possible_boosting.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\n",
    "import seaborn as sns\n",
    "import scipy.stats as ss\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload\n",
    "\n",
    "df = pd.read_csv('adyen-dataset.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"time\"] = pd.to_datetime(df['hour_of_day'].astype(str) + \":\" + df['minute_of_hour'].astype(str) + \":00\", format=\"%H:%M:%S\")"
   ]
  },
  {
   "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>psp_reference</th>\n",
       "      <th>merchant</th>\n",
       "      <th>card_scheme</th>\n",
       "      <th>year</th>\n",
       "      <th>hour_of_day</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>day_of_year</th>\n",
       "      <th>is_credit</th>\n",
       "      <th>eur_amount</th>\n",
       "      <th>ip_country</th>\n",
       "      <th>...</th>\n",
       "      <th>device_type</th>\n",
       "      <th>ip_address</th>\n",
       "      <th>email_address</th>\n",
       "      <th>card_number</th>\n",
       "      <th>shopper_interaction</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>card_bin</th>\n",
       "      <th>has_fraudulent_dispute</th>\n",
       "      <th>is_refused_by_adyen</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79622457320</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>13</td>\n",
       "      <td>51</td>\n",
       "      <td>206</td>\n",
       "      <td>True</td>\n",
       "      <td>18.75</td>\n",
       "      <td>GR</td>\n",
       "      <td>...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>i1oY1kTOXMlsFfoyhFJxyA</td>\n",
       "      <td>3XBRYto3QgX7g4pX-BvNyA</td>\n",
       "      <td>XldVNN9TQgIA2RE9FTC2TA</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>XDED</td>\n",
       "      <td>4236</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 13:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>41293916020</td>\n",
       "      <td>Merchant C</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>345</td>\n",
       "      <td>False</td>\n",
       "      <td>43.65</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Android</td>\n",
       "      <td>HZkxQvtpScNLgi0fsoSkjA</td>\n",
       "      <td>klwgzdfrnz_6eGsHSi2prQ</td>\n",
       "      <td>zgRoL8pxX5LJI-SEPUTMvg</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>AAD</td>\n",
       "      <td>4802</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 15:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31382555255</td>\n",
       "      <td>Merchant E</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>293</td>\n",
       "      <td>True</td>\n",
       "      <td>187.72</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>HGW5EwBnHVgOrD5xYplBdw</td>\n",
       "      <td>XkMWeLLmXALPcV3ndwzKJw</td>\n",
       "      <td>T3BF1uOOqgcwaVRb_ujPQg</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>1104</td>\n",
       "      <td>4526</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 01:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13944051314</td>\n",
       "      <td>Merchant D</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>12</td>\n",
       "      <td>50</td>\n",
       "      <td>242</td>\n",
       "      <td>False</td>\n",
       "      <td>109.16</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>iOS</td>\n",
       "      <td>8AuFEjK8m-0lxGAOJzOPmg</td>\n",
       "      <td>26Lw20NQtPKb5cyQZBuh1w</td>\n",
       "      <td>BMf1zFkJ1xvPMlOxC7RWTw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>2039</td>\n",
       "      <td>4571</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>1900-01-01 12:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62343575411</td>\n",
       "      <td>Merchant E</td>\n",
       "      <td>MasterCard</td>\n",
       "      <td>2021</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>318</td>\n",
       "      <td>True</td>\n",
       "      <td>46.27</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y7tv2i85iUadkEIAPIufgg</td>\n",
       "      <td>jfxS2TIe0gR9vpOUdMKrBw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>XOL</td>\n",
       "      <td>4916</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 19:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138696</th>\n",
       "      <td>58957356926</td>\n",
       "      <td>Merchant D</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>312</td>\n",
       "      <td>True</td>\n",
       "      <td>35.13</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>947PJ1zh6yFwZxGOYG8Lnw</td>\n",
       "      <td>ReVzz-e9w8mNO63YA1cjFA</td>\n",
       "      <td>DJHwui3GH60rBpx_tAOZZw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BZD</td>\n",
       "      <td>4920</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 10:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138697</th>\n",
       "      <td>44780141989</td>\n",
       "      <td>Merchant D</td>\n",
       "      <td>MasterCard</td>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>42</td>\n",
       "      <td>198</td>\n",
       "      <td>False</td>\n",
       "      <td>411.11</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Acshv7Bba4JnO0gwpHu5bw</td>\n",
       "      <td>VnFgfzDi69Hsw2mpWvJuIA</td>\n",
       "      <td>POS</td>\n",
       "      <td>2039</td>\n",
       "      <td>4645</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 10:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138698</th>\n",
       "      <td>34619316012</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>MasterCard</td>\n",
       "      <td>2021</td>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>276</td>\n",
       "      <td>True</td>\n",
       "      <td>29.03</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Android</td>\n",
       "      <td>-mT_MQEgvNfb5RkbW0oejw</td>\n",
       "      <td>RSYkLbETJb2V9f705zmCkQ</td>\n",
       "      <td>iDlX7WaccSDt1GpQNj5JBQ</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>AAD</td>\n",
       "      <td>4571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 23:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138699</th>\n",
       "      <td>68700535373</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>307</td>\n",
       "      <td>True</td>\n",
       "      <td>273.14</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>iOS</td>\n",
       "      <td>13Jg3lRGPEoM3c_vLM-SVQ</td>\n",
       "      <td>Hr4m7amS_osGvEy8O6qVQQ</td>\n",
       "      <td>kFgBFY0u8l72rwwHj7EBtg</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>1104</td>\n",
       "      <td>4556</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138700</th>\n",
       "      <td>21880024860</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>13</td>\n",
       "      <td>45</td>\n",
       "      <td>176</td>\n",
       "      <td>True</td>\n",
       "      <td>68.04</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>Android</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zMT-AjOZM6gbZpRttBcQvA</td>\n",
       "      <td>O6GjCyd9GuZEHVPvt-959Q</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>2039</td>\n",
       "      <td>4916</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>1900-01-01 13:30:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>138701 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        psp_reference    merchant card_scheme  year  hour_of_day  \\\n",
       "0         79622457320  Merchant A       Other  2021           13   \n",
       "1         41293916020  Merchant C        Visa  2021           15   \n",
       "2         31382555255  Merchant E        Visa  2021            1   \n",
       "3         13944051314  Merchant D        Visa  2021           12   \n",
       "4         62343575411  Merchant E  MasterCard  2021           19   \n",
       "...               ...         ...         ...   ...          ...   \n",
       "138696    58957356926  Merchant D       Other  2021           10   \n",
       "138697    44780141989  Merchant D  MasterCard  2021           10   \n",
       "138698    34619316012  Merchant A  MasterCard  2021           23   \n",
       "138699    68700535373  Merchant A       Other  2021           21   \n",
       "138700    21880024860  Merchant A        Visa  2021           13   \n",
       "\n",
       "        minute_of_hour  day_of_year  is_credit  eur_amount ip_country  ...  \\\n",
       "0                   51          206       True       18.75         GR  ...   \n",
       "1                   20          345      False       43.65         BR  ...   \n",
       "2                   56          293       True      187.72         NL  ...   \n",
       "3                   50          242      False      109.16         NL  ...   \n",
       "4                   26          318       True       46.27         BR  ...   \n",
       "...                ...          ...        ...         ...        ...  ...   \n",
       "138696               6          312       True       35.13         BR  ...   \n",
       "138697              42          198      False      411.11         NL  ...   \n",
       "138698              48          276       True       29.03         BR  ...   \n",
       "138699              23          307       True      273.14         NL  ...   \n",
       "138700              45          176       True       68.04         NL  ...   \n",
       "\n",
       "       device_type              ip_address           email_address  \\\n",
       "0            MacOS  i1oY1kTOXMlsFfoyhFJxyA  3XBRYto3QgX7g4pX-BvNyA   \n",
       "1          Android  HZkxQvtpScNLgi0fsoSkjA  klwgzdfrnz_6eGsHSi2prQ   \n",
       "2            MacOS  HGW5EwBnHVgOrD5xYplBdw  XkMWeLLmXALPcV3ndwzKJw   \n",
       "3              iOS  8AuFEjK8m-0lxGAOJzOPmg  26Lw20NQtPKb5cyQZBuh1w   \n",
       "4            Other                     NaN  Y7tv2i85iUadkEIAPIufgg   \n",
       "...            ...                     ...                     ...   \n",
       "138696     Windows  947PJ1zh6yFwZxGOYG8Lnw  ReVzz-e9w8mNO63YA1cjFA   \n",
       "138697       MacOS                     NaN  Acshv7Bba4JnO0gwpHu5bw   \n",
       "138698     Android  -mT_MQEgvNfb5RkbW0oejw  RSYkLbETJb2V9f705zmCkQ   \n",
       "138699         iOS  13Jg3lRGPEoM3c_vLM-SVQ  Hr4m7amS_osGvEy8O6qVQQ   \n",
       "138700     Android                     NaN  zMT-AjOZM6gbZpRttBcQvA   \n",
       "\n",
       "                   card_number shopper_interaction zip_code card_bin  \\\n",
       "0       XldVNN9TQgIA2RE9FTC2TA           Ecommerce     XDED     4236   \n",
       "1       zgRoL8pxX5LJI-SEPUTMvg           Ecommerce      AAD     4802   \n",
       "2       T3BF1uOOqgcwaVRb_ujPQg           Ecommerce     1104     4526   \n",
       "3       BMf1zFkJ1xvPMlOxC7RWTw           Ecommerce     2039     4571   \n",
       "4       jfxS2TIe0gR9vpOUdMKrBw           Ecommerce      XOL     4916   \n",
       "...                        ...                 ...      ...      ...   \n",
       "138696  DJHwui3GH60rBpx_tAOZZw           Ecommerce      BZD     4920   \n",
       "138697  VnFgfzDi69Hsw2mpWvJuIA                 POS     2039     4645   \n",
       "138698  iDlX7WaccSDt1GpQNj5JBQ           Ecommerce      AAD     4571   \n",
       "138699  kFgBFY0u8l72rwwHj7EBtg           Ecommerce     1104     4556   \n",
       "138700  O6GjCyd9GuZEHVPvt-959Q           Ecommerce     2039     4916   \n",
       "\n",
       "        has_fraudulent_dispute  is_refused_by_adyen                time  \n",
       "0                        False                False 1900-01-01 13:30:00  \n",
       "1                        False                False 1900-01-01 15:00:00  \n",
       "2                        False                False 1900-01-01 01:30:00  \n",
       "3                        False                 True 1900-01-01 12:30:00  \n",
       "4                        False                False 1900-01-01 19:00:00  \n",
       "...                        ...                  ...                 ...  \n",
       "138696                    True                False 1900-01-01 10:00:00  \n",
       "138697                   False                False 1900-01-01 10:30:00  \n",
       "138698                   False                False 1900-01-01 23:30:00  \n",
       "138699                    True                False 1900-01-01 21:00:00  \n",
       "138700                   False                 True 1900-01-01 13:30:00  \n",
       "\n",
       "[138701 rows x 21 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"time\"] = np.where(df['minute_of_hour'] < 30, pd.to_datetime(df['hour_of_day'].astype(str) + \":00\" + \":00\", format=\"%H:%M:%S\"), \\\n",
    "                                                 pd.to_datetime(df['hour_of_day'].astype(str) + \":30\" + \":00\", format=\"%H:%M:%S\"))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.hist(df[df[\"has_fraudulent_dispute\"] == True][\"time\"], 72, alpha = 0.5, align='mid')\n",
    "plt.show()\n",
    "plt.hist(df[df[\"has_fraudulent_dispute\"] == False][\"time\"], 72, alpha = 0.5, align='left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "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>psp_reference</th>\n",
       "      <th>merchant</th>\n",
       "      <th>card_scheme</th>\n",
       "      <th>year</th>\n",
       "      <th>hour_of_day</th>\n",
       "      <th>minute_of_hour</th>\n",
       "      <th>day_of_year</th>\n",
       "      <th>is_credit</th>\n",
       "      <th>eur_amount</th>\n",
       "      <th>ip_country</th>\n",
       "      <th>...</th>\n",
       "      <th>device_type</th>\n",
       "      <th>ip_address</th>\n",
       "      <th>email_address</th>\n",
       "      <th>card_number</th>\n",
       "      <th>shopper_interaction</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>card_bin</th>\n",
       "      <th>has_fraudulent_dispute</th>\n",
       "      <th>is_refused_by_adyen</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>42353694618</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>MasterCard</td>\n",
       "      <td>2021</td>\n",
       "      <td>17</td>\n",
       "      <td>42</td>\n",
       "      <td>323</td>\n",
       "      <td>True</td>\n",
       "      <td>244.17</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MpwCXjoBbuJoLA3pRc2Zsw</td>\n",
       "      <td>beNTt0aybtIdzY5vp1D99A</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>1093</td>\n",
       "      <td>4802</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 17:42:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>21696416452</td>\n",
       "      <td>Merchant B</td>\n",
       "      <td>Amex</td>\n",
       "      <td>2021</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>328</td>\n",
       "      <td>True</td>\n",
       "      <td>23.92</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>Linux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VifmXDu_B8czGx3rDcO2Lg</td>\n",
       "      <td>p2bugYfCBQea6u47vcT8NA</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>1104</td>\n",
       "      <td>4916</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 18:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>36985096096</td>\n",
       "      <td>Merchant E</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>278</td>\n",
       "      <td>True</td>\n",
       "      <td>151.44</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>n1INnXQ7sFTpD4SVpPJkaA</td>\n",
       "      <td>93XdgsDVL1xKxymF_yUkZA</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BZD</td>\n",
       "      <td>4916</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 17:08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>39248942163</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>290</td>\n",
       "      <td>True</td>\n",
       "      <td>43.19</td>\n",
       "      <td>IT</td>\n",
       "      <td>...</td>\n",
       "      <td>Linux</td>\n",
       "      <td>kox7WvsztfKEOb307u0fnQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>YuyevybAzhGC4208mQp8fw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4556</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 18:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>33358915387</td>\n",
       "      <td>Merchant D</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>43</td>\n",
       "      <td>359</td>\n",
       "      <td>True</td>\n",
       "      <td>135.49</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Linux</td>\n",
       "      <td>uXIVxurtAXx8ne-c9ha2NA</td>\n",
       "      <td>wD84XEh6QWcYRhx7FQud_g</td>\n",
       "      <td>5XSkRT4rSQYdwXx22lD1nQ</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BZD</td>\n",
       "      <td>4645</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 04:43:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138677</th>\n",
       "      <td>24400041526</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>MasterCard</td>\n",
       "      <td>2021</td>\n",
       "      <td>17</td>\n",
       "      <td>49</td>\n",
       "      <td>113</td>\n",
       "      <td>True</td>\n",
       "      <td>475.23</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>iOS</td>\n",
       "      <td>j2PQ6GVV3ZO-1-dhTjgLZQ</td>\n",
       "      <td>LS4MbXapclJIHPvdiPQ6cA</td>\n",
       "      <td>8pRRhuIhqAhkd79KdVV9tw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BZD</td>\n",
       "      <td>4571</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 17:49:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138692</th>\n",
       "      <td>58881175828</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>15</td>\n",
       "      <td>34</td>\n",
       "      <td>220</td>\n",
       "      <td>True</td>\n",
       "      <td>4.23</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>Other</td>\n",
       "      <td>PrKynTlyny05lum_IwwFLA</td>\n",
       "      <td>qQAyk7PV_wc51vTIxzc8CA</td>\n",
       "      <td>rzVRQc32dLUobW1JAkufeQ</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>2039</td>\n",
       "      <td>4571</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 15:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138695</th>\n",
       "      <td>17311171741</td>\n",
       "      <td>Merchant B</td>\n",
       "      <td>Visa</td>\n",
       "      <td>2021</td>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>363</td>\n",
       "      <td>True</td>\n",
       "      <td>231.96</td>\n",
       "      <td>ZW</td>\n",
       "      <td>...</td>\n",
       "      <td>iOS</td>\n",
       "      <td>TxWQp5Ln2d9W28pSM3WFMQ</td>\n",
       "      <td>DyGlPfQWWURqtN3TugAYCA</td>\n",
       "      <td>ib0z1DAwUlKhUsQpvIUP6g</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BB</td>\n",
       "      <td>4622</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 06:50:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138696</th>\n",
       "      <td>58957356926</td>\n",
       "      <td>Merchant D</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>312</td>\n",
       "      <td>True</td>\n",
       "      <td>35.13</td>\n",
       "      <td>BR</td>\n",
       "      <td>...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>947PJ1zh6yFwZxGOYG8Lnw</td>\n",
       "      <td>ReVzz-e9w8mNO63YA1cjFA</td>\n",
       "      <td>DJHwui3GH60rBpx_tAOZZw</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>BZD</td>\n",
       "      <td>4920</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 10:06:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138699</th>\n",
       "      <td>68700535373</td>\n",
       "      <td>Merchant A</td>\n",
       "      <td>Other</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>307</td>\n",
       "      <td>True</td>\n",
       "      <td>273.14</td>\n",
       "      <td>NL</td>\n",
       "      <td>...</td>\n",
       "      <td>iOS</td>\n",
       "      <td>13Jg3lRGPEoM3c_vLM-SVQ</td>\n",
       "      <td>Hr4m7amS_osGvEy8O6qVQQ</td>\n",
       "      <td>kFgBFY0u8l72rwwHj7EBtg</td>\n",
       "      <td>Ecommerce</td>\n",
       "      <td>1104</td>\n",
       "      <td>4556</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1900-01-01 21:23:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10716 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        psp_reference    merchant card_scheme  year  hour_of_day  \\\n",
       "7         42353694618  Merchant A  MasterCard  2021           17   \n",
       "13        21696416452  Merchant B        Amex  2021           18   \n",
       "18        36985096096  Merchant E        Visa  2021           17   \n",
       "47        39248942163  Merchant A        Visa  2021           18   \n",
       "48        33358915387  Merchant D        Visa  2021            4   \n",
       "...               ...         ...         ...   ...          ...   \n",
       "138677    24400041526  Merchant A  MasterCard  2021           17   \n",
       "138692    58881175828  Merchant A       Other  2021           15   \n",
       "138695    17311171741  Merchant B        Visa  2021            6   \n",
       "138696    58957356926  Merchant D       Other  2021           10   \n",
       "138699    68700535373  Merchant A       Other  2021           21   \n",
       "\n",
       "        minute_of_hour  day_of_year  is_credit  eur_amount ip_country  ...  \\\n",
       "7                   42          323       True      244.17         NL  ...   \n",
       "13                  21          328       True       23.92         NL  ...   \n",
       "18                   8          278       True      151.44         BR  ...   \n",
       "47                  29          290       True       43.19         IT  ...   \n",
       "48                  43          359       True      135.49         BR  ...   \n",
       "...                ...          ...        ...         ...        ...  ...   \n",
       "138677              49          113       True      475.23         BR  ...   \n",
       "138692              34          220       True        4.23         NL  ...   \n",
       "138695              50          363       True      231.96         ZW  ...   \n",
       "138696               6          312       True       35.13         BR  ...   \n",
       "138699              23          307       True      273.14         NL  ...   \n",
       "\n",
       "       device_type              ip_address           email_address  \\\n",
       "7          Windows                     NaN  MpwCXjoBbuJoLA3pRc2Zsw   \n",
       "13           Linux                     NaN  VifmXDu_B8czGx3rDcO2Lg   \n",
       "18         Windows                     NaN  n1INnXQ7sFTpD4SVpPJkaA   \n",
       "47           Linux  kox7WvsztfKEOb307u0fnQ                     NaN   \n",
       "48           Linux  uXIVxurtAXx8ne-c9ha2NA  wD84XEh6QWcYRhx7FQud_g   \n",
       "...            ...                     ...                     ...   \n",
       "138677         iOS  j2PQ6GVV3ZO-1-dhTjgLZQ  LS4MbXapclJIHPvdiPQ6cA   \n",
       "138692       Other  PrKynTlyny05lum_IwwFLA  qQAyk7PV_wc51vTIxzc8CA   \n",
       "138695         iOS  TxWQp5Ln2d9W28pSM3WFMQ  DyGlPfQWWURqtN3TugAYCA   \n",
       "138696     Windows  947PJ1zh6yFwZxGOYG8Lnw  ReVzz-e9w8mNO63YA1cjFA   \n",
       "138699         iOS  13Jg3lRGPEoM3c_vLM-SVQ  Hr4m7amS_osGvEy8O6qVQQ   \n",
       "\n",
       "                   card_number shopper_interaction zip_code card_bin  \\\n",
       "7       beNTt0aybtIdzY5vp1D99A           Ecommerce     1093     4802   \n",
       "13      p2bugYfCBQea6u47vcT8NA           Ecommerce     1104     4916   \n",
       "18      93XdgsDVL1xKxymF_yUkZA           Ecommerce      BZD     4916   \n",
       "47      YuyevybAzhGC4208mQp8fw           Ecommerce      NaN     4556   \n",
       "48      5XSkRT4rSQYdwXx22lD1nQ           Ecommerce      BZD     4645   \n",
       "...                        ...                 ...      ...      ...   \n",
       "138677  8pRRhuIhqAhkd79KdVV9tw           Ecommerce      BZD     4571   \n",
       "138692  rzVRQc32dLUobW1JAkufeQ           Ecommerce     2039     4571   \n",
       "138695  ib0z1DAwUlKhUsQpvIUP6g           Ecommerce       BB     4622   \n",
       "138696  DJHwui3GH60rBpx_tAOZZw           Ecommerce      BZD     4920   \n",
       "138699  kFgBFY0u8l72rwwHj7EBtg           Ecommerce     1104     4556   \n",
       "\n",
       "        has_fraudulent_dispute  is_refused_by_adyen                time  \n",
       "7                         True                False 1900-01-01 17:42:00  \n",
       "13                        True                False 1900-01-01 18:21:00  \n",
       "18                        True                False 1900-01-01 17:08:00  \n",
       "47                        True                False 1900-01-01 18:29:00  \n",
       "48                        True                False 1900-01-01 04:43:00  \n",
       "...                        ...                  ...                 ...  \n",
       "138677                    True                False 1900-01-01 17:49:00  \n",
       "138692                    True                False 1900-01-01 15:34:00  \n",
       "138695                    True                False 1900-01-01 06:50:00  \n",
       "138696                    True                False 1900-01-01 10:06:00  \n",
       "138699                    True                False 1900-01-01 21:23:00  \n",
       "\n",
       "[10716 rows x 21 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"has_fraudulent_dispute\"] == True][\"time\"]\n",
    "df[df[\"has_fraudulent_dispute\"] == False][\"time\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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