CICIDS2017.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CICIDS2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gerekli olan kütüphanelerin eklenmesi:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import LabelEncoder, Imputer,MinMaxScaler\n",
    "from sklearn.model_selection import train_test_split,cross_val_score\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import confusion_matrix,accuracy_score,precision_recall_fscore_support\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.svm import SVC \n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense \n",
    "from keras.optimizers import Adam\n",
    "from keras.utils.np_utils import to_categorical\n",
    "from sklearn.ensemble import RandomForestRegressor\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "İlk olarak elimde bulunan datasette kullanmak istediğim saldırı türlerini belirledim. Bu saldırı türleri DoS DDoS ve Port Scan.\n",
    "Datasetten bu üç saldırı trafiğini ve BENIGN(İyi huylu) trafiğini kapsayan bir .csv dosyası oluşturdum.\n",
    "Dataset dosyasından verinin okunması,DoS saldırılarının birleştirilmesi,gürültünün azaltılması, NaN değerlerin bulunup column ortalamasının atanması ,veri tiplerinin int64 ve float64 yapılma aşaması:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('combined2.csv')\n",
    "df_value=df[' Label'].value_counts()\n",
    "df[' Label']=df[' Label'].apply({'DoS Hulk':'DoS', 'DoS GoldenEye':'DoS','DoS Slowhttptest':'DoS','DoS slowloris':'DoS' ,'BENIGN':'BENIGN' ,'DDoS':'DDoS', 'PortScan':'PortScan'}.get)\n",
    "df2=df.drop_duplicates() \n",
    "df2_value=df2[' Label'].value_counts()\n",
    "datatype=df2.dtypes # veritiplerine bakılarak object olarak algılanan numeric attributelaerin float64 yapılması\n",
    "df2['Flow Bytes/s']=df2['Flow Bytes/s'].astype('float64')\n",
    "df2[' Flow Packets/s']=df2[' Flow Packets/s'].astype('float64')\n",
    "NaN_values=df2.isnull().sum() #gürültü azaldıktan sonra NaN değere sahip attributun tespit edilmesi\n",
    "df2['Flow Bytes/s'].fillna(df2['Flow Bytes/s'].mean(),inplace=True)#'Flow Bytes/s' attributenin ortalama ile Nan değerlerinin doldurulması.\n",
    "print('Datasetin ilk okunduğu hali: \\n',df_value)\n",
    "print('Datasetin ilk (row,Column) sayısı: {} '.format(df.shape))\n",
    "print('Datasetin Labelindeki DoS daldırılarının birleştirilmesi ve gürültünün azaltılması:\\n',df2_value)\n",
    "print('Datasetin son (row,Column) sayısı: {} '.format(df2.shape))\n",
    "#pd.options.mode.chained_assignment = None "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Datasetin son halinin .csv formatına getirilmesi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "df2.to_csv('dataset.csv', sep=',', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bundan sonraki adımlarda yeni oluşturmuş olduğum dataset.csv dosyasını okuyarak devam ettim."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## dataset.csv dosyası ile yaptıklarım"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### dataset.csv dosyasının okunması , datasetin görüntülenmesi:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Destination Port</th>\n",
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       "      <td>BENIGN</td>\n",
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       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>53526</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53526</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>53527</td>\n",
       "      <td>239</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53528</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>53527</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>55035</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>31</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>131.521861</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>55275</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>6</td>\n",
       "      <td>84.666667</td>\n",
       "      <td>115.283708</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>55277</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8850</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43248</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8678</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>55063</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55203</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</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>1042527</th>\n",
       "      <td>53</td>\n",
       "      <td>61685</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>254</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042528</th>\n",
       "      <td>51621</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042529</th>\n",
       "      <td>53</td>\n",
       "      <td>213</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>264</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042530</th>\n",
       "      <td>53</td>\n",
       "      <td>181</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>88</td>\n",
       "      <td>344</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042531</th>\n",
       "      <td>54714</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042532</th>\n",
       "      <td>53</td>\n",
       "      <td>534</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>178</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042533</th>\n",
       "      <td>37907</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042534</th>\n",
       "      <td>46098</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>21.920310</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042535</th>\n",
       "      <td>53</td>\n",
       "      <td>257644</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>228</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042536</th>\n",
       "      <td>80</td>\n",
       "      <td>11509095</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>369</td>\n",
       "      <td>11632</td>\n",
       "      <td>369</td>\n",
       "      <td>0</td>\n",
       "      <td>46.125000</td>\n",
       "      <td>130.461201</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>914.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>914</td>\n",
       "      <td>914</td>\n",
       "      <td>6504954.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6504954</td>\n",
       "      <td>6504954</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042537</th>\n",
       "      <td>54901</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042538</th>\n",
       "      <td>53379</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042539</th>\n",
       "      <td>56736</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042540</th>\n",
       "      <td>53</td>\n",
       "      <td>161</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>114</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042541</th>\n",
       "      <td>53</td>\n",
       "      <td>212</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>84</td>\n",
       "      <td>162</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042542</th>\n",
       "      <td>58891</td>\n",
       "      <td>23388</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042543</th>\n",
       "      <td>49032</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042544</th>\n",
       "      <td>53</td>\n",
       "      <td>24386</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>484</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042545</th>\n",
       "      <td>443</td>\n",
       "      <td>392</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042546</th>\n",
       "      <td>53</td>\n",
       "      <td>247</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>426</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042547</th>\n",
       "      <td>53</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>114</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042548</th>\n",
       "      <td>35450</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042549</th>\n",
       "      <td>53</td>\n",
       "      <td>46982</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>446</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042550</th>\n",
       "      <td>80</td>\n",
       "      <td>11512230</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>672</td>\n",
       "      <td>3525</td>\n",
       "      <td>672</td>\n",
       "      <td>0</td>\n",
       "      <td>134.400000</td>\n",
       "      <td>300.527536</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>821.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>821</td>\n",
       "      <td>821</td>\n",
       "      <td>6506213.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6506213</td>\n",
       "      <td>6506213</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042551</th>\n",
       "      <td>49346</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042552</th>\n",
       "      <td>53</td>\n",
       "      <td>32215</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>152</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042553</th>\n",
       "      <td>53</td>\n",
       "      <td>324</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>84</td>\n",
       "      <td>362</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042554</th>\n",
       "      <td>58030</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>21.920310</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042555</th>\n",
       "      <td>53</td>\n",
       "      <td>1048635</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>192</td>\n",
       "      <td>256</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042556</th>\n",
       "      <td>53</td>\n",
       "      <td>94939</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>226</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1042557 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Destination Port   Flow Duration   Total Fwd Packets  \\\n",
       "0                    54865               3                   2   \n",
       "1                    55054             109                   1   \n",
       "2                    55055              52                   1   \n",
       "3                    46236              34                   1   \n",
       "4                    54863               3                   2   \n",
       "5                    54871            1022                   2   \n",
       "6                    54925               4                   2   \n",
       "7                    54925              42                   1   \n",
       "8                     9282               4                   2   \n",
       "9                    55153               4                   2   \n",
       "10                   55143               3                   2   \n",
       "11                   55144               1                   2   \n",
       "12                   55145               4                   2   \n",
       "13                   55254               3                   3   \n",
       "14                   36206              54                   1   \n",
       "15                   53524               1                   2   \n",
       "16                   53524             154                   1   \n",
       "17                   53526               1                   2   \n",
       "18                   53526             118                   1   \n",
       "19                   53527             239                   1   \n",
       "20                   53528               1                   3   \n",
       "21                   53527               1                   2   \n",
       "22                   55035               4                   2   \n",
       "23                   55275               5                   3   \n",
       "24                   55277               4                   2   \n",
       "25                    8850               4                   3   \n",
       "26                   43248              54                   1   \n",
       "27                    8678              42                   3   \n",
       "28                   55063               4                   2   \n",
       "29                   55203               3                   2   \n",
       "...                    ...             ...                 ...   \n",
       "1042527                 53           61685                   2   \n",
       "1042528              51621              88                   1   \n",
       "1042529                 53             213                   2   \n",
       "1042530                 53             181                   2   \n",
       "1042531              54714               3                   1   \n",
       "1042532                 53             534                   2   \n",
       "1042533              37907              67                   1   \n",
       "1042534              46098              57                   2   \n",
       "1042535                 53          257644                   2   \n",
       "1042536                 80        11509095                   8   \n",
       "1042537              54901              49                   1   \n",
       "1042538              53379             198                   1   \n",
       "1042539              56736              15                   1   \n",
       "1042540                 53             161                   2   \n",
       "1042541                 53             212                   2   \n",
       "1042542              58891           23388                   2   \n",
       "1042543              49032              60                   1   \n",
       "1042544                 53           24386                   2   \n",
       "1042545                443             392                   3   \n",
       "1042546                 53             247                   2   \n",
       "1042547                 53             158                   2   \n",
       "1042548              35450              33                   1   \n",
       "1042549                 53           46982                   2   \n",
       "1042550                 80        11512230                   5   \n",
       "1042551              49346             145                   1   \n",
       "1042552                 53           32215                   4   \n",
       "1042553                 53             324                   2   \n",
       "1042554              58030              82                   2   \n",
       "1042555                 53         1048635                   6   \n",
       "1042556                 53           94939                   4   \n",
       "\n",
       "          Total Backward Packets  Total Length of Fwd Packets  \\\n",
       "0                              0                           12   \n",
       "1                              1                            6   \n",
       "2                              1                            6   \n",
       "3                              1                            6   \n",
       "4                              0                           12   \n",
       "5                              0                           12   \n",
       "6                              0                           12   \n",
       "7                              1                            6   \n",
       "8                              0                           12   \n",
       "9                              0                           37   \n",
       "10                             0                           37   \n",
       "11                             0                           37   \n",
       "12                             0                           37   \n",
       "13                             0                           43   \n",
       "14                             1                            0   \n",
       "15                             0                            0   \n",
       "16                             1                            0   \n",
       "17                             0                            0   \n",
       "18                             1                            0   \n",
       "19                             1                            0   \n",
       "20                             0                            0   \n",
       "21                             0                            0   \n",
       "22                             0                          248   \n",
       "23                             0                          254   \n",
       "24                             0                           12   \n",
       "25                             0                           43   \n",
       "26                             1                            0   \n",
       "27                             0                           43   \n",
       "28                             0                           37   \n",
       "29                             0                           37   \n",
       "...                          ...                          ...   \n",
       "1042527                        2                           62   \n",
       "1042528                        1                            0   \n",
       "1042529                        2                           60   \n",
       "1042530                        2                           88   \n",
       "1042531                        1                            6   \n",
       "1042532                        2                           58   \n",
       "1042533                        1                            6   \n",
       "1042534                        1                           31   \n",
       "1042535                        2                           74   \n",
       "1042536                        5                          369   \n",
       "1042537                        1                            6   \n",
       "1042538                        2                            0   \n",
       "1042539                        1                            6   \n",
       "1042540                        2                           82   \n",
       "1042541                        2                           84   \n",
       "1042542                        1                           12   \n",
       "1042543                        1                            0   \n",
       "1042544                        2                           68   \n",
       "1042545                        1                           18   \n",
       "1042546                        2                           74   \n",
       "1042547                        2                           82   \n",
       "1042548                        1                            0   \n",
       "1042549                        2                           58   \n",
       "1042550                        5                          672   \n",
       "1042551                        1                            0   \n",
       "1042552                        2                          112   \n",
       "1042553                        2                           84   \n",
       "1042554                        1                           31   \n",
       "1042555                        2                          192   \n",
       "1042556                        2                          188   \n",
       "\n",
       "          Total Length of Bwd Packets   Fwd Packet Length Max  \\\n",
       "0                                   0                       6   \n",
       "1                                   6                       6   \n",
       "2                                   6                       6   \n",
       "3                                   6                       6   \n",
       "4                                   0                       6   \n",
       "5                                   0                       6   \n",
       "6                                   0                       6   \n",
       "7                                   6                       6   \n",
       "8                                   0                       6   \n",
       "9                                   0                      31   \n",
       "10                                  0                      31   \n",
       "11                                  0                      31   \n",
       "12                                  0                      31   \n",
       "13                                  0                      31   \n",
       "14                                  0                       0   \n",
       "15                                  0                       0   \n",
       "16                                  0                       0   \n",
       "17                                  0                       0   \n",
       "18                                  0                       0   \n",
       "19                                  0                       0   \n",
       "20                                  0                       0   \n",
       "21                                  0                       0   \n",
       "22                                  0                     217   \n",
       "23                                  0                     217   \n",
       "24                                  0                       6   \n",
       "25                                  0                      31   \n",
       "26                                  0                       0   \n",
       "27                                  0                      31   \n",
       "28                                  0                      31   \n",
       "29                                  0                      31   \n",
       "...                               ...                     ...   \n",
       "1042527                           254                      31   \n",
       "1042528                             0                       0   \n",
       "1042529                           264                      30   \n",
       "1042530                           344                      44   \n",
       "1042531                             6                       6   \n",
       "1042532                           178                      29   \n",
       "1042533                             6                       6   \n",
       "1042534                             6                      31   \n",
       "1042535                           228                      37   \n",
       "1042536                         11632                     369   \n",
       "1042537                             6                       6   \n",
       "1042538                             0                       0   \n",
       "1042539                             6                       6   \n",
       "1042540                           114                      41   \n",
       "1042541                           162                      42   \n",
       "1042542                             6                       6   \n",
       "1042543                             0                       0   \n",
       "1042544                           484                      34   \n",
       "1042545                             6                       6   \n",
       "1042546                           426                      37   \n",
       "1042547                           114                      41   \n",
       "1042548                             0                       0   \n",
       "1042549                           446                      29   \n",
       "1042550                          3525                     672   \n",
       "1042551                             0                       0   \n",
       "1042552                           152                      28   \n",
       "1042553                           362                      42   \n",
       "1042554                             6                      31   \n",
       "1042555                           256                      32   \n",
       "1042556                           226                      47   \n",
       "\n",
       "          Fwd Packet Length Min   Fwd Packet Length Mean  \\\n",
       "0                             6                 6.000000   \n",
       "1                             6                 6.000000   \n",
       "2                             6                 6.000000   \n",
       "3                             6                 6.000000   \n",
       "4                             6                 6.000000   \n",
       "5                             6                 6.000000   \n",
       "6                             6                 6.000000   \n",
       "7                             6                 6.000000   \n",
       "8                             6                 6.000000   \n",
       "9                             6                18.500000   \n",
       "10                            6                18.500000   \n",
       "11                            6                18.500000   \n",
       "12                            6                18.500000   \n",
       "13                            6                14.333333   \n",
       "14                            0                 0.000000   \n",
       "15                            0                 0.000000   \n",
       "16                            0                 0.000000   \n",
       "17                            0                 0.000000   \n",
       "18                            0                 0.000000   \n",
       "19                            0                 0.000000   \n",
       "20                            0                 0.000000   \n",
       "21                            0                 0.000000   \n",
       "22                           31               124.000000   \n",
       "23                            6                84.666667   \n",
       "24                            6                 6.000000   \n",
       "25                            6                14.333333   \n",
       "26                            0                 0.000000   \n",
       "27                            6                14.333333   \n",
       "28                            6                18.500000   \n",
       "29                            6                18.500000   \n",
       "...                         ...                      ...   \n",
       "1042527                      31                31.000000   \n",
       "1042528                       0                 0.000000   \n",
       "1042529                      30                30.000000   \n",
       "1042530                      44                44.000000   \n",
       "1042531                       6                 6.000000   \n",
       "1042532                      29                29.000000   \n",
       "1042533                       6                 6.000000   \n",
       "1042534                       0                15.500000   \n",
       "1042535                      37                37.000000   \n",
       "1042536                       0                46.125000   \n",
       "1042537                       6                 6.000000   \n",
       "1042538                       0                 0.000000   \n",
       "1042539                       6                 6.000000   \n",
       "1042540                      41                41.000000   \n",
       "1042541                      42                42.000000   \n",
       "1042542                       6                 6.000000   \n",
       "1042543                       0                 0.000000   \n",
       "1042544                      34                34.000000   \n",
       "1042545                       6                 6.000000   \n",
       "1042546                      37                37.000000   \n",
       "1042547                      41                41.000000   \n",
       "1042548                       0                 0.000000   \n",
       "1042549                      29                29.000000   \n",
       "1042550                       0               134.400000   \n",
       "1042551                       0                 0.000000   \n",
       "1042552                      28                28.000000   \n",
       "1042553                      42                42.000000   \n",
       "1042554                       0                15.500000   \n",
       "1042555                      32                32.000000   \n",
       "1042556                      47                47.000000   \n",
       "\n",
       "          Fwd Packet Length Std   ...     min_seg_size_forward  Active Mean  \\\n",
       "0                      0.000000   ...                       20          0.0   \n",
       "1                      0.000000   ...                       20          0.0   \n",
       "2                      0.000000   ...                       20          0.0   \n",
       "3                      0.000000   ...                       20          0.0   \n",
       "4                      0.000000   ...                       20          0.0   \n",
       "5                      0.000000   ...                       20          0.0   \n",
       "6                      0.000000   ...                       20          0.0   \n",
       "7                      0.000000   ...                       20          0.0   \n",
       "8                      0.000000   ...                       20          0.0   \n",
       "9                     17.677670   ...                       20          0.0   \n",
       "10                    17.677670   ...                       20          0.0   \n",
       "11                    17.677670   ...                       20          0.0   \n",
       "12                    17.677670   ...                       20          0.0   \n",
       "13                    14.433757   ...                       20          0.0   \n",
       "14                     0.000000   ...                       32          0.0   \n",
       "15                     0.000000   ...                       32          0.0   \n",
       "16                     0.000000   ...                       32          0.0   \n",
       "17                     0.000000   ...                       32          0.0   \n",
       "18                     0.000000   ...                       32          0.0   \n",
       "19                     0.000000   ...                       32          0.0   \n",
       "20                     0.000000   ...                       32          0.0   \n",
       "21                     0.000000   ...                       32          0.0   \n",
       "22                   131.521861   ...                       20          0.0   \n",
       "23                   115.283708   ...                       20          0.0   \n",
       "24                     0.000000   ...                       20          0.0   \n",
       "25                    14.433757   ...                       20          0.0   \n",
       "26                     0.000000   ...                       32          0.0   \n",
       "27                    14.433757   ...                       20          0.0   \n",
       "28                    17.677670   ...                       20          0.0   \n",
       "29                    17.677670   ...                       20          0.0   \n",
       "...                         ...   ...                      ...          ...   \n",
       "1042527                0.000000   ...                       32          0.0   \n",
       "1042528                0.000000   ...                       32          0.0   \n",
       "1042529                0.000000   ...                       40          0.0   \n",
       "1042530                0.000000   ...                       32          0.0   \n",
       "1042531                0.000000   ...                       20          0.0   \n",
       "1042532                0.000000   ...                       32          0.0   \n",
       "1042533                0.000000   ...                       20          0.0   \n",
       "1042534               21.920310   ...                       32          0.0   \n",
       "1042535                0.000000   ...                       32          0.0   \n",
       "1042536              130.461201   ...                       32        914.0   \n",
       "1042537                0.000000   ...                       20          0.0   \n",
       "1042538                0.000000   ...                       32          0.0   \n",
       "1042539                0.000000   ...                       20          0.0   \n",
       "1042540                0.000000   ...                       32          0.0   \n",
       "1042541                0.000000   ...                       32          0.0   \n",
       "1042542                0.000000   ...                       20          0.0   \n",
       "1042543                0.000000   ...                       32          0.0   \n",
       "1042544                0.000000   ...                       20          0.0   \n",
       "1042545                0.000000   ...                       20          0.0   \n",
       "1042546                0.000000   ...                       32          0.0   \n",
       "1042547                0.000000   ...                       20          0.0   \n",
       "1042548                0.000000   ...                       32          0.0   \n",
       "1042549                0.000000   ...                       20          0.0   \n",
       "1042550              300.527536   ...                       32        821.0   \n",
       "1042551                0.000000   ...                       32          0.0   \n",
       "1042552                0.000000   ...                       20          0.0   \n",
       "1042553                0.000000   ...                       20          0.0   \n",
       "1042554               21.920310   ...                       32          0.0   \n",
       "1042555                0.000000   ...                       20          0.0   \n",
       "1042556                0.000000   ...                       20          0.0   \n",
       "\n",
       "          Active Std   Active Max   Active Min  Idle Mean   Idle Std  \\\n",
       "0                0.0            0            0        0.0        0.0   \n",
       "1                0.0            0            0        0.0        0.0   \n",
       "2                0.0            0            0        0.0        0.0   \n",
       "3                0.0            0            0        0.0        0.0   \n",
       "4                0.0            0            0        0.0        0.0   \n",
       "5                0.0            0            0        0.0        0.0   \n",
       "6                0.0            0            0        0.0        0.0   \n",
       "7                0.0            0            0        0.0        0.0   \n",
       "8                0.0            0            0        0.0        0.0   \n",
       "9                0.0            0            0        0.0        0.0   \n",
       "10               0.0            0            0        0.0        0.0   \n",
       "11               0.0            0            0        0.0        0.0   \n",
       "12               0.0            0            0        0.0        0.0   \n",
       "13               0.0            0            0        0.0        0.0   \n",
       "14               0.0            0            0        0.0        0.0   \n",
       "15               0.0            0            0        0.0        0.0   \n",
       "16               0.0            0            0        0.0        0.0   \n",
       "17               0.0            0            0        0.0        0.0   \n",
       "18               0.0            0            0        0.0        0.0   \n",
       "19               0.0            0            0        0.0        0.0   \n",
       "20               0.0            0            0        0.0        0.0   \n",
       "21               0.0            0            0        0.0        0.0   \n",
       "22               0.0            0            0        0.0        0.0   \n",
       "23               0.0            0            0        0.0        0.0   \n",
       "24               0.0            0            0        0.0        0.0   \n",
       "25               0.0            0            0        0.0        0.0   \n",
       "26               0.0            0            0        0.0        0.0   \n",
       "27               0.0            0            0        0.0        0.0   \n",
       "28               0.0            0            0        0.0        0.0   \n",
       "29               0.0            0            0        0.0        0.0   \n",
       "...              ...          ...          ...        ...        ...   \n",
       "1042527          0.0            0            0        0.0        0.0   \n",
       "1042528          0.0            0            0        0.0        0.0   \n",
       "1042529          0.0            0            0        0.0        0.0   \n",
       "1042530          0.0            0            0        0.0        0.0   \n",
       "1042531          0.0            0            0        0.0        0.0   \n",
       "1042532          0.0            0            0        0.0        0.0   \n",
       "1042533          0.0            0            0        0.0        0.0   \n",
       "1042534          0.0            0            0        0.0        0.0   \n",
       "1042535          0.0            0            0        0.0        0.0   \n",
       "1042536          0.0          914          914  6504954.0        0.0   \n",
       "1042537          0.0            0            0        0.0        0.0   \n",
       "1042538          0.0            0            0        0.0        0.0   \n",
       "1042539          0.0            0            0        0.0        0.0   \n",
       "1042540          0.0            0            0        0.0        0.0   \n",
       "1042541          0.0            0            0        0.0        0.0   \n",
       "1042542          0.0            0            0        0.0        0.0   \n",
       "1042543          0.0            0            0        0.0        0.0   \n",
       "1042544          0.0            0            0        0.0        0.0   \n",
       "1042545          0.0            0            0        0.0        0.0   \n",
       "1042546          0.0            0            0        0.0        0.0   \n",
       "1042547          0.0            0            0        0.0        0.0   \n",
       "1042548          0.0            0            0        0.0        0.0   \n",
       "1042549          0.0            0            0        0.0        0.0   \n",
       "1042550          0.0          821          821  6506213.0        0.0   \n",
       "1042551          0.0            0            0        0.0        0.0   \n",
       "1042552          0.0            0            0        0.0        0.0   \n",
       "1042553          0.0            0            0        0.0        0.0   \n",
       "1042554          0.0            0            0        0.0        0.0   \n",
       "1042555          0.0            0            0        0.0        0.0   \n",
       "1042556          0.0            0            0        0.0        0.0   \n",
       "\n",
       "          Idle Max   Idle Min   Label  \n",
       "0                0          0  BENIGN  \n",
       "1                0          0  BENIGN  \n",
       "2                0          0  BENIGN  \n",
       "3                0          0  BENIGN  \n",
       "4                0          0  BENIGN  \n",
       "5                0          0  BENIGN  \n",
       "6                0          0  BENIGN  \n",
       "7                0          0  BENIGN  \n",
       "8                0          0  BENIGN  \n",
       "9                0          0  BENIGN  \n",
       "10               0          0  BENIGN  \n",
       "11               0          0  BENIGN  \n",
       "12               0          0  BENIGN  \n",
       "13               0          0  BENIGN  \n",
       "14               0          0  BENIGN  \n",
       "15               0          0  BENIGN  \n",
       "16               0          0  BENIGN  \n",
       "17               0          0  BENIGN  \n",
       "18               0          0  BENIGN  \n",
       "19               0          0  BENIGN  \n",
       "20               0          0  BENIGN  \n",
       "21               0          0  BENIGN  \n",
       "22               0          0  BENIGN  \n",
       "23               0          0  BENIGN  \n",
       "24               0          0  BENIGN  \n",
       "25               0          0  BENIGN  \n",
       "26               0          0  BENIGN  \n",
       "27               0          0  BENIGN  \n",
       "28               0          0  BENIGN  \n",
       "29               0          0  BENIGN  \n",
       "...            ...        ...     ...  \n",
       "1042527          0          0  BENIGN  \n",
       "1042528          0          0  BENIGN  \n",
       "1042529          0          0  BENIGN  \n",
       "1042530          0          0  BENIGN  \n",
       "1042531          0          0  BENIGN  \n",
       "1042532          0          0  BENIGN  \n",
       "1042533          0          0  BENIGN  \n",
       "1042534          0          0  BENIGN  \n",
       "1042535          0          0  BENIGN  \n",
       "1042536    6504954    6504954     DoS  \n",
       "1042537          0          0  BENIGN  \n",
       "1042538          0          0  BENIGN  \n",
       "1042539          0          0  BENIGN  \n",
       "1042540          0          0  BENIGN  \n",
       "1042541          0          0  BENIGN  \n",
       "1042542          0          0  BENIGN  \n",
       "1042543          0          0  BENIGN  \n",
       "1042544          0          0  BENIGN  \n",
       "1042545          0          0  BENIGN  \n",
       "1042546          0          0  BENIGN  \n",
       "1042547          0          0  BENIGN  \n",
       "1042548          0          0  BENIGN  \n",
       "1042549          0          0  BENIGN  \n",
       "1042550    6506213    6506213     DoS  \n",
       "1042551          0          0  BENIGN  \n",
       "1042552          0          0  BENIGN  \n",
       "1042553          0          0  BENIGN  \n",
       "1042554          0          0  BENIGN  \n",
       "1042555          0          0  BENIGN  \n",
       "1042556          0          0  BENIGN  \n",
       "\n",
       "[1042557 rows x 79 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset=pd.read_csv('dataset.csv')\n",
    "dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Algoritmaların ikili gruplar halinde uygulanması (DoS,BENIGN),(DDoS,BENIGN)(PortScan,BENIGN);\n",
    "ilk olarak mevcut olan dataframeden belli Labellara sahip rowları alarak yeni dataframeler oluşturdum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DoS ve BENIGN içeren dataframe'in oluşturulması:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Destination Port</th>\n",
       "      <th>Flow Duration</th>\n",
       "      <th>Total Fwd Packets</th>\n",
       "      <th>Total Backward Packets</th>\n",
       "      <th>Total Length of Fwd Packets</th>\n",
       "      <th>Total Length of Bwd Packets</th>\n",
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       "      <th>Fwd Packet Length Mean</th>\n",
       "      <th>Fwd Packet Length Std</th>\n",
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       "      <th>min_seg_size_forward</th>\n",
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       "      <th>Active Max</th>\n",
       "      <th>Active Min</th>\n",
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       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55054</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>55055</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46236</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>54863</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54871</td>\n",
       "      <td>1022</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>54925</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>54925</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9282</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>55153</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>55143</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55144</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>55145</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>55254</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36206</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>53524</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>53524</td>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>53526</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53526</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>53527</td>\n",
       "      <td>239</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53528</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>53527</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>55035</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>31</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>131.521861</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>55275</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>6</td>\n",
       "      <td>84.666667</td>\n",
       "      <td>115.283708</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>55277</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8850</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43248</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8678</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>55063</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55203</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</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>1041960</th>\n",
       "      <td>80</td>\n",
       "      <td>11504741</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>403</td>\n",
       "      <td>11632</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>50.375000</td>\n",
       "      <td>142.482016</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>901.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>901</td>\n",
       "      <td>901</td>\n",
       "      <td>6500591.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6500591</td>\n",
       "      <td>6500591</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042015</th>\n",
       "      <td>80</td>\n",
       "      <td>11506296</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>634</td>\n",
       "      <td>11632</td>\n",
       "      <td>634</td>\n",
       "      <td>0</td>\n",
       "      <td>79.250000</td>\n",
       "      <td>224.152850</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>788.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>788</td>\n",
       "      <td>788</td>\n",
       "      <td>6502344.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6502344</td>\n",
       "      <td>6502344</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042023</th>\n",
       "      <td>80</td>\n",
       "      <td>11504219</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>336</td>\n",
       "      <td>3525</td>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>67.200000</td>\n",
       "      <td>150.263768</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>910.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>910</td>\n",
       "      <td>910</td>\n",
       "      <td>6501924.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6501924</td>\n",
       "      <td>6501924</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042028</th>\n",
       "      <td>80</td>\n",
       "      <td>11506274</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>410</td>\n",
       "      <td>11632</td>\n",
       "      <td>410</td>\n",
       "      <td>0</td>\n",
       "      <td>51.250000</td>\n",
       "      <td>144.956890</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>947.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>947</td>\n",
       "      <td>947</td>\n",
       "      <td>6500478.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6500478</td>\n",
       "      <td>6500478</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042047</th>\n",
       "      <td>80</td>\n",
       "      <td>11503105</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>340</td>\n",
       "      <td>11632</td>\n",
       "      <td>340</td>\n",
       "      <td>0</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>120.208153</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>931.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>931</td>\n",
       "      <td>931</td>\n",
       "      <td>6499410.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6499410</td>\n",
       "      <td>6499410</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042057</th>\n",
       "      <td>80</td>\n",
       "      <td>11504291</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>348</td>\n",
       "      <td>3525</td>\n",
       "      <td>348</td>\n",
       "      <td>0</td>\n",
       "      <td>69.600000</td>\n",
       "      <td>155.630331</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>922.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>922</td>\n",
       "      <td>922</td>\n",
       "      <td>6500661.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6500661</td>\n",
       "      <td>6500661</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042072</th>\n",
       "      <td>80</td>\n",
       "      <td>11508795</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>382</td>\n",
       "      <td>11632</td>\n",
       "      <td>382</td>\n",
       "      <td>0</td>\n",
       "      <td>47.750000</td>\n",
       "      <td>135.057395</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>887.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>887</td>\n",
       "      <td>887</td>\n",
       "      <td>6502817.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6502817</td>\n",
       "      <td>6502817</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042122</th>\n",
       "      <td>80</td>\n",
       "      <td>11507323</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>610</td>\n",
       "      <td>11632</td>\n",
       "      <td>610</td>\n",
       "      <td>0</td>\n",
       "      <td>76.250000</td>\n",
       "      <td>215.667568</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>821.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>821</td>\n",
       "      <td>821</td>\n",
       "      <td>6501660.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6501660</td>\n",
       "      <td>6501660</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042137</th>\n",
       "      <td>80</td>\n",
       "      <td>11507815</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>403</td>\n",
       "      <td>11632</td>\n",
       "      <td>403</td>\n",
       "      <td>0</td>\n",
       "      <td>57.571429</td>\n",
       "      <td>152.319683</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>870.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>6501855.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6501855</td>\n",
       "      <td>6501855</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042147</th>\n",
       "      <td>80</td>\n",
       "      <td>11505285</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>362</td>\n",
       "      <td>11632</td>\n",
       "      <td>362</td>\n",
       "      <td>0</td>\n",
       "      <td>45.250000</td>\n",
       "      <td>127.986327</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>894.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>894</td>\n",
       "      <td>894</td>\n",
       "      <td>6501307.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6501307</td>\n",
       "      <td>6501307</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042165</th>\n",
       "      <td>80</td>\n",
       "      <td>11509769</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>441</td>\n",
       "      <td>3525</td>\n",
       "      <td>441</td>\n",
       "      <td>0</td>\n",
       "      <td>88.200000</td>\n",
       "      <td>197.221196</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>887.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>887</td>\n",
       "      <td>887</td>\n",
       "      <td>6503814.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6503814</td>\n",
       "      <td>6503814</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042209</th>\n",
       "      <td>80</td>\n",
       "      <td>11503940</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>590</td>\n",
       "      <td>11632</td>\n",
       "      <td>590</td>\n",
       "      <td>0</td>\n",
       "      <td>73.750000</td>\n",
       "      <td>208.596500</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>857.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>857</td>\n",
       "      <td>857</td>\n",
       "      <td>6501449.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6501449</td>\n",
       "      <td>6501449</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042210</th>\n",
       "      <td>80</td>\n",
       "      <td>11502682</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>495</td>\n",
       "      <td>11632</td>\n",
       "      <td>495</td>\n",
       "      <td>0</td>\n",
       "      <td>61.875000</td>\n",
       "      <td>175.008928</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>740.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>740</td>\n",
       "      <td>740</td>\n",
       "      <td>6500545.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6500545</td>\n",
       "      <td>6500545</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042218</th>\n",
       "      <td>80</td>\n",
       "      <td>11500965</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>296</td>\n",
       "      <td>11632</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>42.285714</td>\n",
       "      <td>111.877484</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>870.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>6498892.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6498892</td>\n",
       "      <td>6498892</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042254</th>\n",
       "      <td>80</td>\n",
       "      <td>11501780</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>375</td>\n",
       "      <td>11632</td>\n",
       "      <td>375</td>\n",
       "      <td>0</td>\n",
       "      <td>53.571429</td>\n",
       "      <td>141.736677</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>880.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>880</td>\n",
       "      <td>880</td>\n",
       "      <td>6499656.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6499656</td>\n",
       "      <td>6499656</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042274</th>\n",
       "      <td>80</td>\n",
       "      <td>11500889</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>392</td>\n",
       "      <td>11632</td>\n",
       "      <td>392</td>\n",
       "      <td>0</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>148.162073</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>914.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>914</td>\n",
       "      <td>914</td>\n",
       "      <td>6497617.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6497617</td>\n",
       "      <td>6497617</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042290</th>\n",
       "      <td>80</td>\n",
       "      <td>11502074</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>399</td>\n",
       "      <td>11632</td>\n",
       "      <td>399</td>\n",
       "      <td>0</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>150.807825</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>927.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>927</td>\n",
       "      <td>927</td>\n",
       "      <td>6498602.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6498602</td>\n",
       "      <td>6498602</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042296</th>\n",
       "      <td>80</td>\n",
       "      <td>11505324</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>423</td>\n",
       "      <td>3525</td>\n",
       "      <td>423</td>\n",
       "      <td>0</td>\n",
       "      <td>105.750000</td>\n",
       "      <td>211.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>933.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>933</td>\n",
       "      <td>933</td>\n",
       "      <td>6499338.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6499338</td>\n",
       "      <td>6499338</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042305</th>\n",
       "      <td>80</td>\n",
       "      <td>11506361</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>388</td>\n",
       "      <td>3525</td>\n",
       "      <td>388</td>\n",
       "      <td>0</td>\n",
       "      <td>77.600000</td>\n",
       "      <td>173.518875</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>843.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>843</td>\n",
       "      <td>843</td>\n",
       "      <td>6500458.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6500458</td>\n",
       "      <td>6500458</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042330</th>\n",
       "      <td>80</td>\n",
       "      <td>11511367</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>278</td>\n",
       "      <td>11632</td>\n",
       "      <td>278</td>\n",
       "      <td>0</td>\n",
       "      <td>34.750000</td>\n",
       "      <td>98.287843</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>874.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>874</td>\n",
       "      <td>874</td>\n",
       "      <td>6506529.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6506529</td>\n",
       "      <td>6506529</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042393</th>\n",
       "      <td>80</td>\n",
       "      <td>11510135</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>530</td>\n",
       "      <td>3525</td>\n",
       "      <td>530</td>\n",
       "      <td>0</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>237.023206</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>944.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>944</td>\n",
       "      <td>944</td>\n",
       "      <td>6505903.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6505903</td>\n",
       "      <td>6505903</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042427</th>\n",
       "      <td>80</td>\n",
       "      <td>11508905</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>584</td>\n",
       "      <td>11632</td>\n",
       "      <td>584</td>\n",
       "      <td>0</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>206.475180</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>989.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>989</td>\n",
       "      <td>989</td>\n",
       "      <td>6504193.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6504193</td>\n",
       "      <td>6504193</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042432</th>\n",
       "      <td>80</td>\n",
       "      <td>11507694</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>450</td>\n",
       "      <td>3525</td>\n",
       "      <td>450</td>\n",
       "      <td>0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>201.246118</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>893.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>893</td>\n",
       "      <td>893</td>\n",
       "      <td>6503640.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6503640</td>\n",
       "      <td>6503640</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042447</th>\n",
       "      <td>80</td>\n",
       "      <td>11514480</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>436</td>\n",
       "      <td>11632</td>\n",
       "      <td>436</td>\n",
       "      <td>0</td>\n",
       "      <td>54.500000</td>\n",
       "      <td>154.149278</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>897.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>897</td>\n",
       "      <td>897</td>\n",
       "      <td>6509268.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6509268</td>\n",
       "      <td>6509268</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042459</th>\n",
       "      <td>80</td>\n",
       "      <td>11507707</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>416</td>\n",
       "      <td>11632</td>\n",
       "      <td>416</td>\n",
       "      <td>0</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>147.078211</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>897.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>897</td>\n",
       "      <td>897</td>\n",
       "      <td>6503122.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6503122</td>\n",
       "      <td>6503122</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042461</th>\n",
       "      <td>80</td>\n",
       "      <td>11512204</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>326</td>\n",
       "      <td>11632</td>\n",
       "      <td>326</td>\n",
       "      <td>0</td>\n",
       "      <td>40.750000</td>\n",
       "      <td>115.258405</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>892.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>892</td>\n",
       "      <td>892</td>\n",
       "      <td>6507197.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6507197</td>\n",
       "      <td>6507197</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042468</th>\n",
       "      <td>80</td>\n",
       "      <td>11513325</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>471</td>\n",
       "      <td>3525</td>\n",
       "      <td>471</td>\n",
       "      <td>0</td>\n",
       "      <td>94.200000</td>\n",
       "      <td>210.637604</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>918.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>918</td>\n",
       "      <td>918</td>\n",
       "      <td>6508582.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6508582</td>\n",
       "      <td>6508582</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042507</th>\n",
       "      <td>80</td>\n",
       "      <td>11509201</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>314</td>\n",
       "      <td>11632</td>\n",
       "      <td>314</td>\n",
       "      <td>0</td>\n",
       "      <td>44.857143</td>\n",
       "      <td>118.680845</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>899.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>899</td>\n",
       "      <td>899</td>\n",
       "      <td>6503248.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6503248</td>\n",
       "      <td>6503248</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042536</th>\n",
       "      <td>80</td>\n",
       "      <td>11509095</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>369</td>\n",
       "      <td>11632</td>\n",
       "      <td>369</td>\n",
       "      <td>0</td>\n",
       "      <td>46.125000</td>\n",
       "      <td>130.461201</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>914.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>914</td>\n",
       "      <td>914</td>\n",
       "      <td>6504954.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6504954</td>\n",
       "      <td>6504954</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042550</th>\n",
       "      <td>80</td>\n",
       "      <td>11512230</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>672</td>\n",
       "      <td>3525</td>\n",
       "      <td>672</td>\n",
       "      <td>0</td>\n",
       "      <td>134.400000</td>\n",
       "      <td>300.527536</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>821.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>821</td>\n",
       "      <td>821</td>\n",
       "      <td>6506213.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6506213</td>\n",
       "      <td>6506213</td>\n",
       "      <td>DoS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>823716 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Destination Port   Flow Duration   Total Fwd Packets  \\\n",
       "0                    54865               3                   2   \n",
       "1                    55054             109                   1   \n",
       "2                    55055              52                   1   \n",
       "3                    46236              34                   1   \n",
       "4                    54863               3                   2   \n",
       "5                    54871            1022                   2   \n",
       "6                    54925               4                   2   \n",
       "7                    54925              42                   1   \n",
       "8                     9282               4                   2   \n",
       "9                    55153               4                   2   \n",
       "10                   55143               3                   2   \n",
       "11                   55144               1                   2   \n",
       "12                   55145               4                   2   \n",
       "13                   55254               3                   3   \n",
       "14                   36206              54                   1   \n",
       "15                   53524               1                   2   \n",
       "16                   53524             154                   1   \n",
       "17                   53526               1                   2   \n",
       "18                   53526             118                   1   \n",
       "19                   53527             239                   1   \n",
       "20                   53528               1                   3   \n",
       "21                   53527               1                   2   \n",
       "22                   55035               4                   2   \n",
       "23                   55275               5                   3   \n",
       "24                   55277               4                   2   \n",
       "25                    8850               4                   3   \n",
       "26                   43248              54                   1   \n",
       "27                    8678              42                   3   \n",
       "28                   55063               4                   2   \n",
       "29                   55203               3                   2   \n",
       "...                    ...             ...                 ...   \n",
       "1041960                 80        11504741                   8   \n",
       "1042015                 80        11506296                   8   \n",
       "1042023                 80        11504219                   5   \n",
       "1042028                 80        11506274                   8   \n",
       "1042047                 80        11503105                   8   \n",
       "1042057                 80        11504291                   5   \n",
       "1042072                 80        11508795                   8   \n",
       "1042122                 80        11507323                   8   \n",
       "1042137                 80        11507815                   7   \n",
       "1042147                 80        11505285                   8   \n",
       "1042165                 80        11509769                   5   \n",
       "1042209                 80        11503940                   8   \n",
       "1042210                 80        11502682                   8   \n",
       "1042218                 80        11500965                   7   \n",
       "1042254                 80        11501780                   7   \n",
       "1042274                 80        11500889                   7   \n",
       "1042290                 80        11502074                   7   \n",
       "1042296                 80        11505324                   4   \n",
       "1042305                 80        11506361                   5   \n",
       "1042330                 80        11511367                   8   \n",
       "1042393                 80        11510135                   5   \n",
       "1042427                 80        11508905                   8   \n",
       "1042432                 80        11507694                   5   \n",
       "1042447                 80        11514480                   8   \n",
       "1042459                 80        11507707                   8   \n",
       "1042461                 80        11512204                   8   \n",
       "1042468                 80        11513325                   5   \n",
       "1042507                 80        11509201                   7   \n",
       "1042536                 80        11509095                   8   \n",
       "1042550                 80        11512230                   5   \n",
       "\n",
       "          Total Backward Packets  Total Length of Fwd Packets  \\\n",
       "0                              0                           12   \n",
       "1                              1                            6   \n",
       "2                              1                            6   \n",
       "3                              1                            6   \n",
       "4                              0                           12   \n",
       "5                              0                           12   \n",
       "6                              0                           12   \n",
       "7                              1                            6   \n",
       "8                              0                           12   \n",
       "9                              0                           37   \n",
       "10                             0                           37   \n",
       "11                             0                           37   \n",
       "12                             0                           37   \n",
       "13                             0                           43   \n",
       "14                             1                            0   \n",
       "15                             0                            0   \n",
       "16                             1                            0   \n",
       "17                             0                            0   \n",
       "18                             1                            0   \n",
       "19                             1                            0   \n",
       "20                             0                            0   \n",
       "21                             0                            0   \n",
       "22                             0                          248   \n",
       "23                             0                          254   \n",
       "24                             0                           12   \n",
       "25                             0                           43   \n",
       "26                             1                            0   \n",
       "27                             0                           43   \n",
       "28                             0                           37   \n",
       "29                             0                           37   \n",
       "...                          ...                          ...   \n",
       "1041960                        5                          403   \n",
       "1042015                        6                          634   \n",
       "1042023                        5                          336   \n",
       "1042028                        5                          410   \n",
       "1042047                        4                          340   \n",
       "1042057                        5                          348   \n",
       "1042072                        5                          382   \n",
       "1042122                        6                          610   \n",
       "1042137                        5                          403   \n",
       "1042147                        5                          362   \n",
       "1042165                        5                          441   \n",
       "1042209                        6                          590   \n",
       "1042210                        6                          495   \n",
       "1042218                        5                          296   \n",
       "1042254                        5                          375   \n",
       "1042274                        5                          392   \n",
       "1042290                        5                          399   \n",
       "1042296                        4                          423   \n",
       "1042305                        5                          388   \n",
       "1042330                        6                          278   \n",
       "1042393                        5                          530   \n",
       "1042427                        4                          584   \n",
       "1042432                        4                          450   \n",
       "1042447                        6                          436   \n",
       "1042459                        6                          416   \n",
       "1042461                        5                          326   \n",
       "1042468                        5                          471   \n",
       "1042507                        6                          314   \n",
       "1042536                        5                          369   \n",
       "1042550                        5                          672   \n",
       "\n",
       "          Total Length of Bwd Packets   Fwd Packet Length Max  \\\n",
       "0                                   0                       6   \n",
       "1                                   6                       6   \n",
       "2                                   6                       6   \n",
       "3                                   6                       6   \n",
       "4                                   0                       6   \n",
       "5                                   0                       6   \n",
       "6                                   0                       6   \n",
       "7                                   6                       6   \n",
       "8                                   0                       6   \n",
       "9                                   0                      31   \n",
       "10                                  0                      31   \n",
       "11                                  0                      31   \n",
       "12                                  0                      31   \n",
       "13                                  0                      31   \n",
       "14                                  0                       0   \n",
       "15                                  0                       0   \n",
       "16                                  0                       0   \n",
       "17                                  0                       0   \n",
       "18                                  0                       0   \n",
       "19                                  0                       0   \n",
       "20                                  0                       0   \n",
       "21                                  0                       0   \n",
       "22                                  0                     217   \n",
       "23                                  0                     217   \n",
       "24                                  0                       6   \n",
       "25                                  0                      31   \n",
       "26                                  0                       0   \n",
       "27                                  0                      31   \n",
       "28                                  0                      31   \n",
       "29                                  0                      31   \n",
       "...                               ...                     ...   \n",
       "1041960                         11632                     403   \n",
       "1042015                         11632                     634   \n",
       "1042023                          3525                     336   \n",
       "1042028                         11632                     410   \n",
       "1042047                         11632                     340   \n",
       "1042057                          3525                     348   \n",
       "1042072                         11632                     382   \n",
       "1042122                         11632                     610   \n",
       "1042137                         11632                     403   \n",
       "1042147                         11632                     362   \n",
       "1042165                          3525                     441   \n",
       "1042209                         11632                     590   \n",
       "1042210                         11632                     495   \n",
       "1042218                         11632                     296   \n",
       "1042254                         11632                     375   \n",
       "1042274                         11632                     392   \n",
       "1042290                         11632                     399   \n",
       "1042296                          3525                     423   \n",
       "1042305                          3525                     388   \n",
       "1042330                         11632                     278   \n",
       "1042393                          3525                     530   \n",
       "1042427                         11632                     584   \n",
       "1042432                          3525                     450   \n",
       "1042447                         11632                     436   \n",
       "1042459                         11632                     416   \n",
       "1042461                         11632                     326   \n",
       "1042468                          3525                     471   \n",
       "1042507                         11632                     314   \n",
       "1042536                         11632                     369   \n",
       "1042550                          3525                     672   \n",
       "\n",
       "          Fwd Packet Length Min   Fwd Packet Length Mean  \\\n",
       "0                             6                 6.000000   \n",
       "1                             6                 6.000000   \n",
       "2                             6                 6.000000   \n",
       "3                             6                 6.000000   \n",
       "4                             6                 6.000000   \n",
       "5                             6                 6.000000   \n",
       "6                             6                 6.000000   \n",
       "7                             6                 6.000000   \n",
       "8                             6                 6.000000   \n",
       "9                             6                18.500000   \n",
       "10                            6                18.500000   \n",
       "11                            6                18.500000   \n",
       "12                            6                18.500000   \n",
       "13                            6                14.333333   \n",
       "14                            0                 0.000000   \n",
       "15                            0                 0.000000   \n",
       "16                            0                 0.000000   \n",
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       "20                            0                 0.000000   \n",
       "21                            0                 0.000000   \n",
       "22                           31               124.000000   \n",
       "23                            6                84.666667   \n",
       "24                            6                 6.000000   \n",
       "25                            6                14.333333   \n",
       "26                            0                 0.000000   \n",
       "27                            6                14.333333   \n",
       "28                            6                18.500000   \n",
       "29                            6                18.500000   \n",
       "...                         ...                      ...   \n",
       "1041960                       0                50.375000   \n",
       "1042015                       0                79.250000   \n",
       "1042023                       0                67.200000   \n",
       "1042028                       0                51.250000   \n",
       "1042047                       0                42.500000   \n",
       "1042057                       0                69.600000   \n",
       "1042072                       0                47.750000   \n",
       "1042122                       0                76.250000   \n",
       "1042137                       0                57.571429   \n",
       "1042147                       0                45.250000   \n",
       "1042165                       0                88.200000   \n",
       "1042209                       0                73.750000   \n",
       "1042210                       0                61.875000   \n",
       "1042218                       0                42.285714   \n",
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       "\n",
       "          Fwd Packet Length Std   ...     min_seg_size_forward  Active Mean  \\\n",
       "0                      0.000000   ...                       20          0.0   \n",
       "1                      0.000000   ...                       20          0.0   \n",
       "2                      0.000000   ...                       20          0.0   \n",
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       "9                     17.677670   ...                       20          0.0   \n",
       "10                    17.677670   ...                       20          0.0   \n",
       "11                    17.677670   ...                       20          0.0   \n",
       "12                    17.677670   ...                       20          0.0   \n",
       "13                    14.433757   ...                       20          0.0   \n",
       "14                     0.000000   ...                       32          0.0   \n",
       "15                     0.000000   ...                       32          0.0   \n",
       "16                     0.000000   ...                       32          0.0   \n",
       "17                     0.000000   ...                       32          0.0   \n",
       "18                     0.000000   ...                       32          0.0   \n",
       "19                     0.000000   ...                       32          0.0   \n",
       "20                     0.000000   ...                       32          0.0   \n",
       "21                     0.000000   ...                       32          0.0   \n",
       "22                   131.521861   ...                       20          0.0   \n",
       "23                   115.283708   ...                       20          0.0   \n",
       "24                     0.000000   ...                       20          0.0   \n",
       "25                    14.433757   ...                       20          0.0   \n",
       "26                     0.000000   ...                       32          0.0   \n",
       "27                    14.433757   ...                       20          0.0   \n",
       "28                    17.677670   ...                       20          0.0   \n",
       "29                    17.677670   ...                       20          0.0   \n",
       "...                         ...   ...                      ...          ...   \n",
       "1041960              142.482016   ...                       32        901.0   \n",
       "1042015              224.152850   ...                       32        788.0   \n",
       "1042023              150.263768   ...                       32        910.0   \n",
       "1042028              144.956890   ...                       32        947.0   \n",
       "1042047              120.208153   ...                       32        931.0   \n",
       "1042057              155.630331   ...                       32        922.0   \n",
       "1042072              135.057395   ...                       32        887.0   \n",
       "1042122              215.667568   ...                       32        821.0   \n",
       "1042137              152.319683   ...                       32        870.0   \n",
       "1042147              127.986327   ...                       32        894.0   \n",
       "1042165              197.221196   ...                       32        887.0   \n",
       "1042209              208.596500   ...                       32        857.0   \n",
       "1042210              175.008928   ...                       32        740.0   \n",
       "1042218              111.877484   ...                       32        870.0   \n",
       "1042254              141.736677   ...                       32        880.0   \n",
       "1042274              148.162073   ...                       32        914.0   \n",
       "1042290              150.807825   ...                       32        927.0   \n",
       "1042296              211.500000   ...                       32        933.0   \n",
       "1042305              173.518875   ...                       32        843.0   \n",
       "1042330               98.287843   ...                       32        874.0   \n",
       "1042393              237.023206   ...                       32        944.0   \n",
       "1042427              206.475180   ...                       32        989.0   \n",
       "1042432              201.246118   ...                       32        893.0   \n",
       "1042447              154.149278   ...                       32        897.0   \n",
       "1042459              147.078211   ...                       32        897.0   \n",
       "1042461              115.258405   ...                       32        892.0   \n",
       "1042468              210.637604   ...                       32        918.0   \n",
       "1042507              118.680845   ...                       32        899.0   \n",
       "1042536              130.461201   ...                       32        914.0   \n",
       "1042550              300.527536   ...                       32        821.0   \n",
       "\n",
       "          Active Std   Active Max   Active Min  Idle Mean   Idle Std  \\\n",
       "0                0.0            0            0        0.0        0.0   \n",
       "1                0.0            0            0        0.0        0.0   \n",
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       "20               0.0            0            0        0.0        0.0   \n",
       "21               0.0            0            0        0.0        0.0   \n",
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       "23               0.0            0            0        0.0        0.0   \n",
       "24               0.0            0            0        0.0        0.0   \n",
       "25               0.0            0            0        0.0        0.0   \n",
       "26               0.0            0            0        0.0        0.0   \n",
       "27               0.0            0            0        0.0        0.0   \n",
       "28               0.0            0            0        0.0        0.0   \n",
       "29               0.0            0            0        0.0        0.0   \n",
       "...              ...          ...          ...        ...        ...   \n",
       "1041960          0.0          901          901  6500591.0        0.0   \n",
       "1042015          0.0          788          788  6502344.0        0.0   \n",
       "1042023          0.0          910          910  6501924.0        0.0   \n",
       "1042028          0.0          947          947  6500478.0        0.0   \n",
       "1042047          0.0          931          931  6499410.0        0.0   \n",
       "1042057          0.0          922          922  6500661.0        0.0   \n",
       "1042072          0.0          887          887  6502817.0        0.0   \n",
       "1042122          0.0          821          821  6501660.0        0.0   \n",
       "1042137          0.0          870          870  6501855.0        0.0   \n",
       "1042147          0.0          894          894  6501307.0        0.0   \n",
       "1042165          0.0          887          887  6503814.0        0.0   \n",
       "1042209          0.0          857          857  6501449.0        0.0   \n",
       "1042210          0.0          740          740  6500545.0        0.0   \n",
       "1042218          0.0          870          870  6498892.0        0.0   \n",
       "1042254          0.0          880          880  6499656.0        0.0   \n",
       "1042274          0.0          914          914  6497617.0        0.0   \n",
       "1042290          0.0          927          927  6498602.0        0.0   \n",
       "1042296          0.0          933          933  6499338.0        0.0   \n",
       "1042305          0.0          843          843  6500458.0        0.0   \n",
       "1042330          0.0          874          874  6506529.0        0.0   \n",
       "1042393          0.0          944          944  6505903.0        0.0   \n",
       "1042427          0.0          989          989  6504193.0        0.0   \n",
       "1042432          0.0          893          893  6503640.0        0.0   \n",
       "1042447          0.0          897          897  6509268.0        0.0   \n",
       "1042459          0.0          897          897  6503122.0        0.0   \n",
       "1042461          0.0          892          892  6507197.0        0.0   \n",
       "1042468          0.0          918          918  6508582.0        0.0   \n",
       "1042507          0.0          899          899  6503248.0        0.0   \n",
       "1042536          0.0          914          914  6504954.0        0.0   \n",
       "1042550          0.0          821          821  6506213.0        0.0   \n",
       "\n",
       "          Idle Max   Idle Min   Label  \n",
       "0                0          0  BENIGN  \n",
       "1                0          0  BENIGN  \n",
       "2                0          0  BENIGN  \n",
       "3                0          0  BENIGN  \n",
       "4                0          0  BENIGN  \n",
       "5                0          0  BENIGN  \n",
       "6                0          0  BENIGN  \n",
       "7                0          0  BENIGN  \n",
       "8                0          0  BENIGN  \n",
       "9                0          0  BENIGN  \n",
       "10               0          0  BENIGN  \n",
       "11               0          0  BENIGN  \n",
       "12               0          0  BENIGN  \n",
       "13               0          0  BENIGN  \n",
       "14               0          0  BENIGN  \n",
       "15               0          0  BENIGN  \n",
       "16               0          0  BENIGN  \n",
       "17               0          0  BENIGN  \n",
       "18               0          0  BENIGN  \n",
       "19               0          0  BENIGN  \n",
       "20               0          0  BENIGN  \n",
       "21               0          0  BENIGN  \n",
       "22               0          0  BENIGN  \n",
       "23               0          0  BENIGN  \n",
       "24               0          0  BENIGN  \n",
       "25               0          0  BENIGN  \n",
       "26               0          0  BENIGN  \n",
       "27               0          0  BENIGN  \n",
       "28               0          0  BENIGN  \n",
       "29               0          0  BENIGN  \n",
       "...            ...        ...     ...  \n",
       "1041960    6500591    6500591     DoS  \n",
       "1042015    6502344    6502344     DoS  \n",
       "1042023    6501924    6501924     DoS  \n",
       "1042028    6500478    6500478     DoS  \n",
       "1042047    6499410    6499410     DoS  \n",
       "1042057    6500661    6500661     DoS  \n",
       "1042072    6502817    6502817     DoS  \n",
       "1042122    6501660    6501660     DoS  \n",
       "1042137    6501855    6501855     DoS  \n",
       "1042147    6501307    6501307     DoS  \n",
       "1042165    6503814    6503814     DoS  \n",
       "1042209    6501449    6501449     DoS  \n",
       "1042210    6500545    6500545     DoS  \n",
       "1042218    6498892    6498892     DoS  \n",
       "1042254    6499656    6499656     DoS  \n",
       "1042274    6497617    6497617     DoS  \n",
       "1042290    6498602    6498602     DoS  \n",
       "1042296    6499338    6499338     DoS  \n",
       "1042305    6500458    6500458     DoS  \n",
       "1042330    6506529    6506529     DoS  \n",
       "1042393    6505903    6505903     DoS  \n",
       "1042427    6504193    6504193     DoS  \n",
       "1042432    6503640    6503640     DoS  \n",
       "1042447    6509268    6509268     DoS  \n",
       "1042459    6503122    6503122     DoS  \n",
       "1042461    6507197    6507197     DoS  \n",
       "1042468    6508582    6508582     DoS  \n",
       "1042507    6503248    6503248     DoS  \n",
       "1042536    6504954    6504954     DoS  \n",
       "1042550    6506213    6506213     DoS  \n",
       "\n",
       "[823716 rows x 79 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DoS_df1=dataset[dataset[' Label']=='BENIGN']\n",
    "DoS_df=DoS_df1.append(dataset[dataset[' Label']=='DoS'])\n",
    "DoS_df\n",
    "#823.716x79 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DDoS ve BENIGN içeren dataframe'in oluşturulması:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Destination Port</th>\n",
       "      <th>Flow Duration</th>\n",
       "      <th>Total Fwd Packets</th>\n",
       "      <th>Total Backward Packets</th>\n",
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       "      <th>Fwd Packet Length Std</th>\n",
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       "      <th>Idle Min</th>\n",
       "      <th>Label</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>54865</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
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       "      <td>BENIGN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55054</td>\n",
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       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
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       "      <th>2</th>\n",
       "      <td>55055</td>\n",
       "      <td>52</td>\n",
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       "      <td>6</td>\n",
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       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46236</td>\n",
       "      <td>34</td>\n",
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       "      <td>BENIGN</td>\n",
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       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>54925</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>54925</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9282</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>55153</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>55143</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55144</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>55145</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>55254</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36206</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>53524</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>53524</td>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>53526</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53526</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>53527</td>\n",
       "      <td>239</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53528</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>53527</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>55035</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>31</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>131.521861</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>55275</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>6</td>\n",
       "      <td>84.666667</td>\n",
       "      <td>115.283708</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>55277</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8850</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43248</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8678</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>55063</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55203</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</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>196070</th>\n",
       "      <td>80</td>\n",
       "      <td>3714</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196071</th>\n",
       "      <td>80</td>\n",
       "      <td>174474</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196072</th>\n",
       "      <td>80</td>\n",
       "      <td>1505</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196073</th>\n",
       "      <td>80</td>\n",
       "      <td>169000</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196074</th>\n",
       "      <td>80</td>\n",
       "      <td>1265</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196075</th>\n",
       "      <td>80</td>\n",
       "      <td>169076</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196076</th>\n",
       "      <td>80</td>\n",
       "      <td>2448</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196077</th>\n",
       "      <td>80</td>\n",
       "      <td>159062</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196078</th>\n",
       "      <td>80</td>\n",
       "      <td>1769</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196079</th>\n",
       "      <td>80</td>\n",
       "      <td>165041</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196080</th>\n",
       "      <td>80</td>\n",
       "      <td>1702</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196081</th>\n",
       "      <td>80</td>\n",
       "      <td>163010</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196082</th>\n",
       "      <td>80</td>\n",
       "      <td>1448</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196083</th>\n",
       "      <td>80</td>\n",
       "      <td>165052</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196084</th>\n",
       "      <td>80</td>\n",
       "      <td>1780</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196085</th>\n",
       "      <td>80</td>\n",
       "      <td>159986</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196086</th>\n",
       "      <td>80</td>\n",
       "      <td>1862</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196087</th>\n",
       "      <td>80</td>\n",
       "      <td>159031</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196088</th>\n",
       "      <td>80</td>\n",
       "      <td>2077</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196089</th>\n",
       "      <td>80</td>\n",
       "      <td>154071</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196090</th>\n",
       "      <td>80</td>\n",
       "      <td>1701</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196091</th>\n",
       "      <td>80</td>\n",
       "      <td>155871</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196092</th>\n",
       "      <td>80</td>\n",
       "      <td>1856</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196093</th>\n",
       "      <td>80</td>\n",
       "      <td>166023</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196094</th>\n",
       "      <td>80</td>\n",
       "      <td>2211</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196095</th>\n",
       "      <td>80</td>\n",
       "      <td>163071</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196096</th>\n",
       "      <td>80</td>\n",
       "      <td>2036</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196097</th>\n",
       "      <td>80</td>\n",
       "      <td>159465</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196098</th>\n",
       "      <td>80</td>\n",
       "      <td>1453</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>11607</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8.666667</td>\n",
       "      <td>10.263203</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196099</th>\n",
       "      <td>80</td>\n",
       "      <td>155039</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DDoS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>757096 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Destination Port   Flow Duration   Total Fwd Packets  \\\n",
       "0                   54865               3                   2   \n",
       "1                   55054             109                   1   \n",
       "2                   55055              52                   1   \n",
       "3                   46236              34                   1   \n",
       "4                   54863               3                   2   \n",
       "5                   54871            1022                   2   \n",
       "6                   54925               4                   2   \n",
       "7                   54925              42                   1   \n",
       "8                    9282               4                   2   \n",
       "9                   55153               4                   2   \n",
       "10                  55143               3                   2   \n",
       "11                  55144               1                   2   \n",
       "12                  55145               4                   2   \n",
       "13                  55254               3                   3   \n",
       "14                  36206              54                   1   \n",
       "15                  53524               1                   2   \n",
       "16                  53524             154                   1   \n",
       "17                  53526               1                   2   \n",
       "18                  53526             118                   1   \n",
       "19                  53527             239                   1   \n",
       "20                  53528               1                   3   \n",
       "21                  53527               1                   2   \n",
       "22                  55035               4                   2   \n",
       "23                  55275               5                   3   \n",
       "24                  55277               4                   2   \n",
       "25                   8850               4                   3   \n",
       "26                  43248              54                   1   \n",
       "27                   8678              42                   3   \n",
       "28                  55063               4                   2   \n",
       "29                  55203               3                   2   \n",
       "...                   ...             ...                 ...   \n",
       "196070                 80            3714                   3   \n",
       "196071                 80          174474                   5   \n",
       "196072                 80            1505                   3   \n",
       "196073                 80          169000                   4   \n",
       "196074                 80            1265                   3   \n",
       "196075                 80          169076                   4   \n",
       "196076                 80            2448                   3   \n",
       "196077                 80          159062                   4   \n",
       "196078                 80            1769                   3   \n",
       "196079                 80          165041                   4   \n",
       "196080                 80            1702                   3   \n",
       "196081                 80          163010                   4   \n",
       "196082                 80            1448                   3   \n",
       "196083                 80          165052                   4   \n",
       "196084                 80            1780                   3   \n",
       "196085                 80          159986                   4   \n",
       "196086                 80            1862                   3   \n",
       "196087                 80          159031                   4   \n",
       "196088                 80            2077                   3   \n",
       "196089                 80          154071                   4   \n",
       "196090                 80            1701                   3   \n",
       "196091                 80          155871                   4   \n",
       "196092                 80            1856                   3   \n",
       "196093                 80          166023                   4   \n",
       "196094                 80            2211                   3   \n",
       "196095                 80          163071                   4   \n",
       "196096                 80            2036                   3   \n",
       "196097                 80          159465                   4   \n",
       "196098                 80            1453                   3   \n",
       "196099                 80          155039                   4   \n",
       "\n",
       "         Total Backward Packets  Total Length of Fwd Packets  \\\n",
       "0                             0                           12   \n",
       "1                             1                            6   \n",
       "2                             1                            6   \n",
       "3                             1                            6   \n",
       "4                             0                           12   \n",
       "5                             0                           12   \n",
       "6                             0                           12   \n",
       "7                             1                            6   \n",
       "8                             0                           12   \n",
       "9                             0                           37   \n",
       "10                            0                           37   \n",
       "11                            0                           37   \n",
       "12                            0                           37   \n",
       "13                            0                           43   \n",
       "14                            1                            0   \n",
       "15                            0                            0   \n",
       "16                            1                            0   \n",
       "17                            0                            0   \n",
       "18                            1                            0   \n",
       "19                            1                            0   \n",
       "20                            0                            0   \n",
       "21                            0                            0   \n",
       "22                            0                          248   \n",
       "23                            0                          254   \n",
       "24                            0                           12   \n",
       "25                            0                           43   \n",
       "26                            1                            0   \n",
       "27                            0                           43   \n",
       "28                            0                           37   \n",
       "29                            0                           37   \n",
       "...                         ...                          ...   \n",
       "196070                        4                           26   \n",
       "196071                        0                           30   \n",
       "196072                        6                           26   \n",
       "196073                        0                           24   \n",
       "196074                        6                           26   \n",
       "196075                        0                           24   \n",
       "196076                        5                           26   \n",
       "196077                        0                           24   \n",
       "196078                        5                           26   \n",
       "196079                        0                           24   \n",
       "196080                        4                           26   \n",
       "196081                        0                           24   \n",
       "196082                        4                           26   \n",
       "196083                        0                           24   \n",
       "196084                        6                           26   \n",
       "196085                        0                           24   \n",
       "196086                        4                           26   \n",
       "196087                        0                           24   \n",
       "196088                        4                           26   \n",
       "196089                        0                           24   \n",
       "196090                        5                           26   \n",
       "196091                        0                           24   \n",
       "196092                        5                           26   \n",
       "196093                        0                           24   \n",
       "196094                        6                           26   \n",
       "196095                        0                           24   \n",
       "196096                        6                           26   \n",
       "196097                        0                           24   \n",
       "196098                        6                           26   \n",
       "196099                        0                           24   \n",
       "\n",
       "         Total Length of Bwd Packets   Fwd Packet Length Max  \\\n",
       "0                                  0                       6   \n",
       "1                                  6                       6   \n",
       "2                                  6                       6   \n",
       "3                                  6                       6   \n",
       "4                                  0                       6   \n",
       "5                                  0                       6   \n",
       "6                                  0                       6   \n",
       "7                                  6                       6   \n",
       "8                                  0                       6   \n",
       "9                                  0                      31   \n",
       "10                                 0                      31   \n",
       "11                                 0                      31   \n",
       "12                                 0                      31   \n",
       "13                                 0                      31   \n",
       "14                                 0                       0   \n",
       "15                                 0                       0   \n",
       "16                                 0                       0   \n",
       "17                                 0                       0   \n",
       "18                                 0                       0   \n",
       "19                                 0                       0   \n",
       "20                                 0                       0   \n",
       "21                                 0                       0   \n",
       "22                                 0                     217   \n",
       "23                                 0                     217   \n",
       "24                                 0                       6   \n",
       "25                                 0                      31   \n",
       "26                                 0                       0   \n",
       "27                                 0                      31   \n",
       "28                                 0                      31   \n",
       "29                                 0                      31   \n",
       "...                              ...                     ...   \n",
       "196070                         11607                      20   \n",
       "196071                             0                       6   \n",
       "196072                         11607                      20   \n",
       "196073                             0                       6   \n",
       "196074                         11607                      20   \n",
       "196075                             0                       6   \n",
       "196076                         11607                      20   \n",
       "196077                             0                       6   \n",
       "196078                         11607                      20   \n",
       "196079                             0                       6   \n",
       "196080                         11607                      20   \n",
       "196081                             0                       6   \n",
       "196082                         11607                      20   \n",
       "196083                             0                       6   \n",
       "196084                         11607                      20   \n",
       "196085                             0                       6   \n",
       "196086                         11607                      20   \n",
       "196087                             0                       6   \n",
       "196088                         11607                      20   \n",
       "196089                             0                       6   \n",
       "196090                         11607                      20   \n",
       "196091                             0                       6   \n",
       "196092                         11607                      20   \n",
       "196093                             0                       6   \n",
       "196094                         11607                      20   \n",
       "196095                             0                       6   \n",
       "196096                         11607                      20   \n",
       "196097                             0                       6   \n",
       "196098                         11607                      20   \n",
       "196099                             0                       6   \n",
       "\n",
       "         Fwd Packet Length Min   Fwd Packet Length Mean  \\\n",
       "0                            6                 6.000000   \n",
       "1                            6                 6.000000   \n",
       "2                            6                 6.000000   \n",
       "3                            6                 6.000000   \n",
       "4                            6                 6.000000   \n",
       "5                            6                 6.000000   \n",
       "6                            6                 6.000000   \n",
       "7                            6                 6.000000   \n",
       "8                            6                 6.000000   \n",
       "9                            6                18.500000   \n",
       "10                           6                18.500000   \n",
       "11                           6                18.500000   \n",
       "12                           6                18.500000   \n",
       "13                           6                14.333333   \n",
       "14                           0                 0.000000   \n",
       "15                           0                 0.000000   \n",
       "16                           0                 0.000000   \n",
       "17                           0                 0.000000   \n",
       "18                           0                 0.000000   \n",
       "19                           0                 0.000000   \n",
       "20                           0                 0.000000   \n",
       "21                           0                 0.000000   \n",
       "22                          31               124.000000   \n",
       "23                           6                84.666667   \n",
       "24                           6                 6.000000   \n",
       "25                           6                14.333333   \n",
       "26                           0                 0.000000   \n",
       "27                           6                14.333333   \n",
       "28                           6                18.500000   \n",
       "29                           6                18.500000   \n",
       "...                        ...                      ...   \n",
       "196070                       0                 8.666667   \n",
       "196071                       6                 6.000000   \n",
       "196072                       0                 8.666667   \n",
       "196073                       6                 6.000000   \n",
       "196074                       0                 8.666667   \n",
       "196075                       6                 6.000000   \n",
       "196076                       0                 8.666667   \n",
       "196077                       6                 6.000000   \n",
       "196078                       0                 8.666667   \n",
       "196079                       6                 6.000000   \n",
       "196080                       0                 8.666667   \n",
       "196081                       6                 6.000000   \n",
       "196082                       0                 8.666667   \n",
       "196083                       6                 6.000000   \n",
       "196084                       0                 8.666667   \n",
       "196085                       6                 6.000000   \n",
       "196086                       0                 8.666667   \n",
       "196087                       6                 6.000000   \n",
       "196088                       0                 8.666667   \n",
       "196089                       6                 6.000000   \n",
       "196090                       0                 8.666667   \n",
       "196091                       6                 6.000000   \n",
       "196092                       0                 8.666667   \n",
       "196093                       6                 6.000000   \n",
       "196094                       0                 8.666667   \n",
       "196095                       6                 6.000000   \n",
       "196096                       0                 8.666667   \n",
       "196097                       6                 6.000000   \n",
       "196098                       0                 8.666667   \n",
       "196099                       6                 6.000000   \n",
       "\n",
       "         Fwd Packet Length Std   ...     min_seg_size_forward  Active Mean  \\\n",
       "0                     0.000000   ...                       20          0.0   \n",
       "1                     0.000000   ...                       20          0.0   \n",
       "2                     0.000000   ...                       20          0.0   \n",
       "3                     0.000000   ...                       20          0.0   \n",
       "4                     0.000000   ...                       20          0.0   \n",
       "5                     0.000000   ...                       20          0.0   \n",
       "6                     0.000000   ...                       20          0.0   \n",
       "7                     0.000000   ...                       20          0.0   \n",
       "8                     0.000000   ...                       20          0.0   \n",
       "9                    17.677670   ...                       20          0.0   \n",
       "10                   17.677670   ...                       20          0.0   \n",
       "11                   17.677670   ...                       20          0.0   \n",
       "12                   17.677670   ...                       20          0.0   \n",
       "13                   14.433757   ...                       20          0.0   \n",
       "14                    0.000000   ...                       32          0.0   \n",
       "15                    0.000000   ...                       32          0.0   \n",
       "16                    0.000000   ...                       32          0.0   \n",
       "17                    0.000000   ...                       32          0.0   \n",
       "18                    0.000000   ...                       32          0.0   \n",
       "19                    0.000000   ...                       32          0.0   \n",
       "20                    0.000000   ...                       32          0.0   \n",
       "21                    0.000000   ...                       32          0.0   \n",
       "22                  131.521861   ...                       20          0.0   \n",
       "23                  115.283708   ...                       20          0.0   \n",
       "24                    0.000000   ...                       20          0.0   \n",
       "25                   14.433757   ...                       20          0.0   \n",
       "26                    0.000000   ...                       32          0.0   \n",
       "27                   14.433757   ...                       20          0.0   \n",
       "28                   17.677670   ...                       20          0.0   \n",
       "29                   17.677670   ...                       20          0.0   \n",
       "...                        ...   ...                      ...          ...   \n",
       "196070               10.263203   ...                       20          0.0   \n",
       "196071                0.000000   ...                       20          0.0   \n",
       "196072               10.263203   ...                       20          0.0   \n",
       "196073                0.000000   ...                       20          0.0   \n",
       "196074               10.263203   ...                       20          0.0   \n",
       "196075                0.000000   ...                       20          0.0   \n",
       "196076               10.263203   ...                       20          0.0   \n",
       "196077                0.000000   ...                       20          0.0   \n",
       "196078               10.263203   ...                       20          0.0   \n",
       "196079                0.000000   ...                       20          0.0   \n",
       "196080               10.263203   ...                       20          0.0   \n",
       "196081                0.000000   ...                       20          0.0   \n",
       "196082               10.263203   ...                       20          0.0   \n",
       "196083                0.000000   ...                       20          0.0   \n",
       "196084               10.263203   ...                       20          0.0   \n",
       "196085                0.000000   ...                       20          0.0   \n",
       "196086               10.263203   ...                       20          0.0   \n",
       "196087                0.000000   ...                       20          0.0   \n",
       "196088               10.263203   ...                       20          0.0   \n",
       "196089                0.000000   ...                       20          0.0   \n",
       "196090               10.263203   ...                       20          0.0   \n",
       "196091                0.000000   ...                       20          0.0   \n",
       "196092               10.263203   ...                       20          0.0   \n",
       "196093                0.000000   ...                       20          0.0   \n",
       "196094               10.263203   ...                       20          0.0   \n",
       "196095                0.000000   ...                       20          0.0   \n",
       "196096               10.263203   ...                       20          0.0   \n",
       "196097                0.000000   ...                       20          0.0   \n",
       "196098               10.263203   ...                       20          0.0   \n",
       "196099                0.000000   ...                       20          0.0   \n",
       "\n",
       "         Active Std   Active Max   Active Min  Idle Mean   Idle Std  \\\n",
       "0               0.0            0            0        0.0        0.0   \n",
       "1               0.0            0            0        0.0        0.0   \n",
       "2               0.0            0            0        0.0        0.0   \n",
       "3               0.0            0            0        0.0        0.0   \n",
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       "9               0.0            0            0        0.0        0.0   \n",
       "10              0.0            0            0        0.0        0.0   \n",
       "11              0.0            0            0        0.0        0.0   \n",
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       "20              0.0            0            0        0.0        0.0   \n",
       "21              0.0            0            0        0.0        0.0   \n",
       "22              0.0            0            0        0.0        0.0   \n",
       "23              0.0            0            0        0.0        0.0   \n",
       "24              0.0            0            0        0.0        0.0   \n",
       "25              0.0            0            0        0.0        0.0   \n",
       "26              0.0            0            0        0.0        0.0   \n",
       "27              0.0            0            0        0.0        0.0   \n",
       "28              0.0            0            0        0.0        0.0   \n",
       "29              0.0            0            0        0.0        0.0   \n",
       "...             ...          ...          ...        ...        ...   \n",
       "196070          0.0            0            0        0.0        0.0   \n",
       "196071          0.0            0            0        0.0        0.0   \n",
       "196072          0.0            0            0        0.0        0.0   \n",
       "196073          0.0            0            0        0.0        0.0   \n",
       "196074          0.0            0            0        0.0        0.0   \n",
       "196075          0.0            0            0        0.0        0.0   \n",
       "196076          0.0            0            0        0.0        0.0   \n",
       "196077          0.0            0            0        0.0        0.0   \n",
       "196078          0.0            0            0        0.0        0.0   \n",
       "196079          0.0            0            0        0.0        0.0   \n",
       "196080          0.0            0            0        0.0        0.0   \n",
       "196081          0.0            0            0        0.0        0.0   \n",
       "196082          0.0            0            0        0.0        0.0   \n",
       "196083          0.0            0            0        0.0        0.0   \n",
       "196084          0.0            0            0        0.0        0.0   \n",
       "196085          0.0            0            0        0.0        0.0   \n",
       "196086          0.0            0            0        0.0        0.0   \n",
       "196087          0.0            0            0        0.0        0.0   \n",
       "196088          0.0            0            0        0.0        0.0   \n",
       "196089          0.0            0            0        0.0        0.0   \n",
       "196090          0.0            0            0        0.0        0.0   \n",
       "196091          0.0            0            0        0.0        0.0   \n",
       "196092          0.0            0            0        0.0        0.0   \n",
       "196093          0.0            0            0        0.0        0.0   \n",
       "196094          0.0            0            0        0.0        0.0   \n",
       "196095          0.0            0            0        0.0        0.0   \n",
       "196096          0.0            0            0        0.0        0.0   \n",
       "196097          0.0            0            0        0.0        0.0   \n",
       "196098          0.0            0            0        0.0        0.0   \n",
       "196099          0.0            0            0        0.0        0.0   \n",
       "\n",
       "         Idle Max   Idle Min   Label  \n",
       "0               0          0  BENIGN  \n",
       "1               0          0  BENIGN  \n",
       "2               0          0  BENIGN  \n",
       "3               0          0  BENIGN  \n",
       "4               0          0  BENIGN  \n",
       "5               0          0  BENIGN  \n",
       "6               0          0  BENIGN  \n",
       "7               0          0  BENIGN  \n",
       "8               0          0  BENIGN  \n",
       "9               0          0  BENIGN  \n",
       "10              0          0  BENIGN  \n",
       "11              0          0  BENIGN  \n",
       "12              0          0  BENIGN  \n",
       "13              0          0  BENIGN  \n",
       "14              0          0  BENIGN  \n",
       "15              0          0  BENIGN  \n",
       "16              0          0  BENIGN  \n",
       "17              0          0  BENIGN  \n",
       "18              0          0  BENIGN  \n",
       "19              0          0  BENIGN  \n",
       "20              0          0  BENIGN  \n",
       "21              0          0  BENIGN  \n",
       "22              0          0  BENIGN  \n",
       "23              0          0  BENIGN  \n",
       "24              0          0  BENIGN  \n",
       "25              0          0  BENIGN  \n",
       "26              0          0  BENIGN  \n",
       "27              0          0  BENIGN  \n",
       "28              0          0  BENIGN  \n",
       "29              0          0  BENIGN  \n",
       "...           ...        ...     ...  \n",
       "196070          0          0    DDoS  \n",
       "196071          0          0    DDoS  \n",
       "196072          0          0    DDoS  \n",
       "196073          0          0    DDoS  \n",
       "196074          0          0    DDoS  \n",
       "196075          0          0    DDoS  \n",
       "196076          0          0    DDoS  \n",
       "196077          0          0    DDoS  \n",
       "196078          0          0    DDoS  \n",
       "196079          0          0    DDoS  \n",
       "196080          0          0    DDoS  \n",
       "196081          0          0    DDoS  \n",
       "196082          0          0    DDoS  \n",
       "196083          0          0    DDoS  \n",
       "196084          0          0    DDoS  \n",
       "196085          0          0    DDoS  \n",
       "196086          0          0    DDoS  \n",
       "196087          0          0    DDoS  \n",
       "196088          0          0    DDoS  \n",
       "196089          0          0    DDoS  \n",
       "196090          0          0    DDoS  \n",
       "196091          0          0    DDoS  \n",
       "196092          0          0    DDoS  \n",
       "196093          0          0    DDoS  \n",
       "196094          0          0    DDoS  \n",
       "196095          0          0    DDoS  \n",
       "196096          0          0    DDoS  \n",
       "196097          0          0    DDoS  \n",
       "196098          0          0    DDoS  \n",
       "196099          0          0    DDoS  \n",
       "\n",
       "[757096 rows x 79 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DDoS_df1=dataset[dataset[' Label']=='BENIGN']\n",
    "DDoS_df=DDoS_df1.append(dataset[dataset[' Label']=='DDoS'])\n",
    "DDoS_df\n",
    "#757096x79"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PortScan ve BENIGN  bulunan dataframe'in oluşturulması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Destination Port</th>\n",
       "      <th>Flow Duration</th>\n",
       "      <th>Total Fwd Packets</th>\n",
       "      <th>Total Backward Packets</th>\n",
       "      <th>Total Length of Fwd Packets</th>\n",
       "      <th>Total Length of Bwd Packets</th>\n",
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       "      <th>Active Std</th>\n",
       "      <th>Active Max</th>\n",
       "      <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>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>54865</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
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       "      <td>6</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55054</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>55055</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46236</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>54863</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
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       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54871</td>\n",
       "      <td>1022</td>\n",
       "      <td>2</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>54925</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
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       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>54925</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9282</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>55153</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>55143</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55144</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>55145</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>55254</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36206</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>53524</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>53524</td>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>53526</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53526</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>53527</td>\n",
       "      <td>239</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53528</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>53527</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>55035</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>31</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>131.521861</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>55275</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>6</td>\n",
       "      <td>84.666667</td>\n",
       "      <td>115.283708</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>55277</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8850</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43248</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8678</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>55063</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55203</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BENIGN</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>429649</th>\n",
       "      <td>49159</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429650</th>\n",
       "      <td>1580</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429651</th>\n",
       "      <td>8400</td>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429652</th>\n",
       "      <td>9876</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429653</th>\n",
       "      <td>992</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429654</th>\n",
       "      <td>1310</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429655</th>\n",
       "      <td>50500</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429656</th>\n",
       "      <td>2638</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429657</th>\n",
       "      <td>7100</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429658</th>\n",
       "      <td>60020</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429659</th>\n",
       "      <td>10001</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429660</th>\n",
       "      <td>26214</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429661</th>\n",
       "      <td>10180</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429662</th>\n",
       "      <td>5566</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429663</th>\n",
       "      <td>6881</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429664</th>\n",
       "      <td>5432</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429665</th>\n",
       "      <td>5431</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429666</th>\n",
       "      <td>7938</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429667</th>\n",
       "      <td>4900</td>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429668</th>\n",
       "      <td>2557</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429669</th>\n",
       "      <td>3878</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429670</th>\n",
       "      <td>19780</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429671</th>\n",
       "      <td>3737</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429676</th>\n",
       "      <td>21</td>\n",
       "      <td>8403</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429677</th>\n",
       "      <td>22</td>\n",
       "      <td>13154</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429685</th>\n",
       "      <td>445</td>\n",
       "      <td>6026748</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>168</td>\n",
       "      <td>127</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>33.600000</td>\n",
       "      <td>75.131884</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>596.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>596</td>\n",
       "      <td>596</td>\n",
       "      <td>6006327.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6006327</td>\n",
       "      <td>6006327</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429686</th>\n",
       "      <td>80</td>\n",
       "      <td>6007698</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>11595</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>10.392305</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>606.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>606</td>\n",
       "      <td>606</td>\n",
       "      <td>6006317.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6006317</td>\n",
       "      <td>6006317</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429687</th>\n",
       "      <td>139</td>\n",
       "      <td>8439702</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>598.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>598</td>\n",
       "      <td>598</td>\n",
       "      <td>6006325.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6006325</td>\n",
       "      <td>6006325</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429695</th>\n",
       "      <td>2000</td>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429796</th>\n",
       "      <td>80</td>\n",
       "      <td>18632</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PortScan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>719893 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Destination Port   Flow Duration   Total Fwd Packets  \\\n",
       "0                   54865               3                   2   \n",
       "1                   55054             109                   1   \n",
       "2                   55055              52                   1   \n",
       "3                   46236              34                   1   \n",
       "4                   54863               3                   2   \n",
       "5                   54871            1022                   2   \n",
       "6                   54925               4                   2   \n",
       "7                   54925              42                   1   \n",
       "8                    9282               4                   2   \n",
       "9                   55153               4                   2   \n",
       "10                  55143               3                   2   \n",
       "11                  55144               1                   2   \n",
       "12                  55145               4                   2   \n",
       "13                  55254               3                   3   \n",
       "14                  36206              54                   1   \n",
       "15                  53524               1                   2   \n",
       "16                  53524             154                   1   \n",
       "17                  53526               1                   2   \n",
       "18                  53526             118                   1   \n",
       "19                  53527             239                   1   \n",
       "20                  53528               1                   3   \n",
       "21                  53527               1                   2   \n",
       "22                  55035               4                   2   \n",
       "23                  55275               5                   3   \n",
       "24                  55277               4                   2   \n",
       "25                   8850               4                   3   \n",
       "26                  43248              54                   1   \n",
       "27                   8678              42                   3   \n",
       "28                  55063               4                   2   \n",
       "29                  55203               3                   2   \n",
       "...                   ...             ...                 ...   \n",
       "429649              49159              46                   1   \n",
       "429650               1580              61                   1   \n",
       "429651               8400              59                   1   \n",
       "429652               9876              91                   1   \n",
       "429653                992             101                   1   \n",
       "429654               1310              53                   1   \n",
       "429655              50500              70                   1   \n",
       "429656               2638              56                   1   \n",
       "429657               7100              55                   1   \n",
       "429658              60020              15                   1   \n",
       "429659              10001              45                   1   \n",
       "429660              26214              27                   1   \n",
       "429661              10180              20                   1   \n",
       "429662               5566              72                   1   \n",
       "429663               6881              55                   1   \n",
       "429664               5432              16                   1   \n",
       "429665               5431              68                   1   \n",
       "429666               7938              20                   1   \n",
       "429667               4900              98                   1   \n",
       "429668               2557              61                   1   \n",
       "429669               3878              29                   1   \n",
       "429670              19780              61                   1   \n",
       "429671               3737              29                   1   \n",
       "429676                 21            8403                   4   \n",
       "429677                 22           13154                   4   \n",
       "429685                445         6026748                   5   \n",
       "429686                 80         6007698                   3   \n",
       "429687                139         8439702                   4   \n",
       "429695               2000              57                   1   \n",
       "429796                 80           18632                   5   \n",
       "\n",
       "         Total Backward Packets  Total Length of Fwd Packets  \\\n",
       "0                             0                           12   \n",
       "1                             1                            6   \n",
       "2                             1                            6   \n",
       "3                             1                            6   \n",
       "4                             0                           12   \n",
       "5                             0                           12   \n",
       "6                             0                           12   \n",
       "7                             1                            6   \n",
       "8                             0                           12   \n",
       "9                             0                           37   \n",
       "10                            0                           37   \n",
       "11                            0                           37   \n",
       "12                            0                           37   \n",
       "13                            0                           43   \n",
       "14                            1                            0   \n",
       "15                            0                            0   \n",
       "16                            1                            0   \n",
       "17                            0                            0   \n",
       "18                            1                            0   \n",
       "19                            1                            0   \n",
       "20                            0                            0   \n",
       "21                            0                            0   \n",
       "22                            0                          248   \n",
       "23                            0                          254   \n",
       "24                            0                           12   \n",
       "25                            0                           43   \n",
       "26                            1                            0   \n",
       "27                            0                           43   \n",
       "28                            0                           37   \n",
       "29                            0                           37   \n",
       "...                         ...                          ...   \n",
       "429649                        1                            2   \n",
       "429650                        1                            2   \n",
       "429651                        1                            2   \n",
       "429652                        1                            2   \n",
       "429653                        1                            2   \n",
       "429654                        1                            2   \n",
       "429655                        1                            2   \n",
       "429656                        1                            2   \n",
       "429657                        1                            2   \n",
       "429658                        1                            2   \n",
       "429659                        1                            2   \n",
       "429660                        1                            2   \n",
       "429661                        1                            2   \n",
       "429662                        1                            2   \n",
       "429663                        1                            2   \n",
       "429664                        1                            2   \n",
       "429665                        1                            2   \n",
       "429666                        1                            2   \n",
       "429667                        1                            2   \n",
       "429668                        1                            2   \n",
       "429669                        1                            2   \n",
       "429670                        1                            2   \n",
       "429671                        1                            2   \n",
       "429676                        2                            0   \n",
       "429677                        2                            0   \n",
       "429685                        3                          168   \n",
       "429686                        6                           18   \n",
       "429687                        2                           18   \n",
       "429695                        1                            0   \n",
       "429796                        0                            0   \n",
       "\n",
       "         Total Length of Bwd Packets   Fwd Packet Length Max  \\\n",
       "0                                  0                       6   \n",
       "1                                  6                       6   \n",
       "2                                  6                       6   \n",
       "3                                  6                       6   \n",
       "4                                  0                       6   \n",
       "5                                  0                       6   \n",
       "6                                  0                       6   \n",
       "7                                  6                       6   \n",
       "8                                  0                       6   \n",
       "9                                  0                      31   \n",
       "10                                 0                      31   \n",
       "11                                 0                      31   \n",
       "12                                 0                      31   \n",
       "13                                 0                      31   \n",
       "14                                 0                       0   \n",
       "15                                 0                       0   \n",
       "16                                 0                       0   \n",
       "17                                 0                       0   \n",
       "18                                 0                       0   \n",
       "19                                 0                       0   \n",
       "20                                 0                       0   \n",
       "21                                 0                       0   \n",
       "22                                 0                     217   \n",
       "23                                 0                     217   \n",
       "24                                 0                       6   \n",
       "25                                 0                      31   \n",
       "26                                 0                       0   \n",
       "27                                 0                      31   \n",
       "28                                 0                      31   \n",
       "29                                 0                      31   \n",
       "...                              ...                     ...   \n",
       "429649                             6                       2   \n",
       "429650                             6                       2   \n",
       "429651                             6                       2   \n",
       "429652                             6                       2   \n",
       "429653                             6                       2   \n",
       "429654                             6                       2   \n",
       "429655                             6                       2   \n",
       "429656                             6                       2   \n",
       "429657                             6                       2   \n",
       "429658                             6                       2   \n",
       "429659                             6                       2   \n",
       "429660                             6                       2   \n",
       "429661                             6                       2   \n",
       "429662                             6                       2   \n",
       "429663                             6                       2   \n",
       "429664                             6                       2   \n",
       "429665                             6                       2   \n",
       "429666                             6                       2   \n",
       "429667                             6                       2   \n",
       "429668                             6                       2   \n",
       "429669                             6                       2   \n",
       "429670                             6                       2   \n",
       "429671                             6                       2   \n",
       "429676                            20                       0   \n",
       "429677                            41                       0   \n",
       "429685                           127                     168   \n",
       "429686                         11595                      18   \n",
       "429687                             0                      18   \n",
       "429695                             6                       0   \n",
       "429796                             0                       0   \n",
       "\n",
       "         Fwd Packet Length Min   Fwd Packet Length Mean  \\\n",
       "0                            6                 6.000000   \n",
       "1                            6                 6.000000   \n",
       "2                            6                 6.000000   \n",
       "3                            6                 6.000000   \n",
       "4                            6                 6.000000   \n",
       "5                            6                 6.000000   \n",
       "6                            6                 6.000000   \n",
       "7                            6                 6.000000   \n",
       "8                            6                 6.000000   \n",
       "9                            6                18.500000   \n",
       "10                           6                18.500000   \n",
       "11                           6                18.500000   \n",
       "12                           6                18.500000   \n",
       "13                           6                14.333333   \n",
       "14                           0                 0.000000   \n",
       "15                           0                 0.000000   \n",
       "16                           0                 0.000000   \n",
       "17                           0                 0.000000   \n",
       "18                           0                 0.000000   \n",
       "19                           0                 0.000000   \n",
       "20                           0                 0.000000   \n",
       "21                           0                 0.000000   \n",
       "22                          31               124.000000   \n",
       "23                           6                84.666667   \n",
       "24                           6                 6.000000   \n",
       "25                           6                14.333333   \n",
       "26                           0                 0.000000   \n",
       "27                           6                14.333333   \n",
       "28                           6                18.500000   \n",
       "29                           6                18.500000   \n",
       "...                        ...                      ...   \n",
       "429649                       2                 2.000000   \n",
       "429650                       2                 2.000000   \n",
       "429651                       2                 2.000000   \n",
       "429652                       2                 2.000000   \n",
       "429653                       2                 2.000000   \n",
       "429654                       2                 2.000000   \n",
       "429655                       2                 2.000000   \n",
       "429656                       2                 2.000000   \n",
       "429657                       2                 2.000000   \n",
       "429658                       2                 2.000000   \n",
       "429659                       2                 2.000000   \n",
       "429660                       2                 2.000000   \n",
       "429661                       2                 2.000000   \n",
       "429662                       2                 2.000000   \n",
       "429663                       2                 2.000000   \n",
       "429664                       2                 2.000000   \n",
       "429665                       2                 2.000000   \n",
       "429666                       2                 2.000000   \n",
       "429667                       2                 2.000000   \n",
       "429668                       2                 2.000000   \n",
       "429669                       2                 2.000000   \n",
       "429670                       2                 2.000000   \n",
       "429671                       2                 2.000000   \n",
       "429676                       0                 0.000000   \n",
       "429677                       0                 0.000000   \n",
       "429685                       0                33.600000   \n",
       "429686                       0                 6.000000   \n",
       "429687                       0                 4.500000   \n",
       "429695                       0                 0.000000   \n",
       "429796                       0                 0.000000   \n",
       "\n",
       "         Fwd Packet Length Std    ...      min_seg_size_forward  Active Mean  \\\n",
       "0                     0.000000    ...                        20          0.0   \n",
       "1                     0.000000    ...                        20          0.0   \n",
       "2                     0.000000    ...                        20          0.0   \n",
       "3                     0.000000    ...                        20          0.0   \n",
       "4                     0.000000    ...                        20          0.0   \n",
       "5                     0.000000    ...                        20          0.0   \n",
       "6                     0.000000    ...                        20          0.0   \n",
       "7                     0.000000    ...                        20          0.0   \n",
       "8                     0.000000    ...                        20          0.0   \n",
       "9                    17.677670    ...                        20          0.0   \n",
       "10                   17.677670    ...                        20          0.0   \n",
       "11                   17.677670    ...                        20          0.0   \n",
       "12                   17.677670    ...                        20          0.0   \n",
       "13                   14.433757    ...                        20          0.0   \n",
       "14                    0.000000    ...                        32          0.0   \n",
       "15                    0.000000    ...                        32          0.0   \n",
       "16                    0.000000    ...                        32          0.0   \n",
       "17                    0.000000    ...                        32          0.0   \n",
       "18                    0.000000    ...                        32          0.0   \n",
       "19                    0.000000    ...                        32          0.0   \n",
       "20                    0.000000    ...                        32          0.0   \n",
       "21                    0.000000    ...                        32          0.0   \n",
       "22                  131.521861    ...                        20          0.0   \n",
       "23                  115.283708    ...                        20          0.0   \n",
       "24                    0.000000    ...                        20          0.0   \n",
       "25                   14.433757    ...                        20          0.0   \n",
       "26                    0.000000    ...                        32          0.0   \n",
       "27                   14.433757    ...                        20          0.0   \n",
       "28                   17.677670    ...                        20          0.0   \n",
       "29                   17.677670    ...                        20          0.0   \n",
       "...                        ...    ...                       ...          ...   \n",
       "429649                0.000000    ...                        24          0.0   \n",
       "429650                0.000000    ...                        24          0.0   \n",
       "429651                0.000000    ...                        24          0.0   \n",
       "429652                0.000000    ...                        24          0.0   \n",
       "429653                0.000000    ...                        24          0.0   \n",
       "429654                0.000000    ...                        24          0.0   \n",
       "429655                0.000000    ...                        24          0.0   \n",
       "429656                0.000000    ...                        24          0.0   \n",
       "429657                0.000000    ...                        24          0.0   \n",
       "429658                0.000000    ...                        24          0.0   \n",
       "429659                0.000000    ...                        24          0.0   \n",
       "429660                0.000000    ...                        24          0.0   \n",
       "429661                0.000000    ...                        24          0.0   \n",
       "429662                0.000000    ...                        24          0.0   \n",
       "429663                0.000000    ...                        24          0.0   \n",
       "429664                0.000000    ...                        24          0.0   \n",
       "429665                0.000000    ...                        24          0.0   \n",
       "429666                0.000000    ...                        24          0.0   \n",
       "429667                0.000000    ...                        24          0.0   \n",
       "429668                0.000000    ...                        24          0.0   \n",
       "429669                0.000000    ...                        24          0.0   \n",
       "429670                0.000000    ...                        24          0.0   \n",
       "429671                0.000000    ...                        24          0.0   \n",
       "429676                0.000000    ...                        32          0.0   \n",
       "429677                0.000000    ...                        32          0.0   \n",
       "429685               75.131884    ...                        32        596.0   \n",
       "429686               10.392305    ...                        32        606.0   \n",
       "429687                9.000000    ...                        32        598.0   \n",
       "429695                0.000000    ...                        40          0.0   \n",
       "429796                0.000000    ...                        32          0.0   \n",
       "\n",
       "         Active Std   Active Max   Active Min  Idle Mean   Idle Std  \\\n",
       "0               0.0            0            0        0.0        0.0   \n",
       "1               0.0            0            0        0.0        0.0   \n",
       "2               0.0            0            0        0.0        0.0   \n",
       "3               0.0            0            0        0.0        0.0   \n",
       "4               0.0            0            0        0.0        0.0   \n",
       "5               0.0            0            0        0.0        0.0   \n",
       "6               0.0            0            0        0.0        0.0   \n",
       "7               0.0            0            0        0.0        0.0   \n",
       "8               0.0            0            0        0.0        0.0   \n",
       "9               0.0            0            0        0.0        0.0   \n",
       "10              0.0            0            0        0.0        0.0   \n",
       "11              0.0            0            0        0.0        0.0   \n",
       "12              0.0            0            0        0.0        0.0   \n",
       "13              0.0            0            0        0.0        0.0   \n",
       "14              0.0            0            0        0.0        0.0   \n",
       "15              0.0            0            0        0.0        0.0   \n",
       "16              0.0            0            0        0.0        0.0   \n",
       "17              0.0            0            0        0.0        0.0   \n",
       "18              0.0            0            0        0.0        0.0   \n",
       "19              0.0            0            0        0.0        0.0   \n",
       "20              0.0            0            0        0.0        0.0   \n",
       "21              0.0            0            0        0.0        0.0   \n",
       "22              0.0            0            0        0.0        0.0   \n",
       "23              0.0            0            0        0.0        0.0   \n",
       "24              0.0            0            0        0.0        0.0   \n",
       "25              0.0            0            0        0.0        0.0   \n",
       "26              0.0            0            0        0.0        0.0   \n",
       "27              0.0            0            0        0.0        0.0   \n",
       "28              0.0            0            0        0.0        0.0   \n",
       "29              0.0            0            0        0.0        0.0   \n",
       "...             ...          ...          ...        ...        ...   \n",
       "429649          0.0            0            0        0.0        0.0   \n",
       "429650          0.0            0            0        0.0        0.0   \n",
       "429651          0.0            0            0        0.0        0.0   \n",
       "429652          0.0            0            0        0.0        0.0   \n",
       "429653          0.0            0            0        0.0        0.0   \n",
       "429654          0.0            0            0        0.0        0.0   \n",
       "429655          0.0            0            0        0.0        0.0   \n",
       "429656          0.0            0            0        0.0        0.0   \n",
       "429657          0.0            0            0        0.0        0.0   \n",
       "429658          0.0            0            0        0.0        0.0   \n",
       "429659          0.0            0            0        0.0        0.0   \n",
       "429660          0.0            0            0        0.0        0.0   \n",
       "429661          0.0            0            0        0.0        0.0   \n",
       "429662          0.0            0            0        0.0        0.0   \n",
       "429663          0.0            0            0        0.0        0.0   \n",
       "429664          0.0            0            0        0.0        0.0   \n",
       "429665          0.0            0            0        0.0        0.0   \n",
       "429666          0.0            0            0        0.0        0.0   \n",
       "429667          0.0            0            0        0.0        0.0   \n",
       "429668          0.0            0            0        0.0        0.0   \n",
       "429669          0.0            0            0        0.0        0.0   \n",
       "429670          0.0            0            0        0.0        0.0   \n",
       "429671          0.0            0            0        0.0        0.0   \n",
       "429676          0.0            0            0        0.0        0.0   \n",
       "429677          0.0            0            0        0.0        0.0   \n",
       "429685          0.0          596          596  6006327.0        0.0   \n",
       "429686          0.0          606          606  6006317.0        0.0   \n",
       "429687          0.0          598          598  6006325.0        0.0   \n",
       "429695          0.0            0            0        0.0        0.0   \n",
       "429796          0.0            0            0        0.0        0.0   \n",
       "\n",
       "         Idle Max   Idle Min     Label  \n",
       "0               0          0    BENIGN  \n",
       "1               0          0    BENIGN  \n",
       "2               0          0    BENIGN  \n",
       "3               0          0    BENIGN  \n",
       "4               0          0    BENIGN  \n",
       "5               0          0    BENIGN  \n",
       "6               0          0    BENIGN  \n",
       "7               0          0    BENIGN  \n",
       "8               0          0    BENIGN  \n",
       "9               0          0    BENIGN  \n",
       "10              0          0    BENIGN  \n",
       "11              0          0    BENIGN  \n",
       "12              0          0    BENIGN  \n",
       "13              0          0    BENIGN  \n",
       "14              0          0    BENIGN  \n",
       "15              0          0    BENIGN  \n",
       "16              0          0    BENIGN  \n",
       "17              0          0    BENIGN  \n",
       "18              0          0    BENIGN  \n",
       "19              0          0    BENIGN  \n",
       "20              0          0    BENIGN  \n",
       "21              0          0    BENIGN  \n",
       "22              0          0    BENIGN  \n",
       "23              0          0    BENIGN  \n",
       "24              0          0    BENIGN  \n",
       "25              0          0    BENIGN  \n",
       "26              0          0    BENIGN  \n",
       "27              0          0    BENIGN  \n",
       "28              0          0    BENIGN  \n",
       "29              0          0    BENIGN  \n",
       "...           ...        ...       ...  \n",
       "429649          0          0  PortScan  \n",
       "429650          0          0  PortScan  \n",
       "429651          0          0  PortScan  \n",
       "429652          0          0  PortScan  \n",
       "429653          0          0  PortScan  \n",
       "429654          0          0  PortScan  \n",
       "429655          0          0  PortScan  \n",
       "429656          0          0  PortScan  \n",
       "429657          0          0  PortScan  \n",
       "429658          0          0  PortScan  \n",
       "429659          0          0  PortScan  \n",
       "429660          0          0  PortScan  \n",
       "429661          0          0  PortScan  \n",
       "429662          0          0  PortScan  \n",
       "429663          0          0  PortScan  \n",
       "429664          0          0  PortScan  \n",
       "429665          0          0  PortScan  \n",
       "429666          0          0  PortScan  \n",
       "429667          0          0  PortScan  \n",
       "429668          0          0  PortScan  \n",
       "429669          0          0  PortScan  \n",
       "429670          0          0  PortScan  \n",
       "429671          0          0  PortScan  \n",
       "429676          0          0  PortScan  \n",
       "429677          0          0  PortScan  \n",
       "429685    6006327    6006327  PortScan  \n",
       "429686    6006317    6006317  PortScan  \n",
       "429687    6006325    6006325  PortScan  \n",
       "429695          0          0  PortScan  \n",
       "429796          0          0  PortScan  \n",
       "\n",
       "[719893 rows x 79 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PortScan_df1=dataset[dataset[' Label']=='BENIGN']\n",
    "PortScan_df=PortScan_df1.append(dataset[dataset[' Label']=='PortScan'])\n",
    "PortScan_df\n",
    "#719893 rows × 79 columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saldırı trafiğinin anormal olarak etiketlemesi ve BENIGN olan trafiğin Normal olarak etiketlenip dataframe'in oluşturulması:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "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>Destination Port</th>\n",
       "      <th>Flow Duration</th>\n",
       "      <th>Total Fwd Packets</th>\n",
       "      <th>Total Backward Packets</th>\n",
       "      <th>Total Length of Fwd Packets</th>\n",
       "      <th>Total Length of Bwd Packets</th>\n",
       "      <th>Fwd Packet Length Max</th>\n",
       "      <th>Fwd Packet Length Min</th>\n",
       "      <th>Fwd Packet Length Mean</th>\n",
       "      <th>Fwd Packet Length Std</th>\n",
       "      <th>...</th>\n",
       "      <th>min_seg_size_forward</th>\n",
       "      <th>Active Mean</th>\n",
       "      <th>Active Std</th>\n",
       "      <th>Active Max</th>\n",
       "      <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>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>54865</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55054</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>55055</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46236</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>54863</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54871</td>\n",
       "      <td>1022</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>54925</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>54925</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9282</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>55153</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>55143</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55144</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>55145</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>55254</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>36206</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>53524</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>53524</td>\n",
       "      <td>154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>53526</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53526</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>53527</td>\n",
       "      <td>239</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>53528</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>53527</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>55035</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>31</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>131.521861</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>55275</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>6</td>\n",
       "      <td>84.666667</td>\n",
       "      <td>115.283708</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>55277</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8850</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43248</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8678</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>14.333333</td>\n",
       "      <td>14.433757</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>55063</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55203</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</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>1042527</th>\n",
       "      <td>53</td>\n",
       "      <td>61685</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>254</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042528</th>\n",
       "      <td>51621</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042529</th>\n",
       "      <td>53</td>\n",
       "      <td>213</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>264</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042530</th>\n",
       "      <td>53</td>\n",
       "      <td>181</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>88</td>\n",
       "      <td>344</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042531</th>\n",
       "      <td>54714</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042532</th>\n",
       "      <td>53</td>\n",
       "      <td>534</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>178</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042533</th>\n",
       "      <td>37907</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042534</th>\n",
       "      <td>46098</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>21.920310</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042535</th>\n",
       "      <td>53</td>\n",
       "      <td>257644</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>228</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042536</th>\n",
       "      <td>80</td>\n",
       "      <td>11509095</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>369</td>\n",
       "      <td>11632</td>\n",
       "      <td>369</td>\n",
       "      <td>0</td>\n",
       "      <td>46.125000</td>\n",
       "      <td>130.461201</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>914.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>914</td>\n",
       "      <td>914</td>\n",
       "      <td>6504954.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6504954</td>\n",
       "      <td>6504954</td>\n",
       "      <td>Anormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042537</th>\n",
       "      <td>54901</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042538</th>\n",
       "      <td>53379</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042539</th>\n",
       "      <td>56736</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042540</th>\n",
       "      <td>53</td>\n",
       "      <td>161</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>114</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042541</th>\n",
       "      <td>53</td>\n",
       "      <td>212</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>84</td>\n",
       "      <td>162</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042542</th>\n",
       "      <td>58891</td>\n",
       "      <td>23388</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042543</th>\n",
       "      <td>49032</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042544</th>\n",
       "      <td>53</td>\n",
       "      <td>24386</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>484</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042545</th>\n",
       "      <td>443</td>\n",
       "      <td>392</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042546</th>\n",
       "      <td>53</td>\n",
       "      <td>247</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>426</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042547</th>\n",
       "      <td>53</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>114</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042548</th>\n",
       "      <td>35450</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042549</th>\n",
       "      <td>53</td>\n",
       "      <td>46982</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>446</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042550</th>\n",
       "      <td>80</td>\n",
       "      <td>11512230</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>672</td>\n",
       "      <td>3525</td>\n",
       "      <td>672</td>\n",
       "      <td>0</td>\n",
       "      <td>134.400000</td>\n",
       "      <td>300.527536</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>821.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>821</td>\n",
       "      <td>821</td>\n",
       "      <td>6506213.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6506213</td>\n",
       "      <td>6506213</td>\n",
       "      <td>Anormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042551</th>\n",
       "      <td>49346</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042552</th>\n",
       "      <td>53</td>\n",
       "      <td>32215</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>152</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042553</th>\n",
       "      <td>53</td>\n",
       "      <td>324</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>84</td>\n",
       "      <td>362</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042554</th>\n",
       "      <td>58030</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>21.920310</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042555</th>\n",
       "      <td>53</td>\n",
       "      <td>1048635</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>192</td>\n",
       "      <td>256</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042556</th>\n",
       "      <td>53</td>\n",
       "      <td>94939</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>226</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1042557 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Destination Port   Flow Duration   Total Fwd Packets  \\\n",
       "0                    54865               3                   2   \n",
       "1                    55054             109                   1   \n",
       "2                    55055              52                   1   \n",
       "3                    46236              34                   1   \n",
       "4                    54863               3                   2   \n",
       "5                    54871            1022                   2   \n",
       "6                    54925               4                   2   \n",
       "7                    54925              42                   1   \n",
       "8                     9282               4                   2   \n",
       "9                    55153               4                   2   \n",
       "10                   55143               3                   2   \n",
       "11                   55144               1                   2   \n",
       "12                   55145               4                   2   \n",
       "13                   55254               3                   3   \n",
       "14                   36206              54                   1   \n",
       "15                   53524               1                   2   \n",
       "16                   53524             154                   1   \n",
       "17                   53526               1                   2   \n",
       "18                   53526             118                   1   \n",
       "19                   53527             239                   1   \n",
       "20                   53528               1                   3   \n",
       "21                   53527               1                   2   \n",
       "22                   55035               4                   2   \n",
       "23                   55275               5                   3   \n",
       "24                   55277               4                   2   \n",
       "25                    8850               4                   3   \n",
       "26                   43248              54                   1   \n",
       "27                    8678              42                   3   \n",
       "28                   55063               4                   2   \n",
       "29                   55203               3                   2   \n",
       "...                    ...             ...                 ...   \n",
       "1042527                 53           61685                   2   \n",
       "1042528              51621              88                   1   \n",
       "1042529                 53             213                   2   \n",
       "1042530                 53             181                   2   \n",
       "1042531              54714               3                   1   \n",
       "1042532                 53             534                   2   \n",
       "1042533              37907              67                   1   \n",
       "1042534              46098              57                   2   \n",
       "1042535                 53          257644                   2   \n",
       "1042536                 80        11509095                   8   \n",
       "1042537              54901              49                   1   \n",
       "1042538              53379             198                   1   \n",
       "1042539              56736              15                   1   \n",
       "1042540                 53             161                   2   \n",
       "1042541                 53             212                   2   \n",
       "1042542              58891           23388                   2   \n",
       "1042543              49032              60                   1   \n",
       "1042544                 53           24386                   2   \n",
       "1042545                443             392                   3   \n",
       "1042546                 53             247                   2   \n",
       "1042547                 53             158                   2   \n",
       "1042548              35450              33                   1   \n",
       "1042549                 53           46982                   2   \n",
       "1042550                 80        11512230                   5   \n",
       "1042551              49346             145                   1   \n",
       "1042552                 53           32215                   4   \n",
       "1042553                 53             324                   2   \n",
       "1042554              58030              82                   2   \n",
       "1042555                 53         1048635                   6   \n",
       "1042556                 53           94939                   4   \n",
       "\n",
       "          Total Backward Packets  Total Length of Fwd Packets  \\\n",
       "0                              0                           12   \n",
       "1                              1                            6   \n",
       "2                              1                            6   \n",
       "3                              1                            6   \n",
       "4                              0                           12   \n",
       "5                              0                           12   \n",
       "6                              0                           12   \n",
       "7                              1                            6   \n",
       "8                              0                           12   \n",
       "9                              0                           37   \n",
       "10                             0                           37   \n",
       "11                             0                           37   \n",
       "12                             0                           37   \n",
       "13                             0                           43   \n",
       "14                             1                            0   \n",
       "15                             0                            0   \n",
       "16                             1                            0   \n",
       "17                             0                            0   \n",
       "18                             1                            0   \n",
       "19                             1                            0   \n",
       "20                             0                            0   \n",
       "21                             0                            0   \n",
       "22                             0                          248   \n",
       "23                             0                          254   \n",
       "24                             0                           12   \n",
       "25                             0                           43   \n",
       "26                             1                            0   \n",
       "27                             0                           43   \n",
       "28                             0                           37   \n",
       "29                             0                           37   \n",
       "...                          ...                          ...   \n",
       "1042527                        2                           62   \n",
       "1042528                        1                            0   \n",
       "1042529                        2                           60   \n",
       "1042530                        2                           88   \n",
       "1042531                        1                            6   \n",
       "1042532                        2                           58   \n",
       "1042533                        1                            6   \n",
       "1042534                        1                           31   \n",
       "1042535                        2                           74   \n",
       "1042536                        5                          369   \n",
       "1042537                        1                            6   \n",
       "1042538                        2                            0   \n",
       "1042539                        1                            6   \n",
       "1042540                        2                           82   \n",
       "1042541                        2                           84   \n",
       "1042542                        1                           12   \n",
       "1042543                        1                            0   \n",
       "1042544                        2                           68   \n",
       "1042545                        1                           18   \n",
       "1042546                        2                           74   \n",
       "1042547                        2                           82   \n",
       "1042548                        1                            0   \n",
       "1042549                        2                           58   \n",
       "1042550                        5                          672   \n",
       "1042551                        1                            0   \n",
       "1042552                        2                          112   \n",
       "1042553                        2                           84   \n",
       "1042554                        1                           31   \n",
       "1042555                        2                          192   \n",
       "1042556                        2                          188   \n",
       "\n",
       "          Total Length of Bwd Packets   Fwd Packet Length Max  \\\n",
       "0                                   0                       6   \n",
       "1                                   6                       6   \n",
       "2                                   6                       6   \n",
       "3                                   6                       6   \n",
       "4                                   0                       6   \n",
       "5                                   0                       6   \n",
       "6                                   0                       6   \n",
       "7                                   6                       6   \n",
       "8                                   0                       6   \n",
       "9                                   0                      31   \n",
       "10                                  0                      31   \n",
       "11                                  0                      31   \n",
       "12                                  0                      31   \n",
       "13                                  0                      31   \n",
       "14                                  0                       0   \n",
       "15                                  0                       0   \n",
       "16                                  0                       0   \n",
       "17                                  0                       0   \n",
       "18                                  0                       0   \n",
       "19                                  0                       0   \n",
       "20                                  0                       0   \n",
       "21                                  0                       0   \n",
       "22                                  0                     217   \n",
       "23                                  0                     217   \n",
       "24                                  0                       6   \n",
       "25                                  0                      31   \n",
       "26                                  0                       0   \n",
       "27                                  0                      31   \n",
       "28                                  0                      31   \n",
       "29                                  0                      31   \n",
       "...                               ...                     ...   \n",
       "1042527                           254                      31   \n",
       "1042528                             0                       0   \n",
       "1042529                           264                      30   \n",
       "1042530                           344                      44   \n",
       "1042531                             6                       6   \n",
       "1042532                           178                      29   \n",
       "1042533                             6                       6   \n",
       "1042534                             6                      31   \n",
       "1042535                           228                      37   \n",
       "1042536                         11632                     369   \n",
       "1042537                             6                       6   \n",
       "1042538                             0                       0   \n",
       "1042539                             6                       6   \n",
       "1042540                           114                      41   \n",
       "1042541                           162                      42   \n",
       "1042542                             6                       6   \n",
       "1042543                             0                       0   \n",
       "1042544                           484                      34   \n",
       "1042545                             6                       6   \n",
       "1042546                           426                      37   \n",
       "1042547                           114                      41   \n",
       "1042548                             0                       0   \n",
       "1042549                           446                      29   \n",
       "1042550                          3525                     672   \n",
       "1042551                             0                       0   \n",
       "1042552                           152                      28   \n",
       "1042553                           362                      42   \n",
       "1042554                             6                      31   \n",
       "1042555                           256                      32   \n",
       "1042556                           226                      47   \n",
       "\n",
       "          Fwd Packet Length Min   Fwd Packet Length Mean  \\\n",
       "0                             6                 6.000000   \n",
       "1                             6                 6.000000   \n",
       "2                             6                 6.000000   \n",
       "3                             6                 6.000000   \n",
       "4                             6                 6.000000   \n",
       "5                             6                 6.000000   \n",
       "6                             6                 6.000000   \n",
       "7                             6                 6.000000   \n",
       "8                             6                 6.000000   \n",
       "9                             6                18.500000   \n",
       "10                            6                18.500000   \n",
       "11                            6                18.500000   \n",
       "12                            6                18.500000   \n",
       "13                            6                14.333333   \n",
       "14                            0                 0.000000   \n",
       "15                            0                 0.000000   \n",
       "16                            0                 0.000000   \n",
       "17                            0                 0.000000   \n",
       "18                            0                 0.000000   \n",
       "19                            0                 0.000000   \n",
       "20                            0                 0.000000   \n",
       "21                            0                 0.000000   \n",
       "22                           31               124.000000   \n",
       "23                            6                84.666667   \n",
       "24                            6                 6.000000   \n",
       "25                            6                14.333333   \n",
       "26                            0                 0.000000   \n",
       "27                            6                14.333333   \n",
       "28                            6                18.500000   \n",
       "29                            6                18.500000   \n",
       "...                         ...                      ...   \n",
       "1042527                      31                31.000000   \n",
       "1042528                       0                 0.000000   \n",
       "1042529                      30                30.000000   \n",
       "1042530                      44                44.000000   \n",
       "1042531                       6                 6.000000   \n",
       "1042532                      29                29.000000   \n",
       "1042533                       6                 6.000000   \n",
       "1042534                       0                15.500000   \n",
       "1042535                      37                37.000000   \n",
       "1042536                       0                46.125000   \n",
       "1042537                       6                 6.000000   \n",
       "1042538                       0                 0.000000   \n",
       "1042539                       6                 6.000000   \n",
       "1042540                      41                41.000000   \n",
       "1042541                      42                42.000000   \n",
       "1042542                       6                 6.000000   \n",
       "1042543                       0                 0.000000   \n",
       "1042544                      34                34.000000   \n",
       "1042545                       6                 6.000000   \n",
       "1042546                      37                37.000000   \n",
       "1042547                      41                41.000000   \n",
       "1042548                       0                 0.000000   \n",
       "1042549                      29                29.000000   \n",
       "1042550                       0               134.400000   \n",
       "1042551                       0                 0.000000   \n",
       "1042552                      28                28.000000   \n",
       "1042553                      42                42.000000   \n",
       "1042554                       0                15.500000   \n",
       "1042555                      32                32.000000   \n",
       "1042556                      47                47.000000   \n",
       "\n",
       "          Fwd Packet Length Std   ...      min_seg_size_forward  Active Mean  \\\n",
       "0                      0.000000   ...                        20          0.0   \n",
       "1                      0.000000   ...                        20          0.0   \n",
       "2                      0.000000   ...                        20          0.0   \n",
       "3                      0.000000   ...                        20          0.0   \n",
       "4                      0.000000   ...                        20          0.0   \n",
       "5                      0.000000   ...                        20          0.0   \n",
       "6                      0.000000   ...                        20          0.0   \n",
       "7                      0.000000   ...                        20          0.0   \n",
       "8                      0.000000   ...                        20          0.0   \n",
       "9                     17.677670   ...                        20          0.0   \n",
       "10                    17.677670   ...                        20          0.0   \n",
       "11                    17.677670   ...                        20          0.0   \n",
       "12                    17.677670   ...                        20          0.0   \n",
       "13                    14.433757   ...                        20          0.0   \n",
       "14                     0.000000   ...                        32          0.0   \n",
       "15                     0.000000   ...                        32          0.0   \n",
       "16                     0.000000   ...                        32          0.0   \n",
       "17                     0.000000   ...                        32          0.0   \n",
       "18                     0.000000   ...                        32          0.0   \n",
       "19                     0.000000   ...                        32          0.0   \n",
       "20                     0.000000   ...                        32          0.0   \n",
       "21                     0.000000   ...                        32          0.0   \n",
       "22                   131.521861   ...                        20          0.0   \n",
       "23                   115.283708   ...                        20          0.0   \n",
       "24                     0.000000   ...                        20          0.0   \n",
       "25                    14.433757   ...                        20          0.0   \n",
       "26                     0.000000   ...                        32          0.0   \n",
       "27                    14.433757   ...                        20          0.0   \n",
       "28                    17.677670   ...                        20          0.0   \n",
       "29                    17.677670   ...                        20          0.0   \n",
       "...                         ...   ...                       ...          ...   \n",
       "1042527                0.000000   ...                        32          0.0   \n",
       "1042528                0.000000   ...                        32          0.0   \n",
       "1042529                0.000000   ...                        40          0.0   \n",
       "1042530                0.000000   ...                        32          0.0   \n",
       "1042531                0.000000   ...                        20          0.0   \n",
       "1042532                0.000000   ...                        32          0.0   \n",
       "1042533                0.000000   ...                        20          0.0   \n",
       "1042534               21.920310   ...                        32          0.0   \n",
       "1042535                0.000000   ...                        32          0.0   \n",
       "1042536              130.461201   ...                        32        914.0   \n",
       "1042537                0.000000   ...                        20          0.0   \n",
       "1042538                0.000000   ...                        32          0.0   \n",
       "1042539                0.000000   ...                        20          0.0   \n",
       "1042540                0.000000   ...                        32          0.0   \n",
       "1042541                0.000000   ...                        32          0.0   \n",
       "1042542                0.000000   ...                        20          0.0   \n",
       "1042543                0.000000   ...                        32          0.0   \n",
       "1042544                0.000000   ...                        20          0.0   \n",
       "1042545                0.000000   ...                        20          0.0   \n",
       "1042546                0.000000   ...                        32          0.0   \n",
       "1042547                0.000000   ...                        20          0.0   \n",
       "1042548                0.000000   ...                        32          0.0   \n",
       "1042549                0.000000   ...                        20          0.0   \n",
       "1042550              300.527536   ...                        32        821.0   \n",
       "1042551                0.000000   ...                        32          0.0   \n",
       "1042552                0.000000   ...                        20          0.0   \n",
       "1042553                0.000000   ...                        20          0.0   \n",
       "1042554               21.920310   ...                        32          0.0   \n",
       "1042555                0.000000   ...                        20          0.0   \n",
       "1042556                0.000000   ...                        20          0.0   \n",
       "\n",
       "          Active Std   Active Max   Active Min  Idle Mean   Idle Std  \\\n",
       "0                0.0            0            0        0.0        0.0   \n",
       "1                0.0            0            0        0.0        0.0   \n",
       "2                0.0            0            0        0.0        0.0   \n",
       "3                0.0            0            0        0.0        0.0   \n",
       "4                0.0            0            0        0.0        0.0   \n",
       "5                0.0            0            0        0.0        0.0   \n",
       "6                0.0            0            0        0.0        0.0   \n",
       "7                0.0            0            0        0.0        0.0   \n",
       "8                0.0            0            0        0.0        0.0   \n",
       "9                0.0            0            0        0.0        0.0   \n",
       "10               0.0            0            0        0.0        0.0   \n",
       "11               0.0            0            0        0.0        0.0   \n",
       "12               0.0            0            0        0.0        0.0   \n",
       "13               0.0            0            0        0.0        0.0   \n",
       "14               0.0            0            0        0.0        0.0   \n",
       "15               0.0            0            0        0.0        0.0   \n",
       "16               0.0            0            0        0.0        0.0   \n",
       "17               0.0            0            0        0.0        0.0   \n",
       "18               0.0            0            0        0.0        0.0   \n",
       "19               0.0            0            0        0.0        0.0   \n",
       "20               0.0            0            0        0.0        0.0   \n",
       "21               0.0            0            0        0.0        0.0   \n",
       "22               0.0            0            0        0.0        0.0   \n",
       "23               0.0            0            0        0.0        0.0   \n",
       "24               0.0            0            0        0.0        0.0   \n",
       "25               0.0            0            0        0.0        0.0   \n",
       "26               0.0            0            0        0.0        0.0   \n",
       "27               0.0            0            0        0.0        0.0   \n",
       "28               0.0            0            0        0.0        0.0   \n",
       "29               0.0            0            0        0.0        0.0   \n",
       "...              ...          ...          ...        ...        ...   \n",
       "1042527          0.0            0            0        0.0        0.0   \n",
       "1042528          0.0            0            0        0.0        0.0   \n",
       "1042529          0.0            0            0        0.0        0.0   \n",
       "1042530          0.0            0            0        0.0        0.0   \n",
       "1042531          0.0            0            0        0.0        0.0   \n",
       "1042532          0.0            0            0        0.0        0.0   \n",
       "1042533          0.0            0            0        0.0        0.0   \n",
       "1042534          0.0            0            0        0.0        0.0   \n",
       "1042535          0.0            0            0        0.0        0.0   \n",
       "1042536          0.0          914          914  6504954.0        0.0   \n",
       "1042537          0.0            0            0        0.0        0.0   \n",
       "1042538          0.0            0            0        0.0        0.0   \n",
       "1042539          0.0            0            0        0.0        0.0   \n",
       "1042540          0.0            0            0        0.0        0.0   \n",
       "1042541          0.0            0            0        0.0        0.0   \n",
       "1042542          0.0            0            0        0.0        0.0   \n",
       "1042543          0.0            0            0        0.0        0.0   \n",
       "1042544          0.0            0            0        0.0        0.0   \n",
       "1042545          0.0            0            0        0.0        0.0   \n",
       "1042546          0.0            0            0        0.0        0.0   \n",
       "1042547          0.0            0            0        0.0        0.0   \n",
       "1042548          0.0            0            0        0.0        0.0   \n",
       "1042549          0.0            0            0        0.0        0.0   \n",
       "1042550          0.0          821          821  6506213.0        0.0   \n",
       "1042551          0.0            0            0        0.0        0.0   \n",
       "1042552          0.0            0            0        0.0        0.0   \n",
       "1042553          0.0            0            0        0.0        0.0   \n",
       "1042554          0.0            0            0        0.0        0.0   \n",
       "1042555          0.0            0            0        0.0        0.0   \n",
       "1042556          0.0            0            0        0.0        0.0   \n",
       "\n",
       "          Idle Max   Idle Min    Label  \n",
       "0                0          0   Normal  \n",
       "1                0          0   Normal  \n",
       "2                0          0   Normal  \n",
       "3                0          0   Normal  \n",
       "4                0          0   Normal  \n",
       "5                0          0   Normal  \n",
       "6                0          0   Normal  \n",
       "7                0          0   Normal  \n",
       "8                0          0   Normal  \n",
       "9                0          0   Normal  \n",
       "10               0          0   Normal  \n",
       "11               0          0   Normal  \n",
       "12               0          0   Normal  \n",
       "13               0          0   Normal  \n",
       "14               0          0   Normal  \n",
       "15               0          0   Normal  \n",
       "16               0          0   Normal  \n",
       "17               0          0   Normal  \n",
       "18               0          0   Normal  \n",
       "19               0          0   Normal  \n",
       "20               0          0   Normal  \n",
       "21               0          0   Normal  \n",
       "22               0          0   Normal  \n",
       "23               0          0   Normal  \n",
       "24               0          0   Normal  \n",
       "25               0          0   Normal  \n",
       "26               0          0   Normal  \n",
       "27               0          0   Normal  \n",
       "28               0          0   Normal  \n",
       "29               0          0   Normal  \n",
       "...            ...        ...      ...  \n",
       "1042527          0          0   Normal  \n",
       "1042528          0          0   Normal  \n",
       "1042529          0          0   Normal  \n",
       "1042530          0          0   Normal  \n",
       "1042531          0          0   Normal  \n",
       "1042532          0          0   Normal  \n",
       "1042533          0          0   Normal  \n",
       "1042534          0          0   Normal  \n",
       "1042535          0          0   Normal  \n",
       "1042536    6504954    6504954  Anormal  \n",
       "1042537          0          0   Normal  \n",
       "1042538          0          0   Normal  \n",
       "1042539          0          0   Normal  \n",
       "1042540          0          0   Normal  \n",
       "1042541          0          0   Normal  \n",
       "1042542          0          0   Normal  \n",
       "1042543          0          0   Normal  \n",
       "1042544          0          0   Normal  \n",
       "1042545          0          0   Normal  \n",
       "1042546          0          0   Normal  \n",
       "1042547          0          0   Normal  \n",
       "1042548          0          0   Normal  \n",
       "1042549          0          0   Normal  \n",
       "1042550    6506213    6506213  Anormal  \n",
       "1042551          0          0   Normal  \n",
       "1042552          0          0   Normal  \n",
       "1042553          0          0   Normal  \n",
       "1042554          0          0   Normal  \n",
       "1042555          0          0   Normal  \n",
       "1042556          0          0   Normal  \n",
       "\n",
       "[1042557 rows x 79 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NA_df=dataset\n",
    "NA_df[' Label']=NA_df[' Label'].apply({'DoS':'Anormal','BENIGN':'Normal' ,'DDoS':'Anormal', 'PortScan':'Anormal'}.get)\n",
    "NA_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "KNIME'da kullanabilmek için oluşturduğum datasetlerin csv'lerini oluşturdum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DoS_df.to_csv('DoS_dataset.csv', sep=',', encoding='utf-8', index=False)\n",
    "\n",
    "DDoS_df.to_csv('DDoS_dataset.csv', sep=',', encoding='utf-8', index=False)\n",
    "\n",
    "PortScan_df.to_csv('PortScan_dataset.csv', sep=',', encoding='utf-8', index=False)\n",
    "\n",
    "NA_df.to_csv('NormalAnormal_dataset.csv', sep=',', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NaN_values1=DoS_df.isnull().sum()\n",
    "NaN_values2=DDoS_df.isnull().sum()\n",
    "NaN_values3=PortScan_df.isnull().sum()\n",
    "NaN_values4=NA_df.isnull().sum()\n",
    "NaN_values1\n",
    "NaN_values2\n",
    "NaN_values3\n",
    "NaN_values4\n",
    "NAN value var mı diye baktım yok."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Algoritmalar için yazdığım metodlar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_test_dataset(df):\n",
    "    labelencoder = LabelEncoder()\n",
    "    df.iloc[:, -1] = labelencoder.fit_transform(df.iloc[:, -1])\n",
    "    X = df.drop([' Label'],axis=1) \n",
    "    y = df.iloc[:, -1].values.reshape(-1,1)\n",
    "    y=np.ravel(y)\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X,y, train_size = 0.7, test_size = 0.3, random_state = 0, stratify = y)\n",
    "    return  X_train, X_test, y_train, y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def RandomForest(X_train, X_test, y_train, y_test):\n",
    "    rf = RandomForestClassifier(random_state = 0)\n",
    "    imputer = Imputer(missing_values=\"NaN\", strategy = \"mean\")\n",
    "    imputer = imputer.fit(X_train)\n",
    "    X_train = imputer.transform(X_train)\n",
    "    X_test = imputer.transform(X_test)\n",
    "    rf.fit(X_train,y_train) # modelin veri üzerinde öğrenmesi fit fonksiyonuyla yapılıyor\n",
    "    rf_score=rf.score(X_test,y_test)\n",
    "    y_predict=rf.predict(X_test)\n",
    "    y_true=y_test\n",
    "    print('Random Forest Accuracy:'+ str(rf_score))\n",
    "    precision,recall,fscore,none= precision_recall_fscore_support(y_true, y_predict, average='weighted') \n",
    "    print('Random Forest precision_recall_fscore:'+(str(precision))+(str(recall))+(str(fscore)))\n",
    "    \n",
    "    cm=confusion_matrix(y_true,y_predict)\n",
    "    f,ax=plt.subplots(figsize=(5,5))\n",
    "    sns.heatmap(cm,annot=True,linewidth=0.5,linecolor=\"red\",fmt=\".0f\",ax=ax)\n",
    "    plt.xlabel(\"y_pred\")\n",
    "    plt.ylabel(\"y_true\")\n",
    "    plt.show()\n",
    "    return rf_score,precision,recall,fscore,none\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DecisionTree(X_train, X_test, y_train, y_test):\n",
    "    dt = DecisionTreeClassifier(random_state = 0)\n",
    "    imputer = Imputer(missing_values=\"NaN\", strategy = \"mean\")\n",
    "    imputer = imputer.fit(X_train)\n",
    "    X_train = imputer.transform(X_train)\n",
    "    X_test = imputer.transform(X_test)\n",
    "    dt.fit(X_train, y_train)\n",
    "    score=dt.score(X_test,y_test)\n",
    "    print('Decision Tree Accuracy:'+ str(score))\n",
    "   # print('Decision Tree Accuracy2:'+ str(accuracy_score(y_test, y_predict)))\n",
    "    y_predict=dt.predict(X_test)\n",
    "    y_true=y_test\n",
    "    precision,recall,fscore,none= precision_recall_fscore_support(y_true, y_predict, average='weighted') \n",
    "    print('Decision Tree precision_recall_fscore:'+(str(precision))+(str(recall))+(str(fscore)))\n",
    "    cm=confusion_matrix(y_true,y_predict)\n",
    "    f,ax=plt.subplots(figsize=(5,5))\n",
    "    sns.heatmap(cm,annot=True,linewidth=0.5,linecolor=\"red\",fmt=\".0f\",ax=ax)\n",
    "    plt.xlabel(\"y_pred\")\n",
    "    plt.ylabel(\"y_true\")\n",
    "    plt.show()\n",
    "    return score,precision,recall,fscore,none"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kNN(X_train, X_test, y_train, y_test):\n",
    "    knn=KNeighborsClassifier(n_neighbors=5)\n",
    "    imputer = Imputer(missing_values=\"NaN\", strategy = \"mean\")\n",
    "    imputer = imputer.fit(X_train)\n",
    "    X_train = imputer.transform(X_train)\n",
    "    X_test = imputer.transform(X_test)\n",
    "    knn.fit(X_train,y_train) \n",
    "    prediction=knn.predict(X_test)\n",
    "    score=knn.score(X_test,y_test)\n",
    "    print(\"5 nn score:\"+ str(score))\n",
    "    y_predict=knn.predict(X_test)\n",
    "    y_true=y_test\n",
    "    precision,recall,fscore,none= precision_recall_fscore_support(y_true, y_predict, average='weighted') \n",
    "    print('5nn precision_recall_fscore:'+(str(precision))+(str(recall))+(str(fscore)))\n",
    "    cm=confusion_matrix(y_true,y_predict)\n",
    "    f,ax=plt.subplots(figsize=(5,5))\n",
    "    sns.heatmap(cm,annot=True,linewidth=0.5,linecolor=\"red\",fmt=\".0f\",ax=ax)\n",
    "    plt.xlabel(\"y_pred\")\n",
    "    plt.ylabel(\"y_true\")\n",
    "    plt.show()\n",
    "    return score,precision,recall,fscore,none\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def SVM(X_train, X_test, y_train, y_test):\n",
    "    svclassifier = SVC(kernel='linear')  \n",
    "    imputer = Imputer(missing_values=\"NaN\", strategy = \"mean\")\n",
    "    imputer = imputer.fit(X_train)\n",
    "    X_train = imputer.transform(X_train)\n",
    "    X_test = imputer.transform(X_test)\n",
    "    svclassifier.fit(X_train, y_train) \n",
    "    print(\"SVM Classification Accuracy:\"+ str(svclassifier.score(X_test,y_test)))\n",
    "    y_predict = svclassifier.predict(X_test)  \n",
    "    y_true=y_test\n",
    "    cm=confusion_matrix(y_true,y_predict)\n",
    "    f,ax=plt.subplots(figsize=(5,5))\n",
    "    sns.heatmap(cm,annot=True,linewidth=0.5,linecolor=\"red\",fmt=\".0f\",ax=ax)\n",
    "    plt.xlabel(\"y_pred\")\n",
    "    plt.ylabel(\"y_true\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_classifier(X_train):\n",
    "    def bm():\n",
    "        classifier = Sequential() # initialize neural network\n",
    "        classifier.add(Dense(units = 80, kernel_initializer = 'uniform', activation = 'relu', input_dim = X_train.shape[1]))\n",
    "        classifier.add(Dense(units = 25, kernel_initializer = 'uniform', activation = 'relu'))              \n",
    "       # classifier.add(Dense(units = 25, kernel_initializer = 'uniform', activation = 'relu'))\n",
    "        classifier.add(Dense(units = 2, kernel_initializer = 'uniform', activation = 'softmax'))\n",
    "        lr=.003\n",
    "        adam0=Adam(lr=lr)\n",
    "\n",
    "        classifier.compile(optimizer =adam0, loss = 'categorical_crossentropy', metrics = ['accuracy'])\n",
    "        return classifier\n",
    "    return bm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ANN(X_train, X_test, y_train, y_test):\n",
    "    y_ = to_categorical(y_train)\n",
    "    y_t=to_categorical(y_test)\n",
    "    estimator  = KerasClassifier(build_fn = build_classifier(X_train), epochs = 5)\n",
    "    accuracies = cross_val_score(estimator, X = X_train, y = y_, cv = 3)\n",
    "    mean = accuracies.mean()\n",
    "    variance = accuracies.std()\n",
    "    print(\"Accuracy mean: \"+ str(mean))\n",
    "    print(\"Accuracy variance: \"+ str(variance))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_selection(df):\n",
    "    feature=(df.drop([' Label'],axis=1)).columns.values\n",
    "    labelencoder = LabelEncoder()\n",
    "    df.iloc[:, -1] = labelencoder.fit_transform(df.iloc[:, -1])\n",
    "    X = df.drop([' Label'],axis=1) \n",
    "    Y = df.iloc[:, -1].values.reshape(-1,1)\n",
    "    Y=np.ravel(Y)\n",
    "    imputer = Imputer(missing_values=\"NaN\", strategy = \"mean\")\n",
    "    imputer = imputer.fit(X)\n",
    "    X = imputer.transform(X)\n",
    "    rf = RandomForestRegressor()\n",
    "    rf.fit(X, Y)\n",
    "    print (\"Features sorted by their score:\")\n",
    "    print (sorted(zip(map(lambda x: round(x, 4), rf.feature_importances_), feature), reverse=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features sorted by their score:\n",
      "[(0.4612, ' Bwd Packet Length Std'), (0.2906, ' ECE Flag Count'), (0.1242, ' Bwd URG Flags'), (0.037, ' Subflow Bwd Packets'), (0.0325, ' Destination Port'), (0.011, ' Min Packet Length'), (0.0079, ' Bwd Packets/s'), (0.0069, ' Flow IAT Min'), (0.0058, ' min_seg_size_forward'), (0.0039, 'Bwd IAT Total'), (0.003, ' Subflow Bwd Bytes'), (0.0027, ' Flow Packets/s'), (0.002, ' Flow IAT Std'), (0.0011, ' Fwd Packet Length Std'), (0.0008, ' PSH Flag Count'), (0.0007, 'Fwd Packets/s'), (0.0006, 'Subflow Fwd Packets'), (0.0006, ' SYN Flag Count'), (0.0006, ' Fwd IAT Min'), (0.0006, ' Bwd IAT Std'), (0.0005, ' RST Flag Count'), (0.0004, 'Fwd IAT Total'), (0.0004, ' Total Backward Packets'), (0.0004, ' Fwd URG Flags'), (0.0004, ' Fwd Packet Length Max'), (0.0003, 'Flow Bytes/s'), (0.0003, ' Fwd Packet Length Min'), (0.0003, ' Fwd IAT Mean'), (0.0003, ' Flow IAT Max'), (0.0002, 'Total Length of Fwd Packets'), (0.0002, ' Total Length of Bwd Packets'), (0.0002, ' Subflow Fwd Bytes'), (0.0002, ' Fwd Header Length'), (0.0002, ' Flow IAT Mean'), (0.0002, ' Flow Duration'), (0.0002, ' Down/Up Ratio'), (0.0002, ' CWE Flag Count'), (0.0002, ' Bwd Header Length'), (0.0001, 'Bwd Packet Length Max'), (0.0001, 'Bwd Avg Bulk Rate'), (0.0001, ' Fwd Packet Length Mean'), (0.0001, ' Fwd IAT Std'), (0.0001, ' Bwd Packet Length Min'), (0.0001, ' Bwd Packet Length Mean'), (0.0001, ' Avg Fwd Segment Size'), (0.0001, ' Average Packet Size'), (0.0, 'Init_Win_bytes_forward'), (0.0, 'Idle Mean'), (0.0, 'Fwd PSH Flags'), (0.0, 'Fwd Avg Bytes/Bulk'), (0.0, 'FIN Flag Count'), (0.0, 'Active Mean'), (0.0, ' act_data_pkt_fwd'), (0.0, ' URG Flag Count'), (0.0, ' Total Fwd Packets'), (0.0, ' Packet Length Variance'), (0.0, ' Packet Length Std'), (0.0, ' Packet Length Mean'), (0.0, ' Max Packet Length'), (0.0, ' Init_Win_bytes_backward'), (0.0, ' Idle Std'), (0.0, ' Fwd IAT Max'), (0.0, ' Fwd Header Length.1'), (0.0, ' Fwd Avg Packets/Bulk'), (0.0, ' Fwd Avg Bulk Rate'), (0.0, ' Bwd PSH Flags'), (0.0, ' Bwd IAT Min'), (0.0, ' Bwd IAT Mean'), (0.0, ' Bwd IAT Max'), (0.0, ' Bwd Avg Packets/Bulk'), (0.0, ' Bwd Avg Bytes/Bulk'), (0.0, ' Avg Bwd Segment Size'), (0.0, ' Active Std'), (0.0, ' Active Min'), (0.0, ' Active Max'), (0.0, ' ACK Flag Count')]\n"
     ]
    }
   ],
   "source": [
    "feature_selection(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[(0.4612, ' Bwd Packet Length Std'), (0.2906, ' ECE Flag Count'), (0.1242, ' Bwd URG Flags'), (0.037, ' Subflow Bwd Packets'), (0.0325, ' Destination Port'), (0.011, ' Min Packet Length'), (0.0079, ' Bwd Packets/s'), (0.0069, ' Flow IAT Min'), (0.0058, ' min_seg_size_forward'), (0.0039, 'Bwd IAT Total'), (0.003, ' Subflow Bwd Bytes'), (0.0027, ' Flow Packets/s'), (0.002, ' Flow IAT Std'), (0.0011, ' Fwd Packet Length Std'), (0.0008, ' PSH Flag Count'), (0.0007, 'Fwd Packets/s'), (0.0006, 'Subflow Fwd Packets'), (0.0006, ' SYN Flag Count'), (0.0006, ' Fwd IAT Min'), (0.0006, ' Bwd IAT Std'), (0.0005, ' RST Flag Count'), (0.0004, 'Fwd IAT Total'), (0.0004, ' Total Backward Packets'), (0.0004, ' Fwd URG Flags'), (0.0004, ' Fwd Packet Length Max'), (0.0003, 'Flow Bytes/s'), (0.0003, ' Fwd Packet Length Min'), (0.0003, ' Fwd IAT Mean'), (0.0003, ' Flow IAT Max'), (0.0002, 'Total Length of Fwd Packets'), (0.0002, ' Total Length of Bwd Packets'), (0.0002, ' Subflow Fwd Bytes'), (0.0002, ' Fwd Header Length'), (0.0002, ' Flow IAT Mean'), (0.0002, ' Flow Duration'), (0.0002, ' Down/Up Ratio'), (0.0002, ' CWE Flag Count'), (0.0002, ' Bwd Header Length'), (0.0001, 'Bwd Packet Length Max'), (0.0001, 'Bwd Avg Bulk Rate'), (0.0001, ' Fwd Packet Length Mean'), (0.0001, ' Fwd IAT Std'), (0.0001, ' Bwd Packet Length Min'), (0.0001, ' Bwd Packet Length Mean'), (0.0001, ' Avg Fwd Segment Size'), (0.0001, ' Average Packet Size'), (0.0, 'Init_Win_bytes_forward'), (0.0, 'Idle Mean'), (0.0, 'Fwd PSH Flags'), (0.0, 'Fwd Avg Bytes/Bulk'), (0.0, 'FIN Flag Count'), (0.0, 'Active Mean'), (0.0, ' act_data_pkt_fwd'), (0.0, ' URG Flag Count'), (0.0, ' Total Fwd Packets'), (0.0, ' Packet Length Variance'), (0.0, ' Packet Length Std'), (0.0, ' Packet Length Mean'), (0.0, ' Max Packet Length'), (0.0, ' Init_Win_bytes_backward'), (0.0, ' Idle Std'), (0.0, ' Fwd IAT Max'), (0.0, ' Fwd Header Length.1'), (0.0, ' Fwd Avg Packets/Bulk'), (0.0, ' Fwd Avg Bulk Rate'), (0.0, ' Bwd PSH Flags'), (0.0, ' Bwd IAT Min'), (0.0, ' Bwd IAT Mean'), (0.0, ' Bwd IAT Max'), (0.0, ' Bwd Avg Packets/Bulk'), (0.0, ' Bwd Avg Bytes/Bulk'), (0.0, ' Avg Bwd Segment Size'), (0.0, ' Active Std'), (0.0, ' Active Min'), (0.0, ' Active Max'), (0.0, ' ACK Flag Count')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train ve Test datasetlerinin tüm dataframler için oluşturulması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "DoSX_train, DoSX_test, DoSy_train, DoSy_test=train_test_dataset(DoS_df) \n",
    "DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test=train_test_dataset(DDoS_df)\n",
    "PS_X_train,PS_X_test,PS_y_train, PS_y_test=train_test_dataset(PortScan_df)\n",
    "NA_X_train, NA_X_test, NA_y_train, NA_y_test=train_test_dataset(NA_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DoS ve BENIGN içeren dataframe için algorimalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Accuracy:0.9992715941970338\n",
      "Random Forest precision_recall_fscore:0.99927157769210310.99927159419703380.9992715855820445\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dosrf_score,dosrf_precision,dosrf_recall,dosrf_fscore,none=RandomForest(DoSX_train, DoSX_test, DoSy_train, DoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy:0.9995670032171257\n",
      "Decision Tree precision_recall_fscore:0.99956704415759030.99956700321712570.9995670198569627\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dosdt_score,dosdt_precision,dosdt_recall,dosdt_fscore,none=DecisionTree(DoSX_train, DoSX_test, DoSy_train, DoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 nn score:0.9949173461748578\n",
      "5nn precision_recall_fscore:0.99492979653577840.99491734617485780.994921687032628\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVUAAAFBCAYAAADHSzyjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHsBJREFUeJzt3Xl8VNX9//HXhyyAFIIFtYoLW9DiUluBotXWigugiK1o4WstFix1wbWtgFqtVStat7q1pUJFagn8sGrcai1urQugUhcUJaLIKoKEHSWZz++POaSTkIRkeiaThPfTx308Zs5d5iQ88vZz7rn3jrk7IiISR4tsd0BEpDlRqIqIRKRQFRGJSKEqIhKRQlVEJCKFqohIRApVEZGIFKoiIhEpVEVEIsrNdgdqZabbvUSywd3S2W3rqoX1/pvN69g1rc9qrBp1qG799INsd0HSkLdbNwBy8/bKck8kHWVbl2W7C01aow5VEWliEuXZ7kHWKVRFJB5PZLsHWadQFZF4EgpVhaqIROOqVBWqIhKRKlWFqohEpEpVoSoiEWn2X6EqIhGpUlWoikhEOqeqUBWReDT7r1AVkZhUqSpURSQiVaoKVRGJSLP/ClURiUiVqh5SLSISkypVEYlHE1UKVRGJSMN/haqIRKRKVaEqIvG4a/ZfoSoi8Wj4r1AVkYg0/FeoikhEqlQVqiISke6oUqiKSESqVBWqIhKRzqkqVEUkIlWqClURiUiVqkJVRCJSqCpURSQe3VGlUBWRmFSpKlRFJCJNVOkh1SIiMalSFZF4NPxXqIpIRBr+K1RFJCJVqjqnKiIReaL+yw6Y2SQzW2lmb1dpv8DM3jOzeWZ2U0r7ODMrCetOSGnvH9pKzGxsSnsXM5tlZgvMbJqZ5Yf2luF9SVjfuS6/AoWqiMSTSNR/2bH7gP6pDWb2XWAwcIi7HwjcHNp7AkOBA8M+95hZjpnlAHcDA4CewLCwLcCNwG3uXgisAUaG9pHAGnfvDtwWttshhaqIxJOBUHX3F4DPqjSfC4x398/DNitD+2CgyN0/d/cPgRKgT1hK3H2hu38BFAGDzcyAY4AZYf/JwCkpx5ocXs8A+oXta6VQFZF4MjD8r0EP4KgwLH/ezHqH9k7A4pTtloS2mto7AKXuXlalvdKxwvq1YftaaaJKROJJY6LKzEYBo1KaJrj7hB3slgvsCvQFegPTzawrUF0l6VRfQHot27ODdbV2TEQkjjQqzxCgOwrRqpYAf3N3B2abWQLoGNr3Sdlub2BZeF1d+yqgvZnlhmo0dfttx1piZrlAAdufhtiOhv8iEk9mJqqq8zDJc6GYWQ8gn2RAFgNDw8x9F6AQmA3MAQrDTH8+ycms4hDKzwJDwnGHA4+E18XhPWH9M2H7WqlSFZF4MnDxv5lNBY4GOprZEuBqYBIwKVxm9QUwPATePDObDrwDlAHne3h0lpmNBp4CcoBJ7j4vfMQYoMjMrgPmAhND+0RgipmVkKxQh9apv3UI3qzZumph4+2c1Chvt24A5ObtleWeSDrKti4D9x3Ocldn84zr6v0323rIlWl9VmOlSlVE4tEdVQpVEYmoEY98G4pCVUTiUaWqUBWRiBSqClURiUiP/tN1qiIiMalSFZF4NPxXqIpIRJr9V6iKSESqVBWqIhKRQlWhKiIRafZfoSoi8XhC51QVqiISj4b/ClURiUjDf4WqiESk4b9CVUQi0vBfoSoiESlUFaoiEpHuqFKopuPK39zKCy/O5su7tufhv/wBgPnvf8Cvf3snn3+xlZycHH758/M5uOf+THpgBo//41kAysvLWbhoMf96vIiCdm2ZMv1hHiz+O+7OkJP7c+YPvlfpc/781xnccvdE/vV4Ebu2L2DtuvX88obbWLx0OS3z87n28kso7Nq5oX/8Zq9Hj2789YHfV7zv2mVffnXNzfTtexg9eiS/KqZ9QTtK166jV+/j6d3rUH7/+5sAMDN+fe0tPPLI37PS96xTpapQTccpA4/j/049mcuvvbmi7ZZ7JnLuiDM46vDevPDSbG65ZyL33XUTI84Ywogzkl/U+Ny/X+H+aQ9T0K4tCxZ+xIPFf2fqvbeTl5vHOT+7km8f0Yf99ukEwPJPPuXlOXPZc4/dKz7jT/dP44DCbtxxw1UsXLSY62+5m4l3jG/YH34n8P77H9Cr9/EAtGjRgo8/eo2HH3mSO+68t2Kb3954FWvXrQPg7Xnz+WbfAZSXl/OVr+zO668+zWOPPU15eXlW+p9VmqjK3KP/zOwAMxtjZneY2e/C669m6vMaUq9DD6agXdtKbWbGho2bANiwcRO7d+yw3X5P/PN5Bh73HQAWfrSYQw48gNatWpGbm0OvQw9m5gsvVWx70x1/5NLzRmIpX4n2wUcf0/ewrwHQdb99WLr8E1Z9tib2jycp+h1zJAsXLuLjj5dWah8yZBBF05LfZLx585aKAG3VqiWN+cs0M84T9V+amYyEqpmNAYoA47/fuW3AVDMbm4nPzLYxF/2UW+6ZSL/vncnNd93LxeecVWn95i1b+Pcrr3Lc0UcC0L3rfrz2xtuUrl3H5i1b+NfLc1jxyacAPPuvV9h9t44cUNi10jH2796Vfz6fDN633nmP5Z+s5JOVqzL/w+3ETj99MEXTHq7UdtSR3+STlZ9SUvJhRVuf3l/njf88w39en8l5o8funFUqJCvV+i7NTKYq1ZFAb3cf7+5/Cct4oE9YVyMzG2Vmr5rZq/fePzVD3Ytv2kOPM+aCUcx8aAqXXTiKq264vdL65/49i68f0rOiwu3WeV9GnHEaP7n4cs659Jf06N6VnJwcNm/ZwoT7ixh99pnbfcbZZ57GuvUbOHX4+Twwo5gDCruRk5PTID/fzigvL49BJx3PjAcfq9T+gx+cwrRQpW4ze85cvnboMfQ9YiBjLxtNy5YtG7Kr0ohk6pxqAtgLWFSlfc+wrkbuPgGYALB11cIm87+x4if/ybiLzwHghGOO4urxlUP1yZnPM/DYoyu1nTroBE4ddAIAt//hPr6ye0cWL13O0mUrOHX4eQB88ukqThtxAUV/up2OHb7MdVdcCoC7c8KQs9h7rz0y/JPtvPr3/y5z577FypTRQE5ODt87ZQB9+g6odp/580vYuHEzBx24P6+9/mZDdbXRcE1UZSxULwZmmtkCYHFo2xfoDozO0Gdm1W4dOzBn7lv0+cYhzHrtPxUTTgDrN2zk1blvMf6qyyrts3pNKR12bc/yFSuZ+fyL/OWPt1LQri0vPF5Usc3xpw5n2sQ72LV9AevWb6B1q5bk5eXx4KN/57BDD+ZLbdo02M+4sxn6g1O2G/of2+8o3nuvhKVLl1e0de68D4sXL6O8vJx99+1Ejx5d+WjR4qqH2zk0w+F8fWUkVN3972bWg+RwvxPJ86lLgDnu3uRPNv3i6vHMmfsmpaXr6HfKDzlv5JlcM+ZCxv/uj5SVl9MyP5+rL7uwYvuZz7/EEX2+wS6tW1U6ziWXX0fpunXk5uZyxc/O227yq6qFixZz+bU3k9OiBV0778uvx12ckZ9PoHXrVhzb79uce96YSu3Jc6yVh/7f+lYfLvvF+WzdWkYikWD0hZezevVOOoHYDCee6ssa80xlUxr+y3/l7Za8ljM3b68s90TSUbZ1Gbjbjrfc3sZfn1Hvv9k2Vz2Q1mc1VrpOVUTi0TlVhaqIRKRzqgpVEYlI51QVqiISkSpVhaqIxKPrVBWqIhKTKlWFqohEpFBVqIpIRJqoUqiKSESqVBWqIhKPK1QVqiISkUJVoSoiEemSqsx9nYqIyM5IlaqIxKPhv0JVRCJSqCpURSSexvx85oaiUBWReFSpKlRFJCKFqkJVROLRxf8KVRGJSaGqUBWRiHTtv0JVROLR8F93VIlITAmv/7IDZjbJzFaa2dspbb81s/lm9qaZPWRm7VPWjTOzEjN7z8xOSGnvH9pKzGxsSnsXM5tlZgvMbJqZ5Yf2luF9SVjfuS6/AoWqiMSTSGPZsfuA/lXangYOcvdDgPeBcQBm1hMYChwY9rnHzHLMLAe4GxgA9ASGhW0BbgRuc/dCYA0wMrSPBNa4e3fgtrDdDilURSQaT3i9lx0e0/0F4LMqbf9w97Lw9hVg7/B6MFDk7p+7+4dACdAnLCXuvtDdvwCKgMFmZsAxwIyw/2TglJRjTQ6vZwD9wva1UqiKSDyZqVR3ZATwZHjdCVicsm5JaKupvQNQmhLQ29orHSusXxu2r5UmqkQkmnQmqsxsFDAqpWmCu0+o475XAGXAA9uaqusW1ReQXsv2tR2rVgpVEYknjcozBGidQjSVmQ0HTgL6+X8fOrAE2Cdls72BZeF1de2rgPZmlhuq0dTttx1riZnlAgVUOQ1RHQ3/RSQaT9R/SYeZ9QfGACe7+6aUVcXA0DBz3wUoBGYDc4DCMNOfT3IyqziE8bPAkLD/cOCRlGMND6+HAM94HZ4Yo0pVRBo1M5sKHA10NLMlwNUkZ/tbAk+HuaNX3P0cd59nZtOBd0ieFjjf3cvDcUYDTwE5wCR3nxc+YgxQZGbXAXOBiaF9IjDFzEpIVqhD69Tfxvyorq2rFjbezkmN8nbrBkBu3l5Z7omko2zrMnDf4Sx3dVaf+J16/812ePz5tD6rsVKlKiLRpDucb04UqiISj0JVoSoi8ahSVaiKSEQKVYWqiESkUFWoikhM6V000KwoVEUkGlWqClURicgTqlQVqiISjSpVhaqIRJTmjVjNikJVRKJRpapQFZGIdE5VoSoiETXi5zM1GIWqiESjSlWhKiIRKVT15H8RkahUqYpINDqnqlAVkYg0/FeoikhEuvi/DudUzWwPM5toZk+G9z3NbGTmuyYiTU1DfZtqY1aXiar7SH4D4bZvcXsfuDhTHRKRpivhVu+lualLqHZ09+mEb59x9zKgPKO9EpEmyd3qvTQ3dTmnutHMOgAOYGZ9gbUZ7ZWINEmaqKpbqF4KFAPdzOxFYDdgSEZ7JSJNki6pqkOouvvrZvYdYH/AgPfcfWvGeyYiTY4q1TqEqpn9qErTN8wMd78/Q30SkSaqOU481Vddhv+9U163AvoBrwMKVRGppDlOPNVXXYb/F6S+N7MCYErGeiQiTZbOqaZ3R9UmoDB2R0Sk6dPwv27nVB8lXE5F8rrWnsD0THZKRJomDf/rVqnenPK6DFjk7ksy1B8RacI0/N9BqJpZDvBLdz+2gfpTSd5u3bLxsRJJ2dZl2e6CNDAN/3cQqu5ebmabzKzA3XUXlYjUSsP/ug3/twBvmdnTwMZtje5+YcZ6FeTm7bXjjaTR2VahjttvWJZ7Ium4YdHUbHehSatLqD4ellQ6cyIi29Hwv26h2t7df5faYGYXZag/ItKEqdqq26P/hlfTdlbkfohIM6DnqdZSqZrZMOD/gC5mVpyyqi2wOtMdE5GmRxNVtQ//XwKWAx2BW1La1wNvZrJTItI0NcNvR6m3GkPV3RcBi4DDazuAmb3s7rVuIyI7B0eVaoxvU20V4Rgi0gwkNFMVJVT1axQRABKqVKOEqogIoOE/1OGSKjMbbWa71rZJxP6ISBOWSGNpbupynepXgDlmNt3M+ptZ1RA9MwP9EpEmyLF6L83NDkPV3a8k+VDqiSQv+l9gZr8xs25h/dsZ7aGINBmqVOtWqeLuDqwISxmwKzDDzG7KYN9EpIlRqNbtyf8XkrxVdRVwL/ALd99qZi2ABcBlme2iiDQVzXE4X191mf3vCHw/3AxQwd0TZnZSZrolIk1RQplap3OqV1UN1JR178bvkog0VQms3ktdmNklZjbPzN42s6lm1srMupjZLDNbYGbTzCw/bNsyvC8J6zunHGdcaH/PzE5Iae8f2krMbOz/8juo0zlVEZFsMbNOwIVAL3c/CMgBhgI3Are5eyGwBhgZdhkJrHH37sBtYTvMrGfY70CgP3CPmeWEr426GxhA8otNh4Vt06JQFZFoPI2ljnKB1maWC+xC8mFPxwAzwvrJwCnh9eDwnrC+X7gUdDBQ5O6fu/uHQAnQJywl7r7Q3b8AisK2aVGoikg0mZj9d/elJL/V+WOSYboWeA0odfeysNkSoFN43QlYHPYtC9t3SG2vsk9N7WlRqIpINAmzei9mNsrMXk1ZRqUeM9zRORjoAuwFtCE5VK9qW+Fb3YlaT6M9Lbr3X0SiSSeJ3H0CMKGWTY4FPnT3TwHM7G/AEUB7M8sN1ejewLbvRF8C7AMsCacLCoDPUtq3Sd2npvZ6U6UqItFk6OL/j4G+ZrZLODfaD3gHeBYYErYZDjwSXhfz36+BGgI8E25gKgaGhqsDupC8U3Q2MAcoDFcT5JOczEr9tpN6UaUqItFk4jpVd59lZjOA10ne0TmXZGX7OFBkZteFtolhl4nAFDMrIVmhDg3HmWdm00kGchlwvruXQ/LBUcBTJK8smOTu89Ltr0JVRKLJ1PNU3f1q4OoqzQtJztxX3XYLcFoNx7keuL6a9ieAJ/73nipURSQiPbFeoSoiEek2VYWqiETUHJ86VV8KVRGJRsN/haqIRKThv0JVRCLS8F+hKiIRKVQVqiISkWv4r1AVkXhUqerefxGRqFSpikg0qlQVqiISka5TVaiKSES6TlWhKiIRafivUBWRiBSqClURiUjnVBWqIhKRzqkqVEUkIg3/FaoiEpGG/wpVEYkooVhVqIpIPBr+K1RFJCLVqQpVEYlIlapCVUQi0iVVClURiUgTVQpVEYlIkaqHVIuIRKVKVUSi0USVQlVEItI5VYWqiESkSFWoikhEGv4rVEUkIg3/FaoiEpEiVaEqIhFp+K9QFZGIXLWqQlVE4lGlqlAVkYg0UaVQFZGIFKkK1Yxq0aIFs155kmVLVzD4e8M55rtHMn78lbRo0YKNGzYy4uxL+OCDjxj1kzM599zhlJcn2LhhI+ecdxnvvrsg293fKVz279/x+YbNJBIJEmUJ7j75SobddQEdu+4JQOt2bdi8biN3DrycnLwcTvnN2ex9cBfcnUevuZ8PX3kXgON/fjpf//5RtC5ow68OHFFx/Jz8XE6/9Vw6HdSFTaUb+OvoOyhdsiorP2tDUKWqUM2oCy84m/nzF9CubVsA7rrrBr5/6o+ZP7+Ec346nMvHXcTIsy9hatFDTPjTFABOOuk4br7pak4c9MNsdn2n8qdh17NpzfqK91NH31nxeuAVZ7Bl/SYAeg89BoDf9R9Lmw7t+PF9Y7j75Ctxd96d+TovT/4HP3vu1krH7n360Wxeu5Gbj76UQwYdzoCxwyodv7nROVU9pSpjOnXak4ED+jFp0tSKNnevCNiCgrYsX/4JAOvXb6jYpk2bXXDX/+0bi4NP7MsbxS8DsHthJz548W0ANq5ex+Z1G+l0SFcAFs8tYf2npdvt/9Xje/H6g/8C4O0nZtHtiIMaqOfZ4Wn819xkpVI1sx+7+5+z8dkN5dZbrmHsuOto2/ZLFW0//enPebR4Cps3b2Hd+vV868hBFevOPWc4F180ivz8fI474fRsdHmn5O6MmDIWHGb9dSZzpj5Tsa5znwPYsGotqz9aAcDydz+m53G9ePPRlynYswOdDu5CwZ5fZskbH9R4/HZ77ErpstUAJMoTbFm/iV12bVupMm5OVKlmr1K9pqYVZjbKzF41s1cTiY0N2adoThx4LCtXruL1uW9Var/oop8w6OQz6dy1F5MnT+Pm315dse73f5jM/l/9FuOuuJ7Lx13U0F3eaf3h1F9x10lX8OezbuTwHx1H5z4HVKz72slH8EbxSxXvX5v+HGtXrOb8R6/jpKvP5OPXFpAorz1GzKr5fpFmPBJRpZrBStXM3qxpFbBHTfu5+wRgAkBufqcm+Rs/4oheDDrpeAb0P4ZWrVrSrl1bih++n/3378bsOXMBmP7/inn8sQe223fatEe4+84bGrrLO631K5ND9o2r1zHvqVfZ52vd+Gj2fFrktODAE3pz16ArKrZNlCd4/Nq/VLw/58FfsfrDFbUef+2Kz2i/VwfWrfiMFjktaNV2FzaVbqh1H2naMlmp7gH8CBhUzbI6g5+bdVdcOZ7OXXvRvUdfzvjheTz77It879QfU1DQjsLC5Dm4Y/t9m/nzkzP83bt3qdj3xIHHsqDkw6z0e2eT17ol+W1aVbwuPOpgPnl/MQDdjzyITxcuY92Kz/67fat88lq3rFifKCtnZcnSWj/j3adf4xunHgXAQQO/yQcvzcvEj9JoJNJYmptMnlN9DPiSu/+n6gozey6Dn9solZeX89Nzf8H0aRNIJJzSNaWcPepnAJx37ln063cUW7eWUbpmLSNGXpzl3u4cvtSxgDMnXAJAi5wc/vPIi7z/fHKAdcigwysN/QHadGzHiMljcXfWrVjD9Et/X7Gu/9hhHDr4CPJa5zP25TuZM+05Zt7+IK9Of47Tbz2Pnz93K5tKNzL1guY78w+QaManNurKGvNMc1Md/u/syrYuA2DcfsOy3BNJxw2LpoJ7Wl82/cP9vl/vv9m/LPpbs/pia12nKiLR6OJ/haqIRNQcZ/PrSxf/i0g0mZyoMrMcM5trZo+F913MbJaZLTCzaWaWH9pbhvclYX3nlGOMC+3vmdkJKe39Q1uJmY39H34FClURiSeB13uph4uAd1Pe3wjc5u6FwBpgZGgfCaxx9+7AbWE7zKwnMBQ4EOgP3BOCOge4GxgA9ASGhW3TolAVkWgydfG/me0NnAjcG94bcAwwI2wyGTglvB4c3hPW9wvbDwaK3P1zd/8QKAH6hKXE3Re6+xdAUdg2LQpVEYkmg8P/24HLUnbpAJS6e1l4vwToFF53AhYDhPVrw/YV7VX2qak9LQpVEYnG3eu9pN6aHpZRqcc0s5OAle7+WmpzdR+/g3X1bU+LZv9FJJp0LqlKvTW9Bt8CTjazgUAroB3JyrW9meWGanRvYFnYfgmwD7DEzHKBAuCzlPZtUvepqb3eVKmKSDSZGP67+zh339vdO5OcaHrG3c8AngWGhM2GA4+E18XhPWH9M568y6kYGBquDugCFAKzgTlAYbiaID98RnF6vwFVqiISUQNfpzoGKDKz64C5wMTQPhGYYmYlJCvUoQDuPs/MpgPvAGXA+e5eDmBmo4GngBxgkrun/ZAGhaqIRJPpO6rc/TngufB6IcmZ+6rbbAFOq2H/64Hrq2l/AngiRh8VqiISTWN+lkhDUaiKSDTN8VF+9aVQFZFodO+/Zv9FRKJSpSoi0ejRfwpVEYlIE1UKVRGJSJWqQlVEItJElUJVRCLSF/8pVEUkIkWqQlVEItI5VYWqiESkUFWoikhEuqRKoSoiEalSVaiKSES6pEqhKiIRafivUBWRiDT8V6iKSESqVBWqIhKRKlWFqohEpIkqPaRaRCQqVaoiEo0eqKJQFZGINPxXqIpIRKpUFaoiEpEqVYWqiESkSlWhKiIRqVJVqIpIRKpUFaoiEpEqVYWqiETknsh2F7JOoSoi0ejef4WqiESkp1QpVEUkIlWqClURiUiVqkJVRCLSJVUKVRGJSJdUKVRFJCIN//WQahGRqFSpikg0mv1XqIpIRBr+K1RFJCLN/itURSQiVaoKVRGJSOdUFaoiEpEqVYWqiESkc6oKVRGJSHdUKVRFJCJVqgpVEYlI51QVqiISkYb/ClURiUiVqkJVRCJSqII16l+CWSPunEgz5m7p7Jab36nef7NlXyxN67Maq8Ydqs2YmY1y9wnZ7oekR/9+UhM9TzV7RmW7A/I/0b+fVEuhKiISkUJVRCQihWr26Hxc06Z/P6mWJqpERCJSpSoiEpFCVUQkIoVqFphZfzN7z8xKzGxstvsjdWdmk8xspZm9ne2+SOOkUG1gZpYD3A0MAHoCw8ysZ3Z7JfVwH9A/252Qxkuh2vD6ACXuvtDdvwCKgMFZ7pPUkbu/AHyW7X5I46VQbXidgMUp75eENhFpBhSqDa+6h0foujaRZkKh2vCWAPukvN8bWJalvohIZArVhjcHKDSzLmaWDwwFirPcJxGJRKHawNy9DBgNPAW8C0x393nZ7ZXUlZlNBV4G9jezJWY2Mtt9ksZFt6mKiESkSlVEJCKFqohIRApVEZGIFKoiIhEpVEVEIlKoSqNiZp31BChpyhSq0iDC07lEmj2FqlTLzK41s4tS3l9vZhdWs93RZvaCmT1kZu+Y2R/MrEVYt8HMfm1ms4DDzewwM3vezF4zs6fMbM+w3WFm9oaZvQyc31A/o0gmKFSlJhOB4QAhJIcCD9SwbR/gZ8DBQDfg+6G9DfC2u38TmAXcCQxx98OAScD1Ybs/Axe6++EZ+DlEGlRutjsgjZO7f2Rmq83s68AewFx3X13D5rPdfSFU3MZ5JDADKAceDNvsDxwEPG1mADnAcjMrANq7+/NhuykkH+At0iQpVKU29wJnAV8hWVnWpOq9ztveb3H38vDagHlVq1Eza1/N/iJNlob/UpuHSH51SG+SD4CpSZ/w1K0WwA+Af1ezzXvAbmZ2OICZ5ZnZge5eCqw1syPDdmfE675Iw1OlKjVy9y/M7FmgNKXirM7LwHiS51RfIBnG1R1rCHBHGPLnArcD84AfA5PMbBO1h7dIo6enVEmNQuX5OnCauy+oYZujgZ+7+0kN2TeRxkrDf6lW+IbXEmBmTYEqIttTpSp1YmYHk5yZT/V5uFxKRAKFqohIRBr+i4hEpFAVEYlIoSoiEpFCVUQkIoWqiEhE/x81yU6y2RKgKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dosKnn_score,dosKnn_precision,dosKnn_recall,dosKnn_fscore,none=kNN(DoSX_train, DoSX_test, DoSy_train, DoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "SVM(DoSX_train, DoSX_test, DoSy_train, DoSy_test)#svm de problem var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ANN için accuracy acc:0.7636 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "ANN(DoSX_train, DoSX_test, DoSy_train, DoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels=np.unique(DoSy_train)\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PortScan ve BENIGN içeren dataframe için algorimalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Accuracy:0.9999768484219884\n",
      "Random Forest precision_recall_fscore:0.999976849035350.99997684842198840.9999768475130785\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "psrf_score,psrf_precision,psrf_recall,psrf_fscore,none=RandomForest(PS_X_train,PS_X_test,PS_y_train, PS_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy:0.9999351755815676\n",
      "Decision Tree precision_recall_fscore:0.99993517558156760.99993517558156760.9999351755815676\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "psdt_score,psdt_precision,psdt_recall,psdt_fscore,none=DecisionTree(PS_X_train,PS_X_test,PS_y_train, PS_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 nn score:0.9953835753444955\n",
      "5nn precision_recall_fscore:0.99538321526290120.99538357534449550.9953833941078519\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "psKnn_score,psKnn_precision,psKnn_recall,psKnn_fscore,none=kNN(PS_X_train,PS_X_test,PS_y_train, PS_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "SVM(PS_X_train,PS_X_test,PS_y_train, PS_y_test)#svm de problem var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ANN accuracy:0.8738 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ANN(PS_X_train,PS_X_test,PS_y_train, PS_y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DDoS ve BENIGN içeren dataframe için algorimalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Accuracy:0.9999339582351879\n",
      "Random Forest precision_recall_fscore:0.99993395765878170.99993395823518790.999933955153156\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ddosrf_score,ddosrf_precision,ddosrf_recall,ddosrf_fscore,none=RandomForest(DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy:0.9998591109017343\n",
      "Decision Tree precision_recall_fscore:0.99985913240242860.99985911090173430.9998591182049291\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ddosdt_score,ddosdt_precision,ddosdt_recall,ddosdt_fscore,none=DecisionTree(DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 nn score:0.9992295127438592\n",
      "5nn precision_recall_fscore:0.99923039066319210.99922951274385920.9992297880488104\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ddosKnn_score,ddosKnn_precision,ddosKnn_recall,ddosKnn_fscore,none=kNN(DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "SVM(DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test)#svm de problem var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ANN accuracy:0.8307 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ANN(DDoSX_train, DDoSX_test, DDoSy_train, DDoSy_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normal ve Anormal içeren dataframe için algorimalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Accuracy:0.9995108195211786\n",
      "Random Forest precision_recall_fscore:0.99951084634938970.99951081952117860.9995108272893927\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "narf_score,narf_precision,narf_recall,narf_fscore,none=RandomForest(NA_X_train, NA_X_test, NA_y_train, NA_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy:0.9995587783916513\n",
      "Decision Tree precision_recall_fscore:0.99955879360599380.99955877839165130.9995587832663996\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nadt_score,nadt_precision,nadt_recall,nadt_fscore,none=DecisionTree(NA_X_train, NA_X_test, NA_y_train, NA_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 nn score:0.9919684878248414\n",
      "5nn precision_recall_fscore:0.99197627961998680.99196848782484140.991970691849326\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "naKnn_score,naKnn_precision,naKnn_recall,naKnn_fscore,none=kNN(NA_X_train, NA_X_test, NA_y_train, NA_y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "SVM(NA_X_train, NA_X_test, NA_y_train, NA_y_test) #svm de problem var"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ANN accuracy:0.6034"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ANN(NA_X_train, NA_X_test, NA_y_train, NA_y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accuracy tablosu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>Algoritmalar</th>\n",
       "      <th>DoS accuracy</th>\n",
       "      <th>DDoS accuracy</th>\n",
       "      <th>Port Scan accuracy</th>\n",
       "      <th>Normal/Anormal accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Random Forest</td>\n",
       "      <td>0.999272</td>\n",
       "      <td>0.999934</td>\n",
       "      <td>0.999977</td>\n",
       "      <td>0.999511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Decision Tree</td>\n",
       "      <td>0.999567</td>\n",
       "      <td>0.999859</td>\n",
       "      <td>0.999935</td>\n",
       "      <td>0.999559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KNN</td>\n",
       "      <td>0.994917</td>\n",
       "      <td>0.999230</td>\n",
       "      <td>0.995384</td>\n",
       "      <td>0.991968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ANN</td>\n",
       "      <td>0.763600</td>\n",
       "      <td>0.830700</td>\n",
       "      <td>0.873800</td>\n",
       "      <td>0.603400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Algoritmalar  DoS accuracy  DDoS accuracy  Port Scan accuracy  \\\n",
       "0  Random Forest      0.999272       0.999934            0.999977   \n",
       "1  Decision Tree      0.999567       0.999859            0.999935   \n",
       "2            KNN      0.994917       0.999230            0.995384   \n",
       "3            ANN      0.763600       0.830700            0.873800   \n",
       "\n",
       "   Normal/Anormal accuracy  \n",
       "0                 0.999511  \n",
       "1                 0.999559  \n",
       "2                 0.991968  \n",
       "3                 0.603400  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d={'Algoritmalar': [\"Random Forest\", \"Decision Tree\",\"KNN\",\"ANN\"], \n",
    "   'DoS accuracy': [dosrf_score,dosdt_score,dosKnn_score,0.7636],\n",
    "   'DDoS accuracy': [ddosrf_score, ddosdt_score,ddosKnn_score,0.8307],\n",
    "   'Port Scan accuracy':[psrf_score,psdt_score,psKnn_score,0.8738],\n",
    "   'Normal/Anormal accuracy':[narf_score,nadt_score,naKnn_score,0.6034],\n",
    "  }\n",
    "dataframe= pd.DataFrame(data=d)\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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