5jB+TrcRv5OBjlbXdTIzS2l9oMvOD525PxD1KblOfJDDsUkXYb1BAJ+7aQ3+5utrRsyvcUDHtMZWkpWuKHN4PbqfC3Nuqc4bi+mAjjEIeVziznAxUFomKKvm4NFhrt/TsWI44glCqnHD94NU5jDK7tJ9hscabz5Ng4qponLUshrRpOwFgFjnUAaVlR55yc+2TxIYVfXGHMeJJZDICYNzLSKTSK7XXJsHWr5x1yZ8+sZVZRvoPS1axpvaAyrb+W9uXoOb7tiEZ45k748AxEHddJj93Ymc1UmSncXJSsePgesIlK9clWS9z9zFO9+BR8OA/fn7wixAlf2UW1YamcPRsycnNJTBJisSch1agOrN5TrQhDuA6gfi84IFKRqibZ4VInNY/Mxi64Ov5XTMYf43kzJXBIdjNYc1fcjzAiZnmpRElBf4XFB2K/p9qJpIL5E5zMvPAMSTe+SawyrUpYTqItEjc28SeFI3/+xb93bhW/d04ebvh3XZ6wqXlDY4jL6RHCxLOThM/SvTkJb2JP9eWnI7IiatbnB/6fVPW98LyipaX4r4ftzasb60lqi5oj3abjrKvlb0usnX+LIKrzkc8yEWs9+ycO3nTsOtd3fh+w91C9kfYw7bmsMWM4zM0ZRdu3bBe9/7XvjSl74En/zkJ+Enf/In4fd+7/fgjW98I/y3//bfymijRUVhWq8XgZtVSWqS1+9NCbRWKTgcvZpKYeukm1UZY0my0vJtkw03mTnc7fvwyRtW4NGDg9g+TWSl5bao/Hv0flCmyTThOKKkZsCYmcW279d+dg/88rt2sUDeONCxQE3uUxKoU7c/5I4lObibFXJ7xvX9UicdGtEekQRX1U0sCjppVprUwbbRLJbEWp/RZ4bjLA1G/7uf3gX//p274B//gFjUEIPk/Hro5eZl0PGeLogpE60M0NNnstIzbq87TrXmIgp0brQaTuELTovpQzUX8LFGfK25TmpCS1GgmemHcgSHZSedRwKmrFZ5oN5elgCkCXdizeHwFR11jZJkb1WJgKpgIg/Imtcc3pAy4ZPYw6zcQ4LdUGNjMgbOw89VzOE6URpxXUewU46fVns/6dhTOHOYGByqABkmPiUFcpOAv6PJB+hATHK8FyUrncQcXoykpL96+wb8/bfWlb8/uRLek/P3hclmqgSBceu4MnlOxfNbZdA6tLMWMJTbOev2lA4jKQEhb5+iymSzlghgMT5w7c+Zw+IzIyiWRNu22bjGt4sFUDWdaD2DukceoK3QqHEfBz4rdF7qJhwb24UKIDJjzySBjrN2s7TeDBi8Tg0OKwKeuKZdXsdyGHrmsJzUNGTM4extXpTU42pCcDhfP3jwqT589murRgH4m+7YgK9+l9sCciKpvE7QgTHTI0lvk2PT+T9tbBUSm3Q1h2Oy0uM9R0yFCIPDNSdWc1hOMgUoPvEKE/tlW4yTE8h19AP43E2rcMeD2QOm8thU5QTxE8vFkho9n/s4y1BusLCYFMZaMu/fvx/+63/9r3DbbbfBBz/4QThw4EBBzbKYJZiGTVQOgmmDBjuSUCW2FmXvJYExh3XBYRrATAj0s49iwWH5vbjB3359DW67pwsf/tSp2D5pbUId5K9kmenY9hXqX7S+dlldZqHjwosvbhUTdNYEnFSByiygTCaagTlucFiWaxr3EnApZl6/xvMCzqSeCHM4iNoQtcmNb6NbXLHnl2SlmjOHo2fRCessXXFJi91vphoQiMcJ2+fEPlPvn/9NF3J5HeemoMelzplZBLu/oJeAnzZonS2V48RitqGSJYuNXZikQmqfl83Wp8yBQ0dHmY8Xc06O+Hk0FAwVypCRJQBxvPT9QFBGQEcgMnMnKSutCiayEgakvjJAsgScnAmf5HzWSdhRxJjDaGtEP+q01cxhAIAXXtBkf+uSAqmTqmjmMIBeOWMw5MxyOXBpCsZMJw5qJiudINlJ2zJO4E4VuMVrePae0Ht99JQHX/rmOqxueMrj1VyAsxNqPOedvvA4zbraJqp6QhIm04UqL+MFHycNuZkVM0EKQ4w5nJN9R5nDzJaekXttMT5Y4i2pOaxLlsVxq6ViDsuy0pouRBPSylhf8RrKtOZueBxqR/UHgdIOG44C9mztmA+Nq3jNYbQD9O0oWgqXAu2aVkrN4RqRbkaglCxbCyn8HGXUHF5cUMtKy+0zhecF8IefOQ03f38T7nqkl7jtcBTAdTetwedvWWf1eWX7j/skku8XXrd2BsUG+jyljdNiAFS9TVxWOr9BEQS8Xr0gKy0xh1X3vOjEK3xUYrLSivrdh4+P4KY7NuHvvqFO/ktC3IeYeRcTwyOEuFTEmoyO05Y5bDHLKCSfem5uDn76p38aPv3pTxexO4sZg2lgBielKi3eTRe3riK7alrAFqQGh6OnW+cYow78pDrGOqaafC1kR9jBhPp/vsZQUR0XUaHYbyrY4oXIsFW5/TQ4igiCIMbmyQrHcdhvaQZm3v0hZFnqcRMD6NiEl2BEAvtl3jpZngoXJ/S5Tavhivet5uid1jpwCaj4WcqMcsGxicdODQ4TJwdZKJRtPNNFHiYjzHywssLMYRz/mw3OGp2GpJlFOVDJSss2Hd1GVkQoC/SZ7g0COLGcrdPJdsvQ445NlPijYxw68Rr1+JhJmYA0OIw2Fl6Lcec/HVQO1UTmsCeNz4Y1hwF4XVwV2ByW4HCR+8dIkpMUmMPSfn7xx5fg3/zkTgAIHbKy3fK3t6zBN+/mrIeimcMAerUVyt7KW20JHZJt4qDGWpRJTBbaT8dZq6hlpcPXa14xB//6J3dy5lh0jnIw4Oy9dUFKMdbWvDWHJVZnfL+5djsxUMd5JUstJUC+trNapiMNch/LzRwmNYdN625abD3Q+V6UweV9i0nqRklANHgoJ23pxjhayqKU4DBh9dbJ/O37gZA0B6BOHqOf6ZnDwI6hQ5nrC1NZaVXpHDmQqLLzGlG+lBwUH0TzaBE1h6n9nYe5ee/jffZ3GgN9MOSl03BbViKklo05zMbdDLXeaR9IG6dNmMPyemUc5jA9HgsO1xzBHmo3HYE5XNb6niYqUdQU/RifyTx1eNMUJquER5/hweEi2in6t6p73hYWacghYGFhESLrIocF+yo4ZqYFWmuGxs0kYBJYpd/rZaXDV8ocVl0IR+MEizOHxffJDAcT56HkeE0437KcrXmBp+X75sH8aUJmiAKIz/c4zJtG3YGRF7CFU80dP5ibVI8oD1jNYT/grCpvMoF9mX2HzgOBOSxJcMrgUoUOZJUq1C0awv2J21CFAdM67HSxNVFZaYE5bJ6JXEUIjO2Mwf9JAe9to+7EWAUWsw9fMU7IEvZU9SAtoaUoyI7TY6c9OHO3+dImVrPU521usH7Mv+9r6g0D8Hnf8wHWCItn6In2UXk1hxXMYVXNYcocpuNzgrNVdnb0DRisycxhBwACoS38c7nmsPjbpYUaXHlp+H0AoVOyEwWTj5324Cvf3RC2L2P+1iVh0XlN7lumUDOH04PDlJU4Vs1hRT/A+9KoO/DyF7WhUXOg7/P63PLxLjirwd8orn/e9rFnU+NEr3rA0lfYULNil8isqopf6tzg8qbj2Y30Xlc1qc+iPPBSHHysiiWjjQKoNR025mJteTp3yElbOgbmWsnBYcrqDdekAYy8QGhr+GkoLd1pi7/vRjZDs+GwZysIQnuEJdQb+IZUgdmigPMr3gd9G8JXOjbIc3OSrLQsFc6SDjMwh1tNB/qDAF7+onbsO5yf81yjb93LE+vkoL8Mun/s2/JawXQtgDLhvOZwelvpGjNt/4Kyiua0Amkf4zxHtD27F8OLsHPBFfp2q+nAcEQTIcO+UfTcShOVKFT3RlbzyQL5N1VNEA+CAB4hweGkkjqmEBJFLHPYYoZhg8MWuZG15jCTIYVwYC66BmsemDixANKDMxOF4YXH6+tqjGwalGIBTIPDIjyyUPD8+KInqTZanprDSfXrOq2EL6cAoeawycWdMlRZ7dRBOE4wth4tItG5rJJaygrZMZi3JjKCBtxwTBh5k7l3snFOawCz9qUyh/l2bkapQtkpTyE7wKm8sU6KXNc2ACk4XHJmpRAcjiydqkkxm4IpOzhgfN0nDc6odJSSaxazDY+MMQhuF4nb1JzJyUrLfSyrQyMuK82Tghr1+Dkkyf/x8iNBjDlMx+PygsPxz1TMD2wKDYQDZGQOG9QcTmLsxmWlo88VzGHV3BQmoYT3f6PnMxlqyp4CiKT4S4gO19ww6U2eUyhzOK+stKrmMNq4vQSZQ7HmcK5DA4CGOSwzTuT7JweH93H3gury55eVxnlG/X3VA62i1DB+VrHJXIMYc3g2mp0ZcVnpfCcaCHZ5+PdWvWYWCjAVKP6RnMw2GAbQbvIxF8f5UaTq4bpOLGlLN1wIweEx5HB1oKxeqniFNobjhPP2RjdQ2gfoE5KldAejADpSIl5Swn9dUtsqEpj01kqrOaxIgM0WHI73A4BsstK//a/3wollDy49rxn7rlYDgGF29ZLlNQ8eeJIzh9OYs/Q88ByYLRediqlPAvfVyqDYMBKY+MnbU1tNZx950sM1TgICbc+5ZzTg1392N+zdWWPy76HKliP0tUbdgeEoKNwmoIlKFKqaw9in89T01vmJq4ajpzxYXhfXaOOCPgvdfsDGbwuLWUO1IioWMwnTGC/driprYdNmVCnDWwjQJCCNOcwCTh4YsQdloAGoqpEDEGaO6qCqqxprn2zEJHS0dkqW56RBaw+yz6bVGAOo2OH0fo7jzEYn3ma0WG0UwPqNtWfMi4t9beTxRAmP/F0qcxgDLISxDCA6tGspgRaqJmAq4cR+m5AgI3/EYuWUOZyyf12NrbIzK+lCsC4FsWYVDvC+UJEplAHHC4E5bD2hWwZcup6PCjKL3SdJDJNSW4llqmc8no7BAcCTSughkmrSsQRIX3TUDkeB4KQrTVZayRyOP4NUHYOOk0nBzI2e6DQdJNh3gYaloGortqVHWEUAYs1hXSBwvhNuQx2YsjOzaJURBg1zeH1z/OAw9jFq1yKbJtGuFoLDxTBeEHLf4glrgfAKED7/l53PHdaqXpBbVlqq4Rf/vtpzDp634zjs+ah4kxnistLTaUfZQFummaH2pQoYaHAd9ZrQYmsDbzVdr8r2Br4fSczh8LsoSKNQN1GhbOYwIwTUHLYOGXmBkMyEwW3V+o5KNtdrfF6gNhc+e4my0iUqE/E2JrvHVWpUZrLSkf0k1xweiWOOCZYWasrAMG1f1uDm488OBP9sWvkn2p8HjDks+jBMfBK+z5MyszCH6fmljdM6ZTyxHeL7vDacvC/XBbj0vCYsLdRgcd4FxwHYsxR2EColzhJSC+7agcbnKpc1A6ClXrI3Qm53FXzmKhw+Lg7E49xnBO2vAZQzBltYTAKWOWwxMdDggx9UJDOBMrISgBNoFRbDugwwGfh9as1hYpSp9xM5PDUZde2mA5u9ILboSapVksRWRMgZV8nM4WqFXml/4c6gKTYoBdg0KqlDjbpxmLm4SNnsZl/86CA7fJMSB0yAP6d9eORxJ3eZKgeMgRM9LipWfRpzmLXTzS4rnTSeOK747FPRgvCaBIKUpQoCM40Yz+sTkpWeZKCqLPCgPL9Jadd90sBnp1GfnKSwxeSgSuhCJ10A4TyH29RqDmcOl9xN4+Utsh1Q56QDoLLS/DOU2WsqVk9osnQHgeTw5O1ynLhtUxRUzsjEmsO+OCbKrCaE73Pljz2LNXjuxCgxSIm7SbIb5DHi5Ep4I/dGDrM5YtPpHMWdlgMr66IDU3ZmlnWtsUnyPLsh1BzO1/lVzGF0mCY5nGjgaTxZ6fgx1LXq+DOPr696cRv+0Wvn4dwzuay0yn7KLdWbKiudb7+TAi1VkjWRb9qIyUpXzAYpAkEQ8MRnrDmf8zxxPeW4jnEZFoutA7zXNaHmsNgBkCWI21JfxmAE0GrG52Utc5iUskirFZsHbG1aE2WV+yToy5KYFIxTZDO3Ww44jgONhgODYSAEZtCeS7Id8Nh5mI1pMK05zOse87ZvysxhxRyF/g8tc7gAZTUAco0y2sNy+ZDU4LCiVq28VuDrb31bqB1PJcfT2JdZgsP0e22ivbSPrMxr3fHoKSwt1OA//tweVivadUMm/WAYlJbIThOVKFTMYbym6L/MYkPL17WqNYflcjtFqJzJz/Rmz4e5diUiHRYWmWB7rUVucKlLs4mDblaVxbDK6a4CBp+qkJVuKuedWnNY4cBXBoiiV/nU0TDnMkjm1yaPrHSSfdJJyfKcNDjTnLApptQWE7gKNuKIMVjHC45iDR1cZBQRHG4UzRyOag5Thz6VWy8T7DnU1F4UttHJSlOHY8axKqn+t/zs00QHLqGavG/qyKDGs7wILRo+GWNcxQJopkCaXVV5Qpb5XndKzey3mA5UNYfpkOEH4jZsDiy5D8h2R+bgsMZJB8Cde/RZ4/VgVczh8HV1XfQ0jLxAYNaXBVWyncpJTGuKCcFhTX253oCP47ui2mlyUJ3CRBlGdkphcHj3YhQcJk4VXf1B3IbOJbKDtizVD0xWlMfh9S5xluZ0LKqkLfHvJLlQOteOM9epfirb6rKaEtoGO3e4cMG+hritoh/kDZLheemc6FVPSFLVHJ6VgKF8batmgxQBP+DmVlE1h11De9lia0HNHI4no9H+Va85LLCH87EcoNIFtiZVc7juOgIzlSUzNR0W3JaDL7RN6K9BRRA6T6K9aMIcLiPw1CfnkgQ5OOz7QczWivkpgM9bRchKJ4Hfn2y/k+2LtHX6SCEr7Uv+Pbn8jAr0elDbOjXgm0FW2og5HMSfz7zwiL9EDrBeeHYDdi/xrBFMRMJnv2ibgDOHxXYk1RyW/zZBLLheUR+A/KwW0U55H/JaxMJiVmCZwxa5kXXyonNSGFiefrjMlIWbxtybJPCypzm9kPWnc6xRBz67DsodSQeOgEY8GtFZZDlU0rky5K+Stq2arDSXAaZ1a6vVRhUE5onBIs0E9ejZQUOpiMxYmSE1rgOYykoj0uTWi0JNkqdSM4eTg20qWemszGGlrLT07POxxzGSlZYXYDSgINewLBpU4nbWGDoy6GV0Mt7fSQHH/3rdIQkP4VxfJvPeYjLAuYHOw3Rc9H0yrzvOxGymmORiRmdYjDlM3jcUijFJTjxMzFnZEE96NAp4vb4y5xLFvmWpQwB+L31fZgyo97tBErsWIilnEwZron1HxgjPC+D0WniMvTvDiy7ISmukoZFdvEnOUZazLGvudjXKGVRWOimAnoS+QtoSkwqSnL20nybNdd+9vwvPHR/BT16zoGb1KuwMOfFATgDiiSFmY31pstIVdUYiVDWHZyVpLZD61DTsqScPD+Dvv7UOIw/gZS9swTWvmC90/3Q+Gbvm8Bh2ucXsQ/Wsy/WDh8MA5BJOzXpYzx4DU3LQQTdciMHh4h9OyhyuSfM3QOgLakdkgZ4iMIJsYvQZhXNaICVl82PoQNmVRdf1RHspjTksB19V9pDqHFjgX+4Ho2KTB7m9kG3AwXu0tODCyrov2FYqUHsEg/yeZP8xWy+hKbSdVDHF8wNoJPiK6e/S5iNqc+i2xc/rtUg9LgjbkKRyqD1edDgT5T20Z/C+FW0TaGsOKxK5hb9Trr/uOIgiGLlloC/Z5kXISsvqmWWXTrOwKAvVottZzBRYzMtwe2rAVWYtnBQUJaALO1leedIIDC98JuZwgry27jBoQND6IHht0hw/KhaSDPk7Vdv27Q4t7dde2Uk83qTBglGBeTB/mlAxGNDQGbc+IjKHMRhYRGasHLAeN/aE5y/KWwXGLP1xIGduqpi8qcxhJisdrwOaBgymJNUbx+dVGPqwzyTWERLfCxJcZdccJpmyeClnxQkrg/ZD01rPk4RHJIWbdV6PLIAKzfUWY4E57chYSG06zw+ERBOWIFWyvSSPiVmdYbJTgDoNmorgAH7fUsxjOF6urEvBYZ+3S5esVwRcUlYAkSYrTa+fzkGyEgVuFzrc+dtPcD4n1bFH8DktgFOrHgRByCRanA+/mG+T+U8nK93G+ob6eSWPU88E1MajoOUS8rIRVH3MpIagyBxWb7O+6cNfXr8CX719Aw4dVVOb1TWHxfeygkWSHaG6BXnnBbR19DWH8+13UmBsIihP8rwseNJYPo218M3f34QHnhzAI88M4PO3rBe+fxq0GbfmMFNXcx1bc3gbgiVJkWRaOZltMAqEhLaay/sdBofleVn32K2SpLRSmcM1UR0IA6phzWFkDsePz5jD0TYqFq1JzWGaYFf0eN9nbTSrOYzSxyoZbVWgVxe0LZ45HL5mLW2B54EKLt0U5jAN7OPfcoI7U15MsF3wGajXZBn25PbS4GPa+p5+nSYrTZnjeQOHJiQYRFtImCg+iYiPReLnKt8S7ZtZg7uxmsMVTdYbSONT1qRiFeRz3ShZHc/CoizY4LBFfqDD2rAX0QBLVbJnTYM/1ME0bfYZW3CmbIff64LDnE0XJLJbdU4wNCbaxIhGQ4IayrKxGwSkNmGSrLT0XrVW+NDP7YFf/9ndsP+FLf2OpgBWb9GfTIBxXGDb6HOJTta0RVIa6tG1wP01SggOj+tkw/MXFxqTCWzJrGCVY11VF4aCZag6vNZnAGbOO9xGdQ0l4rCQCa8LUj70dB8+/qVl2Oj6sfbSzMo0w3k4CuD/fHkF7nqkl3oOKvBrQmStKjLvZAUdnvGeVMnJSBfPjbqTaXFvMRvwEpJWACKVDAWzpGx7KS4rne33Onk/ADKPk01Y4E7BLEFbaUWSlR5S5vCYyVZpkOdGpaw0ljDwRNn/tU0fPvalZbj/ib6w/dFT4cC9b3edBSwTmcMGyX9UMeNEJCm9Z6nGgijU7tBds/koOLwh1BwW22XC2sgDljgl9W/KHM7rVOwppC15DUH972gihs5WuP2Bbuo2qmc2jTmsKoeBUNm+eZ36+Dt9zeHqzIsqcBvKiUlzVx1yv5jGpabjzmAYFB6gRlnVeo2yuPLtyyO2vAlzuDfw4S+vX4Z7Hstn81pUCzSRH20JFWOUjsOuy/sdk5WWfqMb4+jco2LujgtWD5jUHB753GZqt1wW5FLZB5hQhj4jFgQnNpdJcJjaoEUn/KrmXnUb+N+er1ZoUZ0Dk8RWJAkAFFdzGI8j97c0IFN4TyR5vJGSxE3tbxyP6RwXvobvk27VkNx3akKk3V/6vecBPH5oAH/xhWVY3YifeBZZaZqYl7fusEmSJKIpyUoXPbfqlF1okiZCkJXOGNyVlXSmvf4/sTyCv/jCMjz9/FD4PMYcLiCILe9DNSZYWMwCbHDYIjeI3WsEOidVZf1uKistG4LTBJeqSm70rijzD19l8ICT2b2UF7UjiTlMP1tPkIyl9z6J1SEbMaokhLm2C5ee16ycbCl1jFclESIJKuMdA/yUwZMHMeZwAYsfmcUyPnNYfZO4TOp4+09CTbr2zKHkKrbRPFYYlKHMYbrPJCQtYNgzF+2HJjo4mmzgr31vA25/oAf3PdGPjZXUWZ4mK/2d+7rw7Xu78JG/XU4/CQXY2J6DTV054LkAv+5VGldo0L9eE50iVc0ctsgGldy9IzlxkFnmEFnp8oPD4SurD5m15rBGVtpx+DzjSQ4wAPU8huMMrTsLEDoCWZmGEmsOA8Rlq5XM4egjuZ5atx/A9x7owT98V2TkHT0VXuR9u+vsOidJJicFChE1kpx4Yjnc/15Sg63ZcGDnDhcadYCFOfVSFRlISczh8mSlw1f5KlBnat7gMJeV5tePMY4S9pkmKx0EAXz7Xh4c1gWaVQ5ZOcgu2y1JCZ8q+zxvUI/JSuuCwxWfblR1aKs0lychFhyegj0lP1NFy1ZS5qBKcjMLVIovSf3ztgNd+O79PfiTv1nOdTyLagFvdc3l46Lcf4cj0bZyHCfGHJbnWpUPqj/whYBHv4TECTqv10hSMwuoNhxWCkEVGKHb0VeawMYC0AnzNk0WK/L5D4KASXPPd5INB2rbeH6grM2rkpXGOstyu4tmDjdyjl0x5nBKkgHtz4NhIIxveIlM1gLoO2zUQ5UFk2Q4ADH46PkB/P5fnYI7HurB//n7ldi2viYAKm4TvtZcUvs75/iv8uXowGoOl8QcpiUOKPgcxz8TWcTZjiPPb0UEXcfBdTevwR0P9eC//f9OCp/jmIOlabIy7FWQkwg2uzNi2FlYSLA1hy1yI+vkVUXmMCLNHKOB2NBAnl4w0lRW+sdevwAvvawFF5/TUH5P5USS2K26wBsaDW1JfqXTEjNYZeOUGoiJstKO/L5aAeAkqOotVrn5POAUd7LS2n95gPUCWc3hAhY/Mmtk7JrDmlPEhU+ZyQd0kQ1AZKXJSXGWlXrgFGqb0eCwn86cwsdT6dTF/UQHoOO2TuoaHRS9vh/LcJdlpZPq0VKHiO8H8NdfXYWLzmnAD149l3xC5DcAWP90PCfftCEyEMI/q+QEZ/WGa2FSj0M6ymhWA/IWAvDZoawNDAKHtd/EABF75kruqDRJrT8IMifv6ZjDoUM3Oocg/r2y5rArBk4dJ3x2Rz59Rso1BML7wxusqj2I91JbY1hyahw5GXo9ztpTY9c3iZmE/SBp2qTJiScj5vDeneKS9Nd/dg8MhoFQe5dirh13RG9K7SpLulcnEyvUHM7JOFGx0zkTKOG6k69U7LJnjozg8HHeKJ1ENb1/OJTHmMOs5mS4AQ8cxPen6gd5A4t4PJ0CTdXneLbWoklrVVsQayC3cxrNjgfXgsLqdALwAFa76cQSILIiayLAUEpCKipQZDEd0DEO+5Ic6B0Og5hthf2Zy/RymyNkZ8aPhUFNHLODIPx9GgM2C0bEzufBu4AFWlpNR8kGRmCgEZO6MABLyQQqO1OG6zrsPIsc79c2fej2A3AA4IydyRIvcoBaFQxvKM4B7T+d3VmYrLQmCJ0GPI+90fn3B2H/1N0Peh7DUSD2+egasRIzCQMpBtbob0ZekLp+oGMmPfaTzw1j29Jd6RInaEC3VgvbkCdw+N37u3DLnZsAYFbahNXhrqVfqzzQBaqVzGFN/eEsx8n7+6JB7XEKtLHnOi5s9r1Ckkxk2zytXreFRVVhmcMWucH81Ya2jOM4lZPEZAZCBubwtNlnugwwGc2GA5ee19Q6x2hWdNKCFX8tG1NoTNRrJMsvMvAEY98Xf0uNkCSjSe5XZckDlgEMZMt1GKsKHgTkn2FwGDPr8gIzIXF/Va45LKNoVoIKjJ3mi69ZmMPotJNrTpqMs6xeseIauCxpIHwfsM/5PZAXbzgG9BSBGno9R14y+2xpgZ/IrXdvwjcPdOETX15NORsOJivtVjOgmgU0H6iKbCN0EKBTizJH89bdtKgWVMxhAJGVT1UIVAlSZQD7F2beZ+1vMebwiCfnqMbdJCcePpu4TafJs9InJSsts1VUQdy0e9KV2LcYHN63h8tKy7JsFAEZe9Pa6XmcObx7SWz8nqUanL1Xn8M8F6ma0BIFctvLsrt0MrFCzeFxZaVJH2uw66X/XRoz5olnB8J73b5wTqeJn7Hnnjl8o2MH4ufCtop7kHdcwOM0Nd1i2uuzNKiS1qreZoTczrITf1SIBdcKYPxQYACr1XRiiZtZQUu20DWhDlRK//DxeHDDYrbA7r9DknsU9oZsWyG7FPu2PB+o1nUYHN654LL1fJF1h594dgBPHA775NJCja3rR56YUJEUHJZrDqMiyIbkLwJIt5NqbH2R42Q0OHKS2yFpCScYoAbAusvx81WdAwb/YjWHR3q7Mg90Qeg0yMxh+pkK9PoPZIn06AKZrAVkOfGagb1Dfwcg+6/ibabzl64tdMxmNbFz9LG/vH6FSRmrGOQyMDiMz1XRU6uufBhN0kTQ+S5rcnfcT5zt90WDrh/o2gDXL6iMWISfQt5HWr1uC4uqYobCLRZVRSZTpmKObVOJ5iw1MMpG1qC8Dirmn1JaFgNE0udU/qcusRpkWeluP4CPf2kZ7ny4Jxh7iTWHneT3VYYgo1OVzp4AWT4YgC8I5sZmDmNwOFr8FJDlLy+6xnUAOxpZaVxYlSsrLTqNVJnTaYsryvShxn8WWWlVZrAjOcBZvXMi+yQv3tBAxozjJCTVHabtkWtgmkC8JlFbZ8QJq4OpPOGkgY4g6lCpjynJaFEtMIl9OfMc73MQ8MCH67Ba82Xff09SMMnqDBtK7E5BVlrBeGCsThVzGIPDIx5gAAjHRE9yfpUF3D+OzyoHcVowirJvPS9gNYHP2sNlpVW1jNlvSD/QQc0czhY5R1UT6vSR55QkBtI4wL3SOWUwDIT+lJT8lAS5NiMAdxom9W+hpp7iHstOXp1DDJ8pFXOZv4+29cXfqFRYVCVh8kqe4rOoc95Xfbqhyb1VTPRKgtynqsIcLhI4vrdbTqyPZwVNlmLr14Tm0sDhoaM5ZQcsKgNetsxh41Ws1uUoiAXG5AArBk8Xo4RZle2PweHFeReaCXV/86Db8+GjX1gG3wd4xeVteMF5DaGN1CZKDA5HTLpWpASyoGAOm9Qcpt/nDepcf9s6fOmba8JnR09xhRQT0AB1z7DmMGX00jmQlysxOnQq8q6/0Jaa7zhs/k+qOxyTlVaw5V2FHS1DTgowTcwR5JBTtvVT7CO6TZgAH/4tJ3RkhYn/CNcTmAQYFOyr0JUPU5XOGafmsHxdp50cTm3YQ8f4nIrrF0xQKaKd8lrSMoctZhU2OGyRHyxKaf6TcWWaioapRLPj8CzBaWd5F7UgrxH5EpPay/JxaRBLroe2IUl5fOe+Ltz+QA8++nfLwr1POh695gDlyQOWAdrPuWR3dduvCjgx5vCYNYflGipFSMDFmcPj7VPPHOaBgrLA5RnDVxXTPE2WibFkHfF3JmOVCbNdrivokEx4efHAgsPSQlGFpLrDdLxRSUSlgQaqahoJ0FkBDcpjZwwqdC60XhRCJztuMZvQJZHUiF3E2YPx4FFZYMxhVnM42+/lurvopHNddVIJjlkdhaIGXpsBCzCg44EnzpXNHMb971rksoAy0hIcB0PusD6+7IHvh86rnQsuu84quWq+//A1aU6h44Oq5rAJUNWEBrNlecfSag6zxCl+bDkpMm/gSsUcNnGG09uqusfytdHKSkcfJzGHaxITUlUOA6HqBrllpaPf6RhWVU9GYmstKitdobk8CbKs9DSaXXbNYRzX2g0nlriZFXQ+xHud1D37QnDYModnHQG1h6LxUw4Oq5jDjLEYBRtYcDgKZKjGTqxvOddxmW2SlMCVBY8eGsDymg87d7jwL350MayLTKSvWTJT02FzlmxXAYgMYwCAhU74SqVfTRVW6mPYl/2BD9fftg5//60NWFnnAwgvn2EWoaVzspo5HJ+jqNQ0nmsQ8KSy4pjD4WtW1muPSX+7zL5KYg4nBYfRb4KnnHSv5LIruH5IrzlMgppBig+TjOO6OZcmuTG/5pg2hYmsNMqY74ls4ADyJ9CpQOciCq4Axz8Taw5na0OSWtw0QI9P51Qcs1DaXq4XnAey7alir1tYzAJscNgiN/IEvZyKLoZNzqAqzm6dPEhWCOeTIK+tu7000082RNelmnV00sSFjsxyVEEIDlc3thoDzZRk+QcVbr+KwYCGzbjMYXmRV4istFxzeMyZLL3m8Hj7Nzk2jok86SK+jZ45HLXTzVbb3fcD4sDQM+HY/sjnTEpeatMwQVZaxmZCRjKdI/IY2dQxIzD5Zxx4T6o0g+I9bxCfyriZ/RbVglZWmoxNdJtxJTlNMWIsRzdqR7bjxWSlWc1hLo1OzwFZrnsULFd5HkUn7VCQlS7XEMAA9a4dUXB4GMTsbZMAOo7NR1FSencNHMdh9X9NZKWT5mVsZ7fvM9bTnqzB4Y7IHPb9uJO2rMuNakP00saCwxn7/vW3rcMXvrEm1HBENDSMI4o02cQ4c1jdDuzvNDgt30vXoBwG21ZhQKnad2J5BB/529Pw1HOD+JcR8By1zOGKz/FcVpqsE2ZkipRriU9jHS+zc4pmDmNwpN1yY4mbWcF9JOS5SGgunYsOHrHB4VkHSwQBIistM99JzWHsIzL7Fv0pi/N65jCTJa47LPhaFHMY23zGzhqb/5skCIzzVTOVOYzPVrjNvEpWml2L8pjDdN5b3eDHPnoq/GLfbrPgME2AVAVQVXLC1HeBbadjWtGy0lnsb2o/dVoOs6+S1uk6WWnq3zNZf8sJxqaJOSOJObxjjhsg8vwk1hxW749KwbPa32POMSb+qR9+1Tz8+s/uhmteMcc+K3J6pXMRhcqvLdYcznoc2cacrnHje+o5lctKhxcgq62uAo6TuO5Lem4sLKoMGxy2yA3GZsrwG1bDsoT25IEum0oFyrSdJnSTfFZQ5y0LYCq2ozUFKaj8j8wclp1klG3E6nAYXHO6PqhycFUGdZjPgmQckw4njUXDpjNmcFiWkS6m5rD4vuyaw6Uyh6XMTbRRabZpWqCFyuOLstLJnY9+rZaUF7ej22ObZOMf29gfxIMSMpJkpcd18lL2Gn8eZ+BhVIBe9ypKUapkpSfFHLWYDFjSijRQ0EQoQVZ6Qvcf29VmEs7Zfo8LepnxUnP53IVO1iAIElmu8hiqkpUuS+YYUY/Gul07+LwtB3LlcVA1v2FCDkotosMUr1OS4zmJRYpA+295LewgjTrP4jcFMltQ9rA/CGLjYlmKM6qaw7JijhzISsJgGMD1t63DDd/ZYM8MZe7SpAJtkhhpTBDEHXWy9KVuPmTHj5jvoWCFeB05GyjcB3/2FTtU3AJVgPuuh3tw1yN9uO1AV9kuejx9cLhCE6MCPFnU4Yle1W4yA15aHNunkWwnO+oLl5Um7MZx7UYmr+847PlJ2hcNqB0+Pqo8C94iBcS/hHKxMpt3OApYAAbH+IZUQgCZtTui4LBq7ByS4DDO0bJSRF6wxDYy5uIx+oNAqJeLssiq5LEeYRgDUFlpvi33KyW3SadcZQK6ZqW+qqM5mcNhzeG40ppqjqJ+L7yudEwrouwWAJCa0ObXpz/kvkDKHE4KcsWYw8x/wbdhvtOEiU5mjNcNmcMjgQ0s2pA08B8en/+dVqKLrmFGOeYYeheTEikR9ZoDl57XFOy8IudXOhdRuArf0jjMYbnNeROrigIlL9BSDTgOM+ZwITWHw1dMUEhi3FtYVBk2OGwxNrIETqoizYzIsig3kUaZBGg26jigznuT2svypaLGnFxzWJaLpZMkDw6nnwF17JUlD1gGuNRmUFgwv0woZaWx5rBCPjMLZGd4McFhycAdOzisHgg4c7i8mydnbjL5VtLfU5nDUpKLaY1der+VtQLJeQeB2JdVtWoA+BjQH/ipx0+SlR43CYcGqngAa6xdTg0CA0XxrE4b+JyIstKTYY5aTAZpzGFfsCP0ySNFA8cbGojNAnTIMylGUnMYmawnVzwIggBWN3wYeeF3uxcVwWFpIuqQgDXaS41s5NjMwPl2x7zL7o0cyJXHZVWiHjo7jyCbJnKYMlnpfqBlsOL+VbVmEXitMGCZxy7oRMHL4SgcgzYVzpjSZKUVaxl0NDMlnQxORdW2KllpgAQ5aD/5fVfuBzrmsC8mTKj6B3fOR79RJLUhVPaZmv0WviY9w3QcUgUQqj7HC3VoZ0zRhNV7Zs7+ybeBSfbnTAZKQ4+w9nlCeM6dKey2JJ8DDRKNPC5zazGbYIpODu9LgxjznY+3uA3OhcNRmHC3biArzWzwhsOSeoqSlR5Jkr+0jYMRqTncdJmCi5I5PEBbS19zWA6U60Dr/apw4NGwjJlqjUnn2pV1H772vQ34xJdX4PgyMoez1hzmjFtqF6rOgQYdsR14req14pLZ+DHMf4PnUHPDZD1UjUtS7qJz9UBgwRPfnYHfd8iSMh3hNS0xR6g57It+g9NrYueg3+kC1Xg6rhM+SwDZpbkBgNX9BuAJkCag9mqRSWM6NR+VH2fkifNQFsi3a9rJevS8nj85Ys8ajlkobV+ErDT2YQw4q8ZAC4tZwAyFWyyqhjzDXlUzpU1iP1Vjn41rQ1LjK7H2Mn4mT/rECGSSd1KmK6JP6tM9EwWHTZx2oqx0haOrEmgwCi9blWWxVWzELqs5PC5zOPl9HsSZw+NdXN3PWc3hsfaeDDmIxhwFisQIbc1hSe6PjbMpaxI6lqXVCqRMJMehsl7ib/B9bxikjpVJGclpsk9pUNX7qsjQnRsOkGe1QidDWQuINOeNxWxBNS7R957PZeQnW3M4fG03xXHUFEwKrC0u6F3Xgd2LNXCc8BirGz5jDe/a4SoZwPIQymsO8xq+pTOHo/13Wi67JrKTWL5GqjZtRGwelNHeG8loLy24UK+Fjt5b7txUtoExhxNOVa7BqGOCJqHTctgc1e37yvnERKEmD1iiK5mP0Lm6tBBeq3GCw/WaeF+ozaNzZMlTo/zsoawn2uu69uHvdi/WoF7j955CTlLyo+dQdb1V9pVqXMAxJmnMoAoGKpul6oFWVaJXkbUFywRjhUX9UsVOLxOex9eqyNArXlY6UkyistJj1sd2XZIIkBQclpzJz9vg8EyDuVUcPn7Hylgoag5TOdtun/f5HfPhTlR9iCZoFi0rzdi8ZGxnweFBAANMqGhwX5B8nkHAA6iYYIZBFBrARSZoWnA4SVb66eeH8KefX4Y7H+7BPY/1FOfD/z696sF1N6/Bt+4N1SraTYfJd6ehThKkMJlODA6rf4fj50gKDhfFGhbalmGd2GVjX6h00GE1hxOYw+Q+075Mp2aTZHWc15HxzJSH0pjDAuM1EO+tFJSll0JnJ1AFFEyCyjPH5E1up37ONOW3LJB9RAi+fuOfiX9na4N83tNe/9NzCQKecIXPXLHMYRscttgasMFhi9zIw4g0WSBNElmkscfOIi4IiYHcDKD1lJLupa7GJa2NymSQWM1h8SLRRcrTGYLDKgNzFkCDUUXdrzKhYiOi5G9nOzCHtTWHw9ckBtS4kIMoPnEosW0UBjwFLiJwO17LLnmgpcFjNXOYbBvQccLRyuzjgjeUlU48PAtAqJAm+5QGukitueq2zgqok6lqpRkAOHuTys7lqXllUV0wB6bk8KLMYSpdZpr5P3a7pPqoWZ0RMnOY1xwO5y6UZz6x7MEJrDesqY0rj6GM3TbijIo0ucRxgfdnrqV3EseYw4r5Ex2CmCQ23+ZB55+8ZgcAAFx38xocPBqvjUml+fTtjNrWN3MGq+C6DqtfuNmL1xtOa8M4wP3SORSdiCxwlcE5JNc8o5LSeDzsX7r6aGmsDewHyNjSjc1Yp21hzoX//It74Vd+ZndsG1nW05NsEArVukI1FzMWsgFzmCZ9id9Xe75R1RyelSkS70+DJHhOMq5NmbWYtJpH8jMJvSGfT8ZVP6H1K42Yw9J4kYVxttXx9PND+LPPn4bjy9UMmD9+aAB/+vnTLJkKgCg6OXy8pCxRALHmcCw4PAxY4LTV5IFX1diJa9V6DUoIDkf7JvY9DWBjglez4WiZw8MR7/toay0Q+VU2j2CSUYqdpAse9gY+fORvT8faLp5P3B9FYZpsXiMBahVzWJfwhuoxKHlLZbmLQh71kh6rNxzeFxPmMGXVDoeB0n/hGqwFZGWdmmFwm95LugYBAFiOmMN/e8saXH/bumCr6XbLk8rj5fKyIK+fWPC5FDj8yz4iRNE1h+XrOu2aw/Lxj54KyzVgfytDVhrXSiZy4hYWVcQMhVssqoY8wx5zbFckU5pJNBsYgzinTl1WmkkVjbcfVxGoV+1SVY8WgMpKOzyLMzKiZCcdXaTgbkxkpUXmcOrmlYFDglF5anNPGuw6k9vGa+iMN03IC6RCgsPSPsd9FqbJHMYxkbFmGCOfb1MjARgV5KxQU/l+ag8n1RwGCLtGQLZV1QTyCXuwPwhSx8qkjGTd4s10/PWpY25MBsjUQa+FIpFj2hiyzHf+WU3RPyxmE7Q8QpJzgW1To3Jl5bUrCIIYczizrDQG9KTgMI4ZVFr6JNYb3qmWv5DnEWzT0ONOtDwM2SzAWsj79tSZo5aOs7Q8AMJ1AXYvhtsiSxRtuK7kMAQA+OFXzsGVlzTB8wHufjjOzJHLHKhQBHMYgDowfaWEZFlJhY5iHMa5G6+VXB81CbL8I947ikYCWwogHjSIyUpH/QBrounmQ8pk27e7DovzcU+9bJOonMIIleqPagnI6hdrHbcBcd6qGe/TTt5NA3U+cxWQ6bUnC3AtQ6/7JO0QGuhgyTyFM4ej4HDTGVv9gvoXcB2dlLCJc8/OhfAhkmVRtzO+9r0NuPvRPnzx1vVpN0WJWw9swoFH+3DgUT4f0qR7XC/hfIe2gcAclmSlB0MuKb3QcXlCkqILDYh6D5eVLmZgwfmGztG0jTQ4jGsAWT4b6w07wBmycy0+BuJ5MoWVFIePrubwU88N4dQqlamOXyy6JnnysBgcft3VncTjCm0gti+qlqAdRdsoA/0XuG7C10ahweHsyZLc1ovuD7GtdBBqDo+Iagy5f2n+i7CdYpKg6fqBnp/nB8L2y2uhmsxXvrsB19+2LswVukRxmnyWJ8AOEM6TdM64/MKm8W+p/VTk3KojAKmeo5HmbxPgPebJG9N1VLASN9H7IydHQtAW+3gW+XUdVLLSs0pIsNjeKEDg02LbAiebDD+pWs3hLHArwj7jAZoxGZ0kK9qEBR6XrOPGHDN2I0NAzrRT1b7Jyhx2Zig6rKpPXWbd2nEhOy58P4BulC2KLJi8kJ2+RTjHZfbVuA5g11H3fV5zeLz9J0FeBHHHLFlcpWTR0lqf4W/D17Shio5lqnPUM4fVNUVpf+8N0mWlkxZd+sVbACazTsAWeY5RzaMqg14JU8nwSQIXVg0Vc9gujmYe9LmO1Rx2uF1Ek1QmUXOaPs8YTMsajMa+G5OVjs5rz1INHjs0hJMrBsxhaRClUtdoE5kkxY2Dn37zIrzhZXNw/pl1pay0agx0XQd+8317YWUjrL93YrkLG5FDkEkNEjvAcRy48OwG3P/kgG1HQeu964D9CBMH8zKqO4Q5vBm11XX5eZal4o02B7WLMQEA2zTyQkehyvZ79OAAvva9DXjnW3bA3p31GMu4pXAU12oAMMwiKy0laUbO3/m5ZLYEl5BXHydsS3pSG0LNHFYdF4R9xX5DPg5lpVX7qPZ84xMbSqXYU2Vwx68jflayGgKCsi6bOZUi0tBndVEdqDnj2TBsDHLN7DYMXuzbXYfl9UFMFnU7A+VA736kBxtdnzngqwLsN5QxS1UCGoQ57DhhAHe968HIi8tKN4nsPw8OO4kEhRFhn+L3hTOHySXH+ak/DNg5txqOEDT2/YDZABh4bDYd9pnrOjDXdmCjG57n0kKNkA6S21SX2LeIOGM5fg3o/LIWlUC74pIm/MSbdsBZu83d4lTaGufWXQay0nKS14AE14tCknLTDd9Zh24vgJ+8ZkGwTTAIjLYwl5XW9yMhODwMWMI5nZtNlLtYcDhaQ5rXHBZtW5+slk+vekIgUHw21fsTnln0a2YMHFI77JffvQsuOadh/FvaA4q0C1Ry3wAa5jD5O2twGM+9UXeicjoZG1owsP3nnFmHw8dGcPQU7xOum78cUdKx6Nw0HAVMRt/CYlZQLevKYiaRJXCicqhMEzQLPQ3j1h8qDAVdO5oVnbRLPasyfK27RCYnMqIwSIy/VTEE92ocrOKx+cFnKDYsMBWpM6iqkGsO9wcB6xPjMoflBVIRdXUakse3iMC7agzAPl5qcFhaBCllpROcAgBxppap05EGc1TXUA4O0+3rClYFTQrpD4NMWb8ydHOE6fiLtj6Vbyyyhs8kQYPyqvrg0watd4aYVM1Zi/Ih1CaXJf3JXEfrEk/i/lPHRSsvc3iISVDI9gw/x/NClvCJZcocNpSVZjWHqfMrU/Myo9lw4IJ9jdABrZCXVN0P1w0dGufsrXOHYC8Q6gRS5jB9r3Ic6hxRFNiPkN2UN2kMJZLXNn3moEXmHUB5stK4V/ps4PxHS3Ho5rhb796Eex/vwx0P9qLtxOuoskcaUhKmDPneUgeo7wcsgLHQ4f0yaT9J9bHlhCsuoRr/jeoWqJy+KGete4SpPVGrqa9R1RPAqH1XlYRjU+B9oTb9JG0qdNI3G1ytqvCaw9F41C6AOUxLCqmUBmSg03rf7vDAp1ctcxggfD6Ongpv/sgDuOOhuFrFtIF2BB3HaRkeeaxCe2VI2JY4HiCDdDACWI+ClwtzLiFXxDsRPgf1Gq8V20sI6mWBHLgDEJnDquBw+Du+D5p0QbHA6g6LSUZpZSZUycnyMVXvAdRjxp6lGlywr5EpQEvXwGgH0cRB3TngdWTBYcL6LgooQT6Uzr838OEL31iHr96+AQ8/MxC+k5nD85FNrEoARNDrP9DKSoevSWMflUWnr2nBRU+wccT2nF7zxJrINDisaQtP6HFi98kUtE0Xnd1QqsDoQO3VIu0Cna9bFYQXg8PZjoP7QVt16szhqP3nnRE+EEdOjthY1G44nB1eRHBYUqECsNLSFrMJyxy2yI08QS/ctCprYXYOBtvqamxOGiaSfSagRgGTPlaxB6NXHSuhVosbUWhQdJoObPa5U+pNL5+Dq1/QgiAAuOTc9Gw6mn04S8Fh7CtBEFSrOKgGsuMCFwP12vhM3zJkpV037JfE9zL+Ph0H5CUQYw4XsH8d5KQTGmBh26SwMLnUvENe0yVtKLNBBTGLle9LxxymBvYggTlcr4VjRJJjT7eoMF1sCPKTVUnsGRNORQPdyuDwBJijFpOBEJSJORfCV9/nTsJG3dE674oEdVwULSuN54VJbCcIc1iX2KaTlQagDNnJGTIsOEyS81TPI7WtqJTgcMTHTNmpm8QqSZtX6DGZrHTO67JnZw3gmVD2G+e7XTtqTFoyqQ3jQCXxiX2PBtIHw0BpQ6HTH6VjZXnclfX4ZCWXb5Ehl36h811/yBP+dqQwh03uX5w5jJ8rNlbcWrWstHj8WLvIj8IElPiOcR9f+MYaDEYB/PSbF9U7mxJoHdoqJnolAZ8vOoZNUsFkSIIonNVVdHA4CnQ1XTaHhYmRQeZEE1rnMUvN4X17QteclZUOcXrNF9h7375nE655+dz0GqQADw7zz6ivRp73myR4wsZOV/xuOAxgPQqaznfE/qg7fqPBkxqKYg7TwDMCmcO9AWcHNpuOEOAcDAO23se2tCUW3ULHhaPgxWWlTZnD0hwmjweqoI8q4GVCVpBB60ijHWPCHOZyxcB+D1Asc7imsRVoHfPb7+/Ciy9qsfdMJSayX1AtpptUc5g8l4NRQBRE4sSOpGRxVncbZaUN14/0fnu+KOccjhuBcttQCS2u6kL92o2cCUhCMm0Ox6XjRHNOgVOb7CNCqOS7RTZ2tkbg5qxe85R9Lngu50bB4aOnRmwsajZpXWm9yo8paOmgRj18NmQlAwuLWYBlDlvkRp4FLXeoVGTAzBBdYtlvU57sigqIsYCJlyxVrXNgUGcQTrBh/RwuU92SmCvzbQeuuKQFV17aMmOkkuaUVTuuDFBWhYlk97QhOy7Q4TsuaxhAsSguYAHkOI6weCyib6gcoazmcIk3T675onLMpo09claosaw0cV6pQM87XKzw66FaVFC5ywD0clQmgZyxaw4zeSinMmN3XgRSYB6gWjknA0Vw2DTz26L6oM4Oeazl7DfqvJ9MQgatCY/zSpbjBQEPaMvBTzyvPRFL+PjpEZyKmFx7NMxheRxtk30ii2eSweEzdoUOka/dsckkA1VDLm03Bsk3+wFzFjoQlzlG6cGeQhWGBcCSZKUZczi6LjlTlVnwfnkEmwppx7KYwyp1DnQOtZu8lqJujsP7gc5a2QGJcpcUaWOqPGdSxx7a4DVBSk+9H3zek65dnDmstyXUzGH9cXVJZbS9NOlL3CaA4SiAG76zATfdsQnHlwsoJlcgeMDImTlZaTRDRObw5I5Pk9AaOVldaWBBrJYoW55nHhMUXwx8HzgXnbkrvMAr637lZdInAWQNY1LLwaOjyiUdog2sYg4DiKxbAMKso4orWHOY+FM2SM3hJPY5D0xQv0sxxpcq8QftLTpPtRqhZLRcXxmABx7bEotyIbqnmCyFz1kqc7imnsPkYKgqkUo1ZqBCTBbgeeI9Agjv056lGrSaDuuvMuSxS7V+GhdU8pqCJpzc+XBPUPWTmcNcHcacOaxSjTFRyGB1raNrimNvWnBRrJUrPnNrm76QdCfbWKrm8JrJnH2ddQ1L/Qx5khPxN0W6yfFc48m9ceKBfE2zANvMyj4UnLyVFdivztxdh5obBmyxREGLKJAEML5/CM+1XncE2X0Li1nDDIVbLKqKLIGTqtUc5kHR9G3TpF0nBZapPaYdSTP/E/epCUawDE+yGPA80RhAWUVccGc1fgUDs8rRVQlUajNLH5sW5AQAdFyOW28YgBvYiKKyY+nisYiuoQwOT6DmsCsFUbhjNt423dgjL8hMg6H4O935CZ8HxNkF6pqycpZ2N+pH8v5RZklXOxGAt/3VV7Th//ULe0jwx8zYZtfENa9fVHU4jsPVNyoyhwKQoCB5ti1zeOuAPkuxzHMcmwIuydxsOLGklzIwIk5LnTMs7fc4ps1LjjwcS1FC+tSqD0EQOgSX5tVLp5isNHGE9ki9zEnhra+dhz1LNTix7MEn/2EVADTMYdJuDPpudn3mLGy3nFigkNb6lWEkK43OP1ZjMN8ki/fn5IrH5pudO4isdElzt6pEDmW/UAe/ChvRdcOEg6S5EJEmcyjPCdReoPcyLbAm18BUQZbcTfqNao2omorR0a+b24QkFUeUvXbYNiJbY1XBwJ4mqA01a8xhfo/5dZ+kSUWDKA2JfVcUekRykvavPLajT8bBpHqxCOy3e3fWwXXDfrG6Ua3+Ow2gM/+8fXwxWaYiSR7gvaPBSnyua2583ueBJ0XN4QZnLK6T4HDSuo6y6jGo1y+s5jAG7vjzgG3EY9BSQ1RyGqFjDs8zWWmZOZw8cetq6saYxIrglqrv7M7DHHZF8kO4Lgb40M/thv/3L+7VygnLkvjDEpjDukSyU0SqfjgCVtYCgDKHncR9UMhsXKa8Q+4fXSMAANzzaA/+93WnWUIAAL9PeG1M1w9JbRsMA2F+kOcK1XNEk7fqKTacDnSMz0NcSJKPzwsdSaXomsPY5iYZ36YJPJdmw4EzoqSrg0eGABAm0dBxeVxpaTZO1h3lGGhhMSuwwWGLsZHFnDGRVpokAsKES0OatOukUFSwUWC3Rp+pdqk7DnfqEebwMACV1CMuINIM/tixycGdGRqtXBqMqkhfT4IrMEQD5vAthTlcUHYsTTQogh3kKvomLljKrTkcvqLMEWMO1+Lnp1soyUwtHM/SFhdpNdepo3fkA+vL1BFAn3d5IYAOcPmeI6MuyRjHprcbDpx3ZoPI12p/IoCe2+wzh/nfqqDEtEHnAoRp5rdF9cGCXopxgo5NlNk1CeY4q4VXc2LBRhPQrO45qaYuPmdL865w3ueeUdfON/I8Ua/xa4YM20kyh+c7LvzCO5YAAODuR3oQBIEyOEHPBxPCun0/5iykSGKV0GQCHWSGaV7WzB7GHPaY45OygMqy19kcSwbiEWFvIRNaF7xCZ/iyRlb6R14zH/tN3cV9auwA6T099x5hbvFnRRdk5omfOqDNiMdQ1RpEqOynQHFfsDk6O4cew3FEZifW6fSDQDivlYoF12Y5aY31ixopETXBtvOyBfx+F+l8pnW5Y8zhHPMYDXSZBAnw/Noth9VNt3WHAY6eCq8BSoMCVE+RBu8dXdOwZ8NxoO6q18GeT+2r8DPqT8EAGpWVVpWUodLP2HeePTYqJDjB7SzSfimQ2Ww4bE5UBUb6TK5d/B3WHOay0uHn9ZTnRWdfDqT5VjWXKGWlNWowScDxgaqfOI4Di/M1ofawDEqmACCy0gUWetQlS1JZaQCAp54bsr9lxTgTdQbZFkG2Oh075bX7zXduwr2P9+H+J/tsG1Zrui4GptOCw2lzJ2V1yzaWau7CNjoOf0azsl+5hHM+1TlVyZJxwZXUxM9VQfiR8HfG40Q/zaPkVAZo4s1ZUbkGFhxuOIKiw7hzCq2bjYkhRSXoWFhMEjMUbrGoGgKaAm2IJFmcaSDL5GuS+TsJZAloJ0FgDmuyygD0TgA0yuo1R2ARcileblz1cxq/tD1VZt7KoMYwl+KdYoNSQNsWBACbkSNxTuEUzooyag4DiBJXRexR5bPHjN4yb53AwvCJMevQbcJX3djDsl2j39AA4vKaB9d+7jTc/0Q/9jtVfWMK13VYhntv4Av1eFTMUJn9hIEDuX5Uy0ByiC1mouNklamlNXZMZK2qDJq8U0W2Ea01i9Bl9lvMHlSMMQSVRh2SfjCJwAeXIMzHHGZOvVp8XsL2u64jjDnveeuSdn/y9anXufOh2+fHmiTOPTMcwIMgdF6oxkDqyJtH5nA/4DKDiiSxpJrDaKMmBRflOSHvdUGn7vKaDwePhhPQpec22PdlBRFkWWUAIitXIzVRFc55zwsY22i9GyZV4G+vvLQFv/m+PfBP3rQQ+x2TItXJSkv3lrYNj9dpOVpJzrse6cEfX3easRUTg/uSg5spnigMXWNZ6ejZNVVIof2LOtypE3ilonVbQ8dx+HeV5vIk8IQ7hyXrTkNWuknkIIusOUz7TbvpCv0/zzyGMvdzLUdgtqvgEQZps+7Azh18XNvuQObwOXvLT/rJCyYrTZmU0WuociBuz4In5L5jf2PBVSorPUdkpROYw426Axed3YA9SzXoDQK465FefOOMYAFbYt/L9hItO6GSVOWJJXJwOHzPZKVJwl8SWE1dqR/Ia0rV+CBv02o6MJ9DJQ3biOtc0wS3hsRIpYo7RUEX2MVktPlO/B6h8gomb5vUdZeT37B8Ch075fU3rhdp4Iz1XyYrbRZcTLPvUAUPID7PKpnDRFY6aY45dHQIf/TZU3Do6DD2nVxDPCvKKDdBGdEUaczhrOt3vKZpiQVPPDuAP/rsKVYyoCzQBOJ9u8P549BRLitdc0kJmDFtCYE5HE1VVlbaYhZhg8MWucEc1hnsmcrVHI5gcg6cfTbdthdVw5bWHEYo96k5EDWAqCOMZ7DGF0SZmcM0ODxD0WHuOOR9pcy6teOCNs0PALo9vVM4K+iCkjJOx0VDYNaOvz/VPnDhWSZrnT4jqvpTYduSg5s02xVATGS574k+3P9EH265c0P7u6Trh9KovT5P/KAyaSNNxikAlxyNMYej7HGV5BdrG1vMhK9ZZWppxmhW1nHlgGO+y53vKvbAtEAdU4iaYea3RfXBniXF2I2f+b4o+zmRmsOkxpPMxjABLtxbTSfm2GsQR91rrmgDAMC7/9EOuOjsBugQZw6T+ns51VPGBR17ByMdc5j/zWSle36sBh0FftYfBNqgZJLJI9tzeZnDO+ZcaNTDIbI/CKBeE4MIRQaPKFSBPcoUTHKsbkoB9eU1j/221XDg/H0Npb3LnJVaBZGobdF7eq97RFZal0hx8x0bcN/jfeY8S+qrNckmUdWlZFDsRikrHbVXN0/LAQZVDUw/EB3WpysWXKNB9FlTNKHBeVVyRNnA+0prDhf5fOMz4jghO9lx+PidR756MwrszXXcVN8HZVk2Gw7sioLDpyua3DBJYADhrD11Ps9X7JnB/kHbRX01crCT1hymASn63WBIZaWdROU9mjjhug687uoOAAB8657Nsc6L7pueQyshOKxiDqvUhQB4OY+Nrh8qmyTNIwR1hf+KtlU+rviZuM3enbVc/hlsY9ayaXLi7KAEWWlsm5ywjUoEGCgbkLrU3N5zo3ZG+0gYguRriTY1TdySS2fhOqFPjs1LxIhze9pzrlpfUj8TZQ7LUNogJIiKifEqP8V37+/CA08O4PYHuop9pCdHJqGM8os6m1yliEmvadZxFseytETG2+4Jr9+dD42fvJIEWuoFmcN83Sf382KCw/WalZW2mG3Y4LBFfuQY88rIiBoHMuMuCaaZbGUjB2FbCWoUJAW88TjygoROumwB7RFpvZoTcy41sgaHqYFZ3dhqDCyYFxQXzC8T1DkcBDzbcr6A4HCDOvDqTmFB8qKZwypn7KSZw0IWuUO3ib7XjD2yPDR1ROFiWXZIA/z/2XvvOEuyszz4OVU3du6e6enZnbQ572okoYCEkAAhZIJIJgdjwNgYLLw44J8/+7OxwWBbtsDG9o/kD2ObYDBBEthEZWmVZ3c2x8k70zPTufvGqvr+qHrPec+pU3Wr7q3bfXvnPr/f7p2+oepU1Qnved/3eV69JloSarK2pC/Hdr3qWNlH8eBwJKVqbJqzMYf1a8obbArY3C43pyOy7uSFTMTCaLKNeL0zglpf9qRJYxQIU/aQgyeu6LLS+ZI5+kGXtaufGsfknAozyPXP5qfUG9/1zln8879xEG97bVzql8O8PSVH2TzSgbjLwWHHUfZZu2MPDvPnOsFqCROTpF6N2wH0HgVlObLJSut/9yu3LYTQJByPLJY0u3NYNc9se5mOtH3VXGgL5JoOy9VNX5PMTUIvJ5aZxMHHQqOtZKXlcYy+sG3Uj85SM1oGdI3SFr2OY9tzkIMyiRVo1ubk/bbMxj9na69uePg/n9jCr31gbSSSkm0Bo72uy5cVvmZT7X6S2rDLFkh2fUXtU9Lk83thhyXX9FJNo4AJBTaobvqNHhxutn3Jnl5aUHP7KI2ZIAiUrDTb0/DxYgZFlewqqzkcXZsMSnUDbDfCg0zymsPW4DC0337xA3UIAM+d72B5QHaeSnpS75VcfV9cYXLRVcZ8No9hrvNKVjoAr8KVlTls2nu03soEZBtz2BhSB/uoN8zb2Gzbry35d+Er2QtKVro42zBpbaFkKTNQBiCWDMgTcJLWTvP+0jFsxA6TOcwlwM3+YVMmy3L+8BjqXm41kn9vszMC5hOR99Byjs2I6d62yAb7hp2SF8q2LG6Oo0s122QjCQ1Uczj6eqVH2QeygZtDll3mNuPSgj7OSeK+LMfKYOfSZKUtc+AYY+wXjIPDY/QN7nzPipFzbOdoB2fI7CUKZw6z67HKStMzM94nxxKvOdztBhp7wqwbU8orK83+vb+Cw+Gr549QX08Bv7VhcFjfJAyCNCmqgY5bNHPY0rSu3CgMr/Npdc1YFjm/JtoIJyVxmJKOnJFCGxub/GeaQ5dAm2zOwKlVhNVJY7IrZHDYlJWWzOHeGze6pqybRYKU33cEXJHvt6MGrebwqK2hYE5bNr5L4+DwKwZmUIaDqxRw9krWzP9BoNV4TQh4pUHVwXNijr35GTVpVcoq6zwN5jpUKql5MklifzfAs9iTmBYEqjcXBMDaVnLNYR6gMROP/AzMCbMv9cscBnTn7vHDOrO7H8ZfFsgELAvjgidM2pgDZnB4ZcNTgeWU+1CSdrb9c1oTyDHKzQViRdYT1m5AyUoS0vqq2j+Ex0hziNoSAq2Sjl7yZ/xc1K/4uUrsmrnDeHm1iz/8yBYeebyJi1eHK2GYBTzprVwQY2W3wEt97A1zWAVR0mTb+0XTUheVarDvNPOfh+b8yZqj7LaE+0VrEdVuXYjWn9WNG9uAWt+ipBYR1d0N3++nBvSwwNcYvr7KtUHEVRg4s860r2i97nSV3PJU3VF17i37QLO0y8Ksi1uj8gpnL8elb/PAYwn/BCGEtp/nzOFyCnPYXB9mp8J+fn3d04JwPZnDCXMnrY1ks9jmVvO9NDWYNNAzbUpZ6Wy/4/4yQAWQivWPhK/x4DAxh8Mv8GdE5cQUc5iSzJPn+Q5LagHUnKfJSrM9Av9N08IcJh9hVjanbX9RcoXsg2nMYdseWkvoSFGnoHFpC/5lSY5Mgxrn/f3eBpqLTFvMtOPCf6vPcweHWWmE8Pf271E/GbbsMvdHE1ueQOONxvGgKiQywaEkUIlYybbkgTHGGHWMg8Nj9I1+pry92FCmga4hm6x0eoBmt8Drfg4CtckKWG2c+EGTAvpWCT0v0By2gzOHWTv20WzFJffUvd279vQCNxj9IJCG20QRzGHm7My6ecp73CLYyDYJRel4GuKzcxxejyyeRQ70wRxmmzEajzbmQzZZ6fBgVKuIxnXJ0iYz8LAj62zqN5CkqtOYw3RNdO2mNFUv8NrNaRn3+wFaQtBIBofDV54EQM9tvzi+x0gGD3qZUJLtgcZ+pDUwdCwNpw/owbj8G3wpL1YWscQ1qvmYB+Y6FCbOhf9Wsoq7bwjwGoZ25rD6d/jswn9fWwsH9oSFOQwks+qyrCtxZ3nyd3vh4Jz68bElIzg8pPnHxgTUao5J5kT8tztGEHZt09PqFSchjWnKx5gtmayhyUqH75kBlm2jXWlJcbQfMqWgbc/cZvva1q9ezGEzAM37ENV487xAe+bnLqvIzSiY4DJpjQWMhlUXu2hwO5Oe827aIW2WhFZOYeb3Cwry1Nh8R3sgM3GC4zNPNvBf/veqFuwAWJJtTViVBjjahvrKWFY6RJexxQFlV4ySXakzZNX79K7L5MkJSlY6iCmz8CAhHYMzh21jjq89BGLlmsoeecGDHhy8nZz1Sv/mgUdbuSQgLAEhRMjEvM4SIXrZSaWEuZPsPxq3tkQq+s1bTtbxT3/gAN7xxnRFmOQ2hK/5mcP63DUMWWnb/Wm1fTknUaCMB+foM6pHzPuSbZ4NgkDeX0qioXvBEwMlsSY6hGQOs35p2j9Zlads80DJFYw5nHwA27E9lgCVpv5Cx7Ul/6Xtl7KA7JsiZ7gkv7HtPmuy0jmXn5isdMKCR32t1R5uMEDuu5xwDp2eUGs7+bbUHm2wO67qZgtr3fUxxtgv2EfhljFGDf0wWFWgcTQmTF9mU/X+7m7U0MuDQeNh3LmT5XHw7/h+IB01JVexhLrdQDPyzA3RQDWHR1mX2QCvcVqUDPgwwW9tECh5QTL4BwHvA8PIjAWKkey2MocjY3HYz46z7GwMnF616Ux5fIfNs7SxsTGHbRLWJqguC0m7UWDXVqvG3ERRzTWTDVXNUnPYqJGjZP2zrR3cWe1o43E01p5+IDB6pRkAnTFK2G+SmWMkI5U5zOwIShKolATMWurDgHRaOibLIVufa7Oaw6Zjj2Q988AmlZxUa3A3UWEsOxtzmCtHCCGkY3VlI5k5zN8315Ys5QqKkpUGoMlKH1vSo8xpCUiDwLYm87qKacxGU755bdPX6nUnIY1Nw5c1cnbxtlHgql51rHNzpxvEWNZZmMN0Dun8T0kw5fAs63CvmsMmI0dLaiireYg7bPlZRmHvpmy1/qTw9xLUTq3m8C42vcPkV1Ut4OIaQEG0moU5bCZOyDZ1A/zq+9bx6HMtfPoJVT+x66lkqYmqA9Gj5jBnDgPAzGTYuTe3R6DT7iE6LNkcyFYHdbehM2TVv+U8JuLrW4XNV+a8Zq4BE9UwGcJkYHJ0LOtHpaAAhao5rL+vMYcr8X9rweGEmsOVssBNkSrLS5fa8v1ekry9ZKXJNrEF9ngg/chiue/asPQ7UuXIXHNYJjKFr5Qsxu/hoLDVPCUlmGpFYDYqm8Ll0OnfVE6MPytbkN3zWfJC9Bu6F5rymcF4p/PwftmloGL0XLMme9qCl66rrj9p3ubt4eAJUPScrDZcQ78WrU0Z7N80DKXmcNTMJFlp7hvhc9igstJJwWXq84MmrvSCGag/fEB1agrgJiWa5D9X+FoqYRwcHmNfYxwcHmNXwWuxjhKyrOGjwhxWmeeDGZI82J0W6LcZOHxz4jq8vpoyxkuWmsN5g4O8PUVIB+8WOFNR+gJGODrMn7Hvqyz5esHM4aHJShdwWNtmlJylw2at0yaTb4S4wz4tMBoEQWz88nmWDNZWO15bnMsEJkEyh7fCA9Gm2+akMY3rnYRNMx0zveaw3jY3ge2UBI2hw65vH8eGAaHm/VEKcvOMWcIoyv+N0R+8lHmCOxd4gEurpT4km6nD2Lj9BKOljGg5HsRdmOmHOaz/XWKqKoS9kJXmMo+2e2PaVjTHX1/X53wTKjhsMod7ryvmZ4MEzQ/MhTdVCODIos4cHlYQgSdgETosMZKuxyY7aJWVziAtqWoAxj/jQ8wm6c/rCdrqgduURdKc5o5hk5j1jjls+wqb45PakzR+ZXBSykqrA9O98f0g8ZkXGUjsF1ZZ6X0S/5MOZlcgTeJ2WFABMC7NWtzxG2w9ICh1BPt1Pvpc0/o+VwfQag4nPGuaJ+jcFCgadk3GUYfp3LfNXXsNm3wyoJdeM+dFrnQQl8sX2n50KQqeJtX55nMeX0erlgBhP1AlxJL9OTYWsZU5bFlTKKHrzKVO9J3e/i03Ye6kQB6x/23BrU4GlY4scA3mcFYbhvZJNOapZNNCH2o1SSDbjO/7VzfCTjI/7cikbwpe0XwlhNqfO46QtmFakB0IWZmASkLj9p3D9oK8rzY15nD4SveU2tAruGZ7vq6jlFu2U2oOW2Wl+fqcIo0smcM2WyyD/ZsGWbKkyJrDCUQofZ9G30XsveznCV971Rwm39Cwg6eenLvCVy4tXYkFhwdrS5vNK7bkjDHG2C/YR+GWMUYJfM3KE6QctZrDKnDX+xrIjtzr7HNWxmYg8MzLtNtgk8/jzl4eBO50Ay17KilLLSs0A3OEg6smiOXseYEWpBpVaMxhKMNtooCaw66jHCNFBod54kEhzGFL3+wypsQwQeOCG5J8rKSpFmj1aKOG2uqAAnEHlylHbYOSlSbJPQrWxp00ZrC3JeW29GOS44vXWDZBh5USkjmZwyobX2jPb6/n737AE4JGrTQDACvrbb+xosZIBq3ptvWbb6x57WktWDukAJ3HEtG4oy/rJl8yh8txlZO5qfzbI3OdKLmWua/ANTAruLPWNt+aPlJira1EzsRaT1lp/Zjm3G1DnDmc/N1eOHG4DCGA24+WYzbGsJQLbImuksnOmcOWgCQ5YuenSZXD01jHSUgLjPDnapP0I0ZPrSKsjnVbTdUsz8+P1nBlS8T7d+bgsMFCjv3GtAnYvSqzgHhSHdpRWPt5Ip+UlR6BoHUWcDUX+fx3semUFFEuDUdWmuxVngyjag7bO8/HH2vIf3P7nSdjOCzYl9RaU1q2ZmFf3ojosjUe0FWWRgW6rLT6Nx/rZkktrnQg7asElS2qD5tUt5oHr3h5hqICFEklDyrsXFULi9gmt21b344fDhO6XoqCw1mCtiXHvhbSmiaZwzbGq+V+9wNqZyNnzWGS56a2U8mm+T4SEpNAtlkANa9REHpuypXPjj7janGOJenKtkbxe0vzJM17NuUzz0jcsjHu6Z5K1nuP5Bhb4LbkKpuXagPbkCorLYQcs6YN1+kGsl22sWVTf8uDYezxpWKJYZ/p+7TwS4Mwh2nOS5Nq9vz0+1cUuF2qmMNqkNIaSwzxQewwfi5eVuZGX7/H2J8YB4fH6At8usvj6ho1SUxqRpbgT96al0MDbTgGHL1awIltYpLPy7JAmUHmMkOMO4iLkFTk7Rnl4KoJTcaW3hvhCzBlpYk5XETNYUA998oA7KDYMZlR22+GJoftGLvFNHEtmxCtZk9K/U7+p5SVZrWpuHFusoN4Xd4kUDBYMYcjWWlZU1Z9N2kjkSQrbf6ewwxc55X1545kHvzea+WHfqCttyL+3l6jy4KChKTM/jH2H4ipYnN20FhutFSpiUokgUi9YVgBuqREtKzBaHJQmLLS1YqQzIo80OWZw79NG6hIB2BW9Ko5bK59h6LsepqDezKHjcBJlqQjk0E0EHN41sW//JsH8aPfMh/7bFhruC3RldeVTgsOkyP2yKHQKb666cuAZtp9SAuI6czh8JU/a2L01KqOqtvJ2mYLfqWVgeEO38Big3DYEohN9hsdy2y39rnBHOZjSwXE7Wxt/vu9hHI+p8uEjyKkTSWGI33ZCzwJrZ8a871A9Q+rmqx02NFtyRMrGx6efklJ4XL7msaTOXcmMoeN4HCVMef2o81aFCgARWNlFJnDHUuQC1BznOMIC3NY7elsrFq+DhBzmMaceel8vtOYwxnZl72QFNhNkpWma+OBPTP4x3FsKVwHLyyHDztL0FbKyps1h0nKnWoOp8lKD8ocNvbAWZnI5LvodAM0274MqPZTyiTxHEx6n5L9KQi9MOtK+7YbsXlJzWTS8Pkk3WdqP32HnrmUlWa3Qqku6n21ZRk31H9rGZUTbPNAyRVyL5oqK205NA/slphfk4PXMbbLSkfjuc/+ZSPkDIqkUi825jC3v/Iq71C5kDTWdYOtpcNUxjAVLgGVaAPEmcNpZc56gV9nyR3LSo+xvzEODo8xOHKsfyPHHDbqWqbBVmNzL1AYc5gx8dIuScmYqvd4LVbu5Oh0dcPbNJZLOR2AZLcIMbiM9m5CBrICjFYUJwFCCNmfgiCQBnURNYcB1T+KrLfI+1YRXYMHF+Qm3KO/h9v3pHSTFhyOfw7ENwzc2UTfo0QEU2IxVhuSOS+SQDWG17eo5rBuUOtZpvZjmPNAnQVekpx7tOmje6+kqbINKJ61z69vlBi3WcHrlu+FU7YXFKNHvZeU2T/G/oNiWsTnCdoEb7IM/XIplB0dNsuHgmSuIzQJvKzBFtq4h8Fh9f70RH9bI75MSGd2SV+niJW7m9CDw/F7Ywb9Dy/o3tl6EnO4lsAcloobyeuK6QDOaxuaODhXkmsVAHzpq+sAgHe9ZWqg4ybBVv+RO8AVcyL+Wwoc3Xww/NLmTraawzLhxiplqP5tl40O/11jfZ23zRb8Sg3uy3MYTjiLY99mXthlpenVPn5jzGFec1jWWQ4SbYoiWab94PL1Lj79ZChDvDDrWuW/Rxm8vMAwpC97ocMCqEq2srjjN2TNYdWxJhKk8wHg3OWOtr3jju4dycSjZMp0/wGNf8UcdmKf3Yig+yWZwznX+N2AjSEL6HuQtER5CjBpSgjs88MLJCutH5dA853j6MGeogIUUqHFTPK1SEkDur1hHsOWYHj0kE65PTDbOzo8MxV+59zljpY8Qf2CkjJsbECu8DEI+iU/SMUID1jdUEkktT4SEtOglF3Cc5CNPlV3tGfX7gbSJiF5aEI6c1jZLPTMKQmN7xW4ygQPpurJA/p3ZWJDL+awZe3kNYfT9slpNYeFUDaFyT7nZUFsc/PAzOGEcT4IkmWl1b9tweG8+3e69jJLfjHvM09EHCazlq8RNFY5c5j6WLmAhCNuc5Zdkbn/jjHGKCKjCMYYY+jQZKVz/I4HLUYBeVrBZdT2EryOzSBwLNdjz/qPzsve47I8QgiWJcaYwxZZ6XJOY1zWUN0/cWEAen1qnxmbIw0BIDLeyRhOcgrnRdg/gmJrDrONWBH9gwcQK2WBVjvIpSwwCGic8E0I7y86Ky7QNqWcgUPzK8885Zu6WHCY1ddJAgWDTRaZjcmb5JQ1N+HlUthGk9mstS3mCBba+73A5aG0+zcaS09f4IHuUak5HASBcmxqstLh635xfI+RDMVsiX9GygJ6cBjR9wW6nj0gWUi7DCdfyRVo+0H24HBbOeT5nNpvcJjPo+RwKLH3ZqccpNVxHRZoXHY6gdV+NZODlg7oW8PeNYfzrysx5vCALB4T3/6VM3j76yaxOD8cprZKdOUO8PC1xGqifvBz23jxYhvf/VdmZR1rci4enFNtI/nDVOZwSm00vhyQbcSHnZSVrgola+lz28BWczixKSw4HlhtEI7sstJBrN2235g2AaAzh5PskGHVn84C3w/wy3+whlY7wJ3HynjjA3U8FbFO94usNFcE2IvyFjpzOHyvSOYwHyOEegpz2HRs83lwx1BfSgpmr295+PU/Xpd/0/e4jdxqB6hV+rqkfQ+TtcoDa6MCmzwuwKRcRXwu5XthGRwW9s9lzeEE/1mS6oQM0g4YoOiwpCfb8QGgwpnDlvOmJRiaCmXf+VUzPdv0wG0VVCsC19Y8PH+hg7uOhwOE5gMZHLb0E9mnBkxIi+9rsx2Pq4oQm3euwHrDhHpVYHNHzUttlgxZLkmXD1ptxRw2CQFJ0sqALjeugsMqUYHAE2M6OZnDWWsOuw6vLys0yfMk2OwMngCVpE7BpartzGFEx+jdBhsoIb7IfZOUVzbsbicq+xYExcpK87mh6wE872GnZe8DRcPGHD4w66Lkhm2iZIySTALovy0aYcopTtJ/jDH2AnvOHP7oRz+KN73pTXj44Ydjn/3xH/8xvu7rvg6vfvWr8U3f9E342Mc+Jj/zfR/vfe978RVf8RV43etehx/4gR/A+fPnd7PpY0TIE/QahlzGIMgTaOUBv1GAGNDJyJnQvKZlEmzMYToGN6K4xI65EcjNHHb0YNd+gc1xMurXQG0mJ4hAslM4L8w6MsUcU/27kJrDfGNu9NNhPzsy2Mn5ZbJd05ivgaWPUWDO99NlpbM48blcGMAMalvNYS+w/sbcNLtub+eeKYMkg40ZNyvSkezqz29U5u9csCRjjUhsOJTOj9rCnUc2ZvkY+xNSft5ic0jm8Ha48JdcZUeoMTvcdpFdQYHYrI5jckzUKkKbA/sNDrtsopG2EZv75ofgAMwC7qiwykobj/WwGRxOKC9hMlMIZmKPDbGawwWnKjuOwKGF0tBUP6Sjnk1vvKQK2RDbjQBPvtTGL/3+mvycbKzZSUfeh43I4Zheczh8tc2pPEBbYus/gRg99arD1m71ub3mcPK9o/7t+4iVmTFhDQ5bZaVVu23JT6astI1px9VSTDtkL1Usllc9XLzaRckFfvDr5+AyqdlRCnSlgdccluo6uxgc5ky1UgqjrV/w9YBAMqs7luQJ0/HbZN/hNYcB1VdNe/eTpxt44sU2nngxTBSg9VQIIf89TOnNUQefU/nrXiu4cfB+4CUwh01fiMYc7ur+FEAv1bAYJRHJhH7j0il4a+5bKwUxh6VPJyXAzZmodG22WsxJUruk9PEd75jBrTf3zoSoVhy8/r4aAODjj+7I983Edtv+0uxT/cJMqstKfuDr+ArVGy5QUppQN1QP+PwphF4XldZ/kzmcJK0MKBneckn1hYZVVjp89f0U5rAklYQ/JNnrpmXeJfg+K2XDSxo52UqY2RKbuO1aTrh2Litt6182mfg8kHuRAqe4NJIKT/QPAj2BNO/6Tv4VPr+Zdhef24YqKy3V59RYdRyB249UIARk4mipgIQjToriY2ssKz3GfsSeBod/+Zd/GT/1Uz+FEydOxD576qmn8BM/8RP4+3//7+ORRx7B933f9+FHf/RHcfnyZQDA//yf/xPvf//78Uu/9Ev44Ac/iFtuuQU/8iM/MjJsmlc6+mUOU53cUXlM1IxMstIjUnPY5lTpB/J6vPTnYZMCV87i8JUce56nS+uZjqK87BD69l6wbQaBMoYDbYM4yqD2UQZprSpim59+QUyyImsO801mMcxh9e8ig9hZQONEZpAbK7NN+oeg1RyOviek4zrQ6qjE5D8ZuzYJNcPBajq7ul6Ajz+6g5/7zRXJHpw0so/NpBB942U/r5RBIkewzD5ObKoGPu6EUMGfvZ6/+wFfp0ZtDeUOIG2DPmYO71usbnr497+xgi88E0qgSklAi/OLnDhbjchBqTlp4gkkRcJ08rmWhJU0SFnpstCCiNN9Sj8L9jNbKYVhOACzQMk82u+NmRx0cNbV3svPHNaDeDbEnOUFM4eHDZv0ny4rrV/PmZc7eP9HtwAoG2uy7ijm/Xb4XpqNVEpZM3ngzrUksjaZrLRNmtUW/MoS3Pd8PVCTpj5kay+HZ2HdaZ+T45ZYhAnMYbKjvuRVdfyLHzqIe28Jgw17GYSlZz475WJ2ynRKjshi3gPc6a36/+61XQU31HxRpOSyqhOsOn49smV3GslBJkJDk5XWZVorjC3Ice6KrlnK18/aWJpSyUqXzH3HXrUoDt4H+fPlUq4lM5Bok5Vm8+3alh/7Lh0iMOZOW1kXQAVsB2WvmYE7gsYcttQ61oLmlMiXsKZ869tn8FN/6yDe+pqJzO1600NhQPlzTzdlwIkC5Yo5HL/2boo9mwcx5nBGvwHf+5Ks9PzMMJjDetkPs645D2Ap5rAhK81KxpmwJcPZGKq8BAfvE/zf5KegMZCFOcz3ljw5gdcctsFl/jkT3I7iz4l/d6thvwazXX3LSg8h8SqNCMD3TaZdltc2oTbz+cCU/t42ZKWHZUOYUuWEH/mWefyrv70ok3WLsMPoXGSXFDX3jjHGXmBPg8PVahW/+7u/aw0O/87v/A7e+ta34q1vfSuq1Sre9a534a677sL73vc+AMBv//Zv4/u+7/tw++23Y2pqCg8//DBeeOEFPProo7t9GWPk8OkoRuVoTJhBDs1fmwzzXqAoWWnl3EkPYNpOw51ggL5RV1Iz8Q1RXnaICnbl+91eg5yiXjA6QZxeoDZvJWwSBsEwmMM8S7cIdhA3IM12Dl9WWjckrdI/0b/NjHna1JVc1U7OXOfMCjML188wl5jS4uTM5vXyPvT5HTx9to0nI5nEKSP72HR4uymSTUlty5ucYwa+90IGsSjwOURex4jMK/z5cWcJ9eH94vgeQ+HxF1p49lwbH4sYGanM4ciJQ1Jruyktbm7+8zqOWxGb0pzv+5aVZoeRTCd2qGE4ALOAnMZJzGEzUOu6AoeYHHNScLiWUI/TYw62JMSZw/vLyDNrvwcBV83Rr4fGCCVbkHNsou5IJQ5iUKTdh7Q1k6+XZiJUpxtIB/FU3bE6wxp5mcO8dIrGKI3/xpZ8Zpd0ZJ+nBI+Joa/XHFYOTro/lVLIHk9iAO0mVLCQO7HD1/2yRuqy0tHz38Wmt5l8blpN735hsn0BYKKawhyO+hnVJW5qstL6seSYM8bu+Ssd7W8uh0rzxo3MHKb66rSOjiJzuGORxwXAyhKJWCDRddQaQv26VzK2LCkDPSmDjwuOIthrQaBsBvMaNOYwl5Uuxc9r+oxMlFyBg3P5HES33FTG/LSDrgdcuhZ2FCUr7UTnjSeweEYgp1/ElPEyHo+v42uSOTwcWWlAMTXbLLkGYP2jHUibxNy7lxKSWgA1l5VZDXgCD0Jy1UVTVpp8wbS2y+BahsQYPgfoicnx9tiuycocZomNPNmCrzO85rDnxxMuTYWTvJBJIAU6D4lUZLPpuG/FtEXyqj6p5IDk+vBcpSYI7IkHRUAlNcfnRT7epC0xQKIZ9WvXCA6PmcNj7Efsac3h7/3e70387IknnsBb3/pW7b377rsPp0+fRrPZxPPPP4/77rtPfjY1NYUTJ07g9OnTOHnypPWYnufBG5a+3Q0EdQ+DqNi8l4MZEkTGpj8SzyIIwvYEGdojorZ3unvbj3yf2uzB8wYxbv3wWXjqPoTPUr+2IPqez+5Rp+MhCAK4TgDP8+A4fnRvArS7vvzMEb5m4Aj4OVlEYbscgZHoL1kh5L0N67GF93c0+nwSqH9v7oTPtlYp7p6X3LCPldygsGM6QmUc+gOMBWpPWHeFNih6NmOA4tptg4iupdUO773jxO+944TO507H0wz2l6+1EQQBDs2X4Ee7HTqe5/lyPALAVkMf3170meMkX1/Z1cdwpRS2jfp4pxug2Qr/vbkdtn+iJrTfmPMA4Ms+0Wp78Lx4MMbzwt+Ec4Ynrym8/t7Pgn6P6PeuE8ned/X7tx/A5+eApJ+C4fbJrGi2wmdeLgnZ/wA1B3a7oz3vvZJA93nQ+03PtNUOn12H5gkR73M0V8rglqvO70RzartjH+ODwrRDXEedr9UW+KU/WMdtR8p45xsnrb9vtcPrKkfrEs1Rk7U+72Gg5jk3ug+Oo9aSmUmxJ2OB5tpm20O3K4y5GIBlfVucc/HytS4cAZQcu91WLYXH3WnqY9zz9bnXBpofCK7Yb/OEWmPDvSUrzwIfJUdd36vuqOJTTzSxueOh0+lip+EjCIB6xUetojsBXSf5PtA62rHMqZ1u2H+FENKW60Z7lWurXfhBgGpZoFbx0e7Q3Kz6+VbDi/WLIEhbK6NjeIE8d8m19+8giB/b9+N9jt/DdqeLskuO42jfQbZMNA8JZgOWHNpbBmhF1+e6gTYGs9oOwwDZ1fWqYPOjuof7oe93pU0VyHvf3cX9MLGMSmxv2ekE6Ha7hSSI7jTDZ1Qtq+dRLYfn3GnExxytH1MTDrabPhot9Z3thr6Poj1yq6O+02j5WF7RPePlkurvlXI4NzRaXXje3iQW7TXaHdoTRWNZ7gNGZ72g/Q8QBpGoP0pfTeCxRKnQbybgyz0J9WvB1kA6Xq2i5ovAV+fpdD0Z6KF9I7e9AKDk0r6y/3vV6ao51hG+th6UXdVOvre3nbfrxa+xCEzVBVY2Amw3wjHSie4ljVsgvD+6jHeyPZsHjmnDpOyjtd85ah1f2egiCALMThbv46pGtsV2tO+ndb8UtbMS2W/NloetnfjcR9ekbHi9fU3qd06ASkn3mQh2b7k/jPYWhEari2pZyOCaiPoY2U9dD2i2utZ6zi027sol1RddJ5B90AZXUDJf/Jq6zO/An2+z1YUbRbw3t7uxa+BJ9N2of4kB+lfYvuLGCtlWoU1n+pbUvslk8tpszfB49r2mJ+e8cH7retR31He2G/r922mqe1sk2nJ/mL7vktc/gK+CzkXrdynymw0y944xRtHI2hf3NDichrW1NczOzmrvzc7O4vnnn8f6+nq4mFo+X11dTTzms88+O5S23ogIAqDRaAAAHnvsMS3bNQ3Xrk6i0SjjhReuYcJrD7GF2XD5Sties2ev4ZRIb8+lSzU0GjVcuLCKU6cau9TCOLa2ZtHuCjz55GVcmuqfkrPTEmg0wjHkBD4aDQfPPnsFW9f0yeOlsxU0GhNYXl7HqVNnAACXrrtoNKax5fg4deqCdqyXXlpBo1HD8vIq/KaHRkPJBJ1+7NFcLODr18LnE3gBTp262Pe17jZevFhGozGJq1c30Gg5aDQcPPfsMhorQ0qRKwDb22G/eubZ8Pk1trs4depcIcdeX5tCo1HCy5eu49SpViHHfPnlcDwCYb8a1La8fu0qGo0yAGBzo4tGQ01qV5fXcerUS4OdIAXra9NoNFy88OJ1NBp1a39vNObQ9YDHTl/G7KQa9597vopGow7R7cjndXU5HDcvvngdy1craDRCx9LzL6ziVF3NXc9HY/vaNTW2TVxdD8c64dKFcK5c23LQaMzA6wRo7gRoNB1ESwK81iqazSrI/n/50op8VgDw3LNXsL01iUbDwRNPLmN9OT4urkTXcObMNUz4bVy7OoFGo4KXzlzHqVLvPnThYh2NRhWXLq7g1KkmdnZm0eoInH78MuYHmDf3Altbs+h44ZzveUCjMRP1kQt73TSsbIb9wC/rffbMpXAOXL7axalTZ/ewhTceTp8+PdDvX3gxnFOuLHs4deosXoz+DucJfR68tKLPD9slD6dOnQcAbG3OoNFw8GTCGB8UZ8+FY/zyy6FNtk3ne2oZzz4T4DOPT+PRpwMsVdetdsfLV8J599zZZTjNLuqlaaxsuii1L+PUqfxzxItRnweAzQ0Pp06dw5XLYRsB4PqVqzh1qpN2iKHg8qXw+Z07v4bWZlezyQDgyuW4TdtthOtrtRzg0UcvWY974WoJjcYUXr7iaWN8eTlc78++lGznr0brB+HZZ69g9cr+caJcuhjen/PRfqDdDddoAHjyicdw/kJF3udp9yoajUk0GsAjn7mE7Z3QVn726UvY3pzSbI0Xnr+C7ev2+3DuQti/Ll/ZiK3Xa9vh/ey6wLWrq2g0KnjxpeuYdVo4cyV8ThMlD48+ehHNtrLXP/+FU3AEcObspLR/CE8++TImqnYH64Vr4TFXVnycPn1Bnttmp5vPGgDWAl/OE4SNzTnJRD116jRqlfAPms9eOBfe09Xrob1y8aKyAS9eDG2n69c9OF0PjUYFly6E9ub1yHZ44cXwfuwFnnwhHIPbG8rWur4RrZ3d0VjLe+FiZFNdvLCCtbUyGg0Xzzy7jPb67uxrrl0P5/cXX7iCtWWf9eFH+5bw5Li8HB7/3Jkr6EaMPhorjQbwuc9f1M7z0pnwfnSa4X5h+aovbfAz58LxtHw57IPnLWOXxhAH3yNtbYRzwxNPXkV3Y/fXjVHAiy9FtsfVNZw69ZL0CbzwwnVMY2/GsokXXlLzEKD648pKaF88/9wypus+gBnpN3v6qcto7Eyj4wlcvR76X86eUevlvTfX8fkXqnjLvTtyTm111BrzhS88Kpm8L7wc9i2yOQhkmy1f89HvXr7NzvnE449p7OHLL4fPBgDOvLQMfyucBy5G/qGr7LxkE5x56SpKreL68la0fj7+5FV0NjpYWw/3Si+9cFmuOV/4wqOosKVt+Wr4XF566SpEo/+2vPSysvcA4NLFbP6Nc5HddO2ah2sAGg0Xyy8v45Rf7Dy6ci2cn55/Mdz3XyZ790z4DLa2wr+feOoqzl6ootEo4crL13DqlLLZ1lbD8fbsc9dQaum23HORvbux3sWli23NriSbHAAur4b9YRU+nnrmsnbPPv+F06iWA2Y7heu+76t+99nPP4Z6JW6HbDXCuVkA2Fj3pJ/j+rV1lL2u7JsmhB+g0RJ46ullbF/X7/nly+H1njt3HY+5LTQbcwgAnHr0NCZrYRteeCm0J/g10GcA8Hxkp6xcT/arpGFtNezTzz57Ff5WMWNFzkXPx9frna0ZNJoOnnjyCqbral0FgJXVuJ3GYe41V1bDNfS555bRaEyGPpfHLmN+Wu2nnnvBnC8f13xaRYF8V8JPt6+Wr4Tj5KUzKzhVb/Z1LlrLQ5/4eWnzep39YduNMQbHyAaHgd6SCr0+N3HXXXdhYiJ7PYsx7PA8D5//wmnU63UAAq966IQmKZOGT720jssbLdxyyxJOnrQv3LuJR15cw8vr7Uztubi9jcfPb2Pp8AGcPDmd+t1hYvJDV+G2AzzwwDEcnOs/m3i74aP+4WsAgOlpB53Axz13H8FtR3QHUbPUwMef2cTBxQpOnrwTAFA/10b9c2tYmHdx8uRtaLbVsQ4eOoD6hQaOHz2ImxZdfPLZTQCh5NGrX31LrjY+8mLYX6YnHZw8eWvf17rbCOotfOiJdcwvlFHe8dHwPNx9982481il94/3CNMfuYqdZoCFxQOon23g2JEqTp68o5Bjf+y5NazstHHH7cWN+6utHTx6Nqzhd/Lkib4lfDzPw+nTp7G0tIgLq+Hm56bDFazsqI3Q0lIVJ0/OJh1iYPzFE6vYaHVw082LqJ/Zxoylv09/+CqarQD33nsUhxbU0v3ElU3U6w08eO8kTp4MN12fO7eOi2stHDt+CBfWm9hshZuBhUV97tpEA/VnNrF0KPn6rq56+P1PXZd/33fvTXjojiqur3uof+K6lPjzhFqPH7jnEB66F/jdvwyfz9Gji6if3Zaf33//UXz2zAaaXhe33X4z7rs1Pi4+8uwaljfbuP32wzh5fw2nX97A2etNHD26KK8zDU8tb+K5yw0cPx5+f+aj17DV8HHPPUdx08GRNn1imPzgVbQ6AR64/xi6XoD6IyuYrImRmBPPvtxB/ZOrmJ3S+6w71cJfPr6O2dlSYfPIGOmguezBBx+EO0BBtQtb26if2cb0TAknT96Oq+0d1F/Ywk031XDypB7kWbzaxQc+u6L+Phj+BgDe//kVtPwu7rjzZtx9ovi177nrm6hfauDE8YM4eXIKf3xqBY1oTgEC1D+7DgC4654TsvYjxx985jrqbQ8P3Hcz7jhWwX33B2i2fcxM9nfvxGQL9cfDcx48UMbJk7fj/NY2nrwYzn2ve3XcvtoNrHo7+MKZLSwcmMfxI2XUn9vSPj96JG7T7rgNPHlxEwdm3cR5Zv5yB//nC6todIE/f2IBX/+lk7jzWAUfeSacu++44zBO3lez/vZatH4QXvWgvq6NOs5tbOHJizu4+ebw3m03fNT/MrSBX/uaE3h5Zxv1eijL/nVvP4G/OH0VQQAcPnoE9foqqmWBL3rtLfj0mTWsNpSt8cD9R3H0kP0+BPUWPvzkOmbnyrE5dXmli/rHV1CrCtx00wLOrTRx9OghnDw5gc1TDdTrm7jjlgpOnrw9tNc/FLb1gQdOoFIW+Mgza6iv6c7fVz103DpuAGDqQhv1z69hesbFPfceR/3jK5ioCZw8eUvsu1dX9WcNAJOTDk6evE17r/ZnyzKh7P4HjmOiGmjz2ZZooP70JpaWwr3I1dYOTp0J+/Idty/h089vYmbWxcLBEurXW7jj9vD6T7+8gXMrTRzJaDsMAxe2tlF/YRu3Hq/LsXZ11UP9keuoVfpfy58528YHPraN73jHNG5eHO74eeLyBp6/0sQtJxax0Wlhq93F7beH9uBuYOIT19AOfDxw/xEcPlBC/UNXAYR9heTZB0H1Y9dQ932cfOiovJeeH+DXo/Pcdc9xreTAM9c2Ub/YwK3Hq1jZaaFcFbJPf+TZNdRX27j37tB+xUR87K58dgf1uj4X3xn1WQD45AvhvunY8SWcfGjv/SVJ6HoBfvH313HnsTLe8YZix9fLjW3UX9qWa9Spixs4v9LE0ePqPu01XlrbQv3cjvz7gQdCn9gHPr+C7U4Xd999M+anAfzlJek3e/DBY/jjL6xguxmgPhH6X+684zBO3huulw89FGBl08eBGUey4pttH/UPhvP2gw8qv1u32kT99AaWDpWl7QUAB5c7+MBnV1GbCOda3w/wK+/bwOKci298m56UkITNHXXO17xa32ev+zv4/Eth/33w/iO49ebQtlm43MEffW4VdTbH/+npFaw2urjrrmLni0deDMfIkWNLOPmqOqp/voySD7zm5DH870fCNeee+45jZlKN2z/6wgo2W13ce8/Nsh59PyjPtPAXp9fl37fflq1PTl/o4P9+YRVT0y62Gj7q9QBveG3x+9KL29t45uVtLBwMx84ffWEFG60u7r03vO4PP7OGjWYbx08cxnNXd1Df6uLB+27CA7er5/Opl9axvNkK5yDDd9MqN1F/fANLhyq49+46Pva0uhfHjoY2OQCcu9xB/TOrmJp2cOLEzag/sSG/d+ddxzA9KVD/c9XHSBJ65kNX0ekGuOvuYzgwG7fJr617qH809EEcPFjCRpR0cNNNNdxxtIzPvLBpvS8Lsy6CdQ933BH3PXzmzDourLZw661LePWr65j50FW0OwHuvvcYDkZt+Oiza6ivKFvp7nt0X+x2ZKccXlI+0zz4yydXsdbs4LbbD+Pk3Xb7OS/e//kV7HTDueju4/o1z33qOrx1D3fddQRz0w7qH1a22uRU3E4Dkveav//p62h5Hu695wg++sw6Nrd93HXPURxhtsmTVzZRv6CSUe+86+hQbJezL3dQ/9Qq5mfS/ccvrm7hucs7OHyT6rN5UT0T2sMHD5Rw8uRtWN308DufuA5HAK961S2FKJvkxdmXO/jdD27hnW+cwP237Y6NNsZoY2dnJxNRdmR34vPz81hbW9PeW1tbw8LCAubm5uA4jvXzAwcOJB7Tdd2BHGZjKJB4mhACpZIb0/RPguuEv4FwRuJZCBEa3iW3d3vKpfC7AcSetj2AgBCAm6HNaahUhFywuh49y/gxXceNvqeuOwjCe1GOvl+tqA1MqxPWHatUHJRLrny/XMp/30pu1C53b+95XpRKjrxnNE5Gff4RIuxXO83w35P14tp782IZT53p4OihSmHHLJdVnyuXB1/KSq46Xo31ZwBwneHOV9RfPD+5v4djAQiE/lyWVz0IIXDTwbJ8n44nhAPPV3UAW21ov1XzX/L4mqjrdQQn66VozCNqM4Cu/p1q2cFbXzOB5y908ehzLdx6pApH7MgaXJWyi0r0/Pwg6dxCm2PU/Jv1WdC9dKKxN1prTx4EQDSHOEBU13Gv1yEglAZ9/8d2IERY25G3p1JxezzfMYaFQdcamoc63fBYgTEWOSZqgT72K+o75ZKI+sBwxhy1s1wOr5fshQAC7Y6ak1Y3gZmp+Pk7Xvidei3su3UXqA/gi1HrfljXynVdVNh7B2bLezIWatFY7Hrh/Gc6Kmx2313Ha3CcLRxbSm7zVF09+5cudfEnn2rgnlvqsr/Yjksol4w1o1LaV/OEK+2F8Br9QNlQ5XIJr713An/yqQbuv62CWrWEybqD7UaA5TUfQghMTYS/m6i62n2oVZPHLtnZno/4d0T4LFxHyH4YRHbnykb42cG5csxeD9vvoNEOYv2iUnHDNceCSlnN7xCuPLet7aVS/NhBoF9DWOtPMIa/I2uIq/lM369xG7DK1hvaz1Sje0m2w7DmoSxotBA9d/V8K8yG6rddn3mqjRcvdfH4ix0cOzxkB2A0d4R7T2Vj7tY9pfm6Vi3J5w0AfpDcT7MilG8O++nkhJqLXBeoVR202gFaHYE5dq1e1M9mpkoQoo12O7SpHUegGR2Lnje1lz/ri1dD2316wsHmTsicqrLxX4vmhnZ3tG2oc1faePKlDi5d8/BX3jTT+wc5oNZ4R1tPR8mupPmGEERzKoTykZVlThjZUm40hny0o/0T2TFA2O+WFvTzlJktIRxH9nm6R5WyPhbr1UCz4y5f7+DR58Kg1jvfNB2rL2sD7T0cJ77PrrK1q876bb2mn1dvY7F+kIlaNEY64VzkB+EaUquFtea7HmJ7RtoTD9qWcllfu6uVbMerVEIbYLsZyHXhwFx54DnMxGQ9bF+rEz6HTtTP6FmRn6PjCen3mZow9nFl5Zswr81n/W6irt8L7p8sl8Pr9X2Brq+PlY4nEATqt9WKKxMQapXw+XW8pLEeRGNJSNsfAColR86dNtB3bWtXYPgNyqWwH/u++u5OS7dnuua9yeFXtsEhP3lmX0dvBJF9WrLsDdW+yQHZWATf8tw5zL0mt/3LdFzD7mp1kH7/CkIAr+c+BEjv41kRzjtC+rknanRPgQBu5nrkRWFj28Mv/cEG1rZ8fOzRFh66czQSqcbYW2Tt3yMbHH7ggQfw+OOPa++dPn0aX/M1X4NqtYo777wTTzzxBF7/+tcDADY2NnDu3Dk89NBDe9HcGw+MtJ2w/lohsw5zsr6HBZIwy3INJFvr77Eiqe9TbY7BFhuXZYB6fsrzoEfG3qLvky0bxSwQAGi0qAaN0CSI+lkc6RL7JIXuGYSlm4/6JYT9IcB2I+zg9WpxLf7mL5vG218/ifnp4gxA6k8DDgMJLktNmasEUXw5FA00jtqdqLaTpcM7Inw+Zu3HK5EE5WHGuqKf+35Ys4fQaOmTF80laaxrk5FB/YISgoIA2jnoMyEE/tY3zWFty8f8tAvhAIGv2kdzg/nbpLbRfJW1ZjlNafRcR2X+7gd8HpHPdgSW0D/79DaeOtNGpSzwnV+lM8+pT3sJ93tlw8Mv/t4qNnd8HJwr4Uf+6hyqBbB/xhgcNA9RHTAqU2PzXZnPjNcGk2N2SJ2V+hbNJbQmdD1lhwDA9Q0PJ26KM3ZbUZ3krMo3veCI+LXzOXd2am/6N61n7U58/QB0W5CwtFDCz/ztRUxNJLe5XtM/W9sMrzXLumL2pdLI7kbtoGuja+16quY2ABw/XMbP/MiiZBpO1hxsNzxcuhqqeMxOUQBIv0flFDu5FI2trkV90pd1IdW9pbXu2no4gIndwu99N/pOo5mtXxCor3u+6lNJz9u2VzGnBHOdsK3Tct/hkk2gPquUlH3QjeYtupc0L2S1HYaB7WZ4QZyJzW0gqhedF81ofqG5epiQz1nsjR1C61K5FPa1khveuyKuvdNVfdDc+0zWBFrtQFtTAKAdnXc2YiUG0Xu1isBOi+rXO7LNdB7C+SvhH6+9p4YPfT5knlbY+knrEq1TJoIgwG/92SYCP8B3vnN4yka9QNfUHUIfJNuDxgr5NkepjGPbuG5aC3w2OMx53XHUtVC/7hUb5HtUPj/S/TfrslL/abejurGsnc+ea+M1GViJdC22dYn31Qqzobi9QTBttaJQi2q9Ntu+tpcsueE60WXrAaFr9Kl+Ya6PWY9Xjr6301T2J69ZWxTItmgYawT1E/6cdizrE/9u17J2yr5REqgaPhPel6WtFASxubrdCdDxyKep2xDVioOthpc4/ymbS2jPwnXjY4FD2gOWxYveovZXSgI7CLTr39rRjRPezwH0tId6od/fpcG8Lg6ypzrdIGaH2Z576nmY7a/2Y/oxyBYiNBOe76Dg/SMNbgH2Ic0p1O/4eGh3gtT+WDR8P8Cvvm8da1vhfb58vVi5+jFe+RhZT9y3fuu34hOf+AQ+9KEPodVq4Xd/93dx5swZvOtd7wIAfMd3fAd+/dd/HS+88AK2trbwnve8B/feey8efPDBPW75jYF+p1Da+yY5jHcd5HXPMG8P29GZF4MGxbiRIDcnlkVUnoddtjKuKUAnUI4WQzIyyyV9Ue6H3ElG0qCB8N0GNdf3A9XF9sklbDd1p0YRcBxRaGAYUM7kouxovrmoGIbcsB8dbfpp82434MNX7hTYbviScbB0QN1ftRnTDXPTuWUGUG0IHXHqb9pwpm2Ey2xeoOfOn5PrCunoTnLs+SyQzNuYde2Qm5To96M2f/cDRwjrfLxXeOy5sL7WN7x1CjcbkmhJG0PC4y+0cPZyFysbPp4918aLF2/MmnqjCBqTZBeoZLD4TFgzAqt6cBjR74fRyriziweB+Fx3bS3uSQ6CAK3o+kzHVr/g8yTNb5vMkZRVYadoSCegxfkDJNsmc9PpGe+TNYGFGXXRK+segkCdI+1yzXuRFhQdRUgbL+pm0jnErmOe3T8Ksl+Mam+TzKXpFE4LkqfNqbReCiHkmCQn5vW18JwkzRiyfKnd4bHIYcflN9OCFTxII9fqhO/b+pcZ/DXXZavj1jgPd6LSffMDZUepeSH8LK+js0jQvmiixtrM+kq/cyRda1KSXZGQDmZXaHuc3UAQqERHms/keCggKEkBFIH4ekBJMDtNe1Bgsu7IPknrDn2Xfmu2tdMNcOlaOC6/6F4VpOPrJ43jJOf5ixc7+PDnd/CRUw1tndltdIbYB83gZN4k0d2AGRyi+0B7f5cFggmOo/qE+l76Gsg/5gmjPEjHQeMkQBhA5v3ombN6CYEkUCKSjXDEk6irln93PTWPexkDNXnBxwjfS5ZLQgZhO0ZfkW0ZMGBj7oGzBoDM885PD8cVT7YFzUm0VtBzo+fUZIkvZnCYrrFjiS+1u+o7ZqIgt+94spo5VlqdILH/0rNtdexjXSatuobt7YqYD8d2TTaOUiwpnQVOCdsNPRHQvDdqnUxsQiponBe5b1L2YfyzxShp8P0f3Yrd67w2E91TnvxiXoeZiNgeUnBY7kN6DC+VuNV/O8h+oIQc11U2dlL/HRbe/9EtPHO2Lfvn1TVvT23fMfYf9jRXmwK53cj6+PM//3MAIUP4rrvuwnve8x78zM/8DC5evIg77rgDv/iLv4jFxUUAwLd/+7fj6tWr+J7v+R5sb2/jDW94A37hF35hby7kBkQQqBUmH3OYfl9wg/oENcPJcBGjwjwrKtjoOEKyfWkzY3OSylgEe2Y2Q79aFmh3Amw11Gf884GYwyObxmIH9acAIxHDyQS6x8Qc5k6sUcRQmcNGwGPYgX1yCnRSkjRswc0rK+HaOTftaAxfxRzWDV6TOewZAVgbyNlMWc716DxpjgzbpshxBOCp4HfZsuniMAPXaoOZbUSp3wvtOHs9fw8EAQiMTpCbnE03HYibkr2ycc2+uNXYzw/mlQVyIrVN5rBlXJfccH4k+4A7ZYbN2PPYfAKoAJHnAQ3myL++Hvdad1lQq6jgMF8nyDFpsgz2Ahpz2NKcfu0rxxH4f3/wILpd4B/+wjJanQBrWz5zsCX/Ns4cHm17w4QpgkTOl6QEAJLwpIDQrAwO2x36NqQFOekd1wlZ34CyD4g5zOv2lVwBzw8dsySpC4S2xMZ22EnSGCwOs0eItZxkE1iDw8YlmExAWz/1jSQVPh+VJXNYBeDMpJHOHrINyaGsM4fVjel6QV97JGJV7YY9wB3M9Px3ay/PHfD0XMslEQaFClhfqP/XqyLW7yeiMWoGh3lyEtnIjVaAualA2sv0W0qeprZevNpFEABTdaHVoaexB6h1yQyoED7xmKrb2Gz5Wj3k3URXBoeL7wx0bJpXRyHRw0Q8OBz+zceGObZdR8TWwF7BJD6P+uzgdH4zIGay13jC3DNnW+kni5AUuAP0tSrp351uALcieq6P/UKxY1VwWAhE5RVCD5eptNEpKFBt/j5rcNhMhCs6cZ4wwe4NwJUXwvfpOa1tqoXR9PukMof5/GfYLVoyeFpwuK2ejxlsp0BbsxXaKL/3wU28fK2LH/7mebiukM87LIul7ztS7ajommy+ADOISoFD8pF2uiqpdH7axdU1L5k53Gf3GoafPCBlGUujvvXt03j+fBsvXergDz+8qX2WN+GH+5SS9n+0jpLyx7CCp11jf5gErjjVLzYilu4sK19ULYcKIknrdxLe/9FNfOKxBlxX4OveMoU33F/v/aMIT73Uwv/55DYA4K99zSz+x//dQKsd4Nqah8MWP80YY9iwpz3l9OnTqZ+/4x3vwDve8Q7rZ0IIvPvd78a73/3uYTRtjBzIs/7Rd0fArw0gF3FYOUP2eFMigx4F2NiOozthTBYQwCSS2XvkyHGYMVerCmzuKGdoaLCpz/uR1ZCswf3lN2RZ9Xom3SiD2kwMktoQZI6KRLng4LBNopAwbOa6lJXuJjvVTalIQMnFLC3oSzmX/ONO1xhz2M+2YefBYZkZmdI9bFm7SczhpPk07ggmZ3RqU9nvo/MaweWRUa3IAZ4QNEoKBM0UWd5e93unaW4YR8QoGENjAvl+kMocpuQRmlvKzCnjJGSOF4WuDFrTnKQcWTpzOE574A4JMxmoX+jSduG/3/HGKTz+4gped+8AxYwHBNleXFaaHDNAb8ZSGmoVB6iE7IMrKx4uX++yci0pCUR9SjKOCmSykQwOh69JCjnEHKbgD9XAjjHv02SlZUJV/DPu1FyKnECXr3fRbPsyMEmy0kAUiOiE9kGzrRRu5qZcnENvGTpuj6TJzgN2+91M8jKDm7Y9ohdb01lAguwJP4gxpIqQDRwUUlaaMaz4/qhfxyTNY7shs8tZVcNgN6WBJxFWDEa4bTzkBSWrmTLvADAhmcMG44n1s3rVwU7TQ7Plo9Vx5Hii35rJkOcuh0opx5bKcByBE4dLOHu5iwfvUHWjFSsyfpObbR+ffbqp2j8k9lUW8CSyfuXRk0Cy92bpiFGy45OCwzzB1RYINtfAXusw1bQPAlNW2h7A5dLrrU4gJegB4PJ1D+tbnhbMsCEtwMKDz3pSYJhk0WgFuHzdwy03OZlZfHkh2bFNXwZ9qS1lV9mDHErlY7Bzm8H8rMFmUx1kfmY4xo9iDvtaiSmyUWjftrIRflCrCItdps9bHDI4WxKxPSD3YfBEMlOCvcVkpZOSG1qdAH/52R382adD6f2LV7s4frisSZWbwei04LDam8avyTf6KbedAT2peWbSCYPDXdOWoWP0Nw/S/OkXGB1O8xsfnCvhW79yBr/2gXU88WKoKFAtC7Q6QTTXBJmlrn0WhDbVaQgqEdHFtTVviLLS4Wsv/1YvlbMsWN+KK+9UKvmDw54X4E8e2ZZt/8RjjVzB4T95JAwMv+VkHa+7r44/+/Q2zl3u4vL17jg4PEZmjHvKGIMjx/qnso1HwxEsm5HhGkYmuFDgrXMj9gAhrfaeTcaIG8NSyi5igJVKunHUj/NPMYdHKCKSAZJVgtHp671Ad1gyHEacOUwbs6L6BlcPMMfB0JnDxgbMtoF2LBuaKytRvWHD6OP1EDmrwgwOZ1UhCOuK+iixWj6OIzTGoO16bO0HiDkc/rud4NjzmLObfsPf7wVTVpqe727JIBYJ3uJRSrAip6UtkcTtseEyWTjm32PsHbgjiNehSnLsVVlwmDt4hi3lbkpOclYRd+LYmMMkZVayOGn7BT8MteWu4xX86x9d3DNWF6CeCZeVrpRE5sz6LFhaKOHKiocr17vKwZZi8/HPQvb5aNsbJuQ8TDWHu3GbmGPKkGskJxKfO0NGZvI5yykJVZwZQvbA6oaPlyOm8kRNr2sYtjNkDpPMX8lFao1pDhkcDnqXp7A9WnMdj/3tBQAEPvtcFf/rk9fgOiJWN4/3W0pKCdVSIK+Hv+7l3k0q8rB+4DIbqt/ANTGHd4NJyR3MSolldwyRNmcFRmNMstoKkZUOj2HKowIqwGuqnXQkE08pADTbijXsOioQQwEhYsmdv6KCwwDwD77nAHaaPmYmGfMoUumx1dz83NNN7f1ma+8MQrIXAoTjr185VRtMX0Mvu3IvYAaHnj7Txq//0bq0O4QQcr9EcISI3acs6zAJMPFhp4LD8e9XyuE63+oEsSDMM2fbeH2PwIOaS+OTOAXgqAY4QQiBO49V8NjzLTx7toVbbioPjzmsyUpHbZVjLiE43C2mLeY9SQtIpv1ueLLS4XkaTV1y25SVXt2w1xsG4sxZDh7UNZNqeH/ge/eOlTlsfx70bF+40MbHmUpCRyajqN9pMtYpzGEBZe/bli7fYNiazGm+F6Kk0hhzeMBECK78VhTSZKWBuPpXJQoOA+H1ZCW3BBbmMO87QaDqW89PO7hmYV4XhaxS9mptHiQ4HF7kLA8Ol1RyQ1Zcvt7V7lcWqeunzrTwhx/ewtteM4Gno3IBX/XGSQChb5CCw2OMkRWjTQ0bY2Rhc1ZngVmna6+RR6J5tzfDSZDx7AJsbNN4sTH+JHOYRYFkxh6vRVqhwH/0mavLJvUj4SMlYfeX31DdM5/3sdG+iJiUWoE1h4cBKStd0PE0WeldrjlsModtwQra/PANAxmkvO4joNd259/nzDH6HEivDQmosR2rj5jgBLI5KczM3l7MYZNxn7fWWKKs9IisPXnAFS743LLXIIekKSkGqLUhiRFFzljqQ2NZ6dEB36x3uoDfw7HH2Y987MugzJBYbabcNVcXMGsOm0laTao3XBBrGNBtMm7vzE65e5rgpstKB9p7QDGqJoclW9VjQbzka3YS7tV+gWM4GDs9xshUXX9/dioKDmtjR6TaiZIpmVJz2BHhuSZqAgGAp14KnUWcNcyP1fUUq7VedVJr9XFwNm6askDYpvj7ZlKZua6TbfL4mSrWNn2sbPhY29Tlrvm9LsuxH8SYdGnsp92A76sAvJl0SbZfv20jx+NuBoddR+1ndk1WuhOft+j5Fi0rbYKkVilxlkCJjTw40mwFUqZ1etKR94n6J9n456+EPz62FM6bJVdogWGAyapanMunn9dlgc3A9W5Cc2YX3A9V0k34tztkm6IfmMGNRx5v4Oxl5YynaZH7S1wnPl9mWYdttb5VUDTed7k0uZlAQIlDaaC53ab8dmDWRa0icPRQOfbZ3ScqAIBnzoXrD/WRUsFuBZ6UES8nEH6HKwsEQaAxTgdBrDRGxuOZ93JuSLLSlOjS6gS6Uo4hK70azVc2QgD1Kdv6xOWg3YilTuD3hpcgsDGHk1RXaP777FNNK1Oey6lzs6vkApUE6ptgtXBte2gzKd1UfJDJKiVV1zgeHNYDzHkxHFlp/dgmzHWP74vy2Bb0VT04rH7PS9tQvx+WrLT0b/UYXoXISm9bZKWpZnYOZjTZBYQsduGff3obZ17u4Nf+aB0AcM+JCg7OhQNAlZgZoQVzjJHHaHv/xxhZ8EUrV83hEXJsA7zmcO/vyuDEHgYXuIMzS53kXuAGXLUSr7WUdB5bFqjJHiubNYf7kJWmU494XDUG5TgMVDB/75qTCeY9tmXQjxIUg7WY42my0kawa9eYw1Rz2CYrzQK+BLnhNhzSdE9sGZk8aOJn3MSQA9uUwExy6tve505v1xUxZ5kJ0+Hs5mT/mJmyNlnu/Qat1h/2VpWAM0qtstI9pDwpe5iCFmNZ6dEBd6bxzXwic9jisA+/ny+hIy9MVhF3RnBnedfTazkCam4sqt4woK9FoxTwpPWMj1lN/ruABW7pQDiOr6x05fNOO2zIporass/qDQM8aTJ89XpIVU4ajFxyInHGTZIkNSHNiaWkvMN7S8H6x18Mg0gHZ/WG8fmZbILJenqtPg7ObpFlZnIwh8PfxhPVzM9s672VOVxS7SGHGl2LSlLpfx76tQ+s4f97/1pfa26jpfYBZtKlZIP3aZfImsO7KCstBPZMVtqUr+WfDYIGS5AwweVZOXgNz1rE8m20femI5eVe6DkHQdjeC8shc/j44XhgjSBlVQ3nsu8HeDYKupFNbqoC7Sb4/S+6H5p7HF46YlRg7rOotBZBKaAF2ntxqenecy99h09DtrFBqDJ2o9l/syRkmsF5jnrVwU//8CJ+/DsXYp9RcPj58x10vSAziy8v+NiUSUGmsgDrK3ztTCvhkAXm88pqx5jPfVg1h3nAj2RvS67aQ9L6SHOHjRCQJM0NIFa+gc+dWnCY3RaTvd7uxJO5CKScYM5t9AwpqW2iJmK2d5Id4wjli/Asazm9Re0nVqkMDnfV59yu5siinJMGanmRRCQZsE4wxkx/H98X5ZnTlU/Jnsiz01I2BKnn5Ame5oFklvfwb6X18axYp3IxjDksE3Ny2CfnIkWRo4fCjpfFtjH3A29+lVKDOMxKzIwxRlaMtvd/jH2BPIxIXgtzJJCjHaMQXOg3KJ8EbtwmOkkNJxjA5TrUeyZ7zHX1z/up7yIlYffZTKU5DslpN+LXYPanCUsG/SiBxmNRgVseIDUN5aEHhyVzON4W+R3GjCEkbarIGOZGKZ2DOwh6yUESZHDY6BN5gsN8s8jl9pKkfDgTKnyNEi4yLh58kxK+xu/fvkHCvL+XivV8Q2er09dLypOCwZThuj1mDo8M+IY0lCJOTloBIB3jgB50zJvQkRddww7hbEjToXRtTd9BtyJJ9GqluIXZEfFrHwUoJ5ay3bgjuRDmsMxQ7yqWQo91UzrgRuheZQWXVQZ0RokNpqw0MYe5Q7WXc5kHmMx1zGSGUGDqxYuhs+nmRT0IxWt3kk1QrzqZg8MySIHeTrjE4DDfUyTITHu+zZbQA0WASk71fOWAJqefmxJUz4Jm28cjjzfxqSeafSUxUSJUtSxiz3iQendBEOwuc1jWfBZDYTelYTu67zzgQWtNt5Caw1GAxGLLSHlWY03hSQh1Yvm2AumI5eVe+HM/f6WDrhcG7hbnkic/sqtM5/mF5S52mgGqFSGDcMOq25gF3F4ouh/GE8DC9/e8vBeD6fw3g65qDxO+UpKnGVzMKisN6HNnO2EfCKi1v9X2ZR+hEhdZbO5OQgIyYbLuWM9788ESpuqhNO3ZlzuZWXx5octK62uwTTGC989+CAsc5j3JGhzm9ViB4clKl1wh99kUHOZtNH1+M1PxdkjmsCXRvG2oOfDkcU1Wmj3zpgxE03PzE0tyJPkk6XkqtQdHG0slN1ni23FEqmyzCqJGbTAC1Hw+4oo8tmP0W66GM62LQl7msOsquy3PnK5sf2G1bShxZqruaDWlh4GsCgHugElmQRAoWemp+F64nYs5HNrrtx0pR23q/RtuHyzMODh5V03+vbSgknb3S4nDMfYeIx6uGOOVBjFiNYepvkSW4M+w6+dlQeHBYYsstAl69/kLHfzj/7yMf/gfl/F7H9qKfs+dM3FDWTPY+jDElaz0aAcqTUiGfID9wxw2/h51WWnJHC6ob3CjeXbS0QzK4QeH9U2sbU9hY2ooBr/+XWov37RQLUGdORwdu1dwuBp3ZNvOSyjZZKVZMF+wjUMnwWHLmVD8XJmZw5QBLMiRnO/3owQ5hwh9nO7lKkr1hssl+yaYMxxsAX1ymC9K5vA+fDCvULRjweHw30nMFs4c15ldg2dkp6ErN/9mEEixIcmBc82oO0yO0mExh0eJDcsl9sg5pzO8Bz/HUhQIWdnwZbCxFxOK5o1RuldZIWV1o7mtk+DgJMRqDk9YZKV71UZj662ZVGUyQw4f0BfnNzxQ0/7mrEsaK9WyyDweeFNpvsjCHOZ9jTtnTVZvJuawq44/UY0HLMk5l5UZ0vUC/NxvruB9H9nU3ufOt37keymwOWGR7aRr6CfA2fUYc30Xlk8uK632OLtjhVxdC2/QAcaA76U+kwc7LEHCBI1R04nNgyM1FkC+shK2lRyzgD52X7pE9YZLqao9NBbNwC/VFbzreEXWCW3uoay0Hnwr9thm6QiZ1DKCzGGyg0yHPvm9Sq6eZBdjDmcIJilZafWeKafMwQMwNM+TWs9Wo/c97Jfx6zgCdx0PExeeOtNWjMwh1RxutOLyxDxZkMD/PajdY0pk50ly4/6w+ZnhZcfRfLa+HV44D5qaaz1XOiAQqcO2T+eyzoC+D9CZw+p9mkPJHmq3AylFb/bfJJ8kreM7jDlsylgnlcfgjH1bcJgnQAHKTqOgJg84JslKZ/WrJGEYJCpJBEgYfiVXlwXnf+eSlSbFNkfd5y67z5SkMDvlqHW1PZy1y0wsSoJUGOizGbzeOWcOS0nyrKXQ/EDKSt92JJw7s9RjpiSfH/2Wefy/P3hQG0eH5ksQCJPx//F/vopHHm8kHGWMMRRG2/s/xsiC10DMg1GrOUzIwn52UgyK3QK/b0WY2HxjmlR7j9+alQ1fk2fkwSHz9yVXaJ/3IydEv9hvzGGCH8TlbUcVuixPb4nDvcaBWRfVisDNB4tpqFkfm9cOGXa9aDNz0RZ0tcn0ys2wKSttBIdLrp5hTeglNUSoJshKJzkz0mSl6T5LgzyROUz3gn6Xzynks00KwKTeR23xyQl+y/dyLaJ+VEtgXnLHw7aFbWU6qmzfGWNvwJ29nSyy0kbdVMKwEzK6XX2O4DWOKYhze5SB/cSLeo1G06FbBEa1ji5/Jo22HjQH+q+NxsGZAOR07skcduPt2y8w9zKeZFjZvz/JgsNTdZU4yRkbvRIo+edmEEbuyaLTHGaO3ruPV7A4p9tJPHGDgp+1qsBr7w2DyLfclCx3C+hOfmm3ZAgO83HhB9wW0X+Txhx2ZHBF2RSOIyQjjkA2bNY6pReWu3j6bBsfPaU70HhweKcP+V5y3k3W4zdokAQa3q7dYQ5TEoBgSixDPy0A4Hqk/MBrZ/eyIfMgreZwUu1ArtxDQZhm27cyhzlbkD63BWPs59Vv8rNnw7XsnhMVq12/2+DB0KL7Ycdw8MtkihHKJaR+kKS2Zfox+LzFkSVYSb/lc6diDse/X2HBYUogoBIDpvy1DYqN27ttJk5Ea8ilqx35XtEqIZxdr/a7etKZjTnsOIPbPf3KSgMq6FotC+ucUxTo2OS3422sGLYvn68IpZQ5NsYcZtehMYdZvya7nNbqVifQahdzmLb5XMSwpue5I5OuHM0X4UbS2ba+5op0kpIZ2KWkelIDkCopnDmcJCvdb3B4CL5mXhIiCZwQ4jq6ukxWcFlu6jvcZ0NJCjOTDlM1GFLyMCUWZVTG2+lTvYwC3tWK0JSo8ton19Y8NNsBSq4qN5FlPaW+eXDOjfljKmUhWcirmz4++dg4ODxGb+zTkMsYI4OcNg1nVI4CpEMlw3XQgr2XGasac7iA0WvWHLbBfNfMLiOYi1LJ1T/vxwEoJWH3me/QJrk26pfAA6D1qjP0gOigmKw7+Jm/vYh3f9t8IcczZZDmZ1R/HvadkDLQsuawxSEavaUxhw0ZLXk8Vz9eyVWMIJ6JmHUTQ5J5MemhhN/ZGFDSMWIEcpKMXzPTNW+gyfx9mpTUKINvYIUQ2rw/CrLSSdnd5ZKQEkvXDdZmEASKOTw/Zg6PGvgc0e6qenFJzrRaYnA4X0JHXnSNgByXESRn/9teMwEA+PzTTa2PtYbAHBbGGjIq4I4ychBzR3JR9pUp5dcrqY+SkvajrLTJ7jCDGCamWOCSJ57pYyf9nK4jEqX+zDIMS8zR+yZWg0weiylxUPCpVhFYmHHx737sEP7Bdy+ktoU/205KOYywTfZxkc4cDtcJWu+5XJ8ZXKG/48FhCihF80KPeYjmPdPZyxmjzT6CwzTvTFrUeAaRyW2yoOHu1BwOX0NZ3PDfu2WDkA3BmcP9MJuS0JTM4Xgfpr2tdr991TcrZaEczM0AV1fjNYcBZadTUC7JdoqflyVReAGeuxAG2+46zoLDI1JzeFiy0nIsj1jNYd9XrLEktS0VFA70v2Oy0r0XYhtzmM6fxhzudALZjxRzOEPN4R6y0mmgc3O1qn6ldpPAmf50PXQfbCxz2Z8KSN4z7ZY894jmgrnp4fpa6P5sWGSlTXYtVzog2Oo2E8yawzUt4VB9j18e9cEpFhxOkkU358dD86WoLeHfFGjmqiGAeg429rBwlOqJbc2lpAvqp8QEpeB6HlnpfpMPVFm64uY4JSud3Ca+9rmOXRY6DTzxnstK8/G3IZnDrgykFqH8YYNnEAySQMz99W2/L/IA9Y3ZSdP+DF97yVV7foD//n/W8bP/7ToA4MhiSY6lnr9lKllTE/b15+HvXMB3vXMGALA19rOMkQHj4PAYfaHfNctm2O4l8qwDSlZ6SI3JiSLMSU0WukfNYcJbI2croPcDc1NdKulSL/04AKm/jHicMgYy9n0/kAaeGPEIN2/erKX2zChiouYUJlNlyhLNa8zhQk7R89xpDBxyqnLj1ay5STBlpcsl+0amVx0awrEoi5GyGQmJNYdtstJGkFdlddvPaTLubTWX02Bu8kZB+aEfmAkm3NG+l+UZpBRpioOTHLnX1vSH3GZsVF5zeFTKTdzo0GoOc+ZwwhrOg4I8wCVZPkMKXJg112k+2mn6ctzcc0sFNx8soesBn3myKX9LAZ9CZaXZoYpwPhaJiuGoLbrmMD+HOm76PdjXzGG5noT300tYiwkTVSFNaV7br1JWAd8kKUQOLgfNQesd3fLFOReL8y4W51y8+i5dUhoASixxo2GoQEzWe9tV/NHKchi5mcPq/ThzONDWah4UNIMr9DcPDofykeHnxNLqlaRCwT/T2cv/bvThXEuXle4/2NUeImPTBpus9G4psVDNeE1WuocNmQc0L9YsstI2hhMff5WSYv9duBLWVy2X4rVEaXxTEKtXcJhsq66n7N61LR+tiF10ZLEk29uP3HlR4H2viPrPHKastEwS3YVkiCzgtk3dMr4B5UKhtqtgsf69LAlltn2MrH2dUnO43VHz/MEoITOLzd2vrDSgZP314HDuw6Si5KpjbkZJF2VXfQYYyQtR/ywiec9xhOYey8ccDr87Pz3czDial9ajABYvMcL3bgIq+MqRZG8ANuawerjcPnBYUhslsUjmcDtI7GPcnqyUhQzUmszhes2xB4fLtC9gbREi1Rdg+h0o4EZ9q8NYzkmy0mTL9C0rTbZZgUurbFNKF+WJFq6bXXGFoClbCrusO/XD2SknUZGjKEg1nx7PYWbSgRDhs9/MoKZgwlZvGFDzQbvHmviHH97Cxx9tSFWa+2+ryrmz66XbWGRLCCQrV5RcgeNLoe9uu4/rG+PGw/6IAIwxssgbNNntOkVZkSVuNwrBBd9gkQ0KXRbaPh2Yp3ndfYqFcGFZyQWZTtawZoXQ/s4Lyfob8cCqCdnPsbd1QfOAP+djS+mSgq9E8E2r6+h1gIYdHKa5hYxoW3+3Jaf0lJVmMtW24LAnpYbSL/A1d9fwnh87hK943aT2fpIj3DbW6Zok66eHU9SUlXZyOoXMTZ7acO2XEWmB0PviXl4JOdLNWvMcxFAwmcO0CRICWIgY+l2vGCfvGIMhCALtOXS6gcrATliHuVPByhwuMIDwW3+6gZ//7RX4vmLCkAOM5nC5YRbhvPfmiDn5icd25HGGLytd2GELgQoO+9rfQHH2VSw43OOw1D9GSYI7K6iWPS0nkmGV4CB2HIGJevgZZxgIoQJLWe6Dqp+rvx8YtfJcV+D//YGD+CfffyD2XMLPVbu5rHRWcIevSmpLCI6wt/Waw3FbRP2tX+MCs8dM5rAMDrP7yq9ZMmB67N3oPgSBHkjWgsP9MIfTZKWl7Zf/uFxueFdlpQUr07HLzGEuK11KYbXlRZqsNJeuJfA+UXJVYOTcFSUZbc6rtCaQ7H6vxCT+OZ17O0pOmKo7cBwxErLS/F4ULitt1HIfRIZ9GODXPmFJLAB4aZvoVZbY0Z9/FlatUqyIJyrY1h7y64Sy0lFwOEqw8Pze/aZjqLPkAQXPSDmhCClnE0Koet+bhnSymh/U900m+qDQS6dl/x1nDg8T9Roxh9NrDi/MulY7oWy5hwSz5jBPdomz4sNXmse4rHQnQRadH29uyomxmKlOvCkrTWsqBdj4/oT3Qd8mK00J89HhZozgMNkpJVfI48eCwyQ93Wdfl/7DAn3NWYgAJnM4r0oD9407jl3lgfrhzKQj+82w1i6peNXDrnYdpXK2upn/pkvm8JQ+AaSx7gnPnG3hTz+1DQD4rnfO4Cd/6CC+7i1T2lhIS66WiYd1kTq3cnn0UYu/jDF6GAeHx+gLNLXkXfsko3JE5qY8stK2Wi+7DY1FVoBty42XJCepWY90qi7wTW+bAgAtWGT+vlyArDT1l30WG2ayMMwoG/Fr4I/5+NKIFxweAswaOTzrf/jMYcOpbmMOp2SMmxsxxaCLNl1MAqnVh6w0EDqjYm1KYg6nykqHrxXJ+kgIDhvjRslKZ5t/zc3QqDEOsoJfrYDeF/cyUUkGFFIcnIo5bASHpcxmKHdOz2Z7LHm05zA3ou1OAL9H7SYzw59QdM3hTjfAhz+/g6deauPl613plCHHPM1H5MiZqAkIIfDae0Lm5NnLXTnfPHuuDUAPOg0KPm8XpWhRFKQjhpjDluc0KMxgR6/j0ue9au2OIoSxHveSlQbUGjozqfc5coKWewSLACaRbKybnmUvUy6JxKRPHmQh51zeRAl6fu0UxROzTTyorMtK67/xvEBzqvFxSuPs4KyLelXg6GKYzMiZw5xFJxPRekj0mXL6hJYWHO6HOayc2CZKCcH+LODByt1QtPJYAgLf4wwbnW6AtS2qq6f2JiTTnUUetxfIJqlbAnw0rzUtweFSVN/SZAHb6nfSHljKSicEE/n3ZVAlOh/Vr6a+RA79fpIWikKH9d2i+yEdT5WOiN4fseBwyU32ccjyCY5K1uWvhCzrsFIlU++ZCiocVbbvo7lrZlIFAnuNnUGYw6ZaSdGsYQIpXmxE44rsCUqk4uUEugNcjw28TFKewDf14/kC7U8biE1IQa8kW90mKQ3opVpMmLLS3H4wby/dGzoKl5WWSe5G/+W2y/yMKxnhlLy6EyXZTNSE1fauyOCwOq4Q6SWmZAKUkXBGiQdcyYBY2EXXHJb2UUFTnCn3nAQ9OGxn/qaeJ+DnsStH8UAqrZlmcL0omGtHGojBv7qR3xBbl1LZ+gNPGzuEJ14M96Gvu7eGt5ycwNJCCUIIbSykyW6TLWHzz3FM1ZWd2RrS/R7jlYMbLwIwRiHod0NIi+WoJK7kaUfRjs5+UHxwWP27l8QVYbLu4B1vnMJbXj2hbaTNTXURstImM2C/QDM+R6Sv98KNzhzm+zrXFZhjck9DDw5ncBJI5qtFVtrMuCUjf4ttlq01hzNkk+ZpN8E21lWQl7K6w78Tg8OGDFJeWX+T7WjWiNw3MNrL++lerqNNyTZL7jzE8rlmMIcbTA5MCIGJmoPNHR/bDX/oMmtjpMPcqHe6vWs3cdvBFpQpypG7suHJ4bC6oSYCGVyLug45csgmmZ1yUC0LtDoBrq97KJcEnj4Tbspff39ccrdfcMfLqLFhpaO2bQsOF9PW/LLS+nPbT1AqSOGrl4FhNVV3cAVezIkU9lM/032gtd5kI2QtEUHg9eBkvdXcwWGBrqeYP0mPm7/tiNC+CeXy1Pt25rA6LilMhOcNX+s1Bz/zI4vSkcaDw/w5ZHVycqdZuxPgV/5wBQszLu44VpHv7/QRhNuWzOH4DaJARj9zZGuIjE0beB+jZ70b+2FiDVfLQjo5gZDtBsSTz/pBKnOY5C87YZkgIYQMUChJ1d7BYRpzFJCzMfVMVCsCO81AJgJQwif1JVrjmnspK81s+F41EnMf2wjmyXlrRPIIeYAsae6X6kXGXiZLUrAJW63vJOYltQsA2u2A2ewCkzWBdifA1o6Pxbnk86WxknvBVCsZlk1Ul8zhcB5QzOHw8243gO8H+IXfWZVzSVGB6pILtJD/2uj7w97vUBCWpG950IkHc7lcP0dqzWFWtgqIM3Q5TNtgislKJyW5833F/LQTU4rYaSk7n48lMwGdz+mh6kX4b5svQJVO0G2KZtROOR85KTWH5THix88CGUgvaIOf1W9cr3H7idUMzpqQrzGH7b+XgdRJBxW2rg4D3RwM7vlpBy8BWN3sJzgcyUobNYepf3RSro/mxsMH9cnbdcKEB99PX1PJlugVHKb1qeuFfsFaQtLoGGMAY+bwGH2jTyMvJWNrLxAYdbrSoGRNXznMYW7AZam9J4Qy2MxgsMk6KLl6Nl9fMj6CzjtajtZeEMy4I7to1C9hu6E619EbkjnM/i30jN60bMsiYG4sbcasqjms3pNSlsbviVXQYlntciPDDE0lE9jf9ZUs7UySDovVHO7BmDED16r+Tbb5N6lm8W7VyCsKGnNYGLLSoxAcTgkokHzddcN5K5lU0aadHJ3k+Bxj72BuRENZ6fDfSc4OvvZrstI0Zguy97g8+UqU4V1iCiUmc5icQkIIjcX+ydMNBADuOVHRmGiDQrD7M6qy0jRnDKXmsHErex13XzOHZbJReEPT2FuE246UIQRw68168p1MbshUc9i+buZdy3nAVDGH83UEen4dWcfRfm5uDwhhl3U05wjfV4wi1xWYYZJ9/Hi1inIMc1lpfi+zOjk5E/fKiocnXmzjY6ca2vv9MIebRk1njrzsHA6NObwLiig84a5oB3YaeL1hvhck+8JMPusH9FzrFnY3rW9BoPp6x2DN3XywJP8tANx1vBI7DgXv6JZlScg2Wcsmc5iO0dhDWWmtpuuQZaUHqdE9DLTZvJ+0jsk9iKOzEuM1h3v3B1uSa9r8zRnCtCeqV4UMzvF9vw3dDElPSaiU9LVq6MFhqjkcYw6H8/mTL7VxZSUeJB0EdE15j3ficGgL3HZkuIn4FDSysXO5DZgUpDbZuhxmzWHuQzR9AKYtyGsOE7PbrJldrejtM5mYlGQ8WTOJKEI7nh60VmuXzRdA6yiN2XpVHXtzx1cBx4RSXeExaJz318dsyiqDgF9mZlnpPmoOe8Z5SsbvgyCQNYdnJh2rIkeRyMUcjvx9a33ISlPAeyYmKx2+dlLun5SFtiSl0VhNCy4TAcRWsoRDCMGkpUdj7RxjdHHjRQDGKAR55Jg5aBM/KlMTtSNL8FHJSqv3fD/Ar75vHa4L/PWvnR16EFMLFBRwvEyy0mzNmao7iddobnRLbnhfKVupn42ByfrbL+AbONnH9qw12cAd7zdiVpkmK+0KTVZ62FLyptygzYBXTI24I8YcWyb7ocRlpZkhLtm5BTCHK+UwE92sf0zgtRABFRBIZg7rG6y8zGGTSTUKNeP7gZYQBH2t2ssSB60MUqQUkFvZ8OD7gXyWxNKhfh/KQ3qFyEOOMRg6htO13Ql61tDi0uLWmsMFOXI5Q4wyvLnjx5Qx458dnHNx6VoX19Y9WXv4TQ/VC2mXPL/FQTUqMB1vnLVWlNlaMeyG3jWHw9eiHLW7CRUcC//OwlL4pi+bxju/eCrmyCHWYb7gsD6mzDIMvcCDLP3KStOaKpnDKXaEEOG9chy789OcI3yfS5rqrIwkxRLOHOYS3ZJx1IPVyBks5HQLoKQQgf7ke7uSfRf/jPpLP4zL3WYO84S7oh3YabDVG+Z/X1vzJKO3HwRBoGwSi5OWz53Nto9K2Y2x5manXPzsjyxifcvHRE3E6g/y7xKyjLda1QE2fVlfmhLraA4hW7+5l7LSrO8WnaRgOvhHrTwMl11OWvNlYqxxDWYtzCxMQzOw5fuBFiQzQQEYCmAIhP2ZgoY9ZaVZjdW8MJnxSfP2oCD1IgoOSwlypsqwZjACi0reUzZMvt9921dO411fOmUtNVAkTEZhJSGAm1T7OKmuO0/esslKm7ZAuM6pY1C72t0AXZlcpv9GYw7PuHId7nrhM6X1r15zrCqFquYwa5dIl5WWhKHoeEIITE86WNv0sbnta4kOtC6cvdzFP/ulq/jGt03j5F01xj6OHz8LZAmxgqZ0XVY6+Xv6Xkok2ppZz2P+vtUJ5Lo5O+VIu7PNFDmKRB4J+bmp/mWlpVS2wRzOIivdaCYnpVVKQkuesIGSxaYmene2qXrYj8m25fj0Ew382ae38UPfMIfF+XFo8EbHjRcBGKNQ9DuZjwp7K49v3bFsSlY2PHzu6SY+/UQTz53vFNs4CwqXlWbGWFIWM393wrL5kL+3BKTCc5DjK3/7pBzTPpuptHpc+4Q5TBg1xtNugRvyrtAdjZvbw/WAmcFcO3OYnALqPblRMcZWfCwqBxdnDg8qf8SNbpLKTHIAqOz58DVNrgpg9e2MOWBgWekRWXuyQlujomvYzXp/SWgySa8kzM+4ECLsp+vcwW7UYCRH5844OLznMBkCGnM4YWxXNOawel9mjg+BOUybeD53piXJUKLCM2daWNnwUXKBk3cVJykNmLLShR56YJiOWlsQf+BzGOtQr+O6fbJuRgEmgyuLrLQQwprhT3NoFgY1l8rkIEk/kXEtL0Xf63oq0Se3rDQ5vzq9A+Nq/RdW56c5R4Sy0lFbSwIzTIrbTTCmE2sOs2tNA0+c40GTjS31w76CwynMOXrm/dglnLG0GzK7PAFhN8ss0bxvSp9SHepWO5AMnH4QOqfDf9tkpR1HaLVbgThzGAjtmZsOlqyBYSD+/PthDpONRIFACoz1w2gvCsNkDncNWeNRYw6TvRQqmNi/Y+59yE7g+64w4aJ3fzDLGTRagQy52QKNMjgc2d/VSsicpHVou4fNnUURIwmx4PCQsvxpHBELWjGHw8873QArseBwMW1RNYfzHY/K6QwbZikD8znecbSMakXgVXfabeFyQoCL/012n16zNj3xgfpfu5ONOTw37cj9R6cbaOUd6lWhse5jNYfZfQ6VzcJ/29YuU1YaUHbF5o6vJYPw/n1lxcMv/v5aeAy/tz2UhqL39zpzOLlNZs1hZTdla4gkjSHs3+bvKUGlWhGoVhyrIkeRUEnNvb87H5UtWd3KHxzeMRK2COUeBAj+W5tvvST7e/K5s8pK8+9QghnHX352B+evdPGxRxs9jzPGKx/7LOQyxqgh79JXdEZUHjz1Ugv/8lev4aVLbfleHga0Yq6pxnMmC7FRhgku4VVElpXOHE6YDthp0qQrTLapmembRTLJhAwM7TPfITVXYw7vk2u4EesNA3oCgusKzYjuR2omD2LBYYuTgYYP39CYkmvqeMZYLAlr/ROTnZsXriU4nOREMKXU0gzfIAhizF/XyJjvhZisNM3fo+FT6gtm7bK9jHOTjGFaOQLXEdKBy6WlpZRStCGi1x3LpmWM3YUpkdbuBrFECxNazWFLLduimMNacDiak2sZg8PEMnv8xRYA4MhiKVPNxzzga/yoSSWb87L+nIo5h2lD9rJ5zLVgP8FkTpKDsx8nOo0f0zlqg2QjGD4sL0eJHECvB85rUeYBnYuuPS2Jk74rhH39MiWffV85jV0HmJ1UnaSd4GxLrjmcLaDEmbg8aKIlNvURhOtG12ZTVSlKVnp3mMPqOSsH9vDPey2BOVwpC8xEbJ3PPdXET/7KNTx1ppX7+BRoECK5DjA5somhK2vN5hjvZePYWWTc6bz0rKXtVNdlpbve3gVMuQ2fxnLKiyAIGHOYgnDh36NSc5gza5PsIwoGO0KfJ7U6qRnXYBp3dP1kM1fLwrr2UOIe1cUkm0gyhy0sMg4p7d+HjRAPDuc/RhaYSU1xCfL4Hr4o+0zKShdsSxYFk1FozlcPf8cC/s2PLib69mQymqfP9W025qnf8X2A+ay5bSCE6odBoOZU0343Za8rLNgm+30lHHd86ClZ6fBvvg8QQrAEi/hc5Rl+A0APDnOZdbN/0+EoUbBfUgvNF1lr/fYCJxSk2YcTnDnscOZwxvOYPhvj97zeMBBX5Cga9Byy+J5JVn11I3872pZEMQBaf03CjlQsiXcWGlfmnpyD5u+peu9rlLLSxpzv+QEuLIfktmfOtmO/G+PGwzg4PEZfkFNVXnuo4IyoPPjNP93Axatd/OtfX5HvUTPy1BzmCy13Vn7+mdbQs3f7lfNOAjfgkiSu+LtpmY7cMCRJ6fAckfHchzGumMOjaXgnQRqFwe44T4rA2147AQD4tq+c2eOW7A34Rt006tf6yCbMAzOYa3MyOMyZC4SOOupa5tgyg81lLiutBYfD137nEz5/kPM2KYOa2D4mW8zm0OJDRslKh3/nlpWWc0j4uv9kpVlCEL3u4TpKyCIrDdjrAjYM1vGklLjbH3PlKxnmRjaUlQ7/nVxzmMm5Whh7RTlyNVlpYg6zc5eM9mmy0lE/JEf28cPFJ0FpCUYjZrMkOS6A4dUc7iUjOYhtuNdQAc5wvBDDrZ8kyFuPlCEAHFvqLa9TNuwAAjGHs9rKPMhC83HumsMGqyjLpYfMnfg1mDKxnq/eKxssnaSAhsYc5rLSrPZdmj3OnXCcOUxOTUDVOcyDJNnMsG0U7M9/XF6rb3eZw0I6sHcjQY2e98xkvH9SwPj3P7SJl6918fE+mC/EBq9XRWLSNdk51EdMWeksKBvPv5YhoJRUc3iSag4zW39YtRt7oZMyjgcBD0rQ2p6yVsVZAAC4XUlEQVRX6nTYkMxmV1dNMYNhAEuUtyRFZV036Lc0j5mJliZUgCL8m5jmqv5kr+CwPXCXBWYgclilNmrG/pnsEM7cM+ViC5eVHrEyIoQ0WWkg7Hdp6z6/Lj4eaf4ruWo958cxbUpul1TKQksqpjnNVBd0HIETh0uYmXSwtFBSwcauKgNACgqOJdHilpsrEABuvbnMjsmk2S1TCJkHfK8jg8Pbnkz0cpmsNGExWos8v39bkNrI2zIo+HWm+Xp0FSaWQJhxkSd7js5RMmxVSlAhIoHjiFjSVZFQ9aGzB4fXNr3cKi4dtgZwUGJFJuawJTmDxmraWkfz92QGWenJhFICl6935dg+e7kjld3GuHExFhYfoy9w+Yg8oDl6L6Q9pyYcLK+GM+D1dS+UqJK0zt6/t7GeubOy3Qnw2aeaeMvJiYJaHAedu7DgMFs0E2Wl2du2mjaE0EgMgy/8uLL+Sx/GOGcb7CcIS+afM+IX8W1vn8bXf+lUqkzsKxncp2r6V9e2hmssmcFcm7PeDLRojhNjbJlJHDzLtW1lDvfRaOibfapZlCQfbzpI6LfrWz5+8leu4avfNInX3RfWAOVzLJ3CTXCKJyGWxZqTeTwq4K2leUXs4TpKIEekTYaR48CcC5zT18odw6FFjs4xc3jvYZOP6+Xs4E5u7jAp2pHLk/FWImcfd46b7dNkpQ3W2TAUMvi60U8ZjWEiJiudUHuuyHP0snlcaRuOtm1kA83FvrEemwGgLHjzQxN4zd21TLZXksMpb81hXg+NEn2yyNxy0LnIpkjrR44jAC8IA4sW56e5loU1DWne0Y+1mRAcrlYcVMsCrU6gBe3oWgOE9ympu/HgmsYc3oonNuVBWoCFgl55gmqPPN7AH398S6pyhL/fDeZw+MqlOXcj2a6TwtI9MOvixYsd+eyurOTXpyRn6GRK8rMZpFXM4ezn6afmsFT8ic5nSli6Tpg40e4EaLb8TPKSRWNYstL8WEpWOvx7VJjDXcZO4+N7cc7FlZXwQ7oK19HtKE0KN+NjMwNbMlkg4bmbfUwxh8PXnsxhKSudrX0cpj0wLIUQcw9CfUWpMgRYHZKstGS0j5i9R4gFh3O2kzOsu90gJpXLn3FNq+1r2oK8DaEMtOuE45jmNNsz+YffcwCeH56H+mDHU78hyWi95nB4nLe9ZgJvuL8Wzd3rsh3UFqusNPlEWPunGHOYAuAlJ84Wp/nKLImVF6YqzaDQagGnyUqz9S+cz8J/dzMuqSqwboy/6DpkbV5WdqFWCevqNlPYsf1ClkPKMLfOTjkQ0W+2Gj5mJrNNVkGgamYnle5JYl4HQSB9ITY/ihxrKfeGpPSzyUqHx9s25vzzV9QDDgLg2fPtRJn5MW4M3JhRgDEKQ954FzlU9oLxxIvFf/J0mF0sg60Zfq9qfqrGExuKDPDzl4dfdxgoTmZZYw4nZDHzTOo0WWkhhHQucQeZlN3pwxg/tlSGEMAtN+0vqWPruBhx/6cQ4oYNDAPK2SWEMqD/6pdPAwD+2tfMDvXc5n23jW9T1p47ZMyxVS4JbSPOZaW14LBhzOcFP8dtRyool4ATCYw8M0jLnQ0vX+vizz69rdrFbFchfxe+5q05LCXd9ilz2Abqn3sZ5iYZqF4BhaWFsJNcvq42IDtGzeGJjPXPxhg+zI1ouxP03GTPTDlYmHFw9FBJd3gW6Mhttn0tKEQbbt7/lg642tqrMYdjweHivXkae2HEAp6m7JjGciqoqaYN2SvpyLGsBfsFksEV/Z2HpWBDVtsrSeovb3CY2tli4ztvcFgxh+nv5O8qFaAkWWn9+2HNYT2o+vr7Q4cVqdzYQI7csmUeAuK1mjlaTNqQB002NFnpPpjDKZLjeZPeAODXPrCO5VUPTzMJQFP2cxjgpT52U71EMnMs9++gUYf4ykp+5k9a3T8CBT4okaLTB3PYbH+W4HDVsNvJGczbSuO2n75ZBLTgcMr4ygueMOEa+4fdSIbIAjm2Xb3u6eEDJcxGdtFEVd+DmCV2wn9n60dJstJJiQ2UtEugvpLEIjPBg995UXJ1t8ewbCJz3ZI+JwrOdC2y0kXVHB5x5nCtKjQ7LG8pFb7H5woBNB9pwWEt4VA/Dn/2ZO/Rb6kP2uZ3l6mG0D3uMllpc2yZba5XHTiOugeOsPtyCTKwy45HihW85rCNOUzX4VuOkQdS9rq/n8eQlVRUM2oO0xyxtpktc808j1kfnhRYuAKITLoawtrFJf97wXUFZiJGcx5p6a6nnpPNDwckM4dbHaX+Z5u/pax0ypraT83hLUP95vwVPW7x7LmxtPSNjn24JR9jJNAnc1g66PfAruc1uj55uoGvefOk3ExnCXLLbDN2HGKynDhcxrPn2okZ7UUhKPjw3GDLslFNk5UGQiN9pxloRp5kh/QhHXjvrVW89+FDsXrGow6b82vEicM3PGhzzjfsb3/9JL7kZH3o/S9ec9iySYoxh6O5C/ZNSL3qyPmo5CoZJ25oyk1Mn32TOzSWFlz823cfSkwyceSGAbJNHOcvd7Hd8DFZd6RUJz9HXokjs2axY9y//YLAMofQnSt6PcgD2sz1kiIlhuY5ljgls76jfj8paw6PhsPvRoa5EW13oTlEbCi5Aj/5Q4uxecRMaEnCnz6yhY892sDf+bZ5LM7ZtyWcNczBg2qLcyV841un8Hsf2gKg2zS1ioPJusB2I4AQwJHF4TKHR40Ne2hBv68VzUYrpq1x5nD6900Vif0Ek92hApnDPa/Jxm+2fbz3N1ZwYTmM0IqcstI8CJplD8BBz0/VBk7+PX3isOQ7XVZanyPC4DC1Nfz+X//aWXznV82k2mMzkw6ur3saq8eUxqwm/JYnzm2ztYjbDP0xh8NXW3KNdCAWEOwKVZsGPkwieO353VRi6Uj2oiU4bCT9tDsB1rZ8jVXdC9uSvZOFORw+/3YCWygNvB+W3GzzXtkIDpvMYSDcd29s711wmDPLirSveS1zmjN4je4gCBJlwHcLco4q6Unx9arAv/rhRfhB2HbPY8xho+QWkH3cmqoLlFCZlNhwcNbF/LSD1Sg4aspKb/co5cKD33khRBjYa3WGuzbGZaWpr6i5Nc4cLubcZiB61CCEwGRN+QLytlOIMNG86+njXAaH2fF05rB+HFuAuloWaLQCOf/2altJMjEDpj4VMYe1ZLD4cUquQNsP4DgiMbEpCIKY3wDQmcMy+awkYnN/pxveF9/vbQ+lQanSFDOfk5+gF4NWl5UW0d69gXNXspGezKC49FnJmsO6rDSg+swwag7nrZc+P+1ifcvH6qaHExkJSRpJI4E5nFQzmPqw69gTZMsZZKllzeEcstImc5h8M/ffVsETL7YT6w6febmD//q+NXzj26bx6rvHzOJXMvZXxGWMkYGcqnKufXtZK5FntF5f97SNVJYNBi30AdSiTVKZxGzdHDLzyc8RzM4CvmgmsQa4fdOr6D05bfhG4pabyqiUBW5e7C8XZb8FhgHWz/3+JdjH2F2YzFbCbvQ/nh3L28KhmK86c9h17fMX36iVezCH+81w5Q6NalmgVnES51JVO9i+mQ4APHc+NEp5Ao4MKudk/qr7E2UWW6Te9wUszS06s7gfkMOn1kNWmoLDy6ue3ADS2iuZw9Hr9lhWes9hBoc7jFmY5usol0TMKSOZwymJ56eebeL3PrSF5VUPX3imlfg9LkvOYfa/r3zDJF53bw2uA9x2RN/gH4hYZocPlHIzKLKAT339yAsPE4eN4DCff4uqOWw6R3rJVd9yU6gMMwyJ72FDqjdQzWGSlR6yk1hJ/YXnfe5cG2cvd3NLGZJTm9f7y+vMlMFhKSud/F1eIkauX6nM4SAWcA/VidI76zRz3spzs5+krf+thJrDHJ1uftZiKnPYoe/kOmTqeYYFsr34M9wNc6qTIm17YDY+0eaVlm62ejOHKQmO7GebrGov8PZn/V3FYA9tGTWHAeXUH4aDPQu4zZDmyM4LzyLHzueoUTDluywxRi/T5cB1hTbmaazLvSavOZxx7nWMwBEF1pJU3YQQuPtERf5dj/w8U7mZw5maFwPv5/0Gy3rhyCF9YigZNYd3mn4s8bSofjoI+WG3wANH/di9PMhOaNtkpdna3DHWM67+d+vNYX8ke5HUGHoF7Mmm7nQDmaRFe0c9MdNyDYw5nJQozu0RbrvOsOAwDziWXODooZLGzt9q+Eppqd8xkyEomAdZ/cYTRpLFsWhccdnh1PMYQfEyC+Z7foCnzoT+ncMH1HilPtNqFz+Z29aPNNBzzFNGjp6RQDwIza/fhgZTULP5zXrJUne9QJa5yMQcttSZ9/1APt+3v24SAHBhuWstN/CBj4X79I+e2ul5rjH2N/Zf1GWMfY3d3FCaMBfanaavbXZ7gU/8fhBuEklu7Jabo+Dw9nA3Z3QFRdWv5cZ6EgOMn6onczjapHJD+a99zSze8+5DmJ8eMW/pECGDw/J/Y+bwqMMm9bWbqFfTN9GKhRf+3csZrWeBKidTy1pzuL/OyY3uXptO8/7a2k0Ziza2bF5ZaXLikdRV3uDyqICvWnIOoXV0BJjDtR7PfXrCkZuuC1e68P1AZrHLmsNjWemRAUnE0nhtd4O+nR29JCA3tj382gfW5d9p8mXXjRIeBDOpTQiB73/XLN778BKOHtKDjiRBenwIktLAaMtKLx3QH56WjFRQUys5A87v/OIp/NzDh3DX8UrvL48YYsxhIxlpWCgZDiPTcZc10E8OVErI6ScJjvo7OYrT+hGVh+ASj6my0p5KKsnDLFfBYXZuodfPW9nw8M9+6So++Nlt7bfcQWmyKzjyMjS7KbLI/chKJ56ngABzGlQZEvU8dyc4HL72Yg7PRYykK9ftzuyNbQ///Jev4gMf29LeN1loNkjpZqo5PKCsdFYJd1rv2p0A7U4gn/EkS9Qm5mRWac52J8C/+rVr+O0/28j0/TR4XqDZ60X2QaUcoN7j/85Tp3tYkAEIo5SPLWmS7CdTIhvIPm+bPjSzRIsNd59QWgnULi4rncRsA9LrpWcBn4eHpWpwfKmMd37xpPyb2krnW16N2455AkBpUGXTCjncUMBJHf0kryl5bhYctshK82dt+lu/+50z+OkfXsRP//AivverZ2K/zdI2bvuY8vpuQgKJfI+SxB2Avmoyc7kNwg8xHdWf3dzWZaWFEPiJ7z2An/pbi5INGwaHB2MO03xelBKEYvSmt4fPWe1OgKOHShAIy2oQ6zf1PIavs8Rsm8dfaGFj28f0hIP7b2PzUYElETw/wM/95gp+4XdW0elj30py1xsZrpUgE9fKIhbgVckM9t9up9QbBnrLUpO/RIjkY3DYEoKur3totgOUXOCu4xXcfDAcxKa09NqmhydeDJO3z1/pDr2EyRh7i3FweIy+EBiLQFbImsN7EB02Zbs05nCG32vZ516AlQ1lcFIm1K7JShfkfzKZf73QKzhMxjffJJG00I0EboRRLxsHh0cbZMgXxaLKi7pR78WEWTO316adZ4GWXIFKNDZ5TVFpPPfZN3k7zfo7JpSsdHyOoA0CBYdpcyXAGMc5nKiep5xoNCfJOkP7zKbVAuXRK1ex2Av4fpCZOQyEzhsgrG3z/o9tYX3LR6UscGg+XDfHstKjA5ofiJnU7vYvk9ar5vDTZ9oy8xlIZgcDKvGOalgTTElBINnmuPfWKgSAV905PEmsW28uY2HG0epqjQJqFUdjOLguq8NWUHS4n4BzL1n6UYXJflXym8M9b9lg8ZiSf1mfJK2HxBDIMo/HjxG+kvMqrR9RQqsj7CoeJqPXDwIlV53jnt55rAIhdKZSeAzF4njhQhtXVjx89qmm9h2eOLeT4qzcyalw0UmRNySHep6g2mSCgtOwVVFkMqEQiQ72YSCNeT0/4+LIYglHFkt47b3hvH75uv1mfvapJi5f9/CBj21p7d7OEGCTZVmo5nA/zGGtjFO2eY8ndVI7HUffr5P93MzIvnrmbAvnLnfxwc/tDPz8TL9KkX3Qtsfh/x42Uz4LeAC7pD3feL9whD5P6jWHs52PkjLIF7Qta04m98O7LclXs1MO5qYc+D7wm3+6kejs76ZIumcBHx/DLB/xdW+ZwoN3VFEuKSUSGm+0Z55n9s96QcHhtGTnUQFnFfbji5PytmxatclKCyFw9FAJE1WBE4f19VcIgQOzLg7MutIPbPoce/UPafsw5jCVAug1lsiGcIRgtXT1PqAzh9W/5f60pQKO5L8olwRKrpD7pe0dxhzu07QlX1BhwWFK6urx6Pn+rt0NUK04Mqk0C3s4JitNCXk+8InHGgCANzxQ054z2Z1FMIfPXOrg6bNtPP5CC//rzzc0VYcsmJ0KG7yeg+SlEtfin5V6BHepDyepPvSSpaZSMgszbqY93BRLwqf5/spKOKiXFkpwXaUy8fRZXcXrk4835PjY3PELmz/HGE2Maw6PkRsff7SB3/7IDEqV/DFKmW0fhNJPv/T7a3j13TV87ZdMFd5OE2b2zk7TzxXk5pOv7ytH5sE5VzoCd5qhFNqwjGDFHC7meFzqzba40WeEJKcEgVhk+7GGXJGwXf1e10YaIx1m8HK3EW5ywjnFurkx6nfasur14+nZwunM4f7anI85rDtE+Hz6jjdM4n0f3cKla11sbHsqA9Wy4fP83rXG+DWSk0Zm3O+36DCHccm2JCvfD/A//u8Gzl/p4Me/cyG1jl6/4Pc3C+Ps2FIJjz3fwoe/sCMdt9/1zhm5KSKnbKsTYGvHx8/91gpuvbmM7/yqmfG8ucugjexkXWBzJ5KVzlm7iUBzVpITlwJbB+dcXFvzcH0jOUJC7MS5KRfnoIy5rAwsAHjLyQm8/r7aUAOSf/+7F+D7o2kDLS2UsLYZJuC4Tvif7xenllHdBQnJUYHJfu2S03DYstKRne4lMoeznZ/651bEwMkzjghUO5NqEWbpR2H90PDfmqy0MfR9X72Xx/H+xgfreM09tZg9UnKBFsLnRHOJGdjK6qDM67T1ZOJA/DrMGtJZMD3hYLsRnyuHzRz2mPNXJnrvCnM4OUDlOgL/5PsPwA+ARx4PHdCXE5jD/PcXlrs4HgUw6HnWU2SlR4E5vMMkpbldJGWlM9bD5mNjZcPDwbn+XYGmX6VIWWnbHofvVUYhONxhAWz+fOuW56sYw9FrjzqpNtD07kUDbzsD632BSa+vrNMeU+D7vnYWP//bq/jk6Qbuu7WC191Xj/22UFnpIdpEriPwt795Dp2uOqe5Fs/PuHL/0UtOO/N5Xfu5RglcVrqfILZco3owhwHgH3/fAXh+tvOYCeVJPkjZDmvNYfIrRPt8x24D0TXwMibnrnQ0XwJPbOHqjDxIl5SUzyV7zSBpXtQlc7iYPmrzp/QCJQkfWyrj8nUP56908MDt1dTfkHy1KgUW/mN1w8Olq+FC8aaHJrTfkM+4laJekBW8Vu5HTzXkv7POXbORHz9P4DPNNqGxkbQm7vRgDld6BJfpennZgDSQ/77rhfe7VhFSrYsSZ+4+UcEHP7ej3csgCPDJxxrasc5d6WDuBlIDvdGwP1O2x9hTrG/5MoPslpvzycHRotFqB/hnv3QNF692YxJPw0JcVjrIxbzijg8vAK5FRvbBWRcTVSGDqDat/qLQL2M7CWTY1ipxSQyCFhzuKSsdft6rdsgrHTb/3OhuHcYAgMV5F5N1gVtv3pv6h9xAtG1uYszhFKlCAKizseq6upOJoGSA+uudJSaT1mvjL+Wh2ffuOFrG7JSDL/uiCSkPuLziqc0VO6SWnNNj4qaNhuOoTVxSnaFRB79UugM2WU7CnzyyjU881sD5K92YNFBRIIZKWlIRBzGHyTHz1tdM4A33K0dUvSrktT3+QgsXlrv46KkG/uxT2+ahxhgyZHCYBeypm+V17vWSgqfA1qvvCp0O19a8RAYL9TnOfgWyyWlxDJup6jpiZFkkvNaX4wC3HalgbsoprOSHxhx+he8uac2kZCMpKz3koDhnz2w3fCm3Tsh6erO+aj/BYSfqNm157SnfjT4TQsRsGSDOOPR8Xs8zX7tsiWplFoSlYDYPbIV18dKPS0fN47QNAqViUrKslbLmcI6gWlI7i5CmTkIQKPlgHuAftj3l++r+Jc2rQgi4jpB11ZNqDvPg/9PM+SmleVMS6Uz7WTKHc8z1Ffb8syh18eO3OwELBJpjN58MKe/3SSzrrDD9KkVKPcs9DrM7wmcdnWsEbHkpfe/o85TNzlia68J1IfeY/TCHZa17gzk80aPm5Nd+yRQcB/iK1yn55XtuqeIdbwj//tQTTevvqI511v5qQmcO93WIzDAVYxbnXG1/Mj/tRgmnwPd9zWwh56RryjMP7DY05vAAstI8mSpJOcHJYf/GE7jSf8dlenda+pxN4yfpGPScHAe46WAJjhP6gFc3eP1V9X0+Hul6giC5PjIx97cLkJWmPU1RSloBU/zICrLpZCD9cift6wDi8tV0j3aaoe1waN6VssWEWoGBcApomnvErIm6M1MDyEpb+jzZnJ5vJyX0KglQ6lF7+pmI3Zu1LE+lrEofUJyC5PXnZ8IP7jxWgUDIKKbAcbMVSGn+h+4I9+pZ61CPsT/xCt++jzEMfPWbJ/GDX7WOn/pbB/C3v3ku128pc4lvzPLizMsd/KP/tIy/+Ew+xzFtNKg2xE7L1za7veA4yoHt+wGur4WT48G5UNKBal0NU1q66CxtMoBsEkgEbjAlyV8QyME0ylmUuwFbht6YADfamKg5+NkfOYS/+Y1ze3J+zvC0yyJFhqans16SDF+NOewq5rDnq2NIuaE+N+3UpiyOA9on8f3Sw9+5gJ/+4UXUq0qGdWPHlxmofHOlJef0sN1pA1fTghW6M3/fwNJcWdPc+OypMy287yMq2WpYBjzd33pKUhEHbTCBUO7zr375tPa54wjJ2uGO3d//8BbOX+m9Kc2KdifAT/3Xa/jvf7xe2DFfaWhL5nA44Hgdw9zM4RQp+CAIcD5yOJy8K5QDbbWVAzzWLgoOT+mT1TCY8a9UcElu1xH4sW+bx7/8W4uFlf2o3kDB4bisdPiaJVlmEHB5ZNvcmPW+Ly3oDe0nacI17kFa8ohg679dVlr/vu+rIG4RLHw+F1HQmQdks7CGiR2UhznMr8t2HSXmQMx8zIQg8DCZw7rkpojVPh0W+DX1GltLUfLL6qaPH/v3VySTmMDlwJ9hsomNhKArhyndLJnDOebOXrLDNtDc3O4EMhBo7sOlDGlG5nub9fukQHpWmI7rItm8MjnEGDelFLtityGZhCU9KGZ7vjcf8PDv3r2Id7wxVMrrVSfVhqSaw1MZgsM/9/AS7jimBxJIiv25822rJDjVdu11/CTwe7LbaiKTdQff9U4VBJ6sCXzpqyfw8z++hFffXUxpEVuZpFGDxhzuw9YryaBsgE8/0cA//s/LeO586MMdxHbst+ZwpxvIOZv2jWT3lBK6qWQWi/A8FKTkZTl49+fbWt5OGm/mnKTquSqlpb6Zw7XhMIfztKcdLQvHl+g+ZZCVpvNEt8a0dyj4ykHz5KCy0u1OgBcuhn3y7SwBBsi+b52Naktv5JCVprXUqgrD7BWbbUZ25ETPmsPxz7YbvnwmWZnDQgg5F1CcYjVS6yIW8GTdwbHDYcMpTrO6RUFsJTtt23v8n09s4Z/+4lUZVB5j/+IVvn0fY1iYrAWZde45bJlLeZ0pf/rIFtY2ffzuX2zKAulZQJM4SUc0mkHuouo8W3o1qlexEGXcTE/uQnCY2lGQjU0GUxprgG+oe7F06Di2hfJGQp4MvTFGB+VStmDXMKDXHI63QcqJRcNRSi4mykqr5b3k6hsccmzZGLp5QBukLBtE+q7pEKENBCXXbO3YZZn4PfF7zNtS8qrCzxW+jgLbIA805rARYOeb2dVND7/6h2sIoBKgsmT79gNykGZ1cM7PODhxuIT5aQc/9A1zVicAOTy5JGQQQDohisCZlzu4sNzFxx9rSEfrGDpITowc5VzuK69zj5xKto3x9XUPO60ArgMcP1yWySFJdYepHdOTjua46YfxeKOCBwRdJx/LIwv0msOv7OcijPU4SW6waPAatbbkn6y3fXHO1dbXvmSljWtNmx7oI5exTnniqS/vX/i356vgcRHJprT+d7p2Wel2BuYuMVLyOG15sCwtOJwnqGY6C+mow5TZ5baGIwAhGYzDDdDx4GOvfeVU3ZGszFY7wOef1tmQnIn1/PmODC5SLd+0RCOa21oRk1I6hXP4L/qRlebB4SSmkQwOZ6yFzdWDkiS4syIeHB7ocNZjmXscN8Wu2G10GLuZj2+brDRgyCz3wxw2bH8K3qYlNtjOTTi6WMJETaDVDmL7hU43kHYXDzDmAWeq7kUA9Y0P1PH210/AcYAH7wgDwkUlwwHAbUfKcBzglj1SHMuCSY05nP/3ZSnnDHz+mSZWNnyceq4VHa//exmvOdyjHWyt3DHmbFm2KmGNkDWHo+9RSQEe5OKJ49y3XXK5aojdzqN7vJWQ3J4HvOZwXh+1DWRnZbENv+J1ExAC+Jo3hwFWSrha2UhWdSKYZCuTdGBLMDGTrvrFixfb6HrA3JSDL7pXT/zIapOT32R9289MIuik2AF8b2Vj/8r1PCHxJk1W+vnzbcnGzqP8RMnVxJhfNWSlgZA9DIT+kvC70Xdm3FQm+Ye/sIOrqx6evzAcxboxdg/j4PAYuwq+ONFk1OlmzwDd3PHxaGSUBAD+6/vXMm/UaYKdiSbHba3mcMasTQoweAHWI+kJcmpORxN8nqyjvKCNeFEBLFq805h/Oy27wWRDrTr6WZS7AdvjeYWX4BtjQOiy0vHPXek01WXtEmWlq3xzE8rJUL8kxxbNu3mTfGSbonZmyUaWstIJVodkDm/71s0M32j0Yg7L4KXFEePvs5gg35DRvK/q/anPfv2P1rHVCHD0UAl/LZJMK5J1y7GxHT6AWkbWphACP/G9B/Av/9aiVv+Mg2SML6/oD7coaS1ASeQBGJrk9n6HyRzmyKswYNZJ56DA1k0HSyiXhJSVN2VyCVINoCK0uS2vrPSNjEOMOTyM2O2NJCttXl/HIoE6DNDxO91AY73IdmV8sK4rsDin+kNfstLGT9LsCGqWcJSstFZzOJqaqQ95XiDLFxWxnyiX1FxEjOFOTuYwsSvyMIe7LPZmu45+Al3mfpnYU8NMfON2k+PYE9SGAXpGQmSbU/7Bdy/ge/7KDIB4ojb3FbQ6gXR+SgZPGnO4Sgl3Xfzj/7yMJ16MmHO5ZKXVd3Mzh7uMOWy0k9bqJNUNEx2NOVysrHSRCQpeAnNY2hUjwBymvYjr6nubWga7RA8OZ+sPPCkjCFSQrJeqWxIcR0hZUlPRj+ryCtG/naUHw/fGVvurXz6Dn//xpczyq3nw5odCJvJDdxTDRB4GNFnpvpjDyuagOcg31ut+YPoNejOHw9euF5+z3YSApPwtqzkMAMcOxRmxSQxbLleugsP6d3jN4YGZw1Xa3+uJPP3CrAWchm/5ihn8h7+3hCOLYRCQ9uVB0LsusGf4p5MC6BwyONzy8Yu/t4r3/M/rPQOzyytd/OSvXMPvfXBTvvfMOVV/d3bKkWQDIPu+dXrSgUB4rVlrkpN9ZxsHriNiPjcOVc7C/mBkrWvLb+l678nIGiaQehQphhDJjWSlAaX0Rspesi7xlIOjhyhZwNcS7Ld2fKxFxyrSZzPG3uAVvn0fY9TAFyde+yRr1tCnn2jA84Gjh0qYm3Kw3QgySWcGgZIo05jD0edZzRsybn1fFa2fndKZw0OtORy9FuXYI0dSLUVS7qHbq5ioCdx/W+9F6NabKyi5wO1HizfC9xOsRtjYhz1GCjhrwRocZnMP0JupxJ0TpYgRzVkIAMv07LNv0rnzyEonBYenOHPYknnL22gLNnHQ9XEH3L6VlbaA5n/qC0EQyM3C933trGTPrG76ha9HjVao2gEoyakscByRGjiZjGo2XV3V1/MiGb7cWfzMAKUtXskgVpotyzvvPJHG1qfAFmXwH4iSBqhchwlyTFTKQpsrsyYojAEcmAlrfh0+4PYtE5kG7iDZb0k4ecGlkX0/kE7DLEGBQcCZpuS04TXW8jgkOZO8n3bHmMMp5yaHoSMA1yorrcY3EPYfWXO0gKCCTK7z1BzHGbhZ9qBy75gjOEzs5DC4Gb+OvpjDxneJSTrMYBlXa3HE7slK07VWMqr6OI6QtdXN4LAZPCUHaa/af4CycTd3fKywOpV5giNcZjJtz82hGMuq5ILpZKd27+wJc1j/u8jgcMdQEyCMEnOYrrfsmrLSvZ8vnz+djAEMPu5aHVUnfTKl7/YCBRieOWMEh3eUZHW/hAQtOLyHpIEiFVJ289hFgPZWQH9trTEm61ZDH98DyUobbelZc5h9n4J3tBdYWihhsi5wR4LvkfYiNH7szGH9O/q5w1dKMDJtH505rJ8zL6plFVTMY2skwawF3Av8PpdL6jp2GultofPIQL1x/VbmcFWRAr7wbAvPn+/IIKMN7U6An/yVa3j5Whd/+ilVWvJqVBP3+OEyhBA4fpirJGVMmHSU7DL593uh3YOkQeOjaw0Oh+/VE+Zuydi3/JZslxM35VMsINuI1n3JCmbsYxobF6524fuBFkCeqDkykZuPHf7vsSrb/sfYqzLGroJv1r74wbo0+rOyfz/xWFhD6C0nJ7A4H/54PUPxeM9XgdUZucFXb9pqxNrAZaXXI4YwHY8z34aFQYM5JiRzOCWLuV5z8K9/9BB+9Fvmex7vruMVvPfhJS3wfyPCto96hassjjEgOGvBZsyagZZuD1aNKSsNqM0YBVrIIdtvhqs8bpbgcA/Zp5nIKN9IkJUWQiQGm54608I/+oVlPPpcKCNI18eD1qYM6H6BVLdg75ndo9NVG7MDsy7qVUeuj0Wzh3/nLzaxvOphftrBt3zFTGHHJQcn9etDUfuzOjyzYJOtzc+MmcNWEBPIdJS7Tn7FkqTagEEQ4IULUXA4SjA4GAWHe8lKV8s6c3gsK50djiPwT77/AP7p9x/sWy0iDdzZN0yJ21EAr/u+sR2qEAmhAojDgmTPdAMZ5FlgWf95hig5ioDswSoO0/mX5gyl7uY4qo2/+r51/KffXUUQqDp9nOFL9kkRQQXOfqK+2ekq2cZeDJ2Sq+bEPLLSNPclOeWV9H4ONjKbIksul/0cYnCYXbLrqD3zsJPtKPhYyiGHatbVI5DsMjn6txphYkczC3M4SSY4R7CF94GsQRXOHE4KYkvmcEanLGcibWz7meWobTD73DBkpU3Hez8JFcNClwWw+TyVxS7phznM90AUrAnngGztteGuE1UAwPMX2hoTnAJw/UpKA6as9NhW2wvw59ePDDQv+WQmGw/S70y/Y0/mMOs/tC+mvcBk3cHP/sgh/MC7ZlN/S3bvkUMlCABrm75UwkqTg6a2UbA2KfC51VCSxEm+jl4QQu1xdgoIDg/iNxZCqOSjHnaPeR5zvNuCw+SjubKqFo7tlPXoDz+yafXhkE1GiQzEfg3bkdpsDVJaOmtwmJKWE/oulUToWNZFup9JSWlk89iYw5tG/CErllhwuNHyZVIkTzBdWnBRcsOEtKtrXqwuMbHuOTGPqxiZPptPPdHAP/pPy3jp0tjnsl8wDg6Psat46M4qqmWBr3z9BCbrjgxgZMna3mr4uHg1nIy+6N6aZOxmCcZyg5cm/+1mIDO88jKHGy1fypDR8bhxMCzI5O2CbOwTh8souarGQBLy1GId9SzK3YA1OLz7zRhjH6GWmTlsyEonbEB4AIVq9ZjMYZXh2l/vPLZURrUses4fAHDrzeFcc2tCbaYpW81ho1lc1p/jc081sbbl4/TzYckBkg+uWmRO9y1zmN0LyRyOLoWuV0Bd83GqDVNgcLjrBfjcU2EA/q9/3dxATiMTJvOBAhfDYg6/fK0rnQJjKHDWvea87MPRoaTw9fc/8oUGnj3XhhDA3ZFjkrKRryXKSvuyXXVWvmJsb+SD44i+nVa9wI9rq5P1SgJncFHdrrkpZyhBdw4VGFGBM571n2ctXzowoKy0ca4sstKO0O2b08+30GwFMeaw5yvJviLGOA8oUd8MAhX0bLXT15lqRUgneVbHYXg+On9CuygYnnEp8v1A7gMrZYE7j1dSa7sXBR4cFkKxv4dtThFrJk8foETDVjvQgv7kaD80r2yLZlspiKXVHI4HMsJg8pFD2aMjvGZyVpleqhGqMYdNWeno76xyjmYixOWV/tnDHeNYNpZTv/AS1JFKCXbFXqArZaV1ZZxswWGeEJztfCopKZBBlMkBmL0AcNOBMBjQ9XSyhWIOD8AOTaixPMbuYWHaxaF5F7feXO7L9qN1b2Pbi/k3B6k5HGcOp3/f/FxAH2dpfkq6bhpytYojA2KkBJFWm5f6Ma295npEe+FtLis9gNlCa9EgiTuEJLns7G3Jtr4oWenw71hw2OIvoGPzsh5pbGlT8YvWMikzHt03HhzO0+cp2Lqe0TfQ7ZX8R3WDLcmHjWZ6UlpFMofjn21Ec/P0ZL7MSfKrXFnxJCO4XhVacqjrCK228KqhUETM4nMac1g10lRo+exTTaxt+rIUxxijjwFyfsYYIz8W50p478OH5OJRqwps7kBm7qaBGFAH51xM1h01iWfYqHNH1Uw0mTa0msPZ2k/OTpK9KJeUcaIMqOHtWPIGs3vh9qMV/NyPL40zOguGECKsXWG8N8YYSeDOoizMYek4Saw5zGuu6MFhYuGlbYay4PCBEv7d3z2Uaf544wN1fNG9tcTvTjO2h6yRY9wH1xHoIIg5hUhihwKJHRng0g1eABgBskEu2JyvnLUGqI1RtSLkPTu2VMLnnkamsgu98Bt/so6XLnXwdW+ZQqsTYKoucMfRfHJGvTBpOKAOHyjhsedbmevoZYHJJPqH//Gq9vedx8p4+DsWhh7gGWWQrVQphzKJXtueKZ8FNObCIEwAxxG4stLF7/zFBgDgG982jZsOhtuQA1mZwxWVVDhmDY8uRsFxP0zwZCNb3a5hoWwJcs7PqMGZiznMZKWz1kDlyMUcJllHR8Tm15VNT9UcLqmgY7dA5jBPVOH7wY4XwHVFz3p61bLAgR510W3olcRHc2RWFiQPAP/sjyyiVhH4t/9jJdcx+oEmK83rRg95nNP9K+fYo9aqQga7Nnd8ubaQo31x3sXFq11sNXzJcimX0gPQ5vj42R85hFolX6JNqQ/mMNmwXU/Zt6YM5QRLTA+CoOde0wwOX7nu4dabMzUnfqwh1hyWNcfNeYYUSUYg0ZOX9+FjPMt8yue1rP1IlcdR/SFNDj0LhBCYrDtY3/I1piLZ3oOUoOD9fOxn2hu4rsA/+xsH+/Ybkq91ecVDYAy5QWSl+Rhxnd6yx0KoeZ1+n3WvRoFlHiCdmnC00ks2xTKCuTbEWbHh35s7vvT7DZKEWWdS3r4f4L/90TrOXu7gJ773QGoSkw2+DNr2157JugOsej0D1ZI5LFXi9M9tSSa2eTLtPOYefmvHx8KsK30gdN+OsaStPNt5STrLmADY6ZG8Ru/bkmXJ9kh6nkk1h4MgkH12OmeC/uKcCyFCQt65l8OYytx03MA+dqiEly51cP5KV+5vFog5vKQk2X/jT9bx9Jk2rrJ9u5nQT3v6YZbcHKNYjPO4xth1OI7K7qKJPAtzmJzcJENIjN0s7B8pTeWqLB1uBGddO2iRoUya2SlXXgvVHN7cBTZSkXHGscE+JBi3dRwbHiMNejA3/rmStI+YwyTDmCgrzTNqw9eqyRweUP4IyDd/pH2Xz59Jm7QkJuLl6+HNoMxWWk/MzSewf2th8g0OrTn0/JqWepcyu/PyYMzhTjfAxx5t4PyVLn7rT8Og3l0nqoUHUE0HF7HaCmUOR4lbxxJqJT93vjPU5K79ABkcLuk19PoKDrO5icbss+fa6HrAbUfK+MrXT8jPKbC2nnD/KbO8WhbShhvXGx5dmE7EVxqo5nAQICa7NkzQmOp0WXCYnTfPtLx0oD8HmvxNLDicfBBas4SIn2t1w5fJbhXJpA0Y63bwtUYG1buBFmAlW4iCw0nspUpZ9JS+t6GbUDdVtotkwjMekjsZq2URKQGEfw8zIcMzbDJTvWRYaPfBHBZCWKWlTebw1o4KhvWq2cpVaBZmHEzWndx2M5dgzZrYVGG/IVanyTSitgdBNl+KyWIaREGF+i31h26BfTCROSwVhIo7V79Q0tehT2px3sWdx8qZFBw05nDGrsQVK3ZkDerB50cpmc8CM5I5XJisdN+HGWNAuJakrKyg52+rT15UzeGkJHcTfB3Iqr4AqDmE++FMtUfpD7HcJ/M6Y7LSE3pZJCD7mLZBBYd9/PEntvGpJ5q4fN3Dixfz7+dV0HawtvSSuDZrDpvz9qSt5rBlHUySlfb9IB4cjp4dyUqTH+3gnIvjh0s4fMDNNX9JWemMfgCKLST54aiPdyxJUzuS7ZwvsNxsKRs2b3C4XBIyWe7ps6HS3sJM/BjHWE3utSjeQXt08p9cue7ho19oYHlVTxrhstJBEMhkyo1xcHjfYMwcHmNPUa9kr+F0PnJyU9bK7CTVHM7OHK6UhGYEU70pkaNgPQCsRM4gXl9sOqHOUZGQ7R1HGkcerjNcmbcxXlnoyRyW2fLh30mOEwIPtpUM5rApKz0KRMlpKcukagKa7QrvS6DJSm83fDnn0qaCAkkVTVZaD6juF9jULSRrJ/qbZKV5ggGtk8urHpptv6+akkAov0ybPpLfuudEbxnxvDA3jsRqK7TmcNRPvv5Lp3HbkbLGcvkXv3INW40AWw1/V4I8owrljDckAfuRlWYD2PMDlCHkRvHYUlmzY8hR02qH45/Pa54faGyB2pg5PMYeQ9ZcDaCcJ9P9O9GzQtaX9dU6zhnLeRyAnBHWj0KDaaekJZDQNx0R/94aYw5TAM33maRwEczh6JxdgzlMkn1kM0xNOFIZiqNaVk61zR0f7U6QyTHeK8At7brMzOFoDwj1rEtOvmP0A2II0yOXZU6GnAXSZetRHsxEzzFM1g7XehovVMJgu+FjJ4GNa4LbTxRczou8zFJAD4ZQvzQD2ZWyYtRtN/yezDKTiZQm49kLNJbqVYGdZlBoH+wmqCPRmBmJmsNMGaDkCvzzHAxNvWxHtt/Q+AsCFRjpldiQBbT/5OuArDk8AHO4PKANOcbeg/bmaxZf60Cy0qxvZF3jwzmU5pzs/ZLGGg+QTxm12tPkl83rNPtytayzmpOOkxV0bU+faeMTjzXk+3lUSwiesXbnhaw53GMvbspKJ9Vl5rD5JZLWo5BFHf57acHFlRVPPjuTOew4Av/oew8gQL5SK8SS39jKdp/Jpign2IIllszJ4fmBtDknEubXpOAwBVmrFdFXcsbhBRfX1jw8fSaUebYyhyP/0XPn27JPk6z07JSLmUknMZF+u6HaS7YysDvEuTGKwTjtfow9RY1JZ/TC+WU9ODyTo3C8lPYqKdbJdtPPLdNMiz0xBXgxeMl8G2JwOKkW5xijj/EzGyMNenA4/rnMGI/mAD6n9TpeLDgc/XbQTUORmKo7UoqdjM64rHT4yhkyV1i9NNoo0PVpNYdF/Lf7AjZZafoo+kwyh5nDcXpC1VS6MIC0tI15fNfx4oPDnA1TcoGFyBG/3QwKC+jT2jwz6WCi5mBm0pX/8ZrXNzI6rM4nl6sdmDkc7QuJdUeBFkK9KqRTwWSLtxkbqlpWNYfzMAfGGKNISCe9DyW7tguy0iXGgKV1bpDzfsmr6pioCrz+vlru35rOzzRnqLA4ZwlrWz4LDlMSnEoIKUKlosSCsKasNKCYwyYTg4J4lXIovUpzTlJtdBPdHkl8pZyBLlXjVCUJ0zw7zGRUL9BZVcKwR4cFqZCTMwhB+3FypHLH9uJ8eMO2Gn5P9g6BB6c54z4P+DVkTdZzHCHPTaxgWyCbHO9Z6g6Ts5auuZGBbZwEFRx2or/7PpTl2OGryTiViR4jEBymgAiN4zwMTR5gyhrAoGN7fiD7QxFJcpI0wYgaZIfZGH9ZwZnv4+Dw/kRaXdOBmMNccjwzc1j9ux/mMB9m1K9pz0c2iI17Ywb/YvWPI2l2jiJkpb/wTFNzAeRRLSEQqajv4HBGP70pK23OgzYGry1JKikITfv3iarA3JRaw3mgla+NjiNyBYYBJSu9tuVn8jtw4pkN1G/MusGkYiZEGnNYPwehX0lpAtkvlOwxbwkOH1ksoVYR0qY06xIfZ+prbzlZR70qcHdEGuDPjyczDDM2MkaxGAeHx9hTkFHbSwqp1fZxJZIOPX44kpWmzV+GbBReNJ5vYkxJpF6ghYacQbSQAGqi7nQVk2toGNvYI4/YBnH8zMZIAc+CtdmkJsNEMVLsxwsz2aN/R3YcbcZIVm5QuaEi4ThKCpASfuLO5zhD5sqKmv9NWWnuNJGy3CPgUMoDW2vNRAFy7tWMTcZxVhumX5xfDnc1dOS5KQdLC8UHQTj7YWbS0aQSWwM4Lwlckmp60uJcJeZ6gTWO9yNkJnRJ4G6WBJB3kw2E/ZR+RTYYbRaJvSW/6wgl82ZsIpsdlZFectVcOZaVHmOvIOu+Y3dlpTkTgWwAzljOywL87r8yi3/77kN9td2cE9KCIvSJEMD1DX3PtrLhSUcc2SierwIveVmjNpDzuWsGh6N/UwKKyW6hfSYlmlFSy/W1bFEwSoopJVwDSeR2Mvp8bcHmvAHmfuAbjnNVc3topwTQu2ZzEqQSjQwOK2bRDFOpIRndXsxhrnJxaL6/cc6Dw9UcQRUzAGNzJlNwL0mSk4PWeEqwb2ZQbksCZw4DxdrXdCwzyFIyVJT2Er32YWnQag5nNGXkuhOwwMQAATqCLLfGWF9FMIc19ZmxubYvkRaEKio4nLWmPF8Hes3ZHDTWuIkiE4Kjfh4YCVBaW3vUHAbi42SQnDa6NjN5KWtSGodiRPfXoAmDYd3zPAmnsQXzyyURmzuTEpyINDA14WCSJXM3mc07aMIw2XsvXuzg4Z9bxgsX2qnfT1K3IFC/NtU6qDTl3JST+FykJLUZWB40OLygG6M2xaNySeB1LGHU3B8QSa9eFfiWr5jBe37sEL73q2cBqPEE6MkM4+Dw/sF4qR5jT0FOvl6bkwvLXQQI6wHMRFlsszJzKOi5KVZsmIihEr3fZk7HLDCZw1SfAFCyIkC27N1+kJfpPMbewexT42c2Rhq4UWsLhpFjiYzMToZabPfdWsXCjIPFudAYpCzullFzuOj6sf1CBYfD+dXcf8m6wez28DpIrU7o+LXJStO/95vUuyoloN5TDqIoGE71dowsXKoNc64A5vBXvmES1YrAl5ycGEpZA551PT3hoFJWjJksDs9e4JJUNmdXUmDyRkIQBKx2k8DdJ6rys34SSISI18OkzeLB2bg3lWrnbZnM4Y5K9hBC4M5jZVTLYijy5mOMkQV8zaRg59zU8LfU5ITiQWDOvuhHhr9fhovp7E+bI5QcMXBxWV+PVjVZ6fCLvt9bkjkPSoxdy20AsqPIJuLsFiHU35WINUFJLVnlHXsFN0tG0l8v8ERnQl5p6n4gVauIAU4JarslK50zCEGOU2IO83VtktWaJIe3WcfXhpN3VTE37eCLH6znaguBJzlklZUG4oHkCUtQhNbOXg58QPlDyJeSpU5xEjizKPy7eFlpU3J2lGSlaXz3kzzHf+NknON4UkahweEqBaMYc7iImsOcHTpmDu9LTNZEoo8077zM0R9zmAWH+2EOa7LS0X5jh2oOh+/bhrKZoGZLBuH7SoHB/Crmtd0V7XWyJqVxmIldeaGYw+lrSy+fVJLfwFwLk2zYLab8NcX2itSucmnwOebIoZK041vtAI883kj9Pk+mtiFJGpoIZvMpqj8lw+dHoCB5v8Hhe2+pyHterQjcccy+j37zqybkv00b5DX31FApC7zjDZOolEOGNtkgXU/dF24nbzcCmfA5xmhjXHN4jD0FMZ16bU7OGfWGgXAz5zjhwrex7adKq/EJ3HEEalXRV50dcoaQHMPMFHckCNQqAluNYKDNVhpGiek3RjpixOHxvmiMFPCNhGkMAmqzQFmSveQKAeCHv3kOfqCcENXIwUnzITlkRyWje2bCwctQ86s5ZmxOUC4rDYQbC7o+btASizhLfftRBN9YyfrJ0W2gtcxkUg7KHPb9ABeicg5veqiOb3zb1NDq3XPnLDmjJuth3cDtRoCDc+q7QRDgP//vNTRbPv7udyxkcsxR1mq9KqwbuSnmML5RsdNUbMTZKVdTRlle7S+rwnUEul5Yi7DVVvXBTVlpgJ6Bh62GPv9RsgeN51tvruDfP3yoL4fsGGMUAd711jI4eooCrfd8/8JZLcNKTLXBDCqnjUdaNoSIM/7WNn0ZAFLM4UBK8RUxzmVAqWsyh8PXloU5XGES9iZz+GpGecdedppMnvHCda3X+irvCetqJSMBZxjwY7LSKog/TGRJgrSBHKck30h18CZqjgwOBwFwfYOkKnsbwX/zG+cQBP07/Tk7Lk9wWA+w2Zn0qi5kBlnp6J5SWazmADWHydaWimwFJl8mJYeU2JjZa5i10vNAqzmccQ/GkzK6HTr34PNjPbK/G5aaw+T07wd8beqHXT3G3oNUfWzMv92vOaz+3U9wmC+vtA6QWpQss9VHzWEAks0afp65aVaY9ZTvOVHBqWdbfTGHB/Ub1zOuLbSO5FnbgLDEwnZDXVeSb36DMWbls2sErN7w4I6setXBT//wIj7/TBO/+r51PHM2nTlM610lYf6nublrBoczqA1JQkOSrLRFAS0LFudLeM+7D6HVCVAt2/0hAHDisLooM2B/bKmMn//xQ9p71bKKyWw3fVTKbiyJcmvH1/wKY4wmRsQlPMaNCuWwT190PvdMEwBwx1EVHHYcoYrHJxRGJ5jZ1mbmbda9nmkQzBq1OMg53yiA6ZSGYTnoxygOMebw+JmN0QOvubuK+WkH998az+SjubLVDmuwZpEzE0KvuUIGbLsTIAgCuWkYla4p68RFweG48zl85U5QzhwGwo2eDCaxTYpUqRhS4s6wQK3ld0I+LyM4bG6WKZnq0rVuLHPVei6DBXR5xUOnG25SDs27Q53DuKw0OXYn5aZUX08vX/dw+vkWnjvf0WTF09BLismsP3UjYn1b1XQql/RNY78EMXI6bjcD6Yjn7C2OyQT5MmL16RKFIzJpjXFDIm7f6UpCw4LpRC25erBqZxeTn8yARlqAg9YORwh8z1fPoFwCvv0rpwGEjjI7c7hAWWkWQOWMQ5M5zNeHalnVWaPgMCkeZGUOZyn/AYRLeZZAq2JTxhl5uyErTQ5metZDJg6jTapfOf2JVCdz02AOT9QclEtC2obLq+EJ6hmYw0Jkrydrg+MAdx4r48hiSfousqBS0u1Ymx2WtHbaQAFdmq8GSZgcpqx0N0FWmtb+USgR0+1T9hzor+YwPXtNVrqA4LC0tbWaw3ap/TzQbLYxc3jfgq+LXNZ+oOAwW9czM4fL+lyYFbcfDdWG7mQsyakJfc+XpqQWrzlsSTBma8igamxx5nCo4rTdCHKXLSS2ptPn/n3CMjfY0GIKTybSAsbm93sxh6cnHC2ZO8n/0S9cV+CB26oQIkyKXtlItvV6Ja8l1Q1ei2SlbZLO6reUKKn6ZhAEMkg+M4CiQ7kUJnykJRYJIfBD3ziHSlngm79s2vo5t0WEEGodiewQs0b2WFp6f2DMHB5jT1HLICt9ZaWL5893IATwhgd0OafZyZBZFMqQlu0HAJvAowU9tohkXFPMzCvTGZQ12N0vaIEYm9ijD24bjp/XGFnwN74hmZlAG6EAYeZ/tw9GBTGHW51Ak2YelUALbdbWIllps1kqOBzI16sRo7Hkho7YRtOXmxS+IeFzcxaGzsjAEh2mf5JvjDaL5iZrfsbBRE1gpxng0tUuTtyUvEbuNH38/G+toFZx8GPfPg/HEZJxfPRQaejS464bOmxb7UDKHRKb2GTzPnO2Jf99+XoXNx/sbcr2Cg5PySzyG3fzQnLuXBHltiNlvHix/5rV89Mu1jZ9rG16cvzaWMNA3FlDaFlqiI8xmqB5+JUOczqcnXJ2ZR01naimc7aI+uxZkUdWmpZb1wHe/NAEvviBOtrdAL/1Z5totgMZ1FIOMZW8VkRQgQdQeQ23boqsdKUspLoVBTkORLLSptMrCb1lpVlbvKDntaqAmXqPnsMwx50pTUmvw1YJ7MfOBRhz2Kg5TDbFVN1Bq+1hOUoum8xRv7JfCCHw49+5kJt9XNGSHO2/m5RJWDlqDk9ScHgQWWmdtdXNyIDPduzw1Uys4BLxe42kAHYW9MMclnsgr7ekaR7UZc3hsP+0O4GaE8c1h294TE86wLXw3zcvlvD8hXBPMIikOfkjgOx9uOT0ngtteNWdNbz34aohK23WHA7ft03NsZrDlr6sMYcH7Ov82lwHOLzgyr38tTUPRw9lP0HadWWBlJXuwRymJCPbPs0secURl5VOYA5vhxP+9KSj7RVVyYjiJph6zcGJw2WcebmDZ8+28caEUhKdaI5MrDlMstLGWkWy0mmKpzwhrt0N8P6PbuLTTzQxFwWUB5H7z4rX3F3Dq++qZl7PJ+sCmzuKjW8y3cfB4f2B8VI9xp6iLmsZ6ItBEITSX51ugI8/Gmr+339bFfOGBAPJE6xvZa2FEP5tbgSzrpmuMUGa2b9S+jVnZldWyDjB2Ec68tAW0/HzGiMD0pgJ5ZIa941W0JdTgjOHOUtlVGTqZ2TN4V6y0uHfWzs+PD8cXhQg3Gqw4DCXla7yjPthXUHxsDFz5POSwWG7rJIQArfeHAaEn7+QLI/k+wH+vw+s4+zlLp4515ab5fUou3VxbndkgMjByWWlgfhmkUs9Xbme7WGSvGSSFFNSYPJGAo07Lvv0fV8zi3o1rC3UD6h+0+qGJ9l2icHhBGlvyRweB4dHHjcKO8hcp829ybBgBhmJ0fLtXzmNakXgO94xsyvtAIBjh/Vko6yy0kB4/2oVRzoeqZSEkpXmksyDt7WUICtNErttuYaq+opU17xaEbjreMg4OjgX2hlZmcOU0JvkPOTvZwl2ke3C+8Fu1GA1ZaVlaYshR4dlcH3Q4DBjDgOq3iQ9x91g/QP9sY95YMKmuAEAEwm2kg1KVnqwmsPkpwH0YEZRUuO2+toA2weMQP1CGrN5me2APl9mXTf5WJfB4QJqDtdlzeHwmJRk4Dhq79QPeN8dlSTkMfKDJ9XyZNxBgsMaczjj+OF93VZ7PQ3mvCv3fA0fQRCky0qX7XOQdjw2Nw/qU+HXtjDrwnEEDkb78OsZE9MINE2KAWWleyUeKcW2+InS5pAYcziBLLbJau1qzOFozcui/pEHd0d1np9myegmejOHhfY9QhZZaX7MD31uB3/xmR1s7vg4fyU0AvOojwyCPIle1G+3Gz58P8DKuu5D2uyh8jrGaGDMHB5jT0GLAt+ctDsBfua/XcfL13Sn75sfimfu0IZuYztkD//rX7+OV99dw7d8he4goQ01TbbmIpJ18nPYPC5EnIUkpUuHxBweNRnYMZKhxYbHz2uMASFEWP9upxmg2QpkJmIepwRtcNpd3ak3Knt22qzRemA6E0zmMAWRJupC/nanGdY2BfRNSrUsIBDGUxutsB7KfoBdVjpyzEYLAq03tozdu49X8MSLbTxzto2veJ09wPfxxxo4/bzaAK1v+ZiZdOVzMGsZDwuTdQcrG75MErDJSvt+gGfOseDwSsbgcE/msJ2lfCNhYyvuKD+0UMK/+7FDfTPHqQ7r6qYvx+3BhGSDyaTgMI3nApygYwwXZRdIdqW8cmAOh7ldCi6ZTlRyvr/ttZP40ldPDF3hgePeW6p462sm8OHP7wBId4jSZ2b75qZd7LTUHE4OY99X+51+JFtNENO26+s13Mhp12ZOvko5VLColAVed18dr72nJtt9YEaxLbcafk9WXaeHLLIjIO2SLMFdmkO543A3arBKWWmhvw47PtfuUzqXksA2t0PHv3QgV/UENMLxw8mqKnuNiialmsQczi8rPW3Y23mwvuXhX/3adZlQxtvVycCAzwIap+axiLW375nDFvZ/L1TlHi5gYyP3qWOgxEwialCS5FTdLmOeFWa97DH2J7Tg8KLqcIM8U76GZWcOq38PKiNMc6bvh3to2k9bmcMxWen4d/ia0q+EM4FfG5WyODjr4tzlrsbG/PNPb+PPP72NH//OBRxasE8EUi57UOZwD792s62vsRxpezfyWxAzOomhvBmtbVOs5nAoK108cxgI6zz/ySPbeOpMG622bw1695L2J9s1FhyOEu/T9g2OI+A6YaLkH3x4K/b5bjCH80Il9PtY2wrJG44DHFsq4eqaN2YO7xOMXs8a44aCqgOpJoznL7RjgeEjiyU8eEc19nvFHPbw1Jk2VjZ8fPBzO1J+giAz0BNqDmddxwM2r91+tBxzdNQkc3gcHL7RwR1loxJ8G2N/QyXT+ImOkzRQ1m277RvM4dHooCYrwsx0dSVbJfyb18TigURbjVIhxNDn52HClmxC64GUc7JsyqhW0bPn2olMiydf1MM55PCzMbCHiQdur2KiJnD7sdBRawsWXrja1dgxl6/HPYRm7WQge81h6lP7AbbrHARUc9jMSB5kfiBG5eqmYg4fTGQOh+cxHdztXe6HY/SPvAy//QrHgWSTCgE8YNmfDAOmE5X/vRfr+F/98mnce2sFB+dcHJpPjlJQy8wmzs/oc01ZMocDWVO0EOYwq1PaZo46CjBxBgg5+uiV39dqxcHhA2GDHn222fO8vYJHQgiZrJzFcWaT2i3tApOSDk37GikrPWRfn2Rm5gyA0Trv+aFTmxLMFHOYJQ5WxK6po/SDaga23GSOshhmzeF2J8jdd54919YU23gCYVFB27ah+EZQCkJ7b6sNom7A58LMweFoD9hqBzHSwyCoG4mYZHMnMdWzQk9iuTFsg1ci+J7glpsruOlgCffeWhmwBruQYztr3+i35rANlbKQPoKtpp/KxOf9WAi7rcUVKd0BlxN+bZRMa1Mt+dijO1jb8vHoc8kpmVJWus9nRaoUrXZgnXNpH9pMKf+TlmBOnx0+EF5fq2M/z6bcn7oqmXun+JrDhNuPVjA75WB9y8dv/MmGdb/d6WGfUP/iwWHfD6RSznyKrHR4XHVNZvmsQWoODwuyvEXDV+zoKQczUaxmHBzeHxgzh8fYU0hnPctIevpMyAp6w/01fMdXhQzgSskuxUQGy/qWL+UlfR945HQD73jjlPxe25B+MBeRrMFWXpj+r33NbPx6LEzoIjEODu8fjB/RGEUj3DD4aLYCdC0Mkl4gZ6dZc3hUZKXN4I+5X6QNF8k/8ex2HkiUNUqN49UqAo1WMLSa8MOAnPPZe/RveoZqUxZ/kMeXSqhXw+s+f6WLWyx1hy+v6N689Si5ardrvX79l07j675kSq71VB+QB4OfjSSlD8y6uL7u4cpKV6tx95t/uoHHnmvi73zbgraZ2oyuKUmKKUnSeFTxwoU2/uP/WsVXvXESf+VNU71/kAEbJCs9WZyjnOojrW560s47kOCIT5L2bqbIlY0xWijCUb0fIITAw98xj1YngCPEQPKKeWAGEfIGzYpGuSTw7m+d71lHlZg0ZsKXKcdNNornqcBjEUEFuk+dbqAFryRzmNXvpO8mydh/8YN1/P6HtvDxxxp486smUs+bJXh0cC5kBF1f83D0UDqD1VbDWNVTTv3pQJDsIykrHb5fdIKSiX5lpcslgVpFoNkOsLHtq+BwtPfnQa9jS6WRSZC0gc8tEwkOcGkr9Uhu83wln8ptoWYrwGQ9+z1Y29TX6JIb+iWCoLigLdmfdWPdp31AFpb0sKGSNfL3HyEUMyxrkq9Uf+ooSe8i1h7qVzI4LPdWgx1bqzk8uvkXY/QAZynOTTn4p99/oBA/ZKUs0OkGme3GMhsnRQQDp+oCK53ACDLG9xkVi1JH7FhazeHimMNUhoder63R/tzHlSg5+nKKgpaUy+6zSbwtjVaAqQn194sXO/gv/3sd3/hl00yxLX6ipHULUP6FwwdKePFiWMt6pxVgekL/DQUWpyZUzeGup5Kaiw4OV8oCP/CuObz3N1fwqSeaeOD2Kl53n65g2qvuO/UVbptt7oTkDCF6l7Pgz+zr3zqF3/iTDZmUlVQiay+hktQC+Vxmp1wZyB7LSu8PjF7PGuOGAhWpb7QDBEH437ORZOS9t1ZRqzioVZzEjRtlVF2+3sVlVnvw4481tE1r1wgO33tLVU7aRxZLmbX7v/yLJjBZF/jRb5nH4lzcK0PO+UZCzQRCvxtq+t3obmPHIIxlpccoGjU2X3Zl7bnsv1cBMJ0pMCp+MdPJYc77LmP/ACqQNzXhSOfY1o4vDXFzk1KTsv/70EBll6Ics+FrWuas46h6ic9Yauf4foCrq2FnujNi7FKQUAXldq+D8Gc+YZFKXI7a+tp7ahAivPYNtuH48Od3sLrp41/8yjVNkYSkuJJq/NBmM2RkjH7ywCOPN9BsB/jDj2zh0ed6M9iyQG3mitsaLMyoOllkoy0lyJ/x+YljtxnsY/SPH3jXHCaqAt/5VbtX+3avIERYN3e3AsN0Tr7m7+a5k5CljirZwGYM5OiSHgyVwWE/YKzbwdtIbCCzJivN9TzQUjaYwybe+EAdQoSOUVPlykQWdh8pKVzLUMfYszCRKWFguDWHw1eyPaSKy5CXyl6yjWkgR2Wj5cvnXrcwh4/1CMjvNbTgcAKT01aCwwZu29SrjpxL8ia0r22pvjpZF7jjaEUeqyj7Kcn+pATHjz3WwAsX2rHf7RZ8P1DS930mRdE4zsocpr7Q6qiaw4UEh6P+0+mGz28lQ03MLKCkgfDfe79WjdEfOEtxsh76ZAeRGyeQTZ/Vj8HH2SC1sAlTTDEqbR/N2cRJ/ZgnUmQdz0ngAWozOEzM4QvLXVl2Kq28kmQO93m7XEfIOdhUpnjufBs7rQBPvNiyJql/7ZdMYaIm8E1fNp14/LtPVFCrCDxwe1X6uMx1rOsFcg2fmXBQLSs7mPwXRctKA6E60DveEJbj+tzT8X022Vy9ag7TXA2EJZaAcJ/dK4lghxEZHri9iqOH1N55UFWHYWCC2SEbzJ9A/pUxc3h/YPR61hg3FMhZ32oH+H/+y1X8/G+t4uzlMHOIisGngSbK5VVP/g4Arqx4eOmS+ltt0MPXB26v4r0PL+HnfvwQ/p+/fiBzltfbXjuJ97z7EB643S4hV7cwoU383gc38Q/+w3JfmxraiBdhlI0xXHBn2fh5jVEE6rL2i88YKdn7Fm301zY9TYVgVPqnyVA1Gc30N2XCbjPpMzKUubqD6TSp70NZaVsekSkr3UyRlQbUWvr02fiac33dQ9cLN+e33hx+z5SV3i3msAlev4ZAmacLM47cLF+JmM+mNOLv/MUmgDCpir6TFJisV4W8r/uBPcyT4X7tA+uFbLqoHEeRweE5KSsdJm2kSXgm1Rwu0gk6xnBxy01lvOfHDuFLX53OqByjf/A1f7+MCZpbTVvjdffWrMFu32eOtwKCCsQ+3GyYTsfwtcMkbGVwOOHezk65eDDaA37ydCP1vLQmpe0xTadvGqSMIa9Xugsyu1TP2JHPMXwduqx0N935mgYKPDTbgUzYpiRCzvI6tjTaIno8MN6LOdzLduFO6nKJlfbKmTBJkpHf+vZpvOfdh3BoocTkzXMdKhFJMqWvvaeGL7q3Bt8HfvkP1/YsmY+zwfqVvqcgUlbmepUxh/utx21DrSJk/mmj5ctyLST12i8EU9Uoog71GHsDmi+rFVGoOgz1jcw1h9k4S5LYzwO559hRtWsnrMxh3oaE4DCvOTxg08olNTcoWWmVRBYEAc5fYT5vS3klAql+iAFYAEl1h0ndYbvhW+frr/2SKbzn3YewmFJy5FV31vDv/+4hvObuGlML0xcRUjIQIlzrhBDyfl+NmNRp7ORBcPIuVZrLN3wMnR7MYXqfr1G0dpqqOWm481gZriNwjCVTDspOHwa4rPT6llJrIwLeODi8PzAODo+xp+CLyMqGj6fPthEEwKF5N9PEOTPpStnClY1w0jmyGC5C51iwWMpKs0U9lJ1KZiUnIS2QwoM3Nvh+gI89uoOtRoBf/oO1WG3knhjLSu8bjJnDYxQNxXwNemYs2kD1/RqtANtNcloW3MgBYDIEzKmZ11wGGHOY1RymdcBx4g4b+fv9JCsdverzCbF29Fo/pvwe4Y6jYdD37KVOTLWCB03no7V0w5CV3qsABHd40uaKnPvTky4OLyjlECAuWfSpxxvYbvhY2wqlxoUAFuftdoUQgmWRj/YGxvdDiXBCoxXgkR5BiiygpICZImWlpxxN6SRNwnOK1bbim+ndljcfYzCMskTrKwF8zS8iMLAboPXLdJpO1h2cvKsm/y5rzOHwvSKCCpQ4Za4RFCyjBOJKSQUz0pQKXhU5DPk+04YsNXMPRCpUJBeZBs+SFGiTLiwaZDc4xnM0naVFoy1ltPP/luzJdjuISYZy1s3xw/uHOZxUu5Gup+vpAWATPNFKCKFKe+VMmCT20/y0K+1RKW9eFHM4IelRCIHv/iszmJ5wsLbp48WLe8Me5kz9flmxtP/Kqo5QZczhTkqN1LxwHCH9VzvNQDIRlxYGtwUfvL2KQ/PuSNf1HiMdRw6VcHDOxavutBNj+kWlrM8dvcBtn2JkpVWt9gapS9iYw+y8SWOVs1kHDdwJIfDgHVUsLbg4shiuT5RE1moH2G7oe8DNHT9x3ypVPwZoEilWNIygbSNaN3aagfSrmPN1lv2AKiWlfFQcm6yEGH2X1rxrq6HhMwzmMBDaB9WKwE4zwIVlnaHdK0GH+g1fK9Y2VS3eXviqN07iwKyLv/61cwCAt79uEvPTDt70UD39h3sEListy1RNuZieIN/SaPtWxggxQm7hMW5ElEvCuunLwhom8EyakgspocklugbJPs4DKSudsNG6cLUrpTHWtnz81p9u5Dq+LVAwxmhi/IjGKBp1lr1Jzsw8wd1axZHHWInmx1Fy5PeSlTYNTF4XayKSdKKszFo5LntFjrVesv+jCH4ldFsCX6+hmMQcvnmxBNcJJYpMdpKS+nUxMxUuxutSVjpyzu0xc/jydQ8Pv/cKnj7Tks796QkHSxGrgRxZ63Iz4uDooRK6HvCZJxu4El3j4pyb6oRIqnk7ari+7qHZDlBygW//ylCu6xOnGwPVf2x3lAO9SOaw6wrMsOOlSXhy9jZ3dLT2QN58jDFGFdw5WURgYDcgg8OW5r6ZOboU00J93i8rj4PWMJO50OmG5YzabI/YizkMQJYV6iUF3bXUCDZxMAdzWCrGaDUQh88cJoawrDksE9SGdkoAkOVT+tm78zIsJquJJEBLLnDTgOzIYYP3wyQpyVqFrZ0p0tJtmQQRvsrSXjkTJlcjB/f8jBqcbsFJCjaZUkKt4uDeW6lcyt4Hh/tNspWy0hmdOlQHvWjmMKAk17cbvtwXDMocBoAf/Po5/OQPHRy6/22M4aFWcfAv/+ZBfP/XzRV6XMUczvZ9WuuEKKbMzCTb85FfoFdwOGkt5wnGRSTd/81vnMM//xsHNXY1BRSvrXs4d0VPTONqUhxq7e6/LcTKNdcWyRxu+oX4C+jem4Fustt4CUi614Hx26LhstJcXH0tCJTvpZTQf1WpBfWeTKya6W3YfuPbpvHTP7yIhchGnJpw8K/+9iK+96tnc17F7oCXAiPm8Oykw3x3nlbua4zRxDg4PMaeg2f73H9bBfWqwBsfyJ4Vc5xJQi0dKElm0HWWhU0slH7rwmRFL1npZ86EC8tCxOB75ly+TU0RGWBj7A64ITZ+XmMUAc6c9fpgDgNK5pXkl0cp0aQWCw7rn08bwTtiDk9OKOYwOZQqlg1KXd6/fcQcJkko9qCkpGOgX0vSpqzkCtx0MFLUuKJvICVD4EAJs9HGi2rPqqDc3piKhxdKkrnQ9YAnX2rLTeL0hINDkVTV1ShzWMoiT6rM2o892sDllWwSeeQwHnVZaXqGRxZLeMP9dZRLwMvXujjzcnr9yzSsR/eu5Ba/yeYZ0mksLccRrO4wCw6PZaXHGEPCVEDaD6D1yyZtePeJCu69pYI7j5WlEhRHEbUqKTHMzJ/pegE8X72fNThMEo8rG14qe7ZrqRGcdCySi0wDORl5wFwG5QpatmzX4xl7T8UcLuacSej0aecCjDncCWLqE8eWyliYcfD6++sjL3er1RxOWJuFEFiInM1XEoIEQLxEQ72PhEnPD2Qi3jwbrzQvFVH72vNY0mOCXUskgizBYc8L0Gj6hUpQd9lY7Lc0T9/M4TarOVzQGkBKPVdXPew0AwhA2tiDYlRKF43RP4bxDKnvZvXN8qSWItrD9xsNyXy1yEprNYeTj0fB5iKS7oWIX6MqpdTFpavhBET2Q1LdYVP1ox+oWrJ2WemtHV/aJrZknrznMZOVthhzmHDIUAGrFyAznoR7orXm2bMt+R4P+CbZihWLrPRLl8L1qt/Em1GeS2mvv7LuST/SzFRYAmx+2kGnC/z3P94YKJF9jOFjHBweY8/BnYB/4xvm8O//7iHcfrQ/5vDSQkkunjyjuyMzLAdtbTp6STQ9Ey0sb3oorMe23QjyZdGMZaX3DbRgzh62Y4xXDrisdMfCIMkCcuaQhOEoyUqbAV1zMzMdyd1uUHCYbRhMRoUtq7iWUDdnlGFrKb8vJL1XLYvUDSkF5c4nZBsvLZQkY3Rj20cQBHtec7hSFvhnP3gQ3/DWKQDhmk6b0+lJJ1arUcoiT7l4/f11lFzgwnIXn30qlFzuJZGnHAWj3T/oGR5bKqNec/Dae0JZ1k881r+0NJeAKnrzyTOke9V3tLG397ofjjHGKKG0D2WlZVDR0lzHEfixb1/A3/uuA9ZAXRHM4aSEl05XybMC4ZpD+8S0/eLclAPXCYOjxASxHt9SI9iEKReZBs8SbCYJyyKCch9/dAcP/9wyPvOkvpZQwJiCwlK9ZMhLZScD8zoJZAM2Wr5aQyIbeqLm4Kd/eHQZOBzc8ZzmAKdE+fNXegeHKdjej00c2odhX5hmdTZLFgnNfpEl6fHuiM310sudVD/KxraHf/SfruLhn1vG3/v5ZZx9OV0KPiuyJH70Ao3drDK0FSYrLSXrC0qao8DMi1HwYmHWHSfkjTFU0BxdzjiGaKwVFQikhODNHsxhPg7SxnuRzGEbKBB8+vkWPD9MFrovUlCgElEmZGLXANHhpJKJpJLJ1SIGUXhSQWij5jCVEGPrDbF5CUnKaUWAzvXchY60SXjAN6n/0txM3213Arx0KVx/8iik7hcszpcgEKrUkW9pdtKF6wr84NfPwXGAzz3dxAc/t7O3DR0jFSPkFh7jRgXfXNYqTm7H5HEWHD684MrFU2MOy7pPwzV0pay0JQvX8wI8dyFcFF51ZxWTkVGSpc4UwR9n2+wbaKzH8f5qjAJQY8xXKWeTcxWfN5jDg9bGKRKuo5cZSJKVJmlhCuJN1R2Z9U6wBYfrMrg+2sxQDnpOfFMkmcN+IDdnvdieSY7Dy9cVq5Ykm9qdUIaRFDD2Us7XcYR0nl+IgqJChJtik3FFmaqzkw6mWC3L58+Hv+vJHJ4Y/ZrD7U4gnZsU8Kdks8893dKymfNA3rsCJaUJpFaQRcKT7KJtlqG+17WvxxhjlMDXyP3CHL7v1gqmJxzcfiS9vqvpYxMohoWTtD62u6punEB4b++/vYqpusCdx5Odd44jpNRfmhy0LZhrolwSct7tJVMtmbSsD1B/8AaQ86Xg7+kXWmi1A/z6H6/j4rIKogWGg5lsEC+BNZ21FnEQBLHvdroBths+up6qPd/P3E+BYF7njgcaR5mBw1HNwBwGlD1gyo1ymMzhWh9qOlS6ZW7K0cYmBUSKkJWm9pTc5LFzcC4kA/g+8MKF5Gt+/nxHKs60OwEee745eAOhmPqDJK8QYzhrMIn6AncFZZXk7QXqW2ei4EUR9YbHGCMN999WxfSEgzuOZQuUkb1TlLqRTEZlzGFb7VqNOZwyVilJfRAJ5zTQXvjUs+EcduKmstxTJclKByQrPcAtUwoTduYwwXUGs0nJj2MylClZmPaHQDy4OixZaSBU6ZqbdtBqBzj9fEjyIttEiOQ1ipLa6LsvXGyj6wFz006M+fxKQKWs7GLyRZBte/vRCr75y8IyWL/7l5t44YJd8SOr7TjG8DAODo8xMjhyqD8Ld35GBQaWDijm8E4rkNlHlBk+bFnpWoqs9NnLHbTaASZqAkcWS6rOVI7gsNyg75NN7Y0M/oTGj2uMIlBj2ZvdPqXyicVHDs1R65s8EGk6TJJkpaeYrLTtOASZ/bqPZKXPXQ4tbF4+gRxyQaDWml5Zs6SwwZnDWw1fOs2WFlxUK468b+tb/sgwNimhYTmSj56ecLSgMTGuNpiMEQApLU3oFRymjb1Zl3JU8OizTfzd917BU1F5CmLh3nmsjMV5F812gOcu9ZeNvMHqAxWNhUit4MhiqSfLZsryDKgfFlFjbIwx9js4i3K/JEy87bWT+Dd/ZxFHUmqOA3EnW1FO1kpJWHM0u92AlR0KA4ZvfmgC//bdh3DrzelzKe3hrq0lZ+R0M8oiH8hwrPB44SvvA6UB5Xz/9JEtPPzeZZy70pHqG50u8Iu/v4ZGtIf2jLqF3AbhCIIAv/VnG3j4vcu4sJzO0Gy1ffz731jBP//la1iJ7NHzVzr4ez8fMjz/4X9YlmyofgJgtF6sRcxuxymGhb7b0GSlE2oOA3Ybz4RZp7afhEm6n5T0RSgXyhwmFl/6BEABgi88kxzwNYMmaczqPJBjexDmMNUczngMmw1UnKx0eK+pbEkR9YbHGCMNX3JyAv/m7yzilpvS7QICzd9FBQJnIjWyzW0eHI4fm6/f6czhfEoAeXFgTpVZAsL5bykap0my0kWUI5RJRIZv20wqGjSRPKnMgfT1sPVvZtLVAqwTPdaKQeA4Al8clbv8+GMh67WToeY72S20h302KoFw9/HKvklOy4vDB9QzEQhV3ghf/kUTeO09Nfg+8Ct/uBazFX7pD9bwE79wFZeuFbNGj9EfxsHhMfYc3/Rl05iqC/zAu+b6+r0QAm999QSWFlzcd2sVtYoqfk5Z2Fk36IOCjIpWO54NfSZi+9xxtBI6tudKWhvz4BW6pryiwA2x8eMaowjw7E2vz6x1U1Z6WBmu/YI7P8x5jozMzZ2wdhhlrU7VHbiuwK03qw2mTYawH5bEXoMcfbxWK12ZHyiWa686P0cOhXI/61u+3ER+/unQoXbTwZLsWxQcvLbmScfvXjKHAcTqUFI/KJeErHFzbd3DOgU4p8JBcc+JChZm1G+XFtKdXbJmX8Ime6/x6PMtWePx6KESjkaBFiGEDIQ/cba/4DDZJ0tDcAjee2vIDnjDA/We3yX2OgWrgTCIAOx9PxxjjFEAX/OHXSqnSGRxhpn2SMktZq12HGGdPzrdAO1ouuf7wyxtNcsa2NC11Ai2QSpe9dgPepZyImTreH0G5Z58qY1WJ8AzZ9pyDS25YTLWr//xusbuNeXBTZLHxx5t4EOf20GrE+Cx51pIQhAE+I0/2cBz5ztYXvXwS3+whk43wF9+dkeyW3dagbRB+pKVpkS37fCaagXVqdxtcJs4LShCyWJXVjy5ZpqIMYeNUlhZagGubob3c2FG79RuAQx2QlbVmtfdG6rDfOzRBh591h4gJnvugdtC2yiNWZ0HlKA7iKz0Q7dXMTft4PjhbBO56wotabbkFqOsAAB1Q32pl708xhhFIM+cfPvRCmYmHTx0R62QcxNzWJOVtkhW8wBgWjKIlJUeUhLS4pw+Ju8+UZHzMJUGMkEkKVst5axQ64R+DjOpqFcyTy/Qft60g6jcBldQA4ATzC8yTFlpQCWbP/liG5eudeWamZa4tjhXguOECVUXr3bwNAWHX4GS0gSeVDQ14WiJEkIIfM9Xz2CyLrC66WslHi5f7+LzTzexuePjF39vNV/JzTEKxYi5hce4EfGON0zi3/7/7d15nFx1ne//9zm19r4m3WQnCQkJ2QiEQEDZZFMQzQADLtw4MCqKCwP+4ApcnNERcblzHa7DyJ0Rx5/OTy64gLujICrEBRBIQtjJCukk3ektvVbV+f1x6nvqVHV1d1V3V3d11+v5ePAAurqqT23f8z3fz/fz+Xx8tuY0jn0ieumZVfr7D87ygsKpXdjuCcbs8Bmp79NEMAv0jlI7dA2zW9Us8jdmHGMuzIX4NLy+LTn+92g6Lkig+JQlF0r8WXX57lo3u/3NYxRRVWlJUsQX5ByurHQ8kRo3LSu1YPaBi1P94zJ71kj+ns3TZ9Lp7y9rWMmX6IFfd+nrP2iXNHp2bzRsa3ayTNwd9x7W3f+3Tb9/1t0Be9rqVNDOlAA6dCQVIJ3qvpa1VYG0DTZVvt3D/owrr+dwhSntZXkllyvKrCEXlpnMuXlfSyynRdLJ1pLMgNlycY1u/UBDWjDjtFVlsi3pjbagDh3Jb3XWcZyCXrTObwrpix+bpXNOrhj1d02WeHt3lszhUTZAAKUgrefwNMkczlXmfGQi5yfZFg8H46mew/m+liaLZ6RruMEc+5JmXrMO+3hZrmXNQnRsjNMaM74e6Yp71Te2XFyjgC395aV+/epPPd6mJLPQZ4L4jpMKKB5uj+n+/+r0Hnekjc9/ealff9zR583fdr05qP/8RaeeSm5Yyyy5OJaN3VFfFRT//083pm9hJGyNmJFWUxlQdYUtx5H2Hcy+wW2kstKxuKM7v9mqz993eNhy4VKq1Unmpr1g8tgGJ7Dn8Gjv2YpjIzp3gzvH++ZPOrK29DKZwyevKJMld6G+8+j4I9ipLP6xP8alZ1bpzo/M8jIYc+HfLDCRc/PMzDt/BhhQDJrqg7rr+lk6b+Po1xK5qC43PW6dETOHg1nOt9mYa8yJ2rCRycwTJHdsXNAc8ipn9vYPTUqSUm0A/Bul82XWtjPLSJu5g/+YxiOVBZ0+PmfLHJakRb6EgEK3SJtVF9SyBWE5kv7h3w7rH+9rlTTy3KSy3NbqJRFJ0s+eOOptwl6+MFLQY51K/k1F2dpURcO29/zNuoMkPfFcr/ffLW1x/eA33QU8SoyElRYUhYkOnmX2Hc62M7wQQsHURXNmb4Y93iJ/MP0Y88gcdggOTxuFmhyidJnFzW5fcHisZaWNYuo5LKVnQmWWlQ4FLe/i483kgk9F1PK+a7Prg/roZbWqqbR19klDLx7NfTPH5mLV3ZtQW6f7Xs/ztV3I9o7lklW5aU2Zd+7Y8dqA9hyIybalU1eldmGbrFtzcRYJWVM+lgUDVlppIv9/N/jOo52+nsPGW9aVqbkhoE2rR89anTsrKMtyN060D7MLeyodSGbAzJkVHDJnqq0KeK058sl8jiccHToSV3tXQgFbWjK3MDuac53jmeCwWdCQUgsSlJUG0jeEhWbYd8K2rbTrm4A9cefqbFktg4POmCtLNeaSOZylR3A2DdVDx73sj+f+2x9sNnO4sWYOm0DcG4di3uOvPS6qy99WLUn6/m+69NJedxHPvDf+1kbmunTbK/1p/WaH64EoSS/scrOKz1xf7lUN27qtVwODjprqAzrlhPTz9ViCYOZ8YYLD03VzUXN9UMc0BnXS8aNny5n1hb3DBIczS2GaDZO9fQk990q/9rTEtKcllpbRk8mUla7LKCttAigTUVa6P8fgsCRtPqtKNZW2evsdvXEo/Xk7jqMDybnsgmPc9hvSxJSWzpbFPxb5rn+Fw4UZ/1ccG/YCY031AS3MsdQvMJkmcr24PJqab5jzWLbgsG1b3vg2UhWL5QvdzOZViwsT/Kutsr015mULwgrYljevcZS9KtqRYdoA5COSpeqav61V5u+Nlck6beuIexuZpFRwuCIjOHz62jId0xjUKSdMTCb5aM7fWDEkU3i0eePpa925zJM7++Q40uK5obQg/0zjzxyuHqZN1fHJTegvJoPD8bijrdvc4PDG5Hv50p7sPYlReNQMwYyUWe7LlP8pdHDYstzghdmFVuf2XtdgzNGbyRr6JgMs153ifgSHpw//e1RspXsxPfnLSht5l5XO2MlXbGOJvzxytmOrqrDVNxDXgeR4mpkNunppVF/4aCTrBeR0KyttsoYbawNePzAp+8aTgcHRn9MFp1bqvFMqtP21fv3Lg+2SpDVLI2lZC2an58Fk5nCxZKbVVdle8LfK9577z6OpstKp22sqA/rM387K6W+EgpaOaQjqjcMx7TkwOGTxcyp19yS80lpNddmPy1w4H+3L7fP99It9+sbD7V6/r8VzQ1P+fptsJFO6MhZ3vIADwWEgs6z0zPtOBGx/EHTiHtcfaLJtKZFwe+tm9mHNldngO1KGrCmxO1oAySzcHhllU5IJvKX3HDa3jXjXYZlKKrsPuPON8oilUNDSmSeW6dV9A/rz83360w43o9ds2PNPrxKOm2nwYnIx7+QVUT25s08HWt0KHNnmYi2t7sEuag5p1ZKI3r6pQj994qgk6fQ1ZaquzAg8jqXncPL9NnOjiepTOdnCIUv/45qGnIIiC5pCyY1/2YO7w2UO9/Y7aZk7L+4Z0OJhNoqZc/OQ4HDQbFIY9TBH1ZtHK4lAwNKs2oA6uhPesRkd3Qn1DziyLGlWbUALmkM6eCSuvS2DOmGcARyTIR2c5Ov7tBK3Ezj+HzsnrP/5ydlyHPf7TcUzzHS2bamyzPYqqVnW8NcZ4ZClWNwZsmndb+6skO66flbBvjsB21JdVUCtHXGvylMo6AauY3G3Ylp5Rlns9i5T6WHsk6myLGsn8YR77vc/1fFmDleWWSqPumvoB4/EvNZJR3uyZw5Hw3bO58aJsGpJRP98Y5P+8xed+t0z7vlytA06JyyOqKbSVkd3QuVRS39zSc2Ivz/dNdX715Oyf+bMZ/e1/QMaGHT04u5+dfUkVFVu64LTKvXHHX1q7YgPO39EYRGywIzkLzUppSbxhQ4OS6kAjr906RuHYkok3NKWpuenP3M41xKWieTvMVQWP3oOY6JlTryDgfwv4DNLKy6eW1y7w/2LQXaW52YCg2azTebFgjT8a2J6CRVrWenMzJ+9yQW++bPTV0b9T6+q3FZtpa23nFie09+wbUtrlka1+axKVZXbOj+jPJfJuj14JNWnrxj4L2z9wWFzHt3bksp6Gu6CJBde5s0EZJZMJJMNXFdlD5sBVZEsL2b6UI/mzzt6FYtLr+wrnlJXdV4GXUKO42jbK26GWVW57ZVPA0pZWlnpGRkc9mfFTtxGLv/cpzySKoFrAmb5Xh+a68yOroSXkZnJ/Hy0nrl1yZKPuWYO+4Ol5rHHmrFpsjTNpsPq5OYqy7L0vgurvWtWKbUxzR+0TySkRMLxMj3empyL9PQ56u7NfkzmfNaULF178RmVOun4qJrqA9q0ptzLyjbGU1bamM4963Od5y9b4C66PvNSX9bPZOZn3QTMD7TFtOO1VI/oF3dlz9pxnNRG91kZm9RMUGUiNl+mModzW6b02lF0pc99zOessTagUNDSggmc36XKSk/u58r/OZ7o8d+yrGT1hun7XQHy4c9uLIsM/9k3G2pG+74X+rtz+hq3Gpa/koTZGNyTkckbjzte5YzxlJXOljk8EBt+A/5YWZblZZ6ayiOO46TKSmdpDTXZY5VlWWntl0Zr7RawLb19k7ve8jeX1KqxdmbnZVZX2N7nIFtZacltG1JbZSsWl17dP6CX97prEOuWRTSr1m0jNjDopLXQw+SZ2Z9QlKxZGTu6vQv0SQkODz2JmpLSC5pC3omsPrkI2j/o6Givo8ry3I/NKrJSsBgqbb7C24UJkBnYHa2PXTaZE+nLz60e1zFNNH/mYrYdul5w2JSVzhIcHk4xZw63tMX0+ftatW5ZRFsurpFlWUP61Bv+t/Cdb63UW9blFhj2O//USp1/auWQn5ssYlN1o1gWVOuGCw4nF5FNLx+T9TRWC5pD+uOOPi9ru1iYktL+kk2ZKqKp/lm5iGdcdxWi33C+zPvcP+ior9/RE8lSU6etLpvy8uZAMQjO4LLSUnqlnZGydPJV5juXlUdtdffGNRhzUn1881wRqSq3FQ5ZGhh0tO/goI6dM3T8TGX6jvxY9clxr6fPUf9AYtgNQLEswWYTqB1LxqbjOOrNmA/5N1dFwrZOX1uuH//e7f9m3hv/xr2E42jfwbh6+hxFwpaWzAupvtpWW2dCLa0xVZWnvy59A6m2Dc3J/nS2belv31Xr/U5DfPzB4czXMDoDvyuZli8Mq67K1pGuhJ55qU8bVqaX5/ay5EMmOOy+Riaoat63V/YNaDDmDHndD3fE1dvvKBiQjmlM/8KYzZe9feNf0PWCwzlme3ubyjIyhw8kM9TNvMlUbtv15uC4s5LiWbL4J4M/szHfMQtAOv/1ZLbWE4YZCydjHXkkbz+9Um8/Pf3avSxiqaN76NjbcTQhR+48KttG+lxFsyQ9DQxmCQ6P8Prlqqk+qNf2D3qtrfoHU9WjKsuK4xxuNmFJQ/suZ3Pm+nKduT7/dZrpyLIsNdUHtPtAbNiy0pZlafmCsP64o08v7R7w1lvmN4UUClqqqbLV3pVQa0c8rbIdJgeZw5iR5sxK9t5rjetob0KDXs/hwv9tczHj78XgH/iMUNBSbXJXzUhlyfyc5Hm5OE6PGIn/opP3CxMhErLSPksN1WObNF361krNqg3o1g805BVcnQyRjNKPmcxkc6TM4eGYxeFYXMNm+kw2s3i8c9eA+gcd/XFHn/7rTz2S/H3q04PD/hhZ5m3jZXZ6mmIWxZI5XOfb9ZzWczgjw6h6mJ2quTKv554Dgzln4E4GU4azqX74SYzJrD2a4+KsKdMtSUvmhnTsnKmvIhAOWd7z2PXmoLa/6mYzbVozes9ooBT4A42TUQ1psvnHuIlsyeJfuDSbeGMxx7s+zLekvmVZOuFYd5Hwmz/uUN/A0HE31+zCaMTy5j4j9buPJUwPY39ZaVPON/85zWAsda43Mhf0Nq1Ojb1tyWvVtLLSiVTvONMHsSkj+8fPBOyqK2wvoJipJuMYxrJJILM86EQsXBc727a8c+Xjz/YOuX24stLGZedWq6rczeh5/Y2hG+TMhsU5jcEhn2mTjZ+ZvTYWJos91/mn144iI/Pey1BPlrpcNCekYMDd/Lj7wPiyh7Nl8U8G/zg11W1AgOkuPTg8/PcplTlc8EPKmyklndlSyIyHtVWBcW2uNeNwf4EzhyWpOVlNxMwdupPZo8FA8Yx3/oClWYtCyqmrylRbZev4RcNXIzOb0V/wBYdNIkTjGNpuYuLM/JkySlJNZUDNDQE5cpuaD46xp9RYmDJIvb6FAnNBZUpWGpnlr0eToOfwtJFWVpr3CxPAsqy0nfRjzfS7aFOlPvvhWRMeWJwI/ouLbLv6TVkhk/WYT3DbH3juLYLS0k+/2KdP/s8W/eyJbm/RVZJ+8Jsu7XpzUAeTO2czzxtHfKXz5s6a2JWpzOBqsWQOD1dWuq46kDa+jqektJQq4X2kK6Ebv3pQD/y6c1yPN1HMhbK5cM7GKy2WY+aw6dF889X1+tT7GyY9A2Y4Jgvo5384KsdxA9cjZUwDpSQ0w8tKn+YLRgYnsKy0f+HXLKYOxuTLHM7/tXzPhTWqrbLV0hbXt37aOaRFULYewdlYVqrl0EilpWPJS0V/WWcTOI2NYUqTLaCdWQqw3rcBy2xk9gftE470wm53E8/xyTmpyQg2wTm/zIBdNrZtpS3CjyXDMzPrtFjmMoVmvj8v7B5QW8ZnyQsOJ0+n/vn2W9eVaf3yqPcemjLhfl6rkyzXDt78YwI21ZlsrNyDwyZzOP1ve/Om5OexLGJrfbIc6+PP9ozrGM24EZjkiiYRgsPAhKmqyDE4nJwfTPb3PRdmY07mukaqP/z4wj3m3Nk74HhznGzB4Yk4x2bOHUxrispyu6jK3VcUSRZzMTr75Ap94aOzNadx+Ot208Zq1xuD6u51ZFmp9SwvNpJj4hwmFsFhzFhm4Nn5er+3M3oyFj9NdprJHHYcR28kdxbNnZ1+QWUuuts6c7uYMiU9iiWbC8Pzz2GKaUKD6c3/3T++CMrATjT/Yne2bJHqjJ4zmYHTkdh2KjunbwKyG8bjQGtM9/6gXbG49Ms/Hk2bBDuO9NPHu+XIXajNDHjuO5jK6JjozLGajBI+w5W3nGxpZaV9F/MB29Kpq8pkWe7OYn8fprEoi9rasCLqjd+//nOPHn9ufIuIuXAcR4nE8J9Js8jZNEKQ1GTc9uSQOew4jpc5nPmeT7W6ZHDCZKNtWDm+9xSYSfyLkzOxrLT/+36oY+LGJn/JSJOxOpBWVjr/17Kq3NYH31WrgC09/UKfHnky/VwRzyO7sLYy1Tc1M8hsZAs2j6fncLZ5ULbzwafeV6/G2oCuOs9tQ+JfH2/viuv5192x+oTF7nW3OU+Z0pB+qY1OI78ow5UkzFVm5nBZiVw3N9YGtbDZfW1f3ZcK8A4MOl5mmQkqNtQGtHR+SKuWRHT529z3dsl897pi1xup+zqO+z3xqtk0Dw0OR73M4fEHh81aR67zz/phykofSmYezfZVIzg9mVn95+f7vGD5WHhlpSd5g044rax0aXymgULJtay0FxwursslSVK5tzEnfTwz7QL8m6vHwgTNHUdepZXBLDlNE3GO9c8dHMfxMofHUxa7ED5xZb1qK229/+3F1ZptumioCaix1k3ik9xqJOZ81phsDdpK5vCUKK5vGjCBTFbd9tf6vZ9NxkQ66u3gcoe8zqMJ9Q+4u2JML2TDLHi3d+U2AHaYxdxxZkeh8NKDw1N3HJhZ/P1Nls6fecHh0cpKV2aUgFp7XH6Bo7Ii6Tv8Hz/p8P474UityeoRJuD/3Cvuectksvr1F/DYK8qstKB8sWxESisrnbFB4L+9o0b33Nys//2pZr31xPH39bnm0lrdc3OzLnmL29fp//tFZ8F7EH//0S59/CstWUtUDcYcb/PAiD2HkxfPI5XDfvy5Hl131wE9/WK/l31fNc5F+IlWl1Euf6TSVECpSSsrOgMT6sujtpc1mi07Zaz857Jy32KnuVYbaxb24rlhXXZOlSTpe4926dCR1Bg+mEdfUjPuPfdKnz725Ravz6+fCQD7r2XNYycSGnGDUTZ9WYJj2VozLJkX1uc+PEtrl7nzLctKtTjZuq1XjiMt9lV4aK5PLw3pZwLGoweHx3edm5nFlGv/2plgYTJ4a6qWHemK61N3H/TaNJhNJQHb0k3vbdD1l9d5nykz59zTknrv7v1Buz79L4e047WBtN/xq4jmV7lkJGZ+nuv802TGdXQnFE9+BxIJx6vI428/ctz8sBprA+obcPS7Z8a+8c+UlQ5N8nIMmcPAxPFfT5oNttmYtoTFUmHJrzwZ1M7cmGM2y9SPsQWZ4Z8bmWojZm7mb9c4EZvJZ9UGZNvuOkdbZ8Jrk1RsweEFTSF94frZOn1NafQSLgR/9UN/okcDZaWnVHF904AJZBrG+7NyJ6NXhNl5Zsp7mIvjxtrAkOB0ffXoZcT8OrpNcJivbrFLKys9dYeBGca/8FJs/YIngn/hw86yq8KfTbJhZTTvxRGvJ3yWAGu+C6vmPvE875dIONr1ZirY2D/gaP8h9zxx+tr03qrZyvdd885a1VbZ+sSVdXkf72gsy0p7jTOzb6ZKQ3VAyxaEtfa4yKQd00WnVeiExWHF4tLXf9CulrZY1jKc43W0N6FHn+pRLC69sKt/yO3PvNSnRMJdAK0d4dyfyhwe/vP45x19chzpsad7vPsUW/aJP0u8ttIesfwoUGr8mSszNTjw6Q80qqk+oPNOnLiqDWnBYV+vW3OtNp5x8KyTyrWwOahEItWrNZFwlEieLkI5LCibvqlPv9ivWFz68/NDe8aagJR/A1d6u4w8g8NZM4dzm1dayV/73TPucZ7u6wtvMj/aOuNDsqBbTBWM+pGDw+O9zs2cJxRLFZTJMK/JBIfdz+Jr+we9TYW1VbaOmzf8xtJ5s4OyLHdje0d3XImEo7+81K+unkTa72Qy36lcWrYkEo6OdMXT/mnvSn1W8g0OV5Xbsm13s4epiNLenVA84W4y9ZdVtW1Lb9vgLuibFi6Su/Ein7m82agRmORgUdj3mhTb3A2YbvybY0fqS2++a8XYc7gsee3X67v2G4w5Xpn92nGWlc5Wdc0Eh/2B54koKx0IWN7mpqde6EtlDpeXzvm7VByfFhxOrXU11rrzi9YcYyOYWDNwzzHgqiyzNW92UPsOuheiwYB7giu0sozM4ZF2SZtSH+3duS04mx6B4y23hcKzfJ81Mocx0WbVFeEVygQIj5Y57AuIj2XHprt5J65D7TFvA5Ek/fYvPfrPX3TqE1fWaUUemYr3/6pLTzzXo1s/0JhzX9SunoQcxx0X6qpstXUmvEXfVYsjqiq3vYW4bOX7Vi2J6AsfnZ3zMearusL2LiqLJXPYti393XvqJ/1v/s0ltfrH+w7rcHtcd9x7WKGgdNvfNI66sJ2PPz/f673/2XrsPP6su/i+aU3ZiC0KTObOcJnDjpMqC/nafjcDqBirkPgXMpYvDNOWAfDxBxpnanB4TmNQd1zboGee2Tthj+nPHPX3FjTj5XheS8uyNGdWSLsPxNSaHMNjvqE8l1KUdRmlHw+2xdU3kFDUF9TMljkcClqKhi31DTjq6knktWmwP2vP4dzOCbYlJeSWK46ELJ20IlXFpbYqIEvua9Dd66iqPFX62us53DDy32msHd+5ybYthUOWVzq4WOYyk2FBcyo47DiOV53s5BVRXXtp7Yj3jYTdDVkHWuPa2xIbEgi2rOyBdvOdOto7eoD1Xx48ou2vDe1pfPqaMr3/7TWpFlo5ZnvbtqXaSncufaQzrrqqgJd1VF8dGLL2c+b6cj3/+oCee6Vf9/7giD5xZb3+5cEjisWlO65tzGksMJVXJjtYFKGsNDBh/GsKI/YcDpngcPF95zIzh3/2RLd+8ni3NwcZb1lpyT1/9g84yWojlhccbqgJeOvcE9W64bTVZXr9jUE98VyPTkxWK5mJyRClzr8GlxYcNi03O9zNaZMRu0EK3zTMaGetL1ckbCkYkDasLBv9DhPAXNCaHbter8As2S/mhJ1/5nDxLegiHacyFMJ7L6xWfbWtD2+unepDKQj/Qmi2nsPNjUEdvzCsjSdEtaA5/wCdmYx+75Eur+ScJD3+rJuh9OxLQzM3h9N5NK7fPdOjwZj05M6+nO9n2gNUlds6pjH1HMqjlsqidlqpnQV59FSeKP7zS7iEFlSzqSiz9eHNdZpdF5BluX2Wnnkp9/c6k+nd5/fEc6kMMX8ZpcGYm2H+QrL37mmrR57DVJSZnn/Z+xe3dSa8rGKzaJBrlthk8peVXjYD+6oD4+EPRhAcyJ1/bhEOWd7raMbE0DhPtZml8Pw9gHNZUM4s/ehI2n8wvSxzLGayFdPva7Kf/NmduchWQSXXjF3/gt3KY8Npr28wYHnH5L++fe4VNyu6usJWwyilLi86rVJN9QFdfEZlTseTjT+QVkrB4bmz3Ozf7l5H7d0JtSXfg1wzyOb7Mo9bffPk2XUBr4R6plwzhxMJRzt3uXOagO2OZ2au/+TOPsXjjtc+J5pHtneqTZf7981xN9YM/ZxZlqUtF9eosTagts6EPvvvh9XSFldrR1xPv5Db/M7M4yY7WJTeVqB0PtNAIfiTbUbqObx2WVQNNQEdv6j4rknKzbVfn6PnXunTQ7/tTtucVjfOzGEpdS41mcODWTKHJ6p1g6kKd6A1rm3JVgiVZYx1M01NZUCnry3T8gVhHTsnFRyurbIVsN0NWLkmz2HikDmMGe2MdeU6Y93k9gMwwYd9LTF19ya8XdLNWTKN0vrkxJ1RyxOZcklkDhc/f9ZjtgxIYCzesq5cb5nkMW0y+RfzsmUMBmxLn7xq7BmkF59RqRd29Wv3gZi+/fMOffyv69XTl/D6q2XrkTecP2zv88pGvri7P+dFzM7u1Dje3BD0+riZjUXLFoT15M4+lUestF5pk8W/ODxRO4GnswXNIf3Dh2bpkSeP6v/+qksv7B7QBaeO7bHu+V67Xt0/oE9eWa/5TSHtPzSY1tvPLGj2DSR0x72HvQ1hxy8Me6WWhmMWNkwfzYqMi+lsfZOLsUWFP4Nu+YLiW4gBppIJRti2ez5EbvxZQcGApWDAUizuqKdv/GWlpdT5+3BHtuDw6PfPFrjb2zKoJb4SwINx83jpx1pVbuvQkfiYg8OmWkkwMHL2lJ9/erYgS4WTuipbnUcTOtIV9243m/BOW102ajZIZbmtv//grJyOZTjRsKWuZGXyiSh5OV2EgpbmNAa1/1BMew4MegHTzOz04SxoCunPz/dpz4FB1dek5qUjVW8xbS1icTebfLjs2/Yut9xzwJbuvqlJtm0pkXD0qbsP6mivuyEu37LSUnJT2f5Br8+mmUs1DJOBXh619aF31+qub7WmBVIef65Hp46yEc99nlMTHKbnMDBxqtKCw8N/n9Yvj2r98uiwt08lc+3X3hXXN3/cIcldXzBrxrmO+yMxgV+32kjAyxwuj9oqj1jq6XcmrHVDWcTW+uUR/WF7n1f9s9h6DmNivP+imiE/s21L9dUBHWqPq60jPu6e2cgP3zRggtVUBnRMY1COpJf2DOhAq3vV0ZSl5GhVubs7xlEqm2w4A4OOd8FUjNk+SMclG5A//2JHITZVhIKW3v92dzL68t4BJRKOXt47INMW70Db6MFhx3HU2hHXE8+l+iG+/sagV75wNB1H3XNCTaWdVp7YZDisPz6qhc1BnbOhYkpK6qZlDrP45DEZ3a/sHUhb+M9VPOHouVf6dbTX0Ze/3abevoTX784EBg63u333dr0xqI7uhCy5GcEXnFYx6uOHgpZCXjbc0PnEngPZgsPFd9E1uy6gVUsiOnVVdNSAOFBqgskgJllj+fFntQSDqWDw0b6hpZrHYmjmcPJvBbJvdMvkX8A1cx//xiFJipuy0lmCw5LUNcp1ZCaTBXTc/JAWNgd12uqRWxf4+Q/BXxLQ8CpjJQOTR7riev51dyPcpjWTU8nLHxAeKStsJpqfrDqztyXmBUzrclxkNffd0xJTa/LzPFqZ70jI8jYMjJQ9bDZP+Ms927blbQR7cfeA15Yrn4C+mUOZLOnD7e53J1vmsDG/KaQtF9eoqT6gy8+tkmVJL+8d9Db1jyTu+35PplBa5vDk/m1gpon4qoiY6gfTTUVyY87+gzH19DmqKrd1x7WNWrEorDVLIxOyCdhUcTDr0CZzOBK2dMqqMi1oDmrurIkbkNz1j9T/03O4tGxaW6ZjGoOanaXqKgqLaQVQAMsXhPXm4Zi2v9rvlS7N1o/Sti3VVgXU2hHXkc6Rd8eYfsOh4MSV7kDhpPcc5v0CchEpcHBYko5pDCpguyWCj3Ql9NKeVO+z9q7EkD5/mf7toQ49lSw9Fw5ZioQsdfUk9Or+gZz6FXf62gP4zwtmcbmyzNZ/39I4puc2EfyVKfIp6zfTzWkMehlWr78xqOPm55fV6i8Z3T/o6Pu/6fIWrFceG9ETz/Wqb8BRT5+jvcmgwLplEX1oc13OfyMSSiguN+CRmXO19+DQBc9irEJi25auvzz35wyUErOQSUnp/JT5zmWhgOWVke6d4Mzhts644gnHVwI6t8ctj7rHNBiTNqyI6o87+tI29DiOkwo4Z1xOVo+xrLQp31tZZuuD785vzB3wtUfI1uIjVebXPeg/7eiV40hL54fSNsUVUqmWlZbcwOcftvdpb8ug9x7kWl7UBPtbO+Lak6w4Mlr2jm1bKotY6ulzdLTPUc0whXRM0DazKs7yhRE9/WK/Xtg9oIGxZA5XpfoUmmOXRg9qn7yiTCevcDcrPP96v3a8NqCt23r1rjOzl882BskcBqY9y7JUXeH2K8+1akaxKUsGtc0ZeU5jUBVltj5x5dirrGUyY7HZuGMyh6NhS+84vXrC/o6xoCmkvzq7Sg8+0iWJnsOl5qLTKnXRaWNvKYKx45sGFIDpk7d1W68cuRf9w/VLMBdro9XVN+VBaioDBBunAX/FNN4tIDf+TIFAgca5gG1pVp27YHSgNeb1dDUOtg3fA95xHG1/ze2BEwlZOn9jhVYe6473z77cr6O9oy/Oer3jK+y0XvQNRZIl6d9lXEqlGEdjWZaXPfxixmcmF5kly3fuGvAyVBY0Bb3sr8PtqQXZbOU6RxINuxfu2T6Hpqx0c0PqM1eMZaUBDM9kjRIYyE9aWemg5cscdsfK8b6eNRW2ggG3rP+RzrhiySE418xCy7J09kkVWrYgrAuSi2JvHo55VSriviE9MyBlsmq68wwOmwzP6Biyav2leKsrhj7J+ur0nsP7khue1iwZfQPdRPFvpC61uYwJ8O4+MOitL9TmWF60oszW7OQceXuy5+NoQVbJ13c4S+USY7igrZlbvbRnwAty5JPtvegY9/k+//qA+gYS3ma8fFqznL7GbdmzdVuv4omRq8PEveBwzg8/IfzBYTYIAeN36qoyzWkMemPIdFOeEdRuKkC2ZaqsdDI4nNy3VshNV+duKNdZ68s1b3YwrSctgMJhVQgogGULwrIkr1Rpc0Nw2ICuV3qrc/iAhJQKKBRjpg+G8r/dFm8ZkBP/Al4hvzcmY/eVfQPan8yoNBdUI5WUa+9OqH/AkWVJX/nkbF18RqW3qPWbp3p00z8f1Gv7Rw4cmioQNZW2qitsb9F6pPJ3kyk9c5jFJ79lXunD/rzv25LcdLBikfsYh9vj2p0sK93UEPQWS1s7414gN1u5zpFEQu6kI7OsdOfRuNq73DLVJktGYj4BTDcBgsNj4p9bhH3B4cFY6mfjYfqkSW4ArCOZrZlZAnokm8+u0t+9p17HNARUHrUUT0hvHHYPML2HcfpjVieDw535Zg4P5F++N9NwG4wyy0qbcsKNdZO3Ca60M4fd17m9K6FEwr0mzacl1fHJea3ZBJDL/NQEKbK1tTC8oG1GcLipPpD2WbIsedn9uVg8N6TZdQH1Dzr6044+r89yLkFtY81xEVWWWeroTmjHayPP8czrkmtlgIni7+vJOQAYv3e+tUr/49rGaVtWOvO4s7UxHK9ocqwx1Ua8zOECtmuwLEtXnl+t2/6mseTaQgBThW8aUACVZbbOWFemSMhSecTSaauH769kModNT6DheAEFFnOnBTKHgfz5F/Oc/NY582LKGj7xXK8kae6soJbOcxfDMjM8/VqSt82qDXgLtGuPi+qYxqAsy90Q9Mq+ob1dJSmRcBSLO15/+epkFYi3rHN3xi6ZVxw7Y+k5PDyzESCfHtOG+ewsnhvysqpMRk9TfdBbfH3jUEwtre753izw5mq4zOFX9rqfyTmzgmmPWYw9hwEM79g5Ic2dFdQpK6NTfSjTim1bXhA0GBhapjCfQNRwTMBrz4GYvv3zTknScQvyaz8guYuiJtBs+gjHfNOSzGzFSq/n8MjXkZn6xlC+N9O82dlfuFRw2PSATQaHJ3ETnD+QFimxuUxZxPYq5EhuEN+2c38Nlme0SMkM5mZjghQ9/cPPjbzM4YzPgWVZ2nhCaq3EcfJryWRZlk5f697/p090y5H7na7Ko1dlMGBp4yr3Mcy1wXAGYxPTqzxfYTKHAfhEw1baOmMh2jaYILCpNmKCw6V2XgVmuuKoYQjMQO+9sEbvvbBm1N+rq07fXT2cDl9ZaRQ/Kn8D+fNfaPh72k00kzlsKjIsXxj2FjNbRigrbW7z9wquKLN1x7WN+sFvuvSLPxzNWgXCcRzd+R+t6h9wvKCi2eiz+ewqbT575P5mk4nM4eHNrguotspWe1fuPaYNk5He3BDU/KaQ2jpT5clrK20vw+W5l/vkyH0f8j3fR73M4fTvzgvJTOflC8Npn102mwHTS0WZrduvmbqe9NNZWdhS/4CjUNAa0n91IgItJuD10G+7FIu7JW2vPG9s/fhMEMgEoUzmsGVpSJBvrD2HveDwOHotDtf6oM5XVnpg0PGOLZ8yv+NlNgNEwlZegdGZYn5TSIeOmH7D+b3uy3ybGoKB3OYKpgrOSGWlD4/QC/iSt1Tqt3/p8T6X+Tp1VZl++Fi3lzXcUJN/G65Na8r06z/36LlX3DYxw/W6NN/HwCQvyYTpOQzAx+v3ntyU428dNFHMudRUGxlMBoena59mANmxKgRMMROQaB8lczjVc5iv7XTgX4gowTUJYEz8Jdr8ZRQnWmZPnuULwt4F1f5DMbW0Df2ntz/hZRVn6+nj9Y/PMpZ3Hk1ob0tMB4/EvWzR6iIdy4MBS5vWlGn5wvCkLuROB5ZleeUW8+07nPrsBNMW1GfXB2Tblvda70n2Zsw3a1jyZQ4nF2f7BxJyHMc71uULwppVG9CqJRGddHx0XEEBAJhOTltdpoXN7uaczGDZhASHkwGvWNwNqH1oc+2wwaXRpMpepweHsx1nVbLnb1dPQoMxRy1tMbWN0qpIcs8PkhQN53+MF51WoQXNQZ2/sSLr7bWVqddi9wG3ckVZxBrz6zEWZnNbqW5y888hzEb0XFWV25o7y71/fXUgp+B6efK9zdycZgzGHHV0Db9JIBS09D+ubdSiY0J6+6bsn6uR1FQGdN4pFYqG3aptpodwPubOCqm2ylYiIR1qz/4dchxHe1tMFaHJzbOh5zCATGXJqg3BgLyqIxPJnEPNxh0vc7hEz63ATEXmMDDFTEDhcHtcjuMMu8vVlJUu1oAC0qW9jcydgLzFCpg57C+7ZFlu6UeT2fLm4ZjuuPfwkPuURVIBvOYsPX3qqoavAnE4yyJTTUXxBl6vfvvoVS9K1fKFEf1he19eweHu3oS6e93P8+z6gOZ3pz4/zcnPYmbZxgV59huWpGjY/ewd7U3o9TcGdPf9R9RYF1BLW9z7nNu2pesvr8v7sQFgOrv0zCpdeqZbpaM2Izg8EVl4/oDXVedXj2kMzzweU2nE9DjNLCktpUrnHu119Nl/P6yDyWzRy86p0ttOGT7I1pvMNBpLaUj/a5lNKGipqtxWV09Cr+x1z5WTvdnMPK9SLX3p//xlZsrnYvnCsPYfiuXct9f0HD46TOZwW2dcjtzP9nDlnuurA7rlvzXkfazGRFTiqalwq8O46y5Dv8MHWuPqPJpQMOCW+Z9MBIcBZCqPWmrtcPsNF6JKhtlI3NefUCLhaCBmKRwo3Y1XwExFlAmYYsc0BhUJWeo8mtBr+7P3qpRS5U+LOaCAFHoOA+MzMHzr33GrKLO9xakFTUGVR20vo7IsYg35J2C7C6n7DqayPzONVAXClNIzomGLknDT1PJkucVdbw6qt9/NzD3cHtOBVvefI1nef9NvuLbKVjRspy3aNiU3GiyeE9LC5qC3CeHkFfn3FI0ky0ofPBLXvT9oV0+/oz0H3L9tPucAUOpM2WNjIgItKxZFNG92UBeeVqHT1+aftZjteEzmsPl3IMvCb0XU8jakmsCwJL3+xvDXlFKqRGShSkOagOQr+6YmOOxlDpdohYy0zOE8y0pL0ltPLNe82UGdkeNn2cwverP0HI7FnbTPQb7lnieTaedh1l0yvZhs07F0XnhKew5zDQFAksqTPYEL0W9YSlUX6Rt09PyuAcUT7jrKWM4rAIoXmcPAFIuGbZ20IqonnuvV48/1asm8cNbf6yjyUqRIl5Y4XMQXwUCxKnQ59uaGgLp6Elq+0O0bO1JG5ePP9ej//Wmn775ZMoeTi80d3QnF405aiezWjMxh2gNMX/U1Ac2qC+jQkbhe2Tug3Qdi+vHvu9N+5/1vr04rafhyMnPKZAnXVNpeVpUpUR4J2/rvW8bXS7QsWVbabDSrrbLV0ZWQI3mfcwAodZmLmuEJCPJUlNm67W8mph90ODnFSGUOm7LSQ3/Xti1VltlDeg73DYzcg9jrOVyg7J/aqoD2tMT0yj73fJRrBupECXtlpUtzvlVdEVBtpa327oRqx5A53NwQzOvzbEqb9mRkDjuOoy/8R6u3uXKyPwf5MvNz084rk9emY2H29ZpCCgXdakeOkxojAJS28qh7rmvO0vJqIpiKBX39jrY+1ydJOmVlJG2dA8D0V5qzZaDIbFpdJkl6amdf1ov5voGEd9HfUIBeEph4/rIuxIaB3G0+q1ILmoM666TxZd6M5q0nlmt+U1BnrC0b9XdPOj7q9dYpj1qqzFISr7LMVjAgORqacZCZOWwyEzA9LZnrZv7uPhDTtlfcC+VI2PI+I4/8uUeO4y6873pz0Aser1vmBmgty9L5Gyu0dF5IJyyeuKDt3IaY5s4Kqjxqad7soD52RZ3++rwqNTcEtGnN6J9zACgFQ3oOF1kWnglWmwoqff0mkJt96cY/J1mcPD9ly+Ds6knozcMxdR6Ne9ebheobaErumgzlxknOHD5+YURzZwe18YT8q3DMFOec7Gb/TsbmsIpkgKK3z9HR3tQcuKsn4QWGqytsnbqquOciqczhoVVgEglHL+5xg8PLFkx+cNiyLJ2xtkwrjw0XpLcogOnn5JVlOqYxqPXHF+ZcZ6qLHG6P67lX3MoJXFMCMw97zoAisGReSE31bl/Ap3b2DSlH1tLqXqBUlduqKGNPx7TgLytdXGtOQFE7/9RKnX9qZcH/zoaVZdqwMreLm2jY1snHR/X4c71Zs4Yld0NITWVArR1xHemKq963EGoyh8silnr7HVVXMI5PZ/ObQvrD9j7temNA+w+5i56f3tKgyjJbN//vg9p/KKbdB2Ja2BzUfT9qVywurT0uojPXp87t522s0Hkbh+8HORZlEUe3fqBegUDqszd3VkhnnTSxfwcAprOKsvSJebaM3KkUyug53J0MtmXbmCalP591x0X02v5BL6Bs7G0Z1Oe/2SonI2YcjRRmPnLq6jI9/Ltu7+81THLGaENNQLdPUCb3dDVZ82lJKkt+jl7cM6Abv3pQ17yzRhtWlulAcg2joSagf7xu1qQcy3iY+Xm2stI7dw2op89RJGxp0TGT22/YeO+FNVPydwEUp5OOj+qkAgWGpdQGsr4BR44jza6Na+6sIps0ARg3VieBImBZlk5P7sB6/LneIbcfaEv2uWxgl+h0Qc9hYGa54NQKLWwOpgX4MpnS0pl9Z03m8LvPqtL8pqA33mN6WtDsLgru3DWgWNy9cJ5VG1BFma0Tl7sX6E8826OWtrha2uIKBqT/9o4aWgwAQBGwLEvlvl60k907dDSpzGE3smoyMSvLsh/nkc5UIGvpfDejMbMS1bMv9w8JDEuFKytdVxXQymNT2ZWNtSwmz2SmtKnx5E63qkpLcg2jeZqsYdR4weH0eXxHd1zf/HGHJOmUlVFKqgIoCZlzhJOW9k3RkQAoJILDQJHYuKpMluX2CnzzcCzttpbW5IVVPRfW04VF5jAwo8yuD+q/b2nUxhOGD+zWJcvR+Rdq4wlHbZ3uItOapRHd+oFGrTiW/q/T2bzZ7rk4nnyb5zcFvVYCJvD/p+f7vPJbS+aFVR5lyg0AxaLCl4UbsItroh5OZg4PxkzmsPvvymGqR/kzn825JjNz+IXd7vnotNXpc5hgAYNc/kpYDdWcA2eyzDnOy3sGlEg4OmDWMIapulNsqofpOfydn3eqqyehubOCuvzc6qk4NACYdP7qIqeviWrZ3MEpPBoAhcIsHSgSNZUBrVnqBgwef64n7bYDbW5goYng8LRhExwGSk5dsgdYuy/j4EhnXI4jBQOinPQMURaxNbsulQUzf3aqvOCyBWE11ATUN+DoZ0+4vYaPXzj5vekAAMMbLtBaDMKZZaV73EBVxTBlpd97YY2OaQzqE1fWef0BewccOclU4f6BhF7f7y7oXnTa5LUZWLM0ohOXRXTW+nJFhumXjJlhdl1Aq5dGdOqqqMoilnr6He1tiallmq1h1FS4c7vOownv+9PWEde25Ga/ay6t9b6fADDTVUQtbVgZ1YnLIrribVVTfTgACoRZOlBENiUzjv64vU+JRGrH93QryQRRPhQoQXVVybLSnang8OFkv+H66oCXXYrpb35TKiBsykxLbu9pcy7vTWZuLVtAcBgAiklFtHjPx6bMdSpz2JSVzr50c9z8sO64tlErFkW8EpCOI/Ung8uv7h9UPCHVV9uaVRcYkj1cKMGApQ9trtOV55NpOdPZtqWPXlanLRfX6rhkafMXd/d71c+a6qfHGobJHI4npKPJjP0ntvXKkbR8QVhzGqdHkBsAJoJlWbrmnbX60Oa6omvBAWDiEBwGisiqxREFA1JXT8ILKCQSju/CiguS6cL2ja42gWKgJNRWJctKd6XK0bUm+w031k6PhTHkZn5TMOt/S27ZTjPqR8KWFh0TEgCgeFQUc+ZwZnDYZA7ncMzhkOVVLDKlpV/YNSBJWr4wIsuydNk5VVqxKKy/OpssIEy85clqKTteG9Dh5Bx4upSVDgYsVSR7e3d0x5VIONq6rVeSdNqaydlUAQAAMJmK96oIKEGBgKW5s9yLp70H3YBwW2dcsbhbkrSB4MK0YQ37PwBmKlNW+nB73CtH91qylGNjDeP3TGKyhYMB6ZiMRc/66oBWLnYXR4+bF1KggD0dAQD5ayjic3Ios6z0KJnDfpZlqSyZPdw34N7/5b0mOOyelyrKbH3iynqdt3HySkyjdJjP2Yt7BuQ47ia56dRWpdpXWvqVfYNq7YirLGJp/fLoFB8ZAADAxJseW/iAErKgOaTdB2La2zKolceG9fzr7gX9rLqgApQknTb8ycK8a0BpmNMYVCRsqasnoZf3Dqq7N6HHn3MzDtYuY1FpJjluflhrlka0oDl78PeSt1Sp62iHzj2FxXcAKDbnnVKhF3YP6MQiPDeHkis0Q4LDw/QczhRN9nzt7Xfvd6TLzd7M3MgEFMKcxqAWNge1+4C70X1WbWBatVuqqbD15mGpozuh9m73u3PC4gi9hgEAwIzEFQJQZNw+hr16bf+gPvvvh9XW6V7YN0+TXj1w+XuLTqPrYQDjEA5ZOnlFVI8/26ufPN6t3W+6WcNvO6VcJyyOTPHRYSKFgpY+clndsLcvOiakT3+gcRKPCACQq7Korf/n/Q1TfRhZmbLSA25szSsrXVmW2wVFWcSWlPAyh3v63H+X53h/YDxs29K176rV7f96WJJUUzl9soal1PF2HI1rT4v7JVzQxLIpAACYmabXTA0oAaZ34Ut7BtTWmVAw4PaqPH1t+RQfGfKRljnMWgxQMk5P9iR7cfeA+gYcLZ0f0rvPpK8fAAAYXcjXc3hg0FHMTV7MPXM4WVa6t99RLO54GcjlEZZ+MDlm1Qb1iSvrtLA5qAtOrZzqw8lLTaW7Ib+jO6G9Le4mT3fzPgAAwMzDFjigyMydFZJlScl2lTpvY4UufSuBhenGJjgMlKRj54R0TGNQbx6Oqarc1t9eWkvPWQAAkBNTvnYw5nhZw8GAFMmxrG00kuw53J9QT1/C+3lZhLkIJs+KRRGt2DL9quaYzOE3DsV06Ii7M4PgMAAAmKnYPgoUmXDIUrOvJ9SmZBYaphd6DgOlybIsvevMSi1oDurDm2u9DAQAAIDRmODwwKCT6jdcZufct7UsmSHcN+Cot9/dbRwNW2ktbwBkt+gYNxD8wu4BSVJdlZ1z1j4AAMB0Q+YwUIQWNLlZZ8sXhDWrlq/pdJS2/kLqMFBS1h4X1drjolN9GAAAYJrxl5U2weGKPIJTpqx0X7/jZQ6XR7kWAXKxeG5IzQ0BHWglaxgAAMx8Rb0Fbvny5Vq1apVWr17t/fPZz35WkrR161ZddtllWr9+vd7xjnfo4YcfnuKjBSbOWSeV69g5Ib3rrOnVowc+voAwsWEAAAAAozGZw7G41Hk0mTkczSM4bMpKDzjq6Uv2G87j/kApsyxLm9aUe/+/oJngMAAAmLmKPiXx5z//uebNm5f2s4MHD+ojH/mIbr31Vl1yySV66qmndN111+nYY4/V6tWrp+hIgYlz7Jywbr66YaoPA+MQ8K3BEBsGAAAAMJpwMHXlcKTLzV7ML3PY/d1eX89h+g0DuTt1VVQ/fKxLiYQ0v6nol0wBAADGbFpuIf3Rj36kRYsW6bLLLlMkEtGmTZt0zjnn6IEHHpjqQwOAIcgcBgAAADCaYCD130c63eBwZVnuFxMmENzbn+o5TOYwkLvqioAufWul1iyNaMWiyFQfDgAAQMEU/Ta4r3zlK/rLX/6i7u5uXXTRRbrlllu0Y8cOrVy5Mu33Vq5cqZ/97GcjPlY8Hlc8Hi/k4ZYE8xryWgIjcBJyHMf8D9+XIsV4BmAmYCwDMFMwnrkB4sGYo7aOmBzHUXnUyvn1CIccOY6jnr64unvc+5eFS/v1BPL1tg1letuGMkkJjfWrw1gGYKZgPAOmn1y/r0UdHF63bp02bdqku+66S3v37tUnP/lJ/f3f/73a29vV1NSU9ru1tbU6cuTIiI/30ksvFfJwS862bdum+hCAorV7T1i9vW6/ooMHO/TMM69P8RFhJIxnAGYCxjIAM0Upj2f9fTXqH7T02p4u9fYGdLilVc8805/Tfd94I6Te3gq98WannP64ensjams9omeeea3ARw0gm1IeywDMLIxnwMxT1MHh+++/3/vvJUuW6KabbtJ1112nk046aUyPt2zZMpWXl0/U4ZWseDyubdu2afXq1QoEAqPfAShBXerVH1/ukiQ1NUW0bl3NFB8RsmE8AzATMJYBmCkYz6T6rYfV3pWQApbKyhytPL5Z606I5nTfSO2AHtnervLKoOobQyrb36vjFs/SunUVBT5qAH6MZQBmCsYzYPrp6enJKVG2qIPDmebNm6d4PC7bttXe3p5225EjR1RfXz/i/QOBAIPYBOL1BIYXCNiyks2Gbdvmu1LkGM8AzASMZQBmilIez8IhW5blqKdfsixLddXBnF+LirKALMtS/6DUO+Dev7K8dF9LYKqV8lgGYGZhPAOmj1y/q3aBj2PMnn/+eX3hC19I+9mrr76qcDisM888U9u3b0+7bfv27Vq7du1kHiIADMu2sv83AAAAAAwnHEq/eKiuyH3ZJhp2f7e3P6HevoQkqSxatMs+AAAAAKZI0V4lNDQ06P7779e9996rgYEBvf766/rqV7+qv/7rv9all16q/fv364EHHlB/f78ee+wxPfbYY7riiium+rABwEVAGAAAAECewsH0C4maytyzdKIR9759A456THA4woUJAAAAgHRFGxxuamrSvffeq0ceeUQ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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Trend Analysis with Rolling Average ---\n", + "# Calculate 30-day and 90-day rolling averages\n", + "df['aqi_30d_rolling'] = df['aqi'].rolling(window=30).mean()\n", + "\n", + "# Plot the original data and the rolling average\n", + "plt.figure(figsize=(16, 7))\n", + "plt.plot(df.index, df['aqi'], label='Daily AQI', color='lightgray', alpha=0.7)\n", + "plt.plot(df.index, df['aqi_30d_rolling'], label='30-Day Rolling Average', color='navy', linewidth=2)\n", + "plt.title('Daily AQI vs. 30-Day Rolling Average in Karachi')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Air Quality Index (AQI)')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 634 + }, + "id": "93c1PhrbgTD9", + "outputId": "20af5548-181e-46b1-9f72-23e4b86bc138" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 1. Load the data from the CSV file\n", + "df = pd.read_csv('karachi_daily_data_5_years.csv')\n", + "\n", + "# 2. Convert the 'timestamp' column to a datetime format\n", + "df['timestamp'] = pd.to_datetime(df['timestamp'])\n", + "\n", + "# 3. Set the 'timestamp' column as the DataFrame's index\n", + "df.set_index('timestamp', inplace=True)\n", + "\n", + "# --- Your original code (which will now work) ---\n", + "df['month'] = df.index.month\n", + "\n", + "plt.figure(figsize=(14, 7))\n", + "sns.boxplot(x='month', y='aqi', data=df, palette='winter')\n", + "plt.title('AQI Distribution by Month in Karachi')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Air Quality Index (AQI)')\n", + "plt.xticks(ticks=range(12), labels=['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 721 + }, + "id": "mcBQkYFFfM2t", + "outputId": "e99372e5-0078-485e-d29e-2d4a2a1312ee" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/tmp/ipython-input-3695908645.py:14: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(x='month', y='aqi', data=df, palette='winter')\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Perform the T-test ---\n", + "\n", + "# NOTE THIS IS DONE TO GET CONCRETE PROOF THAT AVERAGE AQI IS DIFFERENT IN SUMMER AND WINTER\n", + "# THIS IS NOT PART OF BI VARIATE ANALYSIS\n", + "\n", + "# 1. Define the months for each season\n", + "# For Karachi, winter is roughly Nov, Dec, Jan, Feb\n", + "winter_months = [11, 12, 1, 2]\n", + "# Summer/Monsoon is roughly Jun, Jul, Aug, Sep\n", + "summer_months = [6, 7, 8, 9]\n", + "\n", + "# 2. Create two separate samples based on the seasons\n", + "aqi_winter = df[df.index.month.isin(winter_months)]['aqi']\n", + "aqi_summer = df[df.index.month.isin(summer_months)]['aqi']\n", + "\n", + "# 3. Perform the independent samples t-test\n", + "# We set equal_var=False as the box plot showed different variances\n", + "t_statistic, p_value = ttest_ind(aqi_winter, aqi_summer, equal_var=False)\n", + "\n", + "\n", + "# 4. Print and interpret the results\n", + "print(\"--- Statistical Test: Winter vs. Summer AQI ---\")\n", + "print(f\"Mean Winter AQI: {aqi_winter.mean():.2f}\")\n", + "print(f\"Mean Summer AQI: {aqi_summer.mean():.2f}\")\n", + "print(\"-\" * 50)\n", + "print(f\"T-statistic: {t_statistic:.4f}\")\n", + "print(f\"P-value: {p_value:.4f}\")\n", + "print(\"-\" * 50)\n", + "\n", + "# Interpretation\n", + "alpha = 0.05\n", + "if p_value < alpha:\n", + " print(\"Conclusion: The p-value is less than 0.05.\")\n", + " print(\"We REJECT the null hypothesis.\")\n", + " print(\"There is a statistically significant difference in AQI between winter and summer months.\")\n", + "else:\n", + " print(\"Conclusion: The p-value is greater than 0.05.\")\n", + " print(\"We FAIL to reject the null hypothesis.\")\n", + " print(\"There is no statistically significant difference in AQI between winter and summer months.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xTMny_Lm0AX7", + "outputId": "510061e0-cfea-4aa9-c7dc-109c0c712222" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--- Statistical Test: Winter vs. Summer AQI ---\n", + "Mean Winter AQI: 128.86\n", + "Mean Summer AQI: 84.91\n", + "--------------------------------------------------\n", + "T-statistic: 17.3059\n", + "P-value: 0.0000\n", + "--------------------------------------------------\n", + "Conclusion: The p-value is less than 0.05.\n", + "We REJECT the null hypothesis.\n", + "There is a statistically significant difference in AQI between winter and summer months.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf\n", + "\n", + "# --- Autocorrelation Plot ---\n", + "# We'll check the correlation of AQI with its values from the past 40 days\n", + "\n", + "# PURPOSE OF AUTOCORRELATION IS TO SEE WHETHER THE PREVIOUS DAYS AQI HAS ANY CORRELATION ON TODAYS AQI\n", + "# INFERING FROM THE CHART WE CAN SEE THAT YES TODAYS AQI DOES CORRELATED POSITIVELY WITH LAGGING AQI\n", + "\n", + "plt.style.use('default')\n", + "fig, ax = plt.subplots(figsize=(12, 6))\n", + "plot_acf(df['aqi'].dropna(), lags=40, ax=ax)\n", + "ax.set_title('Autocorrelation of Daily AQI')\n", + "ax.set_xlabel('Lag (in days)')\n", + "ax.set_ylabel('Correlation')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "7fge6moAgY4i", + "outputId": "367b4a66-8fba-43a9-97ad-5be06fa34bd9" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Correlation Heatmap ---\n", + "# We'll drop the 'month' column as it's categorical for this calculation\n", + "corr_matrix = df.drop(columns=['month']).corr()\n", + "\n", + "plt.figure(figsize=(12, 9))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + "plt.title('Feature Correlation Matrix')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 885 + }, + "id": "3A-n0x1tfaNB", + "outputId": "e08d5082-d65c-413e-bdec-db9784a543e6" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- Dendrogram ---\n", + "plt.figure(figsize=(12, 7))\n", + "# Use correlation distance for clustering\n", + "Z = hierarchy.linkage(corr_matrix, 'average')\n", + "hierarchy.dendrogram(Z, labels=corr_matrix.columns, orientation='top', leaf_rotation=90)\n", + "plt.title('Hierarchical Clustering of Features (Dendrogram)')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 755 + }, + "id": "DPxAsN0LfokA", + "outputId": "bb90ffa9-9982-41bf-cb4b-99bf7c6cffd2" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Outlier Analysis begins here\n", + "features_to_plot = df.drop(columns=['month'])\n", + "features_to_plot.plot(kind='box', subplots=True, layout=(3, 3), figsize=(15, 12), sharex=False)\n", + "plt.suptitle('Outlier Detection for All Features', y=1.02, fontsize=16)\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "KdrkkZ-GfsNh", + "outputId": "1d0ab7c3-26c8-4b3e-8b38-3e396a6a4ac0" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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vSk9PN9oCAwPVsGFD/fHHHzp48CDFdKAC3WzXtZutvwCAmq081zWmdgEAAABqgKSkJKWnp2vZsmXq2rWrkpKSlJGRIV9fX4WEhOi7775TcHCwkpKSFBoaau90AQAAgGqFQjoAAABQA2RkZEiS2rZtK0dHxxLF8rZt29rEAQAAALh6zJEOAAAA1AC+vr6SpLS0NJnNZiUmJmrZsmVKTEyU2WxWWlqaTRwAAACAq8eIdAAAAKAGCAkJUUBAgMaOHVtijvSAgAA1atRIgYGBCgkJsV+SAAAAQDXFiHQAAACgBnB0dNQ999yjXbt2KTc3VwsXLtTx48e1cOFC5ebmateuXYqOjmahUQAAqrjS7iwDYH8U0gEAAIAawGw2a/ny5erSpYtcXV01atQo+fn5adSoUXJzc1OXLl20YsUKPowDAFCFxcXFqUWLFgoLC9PQoUMVFhamFi1aKC4uzt6pATc9CukAAABADZCUlKT09HS9/fbbOnz4sDZv3qylS5dq8+bNOnTokN566y0dOXJESUlJ9k4VAACUIi4uTtHR0WrXrp2Sk5N17tw5JScnq127doqOjqaYDtgZc6QDAAAANUBGRoYkqW3btnJ0dFRoaKhNe9u2bW3iAABA1WE2mzVhwgQNHDhQ8fHxcnC4OPY1KChI8fHxioyM1MSJEzV48GCmaQPshBHpAAAAQA3g6+srSUpLSyu13brfGgcAAKoO651lU6dONYroVg4ODoqJieHOMsDOKKQDAAAANUBISIgCAgI0Y8YMFRYW2ixSVlhYqNjYWAUGBiokJMTeqQIAgD+59M6y0nBnGWB/FNIBAACAGsDR0VFz587VV199JQ8PD5tFyjw8PPTVV19pzpw53A4OVFFbt27VoEGD5OfnJ5PJpPj4eJt2k8lU6mP27NlGTEBAQIn2mTNn2hxnz549CgkJkaurq/z9/TVr1qzK6B6AK+DOMqDqo5AOAAAA1CAmk6nUfaXtB1B15OTkqEOHDpo3b16p7RkZGTaP999/XyaTSUOGDLGJmz59uk3c2LFjjbbs7Gz17dtXzZo1U0pKimbPnq0XXnhBCxcuvKF9A3Bll95ZVlxcbNNWXFzMnWVAFcBiowAAAEANcOkiZZ9//rm2bdumjIwM+fr6qkePHhoyZAiLlAFVWL9+/dSvX7/Ltvv4+Nhsf/HFFwoLC9Ott95qs79evXolYq2WLFmigoICvf/++3J2dlabNm2Umpqq1157TaNGjbr+TgC4ZtY7y6KjoxUZGamYmBi1bdtWaWlpio2NVUJCglasWME1HLAjRqQDAAAANcCli5TVqlVLoaGhuv/++xUaGqpatWqxSBlQg5w4cUKrVq3SyJEjS7TNnDlTDRs2VKdOnTR79mwVFRUZbcnJyerVq5ecnZ2NfeHh4Tpw4IDOnDlT6rny8/OVnZ1t8wBwY0RFRWnFihXau3evgoOD5e7uruDgYKWlpWnFihWKioqyd4rATa1chfTY2Fh17dpV9erVk5eXlyIjI3XgwAGbmNDQ0BJzsj3++OM2MUePHtWAAQNUu3ZteXl5adKkSTYXdwAAAADlwyJlwM1j8eLFqlevXomi2r/+9S998skn2rx5sx577DHNmDFDkydPNtozMzPl7e1t8xrrdmZmZqnnio2NlYeHh/Hw9/ev4N4AuFRUVJQOHTqkzZs3a+nSpdq8ebMOHjxIER2oAso1tcuWLVs0evRode3aVUVFRZo6dar69u2r/fv3q06dOkbco48+qunTpxvbtWvXNp6bzWYNGDBAPj4+2r59uzIyMjR8+HDVqlVLM2bMqIAuAQAAADefSxcpu+OOOzR//nwdPnxYzZs315NPPskiZUAN8v7772vYsGFydXW12T9+/Hjjefv27eXs7KzHHntMsbGxcnFxuaZzxcTE2Bw3OzubYjoA4KZUrkL6mjVrbLYXLVokLy8vpaSkqFevXsb+2rVrX3ZOtnXr1mn//v3asGGDvL291bFjR7300kuaMmWKXnjhBZtbzAAAAABcHesiZQ888IDS09NlNpuNtokTJyogIIBFyoAaICkpSQcOHNCnn356xdhu3bqpqKhI6enpuv322+Xj46MTJ07YxFi3L/cZ3sXF5ZqL8ADKLy4uThMmTFB6erqxLyAgQHPnzmVUOmBn1zVHelZWliTJ09PTZv+SJUvUqFEjtW3bVjExMbpw4YLRlpycrHbt2tncThYeHq7s7Gzt27ev1PMwJxsAAABQNkdHR3Xo0EGHDx+Wo6OjnnnmGR08eFDPPPOMHB0ddfjwYbVv355FyoBq7r333lPnzp3VoUOHK8ampqbKwcFBXl5ekqTu3btr69atKiwsNGLWr1+v22+/XQ0aNLhhOQO4OnFxcYqOjla7du2UnJysc+fOGXW06OhoxcXF2TtF4KZ2zYX04uJiPf300+rRo4fNPIxDhw7Vxx9/rM2bNysmJkYfffSRHnjgAaOdOdkAALCPrVu3atCgQfLz85PJZFJ8fLxNu8Vi0XPPPSdfX1+5ubmpT58+OnjwoE3M6dOnNWzYMLm7u6t+/foaOXKkzp8/X4m9AHA5BQUFWrVqlTw8POTn56eZM2fqtttu08yZM9W4cWN5eHho1apVKigosHeqAEpx/vx5paamKjU1VZJ05MgRpaam6ujRo0ZMdna2li9frn/+858lXp+cnKw33nhD33//vX7++WctWbJE48aN0wMPPGAUyYcOHSpnZ2eNHDlS+/bt06effqo333zTZuoWAPZhNps1YcIEDRw4UPHx8QoKClLdunUVFBSk+Ph4DRw4UBMnTrS54wxA5brmQvro0aOVlpamTz75xGb/qFGjFB4ernbt2mnYsGH68MMPtXLlSh0+fPiak4yJiVFWVpbxOHbs2DUfCwCAm1VOTo46dOigefPmldo+a9YsvfXWW1qwYIF27NihOnXqKDw8XHl5eUbMsGHDtG/fPq1fv14JCQnaunWrRo0aVVldAFCG+fPnq6ioSHPmzCl1kbJZs2apqKhI8+fPt3eqAEqxa9cuderUSZ06dZJ0cb7zTp066bnnnjNiPvnkE1ksFt1///0lXu/i4qJPPvlEd955p9q0aaNXXnlF48aN08KFC40YDw8PrVu3TkeOHFHnzp01YcIEPffcc1zLgSogKSlJ6enpmjp1qhwcbMt1Dg4OiomJ0ZEjR5SUlGSnDAGUa450qzFjxhgfnps0aVJmbLdu3SRJhw4dUvPmzeXj46PvvvvOJoY52QAAuPH69eunfv36ldpmsVj0xhtvaNq0aRo8eLAk6cMPP5S3t7fi4+N133336YcfftCaNWu0c+dOdenSRZL09ttvq3///pozZ478/PwqrS8ASrIOXBk4cKAcHR0VGhpq0z5w4ECbOABVS2hoqCwWS5kxo0aNumzR+4477tC33357xfO0b9+eQhxQBWVkZEiSzawPl7Lut8YBqHzlGpFusVg0ZswYrVy5Ups2bVJgYOAVX2O9Lc3X11fSxTnZ9u7dq5MnTxox69evl7u7u1q3bl2edAAAQAU5cuSIMjMz1adPH2Ofh4eHunXrpuTkZEkXbxmvX7++UUSXpD59+sjBwUE7duyo9JwB2GrevLkkKSEhodR2635rHAAAqDqsdbO0tLRS2637rXEAKl+5CumjR4/Wxx9/rKVLl6pevXrKzMxUZmamcnNzJV0c3fLSSy8pJSVF6enp+vLLLzV8+HD16tVL7du3lyT17dtXrVu31oMPPqjvv/9ea9eu1bRp0zR69GhGnQMAYCfWdUpKW8fE2paZmWksVmbl5OQkT0/Py65zIrFoOFBZnnzySTk5OWnatGnKz89XYmKili1bpsTEROXn5+u5556Tk5OTnnzySXunCgAA/iQkJEQBAQGaMWOGiouLbdqKi4sVGxurwMBAhYSE2ClDAOWa2uWdd96RpBK3iX7wwQd66KGH5OzsrA0bNuiNN95QTk6O/P39NWTIEE2bNs2IdXR0VEJCgp544gl1795dderU0YgRIzR9+vTr7w0AAKhyYmNj9eKLL9o7DaDGc3Z21rhx4zR79mzVrl3b5kO4g4ODiouLNWnSJDk7O9sxSwAAUBpHR0fNnTtX0dHRGjx4sCIiIuTm5qbc3FytWbNGq1at0ooVK+To6GjvVIGbVrkK6Vear83f319btmy54nGaNWumr7/+ujynBgAAN5B1nZITJ07Y3C564sQJdezY0Yi5dGo2SSoqKtLp06cvu86JdHHR8PHjxxvb2dnZ8vf3r8DsAVgFBQVJUqkj2S5tBwAAVU9UVJQmTpyo119/3WaqNicnJ02cOFFRUVF2zA5AuaZ2AQAANVNgYKB8fHy0ceNGY192drZ27Nih7t27S7q4zsnZs2eVkpJixGzatEnFxcXG4uKlcXFxkbu7u80DQMUzm82aMGGCunTpombNmtm0NWvWTF26dNHEiRNlNpvtlCEAAChLXFyc5syZo4iICM2bN0/vv/++5s2bp4iICM2ZM0dxcXH2ThG4qVFIBwDgJnH+/HmlpqYaC4EfOXJEqampOnr0qEwmk55++mm9/PLL+vLLL7V3714NHz5cfn5+ioyMlCS1atVKERERevTRR/Xdd99p27ZtGjNmjO677z75+fnZr2MAJElJSUlKT09XSkqK2rdvr+TkZJ07d07Jyclq3769UlJSdOTIESUlJdk7VQAA8CfWL8QHDhyouLg4tW7dWq6urmrdurXi4uI0cOBAvhAH7KxcU7sAAIDqa9euXQoLCzO2rdOtjBgxQosWLdLkyZOVk5OjUaNG6ezZs+rZs6fWrFkjV1dX4zVLlizRmDFj1Lt3bzk4OGjIkCF66623Kr0vAEr67bffJEkRERGKj4+Xg8PFMTNBQUGKj4/XwIEDtXr1aiMOAABUHdYvxB977DH95S9/UXp6utEWEBCgUaNG6auvvlJSUlKJtQsBVA4K6QAA3CRCQ0PLXO/EZDJp+vTpZS4A7unpqaVLl96I9ABcp1OnTkm6OL+qtYhu5eDgoMjISK1evdqIAwAAVUdGRoaki+sLDRo0SMuWLVPbtm2VlpamGTNmaOrUqTZxACofU7sAAAAANcAtt9wi6eL8qqUtNhofH28TBwAAqg4vLy9JUs+ePRUfH6+goCDVrVvXuLOsR48eNnEAKh+FdAAAAKAGaNy4sSRp9erVioyMtJkj3Toa/dI4AABQNZnNZiUmJmrZsmVKTEyU2WyWyWSyd1rATY+pXQAAAIAaICQkRAEBAWrUqJH27Nmj4OBgoy0gIEBdunTRH3/8oZCQEDtmCQAASnPy5ElJ0rZt2+Th4aHc3Fyjzc3NTXl5eTZxACofhXQAAACgBnB0dNTcuXMVHR2tAQMGaNKkSXJzc1Nubq7WrFmjVatWacWKFXJ0dLR3qgAA4E98fX0lqdQ1jUwmk7HfGgeg8lFIBwAAAGqIqKgorVixQhMmTFBCQoKxPzAwUCtWrFBUVJQdswMAAJcTHBwsJycn1alTR/Xr19cvv/xitN1yyy06e/ascnJybO44A1C5mCMdAAAAqEGioqJ06NAhbd68WUuXLtXmzZt18OBBiugAAFRh27dvV1FRkbKyspSXl6eFCxfq+PHjWrhwofLy8pSVlaWioiJt377d3qkCNy1GpAMoldlsVlJSkjIyMuTr66uQkBBuBQcAoJpwdHRUaGiovdMAAABX6bfffpMkderUSadPn9aoUaOMtoCAAHXq1En//e9/jTgAlY8R6QBKiIuLU4sWLRQWFqahQ4cqLCxMLVq0UFxcnL1TAwAAAACgxjl16pQk6cknn9Thw4dt7iw7dOiQHn/8cZs4AJWPQjoAG3FxcYqOjla7du2UnJysc+fOKTk5We3atVN0dDTFdAAAqgGz2azExEQtW7ZMiYmJMpvN9k4JAACU4ZZbbpF08TO5yWRSaGio7r//foWGhspkMik+Pt4mDkDlo5AOwGA2mzVhwgQNHDhQ8fHxCgoKUt26dRUUFKT4+HgNHDhQEydO5MM4AABVGHeWAQBQ/TRu3FiStHr1akVGRtoMbIuMjNTq1att4gBUPgrpAAxJSUlKT0/X1KlT5eBg++vBwcFBMTExOnLkiJKSkuyUIQAAKAt3lgEAUD2FhIQoICBAXbp00Z49exQcHCx3d3cFBwdr79696tKliwIDAxUSEmLvVIGbFouNAjBkZGRIktq2bVtqu3W/NQ4AAFQdf76zzPqluPXOssjISE2cOFGDBw9mAXEAAKoYR0dHzZ07V9HR0RowYIAmTZokNzc35ebmas2aNVq1apVWrFjBNRywIwrpAAy+vr6SpLS0NAUFBZVoT0tLs4kDAABVh/XOsmXLll32zrLg4GAlJSUpNDTUPkkCAIDLioqK0ooVKzRhwgQlJCQY+wMDA7VixQpFRUXZMTsAFNIBGKy3ks2YMcNmJJskFRcXKzY2llvJAACooi69s8xsNispKUkZGRny9fVVSEgId5YBAFANREVFafDgwSWu44xEB+yPQjoAw6W3kkVGRiomJkZt27ZVWlqaYmNjlZCQwK1kAABUUdY7xv7973/rP//5j9LT0422gIAAjRo1yiYOAABUTY6Ojtw9BlRBLDYKwIb1VrK9e/faLG6SlpbGrWQAAFRhISEh8vLyMr4Iv3Sx0bZt22rq1Kny8vLizjIAAADgGjAiHUAJ3EoGAED1ZLFYbJ5bHwAAAACuD4V0AKXiVjIAAKqXpKQknTp1SrGxsfrPf/6j4OBgoy0wMFAzZszQ1KlTWWwUAAAAuAZM7QIAAADUANZFRMeMGaNDhw5p8+bNWrp0qTZv3qyDBw9qzJgxNnEAAAAArh4j0gEAAIAawLqIaFpamoKCgkqMOk9LS7OJAwAAAHD1GJEOAAAA1AAhISEKCAjQjBkzVFxcbNNWXFys2NhYBQYGstgoAABVnNlsVmJiopYtW6bExESZzWZ7pwRAFNIBAACAGsHR0VFz585VQkKCBg8erHnz5un999/XvHnzNHjwYCUkJGjOnDksHg5UUVu3btWgQYPk5+cnk8mk+Ph4m/aHHnpIJpPJ5hEREWETc/r0aQ0bNkzu7u6qX7++Ro4cqfPnz9vE7NmzRyEhIXJ1dZW/v79mzZp1o7sGoBzi4uLUokULhYWFaejQoQoLC1OLFi0UFxdn79SAmx6FdAAAAKCGiIqK0sSJE7Vq1SqNGTNGI0eO1JgxY7Rq1SpNnDhRUVFR9k4RwGXk5OSoQ4cOmjdv3mVjIiIilJGRYTyWLVtm0z5s2DDt27dP69evV0JCgrZu3apRo0YZ7dnZ2erbt6+aNWumlJQUzZ49Wy+88IIWLlx4w/oF4OrFxcUpOjpa7dq1U3Jyss6dO6fk5GS1a9dO0dHRFNMBOzNZLBaLvZMor+zsbHl4eCgrK0vu7u72TgcAgOtys13Xbrb+ApUpLi5OQ4YMuWz7559/TjEdqGA34rpmMpm0cuVKRUZGGvseeughnT17tsRIdasffvhBrVu31s6dO9WlSxdJ0po1a9S/f3/9+uuv8vPz0zvvvKP/9//+nzIzM+Xs7CxJeuaZZxQfH68ff/zxqnLjOg7cGGazWS1atFC7du0UHx8vB4f/jX0tLi5WZGSk0tLSdPDgQe4uAypQea5rjEgHAAAAagCz2awHHnigzJgHHniAeVaBaiwxMVFeXl66/fbb9cQTT+iPP/4w2pKTk1W/fn2jiC5Jffr0kYODg3bs2GHE9OrVyyiiS1J4eLgOHDigM2fOlHrO/Px8ZWdn2zwAVLykpCSlp6dr6tSpNkV0SXJwcFBMTIyOHDmipKQkO2UIgEI6AAAAUAOsW7dOubm5ki6OZr2UdTs3N1fr1q2r9NwAXL+IiAh9+OGH2rhxo1599VVt2bJF/fr1M74cy8zMlJeXl81rnJyc5OnpqczMTCPG29vbJsa6bY35s9jYWHl4eBgPf3//iu4aAEkZGRmSpLZt25babt1vjQNQ+SikAwAAADXAnDlzjOf9+/e3mVu1f//+pcYBqD7uu+8+3X333WrXrp0iIyOVkJCgnTt3KjEx8YaeNyYmRllZWcbj2LFjN/R8wM3K19dXkpSWliaz2azExEQtW7ZMiYmJMpvNSktLs4kDUPmc7J0AgKqpoKBA8+fP1+HDh9W8eXM9+eSTNreAAgCAquWnn36SJPn7++vLL780bgsPCgrSl19+qWbNmunXX3814gBUb7feeqsaNWqkQ4cOqXfv3vLx8dHJkydtYoqKinT69Gn5+PhIknx8fHTixAmbGOu2NebPXFxc5OLicgN6AOBSISEhCggI0NixY/X7778rPT3daAsICFCjRo0UGBiokJAQ+yUJ3OQYkQ6ghMmTJ6tOnToaN26c/v3vf2vcuHGqU6eOJk+ebO/UAADAZTg5XRwjU1hYWOpItqKiIps4ANXbr7/+qj/++MMYndq9e3edPXtWKSkpRsymTZtUXFysbt26GTFbt25VYWGhEbN+/XrdfvvtatCgQeV2AIANR0dH3XPPPdq1a5eOHj1q03b06FHt2rVL0dHRLDQK2BGFdAA2Jk+erNmzZ6thw4Z69913lZGRoXfffVcNGzbU7NmzKaYDAFBFWQtlmZmZqlu3rsLCwjR06FCFhYWpbt26xvzH1jgAVcv58+eVmpqq1NRUSdKRI0eUmpqqo0eP6vz585o0aZK+/fZbpaena+PGjRo8eLBatGih8PBwSVKrVq0UERGhRx99VN999522bdumMWPG6L777pOfn58kaejQoXJ2dtbIkSO1b98+ffrpp3rzzTc1fvx4e3UbwP/PbDZr8eLFkqTi4mKbNuv24sWLWTQcsCOTxWKx2DuJ8srOzpaHh4eysrLk7u5u73SAGqOgoEB16tRRw4YN9euvv9qMWCsqKlKTJk30xx9/KCcnh2legAp0s13Xbrb+ApVl3bp1RkGtLGvXrlXfvn0rISPg5lBR17XExESFhYWV2D9ixAi98847ioyM1H//+1+dPXtWfn5+6tu3r1566SWbxUNPnz6tMWPG6KuvvpKDg4OGDBmit956S3Xr1jVi9uzZo9GjR2vnzp1q1KiRxo4dqylTplR6fwHY2rhxo/r06SNJGjBggPr37y83Nzfl5ubq66+/1qpVqyRJGzZsUO/eve2ZKlCjlOe6xn2dAAzz589XUVGRXn755RK3fTs5OWn69Ol67LHHNH/+fD399NP2SRIAAJQqNDRUJpNJZY2TMZlMCg0NrbykAFy10NDQMv/9rl279orH8PT01NKlS8uMad++vZKSksqdH4Aba9OmTZIuTsG0YsUKLViwQD/88IOaN2+uFStWKCwsTN9++602bdpEIR2wEwrpAAyHDx+WJA0cOLDUdut+axwAAKg6tm/fXmYRTpIsFou2b99OMR0AgCrGOi967dq1Va9ePWNtE0maNGmSevXqZRMHoPIxRzoAQ/PmzSVJCQkJpS5SlpCQYBMHAACqjoyMDEnSU089JQcH2//mOzg46KmnnrKJAwAAVUfTpk0lXZzixdPTUxMnTtT8+fM1ceJEeXp6GiPWrXEAKh9zpAMwWOdIr1OnjurXr69ffvnFaGvWrJnOnj2rnJwc5kgHKtjNdl272foLVBbr/Momk0kuLi7Ky8sz2lxdXZWfny+LxaLNmzczIh2oQDfbde1m6y9QWdasWaN+/fpJkjE3utWl26tXr1ZERIRdcgRqovJc1xiRDsDg7OysAQMGKCsrSxkZGZoyZYp++uknTZkyRRkZGcrKytKAAQMoogMAUAUFBwfLwcFBFotFYWFheuqppzRq1Cg99dRTCgsLk8VikYODg4KDg+2dKgAA+JN9+/YZz/Pz823aLt2+NA5A5WKOdAAGs9ms77//Xs2bN1d6erpeffVVvfrqq5IuLjbavHlz7dmzR2azWY6OjnbOFgAAXCopKUnFxcWSLo5qW716tdFmMpkkScXFxUpKSmKRMgAAqpiff/7ZeG69npe2fWkcgMrFiHQAhqSkJKWnp+uf//ynGjdubNPm5+enkSNH6siRI0pKSrJThgAA4HISExON59bCudWlc6ZfGgcAAKqGS6/df76Ol9UGoPKUq5AeGxurrl27ql69evLy8lJkZKQOHDhgE5OXl6fRo0erYcOGqlu3roYMGaITJ07YxBw9elQDBgxQ7dq15eXlpUmTJtmsRgzAPqyLj8XExKhDhw5KTk7WuXPnlJycrA4dOmjq1Kk2cQAAoOqw/n+6QYMGunDhgjZv3qylS5dq8+bNysnJUYMGDWziAABA1dG1a1fjeb9+/TRv3jy9//77mjdvnjF3+p/jAFSuchXSt2zZotGjR+vbb7/V+vXrVVhYqL59+yonJ8eIGTdunL766istX75cW7Zs0fHjxxUVFWW0m81mDRgwQAUFBdq+fbsWL16sRYsW6bnnnqu4XgG4Jl5eXpKknj17Kj4+XkFBQapbt66CgoIUHx+vHj162MQBAICq4+zZs5IkT09P1apVS6Ghobr//vsVGhqqWrVqydPT0yYOAABUHb///rvxfNeuXTp8+LAuXLigw4cPa9euXaXGAahc5Zojfc2aNTbbixYtkpeXl1JSUtSrVy9lZWXpvffe09KlS3XXXXdJkj744AO1atVK3377rYKCgrRu3Trt379fGzZskLe3tzp27KiXXnpJU6ZM0QsvvMAihkAVxi1kAABUXdbpWw4fPqzBgwdr6tSpatu2rdLS0jRjxgwdPnzYJg4AAFQdp0+flnTxzrKTJ0/qtddes2lv0KCBzpw5Y8QBqHzXtdhoVlaWJBmjW1JSUlRYWKg+ffoYMS1btlTTpk2VnJysoKAgJScnq127dvL29jZiwsPD9cQTT2jfvn3q1KlTifPk5+fbrFCcnZ19PWkDuIyTJ09KkrZt26bBgwcrIiJCbm5uys3N1Zo1a7Rt2zabOAAAUHXcdtttxvMNGzYoISHB2HZzcys1DgAAVA3WL7rPnDkjk8kki8VitJlMJp05c8YmDkDlu+Z/fcXFxXr66afVo0cPtW3bVpKUmZkpZ2dn1a9f3ybW29tbmZmZRsylRXRru7WtNLGxsfLw8DAe/v7+15o2gDL4+vpKkoYOHao1a9ZozJgxGjlypMaMGaM1a9bo/vvvt4kDUPOYzWY9++yzCgwMlJubm5o3b66XXnrJ5j/yFotFzz33nHx9feXm5qY+ffro4MGDdswagCQ9+eSTcnJykrOzs/Ly8mzacnNz5ezsLCcnJz355JN2yhAAAFxOSEiI8fzS/3v/efvSOACV65pHpI8ePVppaWn65ptvKjKfUsXExGj8+PHGdnZ2NsV04AYICQnRLbfcoiVLlmjAgAHq37+/MSL966+/1tKlS+Xl5cWFG6jBXn31Vb3zzjtavHix2rRpo127dunhhx+Wh4eH/vWvf0mSZs2apbfeekuLFy9WYGCgnn32WYWHh2v//v1ydXW1cw+Am5ezs7M6deqknTt3ltpeUFCgrl27MpUiAABV0KVTqTo7OyskJES+vr7KyMhQUlKSCgoKSsQBqFzXVEgfM2aMEhIStHXrVjVp0sTY7+Pjo4KCAp09e9ZmVPqJEyfk4+NjxHz33Xc2xztx4oTRVhoXFxe5uLhcS6oAysl6UTaZTOrUqZMxt+rq1avtnBmAyrB9+3YNHjxYAwYMkCQFBARo2bJlxrXbYrHojTfe0LRp0zR48GBJ0ocffihvb2/Fx8frvvvus1vuwM2uoKBAKSkpZcakpKSooKCAYjoAAFXMpk2bjOcFBQXauHHjZeP+9re/VVZaAC5RrqldLBaLxowZo5UrV2rTpk0KDAy0ae/cubNq1apl84/9wIEDOnr0qLp37y5J6t69u/bu3Wszx/L69evl7u6u1q1bX09fAFynpKQknTx5UrGxsUpLS1NwcLDc3d0VHBysffv2acaMGTp58qSSkpLsnSqAGyQ4OFgbN27UTz/9JEn6/vvv9c0336hfv36SpCNHjigzM9NmPRQPDw9169ZNycnJpR4zPz9f2dnZNg8AFe/tt99WcXGxAgICSty96e/vr2bNmqm4uFhvv/22nTIEAACXs2vXrgqNA1DxyjUiffTo0Vq6dKm++OIL1atXz5jT3MPDQ25ubvLw8NDIkSM1fvx4eXp6yt3dXWPHjlX37t0VFBQkSerbt69at26tBx98ULNmzVJmZqamTZum0aNHM+ocsLOMjAxJF+86mTRpkpKSkpSRkSFfX1+FhITowoULmjp1qhEHoOZ55plnlJ2drZYtW8rR0VFms1mvvPKKhg0bJul/65mUtt5JWWudvPjiizc2cQDGlIvp6ek2i4tK0u+//67c3FwjbsKECZWeHwAAuLzatWsbz11dXW3WO7l0+9I4AJWrXCPS33nnHWVlZSk0NFS+vr7G49NPPzViXn/9dQ0cOFBDhgxRr1695OPjo7i4OKPd0dFRCQkJcnR0VPfu3fXAAw9o+PDhmj59esX1CsA1sS4impaWJkdHR4WGhur+++9XaGioHB0dlZaWZhMHoOb57LPPtGTJEi1dulS7d+/W4sWLNWfOHC1evPiajxkTE6OsrCzjcezYsQrMGIBVnTp1jOe9e/dWcnKyzp07p+TkZPXu3bvUOAAAUDVc+jnbw8NDCxcu1PHjx7Vw4UJ5eHiUGgegcpVrRPqfVw0ujaurq+bNm6d58+ZdNqZZs2b6+uuvy3NqAJUgJCREAQEBmjFjhuLj4+Xg8L/v2oqLixUbG6vAwEAWGwVqsEmTJumZZ54x5jpv166dfvnlF8XGxmrEiBHGeiYnTpyw+U/8iRMn1LFjx1KPyVonQOVo3769lixZIkdHR33++efGPOhBQUH6/PPPVbt2bZnNZrVv397OmQIAgD+7tFielZWlUaNGGduurq6lxgGoXNe02CiAmsnR0VFz585VdHS0Bg8erIiICLm5uSk3N1dr1qzRqlWrtGLFCjk6Oto7VQA3yIULF2y+RJMu/m4oLi6WJAUGBsrHx0cbN240CufZ2dnasWOHnnjiicpOF8AlsrKyJElms1n+/v668847VadOHeXk5GjLli0ym802cQAAoOo4fvy48Tw/P9+m7dLtS+MAVC4K6QBsREVFaeLEiXrttdeUkJBg7Hd0dNTEiRMVFRVlx+wA3GiDBg3SK6+8oqZNm6pNmzb673//q9dee02PPPKIJMlkMunpp5/Wyy+/rNtuu02BgYF69tln5efnp8jISPsmD9zkLv0S7OTJk1q+fPkV4wAAQNXQtGlTSRfv5vxzId1isRj7rXEAKh//iwZgIy4uTrNnzzZuB7dydnbW7NmzbdY8AFDzvP3224qOjtaTTz6pVq1aaeLEiXrsscf00ksvGTGTJ0/W2LFjNWrUKHXt2lXnz5/XmjVrbG45BVD5QkNDjecmk8mm7dLtS+MAAEDVcNddd0m6OPrcZDKpSZMmatGihZo0aSKTyWQU161xACqfyXI1E59XMdnZ2fLw8FBWVpbc3d3tnQ5QY5jNZvn6+urUqVMaOHCg/t//+39q27at0tLS9MorryghIUFeXl46fvw407sAFehmu67dbP0FKktubq5q164tSerfv7/69+9vTNH29ddfG2sUXbhwQW5ubvZMFahRbrbr2s3WX6CynD9/XvXq1bti3Llz51S3bt1KyAi4OZTnusbULgAMiYmJOnXqlHr27KkvvvjCuPU7KChIX3zxhe6880598803SkxMVO/eve2cLQAAuNR//vMf4/mmTZuMwrkkm8L5f/7zHz399NOVmRoAALiCZ5555qrj/v3vf9/gbACUhqldABgSExMlSS+++GKJ+VMdHBz0/PPP28QBAICq4/Dhw5KkJ554QoWFhTZthYWFxoLA1jgAAFB1/Pjjj5KkunXrqlmzZjZtAQEBxih0axyAyseIdAClMpvNSkpKUkZGhnx9fRUSEmLvlAAAQBmaN28uSVqwYIEGDBigfv36GVO7rF69WgsWLLCJAwAAVUdeXp4kqWfPnkpISCjxebx///5at26dEQeg8lFIB2AIDQ3Vyy+/rNGjRysvL0/p6elGW0BAgLGQIIuUAQBQ9Tz22GMaN26catWqpc8//9xm4fB//vOfqlevngoKCvTYY4/ZMUsAAG4OuQVmHT51/qrjfQP+Im3bpo0bN+r7o6dVN6C93DxuU90Gbvr+6Glt3rzZiEv7Leuqj9v8lrpyc2aNM6AiUEgHYAgNDZWHh4d+/PFHeXl5aeHChRo4cKASEhI0bdo0paeny8PDg0I6AABV0I4dOyRJBQUFatKkiUJDQ1W3bl2dP39eiYmJKigoMOK4lgMAcGMdPnVeA9/+5qrjszMuFrsLCwvV+TY/1esyWHXb/U3n967XuV1fSOYiSdLGDEftLMdxE8b2VNvGHuVLHkCpKKQDsGEdvXbu3DmNGjXK2G9dpMzFxcUueQEAgLJlZGRIku644w7t3r1by5cvt2m37rfGAQCAG6f5LXWVMLbnVccXFPxVf73tAzk4OqqwoEDndnyuczs+N9prOTur2FysDf83w+aus6vJA0DFoJAOwJCUlKRTp04pNjZWCxYs0C+//GK0eXt7a9SoUZo6daqSkpIYyQYAQBXj6+srSdq9e7ccHBxUXFxstDk4OGj37t02cQAA4MZxc3Ys90jw8ePHa/bs2brlllvUrPlftOfXLLVv4qFfDv+kU6dOadKkSboj8JYblDGAK3GwdwIAqg7rCDV/f/8SbRaLRU2bNrWJAwAAVUe3bt2M5xEREUpOTta5c+eUnJysiIiIUuMAVB1bt27VoEGD5OfnJ5PJpPj4eKOtsLBQU6ZMUbt27VSnTh35+flp+PDhOn78uM0xAgICZDKZbB4zZ860idmzZ49CQkLk6uoqf39/zZo1qzK6B+AqzJo1S5MmTdKZM2e069ttKvg1Tbu+3aYzZ85o0qRJ/HsF7IxCOgCDdYTaAw88oPbt29t8AG/fvr0eeOABmzgAAFB1zJ8/33ju4OAgi8ViPBwcHEqNA1B15OTkqEOHDpo3b16JtgsXLmj37t169tlntXv3bsXFxenAgQO6++67S8ROnz5dGRkZxmPs2LFGW3Z2tvr27atmzZopJSVFs2fP1gsvvKCFCxfe0L4BuHqzZs1STk6OJj8/Q/XuGKjJz89QTk4ORXSgCmBqFwCG4OBgOTk5qWHDhoqLi5OT08VfEUFBQYqLi1OTJk30xx9/KDg42M6ZAgCAP/vmm4sLj8XExGjZsmU21+vAwEBNmTJFr776qr755htNmDDBXmkCuIx+/fqpX79+pbZ5eHho/fr1Nvv+/e9/669//auOHj1q3DkqSfXq1ZOPj0+px1myZIkKCgr0/vvvy9nZWW3atFFqaqpee+01m/WRANiXs7OzHnz0SX2a114PPtqzXHOiA7hxGJEOwLB9+3YVFRXp5MmTioqKshmRHhUVpZMnT6qoqEjbt2+3d6oAAOBP6ta9uJjYyZMnZbFYbNqKi4t16tQpmzgA1VtWVpZMJpPq169vs3/mzJlq2LChOnXqpNmzZ6uoqMhoS05OVq9evWyKcuHh4Tpw4IDOnDlTWakDAFAtUUgHYLDOff7RRx9pz549Cg4Olru7u4KDg7V371599NFHNnEAAKDqePDBByVJ7733Xol5k48fP67333/fJg5A9ZWXl6cpU6bo/vvvl7u7u7H/X//6lz755BNt3rxZjz32mGbMmKHJkycb7ZmZmfL29rY5lnU7MzOz1HPl5+crOzvb5gEAwM2IqV0AGKxzn69evVq//vqrTduxY8f09ddf28QBAICqIzQ01HheWFho03bp9qVxAKqfwsJC3XvvvbJYLHrnnXds2saPH288b9++vZydnfXYY48pNjZWLi4u13S+2NhYvfjii9eVMwAANQEj0gEYQkJC5O7uriVLlqhRo0Z69913lZGRoXfffVeNGjXS0qVL5e7urpCQEHunCgAA/iQpKalC4wBUPdYi+i+//KL169fbjEYvTbdu3VRUVKT09HRJko+Pj06cOGETY92+3LzqMTExysrKMh7Hjh27/o4AAFANUUgHYDCbzTp//rwk6Y477tDevXv1/PPPa+/evbrjjjskSefPn5fZbLZnmgAAoBQbNmyQJLm4uMjBwfa/+Y6OjsZoVGscgOrFWkQ/ePCgNmzYoIYNG17xNampqXJwcJCXl5ckqXv37tq6davNXSrr16/X7bffrgYNGpR6DBcXF7m7u9s8AAC4GTG1CwDD/PnzVVxcrI4dO2r16tVavXq1TXv79u21Z88ezZ8/X08//bR9kgQAAKXatWuXpIvzGQ8cOFD9+vWTm5ubcnNztXr1aiUkJNjEAahazp8/r0OHDhnbR44cUWpqqjw9PeXr66vo6Gjt3r1bCQkJMpvNxpzmnp6ecnZ2VnJysnbs2KGwsDDVq1dPycnJGjdunB544AGjSD506FC9+OKLGjlypKZMmaK0tDS9+eabev311+3SZwAAqhMK6QAMhw8flnRx5Iq3t7cefPBB3Xrrrfr555+NBUgvjQMAAFVH7dq1JUn169fXihUrlJycrIyMDAUGBmrkyJHy8fHR2bNnjTgAVcuuXbsUFhZmbFvnOx8xYoReeOEFffnll5Kkjh072rxu8+bNCg0NlYuLiz755BO98MILys/PV2BgoMaNG2czb7qHh4fWrVun0aNHq3PnzmrUqJGee+45jRo16sZ3EACAao5COgBD06ZNJUn16tXTr7/+Kien//2KiI2Nlaenp86dO2fEAQCAqsPPz0+SdPbsWTVo0EC5ublGm3Vk+qVxAKqW0NBQWSyWy7aX1SZdnJrx22+/veJ52rdvz1oJAABcA+ZIB1CCyWSS2WxWYmKili1bpsTEROZFBwCgigsODjae5+Xl2bTl5+eXGgcAAADg6jAiHYDh6NGjkqTs7GzVrl1bxcXFRpuDg4OxbY0DAABVx6Ujzf88cvXSazoj0gEAAIDyY0Q6AEPz5s2N53/+AH7p9qVxAAAAAAAAQE1HIR2A4bHHHpMkOTs7Kzs7W6+//rrGjBmj119/XdnZ2XJ2draJAwAAVcfx48crNA4AAADA/1BIB2DYsWOHJKmgoEAtWrTQsWPH1LJlSx07dkwtWrRQQUGBTRwAAKg6rvb6zHUcAAAAKD/mSAdgyMjIkCQNGDBAq1at0muvvWbTbt1vjQMAAFVHbm6u8bxevXry8vJSbm6u3NzcdPLkSZ07d65EHAAAAICrQyEdgMHX11eStGrVKvXr1085OTn6/fff1ahRI9WpU0erVq2yiQMAAFXHxo0bjefnzp0zCudlxQEAAAC4OhTSARiCg4Pl5OQkZ2dnrV27VsXFxUabg4ODateurYKCAgUHB9sxSwAAUJozZ85UaBwAAACA/2GOdACG7du3q6ioSBcuXJCTk5OeeeYZHTx4UM8884ycnJx04cIFFRUVafv27fZOFQAA/ImLi0uFxgEAAAD4HwrpAAzHjh2TJLm7u8vPz08zZ87UbbfdppkzZ6px48Zyd3e3iQMAAFWHp6dnhcYBAAAA+B8K6QAMO3bskCQ9+eSTOnDggF5//XWNGTNGr7/+un788Uc9/vjjNnEAAKDqyM/Pt9n+y1/+osjISP3lL38pMw4AAADAlTFHOgCDxWKRJK1evVrLli3TL7/8YrS98cYbql+/vk0cAACoOmrVqmWz/dNPP+mnn366YhwAAACAK2NEOgDDbbfdJkn6/vvvlZeXpwkTJmjevHmaMGGC8vLy9P3339vEAQCAqmPw4MEVGgcAAADgfyikAzA89thjkiQHBwf9/vvvmjt3rkaPHq25c+fq999/l4ODg00cAACoOiIiImy2GzRooI4dO6pBgwZlxgEAAAC4MgrpAAzWuc+Li4tlNptt2sxms4qLi23iAABA1dGtWzeb7TNnzig1NVVnzpwpMw4AAADAlVFIB2D47bffKjQOAABUnmeeeaZC4wAAAAD8D4uNAjBkZmYaz/v37y83NzedOXNGDRo0UG5urr7++usScQAAoGoobWHR64kDAAAA8D8U0gEYfv/9d0lSnTp1tHfvXh07dsxo8/f3V506dZSTk2PEAQCAqsPNzc14PmDAAONLceuX4atWrSoRBwAAAODqMLULAMOvv/4qScrJySkxfctvv/2mnJwcmzgAAFB13H777cbzTz/9VK1bt5arq6tat26tTz/9tNQ4AAAAAFeHEekADE2aNDGeOzs7Ky8vz9h2cXFRbm5uiTgAAFA1ZGRkGM/r1q17VXEAAAAArk65R6Rv3bpVgwYNkp+fn0wmk+Lj423aH3roIZlMJptHRESETczp06c1bNgwubu7q379+ho5cqTOnz9/XR0BcP08PT2N5yaT6ariAABA1dC0adMKjQMAAADwP+UupOfk5KhDhw6aN2/eZWMiIiKUkZFhPJYtW2bTPmzYMO3bt0/r169XQkKCtm7dqlGjRpU/ewAV6uzZs8Zz6+jz0rYvjQMAAFVDaGhohcYBAAAA+J9yT+3Sr18/9evXr8wYFxcX+fj4lNr2ww8/aM2aNdq5c6e6dOkiSXr77bfVv39/zZkzR35+fuVNCQAAALjpWSyWCo0DAAAA8D83ZLHRxMREeXl56fbbb9cTTzyhP/74w2hLTk5W/fr1jSK6JPXp00cODg7asWPHjUgHwFXy8PCo0DgA1dNvv/2mBx54QA0bNpSbm5vatWunXbt2Ge0Wi0XPPfecfH195ebmpj59+ujgwYN2zBiAJK1bt854XqtWLZu2S7cvjQMAAABwdSq8kB4REaEPP/xQGzdu1KuvvqotW7aoX79+MpvNkqTMzEx5eXnZvMbJyUmenp7KzMws9Zj5+fnKzs62eQCoeKmpqRUaB6D6OXPmjHr06KFatWpp9erV2r9/v+bOnasGDRoYMbNmzdJbb72lBQsWaMeOHapTp47Cw8NtFigGUPk+/fRTSVLz5s3VuHFjm7YmTZro1ltvtYkDAAAAcPXKPbXLldx3333G83bt2ql9+/Zq3ry5EhMT1bt372s6ZmxsrF588cWKShHAZRw9etR47uDgoOLiYmPb0dHR+ELs0jgANcurr74qf39/ffDBB8a+wMBA47nFYtEbb7yhadOmafDgwZKkDz/8UN7e3oqPj7f5fwCA65NbYNbhU+evOv78hYtfZjnWctbyDVv13bfb9dORY/pLoL/+GhSse8NDjLi037Ku+rjNb6krN2fH8iUPAAAA1DAVXkj/s1tvvVWNGjXSoUOH1Lt3b/n4+OjkyZM2MUVFRTp9+vRl51WPiYnR+PHjje3s7Gz5+/vf0LyBm5Grq6skydnZWb6+vvrll1+MNn9/f/32228qLCw04gDUPF9++aXCw8N1zz33aMuWLWrcuLGefPJJPfroo5KkI0eOKDMzU3369DFe4+HhoW7duik5OZlCOlCBDp86r4Fvf3PV8TmujST9rp9+/EHBffqrfvd7VatRMxXu/0lnp72svMM/GnHlOW7C2J5q25hp3QAAAHBzu+GF9F9//VV//PGHfH19JUndu3fX2bNnlZKSos6dO0uSNm3apOLiYnXr1q3UY7i4uMjFxeVGpwrc9Ly9vSVJBQUFatOmjSIjI5Wbmys3NzcdPHhQ6enpNnEAap6ff/5Z77zzjsaPH6+pU6dq586d+te//iVnZ2eNGDHCmIbtz78HvL29y5yiLT8/39hmijbg6jS/pa4Sxva86vis4WvVs00zSZL52PfKPLzTaKvl7Gw837x+bbnWO2l+S92rjgUAAABqqnIX0s+fP69Dhw4Z20eOHFFqaqo8PT3l6empF198UUOGDJGPj48OHz6syZMnq0WLFgoPD5cktWrVShEREXr00Ue1YMECFRYWasyYMbrvvvvk5+dXcT0DUG4BAQHG86+//vqq4gDULMXFxerSpYtmzJghSerUqZPS0tK0YMECjRgx4pqOyRRtwLVxc3Ys30jwxh5q3ry5Dh8+rMKCApsm63bz5s3Vo3XTikwTAAAAuCmUe7HRXbt2qVOnTurUqZMkafz48erUqZOee+45OTo6as+ePbr77rv1l7/8RSNHjlTnzp2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Xp40bN2r27Nnq37+/cTwsLEwbN25UXFycC6sDAACXYzab9a9//Uvx8fE6f/68NmzYoA0bNtj1+de//sUX4gAAAMBVIEgHcIm4uDiNHTtW6enpys3NVXBwsKKiovjgDQBAPWAymeTp6amysjLjmJeXl8rLy11YFQAAAFC/sUY6AAAu1tjGtcZ2v0BdqXrWSatWrXT69Gl98803Rlu7du3UunVrnTlzhmedAE7GuAYAQOPAGukAAABAA5Cenq7jx49r37596t69u92zTrp37659+/bp2LFjSk9Pd3WpAAAAQL1DkA4AAAA0AN99950kaeTIkXrrrbdUVlamd999V2VlZXrrrbc0cuRIu34AAAAAao410gEAAIAG4PTp05Kk9u3b6+abb9bx48eNtvbt22vEiBF2/QAAAADUHEE6AAAA0AC0bt1akrRy5Up5eXnZteXl5WnVqlV2/QAAAADUHEu7AAAAAA1AUFCQ8bfFYtFLL72kU6dO6aWXXpLFYqm2HwAAAICaYUY6AAAA0ABUVlZKkpo1ayZvb29NnTrVaAsLC1OzZs1UUlJi9AMAAABQcwTpAAAAQAOwc+dOSVJJSYluvfVWzZkzR97e3iotLdXWrVt17Ngxo99tt93mylIBAACAeocgHQAAAGhA5s+frzVr1iglJcU4FhYWpscff1wLFixwYWUAAABA/eX0NdJXrlyp7t27y8/PT35+foqMjNSWLVuM9ujoaJlMJrvtL3/5i7PLAAAAABqV6OhoSdL27dv19ddf66OPPtK6dev00UcfKTs7Wzt27LDrBwAAAKDmnB6kt2nTRs8884wyMzO1b98+DRkyRGPHjtWhQ4eMPvfee69yc3ONbdGiRc4uAwAAAGhUoqOj1bp1a+3atUtxcXHy9PTU6NGj5enpqbi4OO3atUsBAQEE6QAAAMBVcPrSLmPGjLHbf+qpp7Ry5Urt2bNHt9xyiySpadOmCgoKcvalAQAAgEbLbDZr1apVio+P144dO+yWdmnatKmkn389ajabXVUiAAAAUG85fUb6xaxWqzZs2KCSkhJFRkYax9euXatWrVqpa9euSkxM1E8//eTwPOXl5SoqKrLbANQuq9Wq1NRUrV+/XqmpqbJara4uCQAA/Iq4uDi99dZbCggIsDseEBCgt956S3FxcS6qDAAAAKjfauVhowcPHlRkZKTKysrk4+Ojt99+W126dJEk3X333WrXrp1CQkJ04MABzZ07V9nZ2dq0adNlz5eUlMSDkYA6tGnTJs2ePVvHjx83jrVv315LlizhAzgAANe5uLg4jR07Vunp6crNzVVwcLCioqKYiQ4AAABcA5PNZrM5+6Tnz5/XiRMnVFhYqI0bN+qf//yn0tLSjDD9Yh9++KGGDh2qo0ePqkOHDtWer7y8XOXl5cZ+UVGRQkNDVVhYKD8/P2eXDzRqmzZt0rhx43T77bdr5MiR8vb2VmlpqbZs2aLNmzdr48aNhOmAkxUVFclisTSaca2x3S8AoGFjXAMAoHGolSD9l4YNG6YOHTroH//4xyVtJSUl8vHx0datWxUTE1Oj8/FGBagdVqtVHTt2VKtWrfT9999fMiO9VatWOnPmjI4cOcKsNsCJGtu41tjuFwDQsDGuAQDQONTqGulVKisr7WaUX2z//v2SpODg4LooBYAD6enpOn78uDIzM9WtWzdlZGTo3LlzysjIULdu3ZSZmaljx44pPT3d1aUCAAAAAAAAdcbpa6QnJiZq5MiRatu2rc6dO6d169YpNTVV27ZtU05OjtatW6dRo0apZcuWOnDggGbOnKlBgwape/fuzi4FwBX67rvvJEkjRoxQcnKy3Nx+/q4tIiJCycnJGj16tLZs2WL0AwAAAAAAABoDpwfpBQUFmjhxonJzc2WxWNS9e3dt27ZNt912m06ePKnt27dr2bJlKikpUWhoqOLj4zVv3jxnlwHgKpw+fVrSzw8pqwrRq7i5uSk2NlZbtmwx+gEAAAAAAACNgdOD9FdeeeWybaGhoUpLS3P2JQE4SevWrSX9/MDRP/3pT3ZhemVlpZKTk+36AQAAAAAAAI1BnayRDqB+uOGGGyRJW7ZsUWxsrN0a6VWz0S/uBwAAAAAAADQGTp+RDqD+ioqKUvv27dWqVSsdOHBA/fv3N9rat2+vPn366MyZM4qKinJhlQAAAAAAAEDdIkgHYDCbzVqyZInGjRsnLy8vu7b8/Hx988032rhxo8xms4sqBAAANWG1WpWenq7c3FwFBwcrKiqK8RsAAAC4BiztAuASNptNNput2uMAAOD6tmnTJnXs2FG33nqr7r77bt16663q2LGjNm3a5OrSAAAAgHqLIB2AwWq1avbs2erTp4+CgoLs2gIDA9WnTx/NmTNHVqvVRRUCAABHNm3apHHjxqlbt252zzrp1q2bxo0bR5gOAAAAXCWCdACG9PR0HT9+XJmZmdV+AM/MzNSxY8eUnp7u6lIBAMAvVH0hPnr0aCUnJysiIkI+Pj6KiIhQcnKyRo8ezRfiAAAAwFUiSAdg+O677yRJI0aM0FtvvaWysjK9++67Kisr01tvvaURI0bY9QMAANePqi/EH3nkEbm52b/Nd3NzU2JiIl+IAwAAAFeJh40CMJw+fVqS1L59e9188806fvy40da+fXsjSK/qBwAArh+5ubmSpK5du1bbXnW8qh8AAACAmmNGOgBD69atJUkrV65U165d7ZZ26dq1q1atWmXXDwAAXD+Cg4MlSVlZWbJarUpNTdX69euVmpoqq9WqrKwsu34AAAAAao4Z6QAMv3zAqM1mMzZH/QAAgOtFRUWpffv2mj59uk6fPq1vvvnGaGvXrp1at26tsLAwRUVFubBKAAAAoH5iRjqAS4SHh+vgwYPq37+//Pz81L9/f2VlZalz586uLg0AAFyG2WzW73//e+3bt08nT560azt58qT27duncePGyWw2u6hCAAAAoP4iSAdgKCgokCR99dVX6tatm1588UW98sorevHFF9W1a1dlZ2fb9QMAANcPq9Wq1157TZLk6elp1+bl5SVJeu2112S1Wuu8NgAAAKC+I0gHYKhaM/Xpp59WVlaWEhISNGXKFCUkJOjQoUN66qmn7PoBAIDrR2pqqgoKCjRw4ED98MMPWrp0qRISErR06VKdOXNGAwYMUEFBgVJTU11dKgAAAFDvsEY6AEPV2qoff/yxvv76a+3evVu5ubkKDg7WgAEDFB8fz9qqAABcp6oC8mHDhik8PFzHjx832p577jlNnDhRu3fvVmpqqoYOHeqaIgEAAIB6ihnpAAxms1lLlixRSkqK4uLidOjQIZWWlurQoUOKi4tTSkqKFi9ezNqqAABcx+bPn6/8/Hy7Y/n5+Vq4cKGLKgIAAADqP2akA7ATFxenOXPmaOnSpUpJSTGOu7u7a86cOYqLi3NhdQAA4HIu/sXYkCFDNG/ePHXt2lVZWVl68skntXnz5kv6AQAAAKgZgnQAdjZt2qTFixfr9ttv18iRI+Xt7a3S0lJt2bJFixcvVkREBGE6AADXIZPJZPe3zWYztl+2AQAAALgyBOkADFarVbNnz9bo0aOVnJwsN7f/rP70l7/8RbGxsZozZ47Gjh3L8i4AAFxndu7cafy9Y8cOu1+WNW3a1K7fbbfdVqe1AQAAAPUda6QDMKSnp+v48eN65JFH7EJ0SXJzc1NiYqKOHTum9PR0F1UIAAB+zfz58xUQEGB3LCAgQI8//riLKgIAAADqP4J0AIbc3FxJUteuXattrzpe1Q8AAFw/oqOjJUlvvPGGbDabXVtlZaXeeOMNu34AAAAAao4gHYAhODhYkpSVlVVte9Xxqn4AAOD6ER0dLT8/Px0+fFjl5eV66aWXdOrUKb300ksqLy/XV199JT8/P4J0AAAA4CqwRjoAQ1RUlNq3b6+nn376kjXSKysrlZSUpLCwMEVFRbmwSgAAcDleXl4qKipSUVGRpk6dahyvWiPdy8vLVaUBAAAA9Roz0gEYzGazlixZopSUFMXGxiojI0Pnzp1TRkaGYmNjlZKSosWLF/OgUaCeSkpKUt++feXr66uAgADFxsYqOzvbrk90dLRMJpPd9pe//MWuz4kTJ3T77beradOmCggI0EMPPaQLFy7U5a0AqEZ6eroKCgqUlJRU7RrpTz/9tAoKCnjWCQAAAHAVmJEOwE5cXJw2btyo2bNnq3///sbxsLAwbdy4UXFxcS6sDsC1SEtL07Rp09S3b19duHBBjzzyiIYPH64vv/xSzZo1M/rde++9WrhwobFfNZNVkqxWq26//XYFBQXp448/Vm5uriZOnKgmTZro6aefrtP7AWCv6hkmCQkJeuihh5Senq7c3FwFBwcrKipKP/30kx555BGedQIAAABcBYJ0AJeIi4vT2LFjL/kAzkx0oH7bunWr3f6aNWsUEBCgzMxMDRo0yDjetGlTBQUFVXuO999/X19++aW2b9+uwMBA9ezZU0888YTmzp2r+fPny8PDo1bvAcDlXfysk4iIiEvWQudZJwAAAMDVY2kXANUym82Kjo7W+PHjFR0dTYgONECFhYWSJH9/f7vja9euVatWrdS1a1clJibqp59+MtoyMjLUrVs3BQYGGsdiYmJUVFSkQ4cO1U3hAKp18bNOKioqlJqaqvXr1ys1NVUVFRU86wQAAAC4BsxIBwCgEaqsrNSMGTM0YMAAde3a1Th+9913q127dgoJCdGBAwc0d+5cZWdna9OmTZKkvLw8uxBdkrGfl5dX7bXKy8tVXl5u7BcVFTn7dgDoP886iY+Pl8ViUWlpqdHm7e2t0tJSvfXWW3w5DgAAAFwFgnQAABqhadOmKSsrS7t27bI7PnXqVOPvbt26KTg4WEOHDlVOTo46dOhwVddKSkrSggULrqleADVnMpmqPVbdcQAAAAA1Q5AONGCl563KOV181a8vq7Dq2x9L1aaFt7yaXNvstQ6tfeTtwQw44HqQkJCglJQU7dy5U23atHHYt1+/fpKko0e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