3-Training_Experiment_Decision_Tree.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "593d5841",
   "metadata": {},
   "source": [
    "# Baseline Experiment 1: Training Decision Tree Classifier\n",
    "\n",
    "Using Grid Search with 5-fold Cross-Validation, with a 70/30 train/test split."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e26cc5b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import joblib\n",
    "import graphviz\n",
    "import pydotplus\n",
    "import sklearn\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, plot_confusion_matrix\n",
    "from sklearn import tree\n",
    "\n",
    "# For reproducible results\n",
    "RANDOM_STATE_SEED = 420"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a59b55d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dataset = pd.read_csv(\"processed_friday_dataset.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "90f7f685",
   "metadata": {},
   "outputs": [
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       "         Flow Duration  Tot Fwd Pkts  Tot Bwd Pkts  TotLen Fwd Pkts  \\\n",
       "0               141385             9             7              553   \n",
       "1                  281             2             1               38   \n",
       "2               279824            11            15             1086   \n",
       "3                  132             2             0                0   \n",
       "4               274016             9            13             1285   \n",
       "...                ...           ...           ...              ...   \n",
       "1364426             25             1             1                0   \n",
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       "1364428      112640543             3             0                0   \n",
       "1364429             41             1             1                0   \n",
       "1364430             36             1             1                0   \n",
       "\n",
       "         TotLen Bwd Pkts  Fwd Pkt Len Max  Fwd Pkt Len Min  Fwd Pkt Len Mean  \\\n",
       "0                 3773.0              202                0         61.444444   \n",
       "1                    0.0               38                0         19.000000   \n",
       "2                10527.0              385                0         98.727273   \n",
       "3                    0.0                0                0          0.000000   \n",
       "4                 6141.0              517                0        142.777778   \n",
       "...                  ...              ...              ...               ...   \n",
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       "\n",
       "         Fwd Pkt Len Std  Bwd Pkt Len Max  ...  Active Std  Active Max  \\\n",
       "0              87.534438             1460  ...         0.0         0.0   \n",
       "1              26.870058                0  ...         0.0         0.0   \n",
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       "\n",
       "         Active Min   Idle Mean  Idle Std    Idle Max    Idle Min  \\\n",
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       "\n",
       "         Protocol_17  Protocol_6  Label  \n",
       "0                  0           1      0  \n",
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     "metadata": {},
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  {
   "cell_type": "code",
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   "id": "12fbb4a3",
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      " 55  Subflow Fwd Byts   1364431 non-null  int64  \n",
      " 56  Subflow Bwd Pkts   1364431 non-null  int64  \n",
      " 57  Subflow Bwd Byts   1364431 non-null  int64  \n",
      " 58  Init Fwd Win Byts  1364431 non-null  int64  \n",
      " 59  Init Bwd Win Byts  1364431 non-null  int64  \n",
      " 60  Fwd Act Data Pkts  1364431 non-null  int64  \n",
      " 61  Fwd Seg Size Min   1364431 non-null  int64  \n",
      " 62  Active Mean        1364431 non-null  float64\n",
      " 63  Active Std         1364431 non-null  float64\n",
      " 64  Active Max         1364431 non-null  float64\n",
      " 65  Active Min         1364431 non-null  float64\n",
      " 66  Idle Mean          1364431 non-null  float64\n",
      " 67  Idle Std           1364431 non-null  float64\n",
      " 68  Idle Max           1364431 non-null  float64\n",
      " 69  Idle Min           1364431 non-null  float64\n",
      " 70  Protocol_17        1364431 non-null  int64  \n",
      " 71  Protocol_6         1364431 non-null  int64  \n",
      " 72  Label              1364431 non-null  int64  \n",
      "dtypes: float64(35), int64(38)\n",
      "memory usage: 759.9 MB\n"
     ]
    }
   ],
   "source": [
    "df_dataset.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7aed3b8",
   "metadata": {},
   "source": [
    "### 1- Making an 70/30 train/test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e27c59b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = train_test_split(df_dataset, test_size=0.3, random_state=RANDOM_STATE_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3fae100a",
   "metadata": {},
   "outputs": [
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       "         Flow Duration  Tot Fwd Pkts  Tot Bwd Pkts  TotLen Fwd Pkts  \\\n",
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       "         TotLen Bwd Pkts  Fwd Pkt Len Max  Fwd Pkt Len Min  Fwd Pkt Len Mean  \\\n",
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       "\n",
       "         Fwd Pkt Len Std  Bwd Pkt Len Max  ...  Active Std  Active Max  \\\n",
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       "\n",
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f10a60f9",
   "metadata": {},
   "outputs": [
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       "      <th>882513</th>\n",
       "      <td>67116</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413896</th>\n",
       "      <td>2681</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>155.0</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>155</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189064</th>\n",
       "      <td>1391793</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1132</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>661</td>\n",
       "      <td>0</td>\n",
       "      <td>141.50</td>\n",
       "      <td>222.792023</td>\n",
       "      <td>1173</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341771</th>\n",
       "      <td>4975198</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281286</th>\n",
       "      <td>4383470</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>935</td>\n",
       "      <td>668.0</td>\n",
       "      <td>935</td>\n",
       "      <td>0</td>\n",
       "      <td>187.00</td>\n",
       "      <td>418.144712</td>\n",
       "      <td>334</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606144</th>\n",
       "      <td>15125</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188978</th>\n",
       "      <td>1685281</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1144</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>677</td>\n",
       "      <td>0</td>\n",
       "      <td>143.00</td>\n",
       "      <td>227.969923</td>\n",
       "      <td>1173</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666351</th>\n",
       "      <td>3661521</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>1148</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>677</td>\n",
       "      <td>0</td>\n",
       "      <td>114.80</td>\n",
       "      <td>210.092466</td>\n",
       "      <td>1173</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>409330 rows × 73 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Flow Duration  Tot Fwd Pkts  Tot Bwd Pkts  TotLen Fwd Pkts  \\\n",
       "421031         5856314             4             4               97   \n",
       "1026751        4442833             5             3              935   \n",
       "882513           67116             3             0                0   \n",
       "413896            2681             1             1               34   \n",
       "189064         1391793             8             7             1132   \n",
       "...                ...           ...           ...              ...   \n",
       "341771         4975198             2             0                0   \n",
       "1281286        4383470             5             4              935   \n",
       "606144           15125             2             1                0   \n",
       "188978         1685281             8             7             1144   \n",
       "666351         3661521            10             7             1148   \n",
       "\n",
       "         TotLen Bwd Pkts  Fwd Pkt Len Max  Fwd Pkt Len Min  Fwd Pkt Len Mean  \\\n",
       "421031             231.0               97                0             24.25   \n",
       "1026751            348.0              935                0            187.00   \n",
       "882513               0.0                0                0              0.00   \n",
       "413896             155.0               34               34             34.00   \n",
       "189064            1581.0              661                0            141.50   \n",
       "...                  ...              ...              ...               ...   \n",
       "341771               0.0                0                0              0.00   \n",
       "1281286            668.0              935                0            187.00   \n",
       "606144               0.0                0                0              0.00   \n",
       "188978            1581.0              677                0            143.00   \n",
       "666351            1581.0              677                0            114.80   \n",
       "\n",
       "         Fwd Pkt Len Std  Bwd Pkt Len Max  ...  Active Std  Active Max  \\\n",
       "421031         48.500000              231  ...         0.0         0.0   \n",
       "1026751       418.144712              348  ...         0.0         0.0   \n",
       "882513          0.000000                0  ...         0.0         0.0   \n",
       "413896          0.000000              155  ...         0.0         0.0   \n",
       "189064        222.792023             1173  ...         0.0         0.0   \n",
       "...                  ...              ...  ...         ...         ...   \n",
       "341771          0.000000                0  ...         0.0         0.0   \n",
       "1281286       418.144712              334  ...         0.0         0.0   \n",
       "606144          0.000000                0  ...         0.0         0.0   \n",
       "188978        227.969923             1173  ...         0.0         0.0   \n",
       "666351        210.092466             1173  ...         0.0         0.0   \n",
       "\n",
       "         Active Min  Idle Mean  Idle Std  Idle Max  Idle Min  Protocol_17  \\\n",
       "421031          0.0        0.0       0.0       0.0       0.0            0   \n",
       "1026751         0.0        0.0       0.0       0.0       0.0            0   \n",
       "882513          0.0        0.0       0.0       0.0       0.0            0   \n",
       "413896          0.0        0.0       0.0       0.0       0.0            1   \n",
       "189064          0.0        0.0       0.0       0.0       0.0            0   \n",
       "...             ...        ...       ...       ...       ...          ...   \n",
       "341771          0.0        0.0       0.0       0.0       0.0            0   \n",
       "1281286         0.0        0.0       0.0       0.0       0.0            0   \n",
       "606144          0.0        0.0       0.0       0.0       0.0            0   \n",
       "188978          0.0        0.0       0.0       0.0       0.0            0   \n",
       "666351          0.0        0.0       0.0       0.0       0.0            0   \n",
       "\n",
       "         Protocol_6  Label  \n",
       "421031            1      0  \n",
       "1026751           1      0  \n",
       "882513            1      1  \n",
       "413896            0      0  \n",
       "189064            1      0  \n",
       "...             ...    ...  \n",
       "341771            1      0  \n",
       "1281286           1      0  \n",
       "606144            1      0  \n",
       "188978            1      0  \n",
       "666351            1      0  \n",
       "\n",
       "[409330 rows x 73 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702b8738",
   "metadata": {},
   "source": [
    "#### MinMax Scaling of numerical attributes based on train set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "103bdb96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Flow Duration', 'Tot Fwd Pkts', 'Tot Bwd Pkts', 'TotLen Fwd Pkts',\n",
       "       'TotLen Bwd Pkts', 'Fwd Pkt Len Max', 'Fwd Pkt Len Min',\n",
       "       'Fwd Pkt Len Mean', 'Fwd Pkt Len Std', 'Bwd Pkt Len Max',\n",
       "       'Bwd Pkt Len Min', 'Bwd Pkt Len Mean', 'Bwd Pkt Len Std',\n",
       "       'Flow IAT Mean', 'Flow IAT Std', 'Flow IAT Max', 'Flow IAT Min',\n",
       "       'Fwd IAT Tot', 'Fwd IAT Mean', 'Fwd IAT Std', 'Fwd IAT Max',\n",
       "       'Fwd IAT Min', 'Bwd IAT Tot', 'Bwd IAT Mean', 'Bwd IAT Std',\n",
       "       'Bwd IAT Max', 'Bwd IAT Min', 'Fwd Header Len', 'Bwd Header Len',\n",
       "       'Fwd Pkts/s', 'Bwd Pkts/s', 'Pkt Len Min', 'Pkt Len Max',\n",
       "       'Pkt Len Mean', 'Pkt Len Std', 'Pkt Len Var', 'FIN Flag Cnt',\n",
       "       'SYN Flag Cnt', 'RST Flag Cnt', 'PSH Flag Cnt', 'ACK Flag Cnt',\n",
       "       'URG Flag Cnt', 'CWE Flag Count', 'ECE Flag Cnt', 'Down/Up Ratio',\n",
       "       'Pkt Size Avg', 'Fwd Seg Size Avg', 'Bwd Seg Size Avg',\n",
       "       'Fwd Byts/b Avg', 'Fwd Pkts/b Avg', 'Fwd Blk Rate Avg',\n",
       "       'Bwd Byts/b Avg', 'Bwd Pkts/b Avg', 'Bwd Blk Rate Avg',\n",
       "       'Subflow Fwd Pkts', 'Subflow Fwd Byts', 'Subflow Bwd Pkts',\n",
       "       'Subflow Bwd Byts', 'Init Fwd Win Byts', 'Init Bwd Win Byts',\n",
       "       'Fwd Act Data Pkts', 'Fwd Seg Size Min', 'Active Mean', 'Active Std',\n",
       "       'Active Max', 'Active Min', 'Idle Mean', 'Idle Std', 'Idle Max',\n",
       "       'Idle Min'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_cols = df_dataset.columns[:-3]\n",
    "numerical_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "440b24d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "min_max_scaler = MinMaxScaler().fit(train[numerical_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "65e2b665",
   "metadata": {},
   "outputs": [],
   "source": [
    "train[numerical_cols] = min_max_scaler.transform(train[numerical_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d5f63455",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Flow Duration</th>\n",
       "      <th>Tot Fwd Pkts</th>\n",
       "      <th>Tot Bwd Pkts</th>\n",
       "      <th>TotLen Fwd Pkts</th>\n",
       "      <th>TotLen Bwd Pkts</th>\n",
       "      <th>Fwd Pkt Len Max</th>\n",
       "      <th>Fwd Pkt Len Min</th>\n",
       "      <th>Fwd Pkt Len Mean</th>\n",
       "      <th>Fwd Pkt Len Std</th>\n",
       "      <th>Bwd Pkt Len Max</th>\n",
       "      <th>...</th>\n",
       "      <th>Active Std</th>\n",
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       "      <th>Active Min</th>\n",
       "      <th>Idle Mean</th>\n",
       "      <th>Idle Std</th>\n",
       "      <th>Idle Max</th>\n",
       "      <th>Idle Min</th>\n",
       "      <th>Protocol_17</th>\n",
       "      <th>Protocol_6</th>\n",
       "      <th>Label</th>\n",
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       "  <tbody>\n",
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       "      <td>0.000031</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.011676</td>\n",
       "      <td>0.023288</td>\n",
       "      <td>0.023288</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024286</td>\n",
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       "      <th>205523</th>\n",
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       "      <td>0.000058</td>\n",
       "      <td>0.000296</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.111951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074429</td>\n",
       "      <td>0.182314</td>\n",
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       "      <th>334013</th>\n",
       "      <td>0.000247</td>\n",
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       "      <td>0.000014</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.010989</td>\n",
       "      <td>0.021918</td>\n",
       "      <td>0.021918</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013927</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1244653</th>\n",
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       "      <td>0.000046</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1049785</th>\n",
       "      <td>0.038428</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>0.000850</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.321085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.160103</td>\n",
       "      <td>0.452839</td>\n",
       "      <td>0.043048</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>178094</th>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.000296</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.111951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074429</td>\n",
       "      <td>0.182314</td>\n",
       "      <td>0.012891</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>510579</th>\n",
       "      <td>0.004509</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.048077</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.051941</td>\n",
       "      <td>0.060962</td>\n",
       "      <td>0.016690</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242184</th>\n",
       "      <td>0.028369</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.000850</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.321085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.128082</td>\n",
       "      <td>0.405031</td>\n",
       "      <td>0.037063</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928689</th>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>955101 rows × 73 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Flow Duration  Tot Fwd Pkts  Tot Bwd Pkts  TotLen Fwd Pkts  \\\n",
       "358501        0.000016      0.000000      0.000014         0.000031   \n",
       "205523        0.000085      0.000046      0.000058         0.000296   \n",
       "334013        0.000247      0.000000      0.000014         0.000029   \n",
       "1244653       0.000786      0.000046      0.000000         0.000000   \n",
       "1309914       0.000501      0.000046      0.000000         0.000000   \n",
       "...                ...           ...           ...              ...   \n",
       "1049785       0.038428      0.000070      0.000072         0.000850   \n",
       "178094        0.000099      0.000046      0.000058         0.000296   \n",
       "510579        0.004509      0.000116      0.000072         0.000413   \n",
       "1242184       0.028369      0.000093      0.000043         0.000850   \n",
       "928689        0.000276      0.000023      0.000000         0.000000   \n",
       "\n",
       "         TotLen Bwd Pkts  Fwd Pkt Len Max  Fwd Pkt Len Min  Fwd Pkt Len Mean  \\\n",
       "358501          0.000002         0.011676         0.023288          0.023288   \n",
       "205523          0.000001         0.111951         0.000000          0.074429   \n",
       "334013          0.000001         0.010989         0.021918          0.021918   \n",
       "1244653         0.000000         0.000000         0.000000          0.000000   \n",
       "1309914         0.000000         0.000000         0.000000          0.000000   \n",
       "...                  ...              ...              ...               ...   \n",
       "1049785         0.000004         0.321085         0.000000          0.160103   \n",
       "178094          0.000001         0.111951         0.000000          0.074429   \n",
       "510579          0.000003         0.048077         0.000000          0.051941   \n",
       "1242184         0.000003         0.321085         0.000000          0.128082   \n",
       "928689          0.000000         0.000000         0.000000          0.000000   \n",
       "\n",
       "         Fwd Pkt Len Std  Bwd Pkt Len Max  ...  Active Std  Active Max  \\\n",
       "358501          0.000000         0.024286  ...         0.0         0.0   \n",
       "205523          0.182314         0.012891  ...         0.0         0.0   \n",
       "334013          0.000000         0.013927  ...         0.0         0.0   \n",
       "1244653         0.000000         0.000000  ...         0.0         0.0   \n",
       "1309914         0.000000         0.000000  ...         0.0         0.0   \n",
       "...                  ...              ...  ...         ...         ...   \n",
       "1049785         0.452839         0.043048  ...         0.0         0.0   \n",
       "178094          0.182314         0.012891  ...         0.0         0.0   \n",
       "510579          0.060962         0.016690  ...         0.0         0.0   \n",
       "1242184         0.405031         0.037063  ...         0.0         0.0   \n",
       "928689          0.000000         0.000000  ...         0.0         0.0   \n",
       "\n",
       "         Active Min  Idle Mean  Idle Std  Idle Max  Idle Min  Protocol_17  \\\n",
       "358501          0.0        0.0       0.0       0.0       0.0            1   \n",
       "205523          0.0        0.0       0.0       0.0       0.0            0   \n",
       "334013          0.0        0.0       0.0       0.0       0.0            1   \n",
       "1244653         0.0        0.0       0.0       0.0       0.0            0   \n",
       "1309914         0.0        0.0       0.0       0.0       0.0            0   \n",
       "...             ...        ...       ...       ...       ...          ...   \n",
       "1049785         0.0        0.0       0.0       0.0       0.0            0   \n",
       "178094          0.0        0.0       0.0       0.0       0.0            0   \n",
       "510579          0.0        0.0       0.0       0.0       0.0            0   \n",
       "1242184         0.0        0.0       0.0       0.0       0.0            0   \n",
       "928689          0.0        0.0       0.0       0.0       0.0            0   \n",
       "\n",
       "         Protocol_6  Label  \n",
       "358501            0      0  \n",
       "205523            1      1  \n",
       "334013            0      0  \n",
       "1244653           1      1  \n",
       "1309914           1      1  \n",
       "...             ...    ...  \n",
       "1049785           1      0  \n",
       "178094            1      1  \n",
       "510579            1      0  \n",
       "1242184           1      0  \n",
       "928689            1      1  \n",
       "\n",
       "[955101 rows x 73 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "61f05c59",
   "metadata": {},
   "outputs": [],
   "source": [
    "test[numerical_cols] = min_max_scaler.transform(test[numerical_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a1466a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Flow Duration</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188978</th>\n",
       "      <td>0.014044</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.001039</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.232486</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.097945</td>\n",
       "      <td>0.220821</td>\n",
       "      <td>0.135014</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666351</th>\n",
       "      <td>0.030513</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.001043</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.232486</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078630</td>\n",
       "      <td>0.203504</td>\n",
       "      <td>0.135014</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>409330 rows × 73 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Flow Duration  Tot Fwd Pkts  Tot Bwd Pkts  TotLen Fwd Pkts  \\\n",
       "421031        0.048803      0.000070      0.000058         0.000088   \n",
       "1026751       0.037024      0.000093      0.000043         0.000850   \n",
       "882513        0.000559      0.000046      0.000000         0.000000   \n",
       "413896        0.000022      0.000000      0.000014         0.000031   \n",
       "189064        0.011598      0.000162      0.000101         0.001029   \n",
       "...                ...           ...           ...              ...   \n",
       "341771        0.041460      0.000023      0.000000         0.000000   \n",
       "1281286       0.036529      0.000093      0.000058         0.000850   \n",
       "606144        0.000126      0.000023      0.000014         0.000000   \n",
       "188978        0.014044      0.000162      0.000101         0.001039   \n",
       "666351        0.030513      0.000209      0.000101         0.001043   \n",
       "\n",
       "         TotLen Bwd Pkts  Fwd Pkt Len Max  Fwd Pkt Len Min  Fwd Pkt Len Mean  \\\n",
       "421031          0.000002         0.033310         0.000000          0.016610   \n",
       "1026751         0.000003         0.321085         0.000000          0.128082   \n",
       "882513          0.000000         0.000000         0.000000          0.000000   \n",
       "413896          0.000002         0.011676         0.023288          0.023288   \n",
       "189064          0.000016         0.226992         0.000000          0.096918   \n",
       "...                  ...              ...              ...               ...   \n",
       "341771          0.000000         0.000000         0.000000          0.000000   \n",
       "1281286         0.000007         0.321085         0.000000          0.128082   \n",
       "606144          0.000000         0.000000         0.000000          0.000000   \n",
       "188978          0.000016         0.232486         0.000000          0.097945   \n",
       "666351          0.000016         0.232486         0.000000          0.078630   \n",
       "\n",
       "         Fwd Pkt Len Std  Bwd Pkt Len Max  ...  Active Std  Active Max  \\\n",
       "421031          0.046979         0.026588  ...         0.0         0.0   \n",
       "1026751         0.405031         0.040055  ...         0.0         0.0   \n",
       "882513          0.000000         0.000000  ...         0.0         0.0   \n",
       "413896          0.000000         0.017841  ...         0.0         0.0   \n",
       "189064          0.215805         0.135014  ...         0.0         0.0   \n",
       "...                  ...              ...  ...         ...         ...   \n",
       "341771          0.000000         0.000000  ...         0.0         0.0   \n",
       "1281286         0.405031         0.038444  ...         0.0         0.0   \n",
       "606144          0.000000         0.000000  ...         0.0         0.0   \n",
       "188978          0.220821         0.135014  ...         0.0         0.0   \n",
       "666351          0.203504         0.135014  ...         0.0         0.0   \n",
       "\n",
       "         Active Min  Idle Mean  Idle Std  Idle Max  Idle Min  Protocol_17  \\\n",
       "421031          0.0        0.0       0.0       0.0       0.0            0   \n",
       "1026751         0.0        0.0       0.0       0.0       0.0            0   \n",
       "882513          0.0        0.0       0.0       0.0       0.0            0   \n",
       "413896          0.0        0.0       0.0       0.0       0.0            1   \n",
       "189064          0.0        0.0       0.0       0.0       0.0            0   \n",
       "...             ...        ...       ...       ...       ...          ...   \n",
       "341771          0.0        0.0       0.0       0.0       0.0            0   \n",
       "1281286         0.0        0.0       0.0       0.0       0.0            0   \n",
       "606144          0.0        0.0       0.0       0.0       0.0            0   \n",
       "188978          0.0        0.0       0.0       0.0       0.0            0   \n",
       "666351          0.0        0.0       0.0       0.0       0.0            0   \n",
       "\n",
       "         Protocol_6  Label  \n",
       "421031            1      0  \n",
       "1026751           1      0  \n",
       "882513            1      1  \n",
       "413896            0      0  \n",
       "189064            1      0  \n",
       "...             ...    ...  \n",
       "341771            1      0  \n",
       "1281286           1      0  \n",
       "606144            1      0  \n",
       "188978            1      0  \n",
       "666351            1      0  \n",
       "\n",
       "[409330 rows x 73 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f838365",
   "metadata": {},
   "source": [
    "### 2- Checking label distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "460f7556",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Full dataset:\n",
      "\n",
      "Benign: 1074342\n",
      "Malicious: 290089\n",
      "---------------\n",
      "Training set:\n",
      "\n",
      "Benign: 751849\n",
      "Malicious: 203252\n",
      "---------------\n",
      "Test set:\n",
      "\n",
      "Benign: 322493\n",
      "Malicious: 86837\n"
     ]
    }
   ],
   "source": [
    "print(\"Full dataset:\\n\")\n",
    "print(\"Benign: \" + str(df_dataset[\"Label\"].value_counts()[[0]].sum()))\n",
    "print(\"Malicious: \" + str(df_dataset[\"Label\"].value_counts()[[1]].sum()))\n",
    "print(\"---------------\")\n",
    "\n",
    "print(\"Training set:\\n\")\n",
    "print(\"Benign: \" + str(train[\"Label\"].value_counts()[[0]].sum()))\n",
    "print(\"Malicious: \" + str(train[\"Label\"].value_counts()[[1]].sum()))\n",
    "print(\"---------------\")\n",
    "\n",
    "print(\"Test set:\\n\")\n",
    "print(\"Benign: \" + str(test[\"Label\"].value_counts()[[0]].sum()))\n",
    "print(\"Malicious: \" + str(test[\"Label\"].value_counts()[[1]].sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "472c7c9b",
   "metadata": {},
   "source": [
    "### 3- Splitting to X_train, y_train, X_test, y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "958b6335",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "<class 'numpy.ndarray'>\n",
      "(955101, 72)\n",
      "(955101,)\n"
     ]
    }
   ],
   "source": [
    "y_train = np.array(train.pop(\"Label\")) # pop removes \"Label\" from the dataframe\n",
    "X_train = train.values\n",
    "\n",
    "print(type(X_train))\n",
    "print(type(y_train))\n",
    "print(X_train.shape)\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "88c9107e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "<class 'numpy.ndarray'>\n",
      "(409330, 72)\n",
      "(409330,)\n"
     ]
    }
   ],
   "source": [
    "y_test = np.array(test.pop(\"Label\")) # pop removes \"Label\" from the dataframe\n",
    "X_test = test.values\n",
    "\n",
    "print(type(X_test))\n",
    "print(type(y_test))\n",
    "print(X_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1e0ade4",
   "metadata": {},
   "source": [
    "### 4- Fitting Decision Tree model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d757ecac",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = DecisionTreeClassifier(\n",
    "    criterion='gini',\n",
    "    splitter='best',\n",
    "    max_depth=None,\n",
    "    min_samples_split=2,\n",
    "    min_samples_leaf=1,\n",
    "    min_weight_fraction_leaf=0.0,\n",
    "    max_features=None,\n",
    "    random_state=None,\n",
    "    max_leaf_nodes=None,\n",
    "    min_impurity_decrease=0.0,\n",
    "    class_weight=None,\n",
    "    ccp_alpha=0.0\n",
    ")\n",
    "\n",
    "hyperparameters = {\n",
    "    'max_depth': [i for i in range(1, 20)]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e9605202",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = GridSearchCV(\n",
    "    estimator=model,\n",
    "    param_grid=hyperparameters,\n",
    "    cv=5,\n",
    "    verbose=1,\n",
    "    n_jobs=-1  # Use all available CPU cores\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0c0f18ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 19 candidates, totalling 95 fits\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5, estimator=DecisionTreeClassifier(), n_jobs=-1,\n",
       "             param_grid={'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n",
       "                                       13, 14, 15, 16, 17, 18, 19]},\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(X=X_train, y=y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "763a23df",
   "metadata": {},
   "source": [
    "### 5- Extracting best performing model in the 5-fold cross-validation Grid Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0ebee9be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score on Validation set: \n",
      "\n",
      "0.9997926920510846\n",
      "---------------\n",
      "Best performing hyperparameters on Validation set: \n",
      "{'max_depth': 12}\n",
      "---------------\n",
      "DecisionTreeClassifier(max_depth=12)\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy score on Validation set: \\n\")\n",
    "print(clf.best_score_ )\n",
    "print(\"---------------\")\n",
    "print(\"Best performing hyperparameters on Validation set: \")\n",
    "print(clf.best_params_)\n",
    "print(\"---------------\")\n",
    "print(clf.best_estimator_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a7a4d4a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = clf.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "df438258",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=12)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd1c8b4f",
   "metadata": {},
   "source": [
    "### 6- Evaluating on Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d3f9dbc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c79758ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6b8d132",
   "metadata": {},
   "source": [
    "#### 6.1 Accuracy on Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7b5b7306",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9998241028021401\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test, predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de14cf43",
   "metadata": {},
   "source": [
    "#### 6.2 Confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2cd6b897",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[322446     47]\n",
      " [    25  86812]]\n"
     ]
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, predictions)\n",
    "print(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ade46133",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tamer/anaconda3/envs/cic-ids-2018/lib/python3.7/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function plot_confusion_matrix is deprecated; Function `plot_confusion_matrix` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: ConfusionMatrixDisplay.from_predictions or ConfusionMatrixDisplay.from_estimator.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7f4cbc10f8d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(model, X_test, y_test, cmap=\"cividis\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a75a7861",
   "metadata": {},
   "source": [
    "#### 6.3 Classification report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "26a71bb8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99992   0.99985   0.99989    322493\n",
      "           1    0.99946   0.99971   0.99959     86837\n",
      "\n",
      "    accuracy                        0.99982    409330\n",
      "   macro avg    0.99969   0.99978   0.99974    409330\n",
      "weighted avg    0.99982   0.99982   0.99982    409330\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, predictions, digits=5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10ee7ee",
   "metadata": {},
   "source": [
    "### 7- Saving model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "76d15e30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['trained_models/decision-tree-classifier.pkl']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(model, \"trained_models/decision-tree-classifier.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90ba716a",
   "metadata": {},
   "source": [
    "### 8- Testing loading model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c35a347e",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = joblib.load(\"trained_models/decision-tree-classifier.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cb27a860",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=12)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8e5c36a",
   "metadata": {},
   "source": [
    "### 9- Decision Tree Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3fbee8fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text text-anchor=\"middle\" x=\"3607.5\" y=\"-1062.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.033</text>\n",
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       "<text text-anchor=\"middle\" x=\"2897.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.022</text>\n",
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       "<text text-anchor=\"middle\" x=\"2136.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd Pkts/s &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2136.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.019</text>\n",
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       "<text text-anchor=\"middle\" x=\"2897.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.388</text>\n",
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       "<text text-anchor=\"middle\" x=\"1365.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
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       "<text text-anchor=\"middle\" x=\"683.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Flow IAT Min &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"683.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.004</text>\n",
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       "<text text-anchor=\"middle\" x=\"505.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd IAT Min &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"505.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.003</text>\n",
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       "<text text-anchor=\"middle\" x=\"210.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd Pkts/s &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"210.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.001</text>\n",
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       "<text text-anchor=\"middle\" x=\"505.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd IAT Tot &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"505.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.017</text>\n",
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       "<text text-anchor=\"middle\" x=\"210.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Flow IAT Mean &lt;= 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"387.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Subflow Fwd Byts &lt;= 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"578.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Init Fwd Win Byts &lt;= 0.004</text>\n",
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       "<text text-anchor=\"middle\" x=\"2018.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.147</text>\n",
       "<text text-anchor=\"middle\" x=\"2018.5\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11247</text>\n",
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       "<text text-anchor=\"middle\" x=\"4492.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.007</text>\n",
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       "<text text-anchor=\"middle\" x=\"4492.5\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15923</text>\n",
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       "<text text-anchor=\"middle\" x=\"4650.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd IAT Max &lt;= 0.004</text>\n",
       "<text text-anchor=\"middle\" x=\"4650.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.114</text>\n",
       "<text text-anchor=\"middle\" x=\"4650.5\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 993</text>\n",
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       "<text text-anchor=\"middle\" x=\"4633.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Flow IAT Std &lt;= 0.003</text>\n",
       "<text text-anchor=\"middle\" x=\"4633.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.291</text>\n",
       "<text text-anchor=\"middle\" x=\"4633.5\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 339</text>\n",
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       "<text text-anchor=\"middle\" x=\"4782.5\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4782.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 654</text>\n",
       "<text text-anchor=\"middle\" x=\"4782.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [654, 0]</text>\n",
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       "<text text-anchor=\"middle\" x=\"4484.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd IAT Max &lt;= 0.001</text>\n",
       "<text text-anchor=\"middle\" x=\"4484.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.014</text>\n",
       "<text text-anchor=\"middle\" x=\"4484.5\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 280</text>\n",
       "<text text-anchor=\"middle\" x=\"4484.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [278, 2]</text>\n",
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       "<text text-anchor=\"middle\" x=\"4662.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Bwd IAT Mean &lt;= 0.002</text>\n",
       "<text text-anchor=\"middle\" x=\"4662.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.033</text>\n",
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       "<text text-anchor=\"middle\" x=\"4662.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 58]</text>\n",
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       "<text text-anchor=\"middle\" x=\"4370.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"4370.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2]</text>\n",
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       "<text text-anchor=\"middle\" x=\"4491.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4491.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 278</text>\n",
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       "<title>155&#45;&gt;157</title>\n",
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       "<text text-anchor=\"middle\" x=\"5695.5\" y=\"-1077.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">URG Flag Cnt &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5695.5\" y=\"-1062.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.034</text>\n",
       "<text text-anchor=\"middle\" x=\"5695.5\" y=\"-1047.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 641015</text>\n",
       "<text text-anchor=\"middle\" x=\"5695.5\" y=\"-1032.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [630024, 10991]</text>\n",
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       "<title>158&#45;&gt;159</title>\n",
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       "<text text-anchor=\"middle\" x=\"6104.5\" y=\"-1077.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Init Fwd Win Byts &lt;= 0.413</text>\n",
       "<text text-anchor=\"middle\" x=\"6104.5\" y=\"-1062.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.442</text>\n",
       "<text text-anchor=\"middle\" x=\"6104.5\" y=\"-1047.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14710</text>\n",
       "<text text-anchor=\"middle\" x=\"6104.5\" y=\"-1032.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4851, 9859]</text>\n",
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       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">FIN Flag Cnt &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.013</text>\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 624192</text>\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [620137, 4055]</text>\n",
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       "<title>159&#45;&gt;160</title>\n",
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       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5878.5,-989 5698.5,-989 5698.5,-921 5878.5,-921 5878.5,-989\"/>\n",
       "<text text-anchor=\"middle\" x=\"5788.5\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Bwd Pkt Len Max &lt;= 0.103</text>\n",
       "<text text-anchor=\"middle\" x=\"5788.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.485</text>\n",
       "<text text-anchor=\"middle\" x=\"5788.5\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16823</text>\n",
       "<text text-anchor=\"middle\" x=\"5788.5\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [9887, 6936]</text>\n",
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       "<title>159&#45;&gt;205</title>\n",
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       "<title>161</title>\n",
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       "<text text-anchor=\"middle\" x=\"5448.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd Seg Size Avg &lt;= 0.018</text>\n",
       "<text text-anchor=\"middle\" x=\"5448.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.01</text>\n",
       "<text text-anchor=\"middle\" x=\"5448.5\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 623295</text>\n",
       "<text text-anchor=\"middle\" x=\"5448.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [620135, 3160]</text>\n",
       "</g>\n",
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       "<title>160&#45;&gt;161</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5552.0746,-920.9465C5537.8488,-911.3395 5522.2437,-900.8009 5507.5602,-890.8848\"/>\n",
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       "<title>202</title>\n",
       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5689.5,-885 5559.5,-885 5559.5,-817 5689.5,-817 5689.5,-885\"/>\n",
       "<text text-anchor=\"middle\" x=\"5624.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Active Min &lt;= 0.03</text>\n",
       "<text text-anchor=\"middle\" x=\"5624.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.004</text>\n",
       "<text text-anchor=\"middle\" x=\"5624.5\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 897</text>\n",
       "<text text-anchor=\"middle\" x=\"5624.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 895]</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;202 -->\n",
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       "<title>160&#45;&gt;202</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5609.7036,-920.9465C5611.451,-912.6863 5613.344,-903.7374 5615.1738,-895.0875\"/>\n",
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       "<title>162</title>\n",
       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5369.5,-781 5181.5,-781 5181.5,-713 5369.5,-713 5369.5,-781\"/>\n",
       "<text text-anchor=\"middle\" x=\"5275.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd Pkt Len Mean &lt;= 0.018</text>\n",
       "<text text-anchor=\"middle\" x=\"5275.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.243</text>\n",
       "<text text-anchor=\"middle\" x=\"5275.5\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 20451</text>\n",
       "<text text-anchor=\"middle\" x=\"5275.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17562, 2889]</text>\n",
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       "<g id=\"edge162\" class=\"edge\">\n",
       "<title>161&#45;&gt;162</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5391.8533,-816.9465C5375.5737,-807.1599 5357.686,-796.4066 5340.923,-786.3294\"/>\n",
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       "<title>171</title>\n",
       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5551,-781 5388,-781 5388,-713 5551,-713 5551,-781\"/>\n",
       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd IAT Mean &lt;= 0.166</text>\n",
       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.001</text>\n",
       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 602844</text>\n",
       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [602573, 271]</text>\n",
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       "<!-- 161&#45;&gt;171 -->\n",
       "<g id=\"edge171\" class=\"edge\">\n",
       "<title>161&#45;&gt;171</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5455.3762,-816.9465C5457.0441,-808.6863 5458.8511,-799.7374 5460.5977,-791.0875\"/>\n",
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       "<title>163</title>\n",
       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5206.5,-677 5032.5,-677 5032.5,-609 5206.5,-609 5206.5,-677\"/>\n",
       "<text text-anchor=\"middle\" x=\"5119.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Bwd Pkt Len Std &lt;= 0.753</text>\n",
       "<text text-anchor=\"middle\" x=\"5119.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5119.5\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17566</text>\n",
       "<text text-anchor=\"middle\" x=\"5119.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17562, 4]</text>\n",
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       "<!-- 162&#45;&gt;163 -->\n",
       "<g id=\"edge163\" class=\"edge\">\n",
       "<title>162&#45;&gt;163</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5224.4198,-712.9465C5210.0092,-703.3395 5194.2014,-692.8009 5179.3272,-682.8848\"/>\n",
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       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5342,-669.5 5225,-669.5 5225,-616.5 5342,-616.5 5342,-669.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5283.5\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5283.5\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2885</text>\n",
       "<text text-anchor=\"middle\" x=\"5283.5\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2885]</text>\n",
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       "<title>162&#45;&gt;170</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5278.1195,-712.9465C5278.9414,-702.2621 5279.8519,-690.4254 5280.6866,-679.5742\"/>\n",
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       "<title>164</title>\n",
       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5057,-573 4916,-573 4916,-505 5057,-505 5057,-573\"/>\n",
       "<text text-anchor=\"middle\" x=\"4986.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">RST Flag Cnt &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"4986.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4986.5\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17564</text>\n",
       "<text text-anchor=\"middle\" x=\"4986.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17562, 2]</text>\n",
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       "<!-- 163&#45;&gt;164 -->\n",
       "<g id=\"edge164\" class=\"edge\">\n",
       "<title>163&#45;&gt;164</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5075.9508,-608.9465C5063.8946,-599.519 5050.6911,-589.1946 5038.2184,-579.4415\"/>\n",
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       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5170,-565.5 5075,-565.5 5075,-512.5 5170,-512.5 5170,-565.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5122.5\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5122.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5122.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2]</text>\n",
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       "<title>163&#45;&gt;169</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5120.4823,-608.9465C5120.7905,-598.2621 5121.132,-586.4254 5121.445,-575.5742\"/>\n",
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       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 17440</text>\n",
       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [17440, 0]</text>\n",
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       "<g id=\"edge165\" class=\"edge\">\n",
       "<title>164&#45;&gt;165</title>\n",
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       "<text text-anchor=\"middle\" x=\"4988.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Fwd Pkt Len Max &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4988.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.032</text>\n",
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       "<g id=\"edge166\" class=\"edge\">\n",
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       "<text text-anchor=\"middle\" x=\"4867.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4867.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<g id=\"edge167\" class=\"edge\">\n",
       "<title>166&#45;&gt;167</title>\n",
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       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Idle Mean &lt;= 0.536</text>\n",
       "<text text-anchor=\"middle\" x=\"5469.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"5616.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.067</text>\n",
       "<text text-anchor=\"middle\" x=\"5616.5\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 576</text>\n",
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       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Init Bwd Win Byts &lt;= 0.03</text>\n",
       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.02</text>\n",
       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4277</text>\n",
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       "<text text-anchor=\"middle\" x=\"5477.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Idle Mean &lt;= 0.507</text>\n",
       "<text text-anchor=\"middle\" x=\"5477.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5477.5\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 597426</text>\n",
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       "<text text-anchor=\"middle\" x=\"5132.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">RST Flag Cnt &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5132.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.001</text>\n",
       "<text text-anchor=\"middle\" x=\"5132.5\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4169</text>\n",
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       "<polygon fill=\"none\" stroke=\"#000000\" points=\"5347.5,-365 5225.5,-365 5225.5,-297 5347.5,-297 5347.5,-365\"/>\n",
       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Active Min &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.471</text>\n",
       "<text text-anchor=\"middle\" x=\"5286.5\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 108</text>\n",
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       "<title>174&#45;&gt;180</title>\n",
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       "<text text-anchor=\"middle\" x=\"4928.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4928.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4001</text>\n",
       "<text text-anchor=\"middle\" x=\"4928.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [4001, 0]</text>\n",
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       "<title>177</title>\n",
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       "<text text-anchor=\"middle\" x=\"5088.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">Subflow Fwd Byts &lt;= 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5088.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.024</text>\n",
       "<text text-anchor=\"middle\" x=\"5088.5\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 168</text>\n",
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       "<text text-anchor=\"middle\" x=\"5027.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5027.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 2]</text>\n",
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       "<text text-anchor=\"middle\" x=\"5148.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 166</text>\n",
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    "dot_data = tree.export_graphviz(\n",
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     "execution_count": 33,
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