{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.metrics import silhouette_score\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from joblib import load,dump\n",
    "from sklearn.preprocessing import  LabelEncoder\n",
    "from sklearn.neighbors import NearestNeighbors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "malware_detection_df = pd.read_csv('malware_detection_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Basic information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200000 entries, 0 to 199999\n",
      "Data columns (total 10 columns):\n",
      " #   Column                       Non-Null Count   Dtype  \n",
      "---  ------                       --------------   -----  \n",
      " 0   anomaly_score                200000 non-null  float64\n",
      " 1   suspicious_ip_count          200000 non-null  int64  \n",
      " 2   malicious_payload_indicator  200000 non-null  int64  \n",
      " 3   reputation_score             200000 non-null  float64\n",
      " 4   behavioral_score             200000 non-null  float64\n",
      " 5   attack_type                  200000 non-null  object \n",
      " 6   signature_match              200000 non-null  int64  \n",
      " 7   sandbox_result               200000 non-null  object \n",
      " 8   heuristic_score              200000 non-null  float64\n",
      " 9   traffic_pattern              200000 non-null  object \n",
      "dtypes: float64(4), int64(3), object(3)\n",
      "memory usage: 15.3+ MB\n"
     ]
    }
   ],
   "source": [
    "malware_detection_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Display first few rows of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anomaly_score</th>\n",
       "      <th>suspicious_ip_count</th>\n",
       "      <th>malicious_payload_indicator</th>\n",
       "      <th>reputation_score</th>\n",
       "      <th>behavioral_score</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>signature_match</th>\n",
       "      <th>sandbox_result</th>\n",
       "      <th>heuristic_score</th>\n",
       "      <th>traffic_pattern</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.687331</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>82.673157</td>\n",
       "      <td>24.141808</td>\n",
       "      <td>malware</td>\n",
       "      <td>1</td>\n",
       "      <td>infected</td>\n",
       "      <td>3.952639</td>\n",
       "      <td>burst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.519249</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>27.140515</td>\n",
       "      <td>69.788583</td>\n",
       "      <td>phishing</td>\n",
       "      <td>1</td>\n",
       "      <td>clean</td>\n",
       "      <td>57.429668</td>\n",
       "      <td>steady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.363944</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>21.243343</td>\n",
       "      <td>53.630703</td>\n",
       "      <td>phishing</td>\n",
       "      <td>0</td>\n",
       "      <td>clean</td>\n",
       "      <td>98.507689</td>\n",
       "      <td>steady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.890735</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>76.188191</td>\n",
       "      <td>41.066927</td>\n",
       "      <td>phishing</td>\n",
       "      <td>1</td>\n",
       "      <td>infected</td>\n",
       "      <td>40.119337</td>\n",
       "      <td>steady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.686994</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>12.935845</td>\n",
       "      <td>6.254213</td>\n",
       "      <td>DDoS</td>\n",
       "      <td>0</td>\n",
       "      <td>clean</td>\n",
       "      <td>79.303526</td>\n",
       "      <td>steady</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   anomaly_score  suspicious_ip_count  malicious_payload_indicator  \\\n",
       "0       0.687331                    5                            1   \n",
       "1       0.519249                    2                            1   \n",
       "2       0.363944                    7                            0   \n",
       "3       0.890735                    9                            0   \n",
       "4       0.686994                    8                            0   \n",
       "\n",
       "   reputation_score  behavioral_score attack_type  signature_match  \\\n",
       "0         82.673157         24.141808     malware                1   \n",
       "1         27.140515         69.788583    phishing                1   \n",
       "2         21.243343         53.630703    phishing                0   \n",
       "3         76.188191         41.066927    phishing                1   \n",
       "4         12.935845          6.254213        DDoS                0   \n",
       "\n",
       "  sandbox_result  heuristic_score traffic_pattern  \n",
       "0       infected         3.952639           burst  \n",
       "1          clean        57.429668          steady  \n",
       "2          clean        98.507689          steady  \n",
       "3       infected        40.119337          steady  \n",
       "4          clean        79.303526          steady  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display first few rows of the dataset\n",
    "malware_detection_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_data = malware_detection_df.select_dtypes(include=['float64', 'int64'])\n",
    "categorical_data = malware_detection_df.select_dtypes(include=['object'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 Numarical Operactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iIhQeHn7Re9ucPXvW4wD5+fmy2+3Ky8tTQkKCVqxYodGjR+vIkSPq0aNHi/mNjY0aOXKkevTooddff11RUVH629/+pm7dunn8mwAAwLo8Lje5ubnq0qWLJGnFihWmBcjJydGMGTOUlpYm6euHcu7YsUPr16/X3LlzW8xfv369zp49q/3797tPZI6JiTEtDwAAuLx5XG6mTZvW6vuLWbp0qWbOnPmtqyqNjY06cOCAMjIy3GMBAQFKTk5WcXFxq/ts375diYmJeuCBB/THP/5R11xzjaZMmaJHH31UgYGBLeY3NDSooaHB/bmurs6j7AAA4PJ0Sc+5WbJkyUUPUdXU1MjhcCgyMrLZeGRkpCorK1vd58SJE3r99dflcDi0c+dOzZ8/X8uXL9cTTzzR6vzs7GyFhYW5X9HR0cb/IAAA0O5d0nLjcrlM/06n06kePXpozZo1io+PV0pKiubNm6e8vLxW52dkZKi2ttb9Ki8vNz0TAABoPwxdCm6WiIgIBQYGqqqqqtl4VVWVevbs2eo+vXr1UseOHZsdgurfv78qKyvV2NiooKCgZvODg4MVHBxsfngAANAu+fVS8KCgIMXHx6uoqMg95nQ6VVRUpMTExFb3GTZsmI4dOyan0+keO3r0qHr16tWi2AAAgCuP3+9zY7fbtXbtWm3cuFGffPKJfvWrX6m+vt599VRqamqzE45/9atf6ezZs5o1a5aOHj2qHTt2aMmSJXrggQf89ScAAIB2xK+HpSQpJSVF1dXVWrBggSorKzVw4EAVFBS4TzIuKytTQMD/dbDo6Gi9+eabmjNnjgYMGKCoqCjNmjVLjz76qL/+BAAA0I5c0nIzfPhwhYaGfue89PR0paent7pt7969LcYSExP13nvv+RoPAABYkMflxpv7w3Tt2lWSeCQCAABocx6Xm27dul30kQv/yuFwGA4EAADgC4/LzZ49e9zvT548qblz5+o//uM/3Fc1FRcXa+PGjcrOzjY/JQAAgIc8LjcjRoxwv1+0aJFycnI0efJk99i4ceMUGxurNWvWePx4BgAAALMZuhS8uLhYQ4YMaTE+ZMgQlZSU+BwKAADAKEPlJjo6WmvXrm0xvm7dOp7dBAAA/MrQpeC5ubmaNGmSdu3apYSEBElSSUmJPv30U23ZssXUgAAAAN4wtHJz991369NPP9W4ceN09uxZnT17VmPHjtXRo0d19913m50RAADAY4Zv4nfdddfpt7/9rZlZAAAAfObTHYovXLigsrIyNTY2NhsfMGCAT6EAAACMMlRuqqurlZaWpl27drW6nZv4AQAAfzF0zs3s2bN17tw5vf/++woNDVVBQYE2btyovn37avv27WZnBAAA8JihlZvdu3frj3/8o4YMGaKAgAD17t1bI0eOVNeuXZWdna0xY8aYnRMAAMAjhlZu6uvr1aNHD0lSeHi4qqurJUmxsbEqLS01Lx0AAICXDJWbW265RUeOHJEkxcXF6Q9/+IP+/ve/Ky8vT7169TI1IAAAgDcMHZaaNWuWKioqJEmZmZm688479fLLLysoKEjPP/+8mfkAAAC8Yqjc3Hvvve738fHx+tvf/qbDhw/r+uuvV0REhGnhAAAAvOXTfW4kyeVyKTQ0VIMHDzYjDwAAgE8MnXMjSS+88IJiY2MVGhqq0NBQDRgwQC+++KKZ2QAAALxmaOUmJydH8+fPV3p6uoYNGyZJ2rdvn2bOnKmamhrNmTPH1JAAAACeMlRunnnmGT377LNKTU11j40bN07f+973tHDhQsoNAADwG0OHpSoqKpSUlNRiPCkpyX0VFQAAgD8YKjc33XSTNm/e3GI8Pz9fffv29TkUAACAUYYOS2VlZSklJUXvvPOO+5ybd999V0VFRa2WHgAAgLZiaOVm0qRJev/99xUREaFt27Zp27ZtioiIUElJiSZMmGB2RgAAAI8Zvs9NfHy8XnrpJTOzAAAA+MzjclNXV+fxl3bt2tVQGAAAAF95XG66desmm8120Tkul0s2m00Oh8PnYAAAAEZ4XG727NlzKXMAAACYwuNyM2LEiEuZAwAAwBSGrpbq06ePFi1apLKyMrPzAAAA+MRQuZk1a5a2bt2qG264QSNHjtSmTZvU0NBgdjYAAACvGSo3s2fP1qFDh1RSUqL+/fvrwQcfVK9evZSenq7S0lKzMwIAAHjMULn5xuDBg/X000/r9OnTyszM1Lp163T77bdr4MCBWr9+vVwul1k5AQAAPGL4Jn6S1NTUpDfeeEMbNmxQYWGhvv/972v69Ok6deqUHnvsMb399tt65ZVXzMoKAADwnQyVm9LSUm3YsEGvvvqqAgIClJqaqtzcXPXr1889Z8KECbr99ttNCwoAAOAJQ+Xm9ttv18iRI/Xss89q/Pjx6tixY4s5ffr00c9//nOfAwIAAHjDULk5ceKEevfufdE5nTt31oYNGwyFAgAAMMrQCcXfVWwAAAD8xdDKjcPhUG5urjZv3qyysjI1NjY223727FlTwgEAAHjL0MpNVlaWcnJylJKSotraWtntdk2cOFEBAQFauHChyREBAAA8Z6jcvPzyy1q7dq1+/etfq0OHDpo8ebLWrVunBQsW6L333jM7IwAAgMcMlZvKykrFxsZKkq666irV1tZKkv7t3/5NO3bsMC8dAACAlwyVm+uuu04VFRWSpBtvvFFvvfWWJOl//ud/FBwcbF46AAAALxkqNxMmTFBRUZEk6cEHH9T8+fPVt29fpaam6j//8z9NDQgAAOANQ1dLLV261P0+JSVF119/vYqLi9W3b1+NHTvWtHAAAADe8unZUt9ITExUYmKiGV8FAADgE8Pl5siRI3rmmWf0ySefSJL69++vBx98ULfccotp4QAAALxl6JybLVu26LbbbtOBAwcUFxenuLg4lZaW6rbbbtOWLVvMzggAAOAxQys3jzzyiDIyMrRo0aJm45mZmXrkkUc0adIkU8IBAAB4y9DKTUVFhVJTU1uM33vvve5LxAEAAPzBULm544479Oc//7nF+L59+zR8+HCfQwEAABhl6LDUuHHj9Oijj+rAgQP6/ve/L0l677339NprrykrK0vbt29vNhcAAKCtGCo3999/vyRp9erVWr16davbJMlms8nhcPgQDwAAwDuGyo3T6TQ7BwAAgCkMnXPjqdjYWJWXl1/KnwAAAGjmkpabkydPqqmp6TvnrVq1SjExMQoJCVFCQoJKSko8+v5NmzbJZrNp/PjxPiYFAABWcUnLjSfy8/Nlt9uVmZmp0tJSxcXFafTo0Tpz5sxF9zt58qQefvhhrs4CAADN+L3c5OTkaMaMGUpLS9Ott96qvLw8derUSevXr//WfRwOh37xi18oKytLN9xwQxumBQAA7Z1fy01jY6MOHDig5ORk91hAQICSk5NVXFz8rfstWrRIPXr00PTp07/zNxoaGlRXV9fsBQAArMuv5aampkYOh0ORkZHNxiMjI1VZWdnqPvv27dNzzz2ntWvXevQb2dnZCgsLc7+io6N9zg0AANovvx+W8sb58+c1depUrV27VhERER7tk5GRodraWveLq7cAALA2Q/e5ac25c+fUrVu3ZmN/+MMfWqzK/KuIiAgFBgaqqqqq2XhVVZV69uzZYv7x48d18uRJjR071j32zT13OnTooCNHjujGG29stk9wcLCCg4O9/XMAAMBlytDKzZNPPqn8/Hz353vuuUdXX321oqKi9OGHH7rHp0yZos6dO3/r9wQFBSk+Pl5FRUXuMafTqaKiIiUmJraY369fP3300Uc6dOiQ+zVu3Dj96Ec/0qFDhzjkBAAAjK3c5OXl6eWXX5YkFRYWqrCwULt27dLmzZv1m9/8Rm+99ZbH32W32zVt2jQNGTJEQ4cO1YoVK1RfX6+0tDRJUmpqqqKiopSdna2QkBDddtttzfb/ZrXo/48DAIArk6FyU1lZ6V4l+e///m/dc889GjVqlGJiYpSQkODVd6WkpKi6uloLFixQZWWlBg4cqIKCAvfhrLKyMgUEXFanBgEAAD8yVG7Cw8NVXl6u6OhoFRQU6IknnpAkuVwuQw/KTE9PV3p6eqvb9u7de9F9n3/+ea9/DwAAWJehcjNx4kRNmTJFffv21eeff6677rpLknTw4EHddNNNpgYEAADwhqFyk5ubq5iYGJWXl2vZsmW66qqrJEkVFRW6//77TQ0IAADgDUPlpmPHjnr44YdbjM+ZM8fnQAAAAL4wVG5eeOGFi25PTU01FAYAAMBXhsrNrFmzmn1uamrShQsXFBQUpE6dOlFuAACA3xi6xvof//hHs9cXX3yhI0eO6Ac/+IFeffVVszMCAAB4zLQbyPTt21dLly5tsaoDAADQlky9O16HDh10+vRpM78SAADAK4bOudm+fXuzzy6XSxUVFVq5cqWGDRtmSjAAAAAjDJWb8ePHN/tss9l0zTXX6Mc//rGWL19uRi4AAABDDJUbp9Npdg4AAABT+HzOjcvlksvlMiMLAACAzwyXmxdeeEGxsbEKDQ1VaGioBgwYoBdffNHMbAAAAF4zdFgqJydH8+fPV3p6uvsE4n379mnmzJmqqanhMQwAAMBvDJWbZ555Rs8++2yzOxGPGzdO3/ve97Rw4ULKDQAA8BtDh6UqKiqUlJTUYjwpKUkVFRU+hwIAADDKULm56aabtHnz5hbj+fn56tu3r8+hAAAAjDJ0WCorK0spKSl655133OfcvPvuuyoqKmq19AAAALQVQys3kyZN0vvvv6+IiAht27ZN27ZtU0REhEpKSjRhwgSzMwIAAHjM0MqNJMXHx+ull14yMwsAAIDPPC43dXV16tq1q/v9xXwzDwAAoK15XG7Cw8NVUVGhHj16qFu3brLZbC3muFwu2Ww2ORwOU0MCAAB4yuNys3v3bnXv3l2StGfPnksWCAAAwBcel5sRI0a0+h4AAKA9MXS11IYNG/Taa6+1GH/ttde0ceNGn0MBAAAYZajcZGdnKyIiosV4jx49tGTJEp9DAQAAGGWo3JSVlalPnz4txnv37q2ysjKfQwEAABhlqNz06NFDf/nLX1qMf/jhh7r66qt9DgUAAGCUoXIzefJkPfTQQ9qzZ48cDoccDod2796tWbNm6ec//7nZGQEAADxm6A7Fixcv1smTJ/WTn/xEHTp8/RVOp1OpqamccwMAAPzKULkJCgpSfn6+Fi9erA8//FChoaGKjY1V7969zc4HAADgFcPPlpKkm2++WTfffLNZWQAAAHzmcbmx2+1avHixOnfuLLvdftG5OTk5PgcDAAAwwuNyc/DgQTU1Nbnff5vWnjkFAADQVjwuN//6PCmeLQUAANorQ5eCAwAAtFcer9xMnDjR4y/dunWroTAAAAC+8rjchIWFXcocAAAApvC43GzYsOFS5gAAADAF59wAAABLMXwTv9dff12bN29WWVmZGhsbm20rLS31ORgAAIARhlZunn76aaWlpSkyMlIHDx7U0KFDdfXVV+vEiRO66667zM4IAADgMUPlZvXq1VqzZo2eeeYZBQUF6ZFHHlFhYaEeeugh1dbWmp0RAADAY4bKTVlZmZKSkiRJoaGhOn/+vCRp6tSpevXVV81LBwAA4CVD5aZnz546e/asJOn666/Xe++9J0n67LPP5HK5zEsHAADgJUPl5sc//rG2b98uSUpLS9OcOXM0cuRIpaSkaMKECaYGBAAA8Iahq6XWrFkjp9MpSXrggQcUERGhd999V+PGjdPMmTNNDQgAAOANQ+UmICBAjY2NKi0t1ZkzZxQaGqrk5GRJUkFBgcaOHWtqSAAAAE8ZKjcFBQWaOnWqPv/88xbbbDabHA6Hz8EAAACMMHTOzYMPPqh77rlHFRUVcjqdzV4UGwAA4E+Gyk1VVZXsdrsiIyPNzgMAAOATQ+Xmpz/9qfbu3WtyFAAAAN8ZOudm5cqV+tnPfqY///nPio2NVceOHZttf+ihh0wJBwAA4C1D5ebVV1/VW2+9pZCQEO3du1c2m829zWazUW4AAIDfGCo38+bNU1ZWlubOnauAAENHtgAAAC4JQ82ksbFRKSkpFBsAANDuGGon06ZNU35+vmkhVq1apZiYGIWEhCghIUElJSXfOnft2rUaPny4wsPDFR4eruTk5IvOBwAAVxZDh6UcDoeWLVumN998UwMGDGhxQnFOTo7H35Wfny+73a68vDwlJCRoxYoVGj16tI4cOaIePXq0mL93715NnjxZSUlJCgkJ0ZNPPqlRo0bpr3/9q6Kiooz8OQAAwEIMlZuPPvpIgwYNkiR9/PHHzbb968nFnsjJydGMGTOUlpYmScrLy9OOHTu0fv16zZ07t8X8l19+udnndevWacuWLSoqKlJqaqpXvw0AAKzHULnZs2ePKT/e2NioAwcOKCMjwz0WEBCg5ORkFRcXe/QdFy5cUFNTk7p3797q9oaGBjU0NLg/19XV+RYaAAC0a349I7impkYOh6PFnY4jIyNVWVnp0Xc8+uijuvbaa90P7vz/srOzFRYW5n5FR0f7nBsAALRfl/XlTkuXLtWmTZv0xhtvKCQkpNU5GRkZqq2tdb/Ky8vbOCUAAGhLhg5LmSUiIkKBgYGqqqpqNl5VVaWePXtedN/f//73Wrp0qd5++20NGDDgW+cFBwcrODjYlLwAAKD98+vKTVBQkOLj41VUVOQeczqdKioqUmJi4rfut2zZMi1evFgFBQUaMmRIW0QFAACXCb+u3EiS3W7XtGnTNGTIEA0dOlQrVqxQfX29++qp1NRURUVFKTs7W5L05JNPasGCBXrllVcUExPjPjfnqquu0lVXXeW3vwMAALQPfi83KSkpqq6u1oIFC1RZWamBAweqoKDAfZJxWVlZszshP/vss2psbNRPf/rTZt+TmZmphQsXtmV0AADQDvm93EhSenq60tPTW922d+/eZp9Pnjx56QMBAIDL1mV9tRQAAMD/R7kBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACWQrkBAACW0i7KzapVqxQTE6OQkBAlJCSopKTkovNfe+019evXTyEhIYqNjdXOnTvbKCkAAGjv/F5u8vPzZbfblZmZqdLSUsXFxWn06NE6c+ZMq/P379+vyZMna/r06Tp48KDGjx+v8ePH6+OPP27j5AAAoD3ye7nJycnRjBkzlJaWpltvvVV5eXnq1KmT1q9f3+r8p556Snfeead+85vfqH///lq8eLEGDx6slStXtnFyAADQHnXw5483NjbqwIEDysjIcI8FBAQoOTlZxcXFre5TXFwsu93ebGz06NHatm1bq/MbGhrU0NDg/lxXV+d78HYksPaUAv55zt8xrmwuh2yNF/ydAmi3XEGdJFugv2Nc0WyNX/g7Qpvya7mpqamRw+FQZGRks/HIyEgdPny41X0qKytbnV9ZWdnq/OzsbGVlZZkTuB0JCwtTQECgQv5e6u8oAIDLQEBAoMLCwvwdo034tdy0hYyMjGYrPXV1dYqOjvZjInNERkZq9epVKi8v93eUK15TU5Nqamr8HQNotyIiItSxY0d/x7jiRUdHt1gcsCq/lpuIiAgFBgaqqqqq2XhVVZV69uzZ6j49e/b0an5wcLCCg4PNCdzO9OvXT/369fN3DAAA2hW/nlAcFBSk+Ph4FRUVucecTqeKioqUmJjY6j6JiYnN5ktSYWHht84HAABXFr8flrLb7Zo2bZqGDBmioUOHasWKFaqvr1daWpokKTU1VVFRUcrOzpYkzZo1SyNGjNDy5cs1ZswYbdq0SR988IHWrFnjzz8DAAC0E34vNykpKaqurtaCBQtUWVmpgQMHqqCgwH1csKysTAEB/7fAlJSUpFdeeUWPP/64HnvsMfXt21fbtm3Tbbfd5q8/AQAAtCM2l8vl8neItlRXV6ewsDDV1taqa9eu/o4DAAA84M2/336/iR8AAICZKDcAAMBSKDcAAMBSKDcAAMBSKDcAAMBSKDcAAMBSKDcAAMBSKDcAAMBSKDcAAMBS/P74hbb2zQ2Z6+rq/JwEAAB46pt/tz15sMIVV27Onz8vSYqOjvZzEgAA4K3z588rLCzsonOuuGdLOZ1OnT59Wl26dJHNZvN3HAAmqqurU3R0tMrLy3l2HGAxLpdL58+f17XXXtvsgdqtueLKDQDr4sG4ACROKAYAABZDuQEAAJZCuQFgGcHBwcrMzFRwcLC/owDwI865AQAAlsLKDQAAsBTKDQAAsBTKDQAAsBTKDQAAsBTKDQAAsBTKDQAAsBTKDQAAsBTKDQAAsJT/Bf1LVbVzChMSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6FRYWqrCw0DfHuHHjNHXqVKWmpiolJUWTJ09WQkKCBg8ebNscAADg9GVpz06/fv2Un5/vFzb19fXKz89X3759bRvuoosu0ssvv6zly5era9eueuihh1RQUKBhw4b5HjNhwgSNHj1aWVlZuuiii3TgwAEVFRUpMjLStjkAAMDpy9KenZkzZ6pfv3765S9/qUsvvVSS9P7778vj8ejdd9+1dcBrrrlG11xzzXG3OxwOPfjgg3rwwQdt/XMBAIAZLO3Z6dKliz7++GNdf/312rNnj/bv369bbrlFX3zxhbp27Wr3jAAAAJZZ2rMjHTmJ4PTp0+2cBQAAwHaW9uwUFRXpgw8+8N1fsGCBunfvrhtvvFH79u2zbTgAAIBAWYqdu+++23eJhU8++US5ubkaMGCAysrKbL02FgAAQKAsfYxVVlbmO9nfX//6Vw0cOFDTp0/Xxo0bNWDAAFsHBAAACISlPTvNmjXTwYMHJUnvvPOOrrzySklS69atuagmAAAIKZb27PTt21e5ublKT0/XunXr9Pzzz0s6cnbj9u3b2zogAABAICzt2Zk/f76aNm2ql156SQsXLtTZZ58tSXrrrbd01VVX2TogAABAICzt2UlKStIbb7xx1Pojjzzid3/GjBm644471LJlS0vDAQAABMrSnp0TNX36dO3du7cx/wgAAICf1aix4/V6G/PlAQAA/qNGjR0AAIBgI3YAAIDRiB0AAGA0YgcAABitUWPn0ksvVVRUVGP+EQAAAD/L0nl2JKmhoUE7duzQnj171NDQ4LetX79+kqS///3vgU0HAAAQIEuxs3btWt14440qLy8/6uvlDodD9fX1tgwHAAAQKEuxc8cdd6hXr1568803FR8fL4fDYfdcAAAAtrAUO9u3b9dLL72kX/ziF3bPAwAAYCtLByj37t1bO3bssHsWAAAA21naszN69GiNHz9elZWVOv/88xUeHu63vVu3brYMBwAAEChLsTNkyBBJ0vDhw31rDodDXq+XA5QBAEBIsRQ7ZWVlds8BAADQKCzFTnJyst1zAAAANArLJxX88ssvVVBQoC1btkiSunTporFjx+rcc8+1bTgAAIBAWYqdFStW6Nprr1X37t2Vnp4uSVqzZo3OO+88vf7667riiitsHRInLuyH6mCPAAAIcWfae4Wl2Jk4caJycnI0Y8aMo9bvueceYieIospWB3sEAABCiqXY2bJli1544YWj1ocPH66CgoJAZ0IAfkjpp4aolsEeAwAQwsJ+qD6j/nJsKXbatWunzZs3KzU11W998+bNio2NtWUwWNMQ1VINLdoGewwAAEKGpdgZOXKksrKy9NVXX6lPnz6SjhyzM3PmTOXm5to6IAAAQCAsxc7kyZMVHR2t2bNnKy8vT5KUkJCg+++/X2PGjLF1QAAAgEBYih2Hw6GcnBzl5ORo//79kqTo6GhbBwMAALCD5fPs/ITIAQAAoeyEY+fCCy9UcXGxWrVqpR49esjhcBz3sRs3brRlOAAAgECdcOwMGjRIERERvp9/LnYAAABCxQnHzn333ef7+f7772+MWQAAAGwXZuVJ55xzjr7//vuj1qurq3XOOecEPBQAAIBdLMXO119/rfr6+qPW6+rqtGvXroCHAgAAsMtJfRvrtdde8/28YsUKOZ1O3/36+noVFxcrJSXFvukAAAACdFKxM3jwYElHzrNz6623+m0LDw9Xhw4dNHv2bNuGAwAACNRJxU5DQ4MkKSUlRevXr1fbtlyDCQAAhDZLJxUsKyuzew4AAIBGYfkMyjU1NVq1apUqKip06NAhv21cHwsAAIQKS7GzadMmDRgwQAcPHlRNTY1at26t7777Ts2bN1dsbCyxAwAAQoalr57n5ORo4MCB2rdvn6KiorR27VqVl5erZ8+eevjhh+2eEQAAwDJLsbN582aNHz9eYWFhatKkierq6pSYmKhZs2bpv/7rv+yeEQAAwDJLsRMeHq6wsCNPjY2NVUVFhSTJ6XRq586d9k0HAAAQIEvH7PTo0UPr169XamqqfvWrX2nKlCn67rvv9Mwzz6hr1652zwgAAGCZpT0706dPV3x8vCRp2rRpatWqle688059++23euyxx2wdEAAAIBCW9uz06tXL93NsbKyKiopsGwgAAMBOlvbs9O/fX9XV1Uetezwe9e/fP9CZAAAAbGMpdt57772jTiQoSbW1tXr//fcDHgoAAMAuJ/Ux1scff+z7+fPPP1dlZaXvfn19vYqKinT22WfbNx0AAECATip2unfvLofDIYfDccyPq6KiojRv3jzbhgMAAAjUScVOWVmZvF6vzjnnHK1bt07t2rXzbWvWrJliY2PVpEkT24cEAACw6qSO2UlOTlaHDh3U0NCgXr16KTk52XeLj49v9NCZMWOGHA6Hxo0b51urra1Vdna22rRpo7POOktDhgxRVVVVo84BAABOH5a+er506dKf3X7LLbdYGubnrF+/Xo899pi6devmt56Tk6M333xTL774opxOp0aNGqXrrrtOa9assX0GAABw+rEUO2PHjvW7f/jwYR08eFDNmjVT8+bNbY+dAwcOaNiwYXr88cc1depU37rb7dbixYu1bNky3zFES5YsUefOnbV27Vpdcsklts4BAABOP5a+er5v3z6/24EDB7R161b17dtXy5cvt3tGZWdn6+qrr1ZGRobf+oYNG3T48GG/9U6dOikpKUklJSXHfb26ujp5PB6/GwAAMJOl2DmW1NRUzZgx46i9PoF67rnntHHjRuXn5x+1rbKyUs2aNVPLli391l0ul9/X4v+//Px8OZ1O3y0xMdHWmQEAQOiwLXYkqWnTptq9e7dtr7dz506NHTtWzz77rCIjI2173by8PLndbt+NK7UDAGAuS8fsvPbaa373vV6vvvnmG82fP1/p6em2DCYd+Zhqz549uvDCC31r9fX1Wr16tebPn68VK1bo0KFDqq6u9tu7U1VVpbi4uOO+bkREhCIiImybEwAAhC5LsTN48GC/+w6HQ+3atVP//v01e/ZsO+aSJF1++eX65JNP/NZuv/12derUSffcc48SExMVHh6u4uJiDRkyRJK0detWVVRUKC0tzbY5AADA6ctS7DQ0NNg9xzFFR0era9eufmstWrRQmzZtfOsjRoxQbm6uWrdurZiYGI0ePVppaWl8EwsAAEiyGDv/zuv1SjqydycYHnnkEYWFhWnIkCGqq6tTZmamHn300aDMAgAAQo/lA5QXL16srl27KjIyUpGRkerataueeOIJO2c7pvfee08FBQW++5GRkVqwYIH27t2rmpoa/e1vf/vZ43UAAMCZxdKenSlTpmjOnDm+j4wkqaSkRDk5OaqoqNCDDz5o65AAAABWWYqdhQsX6vHHH9fvf/9739q1116rbt26afTo0cQOAAAIGZY+xjp8+LB69ep11HrPnj31448/BjwUAACAXSzFzs0336yFCxcetV5YWKhhw4YFPBQAAIBdLH8ba/HixXr77bd9X/EuLS1VRUWFbrnlFuXm5voeN2fOnMCnBAAAsMhS7Hz66ae+sxp/+eWXkqS2bduqbdu2+vTTT32PC9bX0QEAAH5iKXb+8Y9/2D0HAABAowjoQqA7duzQihUr9MMPP0j6vxMMAgAAhApLsfP999/r8ssvV8eOHTVgwAB98803ko5cumH8+PG2DggAABAIS7GTk5Oj8PBwVVRUqHnz5r71G264QUVFRbYNBwAAEChLx+y8/fbbWrFihdq3b++3npqaqvLyclsGAwAAsIOlPTs1NTV+e3R+snfvXkVERAQ8FAAAgF0sxc6ll16qpUuX+u47HA41NDRo1qxZuuyyy2wbDgAAIFCWPsb685//rP79++ujjz7SoUOHNGHCBH322Wfau3ev1qxZY/eMAAAAlp107Bw+fFhjxozR66+/rpUrVyo6OloHDhzQddddp+zsbMXHxzfGnAAAAJacdOyEh4fr448/VqtWrTRp0qTGmAkAAMA2lo7Zuemmm7R48WK7ZwEAALCdpWN2fvzxRz355JN655131LNnT7Vo0cJvOxf/BAAAoSLgC4Fu27bNbxsX/wQAAKGEC4ECAACjBXQhUAAAgFBH7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoTYM9AOwVVusO9ggAgBB3pr1XEDuGcDqdCm8WIX21KtijAABOA+HNIuR0OoM9xilB7BjC5XLpv59ZKrf7zKp14D8pLy/XtGnTNGnSJCUnJwd7HCBkOJ1OuVyuYI9xShA7BnG5XGfM/3CBk5WcnKyOHTsGewwAQcABygAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoIR87+fn5uuiiixQdHa3Y2FgNHjxYW7du9XtMbW2tsrOz1aZNG5111lkaMmSIqqqqgjQxAAAIJSEfO6tWrVJ2drbWrl2rlStX6vDhw7ryyitVU1Pje0xOTo5ef/11vfjii1q1apV2796t6667LohTAwCAUBHy18YqKiryu//UU08pNjZWGzZsUL9+/eR2u7V48WItW7ZM/fv3lyQtWbJEnTt31tq1a3XJJZcEY2wAABAiQn7Pzv/301W9W7duLUnasGGDDh8+rIyMDN9jOnXqpKSkJJWUlBzzNerq6uTxePxuAADATKdV7DQ0NGjcuHFKT09X165dJUmVlZVq1qyZWrZs6fdYl8ulysrKY75Ofn6+nE6n75aYmNjYowMAgCA5rWInOztbn376qZ577rmAXicvL09ut9t327lzp00TAgCAUBPyx+z8ZNSoUXrjjTe0evVqtW/f3rceFxenQ4cOqbq62m/vTlVVleLi4o75WhEREYqIiGjskQEAQAgI+T07Xq9Xo0aN0ssvv6x3331XKSkpftt79uyp8PBwFRcX+9a2bt2qiooKpaWlnepxAQBAiAn5PTvZ2dlatmyZXn31VUVHR/uOw3E6nYqKipLT6dSIESOUm5ur1q1bKyYmRqNHj1ZaWhrfxAIAAKEfOwsXLpQk/frXv/ZbX7JkiW677TZJ0iOPPKKwsDANGTJEdXV1yszM1KOPPnqKJwUAAKEo5GPH6/X+x8dERkZqwYIFWrBgwSmYCAAAnE5C/pgdAACAQBA7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxmTOwsWLBAHTp0UGRkpHr37q1169YFeyQAABACjIid559/Xrm5ubrvvvu0ceNGXXDBBcrMzNSePXuCPRoAAAgyI2Jnzpw5GjlypG6//XZ16dJFixYtUvPmzfXkk08GezQAABBkTYM9QKAOHTqkDRs2KC8vz7cWFhamjIwMlZSUHPM5dXV1qqur8933eDyNPifOLLW1taqoqAj2GJBUXl7u908EX1JSkiIjI4M9Bs4gp33sfPfdd6qvr5fL5fJbd7lc+uKLL475nPz8fD3wwAOnYjycoSoqKpSVlRXsMfBvpk2bFuwR8L8KCwvVsWPHYI+BM8hpHztW5OXlKTc313ff4/EoMTExiBPBNElJSSosLAz2GEBISkpKCvYIOMOc9rHTtm1bNWnSRFVVVX7rVVVViouLO+ZzIiIiFBERcSrGwxkqMjKSv7kCQIg47Q9QbtasmXr27Kni4mLfWkNDg4qLi5WWlhbEyQAAQCg47ffsSFJubq5uvfVW9erVSxdffLEKCgpUU1Oj22+/PdijAQCAIDMidm644QZ9++23mjJliiorK9W9e3cVFRUdddAyAAA48zi8Xq832EMEm8fjkdPplNvtVkxMTLDHAQAAJ+BE379P+2N2AAAAfg6xAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADCaEZeLCNRPJ5H2eDxBngQAAJyon963/9PFIIgdSfv375ckJSYmBnkSAABwsvbv3y+n03nc7VwbS1JDQ4N2796t6OhoORyOYI8DwEYej0eJiYnauXMn174DDOP1erV//34lJCQoLOz4R+YQOwCMxoV+AXCAMgAAMBqxAwAAjEbsADBaRESE7rvvPkVERAR7FABBwjE7AADAaOzZAQAARiN2AACA0YgdAABgNGIHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABjtfwCPCp0Ixnu+bQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8jRo1StKZO6yPGzdO06ZN0zvvvKMtW7Zo+PDhSkxM1MCBA23bAQAAGi9LsTNgwACNGzdO3377rffYrl27NH78ePXv39+2cddcc43eeustvfbaa+rUqZOefPJJzZs3T8OGDfM+55FHHtGYMWOUmZmpa665RkePHlVhYaEiIiJs2wEAABqvII+FW5a7XC7dfPPN+uKLL3T55ZdLkn744Qf94Q9/0JtvvqmYmBi7dzYot9sth8Mhl8vVaK/f2bFjhzIzM1Xdob9qo1r4ew4AIIAFVx9Q1NfvKD8/X23btvX3HMvq+/3b0q+eOxwOrVu3TmvWrNHmzZu9dz2/7rrrLA8GAABoCJbfZycoKEi9evVSr169JEmHDx+2axMAAIBtLF2zM2vWLK1cudL7+ZAhQ9S8eXNddtll2rx5s23jAAAAfGUpdhYtWqSkpCRJ0po1a7RmzRqtXr1affr00cMPP2zrQAAAAF9Y+jFWZWWlN3ZWrVqlIUOGqFevXmrVqpW6detm60AAAABfWDqz06xZM+8tFgoLC7034vR4POd8Z2UAAAB/sXRm57bbbtOdd96p1NRU/fzzz+rTp48kadOmTWrTpo2tAwEAAHxhKXbmzp2rVq1aqaKiQrNnz9all14qSdq3b58efPBBWwcCAAD4wlLshIaGasKECWcdz8rKqvP5Lbfcoueff14JCQnW1gEAAPjI0jU79bV27Vr98ssvDfmPAAAA+K8aNHYAAAD8jdgBAABGI3YAAIDRiB0AAGA0YgcAABitQWNn0qRJio2Nbch/BAAAwH9V7/fZeeedd+r9ov3795ck5eTk/PZFAAAANqp37AwcOLBezwsKCuL+WAAAIGDUO3Zqa2sbcgcAAECD4AJlAABgNEv3xpKk6upqFRcXq7y8XCdOnKjz2NixY30eBgAAYAdLsbNp0yb17dtXx44dU3V1tWJjY3XgwAE1adJEcXFxxA4AAAgYln6MlZWVpX79+unQoUOKjIxUaWmp9uzZo7S0ND311FN2bwQAALDMUux8+eWXGj9+vIKDgxUSEqKamholJSVp9uzZmjRpkt0bAQAALLMUO6GhoQoOPvOlcXFxKi8vlyQ5HA5VVFTYtw4AAMBHlq7Z6dKli9avX6/U1FRdf/31ys3N1YEDB/TKK6+oU6dOdm/EbxD8y2F/TwAABLiL7XuFpdiZMWOGjhw5IkmaPn26hg8frgceeECpqal64YUXbB2I3yZy91p/TwAAIKD85tjxeDyKi4vznsGJi4tTYWGh7cNgzS8p16k2MsbfMwAAASz4l8MX1b8cW4qdNm3aaOvWrUpNTW2ITfBBbWSMaqNa+HsGAAAB4zdfoBwcHKzU1FT9/PPPDbEHAADAVpZ+G2vmzJl6+OGH9dVXX9m9BwAAwFaWLlAePny4jh07piuvvFJhYWGKjIys8/jBgwdtGQcAAOArS7Ezb948m2cAAAA0DEuxM2LECLt3AAAANAjLdz0/ffq0CgoKtG3bNklSx44d1b9/f4WEhNg2DgAAwFeWYmfXrl3q27evfvzxR/3ud7+TJOXl5SkpKUnvvfeeWrdubetIAAAAqyz9NtbYsWPVunVrVVRUaOPGjdq4caPKy8uVkpKisWPH2r0RAADAMktndoqLi1VaWqrY2FjvsebNm2vmzJnq2bOnbeMAAAB8ZenMTnh4uPfeWP/p6NGjCgsL83kUAACAXSzFzq233qrMzEyVlZXJ4/HI4/GotLRU999/v/r372/3RgAAAMssxc78+fPVunVrpaenKyIiQhEREerZs6fatGmjp59+2u6NAAAAllm6ZicmJkZvv/22du7cqW+++UaS1L59e7Vp08bWcQAAAL6y/D47kpSamsqdzwEAQECrd+xkZ2frySefVFRUlLKzs//rc+fMmePzMAAAADvUO3Y2bdqkkydPev98PkFBQb6vAgAAsEm9Y+fjjz8+558BAAACmaXfxnr11Vd17Ngxu7cAAADYzlLsZGVlKS4uTnfeeafef/99nT592u5dAAAAtrAUO/v27dOKFSsUFBSkIUOGKCEhQaNGjdK6devs3gcAAOATS7FzySWX6NZbb9WyZcu0f/9+zZ07V99//71uuOEG7ngOAAACik/vsyNJTZo0Ue/evXXo0CHt2bNH27Zts2MXAACALSyd2ZGkY8eOadmyZerbt68uu+wyzZs3T4MGDdLWrVvt3AcAAOATS2d2hg4dqlWrVqlJkyYaMmSIpkyZovT0dLu3AQAA+MxS7ISEhOj1119X7969FRISYvcmAAAA21iKnWXLltm9AwAAoEFYvkC5urpaxcXFKi8v14kTJ+o8NnbsWJ+HAQAA2MFS7GzatEl9+/bVsWPHVF1drdjYWB04cEBNmjRRXFxcg8XOzJkzlZOTo4ceekjz5s2TJB0/flzjx4/XihUrVFNTo969e+u5556T0+lskA0AAKBxsfwOyv369dOhQ4cUGRmp0tJS7dmzR2lpaXrqqafs3ihJWr9+vf7xj3/oiiuuOGvLu+++qzfeeEPFxcXau3evbrvttgbZAAAAGh9LsfPll19q/PjxCg4OVkhIiGpqapSUlKTZs2dr0qRJdm/U0aNHNWzYMC1evFjNmjXzHne5XFqyZInmzJmjG2+8UWlpaVq6dKnWrVun0tJS23cAAIDGx1LshIaGKjj4zJfGxcWpvLxckuRwOFRRUWHfun8bNWqUbrnlFmVkZNQ5vmHDBp08ebLO8Xbt2ik5OVklJSXnfb2amhq53e46HwAAwEyWrtnp0qWL1q9fr9TUVF1//fXKzc3VgQMH9Morr6hTp062DlyxYoU2btyo9evXn/VYZWWlwsLCFBMTU+e40+lUZWXleV8zLy9PU6dOtXUnAAAITJbO7MyYMUMJCQmSpOnTp6tZs2Z64IEH9NNPPyk/P9+2cRUVFXrooYe0bNkyRURE2Pa6OTk5crlc3o+GOBsFAAACg6UzO127dvX+OS4uToWFhbYN+k8bNmzQ/v37dfXVV3uPnT59WmvXrtWzzz6rDz74QCdOnNDhw4frnN2pqqpSfHz8eV83PDxc4eHhDbIZAAAEFp9vBNqQbrrpJm3ZsqXOsXvuuUft2rXTo48+qqSkJIWGhqqoqEiDBw+WJG3fvl3l5eXcvgIAAEiyGDtVVVWaMGGCioqKtH//fnk8njqPnz592pZxTZs2PesaoKioKDVv3tx7fOTIkcrOzlZsbKyio6M1ZswYpaenq3v37rZsAAAAjZul2Ln77rtVXl6uKVOmKCEhQUFBQXbvqre5c+cqODhYgwcPrvOmggAAAJLF2Pn000/1r3/9S1dddZXNc/63Tz75pM7nERERWrBggRYsWHDBtwAAgMBn6bexkpKSzvrRFQAAQCCyFDvz5s3TxIkT9f3339s8BwAAwF71/jFWs2bN6lybU11drdatW6tJkyYKDQ2t89yDBw/atxAAAMAH9Y6dX+8yDgAA0JjUO3ZGjBjRkDsAAAAahKVrdiTp22+/1eTJk3XHHXdo//79kqTVq1dr69atto0DAADwlaXYKS4uVufOnVVWVqY333xTR48elSRt3rxZjz/+uK0DAQAAfGEpdiZOnKhp06ZpzZo1CgsL8x6/8cYbVVpaats4AAAAX1mKnS1btmjQoEFnHY+Li9OBAwd8HgUAAGAXS7ETExOjffv2nXV806ZNuuyyy3weBQAAYBdLsTN06FA9+uijqqysVFBQkGpra/XZZ59pwoQJGj58uN0bAQAALLMUOzNmzFC7du2UlJSko0ePqkOHDvrDH/6gHj16aPLkyXZvBAAAsMzSjUDDwsK0ePFi5ebmasuWLaqurlaXLl3Upk0bu/cBAAD4xFLsSNKSJUs0d+5c7dy5U5KUmpqqcePG6a9//att4wAAAHxlKXZyc3M1Z84cjRkzRunp6ZKkkpISZWVlqby8XE888YStIwEAAKyyFDsLFy7U4sWLdccdd3iP9e/fX1dccYXGjBlD7AAAgIBh6QLlkydPqmvXrmcdT0tL06lTp3weBQAAYBdLsXPXXXdp4cKFZx3Pz8/XsGHDfB4FAABgl3r/GCs7O9v756CgID3//PP68MMP1b17d0lSWVmZysvLeZ8dAAAQUOodO5s2barzeVpamqQzdz+XpBYtWqhFixbc9RwAAASUesfOxx9/3JA7AAAAGoSla3YAAAAaC2IHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABiN2AEAAEYjdgAAgNGIHQAAYDRiBwAAGI3YAQAARiN2AACA0YgdAABgNGIHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABiN2AEAAEYjdgAAgNGIHQAAYLRL/D0A9go+7vL3BABAgLvYvlcQO4ZwOBwKDQuXviv29xQAQCMQGhYuh8Ph7xkXBLFjCKfTqVdfeVku18VV68D/smfPHk2fPl2PPfaYWrZs6e85QMBwOBxyOp3+nnFBEDsGcTqdF83/4QK/VcuWLdW2bVt/zwDgB1ygDAAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMFfOzk5eXpmmuuUdOmTRUXF6eBAwdq+/btdZ5z/PhxjRo1Ss2bN9ell16qwYMHq6qqyk+LAQBAIAn42CkuLtaoUaNUWlqqNWvW6OTJk+rVq5eqq6u9z8nKytK7776rN954Q8XFxdq7d69uu+02P64GAACBIuBvBFpYWFjn8xdffFFxcXHasGGDrrvuOrlcLi1ZskTLly/XjTfeKElaunSp2rdvr9LSUnXv3t0fswEAQIAI+DM7/z+XyyVJio2NlSRt2LBBJ0+eVEZGhvc57dq1U3JyskpKSs75GjU1NXK73XU+AACAmRpV7NTW1mrcuHHq2bOnOnXqJEmqrKxUWFiYYmJi6jzX6XSqsrLynK+Tl5cnh8Ph/UhKSmro6QAAwE8aVeyMGjVKX331lVasWOHT6+Tk5Mjlcnk/KioqbFoIAAACTcBfs/Or0aNHa9WqVVq7dq0uv/xy7/H4+HidOHFChw8frnN2p6qqSvHx8ed8rfDwcIWHhzf0ZAAAEAAC/syOx+PR6NGj9dZbb+mjjz5SSkpKncfT0tIUGhqqoqIi77Ht27ervLxc6enpF3ouAAAIMAF/ZmfUqFFavny53n77bTVt2tR7HY7D4VBkZKQcDodGjhyp7OxsxcbGKjo6WmPGjFF6ejq/iQUAAAI/dhYuXChJ+uMf/1jn+NKlS3X33XdLkubOnavg4GANHjxYNTU16t27t5577rkLvBQAAASigI8dj8fzP58TERGhBQsWaMGCBRdgEQAAaEwC/podAAAAXxA7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxmTOwsWLBArVq1UkREhLp166bPP//c35MAAEAAMCJ2Vq5cqezsbD3++OPauHGjrrzySvXu3Vv79+/39zQAAOBnRsTOnDlzdO+99+qee+5Rhw4dtGjRIjVp0kQvvPCCv6cBAAA/u8TfA3x14sQJbdiwQTk5Od5jwcHBysjIUElJyTm/pqamRjU1Nd7P3W53g+/ExeX48eMqLy/39wxI2rNnT53/hP8lJycrIiLC3zNwEWn0sXPgwAGdPn1aTqezznGn06lvvvnmnF+Tl5enqVOnXoh5uEiVl5crMzPT3zPwH6ZPn+7vCfi3/Px8tW3b1t8zcBFp9LFjRU5OjrKzs72fu91uJSUl+XERTJOcnKz8/Hx/zwACUnJysr8n4CLT6GOnRYsWCgkJUVVVVZ3jVVVVio+PP+fXhIeHKzw8/ELMw0UqIiKCf3MFgADR6C9QDgsLU1pamoqKirzHamtrVVRUpPT0dD8uAwAAgaDRn9mRpOzsbI0YMUJdu3bV73//e82bN0/V1dW65557/D0NAAD4mRGxc/vtt+unn35Sbm6uKisrddVVV6mwsPCsi5YBAMDFJ8jj8Xj8PcLf3G63HA6HXC6XoqOj/T0HAADUQ32/fzf6a3YAAAD+G2IHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABiN2AEAAEYjdgAAgNGIHQAAYDQjbhfhq1/fRNrtdvt5CQAAqK9fv2//r5tBEDuSjhw5IklKSkry8xIAAPBbHTlyRA6H47yPc28sSbW1tdq7d6+aNm2qoKAgf88BYCO3262kpCRVVFRw7zvAMB6PR0eOHFFiYqKCg89/ZQ6xA8Bo3OgXABcoAwAAoxE7AADAaMQOAKOFh4fr8ccfV3h4uL+nAPATrtkBAABG48wOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGj/FzGTwmJ+BZq1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in numeric_data.columns:\n",
    "    sns.boxplot(malware_detection_df[col])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1.1 Standardize the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "for col in numeric_data.columns:\n",
    "    malware_detection_df[col] = scaler.fit_transform(malware_detection_df[[col]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 Categorical Operactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jx45at27ddT2jkbsfkvTKK6+oR48ecnJy0sMPP2wGjgYNGuj+++/XwoULVbt2bTVs2DDfcWrUqKEWLVpo4MCByszM1NSpU1W2bFmNGDHCrJk+fbpatGihOnXqaMCAAapevbpSU1OVkJCg33//Xdu3b7+ungEUU4X2PioAKCJyXzebOzk7Oxu+vr7GQw89ZMTExNi91jTX5a+bjY+PN7p06WL4+fkZzs7Ohp+fn/HUU08Z+/bts/vc4sWLjcDAQKNEiRJ2r3dt1aqVcd999+Xb35VeN/vZZ58Zo0aNMipUqGC4ubkZYWFhxm+//Zbn85MnTzYqVapkuLi4GA888ICxZcuWPGNerbfLXzdrGIZx+vRpY9iwYYafn5/h5ORk1KxZ05g0aZLd61IN4+/XzUZEROTp6Uqvwb1camqq0bdvX6NcuXKGs7OzUadOnXxfiXsjr5tdsmSJUbduXcPV1dXw9/c33n77bWP27Nl5XsmakpJihIWFGaVKlTIk2R2vWbNmGdWrVzccHR3tXj27fv16o1mzZoabm5vh5+dnjBgxwlixYkW+r6f94YcfjIceesgoVaqU4e7ubtStW9fuFbyXvm4214kTJ4zAwEDD19fX+OWXX65rfw3DMF577TWjUqVKhoODQ76vnp04caIhyXjzzTfzfDb3dbOTJk0yJk+ebFSpUsVwcXExWrZsaWzfvj1P/YEDB4zevXsbvr6+hpOTk1GpUiWjc+fOxhdffHHd/QIonmyGUQhPzwEAgCIjJiZGw4YN06FDh/K8xevQoUMKCAjQpEmT9NJLLxVShwCKA56xAADgLmYYhv773/+qVatW+b4aGACuF89YAABQDJ05c0Znzpy5ak358uWv+Lrfs2fPasmSJVqzZo127NihxYsX34o2AdxFCBYAABRD77zzjl599dWr1hw8eNB8Hezljh8/rn/+85/y9vbW6NGj9cgjj9yCLgHcTXjGAgCAYujXX3/Vr7/+etWaFi1aXPVtZgBQkAr1GQt/f3/ZbLY8U0REhCTp/PnzioiIUNmyZeXh4aFu3bopNTXVbozk5GSFhYWpZMmSqlChgoYPH66LFy/a1axdu1YNGzaUi4uLatSoodjY2Dy9TJ8+Xf7+/nJ1dVXTpk1v+D3hAADcTtWrV1dISMhVJ0IFgNupUIPF5s2bdfToUXNatWqVJOmJJ56QJA0bNkxff/21Fi5cqHXr1unIkSN67LHHzM9nZ2crLCxMWVlZ2rBhg+bOnavY2FhFRUWZNQcPHlRYWJjatGmjpKQkDR06VP3797d7T/j8+fMVGRmpcePGaevWrapXr55CQ0N17Nix23QkAAAAgOKtSN0KNXToUC1dulS//PKLMjIyVL58eX366ad6/PHHJUl79uxR7dq1lZCQoGbNmmn58uXq3Lmzjhw5Ih8fH0nSzJkzNXLkSB0/flzOzs4aOXKkli1bpp07d5rb6dGjh9LS0hQXFydJatq0qRo3bmz+imxOTo6qVKmiwYMH6+WXX76u3nNycnTkyBGVKlVKNputIA8LAAAAUCgMw9Dp06fl5+cnB4drXJMovJ/QsJeZmWmULVvWeOONNwzD+PvHpiQZp06dsqurWrWqMWXKFMMwDGPs2LFGvXr17Nb/+uuvhiRj69athmEYRsuWLY0hQ4bY1cyePdvw9PQ0t+vo6Gh89dVXdjW9e/c2Hnnkkevu//Dhw3Y/sMXExMTExMTExMR0p0yHDx++5vfhIvNWqEWLFiktLU19+vSRJKWkpMjZ2Vne3t52dT4+PkpJSTFrcq9UXLo+d93VajIyMnTu3DmdOnVK2dnZ+dbs2bPniv1mZmYqMzPTnDf+d+Hn8OHD8vT0vM69BgAAAIqujIwMValSRaVKlbpmbZEJFv/973/VsWNH+fn5FXYr1+Wtt97K9zV/np6eBAsAAADcUa7nVv8i8cvbv/32m7799lv179/fXObr66usrCylpaXZ1aampsrX19esufwtUbnz16rx9PSUm5ubypUrJ0dHx3xrcsfIz6hRo5Senm5Ohw8fvrGdBgAAAO4gRSJYzJkzRxUqVFBYWJi5LCgoSE5OToqPjzeX7d27V8nJyQoODpYkBQcHa8eOHXZvb1q1apU8PT0VGBho1lw6Rm5N7hjOzs4KCgqyq8nJyVF8fLxZkx8XFxfz6gRXKQAAAHC3K/RboXJycjRnzhyFh4erRIn/346Xl5f69eunyMhIlSlTRp6enho8eLCCg4PVrFkzSVL79u0VGBioXr16aeLEiUpJSdGYMWMUEREhFxcXSdJzzz2n9957TyNGjNAzzzyj1atXa8GCBVq2bJm5rcjISIWHh6tRo0Zq0qSJpk6dqrNnz6pv376392AAAAAAxVShB4tvv/1WycnJeuaZZ/Ksi46OloODg7p166bMzEyFhobq/fffN9c7Ojpq6dKlGjhwoIKDg+Xu7q7w8HBNmDDBrAkICNCyZcs0bNgwxcTEqHLlyvrwww8VGhpq1nTv3l3Hjx9XVFSUUlJSVL9+fcXFxeV5oBsAAABA/orU71gUZxkZGfLy8lJ6ejq3RQEAAOCOcCPfcYvEMxYAAAAAijeCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCsRGE3AAAAcCsFDf+osFsAbrnESb0LuwWCBQAUBL644E5XFL60ACjauBUKAAAAgGUECwAAAACWcStUMcFtFrgbcKsFAADFF1csAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWFXqw+OOPP/T000+rbNmycnNzU506dbRlyxZzvWEYioqKUsWKFeXm5qaQkBD98ssvdmOcPHlSPXv2lKenp7y9vdWvXz+dOXPGruann35Sy5Yt5erqqipVqmjixIl5elm4cKHuvfdeubq6qk6dOvrmm29uzU4DAAAAd5hCDRanTp3SAw88ICcnJy1fvlw///yzJk+erNKlS5s1EydO1LRp0zRz5kxt3LhR7u7uCg0N1fnz582anj17ateuXVq1apWWLl2q7777Ts8++6y5PiMjQ+3bt1e1atWUmJioSZMmafz48frggw/Mmg0bNuipp55Sv379tG3bNnXt2lVdu3bVzp07b8/BAAAAAIoxm2EYRmFt/OWXX9b69ev1/fff57veMAz5+fnpxRdf1EsvvSRJSk9Pl4+Pj2JjY9WjRw/t3r1bgYGB2rx5sxo1aiRJiouLU6dOnfT777/Lz89PM2bM0CuvvKKUlBQ5Ozub2160aJH27NkjSerevbvOnj2rpUuXmttv1qyZ6tevr5kzZ15zXzIyMuTl5aX09HR5enpaOi75CRr+UYGPCRQ1iZN6F3YLN41zFHc6zk+gaLtV5+iNfMct1CsWS5YsUaNGjfTEE0+oQoUKatCggWbNmmWuP3jwoFJSUhQSEmIu8/LyUtOmTZWQkCBJSkhIkLe3txkqJCkkJEQODg7auHGjWfPggw+aoUKSQkNDtXfvXp06dcqsuXQ7uTW52wEAAABwZYUaLH799VfNmDFDNWvW1IoVKzRw4EC98MILmjt3riQpJSVFkuTj42P3OR8fH3NdSkqKKlSoYLe+RIkSKlOmjF1NfmNcuo0r1eSuv1xmZqYyMjLsJgAAAOBuVaIwN56Tk6NGjRrpzTfflCQ1aNBAO3fu1MyZMxUeHl6YrV3TW2+9pVdffbWw2wAAAACKhEK9YlGxYkUFBgbaLatdu7aSk5MlSb6+vpKk1NRUu5rU1FRzna+vr44dO2a3/uLFizp58qRdTX5jXLqNK9Xkrr/cqFGjlJ6ebk6HDx++vp0GAAAA7kCFGiweeOAB7d27127Zvn37VK1aNUlSQECAfH19FR8fb67PyMjQxo0bFRwcLEkKDg5WWlqaEhMTzZrVq1crJydHTZs2NWu+++47XbhwwaxZtWqVatWqZb6BKjg42G47uTW527mci4uLPD097SYAAADgblWowWLYsGH68ccf9eabb2r//v369NNP9cEHHygiIkKSZLPZNHToUL3++utasmSJduzYod69e8vPz09du3aV9PcVjg4dOmjAgAHatGmT1q9fr0GDBqlHjx7y8/OTJP3zn/+Us7Oz+vXrp127dmn+/PmKiYlRZGSk2cuQIUMUFxenyZMna8+ePRo/fry2bNmiQYMG3fbjAgAAABQ3hfqMRePGjfXVV19p1KhRmjBhggICAjR16lT17NnTrBkxYoTOnj2rZ599VmlpaWrRooXi4uLk6upq1nzyyScaNGiQ2rVrJwcHB3Xr1k3Tpk0z13t5eWnlypWKiIhQUFCQypUrp6ioKLvfumjevLk+/fRTjRkzRqNHj1bNmjW1aNEi3X///bfnYAAAAADFWKH+jsWdhN+xAKzjPflA0cX5CRRtd/3vWAAAAAC4MxAsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhVqsBg/frxsNpvddO+995rrz58/r4iICJUtW1YeHh7q1q2bUlNT7cZITk5WWFiYSpYsqQoVKmj48OG6ePGiXc3atWvVsGFDubi4qEaNGoqNjc3Ty/Tp0+Xv7y9XV1c1bdpUmzZtuiX7DAAAANyJCv2KxX333aejR4+a0w8//GCuGzZsmL7++mstXLhQ69at05EjR/TYY4+Z67OzsxUWFqasrCxt2LBBc+fOVWxsrKKiosyagwcPKiwsTG3atFFSUpKGDh2q/v37a8WKFWbN/PnzFRkZqXHjxmnr1q2qV6+eQkNDdezYsdtzEAAAAIBirtCDRYkSJeTr62tO5cqVkySlp6frv//9r6ZMmaK2bdsqKChIc+bM0YYNG/Tjjz9KklauXKmff/5Z8+bNU/369dWxY0e99tprmj59urKysiRJM2fOVEBAgCZPnqzatWtr0KBBevzxxxUdHW32MGXKFA0YMEB9+/ZVYGCgZs6cqZIlS2r27Nm3/4AAAAAAxVChB4tffvlFfn5+ql69unr27Knk5GRJUmJioi5cuKCQkBCz9t5771XVqlWVkJAgSUpISFCdOnXk4+Nj1oSGhiojI0O7du0yay4dI7cmd4ysrCwlJiba1Tg4OCgkJMSsyU9mZqYyMjLsJgAAAOBuVajBomnTpoqNjVVcXJxmzJihgwcPqmXLljp9+rRSUlLk7Owsb29vu8/4+PgoJSVFkpSSkmIXKnLX5667Wk1GRobOnTunEydOKDs7O9+a3DHy89Zbb8nLy8ucqlSpclPHAAAAALgTlCjMjXfs2NH857p166pp06aqVq2aFixYIDc3t0Ls7NpGjRqlyMhIcz4jI4NwAQAAgLtWod8KdSlvb2/94x//0P79++Xr66usrCylpaXZ1aSmpsrX11eS5Ovrm+ctUbnz16rx9PSUm5ubypUrJ0dHx3xrcsfIj4uLizw9Pe0mAAAA4G5VpILFmTNndODAAVWsWFFBQUFycnJSfHy8uX7v3r1KTk5WcHCwJCk4OFg7duywe3vTqlWr5OnpqcDAQLPm0jFya3LHcHZ2VlBQkF1NTk6O4uPjzRoAAAAAV1eoweKll17SunXrdOjQIW3YsEGPPvqoHB0d9dRTT8nLy0v9+vVTZGSk1qxZo8TERPXt21fBwcFq1qyZJKl9+/YKDAxUr169tH37dq1YsUJjxoxRRESEXFxcJEnPPfecfv31V40YMUJ79uzR+++/rwULFmjYsGFmH5GRkZo1a5bmzp2r3bt3a+DAgTp79qz69u1bKMcFAAAAKG4K9RmL33//XU899ZT+/PNPlS9fXi1atNCPP/6o8uXLS5Kio6Pl4OCgbt26KTMzU6GhoXr//ffNzzs6Omrp0qUaOHCggoOD5e7urvDwcE2YMMGsCQgI0LJlyzRs2DDFxMSocuXK+vDDDxUaGmrWdO/eXcePH1dUVJRSUlJUv359xcXF5XmgGwAAAED+bIZhGIXdxJ0gIyNDXl5eSk9PvyXPWwQN/6jAxwSKmsRJvQu7hZvGOYo7HecnULTdqnP0Rr7jFqlnLAAAAAAUTwQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZUUmWPz73/+WzWbT0KFDzWXnz59XRESEypYtKw8PD3Xr1k2pqal2n0tOTlZYWJhKliypChUqaPjw4bp48aJdzdq1a9WwYUO5uLioRo0aio2NzbP96dOny9/fX66urmratKk2bdp0K3YTAAAAuCMViWCxefNm/ec//1HdunXtlg8bNkxff/21Fi5cqHXr1unIkSN67LHHzPXZ2dkKCwtTVlaWNmzYoLlz5yo2NlZRUVFmzcGDBxUWFqY2bdooKSlJQ4cOVf/+/bVixQqzZv78+YqMjNS4ceO0detW1atXT6GhoTp27Nit33kAAADgDlDoweLMmTPq2bOnZs2apdKlS5vL09PT9d///ldTpkxR27ZtFRQUpDlz5mjDhg368ccfJUkrV67Uzz//rHnz5ql+/frq2LGjXnvtNU2fPl1ZWVmSpJkzZyogIECTJ09W7dq1NWjQID3++OOKjo42tzVlyhQNGDBAffv2VWBgoGbOnKmSJUtq9uzZt/dgAAAAAMVUoQeLiIgIhYWFKSQkxG55YmKiLly4YLf83nvvVdWqVZWQkCBJSkhIUJ06deTj42PWhIaGKiMjQ7t27TJrLh87NDTUHCMrK0uJiYl2NQ4ODgoJCTFr8pOZmamMjAy7CQAAALhblSjMjX/++efaunWrNm/enGddSkqKnJ2d5e3tbbfcx8dHKSkpZs2loSJ3fe66q9VkZGTo3LlzOnXqlLKzs/Ot2bNnzxV7f+utt/Tqq69e344CAAAAd7hCu2Jx+PBhDRkyRJ988olcXV0Lq42bNmrUKKWnp5vT4cOHC7slAAAAoNAUWrBITEzUsWPH1LBhQ5UoUUIlSpTQunXrNG3aNJUoUUI+Pj7KyspSWlqa3edSU1Pl6+srSfL19c3zlqjc+WvVeHp6ys3NTeXKlZOjo2O+Nblj5MfFxUWenp52EwAAAHC3KrRg0a5dO+3YsUNJSUnm1KhRI/Xs2dP8ZycnJ8XHx5uf2bt3r5KTkxUcHCxJCg4O1o4dO+ze3rRq1Sp5enoqMDDQrLl0jNya3DGcnZ0VFBRkV5OTk6P4+HizBgAAAMDVFdozFqVKldL9999vt8zd3V1ly5Y1l/fr10+RkZEqU6aMPD09NXjwYAUHB6tZs2aSpPbt2yswMFC9evXSxIkTlZKSojFjxigiIkIuLi6SpOeee07vvfeeRowYoWeeeUarV6/WggULtGzZMnO7kZGRCg8PV6NGjdSkSRNNnTpVZ8+eVd++fW/T0QAAAACKt0J9ePtaoqOj5eDgoG7duikzM1OhoaF6//33zfWOjo5aunSpBg4cqODgYLm7uys8PFwTJkwwawICArRs2TINGzZMMTExqly5sj788EOFhoaaNd27d9fx48cVFRWllJQU1a9fX3FxcXke6AYAAACQP5thGEZhN3EnyMjIkJeXl9LT02/J8xZBwz8q8DGBoiZxUu/CbuGmcY7iTsf5CRRtt+ocvZHvuIX+OxYAAAAAij+CBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAy24qWFSvXl1//vlnnuVpaWmqXr265aYAAAAAFC83FSwOHTqk7OzsPMszMzP1xx9/WG4KAAAAQPFS4kaKlyxZYv7zihUr5OXlZc5nZ2crPj5e/v7+BdYcAAAAgOLhhoJF165dJUk2m03h4eF265ycnOTv76/JkycXWHMAAAAAiocbChY5OTmSpICAAG3evFnlypW7JU0BAAAAKF5uKFjkOnjwYEH3AQAAAKAYu6lgIUnx8fGKj4/XsWPHzCsZuWbPnm25MQAAAADFx00Fi1dffVUTJkxQo0aNVLFiRdlstoLuCwAAAEAxclPBYubMmYqNjVWvXr0Kuh8AAAAAxdBN/Y5FVlaWmjdvXtC9AAAAACimbipY9O/fX59++mlB9wIAAACgmLqpW6HOnz+vDz74QN9++63q1q0rJycnu/VTpkwpkOYAAAAAFA83FSx++ukn1a9fX5K0c+dOu3U8yA0AAADcfW4qWKxZs6ag+wAAAABQjN3UMxYAAAAAcKmbumLRpk2bq97ytHr16ptuCAAAAEDxc1PBIvf5ilwXLlxQUlKSdu7cqfDw8ILoCwAAAEAxclPBIjo6Ot/l48eP15kzZyw1BAAAAKD4KdBnLJ5++mnNnj27IIcEAAAAUAwUaLBISEiQq6trQQ4JAAAAoBi4qVuhHnvsMbt5wzB09OhRbdmyRWPHji2QxgAAAAAUHzcVLLy8vOzmHRwcVKtWLU2YMEHt27cvkMYAAAAAFB83FSzmzJlT0H0AAAAAKMZuKljkSkxM1O7duyVJ9913nxo0aFAgTQEAAAAoXm4qWBw7dkw9evTQ2rVr5e3tLUlKS0tTmzZt9Pnnn6t8+fIF2SMAAACAIu6m3go1ePBgnT59Wrt27dLJkyd18uRJ7dy5UxkZGXrhhRcKukcAAAAARdxNXbGIi4vTt99+q9q1a5vLAgMDNX36dB7eBgAAAO5CN3XFIicnR05OTnmWOzk5KScnx3JTAAAAAIqXmwoWbdu21ZAhQ3TkyBFz2R9//KFhw4apXbt2BdYcAAAAgOLhpoLFe++9p4yMDPn7++uee+7RPffco4CAAGVkZOjdd98t6B4BAAAAFHE39YxFlSpVtHXrVn377bfas2ePJKl27doKCQkp0OYAAAAAFA83dMVi9erVCgwMVEZGhmw2mx566CENHjxYgwcPVuPGjXXffffp+++/v1W9AgAAACiibihYTJ06VQMGDJCnp2eedV5eXvrXv/6lKVOmFFhzAAAAAIqHGwoW27dvV4cOHa64vn379kpMTLTcFAAAAIDi5YaCRWpqar6vmc1VokQJHT9+3HJTAAAAAIqXGwoWlSpV0s6dO6+4/qefflLFihUtNwUAAACgeLmhYNGpUyeNHTtW58+fz7Pu3LlzGjdunDp37lxgzQEAAAAoHm7odbNjxozRl19+qX/84x8aNGiQatWqJUnas2ePpk+fruzsbL3yyiu3pFEAAAAARdcNBQsfHx9t2LBBAwcO1KhRo2QYhiTJZrMpNDRU06dPl4+Pzy1pFAAAAEDRdcM/kFetWjV98803OnXqlPbv3y/DMFSzZk2VLl36VvQHAAAAoBi4qV/elqTSpUurcePGBdkLAAAAgGLqhh7eBgAAAID8ECwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhWqMFixowZqlu3rjw9PeXp6ang4GAtX77cXH/+/HlFRESobNmy8vDwULdu3ZSammo3RnJyssLCwlSyZElVqFBBw4cP18WLF+1q1q5dq4YNG8rFxUU1atRQbGxsnl6mT58uf39/ubq6qmnTptq0adMt2WcAAADgTlSowaJy5cr697//rcTERG3ZskVt27ZVly5dtGvXLknSsGHD9PXXX2vhwoVat26djhw5oscee8z8fHZ2tsLCwpSVlaUNGzZo7ty5io2NVVRUlFlz8OBBhYWFqU2bNkpKStLQoUPVv39/rVixwqyZP3++IiMjNW7cOG3dulX16tVTaGiojh07dvsOBgAAAFCM2QzDMAq7iUuVKVNGkyZN0uOPP67y5cvr008/1eOPPy5J2rNnj2rXrq2EhAQ1a9ZMy5cvV+fOnXXkyBH5+PhIkmbOnKmRI0fq+PHjcnZ21siRI7Vs2TLt3LnT3EaPHj2UlpamuLg4SVLTpk3VuHFjvffee5KknJwcValSRYMHD9bLL798XX1nZGTIy8tL6enp8vT0LMhDIkkKGv5RgY8JFDWJk3oXdgs3jXMUdzrOT6Bou1Xn6I18xy0yz1hkZ2fr888/19mzZxUcHKzExERduHBBISEhZs29996rqlWrKiEhQZKUkJCgOnXqmKFCkkJDQ5WRkWFe9UhISLAbI7cmd4ysrCwlJiba1Tg4OCgkJMSsyU9mZqYyMjLsJgAAAOBuVejBYseOHfLw8JCLi4uee+45ffXVVwoMDFRKSoqcnZ3l7e1tV+/j46OUlBRJUkpKil2oyF2fu+5qNRkZGTp37pxOnDih7OzsfGtyx8jPW2+9JS8vL3OqUqXKTe0/AAAAcCco9GBRq1YtJSUlaePGjRo4cKDCw8P1888/F3Zb1zRq1Cilp6eb0+HDhwu7JQAAAKDQlCjsBpydnVWjRg1JUlBQkDZv3qyYmBh1795dWVlZSktLs7tqkZqaKl9fX0mSr69vnrc35b416tKay98klZqaKk9PT7m5ucnR0VGOjo751uSOkR8XFxe5uLjc3E4DAAAAd5hCv2JxuZycHGVmZiooKEhOTk6Kj4831+3du1fJyckKDg6WJAUHB2vHjh12b29atWqVPD09FRgYaNZcOkZuTe4Yzs7OCgoKsqvJyclRfHy8WQMAAADg6gr1isWoUaPUsWNHVa1aVadPn9ann36qtWvXasWKFfLy8lK/fv0UGRmpMmXKyNPTU4MHD1ZwcLCaNWsmSWrfvr0CAwPVq1cvTZw4USkpKRozZowiIiLMqwnPPfec3nvvPY0YMULPPPOMVq9erQULFmjZsmVmH5GRkQoPD1ejRo3UpEkTTZ06VWfPnlXfvn0L5bgAAAAAxU2hBotjx46pd+/eOnr0qLy8vFS3bl2tWLFCDz30kCQpOjpaDg4O6tatmzIzMxUaGqr333/f/Lyjo6OWLl2qgQMHKjg4WO7u7goPD9eECRPMmoCAAC1btkzDhg1TTEyMKleurA8//FChoaFmTffu3XX8+HFFRUUpJSVF9evXV1xcXJ4HugEAAADkr8j9jkVxxe9YANbxnnyg6OL8BIo2fscCAAAAwB2BYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCvUYPHWW2+pcePGKlWqlCpUqKCuXbtq7969djXnz59XRESEypYtKw8PD3Xr1k2pqal2NcnJyQoLC1PJkiVVoUIFDR8+XBcvXrSrWbt2rRo2bCgXFxfVqFFDsbGxefqZPn26/P395erqqqZNm2rTpk0Fvs8AAADAnahQg8W6desUERGhH3/8UatWrdKFCxfUvn17nT171qwZNmyYvv76ay1cuFDr1q3TkSNH9Nhjj5nrs7OzFRYWpqysLG3YsEFz585VbGysoqKizJqDBw8qLCxMbdq0UVJSkoYOHar+/ftrxYoVZs38+fMVGRmpcePGaevWrapXr55CQ0N17Nix23MwAAAAgGLMZhiGUdhN5Dp+/LgqVKigdevW6cEHH1R6errKly+vTz/9VI8//rgkac+ePapdu7YSEhLUrFkzLV++XJ07d9aRI0fk4+MjSZo5c6ZGjhyp48ePy9nZWSNHjtSyZcu0c+dOc1s9evRQWlqa4uLiJElNmzZV48aN9d5770mScnJyVKVKFQ0ePFgvv/zyNXvPyMiQl5eX0tPT5enpWdCHRkHDPyrwMYGiJnFS78Ju4aZxjuJOx/kJFG236hy9ke+4ReoZi/T0dElSmTJlJEmJiYm6cOGCQkJCzJp7771XVatWVUJCgiQpISFBderUMUOFJIWGhiojI0O7du0yay4dI7cmd4ysrCwlJiba1Tg4OCgkJMSsAQAAAHBlJQq7gVw5OTkaOnSoHnjgAd1///2SpJSUFDk7O8vb29uu1sfHRykpKWbNpaEid33uuqvVZGRk6Ny5czp16pSys7PzrdmzZ0++/WZmZiozM9Ocz8jIuME9BgAAAO4cReaKRUREhHbu3KnPP/+8sFu5Lm+99Za8vLzMqUqVKoXdEgAAAFBoikSwGDRokJYuXao1a9aocuXK5nJfX19lZWUpLS3Nrj41NVW+vr5mzeVvicqdv1aNp6en3NzcVK5cOTk6OuZbkzvG5UaNGqX09HRzOnz48I3vOAAAAHCHKNRgYRiGBg0apK+++kqrV69WQECA3fqgoCA5OTkpPj7eXLZ3714lJycrODhYkhQcHKwdO3bYvb1p1apV8vT0VGBgoFlz6Ri5NbljODs7KygoyK4mJydH8fHxZs3lXFxc5OnpaTcBAAAAd6tCfcYiIiJCn376qRYvXqxSpUqZz0R4eXnJzc1NXl5e6tevnyIjI1WmTBl5enpq8ODBCg4OVrNmzSRJ7du3V2BgoHr16qWJEycqJSVFY8aMUUREhFxcXCRJzz33nN577z2NGDFCzzzzjFavXq0FCxZo2bJlZi+RkZEKDw9Xo0aN1KRJE02dOlVnz55V3759b/+BAQAAAIqZQg0WM2bMkCS1bt3abvmcOXPUp08fSVJ0dLQcHBzUrVs3ZWZmKjQ0VO+//75Z6+joqKVLl2rgwIEKDg6Wu7u7wsPDNWHCBLMmICBAy5Yt07BhwxQTE6PKlSvrww8/VGhoqFnTvXt3HT9+XFFRUUpJSVH9+vUVFxeX54FuAAAAAHkVqd+xKM74HQvAOt6TDxRdnJ9A0cbvWAAAAAC4IxAsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhVqsPjuu+/08MMPy8/PTzabTYsWLbJbbxiGoqKiVLFiRbm5uSkkJES//PKLXc3JkyfVs2dPeXp6ytvbW/369dOZM2fsan766Se1bNlSrq6uqlKliiZOnJinl4ULF+ree++Vq6ur6tSpo2+++abA9xcAAAC4UxVqsDh79qzq1aun6dOn57t+4sSJmjZtmmbOnKmNGzfK3d1doaGhOn/+vFnTs2dP7dq1S6tWrdLSpUv13Xff6dlnnzXXZ2RkqH379qpWrZoSExM1adIkjR8/Xh988IFZs2HDBj311FPq16+ftm3bpq5du6pr167auXPnrdt5AAAA4A5SojA33rFjR3Xs2DHfdYZhaOrUqRozZoy6dOkiSfroo4/k4+OjRYsWqUePHtq9e7fi4uK0efNmNWrUSJL07rvvqlOnTnrnnXfk5+enTz75RFlZWZo9e7acnZ113333KSkpSVOmTDEDSExMjDp06KDhw4dLkl577TWtWrVK7733nmbOnHkbjgQAAABQvBXZZywOHjyolJQUhYSEmMu8vLzUtGlTJSQkSJISEhLk7e1thgpJCgkJkYODgzZu3GjWPPjgg3J2djZrQkNDtXfvXp06dcqsuXQ7uTW52wEAAABwdYV6xeJqUlJSJEk+Pj52y318fMx1KSkpqlChgt36EiVKqEyZMnY1AQEBecbIXVe6dGmlpKRcdTv5yczMVGZmpjmfkZFxI7sHAAAA3FGK7BWLou6tt96Sl5eXOVWpUqWwWwIAAAAKTZENFr6+vpKk1NRUu+WpqanmOl9fXx07dsxu/cWLF3Xy5Em7mvzGuHQbV6rJXZ+fUaNGKT093ZwOHz58o7sIAAAA3DGKbLAICAiQr6+v4uPjzWUZGRnauHGjgoODJUnBwcFKS0tTYmKiWbN69Wrl5OSoadOmZs13332nCxcumDWrVq1SrVq1VLp0abPm0u3k1uRuJz8uLi7y9PS0mwAAAIC7VaEGizNnzigpKUlJSUmS/n5gOykpScnJybLZbBo6dKhef/11LVmyRDt27FDv3r3l5+enrl27SpJq166tDh06aMCAAdq0aZPWr1+vQYMGqUePHvLz85Mk/fOf/5Szs7P69eunXbt2af78+YqJiVFkZKTZx5AhQxQXF6fJkydrz549Gj9+vLZs2aJBgwbd7kMCAAAAFEuF+vD2li1b1KZNG3M+98t+eHi4YmNjNWLECJ09e1bPPvus0tLS1KJFC8XFxcnV1dX8zCeffKJBgwapXbt2cnBwULdu3TRt2jRzvZeXl1auXKmIiAgFBQWpXLlyioqKsvuti+bNm+vTTz/VmDFjNHr0aNWsWVOLFi3S/ffffxuOAgAAAFD82QzDMAq7iTtBRkaGvLy8lJ6efktuiwoa/lGBjwkUNYmTehd2CzeNcxR3Os5PoGi7VefojXzHLbLPWAAAAAAoPggWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWl5k+fbr8/f3l6uqqpk2batOmTYXdEgAAAFDkESwuMX/+fEVGRmrcuHHaunWr6tWrp9DQUB07dqywWwMAAACKNILFJaZMmaIBAwaob9++CgwM1MyZM1WyZEnNnj27sFsDAAAAijSCxf9kZWUpMTFRISEh5jIHBweFhIQoISGhEDsDAAAAir4Shd1AUXHixAllZ2fLx8fHbrmPj4/27NmTpz4zM1OZmZnmfHp6uiQpIyPjlvSXnXnulowLFCW36vy5HThHcafj/ASKtlt1juaOaxjGNWsJFjfprbfe0quvvppneZUqVQqhG+DO4PXuc4XdAoAr4PwEirZbfY6ePn1aXl5eV60hWPxPuXLl5OjoqNTUVLvlqamp8vX1zVM/atQoRUZGmvM5OTk6efKkypYtK5vNdsv7xa2VkZGhKlWq6PDhw/L09CzsdgBchnMUKLo4P+8shmHo9OnT8vPzu2YtweJ/nJ2dFRQUpPj4eHXt2lXS32EhPj5egwYNylPv4uIiFxcXu2Xe3t63oVPcTp6envylCBRhnKNA0cX5eee41pWKXASLS0RGRio8PFyNGjVSkyZNNHXqVJ09e1Z9+/Yt7NYAAACAIo1gcYnu3bvr+PHjioqKUkpKiurXr6+4uLg8D3QDAAAAsEewuMygQYPyvfUJdxcXFxeNGzcuz+1uAIoGzlGg6OL8vHvZjOt5dxQAAAAAXAU/kAcAAADAMoIFAAAAAMsIFrir9enTx3y9MIBbx9/fX1OnTr3i+kOHDslmsykpKemaY11PbWxsLK8AB4DbjGABACh0VapU0dGjR3X//fcXyHjdu3fXvn37CmQs4G7Sp08f2Ww22Ww2OTk5ycfHRw899JBmz56tnJwcs87f39+sc3Nzk7+/v5588kmtXr36hrd5/PhxDRw4UFWrVpWLi4t8fX0VGhqq9evXF+Su4TYgWAC3UVZWVmG3ABRJjo6O8vX1VYkSBfOyQjc3N1WoUKFAxgLuNh06dNDRo0d16NAhLV++XG3atNGQIUPUuXNnXbx40aybMGGCjh49qr179+qjjz6St7e3QkJC9MYbb9zQ9rp166Zt27Zp7ty52rdvn5YsWaLWrVvrzz//LOhdwy1GsECx0bp1aw0ePFhDhw5V6dKl5ePjo1mzZpk/YliqVCnVqFFDy5cvlyRlZ2erX79+CggIkJubm2rVqqWYmJgrjr906VJ5e3srOztbkpSUlCSbzaaXX37ZrOnfv7+efvppSdKff/6pp556SpUqVVLJkiVVp04dffbZZ3l6HjRokIYOHapy5copNDRUkrRz50517NhRHh4e8vHxUa9evXTixIkCPV7A7ZT7Z33QoEHy8vJSuXLlNHbsWF364sG//vpLzzzzjEqVKqWqVavqgw8+MNddfnvTqVOn1LNnT5UvX15ubm6qWbOm5syZY7fNX3/9VW3atFHJkiVVr149JSQkmOsuvxVq/Pjxql+/vj7++GP5+/vLy8tLPXr00OnTp82a06dPq2fPnnJ3d1fFihUVHR2t1q1ba+jQoQV7sIAiLveqQaVKldSwYUONHj1aixcv1vLlyxUbG2vWlSpVSr6+vqpataoefPBBffDBBxo7dqyioqK0d+9es27dunVq0qSJXFxcVLFiRb388stmQElLS9P333+vt99+W23atFG1atXUpEkTjRo1So888sjt3nVYRLBAsTJ37lyVK1dOmzZt0uDBgzVw4EA98cQTat68ubZu3ar27durV69e+uuvv5STk6PKlStr4cKF+vnnnxUVFaXRo0drwYIF+Y7dsmVLnT59Wtu2bZP091+E5cqV09q1a82adevWqXXr1pKk8+fPKygoSMuWLdPOnTv17LPPqlevXtq0aVOenp2dnbV+/XrNnDlTaWlpatu2rRo0aKAtW7YoLi5OqampevLJJ2/JMQNul7lz56pEiRLatGmTYmJiNGXKFH344Yfm+smTJ6tRo0batm2bnn/+eQ0cONDuy8elxo4dq59//lnLly/X7t27NWPGDJUrV86u5pVXXtFLL72kpKQk/eMf/9BTTz1l939TL3fgwAEtWrRIS5cu1dKlS7Vu3Tr9+9//NtdHRkZq/fr1WrJkiVatWqXvv/9eW7dutXhUgDtD27ZtVa9ePX355ZdXrRsyZIgMw9DixYslSX/88Yc6deqkxo0ba/v27ZoxY4b++9//6vXXX5ckeXh4yMPDQ4sWLVJmZuYt3w/cYgZQTLRq1cpo0aKFOX/x4kXD3d3d6NWrl7ns6NGjhiQjISEh3zEiIiKMbt26mfPh4eFGly5dzPmGDRsakyZNMgzDMLp27Wq88cYbhrOzs3H69Gnj999/NyQZ+/btu2KPYWFhxosvvmjXc4MGDexqXnvtNaN9+/Z2yw4fPmxIMvbu3XuVIwAUXa1atTJq165t5OTkmMtGjhxp1K5d2zAMw6hWrZrx9NNPm+tycnKMChUqGDNmzDAMwzAOHjxoSDK2bdtmGIZhPPzww0bfvn3z3VZu7Ycffmgu27VrlyHJ2L17t2EYhjFnzhzDy8vLXD9u3DijZMmSRkZGhrls+PDhRtOmTQ3DMIyMjAzDycnJWLhwobk+LS3NKFmypDFkyJCbOCJA8XT5fxcv1b17d7tzOjo6Ot86Hx8fY+DAgYZhGMbo0aONWrVq2f3dMH36dMPDw8PIzs42DMMwvvjiC6N06dKGq6ur0bx5c2PUqFHG9u3bC26ncNtwxQLFSt26dc1/dnR0VNmyZVWnTh1zmY+PjyTp2LFjkqTp06crKChI5cuXl4eHhz744AMlJydfcfxWrVpp7dq1MgxD33//vR577DHVrl1bP/zwg9atWyc/Pz/VrFlT0t+3Wr322muqU6eOypQpIw8PD61YsSLP+EFBQXbz27dv15o1a8z/S+Ph4aF7771X0t//RxUorpo1ayabzWbOBwcH65dffjFvL7z0/LXZbPL19TXP1csNHDhQn3/+uerXr68RI0Zow4YNeWouHa9ixYqSdMXxpL8fNi1VqpTdZ3Lrf/31V124cEFNmjQx13t5ealWrVpX3WfgbmIYht05fj11u3fvVnBwsN3nHnjgAZ05c0a///67pL+fsThy5IiWLFmiDh06aO3atWrYsKHdbVcoHggWKFacnJzs5nPfWnHpvCTl5OTo888/10svvaR+/fpp5cqVSkpKUt++fa/6AHXr1q31ww8/aPv27XJyctK9996r1q1ba+3atVq3bp1atWpl1k6aNEkxMTEaOXKk1qxZo6SkJIWGhuYZ393d3W7+zJkzevjhh5WUlGQ3/fLLL3rwwQdv+tgARV1+5++lb5m5VMeOHfXbb79p2LBhOnLkiNq1a6eXXnrpiuNdeu4XxPYB5LV7924FBARctebPP//U8ePHr1l3OVdXVz300EMaO3asNmzYoD59+mjcuHFW2kUhIFjgjrV+/Xo1b95czz//vBo0aKAaNWpc84pA7nMW0dHRZojIDRZr1641n6/IHb9Lly56+umnVa9ePVWvXv26Xm/ZsGFD7dq1S/7+/qpRo4bddHkIAYqTjRs32s3/+OOPqlmzphwdHW9qvPLlyys8PFzz5s3T1KlT7R72LmjVq1eXk5OTNm/ebC5LT0/nlbXA/6xevVo7duxQt27drloXExMjBwcH8zeiateurYSEBLsXOaxfv16lSpVS5cqVrzhOYGCgzp49WyC94/YhWOCOVbNmTW3ZskUrVqzQvn37NHbsWLsvDfkpXbq06tatq08++cQMEQ8++KC2bt2qffv22V2xqFmzplatWqUNGzZo9+7d+te//qXU1NRr9hUREaGTJ0/qqaee0ubNm3XgwAGtWLFCffv2NW8ZAYqj5ORkRUZGau/evfrss8/07rvvasiQITc1VlRUlBYvXqz9+/dr165dWrp0qWrXrl3AHf9/pUqVUnh4uIYPH641a9Zo165d6tevnxwcHK7r1g/gTpKZmamUlBT98ccf2rp1q95880116dJFnTt3Vu/evc2606dPKyUlRYcPH9Z3332nZ599Vq+//rreeOMN1ahRQ5L0/PPP6/Dhwxo8eLD27NmjxYsXa9y4cYqMjJSDg4P+/PNPtW3bVvPmzdNPP/2kgwcPauHChZo4caK6dOlSWIcAN6lgXhgOFEH/+te/tG3bNnXv3l02m01PPfWUnn/+efN1tFfSqlUrJSUlmcGiTJkyCgwMVGpqqt391mPGjNGvv/6q0NBQlSxZUs8++6y6du2q9PT0q47v5+en9evXa+TIkWrfvr0yMzNVrVo1dejQQQ4OZH0UX71799a5c+fUpEkTOTo6asiQIXr22WdvaixnZ2eNGjVKhw4dkpubm1q2bKnPP/+8gDu2N2XKFD333HPq3LmzPD09NWLECB0+fFiurq63dLtAURMXF6eKFSuqRIkSKl26tOrVq6dp06YpPDzc7r9TUVFRioqKkrOzs3x9fdWsWTPFx8erTZs2Zk2lSpX0zTffaPjw4apXr57KlCmjfv36acyYMZL+fitU06ZNFR0drQMHDujChQuqUqWKBgwYoNGjR9/2fYc1NuPSa1MAANyE1q1bq379+po6dWpht1Jgzp49q0qVKmny5Mnq169fYbcDAEUeVywAAJC0bds27dmzR02aNFF6eromTJggSdyOAQDXiWABAMD/vPPOO9q7d6+cnZ0VFBSk77//Ps8P8wEA8setUAAAAAAs40lRAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAABFnr+//x3143sAcCciWAAAbtihQ4dks9mUlJRkt7xPnz7q2rVrofR0Ja1bt9bQoUMLuw0AuOMRLAAAAABYRrAAAOQrLi5OLVq0kLe3t8qWLavOnTvrwIEDkqSAgABJUoMGDWSz2dS6dWuNHz9ec+fO1eLFi2Wz2WSz2bR27VpJ0siRI/WPf/xDJUuWVPXq1TV27FhduHDBbntff/21GjduLFdXV5UrV06PPvroFXv78MMP5e3trfj4+KvuQ58+fbRu3TrFxMSYPR08eFA1atTQO++8Y1eblJQkm82m/fv3S5JsNptmzJihjh07ys3NTdWrV9cXX3xh95nDhw/rySeflLe3t8qUKaMuXbro0KFD1zy2AHAnIlgAAPJ19uxZRUZGasuWLYqPj5eDg4MeffRR5eTkaNOmTZKkb7/9VkePHtWXX36pl156SU8++aQ6dOigo0eP6ujRo2revLkkqVSpUoqNjdXPP/+smJgYzZo1S9HR0ea2li1bpkcffVSdOnXStm3bFB8fryZNmuTb18SJE/Xyyy9r5cqVateu3VX3ISYmRsHBwRowYIDZU9WqVfXMM89ozpw5drVz5szRgw8+qBo1apjLxo4dq27dumn79u3q2bOnevTood27d0uSLly4oNDQUJUqVUrff/+91q9fLw8PD3Xo0EFZWVk3fsABoJizGYZhFHYTAICi78SJEypfvrx27NghDw8PBQQEaNu2bapfv75Z06dPH6WlpWnRokVXHeudd97R559/ri1btkiSmjdvrurVq2vevHn51vv7+2vo0KE6evSoPv74Y61atUr33XffdfXdunVr1a9f3+7h7yNHjqhq1arasGGDmjRpogsXLsjPz0/vvPOOwsPDJf19xeK5557TjBkzzM81a9ZMDRs21Pvvv6958+bp9ddf1+7du2Wz2SRJWVlZ8vb21qJFi9S+ffvr6g8A7hQlCrsBAEDR9MsvvygqKkobN27UiRMnlJOTI0lKTk5WYGDgDY01f/58TZs2TQcOHNCZM2d08eJFeXp6muuTkpI0YMCAq44xefJknT17Vlu2bFH16tVvfIcu4efnp7CwMM2ePVtNmjTR119/rczMTD3xxBN2dcHBwXnmcx9Y3759u/bv369SpUrZ1Zw/f968ZQwA7ibcCgUAyNfDDz+skydPatasWdq4caM2btwoSTd8m09CQoJ69uypTp06aenSpdq2bZteeeUVu3Hc3NyuOU7Lli2VnZ2tBQsW3NiOXEH//v31+eef69y5c5ozZ466d++ukiVLXvfnz5w5o6CgICUlJdlN+/bt0z//+c8C6REAihOuWAAA8vjzzz+1d+9ezZo1Sy1btpQk/fDDD+Z6Z2dnSVJ2drbd55ydnfMs27Bhg6pVq6ZXXnnFXPbbb7/Z1dStW1fx8fHq27fvFXtq0qSJBg0apA4dOqhEiRJ66aWXrmtf8utJkjp16iR3d3fNmDFDcXFx+u677/LU/Pjjj+rdu7fdfIMGDSRJDRs21Pz581WhQgW7qy8AcLfiigUAII/SpUurbNmy+uCDD7R//36tXr1akZGR5voKFSrIzc1NcXFxSk1NVXp6uqS/n4X46aeftHfvXp04cUIXLlxQzZo1lZycrM8//1wHDhzQtGnT9NVXX9ltb9y4cfrss880btw47d69Wzt27NDbb7+dp6/mzZvrm2++0auvvnrdP5jn7++vjRs36tChQ3a3dDk6OqpPnz4aNWqUatasmee2J0lauHChZs+erX379mncuHHatGmTBg0aJEnq2bOnypUrpy5duuj777/XwYMHtXbtWr3wwgv6/fffr6s3ALijGAAA5GPVqlVG7dq1DRcXF6Nu3brG2rVrDUnGV199ZRiGYcyaNcuoUqWK4eDgYLRq1cowDMM4duyY8dBDDxkeHh6GJGPNmjWGYRjG8OHDjbJlyxoeHh5G9+7djejoaMPLy8tue//3f/9n1K9f33B2djbKlStnPPbYY+a6atWqGdHR0eb8unXrDHd3d2PatGnX3I+9e/cazZo1M9zc3AxJxsGDB811Bw4cMCQZEydOzPM5Scb06dONhx56yHBxcTH8/f2N+fPn29UcPXrU6N27t1GuXDnDxcXFqF69ujFgwAAjPT39mn0BwJ2Gt0IBAO5a33//vdq1a6fDhw/Lx8fHbp3NZtNXX31V5H5JHACKKp6xAADcdTIzM3X8+HGNHz9eTzzxRJ5QAQC4cTxjAQAotpKTk+Xh4XHFKTk5Od/PffbZZ6pWrZrS0tI0ceLE29w1ANyZuBUKAFBsXbx4UYcOHbrien9/f5UowcV5ALgdCBYAAAAALONWKAAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBl/w/Q/7USXWBnvQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+nQfAdZXMxagA4ObLuxRo3sPDw8MKCgqy/vSnP1nTpk1zuqxpnssvN5uYmGj95S9/sYKDgy0PDw8rODjY6tGjh/Xdd985Pe+zzz6zwsPDLXd39wJvkFeQK11u9oMPPrBGjBhhVa1a1fL29rY6duxo/fTTT/meP2nSJKt69eqWp6en1bJlS2v79u35lnm13gq6iduZM2esoUOHWsHBwVbZsmWtOnXqXPUGeZe70mVwL5eSkmL16dPHqly5suXh4WE1bNiwwEviFuVys/v377datWpleXt7F3iDvIIuGfzzzz9bf/3rXy1/f3/Lz8/PevTRR61jx45ZkqxRo0bZdaaXm7Usy7p48aI1ceJEq379+paHh4dVpUoVq3379lZSUlKhti9vuZffIC8wMNAaNWqUlZOT41T773//26pTp47l6elp1a9f35o7d26BN4C80n6zLMt67bXXrOrVq1tubm75Lj376aefWvfee6/l4+Nj+fj4WPXr17cGDhxoHThwwK650uv/0hvkXe7yfQ/AdTksizOiAAAojXr37q1PPvlEmZmZJd0KAHCOBQAAAABznGMBAICLSU9P17lz565aExQUdJO6AYDCIVgAAOBiBg8erHnz5l21hl8yA3A1nGMBAICL+fbbb3Xs2LGr1kRHR9+kbgCgcAgWAAAAAIxx8jYAAAAAY5xjcRPl5ubq2LFjqlChghwOR0m3AwAAAFyVZVk6c+aMgoOD5eZ29WMSBIub6NixYwoJCSnpNgAAAIAiOXr0qGrUqHHVGoLFTVShQgVJv/9hfH19S7gbAAAA4OoyMjIUEhJif469GoLFTZT38ydfX1+CBQAAAEqNwvyMn5O3AQAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgr0WCxfv16PfzwwwoODpbD4dCSJUuc5luWpZEjR6patWry9vZWdHS0Dh486FRz6tQp9ezZU76+vvL391ffvn2VmZnpVLNr1y7dd9998vLyUkhIiCZMmJCvl48//lj169eXl5eXGjZsqC+++KLIvQAAAAB/VCUaLM6ePau77rpLs2bNKnD+hAkTNH36dM2ePVtbtmyRj4+PYmJidP78ebumZ8+e2rt3r1atWqWlS5dq/fr1GjBggD0/IyNDbdu2Vc2aNZWUlKSJEydq9OjRmjNnjl2zadMm9ejRQ3379tXXX3+tTp06qVOnTtqzZ0+RegEAAAD+sCwXIclavHixPZ2bm2sFBQVZEydOtMfS0tIsT09P64MPPrAsy7K+/fZbS5K1bds2u2b58uWWw+GwfvnlF8uyLOvNN9+0KlasaGVlZdk1L7zwglWvXj17umvXrlbHjh2d+omMjLSefPLJQvdSGOnp6ZYkKz09vdDPAQAAAEpKUT6/uuw5FocOHVJycrKio6PtMT8/P0VGRmrz5s2SpM2bN8vf318RERF2TXR0tNzc3LRlyxa7plWrVvLw8LBrYmJidODAAZ0+fdquuXQ9eTV56ylMLwAAAMAfmXtJN3AlycnJkqTAwECn8cDAQHtecnKyqlat6jTf3d1dAQEBTjWhoaH5lpE3r2LFikpOTr7meq7VS0GysrKUlZVlT2dkZFxli2+ups/9p6RbAHCLSJr4eEm3AABwAS4bLG4F48eP15gxY0q6DQDATcQXNwCKS2n74sZlfwoVFBQkSUpJSXEaT0lJsecFBQUpNTXVaf7Fixd16tQpp5qClnHpOq5Uc+n8a/VSkBEjRig9Pd1+HD169BpbDQAAAJROLhssQkNDFRQUpMTERHssIyNDW7ZsUVRUlCQpKipKaWlpSkpKsmvWrFmj3NxcRUZG2jXr16/XhQsX7JpVq1apXr16qlixol1z6XryavLWU5heCuLp6SlfX1+nBwAAAHArKtFgkZmZqZ07d2rnzp2Sfj9JeufOnTpy5IgcDoeGDBmi119/XZ9//rl2796txx9/XMHBwerUqZMkKSwsTO3atVP//v21detWbdy4UXFxcerevbuCg4MlSY899pg8PDzUt29f7d27VwsXLtS0adM0bNgwu4/BgwcrISFBkyZN0v79+zV69Ght375dcXFxklSoXgAAAIA/shI9x2L79u1q3bq1PZ33YT82Nlbx8fF6/vnndfbsWQ0YMEBpaWm69957lZCQIC8vL/s577//vuLi4tSmTRu5ubmpS5cumj59uj3fz89PK1eu1MCBA9W0aVNVrlxZI0eOdLrXRYsWLbRgwQK98soreumll1SnTh0tWbJEDRo0sGsK0wsAAADwR+WwLMsq6Sb+KDIyMuTn56f09PQS/1kUJxcCKC6l7eTCG433VwDFxRXeX4vy+dVlz7EAAAAAUHoQLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAmEsHi5ycHL366qsKDQ2Vt7e3ateurddee02WZdk1lmVp5MiRqlatmry9vRUdHa2DBw86LefUqVPq2bOnfH195e/vr759+yozM9OpZteuXbrvvvvk5eWlkJAQTZgwIV8/H3/8serXry8vLy81bNhQX3zxxY3ZcAAAAKCUcelg8c9//lNvvfWWZs6cqX379umf//ynJkyYoBkzZtg1EyZM0PTp0zV79mxt2bJFPj4+iomJ0fnz5+2anj17au/evVq1apWWLl2q9evXa8CAAfb8jIwMtW3bVjVr1lRSUpImTpyo0aNHa86cOXbNpk2b1KNHD/Xt21dff/21OnXqpE6dOmnPnj03Z2cAAAAALsxhXfr1v4t56KGHFBgYqH//+9/2WJcuXeTt7a333ntPlmUpODhYzz77rIYPHy5JSk9PV2BgoOLj49W9e3ft27dP4eHh2rZtmyIiIiRJCQkJ6tChg37++WcFBwfrrbfe0ssvv6zk5GR5eHhIkl588UUtWbJE+/fvlyR169ZNZ8+e1dKlS+1emjdvrsaNG2v27NmF2p6MjAz5+fkpPT1dvr6+xbKPrlfT5/5TousHcOtImvh4SbfgUnh/BVBcXOH9tSifX136iEWLFi2UmJio7777TpL0zTff6H//+5/at28vSTp06JCSk5MVHR1tP8fPz0+RkZHavHmzJGnz5s3y9/e3Q4UkRUdHy83NTVu2bLFrWrVqZYcKSYqJidGBAwd0+vRpu+bS9eTV5K0HAAAA+CNzL+kGrubFF19URkaG6tevrzJlyignJ0dvvPGGevbsKUlKTk6WJAUGBjo9LzAw0J6XnJysqlWrOs13d3dXQECAU01oaGi+ZeTNq1ixopKTk6+6noJkZWUpKyvLns7IyCj0tgMAAACliUsfsfjoo4/0/vvva8GCBdqxY4fmzZun//u//9O8efNKurVCGT9+vPz8/OxHSEhISbcEAAAA3BAuHSyee+45vfjii+revbsaNmyoXr16aejQoRo/frwkKSgoSJKUkpLi9LyUlBR7XlBQkFJTU53mX7x4UadOnXKqKWgZl67jSjV58wsyYsQIpaen24+jR48WafsBAACA0sKlg8Vvv/0mNzfnFsuUKaPc3FxJUmhoqIKCgpSYmGjPz8jI0JYtWxQVFSVJioqKUlpampKSkuyaNWvWKDc3V5GRkXbN+vXrdeHCBbtm1apVqlevnipWrGjXXLqevJq89RTE09NTvr6+Tg8AAADgVuTSweLhhx/WG2+8oWXLlunw4cNavHixJk+erL/+9a+SJIfDoSFDhuj111/X559/rt27d+vxxx9XcHCwOnXqJEkKCwtTu3bt1L9/f23dulUbN25UXFycunfvruDgYEnSY489Jg8PD/Xt21d79+7VwoULNW3aNA0bNszuZfDgwUpISNCkSZO0f/9+jR49Wtu3b1dcXNxN3y8AAACAq3Hpk7dnzJihV199VX//+9+Vmpqq4OBgPfnkkxo5cqRd8/zzz+vs2bMaMGCA0tLSdO+99yohIUFeXl52zfvvv6+4uDi1adNGbm5u6tKli6ZPn27P9/Pz08qVKzVw4EA1bdpUlStX1siRI53uddGiRQstWLBAr7zyil566SXVqVNHS5YsUYMGDW7OzgAAAABcmEvfx+JWw30sANyKXOE6666E91cAxcUV3l9vmftYAAAAACgdCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYMzlg8Uvv/yiv/3tb6pUqZK8vb3VsGFDbd++3Z5vWZZGjhypatWqydvbW9HR0Tp48KDTMk6dOqWePXvK19dX/v7+6tu3rzIzM51qdu3apfvuu09eXl4KCQnRhAkT8vXy8ccfq379+vLy8lLDhg31xRdf3JiNBgAAAEoZlw4Wp0+fVsuWLVW2bFktX75c3377rSZNmqSKFSvaNRMmTND06dM1e/ZsbdmyRT4+PoqJidH58+ftmp49e2rv3r1atWqVli5dqvXr12vAgAH2/IyMDLVt21Y1a9ZUUlKSJk6cqNGjR2vOnDl2zaZNm9SjRw/17dtXX3/9tTp16qROnTppz549N2dnAAAAAC7MYVmWVdJNXMmLL76ojRs3asOGDQXOtyxLwcHBevbZZzV8+HBJUnp6ugIDAxUfH6/u3btr3759Cg8P17Zt2xQRESFJSkhIUIcOHfTzzz8rODhYb731ll5++WUlJyfLw8PDXveSJUu0f/9+SVK3bt109uxZLV261F5/8+bN1bhxY82ePbtQ25ORkSE/Pz+lp6fL19f3uvdLcWj63H9KdP0Abh1JEx8v6RZcCu+vAIqLK7y/FuXzq0sfsfj8888VERGhRx99VFWrVtXdd9+tt99+255/6NAhJScnKzo62h7z8/NTZGSkNm/eLEnavHmz/P397VAhSdHR0XJzc9OWLVvsmlatWtmhQpJiYmJ04MABnT592q65dD15NXnrAQAAAP7IXDpY/Pjjj3rrrbdUp04drVixQk8//bQGDRqkefPmSZKSk5MlSYGBgU7PCwwMtOclJyeratWqTvPd3d0VEBDgVFPQMi5dx5Vq8uYXJCsrSxkZGU4PAAAA4FbkXtINXE1ubq4iIiI0btw4SdLdd9+tPXv2aPbs2YqNjS3h7q5t/PjxGjNmTEm3AQAAANxwLn3Eolq1agoPD3caCwsL05EjRyRJQUFBkqSUlBSnmpSUFHteUFCQUlNTneZfvHhRp06dcqopaBmXruNKNXnzCzJixAilp6fbj6NHj157owEAAIBSyKWDRcuWLXXgwAGnse+++041a9aUJIWGhiooKEiJiYn2/IyMDG3ZskVRUVGSpKioKKWlpSkpKcmuWbNmjXJzcxUZGWnXrF+/XhcuXLBrVq1apXr16tlXoIqKinJaT15N3noK4unpKV9fX6cHAAAAcCty6WAxdOhQffXVVxo3bpy+//57LViwQHPmzNHAgQMlSQ6HQ0OGDNHrr7+uzz//XLt379bjjz+u4OBgderUSdLvRzjatWun/v37a+vWrdq4caPi4uLUvXt3BQcHS5Iee+wxeXh4qG/fvtq7d68WLlyoadOmadiwYXYvgwcPVkJCgiZNmqT9+/dr9OjR2r59u+Li4m76fgEAAABcjUufY9GsWTMtXrxYI0aM0NixYxUaGqqpU6eqZ8+eds3zzz+vs2fPasCAAUpLS9O9996rhIQEeXl52TXvv/++4uLi1KZNG7m5ualLly6aPn26Pd/Pz08rV67UwIED1bRpU1WuXFkjR450utdFixYttGDBAr3yyit66aWXVKdOHS1ZskQNGjS4OTsDAAAAcGEufR+LWw33sQBwK3KF66y7Et5fARQXV3h/vWXuYwEAAACgdCBYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABg7LqCxe23365ff/0133haWppuv/1246YAAAAAlC7XFSwOHz6snJycfONZWVn65ZdfjJsCAAAAULq4F6X4888/t/+9YsUK+fn52dM5OTlKTExUrVq1iq05AAAAAKVDkYJFp06dJEkOh0OxsbFO88qWLatatWpp0qRJxdYcAAAAgNKhSMEiNzdXkhQaGqpt27apcuXKN6QpAAAAAKVLkYJFnkOHDhV3HwAAAABKsesKFpKUmJioxMREpaam2kcy8rz77rvGjQEAAAAoPa4rWIwZM0Zjx45VRESEqlWrJofDUdx9AQAAAChFritYzJ49W/Hx8erVq1dx9wMAAACgFLqu+1hkZ2erRYsWxd0LAAAAgFLquoJFv379tGDBguLuBQAAAEApdV0/hTp//rzmzJmj1atXq1GjRipbtqzT/MmTJxdLcwAAAABKh+sKFrt27VLjxo0lSXv27HGax4ncAAAAwB/PdQWLtWvXFncfAAAAAEqx6zrHAgAAAAAudV1HLFq3bn3VnzytWbPmuhsCAAAAUPpcV7DIO78iz4ULF7Rz507t2bNHsbGxxdEXAAAAgFLkuoLFlClTChwfPXq0MjMzjRoCAAAAUPoU6zkWf/vb3/Tuu+8W5yIBAAAAlALFGiw2b94sLy+v4lwkAAAAgFLgun4K1blzZ6dpy7J0/Phxbd++Xa+++mqxNAYAAACg9LiuYOHn5+c07ebmpnr16mns2LFq27ZtsTQGAAAAoPS4rmAxd+7c4u4DAAAAQCl2XcEiT1JSkvbt2ydJuvPOO3X33XcXS1MAAAAASpfrChapqanq3r271q1bJ39/f0lSWlqaWrdurQ8//FBVqlQpzh4BAAAAuLjruirUM888ozNnzmjv3r06deqUTp06pT179igjI0ODBg0q7h4BAAAAuLjrOmKRkJCg1atXKywszB4LDw/XrFmzOHkbAAAA+AO6riMWubm5Klu2bL7xsmXLKjc317gpAAAAAKXLdQWLBx98UIMHD9axY8fssV9++UVDhw5VmzZtiq05AAAAAKXDdQWLmTNnKiMjQ7Vq1VLt2rVVu3ZthYaGKiMjQzNmzCjuHgEAAAC4uOs6xyIkJEQ7duzQ6tWrtX//fklSWFiYoqOji7U5AAAAAKVDkY5YrFmzRuHh4crIyJDD4dCf/vQnPfPMM3rmmWfUrFkz3XnnndqwYcON6hUAAACAiypSsJg6dar69+8vX1/ffPP8/Pz05JNPavLkycXWHAAAAIDSoUjB4ptvvlG7du2uOL9t27ZKSkoybgoAAABA6VKkYJGSklLgZWbzuLu768SJE8ZNAQAAAChdihQsqlevrj179lxx/q5du1StWjXjpgAAAACULkUKFh06dNCrr76q8+fP55t37tw5jRo1Sg899FCxNQcAAACgdCjS5WZfeeUVLVq0SHXr1lVcXJzq1asnSdq/f79mzZqlnJwcvfzyyzekUQAAAACuq0jBIjAwUJs2bdLTTz+tESNGyLIsSZLD4VBMTIxmzZqlwMDAG9IoAAAAANdV5Bvk1axZU1988YVOnz6t77//XpZlqU6dOqpYseKN6A8AAABAKXBdd96WpIoVK6pZs2bF2QsAAACAUqpIJ28DAAAAQEEIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMZKVbD4xz/+IYfDoSFDhthj58+f18CBA1WpUiWVL19eXbp0UUpKitPzjhw5oo4dO6pcuXKqWrWqnnvuOV28eNGpZt26dWrSpIk8PT11xx13KD4+Pt/6Z82apVq1asnLy0uRkZHaunXrjdhMAAAAoNQpNcFi27Zt+te//qVGjRo5jQ8dOlT//e9/9fHHH+vLL7/UsWPH1LlzZ3t+Tk6OOnbsqOzsbG3atEnz5s1TfHy8Ro4cadccOnRIHTt2VOvWrbVz504NGTJE/fr104oVK+yahQsXatiwYRo1apR27Nihu+66SzExMUpNTb3xGw8AAAC4uFIRLDIzM9WzZ0+9/fbbqlixoj2enp6uf//735o8ebIefPBBNW3aVHPnztWmTZv01VdfSZJWrlypb7/9Vu+9954aN26s9u3b67XXXtOsWbOUnZ0tSZo9e7ZCQ0M1adIkhYWFKS4uTo888oimTJlir2vy5Mnq37+/+vTpo/DwcM2ePVvlypXTu+++e3N3BgAAAOCCSkWwGDhwoDp27Kjo6Gin8aSkJF24cMFpvH79+rrtttu0efNmSdLmzZvVsGFDBQYG2jUxMTHKyMjQ3r177ZrLlx0TE2MvIzs7W0lJSU41bm5uio6OtmsAAACAPzL3km7gWj788EPt2LFD27ZtyzcvOTlZHh4e8vf3dxoPDAxUcnKyXXNpqMibnzfvajUZGRk6d+6cTp8+rZycnAJr9u/ff8Xes7KylJWVZU9nZGRcY2sBAACA0smlj1gcPXpUgwcP1vvvvy8vL6+SbqfIxo8fLz8/P/sREhJS0i0BAAAAN4RLB4ukpCSlpqaqSZMmcnd3l7u7u7788ktNnz5d7u7uCgwMVHZ2ttLS0pyel5KSoqCgIElSUFBQvqtE5U1fq8bX11fe3t6qXLmyypQpU2BN3jIKMmLECKWnp9uPo0ePXtd+AAAAAFydSweLNm3aaPfu3dq5c6f9iIiIUM+ePe1/ly1bVomJifZzDhw4oCNHjigqKkqSFBUVpd27dztdvWnVqlXy9fVVeHi4XXPpMvJq8pbh4eGhpk2bOtXk5uYqMTHRrimIp6enfH19nR4AAADArcilz7GoUKGCGjRo4DTm4+OjSpUq2eN9+/bVsGHDFBAQIF9fXz3zzDOKiopS8+bNJUlt27ZVeHi4evXqpQkTJig5OVmvvPKKBg4cKE9PT0nSU089pZkzZ+r555/XE088oTVr1uijjz7SsmXL7PUOGzZMsbGxioiI0D333KOpU6fq7Nmz6tOnz03aGwAAAIDrculgURhTpkyRm5ubunTpoqysLMXExOjNN9+055cpU0ZLly7V008/raioKPn4+Cg2NlZjx461a0JDQ7Vs2TINHTpU06ZNU40aNfTOO+8oJibGrunWrZtOnDihkSNHKjk5WY0bN1ZCQkK+E7oBAACAPyKHZVlWSTfxR5GRkSE/Pz+lp6eX+M+imj73nxJdP4BbR9LEx0u6BZfC+yuA4uIK769F+fzq0udYAAAAACgdCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYMylg8X48ePVrFkzVahQQVWrVlWnTp104MABp5rz589r4MCBqlSpksqXL68uXbooJSXFqebIkSPq2LGjypUrp6pVq+q5557TxYsXnWrWrVunJk2ayNPTU3fccYfi4+Pz9TNr1izVqlVLXl5eioyM1NatW4t9mwEAAIDSyKWDxZdffqmBAwfqq6++0qpVq3ThwgW1bdtWZ8+etWuGDh2q//73v/r444/15Zdf6tixY+rcubM9PycnRx07dlR2drY2bdqkefPmKT4+XiNHjrRrDh06pI4dO6p169bauXOnhgwZon79+mnFihV2zcKFCzVs2DCNGjVKO3bs0F133aWYmBilpqbenJ0BAAAAuDCHZVlWSTdRWCdOnFDVqlX15ZdfqlWrVkpPT1eVKlW0YMECPfLII5Kk/fv3KywsTJs3b1bz5s21fPlyPfTQQzp27JgCAwMlSbNnz9YLL7ygEydOyMPDQy+88IKWLVumPXv22Ovq3r270tLSlJCQIEmKjIxUs2bNNHPmTElSbm6uQkJC9Mwzz+jFF18sVP8ZGRny8/NTenq6fH19i3PXFFnT5/5TousHcOtImvh4SbfgUnh/BVBcXOH9tSifX136iMXl0tPTJUkBAQGSpKSkJF24cEHR0dF2Tf369XXbbbdp8+bNkqTNmzerYcOGdqiQpJiYGGVkZGjv3r12zaXLyKvJW0Z2draSkpKcatzc3BQdHW3XAAAAAH9k7iXdQGHl5uZqyJAhatmypRo0aCBJSk5OloeHh/z9/Z1qAwMDlZycbNdcGiry5ufNu1pNRkaGzp07p9OnTysnJ6fAmv3791+x56ysLGVlZdnTGRkZRdhiAAAAoPQoNUcsBg4cqD179ujDDz8s6VYKbfz48fLz87MfISEhJd0SAAAAcEOUimARFxenpUuXau3atapRo4Y9HhQUpOzsbKWlpTnVp6SkKCgoyK65/CpRedPXqvH19ZW3t7cqV66sMmXKFFiTt4yCjBgxQunp6fbj6NGjRdtwAAAAoJRw6WBhWZbi4uK0ePFirVmzRqGhoU7zmzZtqrJlyyoxMdEeO3DggI4cOaKoqChJUlRUlHbv3u109aZVq1bJ19dX4eHhds2ly8iryVuGh4eHmjZt6lSTm5urxMREu6Ygnp6e8vX1dXoAAAAAtyKXPsdi4MCBWrBggT777DNVqFDBPifCz89P3t7e8vPzU9++fTVs2DAFBATI19dXzzzzjKKiotS8eXNJUtu2bRUeHq5evXppwoQJSk5O1iuvvKKBAwfK09NTkvTUU09p5syZev755/XEE09ozZo1+uijj7Rs2TK7l2HDhik2NlYRERG65557NHXqVJ09e1Z9+vS5+TsGAAAAcDEuHSzeeustSdIDDzzgND537lz17t1bkjRlyhS5ubmpS5cuysrKUkxMjN588027tkyZMlq6dKmefvppRUVFycfHR7GxsRo7dqxdExoaqmXLlmno0KGaNm2aatSooXfeeUcxMTF2Tbdu3XTixAmNHDlSycnJaty4sRISEvKd0A0AAAD8EZWq+1iUdtzHAsCtyBWus+5KeH8FUFxc4f31lr2PBQAAAADXRLAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMEiyKaNWuWatWqJS8vL0VGRmrr1q0l3RIAAABQ4ggWRbBw4UINGzZMo0aN0o4dO3TXXXcpJiZGqampJd0aAAAAUKIIFkUwefJk9e/fX3369FF4eLhmz56tcuXK6d133y3p1gAAAIASRbAopOzsbCUlJSk6Otoec3NzU3R0tDZv3lyCnQEAAAAlz72kGygtTp48qZycHAUGBjqNBwYGav/+/QU+JysrS1lZWfZ0enq6JCkjI+PGNVpIOVnnSroFALcIV3hPcyW8vwIoLq7w/prXg2VZ16wlWNxA48eP15gxY/KNh4SElEA3AHBj+M14qqRbAIBbkiu9v545c0Z+fn5XrSFYFFLlypVVpkwZpaSkOI2npKQoKCiowOeMGDFCw4YNs6dzc3N16tQpVapUSQ6H44b2C5jKyMhQSEiIjh49Kl9f35JuBwBuGby/ojSxLEtnzpxRcHDwNWsJFoXk4eGhpk2bKjExUZ06dZL0e1BITExUXFxcgc/x9PSUp6en05i/v/8N7hQoXr6+vvzHBwA3AO+vKC2udaQiD8GiCIYNG6bY2FhFRETonnvu0dSpU3X27Fn16dOnpFsDAAAAShTBogi6deumEydOaOTIkUpOTlbjxo2VkJCQ74RuAAAA4I+GYFFEcXFxV/zpE3Ar8fT01KhRo/L9nA8AYIb3V9yqHFZhrh0FAAAAAFfBDfIAAAAAGCNYAAAAADBGsABuUQ888ICGDBlS0m0AAIqBw+HQkiVLSroN4KoIFgCKzbp16+RwOJSWllbSrQDADdW7d2/7vlYAfkewAFBoFy5cKOkWAACAiyJYALewixcvKi4uTn5+fqpcubJeffVV5V0IrqDD6v7+/oqPj5ckHT58WA6HQwsXLtT9998vLy8vvf/++/rpp5/08MMPq2LFivLx8dGdd96pL774QocPH1br1q0lSRUrVpTD4VDv3r1v4tYCQPH75JNP1LBhQ3l7e6tSpUqKjo7Wc889p3nz5umzzz6Tw+GQw+HQunXrJElHjx5V165d5e/vr4CAAP3lL3/R4cOH7eVt27ZNf/rTn1S5cmX5+fnp/vvv144dO5zWefDgQbVq1UpeXl4KDw/XqlWrnOY/+OCD+S59f+LECXl4eCgxMfGG7AegMAgWwC1s3rx5cnd319atWzVt2jRNnjxZ77zzTpGW8eKLL2rw4MHat2+fYmJiNHDgQGVlZWn9+vXavXu3/vnPf6p8+fIKCQnRp59+Kkk6cOCAjh8/rmnTpt2IzQKAm+L48ePq0aOHnnjiCe3bt0/r1q1T586dNWrUKHXt2lXt2rXT8ePHdfz4cbVo0UIXLlxQTEyMKlSooA0bNmjjxo0qX7682rVrp+zsbEnSmTNnFBsbq//973/66quvVKdOHXXo0EFnzpyRJOXm5qpz587y8PDQli1bNHv2bL3wwgtOffXr108LFixQVlaWPfbee++pevXqevDBB2/eDgIuww3ygFtYSEiIpkyZIofDoXr16mn37t2aMmWK+vfvX+hlDBkyRJ07d7anjxw5oi5duqhhw4aSpNtvv92eFxAQIEmqWrWq/P39i2cjAKCEHD9+XBcvXlTnzp1Vs2ZNSbLf+7y9vZWVlaWgoCC7/r333lNubq7eeecdORwOSdLcuXPl7++vdevWqW3btvk++M+ZM0f+/v768ssv9dBDD2n16tXav3+/VqxYoeDgYEnSuHHj1L59e/s5nTt3VlxcnD777DN17dpVkhQfH6/evXvb6wVKAkcsgFtY8+bNnf6TiYqK0sGDB5WTk1PoZURERDhNDxo0SK+//rpatmypUaNGadeuXcXWLwC4krvuuktt2rRRw4YN9eijj+rtt9/W6dOnr1j/zTff6Pvvv1eFChVUvnx5lS9fXgEBATp//rx++OEHSVJKSor69++vOnXqyM/PT76+vsrMzNSRI0ckSfv27VNISIgdKqTf37sv5eXlpV69eundd9+VJO3YsUN79uzh56cocQQL4A/K4XDY51vkKejkbB8fH6fpfv366ccff1SvXr20e/duRUREaMaMGTe0VwAoCWXKlNGqVau0fPlyhYeHa8aMGapXr54OHTpUYH1mZqaaNm2qnTt3Oj2+++47PfbYY5Kk2NhY7dy5U9OmTdOmTZu0c+dOVapUyf6pVGH169dPq1at0s8//6y5c+fqwQcftI+qACWFYAHcwrZs2eI0nfd73jJlyqhKlSo6fvy4Pe/gwYP67bffCrXckJAQPfXUU1q0aJGeffZZvf3225IkDw8PSSrSEREAcGUOh0MtW7bUmDFj9PXXX8vDw0OLFy+Wh4dHvve6Jk2a6ODBg6pataruuOMOp4efn58kaePGjRo0aJA6dOigO++8U56enjp58qS9jLCwMB09etTp/fmrr77K11fDhg0VERGht99+WwsWLNATTzxxg/YAUHgEC+AWduTIEQ0bNkwHDhzQBx98oBkzZmjw4MGSfr+qyMyZM/X1119r+/bteuqpp1S2bNlrLnPIkCFasWKFDh06pB07dmjt2rUKCwuTJNWsWVMOh0NLly7ViRMnlJmZeUO3DwBupC1btmjcuHHavn27jhw5okWLFunEiRMKCwtTrVq1tGvXLh04cEAnT57UhQsX1LNnT1WuXFl/+ctftGHDBh06dEjr1q3ToEGD9PPPP0uS6tSpo/nz52vfvn3asmWLevbsKW9vb3ud0dHRqlu3rmJjY/XNN99ow4YNevnllwvsr1+/fvrHP/4hy7L017/+9absE+BqCBbALezxxx/XuXPndM8992jgwIEaPHiwBgwYIEmaNGmSQkJCdN999+mxxx7T8OHDVa5cuWsuMycnRwMHDlRYWJjatWununXr6s0335QkVa9eXWPGjNGLL76owMDAfJdDBIDSxNfXV+vXr1eHDh1Ut25dvfLKK5o0aZLat2+v/v37q169eoqIiFCVKlW0ceNGlStXTuvXr9dtt92mzp07KywsTH379tX58+fl6+srSfr3v/+t06dPq0mTJurVq5cGDRqkqlWr2ut0c3PT4sWL7ffufv366Y033iiwvx49esjd3V09evSQl5fXTdknwNU4rMt/ZA0AAACXd/jwYdWuXVvbtm1TkyZNSrodgGABAABQmly4cEG//vqrhg8frkOHDmnjxo0l3RIgiZ9CAQAAlCobN25UtWrVtG3bNs2ePbuk2wFsHLEAAAAAYIwjFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgBQ7H777Td16dJFvr6+cjgcSktLK3CsVq1amjp1akm3CwAoBgQLAIAk6YEHHtCQIUOKZVnz5s3Thg0btGnTJh0/flx+fn4Fjm3btk0DBgwolnUWh4KCTnx8vPz9/UukHwAoTdxLugEAQOlgWZZycnLk7n7t/zp++OEHhYWFqUGDBlcdq1Klyg3p1RXl5OTI4XDIzY3v9ADcmnh3AwCod+/e+vLLLzVt2jQ5HA45HA7Fx8fL4XBo+fLlatq0qTw9PfW///1PP/zwg/7yl78oMDBQ5cuXV7NmzbR69Wp7WQ888IAmTZqk9evXy+Fw6IEHHihwTMp/hCAtLU1PPvmkAgMD5eXlpQYNGmjp0qXX7D/vqMKSJUtUp04deXl5KSYmRkePHrVrCtP3Tz/9pKFDh9r7YN26derTp4/S09PtsdGjR0uSsrKyNHz4cFWvXl0+Pj6KjIzUunXr8vX0+eefKzw8XJ6enjpy5Ihq1aqlcePG6YknnlCFChV02223ac6cOdf3hwMAF0KwAABo2rRpioqKUv/+/XX8+HEdP35cISEhkqQXX3xR//jHP7Rv3z41atRImZmZ6tChgxITE/X111+rXbt2evjhh3XkyBFJ0qJFi9S/f39FRUXp+PHjWrRoUYFjl8vNzVX79u21ceNGvffee/r222/1j3/8Q2XKlCnUNvz2229644039J///EcbN25UWlqaunfvbs8vTN81atTQ2LFj7X3QokULTZ06Vb6+vvbY8OHDJUlxcXHavHmzPvzwQ+3atUuPPvqo2rVrp4MHDzr19M9//lPvvPOO9u7dq6pVq0qSJk2apIiICH399df6+9//rqeffloHDhy4jr8cALgOfgoFAJCfn588PDxUrlw5BQUFSZL2798vSRo7dqz+9Kc/2bUBAQG666677OnXXntNixcv1ueff664uDgFBASoXLly8vDwsJclqcCxS61evVpbt27Vvn37VLduXUnS7bffXuhtuHDhgmbOnKnIyEhJv5/nERYWpq1bt+qee+7RXXfddc2+y5QpowoVKjj16OfnJ4fD4TR25MgRzZ07V0eOHFFwcLAkafjw4UpISNDcuXM1btw4u6c333zTab2S1KFDB/3973+XJL3wwguaMmWK1q5dq3r16hV6ewHA1RAsAABXFRER4TSdmZmp0aNHa9myZTp+/LguXryoc+fO2d/8X6+dO3eqRo0adqgoKnd3dzVr1syerl+/vvz9/bVv3z7dc889xdr37t27lZOTk6/XrKwsVapUyZ728PBQo0aN8j3/0rG80JKamlrkPgDAlRAsAABX5ePj4zQ9fPhwrVq1Sv/3f/+nO+64Q97e3nrkkUeUnZ1ttB5vb2+j519LcfadmZmpMmXKKCkpKd9PtcqXL2//29vbWw6HI9/zy5Yt6zTtcDiUm5tb5D4AwJUQLAAAkn7/dj0nJ+eadRs3blTv3r3117/+VdLvH7IPHz5svP5GjRrp559/1nfffXddRy0uXryo7du365577pEkHThwQGlpaQoLCyt03wXtg4LG7r77buXk5Cg1NVX33XdfkXsFgFsRJ28DACT9foWmLVu26PDhwzp58uQVv0GvU6eOFi1apJ07d+qbb77RY489Vizftt9///1q1aqVunTpolWrVunQoUNavny5EhISCvX8smXL6plnntGWLVuUlJSk3r17q3nz5nbQKEzftWrV0vr16/XLL7/o5MmT9lhmZqYSExN18uRJ/fbbb6pbt6569uypxx9/XIsWLdKhQ4e0detWjR8/XsuWLTPeFwBQGhEsAACSfv+pUJkyZRQeHq4qVapc8dyDyZMnq2LFimrRooUefvhhxcTEqEmTJsXSw6effqpmzZqpR48eCg8P1/PPP1+ooyjS7yeHv/DCC3rsscfUsmVLlS9fXgsXLixS32PHjtXhw4dVu3Zt+x4bLVq00FNPPaVu3bqpSpUqmjBhgiRp7ty5evzxx/Xss8+qXr166tSpk7Zt26bbbrutWPYFAJQ2DsuyrJJuAgAAE/Hx8RoyZIjS0tJKuhUA+MPiiAUAAAAAYwQLAIDLa9++vcqXL1/gI++eEQCAksVPoQAALu+XX37RuXPnCpwXEBCggICAm9wRAOByBAsAAAAAxvgpFAAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgLH/D/o6GZqXGgjEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loop through each categorical column\n",
    "for col in categorical_data.columns:\n",
    "    plt.figure(figsize=(8, 6))  # Adjust figure size for readability\n",
    "    sns.countplot(x=categorical_data[col])  # Use countplot for categorical data\n",
    "    plt.title(f'Distribution of {col}')  # Add a title for context\n",
    "    plt.xlabel(col)  # Label the x-axis\n",
    "    plt.ylabel('Count')  # Label the y-axis\n",
    "    plt.tight_layout()  # Adjust layout\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.1 Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoder=LabelEncoder()\n",
    "encoder_d={}\n",
    "for col in categorical_data.columns:\n",
    "    encoder=LabelEncoder()\n",
    "    malware_detection_df[col] = encoder.fit_transform(malware_detection_df[col])\n",
    "    encoder_d[col] = encoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['DDoS' 'malware' 'phishing']\n",
      "['clean' 'infected']\n",
      "['burst' 'steady']\n"
     ]
    }
   ],
   "source": [
    "for col in categorical_data.columns:\n",
    "    print(encoder_d[col].classes_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['DDoS', 'malware', 'phishing'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoder_d[\"attack_type\"].classes_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.2 Save encoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LabelEncoder.joblib']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dump(encoder_d,'LabelEncoder.joblib')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 Correltion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "corr = malware_detection_df.corr()\n",
    "sns.heatmap(corr,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DBSCAN()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;DBSCAN<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.DBSCAN.html\">?<span>Documentation for DBSCAN</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>DBSCAN()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "DBSCAN()"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Apply DBSCAN for anomaly detection\n",
    "dbscan = DBSCAN(eps=0.5, min_samples=5)  # Adjust eps and min_samples based on dataset\n",
    "dbscan.fit(malware_detection_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add the DBSCAN labels to the dataframe\n",
    "labels = dbscan.fit_predict(malware_detection_df)\n",
    "malware_detection_df['Cluster'] = labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anomaly_score</th>\n",
       "      <th>suspicious_ip_count</th>\n",
       "      <th>malicious_payload_indicator</th>\n",
       "      <th>reputation_score</th>\n",
       "      <th>behavioral_score</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>signature_match</th>\n",
       "      <th>sandbox_result</th>\n",
       "      <th>heuristic_score</th>\n",
       "      <th>traffic_pattern</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.645095</td>\n",
       "      <td>0.177524</td>\n",
       "      <td>1.001762</td>\n",
       "      <td>1.138646</td>\n",
       "      <td>-0.895434</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.600543</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.063286</td>\n",
       "      <td>-0.866428</td>\n",
       "      <td>1.001762</td>\n",
       "      <td>-0.787761</td>\n",
       "      <td>0.685342</td>\n",
       "      <td>2</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>0</td>\n",
       "      <td>0.255242</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.474295</td>\n",
       "      <td>0.873492</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>-0.992332</td>\n",
       "      <td>0.125785</td>\n",
       "      <td>2</td>\n",
       "      <td>-1.00059</td>\n",
       "      <td>0</td>\n",
       "      <td>1.680751</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.349172</td>\n",
       "      <td>1.569460</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>0.913685</td>\n",
       "      <td>-0.309306</td>\n",
       "      <td>2</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.345469</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.643930</td>\n",
       "      <td>1.221476</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>-1.280516</td>\n",
       "      <td>-1.514892</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.00059</td>\n",
       "      <td>0</td>\n",
       "      <td>1.014319</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   anomaly_score  suspicious_ip_count  malicious_payload_indicator  \\\n",
       "0       0.645095             0.177524                     1.001762   \n",
       "1       0.063286            -0.866428                     1.001762   \n",
       "2      -0.474295             0.873492                    -0.998242   \n",
       "3       1.349172             1.569460                    -0.998242   \n",
       "4       0.643930             1.221476                    -0.998242   \n",
       "\n",
       "   reputation_score  behavioral_score  attack_type  signature_match  \\\n",
       "0          1.138646         -0.895434            1          0.99941   \n",
       "1         -0.787761          0.685342            2          0.99941   \n",
       "2         -0.992332          0.125785            2         -1.00059   \n",
       "3          0.913685         -0.309306            2          0.99941   \n",
       "4         -1.280516         -1.514892            0         -1.00059   \n",
       "\n",
       "   sandbox_result  heuristic_score  traffic_pattern  Cluster  \n",
       "0               1        -1.600543                0       -1  \n",
       "1               0         0.255242                1       -1  \n",
       "2               0         1.680751                1       -1  \n",
       "3               1        -0.345469                1       -1  \n",
       "4               0         1.014319                1       -1  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "malware_detection_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           -1\n",
       "1           -1\n",
       "2           -1\n",
       "3           -1\n",
       "4           -1\n",
       "          ... \n",
       "199995      -1\n",
       "199996      -1\n",
       "199997    1949\n",
       "199998      -1\n",
       "199999      -1\n",
       "Name: Cluster, Length: 200000, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mark anomalies (outliers are labeled as -1 by DBSCAN)\n",
    "malware_detection_df['Cluster']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anomaly_score</th>\n",
       "      <th>suspicious_ip_count</th>\n",
       "      <th>malicious_payload_indicator</th>\n",
       "      <th>reputation_score</th>\n",
       "      <th>behavioral_score</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>signature_match</th>\n",
       "      <th>sandbox_result</th>\n",
       "      <th>heuristic_score</th>\n",
       "      <th>traffic_pattern</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.645095</td>\n",
       "      <td>0.177524</td>\n",
       "      <td>1.001762</td>\n",
       "      <td>1.138646</td>\n",
       "      <td>-0.895434</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.600543</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.063286</td>\n",
       "      <td>-0.866428</td>\n",
       "      <td>1.001762</td>\n",
       "      <td>-0.787761</td>\n",
       "      <td>0.685342</td>\n",
       "      <td>2</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>0</td>\n",
       "      <td>0.255242</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.474295</td>\n",
       "      <td>0.873492</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>-0.992332</td>\n",
       "      <td>0.125785</td>\n",
       "      <td>2</td>\n",
       "      <td>-1.00059</td>\n",
       "      <td>0</td>\n",
       "      <td>1.680751</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.349172</td>\n",
       "      <td>1.569460</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>0.913685</td>\n",
       "      <td>-0.309306</td>\n",
       "      <td>2</td>\n",
       "      <td>0.99941</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.345469</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.643930</td>\n",
       "      <td>1.221476</td>\n",
       "      <td>-0.998242</td>\n",
       "      <td>-1.280516</td>\n",
       "      <td>-1.514892</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.00059</td>\n",
       "      <td>0</td>\n",
       "      <td>1.014319</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   anomaly_score  suspicious_ip_count  malicious_payload_indicator  \\\n",
       "0       0.645095             0.177524                     1.001762   \n",
       "1       0.063286            -0.866428                     1.001762   \n",
       "2      -0.474295             0.873492                    -0.998242   \n",
       "3       1.349172             1.569460                    -0.998242   \n",
       "4       0.643930             1.221476                    -0.998242   \n",
       "\n",
       "   reputation_score  behavioral_score  attack_type  signature_match  \\\n",
       "0          1.138646         -0.895434            1          0.99941   \n",
       "1         -0.787761          0.685342            2          0.99941   \n",
       "2         -0.992332          0.125785            2         -1.00059   \n",
       "3          0.913685         -0.309306            2          0.99941   \n",
       "4         -1.280516         -1.514892            0         -1.00059   \n",
       "\n",
       "   sandbox_result  heuristic_score  traffic_pattern  Cluster  \n",
       "0               1        -1.600543                0       -1  \n",
       "1               0         0.255242                1       -1  \n",
       "2               0         1.680751                1       -1  \n",
       "3               1        -0.345469                1       -1  \n",
       "4               0         1.014319                1       -1  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "malware_detection_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=numeric_data['anomaly_score'], y=numeric_data['heuristic_score'],\n",
    "                hue=malware_detection_df['Cluster'])\n",
    "plt.title('DBSCAN Clustering Results')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# score = silhouette_score( malware_detection_df , labels)\n",
    "# score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dbscan_model.joblib']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "dump(dbscan, 'dbscan_model.joblib')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}