Train and test set.ipynb

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       "<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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>other</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.89</td>\n",
       "      <td>1.00</td>\n",
       "      <td>satan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>ldap</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>19</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>telnet</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>106</td>\n",
       "      <td>85</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.67</td>\n",
       "      <td>mscan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>telnet</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>235</td>\n",
       "      <td>171</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>mtp</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>266</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>8</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>216</td>\n",
       "      <td>14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>14</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>300</td>\n",
       "      <td>440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>282</td>\n",
       "      <td>4532</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>systat</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>281</td>\n",
       "      <td>6</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>6</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>13</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>4</td>\n",
       "      <td>tcp</td>\n",
       "      <td>pop_3</td>\n",
       "      <td>SF</td>\n",
       "      <td>28</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>249</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>guess_passwd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>37</td>\n",
       "      <td>tcp</td>\n",
       "      <td>telnet</td>\n",
       "      <td>SF</td>\n",
       "      <td>773</td>\n",
       "      <td>364200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>8</td>\n",
       "      <td>tcp</td>\n",
       "      <td>ftp</td>\n",
       "      <td>SF</td>\n",
       "      <td>220</td>\n",
       "      <td>688</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>53</td>\n",
       "      <td>27</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>buffer_overflow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0</td>\n",
       "      <td>udp</td>\n",
       "      <td>domain_u</td>\n",
       "      <td>SF</td>\n",
       "      <td>43</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113</td>\n",
       "      <td>113</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>254</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>267</td>\n",
       "      <td>14515</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>155</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>327</td>\n",
       "      <td>467</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>151</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>54540</td>\n",
       "      <td>8314</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</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</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>255</td>\n",
       "      <td>250</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>iso_tsap</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>7</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>144</td>\n",
       "      <td>8</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>8</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    0    1         2    3      4       5   6   7   8   9   10  11  12  13  14  \\\n",
       "64   0  tcp     other  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "20   0  tcp      ldap  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "66   0  tcp    telnet  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "13   0  tcp    telnet   S0      0       0   0   0   0   0   0   0   0   0   0   \n",
       "44   0  tcp       mtp  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "92   0  tcp   private  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "70   0  tcp   private  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "27   0  tcp      http   SF    300     440   0   0   0   0   0   1   0   0   0   \n",
       "96   0  tcp      http   SF    282    4532   0   0   0   0   0   1   0   0   0   \n",
       "46   0  tcp    systat   S0      0       0   0   0   0   0   0   0   0   0   0   \n",
       "67   0  tcp   private  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "60   4  tcp     pop_3   SF     28      93   0   0   0   0   0   1   0   0   0   \n",
       "14  37  tcp    telnet   SF    773  364200   0   0   0   0   0   1   0   0   0   \n",
       "37   8  tcp       ftp   SF    220     688   0   0   0   4   0   1   0   0   0   \n",
       "38   0  udp  domain_u   SF     43      71   0   0   0   0   0   0   0   0   0   \n",
       "5    0  tcp      http   SF    267   14515   0   0   0   0   0   1   0   0   0   \n",
       "8    0  tcp      http   SF    327     467   0   0   0   0   0   1   0   0   0   \n",
       "47   0  tcp      http   SF  54540    8314   0   0   0   2   0   1   1   0   0   \n",
       "52   0  tcp  iso_tsap  REJ      0       0   0   0   0   0   0   0   0   0   0   \n",
       "40   0  tcp   private   S0      0       0   0   0   0   0   0   0   0   0   0   \n",
       "\n",
       "    15  16  17  18  19  20  21   22   23    24   25    26   27    28    29  \\\n",
       "64   0   0   0   0   0   0   0  412    1  0.15  0.0  0.83  1.0  0.00  1.00   \n",
       "20   0   0   0   0   0   0   0  118   19  0.00  0.0  1.00  1.0  0.16  0.05   \n",
       "66   0   0   0   0   0   0   0    4    6  0.00  0.0  1.00  1.0  0.25  1.00   \n",
       "13   0   0   0   0   0   0   0  120  120  1.00  1.0  0.00  0.0  1.00  0.00   \n",
       "44   0   0   0   0   0   0   0  266    8  0.00  0.0  1.00  1.0  0.03  0.06   \n",
       "92   0   0   0   0   0   0   0  103    4  0.00  0.0  1.00  1.0  0.04  0.06   \n",
       "70   0   0   0   0   0   0   0  216   14  0.00  0.0  1.00  1.0  0.06  0.06   \n",
       "27   0   0   0   0   0   0   0    7    7  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "96   0   0   0   0   0   0   0    6    6  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "46   0   0   0   0   0   0   0  281    6  1.00  1.0  0.00  0.0  0.02  0.06   \n",
       "67   0   0   0   0   0   0   0  109   13  0.00  0.0  1.00  1.0  0.12  0.06   \n",
       "60   0   0   0   0   0   0   0    1    1  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "14   0   0   0   0   0   0   0    1    1  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "37   0   4   0   0   0   0   0    1    1  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "38   0   0   0   0   0   0   0  113  113  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "5    0   0   0   0   0   0   0    4    4  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "8    0   0   0   0   0   0   0   33   47  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "47   0   0   0   0   0   0   0    4   24  0.00  0.0  0.00  0.0  1.00  0.00   \n",
       "52   0   0   0   0   0   0   0  239    7  0.00  0.0  1.00  1.0  0.03  0.06   \n",
       "40   0   0   0   0   0   0   0  144    8  1.00  1.0  0.00  0.0  0.06  0.06   \n",
       "\n",
       "      30   31   32    33    34    35    36    37    38    39    40  \\\n",
       "64  0.00  255    1  0.00  0.96  0.00  0.00  0.10  0.00  0.89  1.00   \n",
       "20  0.00  255   19  0.07  0.05  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "66  0.83  106   85  0.29  0.05  0.01  0.02  0.02  0.00  0.91  0.67   \n",
       "13  0.00  235  171  0.73  0.07  0.00  0.00  0.69  0.95  0.02  0.00   \n",
       "44  0.00  255    8  0.03  0.06  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "92  0.00  255    4  0.02  0.06  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "70  0.00  255   14  0.05  0.07  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "27  0.00  255  255  1.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "96  0.00   96  255  1.00  0.00  0.01  0.02  0.00  0.00  0.00  0.00   \n",
       "46  0.00  255    6  0.02  0.07  0.00  0.00  1.00  1.00  0.00  0.00   \n",
       "67  0.00  255   13  0.05  0.07  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "60  0.00  255  249  0.98  0.02  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "14  0.00   38   73  0.16  0.05  0.03  0.04  0.00  0.77  0.00  0.07   \n",
       "37  0.00   53   27  0.51  0.08  0.02  0.00  0.00  0.00  0.00  0.00   \n",
       "38  0.00  255  254  1.00  0.01  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "5   0.00  155  255  1.00  0.00  0.01  0.03  0.01  0.00  0.00  0.00   \n",
       "8   0.04  151  255  1.00  0.00  0.01  0.03  0.00  0.00  0.00  0.00   \n",
       "47  0.08  255  250  0.98  0.01  0.00  0.00  0.00  0.00  0.06  0.06   \n",
       "52  0.00  255    7  0.03  0.07  0.00  0.00  0.00  0.00  1.00  1.00   \n",
       "40  0.00  255    8  0.03  0.06  0.00  0.00  1.00  1.00  0.00  0.00   \n",
       "\n",
       "                 41  \n",
       "64            satan  \n",
       "20          neptune  \n",
       "66            mscan  \n",
       "13          neptune  \n",
       "44          neptune  \n",
       "92          neptune  \n",
       "70          neptune  \n",
       "27           normal  \n",
       "96           normal  \n",
       "46          neptune  \n",
       "67          neptune  \n",
       "60     guess_passwd  \n",
       "14           normal  \n",
       "37  buffer_overflow  \n",
       "38           normal  \n",
       "5            normal  \n",
       "8            normal  \n",
       "47             back  \n",
       "52          neptune  \n",
       "40          neptune  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#importing the libraries\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import sklearn\n",
    "from sklearn import model_selection\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "\n",
    "pd.options.display.max_columns=1000\n",
    "pd.options.display.max_rows=1000\n",
    "from IPython.display import display\n",
    "#importing the dataset\n",
    "dataset = pd.read_csv('NSL_KDD-master/KDDTest+.txt',header=None)\n",
    "dataset = dataset.iloc[1:100:, :-1]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.scatter3D(dataset[24],dataset[25],dataset[26],)\n",
    "display(dataset.sample(n=20))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(dataset.shape)\n",
    "#display((set(dataset['tcp'])))\n",
    "display(len(set(dataset[1])))\n",
    "\n",
    "#display(set(dataset['http']))\n",
    "display((set(dataset[2])))\n",
    "\n",
    "display(set(dataset[3]))\n",
    "\n",
    "display(set(dataset[41]))\n",
    "\n",
    "#replace all other types as attack.\n",
    "dataset[41] = dataset[41].replace(['apache2', 'back', 'buffer_overflow', 'ftp_write',\n",
    " 'guess_passwd', 'httptunnel', 'imap', 'ipsweep', 'land', 'loadmodule', 'mailbomb', 'mscan', 'multihop', 'named', 'neptune', 'nmap',\n",
    " 'perl', 'phf', 'pod', 'portsweep', 'processtable', 'ps', 'rootkit','saint', 'satan', 'sendmail', 'smurf', 'snmpgetattack',\n",
    " 'snmpguess', 'sqlattack','teardrop', 'udpstorm', 'warezmaster', 'worm', 'xlock', 'xsnoop', 'xterm'], 'attack')\n",
    "\n",
    "display(dataset.sample(10))\n",
    "\n",
    "x = dataset.iloc[:, :-1].values\n",
    "y = dataset.iloc[:, 41].values\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
    "\n",
    "#first applying label encoding to convert strings to number.\n",
    "#display(x[:,2])\n",
    "labelencoder_x_1 = LabelEncoder()\n",
    "labelencoder_x_2 = LabelEncoder()\n",
    "labelencoder_x_3 = LabelEncoder()\n",
    "x[:, 1] = labelencoder_x_1.fit_transform(x[:, 1])\n",
    "x[:, 2] = labelencoder_x_2.fit_transform(x[:, 2])\n",
    "x[:, 3] = labelencoder_x_3.fit_transform(x[:, 3])\n",
    "\n",
    "\n",
    "\n",
    "display(set(x[:,1]))# {0, 1, 2}\n",
    "#display(set(x[:,2]))# {0,1,2,3.....65}\n",
    "display(set(x[:,3]))# {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10}\n",
    "\n",
    "\n",
    "\n",
    "# Now applying one-hot-encoding to map the numbers to appropiate weights.\n",
    "onehotencoder_1 = OneHotEncoder(categorical_features = [1])\n",
    "x = onehotencoder_1.fit_transform(x).toarray()\n",
    "onehotencoder_2 = OneHotEncoder(categorical_features = [4])\n",
    "x = onehotencoder_2.fit_transform(x).toarray()\n",
    "onehotencoder_3 = OneHotEncoder(categorical_features = [4+len(set(dataset[2]))])\n",
    "x = onehotencoder_3.fit_transform(x).toarray()\n",
    "\n",
    "labelencoder_y = LabelEncoder()\n",
    "y = labelencoder_y.fit_transform(y)\n",
    "#display(y)\n",
    "display(x.shape)\n",
    "\n",
    "df = pd.DataFrame(x)\n",
    "display(df.sample(n=10))\n",
    "df[2].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>20</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>20</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67595</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>other</td>\n",
       "      <td>SF</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125363</th>\n",
       "      <td>27</td>\n",
       "      <td>tcp</td>\n",
       "      <td>ftp</td>\n",
       "      <td>SF</td>\n",
       "      <td>332</td>\n",
       "      <td>1063</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94441</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>telnet</td>\n",
       "      <td>RSTO</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38347</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>login</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15859</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "      <td>14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>14</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94764</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>237</td>\n",
       "      <td>5970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>2</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5087</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>8</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>13</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29196</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>daytime</td>\n",
       "      <td>RSTO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>269</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>11</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116162</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>196</td>\n",
       "      <td>362</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.13</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7825</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>smtp</td>\n",
       "      <td>SF</td>\n",
       "      <td>2735</td>\n",
       "      <td>327</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>201</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20049</th>\n",
       "      <td>0</td>\n",
       "      <td>udp</td>\n",
       "      <td>domain_u</td>\n",
       "      <td>SF</td>\n",
       "      <td>45</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>161</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>255</td>\n",
       "      <td>243</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100747</th>\n",
       "      <td>0</td>\n",
       "      <td>udp</td>\n",
       "      <td>domain_u</td>\n",
       "      <td>SF</td>\n",
       "      <td>45</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>147</td>\n",
       "      <td>227</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>255</td>\n",
       "      <td>254</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85745</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>uucp_path</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>274</td>\n",
       "      <td>18</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>18</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97627</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>314</td>\n",
       "      <td>1010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>82</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73303</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>other</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>509</td>\n",
       "      <td>1</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.00</td>\n",
       "      <td>satan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30288</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>287</td>\n",
       "      <td>12884</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.28</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9086</th>\n",
       "      <td>6349</td>\n",
       "      <td>tcp</td>\n",
       "      <td>IRC</td>\n",
       "      <td>RSTR</td>\n",
       "      <td>922</td>\n",
       "      <td>6393</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56</td>\n",
       "      <td>18</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.78</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123793</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>364</td>\n",
       "      <td>658</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.33</td>\n",
       "      <td>43</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84148</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>REJ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0    1          2     3     4      5   6   7   8   9   10  11  12  \\\n",
       "88682      0  tcp    courier    S0     0      0   0   0   0   0   0   0   0   \n",
       "67595      0  tcp      other    SF    59      0   0   0   0   0   0   1   0   \n",
       "125363    27  tcp        ftp    SF   332   1063   0   0   0   6   0   1   0   \n",
       "94441      0  tcp     telnet  RSTO     0     15   0   0   0   0   0   0   0   \n",
       "38347      0  tcp      login    S0     0      0   0   0   0   0   0   0   0   \n",
       "15859      0  tcp    private   REJ     0      0   0   0   0   0   0   0   0   \n",
       "94764      0  tcp       http    SF   237   5970   0   0   0   0   0   1   0   \n",
       "5087       0  tcp    private    S0     0      0   0   0   0   0   0   0   0   \n",
       "29196      0  tcp    daytime  RSTO     0      0   0   0   0   0   0   0   0   \n",
       "116162     0  tcp       http    SF   196    362   0   0   0   0   0   1   0   \n",
       "7825       0  tcp       smtp    SF  2735    327   0   0   0   0   0   1   0   \n",
       "20049      0  udp   domain_u    SF    45    130   0   0   0   0   0   0   0   \n",
       "100747     0  udp   domain_u    SF    45    132   0   0   0   0   0   0   0   \n",
       "85745      0  tcp  uucp_path    S0     0      0   0   0   0   0   0   0   0   \n",
       "97627      0  tcp       http    SF   314   1010   0   0   0   0   0   1   0   \n",
       "73303      0  tcp      other   REJ     0      0   0   0   0   0   0   0   0   \n",
       "30288      0  tcp       http    SF   287  12884   0   0   0   0   0   1   0   \n",
       "9086    6349  tcp        IRC  RSTR   922   6393   0   0   0   0   0   0   0   \n",
       "123793     0  tcp       http    SF   364    658   0   0   0   0   0   1   0   \n",
       "84148      0  tcp    private   REJ     0      0   0   0   0   0   0   0   0   \n",
       "\n",
       "        13  14  15  16  17  18  19  20  21   22   23    24    25    26    27  \\\n",
       "88682    0   0   0   0   0   0   0   0   0  132   20  1.00  1.00  0.00  0.00   \n",
       "67595    0   0   0   0   0   0   0   0   0   16    1  0.06  0.00  0.00  0.00   \n",
       "125363   0   0   0   0   0   0   0   0   1    1    1  0.00  0.00  0.00  0.00   \n",
       "94441    0   0   0   0   0   0   0   0   0    1    1  0.00  0.00  1.00  1.00   \n",
       "38347    0   0   0   0   0   0   0   0   0  143   10  1.00  1.00  0.00  0.00   \n",
       "15859    0   0   0   0   0   0   0   0   0  122   14  0.00  0.00  1.00  1.00   \n",
       "94764    0   0   0   0   0   0   0   0   0    1   29  0.00  0.00  0.00  0.00   \n",
       "5087     0   0   0   0   0   0   0   0   0  143    8  1.00  1.00  0.00  0.00   \n",
       "29196    0   0   0   0   0   0   0   0   0  269   11  0.00  0.00  1.00  1.00   \n",
       "116162   0   0   0   0   0   0   0   0   0   14   30  0.00  0.00  0.00  0.00   \n",
       "7825     0   0   0   0   0   0   0   0   0    2    1  0.00  0.00  0.00  0.00   \n",
       "20049    0   0   0   0   0   0   0   0   0   81  161  0.00  0.00  0.00  0.00   \n",
       "100747   0   0   0   0   0   0   0   0   0  147  227  0.00  0.00  0.00  0.00   \n",
       "85745    0   0   0   0   0   0   0   0   0  274   18  1.00  1.00  0.00  0.00   \n",
       "97627    0   0   0   0   0   0   0   0   0    8    9  0.00  0.00  0.00  0.00   \n",
       "73303    0   0   0   0   0   0   0   0   0  509    1  0.22  0.00  0.76  1.00   \n",
       "30288    0   0   0   0   0   0   0   0   0    5   18  0.20  0.11  0.00  0.06   \n",
       "9086     0   0   0   0   0   0   0   0   0    1    1  0.00  0.00  1.00  1.00   \n",
       "123793   0   0   0   0   0   0   0   0   0    4    6  0.00  0.00  0.00  0.00   \n",
       "84148    0   0   0   0   0   0   0   0   0   63    4  0.00  0.00  1.00  1.00   \n",
       "\n",
       "          28    29    30   31   32    33    34    35    36    37    38    39  \\\n",
       "88682   0.15  0.05  0.00  255   20  0.08  0.05  0.00  0.00  1.00  1.00  0.00   \n",
       "67595   0.06  0.38  0.00  129    1  0.01  0.08  0.17  0.00  0.03  0.00  0.00   \n",
       "125363  1.00  0.00  0.00    7    2  0.29  0.29  0.14  0.00  0.00  0.00  0.00   \n",
       "94441   1.00  0.00  0.00  128    1  0.01  0.05  0.01  0.00  0.00  0.00  0.01   \n",
       "38347   0.07  0.05  0.00  255   10  0.04  0.05  0.00  0.00  1.00  1.00  0.00   \n",
       "15859   0.11  0.07  0.00  255   14  0.05  0.06  0.00  0.00  0.00  0.00  1.00   \n",
       "94764   1.00  0.00  0.10    2  255  1.00  0.00  0.50  0.02  0.00  0.00  0.00   \n",
       "5087    0.06  0.06  0.00  255   13  0.05  0.07  0.00  0.00  1.00  1.00  0.00   \n",
       "29196   0.04  0.07  0.00  255   11  0.04  0.08  0.00  0.00  0.00  0.00  1.00   \n",
       "116162  1.00  0.00  0.13  255  255  1.00  0.00  0.00  0.00  0.00  0.00  0.00   \n",
       "7825    0.50  1.00  0.00  255  201  0.79  0.02  0.00  0.00  0.00  0.00  0.00   \n",
       "20049   0.99  0.02  0.01  255  243  0.95  0.01  0.00  0.00  0.00  0.00  0.00   \n",
       "100747  1.00  0.00  0.01  255  254  1.00  0.01  0.00  0.00  0.00  0.00  0.00   \n",
       "85745   0.07  0.06  0.00  255   18  0.07  0.07  0.00  0.00  1.00  1.00  0.00   \n",
       "97627   1.00  0.00  0.22   82  255  1.00  0.00  0.01  0.02  0.00  0.00  0.00   \n",
       "73303   0.00  1.00  0.00  255    1  0.00  1.00  0.00  0.00  0.15  0.00  0.83   \n",
       "30288   1.00  0.00  0.28   62   62  1.00  0.00  0.02  0.00  0.02  0.02  0.00   \n",
       "9086    1.00  0.00  0.00   56   18  0.32  0.04  0.02  0.00  0.02  0.06  0.25   \n",
       "123793  1.00  0.00  0.33   43  255  1.00  0.00  0.02  0.04  0.00  0.00  0.00   \n",
       "84148   0.06  0.10  0.00  255    4  0.02  0.07  0.00  0.00  0.00  0.00  1.00   \n",
       "\n",
       "          40       41  \n",
       "88682   0.00  neptune  \n",
       "67595   0.00   normal  \n",
       "125363  0.00   normal  \n",
       "94441   1.00   normal  \n",
       "38347   0.00  neptune  \n",
       "15859   1.00  neptune  \n",
       "94764   0.00   normal  \n",
       "5087    0.00  neptune  \n",
       "29196   1.00  neptune  \n",
       "116162  0.00   normal  \n",
       "7825    0.00   normal  \n",
       "20049   0.00   normal  \n",
       "100747  0.00   normal  \n",
       "85745   0.00  neptune  \n",
       "97627   0.00   normal  \n",
       "73303   1.00    satan  \n",
       "30288   0.00   normal  \n",
       "9086    0.78   normal  \n",
       "123793  0.00   normal  \n",
       "84148   1.00  neptune  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(125973, 42)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
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    },
    {
     "data": {
      "text/plain": [
       "{'IRC',\n",
       " 'X11',\n",
       " 'Z39_50',\n",
       " 'aol',\n",
       " 'auth',\n",
       " 'bgp',\n",
       " 'courier',\n",
       " 'csnet_ns',\n",
       " 'ctf',\n",
       " 'daytime',\n",
       " 'discard',\n",
       " 'domain',\n",
       " 'domain_u',\n",
       " 'echo',\n",
       " 'eco_i',\n",
       " 'ecr_i',\n",
       " 'efs',\n",
       " 'exec',\n",
       " 'finger',\n",
       " 'ftp',\n",
       " 'ftp_data',\n",
       " 'gopher',\n",
       " 'harvest',\n",
       " 'hostnames',\n",
       " 'http',\n",
       " 'http_2784',\n",
       " 'http_443',\n",
       " 'http_8001',\n",
       " 'imap4',\n",
       " 'iso_tsap',\n",
       " 'klogin',\n",
       " 'kshell',\n",
       " 'ldap',\n",
       " 'link',\n",
       " 'login',\n",
       " 'mtp',\n",
       " 'name',\n",
       " 'netbios_dgm',\n",
       " 'netbios_ns',\n",
       " 'netbios_ssn',\n",
       " 'netstat',\n",
       " 'nnsp',\n",
       " 'nntp',\n",
       " 'ntp_u',\n",
       " 'other',\n",
       " 'pm_dump',\n",
       " 'pop_2',\n",
       " 'pop_3',\n",
       " 'printer',\n",
       " 'private',\n",
       " 'red_i',\n",
       " 'remote_job',\n",
       " 'rje',\n",
       " 'shell',\n",
       " 'smtp',\n",
       " 'sql_net',\n",
       " 'ssh',\n",
       " 'sunrpc',\n",
       " 'supdup',\n",
       " 'systat',\n",
       " 'telnet',\n",
       " 'tftp_u',\n",
       " 'tim_i',\n",
       " 'time',\n",
       " 'urh_i',\n",
       " 'urp_i',\n",
       " 'uucp',\n",
       " 'uucp_path',\n",
       " 'vmnet',\n",
       " 'whois'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'OTH', 'REJ', 'RSTO', 'RSTOS0', 'RSTR', 'S0', 'S1', 'S2', 'S3', 'SF', 'SH'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'back',\n",
       " 'buffer_overflow',\n",
       " 'ftp_write',\n",
       " 'guess_passwd',\n",
       " 'imap',\n",
       " 'ipsweep',\n",
       " 'land',\n",
       " 'loadmodule',\n",
       " 'multihop',\n",
       " 'neptune',\n",
       " 'nmap',\n",
       " 'normal',\n",
       " 'perl',\n",
       " 'phf',\n",
       " 'pod',\n",
       " 'portsweep',\n",
       " 'rootkit',\n",
       " 'satan',\n",
       " 'smurf',\n",
       " 'spy',\n",
       " 'teardrop',\n",
       " 'warezclient',\n",
       " 'warezmaster'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "    <tr>\n",
       "      <th>66216</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
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       "    <tr>\n",
       "      <th>57880</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
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       "      <th>20935</th>\n",
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       "      <td>26</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>233</td>\n",
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       "    <tr>\n",
       "      <th>15379</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
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       "      <td>0.04</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.20</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>108305</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
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       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>113</td>\n",
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       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>18499</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>255</td>\n",
       "      <td>4</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21285</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>290</td>\n",
       "      <td>2747</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.67</td>\n",
       "      <td>59</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124338</th>\n",
       "      <td>0</td>\n",
       "      <td>icmp</td>\n",
       "      <td>ecr_i</td>\n",
       "      <td>SF</td>\n",
       "      <td>1032</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>511</td>\n",
       "      <td>511</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>194</td>\n",
       "      <td>49</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>attack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79884</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>2</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>attack</td>\n",
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       "</table>\n",
       "</div>"
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       "        0     1        2    3     4      5   6   7   8   9   10  11  12  13  \\\n",
       "29096    0   tcp     http   SF   282  10189   0   0   0   0   0   1   0   0   \n",
       "66216    0   tcp     http   SF   342   3112   0   0   0   0   0   1   0   0   \n",
       "57880    0   tcp   Z39_50  REJ     0      0   0   0   0   0   0   0   0   0   \n",
       "20935    0   tcp     http   SF   245  11415   0   0   0   0   0   1   0   0   \n",
       "15379    0   tcp     http   SF   213   1691   0   0   0   0   0   1   0   0   \n",
       "108305   0   tcp     http   SF   183   3605   0   0   0   0   0   1   0   0   \n",
       "18499    0   tcp  private   S0     0      0   0   0   0   0   0   0   0   0   \n",
       "21285    0   tcp     http   SF   290   2747   0   0   0   0   0   1   0   0   \n",
       "124338   0  icmp    ecr_i   SF  1032      0   0   0   0   0   0   0   0   0   \n",
       "79884    0   tcp  private   S0     0      0   0   0   0   0   0   0   0   0   \n",
       "\n",
       "        14  15  16  17  18  19  20  21   22   23   24   25   26    27    28  \\\n",
       "29096    0   0   0   0   0   0   0   0    2   21  0.0  0.0  0.0  0.00  1.00   \n",
       "66216    0   0   0   0   0   0   0   0   54   54  0.0  0.0  0.0  0.00  1.00   \n",
       "57880    0   0   0   0   0   0   0   0  134    3  0.0  0.0  1.0  1.00  0.02   \n",
       "20935    0   0   0   0   0   0   0   0   26   26  0.0  0.0  0.0  0.00  1.00   \n",
       "15379    0   0   0   0   0   0   0   0    9   25  0.0  0.0  0.0  0.04  1.00   \n",
       "108305   0   0   0   0   0   0   0   0    4    9  0.0  0.0  0.0  0.00  1.00   \n",
       "18499    0   0   0   0   0   0   0   0   40    4  1.0  1.0  0.0  0.00  0.10   \n",
       "21285    0   0   0   0   0   0   0   0    2    3  0.0  0.0  0.0  0.00  1.00   \n",
       "124338   0   0   0   0   0   0   0   0  511  511  0.0  0.0  0.0  0.00  1.00   \n",
       "79884    0   0   0   0   0   0   0   0  103    2  1.0  1.0  0.0  0.00  0.02   \n",
       "\n",
       "          29    30   31   32    33    34    35    36   37   38   39   40  \\\n",
       "29096   0.00  0.24    2  255  1.00  0.00  0.50  0.05  0.0  0.0  0.0  0.0   \n",
       "66216   0.00  0.00   87  255  1.00  0.00  0.01  0.03  0.0  0.0  0.0  0.0   \n",
       "57880   0.08  0.00  255    3  0.01  0.08  0.00  0.00  0.0  0.0  1.0  1.0   \n",
       "20935   0.00  0.00  233  255  1.00  0.00  0.00  0.02  0.0  0.0  0.0  0.0   \n",
       "15379   0.00  0.20  216  255  1.00  0.00  0.00  0.01  0.0  0.0  0.0  0.0   \n",
       "108305  0.00  0.22  113  255  1.00  0.00  0.01  0.02  0.0  0.0  0.0  0.0   \n",
       "18499   0.12  0.00  255    4  0.02  0.08  0.00  0.00  1.0  1.0  0.0  0.0   \n",
       "21285   0.00  0.67   59  255  1.00  0.00  0.02  0.07  0.0  0.0  0.0  0.0   \n",
       "124338  0.00  0.00  194   49  0.25  0.02  0.25  0.00  0.0  0.0  0.0  0.0   \n",
       "79884   0.07  0.00  255   18  0.07  0.07  0.00  0.00  1.0  1.0  0.0  0.0   \n",
       "\n",
       "            41  \n",
       "29096   normal  \n",
       "66216   normal  \n",
       "57880   attack  \n",
       "20935   normal  \n",
       "15379   normal  \n",
       "108305  normal  \n",
       "18499   attack  \n",
       "21285   normal  \n",
       "124338  attack  \n",
       "79884   attack  "
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       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69475</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>2808.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6162</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1580.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93596</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92291</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42039</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41370</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.97</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52646</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65303</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       0    1    2    3    4    5    6    7    8    9    10   11   12   13   \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       14   15   16   17   18   19   20   21   22   23   24   25   26   27   \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       28   29   30   31   32   33   34   35   36   37   38   39   40   41   \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       42   43   44   45   46   47   48   49   50   51   52   53   54   55   \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       56   57   58   59   60   61   62   63   64   65   66   67   68   69   \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "42039  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       70   71   72   73   74   75   76   77   78   79   80   81   82   83   \\\n",
       "16184  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "\n",
       "         84      85      86   87   88   89   90   91   92   93   94   95   \\\n",
       "16184  282.0   344.0  8486.0  0.0  0.0  0.0  0.0  0.0  1.0  4.0  0.0  0.0   \n",
       "51331    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "69475    0.0   204.0  2808.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "6162     0.0  1580.0   327.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "93596    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "92291    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "42039    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "41370    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "52646    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "65303    0.0     0.0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "       96   97   98   99   100  101  102    103   104   105  106   107  108  \\\n",
       "16184  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1.0   1.0  0.00  0.0  0.00  0.0   \n",
       "51331  0.0  0.0  0.0  0.0  0.0  0.0  0.0  196.0   7.0  1.00  1.0  0.00  0.0   \n",
       "69475  0.0  0.0  0.0  0.0  0.0  0.0  0.0    6.0   6.0  0.00  0.0  0.00  0.0   \n",
       "6162   0.0  0.0  0.0  0.0  0.0  0.0  0.0    1.0   1.0  0.00  0.0  0.00  0.0   \n",
       "93596  0.0  0.0  0.0  0.0  0.0  0.0  0.0  225.0   5.0  1.00  1.0  0.00  0.0   \n",
       "92291  0.0  0.0  0.0  0.0  0.0  0.0  0.0  119.0   2.0  0.00  0.0  1.00  1.0   \n",
       "42039  0.0  0.0  0.0  0.0  0.0  0.0  0.0  229.0   8.0  1.00  1.0  0.00  0.0   \n",
       "41370  0.0  0.0  0.0  0.0  0.0  0.0  0.0   32.0  11.0  0.97  1.0  0.03  0.0   \n",
       "52646  0.0  0.0  0.0  0.0  0.0  0.0  0.0   16.0   5.0  1.00  1.0  0.00  0.0   \n",
       "65303  0.0  0.0  0.0  0.0  0.0  0.0  0.0  129.0   2.0  1.00  1.0  0.00  0.0   \n",
       "\n",
       "        109   110  111    112    113   114   115   116  117  118   119  120  \\\n",
       "16184  1.00  0.00  0.0  222.0  108.0  0.49  0.01  0.00  0.0  0.9  0.93  0.0   \n",
       "51331  0.04  0.06  0.0  255.0    7.0  0.03  0.07  0.00  0.0  1.0  1.00  0.0   \n",
       "69475  1.00  0.00  0.0  255.0  255.0  1.00  0.00  0.00  0.0  0.0  0.00  0.0   \n",
       "6162   1.00  0.00  0.0  172.0  150.0  0.87  0.03  0.01  0.0  0.0  0.00  0.0   \n",
       "93596  0.02  0.06  0.0  255.0   15.0  0.06  0.09  0.00  0.0  1.0  1.00  0.0   \n",
       "92291  0.02  0.07  0.0  255.0    2.0  0.01  0.07  0.00  0.0  0.0  0.00  1.0   \n",
       "42039  0.03  0.07  0.0  255.0    8.0  0.03  0.04  0.00  0.0  1.0  1.00  0.0   \n",
       "41370  0.34  0.09  0.0  255.0    6.0  0.02  0.06  0.01  0.0  1.0  1.00  0.0   \n",
       "52646  0.31  0.25  0.0  255.0   57.0  0.22  0.04  0.01  0.0  1.0  1.00  0.0   \n",
       "65303  0.02  0.06  0.0  255.0   11.0  0.04  0.07  0.00  0.0  1.0  1.00  0.0   \n",
       "\n",
       "       121  \n",
       "16184  0.0  \n",
       "51331  0.0  \n",
       "69475  0.0  \n",
       "6162   0.0  \n",
       "93596  0.0  \n",
       "92291  1.0  \n",
       "42039  0.0  \n",
       "41370  0.0  \n",
       "52646  0.0  \n",
       "65303  0.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.11066088954199596"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset2 = pd.read_csv('NSL_KDD-master/KDDTrain+.txt',header=None)\n",
    "dataset2 = dataset2.iloc[:, :-1]\n",
    "\n",
    "display(dataset2.sample(n=20))\n",
    "\n",
    "print(dataset2.shape)\n",
    "#display((set(dataset['tcp'])))\n",
    "display(len(set(dataset2[1])))\n",
    "\n",
    "#display(set(dataset['http']))\n",
    "display((set(dataset2[2])))\n",
    "\n",
    "display(set(dataset2[3]))\n",
    "\n",
    "display(set(dataset2[41]))\n",
    "\n",
    "#replace all other types as attack.\n",
    "dataset2[41] = dataset2[41].replace(['back', 'buffer_overflow', 'ftp_write', 'guess_passwd', 'imap', 'ipsweep', 'land', 'loadmodule', 'multihop', 'neptune', 'nmap', 'perl', 'phf', 'pod', 'portsweep', 'rootkit', 'satan', 'smurf', 'spy', 'teardrop', 'warezclient', 'warezmaster'], 'attack')\n",
    "display(dataset2.sample(10))\n",
    "\n",
    "x = dataset2.iloc[:, :-1].values\n",
    "y = dataset2.iloc[:, 41].values\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
    "\n",
    "#first applying label encoding to convert strings to number.\n",
    "#display(x[:,2])\n",
    "labelencoder_x_1 = LabelEncoder()\n",
    "labelencoder_x_2 = LabelEncoder()\n",
    "labelencoder_x_3 = LabelEncoder()\n",
    "x[:, 1] = labelencoder_x_1.fit_transform(x[:, 1])\n",
    "x[:, 2] = labelencoder_x_2.fit_transform(x[:, 2])\n",
    "x[:, 3] = labelencoder_x_3.fit_transform(x[:, 3])\n",
    "\n",
    "\n",
    "display(set(x[:,1]))# {0, 1, 2}\n",
    "#display(set(x[:,2]))# {0,1,2,3.....65}\n",
    "display(set(x[:,3]))# {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10}\n",
    "\n",
    "# Now applying one-hot-encoding to map the numbers to appropiate weights.\n",
    "onehotencoder_1 = OneHotEncoder(categorical_features = [1])\n",
    "x = onehotencoder_1.fit_transform(x).toarray()\n",
    "onehotencoder_2 = OneHotEncoder(categorical_features = [4])\n",
    "x = onehotencoder_2.fit_transform(x).toarray()\n",
    "onehotencoder_3 = OneHotEncoder(categorical_features = [74])\n",
    "x = onehotencoder_3.fit_transform(x).toarray()\n",
    "\n",
    "labelencoder_y = LabelEncoder()\n",
    "y = labelencoder_y.fit_transform(y)\n",
    "#display(y)\n",
    "display(x.shape)\n",
    "\n",
    "df = pd.DataFrame(x)\n",
    "display(df.sample(n=10))\n",
    "df[2].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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