outlier-detection-tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://www.kaggle.com/static/images/site-logo.png\" width=\"100px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**A Tutorial on Different approaches for Outlier Detection**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://cdn-images-1.medium.com/max/1200/1*jHnpc23F7-rh9cLkh-028g.png\" width=\"700px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import Some Basic Libraries**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['uci-secom.csv']\n"
     ]
    }
   ],
   "source": [
    "# for basic operations\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "# for visualizations\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "# to avoid warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n",
    "\n",
    "# for providing path\n",
    "import os\n",
    "print(os.listdir(\"../input\"))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Reading the Data(UCI- SECOM Dataset)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1567, 592)\n"
     ]
    }
   ],
   "source": [
    "# reading the data\n",
    "data = pd.read_csv('../input/uci-secom.csv')\n",
    "\n",
    "# getting the shape of the data\n",
    "print(data.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_uuid": "a6ef0c18b654cdf34cbae029d40977007d86c2f1"
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>3</th>\n",
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       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
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       "      <th>30</th>\n",
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       "      <th>34</th>\n",
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       "      <th>36</th>\n",
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       "      <th>38</th>\n",
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       "      <th>552</th>\n",
       "      <th>553</th>\n",
       "      <th>554</th>\n",
       "      <th>555</th>\n",
       "      <th>556</th>\n",
       "      <th>557</th>\n",
       "      <th>558</th>\n",
       "      <th>559</th>\n",
       "      <th>560</th>\n",
       "      <th>561</th>\n",
       "      <th>562</th>\n",
       "      <th>563</th>\n",
       "      <th>564</th>\n",
       "      <th>565</th>\n",
       "      <th>566</th>\n",
       "      <th>567</th>\n",
       "      <th>568</th>\n",
       "      <th>569</th>\n",
       "      <th>570</th>\n",
       "      <th>571</th>\n",
       "      <th>572</th>\n",
       "      <th>573</th>\n",
       "      <th>574</th>\n",
       "      <th>575</th>\n",
       "      <th>576</th>\n",
       "      <th>577</th>\n",
       "      <th>578</th>\n",
       "      <th>579</th>\n",
       "      <th>580</th>\n",
       "      <th>581</th>\n",
       "      <th>582</th>\n",
       "      <th>583</th>\n",
       "      <th>584</th>\n",
       "      <th>585</th>\n",
       "      <th>586</th>\n",
       "      <th>587</th>\n",
       "      <th>588</th>\n",
       "      <th>589</th>\n",
       "      <th>Pass/Fail</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008-07-19 11:55:00</td>\n",
       "      <td>3030.93</td>\n",
       "      <td>2564.00</td>\n",
       "      <td>2187.7333</td>\n",
       "      <td>1411.1265</td>\n",
       "      <td>1.3602</td>\n",
       "      <td>100.0</td>\n",
       "      <td>97.6133</td>\n",
       "      <td>0.1242</td>\n",
       "      <td>1.5005</td>\n",
       "      <td>0.0162</td>\n",
       "      <td>-0.0034</td>\n",
       "      <td>0.9455</td>\n",
       "      <td>202.4396</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9558</td>\n",
       "      <td>414.8710</td>\n",
       "      <td>10.0433</td>\n",
       "      <td>0.9680</td>\n",
       "      <td>192.3963</td>\n",
       "      <td>12.5190</td>\n",
       "      <td>1.4026</td>\n",
       "      <td>-5419.00</td>\n",
       "      <td>2916.50</td>\n",
       "      <td>-4043.75</td>\n",
       "      <td>751.00</td>\n",
       "      <td>0.8955</td>\n",
       "      <td>1.7730</td>\n",
       "      <td>3.0490</td>\n",
       "      <td>64.2333</td>\n",
       "      <td>2.0222</td>\n",
       "      <td>0.1632</td>\n",
       "      <td>3.5191</td>\n",
       "      <td>83.3971</td>\n",
       "      <td>9.5126</td>\n",
       "      <td>50.6170</td>\n",
       "      <td>64.2588</td>\n",
       "      <td>49.3830</td>\n",
       "      <td>66.3141</td>\n",
       "      <td>86.9555</td>\n",
       "      <td>...</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.1827</td>\n",
       "      <td>5.7349</td>\n",
       "      <td>0.3363</td>\n",
       "      <td>39.8842</td>\n",
       "      <td>3.2687</td>\n",
       "      <td>1.0297</td>\n",
       "      <td>1.0344</td>\n",
       "      <td>0.4385</td>\n",
       "      <td>0.1039</td>\n",
       "      <td>42.3877</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>533.8500</td>\n",
       "      <td>2.1113</td>\n",
       "      <td>8.95</td>\n",
       "      <td>0.3157</td>\n",
       "      <td>3.0624</td>\n",
       "      <td>0.1026</td>\n",
       "      <td>1.6765</td>\n",
       "      <td>14.9509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5005</td>\n",
       "      <td>0.0118</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>2.3630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008-07-19 12:32:00</td>\n",
       "      <td>3095.78</td>\n",
       "      <td>2465.14</td>\n",
       "      <td>2230.4222</td>\n",
       "      <td>1463.6606</td>\n",
       "      <td>0.8294</td>\n",
       "      <td>100.0</td>\n",
       "      <td>102.3433</td>\n",
       "      <td>0.1247</td>\n",
       "      <td>1.4966</td>\n",
       "      <td>-0.0005</td>\n",
       "      <td>-0.0148</td>\n",
       "      <td>0.9627</td>\n",
       "      <td>200.5470</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.1548</td>\n",
       "      <td>414.7347</td>\n",
       "      <td>9.2599</td>\n",
       "      <td>0.9701</td>\n",
       "      <td>191.2872</td>\n",
       "      <td>12.4608</td>\n",
       "      <td>1.3825</td>\n",
       "      <td>-5441.50</td>\n",
       "      <td>2604.25</td>\n",
       "      <td>-3498.75</td>\n",
       "      <td>-1640.25</td>\n",
       "      <td>1.2973</td>\n",
       "      <td>2.0143</td>\n",
       "      <td>7.3900</td>\n",
       "      <td>68.4222</td>\n",
       "      <td>2.2667</td>\n",
       "      <td>0.2102</td>\n",
       "      <td>3.4171</td>\n",
       "      <td>84.9052</td>\n",
       "      <td>9.7997</td>\n",
       "      <td>50.6596</td>\n",
       "      <td>64.2828</td>\n",
       "      <td>49.3404</td>\n",
       "      <td>64.9193</td>\n",
       "      <td>87.5241</td>\n",
       "      <td>...</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.2829</td>\n",
       "      <td>7.1196</td>\n",
       "      <td>0.4989</td>\n",
       "      <td>53.1836</td>\n",
       "      <td>3.9139</td>\n",
       "      <td>1.7819</td>\n",
       "      <td>0.9634</td>\n",
       "      <td>0.1745</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>18.1087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>535.0164</td>\n",
       "      <td>2.4335</td>\n",
       "      <td>5.92</td>\n",
       "      <td>0.2653</td>\n",
       "      <td>2.0111</td>\n",
       "      <td>0.0772</td>\n",
       "      <td>1.1065</td>\n",
       "      <td>10.9003</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.0201</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>208.2045</td>\n",
       "      <td>0.5019</td>\n",
       "      <td>0.0223</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>4.4447</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.0201</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>208.2045</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008-07-19 13:17:00</td>\n",
       "      <td>2932.61</td>\n",
       "      <td>2559.94</td>\n",
       "      <td>2186.4111</td>\n",
       "      <td>1698.0172</td>\n",
       "      <td>1.5102</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.4878</td>\n",
       "      <td>0.1241</td>\n",
       "      <td>1.4436</td>\n",
       "      <td>0.0041</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.9615</td>\n",
       "      <td>202.0179</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.5157</td>\n",
       "      <td>416.7075</td>\n",
       "      <td>9.3144</td>\n",
       "      <td>0.9674</td>\n",
       "      <td>192.7035</td>\n",
       "      <td>12.5404</td>\n",
       "      <td>1.4123</td>\n",
       "      <td>-5447.75</td>\n",
       "      <td>2701.75</td>\n",
       "      <td>-4047.00</td>\n",
       "      <td>-1916.50</td>\n",
       "      <td>1.3122</td>\n",
       "      <td>2.0295</td>\n",
       "      <td>7.5788</td>\n",
       "      <td>67.1333</td>\n",
       "      <td>2.3333</td>\n",
       "      <td>0.1734</td>\n",
       "      <td>3.5986</td>\n",
       "      <td>84.7569</td>\n",
       "      <td>8.6590</td>\n",
       "      <td>50.1530</td>\n",
       "      <td>64.1114</td>\n",
       "      <td>49.8470</td>\n",
       "      <td>65.8389</td>\n",
       "      <td>84.7327</td>\n",
       "      <td>...</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.0857</td>\n",
       "      <td>7.1619</td>\n",
       "      <td>0.3752</td>\n",
       "      <td>23.0713</td>\n",
       "      <td>3.9306</td>\n",
       "      <td>1.1386</td>\n",
       "      <td>1.5021</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>0.1233</td>\n",
       "      <td>24.7524</td>\n",
       "      <td>267.064</td>\n",
       "      <td>0.9032</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.6219</td>\n",
       "      <td>0.4122</td>\n",
       "      <td>0.2562</td>\n",
       "      <td>0.4119</td>\n",
       "      <td>68.8489</td>\n",
       "      <td>535.0245</td>\n",
       "      <td>2.0293</td>\n",
       "      <td>11.21</td>\n",
       "      <td>0.1882</td>\n",
       "      <td>4.0923</td>\n",
       "      <td>0.0640</td>\n",
       "      <td>2.0952</td>\n",
       "      <td>9.2721</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.0148</td>\n",
       "      <td>82.8602</td>\n",
       "      <td>0.4958</td>\n",
       "      <td>0.0157</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>3.1745</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.0148</td>\n",
       "      <td>82.8602</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008-07-19 14:43:00</td>\n",
       "      <td>2988.72</td>\n",
       "      <td>2479.90</td>\n",
       "      <td>2199.0333</td>\n",
       "      <td>909.7926</td>\n",
       "      <td>1.3204</td>\n",
       "      <td>100.0</td>\n",
       "      <td>104.2367</td>\n",
       "      <td>0.1217</td>\n",
       "      <td>1.4882</td>\n",
       "      <td>-0.0124</td>\n",
       "      <td>-0.0033</td>\n",
       "      <td>0.9629</td>\n",
       "      <td>201.8482</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.6052</td>\n",
       "      <td>422.2894</td>\n",
       "      <td>9.6924</td>\n",
       "      <td>0.9687</td>\n",
       "      <td>192.1557</td>\n",
       "      <td>12.4782</td>\n",
       "      <td>1.4011</td>\n",
       "      <td>-5468.25</td>\n",
       "      <td>2648.25</td>\n",
       "      <td>-4515.00</td>\n",
       "      <td>-1657.25</td>\n",
       "      <td>1.3137</td>\n",
       "      <td>2.0038</td>\n",
       "      <td>7.3145</td>\n",
       "      <td>62.9333</td>\n",
       "      <td>2.6444</td>\n",
       "      <td>0.2071</td>\n",
       "      <td>3.3813</td>\n",
       "      <td>84.9105</td>\n",
       "      <td>8.6789</td>\n",
       "      <td>50.5100</td>\n",
       "      <td>64.1125</td>\n",
       "      <td>49.4900</td>\n",
       "      <td>65.1951</td>\n",
       "      <td>86.6867</td>\n",
       "      <td>...</td>\n",
       "      <td>39.33</td>\n",
       "      <td>0.6812</td>\n",
       "      <td>56.9303</td>\n",
       "      <td>17.4781</td>\n",
       "      <td>161.4081</td>\n",
       "      <td>35.3198</td>\n",
       "      <td>54.2917</td>\n",
       "      <td>1.1613</td>\n",
       "      <td>0.7288</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>62.7572</td>\n",
       "      <td>268.228</td>\n",
       "      <td>0.6511</td>\n",
       "      <td>7.32</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>3.5611</td>\n",
       "      <td>0.0670</td>\n",
       "      <td>2.7290</td>\n",
       "      <td>25.0363</td>\n",
       "      <td>530.5682</td>\n",
       "      <td>2.0253</td>\n",
       "      <td>9.33</td>\n",
       "      <td>0.1738</td>\n",
       "      <td>2.8971</td>\n",
       "      <td>0.0525</td>\n",
       "      <td>1.7585</td>\n",
       "      <td>8.5831</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>73.8432</td>\n",
       "      <td>0.4990</td>\n",
       "      <td>0.0103</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>2.0544</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>73.8432</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008-07-19 15:22:00</td>\n",
       "      <td>3032.24</td>\n",
       "      <td>2502.87</td>\n",
       "      <td>2233.3667</td>\n",
       "      <td>1326.5200</td>\n",
       "      <td>1.5334</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.3967</td>\n",
       "      <td>0.1235</td>\n",
       "      <td>1.5031</td>\n",
       "      <td>-0.0031</td>\n",
       "      <td>-0.0072</td>\n",
       "      <td>0.9569</td>\n",
       "      <td>201.9424</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.5661</td>\n",
       "      <td>420.5925</td>\n",
       "      <td>10.3387</td>\n",
       "      <td>0.9735</td>\n",
       "      <td>191.6037</td>\n",
       "      <td>12.4735</td>\n",
       "      <td>1.3888</td>\n",
       "      <td>-5476.25</td>\n",
       "      <td>2635.25</td>\n",
       "      <td>-3987.50</td>\n",
       "      <td>117.00</td>\n",
       "      <td>1.2887</td>\n",
       "      <td>1.9912</td>\n",
       "      <td>7.2748</td>\n",
       "      <td>62.8333</td>\n",
       "      <td>3.1556</td>\n",
       "      <td>0.2696</td>\n",
       "      <td>3.2728</td>\n",
       "      <td>86.3269</td>\n",
       "      <td>8.7677</td>\n",
       "      <td>50.2480</td>\n",
       "      <td>64.1511</td>\n",
       "      <td>49.7520</td>\n",
       "      <td>66.1542</td>\n",
       "      <td>86.1468</td>\n",
       "      <td>...</td>\n",
       "      <td>1.98</td>\n",
       "      <td>0.4287</td>\n",
       "      <td>9.7608</td>\n",
       "      <td>0.8311</td>\n",
       "      <td>70.9706</td>\n",
       "      <td>4.9086</td>\n",
       "      <td>2.5014</td>\n",
       "      <td>0.9778</td>\n",
       "      <td>0.2156</td>\n",
       "      <td>0.0461</td>\n",
       "      <td>22.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>532.0155</td>\n",
       "      <td>2.0275</td>\n",
       "      <td>8.83</td>\n",
       "      <td>0.2224</td>\n",
       "      <td>3.1776</td>\n",
       "      <td>0.0706</td>\n",
       "      <td>1.6597</td>\n",
       "      <td>10.9698</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4800</td>\n",
       "      <td>0.4766</td>\n",
       "      <td>0.1045</td>\n",
       "      <td>99.3032</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>73.8432</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Time        0        1    ...         588       589  Pass/Fail\n",
       "0  2008-07-19 11:55:00  3030.93  2564.00    ...         NaN       NaN         -1\n",
       "1  2008-07-19 12:32:00  3095.78  2465.14    ...      0.0060  208.2045         -1\n",
       "2  2008-07-19 13:17:00  2932.61  2559.94    ...      0.0148   82.8602          1\n",
       "3  2008-07-19 14:43:00  2988.72  2479.90    ...      0.0044   73.8432         -1\n",
       "4  2008-07-19 15:22:00  3032.24  2502.87    ...      0.0044   73.8432         -1\n",
       "\n",
       "[5 rows x 592 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# getting the head of the data\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_uuid": "907fb8cf54c4dd53decd137bbc625c13d6a483cf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking if the dataset contains any NULL values\n",
    "\n",
    "data.isnull().any().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_uuid": "02c9f7ba9ca23a207975117fb3d65c0302c8e8d5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replacing all the NaN values with 0 as the values correspond to the test results.\n",
    "# since, the values are not present that means the values are not available or calculated\n",
    "# so better we not take median or mean and replace them with zeros\n",
    "\n",
    "data = data.replace(np.NaN, 0)\n",
    "\n",
    "# again, checking if there is any NULL values left\n",
    "data.isnull().any().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Visualization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "b40839a5593693913a78812505eea4b9c8fa84a8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution plot to see first four column's distribution\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 16)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.distplot(data['1'], color = 'darkblue')\n",
    "plt.title('First Sensor Measurements', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.distplot(data['2'], color = 'red')\n",
    "plt.title('Second Sensor Measurements', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.distplot(data['3'], color = 'darkgreen')\n",
    "plt.title('Third Sensor Measurements', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.distplot(data['4'], color = 'yellow')\n",
    "plt.title('Fourth Sensor Measurements', fontsize = 20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "dba3f399b4afb6ada70f9aca2b30d7b54b995b36"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pie chart\n",
    "\n",
    "labels = ['Fail', 'Pass']\n",
    "size = data['Pass/Fail'].value_counts()\n",
    "colors = ['magenta', 'green']\n",
    "explode = [0, 0.1]\n",
    "\n",
    "plt.style.use('seaborn-deep')\n",
    "plt.rcParams['figure.figsize'] = (8, 8)\n",
    "plt.pie(size, labels =labels, colors = colors, explode = explode, autopct = \"%.2f%%\", shadow = True)\n",
    "plt.axis('off')\n",
    "plt.title('Target: Pass or Fail', fontsize = 20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "bb8f617162435191ff3b06002aa7967dab320667"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Heatmap for the Data')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heatmap\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 18)\n",
    "sns.heatmap(data.corr(), cmap = 'copper')\n",
    "plt.title('Heatmap for the Data', fontsize = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Preprocessing**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_uuid": "566c012436034d57114ddcdee44761af2252027f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1567, 591)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# deleting the first column\n",
    "\n",
    "data = data.drop(columns = ['Time'], axis = 1)\n",
    "\n",
    "# checking the shape of the data after deleting a column\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_uuid": "e31d7c24b5aee355d9b3fe585e9a7b39a0b370b9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of x: (1567, 590)\n",
      "shape of y: (1567,)\n"
     ]
    }
   ],
   "source": [
    "# separating the dependent and independent data\n",
    "\n",
    "x = data.iloc[:,:590]\n",
    "y = data.iloc[:, 590]\n",
    "\n",
    "# getting the shapes of new data sets x and y\n",
    "print(\"shape of x:\", x.shape)\n",
    "print(\"shape of y:\", y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_uuid": "db5c557cd76c704581c69d50e232bc427c371e13"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of x_train:  (1253, 590)\n",
      "shape of x_test:  (314, 590)\n",
      "shape of y_train:  (1253,)\n",
      "shape of y_test:  (314,)\n"
     ]
    }
   ],
   "source": [
    "# splitting them into train test and split\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2, random_state = 0)\n",
    "\n",
    "# gettiing the shapes\n",
    "print(\"shape of x_train: \", x_train.shape)\n",
    "print(\"shape of x_test: \", x_test.shape)\n",
    "print(\"shape of y_train: \", y_train.shape)\n",
    "print(\"shape of y_test: \", y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_uuid": "b380c366688d8fab5ee8d04393be945a62161a36"
   },
   "outputs": [],
   "source": [
    "# standardization\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# creating a standard scaler\n",
    "sc = StandardScaler()\n",
    "\n",
    "# fitting independent data to the model\n",
    "x_train = sc.fit_transform(x_train)\n",
    "x_test = sc.transform(x_test)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. UnderSamling of the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Under-representation of a class in one or more important predictor variables. Suppose, to address the question of gender discrimination, we have survey data on salaries within a particular field, e.g., computer software. It is known women are under-represented considerably in a random sample of software engineers, which would be important when adjusting for other variables such as years employed and current level of seniority. Suppose only 20% of software engineers are women, i.e., males are 4 times as frequent as females. If we were designing a survey to gather data, we would survey 4 times as many females as males, so that in the final sample, both genders will be represented equally. (See also Stratified Sampling.)\n",
    "Under-representation of one class in the outcome (dependent) variable. Suppose we want to predict, from a large clinical dataset, which patients are likely to develop a particular disease (e.g., diabetes). Assume, however, that only 10% of patients go on to develop the disease. Suppose we have a large existing dataset. We can then pick 1/9th the number of patients who did not go on to develop the disease for every one patient who did."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_uuid": "dd5735c18a1754cf290814aba17db6492906a9ef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "104\n"
     ]
    }
   ],
   "source": [
    "# Under Sampling\n",
    "\n",
    "failed_tests = np.array(data[data['Pass/Fail'] == 1].index)\n",
    "no_failed_tests = len(failed_tests)\n",
    "\n",
    "print(no_failed_tests)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_uuid": "b7a109b65f5e053683b644813e38c01ba57a1bdb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1463\n"
     ]
    }
   ],
   "source": [
    "normal_indices = data[data['Pass/Fail'] == -1]\n",
    "no_normal_indices = len(normal_indices)\n",
    "\n",
    "print(no_normal_indices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_uuid": "a68a58a098f22944866bf1237eee101a97f2c6eb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "104\n"
     ]
    }
   ],
   "source": [
    "random_normal_indices = np.random.choice(no_normal_indices, size = no_failed_tests, replace = True)\n",
    "random_normal_indices = np.array(random_normal_indices)\n",
    "\n",
    "print(len(random_normal_indices))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_uuid": "0f09fcd71a6e5d4ffa81b20fc04d3c45d53ea4f9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "208\n"
     ]
    }
   ],
   "source": [
    "under_sample = np.concatenate([failed_tests, random_normal_indices])\n",
    "print(len(under_sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_uuid": "129ed5439d0718833ba6fcb6b0017201f8edc107"
   },
   "outputs": [],
   "source": [
    "# creating the undersample data\n",
    "\n",
    "undersample_data = data.iloc[under_sample, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_uuid": "eb1a45336de9e046f13e42b3fbf3cdfcaf0823f7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(208, 590)\n",
      "(208, 1)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# splitting the undersample dataset into x and y sets\n",
    "\n",
    "x = undersample_data.iloc[:, undersample_data.columns != 'Pass/Fail'] \n",
    "y = undersample_data.iloc[:, undersample_data.columns == 'Pass/Fail']\n",
    "\n",
    "print(x.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_uuid": "84fbf8c77f97a189bcbb26a666a62932ebd5af47"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(166, 590)\n",
      "(166, 1)\n",
      "(42, 590)\n",
      "(42, 1)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train_us, x_test_us, y_train_us, y_test_us = train_test_split(x, y, test_size = 0.2, random_state = 0)\n",
    "\n",
    "print(x_train_us.shape)\n",
    "print(y_train_us.shape)\n",
    "print(x_test_us.shape)\n",
    "print(y_test_us.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_uuid": "ce7f8332311792cc5652ef68d04acadbf9be9c7a"
   },
   "outputs": [],
   "source": [
    "# standardization\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "sc = StandardScaler()\n",
    "x_train = sc.fit_transform(x_train_us)\n",
    "x_test = sc.transform(x_test_us)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Xg-Boost Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_kg_hide-output": true,
    "_uuid": "dff1d8489f8956ada9eaa1b839c8229621fe109c"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "\n",
    "model = XGBClassifier()\n",
    "\n",
    "model.fit(x_train_us, y_train_us)\n",
    "\n",
    "y_pred = model.predict(x_test_us)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confusion Matrix after UnderSampling with XgBoost**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "0ca53465a1aa7636a381ae00ea31e16bebb8c79c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f006c6160f0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "cm = confusion_matrix(y_test_us, y_pred)\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (5, 5)\n",
    "sns.set(style = 'dark', font_scale = 1.4)\n",
    "sns.heatmap(cm, annot = True, annot_kws = {\"size\": 15})\n",
    "\n",
    "# It is able to predict 17 defected semiconductors among 21 Semi-Conductors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **UnderSamoling,** It successfully detected 17 out of 22 defected semiconductors which is great. It would have work much better if we had some more data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_kg_hide-output": true,
    "_uuid": "76d3f95082e18dcce61ddd6915ff4bca53e53e8b"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
      "  DeprecationWarning)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "# Applying Grid Search CV to find the best model with the best parameters\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "parameters = [{'max_depth' : [1, 2, 3, 4, 5, 6]}]\n",
    "\n",
    "grid_search = GridSearchCV(estimator = model, param_grid = parameters, scoring = 'accuracy', cv = 2, n_jobs = -1)\n",
    "\n",
    "grid_search = grid_search.fit(x_train_us, y_train_us)\n",
    "best_accuracy = grid_search.best_score_\n",
    "best_parameters = grid_search.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_uuid": "cb4549d720b0426f58492c64f30d8aebbb2eb7a0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Accuracy:  0.5542168674698795\n",
      "Best Parameter:  {'max_depth': 1}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best Accuracy: \", best_accuracy)\n",
    "print(\"Best Parameter: \", best_parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_kg_hide-output": true,
    "_uuid": "9984f8c582c0180b4da269607de352ca87925757"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "\n",
    "weights = (y == 0).sum()/(1.0*(y == -1).sum())\n",
    "model = XGBClassifier(max_depth = 4, scale_pos_weights = weights, n_jobs = 4)\n",
    "\n",
    "model.fit(x_train_us, y_train_us)\n",
    "\n",
    "y_pred = model.predict(x_test_us)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Most Important Features of the Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "c3856b309647565538efc1172151b56c82814592"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the feature importances\n",
    "\n",
    "colors = plt.cm.spring(np.linspace(0, 1, 9))\n",
    "xgb.plot_importance(model, height = 1, color = colors, grid = True, importance_type = 'cover', show_values = False)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 20)\n",
    "plt.xlabel('The F-Score for each features')\n",
    "plt.ylabel('Importances')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Over-Sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">** SMOTE :**\n",
    "There are a number of methods available to oversample a dataset used in a typical classification problem (using a classification algorithm to classify a set of images, given a labelled training set of images). The most common technique is known as SMOTE: Synthetic Minority Over-sampling Technique.[4] To illustrate how this technique works consider some training data which has s samples, and f features in the feature space of the data. Note that these features, for simplicity, are continuous. As an example, consider a dataset of birds for classification. The feature space for the minority class for which we want to oversample could be beak length, wingspan, and weight (all continuous). To then oversample, take a sample from the dataset, and consider its k nearest neighbors (in feature space). To create a synthetic data point, take the vector between one of those k neighbors, and the current data point. Multiply this vector by a random number x which lies between 0, and 1. Add this to the current data point to create the new, synthetic data point.\n",
    "\n",
    "Many modifications and extensions have been made to the SMOTE method ever since its proposal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_kg_hide-output": true,
    "_uuid": "c77a2d8a1119359a71faa452d073530d37ff47c0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(220, 590)\n",
      "(220,)\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "\n",
    "x_resample, y_resample  = SMOTE().fit_sample(x, y.values.ravel())\n",
    "\n",
    "print(x_resample.shape)\n",
    "print(y_resample.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(166, 590)\n",
      "(166, 1)\n",
      "(42, 590)\n",
      "(42, 1)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train_os, x_test_os, y_train_os, y_test_os = train_test_split(x, y, test_size = 0.2, random_state = 0)\n",
    "\n",
    "print(x_train_os.shape)\n",
    "print(y_train_os.shape)\n",
    "print(x_test_os.shape)\n",
    "print(y_test_os.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# standardization\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "sc = StandardScaler()\n",
    "x_train_os = sc.fit_transform(x_train_os)\n",
    "x_test_os = sc.transform(x_test_os)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Xg-Boost Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "_kg_hide-output": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "\n",
    "model = XGBClassifier()\n",
    "\n",
    "model.fit(x_train_os, y_train_os)\n",
    "\n",
    "y_pred = model.predict(x_test_os)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_kg_hide-output": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
      "  DeprecationWarning)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "# Applying Grid Search CV to find the best model with the best parameters\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "# making a parameters list\n",
    "parameters = [{'max_depth' : [1, 10, 5, 7]}]\n",
    "\n",
    "# making a grid search model\n",
    "grid_search = GridSearchCV(estimator = model, param_grid = parameters, scoring = 'accuracy', cv = 2, n_jobs = -1)\n",
    "grid_search = grid_search.fit(x_train_os, y_train_os)\n",
    "\n",
    "# getting the results\n",
    "best_accuracy = grid_search.best_score_\n",
    "best_parameters = grid_search.best_params_\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Accuracy:  0.5542168674698795\n",
      "Best Parameter:  {'max_depth': 1}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best Accuracy: \", best_accuracy)\n",
    "print(\"Best Parameter: \", best_parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_kg_hide-output": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "\n",
    "weights = (y == 0).sum()/(1.0*(y == -1).sum())\n",
    "model = XGBClassifier(max_depth = 10, scale_pos_weights = weights, n_jobs = 4)\n",
    "\n",
    "model.fit(x_train_os, y_train_os)\n",
    "\n",
    "y_pred = model.predict(x_test_os)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confusion Matrix after OverSampling with XgBoost**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "_kg_hide-input": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7effa93de4e0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "cm = confusion_matrix(y_test_os, y_pred)\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (5, 5)\n",
    "sns.set(style = 'dark', font_scale = 1.4)\n",
    "sns.heatmap(cm, annot = True, annot_kws = {\"size\": 15}, cmap = 'spring')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">** OverSampling**, Successfully detected 17 detected pieces out of 22, That is great according to accuracy. It would very well, if the size of the dataset would have been a little bigger."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Different Classifiers for Outlier Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Isolation Forest Classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Isolation Forest Algorithm:**\n",
    "\n",
    ">One of the newest techniques to detect anomalies is called Isolation Forests. The algorithm is based on the fact that anomalies are data points that are few and different. As a result of these properties, anomalies are susceptible to a mechanism called isolation.\n",
    "\n",
    ">This method is highly useful and is fundamentally different from all existing methods. It introduces the use of isolation as a more effective and efficient means to detect anomalies than the commonly used basic distance and density measures. Moreover, this method is an algorithm with a low linear time complexity and a small memory requirement. It builds a good performing model with a small number of trees using small sub-samples of fixed size, regardless of the size of a data set.\n",
    "\n",
    ">Typical machine learning methods tend to work better when the patterns they try to learn are balanced, meaning the same amount of good and bad behaviors are present in the dataset.\n",
    "\n",
    "**How Isolation Forests Work**\n",
    "\n",
    ">The Isolation Forest algorithm isolates observations by randomly selecting a feature and then randomly selecting a split value between the maximum and minimum values of the selected feature. The logic argument goes: isolating anomaly observations is easier because only a few conditions are needed to separate those cases from the normal observations. On the other hand, isolating normal observations require more conditions. Therefore, an anomaly score can be calculated as the number of conditions required to separate a given observation.\n",
    "\n",
    ">The way that the algorithm constructs the separation is by first creating isolation trees, or random decision trees. Then, the score is calculated as the path length to isolate the observation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of x: (1567, 590)\n",
      "Shape of y: (1567,)\n"
     ]
    }
   ],
   "source": [
    "# again creating x and y from the dataset\n",
    "\n",
    "x = data.iloc[:, :-1]\n",
    "y = data.iloc[:, -1]\n",
    "\n",
    "# getting the shapes\n",
    "print(\"Shape of x:\", x.shape)\n",
    "print(\"Shape of y:\", y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of x_train : (1253, 590)\n",
      "Shape of x_test : (314, 590)\n",
      "Shape of y_train : (1253,)\n",
      "Shape of y_test : (314,)\n"
     ]
    }
   ],
   "source": [
    "# splittng the dataset\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2, random_state = 0)\n",
    "\n",
    "# print the shapes\n",
    "print(\"Shape of x_train :\", x_train.shape)\n",
    "print(\"Shape of x_test :\", x_test.shape)\n",
    "print(\"Shape of y_train :\", y_train.shape)\n",
    "print(\"Shape of y_test :\", y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlier Fraction : 0.0710868079289132\n"
     ]
    }
   ],
   "source": [
    "# defining outlier fraction\n",
    "\n",
    "Fraud = data[data['Pass/Fail']==1]\n",
    "Valid = data[data['Pass/Fail']==-1]\n",
    "\n",
    "outlier_fraction = len(Fraud)/float(len(Valid))\n",
    "print(\"Outlier Fraction :\", outlier_fraction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "_kg_hide-output": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/ensemble/iforest.py:223: FutureWarning: behaviour=\"old\" is deprecated and will be removed in version 0.22. Please use behaviour=\"new\", which makes the decision_function change to match other anomaly detection algorithm API.\n",
      "  FutureWarning)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/ensemble/iforest.py:417: DeprecationWarning: threshold_ attribute is deprecated in 0.20 and will be removed in 0.22.\n",
      "  \" be removed in 0.22.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "\n",
    "model = IsolationForest(n_estimators=100, max_samples=len(x_train), \n",
    "                                       contamination=outlier_fraction, random_state=0, verbose=0)\n",
    "model.fit(x_train, y_train)\n",
    "scores_prediction = model.decision_function(x_train)\n",
    "y_pred = model.predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confusion Matrix for Isolation Forest**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "_kg_hide-input": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7effa93cc668>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# evaluating the model\n",
    "\n",
    "# printing the confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot = True, cmap = 'rainbow')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Isolation Forest Classifier,** Succesfully detected 11 defected items out of 13, that makes an impeccable accuracy of 85% Recall Accuracy. This algorithm would have been worked even better if the data was a little bigger with more instances of defected items."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Local Outlier Factor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "** Local Outlier Factor(LOF) Algorithm**\n",
    ">The LOF algorithm is an unsupervised outlier detection method which computes the local density deviation of a given data point with respect to its neighbors. It considers as outlier samples that have a substantially lower density than their neighbors.\n",
    "\n",
    ">The number of neighbors considered, (parameter n_neighbors) is typically chosen 1) greater than the minimum number of objects a cluster has to contain, so that other objects can be local outliers relative to this cluster, and 2) smaller than the maximum number of close by objects that can potentially be local outliers. In practice, such informations are generally not available, and taking n_neighbors=20 appears to work well in general."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "\n",
    "\n",
    "model = LocalOutlierFactor(n_neighbors=20, algorithm='auto', leaf_size=30, metric='minkowski', p=2, \n",
    "                           metric_params=None, contamination=outlier_fraction)\n",
    "\n",
    "model.fit(x_train, y_train)\n",
    "y_pred = model.fit_predict(x_test)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confusion Matrix for Local Outlier Factor**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "_kg_hide-input": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7effa94553c8>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# evaluating the model\n",
    "# printing the confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot = True, cmap = 'summer')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Local Outlier Factor Classifier,** Succesfully detected 11 defected items out of 13, that makes an impeccable accuracy of 85% Recall Accuracy. This algorithm would have been worked even better if the data was a little bigger with more instances of defected items."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 One Class SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> In one-class SVM, the support vector model is trained on data that has only one class, which is the “normal” class. It infers the properties of normal cases and from these properties can predict which examples are unlike the normal examples. This is useful for anomaly detection because the scarcity of training examples is what defines anomalies: that is, typically there are very few examples of the network intrusion, fraud, or other anomalous behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/sklearn/svm/classes.py:1177: DeprecationWarning: The random_state parameter is deprecated and will be removed in version 0.22.\n",
      "  \" be removed in version 0.22.\", DeprecationWarning)\n",
      "/opt/conda/lib/python3.6/site-packages/sklearn/svm/classes.py:1177: DeprecationWarning: The random_state parameter is deprecated and will be removed in version 0.22.\n",
      "  \" be removed in version 0.22.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import OneClassSVM\n",
    "\n",
    "model = OneClassSVM(kernel ='rbf', degree=3, gamma=0.1,nu=0.005, max_iter=-1, random_state=0)\n",
    "\n",
    "model.fit(x_train, y_train)\n",
    "y_pred = model.fit_predict(x_test)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confusion Matrix for One Class SVM**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7effa92da390>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# evaluating the model\n",
    "# printing the confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm ,annot = True, cmap = 'winter')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **One Class SVM**, Successfully Identifies 8 out of 13 defected Items, Which is not better than Isolation Forest and Local Factor Outlier Algorithm, as they both Identified 11 out 13 defected Item. Maybe, OneClassSVM would have worked better with more instances of defected items."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison of All Algorithms' Recall Rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "_kg_hide-input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Recall = np.array([77.3, 77.3, 84.6, 84.6, 61.5])\n",
    "label = np.array(['UnderSampling', 'OverSampling', 'IsolationForest', 'LocalOutlier', 'OneClassSVM'])\n",
    "indices = np.argsort(Recall)\n",
    "color = plt.cm.rainbow(np.linspace(0, 1, 9))\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "plt.bar(range(len(indices)), Recall[indices], color = color)\n",
    "plt.xticks(range(len(indices)), label[indices])\n",
    "plt.title('Recall Accuracy', fontsize = 30)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We can see that Isolation Forest and Local Outlier Factor works best and then Over sampling and UnderSampling works Good with average performance whereas OneClass could not perform in this scenario."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Thanks for Reading kernel, Please Suggest Changes if you have ideas.**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}