Psuedo Clustering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "transactions_path = '/home/mahboob/Downloads/fct_data/transactions.csv'\n",
    "fraudsters_path = '/home/mahboob/Downloads/fct_data/fraudsters.csv'\n",
    "users_path = '/home/mahboob/Downloads/fct_data/users.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "transactions_df = pd.read_csv(transactions_path)\n",
    "fraudsters_df = pd.read_csv(fraudsters_path)\n",
    "users_df = pd.read_csv(users_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Unnamed: 0</th>\n",
       "      <th>CURRENCY</th>\n",
       "      <th>AMOUNT</th>\n",
       "      <th>STATE</th>\n",
       "      <th>CREATED_DATE</th>\n",
       "      <th>MERCHANT_CATEGORY</th>\n",
       "      <th>MERCHANT_COUNTRY</th>\n",
       "      <th>ENTRY_METHOD</th>\n",
       "      <th>USER_ID</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>GBP</td>\n",
       "      <td>3738</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2015-10-11 09:05:43.016000</td>\n",
       "      <td>bar</td>\n",
       "      <td>AUS</td>\n",
       "      <td>misc</td>\n",
       "      <td>7285c1ec-31d0-4022-b311-0ad9227ef7f4</td>\n",
       "      <td>CARD_PAYMENT</td>\n",
       "      <td>GAIA</td>\n",
       "      <td>5a9ee109-e9b3-4598-8dd7-587591e6a470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>GBP</td>\n",
       "      <td>588</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2015-10-11 20:08:39.150000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA</td>\n",
       "      <td>misc</td>\n",
       "      <td>20100a1d-12bc-41ed-a5e1-bc46216e9696</td>\n",
       "      <td>CARD_PAYMENT</td>\n",
       "      <td>GAIA</td>\n",
       "      <td>28d68bf4-460b-4c8e-9b95-bcda9ab596b5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>GBP</td>\n",
       "      <td>1264</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2015-10-11 11:37:40.908000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UKR</td>\n",
       "      <td>misc</td>\n",
       "      <td>0fe472c9-cf3e-4e43-90f3-a0cfb6a4f1f0</td>\n",
       "      <td>CARD_PAYMENT</td>\n",
       "      <td>GAIA</td>\n",
       "      <td>1f1e8817-d40b-4c09-b718-cfc4a6f211df</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>GBP</td>\n",
       "      <td>66</td>\n",
       "      <td>REVERTED</td>\n",
       "      <td>2015-10-11 20:08:35.310000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA</td>\n",
       "      <td>misc</td>\n",
       "      <td>20100a1d-12bc-41ed-a5e1-bc46216e9696</td>\n",
       "      <td>CARD_PAYMENT</td>\n",
       "      <td>GAIA</td>\n",
       "      <td>a7aaf78c-d201-456f-9e6d-612a795e8c32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>GBP</td>\n",
       "      <td>968</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2015-10-11 02:46:47.640000</td>\n",
       "      <td>supermarket</td>\n",
       "      <td>NZL</td>\n",
       "      <td>misc</td>\n",
       "      <td>821014c5-af06-40ff-91f4-77fe7667809f</td>\n",
       "      <td>CARD_PAYMENT</td>\n",
       "      <td>GAIA</td>\n",
       "      <td>27dd99a2-5539-4ba9-876a-1a94abc2701f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 CURRENCY  AMOUNT      STATE                CREATED_DATE  \\\n",
       "0           0      GBP    3738  COMPLETED  2015-10-11 09:05:43.016000   \n",
       "1           1      GBP     588  COMPLETED  2015-10-11 20:08:39.150000   \n",
       "2           2      GBP    1264  COMPLETED  2015-10-11 11:37:40.908000   \n",
       "3           3      GBP      66   REVERTED  2015-10-11 20:08:35.310000   \n",
       "4           4      GBP     968  COMPLETED  2015-10-11 02:46:47.640000   \n",
       "\n",
       "  MERCHANT_CATEGORY MERCHANT_COUNTRY ENTRY_METHOD  \\\n",
       "0               bar              AUS         misc   \n",
       "1               NaN               CA         misc   \n",
       "2               NaN              UKR         misc   \n",
       "3               NaN               CA         misc   \n",
       "4       supermarket              NZL         misc   \n",
       "\n",
       "                                USER_ID          TYPE SOURCE  \\\n",
       "0  7285c1ec-31d0-4022-b311-0ad9227ef7f4  CARD_PAYMENT   GAIA   \n",
       "1  20100a1d-12bc-41ed-a5e1-bc46216e9696  CARD_PAYMENT   GAIA   \n",
       "2  0fe472c9-cf3e-4e43-90f3-a0cfb6a4f1f0  CARD_PAYMENT   GAIA   \n",
       "3  20100a1d-12bc-41ed-a5e1-bc46216e9696  CARD_PAYMENT   GAIA   \n",
       "4  821014c5-af06-40ff-91f4-77fe7667809f  CARD_PAYMENT   GAIA   \n",
       "\n",
       "                                     ID  \n",
       "0  5a9ee109-e9b3-4598-8dd7-587591e6a470  \n",
       "1  28d68bf4-460b-4c8e-9b95-bcda9ab596b5  \n",
       "2  1f1e8817-d40b-4c09-b718-cfc4a6f211df  \n",
       "3  a7aaf78c-d201-456f-9e6d-612a795e8c32  \n",
       "4  27dd99a2-5539-4ba9-876a-1a94abc2701f  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transactions_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "fraud_transactions = pd.merge(fraudsters_df, transactions_df, left_on = 'user_id', right_on = 'USER_ID', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting categorical features for all transactions data and fraud data which suggests a strong relationship between\n",
    "# the chosen features & fraud transactions\n",
    "\n",
    "categorical_features = ['CURRENCY', 'STATE', 'MERCHANT_CATEGORY', 'ENTRY_METHOD', 'TYPE', 'SOURCE']\n",
    "for feature in categorical_features:\n",
    "#     plt.title(feature)\n",
    "    fig, axs = plt.subplots(1,2, figsize=(15, 5))\n",
    "    g = transactions_df[feature].value_counts()\n",
    "    f = fraud_transactions[feature].value_counts()\n",
    "    g.plot(kind='bar', ax=axs[0])\n",
    "    f.plot(kind='bar', ax=axs[1])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "#date = lambda x: datetime.strptime(x, \"%Y-%m-%d %H:%M:%S:%f\")\n",
    "month = lambda x: datetime.strptime(x, \"%Y-%m-%d %H:%M:%S.%f\" ).month\n",
    "week_day = lambda x: datetime.strptime(x, \"%Y-%m-%d %H:%M:%S.%f\" ).weekday()\n",
    "times_of_day = [0, 0, 0, 1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 5, 5, 5, 6, 6, 6, 7, 7, 7 ]\n",
    "time_of_day = lambda x: times_of_day[datetime.strptime(x, \"%Y-%m-%d %H:%M:%S.%f\").hour]\n",
    "\n",
    "transactions_df['month'] = transactions_df['CREATED_DATE'].map(month)\n",
    "transactions_df['day_of_week'] = transactions_df['CREATED_DATE'].map(week_day)\n",
    "transactions_df['time_of_day'] = transactions_df['CREATED_DATE'].map(month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "fraud_transactions_w_time = pd.merge(fraudsters_df, transactions_df, left_on = 'user_id', right_on = 'USER_ID', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fraud transactions spread over time of the day\n",
    "\n",
    "time_features = ['month', 'day_of_week', 'time_of_day']\n",
    "for feature in time_features:\n",
    "    plt.title(feature)\n",
    "    g = fraud_transactions_w_time[feature].value_counts()\n",
    "    g.plot(kind='bar')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}