1.Data Cleaning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a1aa9f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All imports done\n"
     ]
    }
   ],
   "source": [
    "# Importing required libraries.\n",
    "import pandas as pd                                     # pip install pandas\n",
    "from matplotlib import pyplot as plt                    # pip install matplotlib\n",
    "import seaborn as sns                                   # pip install seaborn\n",
    "from sklearn.preprocessing import StandardScaler        # pip install scikit-learn\n",
    "from sklearn.model_selection import train_test_split\n",
    "print('All imports done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e46092bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the dataset into pandas dataframe\n",
    "data = pd.read_csv(\"C:/Users/HP/Downloads/Career/ML/DataSets/creditcardfraud_ds.csv\")  \n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ed03496",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 284807 entries, 0 to 284806\n",
      "Data columns (total 31 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   Time    284807 non-null  float64\n",
      " 1   V1      284807 non-null  float64\n",
      " 2   V2      284807 non-null  float64\n",
      " 3   V3      284807 non-null  float64\n",
      " 4   V4      284807 non-null  float64\n",
      " 5   V5      284807 non-null  float64\n",
      " 6   V6      284807 non-null  float64\n",
      " 7   V7      284807 non-null  float64\n",
      " 8   V8      284807 non-null  float64\n",
      " 9   V9      284807 non-null  float64\n",
      " 10  V10     284807 non-null  float64\n",
      " 11  V11     284807 non-null  float64\n",
      " 12  V12     284807 non-null  float64\n",
      " 13  V13     284807 non-null  float64\n",
      " 14  V14     284807 non-null  float64\n",
      " 15  V15     284807 non-null  float64\n",
      " 16  V16     284807 non-null  float64\n",
      " 17  V17     284807 non-null  float64\n",
      " 18  V18     284807 non-null  float64\n",
      " 19  V19     284807 non-null  float64\n",
      " 20  V20     284807 non-null  float64\n",
      " 21  V21     284807 non-null  float64\n",
      " 22  V22     284807 non-null  float64\n",
      " 23  V23     284807 non-null  float64\n",
      " 24  V24     284807 non-null  float64\n",
      " 25  V25     284807 non-null  float64\n",
      " 26  V26     284807 non-null  float64\n",
      " 27  V27     284807 non-null  float64\n",
      " 28  V28     284807 non-null  float64\n",
      " 29  Amount  284807 non-null  float64\n",
      " 30  Class   284807 non-null  int64  \n",
      "dtypes: float64(30), int64(1)\n",
      "memory usage: 67.4 MB\n"
     ]
    }
   ],
   "source": [
    "# Get the info related to data.\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7c8702da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(284807, 30)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Time in this case is an unnecessary factor\n",
    "data.drop(['Time'] , axis= 1 , inplace= True) \n",
    "data.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e876fe87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(275663, 30)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# removing the duplicates from the data\n",
    "data.drop_duplicates(keep= 'first' , inplace= True)\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bb9b9992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking whether there are any empty cells in data\n",
    "data.isnull().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "27e4835f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plots the histograms of the each feature.\n",
    "data.hist(figsize= (25,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "097834f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Correlation Matrix'}>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation Matrix\n",
    "fig = plt.figure(figsize=(25,25))\n",
    "plt.title('Correlation Matrix')\n",
    "sns.heatmap(data.corr().round(2) , linewidths= .5 , annot= True , cmap= plt.get_cmap('seismic'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6bf67328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency (Number of transactions)')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting a bar graph showing normal transactions and fraud transactions.\n",
    "count_classes = pd.value_counts(data['Class'], sort = True)\n",
    "count_classes.plot(kind= 'bar')\n",
    "plt.xticks(range(2),['Normal','Fraud'])\n",
    "plt.title('Class Distribution')\n",
    "plt.xlabel('Class (Type of transaction)') \n",
    "plt.ylabel('Frequency (Number of transactions)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db2c3767",
   "metadata": {},
   "source": [
    "From the above bar graph , We can conclude that dataset is highly imbalanced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d0f75da7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of normal transactions are : 275190\n",
      "Number of fraud transactions are : 473\n",
      "Total number of transactions are : 275663\n",
      "Outlier Fraction : 0.001718812456847996\n"
     ]
    }
   ],
   "source": [
    "# Finding the number of normal transactions and fraud transactions in the dataset.\n",
    "normal = data[data['Class'] == 0] \n",
    "fraud = data[data['Class'] == 1]\n",
    "outlier_fraction = fraud.shape[0] / normal.shape[0]\n",
    "\n",
    "print('Number of normal transactions are :' , normal.shape[0])\n",
    "print('Number of fraud transactions are :' , fraud.shape[0])\n",
    "print('Total number of transactions are :' , data.shape[0])\n",
    "print('Outlier Fraction :' , outlier_fraction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cb6017b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(275663, 29), (275663,)]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Splitting the dataset into X (input) and Y(output) . \n",
    "# Input containing data of all columns except column Class.\n",
    "# Output contains data from column Class , which predicts transaction is fraud or not.\n",
    "X = data.drop('Class',axis= 1)\n",
    "Y = data['Class']\n",
    "\n",
    "X = StandardScaler().fit_transform(X)\n",
    "[X.shape,Y.shape]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ad8335ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[(220530, 29), (220530,)], [(55133, 29), (55133,)]]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Spitting the given data into 80:20 making training set and test set.\n",
    "# random_state is set so that we can control shuffing and output can be reproducible \n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, train_size= 0.8, random_state= 4) \n",
    "[[ X_train.shape , Y_train.shape ],[ X_test.shape , Y_test.shape ]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4fb64133",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exported Successfully\n"
     ]
    }
   ],
   "source": [
    "pd.DataFrame(X_train).to_csv('X_train.csv' , index= False)\n",
    "pd.DataFrame(Y_train).to_csv('Y_train.csv' , index= False)\n",
    "pd.DataFrame(X_test).to_csv('X_test.csv' , index= False)\n",
    "pd.DataFrame(Y_test).to_csv('Y_test.csv' , index= False)\n",
    "print('Exported Successfully')"
   ]
  }
 ],
 "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": "3.10.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "52634da84371cba311ea128a5ea7cdc41ff074b781779e754b270ff9f8153cee"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}