frod_report.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "73c5300f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55a7ec2b",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>загрузим данные и изучим их подробнее</strong></span></span></p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "2127da41",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = 'C:\\\\Users\\\\USER\\\\Downloads\\\\тест антифрод\\\\Тестовое_задание_2_Антифрод_аналитик.xlsx'\n",
    "df = pd.read_excel(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "fa51a432",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 13575 entries, 0 to 13574\n",
      "Data columns (total 20 columns):\n",
      " #   Column                     Non-Null Count  Dtype         \n",
      "---  ------                     --------------  -----         \n",
      " 0   Provider ID                13220 non-null  float64       \n",
      " 1   Operation ID               13575 non-null  int64         \n",
      " 2   Payment ID                 13575 non-null  object        \n",
      " 3   Operation Type             13575 non-null  object        \n",
      " 4   Operation Status           13575 non-null  object        \n",
      " 5   Secure 3ds Check           1209 non-null   float64       \n",
      " 6   Channel Amount             13572 non-null  float64       \n",
      " 7   Channel Currency           13562 non-null  object        \n",
      " 8   Operation created at Date  13575 non-null  datetime64[ns]\n",
      " 9   Payment Method Type        13568 non-null  object        \n",
      " 10  Account Number             13200 non-null  object        \n",
      " 11  Merchant ID                13575 non-null  int64         \n",
      " 12  Project ID                 13575 non-null  int64         \n",
      " 13  Customer ID                13542 non-null  object        \n",
      " 14  Customer Email             12080 non-null  object        \n",
      " 15  Card Holder                12424 non-null  object        \n",
      " 16  Issuer Country Name        12513 non-null  object        \n",
      " 17  Country By IP Name         13519 non-null  object        \n",
      " 18  Customer IP V4 V6          13575 non-null  object        \n",
      " 19  Issuer Bank Name           12399 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(3), int64(3), object(13)\n",
      "memory usage: 2.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "f95372ea",
   "metadata": {
    "scrolled": true
   },
   "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>Provider ID</th>\n",
       "      <th>Operation ID</th>\n",
       "      <th>Payment ID</th>\n",
       "      <th>Operation Type</th>\n",
       "      <th>Operation Status</th>\n",
       "      <th>Secure 3ds Check</th>\n",
       "      <th>Channel Amount</th>\n",
       "      <th>Channel Currency</th>\n",
       "      <th>Operation created at Date</th>\n",
       "      <th>Payment Method Type</th>\n",
       "      <th>Account Number</th>\n",
       "      <th>Merchant ID</th>\n",
       "      <th>Project ID</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Customer Email</th>\n",
       "      <th>Card Holder</th>\n",
       "      <th>Issuer Country Name</th>\n",
       "      <th>Country By IP Name</th>\n",
       "      <th>Customer IP V4 V6</th>\n",
       "      <th>Issuer Bank Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4781.0</td>\n",
       "      <td>99892010097211</td>\n",
       "      <td>6021093719</td>\n",
       "      <td>sale</td>\n",
       "      <td>success</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>RUB</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>visa</td>\n",
       "      <td>427626******5062</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3753071</td>\n",
       "      <td>avtomr@yandex.ru</td>\n",
       "      <td>LEONID PROKHOROV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>176.59.134.184</td>\n",
       "      <td>SBERBANK of Russia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1293.0</td>\n",
       "      <td>99888010096111</td>\n",
       "      <td>347788572</td>\n",
       "      <td>sale</td>\n",
       "      <td>success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-02-27</td>\n",
       "      <td>visa</td>\n",
       "      <td>434597******0730</td>\n",
       "      <td>1581</td>\n",
       "      <td>5771</td>\n",
       "      <td>95022</td>\n",
       "      <td>williahmalexdelaplaza@gmail.com</td>\n",
       "      <td>WILLIAHM ALEX DE LA PLAZA</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>62.198.132.139</td>\n",
       "      <td>Jyske Bank A/S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1293.0</td>\n",
       "      <td>99888010096101</td>\n",
       "      <td>347788572</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-02-27</td>\n",
       "      <td>visa</td>\n",
       "      <td>434597******0730</td>\n",
       "      <td>1581</td>\n",
       "      <td>5771</td>\n",
       "      <td>95022</td>\n",
       "      <td>williahmalexdelaplaza@gmail.com</td>\n",
       "      <td>WILLIAHM ALEX DE LA PLAZA</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>62.198.132.139</td>\n",
       "      <td>Jyske Bank A/S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1293.0</td>\n",
       "      <td>99888010096091</td>\n",
       "      <td>347788572</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-02-27</td>\n",
       "      <td>visa</td>\n",
       "      <td>434597******0730</td>\n",
       "      <td>1581</td>\n",
       "      <td>5771</td>\n",
       "      <td>95022</td>\n",
       "      <td>williahmalexdelaplaza@gmail.com</td>\n",
       "      <td>WILLIAHM ALEX DE LA PLAZA</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>62.198.132.139</td>\n",
       "      <td>Jyske Bank A/S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1293.0</td>\n",
       "      <td>99888010096081</td>\n",
       "      <td>347788572</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-02-27</td>\n",
       "      <td>visa</td>\n",
       "      <td>434597******0730</td>\n",
       "      <td>1581</td>\n",
       "      <td>5771</td>\n",
       "      <td>95022</td>\n",
       "      <td>williahmalexdelaplaza@gmail.com</td>\n",
       "      <td>WILLIAHM ALEX DE LA PLAZA</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>62.198.132.139</td>\n",
       "      <td>Jyske Bank A/S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Provider ID    Operation ID  Payment ID Operation Type Operation Status  \\\n",
       "0       4781.0  99892010097211  6021093719           sale          success   \n",
       "1       1293.0  99888010096111   347788572           sale          success   \n",
       "2       1293.0  99888010096101   347788572           sale          decline   \n",
       "3       1293.0  99888010096091   347788572           sale          decline   \n",
       "4       1293.0  99888010096081   347788572           sale          decline   \n",
       "\n",
       "   Secure 3ds Check  Channel Amount Channel Currency  \\\n",
       "0               1.0          1000.0              RUB   \n",
       "1               NaN            51.0              EUR   \n",
       "2               NaN            51.0              EUR   \n",
       "3               NaN            51.0              EUR   \n",
       "4               NaN            51.0              EUR   \n",
       "\n",
       "  Operation created at Date Payment Method Type    Account Number  \\\n",
       "0                2022-03-30                visa  427626******5062   \n",
       "1                2022-02-27                visa  434597******0730   \n",
       "2                2022-02-27                visa  434597******0730   \n",
       "3                2022-02-27                visa  434597******0730   \n",
       "4                2022-02-27                visa  434597******0730   \n",
       "\n",
       "   Merchant ID  Project ID Customer ID                   Customer Email  \\\n",
       "0           39         321     3753071                 avtomr@yandex.ru   \n",
       "1         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
       "2         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
       "3         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
       "4         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
       "\n",
       "                 Card Holder Issuer Country Name  Country By IP Name  \\\n",
       "0           LEONID PROKHOROV  Russian Federation  Russian Federation   \n",
       "1  WILLIAHM ALEX DE LA PLAZA             Denmark             Denmark   \n",
       "2  WILLIAHM ALEX DE LA PLAZA             Denmark             Denmark   \n",
       "3  WILLIAHM ALEX DE LA PLAZA             Denmark             Denmark   \n",
       "4  WILLIAHM ALEX DE LA PLAZA             Denmark             Denmark   \n",
       "\n",
       "  Customer IP V4 V6    Issuer Bank Name  \n",
       "0    176.59.134.184  SBERBANK of Russia  \n",
       "1    62.198.132.139      Jyske Bank A/S  \n",
       "2    62.198.132.139      Jyske Bank A/S  \n",
       "3    62.198.132.139      Jyske Bank A/S  \n",
       "4    62.198.132.139      Jyske Bank A/S  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a21feebd",
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'quasar83@hotmail.it']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62de9017",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>изучим дубликаты и пропуски</strong></span></span></p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "2ac1824b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Дубликатов в датасете не найдено.\n"
     ]
    }
   ],
   "source": [
    "duplicates = df[df.duplicated()]\n",
    "num_duplicates = duplicates.shape[0]\n",
    "\n",
    "if num_duplicates > 0:\n",
    "    print(f\"Найдено {num_duplicates} дубликатов в датасете.\")\n",
    "    print(\"Вот некоторые из дублирующихся строк:\")\n",
    "    print(duplicates)\n",
    "else:\n",
    "    print(\"Дубликатов в датасете не найдено.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "07a8098e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Provider ID                    355\n",
      "Operation ID                     0\n",
      "Payment ID                       0\n",
      "Operation Type                   0\n",
      "Operation Status                 0\n",
      "Secure 3ds Check             12366\n",
      "Channel Amount                   3\n",
      "Channel Currency                13\n",
      "Operation created at Date        0\n",
      "Payment Method Type              7\n",
      "Account Number                 375\n",
      "Merchant ID                      0\n",
      "Project ID                       0\n",
      "Customer ID                     33\n",
      "Customer Email                1495\n",
      "Card Holder                   1151\n",
      "Issuer Country Name           1062\n",
      "Country By IP Name              56\n",
      "Customer IP V4 V6                0\n",
      "Issuer Bank Name              1176\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "missing_values = df.isnull().sum()\n",
    "print(missing_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "b0eeee10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Уникальные значения и их количества в колонке 'Project ID':\n",
      "Project ID\n",
      "5771     2877\n",
      "433      2672\n",
      "321      2497\n",
      "12571    2013\n",
      "983      1538\n",
      "22431     688\n",
      "27361     231\n",
      "26751     203\n",
      "726       177\n",
      "1098      158\n",
      "162       123\n",
      "10671      98\n",
      "5741       61\n",
      "46311      48\n",
      "25211      36\n",
      "27331      28\n",
      "5591       27\n",
      "18981      22\n",
      "7551       18\n",
      "30791      10\n",
      "5761        9\n",
      "43041       9\n",
      "10551       5\n",
      "40571       3\n",
      "43031       3\n",
      "28481       3\n",
      "1222        2\n",
      "12531       2\n",
      "10691       1\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "project_id_counts = df['Project ID'].value_counts()\n",
    "print(\"Уникальные значения и их количества в колонке 'Project ID':\")\n",
    "print(project_id_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5ec3068",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>изучим какой Merchant ID соверщает больше всего операций</strong></span></span></p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "e03a2bee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1581\n"
     ]
    }
   ],
   "source": [
    "most_common_merchant_id = df['Merchant ID'].value_counts().idxmax()\n",
    "print (most_common_merchant_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "525f40d6",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>изучим какие операции и на какие суммы проводит этот Merchant ID</strong></span></span></p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "997b3b9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Operation Type\n",
      "sale    2947\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "operations_count = df[df['Merchant ID'] == 1581]['Operation Type'].value_counts()\n",
    "print (operations_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "5b992319",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Channel Currency\n",
      "EUR    2289\n",
      "USD     656\n",
      "AUD       2\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Merchant ID'] == 1581]\n",
    "currency_operations = filtered_df['Channel Currency'].value_counts()\n",
    "print(currency_operations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b548f71",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>подозрения вызывают оплаты в валюте AUD, посмотрим на эти операции внимательнее</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "6a5e9aac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID      Operation ID Payment ID Operation Type  \\\n",
      "4321          NaN  5047440010096662  348036368           sale   \n",
      "6228       1299.0  5020574010095152  347615865           sale   \n",
      "\n",
      "              Operation Status  Secure 3ds Check  Channel Amount  \\\n",
      "4321                   decline               NaN           41.55   \n",
      "6228  awaiting redirect result               NaN          400.00   \n",
      "\n",
      "     Channel Currency Operation created at Date Payment Method Type  \\\n",
      "4321              AUD                2022-02-28            unionpay   \n",
      "6228              AUD                2022-02-27     cash/cashtocode   \n",
      "\n",
      "        Account Number  Merchant ID  Project ID Customer ID  \\\n",
      "4321  621729******6435         1581        5771       13571   \n",
      "6228               NaN         1581        5771       26477   \n",
      "\n",
      "               Customer Email         Card Holder Issuer Country Name  \\\n",
      "4321  chrismersch@hotmail.com  CHRISTOPHER MERSCH                 NaN   \n",
      "6228  lukemaybury@hotmail.com                 NaN                 NaN   \n",
      "\n",
      "     Country By IP Name Customer IP V4 V6 Issuer Bank Name  \n",
      "4321          Australia    193.115.114.86              NaN  \n",
      "6228          Australia      120.156.3.77              NaN  \n"
     ]
    }
   ],
   "source": [
    "filtered_data = df[(df['Channel Currency'] == 'AUD') & (df['Merchant ID'] == 1581)]\n",
    "print(filtered_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64fc8c53",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>при проверке данных об оплате в валюте AUD аномалий не выявлено.\n",
    "Посмотрми внимательнее на оплаты для Merchant ID 1581 по странам выпуска карты, IP адресу плательщика и валюте оплаты</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "1e39d4b5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Issuer Country Name\n",
      "Norway                             547\n",
      "Spain                              293\n",
      "Australia                          280\n",
      "Poland                             194\n",
      "Canada                             188\n",
      "Denmark                            181\n",
      "Japan                              168\n",
      "Sweden                             141\n",
      "Germany                            122\n",
      "Ireland                            118\n",
      "Israel                              89\n",
      "Italy                               64\n",
      "Jordan                              54\n",
      "Greece                              51\n",
      "Mexico                              43\n",
      "Romania                             41\n",
      "Bulgaria                            40\n",
      "Austria                             28\n",
      "Belgium                             27\n",
      "United States                       24\n",
      "France                              23\n",
      "Switzerland                         20\n",
      "New Zealand                         20\n",
      "Czech Republic                      20\n",
      "United Kingdom                      18\n",
      "Lithuania                           15\n",
      "Hungary                             15\n",
      "Kosovo                              14\n",
      "Guatemala                           12\n",
      "Brazil                              12\n",
      "Palestinian Territory, Occupied      9\n",
      "Iraq                                 9\n",
      "Dominican Republic                   7\n",
      "Turkey                               6\n",
      "Argentina                            5\n",
      "Chile                                5\n",
      "Netherlands                          4\n",
      "Oman                                 4\n",
      "Costa Rica                           4\n",
      "Korea, Republic of                   3\n",
      "Philippines                          3\n",
      "Portugal                             3\n",
      "Finland                              3\n",
      "Morocco                              2\n",
      "Colombia                             2\n",
      "Georgia                              2\n",
      "Iceland                              2\n",
      "Ukraine                              2\n",
      "Guyana                               2\n",
      "Ghana                                1\n",
      "El Salvador                          1\n",
      "Egypt                                1\n",
      "Latvia                               1\n",
      "Saudi Arabia                         1\n",
      "Puerto Rico                          1\n",
      "Name: count, dtype: int64 Country By IP Name\n",
      "Norway                549\n",
      "Russian Federation    371\n",
      "Denmark               353\n",
      "Spain                 234\n",
      "Australia             190\n",
      "Canada                189\n",
      "Poland                179\n",
      "Sweden                149\n",
      "Germany               108\n",
      "Ireland                99\n",
      "Israel                 89\n",
      "Italy                  64\n",
      "Greece                 51\n",
      "New Zealand            50\n",
      "Kazakhstan             42\n",
      "Romania                40\n",
      "Bulgaria               31\n",
      "Singapore              23\n",
      "Belgium                22\n",
      "Czech Republic         21\n",
      "Austria                20\n",
      "Switzerland            18\n",
      "Albania                14\n",
      "Hungary                12\n",
      "Reunion                12\n",
      "Turkey                  5\n",
      "Finland                 3\n",
      "India                   3\n",
      "Japan                   2\n",
      "Faroe Islands           2\n",
      "Guyana                  2\n",
      "Name: count, dtype: int64 Channel Currency\n",
      "EUR    2289\n",
      "USD     656\n",
      "AUD       2\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df_filtered = df[df['Merchant ID'] == 1581]\n",
    "issuer_countries = df_filtered['Issuer Country Name'].value_counts()\n",
    "ip_countries = df_filtered['Country By IP Name'].value_counts()\n",
    "channel_currencies = df_filtered['Channel Currency'].value_counts()\n",
    "print (issuer_countries, ip_countries, channel_currencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "d8b521b4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_filtered = df[df['Merchant ID'] == 1581]\n",
    "\n",
    "table = df_filtered.groupby(['Issuer Country Name', 'Country By IP Name', 'Channel Currency']).size().reset_index(name='Count')\n",
    "table.to_excel(\"output.xlsx\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f79a11d5",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Получили 162 набора операций, некоторые из которых вызывают подозрения. Изучим 5 операций в USD сделанные из России.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "1c9f3ae5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "782         1293.0  83280010093731  332368119           sale          decline   \n",
      "9996        1293.0  23695010043911  332375042           sale          decline   \n",
      "10263       1293.0  20577010043681  332372492           sale          decline   \n",
      "10331       1293.0  19601010043401  332375465           sale          decline   \n",
      "10491       1293.0  17683010043191  332372061           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "782                 NaN           24.14              USD   \n",
      "9996                NaN           24.14              USD   \n",
      "10263               NaN           24.14              USD   \n",
      "10331               NaN           24.14              USD   \n",
      "10491               NaN           24.14              USD   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "782                  2022-01-30          mastercard  525855******9007   \n",
      "9996                 2022-01-30          mastercard  536087******7116   \n",
      "10263                2022-01-30          mastercard  554730******1930   \n",
      "10331                2022-01-30          mastercard  536087******7259   \n",
      "10491                2022-01-30          mastercard  525855******5171   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID     Customer Email     Card Holder  \\\n",
      "782           1581        5771      133367  duuudin85@mail.ru  SEGSDR SREGEVF   \n",
      "9996          1581        5771      133367  duuudin85@mail.ru    SEGRD DRHGFB   \n",
      "10263         1581        5771      133367  duuudin85@mail.ru       SEGR DRHG   \n",
      "10331         1581        5771      133367  duuudin85@mail.ru      SEFEGS DTH   \n",
      "10491         1581        5771      133367  duuudin85@mail.ru   JHKJHN JHUKNM   \n",
      "\n",
      "      Issuer Country Name  Country By IP Name Customer IP V4 V6  \\\n",
      "782             Argentina  Russian Federation        5.62.19.48   \n",
      "9996            Argentina  Russian Federation        5.62.19.48   \n",
      "10263           Argentina  Russian Federation        5.62.19.48   \n",
      "10331           Argentina  Russian Federation        5.62.19.48   \n",
      "10491           Argentina  Russian Federation        5.62.19.48   \n",
      "\n",
      "               Issuer Bank Name  \n",
      "782      ALAU TECNOLOGIA S.A.U.  \n",
      "9996   HSBC BANK ARGENTINA S.A.  \n",
      "10263          MERCADOLIBRE SRL  \n",
      "10331  HSBC BANK ARGENTINA S.A.  \n",
      "10491    ALAU TECNOLOGIA S.A.U.  \n"
     ]
    }
   ],
   "source": [
    "df_filtered = df[(df['Issuer Country Name'] == 'Argentina') & (df['Country By IP Name'] == 'Russian Federation') & (df['Channel Currency'] == 'USD') & (df['Merchant ID'] == 1581)]\n",
    "print (df_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6008e089",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Все операции совершены одним плательщиком в одну дату на одинаковые суммы и с одного IP адреса, но плательщик несколько раз менял имя плательщика и отменил все оплаты. Посмотрим на этого платещика внимательнее.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "4c0b7bec",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID                            Payment ID  \\\n",
      "35             NaN  99498010092461      25953551785cc75d953c2945ef8681d5   \n",
      "53             NaN  99274010093791                             332413928   \n",
      "58             NaN  99223010092971                             332420905   \n",
      "59          1293.0  99159010092451      b42243e51e8ed182db2420917a9df78e   \n",
      "95             NaN  98373010092031  ed92be95-d09d-4a2d-aaaa-3bbcacb121d4   \n",
      "...            ...             ...                                   ...   \n",
      "10982       1293.0  11115010043471                             332394373   \n",
      "10987          NaN  11062010041991  fc6620d7-f965-43d8-af94-b36477c4d5f5   \n",
      "10989          NaN  11035010042881                             332381179   \n",
      "11007          NaN  10712010043191                             332402089   \n",
      "11055          NaN   1026010042861                             332417974   \n",
      "\n",
      "      Operation Type Operation Status  Secure 3ds Check  Channel Amount  \\\n",
      "35              sale          decline               NaN            9.69   \n",
      "53              sale          decline               NaN           21.65   \n",
      "58              sale          decline               NaN           21.65   \n",
      "59              sale          decline               NaN            9.69   \n",
      "95              sale          decline               NaN           11.00   \n",
      "...              ...              ...               ...             ...   \n",
      "10982           sale          decline               NaN           24.14   \n",
      "10987           sale          decline               NaN           11.00   \n",
      "10989           sale          decline               NaN           21.65   \n",
      "11007           sale          decline               NaN           21.65   \n",
      "11055           sale          decline               NaN           21.65   \n",
      "\n",
      "      Channel Currency Operation created at Date Payment Method Type  \\\n",
      "35                 EUR                2022-01-23          mastercard   \n",
      "53                 EUR                2022-01-30          mastercard   \n",
      "58                 EUR                2022-01-30                visa   \n",
      "59                 EUR                2022-01-23          mastercard   \n",
      "95                 USD                2022-01-23          mastercard   \n",
      "...                ...                       ...                 ...   \n",
      "10982              USD                2022-01-30          mastercard   \n",
      "10987              USD                2022-01-23          mastercard   \n",
      "10989              EUR                2022-01-30                visa   \n",
      "11007              EUR                2022-01-30          mastercard   \n",
      "11055              EUR                2022-01-30                visa   \n",
      "\n",
      "         Account Number  Merchant ID  Project ID  \\\n",
      "35     549701******6697          278       22431   \n",
      "53     553390******6644         1581        5771   \n",
      "58     402396******1013         1581        5771   \n",
      "59     519348******5346          278       26751   \n",
      "95     516622******9427          212         726   \n",
      "...                 ...          ...         ...   \n",
      "10982  510008******6302         1581        5771   \n",
      "10987  531926******0893          212         726   \n",
      "10989  473341******2784         1581        5771   \n",
      "11007  528683******5859         1581        5771   \n",
      "11055  492915******7009         1581        5771   \n",
      "\n",
      "                                             Customer ID     Customer Email  \\\n",
      "35                      8ba8aa0ac77133680329648aaad0109c  duuudin85@mail.ru   \n",
      "53                                                133367  duuudin85@mail.ru   \n",
      "58                                                133367  duuudin85@mail.ru   \n",
      "59                      8ba8aa0ac77133680329648aaad0109c  duuudin85@mail.ru   \n",
      "95     523927104ac252a76d599ac2c4a5eeb3d0855d6a7a8664...  duuudin85@mail.ru   \n",
      "...                                                  ...                ...   \n",
      "10982                                             133367  duuudin85@mail.ru   \n",
      "10987  b25604734bca36608a6e3b56a089f21af977dd21081972...  duuudin85@mail.ru   \n",
      "10989                                             133367  duuudin85@mail.ru   \n",
      "11007                                             133367  duuudin85@mail.ru   \n",
      "11055                                             133367  duuudin85@mail.ru   \n",
      "\n",
      "            Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "35     ALEKSEY SHISHKIN             Germany  Russian Federation   \n",
      "53            SEG FTJGN             Germany  Russian Federation   \n",
      "58        SEGXRHB DRTHB      United Kingdom  Russian Federation   \n",
      "59     ALEKSEY SHISHKIN                Peru  Russian Federation   \n",
      "95     ALEKSEY SHISHKIN             Ireland  Russian Federation   \n",
      "...                 ...                 ...                 ...   \n",
      "10982       SEGXDV DRHB         Netherlands  Russian Federation   \n",
      "10987  ALEKSEY SHISHKIN               Chile  Russian Federation   \n",
      "10989       ERDHGT RFTH       United States  Russian Federation   \n",
      "11007     SEXDHGB SDRHG      United Kingdom  Russian Federation   \n",
      "11055        SEGD DRHCB      United Kingdom  Russian Federation   \n",
      "\n",
      "      Customer IP V4 V6                Issuer Bank Name  \n",
      "35           5.62.18.60  DEUTSCHER SPARKASSEN UND GIROV  \n",
      "53           5.62.19.48  LUFTHANSA AIRPLUS SERVICEKARTE  \n",
      "58           5.62.19.48            Vanquis Bank Limited  \n",
      "59           5.62.18.88          BBVA BANCO CONTINENTAL  \n",
      "95           5.62.18.88            KBC BANK IRELAND PLC  \n",
      "...                 ...                             ...  \n",
      "10982        5.62.19.48  INTERNATIONAL CARD SERVICES BV  \n",
      "10987        5.62.18.88  COOPERATIVA DE AHORRO Y CREDIT  \n",
      "10989        5.62.19.48           Twinstar Credit Union  \n",
      "11007        5.62.19.48            BANK OF SCOTLAND PLC  \n",
      "11055        5.62.19.48            BARCLAYS BANK UK PLC  \n",
      "\n",
      "[869 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'duuudin85@mail.ru']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "bf15c0d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "53             NaN  99274010093791  332413928           sale          decline   \n",
      "58             NaN  99223010092971  332420905           sale          decline   \n",
      "99          1293.0  98310010093371  332394718           sale          decline   \n",
      "100         1941.0   9829010043471  332564217           sale          decline   \n",
      "101         1293.0   9829010043461  332564217           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10956          NaN  11525010043631  332534498           sale          decline   \n",
      "10982       1293.0  11115010043471  332394373           sale          decline   \n",
      "10989          NaN  11035010042881  332381179           sale          decline   \n",
      "11007          NaN  10712010043191  332402089           sale          decline   \n",
      "11055          NaN   1026010042861  332417974           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "53                  NaN           21.65              EUR   \n",
      "58                  NaN           21.65              EUR   \n",
      "99                  NaN           24.14              USD   \n",
      "100                 NaN           24.28              USD   \n",
      "101                 NaN           24.28              USD   \n",
      "...                 ...             ...              ...   \n",
      "10956               NaN           21.65              EUR   \n",
      "10982               NaN           24.14              USD   \n",
      "10989               NaN           21.65              EUR   \n",
      "11007               NaN           21.65              EUR   \n",
      "11055               NaN           21.65              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "53                   2022-01-30          mastercard  553390******6644   \n",
      "58                   2022-01-30                visa  402396******1013   \n",
      "99                   2022-01-30          mastercard  513142******9904   \n",
      "100                  2022-01-30          mastercard  554764******1910   \n",
      "101                  2022-01-30          mastercard  554764******1910   \n",
      "...                         ...                 ...               ...   \n",
      "10956                2022-01-30          mastercard  548602******8500   \n",
      "10982                2022-01-30          mastercard  510008******6302   \n",
      "10989                2022-01-30                visa  473341******2784   \n",
      "11007                2022-01-30          mastercard  528683******5859   \n",
      "11055                2022-01-30                visa  492915******7009   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID     Customer Email    Card Holder  \\\n",
      "53            1581        5771      133367  duuudin85@mail.ru      SEG FTJGN   \n",
      "58            1581        5771      133367  duuudin85@mail.ru  SEGXRHB DRTHB   \n",
      "99            1581        5771      133367  duuudin85@mail.ru     SEXDGB FNG   \n",
      "100           1581        5771      133367  duuudin85@mail.ru     SRHD ERDYH   \n",
      "101           1581        5771      133367  duuudin85@mail.ru     SRHD ERDYH   \n",
      "...            ...         ...         ...                ...            ...   \n",
      "10956         1581        5771      133367  duuudin85@mail.ru     DRHFN DRHF   \n",
      "10982         1581        5771      133367  duuudin85@mail.ru    SEGXDV DRHB   \n",
      "10989         1581        5771      133367  duuudin85@mail.ru    ERDHGT RFTH   \n",
      "11007         1581        5771      133367  duuudin85@mail.ru  SEXDHGB SDRHG   \n",
      "11055         1581        5771      133367  duuudin85@mail.ru     SEGD DRHCB   \n",
      "\n",
      "      Issuer Country Name  Country By IP Name Customer IP V4 V6  \\\n",
      "53                Germany  Russian Federation        5.62.19.48   \n",
      "58         United Kingdom  Russian Federation        5.62.19.48   \n",
      "99                 France  Russian Federation        5.62.19.48   \n",
      "100                Mexico          Kazakhstan       5.62.62.185   \n",
      "101                Mexico          Kazakhstan       5.62.62.185   \n",
      "...                   ...                 ...               ...   \n",
      "10956             Germany          Kazakhstan       5.62.62.185   \n",
      "10982         Netherlands  Russian Federation        5.62.19.48   \n",
      "10989       United States  Russian Federation        5.62.19.48   \n",
      "11007      United Kingdom  Russian Federation        5.62.19.48   \n",
      "11055      United Kingdom  Russian Federation        5.62.19.48   \n",
      "\n",
      "                     Issuer Bank Name  \n",
      "53     LUFTHANSA AIRPLUS SERVICEKARTE  \n",
      "58               Vanquis Bank Limited  \n",
      "99               CREDIT AGRICOLE S.A.  \n",
      "100         BANCO MERCANTIL DEL NORTE  \n",
      "101         BANCO MERCANTIL DEL NORTE  \n",
      "...                               ...  \n",
      "10956  DZ BANK AG DEUTSCHE ZENTRAL-GE  \n",
      "10982  INTERNATIONAL CARD SERVICES BV  \n",
      "10989           Twinstar Credit Union  \n",
      "11007            BANK OF SCOTLAND PLC  \n",
      "11055            BARCLAYS BANK UK PLC  \n",
      "\n",
      "[458 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer ID'] == '133367']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "c15415e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 278 1581  212 2901  300 6841   46 4011]\n"
     ]
    }
   ],
   "source": [
    "unique_merchant_ids = df[df['Customer Email'] == 'duuudin85@mail.ru']['Merchant ID'].unique()\n",
    "print (unique_merchant_ids)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ba04261",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Видно что плательщик в Customer ID 133367 и Customer Email duuudin85@mail.ru совершает много операций, всенда меняя указываемую страну, банк, имя и отменяя операции. По поведению очень похож на фродстера.      </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fa2bb45",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>проверим другие подозриельные операции с Mercahnt ID 1581.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "c7ec2d70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID      Operation ID Payment ID Operation Type  \\\n",
      "303        1941.0    92278010095791  347335592           sale   \n",
      "350        1941.0    91565010095041  347333675           sale   \n",
      "2638       1941.0    59827010089081  347662144           sale   \n",
      "3895       1941.0  5053105010096482  348044143           sale   \n",
      "4840       1941.0  5039577010096142  347646777           sale   \n",
      "4855       1941.0  5039372010096002  347860519           sale   \n",
      "\n",
      "     Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "303           success               NaN           26.42              USD   \n",
      "350           decline               NaN           30.03              USD   \n",
      "2638          success               NaN           37.30              USD   \n",
      "3895          success               NaN           37.04              USD   \n",
      "4840          success               NaN           37.30              USD   \n",
      "4855          success               NaN           73.47              USD   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "303                 2022-02-26          mastercard  521729******8655   \n",
      "350                 2022-02-26          mastercard  521729******8655   \n",
      "2638                2022-02-27          mastercard  521729******8655   \n",
      "3895                2022-02-28          mastercard  521729******8655   \n",
      "4840                2022-02-27          mastercard  521729******8655   \n",
      "4855                2022-02-27          mastercard  521729******8655   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID            Customer Email  \\\n",
      "303          1581        5771      136153  Benniboi2008@live.com.au   \n",
      "350          1581        5771      136153  Benniboi2008@live.com.au   \n",
      "2638         1581        5771      136153  Benniboi2008@live.com.au   \n",
      "3895         1581        5771      136153  Benniboi2008@live.com.au   \n",
      "4840         1581        5771      136153  Benniboi2008@live.com.au   \n",
      "4855         1581        5771      136153  Benniboi2008@live.com.au   \n",
      "\n",
      "      Card Holder Issuer Country Name Country By IP Name Customer IP V4 V6  \\\n",
      "303   BENN FAMELI           Australia             Canada      198.8.85.252   \n",
      "350   BENN FAMELI           Australia             Canada      198.8.85.252   \n",
      "2638  BENN FAMELI           Australia             Canada      198.8.85.232   \n",
      "3895  BENN FAMELI           Australia             Canada      198.8.85.237   \n",
      "4840  BENN FAMELI           Australia             Canada      198.8.85.236   \n",
      "4855  BENN FAMELI           Australia             Canada      198.8.85.234   \n",
      "\n",
      "                    Issuer Bank Name  \n",
      "303   COMMONWEALTH BANK OF AUSTRALIA  \n",
      "350   COMMONWEALTH BANK OF AUSTRALIA  \n",
      "2638  COMMONWEALTH BANK OF AUSTRALIA  \n",
      "3895  COMMONWEALTH BANK OF AUSTRALIA  \n",
      "4840  COMMONWEALTH BANK OF AUSTRALIA  \n",
      "4855  COMMONWEALTH BANK OF AUSTRALIA  \n"
     ]
    }
   ],
   "source": [
    "df_filtered = df[(df['Issuer Country Name'] == 'Australia') & (df['Country By IP Name'] == 'Canada') & (df['Channel Currency'] == 'USD')]\n",
    "print (df_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f41f41a8",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Здесь подозрения не подтвердились. Посмотрми на другие аномалии с Merchant ID 1581. Например есть плательщик, который из России оплачивал бразильской картой покупки в долларах. И есть другие аномалии. Рассмотрим их подробнее.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "6955b8b2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID                            Payment ID  \\\n",
      "789         1293.0  83181010096811                             347653593   \n",
      "790         1293.0  83181010096801                             347653593   \n",
      "791         1293.0  83181010096791                             347653593   \n",
      "792         1293.0  83181010096781                             347653593   \n",
      "793         1293.0  83181010096771                             347653593   \n",
      "794         1293.0  83181010096761                             347653593   \n",
      "9616        1293.0  27607010046031                             347671728   \n",
      "9617        1293.0  27607010046021                             347671728   \n",
      "9618        1293.0  27607010046011                             347671728   \n",
      "9619        1293.0  27607010046001                             347671728   \n",
      "9620        1293.0  27607010045991                             347671728   \n",
      "9621        1293.0  27607010045981                             347671728   \n",
      "12118       1293.0  57768010082731  54ab04c6-d2c6-4102-befc-b44c7f9fc8da   \n",
      "\n",
      "      Operation Type Operation Status  Secure 3ds Check  Channel Amount  \\\n",
      "789             sale          success               NaN           101.0   \n",
      "790             sale          decline               NaN           101.0   \n",
      "791             sale          decline               NaN           101.0   \n",
      "792             sale          decline               NaN           101.0   \n",
      "793             sale          decline               NaN           101.0   \n",
      "794             sale          decline               NaN           101.0   \n",
      "9616            sale          success               NaN           101.0   \n",
      "9617            sale          decline               NaN           101.0   \n",
      "9618            sale          decline               NaN           101.0   \n",
      "9619            sale          decline               NaN           101.0   \n",
      "9620            sale          decline               NaN           101.0   \n",
      "9621            sale          decline               NaN           101.0   \n",
      "12118           sale          success               NaN            20.0   \n",
      "\n",
      "      Channel Currency Operation created at Date Payment Method Type  \\\n",
      "789                EUR                2022-02-27                visa   \n",
      "790                EUR                2022-02-27                visa   \n",
      "791                EUR                2022-02-27                visa   \n",
      "792                EUR                2022-02-27                visa   \n",
      "793                EUR                2022-02-27                visa   \n",
      "794                EUR                2022-02-27                visa   \n",
      "9616               EUR                2022-02-27                visa   \n",
      "9617               EUR                2022-02-27                visa   \n",
      "9618               EUR                2022-02-27                visa   \n",
      "9619               EUR                2022-02-27                visa   \n",
      "9620               EUR                2022-02-27                visa   \n",
      "9621               EUR                2022-02-27                visa   \n",
      "12118              EUR                2021-12-29          mastercard   \n",
      "\n",
      "         Account Number  Merchant ID  Project ID  \\\n",
      "789    497831******0351         1581        5771   \n",
      "790    497831******0351         1581        5771   \n",
      "791    497831******0351         1581        5771   \n",
      "792    497831******0351         1581        5771   \n",
      "793    497831******0351         1581        5771   \n",
      "794    497831******0351         1581        5771   \n",
      "9616   497831******0351         1581        5771   \n",
      "9617   497831******0351         1581        5771   \n",
      "9618   497831******0351         1581        5771   \n",
      "9619   497831******0351         1581        5771   \n",
      "9620   497831******0351         1581        5771   \n",
      "9621   497831******0351         1581        5771   \n",
      "12118  531364******6354          212       46311   \n",
      "\n",
      "                                             Customer ID  \\\n",
      "789                                               138255   \n",
      "790                                               138255   \n",
      "791                                               138255   \n",
      "792                                               138255   \n",
      "793                                               138255   \n",
      "794                                               138255   \n",
      "9616                                              138255   \n",
      "9617                                              138255   \n",
      "9618                                              138255   \n",
      "9619                                              138255   \n",
      "9620                                              138255   \n",
      "9621                                              138255   \n",
      "12118  a22c008c22e916be1cc3f904040d09bfa1c78dd0d81cf5...   \n",
      "\n",
      "               Customer Email        Card Holder Issuer Country Name  \\\n",
      "789    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "790    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "791    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "792    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "793    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "794    pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9616   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9617   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9618   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9619   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9620   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "9621   pascale.rnb7@gmail.com  RENAMBATZ PASCALE              France   \n",
      "12118   aliassade04@gmail.com         ALI ASSADE              France   \n",
      "\n",
      "      Country By IP Name                        Customer IP V4 V6  \\\n",
      "789              Reunion                             83.198.20.86   \n",
      "790              Reunion                             83.198.20.86   \n",
      "791              Reunion                             83.198.20.86   \n",
      "792              Reunion                             83.198.20.86   \n",
      "793              Reunion                             83.198.20.86   \n",
      "794              Reunion                             83.198.20.86   \n",
      "9616             Reunion                             83.198.20.86   \n",
      "9617             Reunion                             83.198.20.86   \n",
      "9618             Reunion                             83.198.20.86   \n",
      "9619             Reunion                             83.198.20.86   \n",
      "9620             Reunion                             83.198.20.86   \n",
      "9621             Reunion                             83.198.20.86   \n",
      "12118            Reunion  2a02:26f7:d340:4000:395b:9c11:2ce8:e19a   \n",
      "\n",
      "      Issuer Bank Name  \n",
      "789               BPCE  \n",
      "790               BPCE  \n",
      "791               BPCE  \n",
      "792               BPCE  \n",
      "793               BPCE  \n",
      "794               BPCE  \n",
      "9616              BPCE  \n",
      "9617              BPCE  \n",
      "9618              BPCE  \n",
      "9619              BPCE  \n",
      "9620              BPCE  \n",
      "9621              BPCE  \n",
      "12118      BNP PARIBAS  \n"
     ]
    }
   ],
   "source": [
    "df_filtered = df[(df['Issuer Country Name'] == 'France') & (df['Country By IP Name'] == 'Reunion') & (df['Channel Currency'] == 'EUR')]\n",
    "print (df_filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "0e7561a0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "789        1293.0  83181010096811  347653593           sale          success   \n",
      "790        1293.0  83181010096801  347653593           sale          decline   \n",
      "791        1293.0  83181010096791  347653593           sale          decline   \n",
      "792        1293.0  83181010096781  347653593           sale          decline   \n",
      "793        1293.0  83181010096771  347653593           sale          decline   \n",
      "794        1293.0  83181010096761  347653593           sale          decline   \n",
      "9616       1293.0  27607010046031  347671728           sale          success   \n",
      "9617       1293.0  27607010046021  347671728           sale          decline   \n",
      "9618       1293.0  27607010046011  347671728           sale          decline   \n",
      "9619       1293.0  27607010046001  347671728           sale          decline   \n",
      "9620       1293.0  27607010045991  347671728           sale          decline   \n",
      "9621       1293.0  27607010045981  347671728           sale          decline   \n",
      "\n",
      "      Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "789                NaN           101.0              EUR   \n",
      "790                NaN           101.0              EUR   \n",
      "791                NaN           101.0              EUR   \n",
      "792                NaN           101.0              EUR   \n",
      "793                NaN           101.0              EUR   \n",
      "794                NaN           101.0              EUR   \n",
      "9616               NaN           101.0              EUR   \n",
      "9617               NaN           101.0              EUR   \n",
      "9618               NaN           101.0              EUR   \n",
      "9619               NaN           101.0              EUR   \n",
      "9620               NaN           101.0              EUR   \n",
      "9621               NaN           101.0              EUR   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "789                 2022-02-27                visa  497831******0351   \n",
      "790                 2022-02-27                visa  497831******0351   \n",
      "791                 2022-02-27                visa  497831******0351   \n",
      "792                 2022-02-27                visa  497831******0351   \n",
      "793                 2022-02-27                visa  497831******0351   \n",
      "794                 2022-02-27                visa  497831******0351   \n",
      "9616                2022-02-27                visa  497831******0351   \n",
      "9617                2022-02-27                visa  497831******0351   \n",
      "9618                2022-02-27                visa  497831******0351   \n",
      "9619                2022-02-27                visa  497831******0351   \n",
      "9620                2022-02-27                visa  497831******0351   \n",
      "9621                2022-02-27                visa  497831******0351   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID          Customer Email  \\\n",
      "789          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "790          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "791          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "792          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "793          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "794          1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9616         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9617         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9618         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9619         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9620         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "9621         1581        5771      138255  pascale.rnb7@gmail.com   \n",
      "\n",
      "            Card Holder Issuer Country Name Country By IP Name  \\\n",
      "789   RENAMBATZ PASCALE              France            Reunion   \n",
      "790   RENAMBATZ PASCALE              France            Reunion   \n",
      "791   RENAMBATZ PASCALE              France            Reunion   \n",
      "792   RENAMBATZ PASCALE              France            Reunion   \n",
      "793   RENAMBATZ PASCALE              France            Reunion   \n",
      "794   RENAMBATZ PASCALE              France            Reunion   \n",
      "9616  RENAMBATZ PASCALE              France            Reunion   \n",
      "9617  RENAMBATZ PASCALE              France            Reunion   \n",
      "9618  RENAMBATZ PASCALE              France            Reunion   \n",
      "9619  RENAMBATZ PASCALE              France            Reunion   \n",
      "9620  RENAMBATZ PASCALE              France            Reunion   \n",
      "9621  RENAMBATZ PASCALE              France            Reunion   \n",
      "\n",
      "     Customer IP V4 V6 Issuer Bank Name  \n",
      "789       83.198.20.86             BPCE  \n",
      "790       83.198.20.86             BPCE  \n",
      "791       83.198.20.86             BPCE  \n",
      "792       83.198.20.86             BPCE  \n",
      "793       83.198.20.86             BPCE  \n",
      "794       83.198.20.86             BPCE  \n",
      "9616      83.198.20.86             BPCE  \n",
      "9617      83.198.20.86             BPCE  \n",
      "9618      83.198.20.86             BPCE  \n",
      "9619      83.198.20.86             BPCE  \n",
      "9620      83.198.20.86             BPCE  \n",
      "9621      83.198.20.86             BPCE  \n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'pascale.rnb7@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3de9fc9d",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>этот плательщик ведет себя странно, но не подозрительно, проверим других</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "860254df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "171         1293.0  96905010095311  347172968           sale          decline   \n",
      "172         1293.0  96905010095291  347172968           sale          decline   \n",
      "238         1293.0  94832010092691  332410869           sale          decline   \n",
      "428         1293.0  89350010096261  347845356           sale          success   \n",
      "429         1293.0  89350010096251  347845356           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10407       1293.0  18799010045771  347406053           sale          decline   \n",
      "10977       1293.0  11206010045701  347191816           sale          decline   \n",
      "11020       1293.0  10527010045541  347195864           sale          decline   \n",
      "11021       1293.0  10527010045531  347195864           sale          decline   \n",
      "11022       1293.0  10527010045521  347195864           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "171                 NaN           89.70              EUR   \n",
      "172                 NaN           89.70              EUR   \n",
      "238                 NaN           21.65              EUR   \n",
      "428                 NaN           45.36              EUR   \n",
      "429                 NaN           45.36              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10407               NaN           45.35              EUR   \n",
      "10977               NaN           89.70              EUR   \n",
      "11020               NaN           45.35              EUR   \n",
      "11021               NaN           45.35              EUR   \n",
      "11022               NaN           45.35              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "171                  2022-02-26                visa  461676******8378   \n",
      "172                  2022-02-26                visa  461676******8378   \n",
      "238                  2022-01-30                visa  453450******3392   \n",
      "428                  2022-02-27                visa  461676******0069   \n",
      "429                  2022-02-27                visa  461676******0069   \n",
      "...                         ...                 ...               ...   \n",
      "10407                2022-02-26                visa  461676******0069   \n",
      "10977                2022-02-26                visa  433287******1861   \n",
      "11020                2022-02-26                visa  433287******1861   \n",
      "11021                2022-02-26                visa  433287******1861   \n",
      "11022                2022-02-26                visa  433287******1861   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID        Customer Email  \\\n",
      "171           1581        5771       27308  sukronr370@gmail.com   \n",
      "172           1581        5771       27308  sukronr370@gmail.com   \n",
      "238           1581        5771      133367     duuudin85@mail.ru   \n",
      "428           1581        5771       27308  sukronr370@gmail.com   \n",
      "429           1581        5771       27308  sukronr370@gmail.com   \n",
      "...            ...         ...         ...                   ...   \n",
      "10407         1581        5771       27308  sukronr370@gmail.com   \n",
      "10977         1581        5771       27308  sukronr370@gmail.com   \n",
      "11020         1581        5771       27308  sukronr370@gmail.com   \n",
      "11021         1581        5771       27308  sukronr370@gmail.com   \n",
      "11022         1581        5771       27308  sukronr370@gmail.com   \n",
      "\n",
      "           Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "171    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "172    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "238         SEGD DSRGB               Japan  Russian Federation   \n",
      "428        NANAMI KONO               Japan  Russian Federation   \n",
      "429        NANAMI KONO               Japan  Russian Federation   \n",
      "...                ...                 ...                 ...   \n",
      "10407      NANAMI KONO               Japan  Russian Federation   \n",
      "10977  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11020  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11021  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11022  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "\n",
      "      Customer IP V4 V6               Issuer Bank Name  \n",
      "171          5.8.16.147           Resona Bank, Limited  \n",
      "172          5.8.16.147           Resona Bank, Limited  \n",
      "238          5.62.19.48  Mitsubishi UFJ Nicos Co., Ltd  \n",
      "428          5.8.16.147           Resona Bank, Limited  \n",
      "429          5.8.16.147           Resona Bank, Limited  \n",
      "...                 ...                            ...  \n",
      "10407        5.8.16.148           Resona Bank, Limited  \n",
      "10977        5.8.16.147       SB PAYMENT SERVICE CORP.  \n",
      "11020        5.8.16.147       SB PAYMENT SERVICE CORP.  \n",
      "11021        5.8.16.147       SB PAYMENT SERVICE CORP.  \n",
      "11022        5.8.16.147       SB PAYMENT SERVICE CORP.  \n",
      "\n",
      "[133 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "df_filtered = df[(df['Issuer Country Name'] == 'Japan') & (df['Country By IP Name'] == 'Russian Federation') & (df['Channel Currency'] == 'EUR')]\n",
    "print (df_filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "b6a5d826",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "171         1293.0  96905010095311  347172968           sale          decline   \n",
      "172         1293.0  96905010095291  347172968           sale          decline   \n",
      "428         1293.0  89350010096261  347845356           sale          success   \n",
      "429         1293.0  89350010096251  347845356           sale          decline   \n",
      "430         1293.0  89350010096241  347845356           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10407       1293.0  18799010045771  347406053           sale          decline   \n",
      "10977       1293.0  11206010045701  347191816           sale          decline   \n",
      "11020       1293.0  10527010045541  347195864           sale          decline   \n",
      "11021       1293.0  10527010045531  347195864           sale          decline   \n",
      "11022       1293.0  10527010045521  347195864           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "171                 NaN           89.70              EUR   \n",
      "172                 NaN           89.70              EUR   \n",
      "428                 NaN           45.36              EUR   \n",
      "429                 NaN           45.36              EUR   \n",
      "430                 NaN           45.36              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10407               NaN           45.35              EUR   \n",
      "10977               NaN           89.70              EUR   \n",
      "11020               NaN           45.35              EUR   \n",
      "11021               NaN           45.35              EUR   \n",
      "11022               NaN           45.35              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "171                  2022-02-26                visa  461676******8378   \n",
      "172                  2022-02-26                visa  461676******8378   \n",
      "428                  2022-02-27                visa  461676******0069   \n",
      "429                  2022-02-27                visa  461676******0069   \n",
      "430                  2022-02-27                visa  461676******0069   \n",
      "...                         ...                 ...               ...   \n",
      "10407                2022-02-26                visa  461676******0069   \n",
      "10977                2022-02-26                visa  433287******1861   \n",
      "11020                2022-02-26                visa  433287******1861   \n",
      "11021                2022-02-26                visa  433287******1861   \n",
      "11022                2022-02-26                visa  433287******1861   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID        Customer Email  \\\n",
      "171           1581        5771       27308  sukronr370@gmail.com   \n",
      "172           1581        5771       27308  sukronr370@gmail.com   \n",
      "428           1581        5771       27308  sukronr370@gmail.com   \n",
      "429           1581        5771       27308  sukronr370@gmail.com   \n",
      "430           1581        5771       27308  sukronr370@gmail.com   \n",
      "...            ...         ...         ...                   ...   \n",
      "10407         1581        5771       27308  sukronr370@gmail.com   \n",
      "10977         1581        5771       27308  sukronr370@gmail.com   \n",
      "11020         1581        5771       27308  sukronr370@gmail.com   \n",
      "11021         1581        5771       27308  sukronr370@gmail.com   \n",
      "11022         1581        5771       27308  sukronr370@gmail.com   \n",
      "\n",
      "           Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "171    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "172    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "428        NANAMI KONO               Japan  Russian Federation   \n",
      "429        NANAMI KONO               Japan  Russian Federation   \n",
      "430        NANAMI KONO               Japan  Russian Federation   \n",
      "...                ...                 ...                 ...   \n",
      "10407      NANAMI KONO               Japan  Russian Federation   \n",
      "10977  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11020  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11021  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11022  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "\n",
      "      Customer IP V4 V6          Issuer Bank Name  \n",
      "171          5.8.16.147      Resona Bank, Limited  \n",
      "172          5.8.16.147      Resona Bank, Limited  \n",
      "428          5.8.16.147      Resona Bank, Limited  \n",
      "429          5.8.16.147      Resona Bank, Limited  \n",
      "430          5.8.16.147      Resona Bank, Limited  \n",
      "...                 ...                       ...  \n",
      "10407        5.8.16.148      Resona Bank, Limited  \n",
      "10977        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11020        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11021        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11022        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "\n",
      "[152 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'sukronr370@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "94d118f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "171         1293.0  96905010095311  347172968           sale          decline   \n",
      "172         1293.0  96905010095291  347172968           sale          decline   \n",
      "428         1293.0  89350010096261  347845356           sale          success   \n",
      "429         1293.0  89350010096251  347845356           sale          decline   \n",
      "430         1293.0  89350010096241  347845356           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10407       1293.0  18799010045771  347406053           sale          decline   \n",
      "10977       1293.0  11206010045701  347191816           sale          decline   \n",
      "11020       1293.0  10527010045541  347195864           sale          decline   \n",
      "11021       1293.0  10527010045531  347195864           sale          decline   \n",
      "11022       1293.0  10527010045521  347195864           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "171                 NaN           89.70              EUR   \n",
      "172                 NaN           89.70              EUR   \n",
      "428                 NaN           45.36              EUR   \n",
      "429                 NaN           45.36              EUR   \n",
      "430                 NaN           45.36              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10407               NaN           45.35              EUR   \n",
      "10977               NaN           89.70              EUR   \n",
      "11020               NaN           45.35              EUR   \n",
      "11021               NaN           45.35              EUR   \n",
      "11022               NaN           45.35              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "171                  2022-02-26                visa  461676******8378   \n",
      "172                  2022-02-26                visa  461676******8378   \n",
      "428                  2022-02-27                visa  461676******0069   \n",
      "429                  2022-02-27                visa  461676******0069   \n",
      "430                  2022-02-27                visa  461676******0069   \n",
      "...                         ...                 ...               ...   \n",
      "10407                2022-02-26                visa  461676******0069   \n",
      "10977                2022-02-26                visa  433287******1861   \n",
      "11020                2022-02-26                visa  433287******1861   \n",
      "11021                2022-02-26                visa  433287******1861   \n",
      "11022                2022-02-26                visa  433287******1861   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID        Customer Email  \\\n",
      "171           1581        5771       27308  sukronr370@gmail.com   \n",
      "172           1581        5771       27308  sukronr370@gmail.com   \n",
      "428           1581        5771       27308  sukronr370@gmail.com   \n",
      "429           1581        5771       27308  sukronr370@gmail.com   \n",
      "430           1581        5771       27308  sukronr370@gmail.com   \n",
      "...            ...         ...         ...                   ...   \n",
      "10407         1581        5771       27308  sukronr370@gmail.com   \n",
      "10977         1581        5771       27308  sukronr370@gmail.com   \n",
      "11020         1581        5771       27308  sukronr370@gmail.com   \n",
      "11021         1581        5771       27308  sukronr370@gmail.com   \n",
      "11022         1581        5771       27308  sukronr370@gmail.com   \n",
      "\n",
      "           Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "171    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "172    SYOUDAI DEGUCHI               Japan  Russian Federation   \n",
      "428        NANAMI KONO               Japan  Russian Federation   \n",
      "429        NANAMI KONO               Japan  Russian Federation   \n",
      "430        NANAMI KONO               Japan  Russian Federation   \n",
      "...                ...                 ...                 ...   \n",
      "10407      NANAMI KONO               Japan  Russian Federation   \n",
      "10977  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11020  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11021  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "11022  HIDEYUKI OKITSU               Japan  Russian Federation   \n",
      "\n",
      "      Customer IP V4 V6          Issuer Bank Name  \n",
      "171          5.8.16.147      Resona Bank, Limited  \n",
      "172          5.8.16.147      Resona Bank, Limited  \n",
      "428          5.8.16.147      Resona Bank, Limited  \n",
      "429          5.8.16.147      Resona Bank, Limited  \n",
      "430          5.8.16.147      Resona Bank, Limited  \n",
      "...                 ...                       ...  \n",
      "10407        5.8.16.148      Resona Bank, Limited  \n",
      "10977        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11020        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11021        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "11022        5.8.16.147  SB PAYMENT SERVICE CORP.  \n",
      "\n",
      "[152 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer ID'] == '27308']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e590c3b0",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>плательщик с Customer ID 27308 и емейлом sukronr370@gmail.com совершает много подозирительных операций из России, похож на фродстера </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f18b085",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>изучим другие аномалии в данных</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26962191",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>посмотрим в каких валютах есть оплаты</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "c3b4f057",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['RUB' 'EUR' 'USD' 'MYR' 'UAH' 'THB' 'AZN' 'NGN' 'UZS' 'KZT' 'GHS' 'TRY'\n",
      " 'VND' 'INR' nan 'IDR' 'BRL' 'UGX' 'AUD' 'CAD' 'KES' 'SEK' 'GEL' 'BYN']\n"
     ]
    }
   ],
   "source": [
    "unique_currencies = df['Channel Currency'].unique()\n",
    "print(unique_currencies)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74a5a384",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>изучим виды оплат </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "8a0e7dcc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['sale' 'payout' 'recurring' 'commission' 'customer action' 'refund'\n",
      " 'manual change']\n"
     ]
    }
   ],
   "source": [
    "unique_currencies = df['Operation Type'].unique()\n",
    "print(unique_currencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "9ebd6ef2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['success' 'decline' 'external processing' 'external error'\n",
      " 'awaiting redirect result']\n"
     ]
    }
   ],
   "source": [
    "unique_currencies = df['Operation Status'].unique()\n",
    "print(unique_currencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "cc47d8ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['visa' 'mastercard' 'webmoney-light' 'banks/malaysia' 'banks/thailand'\n",
      " 'mir' 'banks/thai-qr' 'card-partner' 'monetix' 'maestro' 'capitaller'\n",
      " 'MTN' 'cup/bank' 'flutterwave' 'banks/vietnam' 'banks/india' 'kassa24'\n",
      " 'ecopayz' 'TELE2' 'mobile' 'BEELINE' 'ALTEL' 'webmoney' 'WMZ' 'advcash'\n",
      " 'banks/indonesia-va' 'bank-transfer/upi' 'ACTIV' 'banks/indonesia-qr'\n",
      " 'KCELL' 'pix' nan 'unionpay' 'banks/promptpay' 'wallet/momopay'\n",
      " 'wallet/true-money' 'banks/indonesia' 'wallet/phonepe' 'amex'\n",
      " 'cash/cashtocode' 'discover']\n"
     ]
    }
   ],
   "source": [
    "unique_method = df['Payment Method Type'].unique()\n",
    "print(unique_method)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e683bfb5",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>для обработки удалим пропуски в Channel Amount и Channel Currency</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "3d6a77b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna(subset=['Channel Amount'])\n",
    "df = df.dropna(subset=['Channel Currency'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b85ee2e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "593a05ef",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>выдвинем гипотезу, что аномально малые платежи могут быть признаком фрода. Найдем платежи с суммой меньше или равно единицы и рассмотрим их</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "50f6c5b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID      Operation ID                            Payment ID  \\\n",
      "2994        4971.0    55308010090651                            6021118608   \n",
      "2996        5921.0    55308010090631                            6021118608   \n",
      "3090        4971.0    54015010090721                            6021117215   \n",
      "3092        5921.0    54015010090701                            6021117215   \n",
      "3460        4971.0  5058712010102032                            6021143116   \n",
      "3462        5921.0  5058712010102012                            6021143116   \n",
      "10061       4971.0    22781010048991                            6021066936   \n",
      "10063       5921.0    22781010048971                            6021066936   \n",
      "10444       4971.0    18294010047491                            6021067635   \n",
      "10446       5921.0    18294010047471                            6021067635   \n",
      "12934       1293.0  5054094010089752  38b2fec8-7972-44fa-8ff5-ebd88f24aa02   \n",
      "\n",
      "      Operation Type Operation Status  Secure 3ds Check  Channel Amount  \\\n",
      "2994            sale          decline               0.0             1.0   \n",
      "2996            sale          decline               NaN             1.0   \n",
      "3090            sale          decline               0.0             1.0   \n",
      "3092            sale          decline               NaN             1.0   \n",
      "3460            sale          decline               0.0             1.0   \n",
      "3462            sale          decline               NaN             1.0   \n",
      "10061           sale          decline               0.0             1.0   \n",
      "10063           sale          decline               NaN             1.0   \n",
      "10444           sale          decline               0.0             1.0   \n",
      "10446           sale          decline               NaN             1.0   \n",
      "12934           sale          decline               NaN             1.0   \n",
      "\n",
      "      Channel Currency Operation created at Date Payment Method Type  \\\n",
      "2994               EUR                2022-03-30          mastercard   \n",
      "2996               EUR                2022-03-30          mastercard   \n",
      "3090               EUR                2022-03-30          mastercard   \n",
      "3092               EUR                2022-03-30          mastercard   \n",
      "3460               EUR                2022-03-30          mastercard   \n",
      "3462               EUR                2022-03-30          mastercard   \n",
      "10061              EUR                2022-03-30          mastercard   \n",
      "10063              EUR                2022-03-30          mastercard   \n",
      "10444              EUR                2022-03-30          mastercard   \n",
      "10446              EUR                2022-03-30          mastercard   \n",
      "12934              EUR                2021-12-29                visa   \n",
      "\n",
      "         Account Number  Merchant ID  Project ID  \\\n",
      "2994   553691******8110           39         321   \n",
      "2996   553691******8110           39         321   \n",
      "3090   553691******8110           39         321   \n",
      "3092   553691******8110           39         321   \n",
      "3460   553691******8110           39         321   \n",
      "3462   553691******8110           39         321   \n",
      "10061  553691******8110           39         321   \n",
      "10063  553691******8110           39         321   \n",
      "10444  553691******8110           39         321   \n",
      "10446  553691******8110           39         321   \n",
      "12934  428312******7604          212       43031   \n",
      "\n",
      "                                             Customer ID  \\\n",
      "2994                                             3331957   \n",
      "2996                                             3331957   \n",
      "3090                                             3331957   \n",
      "3092                                             3331957   \n",
      "3460                                             3331957   \n",
      "3462                                             3331957   \n",
      "10061                                            3331957   \n",
      "10063                                            3331957   \n",
      "10444                                            3331957   \n",
      "10446                                            3331957   \n",
      "12934  9505f05202b383d426dbcb2f1c6ff4226ccfeaff4436ff...   \n",
      "\n",
      "              Customer Email          Card Holder Issuer Country Name  \\\n",
      "2994   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "2996   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "3090   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "3092   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "3460   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "3462   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "10061  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "10063  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "10444  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "10446  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
      "12934    devilke80@gmail.com  IFJ. HALASZI LASZLO             Hungary   \n",
      "\n",
      "       Country By IP Name Customer IP V4 V6  \\\n",
      "2994   Russian Federation    213.87.135.150   \n",
      "2996   Russian Federation    213.87.135.150   \n",
      "3090   Russian Federation    213.87.135.150   \n",
      "3092   Russian Federation    213.87.135.150   \n",
      "3460   Russian Federation    213.87.135.150   \n",
      "3462   Russian Federation    213.87.135.150   \n",
      "10061  Russian Federation      46.31.26.231   \n",
      "10063  Russian Federation      46.31.26.231   \n",
      "10444  Russian Federation      46.31.26.231   \n",
      "10446  Russian Federation      46.31.26.231   \n",
      "12934             Hungary    176.241.59.212   \n",
      "\n",
      "                                        Issuer Bank Name  \n",
      "2994                                        TINKOFF BANK  \n",
      "2996                                        TINKOFF BANK  \n",
      "3090                                        TINKOFF BANK  \n",
      "3092                                        TINKOFF BANK  \n",
      "3460                                        TINKOFF BANK  \n",
      "3462                                        TINKOFF BANK  \n",
      "10061                                       TINKOFF BANK  \n",
      "10063                                       TINKOFF BANK  \n",
      "10444                                       TINKOFF BANK  \n",
      "10446                                       TINKOFF BANK  \n",
      "12934  MTB Magyar Takarekszovetkezeti Bank Zrt. (aka MTB  \n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[(df['Channel Amount'] <= 1) & (df['Operation Type'] == 'sale')]\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "c62b804a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 11 entries, 2994 to 12934\n",
      "Data columns (total 20 columns):\n",
      " #   Column                     Non-Null Count  Dtype         \n",
      "---  ------                     --------------  -----         \n",
      " 0   Provider ID                11 non-null     float64       \n",
      " 1   Operation ID               11 non-null     int64         \n",
      " 2   Payment ID                 11 non-null     object        \n",
      " 3   Operation Type             11 non-null     object        \n",
      " 4   Operation Status           11 non-null     object        \n",
      " 5   Secure 3ds Check           5 non-null      float64       \n",
      " 6   Channel Amount             11 non-null     float64       \n",
      " 7   Channel Currency           11 non-null     object        \n",
      " 8   Operation created at Date  11 non-null     datetime64[ns]\n",
      " 9   Payment Method Type        11 non-null     object        \n",
      " 10  Account Number             11 non-null     object        \n",
      " 11  Merchant ID                11 non-null     int64         \n",
      " 12  Project ID                 11 non-null     int64         \n",
      " 13  Customer ID                11 non-null     object        \n",
      " 14  Customer Email             11 non-null     object        \n",
      " 15  Card Holder                11 non-null     object        \n",
      " 16  Issuer Country Name        11 non-null     object        \n",
      " 17  Country By IP Name         11 non-null     object        \n",
      " 18  Customer IP V4 V6          11 non-null     object        \n",
      " 19  Issuer Bank Name           11 non-null     object        \n",
      "dtypes: datetime64[ns](1), float64(3), int64(3), object(13)\n",
      "memory usage: 1.8+ KB\n"
     ]
    }
   ],
   "source": [
    "filtered_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "de2f1a70",
   "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>Provider ID</th>\n",
       "      <th>Operation ID</th>\n",
       "      <th>Payment ID</th>\n",
       "      <th>Operation Type</th>\n",
       "      <th>Operation Status</th>\n",
       "      <th>Secure 3ds Check</th>\n",
       "      <th>Channel Amount</th>\n",
       "      <th>Channel Currency</th>\n",
       "      <th>Operation created at Date</th>\n",
       "      <th>Payment Method Type</th>\n",
       "      <th>Account Number</th>\n",
       "      <th>Merchant ID</th>\n",
       "      <th>Project ID</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Customer Email</th>\n",
       "      <th>Card Holder</th>\n",
       "      <th>Issuer Country Name</th>\n",
       "      <th>Country By IP Name</th>\n",
       "      <th>Customer IP V4 V6</th>\n",
       "      <th>Issuer Bank Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2994</th>\n",
       "      <td>4971.0</td>\n",
       "      <td>55308010090651</td>\n",
       "      <td>6021118608</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2996</th>\n",
       "      <td>5921.0</td>\n",
       "      <td>55308010090631</td>\n",
       "      <td>6021118608</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3090</th>\n",
       "      <td>4971.0</td>\n",
       "      <td>54015010090721</td>\n",
       "      <td>6021117215</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3092</th>\n",
       "      <td>5921.0</td>\n",
       "      <td>54015010090701</td>\n",
       "      <td>6021117215</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3460</th>\n",
       "      <td>4971.0</td>\n",
       "      <td>5058712010102032</td>\n",
       "      <td>6021143116</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3462</th>\n",
       "      <td>5921.0</td>\n",
       "      <td>5058712010102012</td>\n",
       "      <td>6021143116</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>213.87.135.150</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10061</th>\n",
       "      <td>4971.0</td>\n",
       "      <td>22781010048991</td>\n",
       "      <td>6021066936</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>46.31.26.231</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10063</th>\n",
       "      <td>5921.0</td>\n",
       "      <td>22781010048971</td>\n",
       "      <td>6021066936</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>46.31.26.231</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10444</th>\n",
       "      <td>4971.0</td>\n",
       "      <td>18294010047491</td>\n",
       "      <td>6021067635</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>46.31.26.231</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10446</th>\n",
       "      <td>5921.0</td>\n",
       "      <td>18294010047471</td>\n",
       "      <td>6021067635</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2022-03-30</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>553691******8110</td>\n",
       "      <td>39</td>\n",
       "      <td>321</td>\n",
       "      <td>3331957</td>\n",
       "      <td>mokraguzov-85@mail.ru</td>\n",
       "      <td>SERGEY MOKRAGUZOV</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>46.31.26.231</td>\n",
       "      <td>TINKOFF BANK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12934</th>\n",
       "      <td>1293.0</td>\n",
       "      <td>5054094010089752</td>\n",
       "      <td>38b2fec8-7972-44fa-8ff5-ebd88f24aa02</td>\n",
       "      <td>sale</td>\n",
       "      <td>decline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>EUR</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>visa</td>\n",
       "      <td>428312******7604</td>\n",
       "      <td>212</td>\n",
       "      <td>43031</td>\n",
       "      <td>9505f05202b383d426dbcb2f1c6ff4226ccfeaff4436ff...</td>\n",
       "      <td>devilke80@gmail.com</td>\n",
       "      <td>IFJ. HALASZI LASZLO</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>176.241.59.212</td>\n",
       "      <td>MTB Magyar Takarekszovetkezeti Bank Zrt. (aka MTB</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Provider ID      Operation ID                            Payment ID  \\\n",
       "2994        4971.0    55308010090651                            6021118608   \n",
       "2996        5921.0    55308010090631                            6021118608   \n",
       "3090        4971.0    54015010090721                            6021117215   \n",
       "3092        5921.0    54015010090701                            6021117215   \n",
       "3460        4971.0  5058712010102032                            6021143116   \n",
       "3462        5921.0  5058712010102012                            6021143116   \n",
       "10061       4971.0    22781010048991                            6021066936   \n",
       "10063       5921.0    22781010048971                            6021066936   \n",
       "10444       4971.0    18294010047491                            6021067635   \n",
       "10446       5921.0    18294010047471                            6021067635   \n",
       "12934       1293.0  5054094010089752  38b2fec8-7972-44fa-8ff5-ebd88f24aa02   \n",
       "\n",
       "      Operation Type Operation Status  Secure 3ds Check  Channel Amount  \\\n",
       "2994            sale          decline               0.0             1.0   \n",
       "2996            sale          decline               NaN             1.0   \n",
       "3090            sale          decline               0.0             1.0   \n",
       "3092            sale          decline               NaN             1.0   \n",
       "3460            sale          decline               0.0             1.0   \n",
       "3462            sale          decline               NaN             1.0   \n",
       "10061           sale          decline               0.0             1.0   \n",
       "10063           sale          decline               NaN             1.0   \n",
       "10444           sale          decline               0.0             1.0   \n",
       "10446           sale          decline               NaN             1.0   \n",
       "12934           sale          decline               NaN             1.0   \n",
       "\n",
       "      Channel Currency Operation created at Date Payment Method Type  \\\n",
       "2994               EUR                2022-03-30          mastercard   \n",
       "2996               EUR                2022-03-30          mastercard   \n",
       "3090               EUR                2022-03-30          mastercard   \n",
       "3092               EUR                2022-03-30          mastercard   \n",
       "3460               EUR                2022-03-30          mastercard   \n",
       "3462               EUR                2022-03-30          mastercard   \n",
       "10061              EUR                2022-03-30          mastercard   \n",
       "10063              EUR                2022-03-30          mastercard   \n",
       "10444              EUR                2022-03-30          mastercard   \n",
       "10446              EUR                2022-03-30          mastercard   \n",
       "12934              EUR                2021-12-29                visa   \n",
       "\n",
       "         Account Number  Merchant ID  Project ID  \\\n",
       "2994   553691******8110           39         321   \n",
       "2996   553691******8110           39         321   \n",
       "3090   553691******8110           39         321   \n",
       "3092   553691******8110           39         321   \n",
       "3460   553691******8110           39         321   \n",
       "3462   553691******8110           39         321   \n",
       "10061  553691******8110           39         321   \n",
       "10063  553691******8110           39         321   \n",
       "10444  553691******8110           39         321   \n",
       "10446  553691******8110           39         321   \n",
       "12934  428312******7604          212       43031   \n",
       "\n",
       "                                             Customer ID  \\\n",
       "2994                                             3331957   \n",
       "2996                                             3331957   \n",
       "3090                                             3331957   \n",
       "3092                                             3331957   \n",
       "3460                                             3331957   \n",
       "3462                                             3331957   \n",
       "10061                                            3331957   \n",
       "10063                                            3331957   \n",
       "10444                                            3331957   \n",
       "10446                                            3331957   \n",
       "12934  9505f05202b383d426dbcb2f1c6ff4226ccfeaff4436ff...   \n",
       "\n",
       "              Customer Email          Card Holder Issuer Country Name  \\\n",
       "2994   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "2996   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "3090   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "3092   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "3460   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "3462   mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "10061  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "10063  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "10444  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "10446  mokraguzov-85@mail.ru    SERGEY MOKRAGUZOV  Russian Federation   \n",
       "12934    devilke80@gmail.com  IFJ. HALASZI LASZLO             Hungary   \n",
       "\n",
       "       Country By IP Name Customer IP V4 V6  \\\n",
       "2994   Russian Federation    213.87.135.150   \n",
       "2996   Russian Federation    213.87.135.150   \n",
       "3090   Russian Federation    213.87.135.150   \n",
       "3092   Russian Federation    213.87.135.150   \n",
       "3460   Russian Federation    213.87.135.150   \n",
       "3462   Russian Federation    213.87.135.150   \n",
       "10061  Russian Federation      46.31.26.231   \n",
       "10063  Russian Federation      46.31.26.231   \n",
       "10444  Russian Federation      46.31.26.231   \n",
       "10446  Russian Federation      46.31.26.231   \n",
       "12934             Hungary    176.241.59.212   \n",
       "\n",
       "                                        Issuer Bank Name  \n",
       "2994                                        TINKOFF BANK  \n",
       "2996                                        TINKOFF BANK  \n",
       "3090                                        TINKOFF BANK  \n",
       "3092                                        TINKOFF BANK  \n",
       "3460                                        TINKOFF BANK  \n",
       "3462                                        TINKOFF BANK  \n",
       "10061                                       TINKOFF BANK  \n",
       "10063                                       TINKOFF BANK  \n",
       "10444                                       TINKOFF BANK  \n",
       "10446                                       TINKOFF BANK  \n",
       "12934  MTB Magyar Takarekszovetkezeti Bank Zrt. (aka MTB  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df.head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29301dc3",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Обнаружено 10 операций, проведенных одним плательщиком в одну дату с одной и той же карты и с одном Merchant ID. Такое поведение плательщика выглядит подозрительно. Рассмотрми какие еще операции совершает этот плательщик.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "5aebc7d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[39]\n"
     ]
    }
   ],
   "source": [
    "unique_merchant_ids = df[df['Customer Email'] == 'mokraguzov-85@mail.ru']['Merchant ID'].unique()\n",
    "print (unique_merchant_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "7bec749c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[39]\n"
     ]
    }
   ],
   "source": [
    "unique_merchant_ids = df[df['Customer ID'] == '3331957']['Merchant ID'].unique()\n",
    "print (unique_merchant_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "e105abce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID      Operation ID  Payment ID Operation Type  \\\n",
      "2993        4971.0    55308010090661  6021118608           sale   \n",
      "2994        4971.0    55308010090651  6021118608           sale   \n",
      "2995        5921.0    55308010090641  6021118608           sale   \n",
      "2996        5921.0    55308010090631  6021118608           sale   \n",
      "3089        4971.0    54015010090731  6021117215           sale   \n",
      "3090        4971.0    54015010090721  6021117215           sale   \n",
      "3091        5921.0    54015010090711  6021117215           sale   \n",
      "3092        5921.0    54015010090701  6021117215           sale   \n",
      "3459        4971.0  5058712010102042  6021143116           sale   \n",
      "3460        4971.0  5058712010102032  6021143116           sale   \n",
      "3461        5921.0  5058712010102022  6021143116           sale   \n",
      "3462        5921.0  5058712010102012  6021143116           sale   \n",
      "4599        4971.0  5042548010101022  6021167793           sale   \n",
      "4600        4971.0  5042548010101012  6021167793           sale   \n",
      "4601        5921.0  5042548010101002  6021167793           sale   \n",
      "4602        5921.0  5042548010100992  6021167793           sale   \n",
      "10060       4971.0    22781010049001  6021066936           sale   \n",
      "10061       4971.0    22781010048991  6021066936           sale   \n",
      "10062       5921.0    22781010048981  6021066936           sale   \n",
      "10063       5921.0    22781010048971  6021066936           sale   \n",
      "10443       4971.0    18294010047501  6021067635           sale   \n",
      "10444       4971.0    18294010047491  6021067635           sale   \n",
      "10445       5921.0    18294010047481  6021067635           sale   \n",
      "10446       5921.0    18294010047471  6021067635           sale   \n",
      "\n",
      "      Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "2993           decline               0.0            1.11              USD   \n",
      "2994           decline               0.0            1.00              EUR   \n",
      "2995           decline               NaN            1.11              USD   \n",
      "2996           decline               NaN            1.00              EUR   \n",
      "3089           decline               0.0            1.11              USD   \n",
      "3090           decline               0.0            1.00              EUR   \n",
      "3091           decline               NaN            1.11              USD   \n",
      "3092           decline               NaN            1.00              EUR   \n",
      "3459           decline               0.0            1.11              USD   \n",
      "3460           decline               0.0            1.00              EUR   \n",
      "3461           decline               NaN            1.11              USD   \n",
      "3462           decline               NaN            1.00              EUR   \n",
      "4599           decline               0.0            2.22              USD   \n",
      "4600           decline               0.0            2.00              EUR   \n",
      "4601           decline               NaN            2.22              USD   \n",
      "4602           decline               NaN            2.00              EUR   \n",
      "10060          decline               0.0            1.11              USD   \n",
      "10061          decline               0.0            1.00              EUR   \n",
      "10062          decline               NaN            1.11              USD   \n",
      "10063          decline               NaN            1.00              EUR   \n",
      "10443          decline               0.0            1.11              USD   \n",
      "10444          decline               0.0            1.00              EUR   \n",
      "10445          decline               NaN            1.11              USD   \n",
      "10446          decline               NaN            1.00              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "2993                 2022-03-30          mastercard  553691******8110   \n",
      "2994                 2022-03-30          mastercard  553691******8110   \n",
      "2995                 2022-03-30          mastercard  553691******8110   \n",
      "2996                 2022-03-30          mastercard  553691******8110   \n",
      "3089                 2022-03-30          mastercard  553691******8110   \n",
      "3090                 2022-03-30          mastercard  553691******8110   \n",
      "3091                 2022-03-30          mastercard  553691******8110   \n",
      "3092                 2022-03-30          mastercard  553691******8110   \n",
      "3459                 2022-03-30          mastercard  553691******8110   \n",
      "3460                 2022-03-30          mastercard  553691******8110   \n",
      "3461                 2022-03-30          mastercard  553691******8110   \n",
      "3462                 2022-03-30          mastercard  553691******8110   \n",
      "4599                 2022-03-30          mastercard  553691******8110   \n",
      "4600                 2022-03-30          mastercard  553691******8110   \n",
      "4601                 2022-03-30          mastercard  553691******8110   \n",
      "4602                 2022-03-30          mastercard  553691******8110   \n",
      "10060                2022-03-30          mastercard  553691******8110   \n",
      "10061                2022-03-30          mastercard  553691******8110   \n",
      "10062                2022-03-30          mastercard  553691******8110   \n",
      "10063                2022-03-30          mastercard  553691******8110   \n",
      "10443                2022-03-30          mastercard  553691******8110   \n",
      "10444                2022-03-30          mastercard  553691******8110   \n",
      "10445                2022-03-30          mastercard  553691******8110   \n",
      "10446                2022-03-30          mastercard  553691******8110   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID         Customer Email  \\\n",
      "2993            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "2994            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "2995            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "2996            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3089            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3090            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3091            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3092            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3459            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3460            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3461            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "3462            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "4599            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "4600            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "4601            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "4602            39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10060           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10061           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10062           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10063           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10443           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10444           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10445           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "10446           39         321     3331957  mokraguzov-85@mail.ru   \n",
      "\n",
      "             Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "2993   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "2994   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "2995   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "2996   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3089   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3090   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3091   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3092   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3459   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3460   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3461   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "3462   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "4599   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "4600   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "4601   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "4602   SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10060  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10061  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10062  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10063  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10443  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10444  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10445  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "10446  SERGEY MOKRAGUZOV  Russian Federation  Russian Federation   \n",
      "\n",
      "      Customer IP V4 V6 Issuer Bank Name  \n",
      "2993     213.87.135.150     TINKOFF BANK  \n",
      "2994     213.87.135.150     TINKOFF BANK  \n",
      "2995     213.87.135.150     TINKOFF BANK  \n",
      "2996     213.87.135.150     TINKOFF BANK  \n",
      "3089     213.87.135.150     TINKOFF BANK  \n",
      "3090     213.87.135.150     TINKOFF BANK  \n",
      "3091     213.87.135.150     TINKOFF BANK  \n",
      "3092     213.87.135.150     TINKOFF BANK  \n",
      "3459     213.87.135.150     TINKOFF BANK  \n",
      "3460     213.87.135.150     TINKOFF BANK  \n",
      "3461     213.87.135.150     TINKOFF BANK  \n",
      "3462     213.87.135.150     TINKOFF BANK  \n",
      "4599     213.87.135.150     TINKOFF BANK  \n",
      "4600     213.87.135.150     TINKOFF BANK  \n",
      "4601     213.87.135.150     TINKOFF BANK  \n",
      "4602     213.87.135.150     TINKOFF BANK  \n",
      "10060      46.31.26.231     TINKOFF BANK  \n",
      "10061      46.31.26.231     TINKOFF BANK  \n",
      "10062      46.31.26.231     TINKOFF BANK  \n",
      "10063      46.31.26.231     TINKOFF BANK  \n",
      "10443      46.31.26.231     TINKOFF BANK  \n",
      "10444      46.31.26.231     TINKOFF BANK  \n",
      "10445      46.31.26.231     TINKOFF BANK  \n",
      "10446      46.31.26.231     TINKOFF BANK  \n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer ID'] == '3331957']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee9720b6",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>обнаружено 24 операции, совершенных одном плательщиком с одной карты с однтим и тем же Merchant ID в одну дату на аномально маленькие суммы и все отмененные. </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17880199",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Рассмтрим другие аномалии. Изучим, какие плательщики более всего совершают отмененных покупок.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "3cd73f8c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Customer ID совершающий больше всего покупок со статусом 'decline': 133367\n",
      "Количество покупок со статусом 'decline': 455\n"
     ]
    }
   ],
   "source": [
    "decline_counts = df[df['Operation Status'] == 'decline'].groupby('Customer ID').size().reset_index(name='Decline Count')\n",
    "max_decline_customer_id = decline_counts.loc[decline_counts['Decline Count'].idxmax()]\n",
    "print(\"Customer ID совершающий больше всего покупок со статусом 'decline':\", max_decline_customer_id['Customer ID'])\n",
    "print(\"Количество покупок со статусом 'decline':\", max_decline_customer_id['Decline Count'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deb0430a",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Это уже встреченный ранее подозрительный плательщик 133367</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "63c58d77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1581 2690\n"
     ]
    }
   ],
   "source": [
    "decline_count = df[df['Operation Status'] == 'decline'].groupby('Merchant ID').size()\n",
    "merchant_id_with_most_declines = decline_count.idxmax()\n",
    "most_declines_count = decline_count.max()\n",
    "print (merchant_id_with_most_declines, most_declines_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "097b5504",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>У Merchat ID 1581 более всего операций со статусом decline это не удивительно, потому что это вообще самый результативный Merchant ID.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5190c0fb",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Изучим другие аномалии. Рассмотрим разные типы операций для поиска аномалий.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "e04a6b84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID  Payment ID Operation Type  \\\n",
      "76          4781.0  98498010097801  6021118805         payout   \n",
      "102         4971.0  98260010097431   W48236164         payout   \n",
      "106         4781.0  98220010098301  6021068288         payout   \n",
      "107         4881.0  98220010098291  6021068288         payout   \n",
      "108         4781.0  98220010098261  6021068288         payout   \n",
      "...            ...             ...         ...            ...   \n",
      "11049       4881.0  10373010047941  6021103283         payout   \n",
      "11064       2971.0    101010047731  6021102377         payout   \n",
      "11065       1841.0    101010047721  6021102377         payout   \n",
      "11066       6301.0    101010047711  6021102377         payout   \n",
      "11067       1431.0    101010047701  6021102377         payout   \n",
      "\n",
      "      Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "76             success               NaN          800.00              RUB   \n",
      "102            success               NaN          500.00              AZN   \n",
      "106            decline               NaN         7875.58              RUB   \n",
      "107            decline               NaN         7875.58              RUB   \n",
      "108            decline               NaN         7875.58              RUB   \n",
      "...                ...               ...             ...              ...   \n",
      "11049          decline               NaN        17501.30              RUB   \n",
      "11064          decline               NaN         4999.00              UAH   \n",
      "11065          decline               NaN        13994.55              UAH   \n",
      "11066          decline               NaN        13994.55              UAH   \n",
      "11067          decline               NaN         4999.00              UAH   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "76                   2022-03-30          mastercard  553691******7418   \n",
      "102                  2022-03-22          mastercard  524375******3571   \n",
      "106                  2022-03-30                visa  427831******9965   \n",
      "107                  2022-03-30                visa  427831******9965   \n",
      "108                  2022-03-30                visa  427831******9965   \n",
      "...                         ...                 ...               ...   \n",
      "11049                2022-03-30                visa  468597******4941   \n",
      "11064                2022-03-30          mastercard  535557******6677   \n",
      "11065                2022-03-30          mastercard  535557******6677   \n",
      "11066                2022-03-30          mastercard  535557******6677   \n",
      "11067                2022-03-30          mastercard  535557******6677   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID                Customer Email  \\\n",
      "76              39         321     4456474       markushev.dimas@mail.ru   \n",
      "102            278         983    10308953                           NaN   \n",
      "106             39         321     4521474   yusufbekfatixov13@gmail.com   \n",
      "107             39         321     4521474   yusufbekfatixov13@gmail.com   \n",
      "108             39         321     4521474   yusufbekfatixov13@gmail.com   \n",
      "...            ...         ...         ...                           ...   \n",
      "11049           39         321     2975035             daur010@gmail.com   \n",
      "11064           39         321     2207049  cristiano_ronaldo@rambler.ru   \n",
      "11065           39         321     2207049  cristiano_ronaldo@rambler.ru   \n",
      "11066           39         321     2207049  cristiano_ronaldo@rambler.ru   \n",
      "11067           39         321     2207049  cristiano_ronaldo@rambler.ru   \n",
      "\n",
      "             Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "76     MARKUSHEV DMITRII  Russian Federation  Russian Federation   \n",
      "102        HUMBTOV SAMIR          Azerbaijan          Azerbaijan   \n",
      "106       ISLOM TANGIROV          Uzbekistan          Uzbekistan   \n",
      "107       ISLOM TANGIROV          Uzbekistan          Uzbekistan   \n",
      "108       ISLOM TANGIROV          Uzbekistan          Uzbekistan   \n",
      "...                  ...                 ...                 ...   \n",
      "11049   DAUREN TUTKUSHEV          Uzbekistan          Uzbekistan   \n",
      "11064  STAS BOGUSLAVSKYI             Ukraine             Ukraine   \n",
      "11065  STAS BOGUSLAVSKYI             Ukraine             Ukraine   \n",
      "11066  STAS BOGUSLAVSKYI             Ukraine             Ukraine   \n",
      "11067  STAS BOGUSLAVSKYI             Ukraine             Ukraine   \n",
      "\n",
      "      Customer IP V4 V6                      Issuer Bank Name  \n",
      "76        188.170.77.66                          TINKOFF BANK  \n",
      "102        85.132.98.76               UNIBANK COMMERCIAL BANK  \n",
      "106        94.141.81.81                      JSCB Kapitalbank  \n",
      "107        94.141.81.81                      JSCB Kapitalbank  \n",
      "108        94.141.81.81                      JSCB Kapitalbank  \n",
      "...                 ...                                   ...  \n",
      "11049      84.54.94.173  Private OJSC Bank Asia Alliance Bank  \n",
      "11064    188.130.177.69        PUBLIC JOINT STOCK COMPANY \"AL  \n",
      "11065    188.130.177.69        PUBLIC JOINT STOCK COMPANY \"AL  \n",
      "11066    188.130.177.69        PUBLIC JOINT STOCK COMPANY \"AL  \n",
      "11067    188.130.177.69        PUBLIC JOINT STOCK COMPANY \"AL  \n",
      "\n",
      "[2199 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "payout_operations = df[df[\"Operation Type\"] == \"payout\"]\n",
    "print(payout_operations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "07bc781f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID      Operation ID                        Payment ID  \\\n",
      "240         4971.0    94739010097691  2521af6bd6fe2da127d24b75017c9c82   \n",
      "549         4971.0    87364010097591  4ae4ad6a0322868aac73af8f57a65393   \n",
      "971         4971.0    80605010097001  f0e2c71d82cdc1c7c2370e74c139b852   \n",
      "1010        4971.0    80316010097281  008cd4eb0082c9480d850d06138db736   \n",
      "1170        4971.0    78118010096751  667c73b7ebcfe67de0f21ca4f5fabe67   \n",
      "1337        4971.0    76082010098131  3d393ac7676a36bd7385af6a20c32cb8   \n",
      "1514        4971.0    73372010097721  3bcc412f52f9d0cbcdd19b220c6eee84   \n",
      "1620        4971.0    72488010096931  5dd42ee364e57ee85c52d14534d53953   \n",
      "1629        5931.0    72357010097521  06a05ad82ce3b2f9f5388bafef751ac4   \n",
      "1633        4971.0    72315010097841  97dece09b925d49bb560fcbf3ba6d29e   \n",
      "1962        5931.0    68134010092041  560d3e545134390734e721f58609ecd5   \n",
      "2004        4971.0    67691010090561  25c752636bfa923dc2d672b9dee39d96   \n",
      "2324        4971.0    63836010091351  894c27ef0b742984d0230f57196c7895   \n",
      "3285        4971.0    51750010091111  65fa987e894fc45173fb368bc723d3df   \n",
      "5541        4971.0  5028733010098562  260c83b371d76bfc34703654140b24fc   \n",
      "5727        4971.0  5026649010098942  c1f6fa5289450b1e7f2967c600306730   \n",
      "7399        4971.0  5003889010098842  4e701c964ac3df6b48f64fcbbc74527c   \n",
      "7581        4971.0  5001490010098532  d6891276920bd1476fc24cee5439769a   \n",
      "8032        4971.0    46720010062131  60ffe0936f073f2736779e7e2e584b6a   \n",
      "8754        4971.0    38324010048041  f4fcdb600e9c74411735fdcc6c3d8e8f   \n",
      "9392        4971.0    29882010048431  ae01b81bb7d7e1fb525efd41e08748e2   \n",
      "9407        4971.0    29493010048161  e4a0825d740a8199080b9e1b92097834   \n",
      "9927        5931.0    24655010047961  09916f6b6c4d8cad03d1e03752297878   \n",
      "10158       4971.0    21782010047361  02a038a6396001c045adc2d3ac94cca9   \n",
      "10927       4971.0    12031010047261  ab72a85ce71a83538276d0fbb0588069   \n",
      "11005       4971.0    10725010047661  06b25b20078a108ab3fec009801dbbdd   \n",
      "\n",
      "      Operation Type Operation Status  Secure 3ds Check  Channel Amount  \\\n",
      "240        recurring          success               NaN            3.00   \n",
      "549        recurring          success               NaN            4.00   \n",
      "971        recurring          decline               NaN           17.00   \n",
      "1010       recurring          success               NaN           15.00   \n",
      "1170       recurring          decline               NaN            6.00   \n",
      "1337       recurring          success               NaN           17.57   \n",
      "1514       recurring          decline               NaN           69.00   \n",
      "1620       recurring          decline               NaN           10.00   \n",
      "1629       recurring          decline               NaN        50000.00   \n",
      "1633       recurring          success               NaN           20.00   \n",
      "1962       recurring          decline               NaN        11000.00   \n",
      "2004       recurring          success               NaN            3.00   \n",
      "2324       recurring          success               NaN           30.00   \n",
      "3285       recurring          success               NaN           10.00   \n",
      "5541       recurring          success               NaN            5.00   \n",
      "5727       recurring          success               NaN            6.00   \n",
      "7399       recurring          success               NaN            6.12   \n",
      "7581       recurring          success               NaN           10.00   \n",
      "8032       recurring          decline               NaN            3.20   \n",
      "8754       recurring          success               NaN            5.00   \n",
      "9392       recurring          decline               NaN           44.00   \n",
      "9407       recurring          success               NaN            9.00   \n",
      "9927       recurring          success               NaN        11000.00   \n",
      "10158      recurring          decline               NaN            3.00   \n",
      "10927      recurring          success               NaN            4.00   \n",
      "11005      recurring          success               NaN            6.00   \n",
      "\n",
      "      Channel Currency Operation created at Date Payment Method Type  \\\n",
      "240                AZN                2022-03-22          mastercard   \n",
      "549                AZN                2022-03-22                visa   \n",
      "971                AZN                2022-03-22          mastercard   \n",
      "1010               AZN                2022-03-22                visa   \n",
      "1170               AZN                2022-03-22                visa   \n",
      "1337               AZN                2022-03-22                visa   \n",
      "1514               AZN                2022-03-22          mastercard   \n",
      "1620               AZN                2022-03-22          mastercard   \n",
      "1629               KZT                2022-03-22                visa   \n",
      "1633               AZN                2022-03-22          mastercard   \n",
      "1962               KZT                2022-03-22                visa   \n",
      "2004               AZN                2022-03-22                visa   \n",
      "2324               AZN                2022-03-22                visa   \n",
      "3285               AZN                2022-03-22                visa   \n",
      "5541               AZN                2022-03-22          mastercard   \n",
      "5727               AZN                2022-03-22                visa   \n",
      "7399               AZN                2022-03-22          mastercard   \n",
      "7581               AZN                2022-03-22                visa   \n",
      "8032               AZN                2022-03-22          mastercard   \n",
      "8754               AZN                2022-03-22          mastercard   \n",
      "9392               AZN                2022-03-22          mastercard   \n",
      "9407               AZN                2022-03-22                visa   \n",
      "9927               KZT                2022-03-22          mastercard   \n",
      "10158              AZN                2022-03-22                visa   \n",
      "10927              AZN                2022-03-22          mastercard   \n",
      "11005              AZN                2022-03-22          mastercard   \n",
      "\n",
      "         Account Number  Merchant ID  Project ID  \\\n",
      "240    510307******5341          278       22431   \n",
      "549    412720******1260          278       22431   \n",
      "971    526163******9157          278       22431   \n",
      "1010   416973******0952          278       22431   \n",
      "1170   416974******1812          278       22431   \n",
      "1337   409858******4130          278       22431   \n",
      "1514   510307******3180          278       22431   \n",
      "1620   510307******0044          278       22431   \n",
      "1629   440043******8965          278       22431   \n",
      "1633   544459******2960          278       22431   \n",
      "1962   440043******0958          278       22431   \n",
      "2004   409858******8170          278       22431   \n",
      "2324   416973******2317          278       22431   \n",
      "3285   412720******1260          278       22431   \n",
      "5541   510307******5341          278       22431   \n",
      "5727   412721******3136          278       22431   \n",
      "7399   523915******8400          278       22431   \n",
      "7581   416973******9370          278       22431   \n",
      "8032   510307******2349          278       22431   \n",
      "8754   524375******6996          278       22431   \n",
      "9392   510307******5898          278       22431   \n",
      "9407   416973******8869          278       22431   \n",
      "9927   516949******4673          278       22431   \n",
      "10158  409858******1170          278       22431   \n",
      "10927  510307******2349          278       22431   \n",
      "11005  526163******7781          278       22431   \n",
      "\n",
      "                            Customer ID                 Customer Email  \\\n",
      "240    198a7a69b510b4d85208b06883d5692a       dadasovtelman1@gmail.com   \n",
      "549    764a493502a004a74a56eeadf8909f66        jalismayilova@gmail.com   \n",
      "971    468b02fe0af6f1bde3788d0ad49de277      pervinmahmudov6@gmail.com   \n",
      "1010   2d3cdd9c3380b2eb5be68aa51bf87170       ulkerparlanova@gmail.com   \n",
      "1170   3af61ac5af72621dc57a4187b95b06cf           aljevramil@gmail.com   \n",
      "1337   def5b77a6949b45ac00e56f8925d16e6               rehman-215@bk.ru   \n",
      "1514   65af5a2ae438fce80c5da9b03cd84060            trabzon1992@mail.ru   \n",
      "1620   89fd529c0467ed01df705fc05b98a512          nagdalyennurn@mail.ru   \n",
      "1629   7f34fe3474653a75536242097842f5ee             dima919-89@mail.ru   \n",
      "1633   ef36b6fb89844ca847803ee26f491f6e        resid.eliyev.80@mail.ru   \n",
      "1962   4625b7c7639a3ecfcc00454f9e99a730            abuov.02@icloud.com   \n",
      "2004   2991dacab0a8d168acbfc40f3fff992b              samir3838@mail.ru   \n",
      "2324   537ab65b7ef90e67f71b896f226f4bb7       abbasli.seymur@gmail.com   \n",
      "3285   764a493502a004a74a56eeadf8909f66        jalismayilova@gmail.com   \n",
      "5541   198a7a69b510b4d85208b06883d5692a       dadasovtelman1@gmail.com   \n",
      "5727   c423211dac8ed3432870cf3b6c2af61b         axmed.mammedov@mail.ru   \n",
      "7399   3f529250ef758d85fa375d650d40e5eb  memmedzadeshahriyar@gmail.com   \n",
      "7581   a3a7d6214a4acfddfd4ae850da93397d               tyunisov@mail.ru   \n",
      "8032   c5adadd94ba2dd7dafde7a55cf7fa92d            nurunur03@gmail.com   \n",
      "8754   564771300e16c266e6032fb2ba678712        arafataraf863@gmail.com   \n",
      "9392   25d10f285d91b6ccf652cc6f4ed824e6            gunashov96@inbox.ru   \n",
      "9407   be2877e39700cae20ce6f0c0673a6a6b  mammadli.mahammad95@gmail.com   \n",
      "9927   0609ecfde8057a76ec45b87c81064a1e  dilshodmamataliev48@gmail.com   \n",
      "10158  827d84d68ad704878e56a36e4eae3854          zaliyev_ilqar@mail.ru   \n",
      "10927  c5adadd94ba2dd7dafde7a55cf7fa92d            nurunur03@gmail.com   \n",
      "11005  42bd17976bdf1e686f3bf32a6c0793f8     behbudzulfuqarli@gmail.com   \n",
      "\n",
      "                 Card Holder Issuer Country Name Country By IP Name  \\\n",
      "240           TELMAN DADASOV          Azerbaijan         Azerbaijan   \n",
      "549           JAL ISMAYILOVA          Azerbaijan         Azerbaijan   \n",
      "971             NIZAMI LIYEV          Azerbaijan         Azerbaijan   \n",
      "1010           ULKER KAMALLI          Azerbaijan         Azerbaijan   \n",
      "1170            ALIYEV RAMIL          Azerbaijan         Azerbaijan   \n",
      "1337         RHMAN IBRAHIMII          Azerbaijan         Azerbaijan   \n",
      "1514        ISMAYIL TEYMURLU          Azerbaijan         Azerbaijan   \n",
      "1620        NURSN NAGDALIYEV          Azerbaijan         Azerbaijan   \n",
      "1629   DILMUHAMBET SEYTJANOV          Kazakhstan         Kazakhstan   \n",
      "1633           RASHID ALIYEV          Azerbaijan         Azerbaijan   \n",
      "1962        GABIBULLA KIMDIN          Kazakhstan         Kazakhstan   \n",
      "2004            SAMIR MMMDOV          Azerbaijan         Azerbaijan   \n",
      "2324           SEYMUR ABASLI          Azerbaijan         Azerbaijan   \n",
      "3285          JAL ISMAYILOVA          Azerbaijan         Azerbaijan   \n",
      "5541          TELMAN DADASOV          Azerbaijan         Azerbaijan   \n",
      "5727          AXMED MAMMEDOV          Azerbaijan         Azerbaijan   \n",
      "7399     SHAKHRIIAR MAMEDOFF          Azerbaijan         Azerbaijan   \n",
      "7581             ELCIN LIZAD          Azerbaijan         Azerbaijan   \n",
      "8032        ISGENDER QASIMOV          Azerbaijan         Azerbaijan   \n",
      "8754           TOFIQ SQLAHOV          Azerbaijan         Azerbaijan   \n",
      "9392          IZZAT GUNASHOV          Azerbaijan         Azerbaijan   \n",
      "9407       MAHAMMAD MAMMADLI          Azerbaijan         Azerbaijan   \n",
      "9927      NILUFAR MAMATALIEV          Kazakhstan         Kazakhstan   \n",
      "10158          ILQAR ZALIYEV          Azerbaijan         Azerbaijan   \n",
      "10927       ISGENDER QASIMOV          Azerbaijan         Azerbaijan   \n",
      "11005       ZAKIR ZULFUQAROV          Azerbaijan         Azerbaijan   \n",
      "\n",
      "      Customer IP V4 V6                  Issuer Bank Name  \n",
      "240         5.191.19.65                      KAPITAL BANK  \n",
      "549       212.47.143.59  International Bank of Azerbaijan  \n",
      "971       185.26.186.15                   RABITABANK OJSC  \n",
      "1010    194.135.166.112                  Kapital Bank JSB  \n",
      "1170       82.194.20.99                  Kapital Bank JSB  \n",
      "1337        5.44.39.143           UniBank Commercial Bank  \n",
      "1514     212.47.141.149                      KAPITAL BANK  \n",
      "1620        5.191.50.22                      KAPITAL BANK  \n",
      "1629        5.250.146.0                    KASPI Bank JSC  \n",
      "1633        5.44.37.127                      KAPITAL BANK  \n",
      "1962      85.117.118.75                    KASPI Bank JSC  \n",
      "2004        5.191.50.75           UniBank Commercial Bank  \n",
      "2324       94.20.66.173                  Kapital Bank JSB  \n",
      "3285      212.47.143.59  International Bank of Azerbaijan  \n",
      "5541        5.191.19.65                      KAPITAL BANK  \n",
      "5727         5.178.13.1  International Bank of Azerbaijan  \n",
      "7399       5.191.51.237                      KAPITAL BANK  \n",
      "7581       5.191.55.109                  Kapital Bank JSB  \n",
      "8032        5.134.52.79                      KAPITAL BANK  \n",
      "8754      185.30.89.157           UNIBANK COMMERCIAL BANK  \n",
      "9392    194.135.168.154                      KAPITAL BANK  \n",
      "9407         5.44.37.93                  Kapital Bank JSB  \n",
      "9927       2.135.67.202                    JSC KASPI BANK  \n",
      "10158       5.44.39.119           UniBank Commercial Bank  \n",
      "10927       5.134.52.79                      KAPITAL BANK  \n",
      "11005    194.135.166.95                   RABITABANK OJSC  \n"
     ]
    }
   ],
   "source": [
    "recurring_operations = df[df[\"Operation Type\"] == \"recurring\"]\n",
    "print(recurring_operations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "2935b044",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "1400       1293.0  74933010095261     273506         refund          decline   \n",
      "\n",
      "      Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "1400               NaN           100.0              EUR   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "1400                2022-02-16                visa  440707******1013   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID       Customer Email  \\\n",
      "1400           46         433      328481  ediwilow@hotmail.es   \n",
      "\n",
      "                  Card Holder Issuer Country Name Country By IP Name  \\\n",
      "1400  EDGAR ALVARINO MARTINEZ               Spain              Spain   \n",
      "\n",
      "     Customer IP V4 V6 Issuer Bank Name  \n",
      "1400    31.221.134.223    ViaCajas S.A.  \n"
     ]
    }
   ],
   "source": [
    "refund_operations = df[df[\"Operation Type\"] == \"refund\"]\n",
    "print(refund_operations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0b94d0d",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>Изучим аномалии по банкам, картам и странам выпуска</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "aca66aa3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Таблица успешно сохранена в файл 'output_table.xlsx'\n"
     ]
    }
   ],
   "source": [
    "unique_values = df.groupby(['Issuer Country Name', 'Country By IP Name']).first().reset_index()\n",
    "result = unique_values[['Issuer Country Name', 'Country By IP Name', 'Channel Currency']]\n",
    "result_table = pd.pivot_table(result, values='Channel Currency', index=['Issuer Country Name', 'Country By IP Name'], aggfunc=lambda x: ' '.join(x)).reset_index()\n",
    "result_table.to_excel('output_table.xlsx', index=False)\n",
    "print(\"Таблица успешно сохранена в файл 'output_table.xlsx'\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20d63e08",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>в этом наборе данных есть подозрительные совпадения, изучим их подробнее. Например есть пользователь, который оплачивает покупки испанской картой в Канаде в рублях. Рассмотрим таких плательщиков подробнее.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "935b93fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "1283         22.0  76680010095391     294010         payout          decline   \n",
      "\n",
      "      Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "1283               NaN        13170.79              RUB   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "1283                2022-02-16          mastercard  532017******0364   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID Customer Email Card Holder  \\\n",
      "1283           46         433       17151            NaN         NaN   \n",
      "\n",
      "     Issuer Country Name Country By IP Name Customer IP V4 V6  \\\n",
      "1283               Spain             Canada       45.45.45.45   \n",
      "\n",
      "                    Issuer Bank Name  \n",
      "1283  PREPAID FINANCIAL SERVICES LTD  \n"
     ]
    }
   ],
   "source": [
    "filtered_data = df[(df['Issuer Country Name'] == 'Spain') & (df['Country By IP Name'] == 'Canada') & (df['Channel Currency'] == 'RUB')]\n",
    "print(filtered_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12274432",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>при ближайшем рассмотрении подозрения не подтвердились.</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a30278ce",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>рассмотрим плательщиков, которые совершают много платежных операций</strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "2cb0da12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Данные успешно сохранены в таблицу customer_counts.xlsx\n"
     ]
    }
   ],
   "source": [
    "customer_id_counts = df['Customer ID'].value_counts()\n",
    "customer_id_counts_df = pd.DataFrame(customer_id_counts).reset_index()\n",
    "customer_id_counts_df.columns = ['Customer ID', 'Count']\n",
    "\n",
    "customer_email_counts = df['Customer Email'].value_counts()\n",
    "customer_email_counts_df = pd.DataFrame(customer_email_counts).reset_index()\n",
    "customer_email_counts_df.columns = ['Customer Email', 'Count']\n",
    "\n",
    "with pd.ExcelWriter('customer_counts.xlsx') as writer:\n",
    "    customer_id_counts_df.to_excel(writer, sheet_name='Customer_ID_Counts', index=False)\n",
    "    customer_email_counts_df.to_excel(writer, sheet_name='Customer_Email_Counts', index=False)\n",
    "\n",
    "print(\"Данные успешно сохранены в таблицу customer_counts.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "6622c04c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "614        1293.0  86398010095991  347649101           sale          decline   \n",
      "615        1293.0  86398010095981  347649101           sale          decline   \n",
      "616        1293.0  86398010095971  347649101           sale          decline   \n",
      "617        1293.0  86398010095961  347649101           sale          decline   \n",
      "618        1293.0  86398010095951  347649101           sale          decline   \n",
      "...           ...             ...        ...            ...              ...   \n",
      "9982       1293.0  23838010047171  347752319           sale          decline   \n",
      "9983       1293.0  23838010047161  347752319           sale          decline   \n",
      "9984       1293.0  23838010047151  347752319           sale          decline   \n",
      "9985       1293.0  23838010047141  347752319           sale          decline   \n",
      "9986       1293.0  23838010047131  347752319           sale          decline   \n",
      "\n",
      "      Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "614                NaN           21.93              EUR   \n",
      "615                NaN           21.93              EUR   \n",
      "616                NaN           21.93              EUR   \n",
      "617                NaN           21.93              EUR   \n",
      "618                NaN           21.93              EUR   \n",
      "...                ...             ...              ...   \n",
      "9982               NaN           21.93              EUR   \n",
      "9983               NaN           21.93              EUR   \n",
      "9984               NaN           21.93              EUR   \n",
      "9985               NaN           21.93              EUR   \n",
      "9986               NaN           21.93              EUR   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "614                 2022-02-27                visa  472409******6170   \n",
      "615                 2022-02-27                visa  472409******6170   \n",
      "616                 2022-02-27                visa  472409******6170   \n",
      "617                 2022-02-27                visa  472409******6170   \n",
      "618                 2022-02-27                visa  472409******6170   \n",
      "...                        ...                 ...               ...   \n",
      "9982                2022-02-27                visa  472409******6170   \n",
      "9983                2022-02-27                visa  472409******6170   \n",
      "9984                2022-02-27                visa  472409******6170   \n",
      "9985                2022-02-27                visa  472409******6170   \n",
      "9986                2022-02-27                visa  472409******6170   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID              Customer Email  \\\n",
      "614          1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "615          1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "616          1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "617          1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "618          1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "...           ...         ...         ...                         ...   \n",
      "9982         1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "9983         1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "9984         1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "9985         1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "9986         1581        5771      134623  cyrilredesigns@outlook.com   \n",
      "\n",
      "        Card Holder Issuer Country Name Country By IP Name Customer IP V4 V6  \\\n",
      "614   CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "615   CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "616   CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "617   CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "618   CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "...             ...                 ...                ...               ...   \n",
      "9982  CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "9983  CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "9984  CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "9985  CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "9986  CYRIL CIBULIS              Canada             Canada      157.52.6.254   \n",
      "\n",
      "               Issuer Bank Name  \n",
      "614   The Toronto-Dominion Bank  \n",
      "615   The Toronto-Dominion Bank  \n",
      "616   The Toronto-Dominion Bank  \n",
      "617   The Toronto-Dominion Bank  \n",
      "618   The Toronto-Dominion Bank  \n",
      "...                         ...  \n",
      "9982  The Toronto-Dominion Bank  \n",
      "9983  The Toronto-Dominion Bank  \n",
      "9984  The Toronto-Dominion Bank  \n",
      "9985  The Toronto-Dominion Bank  \n",
      "9986  The Toronto-Dominion Bank  \n",
      "\n",
      "[181 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'cyrilredesigns@outlook.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a33d3f39",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>действия плательщика с Customer ID 134623 и Customer Email cyrilredesigns@outlook.com вызывает подозрения, так как этот пдательщик совершает много операций с одинаковыми суммами и в один день и все их отменяет </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "5a9fafa5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID      Operation ID Payment ID Operation Type  \\\n",
      "3968       1293.0  5052251010096452  347914995           sale   \n",
      "3969       1293.0  5052251010096442  347914995           sale   \n",
      "3970       1293.0  5052251010096432  347914995           sale   \n",
      "3971       1293.0  5052251010096422  347914995           sale   \n",
      "3972       1293.0  5052251010096412  347914995           sale   \n",
      "...           ...               ...        ...            ...   \n",
      "9686       1293.0     2689010045841  347879399           sale   \n",
      "9687       1293.0     2689010045831  347879399           sale   \n",
      "9688       1293.0     2689010045821  347879399           sale   \n",
      "9689       1293.0     2689010045811  347879399           sale   \n",
      "9690       1293.0     2689010045801  347879399           sale   \n",
      "\n",
      "     Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "3968          decline               NaN           31.15              EUR   \n",
      "3969          decline               NaN           31.15              EUR   \n",
      "3970          decline               NaN           31.15              EUR   \n",
      "3971          decline               NaN           31.15              EUR   \n",
      "3972          decline               NaN           31.15              EUR   \n",
      "...               ...               ...             ...              ...   \n",
      "9686          decline               NaN           51.24              EUR   \n",
      "9687          decline               NaN           51.24              EUR   \n",
      "9688          decline               NaN           51.24              EUR   \n",
      "9689          decline               NaN           51.24              EUR   \n",
      "9690          decline               NaN           51.24              EUR   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "3968                2022-02-27                visa  459654******5260   \n",
      "3969                2022-02-27                visa  459654******5260   \n",
      "3970                2022-02-27                visa  459654******5260   \n",
      "3971                2022-02-27                visa  459654******5260   \n",
      "3972                2022-02-27                visa  459654******5260   \n",
      "...                        ...                 ...               ...   \n",
      "9686                2022-02-27                visa  459654******5260   \n",
      "9687                2022-02-27                visa  459654******5260   \n",
      "9688                2022-02-27                visa  459654******5260   \n",
      "9689                2022-02-27                visa  459654******5260   \n",
      "9690                2022-02-27                visa  459654******5260   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID           Customer Email  \\\n",
      "3968         1581        5771       27112  odin.schultze@gmail.com   \n",
      "3969         1581        5771       27112  odin.schultze@gmail.com   \n",
      "3970         1581        5771       27112  odin.schultze@gmail.com   \n",
      "3971         1581        5771       27112  odin.schultze@gmail.com   \n",
      "3972         1581        5771       27112  odin.schultze@gmail.com   \n",
      "...           ...         ...         ...                      ...   \n",
      "9686         1581        5771       27112  odin.schultze@gmail.com   \n",
      "9687         1581        5771       27112  odin.schultze@gmail.com   \n",
      "9688         1581        5771       27112  odin.schultze@gmail.com   \n",
      "9689         1581        5771       27112  odin.schultze@gmail.com   \n",
      "9690         1581        5771       27112  odin.schultze@gmail.com   \n",
      "\n",
      "            Card Holder Issuer Country Name Country By IP Name  \\\n",
      "3968  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "3969  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "3970  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "3971  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "3972  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "...                 ...                 ...                ...   \n",
      "9686  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "9687  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "9688  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "9689  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "9690  DAN ODIN SCHULTZE              Norway             Norway   \n",
      "\n",
      "     Customer IP V4 V6 Issuer Bank Name  \n",
      "3968      89.10.102.53  REVOLUT LIMITED  \n",
      "3969      89.10.102.53  REVOLUT LIMITED  \n",
      "3970      89.10.102.53  REVOLUT LIMITED  \n",
      "3971      89.10.102.53  REVOLUT LIMITED  \n",
      "3972      89.10.102.53  REVOLUT LIMITED  \n",
      "...                ...              ...  \n",
      "9686      89.10.102.53  REVOLUT LIMITED  \n",
      "9687      89.10.102.53  REVOLUT LIMITED  \n",
      "9688      89.10.102.53  REVOLUT LIMITED  \n",
      "9689      89.10.102.53  REVOLUT LIMITED  \n",
      "9690      89.10.102.53  REVOLUT LIMITED  \n",
      "\n",
      "[169 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'odin.schultze@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b2d08846",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e15b9a8a",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядит плательщик с Customer Email odin.schultze@gmail.com - много одинаковых операций с похожими суммами все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "8d874652",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "1           1293.0  99888010096111  347788572           sale          success   \n",
      "2           1293.0  99888010096101  347788572           sale          decline   \n",
      "3           1293.0  99888010096091  347788572           sale          decline   \n",
      "4           1293.0  99888010096081  347788572           sale          decline   \n",
      "5           1293.0  99888010096071  347788572           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10696       1293.0  15228010045061  347539527           sale          decline   \n",
      "10703       1293.0  15114010045691  347522172           sale          decline   \n",
      "10704       1293.0  15114010045681  347522172           sale          decline   \n",
      "11001       1293.0  10788010045821  347509581           sale          success   \n",
      "11002       1293.0  10788010045801  347509581           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "1                   NaN            51.0              EUR   \n",
      "2                   NaN            51.0              EUR   \n",
      "3                   NaN            51.0              EUR   \n",
      "4                   NaN            51.0              EUR   \n",
      "5                   NaN            51.0              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10696               NaN           101.0              EUR   \n",
      "10703               NaN            51.0              EUR   \n",
      "10704               NaN            51.0              EUR   \n",
      "11001               NaN            51.0              EUR   \n",
      "11002               NaN            51.0              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "1                    2022-02-27                visa  434597******0730   \n",
      "2                    2022-02-27                visa  434597******0730   \n",
      "3                    2022-02-27                visa  434597******0730   \n",
      "4                    2022-02-27                visa  434597******0730   \n",
      "5                    2022-02-27                visa  434597******0730   \n",
      "...                         ...                 ...               ...   \n",
      "10696                2022-02-27                visa  434597******0730   \n",
      "10703                2022-02-26                visa  434597******0730   \n",
      "10704                2022-02-26                visa  434597******0730   \n",
      "11001                2022-02-26                visa  434597******0730   \n",
      "11002                2022-02-26                visa  434597******0730   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID                   Customer Email  \\\n",
      "1             1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "2             1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "3             1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "4             1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "5             1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "...            ...         ...         ...                              ...   \n",
      "10696         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "10703         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "10704         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "11001         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "11002         1581        5771       95022  williahmalexdelaplaza@gmail.com   \n",
      "\n",
      "                     Card Holder Issuer Country Name Country By IP Name  \\\n",
      "1      WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "2      WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "3      WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "4      WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "5      WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "...                          ...                 ...                ...   \n",
      "10696  WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "10703  WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "10704  WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "11001  WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "11002  WILLIAHM ALEX DE LA PLAZA             Denmark            Denmark   \n",
      "\n",
      "      Customer IP V4 V6 Issuer Bank Name  \n",
      "1        62.198.132.139   Jyske Bank A/S  \n",
      "2        62.198.132.139   Jyske Bank A/S  \n",
      "3        62.198.132.139   Jyske Bank A/S  \n",
      "4        62.198.132.139   Jyske Bank A/S  \n",
      "5        62.198.132.139   Jyske Bank A/S  \n",
      "...                 ...              ...  \n",
      "10696     83.94.149.123   Jyske Bank A/S  \n",
      "10703     83.94.149.123   Jyske Bank A/S  \n",
      "10704     83.94.149.123   Jyske Bank A/S  \n",
      "11001     83.94.149.123   Jyske Bank A/S  \n",
      "11002     83.94.149.123   Jyske Bank A/S  \n",
      "\n",
      "[126 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'williahmalexdelaplaza@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5f437a3",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядит плательщик с Customer Email williahmalexdelaplaza@gmail.com - много одинаковых операций с похожими суммами все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "e64c8ebe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "45          1293.0  99381010096081  347062526           sale          success   \n",
      "301         1293.0  92331010095011  347148364           sale          success   \n",
      "302         1293.0  92331010094991  347148364           sale          decline   \n",
      "324         1293.0  92051010096351  347169208           sale          success   \n",
      "325         1293.0  92051010096341  347169208           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10502       1293.0  17664010046061  347192867           sale          decline   \n",
      "10671       1293.0  15577010045501  347168022           sale          success   \n",
      "10672       1293.0  15577010045491  347168022           sale          decline   \n",
      "10673       1293.0  15577010045481  347168022           sale          decline   \n",
      "10701       1293.0  15157010046361  347042135           sale          success   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "45                  NaN           21.09              EUR   \n",
      "301                 NaN           51.24              EUR   \n",
      "302                 NaN           51.24              EUR   \n",
      "324                 NaN           51.24              EUR   \n",
      "325                 NaN           51.24              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10502               NaN           51.24              EUR   \n",
      "10671               NaN           51.24              EUR   \n",
      "10672               NaN           51.24              EUR   \n",
      "10673               NaN           51.24              EUR   \n",
      "10701               NaN           41.19              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "45                   2022-02-26                visa  410651******9726   \n",
      "301                  2022-02-26                visa  430372******5331   \n",
      "302                  2022-02-26                visa  430372******5331   \n",
      "324                  2022-02-26                visa  430372******5331   \n",
      "325                  2022-02-26                visa  430372******5331   \n",
      "...                         ...                 ...               ...   \n",
      "10502                2022-02-26                visa  430372******5331   \n",
      "10671                2022-02-26                visa  430372******5331   \n",
      "10672                2022-02-26                visa  430372******5331   \n",
      "10673                2022-02-26                visa  430372******5331   \n",
      "10701                2022-02-26                visa  410651******9726   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID      Customer Email  \\\n",
      "45            1581        5771       32608  kiesha17@gmail.com   \n",
      "301           1581        5771       32608  kiesha17@gmail.com   \n",
      "302           1581        5771       32608  kiesha17@gmail.com   \n",
      "324           1581        5771       32608  kiesha17@gmail.com   \n",
      "325           1581        5771       32608  kiesha17@gmail.com   \n",
      "...            ...         ...         ...                 ...   \n",
      "10502         1581        5771       32608  kiesha17@gmail.com   \n",
      "10671         1581        5771       32608  kiesha17@gmail.com   \n",
      "10672         1581        5771       32608  kiesha17@gmail.com   \n",
      "10673         1581        5771       32608  kiesha17@gmail.com   \n",
      "10701         1581        5771       32608  kiesha17@gmail.com   \n",
      "\n",
      "                 Card Holder Issuer Country Name Country By IP Name  \\\n",
      "45     KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "301    KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "302    KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "324    KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "325    KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "...                      ...                 ...                ...   \n",
      "10502  KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "10671  KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "10672  KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "10673  KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "10701  KESTUTIS JANULEVICIUS              Norway             Norway   \n",
      "\n",
      "      Customer IP V4 V6            Issuer Bank Name  \n",
      "45        77.110.194.89      Sparebank 1 Kreditt AS  \n",
      "301       77.110.194.89  Santander Consumer Bank As  \n",
      "302       77.110.194.89  Santander Consumer Bank As  \n",
      "324       77.110.194.89  Santander Consumer Bank As  \n",
      "325       77.110.194.89  Santander Consumer Bank As  \n",
      "...                 ...                         ...  \n",
      "10502     77.110.194.89  Santander Consumer Bank As  \n",
      "10671     77.110.194.89  Santander Consumer Bank As  \n",
      "10672     77.110.194.89  Santander Consumer Bank As  \n",
      "10673     77.110.194.89  Santander Consumer Bank As  \n",
      "10701     77.110.194.89      Sparebank 1 Kreditt AS  \n",
      "\n",
      "[108 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'kiesha17@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0d0ebcf",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядит плательщик с Customer Email kiesha17@gmail.com - много одинаковых операций с похожими суммами все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "6ef11160",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "143         1293.0  97335010096181  347932077           sale          decline   \n",
      "144         1293.0  97335010096171  347932077           sale          decline   \n",
      "145         1293.0  97335010096161  347932077           sale          decline   \n",
      "146         1293.0  97335010096151  347932077           sale          decline   \n",
      "147         1293.0  97335010096141  347932077           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "9762        1293.0   2621010045261  347932807           sale          decline   \n",
      "9763        1293.0   2621010045251  347932807           sale          decline   \n",
      "10026       1293.0   2327010045671  347208157           sale          decline   \n",
      "10027       1293.0   2327010045651  347208157           sale          decline   \n",
      "10028       1293.0   2327010045601  347208157           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "143                 NaN          205.04              EUR   \n",
      "144                 NaN          205.04              EUR   \n",
      "145                 NaN          205.04              EUR   \n",
      "146                 NaN          205.04              EUR   \n",
      "147                 NaN          205.04              EUR   \n",
      "...                 ...             ...              ...   \n",
      "9762                NaN           89.72              EUR   \n",
      "9763                NaN           89.72              EUR   \n",
      "10026               NaN           89.70              EUR   \n",
      "10027               NaN           89.70              EUR   \n",
      "10028               NaN           89.70              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "143                  2022-02-27                visa  458080******9213   \n",
      "144                  2022-02-27                visa  458080******9213   \n",
      "145                  2022-02-27                visa  458080******9213   \n",
      "146                  2022-02-27                visa  458080******9213   \n",
      "147                  2022-02-27                visa  458080******9213   \n",
      "...                         ...                 ...               ...   \n",
      "9762                 2022-02-27                visa  458080******9213   \n",
      "9763                 2022-02-27                visa  458080******9213   \n",
      "10026                2022-02-26                visa  458080******9213   \n",
      "10027                2022-02-26                visa  458080******9213   \n",
      "10028                2022-02-26                visa  458080******9213   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID          Customer Email  \\\n",
      "143           1581        5771      137952  eranmonfort3@gmail.com   \n",
      "144           1581        5771      137952  eranmonfort3@gmail.com   \n",
      "145           1581        5771      137952  eranmonfort3@gmail.com   \n",
      "146           1581        5771      137952  eranmonfort3@gmail.com   \n",
      "147           1581        5771      137952  eranmonfort3@gmail.com   \n",
      "...            ...         ...         ...                     ...   \n",
      "9762          1581        5771      137952  eranmonfort3@gmail.com   \n",
      "9763          1581        5771      137952  eranmonfort3@gmail.com   \n",
      "10026         1581        5771      137952  eranmonfort3@gmail.com   \n",
      "10027         1581        5771      137952  eranmonfort3@gmail.com   \n",
      "10028         1581        5771      137952  eranmonfort3@gmail.com   \n",
      "\n",
      "        Card Holder Issuer Country Name Country By IP Name Customer IP V4 V6  \\\n",
      "143    ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "144    ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "145    ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "146    ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "147    ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "...             ...                 ...                ...               ...   \n",
      "9762   ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "9763   ERAN MONFORT              Israel             Israel     147.161.8.243   \n",
      "10026  EARN MONFORT              Israel             Israel     147.161.8.214   \n",
      "10027  EARN MONFORT              Israel             Israel     147.161.8.214   \n",
      "10028  EARN MONFORT              Israel             Israel     147.161.8.214   \n",
      "\n",
      "                  Issuer Bank Name  \n",
      "143    Israel Credit Cards Limited  \n",
      "144    Israel Credit Cards Limited  \n",
      "145    Israel Credit Cards Limited  \n",
      "146    Israel Credit Cards Limited  \n",
      "147    Israel Credit Cards Limited  \n",
      "...                            ...  \n",
      "9762   Israel Credit Cards Limited  \n",
      "9763   Israel Credit Cards Limited  \n",
      "10026  Israel Credit Cards Limited  \n",
      "10027  Israel Credit Cards Limited  \n",
      "10028  Israel Credit Cards Limited  \n",
      "\n",
      "[79 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'eranmonfort3@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "524cbe0a",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядит плательщик с Customer Email  eranmonfort3@gmail.com  - много одинаковых операций с похожими суммами все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "8235edf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID      Operation ID  Payment ID Operation Type  \\\n",
      "1894       4781.0    68557010092181  6021102476         payout   \n",
      "1895       4881.0    68557010092171  6021102476         payout   \n",
      "1896       1143.0    68557010092141  6021102476         payout   \n",
      "1897       4781.0    68557010092131  6021102476         payout   \n",
      "1898       4881.0    68557010092121  6021102476         payout   \n",
      "...           ...               ...         ...            ...   \n",
      "6741       4881.0  5013650010099252  6021102482         payout   \n",
      "6742       1143.0  5013650010099222  6021102482         payout   \n",
      "6743       4781.0  5013650010099212  6021102482         payout   \n",
      "6744       4881.0  5013650010099202  6021102482         payout   \n",
      "6745       1143.0  5013650010099172  6021102482         payout   \n",
      "\n",
      "     Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "1894          decline               NaN          2500.0              RUB   \n",
      "1895          decline               NaN          2500.0              RUB   \n",
      "1896          decline               NaN          2500.0              RUB   \n",
      "1897          decline               NaN          2500.0              RUB   \n",
      "1898          decline               NaN          2500.0              RUB   \n",
      "...               ...               ...             ...              ...   \n",
      "6741          decline               NaN          5000.0              RUB   \n",
      "6742          decline               NaN          5000.0              RUB   \n",
      "6743          decline               NaN          5000.0              RUB   \n",
      "6744          decline               NaN          5000.0              RUB   \n",
      "6745          decline               NaN          5000.0              RUB   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "1894                2022-03-30                visa  416959******5307   \n",
      "1895                2022-03-30                visa  416959******5307   \n",
      "1896                2022-03-30                visa  416959******5307   \n",
      "1897                2022-03-30                visa  416959******5307   \n",
      "1898                2022-03-30                visa  416959******5307   \n",
      "...                        ...                 ...               ...   \n",
      "6741                2022-03-30                visa  417749******7868   \n",
      "6742                2022-03-30                visa  417749******7868   \n",
      "6743                2022-03-30                visa  417749******7868   \n",
      "6744                2022-03-30                visa  417749******7868   \n",
      "6745                2022-03-30                visa  417749******7868   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID              Customer Email  \\\n",
      "1894           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "1895           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "1896           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "1897           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "1898           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "...           ...         ...         ...                         ...   \n",
      "6741           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "6742           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "6743           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "6744           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "6745           39         321    16983097  s.nur99.muhammed@gmail.com   \n",
      "\n",
      "                  Card Holder Issuer Country Name Country By IP Name  \\\n",
      "1894            N SATYBALDYEV          Kyrgyzstan         Kyrgyzstan   \n",
      "1895            N SATYBALDYEV          Kyrgyzstan         Kyrgyzstan   \n",
      "1896            N SATYBALDYEV          Kyrgyzstan         Kyrgyzstan   \n",
      "1897            N SATYBALDYEV          Kyrgyzstan         Kyrgyzstan   \n",
      "1898            N SATYBALDYEV          Kyrgyzstan         Kyrgyzstan   \n",
      "...                       ...                 ...                ...   \n",
      "6741  SATYBALDYEV NURMUHAMMED          Kyrgyzstan         Kyrgyzstan   \n",
      "6742  SATYBALDYEV NURMUHAMMED          Kyrgyzstan         Kyrgyzstan   \n",
      "6743  SATYBALDYEV NURMUHAMMED          Kyrgyzstan         Kyrgyzstan   \n",
      "6744  SATYBALDYEV NURMUHAMMED          Kyrgyzstan         Kyrgyzstan   \n",
      "6745  SATYBALDYEV NURMUHAMMED          Kyrgyzstan         Kyrgyzstan   \n",
      "\n",
      "     Customer IP V4 V6 Issuer Bank Name  \n",
      "1894   212.112.118.111              NaN  \n",
      "1895   212.112.118.111              NaN  \n",
      "1896   212.112.118.111              NaN  \n",
      "1897   212.112.118.111              NaN  \n",
      "1898   212.112.118.111              NaN  \n",
      "...                ...              ...  \n",
      "6741   212.112.118.111              NaN  \n",
      "6742   212.112.118.111              NaN  \n",
      "6743   212.112.118.111              NaN  \n",
      "6744   212.112.118.111              NaN  \n",
      "6745   212.112.118.111              NaN  \n",
      "\n",
      "[72 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 's.nur99.muhammed@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8778a4cf",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядят плательщики с Customer Email  s.nur99.muhammed@gmail.com, daur010@gmail.com  - много выплат payout с похожими суммами и в одну дату и все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "282c269d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID  Payment ID Operation Type  \\\n",
      "878         4781.0  81938010097231  6021062987           sale   \n",
      "2262        4781.0  64719010091371  6021067606           sale   \n",
      "2327        4781.0  63793010091561  6021104884           sale   \n",
      "2592        4781.0  60348010091811  6021092928           sale   \n",
      "3042        5121.0  54600010089921  6021015739           sale   \n",
      "...            ...             ...         ...            ...   \n",
      "10575       5121.0  16790010047291  6021017924           sale   \n",
      "10576       4781.0  16790010047281  6021017924           sale   \n",
      "10598       4781.0  16348010048541  6019695361           sale   \n",
      "10663       4781.0  15687010047881  6020936870           sale   \n",
      "10720       4781.0  14841010048631  6021061873           sale   \n",
      "\n",
      "      Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "878            decline               1.0          2500.0              RUB   \n",
      "2262           decline               1.0          2000.0              RUB   \n",
      "2327           decline               1.0          3000.0              RUB   \n",
      "2592           decline               1.0          3000.0              RUB   \n",
      "3042           decline               1.0          2500.0              RUB   \n",
      "...                ...               ...             ...              ...   \n",
      "10575          decline               NaN          3000.0              RUB   \n",
      "10576          decline               1.0          3000.0              RUB   \n",
      "10598          decline               1.0          3000.0              RUB   \n",
      "10663          decline               1.0          3000.0              RUB   \n",
      "10720          decline               1.0          3000.0              RUB   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "878                  2022-03-30                 mir  220220******9268   \n",
      "2262                 2022-03-30                 mir  220220******9268   \n",
      "2327                 2022-03-30                 mir  220220******9268   \n",
      "2592                 2022-03-30                 mir  220220******9268   \n",
      "3042                 2022-03-30                 mir  220220******9268   \n",
      "...                         ...                 ...               ...   \n",
      "10575                2022-03-30                 mir  220220******9268   \n",
      "10576                2022-03-30                 mir  220220******9268   \n",
      "10598                2022-03-29                 mir  220220******9268   \n",
      "10663                2022-03-29                 mir  220220******9268   \n",
      "10720                2022-03-30                 mir  220220******9268   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID            Customer Email  \\\n",
      "878             39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "2262            39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "2327            39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "2592            39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "3042            39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "...            ...         ...         ...                       ...   \n",
      "10575           39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "10576           39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "10598           39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "10663           39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "10720           39         321     1617444  serzh.grishin.65@mail.ru   \n",
      "\n",
      "          Card Holder Issuer Country Name  Country By IP Name  \\\n",
      "878    SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "2262   SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "2327   SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "2592   SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "3042   SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "...               ...                 ...                 ...   \n",
      "10575  SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "10576  SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "10598  SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "10663  SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "10720  SERGEI GRISHIN  Russian Federation  Korea, Republic of   \n",
      "\n",
      "      Customer IP V4 V6    Issuer Bank Name  \n",
      "878       211.35.147.92  SBERBANK OF RUSSIA  \n",
      "2262      211.35.147.92  SBERBANK OF RUSSIA  \n",
      "2327      211.35.147.92  SBERBANK OF RUSSIA  \n",
      "2592      211.35.147.92  SBERBANK OF RUSSIA  \n",
      "3042      211.35.147.92  SBERBANK OF RUSSIA  \n",
      "...                 ...                 ...  \n",
      "10575     211.35.147.92  SBERBANK OF RUSSIA  \n",
      "10576     211.35.147.92  SBERBANK OF RUSSIA  \n",
      "10598     211.35.147.92  SBERBANK OF RUSSIA  \n",
      "10663     211.35.147.92  SBERBANK OF RUSSIA  \n",
      "10720     211.35.147.92  SBERBANK OF RUSSIA  \n",
      "\n",
      "[65 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'serzh.grishin.65@mail.ru']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85077b59",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>плательщик с Customer Email serzh.grishin.65@mail.ru совершает много операций с подозрительно одинаковыми суммами и все отменяет и при этом делает платежи находясь в Корее, что подозрительно.  </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "f50e0a08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Provider ID      Operation ID Payment ID Operation Type  \\\n",
      "771        1293.0      834010045581  347058634           sale   \n",
      "772        1293.0      834010045571  347058634           sale   \n",
      "3953       1293.0  5052390010096272  347390936           sale   \n",
      "3954       1293.0  5052390010096262  347390936           sale   \n",
      "3955       1293.0  5052390010096242  347390936           sale   \n",
      "...           ...               ...        ...            ...   \n",
      "9298       1293.0    31035010046791  347454705           sale   \n",
      "9299       1293.0    31035010046771  347454705           sale   \n",
      "9300       1293.0    31035010046761  347454705           sale   \n",
      "9301       1293.0    31035010046751  347454705           sale   \n",
      "9302       1293.0    31035010046741  347454705           sale   \n",
      "\n",
      "     Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "771           decline               NaN           201.0              EUR   \n",
      "772           decline               NaN           201.0              EUR   \n",
      "3953          decline               NaN           200.0              EUR   \n",
      "3954          decline               NaN           200.0              EUR   \n",
      "3955          decline               NaN           200.0              EUR   \n",
      "...               ...               ...             ...              ...   \n",
      "9298          decline               NaN           101.0              EUR   \n",
      "9299          decline               NaN           101.0              EUR   \n",
      "9300          decline               NaN           101.0              EUR   \n",
      "9301          decline               NaN           101.0              EUR   \n",
      "9302          decline               NaN           101.0              EUR   \n",
      "\n",
      "     Operation created at Date Payment Method Type    Account Number  \\\n",
      "771                 2022-02-26                visa  416598******8956   \n",
      "772                 2022-02-26                visa  416598******8956   \n",
      "3953                2022-02-26                visa  416598******8956   \n",
      "3954                2022-02-26                visa  416598******8956   \n",
      "3955                2022-02-26                visa  416598******8956   \n",
      "...                        ...                 ...               ...   \n",
      "9298                2022-02-26                visa  416598******8956   \n",
      "9299                2022-02-26                visa  416598******8956   \n",
      "9300                2022-02-26                visa  416598******8956   \n",
      "9301                2022-02-26                visa  416598******8956   \n",
      "9302                2022-02-26                visa  416598******8956   \n",
      "\n",
      "      Merchant ID  Project ID Customer ID             Customer Email  \\\n",
      "771          1581        5771       74457  capalinacalador@gmail.com   \n",
      "772          1581        5771       74457  capalinacalador@gmail.com   \n",
      "3953         1581        5771       74457  capalinacalador@gmail.com   \n",
      "3954         1581        5771       74457  capalinacalador@gmail.com   \n",
      "3955         1581        5771       74457  capalinacalador@gmail.com   \n",
      "...           ...         ...         ...                        ...   \n",
      "9298         1581        5771       74457  capalinacalador@gmail.com   \n",
      "9299         1581        5771       74457  capalinacalador@gmail.com   \n",
      "9300         1581        5771       74457  capalinacalador@gmail.com   \n",
      "9301         1581        5771       74457  capalinacalador@gmail.com   \n",
      "9302         1581        5771       74457  capalinacalador@gmail.com   \n",
      "\n",
      "            Card Holder Issuer Country Name Country By IP Name  \\\n",
      "771   JASON PETER HAYES               Spain              Spain   \n",
      "772   JASON PETER HAYES               Spain              Spain   \n",
      "3953  JASON PETER HAYES               Spain              Spain   \n",
      "3954  JASON PETER HAYES               Spain              Spain   \n",
      "3955  JASON PETER HAYES               Spain              Spain   \n",
      "...                 ...                 ...                ...   \n",
      "9298  JASON PETER HAYES               Spain              Spain   \n",
      "9299  JASON PETER HAYES               Spain              Spain   \n",
      "9300  JASON PETER HAYES               Spain              Spain   \n",
      "9301  JASON PETER HAYES               Spain              Spain   \n",
      "9302  JASON PETER HAYES               Spain              Spain   \n",
      "\n",
      "     Customer IP V4 V6 Issuer Bank Name  \n",
      "771      87.117.99.204  REVOLUT LIMITED  \n",
      "772      87.117.99.204  REVOLUT LIMITED  \n",
      "3953     87.117.99.204  REVOLUT LIMITED  \n",
      "3954     87.117.99.204  REVOLUT LIMITED  \n",
      "3955     87.117.99.204  REVOLUT LIMITED  \n",
      "...                ...              ...  \n",
      "9298     87.117.99.204  REVOLUT LIMITED  \n",
      "9299     87.117.99.204  REVOLUT LIMITED  \n",
      "9300     87.117.99.204  REVOLUT LIMITED  \n",
      "9301     87.117.99.204  REVOLUT LIMITED  \n",
      "9302     87.117.99.204  REVOLUT LIMITED  \n",
      "\n",
      "[61 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'capalinacalador@gmail.com']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aa4f812",
   "metadata": {},
   "source": [
    "<p><span style=\"color:#3498db\"><span style=\"font-size:14px\"><strong>аналогично подозрительно выглядит плательщик с Customer Email  capalinacalador@gmail.com  - много одинаковых операций с похожими суммами все отмененные </strong></span></span></p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "c52330e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID    Operation ID Payment ID Operation Type Operation Status  \\\n",
      "470         1293.0  88551010095921  347429094           sale          decline   \n",
      "471         1293.0  88551010095891  347429094           sale          decline   \n",
      "472         1293.0  88551010095861  347429094           sale          decline   \n",
      "473         1293.0  88551010095841  347429094           sale          decline   \n",
      "474         1293.0  88551010095831  347429094           sale          decline   \n",
      "...            ...             ...        ...            ...              ...   \n",
      "10394       1293.0  18830010045651  347440655           sale          decline   \n",
      "10395       1293.0  18830010045641  347440655           sale          decline   \n",
      "10396       1293.0  18830010045621  347440655           sale          decline   \n",
      "10397       1293.0  18830010045611  347440655           sale          decline   \n",
      "10398       1293.0  18830010045601  347440655           sale          decline   \n",
      "\n",
      "       Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "470                 NaN          215.84              EUR   \n",
      "471                 NaN          215.84              EUR   \n",
      "472                 NaN          215.84              EUR   \n",
      "473                 NaN          215.84              EUR   \n",
      "474                 NaN          215.84              EUR   \n",
      "...                 ...             ...              ...   \n",
      "10394               NaN           53.96              EUR   \n",
      "10395               NaN           53.96              EUR   \n",
      "10396               NaN           53.96              EUR   \n",
      "10397               NaN           53.96              EUR   \n",
      "10398               NaN           53.96              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "470                  2022-02-26                visa  487474******2915   \n",
      "471                  2022-02-26                visa  487474******2915   \n",
      "472                  2022-02-26                visa  487474******2915   \n",
      "473                  2022-02-26                visa  487474******2915   \n",
      "474                  2022-02-26                visa  487474******2915   \n",
      "...                         ...                 ...               ...   \n",
      "10394                2022-02-26                visa  487474******2915   \n",
      "10395                2022-02-26                visa  487474******2915   \n",
      "10396                2022-02-26                visa  487474******2915   \n",
      "10397                2022-02-26                visa  487474******2915   \n",
      "10398                2022-02-26                visa  487474******2915   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID   Customer Email      Card Holder  \\\n",
      "470           1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "471           1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "472           1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "473           1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "474           1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "...            ...         ...         ...              ...              ...   \n",
      "10394         1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "10395         1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "10396         1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "10397         1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "10398         1581        5771      125729  jzabrocka@o2.pl  JOANNA ZABROCKA   \n",
      "\n",
      "      Issuer Country Name Country By IP Name Customer IP V4 V6  \\\n",
      "470                Poland             Poland      31.61.239.41   \n",
      "471                Poland             Poland      31.61.239.41   \n",
      "472                Poland             Poland      31.61.239.41   \n",
      "473                Poland             Poland      31.61.239.41   \n",
      "474                Poland             Poland      31.61.239.41   \n",
      "...                   ...                ...               ...   \n",
      "10394              Poland             Poland      31.61.239.41   \n",
      "10395              Poland             Poland      31.61.239.41   \n",
      "10396              Poland             Poland      31.61.239.41   \n",
      "10397              Poland             Poland      31.61.239.41   \n",
      "10398              Poland             Poland      31.61.239.41   \n",
      "\n",
      "                     Issuer Bank Name  \n",
      "470    Bank Millennium Spolka Akcyjna  \n",
      "471    Bank Millennium Spolka Akcyjna  \n",
      "472    Bank Millennium Spolka Akcyjna  \n",
      "473    Bank Millennium Spolka Akcyjna  \n",
      "474    Bank Millennium Spolka Akcyjna  \n",
      "...                               ...  \n",
      "10394  Bank Millennium Spolka Akcyjna  \n",
      "10395  Bank Millennium Spolka Akcyjna  \n",
      "10396  Bank Millennium Spolka Akcyjna  \n",
      "10397  Bank Millennium Spolka Akcyjna  \n",
      "10398  Bank Millennium Spolka Akcyjna  \n",
      "\n",
      "[61 rows x 20 columns]\n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'jzabrocka@o2.pl']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "c51b9fcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Provider ID      Operation ID Payment ID Operation Type  \\\n",
      "976         1293.0    80515010096091  347868007           sale   \n",
      "977         1293.0    80515010096071  347868007           sale   \n",
      "978         1293.0    80515010096061  347868007           sale   \n",
      "979         1293.0    80515010096051  347868007           sale   \n",
      "980         1293.0    80515010096041  347868007           sale   \n",
      "981         1293.0    80515010096031  347868007           sale   \n",
      "982         1293.0    80515010096021  347868007           sale   \n",
      "983         1293.0    80515010096011  347868007           sale   \n",
      "984         1293.0    80515010096001  347868007           sale   \n",
      "985         1293.0    80515010095991  347868007           sale   \n",
      "986         1293.0    80515010095981  347868007           sale   \n",
      "987         1293.0    80515010095971  347868007           sale   \n",
      "988         1293.0    80515010095961  347868007           sale   \n",
      "989         1293.0    80515010095951  347868007           sale   \n",
      "4342        1293.0  5046743010096602  347870354           sale   \n",
      "4343        1293.0  5046743010096592  347870354           sale   \n",
      "4344        1293.0  5046743010096582  347870354           sale   \n",
      "4345        1293.0  5046743010096572  347870354           sale   \n",
      "4346        1293.0  5046743010096562  347870354           sale   \n",
      "4347        1293.0  5046743010096552  347870354           sale   \n",
      "4348        1293.0  5046743010096542  347870354           sale   \n",
      "4349        1293.0  5046743010096532  347870354           sale   \n",
      "4350        1293.0  5046743010096522  347870354           sale   \n",
      "4351        1293.0  5046743010096512  347870354           sale   \n",
      "4352        1293.0  5046743010096502  347870354           sale   \n",
      "4353        1293.0  5046743010096492  347870354           sale   \n",
      "4354        1293.0  5046743010096482  347870354           sale   \n",
      "4355        1293.0  5046743010096472  347870354           sale   \n",
      "7370        1293.0  5004022010095252  347869870           sale   \n",
      "7371        1293.0  5004022010095242  347869870           sale   \n",
      "7372        1293.0  5004022010095232  347869870           sale   \n",
      "7373        1293.0  5004022010095222  347869870           sale   \n",
      "7374        1293.0  5004022010095212  347869870           sale   \n",
      "7375        1293.0  5004022010095202  347869870           sale   \n",
      "7376        1293.0  5004022010095192  347869870           sale   \n",
      "7377        1293.0  5004022010095182  347869870           sale   \n",
      "7378        1293.0  5004022010095172  347869870           sale   \n",
      "7379        1293.0  5004022010095162  347869870           sale   \n",
      "7380        1293.0  5004022010095152  347869870           sale   \n",
      "7381        1293.0  5004022010095142  347869870           sale   \n",
      "7382        1293.0  5004022010095132  347869870           sale   \n",
      "7383        1293.0  5004022010095122  347869870           sale   \n",
      "10302       1293.0    19815010045471  347856789           sale   \n",
      "10303       1293.0    19815010045461  347856789           sale   \n",
      "10304       1293.0    19815010045451  347856789           sale   \n",
      "10305       1293.0    19815010045441  347856789           sale   \n",
      "10306       1293.0    19815010045431  347856789           sale   \n",
      "10307       1293.0    19815010045421  347856789           sale   \n",
      "10308       1293.0    19815010045411  347856789           sale   \n",
      "10309       1293.0    19815010045401  347856789           sale   \n",
      "10310       1293.0    19815010045391  347856789           sale   \n",
      "10311       1293.0    19815010045381  347856789           sale   \n",
      "10312       1293.0    19815010045371  347856789           sale   \n",
      "10313       1293.0    19815010045361  347856789           sale   \n",
      "10314       1293.0    19815010045351  347856789           sale   \n",
      "10315       1293.0    19815010045341  347856789           sale   \n",
      "\n",
      "      Operation Status  Secure 3ds Check  Channel Amount Channel Currency  \\\n",
      "976            decline               NaN            51.0              EUR   \n",
      "977            decline               NaN            51.0              EUR   \n",
      "978            decline               NaN            51.0              EUR   \n",
      "979            decline               NaN            51.0              EUR   \n",
      "980            decline               NaN            51.0              EUR   \n",
      "981            decline               NaN            51.0              EUR   \n",
      "982            decline               NaN            51.0              EUR   \n",
      "983            decline               NaN            51.0              EUR   \n",
      "984            decline               NaN            51.0              EUR   \n",
      "985            decline               NaN            51.0              EUR   \n",
      "986            decline               NaN            51.0              EUR   \n",
      "987            decline               NaN            51.0              EUR   \n",
      "988            decline               NaN            51.0              EUR   \n",
      "989            decline               NaN            51.0              EUR   \n",
      "4342           decline               NaN            31.0              EUR   \n",
      "4343           decline               NaN            31.0              EUR   \n",
      "4344           decline               NaN            31.0              EUR   \n",
      "4345           decline               NaN            31.0              EUR   \n",
      "4346           decline               NaN            31.0              EUR   \n",
      "4347           decline               NaN            31.0              EUR   \n",
      "4348           decline               NaN            31.0              EUR   \n",
      "4349           decline               NaN            31.0              EUR   \n",
      "4350           decline               NaN            31.0              EUR   \n",
      "4351           decline               NaN            31.0              EUR   \n",
      "4352           decline               NaN            31.0              EUR   \n",
      "4353           decline               NaN            31.0              EUR   \n",
      "4354           decline               NaN            31.0              EUR   \n",
      "4355           decline               NaN            31.0              EUR   \n",
      "7370           decline               NaN            41.0              EUR   \n",
      "7371           decline               NaN            41.0              EUR   \n",
      "7372           decline               NaN            41.0              EUR   \n",
      "7373           decline               NaN            41.0              EUR   \n",
      "7374           decline               NaN            41.0              EUR   \n",
      "7375           decline               NaN            41.0              EUR   \n",
      "7376           decline               NaN            41.0              EUR   \n",
      "7377           decline               NaN            41.0              EUR   \n",
      "7378           decline               NaN            41.0              EUR   \n",
      "7379           decline               NaN            41.0              EUR   \n",
      "7380           decline               NaN            41.0              EUR   \n",
      "7381           decline               NaN            41.0              EUR   \n",
      "7382           decline               NaN            41.0              EUR   \n",
      "7383           decline               NaN            41.0              EUR   \n",
      "10302          success               NaN            31.0              EUR   \n",
      "10303          decline               NaN            31.0              EUR   \n",
      "10304          decline               NaN            31.0              EUR   \n",
      "10305          decline               NaN            31.0              EUR   \n",
      "10306          decline               NaN            31.0              EUR   \n",
      "10307          decline               NaN            31.0              EUR   \n",
      "10308          decline               NaN            31.0              EUR   \n",
      "10309          decline               NaN            31.0              EUR   \n",
      "10310          decline               NaN            31.0              EUR   \n",
      "10311          decline               NaN            31.0              EUR   \n",
      "10312          decline               NaN            31.0              EUR   \n",
      "10313          decline               NaN            31.0              EUR   \n",
      "10314          decline               NaN            31.0              EUR   \n",
      "10315          decline               NaN            31.0              EUR   \n",
      "\n",
      "      Operation created at Date Payment Method Type    Account Number  \\\n",
      "976                  2022-02-27                visa  431935******2284   \n",
      "977                  2022-02-27                visa  431935******2284   \n",
      "978                  2022-02-27                visa  431935******2284   \n",
      "979                  2022-02-27                visa  431935******2284   \n",
      "980                  2022-02-27                visa  431935******2284   \n",
      "981                  2022-02-27                visa  431935******2284   \n",
      "982                  2022-02-27                visa  431935******2284   \n",
      "983                  2022-02-27                visa  431935******2284   \n",
      "984                  2022-02-27                visa  431935******2284   \n",
      "985                  2022-02-27                visa  431935******2284   \n",
      "986                  2022-02-27                visa  431935******2284   \n",
      "987                  2022-02-27                visa  431935******2284   \n",
      "988                  2022-02-27                visa  431935******2284   \n",
      "989                  2022-02-27                visa  431935******2284   \n",
      "4342                 2022-02-27                visa  431935******2284   \n",
      "4343                 2022-02-27                visa  431935******2284   \n",
      "4344                 2022-02-27                visa  431935******2284   \n",
      "4345                 2022-02-27                visa  431935******2284   \n",
      "4346                 2022-02-27                visa  431935******2284   \n",
      "4347                 2022-02-27                visa  431935******2284   \n",
      "4348                 2022-02-27                visa  431935******2284   \n",
      "4349                 2022-02-27                visa  431935******2284   \n",
      "4350                 2022-02-27                visa  431935******2284   \n",
      "4351                 2022-02-27                visa  431935******2284   \n",
      "4352                 2022-02-27                visa  431935******2284   \n",
      "4353                 2022-02-27                visa  431935******2284   \n",
      "4354                 2022-02-27                visa  431935******2284   \n",
      "4355                 2022-02-27                visa  431935******2284   \n",
      "7370                 2022-02-27                visa  431935******2284   \n",
      "7371                 2022-02-27                visa  431935******2284   \n",
      "7372                 2022-02-27                visa  431935******2284   \n",
      "7373                 2022-02-27                visa  431935******2284   \n",
      "7374                 2022-02-27                visa  431935******2284   \n",
      "7375                 2022-02-27                visa  431935******2284   \n",
      "7376                 2022-02-27                visa  431935******2284   \n",
      "7377                 2022-02-27                visa  431935******2284   \n",
      "7378                 2022-02-27                visa  431935******2284   \n",
      "7379                 2022-02-27                visa  431935******2284   \n",
      "7380                 2022-02-27                visa  431935******2284   \n",
      "7381                 2022-02-27                visa  431935******2284   \n",
      "7382                 2022-02-27                visa  431935******2284   \n",
      "7383                 2022-02-27                visa  431935******2284   \n",
      "10302                2022-02-27                visa  431935******2284   \n",
      "10303                2022-02-27                visa  431935******2284   \n",
      "10304                2022-02-27                visa  431935******2284   \n",
      "10305                2022-02-27                visa  431935******2284   \n",
      "10306                2022-02-27                visa  431935******2284   \n",
      "10307                2022-02-27                visa  431935******2284   \n",
      "10308                2022-02-27                visa  431935******2284   \n",
      "10309                2022-02-27                visa  431935******2284   \n",
      "10310                2022-02-27                visa  431935******2284   \n",
      "10311                2022-02-27                visa  431935******2284   \n",
      "10312                2022-02-27                visa  431935******2284   \n",
      "10313                2022-02-27                visa  431935******2284   \n",
      "10314                2022-02-27                visa  431935******2284   \n",
      "10315                2022-02-27                visa  431935******2284   \n",
      "\n",
      "       Merchant ID  Project ID Customer ID       Customer Email  \\\n",
      "976           1581        5771       42190  quasar83@hotmail.it   \n",
      "977           1581        5771       42190  quasar83@hotmail.it   \n",
      "978           1581        5771       42190  quasar83@hotmail.it   \n",
      "979           1581        5771       42190  quasar83@hotmail.it   \n",
      "980           1581        5771       42190  quasar83@hotmail.it   \n",
      "981           1581        5771       42190  quasar83@hotmail.it   \n",
      "982           1581        5771       42190  quasar83@hotmail.it   \n",
      "983           1581        5771       42190  quasar83@hotmail.it   \n",
      "984           1581        5771       42190  quasar83@hotmail.it   \n",
      "985           1581        5771       42190  quasar83@hotmail.it   \n",
      "986           1581        5771       42190  quasar83@hotmail.it   \n",
      "987           1581        5771       42190  quasar83@hotmail.it   \n",
      "988           1581        5771       42190  quasar83@hotmail.it   \n",
      "989           1581        5771       42190  quasar83@hotmail.it   \n",
      "4342          1581        5771       42190  quasar83@hotmail.it   \n",
      "4343          1581        5771       42190  quasar83@hotmail.it   \n",
      "4344          1581        5771       42190  quasar83@hotmail.it   \n",
      "4345          1581        5771       42190  quasar83@hotmail.it   \n",
      "4346          1581        5771       42190  quasar83@hotmail.it   \n",
      "4347          1581        5771       42190  quasar83@hotmail.it   \n",
      "4348          1581        5771       42190  quasar83@hotmail.it   \n",
      "4349          1581        5771       42190  quasar83@hotmail.it   \n",
      "4350          1581        5771       42190  quasar83@hotmail.it   \n",
      "4351          1581        5771       42190  quasar83@hotmail.it   \n",
      "4352          1581        5771       42190  quasar83@hotmail.it   \n",
      "4353          1581        5771       42190  quasar83@hotmail.it   \n",
      "4354          1581        5771       42190  quasar83@hotmail.it   \n",
      "4355          1581        5771       42190  quasar83@hotmail.it   \n",
      "7370          1581        5771       42190  quasar83@hotmail.it   \n",
      "7371          1581        5771       42190  quasar83@hotmail.it   \n",
      "7372          1581        5771       42190  quasar83@hotmail.it   \n",
      "7373          1581        5771       42190  quasar83@hotmail.it   \n",
      "7374          1581        5771       42190  quasar83@hotmail.it   \n",
      "7375          1581        5771       42190  quasar83@hotmail.it   \n",
      "7376          1581        5771       42190  quasar83@hotmail.it   \n",
      "7377          1581        5771       42190  quasar83@hotmail.it   \n",
      "7378          1581        5771       42190  quasar83@hotmail.it   \n",
      "7379          1581        5771       42190  quasar83@hotmail.it   \n",
      "7380          1581        5771       42190  quasar83@hotmail.it   \n",
      "7381          1581        5771       42190  quasar83@hotmail.it   \n",
      "7382          1581        5771       42190  quasar83@hotmail.it   \n",
      "7383          1581        5771       42190  quasar83@hotmail.it   \n",
      "10302         1581        5771       42190  quasar83@hotmail.it   \n",
      "10303         1581        5771       42190  quasar83@hotmail.it   \n",
      "10304         1581        5771       42190  quasar83@hotmail.it   \n",
      "10305         1581        5771       42190  quasar83@hotmail.it   \n",
      "10306         1581        5771       42190  quasar83@hotmail.it   \n",
      "10307         1581        5771       42190  quasar83@hotmail.it   \n",
      "10308         1581        5771       42190  quasar83@hotmail.it   \n",
      "10309         1581        5771       42190  quasar83@hotmail.it   \n",
      "10310         1581        5771       42190  quasar83@hotmail.it   \n",
      "10311         1581        5771       42190  quasar83@hotmail.it   \n",
      "10312         1581        5771       42190  quasar83@hotmail.it   \n",
      "10313         1581        5771       42190  quasar83@hotmail.it   \n",
      "10314         1581        5771       42190  quasar83@hotmail.it   \n",
      "10315         1581        5771       42190  quasar83@hotmail.it   \n",
      "\n",
      "               Card Holder Issuer Country Name Country By IP Name  \\\n",
      "976    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "977    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "978    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "979    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "980    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "981    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "982    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "983    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "984    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "985    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "986    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "987    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "988    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "989    PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4342   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4343   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4344   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4345   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4346   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4347   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4348   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4349   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4350   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4351   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4352   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4353   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4354   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "4355   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7370   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7371   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7372   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7373   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7374   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7375   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7376   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7377   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7378   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7379   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7380   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7381   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7382   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "7383   PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10302  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10303  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10304  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10305  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10306  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10307  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10308  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10309  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10310  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10311  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10312  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10313  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10314  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "10315  PASQUALE SORRENTINO             Ireland            Ireland   \n",
      "\n",
      "      Customer IP V4 V6   Issuer Bank Name  \n",
      "976       79.97.175.246  permanent tsb plc  \n",
      "977       79.97.175.246  permanent tsb plc  \n",
      "978       79.97.175.246  permanent tsb plc  \n",
      "979       79.97.175.246  permanent tsb plc  \n",
      "980       79.97.175.246  permanent tsb plc  \n",
      "981       79.97.175.246  permanent tsb plc  \n",
      "982       79.97.175.246  permanent tsb plc  \n",
      "983       79.97.175.246  permanent tsb plc  \n",
      "984       79.97.175.246  permanent tsb plc  \n",
      "985       79.97.175.246  permanent tsb plc  \n",
      "986       79.97.175.246  permanent tsb plc  \n",
      "987       79.97.175.246  permanent tsb plc  \n",
      "988       79.97.175.246  permanent tsb plc  \n",
      "989       79.97.175.246  permanent tsb plc  \n",
      "4342      79.97.175.246  permanent tsb plc  \n",
      "4343      79.97.175.246  permanent tsb plc  \n",
      "4344      79.97.175.246  permanent tsb plc  \n",
      "4345      79.97.175.246  permanent tsb plc  \n",
      "4346      79.97.175.246  permanent tsb plc  \n",
      "4347      79.97.175.246  permanent tsb plc  \n",
      "4348      79.97.175.246  permanent tsb plc  \n",
      "4349      79.97.175.246  permanent tsb plc  \n",
      "4350      79.97.175.246  permanent tsb plc  \n",
      "4351      79.97.175.246  permanent tsb plc  \n",
      "4352      79.97.175.246  permanent tsb plc  \n",
      "4353      79.97.175.246  permanent tsb plc  \n",
      "4354      79.97.175.246  permanent tsb plc  \n",
      "4355      79.97.175.246  permanent tsb plc  \n",
      "7370      79.97.175.246  permanent tsb plc  \n",
      "7371      79.97.175.246  permanent tsb plc  \n",
      "7372      79.97.175.246  permanent tsb plc  \n",
      "7373      79.97.175.246  permanent tsb plc  \n",
      "7374      79.97.175.246  permanent tsb plc  \n",
      "7375      79.97.175.246  permanent tsb plc  \n",
      "7376      79.97.175.246  permanent tsb plc  \n",
      "7377      79.97.175.246  permanent tsb plc  \n",
      "7378      79.97.175.246  permanent tsb plc  \n",
      "7379      79.97.175.246  permanent tsb plc  \n",
      "7380      79.97.175.246  permanent tsb plc  \n",
      "7381      79.97.175.246  permanent tsb plc  \n",
      "7382      79.97.175.246  permanent tsb plc  \n",
      "7383      79.97.175.246  permanent tsb plc  \n",
      "10302     79.97.175.246  permanent tsb plc  \n",
      "10303     79.97.175.246  permanent tsb plc  \n",
      "10304     79.97.175.246  permanent tsb plc  \n",
      "10305     79.97.175.246  permanent tsb plc  \n",
      "10306     79.97.175.246  permanent tsb plc  \n",
      "10307     79.97.175.246  permanent tsb plc  \n",
      "10308     79.97.175.246  permanent tsb plc  \n",
      "10309     79.97.175.246  permanent tsb plc  \n",
      "10310     79.97.175.246  permanent tsb plc  \n",
      "10311     79.97.175.246  permanent tsb plc  \n",
      "10312     79.97.175.246  permanent tsb plc  \n",
      "10313     79.97.175.246  permanent tsb plc  \n",
      "10314     79.97.175.246  permanent tsb plc  \n",
      "10315     79.97.175.246  permanent tsb plc  \n"
     ]
    }
   ],
   "source": [
    "filtered_df = df[df['Customer Email'] == 'quasar83@hotmail.it']\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "c958bc18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_filtered = df[df['Customer Email'].isin(['duuudin85@mail.ru', 'capalinacalador@gmail.com', 'eranmonfort3@gmail.com', 'kiesha17@gmail.com', 'williahmalexdelaplaza@gmail.com', 'odin.schultze@gmail.com', 'cyrilredesigns@outlook.com'])]\n",
    "operations_count = df_filtered[df_filtered['Operation Type'] == 'sale'].groupby('Customer Email').size().reset_index(name='Operations')\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(operations_count['Customer Email'], operations_count['Operations'])\n",
    "plt.xlabel('Customer Email')\n",
    "plt.ylabel('Number of Operations')\n",
    "plt.title('Number of Operations for Each Customer Email')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e020f058",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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