Quadratic Discriminant Analysis for the KDD CUP 99 dataset.ipynb

{
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  {
   "cell_type": "code",
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>num_failed_logins</th>\n",
       "      <th>logged_in</th>\n",
       "      <th>num_compromised</th>\n",
       "      <th>...</th>\n",
       "      <th>dst_host_count</th>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>494021.000000</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>47.979302</td>\n",
       "      <td>3.025610e+03</td>\n",
       "      <td>8.685324e+02</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.006433</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.034519</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.148247</td>\n",
       "      <td>0.010212</td>\n",
       "      <td>...</td>\n",
       "      <td>232.470778</td>\n",
       "      <td>188.665670</td>\n",
       "      <td>0.753780</td>\n",
       "      <td>0.030906</td>\n",
       "      <td>0.601935</td>\n",
       "      <td>0.006684</td>\n",
       "      <td>0.176754</td>\n",
       "      <td>0.176443</td>\n",
       "      <td>0.058118</td>\n",
       "      <td>0.057412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>707.746472</td>\n",
       "      <td>9.882181e+05</td>\n",
       "      <td>3.304000e+04</td>\n",
       "      <td>0.006673</td>\n",
       "      <td>0.134805</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.782103</td>\n",
       "      <td>0.015520</td>\n",
       "      <td>0.355345</td>\n",
       "      <td>1.798326</td>\n",
       "      <td>...</td>\n",
       "      <td>64.745380</td>\n",
       "      <td>106.040437</td>\n",
       "      <td>0.410781</td>\n",
       "      <td>0.109259</td>\n",
       "      <td>0.481309</td>\n",
       "      <td>0.042133</td>\n",
       "      <td>0.380593</td>\n",
       "      <td>0.380919</td>\n",
       "      <td>0.230590</td>\n",
       "      <td>0.230140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.500000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.200000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.032000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>58329.000000</td>\n",
       "      <td>6.933756e+08</td>\n",
       "      <td>5.155468e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>884.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 38 columns</p>\n",
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      ],
      "text/plain": [
       "            duration     src_bytes     dst_bytes           land  \\\n",
       "count  494021.000000  4.940210e+05  4.940210e+05  494021.000000   \n",
       "mean       47.979302  3.025610e+03  8.685324e+02       0.000045   \n",
       "std       707.746472  9.882181e+05  3.304000e+04       0.006673   \n",
       "min         0.000000  0.000000e+00  0.000000e+00       0.000000   \n",
       "25%         0.000000  4.500000e+01  0.000000e+00       0.000000   \n",
       "50%         0.000000  5.200000e+02  0.000000e+00       0.000000   \n",
       "75%         0.000000  1.032000e+03  0.000000e+00       0.000000   \n",
       "max     58329.000000  6.933756e+08  5.155468e+06       1.000000   \n",
       "\n",
       "       wrong_fragment         urgent            hot  num_failed_logins  \\\n",
       "count   494021.000000  494021.000000  494021.000000      494021.000000   \n",
       "mean         0.006433       0.000014       0.034519           0.000152   \n",
       "std          0.134805       0.005510       0.782103           0.015520   \n",
       "min          0.000000       0.000000       0.000000           0.000000   \n",
       "25%          0.000000       0.000000       0.000000           0.000000   \n",
       "50%          0.000000       0.000000       0.000000           0.000000   \n",
       "75%          0.000000       0.000000       0.000000           0.000000   \n",
       "max          3.000000       3.000000      30.000000           5.000000   \n",
       "\n",
       "           logged_in  num_compromised            ...             \\\n",
       "count  494021.000000    494021.000000            ...              \n",
       "mean        0.148247         0.010212            ...              \n",
       "std         0.355345         1.798326            ...              \n",
       "min         0.000000         0.000000            ...              \n",
       "25%         0.000000         0.000000            ...              \n",
       "50%         0.000000         0.000000            ...              \n",
       "75%         0.000000         0.000000            ...              \n",
       "max         1.000000       884.000000            ...              \n",
       "\n",
       "       dst_host_count  dst_host_srv_count  dst_host_same_srv_rate  \\\n",
       "count   494021.000000       494021.000000           494021.000000   \n",
       "mean       232.470778          188.665670                0.753780   \n",
       "std         64.745380          106.040437                0.410781   \n",
       "min          0.000000            0.000000                0.000000   \n",
       "25%        255.000000           46.000000                0.410000   \n",
       "50%        255.000000          255.000000                1.000000   \n",
       "75%        255.000000          255.000000                1.000000   \n",
       "max        255.000000          255.000000                1.000000   \n",
       "\n",
       "       dst_host_diff_srv_rate  dst_host_same_src_port_rate  \\\n",
       "count           494021.000000                494021.000000   \n",
       "mean                 0.030906                     0.601935   \n",
       "std                  0.109259                     0.481309   \n",
       "min                  0.000000                     0.000000   \n",
       "25%                  0.000000                     0.000000   \n",
       "50%                  0.000000                     1.000000   \n",
       "75%                  0.040000                     1.000000   \n",
       "max                  1.000000                     1.000000   \n",
       "\n",
       "       dst_host_srv_diff_host_rate  dst_host_serror_rate  \\\n",
       "count                494021.000000         494021.000000   \n",
       "mean                      0.006684              0.176754   \n",
       "std                       0.042133              0.380593   \n",
       "min                       0.000000              0.000000   \n",
       "25%                       0.000000              0.000000   \n",
       "50%                       0.000000              0.000000   \n",
       "75%                       0.000000              0.000000   \n",
       "max                       1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "count             494021.000000         494021.000000   \n",
       "mean                   0.176443              0.058118   \n",
       "std                    0.380919              0.230590   \n",
       "min                    0.000000              0.000000   \n",
       "25%                    0.000000              0.000000   \n",
       "50%                    0.000000              0.000000   \n",
       "75%                    0.000000              0.000000   \n",
       "max                    1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_rerror_rate  \n",
       "count             494021.000000  \n",
       "mean                   0.057412  \n",
       "std                    0.230140  \n",
       "min                    0.000000  \n",
       "25%                    0.000000  \n",
       "50%                    0.000000  \n",
       "75%                    0.000000  \n",
       "max                    1.000000  \n",
       "\n",
       "[8 rows x 38 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#loading the data\n",
    "import pandas\n",
    "from time import time\n",
    "col_names = [\"duration\", \"protocol_type\", \"service\", \"flag\", \"src_bytes\", \"dst_bytes\", \"land\", \"wrong_fragment\", \"urgent\", \"hot\", \n",
    "             \"num_failed_logins\", \"logged_in\", \"num_compromised\", \"root_shell\", \"su_attempted\", \"num_root\", \"num_file_creations\", \n",
    "             \"num_shells\", \"num_access_files\", \"num_outbound_cmds\", \"is_host_login\", \"is_guest_login\", \"count\", \"srv_count\", \n",
    "             \"serror_rate\", \"srv_serror_rate\", \"rerror_rate\", \"srv_rerror_rate\", \"same_srv_rate\", \"diff_srv_rate\", \n",
    "             \"srv_diff_host_rate\", \"dst_host_count\",\"dst_host_srv_count\", \"dst_host_same_srv_rate\", \"dst_host_diff_srv_rate\", \n",
    "             \"dst_host_same_src_port_rate\", \"dst_host_srv_diff_host_rate\", \"dst_host_serror_rate\", \"dst_host_srv_serror_rate\", \n",
    "             \"dst_host_rerror_rate\", \"dst_host_srv_rerror_rate\", \"label\"]\n",
    "kdd_data_10percent = pandas.read_csv(\"C:/Users/Rahul/kddcup.data_10_percent_corrected\", names = col_names)\n",
    "kdd_data_10percent.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "smurf.              280790\n",
       "neptune.            107201\n",
       "normal.              97278\n",
       "back.                 2203\n",
       "satan.                1589\n",
       "ipsweep.              1247\n",
       "portsweep.            1040\n",
       "warezclient.          1020\n",
       "teardrop.              979\n",
       "pod.                   264\n",
       "nmap.                  231\n",
       "guess_passwd.           53\n",
       "buffer_overflow.        30\n",
       "land.                   21\n",
       "warezmaster.            20\n",
       "imap.                   12\n",
       "rootkit.                10\n",
       "loadmodule.              9\n",
       "ftp_write.               8\n",
       "multihop.                7\n",
       "phf.                     4\n",
       "perl.                    3\n",
       "spy.                     2\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#a look at how the labels are distributed\n",
    "kdd_data_10percent['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>num_failed_logins</th>\n",
       "      <th>logged_in</th>\n",
       "      <th>num_compromised</th>\n",
       "      <th>...</th>\n",
       "      <th>dst_host_count</th>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>494021.000000</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>47.979302</td>\n",
       "      <td>3.025610e+03</td>\n",
       "      <td>8.685324e+02</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.006433</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.034519</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.148247</td>\n",
       "      <td>0.010212</td>\n",
       "      <td>...</td>\n",
       "      <td>232.470778</td>\n",
       "      <td>188.665670</td>\n",
       "      <td>0.753780</td>\n",
       "      <td>0.030906</td>\n",
       "      <td>0.601935</td>\n",
       "      <td>0.006684</td>\n",
       "      <td>0.176754</td>\n",
       "      <td>0.176443</td>\n",
       "      <td>0.058118</td>\n",
       "      <td>0.057412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>707.746472</td>\n",
       "      <td>9.882181e+05</td>\n",
       "      <td>3.304000e+04</td>\n",
       "      <td>0.006673</td>\n",
       "      <td>0.134805</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.782103</td>\n",
       "      <td>0.015520</td>\n",
       "      <td>0.355345</td>\n",
       "      <td>1.798326</td>\n",
       "      <td>...</td>\n",
       "      <td>64.745380</td>\n",
       "      <td>106.040437</td>\n",
       "      <td>0.410781</td>\n",
       "      <td>0.109259</td>\n",
       "      <td>0.481309</td>\n",
       "      <td>0.042133</td>\n",
       "      <td>0.380593</td>\n",
       "      <td>0.380919</td>\n",
       "      <td>0.230590</td>\n",
       "      <td>0.230140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.500000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.200000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.032000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>58329.000000</td>\n",
       "      <td>6.933756e+08</td>\n",
       "      <td>5.155468e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>884.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            duration     src_bytes     dst_bytes           land  \\\n",
       "count  494021.000000  4.940210e+05  4.940210e+05  494021.000000   \n",
       "mean       47.979302  3.025610e+03  8.685324e+02       0.000045   \n",
       "std       707.746472  9.882181e+05  3.304000e+04       0.006673   \n",
       "min         0.000000  0.000000e+00  0.000000e+00       0.000000   \n",
       "25%         0.000000  4.500000e+01  0.000000e+00       0.000000   \n",
       "50%         0.000000  5.200000e+02  0.000000e+00       0.000000   \n",
       "75%         0.000000  1.032000e+03  0.000000e+00       0.000000   \n",
       "max     58329.000000  6.933756e+08  5.155468e+06       1.000000   \n",
       "\n",
       "       wrong_fragment         urgent            hot  num_failed_logins  \\\n",
       "count   494021.000000  494021.000000  494021.000000      494021.000000   \n",
       "mean         0.006433       0.000014       0.034519           0.000152   \n",
       "std          0.134805       0.005510       0.782103           0.015520   \n",
       "min          0.000000       0.000000       0.000000           0.000000   \n",
       "25%          0.000000       0.000000       0.000000           0.000000   \n",
       "50%          0.000000       0.000000       0.000000           0.000000   \n",
       "75%          0.000000       0.000000       0.000000           0.000000   \n",
       "max          3.000000       3.000000      30.000000           5.000000   \n",
       "\n",
       "           logged_in  num_compromised            ...             \\\n",
       "count  494021.000000    494021.000000            ...              \n",
       "mean        0.148247         0.010212            ...              \n",
       "std         0.355345         1.798326            ...              \n",
       "min         0.000000         0.000000            ...              \n",
       "25%         0.000000         0.000000            ...              \n",
       "50%         0.000000         0.000000            ...              \n",
       "75%         0.000000         0.000000            ...              \n",
       "max         1.000000       884.000000            ...              \n",
       "\n",
       "       dst_host_count  dst_host_srv_count  dst_host_same_srv_rate  \\\n",
       "count   494021.000000       494021.000000           494021.000000   \n",
       "mean       232.470778          188.665670                0.753780   \n",
       "std         64.745380          106.040437                0.410781   \n",
       "min          0.000000            0.000000                0.000000   \n",
       "25%        255.000000           46.000000                0.410000   \n",
       "50%        255.000000          255.000000                1.000000   \n",
       "75%        255.000000          255.000000                1.000000   \n",
       "max        255.000000          255.000000                1.000000   \n",
       "\n",
       "       dst_host_diff_srv_rate  dst_host_same_src_port_rate  \\\n",
       "count           494021.000000                494021.000000   \n",
       "mean                 0.030906                     0.601935   \n",
       "std                  0.109259                     0.481309   \n",
       "min                  0.000000                     0.000000   \n",
       "25%                  0.000000                     0.000000   \n",
       "50%                  0.000000                     1.000000   \n",
       "75%                  0.040000                     1.000000   \n",
       "max                  1.000000                     1.000000   \n",
       "\n",
       "       dst_host_srv_diff_host_rate  dst_host_serror_rate  \\\n",
       "count                494021.000000         494021.000000   \n",
       "mean                      0.006684              0.176754   \n",
       "std                       0.042133              0.380593   \n",
       "min                       0.000000              0.000000   \n",
       "25%                       0.000000              0.000000   \n",
       "50%                       0.000000              0.000000   \n",
       "75%                       0.000000              0.000000   \n",
       "max                       1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "count             494021.000000         494021.000000   \n",
       "mean                   0.176443              0.058118   \n",
       "std                    0.380919              0.230590   \n",
       "min                    0.000000              0.000000   \n",
       "25%                    0.000000              0.000000   \n",
       "50%                    0.000000              0.000000   \n",
       "75%                    0.000000              0.000000   \n",
       "max                    1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_rerror_rate  \n",
       "count             494021.000000  \n",
       "mean                   0.057412  \n",
       "std                    0.230140  \n",
       "min                    0.000000  \n",
       "25%                    0.000000  \n",
       "50%                    0.000000  \n",
       "75%                    0.000000  \n",
       "max                    1.000000  \n",
       "\n",
       "[8 rows x 38 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Initially, we will use all features\n",
    "num_features = [\"duration\", \"src_bytes\", \"dst_bytes\", \"land\", \"wrong_fragment\", \"urgent\", \"hot\", \"num_failed_logins\", \n",
    "                \"logged_in\", \"num_compromised\", \"root_shell\", \"su_attempted\", \"num_root\", \"num_file_creations\", \"num_shells\",\n",
    "                \"num_access_files\", \"num_outbound_cmds\", \"is_host_login\", \"is_guest_login\", \"count\", \"srv_count\", \"serror_rate\", \n",
    "                \"srv_serror_rate\", \"rerror_rate\", \"srv_rerror_rate\", \"same_srv_rate\", \"diff_srv_rate\", \"srv_diff_host_rate\",\n",
    "                \"dst_host_count\", \"dst_host_srv_count\", \"dst_host_same_srv_rate\", \"dst_host_diff_srv_rate\", \n",
    "                \"dst_host_same_src_port_rate\", \"dst_host_srv_diff_host_rate\", \"dst_host_serror_rate\", \"dst_host_srv_serror_rate\",\n",
    "                \"dst_host_rerror_rate\", \"dst_host_srv_rerror_rate\"]\n",
    "features = kdd_data_10percent[num_features].astype(float)\n",
    "features.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "attack.    396743\n",
       "normal.     97278\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#we are going to reduce the outputs to 'normal' and 'attack'\n",
    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
    "labels = kdd_data_10percent['label'].copy()\n",
    "labels[labels != 'normal.'] = 'attack.'\n",
    "labels.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>num_failed_logins</th>\n",
       "      <th>logged_in</th>\n",
       "      <th>num_compromised</th>\n",
       "      <th>...</th>\n",
       "      <th>dst_host_count</th>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>494021.000000</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>4.940210e+05</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "      <td>494021.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>47.979302</td>\n",
       "      <td>3.025610e+03</td>\n",
       "      <td>8.685324e+02</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>0.006433</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.034519</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>0.148247</td>\n",
       "      <td>0.010212</td>\n",
       "      <td>...</td>\n",
       "      <td>232.470778</td>\n",
       "      <td>188.665670</td>\n",
       "      <td>0.753780</td>\n",
       "      <td>0.030906</td>\n",
       "      <td>0.601935</td>\n",
       "      <td>0.006684</td>\n",
       "      <td>0.176754</td>\n",
       "      <td>0.176443</td>\n",
       "      <td>0.058118</td>\n",
       "      <td>0.057412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>707.746472</td>\n",
       "      <td>9.882181e+05</td>\n",
       "      <td>3.304000e+04</td>\n",
       "      <td>0.006673</td>\n",
       "      <td>0.134805</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.782103</td>\n",
       "      <td>0.015520</td>\n",
       "      <td>0.355345</td>\n",
       "      <td>1.798326</td>\n",
       "      <td>...</td>\n",
       "      <td>64.745380</td>\n",
       "      <td>106.040437</td>\n",
       "      <td>0.410781</td>\n",
       "      <td>0.109259</td>\n",
       "      <td>0.481309</td>\n",
       "      <td>0.042133</td>\n",
       "      <td>0.380593</td>\n",
       "      <td>0.380919</td>\n",
       "      <td>0.230590</td>\n",
       "      <td>0.230140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.500000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.200000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.032000e+03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>58329.000000</td>\n",
       "      <td>6.933756e+08</td>\n",
       "      <td>5.155468e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>884.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            duration     src_bytes     dst_bytes           land  \\\n",
       "count  494021.000000  4.940210e+05  4.940210e+05  494021.000000   \n",
       "mean       47.979302  3.025610e+03  8.685324e+02       0.000045   \n",
       "std       707.746472  9.882181e+05  3.304000e+04       0.006673   \n",
       "min         0.000000  0.000000e+00  0.000000e+00       0.000000   \n",
       "25%         0.000000  4.500000e+01  0.000000e+00       0.000000   \n",
       "50%         0.000000  5.200000e+02  0.000000e+00       0.000000   \n",
       "75%         0.000000  1.032000e+03  0.000000e+00       0.000000   \n",
       "max     58329.000000  6.933756e+08  5.155468e+06       1.000000   \n",
       "\n",
       "       wrong_fragment         urgent            hot  num_failed_logins  \\\n",
       "count   494021.000000  494021.000000  494021.000000      494021.000000   \n",
       "mean         0.006433       0.000014       0.034519           0.000152   \n",
       "std          0.134805       0.005510       0.782103           0.015520   \n",
       "min          0.000000       0.000000       0.000000           0.000000   \n",
       "25%          0.000000       0.000000       0.000000           0.000000   \n",
       "50%          0.000000       0.000000       0.000000           0.000000   \n",
       "75%          0.000000       0.000000       0.000000           0.000000   \n",
       "max          3.000000       3.000000      30.000000           5.000000   \n",
       "\n",
       "           logged_in  num_compromised            ...             \\\n",
       "count  494021.000000    494021.000000            ...              \n",
       "mean        0.148247         0.010212            ...              \n",
       "std         0.355345         1.798326            ...              \n",
       "min         0.000000         0.000000            ...              \n",
       "25%         0.000000         0.000000            ...              \n",
       "50%         0.000000         0.000000            ...              \n",
       "75%         0.000000         0.000000            ...              \n",
       "max         1.000000       884.000000            ...              \n",
       "\n",
       "       dst_host_count  dst_host_srv_count  dst_host_same_srv_rate  \\\n",
       "count   494021.000000       494021.000000           494021.000000   \n",
       "mean       232.470778          188.665670                0.753780   \n",
       "std         64.745380          106.040437                0.410781   \n",
       "min          0.000000            0.000000                0.000000   \n",
       "25%        255.000000           46.000000                0.410000   \n",
       "50%        255.000000          255.000000                1.000000   \n",
       "75%        255.000000          255.000000                1.000000   \n",
       "max        255.000000          255.000000                1.000000   \n",
       "\n",
       "       dst_host_diff_srv_rate  dst_host_same_src_port_rate  \\\n",
       "count           494021.000000                494021.000000   \n",
       "mean                 0.030906                     0.601935   \n",
       "std                  0.109259                     0.481309   \n",
       "min                  0.000000                     0.000000   \n",
       "25%                  0.000000                     0.000000   \n",
       "50%                  0.000000                     1.000000   \n",
       "75%                  0.040000                     1.000000   \n",
       "max                  1.000000                     1.000000   \n",
       "\n",
       "       dst_host_srv_diff_host_rate  dst_host_serror_rate  \\\n",
       "count                494021.000000         494021.000000   \n",
       "mean                      0.006684              0.176754   \n",
       "std                       0.042133              0.380593   \n",
       "min                       0.000000              0.000000   \n",
       "25%                       0.000000              0.000000   \n",
       "50%                       0.000000              0.000000   \n",
       "75%                       0.000000              0.000000   \n",
       "max                       1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "count             494021.000000         494021.000000   \n",
       "mean                   0.176443              0.058118   \n",
       "std                    0.380919              0.230590   \n",
       "min                    0.000000              0.000000   \n",
       "25%                    0.000000              0.000000   \n",
       "50%                    0.000000              0.000000   \n",
       "75%                    0.000000              0.000000   \n",
       "max                    1.000000              1.000000   \n",
       "\n",
       "       dst_host_srv_rerror_rate  \n",
       "count             494021.000000  \n",
       "mean                   0.057412  \n",
       "std                    0.230140  \n",
       "min                    0.000000  \n",
       "25%                    0.000000  \n",
       "50%                    0.000000  \n",
       "75%                    0.000000  \n",
       "max                    1.000000  \n",
       "\n",
       "[8 rows x 38 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Ignoring the deprecation warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category = DeprecationWarning) \n",
    "\n",
    "#Rescaling the data\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "features.apply(lambda x : MinMaxScaler().fit_transform(x))\n",
    "features.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Rahul\\Anaconda3\\lib\\site-packages\\sklearn\\discriminant_analysis.py:695: UserWarning: Variables are collinear\n",
      "  warnings.warn(\"Variables are collinear\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classifier trained in 9.729 seconds.\n"
     ]
    }
   ],
   "source": [
    "#Training a classifier\n",
    "clf = QuadraticDiscriminantAnalysis()\n",
    "t0 = time()\n",
    "clf.fit(features, labels)\n",
    "tt = time() - t0\n",
    "print (\"Classifier trained in {} seconds.\".format(round(tt, 3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "smurf.              164091\n",
       "normal.              60593\n",
       "neptune.             58001\n",
       "snmpgetattack.        7741\n",
       "mailbomb.             5000\n",
       "guess_passwd.         4367\n",
       "snmpguess.            2406\n",
       "satan.                1633\n",
       "warezmaster.          1602\n",
       "back.                 1098\n",
       "mscan.                1053\n",
       "apache2.               794\n",
       "processtable.          759\n",
       "saint.                 736\n",
       "portsweep.             354\n",
       "ipsweep.               306\n",
       "httptunnel.            158\n",
       "pod.                    87\n",
       "nmap.                   84\n",
       "buffer_overflow.        22\n",
       "multihop.               18\n",
       "named.                  17\n",
       "sendmail.               17\n",
       "ps.                     16\n",
       "xterm.                  13\n",
       "rootkit.                13\n",
       "teardrop.               12\n",
       "xlock.                   9\n",
       "land.                    9\n",
       "xsnoop.                  4\n",
       "ftp_write.               3\n",
       "phf.                     2\n",
       "sqlattack.               2\n",
       "loadmodule.              2\n",
       "perl.                    2\n",
       "udpstorm.                2\n",
       "worm.                    2\n",
       "imap.                    1\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loading the labelled test data\n",
    "kdd_data_corrected = pandas.read_csv(\"C:/Users/Rahul/corrected\", header=None, names = col_names)\n",
    "kdd_data_corrected['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Rahul\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "attack.    250436\n",
       "normal.     60593\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Converting all the new attack labels to 'attack.'\n",
    "kdd_data_corrected['label'][kdd_data_corrected['label']!='normal.'] = 'attack.'\n",
    "kdd_data_corrected['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>num_failed_logins</th>\n",
       "      <th>logged_in</th>\n",
       "      <th>num_compromised</th>\n",
       "      <th>...</th>\n",
       "      <th>dst_host_count</th>\n",
       "      <th>dst_host_srv_count</th>\n",
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       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
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       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</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>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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <th>5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992157</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>1.671292e-06</td>\n",
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       "      <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>1.000000</td>\n",
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       "      <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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
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       "      <td>3.549506e-06</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.278431</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
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       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.660925e-06</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.988235</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000017</td>\n",
       "      <td>5.045710e-05</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.211765</td>\n",
       "      <td>0.152941</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.727369e-06</td>\n",
       "      <td>0.002650</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.694118</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.631866e-06</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.695535e-06</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.768627</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.265774e-06</td>\n",
       "      <td>0.001775</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>0.227451</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992157</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.549506e-06</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.613174e-06</td>\n",
       "      <td>0.001699</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.533589e-06</td>\n",
       "      <td>0.003760</td>\n",
       "      <td>0.0</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>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.177863e-05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.301961</td>\n",
       "      <td>0.129412</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.602011e-04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.360784</td>\n",
       "      <td>0.172549</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.325096e-04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.403922</td>\n",
       "      <td>0.211765</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310999</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311000</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996078</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311001</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311002</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311003</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311004</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311005</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311006</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311007</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311008</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311009</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311010</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311011</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311012</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311013</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311014</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311015</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311016</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311017</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311018</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311019</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311020</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311021</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311022</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311023</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311024</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311025</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311026</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311027</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311028</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.671292e-06</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>311029 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        duration     src_bytes  dst_bytes  land  wrong_fragment  urgent  hot  \\\n",
       "0       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "1       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "2       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "3       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "4       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "5       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "6       0.000000  4.615949e-07   0.000000   0.0             0.0     0.0  0.0   \n",
       "7       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "8       0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "9       0.000000  3.549506e-06   0.000036   0.0             0.0     0.0  0.0   \n",
       "10      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "11      0.000000  3.660925e-06   0.000050   0.0             0.0     0.0  0.0   \n",
       "12      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "13      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "14      0.000017  5.045710e-05   0.000063   0.0             0.0     0.0  0.0   \n",
       "15      0.000000  4.727369e-06   0.002650   0.0             0.0     0.0  0.0   \n",
       "16      0.000000  4.631866e-06   0.000681   0.0             0.0     0.0  0.0   \n",
       "17      0.000000  4.695535e-06   0.000145   0.0             0.0     0.0  0.0   \n",
       "18      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "19      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "20      0.000000  4.265774e-06   0.001775   0.0             0.0     0.0  0.0   \n",
       "21      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "22      0.000000  3.549506e-06   0.000036   0.0             0.0     0.0  0.0   \n",
       "23      0.000000  3.613174e-06   0.001699   0.0             0.0     0.0  0.0   \n",
       "24      0.000000  3.533589e-06   0.003760   0.0             0.0     0.0  0.0   \n",
       "25      0.000000  1.177863e-05   0.000000   0.0             0.0     0.0  0.0   \n",
       "26      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "27      0.000000  5.602011e-04   0.000000   0.0             0.0     0.0  0.0   \n",
       "28      0.000000  1.325096e-04   0.000000   0.0             0.0     0.0  0.0   \n",
       "29      0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "...          ...           ...        ...   ...             ...     ...  ...   \n",
       "310999  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311000  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311001  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311002  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311003  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311004  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311005  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311006  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311007  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311008  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311009  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311010  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311011  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311012  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311013  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311014  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311015  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311016  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311017  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311018  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311019  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311020  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311021  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311022  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311023  0.000000  1.671292e-06   0.000020   0.0             0.0     0.0  0.0   \n",
       "311024  0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "311025  0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "311026  0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "311027  0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "311028  0.000000  1.671292e-06   0.000028   0.0             0.0     0.0  0.0   \n",
       "\n",
       "        num_failed_logins  logged_in  num_compromised  \\\n",
       "0                     0.0        0.0              0.0   \n",
       "1                     0.0        0.0              0.0   \n",
       "2                     0.0        0.0              0.0   \n",
       "3                     0.0        0.0              0.0   \n",
       "4                     0.0        0.0              0.0   \n",
       "5                     0.0        0.0              0.0   \n",
       "6                     0.0        0.0              0.0   \n",
       "7                     0.0        0.0              0.0   \n",
       "8                     0.0        0.0              0.0   \n",
       "9                     0.0        1.0              0.0   \n",
       "10                    0.0        0.0              0.0   \n",
       "11                    0.0        1.0              0.0   \n",
       "12                    0.0        0.0              0.0   \n",
       "13                    0.0        0.0              0.0   \n",
       "14                    0.0        1.0              0.0   \n",
       "15                    0.0        1.0              0.0   \n",
       "16                    0.0        1.0              0.0   \n",
       "17                    0.0        1.0              0.0   \n",
       "18                    0.0        0.0              0.0   \n",
       "19                    0.0        0.0              0.0   \n",
       "20                    0.0        1.0              0.0   \n",
       "21                    0.0        0.0              0.0   \n",
       "22                    0.0        1.0              0.0   \n",
       "23                    0.0        1.0              0.0   \n",
       "24                    0.0        1.0              0.0   \n",
       "25                    0.0        0.0              0.0   \n",
       "26                    0.0        0.0              0.0   \n",
       "27                    0.0        0.0              0.0   \n",
       "28                    0.0        0.0              0.0   \n",
       "29                    0.0        0.0              0.0   \n",
       "...                   ...        ...              ...   \n",
       "310999                0.0        0.0              0.0   \n",
       "311000                0.0        0.0              0.0   \n",
       "311001                0.0        0.0              0.0   \n",
       "311002                0.0        0.0              0.0   \n",
       "311003                0.0        0.0              0.0   \n",
       "311004                0.0        0.0              0.0   \n",
       "311005                0.0        0.0              0.0   \n",
       "311006                0.0        0.0              0.0   \n",
       "311007                0.0        0.0              0.0   \n",
       "311008                0.0        0.0              0.0   \n",
       "311009                0.0        0.0              0.0   \n",
       "311010                0.0        0.0              0.0   \n",
       "311011                0.0        0.0              0.0   \n",
       "311012                0.0        0.0              0.0   \n",
       "311013                0.0        0.0              0.0   \n",
       "311014                0.0        0.0              0.0   \n",
       "311015                0.0        0.0              0.0   \n",
       "311016                0.0        0.0              0.0   \n",
       "311017                0.0        0.0              0.0   \n",
       "311018                0.0        0.0              0.0   \n",
       "311019                0.0        0.0              0.0   \n",
       "311020                0.0        0.0              0.0   \n",
       "311021                0.0        0.0              0.0   \n",
       "311022                0.0        0.0              0.0   \n",
       "311023                0.0        0.0              0.0   \n",
       "311024                0.0        0.0              0.0   \n",
       "311025                0.0        0.0              0.0   \n",
       "311026                0.0        0.0              0.0   \n",
       "311027                0.0        0.0              0.0   \n",
       "311028                0.0        0.0              0.0   \n",
       "\n",
       "                  ...             dst_host_count  dst_host_srv_count  \\\n",
       "0                 ...                   1.000000            0.996078   \n",
       "1                 ...                   1.000000            0.996078   \n",
       "2                 ...                   1.000000            0.996078   \n",
       "3                 ...                   1.000000            0.996078   \n",
       "4                 ...                   1.000000            0.996078   \n",
       "5                 ...                   1.000000            1.000000   \n",
       "6                 ...                   0.039216            0.011765   \n",
       "7                 ...                   1.000000            0.992157   \n",
       "8                 ...                   1.000000            0.996078   \n",
       "9                 ...                   0.278431            1.000000   \n",
       "10                ...                   1.000000            0.996078   \n",
       "11                ...                   0.011765            1.000000   \n",
       "12                ...                   1.000000            0.996078   \n",
       "13                ...                   1.000000            0.988235   \n",
       "14                ...                   0.211765            0.152941   \n",
       "15                ...                   0.694118            1.000000   \n",
       "16                ...                   0.733333            1.000000   \n",
       "17                ...                   0.768627            1.000000   \n",
       "18                ...                   1.000000            0.996078   \n",
       "19                ...                   1.000000            0.996078   \n",
       "20                ...                   0.227451            1.000000   \n",
       "21                ...                   1.000000            0.992157   \n",
       "22                ...                   1.000000            1.000000   \n",
       "23                ...                   1.000000            1.000000   \n",
       "24                ...                   1.000000            1.000000   \n",
       "25                ...                   0.301961            0.129412   \n",
       "26                ...                   1.000000            0.996078   \n",
       "27                ...                   0.360784            0.172549   \n",
       "28                ...                   0.403922            0.211765   \n",
       "29                ...                   1.000000            0.996078   \n",
       "...               ...                        ...                 ...   \n",
       "310999            ...                   1.000000            0.996078   \n",
       "311000            ...                   1.000000            0.996078   \n",
       "311001            ...                   1.000000            1.000000   \n",
       "311002            ...                   1.000000            1.000000   \n",
       "311003            ...                   1.000000            1.000000   \n",
       "311004            ...                   1.000000            1.000000   \n",
       "311005            ...                   1.000000            1.000000   \n",
       "311006            ...                   1.000000            1.000000   \n",
       "311007            ...                   1.000000            1.000000   \n",
       "311008            ...                   1.000000            1.000000   \n",
       "311009            ...                   1.000000            1.000000   \n",
       "311010            ...                   1.000000            1.000000   \n",
       "311011            ...                   1.000000            1.000000   \n",
       "311012            ...                   1.000000            1.000000   \n",
       "311013            ...                   1.000000            1.000000   \n",
       "311014            ...                   1.000000            1.000000   \n",
       "311015            ...                   1.000000            1.000000   \n",
       "311016            ...                   1.000000            1.000000   \n",
       "311017            ...                   1.000000            1.000000   \n",
       "311018            ...                   1.000000            1.000000   \n",
       "311019            ...                   1.000000            1.000000   \n",
       "311020            ...                   1.000000            1.000000   \n",
       "311021            ...                   1.000000            1.000000   \n",
       "311022            ...                   1.000000            1.000000   \n",
       "311023            ...                   1.000000            1.000000   \n",
       "311024            ...                   1.000000            1.000000   \n",
       "311025            ...                   1.000000            1.000000   \n",
       "311026            ...                   1.000000            1.000000   \n",
       "311027            ...                   1.000000            1.000000   \n",
       "311028            ...                   1.000000            1.000000   \n",
       "\n",
       "        dst_host_same_srv_rate  dst_host_diff_srv_rate  \\\n",
       "0                         1.00                    0.01   \n",
       "1                         1.00                    0.01   \n",
       "2                         1.00                    0.01   \n",
       "3                         1.00                    0.01   \n",
       "4                         1.00                    0.01   \n",
       "5                         1.00                    0.00   \n",
       "6                         0.30                    0.30   \n",
       "7                         0.99                    0.01   \n",
       "8                         1.00                    0.01   \n",
       "9                         1.00                    0.00   \n",
       "10                        1.00                    0.01   \n",
       "11                        1.00                    0.00   \n",
       "12                        1.00                    0.01   \n",
       "13                        0.99                    0.01   \n",
       "14                        0.72                    0.11   \n",
       "15                        1.00                    0.00   \n",
       "16                        1.00                    0.00   \n",
       "17                        1.00                    0.00   \n",
       "18                        1.00                    0.01   \n",
       "19                        1.00                    0.01   \n",
       "20                        1.00                    0.00   \n",
       "21                        0.99                    0.01   \n",
       "22                        1.00                    0.00   \n",
       "23                        1.00                    0.00   \n",
       "24                        1.00                    0.00   \n",
       "25                        0.34                    0.08   \n",
       "26                        1.00                    0.01   \n",
       "27                        0.43                    0.07   \n",
       "28                        0.49                    0.06   \n",
       "29                        1.00                    0.01   \n",
       "...                        ...                     ...   \n",
       "310999                    1.00                    0.01   \n",
       "311000                    1.00                    0.01   \n",
       "311001                    1.00                    0.00   \n",
       "311002                    1.00                    0.00   \n",
       "311003                    1.00                    0.00   \n",
       "311004                    1.00                    0.00   \n",
       "311005                    1.00                    0.00   \n",
       "311006                    1.00                    0.00   \n",
       "311007                    1.00                    0.00   \n",
       "311008                    1.00                    0.00   \n",
       "311009                    1.00                    0.00   \n",
       "311010                    1.00                    0.00   \n",
       "311011                    1.00                    0.00   \n",
       "311012                    1.00                    0.00   \n",
       "311013                    1.00                    0.00   \n",
       "311014                    1.00                    0.00   \n",
       "311015                    1.00                    0.00   \n",
       "311016                    1.00                    0.00   \n",
       "311017                    1.00                    0.00   \n",
       "311018                    1.00                    0.00   \n",
       "311019                    1.00                    0.00   \n",
       "311020                    1.00                    0.00   \n",
       "311021                    1.00                    0.00   \n",
       "311022                    1.00                    0.00   \n",
       "311023                    1.00                    0.00   \n",
       "311024                    1.00                    0.00   \n",
       "311025                    1.00                    0.00   \n",
       "311026                    1.00                    0.00   \n",
       "311027                    1.00                    0.00   \n",
       "311028                    1.00                    0.00   \n",
       "\n",
       "        dst_host_same_src_port_rate  dst_host_srv_diff_host_rate  \\\n",
       "0                              0.00                         0.00   \n",
       "1                              0.00                         0.00   \n",
       "2                              0.00                         0.00   \n",
       "3                              0.00                         0.00   \n",
       "4                              0.01                         0.00   \n",
       "5                              0.01                         0.00   \n",
       "6                              0.30                         0.00   \n",
       "7                              0.00                         0.00   \n",
       "8                              0.00                         0.00   \n",
       "9                              0.01                         0.01   \n",
       "10                             0.00                         0.00   \n",
       "11                             0.33                         0.07   \n",
       "12                             0.01                         0.00   \n",
       "13                             0.00                         0.00   \n",
       "14                             0.02                         0.00   \n",
       "15                             0.01                         0.01   \n",
       "16                             0.01                         0.01   \n",
       "17                             0.01                         0.01   \n",
       "18                             0.01                         0.00   \n",
       "19                             0.00                         0.00   \n",
       "20                             0.02                         0.05   \n",
       "21                             0.00                         0.00   \n",
       "22                             0.00                         0.00   \n",
       "23                             0.00                         0.00   \n",
       "24                             0.00                         0.00   \n",
       "25                             0.34                         0.06   \n",
       "26                             0.00                         0.00   \n",
       "27                             0.43                         0.05   \n",
       "28                             0.49                         0.04   \n",
       "29                             0.00                         0.00   \n",
       "...                             ...                          ...   \n",
       "310999                         0.00                         0.00   \n",
       "311000                         0.00                         0.00   \n",
       "311001                         0.00                         0.00   \n",
       "311002                         0.00                         0.00   \n",
       "311003                         0.00                         0.00   \n",
       "311004                         0.00                         0.00   \n",
       "311005                         0.00                         0.00   \n",
       "311006                         0.00                         0.00   \n",
       "311007                         0.00                         0.00   \n",
       "311008                         0.00                         0.00   \n",
       "311009                         0.00                         0.00   \n",
       "311010                         0.00                         0.00   \n",
       "311011                         0.00                         0.00   \n",
       "311012                         0.00                         0.00   \n",
       "311013                         0.00                         0.00   \n",
       "311014                         0.00                         0.00   \n",
       "311015                         0.00                         0.00   \n",
       "311016                         0.00                         0.00   \n",
       "311017                         0.00                         0.00   \n",
       "311018                         0.00                         0.00   \n",
       "311019                         0.00                         0.00   \n",
       "311020                         0.00                         0.00   \n",
       "311021                         0.00                         0.00   \n",
       "311022                         0.00                         0.00   \n",
       "311023                         0.00                         0.00   \n",
       "311024                         0.01                         0.00   \n",
       "311025                         0.01                         0.00   \n",
       "311026                         0.01                         0.00   \n",
       "311027                         0.01                         0.00   \n",
       "311028                         0.01                         0.00   \n",
       "\n",
       "        dst_host_serror_rate  dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "0                       0.00                       0.0                  0.00   \n",
       "1                       0.00                       0.0                  0.00   \n",
       "2                       0.00                       0.0                  0.00   \n",
       "3                       0.00                       0.0                  0.00   \n",
       "4                       0.00                       0.0                  0.00   \n",
       "5                       0.00                       0.0                  0.00   \n",
       "6                       0.00                       0.0                  0.00   \n",
       "7                       0.00                       0.0                  0.00   \n",
       "8                       0.00                       0.0                  0.00   \n",
       "9                       0.00                       0.0                  0.00   \n",
       "10                      0.00                       0.0                  0.00   \n",
       "11                      0.33                       0.0                  0.00   \n",
       "12                      0.00                       0.0                  0.00   \n",
       "13                      0.00                       0.0                  0.00   \n",
       "14                      0.02                       0.0                  0.09   \n",
       "15                      0.00                       0.0                  0.00   \n",
       "16                      0.00                       0.0                  0.00   \n",
       "17                      0.00                       0.0                  0.00   \n",
       "18                      0.00                       0.0                  0.00   \n",
       "19                      0.00                       0.0                  0.00   \n",
       "20                      0.00                       0.0                  0.00   \n",
       "21                      0.00                       0.0                  0.00   \n",
       "22                      0.00                       0.0                  0.00   \n",
       "23                      0.00                       0.0                  0.00   \n",
       "24                      0.00                       0.0                  0.00   \n",
       "25                      0.00                       0.0                  0.00   \n",
       "26                      0.00                       0.0                  0.00   \n",
       "27                      0.00                       0.0                  0.00   \n",
       "28                      0.00                       0.0                  0.00   \n",
       "29                      0.00                       0.0                  0.00   \n",
       "...                      ...                       ...                   ...   \n",
       "310999                  0.00                       0.0                  0.00   \n",
       "311000                  0.00                       0.0                  0.00   \n",
       "311001                  0.00                       0.0                  0.00   \n",
       "311002                  0.00                       0.0                  0.00   \n",
       "311003                  0.00                       0.0                  0.00   \n",
       "311004                  0.00                       0.0                  0.00   \n",
       "311005                  0.00                       0.0                  0.00   \n",
       "311006                  0.00                       0.0                  0.00   \n",
       "311007                  0.00                       0.0                  0.00   \n",
       "311008                  0.00                       0.0                  0.00   \n",
       "311009                  0.00                       0.0                  0.00   \n",
       "311010                  0.00                       0.0                  0.00   \n",
       "311011                  0.00                       0.0                  0.00   \n",
       "311012                  0.00                       0.0                  0.00   \n",
       "311013                  0.00                       0.0                  0.00   \n",
       "311014                  0.00                       0.0                  0.00   \n",
       "311015                  0.00                       0.0                  0.00   \n",
       "311016                  0.00                       0.0                  0.00   \n",
       "311017                  0.00                       0.0                  0.00   \n",
       "311018                  0.00                       0.0                  0.00   \n",
       "311019                  0.00                       0.0                  0.00   \n",
       "311020                  0.00                       0.0                  0.00   \n",
       "311021                  0.00                       0.0                  0.00   \n",
       "311022                  0.00                       0.0                  0.00   \n",
       "311023                  0.00                       0.0                  0.00   \n",
       "311024                  0.00                       0.0                  0.00   \n",
       "311025                  0.00                       0.0                  0.00   \n",
       "311026                  0.00                       0.0                  0.00   \n",
       "311027                  0.00                       0.0                  0.00   \n",
       "311028                  0.00                       0.0                  0.00   \n",
       "\n",
       "        dst_host_srv_rerror_rate  \n",
       "0                           0.00  \n",
       "1                           0.00  \n",
       "2                           0.00  \n",
       "3                           0.00  \n",
       "4                           0.00  \n",
       "5                           0.00  \n",
       "6                           0.00  \n",
       "7                           0.00  \n",
       "8                           0.00  \n",
       "9                           0.00  \n",
       "10                          0.00  \n",
       "11                          0.00  \n",
       "12                          0.00  \n",
       "13                          0.00  \n",
       "14                          0.13  \n",
       "15                          0.00  \n",
       "16                          0.00  \n",
       "17                          0.00  \n",
       "18                          0.00  \n",
       "19                          0.00  \n",
       "20                          0.00  \n",
       "21                          0.00  \n",
       "22                          0.00  \n",
       "23                          0.00  \n",
       "24                          0.00  \n",
       "25                          0.00  \n",
       "26                          0.00  \n",
       "27                          0.00  \n",
       "28                          0.00  \n",
       "29                          0.00  \n",
       "...                          ...  \n",
       "310999                      0.00  \n",
       "311000                      0.00  \n",
       "311001                      0.00  \n",
       "311002                      0.00  \n",
       "311003                      0.00  \n",
       "311004                      0.00  \n",
       "311005                      0.00  \n",
       "311006                      0.00  \n",
       "311007                      0.00  \n",
       "311008                      0.00  \n",
       "311009                      0.00  \n",
       "311010                      0.00  \n",
       "311011                      0.00  \n",
       "311012                      0.00  \n",
       "311013                      0.00  \n",
       "311014                      0.00  \n",
       "311015                      0.00  \n",
       "311016                      0.00  \n",
       "311017                      0.00  \n",
       "311018                      0.00  \n",
       "311019                      0.00  \n",
       "311020                      0.00  \n",
       "311021                      0.00  \n",
       "311022                      0.00  \n",
       "311023                      0.00  \n",
       "311024                      0.00  \n",
       "311025                      0.00  \n",
       "311026                      0.00  \n",
       "311027                      0.00  \n",
       "311028                      0.00  \n",
       "\n",
       "[311029 rows x 38 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Ignoring the deprecation warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category = DeprecationWarning) \n",
    "\n",
    "kdd_data_corrected[num_features] = kdd_data_corrected[num_features].astype(float)\n",
    "kdd_data_corrected[num_features].apply(lambda x: MinMaxScaler().fit_transform(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now, after scaling, we can sample 10% of the training data\n",
    "from sklearn.cross_validation import train_test_split\n",
    "features_train, features_test, labels_train, labels_test = train_test_split(kdd_data_corrected[num_features], \n",
    "                                                                            kdd_data_corrected['label'], test_size=0.1, \n",
    "                                                                            random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Rahul\\Anaconda3\\lib\\site-packages\\sklearn\\discriminant_analysis.py:695: UserWarning: Variables are collinear\n",
      "  warnings.warn(\"Variables are collinear\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted in 0.593 seconds\n"
     ]
    }
   ],
   "source": [
    "#Predictions on the test data\n",
    "clf.fit(features, labels)\n",
    "t0 = time()\n",
    "pred = clf.predict(features_test)\n",
    "tt = time() - t0\n",
    "print (\"Predicted in {} seconds\".format(round(tt,3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy is 0.8091.\n"
     ]
    }
   ],
   "source": [
    "#Calculating out the accuracy\n",
    "from sklearn.metrics import accuracy_score\n",
    "acc = accuracy_score(pred, labels_test)\n",
    "print (\"Accuracy is {}.\".format(round(acc,4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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