diff --git "a/main.ipynb" "b/main.ipynb" new file mode 100644--- /dev/null +++ "b/main.ipynb" @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.ensemble import IsolationForest\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import seaborn as sns\n", + "import joblib\n", + "import json\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"bank_transactions_data_2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2512 entries, 0 to 2511\n", + "Data columns (total 16 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 TransactionID 2512 non-null object \n", + " 1 AccountID 2512 non-null object \n", + " 2 TransactionAmount 2512 non-null float64\n", + " 3 TransactionDate 2512 non-null object \n", + " 4 TransactionType 2512 non-null object \n", + " 5 Location 2512 non-null object \n", + " 6 DeviceID 2512 non-null object \n", + " 7 IP Address 2512 non-null object \n", + " 8 MerchantID 2512 non-null object \n", + " 9 Channel 2512 non-null object \n", + " 10 CustomerAge 2512 non-null int64 \n", + " 11 CustomerOccupation 2512 non-null object \n", + " 12 TransactionDuration 2512 non-null int64 \n", + " 13 LoginAttempts 2512 non-null int64 \n", + " 14 AccountBalance 2512 non-null float64\n", + " 15 PreviousTransactionDate 2512 non-null object \n", + "dtypes: float64(2), int64(3), object(11)\n", + "memory usage: 314.1+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "cols_kept = [\"TransactionDate\", \"TransactionType\", \"Location\", \"Channel\", \"TransactionDuration\", \"LoginAttempts\", \"TransactionAmount\"]\n", + "df = df[cols_kept]" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2512 entries, 0 to 2511\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 TransactionDate 2512 non-null object \n", + " 1 TransactionType 2512 non-null object \n", + " 2 Location 2512 non-null object \n", + " 3 Channel 2512 non-null object \n", + " 4 TransactionDuration 2512 non-null int64 \n", + " 5 LoginAttempts 2512 non-null int64 \n", + " 6 TransactionAmount 2512 non-null float64\n", + "dtypes: float64(1), int64(2), object(4)\n", + "memory usage: 137.5+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TransactionDate: 2405 unique values\n", + "TransactionType: 2 unique values\n", + "Location: 43 unique values\n", + "Channel: 3 unique values\n", + "TransactionDuration: 288 unique values\n", + "LoginAttempts: 5 unique values\n", + "TransactionAmount: 2455 unique values\n" + ] + } + ], + "source": [ + "for col in df:\n", + " print(f\"{col}: {df[col].nunique()} unique values\")" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# Split TransactionDate into Date and Time\n", + "df[['Date', 'Time']] = df['TransactionDate'].str.split(' ', expand=True)\n", + "\n", + "# Drop the original TransactionDate column\n", + "df.drop('TransactionDate', axis=1, inplace=True)\n", + "\n", + "# Convert Date to datetime format (DD/MM/YYYY)\n", + "df['Date'] = pd.to_datetime(df['Date'], format='%d/%m/%Y', dayfirst=True)\n", + "\n", + "# Convert Time from HH:MM to total seconds since midnight\n", + "df['Time'] = pd.to_datetime(df['Time'], format='%H:%M').dt.hour * 3600 + pd.to_datetime(df['Time'], format='%H:%M').dt.minute * 60\n", + "\n", + "# Extract the day of the week from the Date column\n", + "df['DayOfWeek'] = df['Date'].dt.day_name() # Monday, Tuesday, etc." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "# 🟢 Step 2: Encode Categorical Variables\n", + "encoder = LabelEncoder()\n", + "categorical_cols = [\"Location\"]\n", + "for col in categorical_cols:\n", + " df[col] = encoder.fit_transform(df[col])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "location_mapping = dict(zip(encoder.classes_, encoder.transform(encoder.classes_)))\n", + "location_mapping_json = {key: int(value) for key, value in location_mapping.items()}" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mapping saved to location_mapping.json\n" + ] + } + ], + "source": [ + "# Save as JSON\n", + "with open(\"location_mapping.json\", \"w\") as f:\n", + " json.dump(location_mapping_json, f, indent=4)\n", + "\n", + "print(\"Mapping saved to location_mapping.json\")" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "# Manually map categorical values\n", + "transaction_type_mapping = {\"Debit\": 0, \"Credit\": 1}\n", + "channel_mapping = {\"ATM\": 0, \"Online\": 1, \"Branch\": 2}\n", + "day_of_week_mapping = {\n", + " \"Monday\": 0, \"Tuesday\": 1, \"Wednesday\": 2, \n", + " \"Thursday\": 3, \"Friday\": 4, \"Saturday\": 5, \"Sunday\": 6\n", + "}\n", + "\n", + "# Apply mappings to the respective columns\n", + "df[\"TransactionType\"] = df[\"TransactionType\"].map(transaction_type_mapping)\n", + "df[\"Channel\"] = df[\"Channel\"].map(channel_mapping)\n", + "df[\"DayOfWeek\"] = df[\"DayOfWeek\"].map(day_of_week_mapping)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"Correlation Matrix\")\n", + "plt.savefig(\"correlation_matrix.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "# 🟢 Step 3: Select Features for Anomaly Detection\n", + "features = [\"TransactionType\", \"Location\", \"Channel\", \"Time\", \"TransactionDuration\", \"LoginAttempts\", \"DayOfWeek\", \"TransactionAmount\", ]\n", + "X = df[features]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "model = IsolationForest(n_estimators=100, contamination=0.02, random_state=42)\n", + "df[\"Anomaly\"] = model.fit_predict(X)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Anomaly\"] = df[\"Anomaly\"].map({1: \"Normal\", -1: \"Anomalous\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv(\"cleaned_transactions.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model saved as isolation_forest_model.pkl\n" + ] + } + ], + "source": [ + "# Save the trained Isolation Forest model\n", + "joblib.dump(model, \"isolation_forest_model.pkl\")\n", + "\n", + "print(\"Model saved as isolation_forest_model.pkl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DayOfWeekTimeLocationChannelTransactionDurationTransactionAmountAnomaly
01593403608114.09Normal
1160240150141376.24Normal
206576023156126.29Normal
345952033125184.50Normal
40642601119813.45Normal
506210028017292.15Normal
62597603901397.08Normal
7064020162291171.42Normal
816114011286106.23Normal
9457960260120815.96Normal
\n", + "
" + ], + "text/plain": [ + " DayOfWeek Time Location Channel TransactionDuration \\\n", + "0 1 59340 36 0 81 \n", + "1 1 60240 15 0 141 \n", + "2 0 65760 23 1 56 \n", + "3 4 59520 33 1 25 \n", + "4 0 64260 1 1 198 \n", + "5 0 62100 28 0 172 \n", + "6 2 59760 39 0 139 \n", + "7 0 64020 16 2 291 \n", + "8 1 61140 11 2 86 \n", + "9 4 57960 26 0 120 \n", + "\n", + " TransactionAmount Anomaly \n", + "0 14.09 Normal \n", + "1 376.24 Normal \n", + "2 126.29 Normal \n", + "3 184.50 Normal \n", + "4 13.45 Normal \n", + "5 92.15 Normal \n", + "6 7.08 Normal \n", + "7 171.42 Normal \n", + "8 106.23 Normal \n", + "9 815.96 Normal " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[[\"DayOfWeek\", \"Time\",\"Location\", \"Channel\", \"TransactionDuration\", \"TransactionAmount\", \"Anomaly\"]].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=df[\"Time\"], y=df[\"TransactionAmount\"], hue=df[\"Anomaly\"], palette=\"coolwarm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=df[\"TransactionDuration\"], y=df[\"Channel\"], hue=df[\"Anomaly\"], palette=\"coolwarm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=df[\"LoginAttempts\"], y=df[\"TransactionAmount\"], hue=df[\"Anomaly\"], palette=\"coolwarm\")" + ] + } + ], + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}