EDA/EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "58f38a6e-2744-4206-bd0b-2b23ddae7867",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.reset_defaults()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc81ca1d-1f08-4fb4-b6e5-3ed6617525c9",
   "metadata": {
    "tags": []
   },
   "source": [
    "### **Import Data**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53edd93e-88a8-4d3f-a735-021f1db556ff",
   "metadata": {},
   "source": [
    "*The data consist of 30 feature variables and 1 target variable with 284,806 instances*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9e07e432-7889-43f4-85f2-5f8b39e1407e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_pickle(\"data/df.pickle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "78e4c6ab-ea34-47c1-8d50-fedbff066572",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>284802</th>\n",
       "      <td>172786.0</td>\n",
       "      <td>-11.881118</td>\n",
       "      <td>10.071785</td>\n",
       "      <td>-9.834784</td>\n",
       "      <td>-2.066656</td>\n",
       "      <td>-5.364473</td>\n",
       "      <td>-2.606837</td>\n",
       "      <td>-4.918215</td>\n",
       "      <td>7.305334</td>\n",
       "      <td>1.914428</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213454</td>\n",
       "      <td>0.111864</td>\n",
       "      <td>1.014480</td>\n",
       "      <td>-0.509348</td>\n",
       "      <td>1.436807</td>\n",
       "      <td>0.250034</td>\n",
       "      <td>0.943651</td>\n",
       "      <td>0.823731</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284803</th>\n",
       "      <td>172787.0</td>\n",
       "      <td>-0.732789</td>\n",
       "      <td>-0.055080</td>\n",
       "      <td>2.035030</td>\n",
       "      <td>-0.738589</td>\n",
       "      <td>0.868229</td>\n",
       "      <td>1.058415</td>\n",
       "      <td>0.024330</td>\n",
       "      <td>0.294869</td>\n",
       "      <td>0.584800</td>\n",
       "      <td>...</td>\n",
       "      <td>0.214205</td>\n",
       "      <td>0.924384</td>\n",
       "      <td>0.012463</td>\n",
       "      <td>-1.016226</td>\n",
       "      <td>-0.606624</td>\n",
       "      <td>-0.395255</td>\n",
       "      <td>0.068472</td>\n",
       "      <td>-0.053527</td>\n",
       "      <td>24.790001</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284804</th>\n",
       "      <td>172788.0</td>\n",
       "      <td>1.919565</td>\n",
       "      <td>-0.301254</td>\n",
       "      <td>-3.249640</td>\n",
       "      <td>-0.557828</td>\n",
       "      <td>2.630515</td>\n",
       "      <td>3.031260</td>\n",
       "      <td>-0.296827</td>\n",
       "      <td>0.708417</td>\n",
       "      <td>0.432454</td>\n",
       "      <td>...</td>\n",
       "      <td>0.232045</td>\n",
       "      <td>0.578229</td>\n",
       "      <td>-0.037501</td>\n",
       "      <td>0.640134</td>\n",
       "      <td>0.265745</td>\n",
       "      <td>-0.087371</td>\n",
       "      <td>0.004455</td>\n",
       "      <td>-0.026561</td>\n",
       "      <td>67.879997</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284805</th>\n",
       "      <td>172788.0</td>\n",
       "      <td>-0.240440</td>\n",
       "      <td>0.530483</td>\n",
       "      <td>0.702510</td>\n",
       "      <td>0.689799</td>\n",
       "      <td>-0.377961</td>\n",
       "      <td>0.623708</td>\n",
       "      <td>-0.686180</td>\n",
       "      <td>0.679145</td>\n",
       "      <td>0.392087</td>\n",
       "      <td>...</td>\n",
       "      <td>0.265245</td>\n",
       "      <td>0.800049</td>\n",
       "      <td>-0.163298</td>\n",
       "      <td>0.123205</td>\n",
       "      <td>-0.569159</td>\n",
       "      <td>0.546668</td>\n",
       "      <td>0.108821</td>\n",
       "      <td>0.104533</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284806</th>\n",
       "      <td>172792.0</td>\n",
       "      <td>-0.533413</td>\n",
       "      <td>-0.189733</td>\n",
       "      <td>0.703337</td>\n",
       "      <td>-0.506271</td>\n",
       "      <td>-0.012546</td>\n",
       "      <td>-0.649617</td>\n",
       "      <td>1.577006</td>\n",
       "      <td>-0.414650</td>\n",
       "      <td>0.486180</td>\n",
       "      <td>...</td>\n",
       "      <td>0.261057</td>\n",
       "      <td>0.643078</td>\n",
       "      <td>0.376777</td>\n",
       "      <td>0.008797</td>\n",
       "      <td>-0.473649</td>\n",
       "      <td>-0.818267</td>\n",
       "      <td>-0.002415</td>\n",
       "      <td>0.013649</td>\n",
       "      <td>217.000000</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  \\\n",
       "284802  172786.0 -11.881118  10.071785 -9.834784 -2.066656 -5.364473   \n",
       "284803  172787.0  -0.732789  -0.055080  2.035030 -0.738589  0.868229   \n",
       "284804  172788.0   1.919565  -0.301254 -3.249640 -0.557828  2.630515   \n",
       "284805  172788.0  -0.240440   0.530483  0.702510  0.689799 -0.377961   \n",
       "284806  172792.0  -0.533413  -0.189733  0.703337 -0.506271 -0.012546   \n",
       "\n",
       "              V6        V7        V8        V9  ...       V21       V22  \\\n",
       "284802 -2.606837 -4.918215  7.305334  1.914428  ...  0.213454  0.111864   \n",
       "284803  1.058415  0.024330  0.294869  0.584800  ...  0.214205  0.924384   \n",
       "284804  3.031260 -0.296827  0.708417  0.432454  ...  0.232045  0.578229   \n",
       "284805  0.623708 -0.686180  0.679145  0.392087  ...  0.265245  0.800049   \n",
       "284806 -0.649617  1.577006 -0.414650  0.486180  ...  0.261057  0.643078   \n",
       "\n",
       "             V23       V24       V25       V26       V27       V28  \\\n",
       "284802  1.014480 -0.509348  1.436807  0.250034  0.943651  0.823731   \n",
       "284803  0.012463 -1.016226 -0.606624 -0.395255  0.068472 -0.053527   \n",
       "284804 -0.037501  0.640134  0.265745 -0.087371  0.004455 -0.026561   \n",
       "284805 -0.163298  0.123205 -0.569159  0.546668  0.108821  0.104533   \n",
       "284806  0.376777  0.008797 -0.473649 -0.818267 -0.002415  0.013649   \n",
       "\n",
       "            Amount  Class  \n",
       "284802    0.770000      0  \n",
       "284803   24.790001      0  \n",
       "284804   67.879997      0  \n",
       "284805   10.000000      0  \n",
       "284806  217.000000      0  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd6e5e4c-67b3-4fb2-a3fe-a97158fb2f9b",
   "metadata": {
    "tags": []
   },
   "source": [
    "### **Target Class** "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c32bea9-f8b2-40ad-a00f-f683c452f7e7",
   "metadata": {},
   "source": [
    "*The data is highly imbalanced with `99.827%` of `class 0` and `0.172%` of `class 1`. There are very few instances of class 0 which makes classification difficult. This makes the data highly skewed towards majority class*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f800e448-6a16-4823-b088-de4329ea1105",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Proportion of Target Class\n",
      "0    99.827251\n",
      "1     0.172749\n",
      "Name: Class, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"Proportion of Target Class\")\n",
    "print(df[\"Class\"].value_counts()/len(df)*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "16e71e14-6489-4968-97bc-026cd14937b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=df[\"Class\"].value_counts()/len(df), y=df[\"Class\"].unique(), orient=\"h\", color=\"hotpink\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57cac794-2534-42fa-ad4e-969f0b0388a1",
   "metadata": {
    "tags": []
   },
   "source": [
    "### **Statistical Summary**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8c13c77-961f-46dc-a0ee-3397b3cd5ee2",
   "metadata": {},
   "source": [
    "*Most of the maximum and minimum values are outside of two standard deviation away from the attributes*   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c3f05aea-622b-4a14-a370-74bf548ae285",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Time</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>9.481387e+04</td>\n",
       "      <td>47488.144531</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54201.500000</td>\n",
       "      <td>84692.000000</td>\n",
       "      <td>139320.500000</td>\n",
       "      <td>172792.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V1</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.339397e-08</td>\n",
       "      <td>1.958696</td>\n",
       "      <td>-56.407509</td>\n",
       "      <td>-0.920373</td>\n",
       "      <td>0.018109</td>\n",
       "      <td>1.315642</td>\n",
       "      <td>2.454930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V2</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.651309</td>\n",
       "      <td>-72.715729</td>\n",
       "      <td>-0.598550</td>\n",
       "      <td>0.065486</td>\n",
       "      <td>0.803724</td>\n",
       "      <td>22.057730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V3</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-4.800400e-08</td>\n",
       "      <td>1.516255</td>\n",
       "      <td>-48.325588</td>\n",
       "      <td>-0.890365</td>\n",
       "      <td>0.179846</td>\n",
       "      <td>1.027196</td>\n",
       "      <td>9.382559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V4</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>6.643411e-09</td>\n",
       "      <td>1.415869</td>\n",
       "      <td>-5.683171</td>\n",
       "      <td>-0.848640</td>\n",
       "      <td>-0.019847</td>\n",
       "      <td>0.743341</td>\n",
       "      <td>16.875343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V5</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>2.657364e-08</td>\n",
       "      <td>1.380247</td>\n",
       "      <td>-113.743309</td>\n",
       "      <td>-0.691597</td>\n",
       "      <td>-0.054336</td>\n",
       "      <td>0.611926</td>\n",
       "      <td>34.801666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V6</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.500125e-09</td>\n",
       "      <td>1.332271</td>\n",
       "      <td>-26.160505</td>\n",
       "      <td>-0.768296</td>\n",
       "      <td>-0.274187</td>\n",
       "      <td>0.398565</td>\n",
       "      <td>73.301628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V7</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.071518e-09</td>\n",
       "      <td>1.237094</td>\n",
       "      <td>-43.557243</td>\n",
       "      <td>-0.554076</td>\n",
       "      <td>0.040103</td>\n",
       "      <td>0.570436</td>\n",
       "      <td>120.589493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V8</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.071518e-10</td>\n",
       "      <td>1.194353</td>\n",
       "      <td>-73.216721</td>\n",
       "      <td>-0.208630</td>\n",
       "      <td>0.022358</td>\n",
       "      <td>0.327346</td>\n",
       "      <td>20.007208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-3.214554e-10</td>\n",
       "      <td>1.098632</td>\n",
       "      <td>-13.434067</td>\n",
       "      <td>-0.643098</td>\n",
       "      <td>-0.051429</td>\n",
       "      <td>0.597139</td>\n",
       "      <td>15.594995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V10</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-4.071768e-09</td>\n",
       "      <td>1.088850</td>\n",
       "      <td>-24.588263</td>\n",
       "      <td>-0.535426</td>\n",
       "      <td>-0.092917</td>\n",
       "      <td>0.453923</td>\n",
       "      <td>23.745136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V11</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>7.714928e-09</td>\n",
       "      <td>1.020713</td>\n",
       "      <td>-4.797473</td>\n",
       "      <td>-0.762494</td>\n",
       "      <td>-0.032757</td>\n",
       "      <td>0.739593</td>\n",
       "      <td>12.018913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V12</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>8.572143e-09</td>\n",
       "      <td>0.999201</td>\n",
       "      <td>-18.683714</td>\n",
       "      <td>-0.405571</td>\n",
       "      <td>0.140033</td>\n",
       "      <td>0.618238</td>\n",
       "      <td>7.848392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V13</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.580489e-09</td>\n",
       "      <td>0.995274</td>\n",
       "      <td>-5.791881</td>\n",
       "      <td>-0.648539</td>\n",
       "      <td>-0.013568</td>\n",
       "      <td>0.662505</td>\n",
       "      <td>7.126883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V14</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-3.107402e-09</td>\n",
       "      <td>0.958596</td>\n",
       "      <td>-19.214325</td>\n",
       "      <td>-0.425574</td>\n",
       "      <td>0.050601</td>\n",
       "      <td>0.493150</td>\n",
       "      <td>10.526766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V15</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.285821e-08</td>\n",
       "      <td>0.915316</td>\n",
       "      <td>-4.498945</td>\n",
       "      <td>-0.582884</td>\n",
       "      <td>0.048072</td>\n",
       "      <td>0.648821</td>\n",
       "      <td>8.877742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V16</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>7.500625e-10</td>\n",
       "      <td>0.876253</td>\n",
       "      <td>-14.129854</td>\n",
       "      <td>-0.468037</td>\n",
       "      <td>0.066413</td>\n",
       "      <td>0.523296</td>\n",
       "      <td>17.315111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V17</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-2.625219e-09</td>\n",
       "      <td>0.849337</td>\n",
       "      <td>-25.162800</td>\n",
       "      <td>-0.483748</td>\n",
       "      <td>-0.065676</td>\n",
       "      <td>0.399675</td>\n",
       "      <td>9.253527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V18</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>2.357339e-09</td>\n",
       "      <td>0.838176</td>\n",
       "      <td>-9.498746</td>\n",
       "      <td>-0.498850</td>\n",
       "      <td>-0.003636</td>\n",
       "      <td>0.500807</td>\n",
       "      <td>5.041069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V19</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>2.678795e-10</td>\n",
       "      <td>0.814040</td>\n",
       "      <td>-7.213527</td>\n",
       "      <td>-0.456299</td>\n",
       "      <td>0.003735</td>\n",
       "      <td>0.458949</td>\n",
       "      <td>5.591971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V20</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.178670e-09</td>\n",
       "      <td>0.770925</td>\n",
       "      <td>-54.497719</td>\n",
       "      <td>-0.211721</td>\n",
       "      <td>-0.062481</td>\n",
       "      <td>0.133041</td>\n",
       "      <td>39.420906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V21</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.928732e-09</td>\n",
       "      <td>0.734524</td>\n",
       "      <td>-34.830383</td>\n",
       "      <td>-0.228395</td>\n",
       "      <td>-0.029450</td>\n",
       "      <td>0.186377</td>\n",
       "      <td>27.202839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V22</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>3.643161e-09</td>\n",
       "      <td>0.725702</td>\n",
       "      <td>-10.933144</td>\n",
       "      <td>-0.542350</td>\n",
       "      <td>0.006782</td>\n",
       "      <td>0.528554</td>\n",
       "      <td>10.503090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V23</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>3.214554e-10</td>\n",
       "      <td>0.624460</td>\n",
       "      <td>-44.807735</td>\n",
       "      <td>-0.161846</td>\n",
       "      <td>-0.011193</td>\n",
       "      <td>0.147642</td>\n",
       "      <td>22.528412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V24</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.259033e-09</td>\n",
       "      <td>0.605647</td>\n",
       "      <td>-2.836627</td>\n",
       "      <td>-0.354586</td>\n",
       "      <td>0.040976</td>\n",
       "      <td>0.439527</td>\n",
       "      <td>4.584549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V25</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>2.143036e-09</td>\n",
       "      <td>0.521278</td>\n",
       "      <td>-10.295397</td>\n",
       "      <td>-0.317145</td>\n",
       "      <td>0.016594</td>\n",
       "      <td>0.350716</td>\n",
       "      <td>7.519588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V26</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.034684e-09</td>\n",
       "      <td>0.482227</td>\n",
       "      <td>-2.604551</td>\n",
       "      <td>-0.326984</td>\n",
       "      <td>-0.052139</td>\n",
       "      <td>0.240952</td>\n",
       "      <td>3.517346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V27</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.138488e-10</td>\n",
       "      <td>0.403632</td>\n",
       "      <td>-22.565680</td>\n",
       "      <td>-0.070840</td>\n",
       "      <td>0.001342</td>\n",
       "      <td>0.091045</td>\n",
       "      <td>31.612198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V28</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>-1.272427e-10</td>\n",
       "      <td>0.330083</td>\n",
       "      <td>-15.430084</td>\n",
       "      <td>-0.052960</td>\n",
       "      <td>0.011244</td>\n",
       "      <td>0.078280</td>\n",
       "      <td>33.847809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amount</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>8.834961e+01</td>\n",
       "      <td>250.120117</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>77.165001</td>\n",
       "      <td>25691.160156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Class</th>\n",
       "      <td>284807.0</td>\n",
       "      <td>1.727486e-03</td>\n",
       "      <td>0.041527</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           count          mean           std         min           25%  \\\n",
       "Time    284807.0  9.481387e+04  47488.144531    0.000000  54201.500000   \n",
       "V1      284807.0  1.339397e-08      1.958696  -56.407509     -0.920373   \n",
       "V2      284807.0  0.000000e+00      1.651309  -72.715729     -0.598550   \n",
       "V3      284807.0 -4.800400e-08      1.516255  -48.325588     -0.890365   \n",
       "V4      284807.0  6.643411e-09      1.415869   -5.683171     -0.848640   \n",
       "V5      284807.0  2.657364e-08      1.380247 -113.743309     -0.691597   \n",
       "V6      284807.0 -1.500125e-09      1.332271  -26.160505     -0.768296   \n",
       "V7      284807.0 -1.071518e-09      1.237094  -43.557243     -0.554076   \n",
       "V8      284807.0 -1.071518e-10      1.194353  -73.216721     -0.208630   \n",
       "V9      284807.0 -3.214554e-10      1.098632  -13.434067     -0.643098   \n",
       "V10     284807.0 -4.071768e-09      1.088850  -24.588263     -0.535426   \n",
       "V11     284807.0  7.714928e-09      1.020713   -4.797473     -0.762494   \n",
       "V12     284807.0  8.572143e-09      0.999201  -18.683714     -0.405571   \n",
       "V13     284807.0  1.580489e-09      0.995274   -5.791881     -0.648539   \n",
       "V14     284807.0 -3.107402e-09      0.958596  -19.214325     -0.425574   \n",
       "V15     284807.0 -1.285821e-08      0.915316   -4.498945     -0.582884   \n",
       "V16     284807.0  7.500625e-10      0.876253  -14.129854     -0.468037   \n",
       "V17     284807.0 -2.625219e-09      0.849337  -25.162800     -0.483748   \n",
       "V18     284807.0  2.357339e-09      0.838176   -9.498746     -0.498850   \n",
       "V19     284807.0  2.678795e-10      0.814040   -7.213527     -0.456299   \n",
       "V20     284807.0 -1.178670e-09      0.770925  -54.497719     -0.211721   \n",
       "V21     284807.0 -1.928732e-09      0.734524  -34.830383     -0.228395   \n",
       "V22     284807.0  3.643161e-09      0.725702  -10.933144     -0.542350   \n",
       "V23     284807.0  3.214554e-10      0.624460  -44.807735     -0.161846   \n",
       "V24     284807.0  1.259033e-09      0.605647   -2.836627     -0.354586   \n",
       "V25     284807.0  2.143036e-09      0.521278  -10.295397     -0.317145   \n",
       "V26     284807.0  1.034684e-09      0.482227   -2.604551     -0.326984   \n",
       "V27     284807.0  1.138488e-10      0.403632  -22.565680     -0.070840   \n",
       "V28     284807.0 -1.272427e-10      0.330083  -15.430084     -0.052960   \n",
       "Amount  284807.0  8.834961e+01    250.120117    0.000000      5.600000   \n",
       "Class   284807.0  1.727486e-03      0.041527    0.000000      0.000000   \n",
       "\n",
       "                 50%            75%            max  \n",
       "Time    84692.000000  139320.500000  172792.000000  \n",
       "V1          0.018109       1.315642       2.454930  \n",
       "V2          0.065486       0.803724      22.057730  \n",
       "V3          0.179846       1.027196       9.382559  \n",
       "V4         -0.019847       0.743341      16.875343  \n",
       "V5         -0.054336       0.611926      34.801666  \n",
       "V6         -0.274187       0.398565      73.301628  \n",
       "V7          0.040103       0.570436     120.589493  \n",
       "V8          0.022358       0.327346      20.007208  \n",
       "V9         -0.051429       0.597139      15.594995  \n",
       "V10        -0.092917       0.453923      23.745136  \n",
       "V11        -0.032757       0.739593      12.018913  \n",
       "V12         0.140033       0.618238       7.848392  \n",
       "V13        -0.013568       0.662505       7.126883  \n",
       "V14         0.050601       0.493150      10.526766  \n",
       "V15         0.048072       0.648821       8.877742  \n",
       "V16         0.066413       0.523296      17.315111  \n",
       "V17        -0.065676       0.399675       9.253527  \n",
       "V18        -0.003636       0.500807       5.041069  \n",
       "V19         0.003735       0.458949       5.591971  \n",
       "V20        -0.062481       0.133041      39.420906  \n",
       "V21        -0.029450       0.186377      27.202839  \n",
       "V22         0.006782       0.528554      10.503090  \n",
       "V23        -0.011193       0.147642      22.528412  \n",
       "V24         0.040976       0.439527       4.584549  \n",
       "V25         0.016594       0.350716       7.519588  \n",
       "V26        -0.052139       0.240952       3.517346  \n",
       "V27         0.001342       0.091045      31.612198  \n",
       "V28         0.011244       0.078280      33.847809  \n",
       "Amount     22.000000      77.165001   25691.160156  \n",
       "Class       0.000000       0.000000       1.000000  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edcc1f27-d6a7-4d1f-b3d1-7b6e5c79c344",
   "metadata": {},
   "source": [
    "### **Distributions of features**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8683d180-0d2f-47e4-9355-4d26a5ba251a",
   "metadata": {},
   "source": [
    "*For the figure given below we can observe that most of the variables are `highly leptokurtic` in nature with\n",
    "most of the values concentrated within a small interval around mean*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3ec02a9b-4f7b-47dd-8763-ade00ad3eade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(6, 5, figsize=(12,10))\n",
    "col = df.columns[1:]\n",
    "x = 0\n",
    "for r in range(6):\n",
    "    for c in range(5):\n",
    "        sns.kdeplot(ax=axes[r,c],x=df[col[x]], y=None,fill=True, color=\"dodgerblue\")\n",
    "        x = x + 1\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "497c2235-a621-43ee-abe6-bf744513c3ec",
   "metadata": {},
   "source": [
    "### **Boxplots**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bd218c-80c8-46d3-8b6d-43233767bfda",
   "metadata": {},
   "source": [
    "*From the boxplot (**fig:Attributes with outliers**) we can observe there are a large number of outliers\n",
    "within attributes with some instances located far away from interquartile range*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee67a494-5e4c-44d7-816d-c75feff0d68d",
   "metadata": {},
   "source": [
    "*From the boxplot (**fig:Boxplot without outliers**) we can observe all attributes have a mean value \n",
    "approximately equal to zero but with a varying degree of standard deviation.* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5f4211f8-2ad6-447c-80a3-8f99c447ca29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxplots\n",
    "fig, ax = plt.subplots(1,2,figsize=(18,8))\n",
    "sns.boxplot(data=df.iloc[:,1:-2], orient=\"h\", color=\"deeppink\",ax=ax[0])\n",
    "ax[0].set_title(\"Attributes with outliers\")\n",
    "sns.boxplot(data=df.iloc[:,1:-2], orient=\"h\", color=\"deeppink\",showfliers=False, ax=ax[1])\n",
    "ax[1].set_title(\"Boxplot without outliers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43cd7983-6db8-4514-86f0-92c134a1168a",
   "metadata": {},
   "source": [
    "### **Boxplot by target class** "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1df472e-e969-47ae-8c83-16d5905d307f",
   "metadata": {},
   "source": [
    "*Attributes `V11, V12, V14, V16, V17, V18` have unusually odd behaviour for class 1 in comparison to class 0. \n",
    "Other variables show similar behaviour for class 0 and 1.* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2eb92c50-be01-4b21-b20f-4afe3c71a77c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(5, 6, figsize=(15,15))\n",
    "col = df.columns[1:]\n",
    "x = 0\n",
    "for r in range(5):\n",
    "    for c in range(6):\n",
    "        sns.boxplot(ax = axes[r,c],data=df, x=\"Class\", y=col[x], palette=\"cool\",)\n",
    "        x = x + 1\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6e23187-b202-4bd7-84b1-d1ef1b969db1",
   "metadata": {},
   "source": [
    "### **Correlation among Variables**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66b5603c-3f1a-4b66-bec3-3f60f9b9d19b",
   "metadata": {},
   "source": [
    "*There seems no assosiation or relationship between V1-V29 but they are assosiated with `Amount` with varying \n",
    "degree. Variables `V1, V2, V3, V5, V6, V7, V20, V21` show a relatively strong assosiation with Amount in \n",
    "comparison to other variables.*  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d45d5b15-8b85-4a28-94f3-551802907338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heatmap\n",
    "corr = np.round(df.iloc[:, 1:-1].corr(), 2)\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(corr , cmap=\"YlGnBu\", linewidths=0.9, cbar=False, annot=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e56b0c27-229c-4df6-8a62-5a7de7a7ba9b",
   "metadata": {},
   "source": [
    "### **Baseline Model**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41771d4e-730c-401d-bae4-c86484aaaa77",
   "metadata": {},
   "source": [
    "*We implement `decision tree` as our `baseline model` to compare performance with other models*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f8c024f7-baa9-479d-88b1-9bec5e7ea6d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_pickle(\"data/train.pickle\")\n",
    "test = pd.read_pickle(\"data/test.pickle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b59ceff6-3824-4cf8-a612-af2d9805e65b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00     71080\n",
      "           1       0.72      0.73      0.73       122\n",
      "\n",
      "    accuracy                           1.00     71202\n",
      "   macro avg       0.86      0.86      0.86     71202\n",
      "weighted avg       1.00      1.00      1.00     71202\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "dtc = DecisionTreeClassifier()\n",
    "dtc.fit(train.iloc[:,:-1], train[\"Class\"])\n",
    "pred = dtc.predict(test.iloc[:,:-1])\n",
    "print(classification_report(pred, test[\"Class\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "36490409-c6f6-43e0-8a67-6c8402754e38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Decision Tree')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(pred, test[\"Class\"])\n",
    "ax = sns.heatmap(cm, cmap = \"Purples\", linewidths=0.9, cbar=False, annot=True, fmt=\"d\")\n",
    "ax.set(xlabel=\"Predicted\", ylabel=\"Truth\")\n",
    "ax.set_title(\"Decision Tree\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cdf6e7fb-fd03-4766-8911-706069a03722",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}