diff --git a/webthreatinteractions.ipynb b/webthreatinteractions.ipynb new file mode 100644 index 0000000..d30c714 --- /dev/null +++ b/webthreatinteractions.ipynb @@ -0,0 +1,735 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyN/5DE0I7yyo9r0OIj5Cayi", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "b-yq8cEWHYRP" + }, + "outputs": [], + "source": [ + "# Import necessary libraries\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Dropout\n", + "from tensorflow.keras.optimizers import Adam" + ] + }, + { + "cell_type": "code", + "source": [ + "# Load the data into a DataFrame\n", + "data = pd.read_csv(\"/CloudWatch_Traffic_Web_Attack.csv\")\n", + "\n", + "# Display the first few rows of the DataFrame to understand its structure\n", + "print(data.head())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tYAK68QgHJDn", + "outputId": "b4649ca3-4c8f-4b2a-d27c-a821b78d9e95" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " bytes_in bytes_out creation_time end_time \\\n", + "0 5602 12990 2024-04-25T23:00:00Z 2024-04-25T23:10:00Z \n", + "1 30912 18186 2024-04-25T23:00:00Z 2024-04-25T23:10:00Z \n", + "2 28506 13468 2024-04-25T23:00:00Z 2024-04-25T23:10:00Z \n", + "3 30546 14278 2024-04-25T23:00:00Z 2024-04-25T23:10:00Z \n", + "4 6526 13892 2024-04-25T23:00:00Z 2024-04-25T23:10:00Z \n", + "\n", + " src_ip src_ip_country_code protocol response.code dst_port \\\n", + "0 147.161.161.82 AE HTTPS 200 443 \n", + "1 165.225.33.6 US HTTPS 200 443 \n", + "2 165.225.212.255 CA HTTPS 200 443 \n", + "3 136.226.64.114 US HTTPS 200 443 \n", + "4 165.225.240.79 NL HTTPS 200 443 \n", + "\n", + " dst_ip rule_names observation_name \\\n", + "0 10.138.69.97 Suspicious Web Traffic Adversary Infrastructure Interaction \n", + "1 10.138.69.97 Suspicious Web Traffic Adversary Infrastructure Interaction \n", + "2 10.138.69.97 Suspicious Web Traffic Adversary Infrastructure Interaction \n", + "3 10.138.69.97 Suspicious Web Traffic Adversary Infrastructure Interaction \n", + "4 10.138.69.97 Suspicious Web Traffic Adversary Infrastructure Interaction \n", + "\n", + " source.meta source.name time detection_types \n", + "0 AWS_VPC_Flow prod_webserver 2024-04-25T23:00:00Z waf_rule \n", + "1 AWS_VPC_Flow prod_webserver 2024-04-25T23:00:00Z waf_rule \n", + "2 AWS_VPC_Flow prod_webserver 2024-04-25T23:00:00Z waf_rule \n", + "3 AWS_VPC_Flow prod_webserver 2024-04-25T23:00:00Z waf_rule \n", + "4 AWS_VPC_Flow prod_webserver 2024-04-25T23:00:00Z waf_rule \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Convert 'creation_time' to datetime format\n", + "data['creation_time'] = pd.to_datetime(data['creation_time'])\n", + "\n", + "# Set 'creation_time' as the index\n", + "data.set_index('creation_time', inplace=True)\n" + ], + "metadata": { + "id": "SS7AzLSrH_Aa" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Check if 'creation_time' is still a column\n", + "if 'creation_time' in data.columns:\n", + " # Convert 'creation_time' to datetime format if it's still a column\n", + " data['creation_time'] = pd.to_datetime(data['creation_time'])\n", + "\n", + " # Set 'creation_time' as the index\n", + " data.set_index('creation_time', inplace=True)\n", + "else:\n", + " print(\"`creation_time` is already the index.\")" + ], + "metadata": { + "id": "dPn_MdU4IIVn", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cae9e279-ad3a-4d1c-eebd-e87db5fbd5d2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "`creation_time` is already the index.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plotting web traffic over time\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(data.index, data['bytes_in'], label='Bytes In', marker='o')\n", + "plt.plot(data.index, data['bytes_out'], label='Bytes Out', marker='o')\n", + "plt.title('Web Traffic Analysis Over Time')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Bytes')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ], + "metadata": { + "id": "be19k_ijIbZK", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "outputId": "14da43d0-4a7e-4541-ade3-45301bdd6f4d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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Rke6880698sorOnz4sLp3764HH3xQw4YNk1T2AaHih4QNGzZo06ZNtXJ3IgAAvCkf+bRy5UqtWrVKU6dOdW3r16+f7Ha7li9frq+++kpjxoxxbevYsaMMw1CHDh1cI56qs2vXLuXl5bmNlvrll18kye0Spdr0xhtv6NRTT9X//d//ua0/fPiwmjdvXmvH6dixoyRp48aNrlFm/lq4cKFSUlL01FNPeWx788039dZbb2nu3LkBBSGHDh3SsmXLNHPmTN11112u9eUjaPwxceJE3XTTTdq9e7cWLVqkM844w+2SQansUr/TTjtNp512mh599FHdd999uvPOO/XZZ5/p9NNPr/KxO3bsqH/84x/6xz/+oV9//VW9e/fW7NmztWDBAq/7x8fH69RTT9Wnn36qbdu2ue6KWNHixYtVVFSksWPHuq2/4IILdM0112jz5s167bXXFBcXp3HjxrnVIklJSUnV1lyfNMTnBACAvyL68j1fpkyZojVr1ujVV1/V999/r/POO08ZGRlVfkicN2+eunTp4porAgCA2ta/f3/FxsZq4cKF2rlzp9tIKbvdrr59++qpp55SXl6eK8CSpLPPPls2m00zZ870uJubYRg6cOCA27rS0lL95z//cS0XFxfrP//5j1q0aKF+/fqF5LnZbDaP2l5//XXt3LmzVo8zcuRIJSYm6v7771dhYaHbtsrHr6igoEBvvvmmxo4dq3PPPdfj35QpU5STk6N33303oHrKR9JUPnZ1dw+sbMKECbJYLLrhhhv0xx9/uO66V+7gwYMebcpH5RQVFXl9zPz8fI/+6dixoxITE6tsU+6f//ynDMPQ5ZdfroKCArdtW7Zs0a233qr09HS3ecuksvmXbDabXnnlFb3++usaO3asWzDar18/dezYUY888ohyc3M9jrtv375q66qLGuJzAgDAXxE9Uqo627dv1wsvvKDt27erZcuWksou11uyZIleeOEF3XfffW77FxYWauHChbr99tvNKBcAECFiYmI0YMAAffHFF7Lb7R4B0ZAhQzR79mxJcgulOnbsqHvuuUfTpk3T1q1bNX78eCUmJmrLli1666239Le//U0333yza/+WLVvqwQcf1NatW9WlSxe99tprWr9+vZ599llFR0eH5LmNHTtWs2bN0hVXXKEhQ4bohx9+0MKFC12XINaWpKQkzZkzR5MmTdKAAQN00UUXqUmTJtqwYYPy8/P14osvem1XPpn4mWee6XX7oEGD1KJFCy1cuFAXXHBBQPWUz9dUUlKiVq1a6ZNPPtGWLVv8fowWLVooIyNDr7/+uho3bqwzzjjDbfusWbO0YsUKnXHGGWrXrp327t2rp59+Wq1bt3Z7n1T0yy+/6LTTTtP555+vrl27KioqSm+99Zb27NmjCy+8sNp6Tj75ZD3yyCO66aab1LNnT11++eVKT0/Xzz//rOeee05Op1Mffvihx2iulJQUnXrqqXr00UeVk5Pj0Y9Wq1Xz5s3T6NGj1a1bN11xxRVq1aqVdu7cqc8++0xJSUl67733/O63uqAhPicAAPxFKFWFH374QQ6Hw+MSh6KiIjVr1sxj/7feeks5OTm67LLLwlUiACBCnXTSSfriiy9cl+tVdOKJJ2r27NlKTExUr1693Lbdfvvt6tKli+bMmaOZM2dKKpuEeeTIkR5BS5MmTfTiiy/quuuu03PPPafU1FQ9+eSTuuqqq0L2vO644w7l5eVp0aJFeu2119S3b1998MEHIfmDz1//+lelpKTogQce0N13363o6Ggdd9xxuvHGG6tss3DhQsXGxmrEiBFet1utVp1xxhlauHChx8gzXxYtWqTrrrtOTz31lAzD0MiRI/XRRx+5/jDmj4kTJ+r999/X+eef7/G+OPPMM7V161Y9//zz2r9/v5o3b65TTjlFM2fOdE28XVmbNm00YcIELVu2TC+//LKioqJ03HHHafHixTrnnHN81nPjjTeqf//+mj17th577DFlZWUpPT1d5513nu68806vl/VJZZfw/e9//1NiYqLbJajlhg0bpjVr1ujuu+/Wk08+qdzcXKWlpemEE07wGHlVXzTE5wQAgD8sRnXj1COIxWLRW2+9pfHjx0squwXxxRdfrB9//NFjgsqEhASlpaW5rTvttNOUlJTkuvMNAABAOL3zzjsaP368VqxYwVQCAACgXmCkVBX69Okjh8OhvXv3+vxgt2XLFn322WcBzyEBAABQW5577jkdc8wxVV6OBwAAUNdEdCiVm5ur3377zbW8ZcsWrV+/Xk2bNlWXLl108cUXa+LEiZo9e7b69Omjffv2admyZerZs6fbXA3PP/+80tPTq72THwAAQCiU35Dlgw8+0OOPPy6LxWJ2SQAAAH6J6Mv3li9frlNPPdVj/WWXXab58+erpKRE99xzj1566SXt3LlTzZs316BBgzRz5kz16NFDkuR0OtWuXTtNnDhR9957b7ifAgAAiHAWi0UJCQm64IILNHfuXEVFRfTfHAEAQD0S0aEUAAAAAAAAzGE1uwAAAAAAAABEHkIpAAAAAAAAhF3ETTrgdDq1a9cuJSYmMhEoAAAAAABALTMMQzk5OWrZsqWs1qrHQ0VcKLVr1y61adPG7DIAAAAAAAAatB07dqh169ZVbo+4UCoxMVFSWcckJSWZXE1wSkpK9Mknn2jkyJGKjo42u5yIQb+bg343B/1uDvrdHPR7+NHn5qDfzUG/m4N+Nwf9bo661O/Z2dlq06aNK4OpSsSFUuWX7CUlJTWIUCouLk5JSUmmv+EiCf1uDvrdHPS7Oeh3c9Dv4Uefm4N+Nwf9bg763Rz0uznqYr/7mjaJic4BAAAAAAAQdoRSAAAAAAAACDtCKQAAAAAAAIRdxM0p5S+Hw6GSkhKzy6hWSUmJoqKiVFhYKIfDYXY5dVZ0dLRsNpvZZQAAAAAAgAoIpSoxDEOZmZk6fPiw2aX4ZBiG0tLStGPHDp+Th0W6xo0bKy0tjX4CAAAAAKCOIJSqpDyQSklJUVxcXJ0OMZxOp3Jzc5WQkCCrlSsxvTEMQ/n5+dq7d68kKT093eSKAAAAAACARCjlxuFwuAKpZs2amV2OT06nU8XFxYqNjSWUqkajRo0kSXv37lVKSgqX8gEAAAAAUAeQZFRQPodUXFycyZWgtpW/pnV9njAAAAAAACIFoZQXdfmSPdQMrykAAAAAAHULoRQAAAAAAADCjlAKAAAAAAAAYUcoFSIOp6E1vx/QO+t3as3vB+RwGiE93uWXXy6LxeL616xZM2VkZOj7778P6HHat2+vxx57LDRFHrF8+XJZLBYdPnw4pMcBAAAAAAB1F3ffC4ElG3dr5nubtDur0LUuPTlW08d1VUb39JAdNyMjQy+88IIkKTMzU//85z81duxYbd++PWTHBAAAAAAAqAlGStWyJRt3a/KCdW6BlCRlZhVq8oJ1WrJxd8iObbfblZaWprS0NPXu3Vu33367duzYoX379kmShg8frilTpri12bdvn2JiYrRs2TINGzZM27Zt04033ugacVVu5cqVGjp0qBo1aqQ2bdro+uuvV15enmv7008/rc6dOys2Nlapqak699xz/a57/vz5aty4sT7++GMdf/zxSkhIUEZGhnbvDl1fAQAAAABQV4T7aqu6glDKB8MwlF9c6te/nMISTX/3R3l765Svm/HuJuUUlvj1eIZR8zdhbm6uFixYoE6dOqlZs2aSpEmTJmnRokUqKipy7bdgwQK1atVKw4cP15tvvqnWrVtr1qxZ2r17tysU+v3335WRkaFzzjlH33//vV577TWtXLnSFXB98803uv766zVr1ixt3rxZS5Ys0cknnxxQvfn5+XrkkUf08ssva8WKFdq+fbtuvvnmGj9/AAAAAADCqabB0pKNu3XSg59qwnNf6oZX12vCc1/qpAc/DemglrqCy/d8KChxqOtdH9fKYxmSMrML1WPGJ37tv2nWKMXF+P8Svf/++0pISJAk5eXlKT09Xe+//76s1rLs8eyzz9aUKVP0zjvv6Pzzz5dUNkqpfD6qpk2bymazKTExUWlpaa7Hvf/++3XxxRdr6tSpkqTOnTvriSee0CmnnKJnnnlG27dvV3x8vMaOHavExES1a9dOffr08btuSSopKdHcuXPVsWNHSdKUKVM0a9asgB4DAAAAAAAz1HQan/KrrSrHV+VXWz1zSd+QTgNkNkZKNSCnnnqq1q9fr/Xr12vt2rUaNWqURo8erW3btkmSYmNjdemll+r555+XJK1bt04bN27U5ZdfXu3jbtiwQfPnz1dCQoLr36hRo+R0OrVlyxaNGDFC7dq10zHHHKNLL71UCxcuVH5+fkC1x8XFuQIpSUpPT9fevXsD6wAAAAAAAMKsptP4OJyGZr63qdqrrWa+t6lBX8pn6kip+++/X2+++aZ+/vlnNWrUSEOGDNGDDz6oY489tso28+fP1xVXXOG2zm63q7CwsIoWwWkUbdOmWaP82nftloO6/IWvfe43/4oBGtihqV/HDkR8fLw6derkWp43b56Sk5P13HPP6Z577pFUdglf79699eeff+qFF17Q8OHD1a5du2ofNzc3V1dffbWuv/56j21t27ZVTEyM1q1bp+XLl+uTTz7RXXfdpRkzZujrr79W48aN/ao9OjrabdlisQR1+SIAAAAAAKHmK1iyqCxYGtE1TTarxW372i0HPYKsyu13ZxVq7ZaDGtyxWW2WXWeYGkp9/vnnuvbaazVgwACVlpbqjjvu0MiRI7Vp0ybFx8dX2S4pKUmbN292LVeckLu2WSwWvy+hG9q5hdKTY5WZVej1DWmRlJYcq6GdW3i8GUPBYrHIarWqoKDAta5Hjx7q37+/nnvuOS1atEhPPvmkW5uYmBg5HA63dX379tWmTZvcAq/KoqKidPrpp+v000/X9OnT1bhxY3366ac6++yza/dJAQAAAABQRwQTLO3N8W9wjb/71UemhlJLlixxW54/f75SUlL07bffVjtRtsVicZv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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Remove duplicate rows\n", + "df_unique = data.drop_duplicates()\n", + "\n", + "# Convert time-related columns to datetime format\n", + "df_unique['end_time'] = pd.to_datetime(df_unique['end_time'])\n", + "df_unique['time'] = pd.to_datetime(df_unique['time'])\n", + "\n", + "# Standardize text data\n", + "df_unique['src_ip_country_code'] = df_unique['src_ip_country_code'].str.upper()\n", + "\n", + "# Feature engineering: Calculate duration of connection\n", + "# Use .index to access the 'creation_time' which is now the index\n", + "df_unique['duration_seconds'] = (df_unique['end_time'] - df_unique.index).dt.total_seconds()" + ], + "metadata": { + "id": "Zb8y6RdMJPcA" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# StandardScaler for numerical features\n", + "scaler = StandardScaler()\n", + "scaled_features = scaler.fit_transform(df_unique[['bytes_in', 'bytes_out', 'duration_seconds']])\n", + "scaled_columns = ['scaled_bytes_in', 'scaled_bytes_out', 'scaled_duration_seconds']\n", + "\n", + "# OneHotEncoder for categorical features\n", + "encoder = OneHotEncoder(sparse=False)\n", + "encoded_features = encoder.fit_transform(df_unique[['src_ip_country_code']])\n", + "encoded_columns = encoder.get_feature_names_out(['src_ip_country_code'])\n", + "\n", + "# Convert numpy arrays back to DataFrame\n", + "scaled_df = pd.DataFrame(scaled_features, columns=scaled_columns, index=df_unique.index)\n", + "encoded_df = pd.DataFrame(encoded_features, columns=encoded_columns, index=df_unique.index)\n", + "\n", + "# Concatenate all the data back together\n", + "transformed_df = pd.concat([df_unique, scaled_df, encoded_df], axis=1)\n", + "\n", + "# Display the transformed data\n", + "print(\"Top 10 Transformed Datasets Information:\")\n", + "print(transformed_df.head(10))\n" + ], + "metadata": { + "id": "65OCKuJ-JXJ4", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "991e583f-813a-4c5f-974a-23a66876017d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Top 10 Transformed Datasets Information:\n", + " bytes_in bytes_out end_time \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 5602 12990 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 30912 18186 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 28506 13468 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 30546 14278 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 6526 13892 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 3906 3488 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 17748 29208 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 4767917 291520 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 10538 15514 2024-04-25 23:10:00+00:00 \n", + "2024-04-25 23:00:00+00:00 9656 6380 2024-04-25 23:10:00+00:00 \n", + "\n", + " src_ip src_ip_country_code protocol \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 147.161.161.82 AE HTTPS \n", + "2024-04-25 23:00:00+00:00 165.225.33.6 US HTTPS \n", + "2024-04-25 23:00:00+00:00 165.225.212.255 CA HTTPS \n", + "2024-04-25 23:00:00+00:00 136.226.64.114 US HTTPS \n", + "2024-04-25 23:00:00+00:00 165.225.240.79 NL HTTPS \n", + "2024-04-25 23:00:00+00:00 136.226.77.103 CA HTTPS \n", + "2024-04-25 23:00:00+00:00 165.225.26.101 DE HTTPS \n", + "2024-04-25 23:00:00+00:00 155.91.45.242 US HTTPS \n", + "2024-04-25 23:00:00+00:00 165.225.209.4 CA HTTPS \n", + "2024-04-25 23:00:00+00:00 147.161.131.1 AT HTTPS \n", + "\n", + " response.code dst_port dst_ip \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "2024-04-25 23:00:00+00:00 200 443 10.138.69.97 \n", + "\n", + " rule_names ... scaled_bytes_in \\\n", + "creation_time ... \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.288219 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.282108 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.282689 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.282197 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.287996 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.288628 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.285287 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... 0.861557 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.287027 \n", + "2024-04-25 23:00:00+00:00 Suspicious Web Traffic ... -0.287240 \n", + "\n", + " scaled_bytes_out scaled_duration_seconds \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 -0.281223 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.260804 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.279344 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.276161 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.277678 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.318562 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.217492 0.0 \n", + "2024-04-25 23:00:00+00:00 0.813303 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.271304 0.0 \n", + "2024-04-25 23:00:00+00:00 -0.307198 0.0 \n", + "\n", + " src_ip_country_code_AE src_ip_country_code_AT \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 1.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 1.0 \n", + "\n", + " src_ip_country_code_CA src_ip_country_code_DE \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 1.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "\n", + " src_ip_country_code_IL src_ip_country_code_NL \\\n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 1.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 0.0 \n", + "\n", + " src_ip_country_code_US \n", + "creation_time \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 1.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "2024-04-25 23:00:00+00:00 0.0 \n", + "\n", + "[10 rows x 26 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Compute correlation matrix for numeric columns only\n", + "numeric_df = transformed_df.select_dtypes(include=['float64', 'int64'])\n", + "correlation_matrix_numeric = numeric_df.corr()\n", + "\n", + "# Display the correlation matrix\n", + "print(\"Correlation Matrix for Numeric Columns:\")\n", + "print(correlation_matrix_numeric)\n", + "\n", + "# Heatmap for the correlation matrix\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(correlation_matrix_numeric, annot=True, fmt=\".2f\", cmap='coolwarm')\n", + "plt.title('Correlation Matrix Heatmap')\n", + "plt.show()" + ], + "metadata": { + "id": "htZrj8upJfcb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 2500 + }, + "outputId": "85d466c8-7eba-4da9-aa36-32e30cc04a97" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Correlation Matrix for Numeric Columns:\n", + " bytes_in bytes_out response.code dst_port \\\n", + "bytes_in 1.000000 0.997705 NaN NaN \n", + "bytes_out 0.997705 1.000000 NaN NaN \n", + "response.code NaN NaN NaN NaN \n", + "dst_port NaN NaN NaN NaN \n", + "duration_seconds NaN NaN NaN NaN \n", + "scaled_bytes_in 1.000000 0.997705 NaN NaN \n", + "scaled_bytes_out 0.997705 1.000000 NaN NaN \n", + "scaled_duration_seconds NaN NaN NaN NaN \n", + "src_ip_country_code_AE -0.070559 -0.072452 NaN NaN \n", + "src_ip_country_code_AT -0.081670 -0.081777 NaN NaN \n", + "src_ip_country_code_CA -0.166488 -0.159587 NaN NaN \n", + "src_ip_country_code_DE -0.095333 -0.090001 NaN NaN \n", + "src_ip_country_code_IL -0.065939 -0.067630 NaN NaN \n", + "src_ip_country_code_NL -0.006827 -0.045641 NaN NaN \n", + "src_ip_country_code_US 0.316015 0.327683 NaN NaN \n", + "\n", + " duration_seconds scaled_bytes_in scaled_bytes_out \\\n", + "bytes_in NaN 1.000000 0.997705 \n", + "bytes_out NaN 0.997705 1.000000 \n", + "response.code NaN NaN NaN \n", + "dst_port NaN NaN NaN \n", + "duration_seconds NaN NaN NaN \n", + "scaled_bytes_in NaN 1.000000 0.997705 \n", + "scaled_bytes_out NaN 0.997705 1.000000 \n", + "scaled_duration_seconds NaN NaN NaN \n", + "src_ip_country_code_AE NaN -0.070559 -0.072452 \n", + "src_ip_country_code_AT NaN -0.081670 -0.081777 \n", + "src_ip_country_code_CA NaN -0.166488 -0.159587 \n", + "src_ip_country_code_DE NaN -0.095333 -0.090001 \n", + "src_ip_country_code_IL NaN -0.065939 -0.067630 \n", + "src_ip_country_code_NL NaN -0.006827 -0.045641 \n", + "src_ip_country_code_US NaN 0.316015 0.327683 \n", + "\n", + " scaled_duration_seconds src_ip_country_code_AE \\\n", + "bytes_in NaN -0.070559 \n", + "bytes_out NaN -0.072452 \n", + "response.code NaN NaN \n", + "dst_port NaN NaN \n", + "duration_seconds NaN NaN \n", + "scaled_bytes_in NaN -0.070559 \n", + "scaled_bytes_out NaN -0.072452 \n", + "scaled_duration_seconds NaN NaN \n", + "src_ip_country_code_AE NaN 1.000000 \n", + "src_ip_country_code_AT NaN -0.069568 \n", + "src_ip_country_code_CA NaN -0.143607 \n", + "src_ip_country_code_DE NaN -0.081429 \n", + "src_ip_country_code_IL NaN -0.056055 \n", + "src_ip_country_code_NL NaN -0.064040 \n", + "src_ip_country_code_US NaN -0.200546 \n", + "\n", + " src_ip_country_code_AT src_ip_country_code_CA \\\n", + "bytes_in -0.081670 -0.166488 \n", + "bytes_out -0.081777 -0.159587 \n", + "response.code NaN NaN \n", + "dst_port NaN NaN \n", + "duration_seconds NaN NaN \n", + "scaled_bytes_in -0.081670 -0.166488 \n", + "scaled_bytes_out -0.081777 -0.159587 \n", + "scaled_duration_seconds NaN NaN \n", + "src_ip_country_code_AE -0.069568 -0.143607 \n", + "src_ip_country_code_AT 1.000000 -0.166091 \n", + "src_ip_country_code_CA -0.166091 1.000000 \n", + "src_ip_country_code_DE -0.094178 -0.194410 \n", + "src_ip_country_code_IL -0.064831 -0.133830 \n", + "src_ip_country_code_NL -0.074067 -0.152894 \n", + "src_ip_country_code_US -0.231945 -0.478798 \n", + "\n", + " src_ip_country_code_DE src_ip_country_code_IL \\\n", + "bytes_in -0.095333 -0.065939 \n", + "bytes_out -0.090001 -0.067630 \n", + "response.code NaN NaN \n", + "dst_port NaN NaN \n", + "duration_seconds NaN NaN \n", + "scaled_bytes_in -0.095333 -0.065939 \n", + "scaled_bytes_out -0.090001 -0.067630 \n", + "scaled_duration_seconds NaN NaN \n", + "src_ip_country_code_AE -0.081429 -0.056055 \n", + "src_ip_country_code_AT -0.094178 -0.064831 \n", + "src_ip_country_code_CA -0.194410 -0.133830 \n", + "src_ip_country_code_DE 1.000000 -0.075885 \n", + "src_ip_country_code_IL -0.075885 1.000000 \n", + "src_ip_country_code_NL -0.086695 -0.059680 \n", + "src_ip_country_code_US -0.271493 -0.186893 \n", + "\n", + " src_ip_country_code_NL src_ip_country_code_US \n", + "bytes_in -0.006827 0.316015 \n", + "bytes_out -0.045641 0.327683 \n", + "response.code NaN NaN \n", + "dst_port NaN NaN \n", + "duration_seconds NaN NaN \n", + "scaled_bytes_in -0.006827 0.316015 \n", + "scaled_bytes_out -0.045641 0.327683 \n", + "scaled_duration_seconds NaN NaN \n", + "src_ip_country_code_AE -0.064040 -0.200546 \n", + "src_ip_country_code_AT -0.074067 -0.231945 \n", + "src_ip_country_code_CA -0.152894 -0.478798 \n", + "src_ip_country_code_DE -0.086695 -0.271493 \n", + "src_ip_country_code_IL -0.059680 -0.186893 \n", + "src_ip_country_code_NL 1.000000 -0.213516 \n", + "src_ip_country_code_US -0.213516 1.000000 \n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Ensure 'detection_types' exists in transformed_df\n", + "if 'detection_types' in transformed_df.columns:\n", + " detection_types_by_country = pd.crosstab(transformed_df['src_ip_country_code'], transformed_df['detection_types'])\n", + " detection_types_by_country.plot(kind='bar', stacked=True, figsize=(12, 6))\n", + " plt.title('Detection Types by Country Code')\n", + " plt.xlabel('Country Code')\n", + " plt.ylabel('Frequency of Detection Types')\n", + " plt.xticks(rotation=45)\n", + " plt.legend(title='Detection Type')\n", + " plt.show()\n", + "else:\n", + " print(\"Column 'detection_types' not found in transformed_df\")" + ], + "metadata": { + "id": "2jezwpLvJmlr", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 574 + }, + "outputId": "a82a8270-4274-4a7d-8fa2-4f1907d851c5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Create a graph\n", + "G = nx.Graph()\n", + "\n", + "# Ensure 'src_ip' and 'dst_ip' exist in data\n", + "if 'src_ip' in data.columns and 'dst_ip' in data.columns:\n", + " # Add edges from source IP to destination IP\n", + " for idx, row in data.iterrows():\n", + " G.add_edge(row['src_ip'], row['dst_ip'])\n", + "\n", + " # Draw the network graph\n", + " plt.figure(figsize=(14, 10))\n", + " nx.draw_networkx(G, with_labels=True, node_size=20, font_size=8, node_color='skyblue', font_color='darkblue')\n", + " plt.title('Network Interaction between Source and Destination IPs')\n", + " plt.axis('off')\n", + " plt.show()\n", + "else:\n", + " print(\"Columns 'src_ip' and/or 'dst_ip' not found in data\")" + ], + "metadata": { + "id": "ih92jIYYJqFX", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 829 + }, + "outputId": "6419468e-9666-4949-8c9c-e37ccf4a4be5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Encode detection_types into binary labels\n", + "data['is_suspicious'] = (data['detection_types'] == 'waf_rule').astype(int)\n", + "\n", + "# Features and labels\n", + "X = data[['bytes_in', 'bytes_out']].values\n", + "y = data['is_suspicious'].values\n", + "\n", + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", + "\n", + "# Normalize features\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)" + ], + "metadata": { + "id": "xPPcP7UjJyHC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Neural network model\n", + "model = Sequential([\n", + " Dense(128, activation='relu', input_shape=(X_train_scaled.shape[1],)),\n", + " Dropout(0.5),\n", + " Dense(128, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "\n", + "# Compile the model\n", + "model.compile(optimizer=Adam(), loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "# Train the model\n", + "history = model.fit(X_train_scaled, y_train, epochs=10, batch_size=32, verbose=1, validation_split=0.2)\n", + "\n", + "# Evaluate the model\n", + "loss, accuracy = model.evaluate(X_test_scaled, y_test)\n", + "print(f\"Test Accuracy: {accuracy*100:.2f}%\")\n" + ], + "metadata": { + "id": "7ei8s4cRJ2a3", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b5ac221d-9c4e-47c3-811f-421495477396" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/10\n", + "5/5 [==============================] - 2s 108ms/step - loss: 0.6677 - accuracy: 0.7643 - val_loss: 0.5877 - val_accuracy: 1.0000\n", + "Epoch 2/10\n", + "5/5 [==============================] - 0s 25ms/step - loss: 0.5807 - accuracy: 0.9809 - val_loss: 0.4860 - val_accuracy: 1.0000\n", + "Epoch 3/10\n", + "5/5 [==============================] - 0s 23ms/step - loss: 0.4893 - accuracy: 1.0000 - val_loss: 0.4039 - val_accuracy: 1.0000\n", + "Epoch 4/10\n", + "5/5 [==============================] - 0s 38ms/step - loss: 0.4112 - accuracy: 1.0000 - val_loss: 0.3253 - val_accuracy: 1.0000\n", + "Epoch 5/10\n", + "5/5 [==============================] - 0s 31ms/step - loss: 0.3301 - accuracy: 1.0000 - val_loss: 0.2499 - val_accuracy: 1.0000\n", + "Epoch 6/10\n", + "5/5 [==============================] - 0s 28ms/step - loss: 0.2445 - accuracy: 1.0000 - val_loss: 0.1812 - val_accuracy: 1.0000\n", + "Epoch 7/10\n", + "5/5 [==============================] - 0s 22ms/step - loss: 0.1729 - accuracy: 1.0000 - val_loss: 0.1247 - val_accuracy: 1.0000\n", + "Epoch 8/10\n", + "5/5 [==============================] - 0s 19ms/step - loss: 0.1343 - accuracy: 1.0000 - val_loss: 0.0823 - val_accuracy: 1.0000\n", + "Epoch 9/10\n", + "5/5 [==============================] - 0s 18ms/step - loss: 0.0871 - accuracy: 1.0000 - val_loss: 0.0534 - val_accuracy: 1.0000\n", + "Epoch 10/10\n", + "5/5 [==============================] - 0s 20ms/step - loss: 0.0580 - accuracy: 1.0000 - val_loss: 0.0350 - val_accuracy: 1.0000\n", + "3/3 [==============================] - 0s 5ms/step - loss: 0.0425 - accuracy: 1.0000\n", + "Test Accuracy: 100.00%\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plotting the training history\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(1, 2, 1)\n", + "plt.plot(history.history['accuracy'], label='Training Accuracy')\n", + "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", + "plt.title('Model Accuracy')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(history.history['loss'], label='Training Loss')\n", + "plt.plot(history.history['val_loss'], label='Validation Loss')\n", + "plt.title('Model Loss')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "plt.show()\n" + ], + "metadata": { + "id": "fH8VKPluJ73a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "outputId": "e97c93e5-4768-4783-ec7b-a84e762f32b3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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7/vvvM93r008/td199922kiVL2lxdXW0VK1a0Pffcc7a4uDibzWazJSUl2Z577jlbaGiozcvLy1asWDFbaGio7eOPP75uRpGCwGSz/WdsqYiI3LQ6depQokQJ1qxZY3QUERERESmkNEdeRCSX/PHHH0RGRtK7d2+jo4iIiIhIIaYeeRGRW7Rz5062bt3K+++/z+nTpzlw4IB9pVwRERERkdymHnkRkVu0YMEC+vTpQ0pKCrNnz1YRLyIiIiJ5Sj3yIiIiIiIiIgWIeuRFREREREREChAV8iIiIiIiIiIFiJPRARyR1WrlxIkTeHl5YTKZjI4jIiKCzWbjwoULlC5dGrNZ38PfKn3Wi4iIo8nJZ70K+SycOHGC4OBgo2OIiIhc5ejRo9x2221Gxyjw9FkvIiKOKjuf9Srks+Dl5QWk/wC9vb0NTiMiIgLx8fEEBwfbP6Pk1uizXkREHE1OPutVyGchY4idt7e3PtxFRMShaBh47tBnvYiIOKrsfNZrkp2IiIiIiIhIAaJCXkRERERERKQAUSEvIiIiIiIiUoBojryIiIiIiMi/pKWlkZKSYnQMKWQsFgtOTk65st6NCnkREREREZErLl68yLFjx7DZbEZHkULIw8ODoKAgXFxcbuk+KuRFRERERERI74k/duwYHh4e+Pv7a6cQyTU2m43k5GROnTrFwYMHqVy5Mmbzzc90VyEvIiIiIiICpKSkYLPZ8Pf3x93d3eg4Usi4u7vj7OzM4cOHSU5Oxs3N7abvpcXuRERERERE/kU98ZJXbqUXPtN9cuUuIiIiIiIiIpIvVMiLiIiIiIiIFCAq5EVERERERCSTcuXK8eGHH2a7/dq1azGZTJw/fz7PMsk/VMiLiIiIiIgUUCaT6brHq6++elP33bJlC0888US22zdu3Jjo6Gh8fHxu6vWyS18YpNOq9SIiIiIiIgVUdHS0/Xzu3Lm88sor7Nmzx37N09PTfm6z2UhLS8PJ6cZloL+/f45yuLi4EBgYmKPnyM1Tj7yIiIiIiEgWbDYbl5JTDTlsNlu2MgYGBtoPHx8fTCaT/c9//fUXXl5e/Pjjj9SrVw9XV1fWr1/P/v37adu2LQEBAXh6enLHHXewevXqTPf979B6k8nE559/Tvv27fHw8KBy5cosXbrU/vh/e8pnzJiBr68vK1asoHr16nh6etKiRYtMXzykpqYyePBgfH19KVmyJCNGjODRRx+lXbt2N/3v7Ny5c/Tu3ZvixYvj4eFBy5Yt2bt3r/3xw4cP06ZNG4oXL06xYsWoUaMGy5Ytsz+3Z8+e9u0HK1euzPTp0286S14ytEd+3bp1vPfee2zdupXo6GgWL158w39pa9euZfjw4ezatYvg4GBeeuklHnvssUxtJk+ezHvvvUdMTAyhoaFMnDiRBg0a5N0bERERERGRQudyShohr6ww5LV3j2mOh0vulGsvvPAC48aNo0KFChQvXpyjR4/SqlUr3nzzTVxdXfnqq69o06YNe/bs4fbbb7/mfV577TXeffdd3nvvPSZOnEjPnj05fPgwJUqUyLL9pUuXGDduHF9//TVms5lHHnmEZ599lpkzZwLwzjvvMHPmTKZPn0716tWZMGECS5YsoVmzZjf9Xh977DH27t3L0qVL8fb2ZsSIEbRq1Yrdu3fj7OzMwIEDSU5OZt26dRQrVozdu3fbRy28/PLL7N69mx9//BE/Pz/27dvH5cuXbzpLXjK0Rz4hIYHQ0FAmT56crfYHDx6kdevWNGvWjMjISIYOHUq/fv1YseKf/7nmzp3L8OHDGT16NBEREYSGhtK8eXNOnjyZV29DRERERETEYY0ZM4YHHniAihUrUqJECUJDQ/nf//5HzZo1qVy5Mq+//joVK1bM1MOelccee4zu3btTqVIl3nrrLS5evMjmzZuv2T4lJYUpU6ZQv3596taty6BBg1izZo398YkTJzJy5Ejat29PtWrVmDRpEr6+vjf9PjMK+M8//5ymTZsSGhrKzJkzOX78OEuWLAHgyJEjNGnShFq1alGhQgUeeugh7r77bvtjderUoX79+pQrV47w8HDatGlz03nykqE98i1btqRly5bZbj9lyhTKly/P+++/D0D16tVZv349H3zwAc2bNwdg/Pjx9O/fnz59+tif88MPPzBt2jReeOGF3H8T12OzQcql/H3NIsBqtbHl0DniE5ONjiIickNlinsQcnsgmExGR5E8kpSaxpS1B3j8rnJ4uTkbHUdEcpG7s4XdY5ob9tq5pX79+pn+fPHiRV599VV++OEHoqOjSU1N5fLlyxw5cuS696ldu7b9vFixYnh7e1+3w9TDw4OKFSva/xwUFGRvHxcXR2xsbKaR0xaLhXr16mG1WnP0/jJERUXh5OREw4YN7ddKlixJ1apViYqKAmDw4MEMGDCAlStXEh4eTseOHe3va8CAAXTs2JGIiAgefPBB2rVrR+PGjW8qS14rUIvdbdy4kfDw8EzXmjdvztChQwFITk5m69atjBw50v642WwmPDycjRs3XvO+SUlJJCUl2f8cHx+fO4FTLsFbpXPnXmJnBhresJWIiAN58QS4FDM6heSRp2f9ycrdsew/dZEJ3cIw6UsbkULDZDLl2vB2IxUrlvkz6Nlnn2XVqlWMGzeOSpUq4e7uTqdOnUhOvn5HmbNz5i8rTSbTdYvurNpnd+5/XunXrx/Nmzfnhx9+YOXKlYwdO5b333+fp59+mpYtW3L48GGWLVvGqlWruP/++xk4cCDjxo0zNHNWCtRidzExMQQEBGS6FhAQQHx8PJcvX+b06dOkpaVl2SYmJuaa9x07diw+Pj72Izg4OE/yi4iISOHzv3sqYDGbWLrtBPP+OGp0HBGRG/rtt9947LHHaN++PbVq1SIwMJBDhw7lawYfHx8CAgLYsmWL/VpaWhoRERE3fc/q1auTmprKpk2b7NfOnDnDnj17CAkJsV8LDg7mySefZNGiRTzzzDNMnTrV/pi/vz+PPvoo33zzDR9++CGfffbZTefJSwX/66VcMHLkSIYPH27/c3x8fO4U884e6b0wcstW7Y5h5KIdJCSnEeTtxoTudahVJm/3qBQRyTXOHkYnkDxUr2wJnnmwCu8u38Popbuoc3txqgR4GR1LROSaKleuzKJFi2jTpg0mk4mXX375poez34qnn36asWPHUqlSJapVq8bEiRM5d+5ctkY27dixAy+vf/6uNZlMhIaG0rZtW/r378+nn36Kl5cXL7zwAmXKlKFt27YADB06lJYtW1KlShXOnTvHzz//TPXq1QF45ZVXqFevHjVq1CApKYnvv//e/pijKVCFfGBgILGxsZmuxcbG4u3tjbu7OxaLBYvFkmWb6+1p6Orqiqura+4HNpk0lPIWpVltfLDqbyb9vA9wpmH5ACb3rIufZx78+xIREblJT95dkY37z/Dr3tMMnBnB0kF34e6Se/NbRURy0/jx43n88cdp3Lgxfn5+jBgxIvemF+fAiBEjiImJoXfv3lgsFp544gmaN2+OxXLjvz8zFqjLYLFYSE1NZfr06QwZMoSHHnqI5ORk7r77bpYtW2Yf5p+WlsbAgQM5duwY3t7etGjRgg8++AAAFxcXRo4cyaFDh3B3d6dp06bMmTMn9994LjDZjJ6kcIXJZLrh9nMjRoxg2bJl7Nixw36tR48enD17luXLlwPQsGFDGjRowMSJEwGwWq3cfvvtDBo0KNuL3cXHx+Pj40NcXBze3t43/6bklsRdSmHI3D9Zu+cUAI83Kc/IVtVwthSoGSEiIrlCn025Ky9+nqcvJtFywq+cupBEtzuCebtj7Rs/SUQcSmJiIgcPHqR8+fK4ubkZHafIsVqtVK9enS5duvD6668bHSdPXO+/sZx8NhlaEV28eJHIyEgiIyOB9O3lIiMj7asljhw5kt69e9vbP/nkkxw4cIDnn3+ev/76i48//ph58+YxbNgwe5vhw4czdepUvvzyS6KiohgwYAAJCQn2VeylYNgTc4GHJ69n7Z5TuDqZ+aBrKK+0CVERLyIiDsvP05UJXcMwmWDOlqN8G3nc6EgiIg7t8OHDTJ06lb///psdO3YwYMAADh48SI8ePYyO5vAMHVr/xx9/0KxZM/ufM+apP/roo8yYMYPo6OhMWyCUL1+eH374gWHDhjFhwgRuu+02Pv/8c/vWcwBdu3bl1KlTvPLKK8TExBAWFsby5cuvWgBPHNeyHdE8O38bl5LTKOPrzqe96lFT8+FFRKQAaFzJj6ebVeKjn/bx4qIdhN7mSzk/TbMTEcmK2WxmxowZPPvss9hsNmrWrMnq1asddl66I3GYofWORMMXjZFmtTFu5R4+WbsfgMYVSzKpR11KFHMxOJmIiPH02ZS78vLnmZpmpcfUTWw+dJaaZbxZOKAxrk6aLy9SEGhoveS1QjG0XiTD+UvJ9JmxxV7E929anq8eb6AiXkREChwni5kJ3cMo7uHMzuPxjF32l9GRRESkkFEhL4aLio7n4Um/se7vU7g5m5nQLYxRrUNw0nx4EREpoIJ83Hm/SygAMzYcYsWuGIMTiYhIYaJKSQz13bYTdPh4A0fOXuK24u4sGtCEtmFljI4lIiJyy+6rFkD/puUBeH7Bdo6fv2xwIhERKSxUyIshUtOsjF0WxdOz/+RyShpNK/vx3aC7CCmteZ8iIlJ4PNe8GqHBvsRdTmHw7D9JSbMaHUlERAoBFfKS784lJPPY9C18uu4AAP+7pwLTH7uD4poPLyIihYyLk5lJ3evg5ebE1sPnGL/qb6MjiYhIIaBCXvLVrhNxtJm0nvX7TuPubGFSjzqMbFld8+FFRKTQCi7hwTsdawPwydr9rPv7lMGJRESkoFP1JPnm28jjdPxkA8fOXeb2Eh4sHtiYh2qXNjqWiIhInmtVK4ieDW8HYPi8SE7GJxqcSEQks3vvvZehQ4fa/1yuXDk+/PDD6z7HZDKxZMmSW37t3LpPUaJCXvJcapqVN77fzZA5kSSmWLm7ij9LBzWhWqDmw4uISNHx8kMhVAv04vTFZIbOjSTNajM6kogUAm3atKFFixZZPvbrr79iMpnYvn17ju+7ZcsWnnjiiVuNl8mrr75KWFjYVdejo6Np2bJlrr7Wf82YMQNfX988fY38pEJe8tSZi0n0nraZz9cfBOCpeysy/bE78PXQfHgRESla3JwtTOpRF3dnCxv2n+Hjn/cZHUlECoG+ffuyatUqjh07dtVj06dPp379+tSuXTvH9/X398fDwyM3It5QYGAgrq6u+fJahYUKeckzO4/H8fCk39iw/wweLhY+7lmX51tUw2I2GR1NRETEEJVKefJGu5oAfLD6bzYdOGNwIhG5LpsNkhOMOWzZG7Xz0EMP4e/vz4wZMzJdv3jxIvPnz6dv376cOXOG7t27U6ZMGTw8PKhVqxazZ8++7n3/O7R+79693H333bi5uRESEsKqVauues6IESOoUqUKHh4eVKhQgZdffpmUlBQgvUf8tddeY9u2bZhMJkwmkz3zf4fW79ixg/vuuw93d3dKlizJE088wcWLF+2PP/bYY7Rr145x48YRFBREyZIlGThwoP21bsaRI0do27Ytnp6eeHt706VLF2JjY+2Pb9u2jWbNmuHl5YW3tzf16tXjjz/+AODw4cO0adOG4sWLU6xYMWrUqMGyZctuOkt2OOXp3aXIWhRxjJGLdpCUaqVcSQ8+612fKgFeRscSERExXMd6t/Hb/tMsijjOkDmRLBvSlBLauUXEMaVcgrcMWtPpxRPgUuyGzZycnOjduzczZsxg1KhRmEzpnWbz588nLS2N7t27c/HiRerVq8eIESPw9vbmhx9+oFevXlSsWJEGDRrc8DWsVisdOnQgICCATZs2ERcXl2k+fQYvLy9mzJhB6dKl2bFjB/3798fLy4vnn3+erl27snPnTpYvX87q1asB8PHxueoeCQkJNG/enEaNGrFlyxZOnjxJv379GDRoUKYvK37++WeCgoL4+eef2bdvH127diUsLIz+/fvf8P1k9f4yivhffvmF1NRUBg4cSNeuXVm7di0APXv2pE6dOnzyySdYLBYiIyNxdnYGYODAgSQnJ7Nu3TqKFSvG7t278fT0zHGOnFAhL7kqJc3KW8uimP7bIQCaVfXnw2518HF3NjaYiIiIA3m9bU0ij57nwKkEnp2/jS8erW//5VtEJKcef/xx3nvvPX755RfuvfdeIH1YfceOHfHx8cHHx4dnn33W3v7pp59mxYoVzJs3L1uF/OrVq/nrr79YsWIFpUunf7Hx1ltvXTWv/aWXXrKflytXjmeffZY5c+bw/PPP4+7ujqenJ05OTgQGBl7ztWbNmkViYiJfffUVxYqlf5ExadIk2rRpwzvvvENAQAAAxYsXZ9KkSVgsFqpVq0br1q1Zs2bNTRXya9asYceOHRw8eJDg4GAAvvrqK2rUqMGWLVu44447OHLkCM899xzVqlUDoHLlyvbnHzlyhI4dO1KrVi0AKlSokOMMOaVCXnLN6YtJDJwZwaaDZwEYfF8lhoZXwayh9CIiIpkUc3Vico+6tJ38Gz/9dZIv1h+kX9O8/8VPRHLI2SO9Z9yo186matWq0bhxY6ZNm8a9997Lvn37+PXXXxkzZgwAaWlpvPXWW8ybN4/jx4+TnJxMUlJStufAR0VFERwcbC/iARo1anRVu7lz5/LRRx+xf/9+Ll68SGpqKt7eOVvgOioqitDQUHsRD9CkSROsVit79uyxF/I1atTAYrHY2wQFBbFjx44cvda/XzM4ONhexAOEhITg6+tLVFQUd9xxB8OHD6dfv358/fXXhIeH07lzZypWrAjA4MGDGTBgACtXriQ8PJyOHTve1LoEOaE58pIrth87T5uJ69l08CzFXCxMeaQewx+sqiJeRETkGqoHefPyQyEAvLP8LyKPnjc2kIhczWRKH95uxJHDUTp9+/Zl4cKFXLhwgenTp1OxYkXuueceAN577z0mTJjAiBEj+Pnnn4mMjKR58+YkJyfn2o9q48aN9OzZk1atWvH999/z559/MmrUqFx9jX/LGNaewWQyYbVa8+S1IH3F/V27dtG6dWt++uknQkJCWLx4MQD9+vXjwIED9OrVix07dlC/fn0mTpyYZ1lAhbzkgvl/HKXTlI1ExyVSwa8Y3w5qQoua1x4uIyIiIukeaXg7rWoFkpJm4+nZEcQn3vxCTSJStHXp0gWz2cysWbP46quvePzxx+1Tdn777Tfatm3LI488QmhoKBUqVODvv//O9r2rV6/O0aNHiY6Otl/7/fffM7XZsGEDZcuWZdSoUdSvX5/KlStz+PDhTG1cXFxIS0u74Wtt27aNhIQE+7XffvsNs9lM1apVs505JzLe39GjR+3Xdu/ezfnz5wkJCbFfq1KlCsOGDWPlypV06NCB6dOn2x8LDg7mySefZNGiRTzzzDNMnTo1T7JmUCEvNy0lzcrob3fy3ILtJKdaCa9eiiWDmlCplBa1ExERyQ6TycTYDrW5rbg7R89e5oWF27Flc6VqEZF/8/T0pGvXrowcOZLo6Ggee+wx+2OVK1dm1apVbNiwgaioKP73v/9lWpH9RsLDw6lSpQqPPvoo27Zt49dff2XUqFGZ2lSuXJkjR44wZ84c9u/fz0cffWTvsc5Qrlw5Dh48SGRkJKdPnyYpKemq1+rZsydubm48+uij7Ny5k59//pmnn36aXr162YfV36y0tDQiIyMzHVFRUYSHh1OrVi169uxJREQEmzdvpnfv3txzzz3Ur1+fy5cvM2jQINauXcvhw4f57bff2LJlC9WrVwdg6NChrFixgoMHDxIREcHPP/9sfyyvqJCXm3LqQhI9p27iy43p37INDa/MZ73q4+2mRe1ERERywsfdmUk96uJkNrFsRwwzNx0xOpKIFFB9+/bl3LlzNG/ePNN89pdeeom6devSvHlz7r33XgIDA2nXrl2272s2m1m8eDGXL1+mQYMG9OvXjzfffDNTm4cffphhw4YxaNAgwsLC2LBhAy+//HKmNh07dqRFixY0a9YMf3//LLfA8/DwYMWKFZw9e5Y77riDTp06cf/99zNp0qSc/TCycPHiRerUqZPpaNOmDSaTiW+//ZbixYtz9913Ex4eToUKFZg7dy4AFouFM2fO0Lt3b6pUqUKXLl1o2bIlr732GpD+BcHAgQOpXr06LVq0oEqVKnz88ce3nPd6TDZ97XuV+Ph4fHx8iIuLy/HiDEXBn0fOMeCbCGLiE/FydWJ81zAeCLm1b8dEROT69NmUuxzx5zl13QHeXBaFi5OZbwc2oXqQY+QSKUoSExM5ePAg5cuXx83Nzeg4Ughd77+xnHw2qUdecmTuliN0/fR3YuITqehfjCWDmqiIFxERyQV97yrPfdVKkZxqZdCsCBKSUo2OJCIiDkqFvGRLcqqVUYt3MGLhDpLTrDwYEsCSgU2o6O9pdDQREZFCwWw2Ma5zKIHebuw/lcAr3+4yOpKIiDgoFfJyQyfjE+k+9XdmbjqCyQTPPFCFKY/Uw0vz4UVERHJViWIuTOgWhtkECyOOsXDrMaMjiYiIA1IhL9e19fA5Hpq4nq2Hz+Hl5sS0R+/g6fsra394ERGRPNKwQkmGhlcB4OVvd7L/1EWDE4mIiKNRIS/XNGvTEbp9tpGTF5KoXMqTpYPuolm1UkbHEhERKfQGNqtE44oluZScxsCZESSmXH/fZRHJXVoPXPJKbv23pUJerpKUmsbIRdt5cfEOUtJstKwZyOKBTSjvV8zoaCIiIkWCxWziw65hlCzmwl8xF3jzhyijI4kUCRaLBYDk5GSDk0hhdenSJQCcnW9tmrJTboSRwiM2PpEnv9nKn0fOYzLBc82rMuCeiphMGkovIiKSn0p5uzG+axiPTtvM178fpnHFkrSsFWR0LJFCzcnJCQ8PD06dOoWzszNms/o9JXfYbDYuXbrEyZMn8fX1tX9pdLNUyIvdH4fOMmBmBKcuJOHt5sRH3etwb1UNpRcRETHKPVX8efKeikz5ZT/PL9xOzTI+BJfwMDqWSKFlMpkICgri4MGDHD582Og4Ugj5+voSGBh4y/dRIS8AJCSl0mfGFi4kplIt0ItPe9WjbEkNpRcRETHaMw9WYfPBM0QcOc+g2X8y/3+NcHFSL6FIXnFxcaFy5coaXi+5ztnZ+ZZ74jOokBcADp1J4EJiKr4ezix6qjEeLvpPQ0RExBE4W8x81L0OrSb8yraj5xm3cg8vtqpudCyRQs1sNuPm5mZ0DJFr0te5AkD0+UQAgot7qIgXERFxMLcV9+C9zqEAfLbuAD//ddLgRCIiYiQV8gJAdHx6IR/oo28eRUREHFHzGoE81rgcAMPnRRITl2hsIBERMYwKeQEgJu4yAEEq5EVERBzWyFbVqFnGm3OXUhg8509S06xGRxIREQOokBfgn6H1QT7uBicRERGRa3F1sjCxe12KuVjYfPAsH/20z+hIIiJiABXyAkB0XEYhrx55ERERR1berxhvdagFwMSf9rJh32mDE4mISH5TIS8AxGiOvIiISIHRNqwMXesHY7PBkLmRnL6YZHQkERHJRyrkBZvNxonz6XPkS2tovYiIGGDy5MmUK1cONzc3GjZsyObNm6/b/vz58wwcOJCgoCBcXV2pUqUKy5Yty6e0juHVh2tQuZQnpy4kMXzeNqxWm9GRREQkn6iQF85fSiEpNX2xnFLerganERGRombu3LkMHz6c0aNHExERQWhoKM2bN+fkyay3WEtOTuaBBx7g0KFDLFiwgD179jB16lTKlCmTz8mN5e5iYXLPurg5m1n39yk++/WA0ZFERCSfqJAX+/z4ksVccHO2GJxGRESKmvHjx9O/f3/69OlDSEgIU6ZMwcPDg2nTpmXZftq0aZw9e5YlS5bQpEkTypUrxz333ENoaGg+JzdelQAvXm1TA4D3Vuxh6+FzBicSEZH8oEJeiM7Yes5X8+NFRCR/JScns3XrVsLDw+3XzGYz4eHhbNy4McvnLF26lEaNGjFw4EACAgKoWbMmb731Fmlpadd8naSkJOLj4zMdhUXXO4J5OLQ0aVYbg2f/SdylFKMjiYhIHlMhL/Ye+UBvzY8XEZH8dfr0adLS0ggICMh0PSAggJiYmCyfc+DAARYsWEBaWhrLli3j5Zdf5v333+eNN9645uuMHTsWHx8f+xEcHJyr78NIJpOJN9vXpGxJD46fv8xzC7Zhs2m+vIhIYaZCXojR1nMiIlKAWK1WSpUqxWeffUa9evXo2rUro0aNYsqUKdd8zsiRI4mLi7MfR48ezcfEec/LzZlJ3evibDGxcncsX208bHQkERHJQyrkhRMaWi8iIgbx8/PDYrEQGxub6XpsbCyBgYFZPicoKIgqVapgsfyzrkv16tWJiYkhOTk5y+e4urri7e2d6Shsat3mw4utqgPw5g9R7DweZ3AiERHJKyrkRT3yIiJiGBcXF+rVq8eaNWvs16xWK2vWrKFRo0ZZPqdJkybs27cPq9Vqv/b3338TFBSEi4tLnmd2ZI81LscDIQEkp1kZNCuCi0mpRkcSEZE8oEJe7IW85siLiIgRhg8fztSpU/nyyy+JiopiwIABJCQk0KdPHwB69+7NyJEj7e0HDBjA2bNnGTJkCH///Tc//PADb731FgMHDjTqLTgMk8nEe51qU9rHjUNnLjFq8Q7NlxcRKYScjA4gxrLZbPah9aU1tF5ERAzQtWtXTp06xSuvvEJMTAxhYWEsX77cvgDekSNHMJv/6XsIDg5mxYoVDBs2jNq1a1OmTBmGDBnCiBEjjHoLDsXXw4WJPerQ5dPf+TbyBE0q+tHljsKzuJ+IiIDJpq9prxIfH4+Pjw9xcXGFcg7dv52/lEzYmFUA/PV6C+0jLyLioIrSZ1N+yNWfp9UK2+dCyMPgUix3AuaCj9fu493le3BzNvPdoLuoHOBldCQREbmOnHw2aWh9EZex9VyJYi4q4kVERG7G4idgyZOw9m2jk2Ty5N0VaVrZj8QUK4Nm/cnl5DSjI4mISC5RIV/ERWesWK+F7kRERG5OzY7p/9w4GaK3GZvlX8xmE+O7hOHv5cqe2AuM+X6X0ZFERCSXqJAv4qK1Yr2IiMitqdoSQtqBLQ2WDgar4/R8+3u58mHXMEwmmL35KEu3nTA6koiI5AIV8kWcfcV6FfIiIiI3r+U74OoD0ZGw6VOj02TSpJIfg5pVAuDFRTs4dDrB4EQiInKrVMgXcSfOZ/TIa+s5ERGRm+YVCA+8ln7+0xtw/oixef5jyP2VaVCuBBeTUnl69p8kpTrOqAEREck5FfJFXEy85siLiIjkirqPwu2NICUBfngWHGhjICeLmQndwyju4cyO43GMX/W30ZFEROQWqJAv4qI1tF5ERCR3mM3QZgKYnWHvCti12OhEmQT5uPNOx9oAfLbuABv3nzE4kYiI3CwV8kWYzWazz5HX0HoREZFc4F8Vmj6Tfv7jCLh8ztg8//FgjUC63RGMzQbPzIsk7nKK0ZFEROQmqJAvwuIvp3Lpyp6yGlovIiKSS5oOB78qkHASVo02Os1VXn4ohHIlPTgRl8gr3+40Oo6IiNwEFfJFWPSV+fHFPZxxc7YYnEZERKSQcHJNH2IPEPElHPrN2Dz/UczViQ+6hmExm/g28gTfRh43OpKIiOSQCvki7J/58RpWLyIikqvKNoZ6j6WffzcEUpMMjfNfdW4vzuD7KgPw0pKdHD9/2eBEIiKSEyrki7DoK1vPldawehERkdwX/hp4BsCZvfDreKPTXGVgs4rUud2XC4mpDJ8bSZrVcVbZFxGR61MhX4TFxKV/+64V60VERPKAuy+0fCf9/Nf34dQeQ+P8l5PFzIddw/BwsbDp4Fk+//WA0ZFERCSbVMgXYdH2FetVyIuIiOSJkHZQpQVYU9KH2FutRifKpGzJYrzapgYA41buYdeJOIMTiYhIdqiQL8KitfWciIhI3jKZoNU4cC4GRzamL37nYDrXv43mNQJISbMxdE4kiSlpRkcSEZEbUCFfhEVfGVqvHnkREZE85BsM97+cfr5qNFyIMTbPf5hMJsZ2qI2/lyt7T17k7R//MjqSiIjcgAr5Ispms/1r1XoV8iIiInmqwRNQug4kxcGPI4xOc5USxVwY1zkUgBkbDvHL36cMTiQiItejQr6Iik9M5VJy+tA5Da0XERHJY2YLtPkITBbYvQT2/Gh0oqvcU8WfxxqXA+DZ+ds4m5BsbCAREbkmFfJFVMyV3nhfD2fcXSwGpxERESkCgmpD40Hp5z88C0kXjM2ThRdaVqNSKU9OXUjixUU7sNm0JZ2IiCNSIV9EZcyPD/TWsHoREZF8c88L4FsW4o/BT28aneYqbs4WPuwahrPFxPJdMczfeszoSCIikgUV8kVUxvz40r4aVi8iIpJvXDzgoQ/SzzdNgWNbjc2ThZplfHjmwaoAvLZ0F4fPJBicSERE/kuFfBGlhe5EREQMUul+qN0VsKXvLZ+WYnSiq/RvWoGG5UuQkJzGsLmRpKZZjY4kIiL/okK+iIrJ2HpOQ+tFRETyX/O3wL04xO6AjZONTnMVi9nE+K5heLk5EXHkPB+v3W90JBER+RcV8kVURo98kIbWi4iI5L9ifunFPMDat+HsAWPzZKGMrztvtKsJwIQ1e4k8et7YQCIiYqdCvoiyF/IaWi8iImKM0O5Q/m5IvQzfDwcHXCG+bVgZHg4tTZrVxtA5f5KQlGp0JBERQYV8kRWjOfIiIiLGMpngoQ/ByQ0O/Azb5xmdKEuvt61JaR83Dp25xBs/RBkdR0REUCFfJMUnpnDxyjfq6pEXERExUMmKcM/z6ecrRkLCGWPzZMHHw5lxXUIxmWD25iOs2h1rdCQRkSJPhXwRlNEb7+PujIeLk8FpREREirjGg6FUCFw6AytfMjpNlhpX9OOJphUAGLFwOycvJBqcSESkaFMhXwRpfryIiIgDsThDm48AE2ybBQfWGp0oS8MfrEL1IG/OJiQzYsF2bA44p19EpKhQIV8ERZ+/svWcCnkRERHHEHwHNOiffv7dUEi5bGicrLg6WZjQLQwXJzM/7znFN5uOGB1JRKTIUiFfBEXbF7rT1nMiIiIO476Xwas0nDsIv7xrdJosVQnwYmTLagC8+cNu9p28aHAiEZGiSYV8ERSjofUiIiKOx80bWo9LP9/wEcTsNDbPNTzaqBxNK/uRmGJl6Nw/SU61Gh1JRKTIUSFfBJ2I09B6ERERh1StNVRvA9ZU+G4wWNOMTnQVs9nEuM6h+Ho4s/N4PBPW/G10JBGRIsfwQn7y5MmUK1cONzc3GjZsyObNm6/ZNiUlhTFjxlCxYkXc3NwIDQ1l+fLlmdq8+uqrmEymTEe1atXy+m0UKP/0yGtovYiIiMNp+S64esPxrbDlc6PTZCnA2423O9QC4OO1+9l88KzBiUREihZDC/m5c+cyfPhwRo8eTUREBKGhoTRv3pyTJ09m2f6ll17i008/ZeLEiezevZsnn3yS9u3b8+eff2ZqV6NGDaKjo+3H+vXr8+PtFBgx9jny6pEXERFxON6lIXx0+vmaMRB3zNg819CiZhCd692GzQbD5kYSn5hidCQRkSLD0EJ+/Pjx9O/fnz59+hASEsKUKVPw8PBg2rRpWbb/+uuvefHFF2nVqhUVKlRgwIABtGrVivfffz9TOycnJwIDA+2Hn59ffrydAuFCYgoXklIBDa0XERFxWPUeh+CGkHwRfngWHHSrt9EP1+D2Eh4cP3+ZV5fuMjqOiEiRYVghn5yczNatWwkPD/8njNlMeHg4GzduzPI5SUlJuLllLj7d3d2v6nHfu3cvpUuXpkKFCvTs2ZMjR66/PUpSUhLx8fGZjsIqozfe282JYq5OBqcRERGRLJnN0GYCmJ3h7x8haqnRibLk6erEB11DMZtgUcRxvt9+wuhIIiJFgmGF/OnTp0lLSyMgICDT9YCAAGJiYrJ8TvPmzRk/fjx79+7FarWyatUqFi1aRHR0tL1Nw4YNmTFjBsuXL+eTTz7h4MGDNG3alAsXLlwzy9ixY/Hx8bEfwcHBufMmHVC05seLiIgUDKWqw11D08+XPQ+XzxuZ5prqlS3BoGaVABi1eCfRVxbVFRGRvGP4Ync5MWHCBCpXrky1atVwcXFh0KBB9OnTB7P5n7fRsmVLOnfuTO3atWnevDnLli3j/PnzzJs375r3HTlyJHFxcfbj6NGj+fF2DKH58SIiIgVI02ehZCW4GANrXjM6zTU9fX9lQm/zIe5yCs/O34bV6phTAURECgvDCnk/Pz8sFguxsbGZrsfGxhIYGJjlc/z9/VmyZAkJCQkcPnyYv/76C09PTypUqHDN1/H19aVKlSrs27fvmm1cXV3x9vbOdBRWGVvPlfZVIS8iIuLwnN3Sh9gD/DENDmc9/dBozhYzH3QNw93Zwm/7zjDtt4NGRxIRKdQMK+RdXFyoV68ea9assV+zWq2sWbOGRo0aXfe5bm5ulClThtTUVBYuXEjbtm2v2fbixYvs37+foKCgXMtekNl75L01tF5ERKRAKHcX1OmVfv7dEEhNMjbPNVTw9+Tlh0IAeHf5HqKiC++aQyIiRjN0aP3w4cOZOnUqX375JVFRUQwYMICEhAT69OkDQO/evRk5cqS9/aZNm1i0aBEHDhzg119/pUWLFlitVp5//nl7m2effZZffvmFQ4cOsWHDBtq3b4/FYqF79+75/v4c0T9z5NUjLyIiUmA8MAaK+cPpPfDbBKPTXFP3BsGEVy9FcpqVoXMiSUxJMzqSiEihZGgh37VrV8aNG8crr7xCWFgYkZGRLF++3L4A3pEjRzItZJeYmMhLL71ESEgI7du3p0yZMqxfvx5fX197m2PHjtG9e3eqVq1Kly5dKFmyJL///jv+/v75/fYcUsYCNEEaWi8iIlJweJSAFm+nn697D07vNTbPNZhMJt7uWBs/Txf2xF7gvRV7jI4kIlIomWw2B92Y1EDx8fH4+PgQFxdX6ObL13p1BRcSU1k9/G4qlfIyOo6IiGRTYf5sMkKB/HnabDCzM+xbBWWbwKPfp29T54B++iuWx2f8AcA3fRtyV2U/gxOJiDi+nHw2Oebf/pInLialciExFYBAbT8nIiJSsJhM0Pp9cPaAw79B5DdGJ7qm+6oF8MidtwPwzPxIzl9KNjiRiEjhokK+CIm5Mqzey80JT1cng9OIiIhIjhUvC81GpZ+vfAkunjQ2z3WMahVCBf9ixMYn8eLiHWgQqIhI7lEhX4RooTsREZFCoOGTEBQKiXGw/AWj01yTu4uFD7uG4WQ2sWxHDIsijhsdSUSk0FAhX4RkFPIaVi8iIlKAWZygzUdgMsPOhfD3SqMTXVPt23wZ9kAVAEYv3cXRs5cMTiQiUjiokC9Cos+nF/Kl1SMvIiJSsJUOgzufSj//4RlIumhonOt58p6K1C9bnItJqQybG0maVUPsRURulQr5IiQmPn2OfKAKeRERkYKv2YvgczvEHYG1Y41Oc00Ws4kPuobh6erEH4fPMeWX/UZHEhEp8FTIFyGaIy8iIlKIuBSDh8ann//+MZz409g81xFcwoPXHq4BwAer/mb7sfPGBhIRKeBUyBchGUPrgzRHXkREpHCo/ADU7AQ2KywdDGmpRie6pg51y9C6dhCpVhtD50RyKdlxs4qIODoV8kVI9JXt59QjLyIiUoi0GAtuvhCzHTZ9YnSaazKZTLzZriaB3m4cOJ3AW8uijI4kIlJgqZAvIhKSUolPTP/mW3PkRUREChHPUvDgG+nnP78F5w4ZGud6fD1ceL9LKADf/H6En/6KNTiRiEjBpEK+iMiYH+/l6oSXm7PBaURERCRX1XkEyjWFlEvpq9jbHHdl+CaV/Oh3V3kAnl+wndMXkwxOJCJS8KiQLyJi7HvIqzdeREQc0+TJkylXrhxubm40bNiQzZs3X7PtjBkzMJlMmQ43tyL8GWcywUMfgsUV9q1O31/egT3bvCrVAr04fTGZFxZux+bAXzyIiDgiFfJFRMb8eBXyIiLiiObOncvw4cMZPXo0ERERhIaG0rx5c06ePHnN53h7exMdHW0/Dh8+nI+JHZBfJbj7ufTzH0fApbPG5rkON2cLH3YLw8ViZnXUSWZvPmp0JBGRAkWFfBGRMbS+tFasFxERBzR+/Hj69+9Pnz59CAkJYcqUKXh4eDBt2rRrPsdkMhEYGGg/AgIC8jGxg2oyBPyrwaXTsOplo9NcV7VAb55vURWA17/fzYFTFw1OJCJScKiQLyKiNbReREQcVHJyMlu3biU8PNx+zWw2Ex4ezsaNG6/5vIsXL1K2bFmCg4Np27Ytu3btumbbpKQk4uPjMx2FkpMLtPko/fzPb+DgOmPz3MDjTcrTpFJJLqekMWxuJClpVqMjiYgUCCrki4gYbT0nIiIO6vTp06SlpV3Vox4QEEBMTEyWz6latSrTpk3j22+/5ZtvvsFqtdK4cWOOHTuWZfuxY8fi4+NjP4KDg3P9fTiM2xtC/b7p598NhZREQ+Ncj9lsYlznUHzcndl2LI6Ja/YaHUlEpEBQIV9EZPTIB/lqaL2IiBR8jRo1onfv3oSFhXHPPfewaNEi/P39+fTTT7NsP3LkSOLi4uzH0aOFfE52+GjwDISz++HXcUanua4gH3feal8LgEk/72PrYced2y8i4ihUyBcR9kJePfIiIuJg/Pz8sFgsxMZm3lM8NjaWwMDAbN3D2dmZOnXqsG/fviwfd3V1xdvbO9NRqLn5QKv30s/XfwCxu43NcwOtawfRoW4ZrDYYOjeSi0mpRkcSEXFoKuSLgEvJqcRdTgE0R15ERByPi4sL9erVY82aNfZrVquVNWvW0KhRo2zdIy0tjR07dhAUFJRXMQue6m2gamuwpsJ3Q8Dq2PPPX3u4BrcVd+fo2cu8tvTa6x2IiIgK+SIhYw95T1cnvN2cDU4jIiJyteHDhzN16lS+/PJLoqKiGDBgAAkJCfTp0weA3r17M3LkSHv7MWPGsHLlSg4cOEBERASPPPIIhw8fpl+/fka9BcdjMqX3yrt4wrHNsPXaOwA4Ai83Z8Z3CcNsgvlbj/HjjmijI4mIOCwV8kWAVqwXERFH17VrV8aNG8crr7xCWFgYkZGRLF++3L4A3pEjR4iO/qewO3fuHP3796d69eq0atWK+Ph4NmzYQEhIiFFvwTH5lIH7R6efr34N4k8Ym+cGGpQvwYB7KwIwcvEOYuMdd6E+EREjmWw2m83oEI4mPj4eHx8f4uLiCsUcugVbj/Hs/G00rezH130bGh1HRERuQmH7bDJakfp5WtPgiwfh+B/pw+27fmN0outKTrXS8ZMN7Dgex12V/Pjy8QZYzCajY4mI5LmcfDapR74IyNh6LtBbPfIiIiJFjtkCbSaA2QmivoOo741OdF0uTmY+6BqGu7OF9ftOM3ZZlNGRREQcjgr5IuCEtp4TEREp2gJrQuPB6efLnoPL5w2NcyOVSnnyfpdQAD5ff5D5fxTy7QJFRHJIhXwREKOt50REROSe56FEBbhwAhY/6fCr2LeqFcSQ+ysDMGrxTu0vLyLyLyrkiwAtdiciIiI4u0OnaWBxhb9/hPXvG53ohobcX5mWNQNJTrPyv6+3cvz8ZaMjiYg4BBXyRUD0lTnypX00tF5ERKRIK10HWl8p4H96E/atNjbPDZjNJt7vEkpIkDenLybT/8s/uJScanQsERHDqZAv5C4np3H+UgqgHnkREREB6vaCuo8CNljYD84dNjrRdXm4ODH10fr4ebqwOzqeZ+dvw2rVpksiUrSpkC/kYq7sv+rhYsHbzcngNCIiIuIQWr0HpevC5XMwrxekOPaQ9TK+7kx5pB7OFhPLdsTw0U97jY4kImIoFfKFXPSVuWRBPm6YTNqDVURERAAnV+jyFXiUhOht8MOzYHPsXu765UrwZvtaAHy4ei8/7og2OJGIiHFUyBdy0fYV6zU/XkRERP7FNzh98TuTGSK/ga0zjE50Q13qB9P3rvIADJ+3jV0n4gxOJCJiDBXyhVzG0HrNjxcREZGrVLgX7ns5/fzH5+HYVkPjZMfIltW4u4o/l1PS6P/lH5y6kGR0JBGRfKdCvpA7cT5jxXoV8iIiIpKFu4ZBtYcgLRnm9YaE00Ynui4ni5mJ3etQwb8YJ+ISefKbrSSlphkdS0QkX6mQL+Ri7HvIa2i9iIiIZMFkgnafQMlKEH8MFvSBNMfe4s3H3ZnPe9fH282JrYfP8dLindgcfI6/iEhuUiFfyP0zR1498iIiInINbt7Q9RtwLgYH18FPrxud6IYq+HsyqUddzCaYv/UYX6w/aHQkEZF8o0K+kIuOu7Jqva8KeREREbmOUtWh7aT0898+hN1LDY2THXdX8eel1iEAvLUsil/+PmVwIhGR/KFCvhBLTEnj3KUUAIK8NbReREREbqBmB2g0KP18yVNw6m9j82RDnybl6Fo/GKsNBs2KYP+pi0ZHEhHJcyrkC7GM+fHuzha83Z0MTiMiIiIFQvirULYJJF+AuY9A0gWjE12XyWTi9XY1uaNccS4kptLvyz+Iu9KRISJSWKmQL8RO/GtYvclkMjiNiIiIFAgWZ+g8A7yC4PQe+HYQOPhCci5OZj55pB5lfN05eDqBgbMiSE2zGh1LRCTPqJAvxGK00J2IiIjcDM9S0OUrMDvD7iWwcZLRiW7Iz9OVqb3r4+FiYf2+07zxQ5TRkURE8owK+UIsY8X6QM2PFxERkZwKbgAtxqafrxoNB381Nk82hJT2ZnyXMABmbDjEnM1HjA0kIpJHVMgXYhkr1pfWivUiIiJyM+7oB7W7gS0tfX/5uONGJ7qhFjUDGf5AFQBe/nYnmw+eNTiRiEjuUyFfiGUMrQ/U0HoRERG5GSYTPPQBBNSChFMw/1FITTY61Q09fV8lWtcOIiXNxpPfbOXo2UtGRxIRyVUq5AuxaM2RFxERkVvl4gFdvwI3Hzi2BVaMNDrRDZlMJsZ1CqVmGW/OJiTT/6s/SEhKNTqWiEiuUSFfiP1TyGuOvIiIiNyCEhWgw9T08y2fQ+RsY/Nkg7uLhc961cfP05W/Yi4wbG4kVqtjr74vIpJdKuQLqcSUNM4mpA99U4+8iIiI3LIqzeGeF9LPvx8K0dsNjZMdpX3d+ax3PVwsZlbujuWD1X8bHUlEJFeokC+kYuPTe+PdnM34uDsbnEZEREQKhXtGQKUHIDUR5j4Cl88ZneiG6t5enLEdagEw8ad9fLfthMGJRERunQr5QipjWH1pH3dMJpPBaURERKRQMJuhw2fgWxbOH4ZFT4DVanSqG+pY7zaeuLsCAM/O38aOY3EGJxIRuTUq5AupjK3ntGK9iIiI5CqPEtD1a3Byg70rYd27RifKlhEtqtGsqj9JqVb6f/UHJ6+MXhQRKYhUyBdS0dp6TkRERPJKUCg89GH6+dq34e+VhsbJDovZxITudahUypOY+ESe+HoriSlpRscSEbkpKuQLqZh/Da0XERERyXVh3aF+X8AGi/rB2YNGJ7ohbzdnPu9dHx93ZyKPnufFRTuw2bSSvYgUPCrkC6kT59UjLyIiInmsxdtw2x2QGAdze0HyJaMT3VA5v2J83LMuFrOJRX8e57N1B4yOJCKSYyrkC6mY+PQ58tp6TkRERPKMkwt0/hKK+UPsDvh+GBSAHu4mlfx45aEQAN5e/hc//RVrcCIRkZxRIV9IxWiOvIiIiOQHnzLQaTqYLLB9Dmz53OhE2dK7UVm6N7gdmw0Gz45kb+wFoyOJiGSbCvlCKCk1jdMXkwHNkRcREZF8UL4pPPBa+vnykXB0s7F5ssFkMvHawzVoUL4EF5NS6ffVH5xLSDY6lohItqiQL4Ri45IAcHUy4+vhbHAaERERKRIaDYKQdmBNgXm94eJJoxPdkIuTmSmP1OO24u4cPnOJgbMiSEmzGh1LROSGVMgXQhl7yAf5uGEymQxOIyIiIkWCyQRtJ4FfVbgQDfP7QFqq0aluqEQxFz5/tD7FXCxs2H+G17/fbXQkEZEbUiFfCGXsIR+kYfUiIiKSn1y9oOs34OIFh9fD6tFGJ8qWaoHefNA1DJMJvtp4mJmbDhsdSUTkulTIF0L/FPJa6E5ERETymX8VaPdx+vnGSbBrsbF5sunBGoE8+2BVAEZ/u4uN+88YnEhE5NpUyBdCMVeG1mvFehERETFEyMPQZEj6+ZKBcPIvY/Nk01P3VuTh0NKkWm08NXMrR85cMjqSiEiWVMgXQicyeuR9NbReREREDHLfK1D+bkhJgLmPQGK80YluyGQy8W6n2tS+zYdzl1Lo/9UfXExy/Hn+IlL0qJAvhDL2kA/yVo+8iIiIGMTiBB2ngXcZOLMXvn0KbDajU92Qm7OFz3rVp5SXK3tiLzB0TiRWq+PnFpGiRYV8IZQxR15D60VERMRQnv7Q5WuwuEDUd/DbBKMTZUugjxuf9a6Pi5OZ1VGxjFu5x+hIIiKZqJAvZJJS0zh9MX0f+dIaWi8iIiJGu60etHwn/XzNa3BgraFxsiss2Jd3O9YG4OO1+/k28rjBiURE/qFCvpA5GZ9exLs4mSnu4WxwGhERERGgXh8IewRsVljwOMQdMzpRtrSrU4Yn76kIwHMLthN59LyxgURErlAhX8j8e+s5k8lkcBoRERERwGSC1uMgKBQunYF5vSE1yehU2fJc86rcX60UyalWnvjqD/taRCIiRlIhX8hEX9l6TnvIi4iIiENxdk+fL+9eHI5vhR+fNzpRtljMJj7sFkaVAE9OXkjiia//IDElzehYIlLEqZAvZP7pkdf8eBEREXEwxctCx88BE2ydARFfG50oW7zcnPm89x34ejiz/Vgczy/Yjq0ArMAvIoWXCvlCJkYr1ouIiIgjqxQOzUaln//wDJz409g82XR7SQ8+7lkXJ7OJpdtO8PHa/UZHEpEiTIV8IXPifPrQ+tIq5EVERMRRNX0GqrSEtCSY2xsunTU6UbY0rujH6IdrADBu5R5W7Y41OJGIFFUq5AuZmPiMHnkNrRcREREHZTZD+ylQogLEHYGFfcFaMOad97qzLI/ceTs2Gwyd8yd/xcQbHUlEiiAV8oXMv1etFxEREXFY7r7Q9Rtwcof9P8HasUYnyrbRbWrQqEJJEpLT6PflH5xNSDY6kogUMSrkC5HkVCunL6Zv5aJCXkRERBxeQA14eGL6+br34K9lxubJJmeLmY971uX2Eh4cO3eZAd9sJTnVanQsESlCVMgXIrHxidhs4GIxU6KYi9FxRERERG6sdmdo+GT6+eL/wZmCsYhc8WIufP5ofTxdndh08Cxjvt9ldCQRKUJUyBci/8yPd8NkMhmcRkRERCSbHngdgu+EpHiY+wgkJxidKFuqBHgxoVsYJhN88/sR5v1x1OhIIlJEqJAvRDQ/XkRERAokJxfo8iV4BsDJ3fDdECgg+7TfXz2AofdXAeClJTvZfuy8sYFEpEhQIV+IRF/Zek6FvIiIiBQ4XoHQeQaYnWDHfNj0qdGJsu3p+yoRXr0UyalWnvx6q33NIhGRvKJCvhDJ6JHX1nMiIiJSIJVtDA++kX6+chQc3mhsnmwym02M7xpGeb9inIhL5OlZf5KapsXvRCTvGF7IT548mXLlyuHm5kbDhg3ZvHnzNdumpKQwZswYKlasiJubG6GhoSxfvvyW7lmYxFwp5Ev7qkdeREQKnpv9/J4zZw4mk4l27drlbUDJHw2fhJodwZoK8x+FuONGJ8oWbzdnPu1VDw8XCxsPnOGd5X8ZHUlECjFDC/m5c+cyfPhwRo8eTUREBKGhoTRv3pyTJ09m2f6ll17i008/ZeLEiezevZsnn3yS9u3b8+eff970PQuT6Lj0ofWB3irkRUSkYLnZz+9Dhw7x7LPP0rRp03xKKnnOZErfkq5UDbgYC3N7Qsplo1NlS5UAL8Z1DgVg6q8HWbrthMGJRKSwMrSQHz9+PP3796dPnz6EhIQwZcoUPDw8mDZtWpbtv/76a1588UVatWpFhQoVGDBgAK1ateL999+/6XsWJv8sdqeh9SIiUrDczOd3WloaPXv25LXXXqNChQrXvX9SUhLx8fGZDnFgLsWg+yxwLwEn/oSlgwvM4netagXx5D0VARixYDtR0fpvTURyn2GFfHJyMlu3biU8PPyfMGYz4eHhbNyY9XyopKQk3Nwy9za7u7uzfv36m75nxn0L+od7SpqVU1cWVgnS0HoRESlAbvbze8yYMZQqVYq+ffve8DXGjh2Lj4+P/QgODs6V7JKHipeDLl9dWfxuHvw2wehE2fZc86rcVcmPyylp/O/rrcRdSjE6kogUMoYV8qdPnyYtLY2AgIBM1wMCAoiJicnyOc2bN2f8+PHs3bsXq9XKqlWrWLRoEdHR0Td9TygcH+6x8YnYbOBiMVPCw8XoOCIiItl2M5/f69ev54svvmDq1KnZeo2RI0cSFxdnP44e1X7fBUL5ptDi7fTz1a/C3ysNjZNdFrOJid3rUMbXnSNnLzFk7p+kWQvGiAIRKRgMX+wuJyZMmEDlypWpVq0aLi4uDBo0iD59+mA239rbKAwf7hkL3QX4uGI2mwxOIyIikncuXLhAr169mDp1Kn5+ftl6jqurK97e3pkOKSDu6Af1HgNssLAvnPrb6ETZUryYC5/2qoerk5m1e04xYXXByC0iBYNhhbyfnx8Wi4XY2NhM12NjYwkMDMzyOf7+/ixZsoSEhAQOHz7MX3/9haenp31e3M3cEwrHh7t9fry35seLiEjBktPP7/3793Po0CHatGmDk5MTTk5OfPXVVyxduhQnJyf279+fX9ElP5hM0PI9uL0xJMXD7G5w+ZzRqbKlZhkfxnaoBcBHP+1j5a5rjxAVEcmJHBfy5cqVY8yYMRw5cuSWXtjFxYV69eqxZs0a+zWr1cqaNWto1KjRdZ/r5uZGmTJlSE1NZeHChbRt2/aW71nQZaxYr/nxIiJS0OT087tatWrs2LGDyMhI+/Hwww/TrFkzIiMjC+QUObkBJ5f0+fI+wXB2PyzoC9Y0o1NlS4e6t/FY43IADJ+3jf2nLhobSEQKhRwX8kOHDmXRokVUqFCBBx54gDlz5pCUlHRTLz58+HCmTp3Kl19+SVRUFAMGDCAhIYE+ffoA0Lt3b0aOHGlvv2nTJhYtWsSBAwf49ddfadGiBVarleeffz7b9yysMnrkA31UyIuISMGTk98J3NzcqFmzZqbD19cXLy8vatasiYuL1ooplDz9odsscPaA/Wtg1StGJ8q2Ua2r06BcCS4mpfK/r7dyMSnV6EgiUsDdVCEfGRnJ5s2bqV69Ok8//TRBQUEMGjSIiIiIHN2ra9eujBs3jldeeYWwsDAiIyNZvny5fbGbI0eO2BeyA0hMTOSll14iJCSE9u3bU6ZMGdavX4+vr2+271lYxdiH1quQFxGRgienvxNIERVUG9p9nH6+cRJEzjY2TzY5W8xM6lmHAG9X9p28yLPztmErINvpiYhjMtlu8W+RlJQUPv74Y0aMGEFKSgq1atVi8ODB9OnTB5OpYC66Fh8fj4+PD3FxcQVmvnzbyb+x7eh5Pu1Vj+Y1rr0egIiIFEwF8bPJkennWcD99CasexcsrtBnGdxW3+hE2bL18Dm6fbaRlDQbz7eoylP3VjI6kog4kJx8Nt30YncpKSnMmzePhx9+mGeeeYb69evz+eef07FjR1588UV69ux5s7eWmxCTMUdeQ+tFRESksLt3JFR7CNKSYE5PiD9hdKJsqVe2OK8+XAOAcSv2sO7vUwYnEpGCKseFfERERKbh9DVq1GDnzp2sX7+ePn368PLLL7N69WoWL16cF3klCylpVk5eSF+nQHPkRUREpNAzm6H9FCgVAhdj0ov5lMtGp8qWHg1up2v9YKw2eHr2nxw9e8noSCJSAOW4kL/jjjvYu3cvn3zyCcePH2fcuHFUq1YtU5vy5cvTrVu3XAsp13fyQhI2GzhbTPgVczU6joiIiEjec/VKX/zOvTiciIDvhkABmHduMpl4rW0NQm/zIe5yCk98vZXLyQVjBX4RcRw5LuQPHDjA8uXL6dy5M87Ozlm2KVasGNOnT7/lcJI9GcPqA7zdMJsL5roEIiIiIjlWojx0/hJMFtg+FzZMNDpRtrg5W/jkkXqULOZCVHQ8Ixdt1+J3IpIjOS7kT548yaZNm666vmnTJv74449cCSU5k7H1nObHi4iISJFT4R5o+U76+apXYO8qY/NkU2lfdyb1qIvFbGJJ5Amm/3bI6EgiUoDkuJAfOHAgR48ever68ePHGThwYK6EkpyJPp9RyLsbnERERETEAHf0g7qPAjZY0BdO7zU6UbY0qliSkS3Tp6i+uSyK3w+cMTiRiBQUOS7kd+/eTd26da+6XqdOHXbv3p0roSRn1CMvIiIiRZrJBK3Gwe2NICkOZneDy+eNTpUtfe8qT9uw0qRZbQyaFUF0XMFYtE9EjJXjQt7V1ZXY2NirrkdHR+Pk5JQroSRnYuLT/8LXivUiIiJSZDm5QJevwfs2OLMPFvYFq+MvImcymXi7Q22qBXpx+mIyA76JICnV8XOLiLFyXMg/+OCDjBw5kri4OPu18+fP8+KLL/LAAw/kajjJnhMaWi8iIiICnv7QfRY4ucO+1bB6tNGJssXdxcJnverj4+5M5NHzvLp0l9GRRMTB5biQHzduHEePHqVs2bI0a9aMZs2aUb58eWJiYnj//ffzIqPcQIyG1ouIiIikCwqFdh+nn2+YCNvmGJsnm24v6cGEbmGYTDB781Fmbz5idCQRcWA5LuTLlCnD9u3beffddwkJCaFevXpMmDCBHTt2EBwcnBcZ5TpS06ycvKBCXkRERMSuZgdo+mz6+dLBcGyrsXmy6d6qpXjmgSoAjP52F38eOWdwIhFxVDc1qb1YsWI88cQTuZ1FbsLJC0lYbeBkNuHn6Wp0HBERERHH0GwUnIyCPT/AnB7wxFrwDjI61Q09dW8lth+LY+XuWAZ8E8F3T9+Fv5d+xxORzG56dbrdu3dz5MgRkpOTM11/+OGHbzmUZF/GivUB3m6YzSaD04iIiIg4CLMZOnwKnz8Ap6Jgbk94bBk4O/YIRrPZxPtdQmk3+Tf2n0pg4KwIZvZriLMlxwNpRaQQy3Ehf+DAAdq3b8+OHTswmUzYbDYgfcVNgLQ0rbKZnzQ/XkREjHL06FFMJhO33XYbAJs3b2bWrFmEhIRo5J44Blev9MXvpt4Hx7fCd0Og/ZT07eocmJebM5/2qk+7yb+x+eBZ3loWxeg2NYyOJSIOJMdf7Q0ZMoTy5ctz8uRJPDw82LVrF+vWraN+/fqsXbs2DyLK9WTsNRrkqxXrRUQkf/Xo0YOff/4ZgJiYGB544AE2b97MqFGjGDNmjMHpRK4oUQE6zwCTBbbPgY2TjE6ULZVKefJ+l1AApv92iMV/HjM4kYg4khwX8hs3bmTMmDH4+flhNpsxm83cddddjB07lsGDB+dFRrmOaPXIi4iIQXbu3EmDBg0AmDdvHjVr1mTDhg3MnDmTGTNmGBtO5N8q3Astxqafr3olfWu6AqB5jUAGNasEwMhFO9h1Iu4GzxCRoiLHhXxaWhpeXl4A+Pn5ceLECQDKli3Lnj17cjed3FDG0PpAbxXyIiKSv1JSUnB1TV+Ea/Xq1fZ1cqpVq0Z0dLSR0USu1uAJqNMLbFaY/zic3md0omwZ9kAV7q7iT2KKlf99vZXzl5Jv/CQRKfRyXMjXrFmTbdu2AdCwYUPeffddfvvtN8aMGUOFChVyPaBcX8bQ+tK+KuRFRCR/1ahRgylTpvDrr7+yatUqWrRoAcCJEycoWbKkwelE/sNkgtbvQ/CdkBQHs7tBouP3cFvMJj7qFsbtJTw4du4yT8/+kzSrzehYImKwHBfyL730ElarFYAxY8Zw8OBBmjZtyrJly/joo49yPaBcX8bQ+kAfzZEXEZH89c477/Dpp59y77330r17d0JD0+fzLl261D7kXsShOLlC16/B+zY4sxcW9AWr4y/U7OvhwpRH6uHmbObXvad5f6VGwYoUdSZbxrLzt+Ds2bMUL17cvnJ9QRcfH4+Pjw9xcXF4e3sbHeeaUtOsVH15OWlWG5tevJ8ADa8XESm0HPWzKS0tjfj4eIoXL26/dujQITw8PChVqpSBya7PUX+ekk9ORMK0FpB6GZoMgQcKxuKM30YeZ8icSACmPFKXFjWDjA0kIrkqJ59NOeqRT0lJwcnJiZ07d2a6XqJEiUJTxBckpy8mk2a14WQ24efpanQcEREpYi5fvkxSUpK9iD98+DAffvghe/bscegiXoTSYdBucvr5bxNg21xD42RX27Ay9L2rPADPzNvG3tgLBicSEaPkqJB3dnbm9ttv117xDuLElfnxAd5uWMz6IkVERPJX27Zt+eqrrwA4f/48DRs25P3336ddu3Z88sknBqcTuYGaHaHpM+nnS59O32e+AHihZTUali9BQnIa//t6K/GJKUZHEhED5HiO/KhRo3jxxRc5e/ZsXuSRHLCvWK+t50RExAARERE0bdoUgAULFhAQEMDhw4f56quvtG6OFAzNXoIqLSEtCeb0hAsxRie6IWeLmck96xLk48aB0wk8M28bVi1+J1Lk5LiQnzRpEuvWraN06dJUrVqVunXrZjok/2gPeRERMdKlS5fsW9KuXLmSDh06YDabufPOOzl8+LDB6USywWyGDp+BfzW4EJ1ezKckGp3qhvw8XfnkkXq4WMys2h3L5J8LxlZ6IpJ7nHL6hHbt2uVBDLkZ0efTh9arkBcRESNUqlSJJUuW0L59e1asWMGwYcMAOHnypBaQk4LDzRu6zYKp98HxP+D7YdDu4/Tt6hxYWLAvr7erwYiFOxi/+m9q3uZDs6pam0KkqMhxIT969Oi8yCE3ITpeW8+JiIhxXnnlFXr06MGwYcO47777aNSoEZDeO1+nTh2D04nkQMmK0HkGfNMRts2CwJrQaKDRqW6o6x23s+1YHLM2HWHI7D9ZOuguyvkVMzqWiOSDHA+tF8cRo6H1IiJioE6dOnHkyBH++OMPVqxYYb9+//3388EHHxiYTOQmVGwGzd9MP1/5EuxbbWyebBrdJoQ6t/sSn5jKk99s5VJyqtGRRCQf5LiQN5vNWCyWax6SfzS0XkREjBYYGEidOnU4ceIEx44dA6BBgwZUq1bN4GQiN6Hhk1DnEbBZYcHjcGa/0YluyNXJwic96+Hn6cpfMRcYsXAHNpsWvxMp7HJcyC9evJhFixbZj7lz5/LCCy8QFBTEZ599lhcZJQtpVhuxF5IACNLQehERMYDVamXMmDH4+PhQtmxZypYti6+vL6+//jpWq9XoeCI5ZzJB6/EQ3BAS42B2t/R/OrhAHzc+7lkXJ7OJ77ad4Iv1B42OJCJ5LMdz5Nu2bXvVtU6dOlGjRg3mzp1L3759cyWYXN/pi0mkWW1YzCb8vVyNjiMiIkXQqFGj+OKLL3j77bdp0qQJAOvXr+fVV18lMTGRN9980+CEIjfByRW6fA1Tm8Hpv2FhP+g+B8yOPfK0QfkSvNS6Oq9+t5uxP/5FSGlvGlf0MzqWiOSRXJsjf+edd7JmzZrcup3cwIkrw+oDvFyxmB17VVURESmcvvzySz7//HMGDBhA7dq1qV27Nk899RRTp05lxowZRscTuXleAdBtJji5wd6VsGaM0Ymy5dHG5ehQpwxpVhuDZv3J8Su/L4pI4ZMrhfzly5f56KOPKFOmTG7cTrIhY6G7QM2PFxERg5w9ezbLufDVqlXj7NmzBiQSyUWl60Dbyennv30I2+cbGic7TCYTb3WoRY3S3pxNSGbAN1tJTEkzOpaI5IEcF/LFixenRIkS9qN48eJ4eXkxbdo03nvvvbzIKFmItq9Yr/nxIiJijNDQUCZNmnTV9UmTJlG7dm0DEonkslqd4K5h6edLB8HxCGPzZIObs4Upj9TD18OZ7cfieHnJTi1+J1II5XiO/AcffIDJ9M9QbrPZjL+/Pw0bNqR48eK5Gk6uLTpOK9aLiIix3n33XVq3bs3q1avte8hv3LiRo0ePsmzZMoPTieSS+16Gk1Hw93KY0xOe+Bm8Ao1OdV3BJTyY2L0Oj07bzPytxwgN9uWRO8saHUtEclGOC/nHHnssD2JITkVraL2IiBjsnnvu4e+//2by5Mn89ddfAHTo0IEnnniCN954g6ZNmxqcUCQXmC3QYSp8Hg6n98DcR+CxH9IXxXNgTSv781zzaryz/C9e+24X1YO8qVdWnW4ihUWOh9ZPnz6d+fOvniM0f/58vvzyy1wJJTcWo6H1IiLiAEqXLs2bb77JwoULWbhwIW+88Qbnzp3jiy++MDqaSO5x84bus8HNB45tge+HQQEYrv7kPRVoVSuQlDQbA77Zysn4RKMjiUguyXEhP3bsWPz8rt7KolSpUrz11lu5EkpuzD5H3lc98iIiIiJ5rmRF6DwDTGaInAm/f2J0ohsymUy82ymUyqU8OXkhiadmRpCcajU6lojkghwX8keOHKF8+fJXXS9btixHjhzJlVByfWlWG7HxGT3yKuRFRERE8kXF++DBN9PPV46C/T8ZmycbPF2d+LRXPbxcnfjj8Dne+GG30ZFEJBfkuJAvVaoU27dvv+r6tm3bKFmyZK6Ekus7czGJVKsNswn8PR17fpaIiIhIoXLnAAjrCTYrzO8DZ/YbneiGKvh7Mr5rGABfbTzM4j+PGRtIRG5Zjhe76969O4MHD8bLy4u7774bgF9++YUhQ4bQrVu3XA8oVztxZVh9gLcbTpYcfxcjIiJySzp06HDdx8+fP58/QUSMYDLBQx/A6b1wbDPM7g79VqfPo3dgD4QEMPi+Snz00z5GLd5JrTK+VCrlaXQsEblJOa4CX3/9dRo2bMj999+Pu7s77u7uPPjgg9x3332aI59PYq5sPacV60VExAg+Pj7XPcqWLUvv3r2NjimSd5xcoes34FU6fSX7Rf3BmmZ0qhsaEl6FRhVKcik5jYEzI7ic7PiZRSRrOe6Rd3FxYe7cubzxxhtERkbi7u5OrVq1KFtWe1PmF/tCdyrkRUTEANOnTzc6gojxvAKg20yY3jJ9j/k1r8EDY4xOdV0Ws4kJ3cNoNWE9e2IvMHrpTt7tFGp0LBG5CTc9Lrty5cp07tyZhx56SEV8PovW1nMiIiIixitTFx6elH7+2wSI+MrYPNlQysuNj7qFYTLBvD+OsXCr5suLFEQ5LuQ7duzIO++8c9X1d999l86dO+dKKLk+9ciLiIiIOIjaneGeEenn3w+DA78YmycbGlfyY8j9lQF4aclO9p28YHAiEcmpHBfy69ato1WrVlddb9myJevWrcuVUHJ9miMvIiIi4kDuHQk1O4E1Feb1glN/G53ohp6+rzJNKpXkckoaT82M4FJyqtGRRCQHclzIX7x4ERcXl6uuOzs7Ex8fnyuh5Po0tF5ERETEgZhM0HYyBDeExDiY1RkSThud6rosZhMfdq2Dv5crf8deZPS3u4yOJCI5kONCvlatWsydO/eq63PmzCEkJCRXQsm1Wa02YuM1tF5ERETEoTi7QbdZULwcnDsEc3pCSqLRqa7L38uVCd3CMJtg/tZjLNB8eZECI8er1r/88st06NCB/fv3c9999wGwZs0aZs2axYIFC3I9oGR2OiGJlDQbZhOU8nI1Oo6IiIiIZCjmBz3mw+fhcPR3WDoIOkxN77F3UI0r+jE0vArjV/3NS0t2UPs2H6oEeBkdS0RuIMc98m3atGHJkiXs27ePp556imeeeYbjx4/z008/UalSpbzIKP8Sc2VYfSkvN5wsN73pgIiIiIjkBf8q0PUrMDvBjvmw9m2jE93QwGaVuKuSH4kpVgZqvrxIgXBTlWDr1q357bffSEhI4MCBA3Tp0oVnn32W0FDtQ5nXTpxPL+S10J2IiIiIg6pwLzz0Qfr5L2/D9nmGxrkRi9nEh93CKOXlyt6TF3l5iebLizi6m+7SXbduHY8++iilS5fm/fff57777uP333/PzWyShYwV6zU/XkRERMSB1e0NTYamn387EA5vMDTOjfh5ujKhWx3MJlgYcYz5fxw1OpKIXEeOCvmYmBjefvttKleuTOfOnfH29iYpKYklS5bw9ttvc8cdd+RVTrkiOl4r1ouIiIgUCPePhuoPQ1py+uJ3Z/Ybnei6GlUsybDwKgC8/O1O9sRof3kRR5XtQr5NmzZUrVqV7du38+GHH3LixAkmTpyYl9kkC9HntWK9iIiISIFgNkP7T6F0Xbh8FmZ1gUtnjU51XQObVaJp5fT58k/N3EpCkubLiziibBfyP/74I3379uW1116jdevWWCyWvMwl15Cx2J3myIuIiIgUAC4e0H0O+ATDmX0wrzekJhud6prMZhMfdA0jwNuV/acSeHnJTmw2m9GxROQ/sl3Ir1+/ngsXLlCvXj0aNmzIpEmTOH36dF5mkyxEx2uOvIiIiEiB4hUAPeaCixcc+hW+HwYOXBz7ebry0ZX58ov+PM78P7S/vIijyXYhf+eddzJ16lSio6P53//+x5w5cyhdujRWq5VVq1Zx4YLm0OQ1q9Vm75EP8tUceRERKVwmT55MuXLlcHNzo2HDhmzevPmabRctWkT9+vXx9fWlWLFihIWF8fXXX+djWpEcCqgBnWeAyQyR38D68UYnuq6GFUryzINVgfT58n/FxBucSET+Lcer1hcrVozHH3+c9evXs2PHDp555hnefvttSpUqxcMPP5wXGeWKMwnJpKTZMJmglJer0XFERERyzdy5cxk+fDijR48mIiKC0NBQmjdvzsmTJ7NsX6JECUaNGsXGjRvZvn07ffr0oU+fPqxYsSKfk4vkQOVwaPlu+vmaMbBrsbF5bmDAPRW5u4o/SalWnpoZofnyIg7kprefA6hatSrvvvsux44dY/bs2bmVSa4hozfe39MVZ8st/asTERFxKOPHj6d///706dOHkJAQpkyZgoeHB9OmTcuy/b333kv79u2pXr06FStWZMiQIdSuXZv169fnc3KRHGrQH+58Kv188ZNw7A9j81yH2Wzigy6hBHi7cuBUAi9pvryIw8iVatBisdCuXTuWLl2aG7eTaziRsYe8htWLiEghkpyczNatWwkPD7dfM5vNhIeHs3Hjxhs+32azsWbNGvbs2cPdd9+dZZukpCTi4+MzHSKGefANqNICUhNhdjc4d9joRNdU0tOVid3rYjGbWPznceZu0f7yIo5A3boFiH1+vLcWuhMRkcLj9OnTpKWlERAQkOl6QEAAMTEx13xeXFwcnp6euLi40Lp1ayZOnMgDDzyQZduxY8fi4+NjP4KDg3P1PYjkiNkCHb+AwFqQcApmdYXEOKNTXVOD8iV45sH0/eVHL91FVLS+CBMxmgr5AiRaW8+JiIjYeXl5ERkZyZYtW3jzzTcZPnw4a9euzbLtyJEjiYuLsx9Hj6pXUQzm6gnd54JXEJyKgvmPQZrjzkF/8u6K3Fs1fb78wJkRXNR8eRFDqZAvQKKvDK0v7atCXkRECg8/Pz8sFguxsbGZrsfGxhIYGHjN55nNZipVqkRYWBjPPPMMnTp1YuzYsVm2dXV1xdvbO9MhYjifMul7zDt7wP6f4MfnHHZbOrPZxPguYQR6u3HgdAIvLtqh+fIiBlIhX4D80yOvOfIiIlJ4uLi4UK9ePdasWWO/ZrVaWbNmDY0aNcr2faxWK0lJSXkRUSTvlA6Djp8DJvhjGvz+sdGJrqlEMRcm9aiDxWxi6bYTzNF8eRHDqJAvQOxz5DW0XkRECpnhw4czdepUvvzyS6KiohgwYAAJCQn06dMHgN69ezNy5Eh7+7Fjx7Jq1SoOHDhAVFQU77//Pl9//TWPPPKIUW9B5OZVaw3N30w/XzEK/vrB2DzXUb9cCZ5rnr6//Oilu9h9QvPlRYzgZHQAyR6r1aZCXkRECq2uXbty6tQpXnnlFWJiYggLC2P58uX2BfCOHDmC2fxP/0NCQgJPPfUUx44dw93dnWrVqvHNN9/QtWtXo96CyK258yk4sy+9V35hP+jzY3pvvQN6omkFNh04w897TjFwVgTfPX0Xnq4qK0Tyk8mmyS1XiY+Px8fHh7i4OIeZQ3f6YhL131iNyQR7Xm+Ji5MGU4iIFCWO+NlUkOnnKQ4pLRVmdU6fL+8VBP3WpM+jd0BnE5Jp/dGvRMcl0ia0NB91C8NkMhkdS6RAy8lnk6rBAiKjN97P01VFvIiIiEhhZHGCzjPAvzpciIbZXSHpotGpsvTv+fLfbTvBrM1HjI4kUqSoIiwgTpy/smK9htWLiIiIFF5uPtBjLhTzh5gdsLAvWNOMTpWlemVL8PyV+fKvfbebncfjDE4kUnSokC8gYuK1h7yIiIhIkVC8bPq2dE5u8PdyWPmS0YmuqX/TCtxfrRTJqVYGzYrgQmKK0ZFEigQV8gVEtH2hO209JyIiIlLo3VYf2k9JP//9Y9g81dg812A2mxjXOZTSPm4cOnOJkdpfXiRfqJAvIKKvDK3XivUiIiIiRUSN9nD/K+nnPz4Pe1cbm+caihdzYWKPujiZTXy/PZpvNmm+vEheUyFfQGT0yGtovYiIiEgRctdwCHsEbFaY/xjE7jI6UZbqlS3OiBbVAHhd8+VF8pwK+QIiY468htaLiIiIFCEmEzz0AZRrCskXYFZXuBBrdKos9WtanvDqpUhOszJwVgTxmi8vkmdUyBcANpvtX3Pk1SMvIiIiUqQ4uUDXr6FkZYg7CrO7QfIlo1NdxWRKny9fxtedw2cuMXKh5suL5BUV8gXA2YRkklOtAAR4q5AXERERKXLci6dvS+deAk5EwOL/gdVqdKqr+Hq4MLFHHZzMJn7YEc3Xvx82OpJIoaRCvgDI6I3383TFxUn/ykRERESKpJIVodsssLhA1FJY85rRibJU9/bivNAyfb78G99HseOY5suL5DZVhQVAzJVCvrSveuNFREREirSyjaDt5PTz3z6EiK8MjXMtfe8qzwMhAZovL5JHVMgXANFx6VvPBWpYvYiIiIjU7gL3vJB+/v0wOLDW0DhZMZlMjOuUPl/+yNlLjFiwXfPlRXKR4YX85MmTKVeuHG5ubjRs2JDNmzdft/2HH35I1apVcXd3Jzg4mGHDhpGYmGh//NVXX8VkMmU6qlWrltdvI09poTsRERERyeTeF6BWZ7CmwtzecGqP0Ymu4uPhzOSedXG2mPhxZwxfbdR8eZHcYmghP3fuXIYPH87o0aOJiIggNDSU5s2bc/LkySzbz5o1ixdeeIHRo0cTFRXFF198wdy5c3nxxRcztatRowbR0dH2Y/369fnxdvJMxtD6IF9tPSciIiIipG9L9/AkCL4TkuJgVhdIOG10qquEBfvyQsvqALzxw262HztvbCCRQsLQQn78+PH079+fPn36EBISwpQpU/Dw8GDatGlZtt+wYQNNmjShR48elCtXjgcffJDu3btf1Yvv5OREYGCg/fDz88uPt5NnTlwZWq8eeRERERGxc3aDbjOheDk4dwjm9ICUxBs9K9893qQcD4YEkJJmY+CsCOIua768yK0yrJBPTk5m69athIeH/xPGbCY8PJyNGzdm+ZzGjRuzdetWe+F+4MABli1bRqtWrTK127t3L6VLl6ZChQr07NmTI0eOXDdLUlIS8fHxmQ5HktEjrznyIiIiIpJJMT/oMR/cfODoJvh2IDjYXHSTycR7nUK5rbg7R89e5vkF2zRfXuQWGVbInz59mrS0NAICAjJdDwgIICYmJsvn9OjRgzFjxnDXXXfh7OxMxYoVuffeezMNrW/YsCEzZsxg+fLlfPLJJxw8eJCmTZty4cKFa2YZO3YsPj4+9iM4ODh33mQusNls9jnypTW0XkRERET+y78KdPkazE6wcwGsfdvoRFfx8XBmco/0+fIrdsUyY8MhoyOJFGiGL3aXE2vXruWtt97i448/JiIigkWLFvHDDz/w+uuv29u0bNmSzp07U7t2bZo3b86yZcs4f/488+bNu+Z9R44cSVxcnP04evRofrydbDl3KYWkVCsApbxdDU4jIiIiIg6pwj3w0Ifp57+8DdvmGhonK6HBvrzYKn2+/FvLoth29LyxgUQKMMMKeT8/PywWC7GxsZmux8bGEhgYmOVzXn75ZXr16kW/fv2oVasW7du356233mLs2LFYrdYsn+Pr60uVKlXYt2/fNbO4urri7e2d6XAUGVvP+Xm64OpkMTiNiIiIiDisur3grmHp50sHweENxubJwmONy9GiRuA/8+Uvab68yM0wrJB3cXGhXr16rFmzxn7NarWyZs0aGjVqlOVzLl26hNmcObLFkl7cXmuezcWLF9m/fz9BQUG5lDx/2efHa6E7EREREbmR+16BkLaQlgxzesKZ/UYnysRkMvFOp9oEl3Dn2LnLPKf58iI3xdCh9cOHD2fq1Kl8+eWXREVFMWDAABISEujTpw8AvXv3ZuTIkfb2bdq04ZNPPmHOnDkcPHiQVatW8fLLL9OmTRt7Qf/ss8/yyy+/cOjQITZs2ED79u2xWCx0797dkPd4q07Y95DX/HgRERERuQGzGdp/CmXqweWz6dvSXTprdKpMfNzT58u7WMys3B3LtN8OGR1JpMBxMvLFu3btyqlTp3jllVeIiYkhLCyM5cuX2xfAO3LkSKYe+JdeegmTycRLL73E8ePH8ff3p02bNrz55pv2NseOHaN79+6cOXMGf39/7rrrLn7//Xf8/f3z/f3lhhhtPSciIiIiOeHsDt1mw+f3w5l9MK83PLIInFyMTmZX+zZfRrWuzuilu3j7xyjqlS1OWLCv0bFECgyTTWNZrhIfH4+Pjw9xcXGGz5cfPi+SRRHHeb5FVZ66t5KhWURExDiO9NlUGOjnKUVC7G744kFIvgBhPaHtZDCZjE5lZ7Olz5NftiOGMr7uLBvcFB8PZ6NjiRgmJ59NBWrV+qIo+vyVrec0tF5EREREciIgBLrMAJMFImfC+vFGJ8rEZDLxdsfa3F7Cg+PnL/Os5suLZJsKeQcXE6/F7kRERETkJlUKh1bvpp+vGQO7Fhub5z+83f6ZL79qdyxfrD9odCSRAkGFvAOz2Wz27ec0R15EREREbsod/eDOgenni5+EwxuNzfMftW7z4aWH0veXf/vHv4g4cs7gRCKOT4W8Azt/KYXEFCsAAd4q5EVERETkJj34OlRtBamJMKsrRG83OlEmve4sS+taQaRabTw960/OX0o2OpKIQ1Mh78Cir2w9V7KYC27OFoPTiIiIiEiBZbZAxy+gbBNIioOv28PpfUansjOZTIztWIuyJa/Ml5+v+fIi16NC3oHFxKcPq9f8eBERERG5ZS4e0H0OBIXCpdPwVVs4f9ToVHb/ni+/OuokU389YHQkEYelQt6BnbiyYn2QVqwXERERkdzg5p2+p7xfFYg/Bl+3g4unjE5lV7OMDy+3CQHgneV7+OmvWIMTiTgmFfIOLCYuo5BXj7yIiIiI5JJiftBrCfjcDmf2wTft4fJ5o1PZPdLwdjrVu400q42nZkbwpxa/E7mKCnkHljFHXkPrRURERCRX+ZSB3kugWCmI2ZG+AF5ygtGpgCvz5TvU4p4q/iSmWHl8xhb2n7podCwRh6JC3oFlbD1X2leFvIiIiIjkspIVoddicPOBo7/D3F6Q6hirxTtbzHzcsy6ht/lw7lIKvb/YTGx8otGxRByGCnkHljG0PtBbc+RFREREJA8E1oSeC8DZA/avgUX9wJpmdCoAirk6Me2xOyh3ZSX7x6ZvIT4xxehYIg5BhbyDstls9qH1miMvIiIiInkmuAF0mwkWF9j9LXw3GBxk67eSnq589XhD/DxdiYqO539fbSUp1TG+aBAxkgp5BxV/OZXLKel/SWmOvIiIiIjkqYr3QadpYDLDn9/Aypccppi/vaQHM/rcgaerExsPnGH4vG1YrY6RTcQoKuQd1Ikr8+NLFHPBzdlicBoRERERKfSqt4G2k9PPN06CdeOMzfMvNcv4MOWRejhbTPywPZox3+/G5iBfNIgYQYW8g/pnfrx640VEREQkn4T1gBZvp5///AZs+tTYPP9yV2U/xnUOBWDGhkN8uu6AwYlEjKNC3kFlzI/XivUiIiIikq/uHAD3vph+/uPzEDnb2Dz/0jasDC+1rg7A2z/+xcKtxwxOJGIMFfIOKmPrOc2PFxEREZF8d8/zcOdT6effDoSo743N8y/9mlbgibsrADBi4XbW7jlpcCKR/KdC3kH9s2K9tp4TERERkXxmMsGDb0LYI2BLgwV94MBao1PZvdCiGu3CSpNqtfHUzAi2HT1vdCSRfKVC3kHFaOs5ERERETGS2QxtJkD1hyEtGWb3gKNbjE4FgNls4t1OoTSt7Mel5DQen7GFg6cTjI4lkm9UyDuoExpaLyIiIiJGszhBx8/Tt6dLSYCZnSB2l9GpAHBxMvPJI/WoWcabMwnJ9J62iZMXEo2OJZIvVMg7IJvN9q8eeQ2tFxEREREDOblC128guCEknoev28OZ/UanAsDT1YnpjzXg9hIeHD17mT7Tt3AhMcXoWCJ5ToW8A4pPTOVSchqgofUiIiIi4gBcikGPeRBQCy7GwlftIP6E0akA8Pdy5avHG1CymAu7TsTz5DdbSU61Gh1LJE+pkHdAGSvWF/dwxs3ZYnAaERERERHA3Rd6LYISFSHuSHoxn3DG6FQAlPMrxvQ+d+DhYuG3fWd4dv42rFab0bFE8owKeQeUsWJ9oIbVi4iIiIgj8SwFvZeAdxk4vQe+6QCJ8UanAqD2bb588kg9nMwmlm47wVvLooyOJJJnVMg7oIz58aU1rF5EREREHI3v7dBrCXj4QXQkzO4GKZeNTgXAPVX8ebdTbQA+X3+QqesOGJxIJG+okHdA0ee1Yr2IiIiIODD/KunD7F294fBvMO9RSHOMReY61L2NkS2rAfDmsiiW/Hnc4EQiuU+FvAOK1h7yIiIiIuLogkKhx1xwcoe9K2Dx/8CaZnQqAJ64uwKPNykPwLPzt7Hu71MGJxLJXSrkHVBMvObIi4iIiEgBULZx+tZ0ZmfYuRB+eAZsxi8yZzKZeKl1dR6qHUSq1caAb7ay41ic0bFEco0KeQd04srQes2RFxERERGHVzkcOnwGmGDrdFjzmtGJADCbTbzfJZTGFUuSkJxGnxmbOXwmwehYIrlChbyDsdls/1q1XoW8iIiIiBQANTtAmwnp5+s/gF/HG5vnClcnC5/2qkf1IG9OX0ym97TNnL6YZHQskVumQt7BXEhK5VJy+tyiIA2tFxEREZGCot6j8MDr6edrXoMtXxib5wovN2e+7HMHtxV35/CZS/SZvoWEpFSjY4ncEhXyDib6fHpvvK+HM+4uFoPTiIiIiIjkQJPB0PTZ9PMfnoEdC4zNc0Upbze+erwBJYq5sON4HE9+s5XkVKvRsURumgp5BxMdd2XrOW8NqxcRkaJl8uTJlCtXDjc3Nxo2bMjmzZuv2Xbq1Kk0bdqU4sWLU7x4ccLDw6/bXkTy0X0vwR39AVv6SvZ7lhudCIAK/p588Wh93J0t/Lr3NCMWbsdqNX5hPpGboULewcRo6zkRESmC5s6dy/Dhwxk9ejQRERGEhobSvHlzTp48mWX7tWvX0r17d37++Wc2btxIcHAwDz74IMePa79oEcOZTNDyXajdFaypMP9ROLTe6FQA1Lm9OB/3rIvFbGLxn8d5Z8VfRkcSuSkq5B3MiYxC3lfz40VEpOgYP348/fv3p0+fPoSEhDBlyhQ8PDyYNm1alu1nzpzJU089RVhYGNWqVePzzz/HarWyZs2afE4uIlkym6HtZKjaClITYVY3OB5hdCoAmlUrxdsdagHw6S8H+GL9QYMTieScCnkHE3NlaH2QhtaLiEgRkZyczNatWwkPD7dfM5vNhIeHs3Hjxmzd49KlS6SkpFCiRIksH09KSiI+Pj7TISJ5zOIMnaZDuaaQfAG+6QgnHaMHvHP9YJ5rXhWA17/fzdJtJwxOJJIzKuQdjLaeExGRoub06dOkpaUREBCQ6XpAQAAxMTHZuseIESMoXbp0pi8D/m3s2LH4+PjYj+Dg4FvOLSLZ4OwG3WdDmXpw+Sx83Q7OHTI6FQBP3VuRRxuVBeCZeZFs2Hfa4EQi2adC3sFkFPKlNbReREQkW95++23mzJnD4sWLcXPL+ovwkSNHEhcXZz+OHj2azylFijBXL+i5APyrw4Vo+KodXMjel3R5yWQy8UqbGrSqFUhKmo0nvt7KrhNxRscSyRYV8g4mRj3yIiJSxPj5+WGxWIiNjc10PTY2lsDAwOs+d9y4cbz99tusXLmS2rVrX7Odq6sr3t7emQ4RyUceJaDXYiheDs4dhK/bw6WzRqfCYjYxvksYDcuX4GJSKo9N38LRs5eMjiVyQyrkHciFxBQuJqUCWrVeRESKDhcXF+rVq5dpobqMhesaNWp0zee9++67vP766yxfvpz69evnR1QRuRXeQdD7W/AMhJO7YWZnSLpodCrcnC181rs+1QK9OHUhid7TNnPmYpLRsUSuS4W8A8nojfdxd8bDxcngNCIiIvln+PDhTJ06lS+//JKoqCgGDBhAQkICffr0AaB3796MHDnS3v6dd97h5ZdfZtq0aZQrV46YmBhiYmK4eNH4okBErqN4Oei9BNyLw/E/YE4PSEk0OhU+7s7M6NOA/7d339FRVWsfx7+TSQ9J6EmoIRCqoRfpCGgA4QrSe0elCCKvwAUE9VJUVKqgGJrSRRBEQEClIwiGCxjpTQiEmhBK2sz7R2CukQAJJjmZ5PdZ66yVc+bMOc+cO97NM/vZexfM6cbpq7fpteBX7sTGGx2WyCMpkc9ELmoNeRERyabat2/P5MmTefvtt6lYsSKhoaFs2LDBNgHeuXPnCA8Pt50/a9YsYmNjadOmDX5+frZt8uTJRn0EEUmp/GWgy0pwzgGnt8LXvSDB+KTZ19uVBb2qkdPdiYPnbzJg0QHiEixGhyWSLJPVarUaHURmExUVhbe3N5GRkRk6hm7ZvnMMX3mIBqXyMb9n9Qy7r4iIZH5GtU1ZlZ6nSCZwenviknQJMVC+A7Sclbj+vMH2n71B5y/2cC/OQpsqhfiwTXlMJpPRYUk2kJq2yfj/UsQm3NYjrxnrRURERCSLK1YX2i0Akxn+uxQ2jIBM0MdYpWguZnSsjIMJvt7/J5N/OGp0SCIPUSKfiYTfVGm9iIiIiGQjpZpCq88AE+z9DH6aYHREADQu68OEVkEAzPzpJAt2nTE2IJG/USKfiYRHaek5EREREclmyreFF+/Pb7HtA9g1w9h47utQvQhDny8JwLi1R/j+UPgT3iGScZTIZyKXIu8CUECl9SIiIiKSnVTrA43eTvz7h1FwYKGx8dw3qGEJOtcogtUKQ5aGsvvkNaNDEgGUyGcqD0rr1SMvIiIiItlOnaFQe3Di32sHw5FVxsYDmEwm3n3pGV4o60NsgoV+C38lLDzK6LBElMhnFrfuxXErJnHZDY2RFxEREZFsx2SCxu9AlR5gtcDXvTNFz7zZwcS0jpWo5p+LWzHx9Ji3lz9v3DE6LMnmlMhnEpfvj4/3cnXEw8XR4GhERERERAxgMsGLH0OFTmBNgDWDEifAM3g2e1cnM190q0ZJnxxcjoqh+9y93Lgda2hMkr0pkc8kLt7U0nMiIiIiIjiYoeWnUO//Eve3vg+r+0O8sYmzt7sT83tWx8/blZNXbtN7wT7uxiYYGpNkX0rkM4lLkRofLyIiIiICJPbMNxwNLaYmrjN/cDEsbgv3jB2fXiCnGwt6VcfL1ZED524yaMkB4hMshsYk2ZMS+Uwi/H4iXyCnEnkRERERESBxvHynZeDkAad+hnlNIeqioSGV9PEkpEc1XBwd2BwWwejVh7EaXPov2Y8S+Uwi/P7Sc75eKq0XEREREbEJfB56fg85fODyYfiiMVw+YmhI1fxzM61jJRxMsHTfeUZ+c4jIu3GGxiTZixL5TOJBj7xmrBcRERER+ZsCFaH3JshbCqIuwNwmcGqroSEFl/PlvZbPAInJfKOPfmbl/j/VOy8ZQol8JvFgjLyfSutFRERERB6Wqyj03ghFa0NMFHzVGg4uMzSkzjWK8lXvGgTk8+BqdCxvrjhI29m7+f2i1pqX9KVEPpO4eL+0Xj3yIiIiIiKP4JYLuq6Cci+DJQ5W9YNtkw1dnq5OYF42DK7HiKalcXc28+vZGzSfvp1xa46o3F7SjRL5TCA6Jp5b9+IB8NXycyIiIiIij+boAq1DoNbrifs/vgffDYGEeMNCcnZ04NX6xdnyZn1eLO+HxQrzd51Rub2kGyXymcCDsnpPF0dyuDgaHI2IiIiISCbn4AAvvAfNJoPJAfbPh6UdISba0LD8vN2Y2amyyu0l3SmRzwQezFiv8fEiIiIiIqlQvS+0/woc3eD4DzD/Rbh12eioVG4v6U6JfCbwYMZ6ldWLiIiIiKRS6Rehx3fgnhfCQyGkMVw5ZnRUKreXdKVEPhOwzVjvpR55EREREZFUK1QV+myC3AFw8xyEPA9ndxkdFZC03L64yu0ljSiRzwRUWi8iIiIi8g/lDoDem6FQdbh3Exa+BIe/MToqmzqBeVmvcntJI0rkM4EHpfVaek5ERERE5B/wyAPd10Dp5pAQC1/3hJ3TDF2e7q8eV27/9f4/sVgyR5yS+SmRzwQuaYy8iIiIiEjacHKDdguhxquJ+5vGwPq3wJJgbFx/kVy5/bAVB2n3mcrtJWWUyGcCF28mltYXUI+8iIiIiMg/52CGJpPghfGJ+3s/h+XdIPaOsXH9jcrt5WkpkTfY7Zh4ou7FA+CrRF5EREREJG2YTFBrILSdD2YX+OM7WNACbl81OrIkVG4vT0OJvMEuRSWW1edwccTT1cngaEREREREsphyraDbt+CWCy78mjij/bWTRkf1EJXbS2ookTfYJU10JyIiIiKSvorWhN6bIGcRuH4qMZk/v8/oqJKlcntJCSXyBnswPl5l9SIiIiIi6ShvIPTZAgUqwZ1rsKA5hH1ndFTJUrm9PIkSeYOpR15EREREJIPkyA891kFgMMTfg2Vd4JfPjI7qkVRuL4+iRN5g4VEPEnktPSciIiIiku6cPaDDYqjSE7AmLk23cRRYLEZH9kgqt5e/UyJvsPD7pfXqkRcRERERySBmR2j+CTR6O3F/9wxY2Qvi7hkb12Oo3F7+Som8wcLvl9ZrjLyIiIiISAYymaDum/DyHHBwgiOr4MuWcOe60ZE91oNy+0V9VG6fnSmRN9iD5ecK5FRpvYiIiIhIhivfDrp+Ay7ecG43hLwAN84YHdUT1S6hcvvsTIm8ge7GJnDzTuJ/ZOqRFxERERExSLF60GsDeBWCa8fhi+fhwgGjo3oildtnX0rkDRQemTg+3sPZjKeLo8HRiIiIiIhkYz5loc8m8AmC2xEw/0U4ttHoqFLkUeX2bT/bzZGLkUaHJ+lAibyBbEvP5XTDZDIZHI2IiIiISDbnVQB6fg8Bz0HcHVjSAX6dZ3RUKfag3H7k/XL7/Wdv0GL6DpXbZ0GGJ/IzZ87E398fV1dXatSowd69ex97/pQpUyhVqhRubm4ULlyYN954g3v3ks4umdprGuWi1pAXEREREclcXL2g8wqo2BmsFvhuCGx5F6z2Uabu7OjAK48ot1/x63msdvI55PEMTeSXLVvG0KFDGTt2LAcOHKBChQoEBwcTERGR7PmLFy9mxIgRjB07lrCwMEJCQli2bBn//ve/n/qaRrp0v7Te10uJvIiIiIhIpmF2gpdmQv0RifvbP4JVr0B8rLFxpUJy5fb/9/V/6bPgV67ftp/PIckzNJH/+OOP6du3Lz179qRs2bLMnj0bd3d35s6dm+z5u3btonbt2nTq1Al/f39eeOEFOnbsmKTHPbXXNFL4X0rrRUREREQkEzGZ4LmR8K8ZYDLDf5fBotZwz77GnP91dntnRwe2/BFB06nb2HPqmtGhyT9gWCIfGxvL/v37ady48f+CcXCgcePG7N69O9n31KpVi/3799sS91OnTvH999/TrFmzp74mQExMDFFRUUm2jBCu0noRERERkcytclfovBycc8DpbTC3CUT+aXRUqfJgdvvV/WsTkM+Dy1ExdJqzh082HSM+wWJ0ePIUDEvkr169SkJCAj4+PkmO+/j4cOnSpWTf06lTJ959913q1KmDk5MTxYsXp0GDBrbS+qe5JsDEiRPx9va2bYULF/6Hny5lHiTyWnpORERERCQTK9EYeq6HHL4Q8Tt80RguHTI6qlQrW8CL7wbVoW2VQlisMHXLcTp98YttNS2xH4ZPdpcaP//8MxMmTODTTz/lwIEDfPPNN6xbt4733nvvH1135MiRREZG2rbz58+nUcSP92CMfAFvldaLiIiIiGRqfuWhz2bIVwZuhcPcpnDyR6OjSjV3Z0c+bFuBKe0r4uFsZu/p6zSdup3Nv182OjRJBcMS+bx582I2m7l8OekX5vLly/j6+ib7njFjxtC1a1f69OlDUFAQrVq1YsKECUycOBGLxfJU1wRwcXHBy8sryZbe7sYmcONO4hIQ6pEXEREREbEDOQtDrw3gXxdib8GitvDbIqOjeiotKxVk3et1eaagFzfvxNFn4a+8s/YIMfEJRocmKWBYIu/s7EyVKlXYsmWL7ZjFYmHLli3UrFkz2ffcuXMHB4ekIZvNZgCsVutTXdMol6ISy+rdnc14uToaHI2IiIiIiKSIW07oshKC2oIlHr7tDz+Mgbh7T3xrZuOf14OVr9Wid51iAMzbeYaXP93F6au3DY5MnsTQ0vqhQ4cyZ84cFixYQFhYGK+99hq3b9+mZ8+eAHTr1o2RI0fazm/RogWzZs1i6dKlnD59mk2bNjFmzBhatGhhS+ifdM3M4sE4FF9vV0wmk8HRiIiIiIhIijm6QKvPoc7QxP1d0+CzenB+n7FxPQUXRzNjmpdlbo+q5HJ34sjFKJpP286q3+xrQr/sxtCu4Pbt23PlyhXefvttLl26RMWKFdmwYYNtsrpz584l6YEfPXo0JpOJ0aNHc+HCBfLly0eLFi0YP358iq+ZWYTfTPzFTuPjRURERETskIMDNB4LBavAd2/A1aMQ8jzUHADPjQJnd6MjTJWGpX1YP7geg5f+xi+nr/PGsoPsOH6Nd18qh4eLKogzG5PVarUaHURmExUVhbe3N5GRkek2Xn7mTyf4cONR2lQpxOS2FdLlHiIiknVkRNuUneh5ikiaunMdNv4bDi5J3M8dAC/NhKK1jI3rKSRYrMz48QRTtxzDYoWAvB5M71SJcgW8jQ4ty0tN22RXs9ZnJQ9K67WGvIiIiIiInXPPDa1mQ6fl4FkArp+CeU3h+/+DmGijo0sVs4OJwY0DWdL3WXy9XDl19TatZu5iwa4zqA8481Aib5AHpfV+Kq0XEREREckaSgbDgD1QuVvi/t7PYVYtOLXV2LieQo2APKwfXJfGZfITm2Bh7Joj9PtyPzfvxBodmqBE3jDhkQ8SefXIi4iIiIhkGa7e8K/p0HUVeBeGm2dh4b9g7WC4F2V0dKmSy8OZOd2qMrZFWZzNDmz6/TLNpm5n35nrRoeW7SmRN8iD5ee0hryIiIiISBZUvCH03w3V+iTu758Pn9aE45sNDSu1TCYTPWsX45v+tSiW14OLkfdo/9lupm85ToJFpfZGUSJvgHtxCVy/nViSolnrRURERESyKBdPePEj6P4d5PKHqD9hUWtY3R/u3jA6ulR5pqA3awfV4eVKBbFY4aNNx+jyxS9cvt9BKRlLibwBLt0vq3dzMuPlpqUcRERERESytGJ14bVd8Gx/wAShi2Dms3B0vdGRpUoOF0c+bl+Rj9pWwN3ZzO5T12g6dTs/HY0wOrRsR4m8Af46Pt5kMhkcjYiIiIiIpDtnD2gyEXptgDwlIPoSLOkAK/skLl9nR1pXKcTaQXUo6+fF9dux9Jy3j/Hrfic23mJ0aNmGEnkDXIq6v/RcTo2PFxERERHJVoo8C6/ugNqDweQAh1bAzOrw+7dGR5YqxfPl4Jv+tehRyx+AOdtP02b2Ls5eu21sYNmEEnkDXLy/9Jyvl8bHi4iIiIhkO05u8Py70Hsz5CsNt6/A8m6JW/QVo6NLMVcnM+P+VY7Pu1bB282J//4ZyYvTdrDm4EWjQ8vylMgb4JKWnhMRERERkUJV4JVtUO//wGRO7JWfWR0OfQ1W+5kR/oVyvqwfXJdq/rmIjonn9SW/Mfzr/3InNt7o0LIsJfIGsI2RV2m9iIgIADNnzsTf3x9XV1dq1KjB3r17H3nukSNHaN26Nf7+/phMJqZMmZJxgYqIpDVHF2g4Gvr9BD5BcPc6rOwNSzvDrUtGR5diBXK6saTvs7zesAQmEyz79Tz/mrGTPy5FGR1alqRE3gDhkffHyKtHXkREhGXLljF06FDGjh3LgQMHqFChAsHBwUREJD8L8p07dwgICGDSpEn4+vpmcLQiIunErwL0/RGeGwUOTnB0XWLvfOhiu+mddzQ7MPSFUizqU4P8ni6ciIjmpRk7+WrPWax28hnshRJ5AzwordcYeREREfj444/p27cvPXv2pGzZssyePRt3d3fmzp2b7PnVqlXjww8/pEOHDri4uGRwtCIi6cjRGeq/Ba9sBb+KcC8SVr8Gi9pC5AWjo0uxWsXzsn5wXZ4rlY+YeAujVx+m/6IDRN6NMzq0LEOJfAa7F5fAtduxABRQab2IiGRzsbGx7N+/n8aNG9uOOTg40LhxY3bv3p1m94mJiSEqKirJJiKSafmUgz5boNFYMLvAiU3w6bOwf77d9M7nyeFCSPdqjH6xDE5mE+sPX6LZ1O3sP3vD6NCyBCXyGexyVGJvvKuTA95uTgZHIyIiYqyrV6+SkJCAj49PkuM+Pj5cupR2Y0MnTpyIt7e3bStcuHCaXVtEJF2YHaHuUHh1OxSqBjFRsHYwfNkSbpw1OroUcXAw0aduAF+/Wosiud25cPMu7T7bzac/n8BisY8fJDIrJfIZzDbRnbcbJpPJ4GhERESyh5EjRxIZGWnbzp8/b3RIIiIpk68U9NoIL4wHR1c49TN8WhP2zgGLxejoUqRC4Zyse70OLSoUIMFi5YMNR+k+by8Rt+4ZHZrdUiKfwbT0nIiIyP/kzZsXs9nM5cuXkxy/fPlymk5k5+LigpeXV5JNRMRuOJih1kB4bRcUqQVxt+H7YbCgOVw7aXR0KeLp6sS0DhX5oHV5XJ0c2H78Ks2mbmfbsStGh2aXlMhnsIv3Z6z3VSIvIiKCs7MzVapUYcuWLbZjFouFLVu2ULNmTQMjExHJhPIUhx7roOmH4OQBZ3fCrNqweyZYEoyO7olMJhPtqhXmu0F1KO3rydXoWLrN3cuk9X8Ql2Af1QWZhRL5DKYeeRERkaSGDh3KnDlzWLBgAWFhYbz22mvcvn2bnj17AtCtWzdGjhxpOz82NpbQ0FBCQ0OJjY3lwoULhIaGcuLECaM+gohIxnFwgBr9oP8uKFYP4u/Cxn/D3CZw5ZjR0aVIifyerB5Qmy7PFgFg9taTtPtsN+ev3zE4MvuhRD6D/XWMvIiIiED79u2ZPHkyb7/9NhUrViQ0NJQNGzbYJsA7d+4c4eHhtvMvXrxIpUqVqFSpEuHh4UyePJlKlSrRp08foz6CiEjGy+UP3dZA8yng7Al/7oXZdWDHJ5AQb3R0T+TqZOY/LYOY1bkyXq6O/HbuJs2mbef7Q+FPfrNgslrtZP2CDBQVFYW3tzeRkZFpPoau+fTtHL4QRUj3qjQq4/PkN4iIiJC+bVN2pOcpIllK5J+JM9qf2Jy4X6ASvPQp+JQ1Nq4UOn/9DoOX/saBczcB6FSjCG83L4urk9nYwDJYatom9chnsAel9RojLyIiIiIiacK7EHT+OjF5d/WGi7/BZ/Vg6weQEGd0dE9UOLc7y16pSf8GxTGZYPEv52g2bTsr9/9JbLzGzidHiXwGiolP4Gp0LAAFVFovIiIiIiJpxWSCSp2h/y9QsilY4uCn8TDnOQg/aHR0T+RkduCtJqX5slcN8uZw4dSV27y54iB1P/iR2VtPEnk38/8gkZGUyGegy5ExALg4OpDT3cngaEREREREJMvx8oOOS+DlL8AtF1w6BHMawo//gfgYo6N7ojqBednyZn2GNylNfk8XLkfFMGn9H9SauIX3vvudP29oQjwAR6MDyE7C7y895+ftislkMjgaEfuUkJBAXJx+kZWsx8nJCbM5e40FFBGRdGIyQfm2EFAf1r0JYWtg24cQ9h00HAWlmiWuTZ9Jebs58VqD4vSuU4w1By8yZ9spjl6+RciO08zfdYYXg/zoWzeAoELeRodqGCXyGehSlGasF3laVquVS5cucfPmTaNDEUk3OXPmxNfXVz/2iohI2siRH9p/CUdWJyb0V8JgWRfIHQDP9oeKncDZw+goH8nZ0YE2VQrRunJBth2/ypxtp9hx4iprDl5kzcGL1AzIQ796AdQvmQ8Hh+zVdiqRz0AXb2oNeZGn9SCJz58/P+7u7kp0JEuxWq3cuXOHiIgIAPz8/AyOSEREspRyLcG/LuyeAb/Oheun4PthiWPoq/aC6v3A09foKB/JZDJRv2Q+6pfMx5GLkXyx/TRrD15k96lr7D51jcD8OehbN4CXKhXAxTHzVhqkJS0/l4z0WpJm7LeHWbD7LP0bFOetJqXT7LoiWV1CQgLHjh0jf/785MmTx+hwRNLNtWvXiIiIoGTJkg+V2Wu5tLSl5yki2VbsbfhtEeyZCTfOJB4zO0NQW6g5AHzKGRpeSl28eZf5u86w+JdzRMfEA5A3hws9a/vTuUYRcro7Gxxh6mn5uUwqPFI98iJP48GYeHd3d4MjEUlfD77jmgdCRETSjbMH1OgHgw5Auy+hcA1IiIXQRTCrFnzZCk5sgUze31sgpxv/blaGXSMbMqpZGfy8XbkaHcOHG49Sc+KPjP32MOeuZd2J8ZTIZ6D/JfIaIy/yNFROL1mdvuMiIpJhHMxQ9l/Q+wfovRnKvgQmBzj5I3z1Msyqndhzn8lnuvdydaJvvQC2vfUcU9pXpKyfF3fjEliw+ywNJv9E/0X7+e3cDaPDTHNK5DPQg0TeVz3yIiIiIiKSWRSuBu0Wwuu/QY1XwckDIo7At/1hShBsmwx3rhsd5WM5mR1oWakg616vw6I+NahfMh8WK3x/6BKtPt1F29m7+OHIJSyWzF1pkFJK5DNIbLyFq9GJv2aptF5E/gl/f3+mTJmS4vN//vlnTCaTZvwXERGRx8vlD03fh6FHoPE48PSD6Mvw43vwSTlYNwyunTQ6yscymUzULpGXBb2qs3FIPdpUKYST2cS+Mzfo9+V+Gn+8lUW/nOVeXILRof4jSuQzyOX7S885OzqQ28P+Jl4QkdQzmUyP3caNG/dU1923bx/9+vVL8fm1atUiPDwcb++MW2u1dOnSuLi4cOnSpQy7p4iIiKQRt1xQ5w0Y/F9o9Rn4BEHcHdg3B6ZXgaWd4dyeTD+OvpSvJ5PbVmDH8Ia81qA4Xq6OnLp6m1GrDlNr0o9M2XyMa9GZe+jAoyiRzyB/nehOYyBFsofw8HDbNmXKFLy8vJIcGzZsmO1cq9VKfHx8iq6bL1++VE385+zsnKFrk+/YsYO7d+/Spk0bFixYkCH3fBxNHCciIvKUHJ2hQgd4dTt0WwOBLwBW+OM7mBsMXzSGI6sgIWX/hjGKj5crw5uUZvfIRoxtUZZCudy4fjuWKZuPU2vSj4xadYhTV6KNDjNVlMhnkPDIuwD4eqmsXiQtWK1W7sTGZ/iWmhU7fX19bZu3tzcmk8m2/8cff+Dp6cn69eupUqUKLi4u7Nixg5MnT/LSSy/h4+NDjhw5qFatGps3b05y3b+X1ptMJr744gtatWqFu7s7gYGBrFmzxvb630vr58+fT86cOdm4cSNlypQhR44cNGnShPDwcNt74uPjef3118mZMyd58uRh+PDhdO/enZYtWz7xc4eEhNCpUye6du3K3LlzH3r9zz//pGPHjuTOnRsPDw+qVq3KL7/8Ynt97dq1VKtWDVdXV/LmzUurVq2SfNbVq1cnuV7OnDmZP38+AGfOnMFkMrFs2TLq16+Pq6srixYt4tq1a3Ts2JGCBQvi7u5OUFAQS5YsSXIdi8XCBx98QIkSJXBxcaFIkSKMHz8egIYNGzJw4MAk51+5cgVnZ2e2bNnyxGciIiJi10wmCKgPnVdA/1+gcjcwu8CFX2FFD5heCfbMgphbRkf6WB4ujvSsXYyfhzVgRqdKlC/kTUy8hUW/nKPRx1vpt/BXfj1zPVX/3jOKo9EBZBeX7vfIF8ipGetF0sLduATKvr0xw+/7+7vBuDun3f91jhgxgsmTJxMQEECuXLk4f/48zZo1Y/z48bi4uLBw4UJatGjB0aNHKVKkyCOv88477/DBBx/w4YcfMn36dDp37szZs2fJnTt3suffuXOHyZMn8+WXX+Lg4ECXLl0YNmwYixYtAuD9999n0aJFzJs3jzJlyjB16lRWr17Nc88999jPc+vWLVasWMEvv/xC6dKliYyMZPv27dStWxeA6Oho6tevT8GCBVmzZg2+vr4cOHAAi8UCwLp162jVqhWjRo1i4cKFxMbG8v333z/Vc/3oo4+oVKkSrq6u3Lt3jypVqjB8+HC8vLxYt24dXbt2pXjx4lSvXh2AkSNHMmfOHD755BPq1KlDeHg4f/zxBwB9+vRh4MCBfPTRR7i4uADw1VdfUbBgQRo2bJjq+EREROxW/tLwr+nQcAzs+yJxu3kONoyAnyZC1R5Q/RXwLmh0pI/kaHagefkCvBjkx97T15mz/RSbwyL44ffL/PD7ZSoWzkm/egEEl/PF7JA5q6mVyGcQzVgvIsl59913ef755237uXPnpkKFCrb99957j1WrVrFmzZqHeoT/qkePHnTs2BGACRMmMG3aNPbu3UuTJk2SPT8uLo7Zs2dTvHhxAAYOHMi7775re3369OmMHDnS1hs+Y8aMFCXUS5cuJTAwkHLlygHQoUMHQkJCbIn84sWLuXLlCvv27bP9yFCiRAnb+8ePH0+HDh145513bMf++jxSasiQIbz88stJjv11KMOgQYPYuHEjy5cvp3r16ty6dYupU6cyY8YMunfvDkDx4sWpU6cOAC+//DIDBw7k22+/pV27dkBiZUOPHj00XEpERLKnHPnhuX8njqU/uAR2z4RrJ2Dn1MS/n2kNNQeCX3mjI30kk8lEjYA81AjIw4mIaEJ2nGLlgQuEnr9J/0UHKJLbnd51itG2aqE07chJC5krmizsQWm9ZqwXSRtuTmZ+fzfYkPumpapVqybZj46OZty4caxbt47w8HDi4+O5e/cu586de+x1ypf/XyPp4eGBl5cXERERjzzf3d3dlsQD+Pn52c6PjIzk8uXLtp5qALPZTJUqVWw9548yd+5cunTpYtvv0qUL9evXZ/r06Xh6ehIaGkqlSpUeWSkQGhpK3759H3uPlPj7c01ISGDChAksX76cCxcuEBsbS0xMjG2ugbCwMGJiYmjUqFGy13N1dbUNFWjXrh0HDhzg8OHDSYYwiIiIZEtOblC1F1TuAcc3wq4ZcHYH/HdZ4lasHtQcBCUag0PmHdldIn8OJr5cnqHPl+LL3WdYuOcs567fYeyaI3y86Rhdny1Kt1pFye+ZOfI5JfIZ5JJtsjuV1oukBZPJlOl+GX0aHh4eSfaHDRvGpk2bmDx5MiVKlMDNzY02bdoQGxv72Os4OTkl2TeZTI9NupM7/5+OB/v999/Zs2cPe/fuZfjw4bbjCQkJLF26lL59++Lm9vj/D3zS68nFmdxkdn9/rh9++CFTp05lypQpBAUF4eHhwZAhQ2zP9Un3hcTy+ooVK/Lnn38yb948GjZsSNGiRZ/4PhERkWzBwQFKNU3cLhxI7JU/sgpOb0vc8paCmgOgfHtwyhzJcHLyebow9IVSvNagBF/vP88XO05z9todZvx0gs+3naJVpYL0qVuMQB9PQ+PMvD+JZDEX/zJrvYjIo+zcuZMePXrQqlUrgoKC8PX15cyZMxkag7e3Nz4+Puzbt892LCEhgQMHDjz2fSEhIdSrV4+DBw8SGhpq24YOHUpISAiQWDkQGhrK9evXk71G+fLlHzt5XL58+ZJMynf8+HHu3LnzxM+0c+dOXnrpJbp06UKFChUICAjg2LFjttcDAwNxc3N77L2DgoKoWrUqc+bMYfHixfTq1euJ9xUREcmWClaGNiEw+GBieb2zJ1w9CmtfhynPwM/vw+2rRkf5WG7OZrrW9OfHNxswu0tlKhfJSWyChWW/nuf5T7bRa/4+dp+8ZtjEeErkM0BsvIWr99cn1Bh5EXmcwMBAvvnmG0JDQzl48CCdOnV6Yjl7ehg0aBATJ07k22+/5ejRowwePJgbN248cjx4XFwcX375JR07duSZZ55JsvXp04dffvmFI0eO0LFjR3x9fWnZsiU7d+7k1KlTrFy5kt27dwMwduxYlixZwtixYwkLC+PQoUO8//77tvs0bNiQGTNm8Ntvv/Hrr7/y6quvPlRdkJzAwEA2bdrErl27CAsL45VXXuHy5cu2111dXRk+fDhvvfUWCxcu5OTJk+zZs8f2A8QDffr0YdKkSVit1iSz6YuIiEgychaG4PEw9Hd4YTx4F4bbV+DnCfBJOVg7BK4eNzrKxzI7mGjyjB/f9K/Nytdq0qScLyYT/PhHBB3n7KHFjB18G3qB+ISM/feaEvkMEHHrHlYrOJsdyOPhbHQ4IpKJffzxx+TKlYtatWrRokULgoODqVy5cobHMXz4cDp27Ei3bt2oWbMmOXLkIDg4GFfX5H+MXLNmDdeuXUs2uS1TpgxlypQhJCQEZ2dnfvjhB/Lnz0+zZs0ICgpi0qRJmM2Jcw80aNCAFStWsGbNGipWrEjDhg3Zu3ev7VofffQRhQsXpm7dunTq1Ilhw4bZxrk/zujRo6lcuTLBwcE0aNDA9mPCX40ZM4Y333yTt99+mzJlytC+ffuH5hno2LEjjo6OdOzY8ZHPQkRERP7G1QtqDYTXQ6F1CBSoBPH3YP88mFEVFneAMzsgky/7VqVobmZ3rcKPbzag67NFcXVy4PCFKN5Z+zvxloyN3WS1h0XyMlhUVBTe3t5ERkbi5eX1j6+378x12s7eTZHc7mx76/FLN4nIw+7du8fp06cpVqyYkieDWCwWypQpQ7t27XjvvfeMDscwZ86coXjx4uzbty9dfmB53Hc9rdum7E7PU0TEQFYrnN0Fu2fA0fXA/ZTUryLUGgRlXwLzkyvujHb9dixf7TlLDhdHetUp9o+vl5q2yf5nirIDWnpOROzN2bNn+eGHH6hfvz4xMTHMmDGD06dP06lTJ6NDM0RcXBzXrl1j9OjRPPvss4ZUSYiIiGQZJhP4107crp6APTMhdDGEh8LK3rBpLFTrBSWbQv4yiednQrk9nHm9UaAh91ZpfQa4dH/puQJK5EXETjg4ODB//nyqVatG7dq1OXToEJs3b6ZMmTJGh2aInTt34ufnx759+5g9e7bR4YiIiGQdeUtA80/gjd/huVHgkQ+i/oQt78KsmvDJM7B2MIR9BzG3jI4201CPfAa4ePNBj7yWnhMR+1C4cGF27txpdBiZRoMGDQyblVZERCRb8MgD9d+CWq/DoRXw+7dwZntiUr9/fuLm4ARFnoXA5yHwBchXOtP21qc3JfIZ4JKWnhMREREREXkyJ1eo3DVxi7ubOAne8U1wYhNcP5WY3J/ZDpveBq9CENgYSjwPAfXBxdi13TOSEvkMEB6lRF5ERERERCRVnNzu974/n7h/7SSc2AzHf0hM8JPtrX8h8fws3luvRD4DhN9MHCPvp9J6ERERERGRp5OneOJW45Un9NaPyfK99Urk01lcgoUr0TGAZq0XERERERFJE8n11j9I6pPrrS9aMzGpzyK99Urk01nErRisVnA2O5DHw9nocERERERERLKeB731z76atLf++A9w4zSc3pa4ZZHeeiXy6exBWb2PtwsODvb9q4+IiIiIiEiml6S3/oMs2VuvdeTTWfiDGeu9ND5eRJ5OgwYNGDJkiG3f39+fKVOmPPY9JpOJ1atX/+N7p9V1RERERAzzoKe+y0p46zR0/hqq94NcxcAS97+e+k+fhSlBievW/7EuU69brx75dGZbei6nxseLZDctWrQgLi6ODRs2PPTa9u3bqVevHgcPHqR8+fKpuu6+ffvw8PBIqzABGDduHKtXryY0NDTJ8fDwcHLlypWm93qUu3fvUrBgQRwcHLhw4QIuLi4Zcl8RERHJRpzdHz22/vR2iDxvF731SuTT2cXIxNJ6TXQnkv307t2b1q1b8+eff1KoUKEkr82bN4+qVaumOokHyJcvX1qF+ES+vr4Zdq+VK1dSrlw5rFYrq1evpn379hl277+zWq0kJCTg6KhmUkREJEv769j62DuJpfcnNiUm938fW+9dGEo0Slzirlg9Q8fWq7Q+ndl65L2UyIukKasVYm9n/Ga1pjjE5s2bky9fPubPn5/keHR0NCtWrKB3795cu3aNjh07UrBgQdzd3QkKCmLJkiWPve7fS+uPHz9OvXr1cHV1pWzZsmzatOmh9wwfPpySJUvi7u5OQEAAY8aMIS4uDoD58+fzzjvvcPDgQUwmEyaTyRbz30vrDx06RMOGDXFzcyNPnjz069eP6Oho2+s9evSgZcuWTJ48GT8/P/LkycOAAQNs93qckJAQunTpQpcuXQgJCXno9SNHjtC8eXO8vLzw9PSkbt26nDx50vb63LlzKVeuHC4uLvj5+TFw4EAAzpw5g8lkSlJtcPPmTUwmEz///DMAP//8MyaTifXr11OlShVcXFzYsWMHJ0+e5KWXXsLHx4ccOXJQrVo1Nm/enCSumJgYhg8fTuHChXFxcaFEiRKEhIRgtVopUaIEkydPTnJ+aGgoJpOJEydOPPGZiIiISAZydoeSL0CzD2FwKAw6AE0mQfFGYHb5X2/90k7wfjFY0AJ2ToOIsFT9GzEtqKshndnGyOfUGHmRNBV3ByYUyPj7/vsiOKesrN3R0ZFu3boxf/58Ro0ahel+KdaKFStISEigY8eOREdHU6VKFYYPH46Xlxfr1q2ja9euFC9enOrVqz/xHhaLhZdffhkfHx9++eUXIiMjk4ynf8DT05P58+dToEABDh06RN++ffH09OStt96iffv2HD58mA0bNtiSVG9v74eucfv2bYKDg6lZsyb79u0jIiKCPn36MHDgwCQ/Vvz000/4+fnx008/ceLECdq3b0/FihXp27fvIz/HyZMn2b17N9988w1Wq5U33niDs2fPUrRoUQAuXLhAvXr1aNCgAT/++CNeXl7s3LmT+Ph4AGbNmsXQoUOZNGkSTZs2JTIykp07dz7x+f3diBEjmDx5MgEBAeTKlYvz58/TrFkzxo8fj4uLCwsXLqRFixYcPXqUIkWKANCtWzd2797NtGnTqFChAqdPn+bq1auYTCZ69erFvHnzGDZsmO0e8+bNo169epQoUSLV8YmIiEgGylMc8rwGz772t976H+DGmf/11m/7EN46BWanDAtNiXw6K+XjSYLFSuFc7kaHIiIG6NWrFx9++CFbt26lQYMGQGIi17p1a7y9vfH29k6S5A0aNIiNGzeyfPnyFCXymzdv5o8//mDjxo0UKJD4w8aECRNo2rRpkvNGjx5t+9vf359hw4axdOlS3nrrLdzc3MiRIweOjo6PLaVfvHgx9+7dY+HChbYx+jNmzKBFixa8//77+Pj4AJArVy5mzJiB2WymdOnSvPjii2zZsuWxifzcuXNp2rSpbTx+cHAw8+bNY9y4cQDMnDkTb29vli5dipNTYiNZsmRJ2/v/85//8OabbzJ48GDbsWrVqj3x+f3du+++y/PPP2/bz507NxUqVLDtv/fee6xatYo1a9YwcOBAjh07xvLly9m0aRONGzcGICAgwHZ+jx49ePvtt9m7dy/Vq1cnLi6OxYsXP9RLLyIiIpncg976ki+A9f5M+A9K8N3zZGgSD0rk0937bVI//lVEUsDJPbF33Ij7pkLp0qWpVasWc+fOpUGDBpw4cYLt27fz7rvvApCQkMCECRNYvnw5Fy5cIDY2lpiYGNzdU3afsLAwChcubEviAWrWrPnQecuWLWPatGmcPHmS6Oho4uPj8fLyStVnCQsLo0KFCkkm2qtduzYWi4WjR4/aEvly5cphNptt5/j5+XHo0KFHXjchIYEFCxYwdepU27EuXbowbNgw3n77bRwcHAgNDaVu3bq2JP6vIiIiuHjxIo0aNUrV50lO1apVk+xHR0czbtw41q1bR3h4OPHx8dy9e5dz584BiWXyZrOZ+vXrJ3u9AgUK8OKLLzJ37lyqV6/O2rVriYmJoW3btv84VhERETGIyQR5SyRuz76W4WX1oDHyImKvTKbEEveM3p5iptLevXuzcuVKbt26xbx58yhevLgt8fvwww+ZOnUqw4cP56effiI0NJTg4GBiY2PT7FHt3r2bzp0706xZM7777jt+++03Ro0alab3+Ku/J9smkwmLxfLI8zdu3MiFCxdo3749jo6OODo60qFDB86ePcuWLVsAcHN79PCkx70G4OCQ2NRZ/9LIPmrM/t9XAxg2bBirVq1iwoQJbN++ndDQUIKCgmzP7kn3BujTpw9Lly7l7t27zJs3j/bt26f4hxoRERGxAwbMZK9EXkQknbVr1w4HBwcWL17MwoUL6dWrl228/M6dO3nppZfo0qULFSpUICAggGPHjqX42mXKlOH8+fOEh4fbju3ZsyfJObt27aJo0aKMGjWKqlWrEhgYyNmzZ5Oc4+zsTEJCwhPvdfDgQW7fvm07tnPnThwcHChVqlSKY/67kJAQOnToQGhoaJKtQ4cOtknvypcvz/bt25NNwD09PfH397cl/X/3YJb/vz6jvy+z9yg7d+6kR48etGrViqCgIHx9fTlz5ozt9aCgICwWC1u3bn3kNZo1a4aHhwezZs1iw4YN9OrVK0X3FhEREXkUJfIiIuksR44ctG/fnpEjRxIeHk6PHj1srwUGBrJp0yZ27dpFWFgYr7zyCpcvX07xtRs3bkzJkiXp3r07Bw8eZPv27YwaNSrJOYGBgZw7d46lS5dy8uRJpk2bxqpVq5Kc4+/vz+nTpwkNDeXq1avExMQ8dK/OnTvj6upK9+7dOXz4MD/99BODBg2ia9eutrL61Lpy5Qpr166le/fuPPPMM0m2bt26sXr1aq5fv87AgQOJioqiQ4cO/Prrrxw/fpwvv/ySo0ePAjBu3Dg++ugjpk2bxvHjxzlw4ADTp08HEnvNn332WSZNmkRYWBhbt25NMmfA4wQGBvLNN98QGhrKwYMH6dSpU5LqAn9/f7p3706vXr1YvXo1p0+f5ueff2b58uW2c8xmMz169GDkyJEEBgYmO/RBREREJDWUyIuIZIDevXtz48YNgoODk4xnHz16NJUrVyY4OJgGDRrg6+tLy5YtU3xdBwcHVq1axd27d6levTp9+vRh/PjxSc7517/+xRtvvMHAgQOpWLEiu3btYsyYMUnOad26NU2aNOG5554jX758yS6B5+7uzsaNG7l+/TrVqlWjTZs2NGrUiBkzZqTuYfzFg4nzkhvf3qhRI9zc3Pjqq6/IkycPP/74I9HR0dSvX58qVaowZ84cWxl/9+7dmTJlCp9++inlypWjefPmHD9+3HatuXPnEh8fT5UqVRgyZAj/+c9/UhTfxx9/TK5cuahVqxYtWrQgODiYypUrJzln1qxZtGnThv79+1O6dGn69u2bpGoBEv/3j42NpWfPnql9RCIiIiIPMVmtBozMz+SioqLw9vYmMjIy1ZNBiUjau3fvHqdPn6ZYsWK4uroaHY5Iqm3fvp1GjRpx/vz5x1YvPO67rrYpbel5iohIZpOatkmz1ouIiKSTmJgYrly5wrhx42jbtu1TD0EQERER+SuV1ouIiKSTJUuWULRoUW7evMkHH3xgdDgiIiKSRSiRFxERSSc9evQgISGB/fv3U7BgQaPDERERkSxCibyIiIiIiIiIHVEiLyJ2Q3NzSlan77iIiIikhBJ5Ecn0HiwxdufOHYMjEUlfD77jD77zIiIiIsnRrPUikumZzWZy5sxJREQEkLieuclkMjgqkbRjtVq5c+cOERER5MyZE7PZbHRIIiIikokpkRcRu+Dr6wtgS+ZFsqKcOXPavusiIiIij6JEXkTsgslkws/Pj/z58xMXF2d0OCJpzsnJST3xIiIikiJK5EXErpjNZiU7IiIiIpKtabI7ERERERERETuiRF5ERERERETEjiiRFxEREREREbEjGiOfDKvVCkBUVJTBkYiIiCR60CY9aKPkn1FbLyIimU1q2nol8sm4desWAIULFzY4EhERkaRu3bqFt7e30WHYPbX1IiKSWaWkrTdZ9dP+QywWCxcvXsTT0xOTyfSPrhUVFUXhwoU5f/48Xl5eaRSh6LmmPT3TtKdnmj6y63O1Wq3cunWLAgUK4OCgkXH/VFq29ZB9v5fpSc807emZpg8917SXXZ9patp69cgnw8HBgUKFCqXpNb28vLLVlzCj6LmmPT3TtKdnmj6y43NVT3zaSY+2HrLn9zK96ZmmPT3T9KHnmvay4zNNaVuvn/RFRERERERE7IgSeRERERERERE7okQ+nbm4uDB27FhcXFyMDiVL0XNNe3qmaU/PNH3ouUpmpO9l2tMzTXt6pulDzzXt6Zk+mSa7ExEREREREbEj6pEXERERERERsSNK5EVERERERETsiBJ5ERERERERETuiRF5ERERERETEjiiRT2czZ87E398fV1dXatSowd69e40OyW5NnDiRatWq4enpSf78+WnZsiVHjx41OqwsZdKkSZhMJoYMGWJ0KHbvwoULdOnShTx58uDm5kZQUBC//vqr0WHZrYSEBMaMGUOxYsVwc3OjePHivPfee2i+VskM1NanLbX36U/tfdpQW5/21N6nnBL5dLRs2TKGDh3K2LFjOXDgABUqVCA4OJiIiAijQ7NLW7duZcCAAezZs4dNmzYRFxfHCy+8wO3bt40OLUvYt28fn332GeXLlzc6FLt348YNateujZOTE+vXr+f333/no48+IleuXEaHZrfef/99Zs2axYwZMwgLC+P999/ngw8+YPr06UaHJtmc2vq0p/Y+fam9Txtq69OH2vuU0/Jz6ahGjRpUq1aNGTNmAGCxWChcuDCDBg1ixIgRBkdn/65cuUL+/PnZunUr9erVMzocuxYdHU3lypX59NNP+c9//kPFihWZMmWK0WHZrREjRrBz5062b99udChZRvPmzfHx8SEkJMR2rHXr1ri5ufHVV18ZGJlkd2rr05/a+7Sj9j7tqK1PH2rvU0498ukkNjaW/fv307hxY9sxBwcHGjduzO7duw2MLOuIjIwEIHfu3AZHYv8GDBjAiy++mOT7Kk9vzZo1VK1albZt25I/f34qVarEnDlzjA7LrtWqVYstW7Zw7NgxAA4ePMiOHTto2rSpwZFJdqa2PmOovU87au/Tjtr69KH2PuUcjQ4gq7p69SoJCQn4+PgkOe7j48Mff/xhUFRZh8ViYciQIdSuXZtnnnnG6HDs2tKlSzlw4AD79u0zOpQs49SpU8yaNYuhQ4fy73//m3379vH666/j7OxM9+7djQ7PLo0YMYKoqChKly6N2WwmISGB8ePH07lzZ6NDk2xMbX36U3ufdtTepy219elD7X3KKZEXuzRgwAAOHz7Mjh07jA7Frp0/f57BgwezadMmXF1djQ4ny7BYLFStWpUJEyYAUKlSJQ4fPszs2bPVuD+l5cuXs2jRIhYvXky5cuUIDQ1lyJAhFChQQM9UJAtTe5821N6nPbX16UPtfcopkU8nefPmxWw2c/ny5STHL1++jK+vr0FRZQ0DBw7ku+++Y9u2bRQqVMjocOza/v37iYiIoHLlyrZjCQkJbNu2jRkzZhATE4PZbDYwQvvk5+dH2bJlkxwrU6YMK1euNCgi+/d///d/jBgxgg4dOgAQFBTE2bNnmThxohp2MYza+vSl9j7tqL1Pe2rr04fa+5TTGPl04uzsTJUqVdiyZYvtmMViYcuWLdSsWdPAyOyX1Wpl4MCBrFq1ih9//JFixYoZHZLda9SoEYcOHSI0NNS2Va1alc6dOxMaGqpG/SnVrl37oaWSjh07RtGiRQ2KyP7duXMHB4ekTZbZbMZisRgUkYja+vSi9j7tqb1Pe2rr04fa+5RTj3w6Gjp0KN27d6dq1apUr16dKVOmcPv2bXr27Gl0aHZpwIABLF68mG+//RZPT08uXboEgLe3N25ubgZHZ588PT0fGnPo4eFBnjx5NBbxH3jjjTeoVasWEyZMoF27duzdu5fPP/+czz//3OjQ7FaLFi0YP348RYoUoVy5cvz22298/PHH9OrVy+jQJJtTW5/21N6nPbX3aU9tffpQe58KVklX06dPtxYpUsTq7OxsrV69unXPnj1Gh2S3gGS3efPmGR1allK/fn3r4MGDjQ7D7q1du9b6zDPPWF1cXKylS5e2fv7550aHZNeioqKsgwcPthYpUsTq6upqDQgIsI4aNcoaExNjdGgiauvTmNr7jKH2/p9TW5/21N6nnNaRFxEREREREbEjGiMvIiIiIiIiYkeUyIuIiIiIiIjYESXyIiIiIiIiInZEibyIiIiIiIiIHVEiLyIiIiIiImJHlMiLiIiIiIiI2BEl8iIiIiIiIiJ2RIm8iIiIiIiIiB1RIi8imZLJZGL16tVGhyEiIiLpRG29yNNTIi8iD+nRowcmk+mhrUmTJkaHJiIiImlAbb2IfXM0OgARyZyaNGnCvHnzkhxzcXExKBoRERFJa2rrReyXeuRFJFkuLi74+vom2XLlygUklsLNmjWLpk2b4ubmRkBAAF9//XWS9x86dIiGDRvi5uZGnjx56NevH9HR0UnOmTt3LuXKlcPFxQU/Pz8GDhyY5PWrV6/SqlUr3N3dCQwMZM2aNen7oUVERLIRtfUi9kuJvIg8lTFjxtC6dWsOHjxI586d6dChA2FhYQDcvn2b4OBgcuXKxb59+1ixYgWbN29O0njPmjWLAQMG0K9fPw4dOsSaNWsoUaJEknu88847tGvXjv/+9780a9aMzp07c/369Qz9nCIiItmV2nqRTMwqIvI33bt3t5rNZquHh0eSbfz48Var1WoFrK+++mqS99SoUcP62muvWa1Wq/Xzzz+35sqVyxodHW17fd26dVYHBwfrpUuXrFar1VqgQAHrqFGjHhkDYB09erRtPzo62gpY169fn2afU0REJLtSWy9i3zRGXkSS9dxzzzFr1qwkx3Lnzm37u2bNmkleq1mzJqGhoQCEhYVRoUIFPDw8bK/Xrl0bi8XC0aNHMZlMXLx4kUaNGj02hvLly9v+9vDwwMvLi4iIiKf9SCIiIvIXautF7JcSeRFJloeHx0Plb2nFzc0tRec5OTkl2TeZTFgslvQISUREJNtRWy9ivzRGXkSeyp49ex7aL1OmDABlypTh4MGD3L592/b6zp07cXBwoFSpUnh6euLv78+WLVsyNGYRERFJObX1IpmXeuRFJFkxMTFcunQpyTFHR0fy5s0LwIoVK6hatSp16tRh0aJF7N27l5CQEAA6d+7M2LFj6d69O+PGjePKlSsMGjSIrl274uPjA8C4ceN49dVXyZ8/P02bNuXWrVvs3LmTQYMGZewHFRERyabU1ovYLyXyIpKsDRs24Ofnl+RYqVKl+OOPP4DEWWaXLl1K//798fPzY8mSJZQtWxYAd3d3Nm7cyODBg6lWrRru7u60bt2ajz/+2Hat7t27c+/ePT755BOGDRtG3rx5adOmTcZ9QBERkWxObb2I/TJZrVar0UGIiH0xmUysWrWKli1bGh2KiIiIpAO19SKZm8bIi4iIiIiIiNgRJfIiIiIiIiIidkSl9SIiIiIiIiJ2RD3yIiIiIiIiInZEibyIiIiIiIiIHVEiLyIiIiIiImJHlMiLiIiIiIiI2BEl8iIiIiIiIiJ2RIm8iIiIiIiIiB1RIi8iIiIiIiJiR5TIi4iIiIiIiNiR/wfYp+OaTe8hBQAAAABJRU5ErkJggg==\n" 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