notebooks/credit-card-fraud-detection/01-Synthetic-data-generation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8b862ec3-87ca-447e-afcf-ed1a9078059f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! pip install faker"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c756b2a-0bc8-4659-ac1d-e38155ba7148",
   "metadata": {},
   "source": [
    "# Generating synthetic credit card transactions for fraud detection with AutoML \n",
    "\n",
    "In this notebook, we will be using the Synthetic Credit Card Transaction Generator used in the Sparkov program to generate:\n",
    "- customer data file\n",
    "- transactions utilizing prior customer file\n",
    "\n",
    "This is adapted from the GitHub repository [Sparkov_Data_Generation](https://github.com/namebrandon/Sparkov_Data_Generation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "29d41051-ce00-4a82-999c-720287f8f4c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import os\n",
    "import random\n",
    "from datetime import date, datetime, timedelta\n",
    "\n",
    "import faker\n",
    "import pandas as pd\n",
    "from faker import Faker\n",
    "\n",
    "from sparkov_data_generation.datagen_customer import generate_customers\n",
    "from sparkov_data_generation.datagen_transaction import generate_transactions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "299a9f4d-d550-4633-9d4e-22556ceb9f7d",
   "metadata": {},
   "source": [
    "## 1 User Profile   \n",
    "\n",
    "The profiles comprises of:\n",
    "- Fraudulent / Non-fraudulent\n",
    "- Male / Female\n",
    "- Age groups ranging from:\n",
    "    - <= 25\n",
    "    - 25 - 50\n",
    "    - \\>= 50\n",
    "- Geographical location\n",
    "    - urban\n",
    "    - rural\n",
    "- Average transaction a day\n",
    "- Weighted spending habits across:\n",
    "    - the week\n",
    "    - time of the year such as holiday or seasons\n",
    "    - across each quarter of the year\n",
    "    - time of the day (AM/PM)\n",
    "- Weighted spending across various expenditure categories  \n",
    "\n",
    "The profiles can be found under the directory __sparkov_data_generation/profiles__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4e1fec45-00fb-4f2b-bf14-580ec3ef85de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['adults_2550_female_rural.json',\n",
       " 'adults_2550_female_urban.json',\n",
       " 'adults_2550_male_rural.json',\n",
       " 'adults_2550_male_urban.json',\n",
       " 'adults_50up_female_rural.json',\n",
       " 'adults_50up_female_urban.json',\n",
       " 'adults_50up_male_rural.json',\n",
       " 'adults_50up_male_urban.json',\n",
       " 'young_adults_female_rural.json',\n",
       " 'young_adults_female_urban.json',\n",
       " 'young_adults_male_rural.json',\n",
       " 'young_adults_male_urban.json']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profiles = [\n",
    "    p\n",
    "    for p in os.listdir(\"sparkov_data_generation/profiles\")\n",
    "    if p.startswith(\"adults\") or (p.startswith(\"young\"))\n",
    "]\n",
    "profiles"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "890686c8-cab9-48af-9ff8-fb7169852bfd",
   "metadata": {},
   "source": [
    "## 2 Instantiating variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "86a94186-64a2-491e-a370-9739434712a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Faker seed number to ensure constant customer list\n",
    "seed_num = 4444\n",
    "\n",
    "# initial number of customers\n",
    "initial_cust_base_size = 500\n",
    "\n",
    "# generate 4 months worth of data\n",
    "start_dt = datetime.strptime(\"2021-06-01\", \"%Y-%m-%d\")\n",
    "end_dt = datetime.strptime(\"2021-10-30\", \"%Y-%m-%d\")\n",
    "\n",
    "cust_list = pd.DataFrame()\n",
    "# txn_df = pd.DataFrame()\n",
    "\n",
    "# output directory and file naming conventions\n",
    "data_base_dir = \"output/\"\n",
    "customer_output_file = f\"{data_base_dir}/customers_list.csv\"\n",
    "txn_output_file = \"_txn.csv\"\n",
    "\n",
    "# create output directory if not existing\n",
    "os.makedirs(data_base_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b07319e4-5f3b-42b2-9f78-226e1adbe0ca",
   "metadata": {},
   "source": [
    "## 3 Simulated transactions\n",
    "\n",
    "The program uses [Faker](https://faker.readthedocs.io/en/master/) to generate:\n",
    "- customer details \n",
    "- transaction numbers\n",
    "- credit card number\n",
    "- merchant transaction locations\n",
    "\n",
    "In order to generate the same list of customers, we will use a fixed seed number."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ff0620b5-8464-42c6-b8a6-f62efc23b76a",
   "metadata": {},
   "outputs": [],
   "source": [
    "fake = Faker()\n",
    "Faker.seed(seed_num)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c5651ce-cf9b-4df1-8676-e237c7e04012",
   "metadata": {},
   "source": [
    "On the start date, we create 500 customers and their transactions from the start to the end date. For each of the subsquent dates until the end date, the customer base increase between 1% to 3%. The customers list and their transaction history are saved in the \"output\" folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "30aa6018-910c-4dee-a090-e1804e617cb8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date 2021-06-01 00:00:00\n",
      "Number of customers newly onboard:  500\n",
      "Total customer:  500\n",
      "Number of transaction (adults_2550_female_rural.json):  24166\n",
      "Number of transaction (adults_2550_female_urban.json):  27872\n",
      "Number of transaction (adults_2550_male_rural.json):  18578\n",
      "Number of transaction (adults_2550_male_urban.json):  24987\n",
      "Number of transaction (adults_50up_female_rural.json):  20914\n",
      "Number of transaction (adults_50up_female_urban.json):  12861\n",
      "Number of transaction (adults_50up_male_rural.json):  22518\n",
      "Number of transaction (adults_50up_male_urban.json):  18419\n",
      "Number of transaction (young_adults_female_rural.json):  3072\n",
      "Number of transaction (young_adults_female_urban.json):  4434\n",
      "Number of transaction (young_adults_male_rural.json):  4543\n",
      "Number of transaction (young_adults_male_urban.json):  12947\n",
      "Date 2021-06-02 00:00:00\n",
      "Number of customers newly onboard:  7\n",
      "Total customer:  507\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  756\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  303\n",
      "Number of transaction (adults_50up_female_urban.json):  311\n",
      "Number of transaction (adults_50up_male_rural.json):  759\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-03 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  522\n",
      "Number of transaction (adults_2550_female_rural.json):  607\n",
      "Number of transaction (adults_2550_female_urban.json):  1798\n",
      "Number of transaction (adults_2550_male_rural.json):  598\n",
      "Number of transaction (adults_2550_male_urban.json):  305\n",
      "Number of transaction (adults_50up_female_rural.json):  594\n",
      "Number of transaction (adults_50up_female_urban.json):  456\n",
      "Number of transaction (adults_50up_male_rural.json):  1797\n",
      "Number of transaction (adults_50up_male_urban.json):  454\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-04 00:00:00\n",
      "Number of customers newly onboard:  8\n",
      "Total customer:  530\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  908\n",
      "Number of transaction (adults_2550_male_rural.json):  452\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  624\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  307\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  160\n",
      "Date 2021-06-05 00:00:00\n",
      "Number of customers newly onboard:  6\n",
      "Total customer:  536\n",
      "Number of transaction (adults_2550_female_rural.json):  444\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  1039\n",
      "Number of transaction (adults_50up_female_rural.json):  296\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  154\n",
      "Number of transaction (young_adults_male_urban.json):  592\n",
      "Date 2021-06-06 00:00:00\n",
      "Number of customers newly onboard:  7\n",
      "Total customer:  543\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  882\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  585\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  152\n",
      "Number of transaction (adults_50up_male_rural.json):  578\n",
      "Number of transaction (adults_50up_male_urban.json):  7\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  586\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-07 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  558\n",
      "Number of transaction (adults_2550_female_rural.json):  158\n",
      "Number of transaction (adults_2550_female_urban.json):  873\n",
      "Number of transaction (adults_2550_male_rural.json):  588\n",
      "Number of transaction (adults_2550_male_urban.json):  294\n",
      "Number of transaction (adults_50up_female_rural.json):  1024\n",
      "Number of transaction (adults_50up_female_urban.json):  313\n",
      "Number of transaction (adults_50up_male_rural.json):  594\n",
      "Number of transaction (adults_50up_male_urban.json):  591\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-08 00:00:00\n",
      "Number of customers newly onboard:  8\n",
      "Total customer:  566\n",
      "Number of transaction (adults_2550_female_rural.json):  580\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  1019\n",
      "Number of transaction (adults_50up_female_rural.json):  430\n",
      "Number of transaction (adults_50up_female_urban.json):  295\n",
      "Number of transaction (adults_50up_male_rural.json):  291\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  433\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-09 00:00:00\n",
      "Number of customers newly onboard:  12\n",
      "Total customer:  578\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  1147\n",
      "Number of transaction (adults_50up_female_rural.json):  721\n",
      "Number of transaction (adults_50up_female_urban.json):  586\n",
      "Number of transaction (adults_50up_male_rural.json):  298\n",
      "Number of transaction (adults_50up_male_urban.json):  1163\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  715\n",
      "Date 2021-06-10 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  593\n",
      "Number of transaction (adults_2550_female_rural.json):  853\n",
      "Number of transaction (adults_2550_female_urban.json):  843\n",
      "Number of transaction (adults_2550_male_rural.json):  1305\n",
      "Number of transaction (adults_2550_male_urban.json):  430\n",
      "Number of transaction (adults_50up_female_rural.json):  291\n",
      "Number of transaction (adults_50up_female_urban.json):  861\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  305\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-11 00:00:00\n",
      "Number of customers newly onboard:  11\n",
      "Total customer:  604\n",
      "Number of transaction (adults_2550_female_rural.json):  1003\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  570\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  150\n",
      "Number of transaction (adults_50up_male_rural.json):  1135\n",
      "Number of transaction (adults_50up_male_urban.json):  11\n",
      "Number of transaction (young_adults_female_rural.json):  148\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  709\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-12 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  619\n",
      "Number of transaction (adults_2550_female_rural.json):  284\n",
      "Number of transaction (adults_2550_female_urban.json):  851\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  432\n",
      "Number of transaction (adults_50up_female_rural.json):  2523\n",
      "Number of transaction (adults_50up_female_urban.json):  701\n",
      "Number of transaction (adults_50up_male_rural.json):  439\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  702\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-13 00:00:00\n",
      "Number of customers newly onboard:  17\n",
      "Total customer:  636\n",
      "Number of transaction (adults_2550_female_rural.json):  1664\n",
      "Number of transaction (adults_2550_female_urban.json):  698\n",
      "Number of transaction (adults_2550_male_rural.json):  852\n",
      "Number of transaction (adults_2550_male_urban.json):  985\n",
      "Number of transaction (adults_50up_female_rural.json):  411\n",
      "Number of transaction (adults_50up_female_urban.json):  983\n",
      "Number of transaction (adults_50up_male_rural.json):  146\n",
      "Number of transaction (adults_50up_male_urban.json):  1000\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-14 00:00:00\n",
      "Number of customers newly onboard:  12\n",
      "Total customer:  648\n",
      "Number of transaction (adults_2550_female_rural.json):  152\n",
      "Number of transaction (adults_2550_female_urban.json):  1504\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  683\n",
      "Number of transaction (adults_50up_female_rural.json):  419\n",
      "Number of transaction (adults_50up_female_urban.json):  415\n",
      "Number of transaction (adults_50up_male_rural.json):  701\n",
      "Number of transaction (adults_50up_male_urban.json):  834\n",
      "Number of transaction (young_adults_female_rural.json):  412\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  416\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-15 00:00:00\n",
      "Number of customers newly onboard:  14\n",
      "Total customer:  662\n",
      "Number of transaction (adults_2550_female_rural.json):  279\n",
      "Number of transaction (adults_2550_female_urban.json):  278\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  411\n",
      "Number of transaction (adults_50up_female_rural.json):  1101\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  1125\n",
      "Number of transaction (adults_50up_male_urban.json):  845\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  552\n",
      "Number of transaction (young_adults_male_urban.json):  421\n",
      "Date 2021-06-16 00:00:00\n",
      "Number of customers newly onboard:  18\n",
      "Total customer:  680\n",
      "Number of transaction (adults_2550_female_rural.json):  417\n",
      "Number of transaction (adults_2550_female_urban.json):  2040\n",
      "Number of transaction (adults_2550_male_rural.json):  553\n",
      "Number of transaction (adults_2550_male_urban.json):  1223\n",
      "Number of transaction (adults_50up_female_rural.json):  422\n",
      "Number of transaction (adults_50up_female_urban.json):  983\n",
      "Number of transaction (adults_50up_male_rural.json):  955\n",
      "Number of transaction (adults_50up_male_urban.json):  270\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  278\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-17 00:00:00\n",
      "Number of customers newly onboard:  7\n",
      "Total customer:  687\n",
      "Number of transaction (adults_2550_female_rural.json):  804\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  275\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  539\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  425\n",
      "Number of transaction (adults_50up_male_urban.json):  404\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  681\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-18 00:00:00\n",
      "Number of customers newly onboard:  21\n",
      "Total customer:  708\n",
      "Number of transaction (adults_2550_female_rural.json):  804\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  411\n",
      "Number of transaction (adults_2550_male_urban.json):  1222\n",
      "Number of transaction (adults_50up_female_rural.json):  816\n",
      "Number of transaction (adults_50up_female_urban.json):  549\n",
      "Number of transaction (adults_50up_male_rural.json):  677\n",
      "Number of transaction (adults_50up_male_urban.json):  955\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  540\n",
      "Date 2021-06-19 00:00:00\n",
      "Number of customers newly onboard:  14\n",
      "Total customer:  722\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  405\n",
      "Number of transaction (adults_2550_male_rural.json):  277\n",
      "Number of transaction (adults_2550_male_urban.json):  661\n",
      "Number of transaction (adults_50up_female_rural.json):  140\n",
      "Number of transaction (adults_50up_female_urban.json):  683\n",
      "Number of transaction (adults_50up_male_rural.json):  1359\n",
      "Number of transaction (adults_50up_male_urban.json):  401\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  9\n",
      "Date 2021-06-20 00:00:00\n",
      "Number of customers newly onboard:  14\n",
      "Total customer:  736\n",
      "Number of transaction (adults_2550_female_rural.json):  790\n",
      "Number of transaction (adults_2550_female_urban.json):  1851\n",
      "Number of transaction (adults_2550_male_rural.json):  404\n",
      "Number of transaction (adults_2550_male_urban.json):  1067\n",
      "Number of transaction (adults_50up_female_rural.json):  146\n",
      "Number of transaction (adults_50up_female_urban.json):  1072\n",
      "Number of transaction (adults_50up_male_rural.json):  139\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-21 00:00:00\n",
      "Number of customers newly onboard:  13\n",
      "Total customer:  749\n",
      "Number of transaction (adults_2550_female_rural.json):  266\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  543\n",
      "Number of transaction (adults_2550_male_urban.json):  1311\n",
      "Number of transaction (adults_50up_female_rural.json):  1715\n",
      "Number of transaction (adults_50up_female_urban.json):  267\n",
      "Number of transaction (adults_50up_male_rural.json):  141\n",
      "Number of transaction (adults_50up_male_urban.json):  12\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-22 00:00:00\n",
      "Number of customers newly onboard:  16\n",
      "Total customer:  765\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  1292\n",
      "Number of transaction (adults_2550_male_rural.json):  1050\n",
      "Number of transaction (adults_2550_male_urban.json):  657\n",
      "Number of transaction (adults_50up_female_rural.json):  406\n",
      "Number of transaction (adults_50up_female_urban.json):  797\n",
      "Number of transaction (adults_50up_male_rural.json):  130\n",
      "Number of transaction (adults_50up_male_urban.json):  15\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  142\n",
      "Date 2021-06-23 00:00:00\n",
      "Number of customers newly onboard:  18\n",
      "Total customer:  783\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  511\n",
      "Number of transaction (adults_2550_male_rural.json):  1184\n",
      "Number of transaction (adults_2550_male_urban.json):  1837\n",
      "Number of transaction (adults_50up_female_rural.json):  1068\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  398\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  137\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-24 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  798\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  257\n",
      "Number of transaction (adults_2550_male_rural.json):  917\n",
      "Number of transaction (adults_2550_male_urban.json):  260\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  919\n",
      "Number of transaction (adults_50up_male_rural.json):  135\n",
      "Number of transaction (adults_50up_male_urban.json):  390\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  1167\n",
      "Date 2021-06-25 00:00:00\n",
      "Number of customers newly onboard:  18\n",
      "Total customer:  816\n",
      "Number of transaction (adults_2550_female_rural.json):  269\n",
      "Number of transaction (adults_2550_female_urban.json):  625\n",
      "Number of transaction (adults_2550_male_rural.json):  387\n",
      "Number of transaction (adults_2550_male_urban.json):  1916\n",
      "Number of transaction (adults_50up_female_rural.json):  1022\n",
      "Number of transaction (adults_50up_female_urban.json):  134\n",
      "Number of transaction (adults_50up_male_rural.json):  1157\n",
      "Number of transaction (adults_50up_male_urban.json):  658\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  770\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-26 00:00:00\n",
      "Number of customers newly onboard:  15\n",
      "Total customer:  831\n",
      "Number of transaction (adults_2550_female_rural.json):  1407\n",
      "Number of transaction (adults_2550_female_urban.json):  753\n",
      "Number of transaction (adults_2550_male_rural.json):  1407\n",
      "Number of transaction (adults_2550_male_urban.json):  1275\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  134\n",
      "Number of transaction (adults_50up_male_rural.json):  499\n",
      "Number of transaction (adults_50up_male_urban.json):  131\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-27 00:00:00\n",
      "Number of customers newly onboard:  25\n",
      "Total customer:  856\n",
      "Number of transaction (adults_2550_female_rural.json):  1391\n",
      "Number of transaction (adults_2550_female_urban.json):  1261\n",
      "Number of transaction (adults_2550_male_rural.json):  1264\n",
      "Number of transaction (adults_2550_male_urban.json):  258\n",
      "Number of transaction (adults_50up_female_rural.json):  1153\n",
      "Number of transaction (adults_50up_female_urban.json):  255\n",
      "Number of transaction (adults_50up_male_rural.json):  267\n",
      "Number of transaction (adults_50up_male_urban.json):  760\n",
      "Number of transaction (young_adults_female_rural.json):  130\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  391\n",
      "Number of transaction (young_adults_male_urban.json):  506\n",
      "Date 2021-06-28 00:00:00\n",
      "Number of customers newly onboard:  10\n",
      "Total customer:  866\n",
      "Number of transaction (adults_2550_female_rural.json):  739\n",
      "Number of transaction (adults_2550_female_urban.json):  365\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  144\n",
      "Number of transaction (adults_50up_male_rural.json):  501\n",
      "Number of transaction (adults_50up_male_urban.json):  407\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  616\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-06-29 00:00:00\n",
      "Number of customers newly onboard:  12\n",
      "Total customer:  878\n",
      "Number of transaction (adults_2550_female_rural.json):  869\n",
      "Number of transaction (adults_2550_female_urban.json):  618\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  129\n",
      "Number of transaction (adults_50up_female_rural.json):  492\n",
      "Number of transaction (adults_50up_female_urban.json):  496\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  387\n",
      "Number of transaction (young_adults_female_rural.json):  16\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  621\n",
      "Date 2021-06-30 00:00:00\n",
      "Number of customers newly onboard:  22\n",
      "Total customer:  900\n",
      "Number of transaction (adults_2550_female_rural.json):  1492\n",
      "Number of transaction (adults_2550_female_urban.json):  594\n",
      "Number of transaction (adults_2550_male_rural.json):  487\n",
      "Number of transaction (adults_2550_male_urban.json):  1594\n",
      "Number of transaction (adults_50up_female_rural.json):  1492\n",
      "Number of transaction (adults_50up_female_urban.json):  641\n",
      "Number of transaction (adults_50up_male_rural.json):  759\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  253\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-01 00:00:00\n",
      "Number of customers newly onboard:  10\n",
      "Total customer:  910\n",
      "Number of transaction (adults_2550_female_rural.json):  496\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  856\n",
      "Number of transaction (adults_2550_male_urban.json):  245\n",
      "Number of transaction (adults_50up_female_rural.json):  0\n",
      "Number of transaction (adults_50up_female_urban.json):  19\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  127\n",
      "Number of transaction (young_adults_female_rural.json):  732\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  708\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-02 00:00:00\n",
      "Number of customers newly onboard:  24\n",
      "Total customer:  934\n",
      "Number of transaction (adults_2550_female_rural.json):  1087\n",
      "Number of transaction (adults_2550_female_urban.json):  963\n",
      "Number of transaction (adults_2550_male_rural.json):  133\n",
      "Number of transaction (adults_2550_male_urban.json):  1437\n",
      "Number of transaction (adults_50up_female_rural.json):  2893\n",
      "Number of transaction (adults_50up_female_urban.json):  740\n",
      "Number of transaction (adults_50up_male_rural.json):  379\n",
      "Number of transaction (adults_50up_male_urban.json):  365\n",
      "Number of transaction (young_adults_female_rural.json):  361\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  369\n",
      "Date 2021-07-03 00:00:00\n",
      "Number of customers newly onboard:  27\n",
      "Total customer:  961\n",
      "Number of transaction (adults_2550_female_rural.json):  717\n",
      "Number of transaction (adults_2550_female_urban.json):  594\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  1078\n",
      "Number of transaction (adults_50up_female_rural.json):  1573\n",
      "Number of transaction (adults_50up_female_urban.json):  1229\n",
      "Number of transaction (adults_50up_male_rural.json):  1102\n",
      "Number of transaction (adults_50up_male_urban.json):  269\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  240\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  486\n",
      "Date 2021-07-04 00:00:00\n",
      "Number of customers newly onboard:  16\n",
      "Total customer:  977\n",
      "Number of transaction (adults_2550_female_rural.json):  1309\n",
      "Number of transaction (adults_2550_female_urban.json):  1319\n",
      "Number of transaction (adults_2550_male_rural.json):  243\n",
      "Number of transaction (adults_2550_male_urban.json):  715\n",
      "Number of transaction (adults_50up_female_rural.json):  352\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  360\n",
      "Number of transaction (adults_50up_male_urban.json):  483\n",
      "Number of transaction (young_adults_female_rural.json):  714\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-05 00:00:00\n",
      "Number of customers newly onboard:  29\n",
      "Total customer:  1006\n",
      "Number of transaction (adults_2550_female_rural.json):  957\n",
      "Number of transaction (adults_2550_female_urban.json):  825\n",
      "Number of transaction (adults_2550_male_rural.json):  714\n",
      "Number of transaction (adults_2550_male_urban.json):  834\n",
      "Number of transaction (adults_50up_female_rural.json):  2117\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  1181\n",
      "Number of transaction (adults_50up_male_urban.json):  1431\n",
      "Number of transaction (young_adults_female_rural.json):  13\n",
      "Number of transaction (young_adults_female_urban.json):  130\n",
      "Number of transaction (young_adults_male_rural.json):  9\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-06 00:00:00\n",
      "Number of customers newly onboard:  29\n",
      "Total customer:  1035\n",
      "Number of transaction (adults_2550_female_rural.json):  578\n",
      "Number of transaction (adults_2550_female_urban.json):  1865\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  1205\n",
      "Number of transaction (adults_50up_female_urban.json):  489\n",
      "Number of transaction (adults_50up_male_rural.json):  1410\n",
      "Number of transaction (adults_50up_male_urban.json):  1434\n",
      "Number of transaction (young_adults_female_rural.json):  693\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  10\n",
      "Number of transaction (young_adults_male_urban.json):  1287\n",
      "Date 2021-07-07 00:00:00\n",
      "Number of customers newly onboard:  21\n",
      "Total customer:  1056\n",
      "Number of transaction (adults_2550_female_rural.json):  123\n",
      "Number of transaction (adults_2550_female_urban.json):  118\n",
      "Number of transaction (adults_2550_male_rural.json):  346\n",
      "Number of transaction (adults_2550_male_urban.json):  926\n",
      "Number of transaction (adults_50up_female_rural.json):  476\n",
      "Number of transaction (adults_50up_female_urban.json):  582\n",
      "Number of transaction (adults_50up_male_rural.json):  1044\n",
      "Number of transaction (adults_50up_male_urban.json):  939\n",
      "Number of transaction (young_adults_female_rural.json):  126\n",
      "Number of transaction (young_adults_female_urban.json):  689\n",
      "Number of transaction (young_adults_male_rural.json):  1509\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-08 00:00:00\n",
      "Number of customers newly onboard:  20\n",
      "Total customer:  1076\n",
      "Number of transaction (adults_2550_female_rural.json):  120\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  595\n",
      "Number of transaction (adults_2550_male_urban.json):  342\n",
      "Number of transaction (adults_50up_female_rural.json):  359\n",
      "Number of transaction (adults_50up_female_urban.json):  1075\n",
      "Number of transaction (adults_50up_male_rural.json):  578\n",
      "Number of transaction (adults_50up_male_urban.json):  569\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  698\n",
      "Number of transaction (young_adults_male_urban.json):  364\n",
      "Date 2021-07-09 00:00:00\n",
      "Number of customers newly onboard:  14\n",
      "Total customer:  1090\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  1492\n",
      "Number of transaction (adults_2550_male_rural.json):  345\n",
      "Number of transaction (adults_2550_male_urban.json):  789\n",
      "Number of transaction (adults_50up_female_rural.json):  908\n",
      "Number of transaction (adults_50up_female_urban.json):  339\n",
      "Number of transaction (adults_50up_male_rural.json):  235\n",
      "Number of transaction (adults_50up_male_urban.json):  232\n",
      "Number of transaction (young_adults_female_rural.json):  341\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-10 00:00:00\n",
      "Number of customers newly onboard:  27\n",
      "Total customer:  1117\n",
      "Number of transaction (adults_2550_female_rural.json):  1577\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  1838\n",
      "Number of transaction (adults_2550_male_urban.json):  790\n",
      "Number of transaction (adults_50up_female_rural.json):  2264\n",
      "Number of transaction (adults_50up_female_urban.json):  679\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  571\n",
      "Number of transaction (young_adults_female_rural.json):  580\n",
      "Number of transaction (young_adults_female_urban.json):  561\n",
      "Number of transaction (young_adults_male_rural.json):  443\n",
      "Number of transaction (young_adults_male_urban.json):  568\n",
      "Date 2021-07-11 00:00:00\n",
      "Number of customers newly onboard:  26\n",
      "Total customer:  1143\n",
      "Number of transaction (adults_2550_female_rural.json):  443\n",
      "Number of transaction (adults_2550_female_urban.json):  1673\n",
      "Number of transaction (adults_2550_male_rural.json):  570\n",
      "Number of transaction (adults_2550_male_urban.json):  335\n",
      "Number of transaction (adults_50up_female_rural.json):  1015\n",
      "Number of transaction (adults_50up_female_urban.json):  611\n",
      "Number of transaction (adults_50up_male_rural.json):  0\n",
      "Number of transaction (adults_50up_male_urban.json):  696\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  573\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  449\n",
      "Date 2021-07-12 00:00:00\n",
      "Number of customers newly onboard:  35\n",
      "Total customer:  1178\n",
      "Number of transaction (adults_2550_female_rural.json):  1109\n",
      "Number of transaction (adults_2550_female_urban.json):  1314\n",
      "Number of transaction (adults_2550_male_rural.json):  1479\n",
      "Number of transaction (adults_2550_male_urban.json):  238\n",
      "Number of transaction (adults_50up_female_rural.json):  345\n",
      "Number of transaction (adults_50up_female_urban.json):  457\n",
      "Number of transaction (adults_50up_male_rural.json):  1871\n",
      "Number of transaction (adults_50up_male_urban.json):  1455\n",
      "Number of transaction (young_adults_female_rural.json):  442\n",
      "Number of transaction (young_adults_female_urban.json):  11\n",
      "Number of transaction (young_adults_male_rural.json):  235\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-13 00:00:00\n",
      "Number of customers newly onboard:  16\n",
      "Total customer:  1194\n",
      "Number of transaction (adults_2550_female_rural.json):  1098\n",
      "Number of transaction (adults_2550_female_urban.json):  878\n",
      "Number of transaction (adults_2550_male_rural.json):  222\n",
      "Number of transaction (adults_2550_male_urban.json):  654\n",
      "Number of transaction (adults_50up_female_rural.json):  220\n",
      "Number of transaction (adults_50up_female_urban.json):  114\n",
      "Number of transaction (adults_50up_male_rural.json):  116\n",
      "Number of transaction (adults_50up_male_urban.json):  222\n",
      "Number of transaction (young_adults_female_rural.json):  225\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  444\n",
      "Number of transaction (young_adults_male_urban.json):  559\n",
      "Date 2021-07-14 00:00:00\n",
      "Number of customers newly onboard:  27\n",
      "Total customer:  1221\n",
      "Number of transaction (adults_2550_female_rural.json):  332\n",
      "Number of transaction (adults_2550_female_urban.json):  330\n",
      "Number of transaction (adults_2550_male_rural.json):  1629\n",
      "Number of transaction (adults_2550_male_urban.json):  778\n",
      "Number of transaction (adults_50up_female_rural.json):  553\n",
      "Number of transaction (adults_50up_female_urban.json):  336\n",
      "Number of transaction (adults_50up_male_rural.json):  1118\n",
      "Number of transaction (adults_50up_male_urban.json):  1117\n",
      "Number of transaction (young_adults_female_rural.json):  445\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  223\n",
      "Date 2021-07-15 00:00:00\n",
      "Number of customers newly onboard:  21\n",
      "Total customer:  1242\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  2776\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  434\n",
      "Number of transaction (adults_50up_female_rural.json):  756\n",
      "Number of transaction (adults_50up_female_urban.json):  0\n",
      "Number of transaction (adults_50up_male_rural.json):  1728\n",
      "Number of transaction (adults_50up_male_urban.json):  124\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  540\n",
      "Number of transaction (young_adults_male_urban.json):  433\n",
      "Date 2021-07-16 00:00:00\n",
      "Number of customers newly onboard:  17\n",
      "Total customer:  1259\n",
      "Number of transaction (adults_2550_female_rural.json):  1170\n",
      "Number of transaction (adults_2550_female_urban.json):  431\n",
      "Number of transaction (adults_2550_male_rural.json):  229\n",
      "Number of transaction (adults_2550_male_urban.json):  1491\n",
      "Number of transaction (adults_50up_female_rural.json):  430\n",
      "Number of transaction (adults_50up_female_urban.json):  124\n",
      "Number of transaction (adults_50up_male_rural.json):  227\n",
      "Number of transaction (adults_50up_male_urban.json):  114\n",
      "Number of transaction (young_adults_female_rural.json):  640\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  640\n",
      "Date 2021-07-17 00:00:00\n",
      "Number of customers newly onboard:  25\n",
      "Total customer:  1284\n",
      "Number of transaction (adults_2550_female_rural.json):  1576\n",
      "Number of transaction (adults_2550_female_urban.json):  309\n",
      "Number of transaction (adults_2550_male_rural.json):  646\n",
      "Number of transaction (adults_2550_male_urban.json):  1481\n",
      "Number of transaction (adults_50up_female_rural.json):  1486\n",
      "Number of transaction (adults_50up_female_urban.json):  243\n",
      "Number of transaction (adults_50up_male_rural.json):  1784\n",
      "Number of transaction (adults_50up_male_urban.json):  540\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-18 00:00:00\n",
      "Number of customers newly onboard:  26\n",
      "Total customer:  1310\n",
      "Number of transaction (adults_2550_female_rural.json):  1036\n",
      "Number of transaction (adults_2550_female_urban.json):  832\n",
      "Number of transaction (adults_2550_male_rural.json):  222\n",
      "Number of transaction (adults_2550_male_urban.json):  545\n",
      "Number of transaction (adults_50up_female_rural.json):  739\n",
      "Number of transaction (adults_50up_female_urban.json):  212\n",
      "Number of transaction (adults_50up_male_rural.json):  837\n",
      "Number of transaction (adults_50up_male_urban.json):  1058\n",
      "Number of transaction (young_adults_female_rural.json):  532\n",
      "Number of transaction (young_adults_female_urban.json):  516\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  223\n",
      "Date 2021-07-19 00:00:00\n",
      "Number of customers newly onboard:  14\n",
      "Total customer:  1324\n",
      "Number of transaction (adults_2550_female_rural.json):  512\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  110\n",
      "Number of transaction (adults_2550_male_urban.json):  928\n",
      "Number of transaction (adults_50up_female_rural.json):  530\n",
      "Number of transaction (adults_50up_female_urban.json):  534\n",
      "Number of transaction (adults_50up_male_rural.json):  623\n",
      "Number of transaction (adults_50up_male_urban.json):  7\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  316\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-20 00:00:00\n",
      "Number of customers newly onboard:  26\n",
      "Total customer:  1350\n",
      "Number of transaction (adults_2550_female_rural.json):  314\n",
      "Number of transaction (adults_2550_female_urban.json):  622\n",
      "Number of transaction (adults_2550_male_rural.json):  636\n",
      "Number of transaction (adults_2550_male_urban.json):  1758\n",
      "Number of transaction (adults_50up_female_rural.json):  1650\n",
      "Number of transaction (adults_50up_female_urban.json):  756\n",
      "Number of transaction (adults_50up_male_rural.json):  936\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  611\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-21 00:00:00\n",
      "Number of customers newly onboard:  20\n",
      "Total customer:  1370\n",
      "Number of transaction (adults_2550_female_rural.json):  2446\n",
      "Number of transaction (adults_2550_female_urban.json):  707\n",
      "Number of transaction (adults_2550_male_rural.json):  319\n",
      "Number of transaction (adults_2550_male_urban.json):  904\n",
      "Number of transaction (adults_50up_female_rural.json):  100\n",
      "Number of transaction (adults_50up_female_urban.json):  201\n",
      "Number of transaction (adults_50up_male_rural.json):  309\n",
      "Number of transaction (adults_50up_male_urban.json):  421\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  411\n",
      "Number of transaction (young_adults_male_rural.json):  17\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-22 00:00:00\n",
      "Number of customers newly onboard:  34\n",
      "Total customer:  1404\n",
      "Number of transaction (adults_2550_female_rural.json):  1003\n",
      "Number of transaction (adults_2550_female_urban.json):  1002\n",
      "Number of transaction (adults_2550_male_rural.json):  697\n",
      "Number of transaction (adults_2550_male_urban.json):  802\n",
      "Number of transaction (adults_50up_female_rural.json):  917\n",
      "Number of transaction (adults_50up_female_urban.json):  1645\n",
      "Number of transaction (adults_50up_male_rural.json):  1710\n",
      "Number of transaction (adults_50up_male_urban.json):  840\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  204\n",
      "Number of transaction (young_adults_male_rural.json):  605\n",
      "Number of transaction (young_adults_male_urban.json):  506\n",
      "Date 2021-07-23 00:00:00\n",
      "Number of customers newly onboard:  18\n",
      "Total customer:  1422\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  689\n",
      "Number of transaction (adults_2550_male_rural.json):  0\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  1494\n",
      "Number of transaction (adults_50up_female_urban.json):  932\n",
      "Number of transaction (adults_50up_male_rural.json):  109\n",
      "Number of transaction (adults_50up_male_urban.json):  402\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  208\n",
      "Date 2021-07-24 00:00:00\n",
      "Number of customers newly onboard:  31\n",
      "Total customer:  1453\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  1473\n",
      "Number of transaction (adults_2550_male_rural.json):  306\n",
      "Number of transaction (adults_2550_male_urban.json):  802\n",
      "Number of transaction (adults_50up_female_rural.json):  2584\n",
      "Number of transaction (adults_50up_female_urban.json):  605\n",
      "Number of transaction (adults_50up_male_rural.json):  106\n",
      "Number of transaction (adults_50up_male_urban.json):  722\n",
      "Number of transaction (young_adults_female_rural.json):  221\n",
      "Number of transaction (young_adults_female_urban.json):  204\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  387\n",
      "Date 2021-07-25 00:00:00\n",
      "Number of customers newly onboard:  38\n",
      "Total customer:  1491\n",
      "Number of transaction (adults_2550_female_rural.json):  1582\n",
      "Number of transaction (adults_2550_female_urban.json):  584\n",
      "Number of transaction (adults_2550_male_rural.json):  902\n",
      "Number of transaction (adults_2550_male_urban.json):  583\n",
      "Number of transaction (adults_50up_female_rural.json):  1801\n",
      "Number of transaction (adults_50up_female_urban.json):  820\n",
      "Number of transaction (adults_50up_male_rural.json):  795\n",
      "Number of transaction (adults_50up_male_urban.json):  503\n",
      "Number of transaction (young_adults_female_rural.json):  699\n",
      "Number of transaction (young_adults_female_urban.json):  207\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-26 00:00:00\n",
      "Number of customers newly onboard:  21\n",
      "Total customer:  1512\n",
      "Number of transaction (adults_2550_female_rural.json):  0\n",
      "Number of transaction (adults_2550_female_urban.json):  677\n",
      "Number of transaction (adults_2550_male_rural.json):  1087\n",
      "Number of transaction (adults_2550_male_urban.json):  581\n",
      "Number of transaction (adults_50up_female_rural.json):  511\n",
      "Number of transaction (adults_50up_female_urban.json):  405\n",
      "Number of transaction (adults_50up_male_rural.json):  102\n",
      "Number of transaction (adults_50up_male_urban.json):  398\n",
      "Number of transaction (young_adults_female_rural.json):  201\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  15\n",
      "Number of transaction (young_adults_male_urban.json):  484\n",
      "Date 2021-07-27 00:00:00\n",
      "Number of customers newly onboard:  29\n",
      "Total customer:  1541\n",
      "Number of transaction (adults_2550_female_rural.json):  483\n",
      "Number of transaction (adults_2550_female_urban.json):  1284\n",
      "Number of transaction (adults_2550_male_rural.json):  194\n",
      "Number of transaction (adults_2550_male_urban.json):  681\n",
      "Number of transaction (adults_50up_female_rural.json):  867\n",
      "Number of transaction (adults_50up_female_urban.json):  198\n",
      "Number of transaction (adults_50up_male_rural.json):  1284\n",
      "Number of transaction (adults_50up_male_urban.json):  502\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  205\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-28 00:00:00\n",
      "Number of customers newly onboard:  39\n",
      "Total customer:  1580\n",
      "Number of transaction (adults_2550_female_rural.json):  658\n",
      "Number of transaction (adults_2550_female_urban.json):  855\n",
      "Number of transaction (adults_2550_male_rural.json):  1735\n",
      "Number of transaction (adults_2550_male_urban.json):  772\n",
      "Number of transaction (adults_50up_female_rural.json):  860\n",
      "Number of transaction (adults_50up_female_urban.json):  301\n",
      "Number of transaction (adults_50up_male_rural.json):  794\n",
      "Number of transaction (adults_50up_male_urban.json):  299\n",
      "Number of transaction (young_adults_female_rural.json):  801\n",
      "Number of transaction (young_adults_female_urban.json):  862\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  563\n",
      "Date 2021-07-29 00:00:00\n",
      "Number of customers newly onboard:  44\n",
      "Total customer:  1624\n",
      "Number of transaction (adults_2550_female_rural.json):  1512\n",
      "Number of transaction (adults_2550_female_urban.json):  1484\n",
      "Number of transaction (adults_2550_male_rural.json):  1327\n",
      "Number of transaction (adults_2550_male_urban.json):  946\n",
      "Number of transaction (adults_50up_female_rural.json):  952\n",
      "Number of transaction (adults_50up_female_urban.json):  1818\n",
      "Number of transaction (adults_50up_male_rural.json):  295\n",
      "Number of transaction (adults_50up_male_urban.json):  862\n",
      "Number of transaction (young_adults_female_rural.json):  308\n",
      "Number of transaction (young_adults_female_urban.json):  935\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  562\n",
      "Date 2021-07-30 00:00:00\n",
      "Number of customers newly onboard:  18\n",
      "Total customer:  1642\n",
      "Number of transaction (adults_2550_female_rural.json):  1789\n",
      "Number of transaction (adults_2550_female_urban.json):  819\n",
      "Number of transaction (adults_2550_male_rural.json):  279\n",
      "Number of transaction (adults_2550_male_urban.json):  0\n",
      "Number of transaction (adults_50up_female_rural.json):  185\n",
      "Number of transaction (adults_50up_female_urban.json):  662\n",
      "Number of transaction (adults_50up_male_rural.json):  557\n",
      "Number of transaction (adults_50up_male_urban.json):  665\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-07-31 00:00:00\n",
      "Number of customers newly onboard:  37\n",
      "Total customer:  1679\n",
      "Number of transaction (adults_2550_female_rural.json):  460\n",
      "Number of transaction (adults_2550_female_urban.json):  2307\n",
      "Number of transaction (adults_2550_male_rural.json):  469\n",
      "Number of transaction (adults_2550_male_urban.json):  1908\n",
      "Number of transaction (adults_50up_female_rural.json):  949\n",
      "Number of transaction (adults_50up_female_urban.json):  382\n",
      "Number of transaction (adults_50up_male_rural.json):  1931\n",
      "Number of transaction (adults_50up_male_urban.json):  752\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  479\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-01 00:00:00\n",
      "Number of customers newly onboard:  46\n",
      "Total customer:  1725\n",
      "Number of transaction (adults_2550_female_rural.json):  455\n",
      "Number of transaction (adults_2550_female_urban.json):  817\n",
      "Number of transaction (adults_2550_male_rural.json):  839\n",
      "Number of transaction (adults_2550_male_urban.json):  1118\n",
      "Number of transaction (adults_50up_female_rural.json):  848\n",
      "Number of transaction (adults_50up_female_urban.json):  1030\n",
      "Number of transaction (adults_50up_male_rural.json):  1295\n",
      "Number of transaction (adults_50up_male_urban.json):  956\n",
      "Number of transaction (young_adults_female_rural.json):  367\n",
      "Number of transaction (young_adults_female_urban.json):  195\n",
      "Number of transaction (young_adults_male_rural.json):  12\n",
      "Number of transaction (young_adults_male_urban.json):  369\n",
      "Date 2021-08-02 00:00:00\n",
      "Number of customers newly onboard:  34\n",
      "Total customer:  1759\n",
      "Number of transaction (adults_2550_female_rural.json):  633\n",
      "Number of transaction (adults_2550_female_urban.json):  1888\n",
      "Number of transaction (adults_2550_male_rural.json):  554\n",
      "Number of transaction (adults_2550_male_urban.json):  1271\n",
      "Number of transaction (adults_50up_female_rural.json):  561\n",
      "Number of transaction (adults_50up_female_urban.json):  1093\n",
      "Number of transaction (adults_50up_male_rural.json):  1090\n",
      "Number of transaction (adults_50up_male_urban.json):  473\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  1053\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-03 00:00:00\n",
      "Number of customers newly onboard:  49\n",
      "Total customer:  1808\n",
      "Number of transaction (adults_2550_female_rural.json):  829\n",
      "Number of transaction (adults_2550_female_urban.json):  1939\n",
      "Number of transaction (adults_2550_male_rural.json):  1435\n",
      "Number of transaction (adults_2550_male_urban.json):  895\n",
      "Number of transaction (adults_50up_female_rural.json):  2057\n",
      "Number of transaction (adults_50up_female_urban.json):  467\n",
      "Number of transaction (adults_50up_male_rural.json):  1017\n",
      "Number of transaction (adults_50up_male_urban.json):  839\n",
      "Number of transaction (young_adults_female_rural.json):  445\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  961\n",
      "Number of transaction (young_adults_male_urban.json):  892\n",
      "Date 2021-08-04 00:00:00\n",
      "Number of customers newly onboard:  50\n",
      "Total customer:  1858\n",
      "Number of transaction (adults_2550_female_rural.json):  1845\n",
      "Number of transaction (adults_2550_female_urban.json):  2449\n",
      "Number of transaction (adults_2550_male_rural.json):  727\n",
      "Number of transaction (adults_2550_male_urban.json):  1330\n",
      "Number of transaction (adults_50up_female_rural.json):  1510\n",
      "Number of transaction (adults_50up_female_urban.json):  918\n",
      "Number of transaction (adults_50up_male_rural.json):  1682\n",
      "Number of transaction (adults_50up_male_urban.json):  738\n",
      "Number of transaction (young_adults_female_rural.json):  101\n",
      "Number of transaction (young_adults_female_urban.json):  443\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-05 00:00:00\n",
      "Number of customers newly onboard:  51\n",
      "Total customer:  1909\n",
      "Number of transaction (adults_2550_female_rural.json):  1723\n",
      "Number of transaction (adults_2550_female_urban.json):  1485\n",
      "Number of transaction (adults_2550_male_rural.json):  351\n",
      "Number of transaction (adults_2550_male_urban.json):  3636\n",
      "Number of transaction (adults_50up_female_rural.json):  521\n",
      "Number of transaction (adults_50up_female_urban.json):  785\n",
      "Number of transaction (adults_50up_male_rural.json):  1425\n",
      "Number of transaction (adults_50up_male_urban.json):  987\n",
      "Number of transaction (young_adults_female_rural.json):  359\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  982\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-06 00:00:00\n",
      "Number of customers newly onboard:  23\n",
      "Total customer:  1932\n",
      "Number of transaction (adults_2550_female_rural.json):  860\n",
      "Number of transaction (adults_2550_female_urban.json):  870\n",
      "Number of transaction (adults_2550_male_rural.json):  858\n",
      "Number of transaction (adults_2550_male_urban.json):  266\n",
      "Number of transaction (adults_50up_female_rural.json):  783\n",
      "Number of transaction (adults_50up_female_urban.json):  264\n",
      "Number of transaction (adults_50up_male_rural.json):  781\n",
      "Number of transaction (adults_50up_male_urban.json):  12\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  261\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-07 00:00:00\n",
      "Number of customers newly onboard:  34\n",
      "Total customer:  1966\n",
      "Number of transaction (adults_2550_female_rural.json):  604\n",
      "Number of transaction (adults_2550_female_urban.json):  1350\n",
      "Number of transaction (adults_2550_male_rural.json):  339\n",
      "Number of transaction (adults_2550_male_urban.json):  1205\n",
      "Number of transaction (adults_50up_female_rural.json):  1526\n",
      "Number of transaction (adults_50up_female_urban.json):  204\n",
      "Number of transaction (adults_50up_male_rural.json):  1024\n",
      "Number of transaction (adults_50up_male_urban.json):  207\n",
      "Number of transaction (young_adults_female_rural.json):  931\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-08 00:00:00\n",
      "Number of customers newly onboard:  32\n",
      "Total customer:  1998\n",
      "Number of transaction (adults_2550_female_rural.json):  501\n",
      "Number of transaction (adults_2550_female_urban.json):  921\n",
      "Number of transaction (adults_2550_male_rural.json):  844\n",
      "Number of transaction (adults_2550_male_urban.json):  828\n",
      "Number of transaction (adults_50up_female_rural.json):  1092\n",
      "Number of transaction (adults_50up_female_urban.json):  682\n",
      "Number of transaction (adults_50up_male_rural.json):  1025\n",
      "Number of transaction (adults_50up_male_urban.json):  516\n",
      "Number of transaction (young_adults_female_rural.json):  666\n",
      "Number of transaction (young_adults_female_urban.json):  330\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  1177\n",
      "Date 2021-08-09 00:00:00\n",
      "Number of customers newly onboard:  55\n",
      "Total customer:  2053\n",
      "Number of transaction (adults_2550_female_rural.json):  2756\n",
      "Number of transaction (adults_2550_female_urban.json):  2436\n",
      "Number of transaction (adults_2550_male_rural.json):  1189\n",
      "Number of transaction (adults_2550_male_urban.json):  909\n",
      "Number of transaction (adults_50up_female_rural.json):  857\n",
      "Number of transaction (adults_50up_female_urban.json):  607\n",
      "Number of transaction (adults_50up_male_rural.json):  1091\n",
      "Number of transaction (adults_50up_male_urban.json):  540\n",
      "Number of transaction (young_adults_female_rural.json):  336\n",
      "Number of transaction (young_adults_female_urban.json):  178\n",
      "Number of transaction (young_adults_male_rural.json):  511\n",
      "Number of transaction (young_adults_male_urban.json):  333\n",
      "Date 2021-08-10 00:00:00\n",
      "Number of customers newly onboard:  56\n",
      "Total customer:  2109\n",
      "Number of transaction (adults_2550_female_rural.json):  2645\n",
      "Number of transaction (adults_2550_female_urban.json):  1390\n",
      "Number of transaction (adults_2550_male_rural.json):  692\n",
      "Number of transaction (adults_2550_male_urban.json):  2127\n",
      "Number of transaction (adults_50up_female_rural.json):  1474\n",
      "Number of transaction (adults_50up_female_urban.json):  1578\n",
      "Number of transaction (adults_50up_male_rural.json):  1474\n",
      "Number of transaction (adults_50up_male_urban.json):  906\n",
      "Number of transaction (young_adults_female_rural.json):  91\n",
      "Number of transaction (young_adults_female_urban.json):  94\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  802\n",
      "Date 2021-08-11 00:00:00\n",
      "Number of customers newly onboard:  59\n",
      "Total customer:  2168\n",
      "Number of transaction (adults_2550_female_rural.json):  2186\n",
      "Number of transaction (adults_2550_female_urban.json):  1711\n",
      "Number of transaction (adults_2550_male_rural.json):  834\n",
      "Number of transaction (adults_2550_male_urban.json):  2020\n",
      "Number of transaction (adults_50up_female_rural.json):  1224\n",
      "Number of transaction (adults_50up_female_urban.json):  701\n",
      "Number of transaction (adults_50up_male_rural.json):  809\n",
      "Number of transaction (adults_50up_male_urban.json):  1253\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  890\n",
      "Number of transaction (young_adults_male_rural.json):  1167\n",
      "Number of transaction (young_adults_male_urban.json):  954\n",
      "Date 2021-08-12 00:00:00\n",
      "Number of customers newly onboard:  60\n",
      "Total customer:  2228\n",
      "Number of transaction (adults_2550_female_rural.json):  800\n",
      "Number of transaction (adults_2550_female_urban.json):  734\n",
      "Number of transaction (adults_2550_male_rural.json):  1410\n",
      "Number of transaction (adults_2550_male_urban.json):  1669\n",
      "Number of transaction (adults_50up_female_rural.json):  2260\n",
      "Number of transaction (adults_50up_female_urban.json):  1094\n",
      "Number of transaction (adults_50up_male_rural.json):  1967\n",
      "Number of transaction (adults_50up_male_urban.json):  900\n",
      "Number of transaction (young_adults_female_rural.json):  718\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  467\n",
      "Number of transaction (young_adults_male_urban.json):  170\n",
      "Date 2021-08-13 00:00:00\n",
      "Number of customers newly onboard:  56\n",
      "Total customer:  2284\n",
      "Number of transaction (adults_2550_female_rural.json):  1761\n",
      "Number of transaction (adults_2550_female_urban.json):  717\n",
      "Number of transaction (adults_2550_male_rural.json):  1522\n",
      "Number of transaction (adults_2550_male_urban.json):  2652\n",
      "Number of transaction (adults_50up_female_rural.json):  1367\n",
      "Number of transaction (adults_50up_female_urban.json):  1556\n",
      "Number of transaction (adults_50up_male_rural.json):  717\n",
      "Number of transaction (adults_50up_male_urban.json):  495\n",
      "Number of transaction (young_adults_female_rural.json):  475\n",
      "Number of transaction (young_adults_female_urban.json):  13\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  312\n",
      "Date 2021-08-14 00:00:00\n",
      "Number of customers newly onboard:  35\n",
      "Total customer:  2319\n",
      "Number of transaction (adults_2550_female_rural.json):  869\n",
      "Number of transaction (adults_2550_female_urban.json):  1094\n",
      "Number of transaction (adults_2550_male_rural.json):  471\n",
      "Number of transaction (adults_2550_male_urban.json):  1634\n",
      "Number of transaction (adults_50up_female_rural.json):  385\n",
      "Number of transaction (adults_50up_female_urban.json):  416\n",
      "Number of transaction (adults_50up_male_rural.json):  634\n",
      "Number of transaction (adults_50up_male_urban.json):  173\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  912\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  163\n",
      "Date 2021-08-15 00:00:00\n",
      "Number of customers newly onboard:  48\n",
      "Total customer:  2367\n",
      "Number of transaction (adults_2550_female_rural.json):  230\n",
      "Number of transaction (adults_2550_female_urban.json):  1819\n",
      "Number of transaction (adults_2550_male_rural.json):  1354\n",
      "Number of transaction (adults_2550_male_urban.json):  1085\n",
      "Number of transaction (adults_50up_female_rural.json):  1230\n",
      "Number of transaction (adults_50up_female_urban.json):  714\n",
      "Number of transaction (adults_50up_male_rural.json):  1778\n",
      "Number of transaction (adults_50up_male_urban.json):  647\n",
      "Number of transaction (young_adults_female_rural.json):  304\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  489\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-16 00:00:00\n",
      "Number of customers newly onboard:  36\n",
      "Total customer:  2403\n",
      "Number of transaction (adults_2550_female_rural.json):  843\n",
      "Number of transaction (adults_2550_female_urban.json):  976\n",
      "Number of transaction (adults_2550_male_rural.json):  935\n",
      "Number of transaction (adults_2550_male_urban.json):  1046\n",
      "Number of transaction (adults_50up_female_rural.json):  459\n",
      "Number of transaction (adults_50up_female_urban.json):  347\n",
      "Number of transaction (adults_50up_male_rural.json):  465\n",
      "Number of transaction (adults_50up_male_urban.json):  562\n",
      "Number of transaction (young_adults_female_rural.json):  226\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  1000\n",
      "Date 2021-08-17 00:00:00\n",
      "Number of customers newly onboard:  43\n",
      "Total customer:  2446\n",
      "Number of transaction (adults_2550_female_rural.json):  1054\n",
      "Number of transaction (adults_2550_female_urban.json):  1943\n",
      "Number of transaction (adults_2550_male_rural.json):  908\n",
      "Number of transaction (adults_2550_male_urban.json):  739\n",
      "Number of transaction (adults_50up_female_rural.json):  1052\n",
      "Number of transaction (adults_50up_female_urban.json):  708\n",
      "Number of transaction (adults_50up_male_rural.json):  691\n",
      "Number of transaction (adults_50up_male_urban.json):  941\n",
      "Number of transaction (young_adults_female_rural.json):  16\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  245\n",
      "Date 2021-08-18 00:00:00\n",
      "Number of customers newly onboard:  41\n",
      "Total customer:  2487\n",
      "Number of transaction (adults_2550_female_rural.json):  442\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  1652\n",
      "Number of transaction (adults_2550_male_urban.json):  907\n",
      "Number of transaction (adults_50up_female_rural.json):  1258\n",
      "Number of transaction (adults_50up_female_urban.json):  929\n",
      "Number of transaction (adults_50up_male_rural.json):  664\n",
      "Number of transaction (adults_50up_male_urban.json):  632\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  378\n",
      "Number of transaction (young_adults_male_urban.json):  368\n",
      "Date 2021-08-19 00:00:00\n",
      "Number of customers newly onboard:  52\n",
      "Total customer:  2539\n",
      "Number of transaction (adults_2550_female_rural.json):  874\n",
      "Number of transaction (adults_2550_female_urban.json):  2685\n",
      "Number of transaction (adults_2550_male_rural.json):  154\n",
      "Number of transaction (adults_2550_male_urban.json):  1022\n",
      "Number of transaction (adults_50up_female_rural.json):  1245\n",
      "Number of transaction (adults_50up_female_urban.json):  1151\n",
      "Number of transaction (adults_50up_male_rural.json):  1474\n",
      "Number of transaction (adults_50up_male_urban.json):  634\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  396\n",
      "Date 2021-08-20 00:00:00\n",
      "Number of customers newly onboard:  69\n",
      "Total customer:  2608\n",
      "Number of transaction (adults_2550_female_rural.json):  2062\n",
      "Number of transaction (adults_2550_female_urban.json):  1867\n",
      "Number of transaction (adults_2550_male_rural.json):  461\n",
      "Number of transaction (adults_2550_male_urban.json):  2022\n",
      "Number of transaction (adults_50up_female_rural.json):  1538\n",
      "Number of transaction (adults_50up_female_urban.json):  966\n",
      "Number of transaction (adults_50up_male_rural.json):  1944\n",
      "Number of transaction (adults_50up_male_urban.json):  1171\n",
      "Number of transaction (young_adults_female_rural.json):  443\n",
      "Number of transaction (young_adults_female_urban.json):  91\n",
      "Number of transaction (young_adults_male_rural.json):  298\n",
      "Number of transaction (young_adults_male_urban.json):  1644\n",
      "Date 2021-08-21 00:00:00\n",
      "Number of customers newly onboard:  32\n",
      "Total customer:  2640\n",
      "Number of transaction (adults_2550_female_rural.json):  986\n",
      "Number of transaction (adults_2550_female_urban.json):  1140\n",
      "Number of transaction (adults_2550_male_rural.json):  730\n",
      "Number of transaction (adults_2550_male_urban.json):  644\n",
      "Number of transaction (adults_50up_female_rural.json):  1070\n",
      "Number of transaction (adults_50up_female_urban.json):  432\n",
      "Number of transaction (adults_50up_male_rural.json):  291\n",
      "Number of transaction (adults_50up_male_urban.json):  517\n",
      "Number of transaction (young_adults_female_rural.json):  507\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  568\n",
      "Date 2021-08-22 00:00:00\n",
      "Number of customers newly onboard:  44\n",
      "Total customer:  2684\n",
      "Number of transaction (adults_2550_female_rural.json):  697\n",
      "Number of transaction (adults_2550_female_urban.json):  977\n",
      "Number of transaction (adults_2550_male_rural.json):  1025\n",
      "Number of transaction (adults_2550_male_urban.json):  1399\n",
      "Number of transaction (adults_50up_female_rural.json):  565\n",
      "Number of transaction (adults_50up_female_urban.json):  578\n",
      "Number of transaction (adults_50up_male_rural.json):  698\n",
      "Number of transaction (adults_50up_male_urban.json):  956\n",
      "Number of transaction (young_adults_female_rural.json):  279\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  397\n",
      "Number of transaction (young_adults_male_urban.json):  213\n",
      "Date 2021-08-23 00:00:00\n",
      "Number of customers newly onboard:  80\n",
      "Total customer:  2764\n",
      "Number of transaction (adults_2550_female_rural.json):  1716\n",
      "Number of transaction (adults_2550_female_urban.json):  1955\n",
      "Number of transaction (adults_2550_male_rural.json):  1619\n",
      "Number of transaction (adults_2550_male_urban.json):  1470\n",
      "Number of transaction (adults_50up_female_rural.json):  1238\n",
      "Number of transaction (adults_50up_female_urban.json):  1287\n",
      "Number of transaction (adults_50up_male_rural.json):  1314\n",
      "Number of transaction (adults_50up_male_urban.json):  2218\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  1090\n",
      "Number of transaction (young_adults_male_rural.json):  274\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-08-24 00:00:00\n",
      "Number of customers newly onboard:  36\n",
      "Total customer:  2800\n",
      "Number of transaction (adults_2550_female_rural.json):  1033\n",
      "Number of transaction (adults_2550_female_urban.json):  1148\n",
      "Number of transaction (adults_2550_male_rural.json):  206\n",
      "Number of transaction (adults_2550_male_urban.json):  1024\n",
      "Number of transaction (adults_50up_female_rural.json):  1083\n",
      "Number of transaction (adults_50up_female_urban.json):  651\n",
      "Number of transaction (adults_50up_male_rural.json):  149\n",
      "Number of transaction (adults_50up_male_urban.json):  83\n",
      "Number of transaction (young_adults_female_rural.json):  80\n",
      "Number of transaction (young_adults_female_urban.json):  662\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  425\n",
      "Date 2021-08-25 00:00:00\n",
      "Number of customers newly onboard:  51\n",
      "Total customer:  2851\n",
      "Number of transaction (adults_2550_female_rural.json):  1667\n",
      "Number of transaction (adults_2550_female_urban.json):  989\n",
      "Number of transaction (adults_2550_male_rural.json):  560\n",
      "Number of transaction (adults_2550_male_urban.json):  751\n",
      "Number of transaction (adults_50up_female_rural.json):  1664\n",
      "Number of transaction (adults_50up_female_urban.json):  627\n",
      "Number of transaction (adults_50up_male_rural.json):  859\n",
      "Number of transaction (adults_50up_male_urban.json):  920\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  286\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  925\n",
      "Date 2021-08-26 00:00:00\n",
      "Number of customers newly onboard:  39\n",
      "Total customer:  2890\n",
      "Number of transaction (adults_2550_female_rural.json):  818\n",
      "Number of transaction (adults_2550_female_urban.json):  849\n",
      "Number of transaction (adults_2550_male_rural.json):  405\n",
      "Number of transaction (adults_2550_male_urban.json):  614\n",
      "Number of transaction (adults_50up_female_rural.json):  941\n",
      "Number of transaction (adults_50up_female_urban.json):  552\n",
      "Number of transaction (adults_50up_male_rural.json):  861\n",
      "Number of transaction (adults_50up_male_urban.json):  467\n",
      "Number of transaction (young_adults_female_rural.json):  845\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  470\n",
      "Date 2021-08-27 00:00:00\n",
      "Number of customers newly onboard:  49\n",
      "Total customer:  2939\n",
      "Number of transaction (adults_2550_female_rural.json):  1490\n",
      "Number of transaction (adults_2550_female_urban.json):  464\n",
      "Number of transaction (adults_2550_male_rural.json):  864\n",
      "Number of transaction (adults_2550_male_urban.json):  2188\n",
      "Number of transaction (adults_50up_female_rural.json):  789\n",
      "Number of transaction (adults_50up_female_urban.json):  551\n",
      "Number of transaction (adults_50up_male_rural.json):  604\n",
      "Number of transaction (adults_50up_male_urban.json):  349\n",
      "Number of transaction (young_adults_female_rural.json):  340\n",
      "Number of transaction (young_adults_female_urban.json):  392\n",
      "Number of transaction (young_adults_male_rural.json):  319\n",
      "Number of transaction (young_adults_male_urban.json):  977\n",
      "Date 2021-08-28 00:00:00\n",
      "Number of customers newly onboard:  66\n",
      "Total customer:  3005\n",
      "Number of transaction (adults_2550_female_rural.json):  841\n",
      "Number of transaction (adults_2550_female_urban.json):  2549\n",
      "Number of transaction (adults_2550_male_rural.json):  1372\n",
      "Number of transaction (adults_2550_male_urban.json):  897\n",
      "Number of transaction (adults_50up_female_rural.json):  715\n",
      "Number of transaction (adults_50up_female_urban.json):  839\n",
      "Number of transaction (adults_50up_male_rural.json):  1243\n",
      "Number of transaction (adults_50up_male_urban.json):  830\n",
      "Number of transaction (young_adults_female_rural.json):  125\n",
      "Number of transaction (young_adults_female_urban.json):  75\n",
      "Number of transaction (young_adults_male_rural.json):  134\n",
      "Number of transaction (young_adults_male_urban.json):  70\n",
      "Date 2021-08-29 00:00:00\n",
      "Number of customers newly onboard:  51\n",
      "Total customer:  3056\n",
      "Number of transaction (adults_2550_female_rural.json):  1156\n",
      "Number of transaction (adults_2550_female_urban.json):  0\n",
      "Number of transaction (adults_2550_male_rural.json):  709\n",
      "Number of transaction (adults_2550_male_urban.json):  691\n",
      "Number of transaction (adults_50up_female_rural.json):  311\n",
      "Number of transaction (adults_50up_female_urban.json):  542\n",
      "Number of transaction (adults_50up_male_rural.json):  1639\n",
      "Number of transaction (adults_50up_male_urban.json):  1479\n",
      "Number of transaction (young_adults_female_rural.json):  200\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  511\n",
      "Number of transaction (young_adults_male_urban.json):  390\n",
      "Date 2021-08-30 00:00:00\n",
      "Number of customers newly onboard:  46\n",
      "Total customer:  3102\n",
      "Number of transaction (adults_2550_female_rural.json):  320\n",
      "Number of transaction (adults_2550_female_urban.json):  1386\n",
      "Number of transaction (adults_2550_male_rural.json):  458\n",
      "Number of transaction (adults_2550_male_urban.json):  1156\n",
      "Number of transaction (adults_50up_female_rural.json):  953\n",
      "Number of transaction (adults_50up_female_urban.json):  291\n",
      "Number of transaction (adults_50up_male_rural.json):  1486\n",
      "Number of transaction (adults_50up_male_urban.json):  441\n",
      "Number of transaction (young_adults_female_rural.json):  395\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  484\n",
      "Date 2021-08-31 00:00:00\n",
      "Number of customers newly onboard:  56\n",
      "Total customer:  3158\n",
      "Number of transaction (adults_2550_female_rural.json):  379\n",
      "Number of transaction (adults_2550_female_urban.json):  1864\n",
      "Number of transaction (adults_2550_male_rural.json):  1053\n",
      "Number of transaction (adults_2550_male_urban.json):  741\n",
      "Number of transaction (adults_50up_female_rural.json):  897\n",
      "Number of transaction (adults_50up_female_urban.json):  1402\n",
      "Number of transaction (adults_50up_male_rural.json):  1505\n",
      "Number of transaction (adults_50up_male_urban.json):  844\n",
      "Number of transaction (young_adults_female_rural.json):  722\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  12\n",
      "Date 2021-09-01 00:00:00\n",
      "Number of customers newly onboard:  93\n",
      "Total customer:  3251\n",
      "Number of transaction (adults_2550_female_rural.json):  2110\n",
      "Number of transaction (adults_2550_female_urban.json):  1215\n",
      "Number of transaction (adults_2550_male_rural.json):  738\n",
      "Number of transaction (adults_2550_male_urban.json):  2036\n",
      "Number of transaction (adults_50up_female_rural.json):  2784\n",
      "Number of transaction (adults_50up_female_urban.json):  1534\n",
      "Number of transaction (adults_50up_male_rural.json):  1939\n",
      "Number of transaction (adults_50up_male_urban.json):  1074\n",
      "Number of transaction (young_adults_female_rural.json):  671\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  11\n",
      "Number of transaction (young_adults_male_urban.json):  340\n",
      "Date 2021-09-02 00:00:00\n",
      "Number of customers newly onboard:  65\n",
      "Total customer:  3316\n",
      "Number of transaction (adults_2550_female_rural.json):  355\n",
      "Number of transaction (adults_2550_female_urban.json):  1239\n",
      "Number of transaction (adults_2550_male_rural.json):  366\n",
      "Number of transaction (adults_2550_male_urban.json):  1837\n",
      "Number of transaction (adults_50up_female_rural.json):  1338\n",
      "Number of transaction (adults_50up_female_urban.json):  999\n",
      "Number of transaction (adults_50up_male_rural.json):  986\n",
      "Number of transaction (adults_50up_male_urban.json):  993\n",
      "Number of transaction (young_adults_female_rural.json):  173\n",
      "Number of transaction (young_adults_female_urban.json):  589\n",
      "Number of transaction (young_adults_male_rural.json):  29\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-03 00:00:00\n",
      "Number of customers newly onboard:  38\n",
      "Total customer:  3354\n",
      "Number of transaction (adults_2550_female_rural.json):  1215\n",
      "Number of transaction (adults_2550_female_urban.json):  770\n",
      "Number of transaction (adults_2550_male_rural.json):  493\n",
      "Number of transaction (adults_2550_male_urban.json):  871\n",
      "Number of transaction (adults_50up_female_rural.json):  544\n",
      "Number of transaction (adults_50up_female_urban.json):  894\n",
      "Number of transaction (adults_50up_male_rural.json):  174\n",
      "Number of transaction (adults_50up_male_urban.json):  440\n",
      "Number of transaction (young_adults_female_rural.json):  176\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-04 00:00:00\n",
      "Number of customers newly onboard:  43\n",
      "Total customer:  3397\n",
      "Number of transaction (adults_2550_female_rural.json):  795\n",
      "Number of transaction (adults_2550_female_urban.json):  858\n",
      "Number of transaction (adults_2550_male_rural.json):  765\n",
      "Number of transaction (adults_2550_male_urban.json):  794\n",
      "Number of transaction (adults_50up_female_rural.json):  571\n",
      "Number of transaction (adults_50up_female_urban.json):  1192\n",
      "Number of transaction (adults_50up_male_rural.json):  581\n",
      "Number of transaction (adults_50up_male_urban.json):  588\n",
      "Number of transaction (young_adults_female_rural.json):  234\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-05 00:00:00\n",
      "Number of customers newly onboard:  47\n",
      "Total customer:  3444\n",
      "Number of transaction (adults_2550_female_rural.json):  291\n",
      "Number of transaction (adults_2550_female_urban.json):  502\n",
      "Number of transaction (adults_2550_male_rural.json):  723\n",
      "Number of transaction (adults_2550_male_urban.json):  1681\n",
      "Number of transaction (adults_50up_female_rural.json):  806\n",
      "Number of transaction (adults_50up_female_urban.json):  472\n",
      "Number of transaction (adults_50up_male_rural.json):  392\n",
      "Number of transaction (adults_50up_male_urban.json):  531\n",
      "Number of transaction (young_adults_female_rural.json):  347\n",
      "Number of transaction (young_adults_female_urban.json):  234\n",
      "Number of transaction (young_adults_male_rural.json):  1012\n",
      "Number of transaction (young_adults_male_urban.json):  566\n",
      "Date 2021-09-06 00:00:00\n",
      "Number of customers newly onboard:  101\n",
      "Total customer:  3545\n",
      "Number of transaction (adults_2550_female_rural.json):  2144\n",
      "Number of transaction (adults_2550_female_urban.json):  1744\n",
      "Number of transaction (adults_2550_male_rural.json):  1521\n",
      "Number of transaction (adults_2550_male_urban.json):  1873\n",
      "Number of transaction (adults_50up_female_rural.json):  1567\n",
      "Number of transaction (adults_50up_female_urban.json):  226\n",
      "Number of transaction (adults_50up_male_rural.json):  2433\n",
      "Number of transaction (adults_50up_male_urban.json):  1342\n",
      "Number of transaction (young_adults_female_rural.json):  166\n",
      "Number of transaction (young_adults_female_urban.json):  103\n",
      "Number of transaction (young_adults_male_rural.json):  516\n",
      "Number of transaction (young_adults_male_urban.json):  549\n",
      "Date 2021-09-07 00:00:00\n",
      "Number of customers newly onboard:  41\n",
      "Total customer:  3586\n",
      "Number of transaction (adults_2550_female_rural.json):  755\n",
      "Number of transaction (adults_2550_female_urban.json):  600\n",
      "Number of transaction (adults_2550_male_rural.json):  681\n",
      "Number of transaction (adults_2550_male_urban.json):  1064\n",
      "Number of transaction (adults_50up_female_rural.json):  164\n",
      "Number of transaction (adults_50up_female_urban.json):  306\n",
      "Number of transaction (adults_50up_male_rural.json):  706\n",
      "Number of transaction (adults_50up_male_urban.json):  752\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  9\n",
      "Number of transaction (young_adults_male_rural.json):  276\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-08 00:00:00\n",
      "Number of customers newly onboard:  78\n",
      "Total customer:  3664\n",
      "Number of transaction (adults_2550_female_rural.json):  1105\n",
      "Number of transaction (adults_2550_female_urban.json):  2321\n",
      "Number of transaction (adults_2550_male_rural.json):  466\n",
      "Number of transaction (adults_2550_male_urban.json):  691\n",
      "Number of transaction (adults_50up_female_rural.json):  1546\n",
      "Number of transaction (adults_50up_female_urban.json):  548\n",
      "Number of transaction (adults_50up_male_rural.json):  1635\n",
      "Number of transaction (adults_50up_male_urban.json):  1147\n",
      "Number of transaction (young_adults_female_rural.json):  323\n",
      "Number of transaction (young_adults_female_urban.json):  701\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-09 00:00:00\n",
      "Number of customers newly onboard:  38\n",
      "Total customer:  3702\n",
      "Number of transaction (adults_2550_female_rural.json):  321\n",
      "Number of transaction (adults_2550_female_urban.json):  1430\n",
      "Number of transaction (adults_2550_male_rural.json):  961\n",
      "Number of transaction (adults_2550_male_urban.json):  365\n",
      "Number of transaction (adults_50up_female_rural.json):  567\n",
      "Number of transaction (adults_50up_female_urban.json):  244\n",
      "Number of transaction (adults_50up_male_rural.json):  726\n",
      "Number of transaction (adults_50up_male_urban.json):  0\n",
      "Number of transaction (young_adults_female_rural.json):  634\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  131\n",
      "Number of transaction (young_adults_male_urban.json):  316\n",
      "Date 2021-09-10 00:00:00\n",
      "Number of customers newly onboard:  42\n",
      "Total customer:  3744\n",
      "Number of transaction (adults_2550_female_rural.json):  809\n",
      "Number of transaction (adults_2550_female_urban.json):  100\n",
      "Number of transaction (adults_2550_male_rural.json):  590\n",
      "Number of transaction (adults_2550_male_urban.json):  452\n",
      "Number of transaction (adults_50up_female_rural.json):  673\n",
      "Number of transaction (adults_50up_female_urban.json):  729\n",
      "Number of transaction (adults_50up_male_rural.json):  823\n",
      "Number of transaction (adults_50up_male_urban.json):  275\n",
      "Number of transaction (young_adults_female_rural.json):  56\n",
      "Number of transaction (young_adults_female_urban.json):  160\n",
      "Number of transaction (young_adults_male_rural.json):  271\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-09-11 00:00:00\n",
      "Number of customers newly onboard:  87\n",
      "Total customer:  3831\n",
      "Number of transaction (adults_2550_female_rural.json):  1642\n",
      "Number of transaction (adults_2550_female_urban.json):  2175\n",
      "Number of transaction (adults_2550_male_rural.json):  851\n",
      "Number of transaction (adults_2550_male_urban.json):  1070\n",
      "Number of transaction (adults_50up_female_rural.json):  1414\n",
      "Number of transaction (adults_50up_female_urban.json):  1688\n",
      "Number of transaction (adults_50up_male_rural.json):  513\n",
      "Number of transaction (adults_50up_male_urban.json):  974\n",
      "Number of transaction (young_adults_female_rural.json):  196\n",
      "Number of transaction (young_adults_female_urban.json):  552\n",
      "Number of transaction (young_adults_male_rural.json):  601\n",
      "Number of transaction (young_adults_male_urban.json):  65\n",
      "Date 2021-09-12 00:00:00\n",
      "Number of customers newly onboard:  108\n",
      "Total customer:  3939\n",
      "Number of transaction (adults_2550_female_rural.json):  1466\n",
      "Number of transaction (adults_2550_female_urban.json):  2351\n",
      "Number of transaction (adults_2550_male_rural.json):  1522\n",
      "Number of transaction (adults_2550_male_urban.json):  998\n",
      "Number of transaction (adults_50up_female_rural.json):  1859\n",
      "Number of transaction (adults_50up_female_urban.json):  1077\n",
      "Number of transaction (adults_50up_male_rural.json):  1433\n",
      "Number of transaction (adults_50up_male_urban.json):  1726\n",
      "Number of transaction (young_adults_female_rural.json):  594\n",
      "Number of transaction (young_adults_female_urban.json):  55\n",
      "Number of transaction (young_adults_male_rural.json):  664\n",
      "Number of transaction (young_adults_male_urban.json):  53\n",
      "Date 2021-09-13 00:00:00\n",
      "Number of customers newly onboard:  98\n",
      "Total customer:  4037\n",
      "Number of transaction (adults_2550_female_rural.json):  1750\n",
      "Number of transaction (adults_2550_female_urban.json):  974\n",
      "Number of transaction (adults_2550_male_rural.json):  1294\n",
      "Number of transaction (adults_2550_male_urban.json):  1124\n",
      "Number of transaction (adults_50up_female_rural.json):  2028\n",
      "Number of transaction (adults_50up_female_urban.json):  1641\n",
      "Number of transaction (adults_50up_male_rural.json):  1086\n",
      "Number of transaction (adults_50up_male_urban.json):  832\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  304\n",
      "Number of transaction (young_adults_male_rural.json):  380\n",
      "Number of transaction (young_adults_male_urban.json):  200\n",
      "Date 2021-09-14 00:00:00\n",
      "Number of customers newly onboard:  84\n",
      "Total customer:  4121\n",
      "Number of transaction (adults_2550_female_rural.json):  1842\n",
      "Number of transaction (adults_2550_female_urban.json):  1610\n",
      "Number of transaction (adults_2550_male_rural.json):  2070\n",
      "Number of transaction (adults_2550_male_urban.json):  904\n",
      "Number of transaction (adults_50up_female_rural.json):  1502\n",
      "Number of transaction (adults_50up_female_urban.json):  715\n",
      "Number of transaction (adults_50up_male_rural.json):  475\n",
      "Number of transaction (adults_50up_male_urban.json):  598\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  839\n",
      "Number of transaction (young_adults_male_rural.json):  151\n",
      "Number of transaction (young_adults_male_urban.json):  288\n",
      "Date 2021-09-15 00:00:00\n",
      "Number of customers newly onboard:  83\n",
      "Total customer:  4204\n",
      "Number of transaction (adults_2550_female_rural.json):  988\n",
      "Number of transaction (adults_2550_female_urban.json):  1331\n",
      "Number of transaction (adults_2550_male_rural.json):  1115\n",
      "Number of transaction (adults_2550_male_urban.json):  1594\n",
      "Number of transaction (adults_50up_female_rural.json):  1392\n",
      "Number of transaction (adults_50up_female_urban.json):  717\n",
      "Number of transaction (adults_50up_male_rural.json):  617\n",
      "Number of transaction (adults_50up_male_urban.json):  749\n",
      "Number of transaction (young_adults_female_rural.json):  299\n",
      "Number of transaction (young_adults_female_urban.json):  342\n",
      "Number of transaction (young_adults_male_rural.json):  265\n",
      "Number of transaction (young_adults_male_urban.json):  164\n",
      "Date 2021-09-16 00:00:00\n",
      "Number of customers newly onboard:  107\n",
      "Total customer:  4311\n",
      "Number of transaction (adults_2550_female_rural.json):  3464\n",
      "Number of transaction (adults_2550_female_urban.json):  1498\n",
      "Number of transaction (adults_2550_male_rural.json):  1430\n",
      "Number of transaction (adults_2550_male_urban.json):  1685\n",
      "Number of transaction (adults_50up_female_rural.json):  1224\n",
      "Number of transaction (adults_50up_female_urban.json):  1054\n",
      "Number of transaction (adults_50up_male_rural.json):  1282\n",
      "Number of transaction (adults_50up_male_urban.json):  642\n",
      "Number of transaction (young_adults_female_rural.json):  59\n",
      "Number of transaction (young_adults_female_urban.json):  370\n",
      "Number of transaction (young_adults_male_rural.json):  346\n",
      "Number of transaction (young_adults_male_urban.json):  241\n",
      "Date 2021-09-17 00:00:00\n",
      "Number of customers newly onboard:  127\n",
      "Total customer:  4438\n",
      "Number of transaction (adults_2550_female_rural.json):  875\n",
      "Number of transaction (adults_2550_female_urban.json):  2939\n",
      "Number of transaction (adults_2550_male_rural.json):  1167\n",
      "Number of transaction (adults_2550_male_urban.json):  1717\n",
      "Number of transaction (adults_50up_female_rural.json):  1771\n",
      "Number of transaction (adults_50up_female_urban.json):  1545\n",
      "Number of transaction (adults_50up_male_rural.json):  1344\n",
      "Number of transaction (adults_50up_male_urban.json):  1657\n",
      "Number of transaction (young_adults_female_rural.json):  858\n",
      "Number of transaction (young_adults_female_urban.json):  438\n",
      "Number of transaction (young_adults_male_rural.json):  277\n",
      "Number of transaction (young_adults_male_urban.json):  238\n",
      "Date 2021-09-18 00:00:00\n",
      "Number of customers newly onboard:  50\n",
      "Total customer:  4488\n",
      "Number of transaction (adults_2550_female_rural.json):  1130\n",
      "Number of transaction (adults_2550_female_urban.json):  468\n",
      "Number of transaction (adults_2550_male_rural.json):  624\n",
      "Number of transaction (adults_2550_male_urban.json):  841\n",
      "Number of transaction (adults_50up_female_rural.json):  788\n",
      "Number of transaction (adults_50up_female_urban.json):  336\n",
      "Number of transaction (adults_50up_male_rural.json):  568\n",
      "Number of transaction (adults_50up_male_urban.json):  68\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  247\n",
      "Number of transaction (young_adults_male_rural.json):  609\n",
      "Number of transaction (young_adults_male_urban.json):  247\n",
      "Date 2021-09-19 00:00:00\n",
      "Number of customers newly onboard:  94\n",
      "Total customer:  4582\n",
      "Number of transaction (adults_2550_female_rural.json):  2093\n",
      "Number of transaction (adults_2550_female_urban.json):  1402\n",
      "Number of transaction (adults_2550_male_rural.json):  944\n",
      "Number of transaction (adults_2550_male_urban.json):  1182\n",
      "Number of transaction (adults_50up_female_rural.json):  957\n",
      "Number of transaction (adults_50up_female_urban.json):  586\n",
      "Number of transaction (adults_50up_male_rural.json):  1426\n",
      "Number of transaction (adults_50up_male_urban.json):  769\n",
      "Number of transaction (young_adults_female_rural.json):  686\n",
      "Number of transaction (young_adults_female_urban.json):  327\n",
      "Number of transaction (young_adults_male_rural.json):  403\n",
      "Number of transaction (young_adults_male_urban.json):  220\n",
      "Date 2021-09-20 00:00:00\n",
      "Number of customers newly onboard:  85\n",
      "Total customer:  4667\n",
      "Number of transaction (adults_2550_female_rural.json):  344\n",
      "Number of transaction (adults_2550_female_urban.json):  1485\n",
      "Number of transaction (adults_2550_male_rural.json):  940\n",
      "Number of transaction (adults_2550_male_urban.json):  829\n",
      "Number of transaction (adults_50up_female_rural.json):  1261\n",
      "Number of transaction (adults_50up_female_urban.json):  832\n",
      "Number of transaction (adults_50up_male_rural.json):  670\n",
      "Number of transaction (adults_50up_male_urban.json):  631\n",
      "Number of transaction (young_adults_female_rural.json):  463\n",
      "Number of transaction (young_adults_female_urban.json):  241\n",
      "Number of transaction (young_adults_male_rural.json):  245\n",
      "Number of transaction (young_adults_male_urban.json):  137\n",
      "Date 2021-09-21 00:00:00\n",
      "Number of customers newly onboard:  79\n",
      "Total customer:  4746\n",
      "Number of transaction (adults_2550_female_rural.json):  900\n",
      "Number of transaction (adults_2550_female_urban.json):  1104\n",
      "Number of transaction (adults_2550_male_rural.json):  744\n",
      "Number of transaction (adults_2550_male_urban.json):  1299\n",
      "Number of transaction (adults_50up_female_rural.json):  683\n",
      "Number of transaction (adults_50up_female_urban.json):  1206\n",
      "Number of transaction (adults_50up_male_rural.json):  858\n",
      "Number of transaction (adults_50up_male_urban.json):  678\n",
      "Number of transaction (young_adults_female_rural.json):  353\n",
      "Number of transaction (young_adults_female_urban.json):  90\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  222\n",
      "Date 2021-09-22 00:00:00\n",
      "Number of customers newly onboard:  71\n",
      "Total customer:  4817\n",
      "Number of transaction (adults_2550_female_rural.json):  1570\n",
      "Number of transaction (adults_2550_female_urban.json):  1356\n",
      "Number of transaction (adults_2550_male_rural.json):  361\n",
      "Number of transaction (adults_2550_male_urban.json):  1061\n",
      "Number of transaction (adults_50up_female_rural.json):  672\n",
      "Number of transaction (adults_50up_female_urban.json):  579\n",
      "Number of transaction (adults_50up_male_rural.json):  568\n",
      "Number of transaction (adults_50up_male_urban.json):  407\n",
      "Number of transaction (young_adults_female_rural.json):  396\n",
      "Number of transaction (young_adults_female_urban.json):  458\n",
      "Number of transaction (young_adults_male_rural.json):  610\n",
      "Number of transaction (young_adults_male_urban.json):  363\n",
      "Date 2021-09-23 00:00:00\n",
      "Number of customers newly onboard:  78\n",
      "Total customer:  4895\n",
      "Number of transaction (adults_2550_female_rural.json):  1245\n",
      "Number of transaction (adults_2550_female_urban.json):  987\n",
      "Number of transaction (adults_2550_male_rural.json):  805\n",
      "Number of transaction (adults_2550_male_urban.json):  1197\n",
      "Number of transaction (adults_50up_female_rural.json):  957\n",
      "Number of transaction (adults_50up_female_urban.json):  532\n",
      "Number of transaction (adults_50up_male_rural.json):  610\n",
      "Number of transaction (adults_50up_male_urban.json):  555\n",
      "Number of transaction (young_adults_female_rural.json):  220\n",
      "Number of transaction (young_adults_female_urban.json):  342\n",
      "Number of transaction (young_adults_male_rural.json):  126\n",
      "Number of transaction (young_adults_male_urban.json):  127\n",
      "Date 2021-09-24 00:00:00\n",
      "Number of customers newly onboard:  104\n",
      "Total customer:  4999\n",
      "Number of transaction (adults_2550_female_rural.json):  1472\n",
      "Number of transaction (adults_2550_female_urban.json):  1585\n",
      "Number of transaction (adults_2550_male_rural.json):  1440\n",
      "Number of transaction (adults_2550_male_urban.json):  1433\n",
      "Number of transaction (adults_50up_female_rural.json):  1111\n",
      "Number of transaction (adults_50up_female_urban.json):  597\n",
      "Number of transaction (adults_50up_male_rural.json):  600\n",
      "Number of transaction (adults_50up_male_urban.json):  1006\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  47\n",
      "Number of transaction (young_adults_male_rural.json):  433\n",
      "Number of transaction (young_adults_male_urban.json):  44\n",
      "Date 2021-09-25 00:00:00\n",
      "Number of customers newly onboard:  96\n",
      "Total customer:  5095\n",
      "Number of transaction (adults_2550_female_rural.json):  1786\n",
      "Number of transaction (adults_2550_female_urban.json):  891\n",
      "Number of transaction (adults_2550_male_rural.json):  951\n",
      "Number of transaction (adults_2550_male_urban.json):  1190\n",
      "Number of transaction (adults_50up_female_rural.json):  919\n",
      "Number of transaction (adults_50up_female_urban.json):  862\n",
      "Number of transaction (adults_50up_male_rural.json):  1158\n",
      "Number of transaction (adults_50up_male_urban.json):  753\n",
      "Number of transaction (young_adults_female_rural.json):  130\n",
      "Number of transaction (young_adults_female_urban.json):  274\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  327\n",
      "Date 2021-09-26 00:00:00\n",
      "Number of customers newly onboard:  140\n",
      "Total customer:  5235\n",
      "Number of transaction (adults_2550_female_rural.json):  2346\n",
      "Number of transaction (adults_2550_female_urban.json):  1532\n",
      "Number of transaction (adults_2550_male_rural.json):  1232\n",
      "Number of transaction (adults_2550_male_urban.json):  786\n",
      "Number of transaction (adults_50up_female_rural.json):  868\n",
      "Number of transaction (adults_50up_female_urban.json):  1506\n",
      "Number of transaction (adults_50up_male_rural.json):  1204\n",
      "Number of transaction (adults_50up_male_urban.json):  985\n",
      "Number of transaction (young_adults_female_rural.json):  479\n",
      "Number of transaction (young_adults_female_urban.json):  185\n",
      "Number of transaction (young_adults_male_rural.json):  408\n",
      "Number of transaction (young_adults_male_urban.json):  609\n",
      "Date 2021-09-27 00:00:00\n",
      "Number of customers newly onboard:  74\n",
      "Total customer:  5309\n",
      "Number of transaction (adults_2550_female_rural.json):  805\n",
      "Number of transaction (adults_2550_female_urban.json):  411\n",
      "Number of transaction (adults_2550_male_rural.json):  945\n",
      "Number of transaction (adults_2550_male_urban.json):  1331\n",
      "Number of transaction (adults_50up_female_rural.json):  815\n",
      "Number of transaction (adults_50up_female_urban.json):  538\n",
      "Number of transaction (adults_50up_male_rural.json):  496\n",
      "Number of transaction (adults_50up_male_urban.json):  686\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  173\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  176\n",
      "Date 2021-09-28 00:00:00\n",
      "Number of customers newly onboard:  116\n",
      "Total customer:  5425\n",
      "Number of transaction (adults_2550_female_rural.json):  939\n",
      "Number of transaction (adults_2550_female_urban.json):  1941\n",
      "Number of transaction (adults_2550_male_rural.json):  1307\n",
      "Number of transaction (adults_2550_male_urban.json):  1043\n",
      "Number of transaction (adults_50up_female_rural.json):  847\n",
      "Number of transaction (adults_50up_female_urban.json):  733\n",
      "Number of transaction (adults_50up_male_rural.json):  924\n",
      "Number of transaction (adults_50up_male_urban.json):  765\n",
      "Number of transaction (young_adults_female_rural.json):  133\n",
      "Number of transaction (young_adults_female_urban.json):  376\n",
      "Number of transaction (young_adults_male_rural.json):  599\n",
      "Number of transaction (young_adults_male_urban.json):  217\n",
      "Date 2021-09-29 00:00:00\n",
      "Number of customers newly onboard:  97\n",
      "Total customer:  5522\n",
      "Number of transaction (adults_2550_female_rural.json):  729\n",
      "Number of transaction (adults_2550_female_urban.json):  1501\n",
      "Number of transaction (adults_2550_male_rural.json):  1037\n",
      "Number of transaction (adults_2550_male_urban.json):  1260\n",
      "Number of transaction (adults_50up_female_rural.json):  994\n",
      "Number of transaction (adults_50up_female_urban.json):  1059\n",
      "Number of transaction (adults_50up_male_rural.json):  570\n",
      "Number of transaction (adults_50up_male_urban.json):  595\n",
      "Number of transaction (young_adults_female_rural.json):  10\n",
      "Number of transaction (young_adults_female_urban.json):  228\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  191\n",
      "Date 2021-09-30 00:00:00\n",
      "Number of customers newly onboard:  110\n",
      "Total customer:  5632\n",
      "Number of transaction (adults_2550_female_rural.json):  868\n",
      "Number of transaction (adults_2550_female_urban.json):  1260\n",
      "Number of transaction (adults_2550_male_rural.json):  385\n",
      "Number of transaction (adults_2550_male_urban.json):  1282\n",
      "Number of transaction (adults_50up_female_rural.json):  860\n",
      "Number of transaction (adults_50up_female_urban.json):  907\n",
      "Number of transaction (adults_50up_male_rural.json):  1611\n",
      "Number of transaction (adults_50up_male_urban.json):  1040\n",
      "Number of transaction (young_adults_female_rural.json):  93\n",
      "Number of transaction (young_adults_female_urban.json):  166\n",
      "Number of transaction (young_adults_male_rural.json):  211\n",
      "Number of transaction (young_adults_male_urban.json):  70\n",
      "Date 2021-10-01 00:00:00\n",
      "Number of customers newly onboard:  72\n",
      "Total customer:  5704\n",
      "Number of transaction (adults_2550_female_rural.json):  120\n",
      "Number of transaction (adults_2550_female_urban.json):  642\n",
      "Number of transaction (adults_2550_male_rural.json):  341\n",
      "Number of transaction (adults_2550_male_urban.json):  974\n",
      "Number of transaction (adults_50up_female_rural.json):  767\n",
      "Number of transaction (adults_50up_female_urban.json):  746\n",
      "Number of transaction (adults_50up_male_rural.json):  1131\n",
      "Number of transaction (adults_50up_male_urban.json):  408\n",
      "Number of transaction (young_adults_female_rural.json):  243\n",
      "Number of transaction (young_adults_female_urban.json):  65\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  203\n",
      "Date 2021-10-02 00:00:00\n",
      "Number of customers newly onboard:  77\n",
      "Total customer:  5781\n",
      "Number of transaction (adults_2550_female_rural.json):  573\n",
      "Number of transaction (adults_2550_female_urban.json):  626\n",
      "Number of transaction (adults_2550_male_rural.json):  429\n",
      "Number of transaction (adults_2550_male_urban.json):  774\n",
      "Number of transaction (adults_50up_female_rural.json):  896\n",
      "Number of transaction (adults_50up_female_urban.json):  1021\n",
      "Number of transaction (adults_50up_male_rural.json):  701\n",
      "Number of transaction (adults_50up_male_urban.json):  371\n",
      "Number of transaction (young_adults_female_rural.json):  280\n",
      "Number of transaction (young_adults_female_urban.json):  172\n",
      "Number of transaction (young_adults_male_rural.json):  211\n",
      "Number of transaction (young_adults_male_urban.json):  89\n",
      "Date 2021-10-03 00:00:00\n",
      "Number of customers newly onboard:  140\n",
      "Total customer:  5921\n",
      "Number of transaction (adults_2550_female_rural.json):  1478\n",
      "Number of transaction (adults_2550_female_urban.json):  1286\n",
      "Number of transaction (adults_2550_male_rural.json):  1203\n",
      "Number of transaction (adults_2550_male_urban.json):  1248\n",
      "Number of transaction (adults_50up_female_rural.json):  825\n",
      "Number of transaction (adults_50up_female_urban.json):  1145\n",
      "Number of transaction (adults_50up_male_rural.json):  1323\n",
      "Number of transaction (adults_50up_male_urban.json):  980\n",
      "Number of transaction (young_adults_female_rural.json):  136\n",
      "Number of transaction (young_adults_female_urban.json):  122\n",
      "Number of transaction (young_adults_male_rural.json):  88\n",
      "Number of transaction (young_adults_male_urban.json):  283\n",
      "Date 2021-10-04 00:00:00\n",
      "Number of customers newly onboard:  150\n",
      "Total customer:  6071\n",
      "Number of transaction (adults_2550_female_rural.json):  1996\n",
      "Number of transaction (adults_2550_female_urban.json):  1000\n",
      "Number of transaction (adults_2550_male_rural.json):  1580\n",
      "Number of transaction (adults_2550_male_urban.json):  1793\n",
      "Number of transaction (adults_50up_female_rural.json):  1295\n",
      "Number of transaction (adults_50up_female_urban.json):  799\n",
      "Number of transaction (adults_50up_male_rural.json):  889\n",
      "Number of transaction (adults_50up_male_urban.json):  894\n",
      "Number of transaction (young_adults_female_rural.json):  91\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  152\n",
      "Number of transaction (young_adults_male_urban.json):  450\n",
      "Date 2021-10-05 00:00:00\n",
      "Number of customers newly onboard:  77\n",
      "Total customer:  6148\n",
      "Number of transaction (adults_2550_female_rural.json):  254\n",
      "Number of transaction (adults_2550_female_urban.json):  807\n",
      "Number of transaction (adults_2550_male_rural.json):  816\n",
      "Number of transaction (adults_2550_male_urban.json):  786\n",
      "Number of transaction (adults_50up_female_rural.json):  754\n",
      "Number of transaction (adults_50up_female_urban.json):  365\n",
      "Number of transaction (adults_50up_male_rural.json):  607\n",
      "Number of transaction (adults_50up_male_urban.json):  470\n",
      "Number of transaction (young_adults_female_rural.json):  88\n",
      "Number of transaction (young_adults_female_urban.json):  154\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  0\n",
      "Date 2021-10-06 00:00:00\n",
      "Number of customers newly onboard:  78\n",
      "Total customer:  6226\n",
      "Number of transaction (adults_2550_female_rural.json):  829\n",
      "Number of transaction (adults_2550_female_urban.json):  813\n",
      "Number of transaction (adults_2550_male_rural.json):  525\n",
      "Number of transaction (adults_2550_male_urban.json):  980\n",
      "Number of transaction (adults_50up_female_rural.json):  326\n",
      "Number of transaction (adults_50up_female_urban.json):  627\n",
      "Number of transaction (adults_50up_male_rural.json):  406\n",
      "Number of transaction (adults_50up_male_urban.json):  401\n",
      "Number of transaction (young_adults_female_rural.json):  161\n",
      "Number of transaction (young_adults_female_urban.json):  119\n",
      "Number of transaction (young_adults_male_rural.json):  26\n",
      "Number of transaction (young_adults_male_urban.json):  168\n",
      "Date 2021-10-07 00:00:00\n",
      "Number of customers newly onboard:  77\n",
      "Total customer:  6303\n",
      "Number of transaction (adults_2550_female_rural.json):  1018\n",
      "Number of transaction (adults_2550_female_urban.json):  483\n",
      "Number of transaction (adults_2550_male_rural.json):  426\n",
      "Number of transaction (adults_2550_male_urban.json):  447\n",
      "Number of transaction (adults_50up_female_rural.json):  235\n",
      "Number of transaction (adults_50up_female_urban.json):  564\n",
      "Number of transaction (adults_50up_male_rural.json):  257\n",
      "Number of transaction (adults_50up_male_urban.json):  350\n",
      "Number of transaction (young_adults_female_rural.json):  83\n",
      "Number of transaction (young_adults_female_urban.json):  34\n",
      "Number of transaction (young_adults_male_rural.json):  319\n",
      "Number of transaction (young_adults_male_urban.json):  13\n",
      "Date 2021-10-08 00:00:00\n",
      "Number of customers newly onboard:  179\n",
      "Total customer:  6482\n",
      "Number of transaction (adults_2550_female_rural.json):  1076\n",
      "Number of transaction (adults_2550_female_urban.json):  1785\n",
      "Number of transaction (adults_2550_male_rural.json):  1311\n",
      "Number of transaction (adults_2550_male_urban.json):  1192\n",
      "Number of transaction (adults_50up_female_rural.json):  1556\n",
      "Number of transaction (adults_50up_female_urban.json):  941\n",
      "Number of transaction (adults_50up_male_rural.json):  976\n",
      "Number of transaction (adults_50up_male_urban.json):  952\n",
      "Number of transaction (young_adults_female_rural.json):  339\n",
      "Number of transaction (young_adults_female_urban.json):  93\n",
      "Number of transaction (young_adults_male_rural.json):  323\n",
      "Number of transaction (young_adults_male_urban.json):  329\n",
      "Date 2021-10-09 00:00:00\n",
      "Number of customers newly onboard:  157\n",
      "Total customer:  6639\n",
      "Number of transaction (adults_2550_female_rural.json):  348\n",
      "Number of transaction (adults_2550_female_urban.json):  881\n",
      "Number of transaction (adults_2550_male_rural.json):  468\n",
      "Number of transaction (adults_2550_male_urban.json):  2149\n",
      "Number of transaction (adults_50up_female_rural.json):  1390\n",
      "Number of transaction (adults_50up_female_urban.json):  723\n",
      "Number of transaction (adults_50up_male_rural.json):  955\n",
      "Number of transaction (adults_50up_male_urban.json):  683\n",
      "Number of transaction (young_adults_female_rural.json):  221\n",
      "Number of transaction (young_adults_female_urban.json):  303\n",
      "Number of transaction (young_adults_male_rural.json):  367\n",
      "Number of transaction (young_adults_male_urban.json):  89\n",
      "Date 2021-10-10 00:00:00\n",
      "Number of customers newly onboard:  179\n",
      "Total customer:  6818\n",
      "Number of transaction (adults_2550_female_rural.json):  1177\n",
      "Number of transaction (adults_2550_female_urban.json):  1511\n",
      "Number of transaction (adults_2550_male_rural.json):  966\n",
      "Number of transaction (adults_2550_male_urban.json):  1420\n",
      "Number of transaction (adults_50up_female_rural.json):  1216\n",
      "Number of transaction (adults_50up_female_urban.json):  935\n",
      "Number of transaction (adults_50up_male_rural.json):  781\n",
      "Number of transaction (adults_50up_male_urban.json):  788\n",
      "Number of transaction (young_adults_female_rural.json):  228\n",
      "Number of transaction (young_adults_female_urban.json):  312\n",
      "Number of transaction (young_adults_male_rural.json):  82\n",
      "Number of transaction (young_adults_male_urban.json):  131\n",
      "Date 2021-10-11 00:00:00\n",
      "Number of customers newly onboard:  98\n",
      "Total customer:  6916\n",
      "Number of transaction (adults_2550_female_rural.json):  612\n",
      "Number of transaction (adults_2550_female_urban.json):  683\n",
      "Number of transaction (adults_2550_male_rural.json):  460\n",
      "Number of transaction (adults_2550_male_urban.json):  496\n",
      "Number of transaction (adults_50up_female_rural.json):  866\n",
      "Number of transaction (adults_50up_female_urban.json):  494\n",
      "Number of transaction (adults_50up_male_rural.json):  411\n",
      "Number of transaction (adults_50up_male_urban.json):  314\n",
      "Number of transaction (young_adults_female_rural.json):  327\n",
      "Number of transaction (young_adults_female_urban.json):  41\n",
      "Number of transaction (young_adults_male_rural.json):  43\n",
      "Number of transaction (young_adults_male_urban.json):  396\n",
      "Date 2021-10-12 00:00:00\n",
      "Number of customers newly onboard:  78\n",
      "Total customer:  6994\n",
      "Number of transaction (adults_2550_female_rural.json):  466\n",
      "Number of transaction (adults_2550_female_urban.json):  400\n",
      "Number of transaction (adults_2550_male_rural.json):  526\n",
      "Number of transaction (adults_2550_male_urban.json):  605\n",
      "Number of transaction (adults_50up_female_rural.json):  516\n",
      "Number of transaction (adults_50up_female_urban.json):  491\n",
      "Number of transaction (adults_50up_male_rural.json):  432\n",
      "Number of transaction (adults_50up_male_urban.json):  139\n",
      "Number of transaction (young_adults_female_rural.json):  87\n",
      "Number of transaction (young_adults_female_urban.json):  77\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  285\n",
      "Date 2021-10-13 00:00:00\n",
      "Number of customers newly onboard:  145\n",
      "Total customer:  7139\n",
      "Number of transaction (adults_2550_female_rural.json):  647\n",
      "Number of transaction (adults_2550_female_urban.json):  1621\n",
      "Number of transaction (adults_2550_male_rural.json):  595\n",
      "Number of transaction (adults_2550_male_urban.json):  1021\n",
      "Number of transaction (adults_50up_female_rural.json):  891\n",
      "Number of transaction (adults_50up_female_urban.json):  865\n",
      "Number of transaction (adults_50up_male_rural.json):  331\n",
      "Number of transaction (adults_50up_male_urban.json):  462\n",
      "Number of transaction (young_adults_female_rural.json):  172\n",
      "Number of transaction (young_adults_female_urban.json):  63\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  284\n",
      "Date 2021-10-14 00:00:00\n",
      "Number of customers newly onboard:  125\n",
      "Total customer:  7264\n",
      "Number of transaction (adults_2550_female_rural.json):  693\n",
      "Number of transaction (adults_2550_female_urban.json):  477\n",
      "Number of transaction (adults_2550_male_rural.json):  647\n",
      "Number of transaction (adults_2550_male_urban.json):  761\n",
      "Number of transaction (adults_50up_female_rural.json):  690\n",
      "Number of transaction (adults_50up_female_urban.json):  466\n",
      "Number of transaction (adults_50up_male_rural.json):  593\n",
      "Number of transaction (adults_50up_male_urban.json):  505\n",
      "Number of transaction (young_adults_female_rural.json):  109\n",
      "Number of transaction (young_adults_female_urban.json):  71\n",
      "Number of transaction (young_adults_male_rural.json):  349\n",
      "Number of transaction (young_adults_male_urban.json):  272\n",
      "Date 2021-10-15 00:00:00\n",
      "Number of customers newly onboard:  112\n",
      "Total customer:  7376\n",
      "Number of transaction (adults_2550_female_rural.json):  676\n",
      "Number of transaction (adults_2550_female_urban.json):  903\n",
      "Number of transaction (adults_2550_male_rural.json):  740\n",
      "Number of transaction (adults_2550_male_urban.json):  563\n",
      "Number of transaction (adults_50up_female_rural.json):  514\n",
      "Number of transaction (adults_50up_female_urban.json):  594\n",
      "Number of transaction (adults_50up_male_rural.json):  192\n",
      "Number of transaction (adults_50up_male_urban.json):  444\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  123\n",
      "Number of transaction (young_adults_male_rural.json):  0\n",
      "Number of transaction (young_adults_male_urban.json):  106\n",
      "Date 2021-10-16 00:00:00\n",
      "Number of customers newly onboard:  170\n",
      "Total customer:  7546\n",
      "Number of transaction (adults_2550_female_rural.json):  960\n",
      "Number of transaction (adults_2550_female_urban.json):  1113\n",
      "Number of transaction (adults_2550_male_rural.json):  601\n",
      "Number of transaction (adults_2550_male_urban.json):  1287\n",
      "Number of transaction (adults_50up_female_rural.json):  1133\n",
      "Number of transaction (adults_50up_female_urban.json):  501\n",
      "Number of transaction (adults_50up_male_rural.json):  357\n",
      "Number of transaction (adults_50up_male_urban.json):  404\n",
      "Number of transaction (young_adults_female_rural.json):  155\n",
      "Number of transaction (young_adults_female_urban.json):  89\n",
      "Number of transaction (young_adults_male_rural.json):  349\n",
      "Number of transaction (young_adults_male_urban.json):  265\n",
      "Date 2021-10-17 00:00:00\n",
      "Number of customers newly onboard:  161\n",
      "Total customer:  7707\n",
      "Number of transaction (adults_2550_female_rural.json):  902\n",
      "Number of transaction (adults_2550_female_urban.json):  646\n",
      "Number of transaction (adults_2550_male_rural.json):  559\n",
      "Number of transaction (adults_2550_male_urban.json):  1175\n",
      "Number of transaction (adults_50up_female_rural.json):  571\n",
      "Number of transaction (adults_50up_female_urban.json):  900\n",
      "Number of transaction (adults_50up_male_rural.json):  615\n",
      "Number of transaction (adults_50up_male_urban.json):  703\n",
      "Number of transaction (young_adults_female_rural.json):  156\n",
      "Number of transaction (young_adults_female_urban.json):  171\n",
      "Number of transaction (young_adults_male_rural.json):  210\n",
      "Number of transaction (young_adults_male_urban.json):  142\n",
      "Date 2021-10-18 00:00:00\n",
      "Number of customers newly onboard:  88\n",
      "Total customer:  7795\n",
      "Number of transaction (adults_2550_female_rural.json):  446\n",
      "Number of transaction (adults_2550_female_urban.json):  432\n",
      "Number of transaction (adults_2550_male_rural.json):  361\n",
      "Number of transaction (adults_2550_male_urban.json):  345\n",
      "Number of transaction (adults_50up_female_rural.json):  397\n",
      "Number of transaction (adults_50up_female_urban.json):  151\n",
      "Number of transaction (adults_50up_male_rural.json):  509\n",
      "Number of transaction (adults_50up_male_urban.json):  139\n",
      "Number of transaction (young_adults_female_rural.json):  76\n",
      "Number of transaction (young_adults_female_urban.json):  0\n",
      "Number of transaction (young_adults_male_rural.json):  17\n",
      "Number of transaction (young_adults_male_urban.json):  99\n",
      "Date 2021-10-19 00:00:00\n",
      "Number of customers newly onboard:  138\n",
      "Total customer:  7933\n",
      "Number of transaction (adults_2550_female_rural.json):  594\n",
      "Number of transaction (adults_2550_female_urban.json):  859\n",
      "Number of transaction (adults_2550_male_rural.json):  493\n",
      "Number of transaction (adults_2550_male_urban.json):  464\n",
      "Number of transaction (adults_50up_female_rural.json):  281\n",
      "Number of transaction (adults_50up_female_urban.json):  600\n",
      "Number of transaction (adults_50up_male_rural.json):  426\n",
      "Number of transaction (adults_50up_male_urban.json):  525\n",
      "Number of transaction (young_adults_female_rural.json):  25\n",
      "Number of transaction (young_adults_female_urban.json):  58\n",
      "Number of transaction (young_adults_male_rural.json):  67\n",
      "Number of transaction (young_adults_male_urban.json):  189\n",
      "Date 2021-10-20 00:00:00\n",
      "Number of customers newly onboard:  135\n",
      "Total customer:  8068\n",
      "Number of transaction (adults_2550_female_rural.json):  569\n",
      "Number of transaction (adults_2550_female_urban.json):  584\n",
      "Number of transaction (adults_2550_male_rural.json):  365\n",
      "Number of transaction (adults_2550_male_urban.json):  658\n",
      "Number of transaction (adults_50up_female_rural.json):  715\n",
      "Number of transaction (adults_50up_female_urban.json):  388\n",
      "Number of transaction (adults_50up_male_rural.json):  299\n",
      "Number of transaction (adults_50up_male_urban.json):  322\n",
      "Number of transaction (young_adults_female_rural.json):  134\n",
      "Number of transaction (young_adults_female_urban.json):  116\n",
      "Number of transaction (young_adults_male_rural.json):  206\n",
      "Number of transaction (young_adults_male_urban.json):  10\n",
      "Date 2021-10-21 00:00:00\n",
      "Number of customers newly onboard:  176\n",
      "Total customer:  8244\n",
      "Number of transaction (adults_2550_female_rural.json):  662\n",
      "Number of transaction (adults_2550_female_urban.json):  911\n",
      "Number of transaction (adults_2550_male_rural.json):  421\n",
      "Number of transaction (adults_2550_male_urban.json):  556\n",
      "Number of transaction (adults_50up_female_rural.json):  362\n",
      "Number of transaction (adults_50up_female_urban.json):  434\n",
      "Number of transaction (adults_50up_male_rural.json):  639\n",
      "Number of transaction (adults_50up_male_urban.json):  251\n",
      "Number of transaction (young_adults_female_rural.json):  92\n",
      "Number of transaction (young_adults_female_urban.json):  258\n",
      "Number of transaction (young_adults_male_rural.json):  125\n",
      "Number of transaction (young_adults_male_urban.json):  83\n",
      "Date 2021-10-22 00:00:00\n",
      "Number of customers newly onboard:  152\n",
      "Total customer:  8396\n",
      "Number of transaction (adults_2550_female_rural.json):  485\n",
      "Number of transaction (adults_2550_female_urban.json):  402\n",
      "Number of transaction (adults_2550_male_rural.json):  278\n",
      "Number of transaction (adults_2550_male_urban.json):  637\n",
      "Number of transaction (adults_50up_female_rural.json):  557\n",
      "Number of transaction (adults_50up_female_urban.json):  292\n",
      "Number of transaction (adults_50up_male_rural.json):  510\n",
      "Number of transaction (adults_50up_male_urban.json):  347\n",
      "Number of transaction (young_adults_female_rural.json):  96\n",
      "Number of transaction (young_adults_female_urban.json):  59\n",
      "Number of transaction (young_adults_male_rural.json):  51\n",
      "Number of transaction (young_adults_male_urban.json):  47\n",
      "Date 2021-10-23 00:00:00\n",
      "Number of customers newly onboard:  175\n",
      "Total customer:  8571\n",
      "Number of transaction (adults_2550_female_rural.json):  390\n",
      "Number of transaction (adults_2550_female_urban.json):  682\n",
      "Number of transaction (adults_2550_male_rural.json):  537\n",
      "Number of transaction (adults_2550_male_urban.json):  709\n",
      "Number of transaction (adults_50up_female_rural.json):  274\n",
      "Number of transaction (adults_50up_female_urban.json):  317\n",
      "Number of transaction (adults_50up_male_rural.json):  281\n",
      "Number of transaction (adults_50up_male_urban.json):  271\n",
      "Number of transaction (young_adults_female_rural.json):  311\n",
      "Number of transaction (young_adults_female_urban.json):  99\n",
      "Number of transaction (young_adults_male_rural.json):  168\n",
      "Number of transaction (young_adults_male_urban.json):  161\n",
      "Date 2021-10-24 00:00:00\n",
      "Number of customers newly onboard:  110\n",
      "Total customer:  8681\n",
      "Number of transaction (adults_2550_female_rural.json):  282\n",
      "Number of transaction (adults_2550_female_urban.json):  337\n",
      "Number of transaction (adults_2550_male_rural.json):  239\n",
      "Number of transaction (adults_2550_male_urban.json):  284\n",
      "Number of transaction (adults_50up_female_rural.json):  355\n",
      "Number of transaction (adults_50up_female_urban.json):  213\n",
      "Number of transaction (adults_50up_male_rural.json):  286\n",
      "Number of transaction (adults_50up_male_urban.json):  282\n",
      "Number of transaction (young_adults_female_rural.json):  0\n",
      "Number of transaction (young_adults_female_urban.json):  29\n",
      "Number of transaction (young_adults_male_rural.json):  55\n",
      "Number of transaction (young_adults_male_urban.json):  41\n",
      "Date 2021-10-25 00:00:00\n",
      "Number of customers newly onboard:  151\n",
      "Total customer:  8832\n",
      "Number of transaction (adults_2550_female_rural.json):  482\n",
      "Number of transaction (adults_2550_female_urban.json):  312\n",
      "Number of transaction (adults_2550_male_rural.json):  366\n",
      "Number of transaction (adults_2550_male_urban.json):  243\n",
      "Number of transaction (adults_50up_female_rural.json):  410\n",
      "Number of transaction (adults_50up_female_urban.json):  346\n",
      "Number of transaction (adults_50up_male_rural.json):  205\n",
      "Number of transaction (adults_50up_male_urban.json):  194\n",
      "Number of transaction (young_adults_female_rural.json):  71\n",
      "Number of transaction (young_adults_female_urban.json):  149\n",
      "Number of transaction (young_adults_male_rural.json):  26\n",
      "Number of transaction (young_adults_male_urban.json):  164\n",
      "Date 2021-10-26 00:00:00\n",
      "Number of customers newly onboard:  106\n",
      "Total customer:  8938\n",
      "Number of transaction (adults_2550_female_rural.json):  219\n",
      "Number of transaction (adults_2550_female_urban.json):  247\n",
      "Number of transaction (adults_2550_male_rural.json):  221\n",
      "Number of transaction (adults_2550_male_urban.json):  156\n",
      "Number of transaction (adults_50up_female_rural.json):  157\n",
      "Number of transaction (adults_50up_female_urban.json):  148\n",
      "Number of transaction (adults_50up_male_rural.json):  186\n",
      "Number of transaction (adults_50up_male_urban.json):  155\n",
      "Number of transaction (young_adults_female_rural.json):  108\n",
      "Number of transaction (young_adults_female_urban.json):  35\n",
      "Number of transaction (young_adults_male_rural.json):  97\n",
      "Number of transaction (young_adults_male_urban.json):  77\n",
      "Date 2021-10-27 00:00:00\n",
      "Number of customers newly onboard:  107\n",
      "Total customer:  9045\n",
      "Number of transaction (adults_2550_female_rural.json):  172\n",
      "Number of transaction (adults_2550_female_urban.json):  137\n",
      "Number of transaction (adults_2550_male_rural.json):  159\n",
      "Number of transaction (adults_2550_male_urban.json):  132\n",
      "Number of transaction (adults_50up_female_rural.json):  195\n",
      "Number of transaction (adults_50up_female_urban.json):  177\n",
      "Number of transaction (adults_50up_male_rural.json):  173\n",
      "Number of transaction (adults_50up_male_urban.json):  175\n",
      "Number of transaction (young_adults_female_rural.json):  60\n",
      "Number of transaction (young_adults_female_urban.json):  28\n",
      "Number of transaction (young_adults_male_rural.json):  13\n",
      "Number of transaction (young_adults_male_urban.json):  39\n",
      "Date 2021-10-28 00:00:00\n",
      "Number of customers newly onboard:  91\n",
      "Total customer:  9136\n",
      "Number of transaction (adults_2550_female_rural.json):  91\n",
      "Number of transaction (adults_2550_female_urban.json):  139\n",
      "Number of transaction (adults_2550_male_rural.json):  91\n",
      "Number of transaction (adults_2550_male_urban.json):  132\n",
      "Number of transaction (adults_50up_female_rural.json):  126\n",
      "Number of transaction (adults_50up_female_urban.json):  152\n",
      "Number of transaction (adults_50up_male_rural.json):  98\n",
      "Number of transaction (adults_50up_male_urban.json):  140\n",
      "Number of transaction (young_adults_female_rural.json):  13\n",
      "Number of transaction (young_adults_female_urban.json):  11\n",
      "Number of transaction (young_adults_male_rural.json):  9\n",
      "Number of transaction (young_adults_male_urban.json):  48\n",
      "Date 2021-10-29 00:00:00\n",
      "Number of customers newly onboard:  217\n",
      "Total customer:  9353\n",
      "Number of transaction (adults_2550_female_rural.json):  319\n",
      "Number of transaction (adults_2550_female_urban.json):  234\n",
      "Number of transaction (adults_2550_male_rural.json):  268\n",
      "Number of transaction (adults_2550_male_urban.json):  264\n",
      "Number of transaction (adults_50up_female_rural.json):  255\n",
      "Number of transaction (adults_50up_female_urban.json):  196\n",
      "Number of transaction (adults_50up_male_rural.json):  195\n",
      "Number of transaction (adults_50up_male_urban.json):  398\n",
      "Number of transaction (young_adults_female_rural.json):  28\n",
      "Number of transaction (young_adults_female_urban.json):  97\n",
      "Number of transaction (young_adults_male_rural.json):  49\n",
      "Number of transaction (young_adults_male_urban.json):  90\n"
     ]
    }
   ],
   "source": [
    "for dt in (start_dt + timedelta(n) for n in range(int((end_dt - start_dt).days))):\n",
    "    print(\"Date\", dt)\n",
    "\n",
    "    if dt == start_dt:\n",
    "        num_new_customers = initial_cust_base_size\n",
    "    else:\n",
    "        increment = random.uniform(0.01, 0.03)\n",
    "        num_new_customers = math.ceil(len(cust_list) * increment)\n",
    "\n",
    "    print(\"Number of customers newly onboard: \", num_new_customers)\n",
    "\n",
    "    new_cust_list = generate_customers(\n",
    "        fake, num_new_customers, \"sparkov_data_generation/profiles/main_config.json\"\n",
    "    )\n",
    "    cust_list = cust_list.append(new_cust_list, ignore_index=True)\n",
    "    print(\"Total customer: \", len(cust_list))\n",
    "    new_cust_list.to_csv(\n",
    "        customer_output_file,\n",
    "        mode=\"a\",\n",
    "        header=not os.path.exists(customer_output_file),\n",
    "        index=False,\n",
    "    )\n",
    "\n",
    "    for p in profiles:\n",
    "        # generate txns for the new customers from current date to the end date\n",
    "        new_cust_txn_df = generate_transactions(new_cust_list, p, dt, end_dt)\n",
    "        print(f\"Number of transaction ({p}): \", len(new_cust_txn_df))\n",
    "        new_cust_txn_df.to_csv(\n",
    "            f\"{data_base_dir}{p}{txn_output_file}\",\n",
    "            mode=\"a\",\n",
    "            header=not os.path.exists(f\"{data_base_dir}{p}{txn_output_file}\"),\n",
    "            index=False,\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d9ccc84b-0265-466a-9829-c5d93aa81e12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of customers: 9353\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of customers: {len(cust_list)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5972c4e-8d31-4490-b043-59ddab10adb8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}