{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Credit Card Fraud Detection\n",
    "Jaime Avendaño\n",
    "\n",
    "This is a classification notebook that will use a Naive Bayes classifier. The data has been created through a previous PCA transformation.  \n",
    "The data is also highly unbalanced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder, MinMaxScaler\n",
    "\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.naive_bayes import MultinomialNB, GaussianNB \n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "from imblearn.over_sampling import SMOTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>...</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>Amount</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.359807</td>\n",
       "      <td>-0.072781</td>\n",
       "      <td>2.536347</td>\n",
       "      <td>1.378155</td>\n",
       "      <td>-0.338321</td>\n",
       "      <td>0.462388</td>\n",
       "      <td>0.239599</td>\n",
       "      <td>0.098698</td>\n",
       "      <td>0.363787</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018307</td>\n",
       "      <td>0.277838</td>\n",
       "      <td>-0.110474</td>\n",
       "      <td>0.066928</td>\n",
       "      <td>0.128539</td>\n",
       "      <td>-0.189115</td>\n",
       "      <td>0.133558</td>\n",
       "      <td>-0.021053</td>\n",
       "      <td>149.62</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.191857</td>\n",
       "      <td>0.266151</td>\n",
       "      <td>0.166480</td>\n",
       "      <td>0.448154</td>\n",
       "      <td>0.060018</td>\n",
       "      <td>-0.082361</td>\n",
       "      <td>-0.078803</td>\n",
       "      <td>0.085102</td>\n",
       "      <td>-0.255425</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.225775</td>\n",
       "      <td>-0.638672</td>\n",
       "      <td>0.101288</td>\n",
       "      <td>-0.339846</td>\n",
       "      <td>0.167170</td>\n",
       "      <td>0.125895</td>\n",
       "      <td>-0.008983</td>\n",
       "      <td>0.014724</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.358354</td>\n",
       "      <td>-1.340163</td>\n",
       "      <td>1.773209</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>-0.503198</td>\n",
       "      <td>1.800499</td>\n",
       "      <td>0.791461</td>\n",
       "      <td>0.247676</td>\n",
       "      <td>-1.514654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.247998</td>\n",
       "      <td>0.771679</td>\n",
       "      <td>0.909412</td>\n",
       "      <td>-0.689281</td>\n",
       "      <td>-0.327642</td>\n",
       "      <td>-0.139097</td>\n",
       "      <td>-0.055353</td>\n",
       "      <td>-0.059752</td>\n",
       "      <td>378.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.966272</td>\n",
       "      <td>-0.185226</td>\n",
       "      <td>1.792993</td>\n",
       "      <td>-0.863291</td>\n",
       "      <td>-0.010309</td>\n",
       "      <td>1.247203</td>\n",
       "      <td>0.237609</td>\n",
       "      <td>0.377436</td>\n",
       "      <td>-1.387024</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.108300</td>\n",
       "      <td>0.005274</td>\n",
       "      <td>-0.190321</td>\n",
       "      <td>-1.175575</td>\n",
       "      <td>0.647376</td>\n",
       "      <td>-0.221929</td>\n",
       "      <td>0.062723</td>\n",
       "      <td>0.061458</td>\n",
       "      <td>123.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.158233</td>\n",
       "      <td>0.877737</td>\n",
       "      <td>1.548718</td>\n",
       "      <td>0.403034</td>\n",
       "      <td>-0.407193</td>\n",
       "      <td>0.095921</td>\n",
       "      <td>0.592941</td>\n",
       "      <td>-0.270533</td>\n",
       "      <td>0.817739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009431</td>\n",
       "      <td>0.798278</td>\n",
       "      <td>-0.137458</td>\n",
       "      <td>0.141267</td>\n",
       "      <td>-0.206010</td>\n",
       "      <td>0.502292</td>\n",
       "      <td>0.219422</td>\n",
       "      <td>0.215153</td>\n",
       "      <td>69.99</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time        V1        V2        V3        V4        V5        V6        V7  \\\n",
       "0   0.0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n",
       "1   0.0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n",
       "2   1.0 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n",
       "3   1.0 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n",
       "4   2.0 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n",
       "\n",
       "         V8        V9  ...       V21       V22       V23       V24       V25  \\\n",
       "0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n",
       "1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n",
       "2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n",
       "3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n",
       "4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n",
       "\n",
       "        V26       V27       V28  Amount  Class  \n",
       "0 -0.189115  0.133558 -0.021053  149.62      0  \n",
       "1  0.125895 -0.008983  0.014724    2.69      0  \n",
       "2 -0.139097 -0.055353 -0.059752  378.66      0  \n",
       "3 -0.221929  0.062723  0.061458  123.50      0  \n",
       "4  0.502292  0.219422  0.215153   69.99      0  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('Course_Data\\creditcard.csv')\n",
    "#data = data.clean_names(case_type='snake')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((284807, 31), (284315, 31), (492, 31))"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_fraud = data[data.Class == 0]\n",
    "fraud = data[data.Class == 1]\n",
    "data.shape, not_fraud.shape, fraud.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    284315\n",
       "1       492\n",
       "Name: class, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['class'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>time</th>\n",
       "      <th>v1</th>\n",
       "      <th>v2</th>\n",
       "      <th>v3</th>\n",
       "      <th>v4</th>\n",
       "      <th>v5</th>\n",
       "      <th>v6</th>\n",
       "      <th>v7</th>\n",
       "      <th>v8</th>\n",
       "      <th>v9</th>\n",
       "      <th>...</th>\n",
       "      <th>v21</th>\n",
       "      <th>v22</th>\n",
       "      <th>v23</th>\n",
       "      <th>v24</th>\n",
       "      <th>v25</th>\n",
       "      <th>v26</th>\n",
       "      <th>v27</th>\n",
       "      <th>v28</th>\n",
       "      <th>amount</th>\n",
       "      <th>class</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>284807.000000</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>...</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>2.848070e+05</td>\n",
       "      <td>284807.000000</td>\n",
       "      <td>284807.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>94813.859575</td>\n",
       "      <td>3.919560e-15</td>\n",
       "      <td>5.688174e-16</td>\n",
       "      <td>-8.769071e-15</td>\n",
       "      <td>2.782312e-15</td>\n",
       "      <td>-1.552563e-15</td>\n",
       "      <td>2.010663e-15</td>\n",
       "      <td>-1.694249e-15</td>\n",
       "      <td>-1.927028e-16</td>\n",
       "      <td>-3.137024e-15</td>\n",
       "      <td>...</td>\n",
       "      <td>1.537294e-16</td>\n",
       "      <td>7.959909e-16</td>\n",
       "      <td>5.367590e-16</td>\n",
       "      <td>4.458112e-15</td>\n",
       "      <td>1.453003e-15</td>\n",
       "      <td>1.699104e-15</td>\n",
       "      <td>-3.660161e-16</td>\n",
       "      <td>-1.206049e-16</td>\n",
       "      <td>88.349619</td>\n",
       "      <td>0.001727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>47488.145955</td>\n",
       "      <td>1.958696e+00</td>\n",
       "      <td>1.651309e+00</td>\n",
       "      <td>1.516255e+00</td>\n",
       "      <td>1.415869e+00</td>\n",
       "      <td>1.380247e+00</td>\n",
       "      <td>1.332271e+00</td>\n",
       "      <td>1.237094e+00</td>\n",
       "      <td>1.194353e+00</td>\n",
       "      <td>1.098632e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>7.345240e-01</td>\n",
       "      <td>7.257016e-01</td>\n",
       "      <td>6.244603e-01</td>\n",
       "      <td>6.056471e-01</td>\n",
       "      <td>5.212781e-01</td>\n",
       "      <td>4.822270e-01</td>\n",
       "      <td>4.036325e-01</td>\n",
       "      <td>3.300833e-01</td>\n",
       "      <td>250.120109</td>\n",
       "      <td>0.041527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-5.640751e+01</td>\n",
       "      <td>-7.271573e+01</td>\n",
       "      <td>-4.832559e+01</td>\n",
       "      <td>-5.683171e+00</td>\n",
       "      <td>-1.137433e+02</td>\n",
       "      <td>-2.616051e+01</td>\n",
       "      <td>-4.355724e+01</td>\n",
       "      <td>-7.321672e+01</td>\n",
       "      <td>-1.343407e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.483038e+01</td>\n",
       "      <td>-1.093314e+01</td>\n",
       "      <td>-4.480774e+01</td>\n",
       "      <td>-2.836627e+00</td>\n",
       "      <td>-1.029540e+01</td>\n",
       "      <td>-2.604551e+00</td>\n",
       "      <td>-2.256568e+01</td>\n",
       "      <td>-1.543008e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>54201.500000</td>\n",
       "      <td>-9.203734e-01</td>\n",
       "      <td>-5.985499e-01</td>\n",
       "      <td>-8.903648e-01</td>\n",
       "      <td>-8.486401e-01</td>\n",
       "      <td>-6.915971e-01</td>\n",
       "      <td>-7.682956e-01</td>\n",
       "      <td>-5.540759e-01</td>\n",
       "      <td>-2.086297e-01</td>\n",
       "      <td>-6.430976e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.283949e-01</td>\n",
       "      <td>-5.423504e-01</td>\n",
       "      <td>-1.618463e-01</td>\n",
       "      <td>-3.545861e-01</td>\n",
       "      <td>-3.171451e-01</td>\n",
       "      <td>-3.269839e-01</td>\n",
       "      <td>-7.083953e-02</td>\n",
       "      <td>-5.295979e-02</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>84692.000000</td>\n",
       "      <td>1.810880e-02</td>\n",
       "      <td>6.548556e-02</td>\n",
       "      <td>1.798463e-01</td>\n",
       "      <td>-1.984653e-02</td>\n",
       "      <td>-5.433583e-02</td>\n",
       "      <td>-2.741871e-01</td>\n",
       "      <td>4.010308e-02</td>\n",
       "      <td>2.235804e-02</td>\n",
       "      <td>-5.142873e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.945017e-02</td>\n",
       "      <td>6.781943e-03</td>\n",
       "      <td>-1.119293e-02</td>\n",
       "      <td>4.097606e-02</td>\n",
       "      <td>1.659350e-02</td>\n",
       "      <td>-5.213911e-02</td>\n",
       "      <td>1.342146e-03</td>\n",
       "      <td>1.124383e-02</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>139320.500000</td>\n",
       "      <td>1.315642e+00</td>\n",
       "      <td>8.037239e-01</td>\n",
       "      <td>1.027196e+00</td>\n",
       "      <td>7.433413e-01</td>\n",
       "      <td>6.119264e-01</td>\n",
       "      <td>3.985649e-01</td>\n",
       "      <td>5.704361e-01</td>\n",
       "      <td>3.273459e-01</td>\n",
       "      <td>5.971390e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.863772e-01</td>\n",
       "      <td>5.285536e-01</td>\n",
       "      <td>1.476421e-01</td>\n",
       "      <td>4.395266e-01</td>\n",
       "      <td>3.507156e-01</td>\n",
       "      <td>2.409522e-01</td>\n",
       "      <td>9.104512e-02</td>\n",
       "      <td>7.827995e-02</td>\n",
       "      <td>77.165000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>172792.000000</td>\n",
       "      <td>2.454930e+00</td>\n",
       "      <td>2.205773e+01</td>\n",
       "      <td>9.382558e+00</td>\n",
       "      <td>1.687534e+01</td>\n",
       "      <td>3.480167e+01</td>\n",
       "      <td>7.330163e+01</td>\n",
       "      <td>1.205895e+02</td>\n",
       "      <td>2.000721e+01</td>\n",
       "      <td>1.559499e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>2.720284e+01</td>\n",
       "      <td>1.050309e+01</td>\n",
       "      <td>2.252841e+01</td>\n",
       "      <td>4.584549e+00</td>\n",
       "      <td>7.519589e+00</td>\n",
       "      <td>3.517346e+00</td>\n",
       "      <td>3.161220e+01</td>\n",
       "      <td>3.384781e+01</td>\n",
       "      <td>25691.160000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                time            v1            v2            v3            v4  \\\n",
       "count  284807.000000  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean    94813.859575  3.919560e-15  5.688174e-16 -8.769071e-15  2.782312e-15   \n",
       "std     47488.145955  1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00   \n",
       "min         0.000000 -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00   \n",
       "25%     54201.500000 -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01   \n",
       "50%     84692.000000  1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02   \n",
       "75%    139320.500000  1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01   \n",
       "max    172792.000000  2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01   \n",
       "\n",
       "                 v5            v6            v7            v8            v9  \\\n",
       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean  -1.552563e-15  2.010663e-15 -1.694249e-15 -1.927028e-16 -3.137024e-15   \n",
       "std    1.380247e+00  1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00   \n",
       "min   -1.137433e+02 -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01   \n",
       "25%   -6.915971e-01 -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01   \n",
       "50%   -5.433583e-02 -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02   \n",
       "75%    6.119264e-01  3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01   \n",
       "max    3.480167e+01  7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01   \n",
       "\n",
       "       ...           v21           v22           v23           v24  \\\n",
       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
       "mean   ...  1.537294e-16  7.959909e-16  5.367590e-16  4.458112e-15   \n",
       "std    ...  7.345240e-01  7.257016e-01  6.244603e-01  6.056471e-01   \n",
       "min    ... -3.483038e+01 -1.093314e+01 -4.480774e+01 -2.836627e+00   \n",
       "25%    ... -2.283949e-01 -5.423504e-01 -1.618463e-01 -3.545861e-01   \n",
       "50%    ... -2.945017e-02  6.781943e-03 -1.119293e-02  4.097606e-02   \n",
       "75%    ...  1.863772e-01  5.285536e-01  1.476421e-01  4.395266e-01   \n",
       "max    ...  2.720284e+01  1.050309e+01  2.252841e+01  4.584549e+00   \n",
       "\n",
       "                v25           v26           v27           v28         amount  \\\n",
       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000   \n",
       "mean   1.453003e-15  1.699104e-15 -3.660161e-16 -1.206049e-16      88.349619   \n",
       "std    5.212781e-01  4.822270e-01  4.036325e-01  3.300833e-01     250.120109   \n",
       "min   -1.029540e+01 -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000   \n",
       "25%   -3.171451e-01 -3.269839e-01 -7.083953e-02 -5.295979e-02       5.600000   \n",
       "50%    1.659350e-02 -5.213911e-02  1.342146e-03  1.124383e-02      22.000000   \n",
       "75%    3.507156e-01  2.409522e-01  9.104512e-02  7.827995e-02      77.165000   \n",
       "max    7.519589e+00  3.517346e+00  3.161220e+01  3.384781e+01   25691.160000   \n",
       "\n",
       "               class  \n",
       "count  284807.000000  \n",
       "mean        0.001727  \n",
       "std         0.041527  \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 31 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10', 'V11',\n",
       "       'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20', 'V21',\n",
       "       'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_cols = data.drop(columns=['Time', 'Amount', 'Class']).columns\n",
    "data_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2880 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "\n",
    "fig, ax = plt.subplots(10,3,figsize=(20,40))\n",
    "for col in data_cols:\n",
    "    i += 1\n",
    "    plt.subplot(10,3, i)\n",
    "    sns.kdeplot(data=fraud, x=col, bw_method=0.4, label=\"Fraud\", shade=True, color=\"r\", linestyle=\"--\")\n",
    "    sns.kdeplot(data=not_fraud, x=col, bw_method=0.4, label=\"Non Fraud\", shade=True, color= \"y\", linestyle=\":\")\n",
    "    plt.title(col, fontsize=12)\n",
    "    \n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning\n",
    "1. Drop Time\n",
    "2. MinMaxScaler on all features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(columns=['Time', 'Class'])\n",
    "y = data.Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9.35192337e-01, 7.66490419e-01, 8.81364903e-01, 3.13022659e-01,\n",
       "        7.63438735e-01, 2.67668642e-01, 2.66815176e-01, 7.86444198e-01,\n",
       "        4.75311734e-01, 5.10600482e-01, 2.52484319e-01, 6.80907625e-01,\n",
       "        3.71590602e-01, 6.35590530e-01, 4.46083696e-01, 4.34392391e-01,\n",
       "        7.37172553e-01, 6.55065861e-01, 5.94863228e-01, 5.82942230e-01,\n",
       "        5.61184389e-01, 5.22992116e-01, 6.63792975e-01, 3.91252676e-01,\n",
       "        5.85121795e-01, 3.94556792e-01, 4.18976135e-01, 3.12696634e-01,\n",
       "        5.82379309e-03],\n",
       "       [9.78541955e-01, 7.70066651e-01, 8.40298490e-01, 2.71796491e-01,\n",
       "        7.66120336e-01, 2.62191698e-01, 2.64875439e-01, 7.86298353e-01,\n",
       "        4.53980968e-01, 5.05267346e-01, 3.81187722e-01, 7.44341569e-01,\n",
       "        4.86190176e-01, 6.41219007e-01, 3.83839664e-01, 4.64105178e-01,\n",
       "        7.27793983e-01, 6.40681094e-01, 5.51930422e-01, 5.79529753e-01,\n",
       "        5.57839915e-01, 4.80236960e-01, 6.66937823e-01, 3.36439996e-01,\n",
       "        5.87290252e-01, 4.46012969e-01, 4.16345145e-01, 3.13422663e-01,\n",
       "        1.04705276e-04]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = MinMaxScaler()\n",
    "num_features = X.columns\n",
    "\n",
    "scaler.fit(X)\n",
    "X = scaler.transform(X)\n",
    "X[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Training and Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NB_classifier = MultinomialNB()\n",
    "NB_classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = NB_classifier.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAD4CAYAAAAn3bdmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXs0lEQVR4nO3df5yVdZ338dd7BlAyQSAlGLiDXVgTK3VFssz8lUK2BVtqWAbbUrN6k+mta2nZ3a1uhltpUundlAq6KqDlgoouPrB9VLvGDwtFQHIUk4G55eGKRoo6c+Zz/zHXsIdpOOeMzMzhe/l++vg+znW+1/W9zvckfvj0ub7XuRQRmJlZGmqqPQEzM6ucg7aZWUIctM3MEuKgbWaWEAdtM7OE9OvtD2h54RkvT7E/M3Dk8dWegu2DWt/Yor09R3diTv93/MVef15fc6ZtZpaQXs+0zcz6VFuh2jPoVQ7aZpYvhdZqz6BXOWibWa5EtFV7Cr3KQdvM8qXNQdvMLB3OtM3MEuILkWZmCXGmbWaWjvDqETOzhPhCpJlZQlweMTNLiC9EmpklxJm2mVlCfCHSzCwhvhBpZpaOCNe0zczS4Zq2mVlCXB4xM0uIM20zs4QUWqo9g17loG1m+eLyiJlZQnJeHvHT2M0sX9raKm9lSHpW0lpJayStzvqGSnpI0lPZ65Ci4y+T1Chpo6TJRf1HZ+dplDRXkrL+/SQtzPpXSBpTbk4O2maWLz0YtDMnRcSRETExe38psDwixgPLs/dImgBMBw4HpgA3SKrNxtwI1APjszYl658FbI+IccB1wDXlJuOgbWa5EoWWitubNBWYn23PB6YV9S+IiNcjYhPQCEySNAIYFBGPREQAt3Ya03Guu4FTOrLwPXHQNrN8ibbKWwVnA5ZJelRSfdY3PCKaAbLXQ7L+OmBz0dimrK8u2+7cv9uYiGgFXgaGlZqQL0SaWb50Y/VIFojri7oaIqKh6P1xEbFV0iHAQ5KeLHW6LvqiRH+pMXvkoG1m+dKN1SNZgG4osX9r9rpN0j3AJOB5SSMiojkrfWzLDm8CRhcNHwVszfpHddFfPKZJUj9gMPBiqTm7PGJm+dJDFyIlHSDpwI5t4DTgCWAJMDM7bCawONteAkzPVoSMpf2C48qshLJD0rFZvXpGpzEd5zoDeDire++RM20zy5eeW6c9HLgnuy7YD7gjIh6UtApYJGkW8BxwJkBErJO0CFgPtAKz479/cvA8YB4wEHggawA3AbdJaqQ9w55eblIqE9T3WssLz/TuB1iSBo48vtpTsH1Q6xtbSq6cqMTO+79fccwZ+LEL9/rz+pozbTPLl5zfEemgbWb54t8eMTNLiDNtM7OEONM2M0uIM20zs4S0tlZ7Br3KQdvM8qWXlzFXm4O2meWLa9pmZglx0DYzS4gvRJqZJaRQKH9Mwhy0zSxfXB4xM0uIg7aZWUJc0zYzS0e0eZ22mVk6XB4xM0uIV4+YmSXEmbaZWUIctK2z0z41kwPe9jZqamqora1l0c1zAbj9rsXc+bN7qa2t5cMfnMTFs2fR0trKN7/9fTb8/mlaCwU+MeUUvjjj0wC0tLTwrWtvYNXv1lIj8eX6mZx60od2fc6yX/yKiy6/mgU/vZ73HPZXVfmu1rsmn3Yi1157JbU1Ndx8y53883d+VO0ppc8/GGVdufkHcxhy0OBd71c++hi/+PVv+PmtNzBgwAD+a/tLACx7+Fe80dLCPbfdyM7XXmPqZ/+B0089kboRw/nx/AUMHXIQ9y/4KW1tbbz8xx27zvfKK69y+11LeN+EQ/v6q1kfqampYe7132LK6WfT1NTMbx5Zyr33LWPDhqeqPbW05TzTril3gKR3S/qqpLmSrs+2D+uLyaVk4b/ez6xzzmLAgAEADBtyEACS2Pnaa7S2Fnj99Tfo378/bz/gbQDcc/8yvvC59qy7pqZmt78EfvCTW/n8Z89gwH4D+vaLWJ+ZdMxRPP30s2za9BwtLS0sWrSYT3x8crWnlb62qLwlqGTQlvRVYAEgYCWwKtu+U9KlvT+9fZMk6v/X1znr78/nrsVLAXj2uS08+tgTnP3FC/m72ZewdsNGAE496UMM3H9/Tpr6GU795Az+7uxPMnjQgfxxx58A+OFPbuXMz3+Jiy7/Fi+8uB2ADb9v5P9te4ETj3t/db6g9YmRde9kc9PWXe+btjQzcuQ7qzijnCgUKm8JKpdpzwKOiYg5EfEvWZsDTMr2dUlSvaTVklb/9NY7e3K++4Tbbvwed93yQ2783lXc+fP7WL1mLYVCgT/u+BN3NFzHxbO/wD9+49tEBGvXb6S2poaHF9/Og3fPY/6dP2fzlmYKhQLPb3uBo947gbtu+SFHvOcwvvvD9jLJNXMbuOT8L1b7a1ovk/RnfZHzemxfiLa2iluKygXtNmBkF/0jsn1dioiGiJgYERO/MOPsvZnfPumQg4cB7SWQUz78Qdau38jwQ97BR044Dkm8d8KhSGL7Sy+z9KF/57hjJ9K/Xz+GDTmII983gXVPPsVBgwcxcP/9OOWEDwJw2knHs2FjI6+8upPGZ/7A57/0FU771EweX/ck53/1Cp7Y8PtqfmXrBVuamhk96r//8xpVN4Lm5uerOKOceCuXR4ALgeWSHpDUkLUHgeXABb0+u33Qqztf45VXXt21/Z8rf8v4vxjDycd/gJWPrgHg2eeaaGltZchBgxkx/GBWPvoYEcGrO1/j8XVPMvZdo5HECce9n1W/exyAFavX8Jdj/wcHvv0Afr10Ict+Np9lP5vP+w5/Nz+45ptePZJDq1avYdy4sYwZM5r+/ftz1llTufe+ZdWeVvqirfKWoJKrRyLiQUl/RXs5pI72enYTsCoi0iwI7aX/enE7F3ztKgAKrQVOP+1EPnTsRFpaWrj86uuYds659O/fj6svvxhJnP3Jj3P51dcy7ZxzCYJpp5/GoePGAnDR//x7Lrvyu8y5/scMPWgw//S1i6r51ayPFQoFLrjwcpbefwe1NTXMm7+Q9ev9/6j2WqIZdKXU2zW0lheeyff/gvamDBx5fLWnYPug1je2/Hmhv5te+d/TK445B1y5YK8/r695nbaZ5UuiZY9KOWibWb7kvDxS9uYaM7OU9PSSP0m1kn4n6b7s/VBJD0l6KnsdUnTsZZIaJW2UNLmo/2hJa7N9c5Wt95S0n6SFWf8KSWPKzcdB28zypeeX/F0AbCh6fymwPCLG076S7lIASROA6cDhwBTgBkm12ZgbgXpgfNamZP2zgO0RMQ64Drim3GQctM0sX3owaEsaBXwM+GlR91RgfrY9H5hW1L8gIl6PiE1AIzBJ0ghgUEQ8Eu0rP27tNKbjXHcDp3Rk4XvioG1m+dKN29iL797OWn2ns30f+Aq730w4PCKaAbLXQ7L+OmBz0XFNWV9dtt25f7cxEdEKvAwMK/X1fCHSzHKlO8+IjIgGoKGrfZL+BtgWEY9KOrGC03WVIUeJ/lJj9shB28zypedWjxwHfELS6cD+wCBJ/wI8L2lERDRnpY9t2fFNwOii8aOArVn/qC76i8c0SeoHDAZeLDUpl0fMLF/a2ipvJUTEZRExKiLG0H6B8eGIOAdYAszMDpsJLM62lwDTsxUhY2m/4LgyK6HskHRsVq+e0WlMx7nOyD7DmbaZvYX0/jrtOcAiSbOA54AzASJinaRFwHqgFZhd9HMf5wHzgIHAA1kDuAm4TVIj7Rn29HIf7tvYrSp8G7t1pSduY99x7pSKY86B//dB38ZuZlZNUfBt7GZm6cj5bewO2maWK91Z8pciB20zyxcHbTOzhOS7pO2gbWb5Eq35jtoO2maWL/mO2Q7aZpYvvhBpZpYSZ9pmZulwpm1mlhJn2mZm6YjWas+gdzlom1muhDNtM7OEOGibmaXDmbaZWUIctM3MEhKF5J5r0C0O2maWK860zcwSEm3OtM3MkuFM28wsIRHOtM3MkuFM28wsIW1ePWJmlg5fiDQzS4iDtplZQiLfP6ftoG1m+eJM28wsIV7yZ2aWkELOV4/UVHsCZmY9KUIVt1Ik7S9ppaTHJK2TdEXWP1TSQ5Keyl6HFI25TFKjpI2SJhf1Hy1pbbZvriRl/ftJWpj1r5A0ptz3c9A2s1yJNlXcyngdODkijgCOBKZIOha4FFgeEeOB5dl7JE0ApgOHA1OAGyTVZue6EagHxmdtStY/C9geEeOA64Bryk3KQdvMciWi8lb6PBER8afsbf+sBTAVmJ/1zwemZdtTgQUR8XpEbAIagUmSRgCDIuKRiAjg1k5jOs51N3BKRxa+Jw7aZpYr3cm0JdVLWl3U6ovPJalW0hpgG/BQRKwAhkdEM0D2ekh2eB2wuWh4U9ZXl2137t9tTES0Ai8Dw0p9P1+INLNcKbRVnotGRAPQUGJ/AThS0kHAPZLeU+J0XWXIUaK/1Jg9cqZtZrnSU+WR3c8ZLwH/Tnst+vms5EH2ui07rAkYXTRsFLA16x/VRf9uYyT1AwYDL5aai4O2meVKW6jiVoqkg7MMG0kDgY8ATwJLgJnZYTOBxdn2EmB6tiJkLO0XHFdmJZQdko7N6tUzOo3pONcZwMNZ3XuPXB4xs1zpwZtrRgDzsxUgNcCiiLhP0iPAIkmzgOeAM9s/N9ZJWgSsB1qB2Vl5BeA8YB4wEHggawA3AbdJaqQ9w55eblIqE9T3WssLz+T8lwDszRg48vhqT8H2Qa1vbNnriPvb0VMrjjl/vXlxcnfi9Hqm7f84zawvlSt7pM7lETPLle6sHkmRg7aZ5Ure67EO2maWKy6PmJklxD/NamaWkJw/jN1B28zyJbq8Mzw/HLTNLFdaXR4xM0uHM20zs4S4pm1mlhBn2mZmCXGmbWaWkIIzbTOzdJR/Xm/aHLTNLFfanGmbmaXDPxhlZpYQX4g0M0tIm1weMTNLRqH8IUlz0DazXPHqETOzhHj1iJlZQrx6xMwsIS6PmJklxEv+zMwSUnCmbWaWDmfaZmYJcdA2M0tIzh8R6aBtZvmS90y7ptoTMDPrSYVutFIkjZb0C0kbJK2TdEHWP1TSQ5Keyl6HFI25TFKjpI2SJhf1Hy1pbbZvrtT+AymS9pO0MOtfIWlMue/noG1mudKmylsZrcDFEXEYcCwwW9IE4FJgeUSMB5Zn78n2TQcOB6YAN0iqzc51I1APjM/alKx/FrA9IsYB1wHXlJuUg7aZ5UpbN1opEdEcEb/NtncAG4A6YCowPztsPjAt254KLIiI1yNiE9AITJI0AhgUEY9ERAC3dhrTca67gVM6svA9cdA2s1zpTtCWVC9pdVGr7+qcWdniKGAFMDwimqE9sAOHZIfVAZuLhjVlfXXZduf+3cZERCvwMjCs1PfzhUgzy5Xu/PZIRDQADaWOkfR24GfAhRHxxxKJcFc7okR/qTF75EzbzHKlB2vaSOpPe8C+PSJ+nnU/n5U8yF63Zf1NwOii4aOArVn/qC76dxsjqR8wGHix1JwctM0sV3pw9YiAm4ANEXFt0a4lwMxseyawuKh/erYiZCztFxxXZiWUHZKOzc45o9OYjnOdATyc1b33yOURM8uVtp77cdbjgM8BayWtyfq+BswBFkmaBTwHnAkQEeskLQLW077yZHZEdPzdcB4wDxgIPJA1aP9L4TZJjbRn2NPLTUplgvpe6zegLu8/b2tmPaT1jS17fT/jVe/6bMUx5xt/uD25+yedaZtZruQ9S3TQNrNcyftt7A7aZpYrrcp3ru2gbWa5ku+Q7aBtZjnj8oiZWUJ6cMnfPslB28xyJd8h20HbzHLG5REzs4QUcp5rO2ibWa440zYzS0g40zYzS0feM23/NGsvOf9Ls1jzu+U8tuZhvnz+FwA44ojD+Y9f3cvqVcv4zSNLOWbikdWdpFXd5NNOZN0Tv+TJ9b/mK5fMrvZ0cqGNqLilyEG7Fxx++KHMmvUZPvDBj/HXR5/Kx07/COPGjWXO1V/nqn+6lonHnMYVV3yXOd/+erWnalVUU1PD3Ou/xd98/Bzee8RJfPrT0zjssPHVnlbyohstRQ7aveDd7x7PihW/ZefO1ygUCvzyV79h2tQpRAQHDjoQgEGDD2Rr8/NVnqlV06RjjuLpp59l06bnaGlpYdGixXzi45OrPa3ktRIVtxS5pt0L1q17kquu/CpDhw5h586dfHTKyax+9DEu+sdvsvS+O/jnOd+gpkYcf8LUak/Vqmhk3TvZ3LR11/umLc1MOuaoKs4oH/J+IfJNZ9qSPl9i364nHLe1vfJmPyJZTz7ZyHe+8yMefOBOlt53O489vp5Ca4F/qJ/BxZf8H8b+5TFcfMkV/OTH36v2VK2KunpAbG8/lOStoDtPY0/R3pRHrtjTjohoiIiJETGxpuaAvfiIdN0ybwGT3j+Fk075FNu3v8RTjZuY8bkzueeepQDcffe9HHPMkdWdpFXVlqZmRo8auev9qLoRNLtktteiG/+kqGTQlvT4HtpaYHgfzTFJBx88DIDRo0cybdpHWbDwX9na/DwnfPgDAJx80od4qnFTNadoVbZq9RrGjRvLmDGj6d+/P2edNZV771tW7WklL++Zdrma9nBgMrC9U7+A/+yVGeXEXQt/wtBhQ2hpaeXLX/46L730MueeewnXXnsl/fr14/XXXuO8875S7WlaFRUKBS648HKW3n8HtTU1zJu/kPXrf1/taSWvkPMSU8kH+0q6CbglIn7dxb47IuIz5T7AD/Y1s0r1xIN9P/Ouv6045tzxh3vy9WDfiJhVYl/ZgG1m1tdSrVVXykv+zCxXUq1VV8pB28xyJdXb0yvloG1mueLyiJlZQvK+esRB28xyxeURM7OE+EKkmVlC8l7T9k+zmlmu9ORDECTdLGmbpCeK+oZKekjSU9nrkKJ9l0lqlLRR0uSi/qMlrc32zVX2a2GS9pO0MOtfIWlMuTk5aJtZrkRExa0C84ApnfouBZZHxHhgefYeSROA6cDh2ZgbJNVmY24E6oHxWes45yxge0SMA64Drik3IQdtM8uVAlFxKycifgm82Kl7KjA/254PTCvqXxARr0fEJqARmCRpBDAoIh6J9r8pbu00puNcdwOndGThe+KgbWa50gfPiBweEc0A2eshWX8dsLnouKasry7b7ty/25iIaAVeBoaV+nAHbTPLle6UR4of2JK1+r346K4y5CjRX2rMHnn1iJnlSncy6IhoABq6+RHPSxoREc1Z6WNb1t8EjC46bhSwNesf1UV/8ZgmSf2Awfx5OWY3zrTNLFf64Mk1S4CZ2fZMYHFR//RsRchY2i84rsxKKDskHZvVq2d0GtNxrjOAh6PMFVJn2maWKz15G7ukO4ETgXdIagK+CcwBFkmaBTwHnAkQEeskLQLWA63A7IgoZKc6j/aVKAOBB7IGcBNwm6RG2jPs6WXn1NsPEvVDEMysUj3xEITj6k6uOOb8x5aH8/UQBDOz1Pi3R8zMEtLb1YNqc9A2s1xxpm1mlpC8/2CUg7aZ5Uoh8v3jrA7aZpYrrmmbmSXENW0zs4S4pm1mlpA2l0fMzNLhTNvMLCFePWJmlhCXR8zMEuLyiJlZQpxpm5klxJm2mVlCCrueO5BPDtpmliu+jd3MLCG+jd3MLCHOtM3MEuLVI2ZmCfHqETOzhPg2djOzhLimbWaWENe0zcwS4kzbzCwhXqdtZpYQZ9pmZgnx6hEzs4T4QqSZWULyXh6pqfYEzMx6UnTjn3IkTZG0UVKjpEv7YPplOdM2s1zpqUxbUi3wI+BUoAlYJWlJRKzvkQ94kxy0zSxXerCmPQlojIhnACQtAKYC+Q7arW9sUW9/Riok1UdEQ7XnYfsW/7noWd2JOZLqgfqiroaifxd1wOaifU3A+/d+hnvHNe2+VV/+EHsL8p+LKomIhoiYWNSK//LsKvhX/Sqng7aZWdeagNFF70cBW6s0l10ctM3MurYKGC9prKQBwHRgSZXn5AuRfcx1S+uK/1zsgyKiVdKXgH8DaoGbI2JdlaeF8r4Q3cwsT1weMTNLiIO2mVlCHLT7yL54O6xVl6SbJW2T9ES152LpcNDuA0W3w34UmACcLWlCdWdl+4B5wJRqT8LS4qDdN3bdDhsRbwAdt8PaW1hE/BJ4sdrzsLQ4aPeNrm6HravSXMwsYQ7afWOfvB3WzNLjoN039snbYc0sPQ7afWOfvB3WzNLjoN0HIqIV6LgddgOwaF+4HdaqS9KdwCPAoZKaJM2q9pxs3+fb2M3MEuJM28wsIQ7aZmYJcdA2M0uIg7aZWUIctM3MEuKgbWaWEAdtM7OE/H/6SdHg/07m+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00     56864\n",
      "           1       0.00      0.00      0.00        98\n",
      "\n",
      "    accuracy                           1.00     56962\n",
      "   macro avg       0.50      0.50      0.50     56962\n",
      "weighted avg       1.00      1.00      1.00     56962\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jaime.avendano\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gaus_classifier = GaussianNB()\n",
    "Gaus_classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 0, ..., 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_gaus = Gaus_classifier.predict(X_test)\n",
    "y_pred_gaus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_pred_gaus)\n",
    "sns.heatmap(cm, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.98      0.99     56864\n",
      "           1       0.06      0.82      0.11        98\n",
      "\n",
      "    accuracy                           0.98     56962\n",
      "   macro avg       0.53      0.90      0.55     56962\n",
      "weighted avg       1.00      0.98      0.99     56962\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred_gaus))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Handling unbalanced data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((568630, 29), (568630,))"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_resample, y_resample = SMOTE().fit_sample(X,y.values.ravel())\n",
    "X_resample.shape, y_resample.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0    284315\n",
       " 1       492\n",
       " Name: Class, dtype: int64,\n",
       " array([284315, 284315], dtype=int64))"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.value_counts(), np.bincount(y_resample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X_resample, y_resample, \n",
    "                                                    test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NB_classifier = MultinomialNB()\n",
    "NB_classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 0, ..., 1, 1, 0], dtype=int64)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = NB_classifier.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.81      1.00      0.90     56750\n",
      "           1       1.00      0.77      0.87     56976\n",
      "\n",
      "    accuracy                           0.88    113726\n",
      "   macro avg       0.91      0.89      0.88    113726\n",
      "weighted avg       0.91      0.88      0.88    113726\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gaus_classifier = GaussianNB()\n",
    "Gaus_classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 0, ..., 1, 1, 0], dtype=int64)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_gaus = Gaus_classifier.predict(X_test)\n",
    "y_pred_gaus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_pred_gaus)\n",
    "sns.heatmap(cm, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.86      0.98      0.92     56750\n",
      "           1       0.97      0.85      0.91     56976\n",
      "\n",
      "    accuracy                           0.91    113726\n",
      "   macro avg       0.92      0.91      0.91    113726\n",
      "weighted avg       0.92      0.91      0.91    113726\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred_gaus))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_predict = Gaus_classifier.predict(X)\n",
    "cm = confusion_matrix(y, y_predict)\n",
    "sns.heatmap(cm, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.98      0.99    284315\n",
      "           1       0.06      0.86      0.11       492\n",
      "\n",
      "    accuracy                           0.98    284807\n",
      "   macro avg       0.53      0.92      0.55    284807\n",
      "weighted avg       1.00      0.98      0.99    284807\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y, y_predict))"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}