queries_exec.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Upload the dataset on neo4j"
   ],
   "metadata": {
    "id": "wG8u21hl83bw"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "how to connect to your database: https://neo4j.com/docs/getting-started/languages-guides/neo4j-python/\n",
    "\n",
    "how to import data: https://neo4j.com/docs/python-manual/current/query-simple/\n",
    "\n",
    "best practices: https://neo4j.com/developer-blog/neo4j-driver-best-practices/"
   ],
   "metadata": {
    "collapsed": false,
    "id": "SQfrmEqm8JYE"
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "!pip install neo4j"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pA17alC_8JYD",
    "outputId": "e7844c61-875e-4273-9c0b-ada24557dd4e"
   },
   "execution_count": null
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "dir_path = \"data_csv/50MB/\"   # 50MB  100MB  200MB\n",
    "\n",
    "with open(dir_path + 'customers.csv') as f:\n",
    "    customers = list(csv.DictReader(f))\n",
    "\n",
    "with open(dir_path + 'terminals.csv') as f:\n",
    "    terminals = list(csv.DictReader(f))\n",
    "\n",
    "with open(dir_path + 'transactions.csv') as f:\n",
    "    transactions = list(csv.DictReader(f))\n"
   ],
   "metadata": {
    "id": "u2jLIhYd8JYE",
    "ExecuteTime": {
     "end_time": "2024-02-23T16:20:47.551536Z",
     "start_time": "2024-02-23T16:20:45.785458Z"
    }
   },
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "database = \"mb50\"              # mb50  mb100  mb200"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-28T08:42:24.336777Z",
     "start_time": "2024-02-28T08:42:24.328469Z"
    }
   },
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from neo4j import GraphDatabase\n",
    "from datetime import datetime\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "\n",
    "    driver.verify_connectivity()\n",
    "    \n",
    "    try:\n",
    "        # Create customer nodes\n",
    "        for customer in customers:\n",
    "            records, summary, keys = driver.execute_query(\n",
    "                \"\"\"\n",
    "                MERGE (c:Customer {customer_id: toInteger($customer.CUSTOMER_ID), x_customer_id: toFloat($customer.x_customer_id),y_customer_id: toFloat($customer.y_customer_id), mean_amount: toFloat($customer.mean_amount), std_amount: toFloat($customer.std_amount), mean_nb_tx_per_day: toFloat($customer.mean_nb_tx_per_day), available_terminals: $customer.available_terminals, nb_terminals: toInteger($customer.nb_terminals)})\n",
    "                \"\"\",\n",
    "                customer=customer,\n",
    "                database_=database,\n",
    "            )\n",
    "\n",
    "        for terminal in terminals:\n",
    "            records, summary, keys = driver.execute_query(\n",
    "                \"\"\"\n",
    "                MERGE (t:Terminal {terminal_id: toInteger($terminal.TERMINAL_ID), x_terminal_id: toFloat($terminal.x_terminal_id),y_terminal_id: toFloat($terminal.y_terminal_id)})\n",
    "                \"\"\",\n",
    "                terminal=terminal,\n",
    "                database_=database,\n",
    "            )\n",
    "\n",
    "        # Create transaction relationships\n",
    "        for transaction in transactions:\n",
    "            transaction['TX_DATETIME'] = datetime.strptime(transaction['TX_DATETIME'], \"%Y-%m-%d %H:%M:%S\")\n",
    "            records, summary, keys = driver.execute_query(\n",
    "                \"\"\"\n",
    "                MATCH (customer:Customer {customer_id: toInteger($transaction.CUSTOMER_ID)})\n",
    "                MATCH (terminal:Terminal {terminal_id: toInteger($transaction.TERMINAL_ID)})\n",
    "                MERGE (customer)-[:MADE_TRANSACTION {transaction_id: toInteger($transaction.TRANSACTION_ID), tx_datetime: datetime($transaction.TX_DATETIME), tx_amount: toFloat($transaction.TX_AMOUNT), tx_time_seconds: toInteger($transaction.TX_TIME_SECONDS), tx_time_days: toInteger($transaction.TX_TIME_DAYS), tx_fraud: toInteger($transaction.TX_FRAUD)}]->(terminal)\n",
    "                \"\"\",\n",
    "                transaction=transaction,\n",
    "                database_=database,\n",
    "            )\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)\n"
   ],
   "metadata": {
    "id": "1uCIj_Gw8JYE"
   },
   "execution_count": null
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Queries"
   ],
   "metadata": {
    "id": "hovfAYh6N71c"
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "database = \"mb50\"              # mb50  mb100  mb200"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-26T11:27:28.529694Z",
     "start_time": "2024-02-26T11:27:28.512319Z"
    }
   },
   "execution_count": 45
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Query a\n",
    "\n",
    "For each customer checks that the spending frequency and the spending amounts of the last\n",
    "month is under the usual spending frequency and the spending amounts for the same\n",
    "period."
   ],
   "metadata": {
    "id": "CV34z33COD8K"
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-02-01 00:00:00\n",
      "2024-03-01 00:00:00\n",
      "2023-02-01 00:00:00\n",
      "2023-03-02 00:00:00\n",
      "<Record customerId=0 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=2 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=3 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=4 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=5 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=6 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=7 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=8 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=9 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=10 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=11 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=12 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=13 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=14 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=15 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=16 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=17 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=18 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=19 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=20 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=21 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=22 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=23 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=24 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=25 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=26 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=27 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=28 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=29 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=30 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=31 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=32 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=33 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=34 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=35 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=36 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=37 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=38 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=39 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=40 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=41 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=42 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=43 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=44 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=45 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=46 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=47 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=48 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=49 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=50 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=51 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=52 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=53 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=54 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=55 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=56 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=57 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=58 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=59 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=60 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=61 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=62 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=63 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=64 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=65 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=66 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=67 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=68 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=69 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=70 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=71 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=72 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=73 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=74 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=75 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=76 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=77 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=78 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=79 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=80 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=81 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=82 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=83 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=84 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=85 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=86 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=87 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=88 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=89 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=90 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=91 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=92 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=93 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=94 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=95 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=96 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=97 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=98 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=99 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=100 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=101 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=102 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=103 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=104 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=105 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=106 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=107 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=108 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=109 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=110 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=111 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=112 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=113 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=114 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=115 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=116 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=117 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=118 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=119 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=120 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=121 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=122 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=123 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=124 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=125 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=126 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=127 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=128 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=129 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=130 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=131 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=132 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=133 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=134 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=135 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=136 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=137 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=138 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=139 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=140 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=141 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=142 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=143 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=144 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=145 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=146 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=147 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=148 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=149 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=150 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=151 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=152 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=153 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=154 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=155 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=156 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=157 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=158 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=159 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=160 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=161 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=162 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=163 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=164 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=165 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=166 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=167 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=168 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=169 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=170 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=171 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=172 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=173 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=174 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=175 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=176 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=177 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=178 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=179 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=180 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=181 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=182 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=183 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=184 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=185 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=186 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=187 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=188 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=189 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=190 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=191 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=192 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=193 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=194 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=195 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=196 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=197 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=198 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=199 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=200 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=201 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=202 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=203 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=204 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=205 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=206 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=207 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=208 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=209 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=210 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=211 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=212 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=213 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=214 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=215 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=216 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=217 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=218 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=219 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=220 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=221 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=222 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=223 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=224 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=225 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=226 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=227 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=228 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=229 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=230 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=231 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=232 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=233 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=234 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=235 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=236 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=237 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=238 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=239 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=240 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=241 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=242 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=243 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=244 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=245 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=246 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=247 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=248 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=249 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=250 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=251 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=252 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=253 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=254 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=255 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=256 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=257 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=258 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=259 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=260 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=261 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=262 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=263 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=264 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=265 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=266 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=267 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=268 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=269 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=270 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=271 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=272 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=273 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=274 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=275 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=276 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=277 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=278 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=279 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=280 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=281 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=282 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=283 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=284 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=285 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=286 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=287 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=288 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=289 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=290 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=291 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=292 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=293 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=294 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=295 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=296 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=297 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=298 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=299 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=300 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=301 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=302 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=303 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=304 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=305 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=306 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=307 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=308 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=309 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=310 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=311 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=312 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=313 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=314 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=315 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=316 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=317 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=318 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=319 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=320 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=321 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=322 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=323 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=324 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=325 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=326 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=327 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=328 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=329 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=330 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=331 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=332 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=333 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=334 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=335 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=336 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=337 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=338 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=339 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=340 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=341 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=342 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=343 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=344 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=345 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=346 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=347 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=348 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=349 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=350 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=351 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=352 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=353 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=354 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=355 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=356 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=357 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=358 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=359 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=360 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=361 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=362 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=363 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=364 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=365 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=366 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=367 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=368 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=369 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=370 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=371 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=372 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=373 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=374 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=375 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=376 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=377 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=378 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=379 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=380 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=381 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=382 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=383 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=384 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=385 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=386 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=387 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=388 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=389 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=390 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=391 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=392 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=393 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=394 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=395 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=396 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=397 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=398 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=399 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=400 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=401 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=402 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=403 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=404 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=405 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=406 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=407 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=408 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=409 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=410 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=411 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=412 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=413 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=414 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=415 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=416 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=417 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=418 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=419 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=420 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=421 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=422 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=423 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=424 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=425 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=426 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=427 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=428 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=429 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=430 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=431 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=432 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=433 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=434 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=435 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=436 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=437 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=438 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=439 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=440 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=441 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=442 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=443 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=444 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=445 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=446 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=447 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=448 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=449 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=450 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=451 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=452 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=453 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=454 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=455 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=456 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=457 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=458 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=459 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=460 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=461 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=462 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=463 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=464 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=465 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=466 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=467 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=468 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=469 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=470 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=471 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=472 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=473 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=474 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=475 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=476 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=477 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=478 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=479 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=480 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=481 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=482 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=483 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=484 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=485 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=486 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=487 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=488 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=489 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=490 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=491 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=492 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=493 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=494 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=495 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=496 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=497 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=498 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=499 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=500 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=501 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=502 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=503 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=504 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=505 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=506 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=507 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=508 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=509 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=510 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=511 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=512 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=514 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=515 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=516 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=517 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=518 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=519 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=520 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=521 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=522 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=523 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=524 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=525 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=526 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=527 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=528 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=529 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=530 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=531 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=532 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=533 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=534 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=535 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=536 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=537 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=538 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=539 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=540 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=541 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=542 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=543 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=544 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=545 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=546 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=547 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=548 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=549 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=550 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=551 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=552 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=553 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=554 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=555 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=556 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=557 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=558 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=559 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=560 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=561 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=562 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=563 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=564 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=565 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=566 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=567 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=568 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=569 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=570 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=571 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=572 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=573 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=574 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=575 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=576 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=577 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=578 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=579 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=580 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=581 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=582 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=583 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=584 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=585 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=586 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=587 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=588 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=589 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=590 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=591 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=592 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=593 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=594 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=595 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=596 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=597 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=598 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=599 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=600 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=601 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=602 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=603 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=604 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=605 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=606 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=607 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=608 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=609 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=610 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=611 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=612 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=613 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=614 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=615 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=616 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=617 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=618 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=619 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=620 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=621 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=622 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=623 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=624 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=625 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=626 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=627 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=628 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=629 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=630 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=631 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=632 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=633 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=634 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=635 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=636 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=637 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=638 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=639 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=640 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=641 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=642 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=643 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=644 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=645 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=646 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=647 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=648 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=649 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=650 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=651 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=652 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=653 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=654 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=655 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=656 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=657 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=658 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=659 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=660 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=661 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=662 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=663 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=664 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=665 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=666 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=667 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=668 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=669 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=670 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=671 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=672 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=673 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=674 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=675 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=676 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=677 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=678 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=679 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=680 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=681 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=682 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=683 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=684 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=685 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=686 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=687 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=688 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=689 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=690 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=691 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=692 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=693 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=694 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=695 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=696 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=697 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=698 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=699 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=700 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=701 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=702 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=703 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=704 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=705 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=706 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=707 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=708 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=709 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=710 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=711 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=712 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=713 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=714 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=715 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=716 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=717 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=718 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=719 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=720 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=721 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=722 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=723 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=724 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=725 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=726 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=727 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=728 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=729 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=730 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=731 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=732 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=733 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=734 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=735 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=736 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=737 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=738 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=739 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=740 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=741 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=742 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=743 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=744 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=745 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=746 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=747 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=748 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=749 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=750 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=751 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=752 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=753 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=754 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=755 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=756 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=757 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=758 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=759 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=760 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=761 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=762 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=763 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=764 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=765 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=766 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=767 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=768 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=769 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=770 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=771 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=772 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=773 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=774 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=775 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=776 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=777 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=778 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=779 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=780 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=781 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=782 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=783 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=784 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=785 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=786 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=787 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=788 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=789 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=790 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=791 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=792 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=793 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=794 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=795 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=796 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=797 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=798 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=799 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=800 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=801 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=802 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=803 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=804 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=805 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=806 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=807 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=808 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=809 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=810 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=811 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=812 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=813 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=814 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=815 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=816 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=817 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=818 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=819 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=820 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=821 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=822 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=823 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=824 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=825 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=826 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=827 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=828 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=829 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=830 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=831 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=832 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=833 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=834 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=835 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=836 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=837 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=838 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=839 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=840 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=841 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=842 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=843 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=844 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=845 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=846 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=847 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=848 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=849 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=850 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=851 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=852 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=853 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=854 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=855 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=856 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=857 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=858 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=859 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=860 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=861 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=862 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=863 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=864 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=865 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=866 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=867 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=868 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=869 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=870 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=871 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=872 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=873 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=874 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=875 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=876 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=877 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=878 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=879 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=880 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=881 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=882 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=883 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=884 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=885 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=886 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=887 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=888 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=889 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=890 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=891 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=892 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=893 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=894 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=895 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=896 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=897 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=898 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=899 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=900 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=901 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=902 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=903 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=904 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=905 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=906 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=907 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=908 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=909 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=910 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=911 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=912 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=913 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=914 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=915 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=916 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=917 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=918 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=919 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=920 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=921 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=922 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=923 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=924 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=925 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=926 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=927 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=928 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=929 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=930 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=931 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=932 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=933 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=934 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=935 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=936 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=937 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=938 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=939 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=940 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=941 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=942 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=943 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=944 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=945 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=946 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=947 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=948 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=949 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=950 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=951 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=952 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=953 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=954 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=955 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=956 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=957 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=958 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=959 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=960 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=961 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=962 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=963 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=964 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=965 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=966 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=967 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=968 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=969 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=970 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=971 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=972 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=973 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=974 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=975 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=976 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=977 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=978 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=979 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=980 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=981 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=982 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=983 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=984 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=985 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=986 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=987 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=988 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=989 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=990 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=991 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=992 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=993 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=994 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=995 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=996 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=997 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=998 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=999 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1000 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1001 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1002 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1003 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1004 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1005 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1006 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1007 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1008 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1009 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1010 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1011 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1012 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1013 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1014 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1015 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1016 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1017 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1018 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1019 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1020 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1021 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1022 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1023 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1024 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1026 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1027 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1028 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1029 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1030 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1031 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1032 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1033 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1034 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1035 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1036 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1037 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1038 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1039 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1040 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1041 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1042 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1043 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1044 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1045 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1046 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1047 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1048 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1049 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1050 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1051 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1052 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1053 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1054 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1055 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1056 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1057 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1058 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1059 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1060 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1061 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1062 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1063 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1064 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1065 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1066 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1067 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1068 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1069 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1070 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1071 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1072 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1073 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1074 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1075 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1076 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1077 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1078 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1079 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1080 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1081 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1082 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1083 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1084 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1085 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1086 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1087 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1088 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1089 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1090 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1091 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1092 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1093 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1094 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1095 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1096 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1097 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1098 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1099 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1100 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1101 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1102 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1103 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1104 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1105 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1106 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1107 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1108 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1109 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1110 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1111 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1112 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1113 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1114 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1115 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1116 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1117 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1118 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1119 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1120 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1121 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1122 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1123 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1124 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1125 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1126 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1127 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1128 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1129 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1130 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1131 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1132 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1133 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1134 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1135 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1136 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1137 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1138 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1139 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1140 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1141 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1142 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1143 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1144 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1145 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1146 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1147 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1148 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1149 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1150 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1151 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1152 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1153 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1154 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1155 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1156 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1157 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1158 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1159 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1160 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1161 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1162 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1163 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1164 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1165 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1166 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1167 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1168 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1169 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1170 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1171 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1172 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1173 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1174 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1175 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1176 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1177 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1178 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1179 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1180 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1181 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1182 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1183 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1184 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1185 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1186 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1187 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1188 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1189 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1190 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1191 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1192 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1193 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1194 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1195 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1196 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1197 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1198 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1199 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1200 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1201 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1202 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1203 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1204 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1205 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1206 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1207 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1208 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1209 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1210 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1211 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1212 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1213 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1214 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1215 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1216 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1217 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1218 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1219 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1220 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1221 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1222 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1223 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1224 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1225 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1226 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1227 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1228 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1229 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1230 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1231 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1232 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1233 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1234 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1235 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1236 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1237 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1238 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1239 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1240 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1241 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1242 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1243 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1244 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1245 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1246 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1247 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1248 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1249 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1250 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1251 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1252 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1253 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1254 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1255 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1256 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1257 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1258 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1259 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1260 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1261 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1262 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1263 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1264 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1265 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1266 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1267 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1268 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1269 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1270 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1271 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1272 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1273 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1274 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1275 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1276 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1277 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1278 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1279 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1280 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1281 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1282 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1283 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1284 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1285 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1286 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1287 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1288 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1289 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1290 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1291 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1292 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1293 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1294 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1295 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1296 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1297 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1298 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1299 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1300 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1301 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1302 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1303 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1304 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1305 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1306 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1307 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1308 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1309 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1310 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1311 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1312 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1313 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1314 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1315 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1316 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1317 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1318 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1319 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1320 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1321 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1322 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1323 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1324 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1325 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1326 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1327 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1328 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1329 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1330 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1331 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1332 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1333 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1334 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1335 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1336 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1337 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1338 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1339 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1340 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1341 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1342 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1343 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1344 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1346 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1347 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1348 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1349 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1350 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1351 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1352 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1353 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1354 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1355 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1356 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1357 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1359 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1360 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1361 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1362 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1363 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1364 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1365 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1366 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1367 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1368 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1369 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1370 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1371 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1372 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1373 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1374 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1375 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1376 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1377 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1378 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1379 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1380 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1381 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1382 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1383 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1384 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1385 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1386 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1387 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1388 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1389 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1390 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1391 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1392 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1393 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1394 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1395 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1396 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1397 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1398 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1399 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1400 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1401 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1402 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1403 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1404 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1405 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1406 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1407 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1408 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1409 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1410 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1411 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1412 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1413 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1414 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1415 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1416 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1417 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1418 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1419 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1420 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1421 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1422 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1423 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1424 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1425 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1426 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1427 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1428 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1429 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1430 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1431 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1432 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1433 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1434 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1435 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1436 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1437 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1438 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1439 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1440 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1441 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1442 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1443 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1444 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1445 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1446 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1447 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1448 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1449 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1450 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1451 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1452 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1453 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1454 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1455 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1456 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1457 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1458 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1459 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1460 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1461 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1462 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1463 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1464 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1465 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1466 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1467 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1468 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1469 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1470 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1471 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1472 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1473 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1474 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1475 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1476 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1477 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1478 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1479 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1480 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1481 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1482 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1483 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1484 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1485 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1486 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1487 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1488 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1489 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1490 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1491 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1492 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1493 spending_frequency='over the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1494 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1495 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1496 spending_frequency='under the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1497 spending_frequency='under the usual' spending_amounts='over the usual'>\n",
      "<Record customerId=1498 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "<Record customerId=1499 spending_frequency='over the usual' spending_amounts='under the usual'>\n",
      "The query returned 1496 records in 876 ms.\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "# compare last month with the same month of the last year. es: gen 2024 and gen 2023\n",
    "now = datetime.strptime(\"2024-03-08 12:00:00\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_of_current_month = datetime(now.year, now.month, 1)\n",
    "end_of_last_month = start_of_current_month - timedelta(days=1)\n",
    "start_of_last_month = datetime(end_of_last_month.year, end_of_last_month.month, 1)\n",
    "print(start_of_last_month)\n",
    "print(start_of_current_month)\n",
    "\n",
    "end_of_last_year = start_of_current_month - timedelta(days=365)\n",
    "start_of_last_year = start_of_last_month - timedelta(days=365)\n",
    "print(start_of_last_year)\n",
    "print(end_of_last_year)\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        parameters = {\n",
    "            \"start_of_last_month\": start_of_last_month.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "            \"start_of_current_month\": start_of_current_month.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "            \n",
    "            \"start_of_last_year\": start_of_last_year.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "            \"end_of_last_year\": end_of_last_year.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "        }\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH (c:Customer)-[t:MADE_TRANSACTION]->()\n",
    "            WHERE (t.tx_datetime >= datetime($parameters.start_of_last_month) AND t.tx_datetime < datetime($parameters.start_of_current_month)) OR (t.tx_datetime >= datetime($parameters.start_of_last_year) AND t.tx_datetime < datetime($parameters.end_of_last_year))\n",
    "            WITH c,\n",
    "               COUNT(CASE WHEN t.tx_datetime >= datetime($parameters.start_of_last_month) AND t.tx_datetime < datetime($parameters.start_of_current_month) THEN 1 ELSE NULL END) AS lastMonthFrequency,\n",
    "               SUM(CASE WHEN t.tx_datetime >= datetime($parameters.start_of_last_month) AND t.tx_datetime < datetime($parameters.start_of_current_month) THEN toFloat(t.tx_amount) ELSE 0.0 END) AS lastMonthAmount,\n",
    "               \n",
    "               COUNT(CASE WHEN t.tx_datetime >= datetime($parameters.start_of_last_year) AND t.tx_datetime < datetime($parameters.end_of_last_year) THEN 1 ELSE NULL END) AS lastYearFrequency,\n",
    "               SUM(CASE WHEN t.tx_datetime >= datetime($parameters.start_of_last_year) AND t.tx_datetime < datetime($parameters.end_of_last_year) THEN toFloat(t.tx_amount) ELSE 0.0 END) AS lastYearAmount\n",
    "            \n",
    "            RETURN c.customer_id AS customerId,\n",
    "                   CASE\n",
    "                      WHEN lastMonthFrequency < lastYearFrequency\n",
    "                      THEN \"under the usual\"\n",
    "                      ELSE \"over the usual\"\n",
    "                   END AS spending_frequency,\n",
    "                   CASE\n",
    "                      WHEN lastMonthAmount < lastYearAmount\n",
    "                      THEN \"under the usual\"\n",
    "                      ELSE \"over the usual\"\n",
    "                   END AS spending_amounts\n",
    "            \"\"\",\n",
    "            parameters=parameters,\n",
    "            database_=database\n",
    "        )\n",
    "\n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-28T08:44:03.612190Z",
     "start_time": "2024-02-28T08:44:02.703482Z"
    }
   },
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "Another interpretation of the question"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from datetime import datetime, timedelta\n",
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "now = datetime.strptime(\"2024-03-08 12:00:00\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_of_current_month = datetime(now.year, now.month, 1)\n",
    "end_of_last_month = datetime(now.year, now.month, 1) - timedelta(days=1)\n",
    "start_of_last_month = datetime(end_of_last_month.year, end_of_last_month.month, 1)\n",
    "\n",
    "print(start_of_last_month)\n",
    "print(start_of_current_month)\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    \n",
    "    driver.verify_connectivity()\n",
    "    \n",
    "    try:\n",
    "        parameters = {\n",
    "            \"start_of_last_month\": start_of_last_month.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "            \"start_of_current_month\": start_of_current_month.strftime(\"%Y-%m-%dT%H:%M:%S\"),\n",
    "        }\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH (c:Customer)-[t:MADE_TRANSACTION]->()\n",
    "            WHERE t.tx_datetime >= datetime($parameters.start_of_last_month) AND t.tx_datetime < datetime($parameters.start_of_current_month)\n",
    "            WITH c, COUNT(t) AS lastMonthFrequency, SUM(toFloat(t.tx_amount)) AS lastMonthAmount\n",
    "            RETURN c.customer_id AS customerId,\n",
    "                   CASE\n",
    "                      WHEN lastMonthFrequency < c.mean_nb_tx_per_day\n",
    "                      THEN \"under the usual\"\n",
    "                      ELSE \"over the usual\"\n",
    "                   END AS spending_frequency,\n",
    "                   CASE\n",
    "                      WHEN lastMonthAmount < c.mean_amount\n",
    "                      THEN \"under the usual\"\n",
    "                      ELSE \"over the usual\"\n",
    "                   END AS spending_amounts\n",
    "            \"\"\",\n",
    "            parameters=parameters,\n",
    "            database_=database\n",
    "        )\n",
    "\n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "kIXduroeQm8u",
    "outputId": "80bb8b12-b302-4a0a-ee68-f0785a74898c"
   },
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Query b\n",
    "\n",
    "For each terminal identify the possible fraudulent transactions. The fraudulent transactions\n",
    "are those whose import is higher than 20% of the maximal import of the transactions\n",
    "executed on the same terminal in the last month."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Record terminalId=0 transactionsId=[998390, 858146, 856978, 848713, 717267, 348079, 327614, 319106, 146564, 3736, 16402]>\n",
      "<Record terminalId=1 transactionsId=[866151, 597116, 108479, 2183, 29378]>\n",
      "<Record terminalId=2 transactionsId=[1014251, 531467, 393280, 222780, 174815, 12245, 22283, 22521, 25597]>\n",
      "<Record terminalId=3 transactionsId=[840495, 794352, 567353, 218630, 83187, 1732, 14429]>\n",
      "<Record terminalId=4 transactionsId=[1039278, 885853, 766237, 439612, 403838, 69362, 66138, 4717, 4847]>\n",
      "<Record terminalId=5 transactionsId=[987205, 820295, 815926, 709221, 679360, 426164, 252351, 160077, 8242]>\n",
      "<Record terminalId=6 transactionsId=[1117214, 1074698, 794009, 581252, 422086, 311761, 24209, 38042]>\n",
      "<Record terminalId=7 transactionsId=[943780, 942254, 571352, 448521, 270220, 87216, 3357]>\n",
      "<Record terminalId=8 transactionsId=[958732, 631998, 378063, 273308, 257721, 158096, 56966, 898, 4111, 34179]>\n",
      "<Record terminalId=9 transactionsId=[1095179, 1069020, 937748, 810251, 530289, 13834, 52611, 242211, 255238, 360414]>\n",
      "<Record terminalId=10 transactionsId=[1113747, 872956, 788673, 458711, 322511, 122484, 3598]>\n",
      "<Record terminalId=11 transactionsId=[1043008, 983890, 884553, 748572, 561096, 421055, 259458, 165131, 1367, 1802]>\n",
      "<Record terminalId=12 transactionsId=[865803, 841047, 660358, 476266, 334062, 11288, 34835]>\n",
      "<Record terminalId=13 transactionsId=[998220, 564406, 474488, 456475, 7885, 9340, 10261, 16936]>\n",
      "<Record terminalId=14 transactionsId=[1098601, 1044613, 760094, 456290, 428025, 375492, 176590, 83987, 3032, 8632]>\n",
      "<Record terminalId=15 transactionsId=[1130205, 1129965, 711678, 694584, 598307, 366452, 209478, 124460, 3960, 7326, 10559]>\n",
      "<Record terminalId=16 transactionsId=[738540, 701285, 615064, 611758, 402918, 147383, 135117, 93924, 3897, 6117, 6644]>\n",
      "<Record terminalId=17 transactionsId=[1111068, 712243, 371608, 97597, 95503, 4021, 43444]>\n",
      "<Record terminalId=18 transactionsId=[1094741, 580866, 354, 2542]>\n",
      "<Record terminalId=19 transactionsId=[1116595, 1083766, 922146, 882862, 715896, 628151, 547116, 361562, 247382, 2287, 8147, 16876, 37904, 146494]>\n",
      "<Record terminalId=20 transactionsId=[1128426, 802772, 777939, 650479, 601060, 375558, 7870, 9791, 37631, 48696]>\n",
      "<Record terminalId=21 transactionsId=[904253, 813617, 634376, 512162, 264134, 12228, 14616]>\n",
      "<Record terminalId=22 transactionsId=[746447, 744999, 542683, 541902, 486511, 359019, 66778, 166, 3468]>\n",
      "<Record terminalId=23 transactionsId=[815125, 450641, 294212, 170824, 9722]>\n",
      "<Record terminalId=24 transactionsId=[966355, 839880, 404241, 3477]>\n",
      "<Record terminalId=25 transactionsId=[934022, 887791, 560646, 441441, 194539, 9741, 31574, 46376]>\n",
      "<Record terminalId=26 transactionsId=[558730, 615, 39406]>\n",
      "<Record terminalId=27 transactionsId=[1105152, 980853, 562372, 461572, 366832, 68704, 6197, 6890, 14335]>\n",
      "<Record terminalId=28 transactionsId=[1015953, 812752, 618526, 587853, 94040, 1297]>\n",
      "<Record terminalId=29 transactionsId=[1084836, 898427, 793809, 658200, 655069, 298515, 278389, 4017, 98895]>\n",
      "<Record terminalId=30 transactionsId=[863901, 596627, 552352, 544957, 110404, 8080]>\n",
      "<Record terminalId=31 transactionsId=[1146458, 995031, 736678, 701060, 69517, 23110, 39481]>\n",
      "<Record terminalId=32 transactionsId=[845433, 834690, 721953, 555614, 411609]>\n",
      "<Record terminalId=33 transactionsId=[1029444, 909875, 909419, 808147, 648808, 646300, 545007, 432562, 54161, 4773, 8013, 22852]>\n",
      "<Record terminalId=34 transactionsId=[1027372, 1026324, 863030, 775501, 630310, 166346, 88110, 5666, 7666]>\n",
      "<Record terminalId=35 transactionsId=[865786, 706753, 620626, 531571, 391340, 1766, 2274, 9009]>\n",
      "<Record terminalId=36 transactionsId=[1112443, 960523, 824913, 204687, 29438, 71628]>\n",
      "<Record terminalId=37 transactionsId=[982007, 864435, 514248, 260202, 123017, 101832, 3689]>\n",
      "<Record terminalId=38 transactionsId=[991794, 929396, 561927, 87850, 4675, 5469, 60115]>\n",
      "<Record terminalId=39 transactionsId=[171498, 1143747, 837565, 705294, 579018, 555355, 410631, 272363, 6010, 80980]>\n",
      "<Record terminalId=40 transactionsId=[769800, 548415, 130392, 40597]>\n",
      "<Record terminalId=41 transactionsId=[1058358, 540071, 432800, 301408, 99309, 2572, 12984, 18129]>\n",
      "<Record terminalId=42 transactionsId=[803791, 614761, 278414, 136320, 2064, 2442, 2566, 22643]>\n",
      "<Record terminalId=43 transactionsId=[1085607, 840170, 696307, 3417, 6422]>\n",
      "<Record terminalId=44 transactionsId=[755510, 591179, 419068, 7454, 45949]>\n",
      "<Record terminalId=45 transactionsId=[597178, 5901, 13173, 38412]>\n",
      "<Record terminalId=46 transactionsId=[1053070, 845799, 841784, 634081, 565106, 367143, 280565, 6280, 9876, 21313]>\n",
      "<Record terminalId=47 transactionsId=[815343, 797918, 669671, 574587, 570197, 476808, 443974, 337095, 326632, 144748]>\n",
      "<Record terminalId=48 transactionsId=[772261, 757123, 530809, 127442, 2229, 7120]>\n",
      "<Record terminalId=49 transactionsId=[1094464, 934597, 588105, 579230, 170374, 169628, 122775, 6161]>\n",
      "<Record terminalId=50 transactionsId=[1046136, 985227, 870857, 619753, 1676, 39017, 59903]>\n",
      "<Record terminalId=51 transactionsId=[1110588, 1093859, 894293, 792457, 552522, 254627, 3052, 4777, 25222, 109708]>\n",
      "<Record terminalId=52 transactionsId=[1076606, 970668, 881153, 758287, 589535, 389597, 1381, 16051, 21920, 29497, 66680]>\n",
      "<Record terminalId=53 transactionsId=[1007650, 861972, 751255, 451673, 429864, 286423, 20544, 63268]>\n",
      "<Record terminalId=54 transactionsId=[1132971, 802108, 508007, 252626, 106147, 2362]>\n",
      "<Record terminalId=55 transactionsId=[1137174, 486664, 469871, 356714, 243155, 232404, 229577, 6380, 7495, 11277]>\n",
      "<Record terminalId=56 transactionsId=[1057994, 945252, 448833, 73734, 54363, 3284, 3405]>\n",
      "<Record terminalId=57 transactionsId=[972116, 685096, 677002, 199786, 77823, 571, 1778, 6060]>\n",
      "<Record terminalId=58 transactionsId=[1121883, 894851, 452574, 136756, 129176, 56507, 406, 6704, 9504]>\n",
      "<Record terminalId=59 transactionsId=[868948, 716349, 546322, 371401]>\n",
      "<Record terminalId=60 transactionsId=[1006953, 863993, 754336, 748178, 663973, 358248, 320582, 106734, 8925]>\n",
      "<Record terminalId=61 transactionsId=[1106406, 949477, 944843, 803161, 659668, 515291, 327873, 236749, 2933, 16047, 125862]>\n",
      "<Record terminalId=62 transactionsId=[731785, 341636, 336235, 166255, 88262]>\n",
      "<Record terminalId=63 transactionsId=[955111, 861775, 510797, 268152, 5717]>\n",
      "<Record terminalId=64 transactionsId=[953051, 700253, 387978, 314494, 2819, 6672, 11166]>\n",
      "<Record terminalId=65 transactionsId=[886973, 797250, 703777, 466489, 456183, 312065, 190902, 3531, 7418, 25381]>\n",
      "<Record terminalId=66 transactionsId=[867802, 624506, 424163, 381197, 265374, 4467, 6597]>\n",
      "<Record terminalId=67 transactionsId=[896903, 845339, 726624, 564073, 309226, 287438, 91976, 14083]>\n",
      "<Record terminalId=68 transactionsId=[937970, 665946, 436913, 193059, 2075, 29084, 42954]>\n",
      "<Record terminalId=69 transactionsId=[1145747, 1140741, 975104, 595874, 108761, 1342, 4172]>\n",
      "<Record terminalId=70 transactionsId=[756621, 500958, 1696, 24881, 36750]>\n",
      "<Record terminalId=71 transactionsId=[1104245, 706079, 583376, 473970, 433772, 1458, 6705, 18600, 39271]>\n",
      "<Record terminalId=72 transactionsId=[1032413, 729597, 489499, 477368, 179542, 146940, 9860, 14661, 82854]>\n",
      "<Record terminalId=73 transactionsId=[836462, 746096, 455795, 328400, 11066, 12069, 26657, 41429]>\n",
      "<Record terminalId=74 transactionsId=[880225, 754157, 421060, 4601, 16738, 18942]>\n",
      "<Record terminalId=75 transactionsId=[904599, 767164, 478489, 324775, 290472, 37832]>\n",
      "<Record terminalId=76 transactionsId=[705894, 589768, 307668, 299048, 4149]>\n",
      "<Record terminalId=77 transactionsId=[83991, 1144691, 823343, 644862, 553744, 4969, 7830]>\n",
      "<Record terminalId=78 transactionsId=[909905, 675849, 623028, 423838, 263818, 206876, 142292, 21408]>\n",
      "<Record terminalId=79 transactionsId=[1083770, 927467, 669396, 418711, 343845, 77115, 8349, 13327]>\n",
      "<Record terminalId=80 transactionsId=[1044357, 905528, 468367, 294833, 10608]>\n",
      "<Record terminalId=81 transactionsId=[895745, 515929, 354323, 196579, 195212, 2835, 5550]>\n",
      "<Record terminalId=82 transactionsId=[1047474, 1039823, 667762, 478128, 237342, 10213]>\n",
      "<Record terminalId=83 transactionsId=[978158, 858314, 712959, 336893, 84725, 3383, 6308, 9225, 11758, 20785, 32808]>\n",
      "<Record terminalId=84 transactionsId=[1084778, 610376, 493870, 10415]>\n",
      "<Record terminalId=85 transactionsId=[839243, 831402, 767318, 542244, 22905]>\n",
      "<Record terminalId=86 transactionsId=[915657, 547935, 524381, 521490, 151489, 1409, 24908]>\n",
      "<Record terminalId=87 transactionsId=[870407, 780147, 6877, 90294]>\n",
      "<Record terminalId=88 transactionsId=[673418, 16006]>\n",
      "<Record terminalId=89 transactionsId=[975622, 870529, 779742, 601385, 366028, 364892, 55190, 753]>\n",
      "<Record terminalId=90 transactionsId=[884675, 752614, 626126, 503010, 379354, 4631, 90795]>\n",
      "<Record terminalId=91 transactionsId=[1121118, 1109273, 885139, 465001, 373045, 113131, 11131, 63569]>\n",
      "<Record terminalId=92 transactionsId=[791934, 484530, 360411, 265521, 2436, 7010, 10179]>\n",
      "<Record terminalId=93 transactionsId=[993633, 857356, 646915, 1107, 4996, 14448]>\n",
      "<Record terminalId=94 transactionsId=[1125167, 1094296, 733278, 460006, 276411, 73341, 2231, 8545, 13562]>\n",
      "<Record terminalId=95 transactionsId=[968496, 843043, 580086, 285270, 160488, 149964, 6933, 9844]>\n",
      "<Record terminalId=96 transactionsId=[1081151, 1071720, 1047915, 313841, 115228, 70520, 895, 911, 24195]>\n",
      "<Record terminalId=97 transactionsId=[1144001, 1040306, 836767, 365524, 166283, 110464, 2393, 27843]>\n",
      "<Record terminalId=98 transactionsId=[1136687, 740841, 465275, 289559, 10619, 18081, 43286, 109824]>\n",
      "<Record terminalId=99 transactionsId=[988186, 884213, 591842, 468453, 387818, 14586, 48398]>\n",
      "<Record terminalId=100 transactionsId=[1009039, 662423, 610661, 465051, 198804, 163305, 2147, 3442, 7860]>\n",
      "<Record terminalId=101 transactionsId=[1094707, 949977, 933929, 431052, 422793, 161975, 3653, 7199]>\n",
      "<Record terminalId=102 transactionsId=[1052541, 1035427, 735296, 585800, 583193, 554061, 265252, 5277]>\n",
      "<Record terminalId=103 transactionsId=[900485, 786291, 697246, 491800, 476394, 2831, 13971, 38511]>\n",
      "<Record terminalId=104 transactionsId=[844941, 606429, 229636, 8717, 24538, 50718]>\n",
      "<Record terminalId=105 transactionsId=[1011588, 805742, 587975, 402152, 233858, 2448]>\n",
      "<Record terminalId=106 transactionsId=[1051965, 379590, 211755, 3858, 35877]>\n",
      "<Record terminalId=107 transactionsId=[1001456, 890584, 739800, 228081, 131894, 7636, 31979, 45023]>\n",
      "<Record terminalId=108 transactionsId=[1007225, 810538, 751289, 536512, 430490, 345726, 8815, 35366]>\n",
      "<Record terminalId=109 transactionsId=[1005979, 752283, 376902, 205656, 101617]>\n",
      "<Record terminalId=110 transactionsId=[1023405, 1022088, 784977, 494471, 1347, 3379]>\n",
      "<Record terminalId=111 transactionsId=[1059228, 829551, 535208, 430618, 329197, 130631, 4651, 15951]>\n",
      "<Record terminalId=112 transactionsId=[977934, 927973, 770782, 546006, 9670, 9968]>\n",
      "<Record terminalId=113 transactionsId=[1036756, 750480, 685611, 418245, 290751, 174272, 2114, 6832]>\n",
      "<Record terminalId=114 transactionsId=[1059016, 876649, 730347, 505999, 233214, 224295, 12932, 20088, 21506, 44500]>\n",
      "<Record terminalId=115 transactionsId=[1132701, 1040625, 944702, 824451, 672706, 237398, 1677, 33776]>\n",
      "<Record terminalId=116 transactionsId=[1143789, 1067905, 916905, 530221, 522841, 316519, 10966, 15931, 41360, 67551]>\n",
      "<Record terminalId=117 transactionsId=[1001133, 782051, 769744, 433802, 336481, 565, 17212, 20718, 30277]>\n",
      "<Record terminalId=118 transactionsId=[904901, 554662, 377758, 192362, 159676, 6542, 11689, 22999]>\n",
      "<Record terminalId=119 transactionsId=[641928, 444292, 10408, 13128]>\n",
      "<Record terminalId=120 transactionsId=[942058, 853389, 696822, 611951, 537241, 439553, 407420, 285692, 3827, 20667]>\n",
      "<Record terminalId=121 transactionsId=[600111, 75806]>\n",
      "<Record terminalId=122 transactionsId=[1002750, 981304, 758926, 643187, 615039, 13889, 16918, 27106, 36514]>\n",
      "<Record terminalId=123 transactionsId=[1006744, 660796, 388763, 1348, 1785, 30891]>\n",
      "<Record terminalId=124 transactionsId=[1119807, 1080695, 941222, 609490, 603357, 203510, 1736, 6915, 11668]>\n",
      "<Record terminalId=125 transactionsId=[1105730, 831184, 792087, 579150, 385044, 27460]>\n",
      "<Record terminalId=126 transactionsId=[1027578, 811790, 559973, 423560, 313408, 243359, 11405, 12564, 13315, 45231, 139648]>\n",
      "<Record terminalId=127 transactionsId=[965453, 784606, 775553, 736254, 349921, 202640, 3940, 12698]>\n",
      "<Record terminalId=128 transactionsId=[1128944, 1006139, 637204, 580200, 576409, 181805, 5751, 21983, 26280]>\n",
      "<Record terminalId=129 transactionsId=[975223, 468415, 446239, 191446, 4240, 60148]>\n",
      "<Record terminalId=130 transactionsId=[1056283, 848021, 153032, 4537, 21162]>\n",
      "<Record terminalId=131 transactionsId=[902391, 902032, 572398, 530043, 2844, 26497]>\n",
      "<Record terminalId=132 transactionsId=[942035, 907553, 447483, 320114, 217455, 3533, 4614]>\n",
      "<Record terminalId=133 transactionsId=[997878, 904024, 754620, 745338, 722138, 310725, 197687, 4846, 10711, 14643]>\n",
      "<Record terminalId=134 transactionsId=[960966, 830855, 710443, 388461, 218213, 102201, 717, 2058]>\n",
      "<Record terminalId=135 transactionsId=[1125999, 1115241, 1011424, 642513, 515163, 394673, 270965, 177448, 9855, 12557]>\n",
      "<Record terminalId=136 transactionsId=[1127635, 771836, 207521, 9213, 75013]>\n",
      "<Record terminalId=137 transactionsId=[1071081, 1055573, 1052900, 945116, 940286, 546174, 433266, 178658, 50051, 10811]>\n",
      "<Record terminalId=138 transactionsId=[950856, 667898, 546481, 284316, 13899, 15930]>\n",
      "<Record terminalId=139 transactionsId=[987166, 964493, 863595, 807807, 634143, 11052, 18938, 27936, 58466, 97409, 112260, 319060]>\n",
      "<Record terminalId=140 transactionsId=[887862, 737475, 644530, 480511, 236518, 228609, 155126, 3163, 27627]>\n",
      "<Record terminalId=141 transactionsId=[1126858, 594706, 374077, 266413, 17141]>\n",
      "<Record terminalId=142 transactionsId=[741716, 481277, 332966, 1197, 5886, 48235]>\n",
      "<Record terminalId=143 transactionsId=[933227, 659741, 527413, 10539]>\n",
      "<Record terminalId=144 transactionsId=[915451, 725179, 561264, 224908, 7778, 24407, 63517]>\n",
      "<Record terminalId=145 transactionsId=[1133250, 940200, 935211, 485519, 459449, 456773, 276806, 27346]>\n",
      "<Record terminalId=146 transactionsId=[1115247, 665942, 490739, 482804, 478197, 193670, 1572, 2288, 10592]>\n",
      "<Record terminalId=147 transactionsId=[812695, 712202, 576229, 401857, 242577]>\n",
      "<Record terminalId=148 transactionsId=[1078548, 980262, 860657, 597340, 430503, 400471, 244755, 7793, 29104]>\n",
      "<Record terminalId=149 transactionsId=[960837, 869852, 760767, 758652, 617882, 593312, 4456, 18646, 104985]>\n",
      "<Record terminalId=150 transactionsId=[1061101, 829417, 476624, 473726, 472388, 469317, 397208, 5504, 12015, 25882]>\n",
      "<Record terminalId=151 transactionsId=[694442, 3609, 9417, 22828, 46125]>\n",
      "<Record terminalId=152 transactionsId=[1014265, 670788, 543825, 528603, 461654, 275177]>\n",
      "<Record terminalId=153 transactionsId=[1118771, 1005947, 869158, 521709, 270809, 113123, 110846, 22348, 63388]>\n",
      "<Record terminalId=154 transactionsId=[1128607, 696325, 531191, 257996, 146670, 12318]>\n",
      "<Record terminalId=155 transactionsId=[987471, 667283, 428762, 334469, 2951, 9396, 35307]>\n",
      "<Record terminalId=156 transactionsId=[1028587, 851747, 678991, 349411, 97381]>\n",
      "<Record terminalId=157 transactionsId=[1072827, 783021, 696160, 340597, 3644, 4378, 32480]>\n",
      "<Record terminalId=158 transactionsId=[1137210, 990318, 967731, 873470, 577599, 479541, 242543, 44614, 147457]>\n",
      "<Record terminalId=159 transactionsId=[1050067, 643712, 474433, 366751, 189367, 2754, 13885, 34166, 45083]>\n",
      "<Record terminalId=160 transactionsId=[931021, 397466, 113474, 4870]>\n",
      "<Record terminalId=161 transactionsId=[1061250, 850123, 805494, 497788, 267572, 1299]>\n",
      "<Record terminalId=162 transactionsId=[1134637, 1010390, 860685, 694021, 630211, 202401, 1882, 3232, 11263, 24224]>\n",
      "<Record terminalId=163 transactionsId=[988516, 650051, 588949, 286585, 136727, 64307, 2466, 12541]>\n",
      "<Record terminalId=164 transactionsId=[1139970, 1017150, 983022, 861818, 720083, 414530, 247236, 50942]>\n",
      "<Record terminalId=165 transactionsId=[1113995, 962782, 878318, 504941, 427002, 384825, 226805, 17148]>\n",
      "<Record terminalId=166 transactionsId=[924113, 649857, 475616, 418913, 317374, 6046, 16217]>\n",
      "<Record terminalId=167 transactionsId=[1126043, 904724, 634540, 514733, 474655, 8645, 107969]>\n",
      "<Record terminalId=168 transactionsId=[994266, 415721, 412177, 274239, 116701, 3875, 18868]>\n",
      "<Record terminalId=169 transactionsId=[1083693, 725005, 611835, 377090, 135192, 6987, 62976]>\n",
      "<Record terminalId=170 transactionsId=[1141353, 812706, 437000, 318277, 2862, 5217, 6606, 16744, 67605]>\n",
      "<Record terminalId=171 transactionsId=[1122722, 825058, 677666, 585499, 460151, 426215, 23026, 146448, 159650, 391665, 407888]>\n",
      "<Record terminalId=172 transactionsId=[907682, 406963, 286367, 107901, 100442]>\n",
      "<Record terminalId=173 transactionsId=[312718, 25047]>\n",
      "<Record terminalId=174 transactionsId=[912802, 577208, 380498, 9109, 10131, 46398, 129296]>\n",
      "<Record terminalId=175 transactionsId=[1110064, 1038610, 948076, 611185, 386472, 357011, 189953, 3119, 18597]>\n",
      "<Record terminalId=176 transactionsId=[1049985, 7287]>\n",
      "<Record terminalId=177 transactionsId=[902418, 702322, 515811, 176544, 2673, 11902, 15789]>\n",
      "<Record terminalId=178 transactionsId=[776517, 590105, 307308, 10769, 36022]>\n",
      "<Record terminalId=179 transactionsId=[1087472, 979177, 813992, 510417, 252145, 236307, 75530, 1360, 14204]>\n",
      "<Record terminalId=180 transactionsId=[971680, 783129, 551747, 517531, 332805, 164307, 6018, 11747, 45280]>\n",
      "<Record terminalId=181 transactionsId=[849844, 734128, 245698, 109076, 3045, 9882, 31752]>\n",
      "<Record terminalId=182 transactionsId=[1080414, 1017447, 912284, 486575, 73156, 4040, 4355, 54822]>\n",
      "<Record terminalId=183 transactionsId=[1110570, 581472, 457135, 313863, 136593, 4292, 5744, 6057, 11312, 51122, 73788]>\n",
      "<Record terminalId=184 transactionsId=[1019905, 799789, 720406, 630234, 325323, 114765, 3681, 8347]>\n",
      "<Record terminalId=185 transactionsId=[593948, 420948, 329138, 96622, 2914]>\n",
      "<Record terminalId=186 transactionsId=[1122419, 1062936, 965030, 704236, 414792, 287150, 1682, 31245, 74237]>\n",
      "<Record terminalId=187 transactionsId=[1139686, 775142, 727540, 695298, 488103, 370423]>\n",
      "<Record terminalId=188 transactionsId=[1102218, 976048, 755042, 556631, 553096, 10086, 13037, 79238, 108275]>\n",
      "<Record terminalId=189 transactionsId=[909385, 845409, 826905, 718142, 482888, 374687, 89526]>\n",
      "<Record terminalId=190 transactionsId=[1038391, 889973, 638019, 275372, 149070]>\n",
      "<Record terminalId=191 transactionsId=[1049098, 978688, 708793, 419860, 181793, 20480, 73075]>\n",
      "<Record terminalId=192 transactionsId=[816126, 713291, 355273, 95546, 1673]>\n",
      "<Record terminalId=193 transactionsId=[1018809, 817882, 740782, 648355, 579046, 250177, 149641, 11370, 13154]>\n",
      "<Record terminalId=194 transactionsId=[963749, 861825, 855022, 613073, 161563, 133042, 1665, 22432, 47128]>\n",
      "<Record terminalId=195 transactionsId=[1095789, 915804, 716527, 531684, 293115, 130791, 1415, 17471, 33859, 83433]>\n",
      "<Record terminalId=196 transactionsId=[980997, 612405, 289930]>\n",
      "<Record terminalId=197 transactionsId=[1132371, 759009, 131118, 3866]>\n",
      "<Record terminalId=198 transactionsId=[1073045, 1042747, 853297, 579695, 223111, 199615, 1122, 3642, 11958]>\n",
      "<Record terminalId=199 transactionsId=[1117569, 926680, 786118, 676464, 610561, 380776, 1955, 2001, 25530]>\n",
      "<Record terminalId=200 transactionsId=[1072736, 975015, 810855, 734942, 430508, 257789, 8164, 48049]>\n",
      "<Record terminalId=201 transactionsId=[1035140, 681291, 565704, 474185, 465503, 398498, 2557, 6847]>\n",
      "<Record terminalId=202 transactionsId=[1039492, 904143, 623742, 2041, 49735]>\n",
      "<Record terminalId=203 transactionsId=[1120550, 771179, 530126, 2895, 31853, 39520]>\n",
      "<Record terminalId=204 transactionsId=[1032914, 843161, 474669, 7601, 71081]>\n",
      "<Record terminalId=205 transactionsId=[1116219, 925003, 567088, 461155, 237877, 1446, 7757, 16702, 36015, 55657]>\n",
      "<Record terminalId=206 transactionsId=[1112046, 963823, 959391, 623664, 460810, 1569, 2222, 3362, 47294]>\n",
      "<Record terminalId=207 transactionsId=[1067255, 1059988, 940234, 803938, 549046, 84553, 82012, 19665]>\n",
      "<Record terminalId=208 transactionsId=[871121, 701017, 366156, 219911, 3400, 7479, 64300]>\n",
      "<Record terminalId=209 transactionsId=[994440, 975022, 792490, 718170, 437055, 121339, 4319, 4813, 12313]>\n",
      "<Record terminalId=210 transactionsId=[1023128, 1022893, 930286, 809515, 809262, 714231, 712164, 622548, 519759, 361273, 26267, 162600]>\n",
      "<Record terminalId=211 transactionsId=[755628, 545982, 533592, 505422, 319134, 79155]>\n",
      "<Record terminalId=212 transactionsId=[906049, 878941, 665172, 409432, 346911, 170505, 49697]>\n",
      "<Record terminalId=213 transactionsId=[929805, 802449, 673414, 559551, 365495, 294983, 4496, 30124, 31095]>\n",
      "<Record terminalId=214 transactionsId=[1007039, 850380, 676767, 549232, 540932, 210135, 876]>\n",
      "<Record terminalId=215 transactionsId=[948863, 786095, 500922, 281139, 191804, 191426, 186707, 127541, 1931]>\n",
      "<Record terminalId=216 transactionsId=[993910, 833913, 742544, 2631, 7967]>\n",
      "<Record terminalId=217 transactionsId=[1088920, 912046, 792851, 571492, 451927, 415953, 185038, 60580, 5049]>\n",
      "<Record terminalId=218 transactionsId=[1075060, 1031698, 477509, 345512, 549, 21764]>\n",
      "<Record terminalId=219 transactionsId=[974041, 778373, 775943, 752286, 611976, 476535, 368260, 4987, 5117, 15660]>\n",
      "<Record terminalId=220 transactionsId=[879931, 640359, 609365, 489933, 354421, 8112, 19732, 70735, 72093]>\n",
      "<Record terminalId=221 transactionsId=[1062841, 865970, 565039, 410650, 6413, 16229, 26213, 34652, 63297]>\n",
      "<Record terminalId=222 transactionsId=[921187, 748459, 601522, 3027, 10959, 11704, 16372, 44375]>\n",
      "<Record terminalId=223 transactionsId=[900538, 856905, 820208, 633497, 428619, 155437, 1014, 10154]>\n",
      "<Record terminalId=224 transactionsId=[819594, 487658, 461044, 361844, 121541, 1024, 1103, 23647]>\n",
      "<Record terminalId=225 transactionsId=[995116, 939038, 671502, 650464, 351456, 660, 7770, 9718]>\n",
      "<Record terminalId=226 transactionsId=[1131079, 840110, 643690, 472086, 289948, 119411, 1224, 6465, 8082, 31495]>\n",
      "<Record terminalId=227 transactionsId=[956714, 411323, 289087, 259659, 2471, 30101, 112596]>\n",
      "<Record terminalId=228 transactionsId=[1142588, 840208, 533551, 334846, 15336, 31925, 71795]>\n",
      "<Record terminalId=229 transactionsId=[1061175, 907156, 743284, 494320, 70699, 70892]>\n",
      "<Record terminalId=230 transactionsId=[1030436, 753822, 538003, 428882, 168166, 2017, 67118]>\n",
      "<Record terminalId=231 transactionsId=[1137152, 995874, 954795, 806401, 289100, 167081, 4532]>\n",
      "<Record terminalId=232 transactionsId=[1025126, 582322, 507374, 293249, 216557, 1327, 1692, 17475, 53158]>\n",
      "<Record terminalId=233 transactionsId=[910046, 654733, 644164, 426934, 11079, 46865]>\n",
      "<Record terminalId=234 transactionsId=[1103406, 954393, 861991, 695518, 525855, 367644, 50042]>\n",
      "<Record terminalId=235 transactionsId=[1009546, 556868, 521869, 439353, 294697, 86879, 6723, 9313, 23301]>\n",
      "<Record terminalId=236 transactionsId=[769471, 345845, 259469, 5756, 33219]>\n",
      "<Record terminalId=237 transactionsId=[1044092, 1032722, 858814, 767467, 464633, 321111, 302438, 175220, 4437]>\n",
      "<Record terminalId=238 transactionsId=[1110965, 741872, 717104, 314308, 220561, 3529]>\n",
      "<Record terminalId=239 transactionsId=[848313, 490786, 4656, 7972]>\n",
      "<Record terminalId=240 transactionsId=[1120724, 699235, 609267, 577352, 297746, 118122, 6892]>\n",
      "<Record terminalId=241 transactionsId=[1143438, 895104, 711485, 661211, 270672, 132863, 20786, 31132, 49855]>\n",
      "<Record terminalId=242 transactionsId=[1138730, 785162, 784861, 763159, 457740, 317199, 3831, 3959, 92636]>\n",
      "<Record terminalId=243 transactionsId=[1070005, 1058981, 660906, 516236, 317485, 183441, 6124]>\n",
      "<Record terminalId=244 transactionsId=[970458, 932775, 551970, 530936, 216851]>\n",
      "<Record terminalId=245 transactionsId=[998752, 835671, 707627, 269027, 1576, 6341, 7219, 24917, 42599]>\n",
      "<Record terminalId=246 transactionsId=[978986, 957212, 664445, 490417, 468007, 27799]>\n",
      "<Record terminalId=247 transactionsId=[1070658, 1064732, 877894, 843972, 540314, 421228, 224681, 222080, 89440, 3218, 22287]>\n",
      "<Record terminalId=248 transactionsId=[590306, 588930, 396319, 353572, 90734, 3552, 17431]>\n",
      "<Record terminalId=249 transactionsId=[566111, 458429, 287034, 134792, 16219, 20551, 76124, 93440]>\n",
      "<Record terminalId=250 transactionsId=[753773, 642876, 464413, 189895, 8688, 12336, 23696]>\n",
      "<Record terminalId=251 transactionsId=[1059976, 829148, 827966, 817373, 710657, 466860, 319631, 109890, 4662, 5181]>\n",
      "<Record terminalId=252 transactionsId=[851725, 676205, 672337, 532220, 279988, 1449, 46102]>\n",
      "<Record terminalId=253 transactionsId=[1135446, 903763, 595083, 445945, 312447, 5410]>\n",
      "<Record terminalId=254 transactionsId=[836565, 660975, 374741]>\n",
      "<Record terminalId=255 transactionsId=[783927, 460495, 266557, 166019, 140730, 17661, 24694, 35041, 57448]>\n",
      "<Record terminalId=256 transactionsId=[1049928, 534568, 360849, 219798, 4403, 26828, 82714]>\n",
      "<Record terminalId=257 transactionsId=[1083617, 891412, 634597, 593414, 14756]>\n",
      "<Record terminalId=258 transactionsId=[1003950, 496356, 474849, 318264, 308515, 4039, 5317, 7201, 51693]>\n",
      "<Record terminalId=259 transactionsId=[829359, 12012, 304679]>\n",
      "<Record terminalId=260 transactionsId=[1049857, 908386, 896786, 470241, 340682, 171662, 112444, 5167, 7235, 9202, 11685, 31003]>\n",
      "<Record terminalId=261 transactionsId=[876310, 697387, 559727, 427513, 401095, 264824, 143254, 136461]>\n",
      "<Record terminalId=262 transactionsId=[1098348, 1072699, 1054923, 936644, 697884, 617054, 580947, 6068, 11749]>\n",
      "<Record terminalId=263 transactionsId=[1041978, 1038114, 600624, 259718, 608, 82173, 101934]>\n",
      "<Record terminalId=264 transactionsId=[518083, 354614, 182515]>\n",
      "<Record terminalId=265 transactionsId=[923628, 624503, 377935, 286974, 145838, 5138, 14294]>\n",
      "<Record terminalId=266 transactionsId=[780551, 772055, 545005, 414447, 247529, 12223, 43257]>\n",
      "<Record terminalId=267 transactionsId=[1093953, 892019, 771654, 579353, 433966, 429084, 304073, 135046, 846, 10556]>\n",
      "<Record terminalId=268 transactionsId=[1015035, 686913, 634385, 409241, 3233, 17195]>\n",
      "<Record terminalId=269 transactionsId=[860743, 850025, 780762, 551551, 395633, 368822, 58661, 1905, 4371]>\n",
      "<Record terminalId=270 transactionsId=[742724, 596662, 476557, 138060, 1418, 17671]>\n",
      "<Record terminalId=271 transactionsId=[913787, 794169, 216228, 837, 36334, 72857]>\n",
      "<Record terminalId=272 transactionsId=[1114854, 869518, 657339, 359058, 5150, 22036, 37787]>\n",
      "<Record terminalId=273 transactionsId=[1084001, 548438, 451528, 432696, 304703, 195900, 101595, 83471, 535, 882, 1791, 8181, 14160]>\n",
      "<Record terminalId=274 transactionsId=[974035, 959335, 879907, 720735, 608096, 440811, 64551, 111205, 241777]>\n",
      "<Record terminalId=275 transactionsId=[833473, 115286, 4209, 31879]>\n",
      "<Record terminalId=276 transactionsId=[1101441, 556390, 441687, 203496, 2335, 5598]>\n",
      "<Record terminalId=277 transactionsId=[1017018, 938295, 406097, 1851]>\n",
      "<Record terminalId=278 transactionsId=[1133967, 814557, 714844, 632906, 430406, 2810, 23583, 132239]>\n",
      "<Record terminalId=279 transactionsId=[889102, 761551, 644671, 591192, 366886, 323647, 177345, 2868, 4344]>\n",
      "<Record terminalId=280 transactionsId=[1114564, 1100276, 999015, 860202, 856910, 806174, 710326, 473732, 855, 1836, 10369]>\n",
      "<Record terminalId=281 transactionsId=[588126, 1132918, 1127278, 824521, 667635, 5728, 203946, 209333, 499159]>\n",
      "<Record terminalId=282 transactionsId=[1024166, 978914, 805652, 716326, 617649, 601151, 594679, 433834, 29210, 234158]>\n",
      "<Record terminalId=283 transactionsId=[1073933, 878329, 785690, 782796, 671405, 225966, 491, 7470]>\n",
      "<Record terminalId=284 transactionsId=[795754, 660228, 176509, 7988, 20007, 67923]>\n",
      "<Record terminalId=285 transactionsId=[1028945, 969709, 631106, 617027, 465029, 194994, 30390, 77461]>\n",
      "<Record terminalId=286 transactionsId=[701449, 234018, 12762, 40129, 57959]>\n",
      "<Record terminalId=287 transactionsId=[1022299, 759316, 502691, 4031, 14282, 35580]>\n",
      "<Record terminalId=288 transactionsId=[867798, 683814, 322221, 183205]>\n",
      "<Record terminalId=289 transactionsId=[949074, 698578, 604630, 534765, 381447, 161682, 5125, 24377, 25999, 69274]>\n",
      "<Record terminalId=290 transactionsId=[1037423, 898478, 890563, 549252, 548158, 391058, 246659]>\n",
      "<Record terminalId=291 transactionsId=[1110681, 956383, 549249, 369844, 309907, 997, 3231, 5454, 21095, 32401]>\n",
      "<Record terminalId=292 transactionsId=[945495, 802166, 636145, 417496, 243513, 5203, 22000, 50571]>\n",
      "<Record terminalId=293 transactionsId=[1059472, 1020764, 576673, 560889, 453492, 444646, 413809, 282140, 160391, 1647, 24288]>\n",
      "<Record terminalId=294 transactionsId=[923322, 334589, 154265, 15773, 36851]>\n",
      "<Record terminalId=295 transactionsId=[1090073, 847039, 593908, 411409, 290530, 167463, 7951]>\n",
      "<Record terminalId=296 transactionsId=[761753, 711442, 603749, 24820]>\n",
      "<Record terminalId=297 transactionsId=[1135065, 986864, 754098, 591490, 463996, 429698, 247003, 1702, 9283, 13641, 18621]>\n",
      "<Record terminalId=298 transactionsId=[71974, 798309, 783015, 590970, 549383, 253295, 203477, 545]>\n",
      "<Record terminalId=299 transactionsId=[585277, 317294, 6501, 21583]>\n",
      "<Record terminalId=300 transactionsId=[1000517, 701216, 550981, 166730, 4162, 4798, 6187, 6664, 9312]>\n",
      "<Record terminalId=301 transactionsId=[1146484, 1008043, 506838, 768, 4880, 14239, 24244, 154895]>\n",
      "<Record terminalId=302 transactionsId=[1029659, 1005645, 723295, 563808, 198772, 23404, 42357]>\n",
      "<Record terminalId=303 transactionsId=[1082877, 709671, 615231, 381056, 172078, 9120, 19667]>\n",
      "<Record terminalId=304 transactionsId=[875640, 870027, 490370, 220541, 8375, 22501]>\n",
      "<Record terminalId=305 transactionsId=[1038864, 881049, 687405, 113596, 3267, 11467]>\n",
      "<Record terminalId=306 transactionsId=[1045619, 1031126, 809837, 697819, 282056, 144312, 1557, 20379]>\n",
      "<Record terminalId=307 transactionsId=[808556, 479084, 379191, 197543, 4027, 7731]>\n",
      "<Record terminalId=308 transactionsId=[571551, 1112520, 979984, 973947, 670542, 667287, 39392, 162420, 238757, 280328]>\n",
      "<Record terminalId=309 transactionsId=[987252, 235642, 190709, 178227, 596, 7272]>\n",
      "<Record terminalId=310 transactionsId=[887815, 389838]>\n",
      "<Record terminalId=311 transactionsId=[975690, 879652, 765815, 639510, 413863, 55902]>\n",
      "<Record terminalId=312 transactionsId=[981477, 751674, 629145, 566202, 522352, 183306, 12654, 13864, 17599]>\n",
      "<Record terminalId=313 transactionsId=[885902, 710526, 521196, 509804, 53819, 168335]>\n",
      "<Record terminalId=314 transactionsId=[1060037, 850546, 566800, 7538, 10893, 32614]>\n",
      "<Record terminalId=315 transactionsId=[822164, 501408, 307784, 51995]>\n",
      "<Record terminalId=316 transactionsId=[1116340, 919025, 768905, 663463, 489819, 409195, 193230, 706]>\n",
      "<Record terminalId=317 transactionsId=[1097690, 916281, 911094, 780272, 104220, 3055, 10441, 13045, 20446]>\n",
      "<Record terminalId=318 transactionsId=[890685, 325502, 229731, 84747, 1669, 6594, 13056]>\n",
      "<Record terminalId=319 transactionsId=[1058771, 994579, 647322, 604274, 195835, 92956, 92116]>\n",
      "<Record terminalId=320 transactionsId=[986436, 891326, 691354, 501193, 309149, 190057, 29575, 54522]>\n",
      "<Record terminalId=321 transactionsId=[670679, 10505, 82079]>\n",
      "<Record terminalId=322 transactionsId=[1083775, 1047235, 1022935, 744308, 484551, 377, 950, 2956, 16548, 19271]>\n",
      "<Record terminalId=323 transactionsId=[1120294, 503682, 444250, 1588, 13588, 84617]>\n",
      "<Record terminalId=324 transactionsId=[1032727, 968701, 753800, 539130, 472724, 324237, 115259, 7028, 13458]>\n",
      "<Record terminalId=325 transactionsId=[1075030, 764073, 417889, 255542, 2386, 24394, 28594]>\n",
      "<Record terminalId=326 transactionsId=[1097653, 1095441, 1002972, 757797, 735542, 515428, 342615, 13409, 30700]>\n",
      "<Record terminalId=327 transactionsId=[873401, 872393, 650445, 634415, 601452, 413362, 148508, 6178, 14699, 30334, 58103, 128601]>\n",
      "<Record terminalId=328 transactionsId=[1063638, 809147, 694484, 591320, 534787, 225604, 949, 1958, 43791]>\n",
      "<Record terminalId=329 transactionsId=[1135383, 953528, 771069, 769734, 631443, 576986, 309499, 179808, 1375, 1649]>\n",
      "<Record terminalId=330 transactionsId=[985241, 892935, 657284, 476041, 281725, 2620, 7619]>\n",
      "<Record terminalId=331 transactionsId=[1104505, 997042, 680612, 423816, 422165, 186741, 66930, 5772, 27119]>\n",
      "<Record terminalId=332 transactionsId=[1032692, 807161, 711788, 441787, 284845, 9073, 13436]>\n",
      "<Record terminalId=333 transactionsId=[973316, 781925, 747705, 745948, 589357, 576638, 375132, 182101, 2384, 29409]>\n",
      "<Record terminalId=334 transactionsId=[1045955, 1033119, 922744, 830517, 609417, 4451]>\n",
      "<Record terminalId=335 transactionsId=[889301, 764357, 350194, 327127, 101315, 1200, 16827]>\n",
      "<Record terminalId=336 transactionsId=[858426, 853860, 523559, 223995, 217765]>\n",
      "<Record terminalId=337 transactionsId=[1058792, 537451, 353001, 24314, 63817]>\n",
      "<Record terminalId=338 transactionsId=[1090892, 1077580, 847079, 836053, 786424, 309071, 35829, 56814, 148216]>\n",
      "<Record terminalId=339 transactionsId=[1128889, 1017501, 825813, 583613, 549963, 276661, 17041, 17367]>\n",
      "<Record terminalId=340 transactionsId=[1028916, 883362, 558456, 4821, 6467, 12291]>\n",
      "<Record terminalId=341 transactionsId=[1086723, 986184, 737051, 553447, 149543, 117081, 2936, 7003]>\n",
      "<Record terminalId=342 transactionsId=[980333, 872438, 854324, 732859, 235693, 4557, 17376, 121203]>\n",
      "<Record terminalId=343 transactionsId=[1001551, 898772, 353331, 17015]>\n",
      "<Record terminalId=344 transactionsId=[917658, 684394, 169653, 16977]>\n",
      "<Record terminalId=345 transactionsId=[1076282, 978056, 553885, 512467, 13976, 32228]>\n",
      "<Record terminalId=346 transactionsId=[1107364, 1106623, 996883, 789602, 727289, 618060, 575932, 419271, 232086, 16053, 16641, 78483]>\n",
      "<Record terminalId=347 transactionsId=[1119486, 763133, 654709, 6595, 55281, 103725, 107286]>\n",
      "<Record terminalId=348 transactionsId=[959161, 920531, 736228, 621316, 280779, 185502, 185218, 17677]>\n",
      "<Record terminalId=349 transactionsId=[1145821, 1028042, 976380, 823703, 28144, 38939]>\n",
      "<Record terminalId=350 transactionsId=[1137019, 1036765, 975520, 849118, 402050, 394925, 114882, 1628, 18789]>\n",
      "<Record terminalId=351 transactionsId=[765079, 601700, 601479, 270285, 153271, 3254]>\n",
      "<Record terminalId=352 transactionsId=[1092433, 900813, 466040, 351959, 202801, 189062, 169673, 5170, 24642]>\n",
      "<Record terminalId=353 transactionsId=[1129500, 1032632, 1026274, 907808, 905085, 787198, 446054, 403477, 219050, 3015, 3889, 5822]>\n",
      "<Record terminalId=354 transactionsId=[1102494, 911528, 772026, 426136, 324337, 166345, 6869, 53463]>\n",
      "<Record terminalId=355 transactionsId=[1018369, 677341, 509821, 298586, 286721, 230464, 120498, 11764]>\n",
      "<Record terminalId=356 transactionsId=[1098031, 416782, 187409, 5485, 34058]>\n",
      "<Record terminalId=357 transactionsId=[1092394, 1001616, 780576, 503244, 2294, 4047]>\n",
      "<Record terminalId=358 transactionsId=[1059293, 947421, 801971, 428455, 2668, 4640, 21700, 56235]>\n",
      "<Record terminalId=359 transactionsId=[984689, 93523]>\n",
      "<Record terminalId=360 transactionsId=[1028677, 891669, 752712, 251487, 5439]>\n",
      "<Record terminalId=361 transactionsId=[999847, 719253, 672449, 503571, 434105, 129403, 16172, 29493]>\n",
      "<Record terminalId=362 transactionsId=[668299, 434926, 9307]>\n",
      "<Record terminalId=363 transactionsId=[1146172, 796145, 462199, 437577, 273816, 252333, 85764, 2071, 2161, 13041, 47391, 50497]>\n",
      "<Record terminalId=364 transactionsId=[1134910, 1009958, 599323, 477311, 171316, 1274]>\n",
      "<Record terminalId=365 transactionsId=[1022927, 829716, 716603, 617575, 494375, 179536, 8018, 31496]>\n",
      "<Record terminalId=366 transactionsId=[1119124, 877665, 628047, 464939, 375707, 667, 1560, 71995]>\n",
      "<Record terminalId=367 transactionsId=[974317, 495305, 286450, 2478, 2608, 11573]>\n",
      "<Record terminalId=368 transactionsId=[1015479, 934746, 640513, 267066, 83204, 267, 421]>\n",
      "<Record terminalId=369 transactionsId=[1064319, 918201, 525554, 367604, 329969, 7378, 9454, 23963, 81363, 87319]>\n",
      "<Record terminalId=370 transactionsId=[1122993, 745912, 315504, 11798, 11887, 30559, 61467]>\n",
      "<Record terminalId=371 transactionsId=[837125, 830972, 737557, 459991, 222514]>\n",
      "<Record terminalId=372 transactionsId=[1134364, 957955, 789400, 735487, 632506, 283928, 30921]>\n",
      "<Record terminalId=373 transactionsId=[1033204, 864761, 720805, 698188, 109002, 5826, 7771, 9384]>\n",
      "<Record terminalId=374 transactionsId=[993911, 428769, 326253, 459, 3388, 52061]>\n",
      "<Record terminalId=375 transactionsId=[1012369, 816844, 296187, 153726, 35257]>\n",
      "<Record terminalId=376 transactionsId=[853057, 423883, 124200, 8926]>\n",
      "<Record terminalId=377 transactionsId=[1129822, 1087353, 903381, 860548, 766042, 608991, 476534, 378036, 366045, 365351, 232078, 220332, 909, 72923]>\n",
      "<Record terminalId=378 transactionsId=[854866, 817809, 404528, 146957, 5997, 90983]>\n",
      "<Record terminalId=379 transactionsId=[1025368, 635087, 616025, 2495, 4721]>\n",
      "<Record terminalId=380 transactionsId=[845307, 632264, 451322, 394581, 220988, 209458, 191061]>\n",
      "<Record terminalId=381 transactionsId=[986345, 776943, 771341, 595007, 532221, 241896]>\n",
      "<Record terminalId=382 transactionsId=[1053436, 947432, 525275, 265819, 195690, 86597, 3346, 5960, 8165, 64573, 67564]>\n",
      "<Record terminalId=383 transactionsId=[948898, 819215, 697299, 529413, 496736, 462310, 197553, 194263, 8640, 9019]>\n",
      "<Record terminalId=384 transactionsId=[816704, 423990, 137815, 127599, 38234]>\n",
      "<Record terminalId=385 transactionsId=[983164, 772060, 645300, 377931, 271475, 4705]>\n",
      "<Record terminalId=386 transactionsId=[1067790, 988617, 791189, 784644, 694338, 538079, 446052, 219323, 105180, 1131, 20605, 44740]>\n",
      "<Record terminalId=387 transactionsId=[968987, 791768, 643130, 481166, 255919, 2883, 18626, 106948]>\n",
      "<Record terminalId=388 transactionsId=[1115702, 968795, 842613, 328284, 153808, 7819]>\n",
      "<Record terminalId=389 transactionsId=[1031088, 814695, 788169, 599425, 471408, 322707, 306302, 137231, 132705, 94232]>\n",
      "<Record terminalId=390 transactionsId=[962345, 865288, 475052, 255619, 1475, 20460, 59644, 60608]>\n",
      "<Record terminalId=391 transactionsId=[1142185, 840842, 791427, 325529, 195124, 3763, 10197, 34552]>\n",
      "<Record terminalId=392 transactionsId=[1075852, 943631, 843051, 754214, 616368, 503259, 501844, 497213, 436480, 4623]>\n",
      "<Record terminalId=393 transactionsId=[686500, 562586, 321125, 263340, 116535, 643, 4692]>\n",
      "<Record terminalId=394 transactionsId=[987450, 823329, 719658, 611196, 509353, 293923, 6384, 63265, 63358]>\n",
      "<Record terminalId=395 transactionsId=[649729, 536674, 205577, 182376, 174670, 10251, 10689, 16871, 35724]>\n",
      "<Record terminalId=396 transactionsId=[1138654, 1063998, 1042822, 829934, 556360, 336912, 273173, 3891]>\n",
      "<Record terminalId=397 transactionsId=[1107697, 1104705, 920129, 726588, 705448, 466136, 270530, 1283, 5404]>\n",
      "<Record terminalId=398 transactionsId=[922306, 735258, 710229, 465444, 45553, 123979]>\n",
      "<Record terminalId=399 transactionsId=[1075784, 1062106, 555900, 481301, 148086, 10354, 15226, 60852]>\n",
      "<Record terminalId=400 transactionsId=[925398, 869103, 569459, 434465, 1626, 6182, 67942]>\n",
      "<Record terminalId=401 transactionsId=[1118980, 993946, 765120, 672218, 461511, 341431, 19031, 27090]>\n",
      "<Record terminalId=402 transactionsId=[1028671, 668995, 141747, 875]>\n",
      "<Record terminalId=403 transactionsId=[342252, 152735, 11916, 38097]>\n",
      "<Record terminalId=404 transactionsId=[958359, 778156, 468663, 354716, 25821]>\n",
      "<Record terminalId=405 transactionsId=[1103150, 998729, 726916, 407809, 398097, 340092, 202293, 104933, 9347]>\n",
      "<Record terminalId=406 transactionsId=[1143054, 666154, 70245, 2573, 3002]>\n",
      "<Record terminalId=407 transactionsId=[970252, 749752, 655477, 620196, 279915, 180543, 170199, 167045, 1797, 5286]>\n",
      "<Record terminalId=408 transactionsId=[1120215, 938822, 747450, 2971, 21483, 31617]>\n",
      "<Record terminalId=409 transactionsId=[1028194, 870236, 450464, 293605, 1540, 37410, 37842]>\n",
      "<Record terminalId=410 transactionsId=[1110875, 1046592, 794866, 576054, 368152, 216386, 114304, 579, 12387]>\n",
      "<Record terminalId=411 transactionsId=[729030, 627429, 487962, 383335, 232566, 3367, 8716]>\n",
      "<Record terminalId=412 transactionsId=[1114908, 897556, 895839, 796903, 642168, 235978, 209165, 59961, 1986]>\n",
      "<Record terminalId=413 transactionsId=[113952, 976927, 867888, 606463, 511310, 294820, 12863, 40251]>\n",
      "<Record terminalId=414 transactionsId=[1101631, 934263, 572563, 370453, 4291, 18386, 174358, 186605]>\n",
      "<Record terminalId=415 transactionsId=[1111300, 845778, 731400, 682351, 154605, 53553]>\n",
      "<Record terminalId=416 transactionsId=[1127198, 522284, 134053, 904, 3380, 36476]>\n",
      "<Record terminalId=417 transactionsId=[1082102, 1075626, 1059879, 948872, 740073, 602149, 294290, 110806, 14441, 34333]>\n",
      "<Record terminalId=418 transactionsId=[1071360, 11295, 49662]>\n",
      "<Record terminalId=419 transactionsId=[984012, 807699, 613950, 259576, 26927, 33780]>\n",
      "<Record terminalId=420 transactionsId=[1110669, 1012033, 1004543, 823915, 790524, 779784, 473289, 242926, 240912, 6109, 30527]>\n",
      "<Record terminalId=421 transactionsId=[1099484, 894649, 619115, 586839, 308547, 112390, 3216, 9083]>\n",
      "<Record terminalId=422 transactionsId=[898294, 803921, 787900, 640288, 635076, 438179, 194526, 7425]>\n",
      "<Record terminalId=423 transactionsId=[801154, 636369, 453517, 218513, 15492, 47616]>\n",
      "<Record terminalId=424 transactionsId=[940580, 710002, 588330, 365087, 265334, 5891, 35781, 43517]>\n",
      "<Record terminalId=425 transactionsId=[1044902, 690490, 432457, 259874, 20063, 32520, 107848]>\n",
      "<Record terminalId=426 transactionsId=[742656, 731855, 471041, 464077, 273824, 163552, 5561, 10395]>\n",
      "<Record terminalId=427 transactionsId=[1045382, 911409, 900527, 897784, 523632, 522595, 515994, 316274, 213238, 11451, 18284, 103779, 113158]>\n",
      "<Record terminalId=428 transactionsId=[1092545, 1064147, 1056990, 1039985, 942590, 438052, 2446, 4066, 32104]>\n",
      "<Record terminalId=429 transactionsId=[989373, 652160, 449139, 415693, 252227, 136504, 88138, 1124]>\n",
      "<Record terminalId=430 transactionsId=[857372, 673383, 514266, 363278, 123153, 17663, 19379]>\n",
      "<Record terminalId=431 transactionsId=[974556, 779735, 743461, 605599, 448739, 295494, 2263, 2403, 2948]>\n",
      "<Record terminalId=432 transactionsId=[1145662, 996201, 655400, 47542, 31508, 1304]>\n",
      "<Record terminalId=433 transactionsId=[1145481, 1142191, 989056, 667727, 18731, 19488]>\n",
      "<Record terminalId=434 transactionsId=[764198, 381537, 276756, 2269, 28889, 33708]>\n",
      "<Record terminalId=435 transactionsId=[928129, 728623, 499158, 428068, 97180, 1800]>\n",
      "<Record terminalId=436 transactionsId=[1075734, 887747, 796684, 275053, 5914, 49698]>\n",
      "<Record terminalId=437 transactionsId=[1107853, 685172, 463240, 275190, 1928, 27202, 49094]>\n",
      "<Record terminalId=438 transactionsId=[1116006, 788424, 773570, 507217, 311610, 281281, 54109]>\n",
      "<Record terminalId=439 transactionsId=[1137240, 869307, 834474, 598130, 356365, 41596]>\n",
      "<Record terminalId=440 transactionsId=[1065371, 1045960, 678363, 549783, 368678, 129548, 11001]>\n",
      "<Record terminalId=441 transactionsId=[1040255, 994799, 791497, 444778, 322928, 193359, 1408, 3785]>\n",
      "<Record terminalId=442 transactionsId=[953566, 838337, 811814, 424677, 2132, 2697, 14180]>\n",
      "<Record terminalId=443 transactionsId=[1074025, 1036147, 717147, 565088, 564381, 164768, 6315, 7327, 20745]>\n",
      "<Record terminalId=444 transactionsId=[1063741, 719204, 697837, 664039, 544400, 487305, 143823, 1050, 4742, 38454]>\n",
      "<Record terminalId=445 transactionsId=[1053798, 938872, 913945, 766412, 476352, 378715, 211685, 209842, 2600, 22247, 55544]>\n",
      "<Record terminalId=446 transactionsId=[51405, 970126, 929994, 703098, 325601, 214605, 12527, 22065]>\n",
      "<Record terminalId=447 transactionsId=[989554, 602410, 429214, 84613, 5878]>\n",
      "<Record terminalId=448 transactionsId=[1107597, 943318, 722700, 455422, 154305, 114903, 6358]>\n",
      "<Record terminalId=449 transactionsId=[890137, 518348, 406582, 212047, 42177]>\n",
      "<Record terminalId=450 transactionsId=[430391, 220060, 137107, 5040]>\n",
      "<Record terminalId=451 transactionsId=[749498, 335577, 6272, 50243, 67700]>\n",
      "<Record terminalId=452 transactionsId=[1042943, 672674, 547247, 410580, 407954, 273792, 119241]>\n",
      "<Record terminalId=453 transactionsId=[994636, 896934, 801991, 799014, 792378, 469962, 308832, 3821, 21511, 39342]>\n",
      "<Record terminalId=454 transactionsId=[1065530, 900579, 877927, 752572, 540060, 1767, 6356, 87285]>\n",
      "<Record terminalId=455 transactionsId=[898667, 470817, 289861, 236360]>\n",
      "<Record terminalId=456 transactionsId=[1130615, 1037618, 901899, 230347, 88260, 2846, 14556]>\n",
      "<Record terminalId=457 transactionsId=[1130511, 1014105, 1003243, 437271, 259883, 154809, 13752, 24365]>\n",
      "<Record terminalId=458 transactionsId=[319843, 118408, 15574]>\n",
      "<Record terminalId=459 transactionsId=[1138589, 930663, 844482, 663137, 382275, 78068]>\n",
      "<Record terminalId=460 transactionsId=[793583, 780728, 588626, 463468, 80106, 85228]>\n",
      "<Record terminalId=461 transactionsId=[828455, 478373, 354824, 27045]>\n",
      "<Record terminalId=462 transactionsId=[1034578, 673080, 514863, 257807, 242304, 1366, 5432, 12418]>\n",
      "<Record terminalId=463 transactionsId=[619406, 330768, 2178, 5941, 14674]>\n",
      "<Record terminalId=464 transactionsId=[1030848, 824635, 813764, 577909, 457908, 104607, 3304, 5066]>\n",
      "<Record terminalId=465 transactionsId=[1079921, 903735, 688324, 683413, 364591, 345]>\n",
      "<Record terminalId=466 transactionsId=[873261, 504858, 98415, 29324]>\n",
      "<Record terminalId=467 transactionsId=[1032209, 901785, 624609, 508719, 480562, 356938, 346060, 197358, 4715, 8479, 10342, 18873]>\n",
      "<Record terminalId=468 transactionsId=[1094356, 1061751, 869329, 749957, 608481, 402025, 216428, 611, 2771, 8615, 13216]>\n",
      "<Record terminalId=469 transactionsId=[1144341, 963962, 799902, 592481, 409274, 298391, 142280, 8468]>\n",
      "<Record terminalId=470 transactionsId=[987377, 716219, 318990, 225346, 5055]>\n",
      "<Record terminalId=471 transactionsId=[612937, 581628, 154518, 597, 2021, 4738, 5546, 7859, 23849, 41260]>\n",
      "<Record terminalId=472 transactionsId=[964342, 958002, 800443, 538709, 301090, 11874, 14147, 19324, 28333]>\n",
      "<Record terminalId=473 transactionsId=[1128468, 903540, 802994, 517159, 320264, 195243, 1897, 5612, 11404]>\n",
      "<Record terminalId=474 transactionsId=[978470, 758489, 625261, 406057, 175485, 162448, 2953, 11284]>\n",
      "<Record terminalId=475 transactionsId=[960075, 853044, 615373, 320789]>\n",
      "<Record terminalId=476 transactionsId=[490823, 145069, 1662, 17856]>\n",
      "<Record terminalId=477 transactionsId=[1043636, 632951, 360722, 81545]>\n",
      "<Record terminalId=478 transactionsId=[1039681, 747249, 679478, 439122, 182220, 3439, 24828]>\n",
      "<Record terminalId=479 transactionsId=[1120101, 711676, 513955, 334007, 71770, 135793]>\n",
      "<Record terminalId=480 transactionsId=[590154, 369032, 245138, 216490, 13004, 32112]>\n",
      "<Record terminalId=481 transactionsId=[1122029, 912102, 516530, 18926]>\n",
      "<Record terminalId=482 transactionsId=[686564, 560885, 544324, 371486, 359379, 249481, 210756, 2612, 3776, 7293]>\n",
      "<Record terminalId=483 transactionsId=[1120330, 984685, 731157, 702320, 525665, 460557, 222634, 2540, 129911]>\n",
      "<Record terminalId=484 transactionsId=[1114420, 573190, 468346, 363439, 217830, 4931, 35569]>\n",
      "<Record terminalId=485 transactionsId=[938877, 631177, 360662, 342740, 206323, 9234, 41914]>\n",
      "<Record terminalId=486 transactionsId=[1049570, 1038795, 757140, 641460, 475297, 319469, 9323, 14386]>\n",
      "<Record terminalId=487 transactionsId=[847977, 835798, 458345, 1151, 8146, 36078]>\n",
      "<Record terminalId=488 transactionsId=[1049526, 895071, 694697, 555152, 448548, 178442, 3132, 12892, 26207]>\n",
      "<Record terminalId=489 transactionsId=[1019674, 998303, 876818, 723145, 543058, 387674, 311698, 16184, 45194, 47997]>\n",
      "<Record terminalId=490 transactionsId=[214165, 10128, 13905, 14940]>\n",
      "<Record terminalId=491 transactionsId=[1130523, 901577, 532087, 338378, 231584, 187073]>\n",
      "<Record terminalId=492 transactionsId=[914140, 614278, 558367, 329534, 219555, 6800, 11232]>\n",
      "<Record terminalId=493 transactionsId=[765900, 735042, 577263, 391705, 342236, 1671, 5159]>\n",
      "<Record terminalId=494 transactionsId=[980033, 959221, 744704, 414957, 95987, 5669, 7332, 45480]>\n",
      "<Record terminalId=495 transactionsId=[1123286, 568229, 563091, 554911, 514243, 335014, 13860, 37977]>\n",
      "<Record terminalId=496 transactionsId=[967880, 911391, 675137, 497005, 286408, 190163, 15819]>\n",
      "<Record terminalId=497 transactionsId=[1021421, 821688, 781885, 577979, 1817]>\n",
      "<Record terminalId=498 transactionsId=[1124780, 1066491, 931390, 517894, 272622, 32144, 33548, 87619]>\n",
      "<Record terminalId=499 transactionsId=[911399, 749484, 409969, 7298, 111889]>\n",
      "<Record terminalId=500 transactionsId=[978221, 740588, 381431, 164755, 2237, 3659, 10888]>\n",
      "<Record terminalId=501 transactionsId=[842978, 360707, 357266, 148965, 8521, 10406, 24024, 25919]>\n",
      "<Record terminalId=502 transactionsId=[1054240, 1014080, 815873, 782571, 551191, 221792, 5331, 8396]>\n",
      "<Record terminalId=503 transactionsId=[798207, 798110, 402835, 379321, 249548, 52974, 7641]>\n",
      "<Record terminalId=504 transactionsId=[1044650, 804624, 574808, 563942, 237915]>\n",
      "<Record terminalId=505 transactionsId=[895926, 894735, 752517, 647854, 543413, 333104, 182357, 1400, 2641, 5834, 32650]>\n",
      "<Record terminalId=506 transactionsId=[998819, 583629, 563320, 437265, 414791, 272049, 132451, 50837]>\n",
      "<Record terminalId=507 transactionsId=[1070788, 860662, 667500, 585965, 504084, 202283, 8477, 53027]>\n",
      "<Record terminalId=508 transactionsId=[1030451, 788260, 722408, 220432, 194671, 2881, 21143]>\n",
      "<Record terminalId=509 transactionsId=[401144, 181953, 144605, 4567]>\n",
      "<Record terminalId=510 transactionsId=[842977, 434603, 349157, 239254, 8236, 25005, 110171]>\n",
      "<Record terminalId=511 transactionsId=[1144402, 1116003, 1042776, 866247, 830943, 611456, 402791, 266292, 1524]>\n",
      "<Record terminalId=512 transactionsId=[1057463, 770938, 1505, 15424, 17556]>\n",
      "<Record terminalId=513 transactionsId=[1013573, 785340, 560515, 215030, 31033]>\n",
      "<Record terminalId=514 transactionsId=[1096887, 1096118, 1001264, 841820, 704687, 594980, 496544, 494987, 442103, 349437, 148151, 90867, 3541, 5827]>\n",
      "<Record terminalId=515 transactionsId=[984472, 888924, 711702, 494913, 103389, 4218, 4318, 10945, 94178]>\n",
      "<Record terminalId=516 transactionsId=[1032533, 926136, 776757, 590877, 478646, 222403, 69467, 58400, 1459, 3157, 3606]>\n",
      "<Record terminalId=517 transactionsId=[1101471, 468468, 464960, 284678, 253783, 166568, 2066, 27812]>\n",
      "<Record terminalId=518 transactionsId=[1052638, 991913, 64459, 603, 7721]>\n",
      "<Record terminalId=519 transactionsId=[1076500, 1060658, 999864, 845450, 830469, 473817, 406937, 220715, 157, 1604, 47793]>\n",
      "<Record terminalId=520 transactionsId=[856780, 828677, 825179, 649688, 340054, 158278, 3220, 35526]>\n",
      "<Record terminalId=521 transactionsId=[1076169, 1019323, 276710, 128770, 55765, 1312, 5961]>\n",
      "<Record terminalId=522 transactionsId=[1040758, 1010110, 999973, 778669, 732534, 285438, 1358, 25973]>\n",
      "<Record terminalId=523 transactionsId=[705560, 584671, 67585, 3490, 20202, 38761]>\n",
      "<Record terminalId=524 transactionsId=[1016447, 973693, 715452, 523285, 183573, 5421, 20838]>\n",
      "<Record terminalId=525 transactionsId=[1105148, 227881, 2615, 3029, 4186]>\n",
      "<Record terminalId=526 transactionsId=[975398, 841154, 514076, 195765, 30136]>\n",
      "<Record terminalId=527 transactionsId=[720749, 580677, 483746, 18029, 20606, 83789, 92918]>\n",
      "<Record terminalId=528 transactionsId=[988391, 874880, 731943, 703670, 482390, 446189, 294680, 78108, 138449, 231422]>\n",
      "<Record terminalId=529 transactionsId=[929878, 847343, 720200, 345729, 21260, 145501]>\n",
      "<Record terminalId=530 transactionsId=[907495, 594174, 384186, 256981, 140261, 4629, 8746, 10460, 32276]>\n",
      "<Record terminalId=531 transactionsId=[904826, 603418, 443924, 409278, 394007, 89260]>\n",
      "<Record terminalId=532 transactionsId=[1050182, 1043754, 898905, 605403, 154238, 2011, 7952, 8518]>\n",
      "<Record terminalId=533 transactionsId=[905799, 837645, 745483, 174248, 93350, 17006]>\n",
      "<Record terminalId=534 transactionsId=[1142856, 502576, 384036, 127763, 3049, 10834, 23764]>\n",
      "<Record terminalId=535 transactionsId=[1103797, 874209, 359643, 5665, 24001, 44592]>\n",
      "<Record terminalId=536 transactionsId=[902326, 531478, 441276, 329155, 328359, 278543, 233169, 21987, 25258, 37918, 70895]>\n",
      "<Record terminalId=537 transactionsId=[1142116, 1108420, 601730, 595143, 3935, 5169, 14709, 15233]>\n",
      "<Record terminalId=538 transactionsId=[877987, 789881, 652783, 556678, 3322, 13047, 41357]>\n",
      "<Record terminalId=539 transactionsId=[1043762, 823943, 651082, 635036, 241631, 1368, 1783, 4051, 5033, 20160]>\n",
      "<Record terminalId=540 transactionsId=[1004766, 958821, 820374, 633839, 412559, 305234, 171931, 1455, 3012, 18352]>\n",
      "<Record terminalId=541 transactionsId=[891994, 637123, 541813, 448047, 408997, 62810, 2156, 20846]>\n",
      "<Record terminalId=542 transactionsId=[918068, 699624, 457676, 217971, 3196, 3222]>\n",
      "<Record terminalId=543 transactionsId=[1133411, 1049387, 939225, 695951, 342092, 150750, 18057, 48148]>\n",
      "<Record terminalId=544 transactionsId=[1027462, 689540, 112874, 7838, 28457]>\n",
      "<Record terminalId=545 transactionsId=[994452, 866633, 370665, 89684, 4534]>\n",
      "<Record terminalId=546 transactionsId=[1117379, 1058631, 944383, 829276, 281677, 181512, 14106, 36601]>\n",
      "<Record terminalId=547 transactionsId=[920250, 567108, 561941, 467179, 289103, 10009]>\n",
      "<Record terminalId=548 transactionsId=[592945, 427960, 20548]>\n",
      "<Record terminalId=549 transactionsId=[1104317, 876351, 600985, 172552, 3667, 10770, 19273]>\n",
      "<Record terminalId=550 transactionsId=[1146142, 947070, 633606, 447918, 9093]>\n",
      "<Record terminalId=551 transactionsId=[926559, 430381, 194761, 1690, 7077, 13763, 51892]>\n",
      "<Record terminalId=552 transactionsId=[1021166, 916136, 593115, 243967, 92153, 4424, 12148, 15116, 19330, 21327, 56033]>\n",
      "<Record terminalId=553 transactionsId=[1099029, 931342, 758439, 550862, 544847, 357373, 97777, 90453, 3593, 12595]>\n",
      "<Record terminalId=554 transactionsId=[996771, 879750, 727834, 495188, 433253, 336381, 220383, 24995, 75270]>\n",
      "<Record terminalId=555 transactionsId=[1081242, 933120, 760614, 566987, 313933, 146220]>\n",
      "<Record terminalId=556 transactionsId=[999990, 929348, 714044, 360328, 1058]>\n",
      "<Record terminalId=557 transactionsId=[1019599, 580236, 263996, 218645, 38605, 238, 9599]>\n",
      "<Record terminalId=558 transactionsId=[1032624, 725605, 462905, 6083]>\n",
      "<Record terminalId=559 transactionsId=[1108449, 1078101, 903710, 887299, 829686, 514237, 427600, 22249, 30057, 36111, 106258, 294223]>\n",
      "<Record terminalId=560 transactionsId=[1095521, 1023818, 840602, 827580, 702034, 662024, 542592, 19436, 118472, 118783, 186448]>\n",
      "<Record terminalId=561 transactionsId=[1105069, 1009610, 884577, 803066, 775270, 722231, 630669, 503027, 241858, 12917, 24343, 37046, 72233, 219605]>\n",
      "<Record terminalId=562 transactionsId=[820559, 577329, 559265, 426454, 302511, 129674, 7814]>\n",
      "<Record terminalId=563 transactionsId=[58305, 1129651, 1030836, 749198, 668979, 666787, 214986, 3518, 4770, 7654]>\n",
      "<Record terminalId=564 transactionsId=[1069991, 681914, 620847, 330039, 229244, 90291, 1426, 4390, 8372, 9726]>\n",
      "<Record terminalId=565 transactionsId=[1084752, 932037, 808361, 778494, 776916, 662506, 521157, 313966, 118027, 760, 2155, 9747]>\n",
      "<Record terminalId=566 transactionsId=[921824, 475195, 327996, 231047, 17476, 49297]>\n",
      "<Record terminalId=567 transactionsId=[1095207, 981434, 971076, 840482, 595680, 338943, 1106, 4895]>\n",
      "<Record terminalId=568 transactionsId=[863807, 764170, 609159, 355959, 55529, 2688, 5396, 25955, 35966, 37652]>\n",
      "<Record terminalId=569 transactionsId=[1145579, 997773, 983108, 853758, 789525, 629844, 510010, 403659, 85554, 47510, 2072, 2652, 7455, 12250, 37831]>\n",
      "<Record terminalId=570 transactionsId=[1045495, 936441, 844394, 709239, 463788, 432565, 4558, 12471, 77767]>\n",
      "<Record terminalId=571 transactionsId=[949360, 796594, 724735, 662632, 619100, 133629, 105335, 16924]>\n",
      "<Record terminalId=572 transactionsId=[1135515, 1121506, 1012658, 665783, 549967, 315788, 139148, 3670, 7144, 7178, 92456]>\n",
      "<Record terminalId=573 transactionsId=[695202, 636864, 617611, 452603, 337899, 13993, 233433]>\n",
      "<Record terminalId=574 transactionsId=[1008142, 976464, 626110, 456745, 76439, 5712, 6753]>\n",
      "<Record terminalId=575 transactionsId=[844043, 292768, 145054, 2758, 14123, 26507]>\n",
      "<Record terminalId=576 transactionsId=[1100963, 977633, 670713, 554787, 250425, 15858, 125054]>\n",
      "<Record terminalId=577 transactionsId=[1001574, 816095, 774424, 411810, 101282]>\n",
      "<Record terminalId=578 transactionsId=[1033897, 307831, 288673, 259678, 8708, 51848, 99854]>\n",
      "<Record terminalId=579 transactionsId=[514433, 462688, 279112, 187910, 7894, 8966, 23094, 33105]>\n",
      "<Record terminalId=580 transactionsId=[1053202, 1003335, 910920, 646633, 476247, 2691, 10864, 38973]>\n",
      "<Record terminalId=581 transactionsId=[1007566, 886804, 781382, 574061, 166291, 93850, 1889]>\n",
      "<Record terminalId=582 transactionsId=[1125983, 1120621, 712818, 476570, 338010, 5963, 10930, 34601]>\n",
      "<Record terminalId=583 transactionsId=[1083976, 867720, 730466, 704696, 481831, 286694, 4183, 36532, 48188]>\n",
      "<Record terminalId=584 transactionsId=[1057624, 886618, 732012, 449452, 338850, 189644, 91998, 6603, 6975, 7628, 27154, 48291]>\n",
      "<Record terminalId=585 transactionsId=[1002419, 903329, 415408, 287768, 127357, 103277, 546, 5722, 17920]>\n",
      "<Record terminalId=586 transactionsId=[897492, 648655, 552374, 2513, 42116]>\n",
      "<Record terminalId=587 transactionsId=[1136922, 1067836, 936209, 694434, 647681, 335657, 174391, 3604, 21965, 38091, 67447]>\n",
      "<Record terminalId=588 transactionsId=[820019, 402445, 7234, 17798, 40289]>\n",
      "<Record terminalId=589 transactionsId=[1145268, 1039960, 1023835, 1015956, 889956, 638701, 262401, 219315, 2473, 16032, 16782]>\n",
      "<Record terminalId=590 transactionsId=[700509, 497912, 251930, 6408, 6824, 8733, 49659, 58263]>\n",
      "<Record terminalId=591 transactionsId=[913572, 685948, 681983, 440583, 213390, 200131, 78331, 2235]>\n",
      "<Record terminalId=592 transactionsId=[937049, 843304, 480306, 204236, 88049]>\n",
      "<Record terminalId=593 transactionsId=[1124712, 885689, 801666, 382007, 288047, 15073, 15344, 44441, 103542]>\n",
      "<Record terminalId=594 transactionsId=[1066115, 1028062, 845926, 682843, 326255, 84163, 2738, 18592]>\n",
      "<Record terminalId=595 transactionsId=[613167, 128412, 90373, 5541, 16331, 23996]>\n",
      "<Record terminalId=596 transactionsId=[929785, 918299, 569362, 437504, 139006, 7922]>\n",
      "<Record terminalId=597 transactionsId=[1017899, 909598, 807247, 679841, 60201, 360157, 490283]>\n",
      "<Record terminalId=598 transactionsId=[913824, 867059, 557598, 502662, 341335, 10911, 26691]>\n",
      "<Record terminalId=599 transactionsId=[846367, 443861, 214153, 177294, 148325, 19623, 24268]>\n",
      "<Record terminalId=600 transactionsId=[1078431, 963152, 886806, 652877, 612218, 566191, 408095, 299539, 1981, 9144, 16707]>\n",
      "<Record terminalId=601 transactionsId=[1009900, 769929, 502485, 325706, 6333, 87693]>\n",
      "<Record terminalId=602 transactionsId=[1085061, 939330, 802391, 27648]>\n",
      "<Record terminalId=603 transactionsId=[1049775, 970295, 765908, 610684, 224126, 1927]>\n",
      "<Record terminalId=604 transactionsId=[718185, 37583, 39823, 176165, 211030]>\n",
      "<Record terminalId=605 transactionsId=[1013964, 992423, 986157, 348345, 292162, 150818, 4022]>\n",
      "<Record terminalId=606 transactionsId=[867065, 776872, 458757, 365371, 260173, 233714, 58314, 25438]>\n",
      "<Record terminalId=607 transactionsId=[1071964, 423874, 255248, 85959, 6708, 7841, 46616]>\n",
      "<Record terminalId=608 transactionsId=[1017922, 859657, 852597, 457588, 21325]>\n",
      "<Record terminalId=609 transactionsId=[599156, 499403, 485531, 304360, 13990]>\n",
      "<Record terminalId=610 transactionsId=[1003668, 694768, 590311, 313985, 1158, 3062, 21436]>\n",
      "<Record terminalId=611 transactionsId=[942944, 930661, 156946, 5482, 23017]>\n",
      "<Record terminalId=612 transactionsId=[565587, 175838, 75194, 854]>\n",
      "<Record terminalId=613 transactionsId=[1062501, 706729, 687103, 199320, 132700, 1466, 34155]>\n",
      "<Record terminalId=614 transactionsId=[927200, 792018, 731937, 635754, 610347, 24092]>\n",
      "<Record terminalId=615 transactionsId=[1102596, 840925, 567453, 556622, 439918, 415891, 296568, 56544]>\n",
      "<Record terminalId=616 transactionsId=[999682, 889688, 874683, 564411, 253279, 2680]>\n",
      "<Record terminalId=618 transactionsId=[904203, 294994, 101456]>\n",
      "<Record terminalId=619 transactionsId=[1120139, 1002284, 962995, 852242, 711109, 647398, 533096, 418595, 417722, 45980, 169484]>\n",
      "<Record terminalId=620 transactionsId=[1057340, 871176, 734708, 530149, 235352, 165963, 6805]>\n",
      "<Record terminalId=621 transactionsId=[1131580, 873675, 530523, 280017, 252659, 244856, 10220, 72182]>\n",
      "<Record terminalId=622 transactionsId=[1115123, 1016425, 865025, 706640, 555230, 235131, 2009, 75195]>\n",
      "<Record terminalId=623 transactionsId=[1127646, 1015475, 948743, 759494, 625816, 619052, 456128, 17668]>\n",
      "<Record terminalId=624 transactionsId=[693761, 556013, 229414, 3575, 7632, 8970, 45879]>\n",
      "<Record terminalId=625 transactionsId=[975401, 826829, 606751, 557018, 136187, 122506, 2277, 8858]>\n",
      "<Record terminalId=626 transactionsId=[1107973, 729346, 622436, 561916, 71578, 66333, 16091]>\n",
      "<Record terminalId=627 transactionsId=[894043, 604425, 534654, 442288, 374497, 4465, 23005]>\n",
      "<Record terminalId=628 transactionsId=[1143320, 976898, 727286, 614695, 462842, 441059, 326110, 83, 5672]>\n",
      "<Record terminalId=629 transactionsId=[1095016, 1030524, 861096, 852507, 748219, 615130, 350968, 342165, 329097, 164000, 6354]>\n",
      "<Record terminalId=630 transactionsId=[866160, 513024, 512722, 421943, 354177, 119800, 5226, 9091, 29838]>\n",
      "<Record terminalId=631 transactionsId=[813285, 442937, 321645, 34807]>\n",
      "<Record terminalId=632 transactionsId=[1028498, 1006412, 982817, 369208, 6614]>\n",
      "<Record terminalId=633 transactionsId=[1143184, 803266, 712142, 298798, 146604]>\n",
      "<Record terminalId=634 transactionsId=[873834, 6245, 6649]>\n",
      "<Record terminalId=635 transactionsId=[762437, 514976, 316343, 3114, 47842]>\n",
      "<Record terminalId=636 transactionsId=[1051522, 723018, 344404, 201763, 12701, 22763, 37436, 61360]>\n",
      "<Record terminalId=637 transactionsId=[629204, 545398, 212252, 4168, 31750]>\n",
      "<Record terminalId=638 transactionsId=[1022370, 957084, 938475, 934947, 565668, 365289, 294578, 3996, 4613, 14822, 101232]>\n",
      "<Record terminalId=639 transactionsId=[844877, 772431, 391372, 5292, 35855]>\n",
      "<Record terminalId=640 transactionsId=[1020870, 764257, 688558, 306442, 3221, 4944]>\n",
      "<Record terminalId=641 transactionsId=[994512, 845637, 599913, 512351, 330420, 126800, 10105, 11416]>\n",
      "<Record terminalId=642 transactionsId=[1032265, 942656, 814261, 696033, 518095, 269632, 121137, 352, 4508, 9222]>\n",
      "<Record terminalId=643 transactionsId=[867803, 751981, 738593, 438575, 354871, 157786, 55913, 67587]>\n",
      "<Record terminalId=644 transactionsId=[1072291, 656624, 435764, 305182, 198191, 47576, 61258]>\n",
      "<Record terminalId=645 transactionsId=[1026858, 927536, 600154, 445374, 422323, 218001, 8160, 36574]>\n",
      "<Record terminalId=646 transactionsId=[1099560, 634442, 477460, 35800]>\n",
      "<Record terminalId=647 transactionsId=[939057, 832080, 582862, 440671, 15956, 66664]>\n",
      "<Record terminalId=648 transactionsId=[1000333, 818296, 799097, 695712, 272997, 261503, 128556, 7806]>\n",
      "<Record terminalId=649 transactionsId=[1083803, 952705, 788041, 462697, 386262, 246537, 78468]>\n",
      "<Record terminalId=650 transactionsId=[544105, 398882, 273010, 7905, 9537, 22311, 58741]>\n",
      "<Record terminalId=651 transactionsId=[1014022, 1004036, 881097, 741180, 446203, 114373, 9692, 15006]>\n",
      "<Record terminalId=652 transactionsId=[889559, 746007, 591967, 178572, 61070, 1945]>\n",
      "<Record terminalId=653 transactionsId=[986704, 772424, 648104, 501898, 2625, 21552, 33118, 70932, 142420]>\n",
      "<Record terminalId=654 transactionsId=[940802, 929858, 731158, 543835, 348341, 347464, 2022, 4181, 7409, 15437]>\n",
      "<Record terminalId=655 transactionsId=[1047900, 813647, 518662, 379283, 317442, 7889, 10938]>\n",
      "<Record terminalId=656 transactionsId=[624426, 523572, 414483, 150372, 5448, 6269, 10446, 25200]>\n",
      "<Record terminalId=657 transactionsId=[1041607, 1032477, 922831, 617953, 421610, 259042, 252007, 78897, 6904]>\n",
      "<Record terminalId=658 transactionsId=[808582, 584896, 372472, 351507, 6681, 44776]>\n",
      "<Record terminalId=659 transactionsId=[1011753, 448463, 334504, 4538, 11725]>\n",
      "<Record terminalId=660 transactionsId=[967378, 803450, 684402, 657524, 549857, 212196, 41995]>\n",
      "<Record terminalId=661 transactionsId=[920069, 918635, 656345, 441142, 427660, 384054, 155023, 4745, 5771]>\n",
      "<Record terminalId=662 transactionsId=[721861, 610359, 491219, 374744, 124281, 124110, 610, 14982]>\n",
      "<Record terminalId=663 transactionsId=[1075211, 885113, 752881, 620870, 478500, 333883, 8204, 116238]>\n",
      "<Record terminalId=664 transactionsId=[989826, 741057, 726352, 261853, 95390, 2544, 22241]>\n",
      "<Record terminalId=665 transactionsId=[1058265, 683530, 668631, 1164, 55224, 78274]>\n",
      "<Record terminalId=666 transactionsId=[932728, 798760, 745801, 339347, 234425, 225869, 218549, 100864, 91455, 2189]>\n",
      "<Record terminalId=667 transactionsId=[1103162, 931285, 898212, 318515, 3877, 4647, 17406]>\n",
      "<Record terminalId=668 transactionsId=[787764, 787224, 670541, 660712, 1227]>\n",
      "<Record terminalId=669 transactionsId=[980903, 780060, 709283, 548807, 336618, 16283]>\n",
      "<Record terminalId=670 transactionsId=[1121408, 893122, 887136, 762950, 547180, 416556, 27689, 52436, 112287]>\n",
      "<Record terminalId=671 transactionsId=[783878, 682641, 577034, 259777, 207060, 8937, 16146, 33598, 44854, 75525]>\n",
      "<Record terminalId=672 transactionsId=[1123109, 1006824, 994724, 887618, 736358, 629091, 562284, 409074, 211911, 39685]>\n",
      "<Record terminalId=673 transactionsId=[893868, 684028, 521542, 253117, 9431, 39539, 105675]>\n",
      "<Record terminalId=674 transactionsId=[995236, 830280, 507408, 407462, 624]>\n",
      "<Record terminalId=675 transactionsId=[920216, 831883, 702181, 689069, 5894, 8828, 95497]>\n",
      "<Record terminalId=676 transactionsId=[582568, 534813, 105496, 2500, 52491, 88662]>\n",
      "<Record terminalId=677 transactionsId=[993475, 870540, 851604, 665390, 454110, 319735, 953, 44361]>\n",
      "<Record terminalId=678 transactionsId=[1082246, 843331, 741557, 145916, 81931, 2776, 9983]>\n",
      "<Record terminalId=679 transactionsId=[806922, 539989, 231165, 7008, 9825, 16058, 32397, 116472]>\n",
      "<Record terminalId=680 transactionsId=[800238, 594304, 291542, 3549, 3915, 31941]>\n",
      "<Record terminalId=681 transactionsId=[873712, 816396, 552976, 382134, 526, 1118]>\n",
      "<Record terminalId=682 transactionsId=[746168, 205070, 156, 1178, 30986]>\n",
      "<Record terminalId=683 transactionsId=[1101192, 961997, 725112, 588083, 186789, 3697]>\n",
      "<Record terminalId=684 transactionsId=[105359, 1044585, 870930, 606253, 484232, 366833, 266877, 16652, 39498]>\n",
      "<Record terminalId=685 transactionsId=[807595, 640231, 635376, 397199, 4888]>\n",
      "<Record terminalId=686 transactionsId=[1060567, 1017880, 245634, 5067, 12479, 198476]>\n",
      "<Record terminalId=687 transactionsId=[1124243, 1119525, 868322, 738933, 447899, 356051, 12210, 48358, 102466]>\n",
      "<Record terminalId=688 transactionsId=[1032820, 1022141, 775915, 621203, 420438, 187536, 153929, 68416, 1759]>\n",
      "<Record terminalId=689 transactionsId=[1126582, 1022097, 686333, 499709, 236901, 15431, 17302, 32506]>\n",
      "<Record terminalId=690 transactionsId=[917128, 773239, 425176, 362433, 2787, 4179]>\n",
      "<Record terminalId=691 transactionsId=[606408, 397324, 148401, 114866, 4234, 16672, 18490]>\n",
      "<Record terminalId=692 transactionsId=[974422, 841219, 837516, 377891, 4422, 9416, 42119]>\n",
      "<Record terminalId=693 transactionsId=[1026980, 736448, 121125, 945, 1812, 7268, 16581]>\n",
      "<Record terminalId=694 transactionsId=[1105985, 959746, 634783, 442925, 437847, 759, 3872]>\n",
      "<Record terminalId=695 transactionsId=[1073736, 769853, 315771, 184920, 20504, 58479]>\n",
      "<Record terminalId=696 transactionsId=[1146896, 1146668, 1059860, 1002137, 587565, 575972, 216280, 8760]>\n",
      "<Record terminalId=697 transactionsId=[1002208, 828251, 553393, 461184, 5116, 9372, 73992]>\n",
      "<Record terminalId=698 transactionsId=[805999, 606375, 363570, 146439, 9643, 10803, 28600, 90006]>\n",
      "<Record terminalId=699 transactionsId=[839057, 614098, 446872, 424852, 388013, 130427, 130235, 2068]>\n",
      "<Record terminalId=700 transactionsId=[1033786, 696979, 660579, 630913, 396566, 2560, 5599, 18844]>\n",
      "<Record terminalId=701 transactionsId=[1036092, 925947, 691764, 549453, 496511, 347]>\n",
      "<Record terminalId=702 transactionsId=[1090410, 989545, 874342, 119921, 11694, 42260]>\n",
      "<Record terminalId=703 transactionsId=[1075445, 1073032, 548980, 452838, 288478, 190591, 182789, 78418, 4265, 6532, 17073]>\n",
      "<Record terminalId=704 transactionsId=[1127010, 598516, 451421, 437490, 3927, 8544]>\n",
      "<Record terminalId=705 transactionsId=[1028059, 661284, 526341, 522298, 408046, 5056, 13872]>\n",
      "<Record terminalId=706 transactionsId=[866771, 780653, 667872, 500569, 496030, 269404, 154447, 5770]>\n",
      "<Record terminalId=707 transactionsId=[1054824, 871616, 766628, 512018, 451685, 426399, 149869, 24262, 95131]>\n",
      "<Record terminalId=708 transactionsId=[958995, 929430, 787075, 736560, 540092, 461460, 269436, 245616, 240605, 67926, 1373]>\n",
      "<Record terminalId=709 transactionsId=[997150, 884187, 873926, 742548, 5723, 6176, 6757, 41241, 44721]>\n",
      "<Record terminalId=710 transactionsId=[882847, 649157, 93230]>\n",
      "<Record terminalId=711 transactionsId=[902822, 812509, 393404, 95378, 93797, 1919, 6590, 16674]>\n",
      "<Record terminalId=712 transactionsId=[1128584, 966039, 768504, 543710, 15037, 32394]>\n",
      "<Record terminalId=713 transactionsId=[1043242, 949749, 530398, 2888]>\n",
      "<Record terminalId=714 transactionsId=[1130596, 952371, 862199, 691826, 8440, 26716, 47845, 139202]>\n",
      "<Record terminalId=715 transactionsId=[1104136, 474486, 437652, 335020, 3236, 9285]>\n",
      "<Record terminalId=716 transactionsId=[979035, 788798, 652381, 344760, 241944, 2671]>\n",
      "<Record terminalId=717 transactionsId=[1069046, 939189, 836985, 528446, 516258, 430299, 368221, 8154, 48007, 85690]>\n",
      "<Record terminalId=718 transactionsId=[1067208, 913366, 623614, 469965, 354444, 159328, 4775, 11450]>\n",
      "<Record terminalId=719 transactionsId=[1135741, 886673, 317432, 133253, 7605, 38226]>\n",
      "<Record terminalId=720 transactionsId=[1102803, 837384, 694897, 219403, 11111]>\n",
      "<Record terminalId=721 transactionsId=[1041050, 958763, 545345, 492335, 230383, 139161, 3171, 3286, 17788]>\n",
      "<Record terminalId=722 transactionsId=[1082702, 612090, 447224, 295577, 177331, 176814, 5930, 35717]>\n",
      "<Record terminalId=723 transactionsId=[964921, 805802, 605916, 443395, 338984, 162376, 2783]>\n",
      "<Record terminalId=724 transactionsId=[1135144, 1050697, 939938, 815021, 739727, 522593, 350622, 336631, 1895, 5084, 39189]>\n",
      "<Record terminalId=725 transactionsId=[1053205, 989942, 892314, 415541, 219038, 2935, 5935, 7045, 20472]>\n",
      "<Record terminalId=726 transactionsId=[1126905, 1118133, 648033, 482914, 468503, 308126, 271344, 18032, 134292]>\n",
      "<Record terminalId=727 transactionsId=[1071785, 926404, 688036, 502195, 308669, 7089, 40551]>\n",
      "<Record terminalId=728 transactionsId=[1143436, 1004816, 884078, 871748, 799743, 382988, 270334, 114904, 10680, 23204]>\n",
      "<Record terminalId=729 transactionsId=[617831, 217946, 2724, 3195]>\n",
      "<Record terminalId=730 transactionsId=[1082224, 438177, 402789, 279746, 277364, 107183, 1355]>\n",
      "<Record terminalId=731 transactionsId=[873646, 714335, 704820, 454433, 324887, 16474]>\n",
      "<Record terminalId=732 transactionsId=[1032509, 880289, 727369, 444357, 552]>\n",
      "<Record terminalId=733 transactionsId=[949333, 858857, 750141, 528793, 396633, 194433, 1711, 9972]>\n",
      "<Record terminalId=734 transactionsId=[1060622, 1059753, 561953, 447547, 67891, 61084]>\n",
      "<Record terminalId=735 transactionsId=[996943, 968946, 953929, 543293, 342935, 187853, 5738, 23447]>\n",
      "<Record terminalId=736 transactionsId=[1097279, 818033, 135240]>\n",
      "<Record terminalId=737 transactionsId=[940468, 793980, 703017, 698596, 553039, 523265, 356819, 155881, 3912, 90509]>\n",
      "<Record terminalId=738 transactionsId=[1016136, 762113, 692889, 136795, 17248]>\n",
      "<Record terminalId=739 transactionsId=[753065, 614892, 474860, 170228, 162196, 4441]>\n",
      "<Record terminalId=740 transactionsId=[771357, 164618, 4160]>\n",
      "<Record terminalId=741 transactionsId=[803362, 743721, 418118, 243613, 64385]>\n",
      "<Record terminalId=742 transactionsId=[991803, 950992, 911606, 765431, 610029, 521702, 409881, 261337, 218828, 6089, 10876]>\n",
      "<Record terminalId=743 transactionsId=[1115562, 923987, 479450, 288194, 249394, 237732, 128118, 119099, 7196]>\n",
      "<Record terminalId=744 transactionsId=[1098409, 942086, 849114, 790120, 485836, 190571, 150298, 2242, 2359, 4894, 7254]>\n",
      "<Record terminalId=745 transactionsId=[994757, 819954, 484367, 476715, 334489, 314923, 158852, 521, 1587, 55113]>\n",
      "<Record terminalId=746 transactionsId=[1040101, 520009, 397040, 298847, 9035, 16230, 51729]>\n",
      "<Record terminalId=747 transactionsId=[942805, 740241, 565460, 559403, 137019, 39364, 3106]>\n",
      "<Record terminalId=748 transactionsId=[946568, 420884, 276992, 82602, 39182]>\n",
      "<Record terminalId=749 transactionsId=[1026349, 893219, 795737, 636920, 368335, 2770, 3624, 47705]>\n",
      "<Record terminalId=750 transactionsId=[997168, 676202, 583718, 419366, 286166, 59511, 1354, 10338, 13183]>\n",
      "<Record terminalId=751 transactionsId=[70171, 1068152, 930481, 746492, 735427, 619001, 231823]>\n",
      "<Record terminalId=752 transactionsId=[1110459, 837453, 695227, 584179, 471066, 469765, 142472, 5904, 8193]>\n",
      "<Record terminalId=753 transactionsId=[941061, 643895, 609703, 383389, 174397, 35390, 42904]>\n",
      "<Record terminalId=754 transactionsId=[1134497, 752416, 660124, 525940, 373729, 322555, 319090, 230496, 220151, 104865]>\n",
      "<Record terminalId=755 transactionsId=[1118559, 1001078, 672859, 517777, 13934, 21211]>\n",
      "<Record terminalId=756 transactionsId=[875366, 851177, 748158, 636182, 618244, 270178, 241104, 5641, 6931, 8617, 12823, 31247]>\n",
      "<Record terminalId=757 transactionsId=[992831, 885090, 878727, 551215, 330233, 251466, 172033, 325]>\n",
      "<Record terminalId=758 transactionsId=[1090352, 915833, 809500, 666819, 430230, 296120, 291263, 3947, 11074]>\n",
      "<Record terminalId=759 transactionsId=[1133896, 953617, 414081, 126048, 15683]>\n",
      "<Record terminalId=760 transactionsId=[1070306, 840105, 667895, 556654, 540202, 359413, 231509, 137463, 108485, 3601, 6963]>\n",
      "<Record terminalId=761 transactionsId=[1144926, 1134434, 966602, 870972, 701616, 595683, 251730, 125527, 17563]>\n",
      "<Record terminalId=762 transactionsId=[1139404, 880192, 821320, 377163, 324144, 221374, 39550]>\n",
      "<Record terminalId=763 transactionsId=[874793, 658931, 482475, 242249, 79786, 6835, 10275, 34488, 34995]>\n",
      "<Record terminalId=764 transactionsId=[822899, 678668, 291341, 3425, 148798, 166338]>\n",
      "<Record terminalId=765 transactionsId=[1044600, 702433, 508561, 461527, 13700, 16326, 68371]>\n",
      "<Record terminalId=766 transactionsId=[1033547, 899381, 789280, 596124, 573448, 13131, 16125, 17249, 34852, 36189]>\n",
      "<Record terminalId=767 transactionsId=[1010282, 939390, 446188, 283383, 171352, 4593, 9839, 10513]>\n",
      "<Record terminalId=768 transactionsId=[839250, 622861, 528410, 320964, 4485]>\n",
      "<Record terminalId=769 transactionsId=[1073161, 339933, 94403]>\n",
      "<Record terminalId=770 transactionsId=[1001502, 860782, 589951, 587765, 458833, 316385, 204483, 39175]>\n",
      "<Record terminalId=771 transactionsId=[994466, 813897, 664598, 515401, 465802, 268583, 262563, 3885, 14038, 15947]>\n",
      "<Record terminalId=772 transactionsId=[1105092, 995857, 924286, 754457, 450542, 291885, 6916, 8086, 20780]>\n",
      "<Record terminalId=773 transactionsId=[731304, 556512, 203681, 10742, 57303]>\n",
      "<Record terminalId=774 transactionsId=[914367, 616701, 613239, 330791, 137882, 12287, 22291]>\n",
      "<Record terminalId=775 transactionsId=[99360, 1090017, 826415, 804988, 481715, 473855, 434246, 327983, 2721, 5718]>\n",
      "<Record terminalId=776 transactionsId=[818949, 707480, 304179, 153788, 1004, 2272, 13242, 16448, 17132]>\n",
      "<Record terminalId=777 transactionsId=[578576, 524370, 63746, 53204, 6126]>\n",
      "<Record terminalId=778 transactionsId=[919676, 597310, 491481, 476370, 348417, 340298, 3798]>\n",
      "<Record terminalId=779 transactionsId=[899699, 882123, 881107, 792867, 563533, 379700, 249677, 21480]>\n",
      "<Record terminalId=780 transactionsId=[941908, 940359, 473229, 369742, 364906, 9443, 172959]>\n",
      "<Record terminalId=781 transactionsId=[1081737, 1047284, 1043233, 902094, 660488, 473856, 386842, 319220]>\n",
      "<Record terminalId=782 transactionsId=[1133059, 984339, 838114, 822687, 521099, 277900, 145582, 137303, 95679]>\n",
      "<Record terminalId=783 transactionsId=[767555, 481668, 297803, 159628, 36254]>\n",
      "<Record terminalId=784 transactionsId=[1100751, 631669, 461585, 335612, 169839, 6813, 29264]>\n",
      "<Record terminalId=785 transactionsId=[1130454, 813877, 793511, 623322, 504629, 321896, 319479, 1705, 6431, 8395]>\n",
      "<Record terminalId=786 transactionsId=[53341, 820862, 488270, 124007, 123736, 468, 2561]>\n",
      "<Record terminalId=787 transactionsId=[1128779, 915945, 820567, 801010, 739431, 486893, 316043, 294315, 274413, 109347, 1241, 11016, 11177]>\n",
      "<Record terminalId=788 transactionsId=[1074767, 709153, 606156, 516013, 397354, 4930, 5859, 21830]>\n",
      "<Record terminalId=789 transactionsId=[1033967, 717432, 206035, 17770, 19957, 32092, 116148]>\n",
      "<Record terminalId=790 transactionsId=[530116, 461504, 233864, 14200, 19074, 19259, 28267, 67068]>\n",
      "<Record terminalId=791 transactionsId=[1084209, 992571, 780636, 374962, 257380, 125345, 3732]>\n",
      "<Record terminalId=792 transactionsId=[879113, 718204, 672462, 447880, 429253, 308201, 14318, 21037, 37177, 152223, 180923]>\n",
      "<Record terminalId=793 transactionsId=[1115556, 904429, 663009, 594700, 253932, 131068, 3925, 13200, 53285]>\n",
      "<Record terminalId=794 transactionsId=[905674, 764516, 721507, 335010, 326584]>\n",
      "<Record terminalId=795 transactionsId=[993466, 677701, 670421, 512783, 237167, 411, 28391]>\n",
      "<Record terminalId=796 transactionsId=[471295, 378789, 253067, 120184, 76967, 561, 54863]>\n",
      "<Record terminalId=797 transactionsId=[1040476, 1024789, 862022, 635631, 569692, 476094, 7941, 135721]>\n",
      "<Record terminalId=798 transactionsId=[1132959, 862622, 847195, 748962, 562133, 398332, 3040, 39593]>\n",
      "<Record terminalId=799 transactionsId=[1092539, 991233, 897666, 891086, 354596, 87336, 693]>\n",
      "<Record terminalId=800 transactionsId=[1025480, 833306, 530582, 428883, 229993, 1819, 33721]>\n",
      "<Record terminalId=801 transactionsId=[43871, 1055532, 828754, 136477, 2947, 28933]>\n",
      "<Record terminalId=802 transactionsId=[1090981, 1045255, 506207, 448856, 300881, 244250, 1577, 33003]>\n",
      "<Record terminalId=803 transactionsId=[1061768, 879365, 700429, 548138, 272832, 244448, 3702, 7290, 14923, 45307]>\n",
      "<Record terminalId=804 transactionsId=[1090738, 857003, 511967, 374769, 3117, 15510, 117180]>\n",
      "<Record terminalId=805 transactionsId=[1015026, 914800, 654750, 241366, 10804, 23678]>\n",
      "<Record terminalId=806 transactionsId=[1072027, 700918, 699324, 537500, 515946, 2196]>\n",
      "<Record terminalId=807 transactionsId=[1111627, 1098023, 746980, 521472, 119399, 116558, 5831, 31702]>\n",
      "<Record terminalId=808 transactionsId=[835592, 829021, 535343, 89057, 2545, 13129]>\n",
      "<Record terminalId=809 transactionsId=[1041776, 841840, 741561, 2364, 8812, 10020, 28788]>\n",
      "<Record terminalId=810 transactionsId=[977836, 875040, 777078, 569517, 353682, 312732, 510, 15076, 35168]>\n",
      "<Record terminalId=811 transactionsId=[533254, 10852]>\n",
      "<Record terminalId=812 transactionsId=[937084, 646010, 535755, 394621, 185778, 3600, 22122, 55942]>\n",
      "<Record terminalId=813 transactionsId=[798877, 780078, 625123, 523124, 314381, 184647, 16104]>\n",
      "<Record terminalId=814 transactionsId=[1044208, 1002122, 806910, 715904, 487678, 266712, 10010, 88440, 129212]>\n",
      "<Record terminalId=815 transactionsId=[793469, 552277, 492666, 357317, 238582, 7020, 103707]>\n",
      "<Record terminalId=816 transactionsId=[1091293, 1000826, 667418, 222575, 111269, 20603]>\n",
      "<Record terminalId=817 transactionsId=[979640, 748070, 575889, 411539, 262781, 155258, 4470, 10909, 72485]>\n",
      "<Record terminalId=818 transactionsId=[731141, 173196, 89587, 4002, 16622]>\n",
      "<Record terminalId=819 transactionsId=[806508, 641856, 544564, 369020, 17405]>\n",
      "<Record terminalId=820 transactionsId=[718772, 447323, 309960, 289534, 193273, 654, 6170]>\n",
      "<Record terminalId=821 transactionsId=[1002460, 807115, 503913, 495520, 275081, 180092, 5008, 20198, 84815]>\n",
      "<Record terminalId=822 transactionsId=[1098972, 964397, 860150, 653245, 300160, 3475, 3796, 5524]>\n",
      "<Record terminalId=823 transactionsId=[1059086, 1043884, 1042846, 904683, 656341, 184862, 11057, 44001]>\n",
      "<Record terminalId=824 transactionsId=[1010515, 877152, 800645, 771100, 616441, 491273, 3931, 16915, 47545]>\n",
      "<Record terminalId=825 transactionsId=[918975, 806829, 489631, 371194, 206295, 5460, 12976]>\n",
      "<Record terminalId=826 transactionsId=[1019073, 942994, 745073, 653174, 516513, 508402, 295341, 3594, 25547, 38992]>\n",
      "<Record terminalId=827 transactionsId=[807209, 518035, 305287, 3180, 46823]>\n",
      "<Record terminalId=828 transactionsId=[1085945, 920124, 796501, 1938, 2988, 4016]>\n",
      "<Record terminalId=829 transactionsId=[783530, 101798, 12102]>\n",
      "<Record terminalId=830 transactionsId=[1071992, 883911, 684930, 548420, 528316, 194858, 5025, 11632, 15172, 25495]>\n",
      "<Record terminalId=831 transactionsId=[775929, 611862, 445240, 185940]>\n",
      "<Record terminalId=832 transactionsId=[1016356, 1010579, 828295, 689828, 279579, 38572, 52961]>\n",
      "<Record terminalId=833 transactionsId=[1057242, 836873, 796519, 671304, 670645, 562309, 121108, 99701, 2723]>\n",
      "<Record terminalId=834 transactionsId=[831574, 669383, 522873, 320083, 309842, 146234, 35779, 46736]>\n",
      "<Record terminalId=835 transactionsId=[844095, 674771, 418848, 276431, 4289, 13256]>\n",
      "<Record terminalId=836 transactionsId=[1128353, 1033813, 729396, 369788, 347152, 217317, 4492, 11192, 24297]>\n",
      "<Record terminalId=837 transactionsId=[1145775, 686099, 551985, 432124, 320239, 292057, 158015, 12723]>\n",
      "<Record terminalId=838 transactionsId=[868410, 681852, 625761, 343153, 194351, 15524, 28195]>\n",
      "<Record terminalId=839 transactionsId=[769102, 577656, 479496, 291855, 4746, 18221, 29890]>\n",
      "<Record terminalId=840 transactionsId=[1131250, 835567, 548925, 419147, 196861, 178869, 3504]>\n",
      "<Record terminalId=841 transactionsId=[1071763, 451236, 435474, 8928]>\n",
      "<Record terminalId=842 transactionsId=[1000793, 721049, 391202, 172526, 5407, 9122, 9894, 15122]>\n",
      "<Record terminalId=843 transactionsId=[932212, 924507, 830303, 735514, 697960, 680859, 578177, 334559, 196237, 3426, 101228]>\n",
      "<Record terminalId=844 transactionsId=[928991, 126032, 124807]>\n",
      "<Record terminalId=845 transactionsId=[1138344, 973976, 885150, 744421, 120683, 3410, 8294, 16012]>\n",
      "<Record terminalId=846 transactionsId=[812165, 463903, 183745, 17621, 54924]>\n",
      "<Record terminalId=847 transactionsId=[1016040, 836808, 617062, 606858, 412182, 398116, 270478, 238705, 7453, 48627, 121512]>\n",
      "<Record terminalId=848 transactionsId=[1076256, 1073062, 823495, 611843, 475736, 380051, 242272, 240075, 2945, 12556]>\n",
      "<Record terminalId=849 transactionsId=[947941, 714323, 619220, 11521, 15349, 15409]>\n",
      "<Record terminalId=850 transactionsId=[1008286, 993210, 627430, 306814, 119763, 2538]>\n",
      "<Record terminalId=851 transactionsId=[1142890, 1135818, 1023841, 859023, 657438, 1613, 17481, 26088, 83616]>\n",
      "<Record terminalId=852 transactionsId=[872156, 570967, 491871, 136138, 29860]>\n",
      "<Record terminalId=853 transactionsId=[1134961, 491370, 338571, 80294]>\n",
      "<Record terminalId=854 transactionsId=[867202, 375351, 356351, 223920, 211443, 99800, 2181, 3036]>\n",
      "<Record terminalId=855 transactionsId=[1136451, 1057883, 896876, 713400, 518303, 415173, 298679, 11526, 22396, 39082, 72296]>\n",
      "<Record terminalId=856 transactionsId=[867483, 837115, 596040, 411082, 276556, 126523, 1747, 5813, 13400]>\n",
      "<Record terminalId=857 transactionsId=[549916, 275494, 11580]>\n",
      "<Record terminalId=858 transactionsId=[1116237, 757771, 594053, 498985, 9816, 22211, 50213, 111068]>\n",
      "<Record terminalId=859 transactionsId=[1051344, 845269, 533839, 430419, 421642, 4387, 49909]>\n",
      "<Record terminalId=860 transactionsId=[891228, 688848, 457518, 321053, 317424, 304371, 269576, 29496]>\n",
      "<Record terminalId=861 transactionsId=[906368, 607950, 517327, 239392, 1527, 65280]>\n",
      "<Record terminalId=862 transactionsId=[1037025, 630923, 143572, 3283, 15779]>\n",
      "<Record terminalId=863 transactionsId=[1073319, 983818, 903785, 631539, 161505, 8662, 13866, 17569, 49344]>\n",
      "<Record terminalId=864 transactionsId=[1098107, 563231, 408410, 9209, 11537]>\n",
      "<Record terminalId=865 transactionsId=[1122349, 831932, 693820, 559078, 344280, 175882, 982, 1085, 17427, 32015, 32068, 62372]>\n",
      "<Record terminalId=866 transactionsId=[318173, 205616, 114925, 2532, 20693, 26185]>\n",
      "<Record terminalId=867 transactionsId=[912066, 871557, 520263, 464748, 457264, 3538, 12866, 45797]>\n",
      "<Record terminalId=868 transactionsId=[1031619, 932015, 801484, 768663, 521762, 415103, 1506, 19656, 147707]>\n",
      "<Record terminalId=869 transactionsId=[1065436, 1043632, 848912, 830505, 693784, 258053, 30556, 41131, 156158]>\n",
      "<Record terminalId=870 transactionsId=[1110272, 681600, 520833, 385053, 205299, 5590, 13495]>\n",
      "<Record terminalId=871 transactionsId=[884661, 341609, 210643, 40467]>\n",
      "<Record terminalId=872 transactionsId=[983200, 794510, 749765, 382909, 164, 8844]>\n",
      "<Record terminalId=873 transactionsId=[1121403, 955622, 758687, 534358, 140266, 1933, 19177, 63003]>\n",
      "<Record terminalId=874 transactionsId=[1080922, 586513, 181298, 5436, 7650, 16130, 84011]>\n",
      "<Record terminalId=875 transactionsId=[683275, 419500, 418916, 188215, 161466, 4513, 64394]>\n",
      "<Record terminalId=876 transactionsId=[931674, 777191, 651444, 157803, 46153, 64635]>\n",
      "<Record terminalId=877 transactionsId=[1117165, 860387, 634042, 616211, 401120, 29190, 144211]>\n",
      "<Record terminalId=878 transactionsId=[1022139, 834043, 773719, 534256, 3051, 7225]>\n",
      "<Record terminalId=879 transactionsId=[928221, 924656, 749661, 450202, 445351, 356763, 271330, 11061, 41617]>\n",
      "<Record terminalId=880 transactionsId=[550828, 6304, 10687, 15260, 15897]>\n",
      "<Record terminalId=881 transactionsId=[1018063, 862492, 860298, 795924, 679083, 112509, 74320, 4859, 12546, 23574, 27808]>\n",
      "<Record terminalId=882 transactionsId=[1101821, 798789, 423741, 285931, 3422, 6287]>\n",
      "<Record terminalId=883 transactionsId=[921474, 535260, 417415, 399655, 10103]>\n",
      "<Record terminalId=884 transactionsId=[1118389, 693980, 584354, 566371, 448332, 342494, 248506, 367, 23709, 81907]>\n",
      "<Record terminalId=885 transactionsId=[1095382, 942602, 698102, 693868, 468154, 276101, 151043, 5684, 16978]>\n",
      "<Record terminalId=886 transactionsId=[1058160, 404136, 136525, 10077]>\n",
      "<Record terminalId=887 transactionsId=[816992, 814835, 597438, 472643, 378595, 113908, 1215, 1697, 1969]>\n",
      "<Record terminalId=888 transactionsId=[760118, 747591, 744871, 527425, 325128, 27390]>\n",
      "<Record terminalId=889 transactionsId=[846285, 796122, 795324, 624715, 317186, 2621, 2692, 33181, 52970]>\n",
      "<Record terminalId=890 transactionsId=[981834, 831889, 762861, 424382, 250232, 221224, 167270, 14022, 21335]>\n",
      "<Record terminalId=891 transactionsId=[970944, 843394, 706357, 490521, 287684, 1072, 4334, 6628]>\n",
      "<Record terminalId=892 transactionsId=[992844, 903339, 631155, 521975, 334029, 36176]>\n",
      "<Record terminalId=893 transactionsId=[926315, 837023, 603222, 509472, 2640, 15560, 139159]>\n",
      "<Record terminalId=894 transactionsId=[1040997, 1006359, 799652, 767506, 681265, 550776, 821, 3214, 6385]>\n",
      "<Record terminalId=895 transactionsId=[653896, 355132, 158647, 7512]>\n",
      "<Record terminalId=896 transactionsId=[1133672, 831213, 781018, 8551, 53491, 70471]>\n",
      "<Record terminalId=897 transactionsId=[973565, 961470, 269107, 3209, 8775]>\n",
      "<Record terminalId=898 transactionsId=[1143153, 771694, 633998, 402346, 313131, 263104, 183125, 5570, 6751, 13522]>\n",
      "<Record terminalId=899 transactionsId=[1020482, 793059, 778498, 436216, 347647, 296678, 131294, 65526, 2614, 5123]>\n",
      "<Record terminalId=900 transactionsId=[969083, 943591, 708823, 465699, 411770, 283273, 19243, 57555, 108665]>\n",
      "<Record terminalId=901 transactionsId=[1050778, 884837, 884104, 725624, 575739, 337537, 4064, 19070, 29907, 94359]>\n",
      "<Record terminalId=902 transactionsId=[869774, 719850, 505126, 413013, 304055, 126726, 5478, 74833]>\n",
      "<Record terminalId=903 transactionsId=[984880, 481779, 396084, 75089, 2594, 5692, 10897]>\n",
      "<Record terminalId=904 transactionsId=[733260, 612599, 267776, 108995, 370, 6440, 32625]>\n",
      "<Record terminalId=905 transactionsId=[994133, 903067, 754072, 602819, 586454, 342645, 10149, 10347, 53207, 143974]>\n",
      "<Record terminalId=906 transactionsId=[275206, 9164]>\n",
      "<Record terminalId=907 transactionsId=[1144359, 786963, 783751, 777890, 758415, 652916, 501633, 485715, 241338, 2375, 18124]>\n",
      "<Record terminalId=908 transactionsId=[660706, 654449, 272924, 7733, 16539, 142017]>\n",
      "<Record terminalId=909 transactionsId=[853708, 610526, 510060, 339718, 219480, 123164, 1003, 2595]>\n",
      "<Record terminalId=910 transactionsId=[1030136, 661805, 615697, 434415, 347503, 221829, 184699, 94488, 6909, 7146]>\n",
      "<Record terminalId=911 transactionsId=[1105666, 1072571, 842396, 713110, 682824, 466698, 4570, 5711, 7046, 9022]>\n",
      "<Record terminalId=912 transactionsId=[1110056, 956358, 805252, 708078, 440809, 279542, 93240, 7436, 11151, 53284]>\n",
      "<Record terminalId=913 transactionsId=[1141369, 1001875, 741314, 516747, 249564, 14340, 30351, 113858]>\n",
      "<Record terminalId=914 transactionsId=[286057, 161646, 135136, 9060]>\n",
      "<Record terminalId=915 transactionsId=[722307, 576623, 571334, 476253, 332831, 674]>\n",
      "<Record terminalId=916 transactionsId=[1043647, 953464, 762565, 713698, 597333, 475865, 201002, 1748]>\n",
      "<Record terminalId=917 transactionsId=[1018379, 795379, 648415, 450438, 234200, 1840, 14186]>\n",
      "<Record terminalId=918 transactionsId=[1051256, 820846, 463614, 339386, 256811, 111438, 4833]>\n",
      "<Record terminalId=919 transactionsId=[353042, 1099539, 1047802, 934391, 925264, 748613, 515744, 363534, 26750, 93081]>\n",
      "<Record terminalId=920 transactionsId=[930669, 903740, 591272, 10573, 20337, 21184, 23753, 54734]>\n",
      "<Record terminalId=921 transactionsId=[874282, 748490, 648986, 460745, 3192]>\n",
      "<Record terminalId=922 transactionsId=[654698, 642624, 488126, 439907, 316441, 201498, 3013, 9700, 37127]>\n",
      "<Record terminalId=923 transactionsId=[1114975, 907440, 901172, 893337, 882059, 688790, 259921, 252702, 2978, 3695, 10419, 10565]>\n",
      "<Record terminalId=924 transactionsId=[1050374, 908150, 690203, 386867, 353241, 39868]>\n",
      "<Record terminalId=925 transactionsId=[1137202, 1015860, 987541, 907547, 771703, 687676, 324997, 159662, 1735, 28786]>\n",
      "<Record terminalId=926 transactionsId=[806979, 439168, 426259, 271623, 6947, 28916]>\n",
      "<Record terminalId=927 transactionsId=[944253, 565526, 454644, 304719, 217118, 23261, 76217]>\n",
      "<Record terminalId=928 transactionsId=[1104478, 981128, 885949, 603013, 482941, 375805, 4807]>\n",
      "<Record terminalId=929 transactionsId=[1018482, 976739, 467801, 12317]>\n",
      "<Record terminalId=930 transactionsId=[1143284, 951049, 947981, 565886, 425234, 26633]>\n",
      "<Record terminalId=931 transactionsId=[1112263, 836811, 757443, 642409, 466742, 451422, 220324, 97015, 2660, 13530]>\n",
      "<Record terminalId=932 transactionsId=[1097059, 680738, 434480, 433530, 230445, 229067, 1668, 3924, 44209]>\n",
      "<Record terminalId=933 transactionsId=[588647, 447883, 100561, 6697]>\n",
      "<Record terminalId=934 transactionsId=[952818, 804840, 763349, 659818, 233076, 59195, 25930]>\n",
      "<Record terminalId=935 transactionsId=[989447, 883572, 777126, 631307, 539107, 325066, 12803]>\n",
      "<Record terminalId=936 transactionsId=[871277, 795648, 554450, 463885, 260575, 6960, 28685]>\n",
      "<Record terminalId=937 transactionsId=[1058822, 910532, 908827, 816040, 599959, 516777, 276220, 259305, 170586, 7871, 57839]>\n",
      "<Record terminalId=938 transactionsId=[1117346, 992899, 953813, 605709, 341457, 266289, 42187]>\n",
      "<Record terminalId=939 transactionsId=[695649, 693323, 197344, 2872, 3948, 5202, 27432]>\n",
      "<Record terminalId=940 transactionsId=[971499, 955198, 657231, 224882, 133025, 55478]>\n",
      "<Record terminalId=941 transactionsId=[1058521, 1020971, 646507, 518337, 261619, 179998, 2421]>\n",
      "<Record terminalId=942 transactionsId=[1061535, 709559, 514507, 481331, 257518, 32314]>\n",
      "<Record terminalId=943 transactionsId=[965442, 804688, 637173, 499153, 478894, 120706, 14370]>\n",
      "<Record terminalId=944 transactionsId=[1009539, 996823, 614769, 440937, 137277, 118929, 2834, 11143, 12661, 31294, 59595]>\n",
      "<Record terminalId=945 transactionsId=[1118613, 938176, 889917, 798727, 678129, 552327, 422721, 300499, 223286, 3985, 7702]>\n",
      "<Record terminalId=946 transactionsId=[961458, 724708, 496081, 478589, 422729, 6592, 9413, 11665]>\n",
      "<Record terminalId=947 transactionsId=[1047741, 767720, 557743, 2323]>\n",
      "<Record terminalId=948 transactionsId=[769848, 579841, 462061, 223327, 10747, 34659]>\n",
      "<Record terminalId=949 transactionsId=[1104737, 889046, 880526, 690975, 240370, 127964, 1249, 3586, 31736]>\n",
      "<Record terminalId=950 transactionsId=[1114082, 1017159, 740768, 532182, 4359, 4612, 13082]>\n",
      "<Record terminalId=951 transactionsId=[1083500, 911718, 904645, 738288, 577936, 553846, 359230, 308611, 122449, 76139, 3041, 11882]>\n",
      "<Record terminalId=952 transactionsId=[948201, 844398, 782801, 665200, 241981, 4077, 7790]>\n",
      "<Record terminalId=953 transactionsId=[1091770, 876161, 675975, 341333, 309085, 2140, 4071, 6169, 10279]>\n",
      "<Record terminalId=954 transactionsId=[1134122, 530269, 147696, 6343, 23794, 47253]>\n",
      "<Record terminalId=955 transactionsId=[1147003, 954275, 854749, 674830, 653314, 638766, 388750, 231479, 9157, 19592]>\n",
      "<Record terminalId=956 transactionsId=[899270, 693948, 448891, 361000, 325927, 136827, 15410, 33388]>\n",
      "<Record terminalId=957 transactionsId=[246264, 239317, 2710, 6156, 8715, 32941]>\n",
      "<Record terminalId=958 transactionsId=[1095933, 1001641, 956174, 707233, 595666, 392456, 277137, 274780]>\n",
      "<Record terminalId=959 transactionsId=[1139086, 649548, 610243, 603344, 9694, 25132]>\n",
      "<Record terminalId=960 transactionsId=[970629, 895059, 853201, 400334, 227973, 195917, 92783, 10879, 12861]>\n",
      "<Record terminalId=961 transactionsId=[1130582, 1033053, 1031006, 911869, 892999, 749323, 396248, 112598, 4036]>\n",
      "<Record terminalId=962 transactionsId=[1072103, 696984, 458136, 221620, 203084, 99920, 1441, 8208, 15398, 36317]>\n",
      "<Record terminalId=963 transactionsId=[1112764, 990577, 860152, 760282, 627449, 546881, 150050, 8196, 18486]>\n",
      "<Record terminalId=964 transactionsId=[581209, 294295, 3921, 15057]>\n",
      "<Record terminalId=965 transactionsId=[897848, 875939, 569045, 554242, 540789, 529321, 385010, 358149, 142503, 4244, 29777]>\n",
      "<Record terminalId=966 transactionsId=[904477, 799064, 727036, 470904, 370860, 205316, 17001]>\n",
      "<Record terminalId=967 transactionsId=[1017397, 452515, 218414, 128615, 119450, 114182]>\n",
      "<Record terminalId=968 transactionsId=[906362, 814145, 666884, 568270, 7509, 64204]>\n",
      "<Record terminalId=969 transactionsId=[1145132, 1064583, 886210, 743927, 580335, 4232, 5375]>\n",
      "<Record terminalId=970 transactionsId=[737941, 489965, 205124, 1597]>\n",
      "<Record terminalId=971 transactionsId=[1131721, 845330, 626279, 586652, 471842, 294907, 4497, 5070, 9167, 11110, 23615, 27574]>\n",
      "<Record terminalId=972 transactionsId=[1039402, 890124, 730483, 729740, 520394, 512890, 146657, 56885]>\n",
      "<Record terminalId=973 transactionsId=[1051646, 1009412, 884619, 879917, 369634, 103692, 2171]>\n",
      "<Record terminalId=974 transactionsId=[864941, 857610, 765495, 745300, 493592, 310117, 131981, 127164, 6859, 9982]>\n",
      "<Record terminalId=975 transactionsId=[1122411, 924394, 816014, 431840, 181177, 17142, 93891]>\n",
      "<Record terminalId=976 transactionsId=[987651, 765224, 571007, 354154, 253074, 222138, 5792, 13839, 18584, 27375, 34196, 34746]>\n",
      "<Record terminalId=977 transactionsId=[1140937, 1128392, 1004452, 774306, 500631]>\n",
      "<Record terminalId=978 transactionsId=[847432, 707213, 608739, 586047, 570507, 323125, 232707, 196619, 63911, 2699]>\n",
      "<Record terminalId=979 transactionsId=[800477, 738893, 276163, 157484, 1163, 32737]>\n",
      "<Record terminalId=980 transactionsId=[1008505, 837888, 512856, 349019, 21592, 74688]>\n",
      "<Record terminalId=981 transactionsId=[1031115, 868963, 747152, 702441, 573105, 552668, 528274, 323074, 225551, 133131, 118002, 12875, 31601]>\n",
      "<Record terminalId=982 transactionsId=[1132392, 992248, 821780, 677268, 446709, 136636, 5327]>\n",
      "<Record terminalId=983 transactionsId=[882382, 585963, 560789, 237602, 5957, 6424, 7968, 13323, 23816]>\n",
      "<Record terminalId=984 transactionsId=[1106944, 880658, 780764, 469758, 1707, 4384, 11255, 32203]>\n",
      "<Record terminalId=985 transactionsId=[977957, 848786, 382208, 140219, 3527, 10759, 17526, 51340]>\n",
      "<Record terminalId=986 transactionsId=[1042544, 881974, 860550, 697231, 577310, 92306, 7183]>\n",
      "<Record terminalId=987 transactionsId=[1021551, 936769, 819959, 774239, 1880, 23130]>\n",
      "<Record terminalId=988 transactionsId=[931333, 558644, 410652, 36884]>\n",
      "<Record terminalId=989 transactionsId=[1106920, 577602, 567524, 117133, 112436, 373]>\n",
      "<Record terminalId=990 transactionsId=[985901, 726674, 508636, 385947, 13187, 16620]>\n",
      "<Record terminalId=991 transactionsId=[1127667, 970757, 530848, 240663, 977, 3128, 7266, 8558]>\n",
      "<Record terminalId=992 transactionsId=[1058470, 840861, 823626, 761800, 573362, 547245, 366037, 237760, 835, 4839, 12913, 13596]>\n",
      "<Record terminalId=993 transactionsId=[972783, 740324, 580157, 528173, 337194, 117550, 2307, 5091]>\n",
      "<Record terminalId=994 transactionsId=[1093521, 802039, 462182, 271981, 105314, 7496, 52941]>\n",
      "<Record terminalId=995 transactionsId=[1020713, 702661, 314889, 5493, 7237]>\n",
      "<Record terminalId=996 transactionsId=[968892, 713613, 675067, 669395, 378473, 283472, 238704, 724, 2007, 14023, 20105, 92517]>\n",
      "<Record terminalId=997 transactionsId=[1012067, 253634, 142409, 28191]>\n",
      "<Record terminalId=998 transactionsId=[1078447, 1009876, 765819, 671852, 162797, 4823, 17422, 27363, 27949]>\n",
      "<Record terminalId=999 transactionsId=[909770, 805685, 569838, 429692, 2548, 6545, 6950]>\n",
      "<Record terminalId=1000 transactionsId=[1121084, 954318, 720655, 252652, 126825, 12756]>\n",
      "<Record terminalId=1001 transactionsId=[606746, 594830, 530938, 331423, 167515, 67332]>\n",
      "<Record terminalId=1002 transactionsId=[1012898, 848378, 838511, 662255, 333212, 206890, 3368, 5952, 11990]>\n",
      "<Record terminalId=1003 transactionsId=[1125925, 957888, 857685, 822481, 623999, 517141, 241112, 169151, 158965, 16946, 116310]>\n",
      "<Record terminalId=1004 transactionsId=[1029675, 809298, 698356, 541943, 12034, 34206, 66361]>\n",
      "<Record terminalId=1005 transactionsId=[847187, 297362, 118140, 2977, 4132, 6980, 12430]>\n",
      "<Record terminalId=1006 transactionsId=[1059825, 682045, 520758, 106886, 557, 19632, 23791]>\n",
      "<Record terminalId=1007 transactionsId=[1110312, 452629, 550, 16575]>\n",
      "<Record terminalId=1008 transactionsId=[676549, 525249, 373998, 14511]>\n",
      "<Record terminalId=1009 transactionsId=[797376, 529901, 282639, 232657, 79102, 1159]>\n",
      "<Record terminalId=1010 transactionsId=[1052139, 945338, 659349, 569695, 400959, 53864, 1909]>\n",
      "<Record terminalId=1011 transactionsId=[920448, 270007, 252612, 2218, 19820]>\n",
      "<Record terminalId=1012 transactionsId=[1062866, 1027785, 919833, 707272, 594496, 368095, 1750, 2320]>\n",
      "<Record terminalId=1013 transactionsId=[1143378, 1033043, 919407, 799982, 82697, 1581, 2306, 13592, 21000]>\n",
      "<Record terminalId=1014 transactionsId=[961899, 790835, 335011, 252013, 1536, 8303]>\n",
      "<Record terminalId=1015 transactionsId=[1055241, 845629, 826131, 764431, 605138, 253798, 19233]>\n",
      "<Record terminalId=1016 transactionsId=[952493, 901628, 587989, 302577, 10826, 27041, 33954, 39516]>\n",
      "<Record terminalId=1017 transactionsId=[1036910, 1020327, 917258, 474894, 16857]>\n",
      "<Record terminalId=1018 transactionsId=[1010239, 952491, 721338, 635348, 512471, 176666, 79287, 12054]>\n",
      "<Record terminalId=1019 transactionsId=[952525, 799842, 520311, 491323, 447768, 384726, 83949, 12198]>\n",
      "<Record terminalId=1020 transactionsId=[1093154, 1002152, 609179, 213773, 67914]>\n",
      "<Record terminalId=1021 transactionsId=[861427, 829029, 338215, 206460, 66342, 1616]>\n",
      "<Record terminalId=1022 transactionsId=[1068372, 697714, 193088, 368, 5618]>\n",
      "<Record terminalId=1023 transactionsId=[847316, 309257, 193192, 9114, 32615]>\n",
      "<Record terminalId=1024 transactionsId=[159637, 392283, 6809, 12796]>\n",
      "<Record terminalId=1025 transactionsId=[902093, 896686, 357089, 334884, 328580, 124908, 121468]>\n",
      "<Record terminalId=1026 transactionsId=[1104452, 952983, 849698, 465267, 161567, 92327, 4637, 7060, 14901]>\n",
      "<Record terminalId=1027 transactionsId=[847540, 640617, 378904, 375300, 7780, 11297, 35427]>\n",
      "<Record terminalId=1028 transactionsId=[1006002, 793266, 743951, 682011, 591494, 329812, 151651, 4273, 34947]>\n",
      "<Record terminalId=1029 transactionsId=[1045144, 823810, 711079, 528915, 428172, 4990, 6867, 42058]>\n",
      "<Record terminalId=1030 transactionsId=[1062785, 720116, 663583, 443803, 332663, 6487]>\n",
      "<Record terminalId=1031 transactionsId=[1045175, 594552, 385154, 379469, 367599, 362604, 240508, 132159, 467, 2880, 3436, 25834]>\n",
      "<Record terminalId=1032 transactionsId=[927515, 472898, 298527, 8367, 59224, 71198]>\n",
      "<Record terminalId=1033 transactionsId=[1010662, 832153, 800480, 375846, 371662, 7118, 90352]>\n",
      "<Record terminalId=1034 transactionsId=[1071626, 802776, 434752, 393723, 361926, 210358, 4212, 10331]>\n",
      "<Record terminalId=1035 transactionsId=[986812, 963500, 956492, 829979, 711641, 299691, 1071, 6537]>\n",
      "<Record terminalId=1036 transactionsId=[1080481, 629039, 319297, 74517, 1602, 7340]>\n",
      "<Record terminalId=1037 transactionsId=[1093123, 950277, 907369, 681870, 559214, 416307, 407539, 93630, 1301]>\n",
      "<Record terminalId=1038 transactionsId=[1142435, 927355, 667907, 513759, 393750, 87638, 7228, 8763, 13319]>\n",
      "<Record terminalId=1039 transactionsId=[1126957, 958822, 759594, 674119, 350501, 220333, 114773, 79351, 2073, 13450, 15537]>\n",
      "<Record terminalId=1040 transactionsId=[882797, 628176, 508897, 300559, 457, 5545]>\n",
      "<Record terminalId=1041 transactionsId=[998374, 758830, 2322, 2781, 14628]>\n",
      "<Record terminalId=1042 transactionsId=[1067454, 836439, 670866, 552407, 446678, 1143, 2840]>\n",
      "<Record terminalId=1043 transactionsId=[1108621, 899140, 760196, 530177, 506094, 371083, 164330, 4120, 16649, 31484, 66249, 73250]>\n",
      "<Record terminalId=1044 transactionsId=[1122592, 771321, 594060, 335669, 120840, 1271, 1302]>\n",
      "<Record terminalId=1045 transactionsId=[985405, 834527, 718756, 435641, 80378, 9032, 13444, 29335]>\n",
      "<Record terminalId=1046 transactionsId=[1142475, 1039562, 906397, 899189, 687271, 465495, 2802, 6076, 40209]>\n",
      "<Record terminalId=1047 transactionsId=[957372, 853494, 473605, 385469, 355207, 216714]>\n",
      "<Record terminalId=1048 transactionsId=[758735, 649787, 553025, 391586, 180791, 3555, 11314, 15329]>\n",
      "<Record terminalId=1049 transactionsId=[900817, 768260, 361238, 86888, 8541]>\n",
      "<Record terminalId=1050 transactionsId=[938161, 766405, 693943, 478470, 385488, 229509, 5616]>\n",
      "<Record terminalId=1051 transactionsId=[1056625, 850781, 742450, 482667, 467408, 193244, 154323, 59688, 5255]>\n",
      "<Record terminalId=1052 transactionsId=[364993, 363948, 268013, 228091, 6688, 64156]>\n",
      "<Record terminalId=1053 transactionsId=[1064502, 953441, 747448, 580460, 193754, 489, 1266, 6037]>\n",
      "<Record terminalId=1054 transactionsId=[1138646, 967075, 829632, 662528, 487322, 229295]>\n",
      "<Record terminalId=1055 transactionsId=[734997, 425935, 383594, 284505, 214919, 4641, 4883, 10973, 15882, 35028]>\n",
      "<Record terminalId=1056 transactionsId=[946300, 829621, 492540, 143302, 4625, 65088]>\n",
      "<Record terminalId=1057 transactionsId=[1095519, 1063604, 1061210, 939020, 806088, 576897, 574915, 450532, 446057, 196493, 196144, 188264, 7986, 12271]>\n",
      "<Record terminalId=1058 transactionsId=[1043228, 772582, 604128, 350157, 187328, 4236]>\n",
      "<Record terminalId=1059 transactionsId=[1008804, 466995, 419116, 107242]>\n",
      "<Record terminalId=1060 transactionsId=[1053305, 1044500, 751171, 536338, 393985, 126285, 5357, 8604, 16890]>\n",
      "<Record terminalId=1061 transactionsId=[1078724, 738272, 609144, 301275, 23651, 45324]>\n",
      "<Record terminalId=1062 transactionsId=[1114880, 860001, 856825, 508767, 270003, 109058, 106631, 21172, 41223]>\n",
      "<Record terminalId=1063 transactionsId=[1113830, 935342, 584808, 556845, 326201, 210232, 24619]>\n",
      "<Record terminalId=1064 transactionsId=[952028, 335099, 14751, 32594, 37692]>\n",
      "<Record terminalId=1065 transactionsId=[1036013, 758631, 506611, 444254, 396476, 157911, 87851, 493]>\n",
      "<Record terminalId=1066 transactionsId=[995735, 737582, 398529, 276757, 547, 4565, 58090]>\n",
      "<Record terminalId=1067 transactionsId=[935478, 729699, 709702, 705420, 257594, 9010, 12018, 134953]>\n",
      "<Record terminalId=1068 transactionsId=[765135, 445968, 208054, 1834, 3664, 8049, 9905]>\n",
      "<Record terminalId=1069 transactionsId=[1083159, 928120, 910089, 694763, 403664, 378782, 236756, 233136, 199377]>\n",
      "<Record terminalId=1070 transactionsId=[1115090, 1097348, 941627, 941542, 906124, 189472, 6721, 18044, 64916]>\n",
      "<Record terminalId=1071 transactionsId=[947412, 915628, 813953, 781912, 585527, 460130, 403161, 231194]>\n",
      "<Record terminalId=1072 transactionsId=[1110728, 691979, 634591, 525822, 10462]>\n",
      "<Record terminalId=1073 transactionsId=[1075059, 918209, 746316, 662536, 638461, 479411, 469427]>\n",
      "<Record terminalId=1074 transactionsId=[1080652, 944525, 841440, 818064, 325434, 239936, 191502, 2207, 3409, 30509]>\n",
      "<Record terminalId=1075 transactionsId=[1131427, 951121, 845175, 693148, 223755, 109702, 3025, 11897, 19895]>\n",
      "<Record terminalId=1076 transactionsId=[969850, 894797, 757272, 558660, 519854, 349383, 176784, 7206, 64374]>\n",
      "<Record terminalId=1077 transactionsId=[157116, 989531, 930050, 673073, 394265, 2211]>\n",
      "<Record terminalId=1078 transactionsId=[970966, 676099, 506017, 4308, 156304]>\n",
      "<Record terminalId=1079 transactionsId=[1035022, 796549, 726501, 429579, 294483, 7658, 10668, 12092]>\n",
      "<Record terminalId=1080 transactionsId=[952689, 388443, 2865, 28014]>\n",
      "<Record terminalId=1081 transactionsId=[939907, 936154, 932374, 864366, 726820, 574448, 551642, 218531, 6486, 39681]>\n",
      "<Record terminalId=1082 transactionsId=[1118012, 791966, 442673, 279585, 30373]>\n",
      "<Record terminalId=1083 transactionsId=[924102, 923908, 805034, 459539, 313170, 7541, 36941, 89303]>\n",
      "<Record terminalId=1084 transactionsId=[1087431, 1029144, 131707, 4581]>\n",
      "<Record terminalId=1085 transactionsId=[1060818, 956475, 523656, 503815, 345125, 9503, 22722]>\n",
      "<Record terminalId=1086 transactionsId=[992525, 901143, 789862, 722352, 384653, 355728, 6830, 18818, 21874]>\n",
      "<Record terminalId=1087 transactionsId=[980291, 724586, 310404, 294572, 173182, 2309, 4320, 7691]>\n",
      "<Record terminalId=1088 transactionsId=[1104010, 880317, 836037, 227340, 9173]>\n",
      "<Record terminalId=1089 transactionsId=[962522, 706637, 2419, 29914]>\n",
      "<Record terminalId=1090 transactionsId=[1063085, 462041, 368238, 2243, 2345, 4190, 122712]>\n",
      "<Record terminalId=1091 transactionsId=[291635, 5166, 37074]>\n",
      "<Record terminalId=1092 transactionsId=[1126475, 586309, 413159, 13816]>\n",
      "<Record terminalId=1093 transactionsId=[1090430, 719919, 584388, 449736, 4576, 14151, 44307]>\n",
      "<Record terminalId=1094 transactionsId=[1057130, 959978, 601061, 152729, 1584, 11438, 16859, 56761]>\n",
      "<Record terminalId=1095 transactionsId=[1015764, 750811, 518312, 148469, 118944, 7976]>\n",
      "<Record terminalId=1096 transactionsId=[780686, 282111]>\n",
      "<Record terminalId=1097 transactionsId=[1009942, 922163, 864327, 534142, 329833, 5784, 28698]>\n",
      "<Record terminalId=1098 transactionsId=[1081386, 850455, 566985, 418235, 170818, 1921, 39329]>\n",
      "<Record terminalId=1099 transactionsId=[785444, 545045, 444040, 198512, 15363, 106015, 147974]>\n",
      "<Record terminalId=1100 transactionsId=[1097527, 1008089, 831332, 359758, 212522, 7366, 18304]>\n",
      "<Record terminalId=1101 transactionsId=[1048181, 781936, 225985, 3043, 7556]>\n",
      "<Record terminalId=1102 transactionsId=[1096635, 787069, 671597, 533284, 49596, 98919]>\n",
      "<Record terminalId=1103 transactionsId=[829220, 620202, 485265, 426318, 112547, 97971, 4097, 7186, 31989]>\n",
      "<Record terminalId=1104 transactionsId=[841603, 386932, 11137, 15651, 80030]>\n",
      "<Record terminalId=1105 transactionsId=[1138335, 941845, 820597, 571846, 511327, 186901, 13914]>\n",
      "<Record terminalId=1106 transactionsId=[830448, 704220, 610576, 489046, 427296, 335282, 333223, 96169, 10042, 44135]>\n",
      "<Record terminalId=1107 transactionsId=[850933, 495947, 430481, 339863, 143947, 137363, 69412, 5312, 32647]>\n",
      "<Record terminalId=1108 transactionsId=[1014236, 809738, 554781, 385739, 312504, 308874, 6788, 26791]>\n",
      "<Record terminalId=1109 transactionsId=[1006493, 964520, 574288, 565420, 409652]>\n",
      "<Record terminalId=1110 transactionsId=[1019260, 821275, 664370, 516390, 304475, 104061, 4514, 13148]>\n",
      "<Record terminalId=1111 transactionsId=[1099651, 980715, 467920, 234521, 3537, 33714]>\n",
      "<Record terminalId=1112 transactionsId=[1109071, 934833, 628805, 2729, 5012, 27270]>\n",
      "<Record terminalId=1113 transactionsId=[1023740, 996346, 966463, 847812, 210605, 167298, 1008, 1079, 7682, 19129, 45032]>\n",
      "<Record terminalId=1114 transactionsId=[929883, 631733, 502614, 392312, 16166]>\n",
      "<Record terminalId=1115 transactionsId=[1071160, 914692, 886357, 645058, 359407, 108324, 5519]>\n",
      "<Record terminalId=1116 transactionsId=[1085341, 696866, 386470, 9985, 17473, 29245, 168880]>\n",
      "<Record terminalId=1117 transactionsId=[1075156, 987853, 795091, 773207, 655837, 525192, 365542, 79212, 3906]>\n",
      "<Record terminalId=1118 transactionsId=[958215, 922384, 793292, 511238, 488426, 4127]>\n",
      "<Record terminalId=1119 transactionsId=[998664, 836618, 822198, 660352, 407324, 208946, 3028, 12064]>\n",
      "<Record terminalId=1120 transactionsId=[966613, 817415, 759208, 458386, 152800, 1996, 2324, 11102]>\n",
      "<Record terminalId=1121 transactionsId=[1111635, 836878, 425746, 2264, 47902]>\n",
      "<Record terminalId=1122 transactionsId=[1101049, 946980, 646595, 565901]>\n",
      "<Record terminalId=1123 transactionsId=[1077054, 879259, 770312, 667537, 196969, 979, 10905]>\n",
      "<Record terminalId=1124 transactionsId=[1107816, 942813, 719427, 530709, 304413, 193936, 98007]>\n",
      "<Record terminalId=1125 transactionsId=[1101921, 1095402, 959074, 846525, 563621, 385023, 279733, 6850]>\n",
      "<Record terminalId=1126 transactionsId=[824109, 808226, 559451, 3833, 17736]>\n",
      "<Record terminalId=1127 transactionsId=[1041393, 741508, 247350, 111456, 2374, 18263]>\n",
      "<Record terminalId=1128 transactionsId=[1079532, 934777, 776636, 605262, 341054, 249915, 3227, 33402]>\n",
      "<Record terminalId=1129 transactionsId=[1021134, 849178, 599075, 592775, 559840, 190264, 129411, 4463, 8097]>\n",
      "<Record terminalId=1130 transactionsId=[1068088, 1043262, 752301, 608581, 511580, 403328, 252829, 97105, 5966, 19006, 35226]>\n",
      "<Record terminalId=1131 transactionsId=[1018195, 987152, 813917, 613872, 326032, 128590, 11776]>\n",
      "<Record terminalId=1132 transactionsId=[1045418, 787858, 568724, 536070, 366123, 142158, 131698, 100640, 787, 5453, 6151]>\n",
      "<Record terminalId=1133 transactionsId=[985686, 711160, 22832, 35959]>\n",
      "<Record terminalId=1134 transactionsId=[1076041, 928840, 818600, 789805, 697525, 515287, 421226, 420084, 14823, 18588]>\n",
      "<Record terminalId=1135 transactionsId=[1104877, 1062703, 823595, 412571, 343315, 10430, 74399]>\n",
      "<Record terminalId=1136 transactionsId=[932073, 759786, 637341, 505365, 273069, 5797, 34771, 60128]>\n",
      "<Record terminalId=1137 transactionsId=[1090584, 896721, 569443, 296685, 96786, 676]>\n",
      "<Record terminalId=1138 transactionsId=[1136524, 1005554, 992254, 429558, 11105, 15255]>\n",
      "<Record terminalId=1139 transactionsId=[1074404, 746126, 326472, 109407, 2476, 3300]>\n",
      "<Record terminalId=1140 transactionsId=[1121973, 841325, 478221, 311618, 155406, 7353, 18973]>\n",
      "<Record terminalId=1141 transactionsId=[643272, 370865, 194603, 15653, 16001]>\n",
      "<Record terminalId=1142 transactionsId=[984088, 893334, 641563, 376713, 159224, 11237, 11561]>\n",
      "<Record terminalId=1143 transactionsId=[1115397, 550727, 450028, 2285, 72362, 103259]>\n",
      "<Record terminalId=1144 transactionsId=[698117, 441986, 90154]>\n",
      "<Record terminalId=1145 transactionsId=[1139236, 596171, 592107]>\n",
      "<Record terminalId=1146 transactionsId=[1022485, 810074, 690311, 600230, 441735, 337830, 29715, 153005]>\n",
      "<Record terminalId=1147 transactionsId=[1069701, 1020374, 610169, 598617, 250807, 2197, 39360]>\n",
      "<Record terminalId=1148 transactionsId=[1033463, 742133, 561531, 292913, 179478, 4489, 39584, 45311]>\n",
      "<Record terminalId=1149 transactionsId=[1005374, 799250, 623582, 508801, 477438, 306724, 216588]>\n",
      "<Record terminalId=1150 transactionsId=[1082850, 1068300, 846874, 466490, 313786, 271221, 113395, 2879, 21193]>\n",
      "<Record terminalId=1151 transactionsId=[936618, 770279, 765898, 565390, 216767, 114521, 2768, 6857]>\n",
      "<Record terminalId=1152 transactionsId=[800255, 703020, 628103, 392148, 266019, 56711]>\n",
      "<Record terminalId=1153 transactionsId=[1145556, 1086342, 1084693, 974420, 676050, 557480, 432711, 369607, 170217, 1081]>\n",
      "<Record terminalId=1154 transactionsId=[1065373, 941977, 571240, 1828, 66433]>\n",
      "<Record terminalId=1155 transactionsId=[987037, 864607, 771638, 756185, 419302, 326243, 275453, 11420, 123414]>\n",
      "<Record terminalId=1156 transactionsId=[988925, 983707, 768857, 715088, 355401, 158058, 102681, 1693, 13612]>\n",
      "<Record terminalId=1157 transactionsId=[819226, 770891, 737964, 637162, 352869, 6732, 36365]>\n",
      "<Record terminalId=1158 transactionsId=[892796, 880285, 809119, 549795, 348912, 316826, 191610, 161043, 3627, 12972, 14096]>\n",
      "<Record terminalId=1159 transactionsId=[1078013, 859778, 722526, 574524, 549020, 241532, 146763, 7594, 20482, 40152]>\n",
      "<Record terminalId=1160 transactionsId=[613877, 2604, 6021]>\n",
      "<Record terminalId=1161 transactionsId=[1092859, 855198, 455314, 359716, 296549, 100041, 99457, 828, 1402]>\n",
      "<Record terminalId=1162 transactionsId=[1138900, 1134550, 858997, 544571, 325638, 219963, 200429, 12487]>\n",
      "<Record terminalId=1163 transactionsId=[1125083, 1002806, 722406, 212990, 200146, 4893, 6028, 10170, 12113]>\n",
      "<Record terminalId=1164 transactionsId=[690356, 560127, 11769]>\n",
      "<Record terminalId=1165 transactionsId=[1019828, 800368, 653392, 410488, 6938, 22600, 34281]>\n",
      "<Record terminalId=1166 transactionsId=[940756, 665619, 455899, 416425, 66102, 5047, 12912, 27386]>\n",
      "<Record terminalId=1167 transactionsId=[1089849, 1078844, 1054877, 857305, 703245, 570476, 445458, 196252, 164615, 40682]>\n",
      "<Record terminalId=1168 transactionsId=[1089728, 1054946, 867170, 619928, 605187, 582553, 412169]>\n",
      "<Record terminalId=1169 transactionsId=[1092359, 867459, 674655, 505740, 289075, 258100, 132473, 2829, 45245]>\n",
      "<Record terminalId=1170 transactionsId=[944336, 3321, 53140]>\n",
      "<Record terminalId=1171 transactionsId=[1127670, 1031121, 896950, 772669, 647552, 448008, 234448, 17558, 30402, 118655, 135358]>\n",
      "<Record terminalId=1172 transactionsId=[1079710, 935992, 772946, 555939, 459088, 281018, 58350, 318, 2592, 5328, 12004, 21281]>\n",
      "<Record terminalId=1173 transactionsId=[933426, 730759, 443771, 436781, 295058]>\n",
      "<Record terminalId=1174 transactionsId=[1129107, 994036, 986365, 859673, 525693, 276022, 3469, 77402]>\n",
      "<Record terminalId=1175 transactionsId=[973183, 648256, 449131, 427477, 325374, 129078, 1876, 2122, 4411, 13931, 26695, 38915]>\n",
      "<Record terminalId=1176 transactionsId=[950240, 830334, 825612, 812625, 645354, 417775, 202937, 150228, 87992, 9075]>\n",
      "<Record terminalId=1177 transactionsId=[1142747, 1053387, 899093, 792176, 35656]>\n",
      "<Record terminalId=1178 transactionsId=[295843, 141891, 14110, 15461, 36664]>\n",
      "<Record terminalId=1179 transactionsId=[1087345, 852572, 750172, 563912, 2767, 7677]>\n",
      "<Record terminalId=1180 transactionsId=[938111, 929791, 730078, 364025, 10384, 11516, 22054]>\n",
      "<Record terminalId=1181 transactionsId=[1052904, 996639, 860120, 615684, 612929, 597724, 496198, 383041, 292109, 185813, 1971, 2236, 4227]>\n",
      "<Record terminalId=1182 transactionsId=[1115792, 571616, 227947, 227779, 604, 14396, 15569, 24016, 58274]>\n",
      "<Record terminalId=1183 transactionsId=[1021507, 846849, 443956, 275023, 3412, 20820]>\n",
      "<Record terminalId=1184 transactionsId=[53852, 972617, 706537, 658415, 478214, 447787, 169007, 57205, 9161, 14629, 25913]>\n",
      "<Record terminalId=1185 transactionsId=[1037031, 849203, 753544, 632883, 153773, 1894, 3381, 18532, 41535]>\n",
      "<Record terminalId=1186 transactionsId=[1066411, 683674, 556792, 420614, 257450, 94858, 16128]>\n",
      "<Record terminalId=1187 transactionsId=[1109049, 641577, 532787, 260676, 170821, 147786, 94419, 49867, 1265, 3000, 8964]>\n",
      "<Record terminalId=1188 transactionsId=[1044695, 934952, 769137, 576488, 399178, 305396, 272008, 37143, 462, 3059]>\n",
      "<Record terminalId=1189 transactionsId=[1038308, 884289, 860968, 713726, 523818, 4722, 13066, 55273]>\n",
      "<Record terminalId=1190 transactionsId=[1048908, 1016855, 974645, 763532, 543506, 412946, 233545, 5236, 18728, 40916, 44195]>\n",
      "<Record terminalId=1191 transactionsId=[922731, 901513, 706816, 480921, 378152, 370055, 168131, 871, 1631, 20451, 48871]>\n",
      "<Record terminalId=1192 transactionsId=[974208, 890645, 810139, 473768, 378485, 66639, 5759]>\n",
      "<Record terminalId=1193 transactionsId=[1001441, 690071, 321274, 10600, 11812, 93919]>\n",
      "<Record terminalId=1194 transactionsId=[1120507, 786531, 616201, 355049, 305506, 207711, 6622, 158567]>\n",
      "<Record terminalId=1195 transactionsId=[1086003, 985996, 781338, 572106, 456306, 323085, 320318, 64241, 186704]>\n",
      "<Record terminalId=1196 transactionsId=[878872, 697485, 466439, 244402, 7493, 16931]>\n",
      "<Record terminalId=1197 transactionsId=[658995, 389264, 43599]>\n",
      "<Record terminalId=1198 transactionsId=[1000869, 735582, 223241, 3994, 19016]>\n",
      "<Record terminalId=1199 transactionsId=[168458, 136192, 2611, 37314]>\n",
      "<Record terminalId=1200 transactionsId=[790777, 655401, 533298, 339244, 85889, 3243, 21010]>\n",
      "<Record terminalId=1201 transactionsId=[998933, 485042, 389425, 80227, 1915, 2126]>\n",
      "<Record terminalId=1202 transactionsId=[1112783, 903346, 520700, 478676, 270077, 184039, 61771]>\n",
      "<Record terminalId=1203 transactionsId=[785687, 530625, 427668, 226370, 1450, 11822]>\n",
      "<Record terminalId=1204 transactionsId=[1026919, 768986, 543732, 308893, 3182]>\n",
      "<Record terminalId=1205 transactionsId=[1006848, 870004, 702909, 455051, 224843, 10073, 11910, 24247]>\n",
      "<Record terminalId=1206 transactionsId=[1133916, 338405, 196756, 17043]>\n",
      "<Record terminalId=1207 transactionsId=[511822, 23892, 26585, 100680, 153004]>\n",
      "<Record terminalId=1208 transactionsId=[693954, 591405, 357625, 177463, 106397, 1724, 9086, 19265, 21753]>\n",
      "<Record terminalId=1209 transactionsId=[1017286, 1007534, 963713, 743580, 498922, 5696, 11341, 41748]>\n",
      "<Record terminalId=1210 transactionsId=[860976, 774143, 537530, 438138, 6970, 18324]>\n",
      "<Record terminalId=1211 transactionsId=[1046851, 808224, 524581, 395639, 334449, 84717, 70446, 39861, 570, 1605, 3370, 3710]>\n",
      "<Record terminalId=1212 transactionsId=[1015779, 900889, 661212, 659108, 2578, 8958, 66442]>\n",
      "<Record terminalId=1213 transactionsId=[839943, 804980, 804511, 723526, 645439, 179917, 78642, 53862, 2955]>\n",
      "<Record terminalId=1214 transactionsId=[1089853, 987197, 727277, 725198, 425513, 792]>\n",
      "<Record terminalId=1215 transactionsId=[791307, 711041, 613042, 287430, 22154]>\n",
      "<Record terminalId=1216 transactionsId=[1121825, 729860, 621771, 422321, 2521, 3344, 6379, 14506, 47416]>\n",
      "<Record terminalId=1217 transactionsId=[1041124, 788579, 594651, 439219, 419812, 323675, 48858]>\n",
      "<Record terminalId=1218 transactionsId=[1079561, 1020512, 642148, 622499, 605742, 378653, 249901, 170762, 4065]>\n",
      "<Record terminalId=1219 transactionsId=[1067931, 858184, 728552, 646191, 481314, 467562, 184716, 58117, 2051, 10578]>\n",
      "<Record terminalId=1220 transactionsId=[619490, 598271, 590883, 497337, 437312, 229172, 2418]>\n",
      "<Record terminalId=1221 transactionsId=[1074499, 913180, 883521, 571277, 570632, 308477, 255154, 154559, 13567, 24546]>\n",
      "<Record terminalId=1222 transactionsId=[1118521, 923183, 804022, 523477, 128222, 10920, 49266]>\n",
      "<Record terminalId=1223 transactionsId=[944459, 704314, 475512, 397764, 15584, 51834]>\n",
      "<Record terminalId=1224 transactionsId=[985327, 597542, 354455, 5360, 21195, 43121, 91220]>\n",
      "<Record terminalId=1225 transactionsId=[1049807, 1018373, 984707, 773785, 631186, 261044, 234722, 134105, 3256, 3914]>\n",
      "<Record terminalId=1226 transactionsId=[1107960, 868779, 16023, 26079, 42028]>\n",
      "<Record terminalId=1227 transactionsId=[1069485, 1061471, 808937, 772995, 486809, 365667, 229410, 224244, 82833, 107]>\n",
      "<Record terminalId=1228 transactionsId=[879754, 535140, 308845, 74373, 830, 23342]>\n",
      "<Record terminalId=1229 transactionsId=[1131052, 980750, 742870, 570690, 244479, 222195, 83922, 16716]>\n",
      "<Record terminalId=1230 transactionsId=[842125, 4609, 82869]>\n",
      "<Record terminalId=1231 transactionsId=[1058161, 816721, 687509, 669823, 543127, 423540, 121, 2970, 17145, 56767]>\n",
      "<Record terminalId=1232 transactionsId=[1126156, 984095, 888926, 856155, 468590, 453230, 1015, 21565]>\n",
      "<Record terminalId=1233 transactionsId=[1091315, 832618, 418445, 1270, 30831, 34418]>\n",
      "<Record terminalId=1234 transactionsId=[1001250, 655811, 426615, 98395, 4448, 21100]>\n",
      "<Record terminalId=1235 transactionsId=[126855, 1129207, 1122209, 1095338, 768300, 675876, 271474, 17869, 31326]>\n",
      "<Record terminalId=1236 transactionsId=[970293, 592157, 130713, 8410]>\n",
      "<Record terminalId=1237 transactionsId=[1130935, 901056, 632718, 373484, 170661, 183, 18326]>\n",
      "<Record terminalId=1238 transactionsId=[1055106, 810407, 535780, 527666, 309459, 205327, 76744, 1034, 2284, 9263]>\n",
      "<Record terminalId=1239 transactionsId=[1122361, 1052392, 887466, 611256, 348129, 297894, 1839, 51170]>\n",
      "<Record terminalId=1240 transactionsId=[964820, 932404, 914737, 584701, 582851, 580553, 453827, 368875, 86747, 80962, 2740]>\n",
      "<Record terminalId=1241 transactionsId=[1076473, 953327, 831756, 665445, 533993, 2959, 38720]>\n",
      "<Record terminalId=1242 transactionsId=[640904, 635258, 435604, 166341, 66435]>\n",
      "<Record terminalId=1243 transactionsId=[991355, 858705, 690437, 548923, 398531, 118047, 19093]>\n",
      "<Record terminalId=1244 transactionsId=[1016351, 994147, 503456, 411087, 297138, 295325, 3536, 10050]>\n",
      "<Record terminalId=1245 transactionsId=[1139796, 987515, 741926, 590377, 451301, 317241, 166597, 17636, 22806]>\n",
      "<Record terminalId=1246 transactionsId=[942645, 652425, 539624, 95589, 50248]>\n",
      "<Record terminalId=1247 transactionsId=[913404, 821545, 526784, 307514, 96188, 7550]>\n",
      "<Record terminalId=1248 transactionsId=[947247, 804843, 583106]>\n",
      "<Record terminalId=1249 transactionsId=[1134145, 1111441, 1018590, 1016149, 797654, 756393, 631633, 425965, 198202, 63802, 2637, 7844, 7888]>\n",
      "<Record terminalId=1250 transactionsId=[1043007, 940077, 629592, 607044, 408696, 183809, 124195, 112297, 3432, 22733]>\n",
      "<Record terminalId=1251 transactionsId=[1038394, 777789, 645061, 644736, 2202, 24354]>\n",
      "<Record terminalId=1252 transactionsId=[689487, 577445, 8385, 12048, 27183]>\n",
      "<Record terminalId=1253 transactionsId=[1014749, 953476, 801797, 765178, 586300, 208708, 95655]>\n",
      "<Record terminalId=1254 transactionsId=[1050363, 909411, 376205, 228203, 210609, 2212, 7364]>\n",
      "<Record terminalId=1255 transactionsId=[862835, 696367, 566145, 472714, 298205, 111178, 7857, 10585]>\n",
      "<Record terminalId=1256 transactionsId=[1114801, 914659, 553798, 464480, 233404, 1263, 3817, 5354, 32433, 34893]>\n",
      "<Record terminalId=1257 transactionsId=[945854, 932213, 770710, 756777, 481101, 371206, 5411, 8984, 17698, 69257]>\n",
      "<Record terminalId=1258 transactionsId=[973363, 836659, 214733, 91807]>\n",
      "<Record terminalId=1259 transactionsId=[1112519, 1094439, 935652, 712538, 689712, 462708, 366607, 9461, 18680, 112528, 140227]>\n",
      "<Record terminalId=1260 transactionsId=[719483, 580022, 310175, 123139, 74940]>\n",
      "<Record terminalId=1261 transactionsId=[921407, 631152, 461811, 268241, 266523, 53695]>\n",
      "<Record terminalId=1262 transactionsId=[1004693, 606548, 451032, 149776, 132663]>\n",
      "<Record terminalId=1263 transactionsId=[1020729, 940659, 700848, 290587, 290025, 210349, 6228, 7749, 8314, 28141]>\n",
      "<Record terminalId=1264 transactionsId=[696664, 431253, 399181, 272648, 8364, 39797]>\n",
      "<Record terminalId=1265 transactionsId=[113185, 1104184, 971498, 862647, 592838, 212331, 4124]>\n",
      "<Record terminalId=1266 transactionsId=[1146955, 994053, 833688, 610387, 479415, 2163, 7356, 28917, 36204, 131978]>\n",
      "<Record terminalId=1267 transactionsId=[401667, 237100, 218925, 2701]>\n",
      "<Record terminalId=1268 transactionsId=[594003, 401815, 127749, 119057, 3323, 25580]>\n",
      "<Record terminalId=1269 transactionsId=[909615, 671785, 494897, 159475, 167645]>\n",
      "<Record terminalId=1270 transactionsId=[1077560, 960267, 905146, 701478, 602511, 307664, 228104, 2871]>\n",
      "<Record terminalId=1271 transactionsId=[877313, 535822, 476122, 364353, 49336]>\n",
      "<Record terminalId=1272 transactionsId=[1088583, 995153, 919263, 832515, 517325, 438736, 342757, 153518, 5736, 16380, 54777]>\n",
      "<Record terminalId=1273 transactionsId=[990462, 635289, 464414, 4288, 5269, 51037, 74719]>\n",
      "<Record terminalId=1274 transactionsId=[1055392, 839976, 708531, 670155, 428523, 295212, 127147, 6787]>\n",
      "<Record terminalId=1275 transactionsId=[879985, 878031, 731188, 615911, 429413, 285479, 165607, 11169, 23227]>\n",
      "<Record terminalId=1276 transactionsId=[1063327, 896838, 770727, 686816, 561186, 5480, 14623]>\n",
      "<Record terminalId=1277 transactionsId=[834418, 828611, 731876, 585161, 325901, 324993, 210619, 3786, 16383, 58571]>\n",
      "<Record terminalId=1278 transactionsId=[532789, 285409, 285161, 6292, 44499]>\n",
      "<Record terminalId=1279 transactionsId=[977457, 905359, 798775, 756472, 1680, 2784, 5823]>\n",
      "<Record terminalId=1280 transactionsId=[979584, 973563, 824163, 647720, 444701, 233024, 2624]>\n",
      "<Record terminalId=1281 transactionsId=[597348, 303977, 3716, 4080]>\n",
      "<Record terminalId=1282 transactionsId=[1100657, 924558, 726621, 553404, 350299, 173824, 131913]>\n",
      "<Record terminalId=1283 transactionsId=[809503, 346420, 77223]>\n",
      "<Record terminalId=1284 transactionsId=[1059006, 834565, 686775, 678849, 676606, 575809, 386620, 265530, 6951]>\n",
      "<Record terminalId=1285 transactionsId=[1091192, 793120, 703788, 375066, 240032]>\n",
      "<Record terminalId=1286 transactionsId=[1089026, 935080, 840024, 835869, 693311, 572779, 512247, 3139]>\n",
      "<Record terminalId=1287 transactionsId=[1135734, 1117462, 1113980, 1052428, 876695, 801839, 531868, 297141, 287558, 1338, 19690, 103526, 135395]>\n",
      "<Record terminalId=1288 transactionsId=[1058480, 855213, 794551, 487211, 390868, 34867, 55518, 62772, 169934]>\n",
      "<Record terminalId=1289 transactionsId=[745337, 634543, 460563, 123447, 38562]>\n",
      "<Record terminalId=1290 transactionsId=[803898, 700704, 394366, 5028, 44227]>\n",
      "<Record terminalId=1291 transactionsId=[948730, 808034, 792002, 412434, 244472, 99065, 74286, 783]>\n",
      "<Record terminalId=1292 transactionsId=[927534, 729354, 630997, 462551, 433911, 97905]>\n",
      "<Record terminalId=1293 transactionsId=[85062, 1075478, 930482, 583141, 565027, 331470, 317747, 2434, 2755]>\n",
      "<Record terminalId=1294 transactionsId=[1005032, 882750, 882363, 759535, 736721, 414725, 3069, 5884, 18732, 22209, 35614]>\n",
      "<Record terminalId=1295 transactionsId=[1096739, 1081798, 784038, 384771, 9866]>\n",
      "<Record terminalId=1296 transactionsId=[1143605, 720841, 449154, 9350, 18817]>\n",
      "<Record terminalId=1297 transactionsId=[813565, 794715, 499617, 394529, 372635, 113060, 1849]>\n",
      "<Record terminalId=1298 transactionsId=[985704, 949057, 490422, 260371, 40378]>\n",
      "<Record terminalId=1299 transactionsId=[1065542, 975125, 708435, 547857, 387559, 214598, 24103, 33658, 76902]>\n",
      "<Record terminalId=1300 transactionsId=[1133553, 1109127, 950654, 769825, 756093, 664819, 540074, 532751, 344012, 78457, 1490]>\n",
      "<Record terminalId=1301 transactionsId=[721216, 659699, 2925, 78610]>\n",
      "<Record terminalId=1302 transactionsId=[1002958, 551638, 468016, 7447, 10847]>\n",
      "<Record terminalId=1303 transactionsId=[616185, 605022, 551545, 323108, 148304, 655, 2589, 16726]>\n",
      "<Record terminalId=1304 transactionsId=[720255, 537522, 353352, 8133, 8548, 10692]>\n",
      "<Record terminalId=1305 transactionsId=[779790, 562583, 374847, 243804, 221607, 211215, 115533, 2376]>\n",
      "<Record terminalId=1306 transactionsId=[1079929, 929679, 683909, 11202]>\n",
      "<Record terminalId=1307 transactionsId=[1004152, 1001768, 905310, 818906, 675868, 530372, 524120, 373881, 195191, 2845]>\n",
      "<Record terminalId=1308 transactionsId=[988735, 639539, 546702, 451028, 282667, 161752, 57307, 765, 2630, 8908]>\n",
      "<Record terminalId=1309 transactionsId=[963969, 751081, 289043, 13962]>\n",
      "<Record terminalId=1310 transactionsId=[1010832, 920649, 704759, 512590, 290752, 230966, 204336, 5536, 56913]>\n",
      "<Record terminalId=1311 transactionsId=[924350, 598267, 456929, 344409, 7336]>\n",
      "<Record terminalId=1312 transactionsId=[710474, 533167, 504191, 421748, 275598, 3416, 14568]>\n",
      "<Record terminalId=1313 transactionsId=[929970, 818820, 647921, 511689, 347848, 239554, 272, 2686, 5157]>\n",
      "<Record terminalId=1314 transactionsId=[933820, 796867, 696996, 572715, 388784, 385004, 4117, 58864]>\n",
      "<Record terminalId=1315 transactionsId=[78396, 6212]>\n",
      "<Record terminalId=1316 transactionsId=[722620, 440309, 190491, 181929, 120292, 7005, 8619, 20082]>\n",
      "<Record terminalId=1317 transactionsId=[1096140, 1003554, 727125, 726339, 308008, 1188, 2219]>\n",
      "<Record terminalId=1318 transactionsId=[1103811, 1029592, 672259, 500360, 188485, 74267, 71717, 62543, 1167]>\n",
      "<Record terminalId=1319 transactionsId=[1009837, 1001458, 866812, 749532, 654320, 629264, 319263, 14862, 30304]>\n",
      "<Record terminalId=1320 transactionsId=[1054564, 917558, 681285, 671053, 388313, 115913, 5397, 14155]>\n",
      "<Record terminalId=1321 transactionsId=[976622, 790510, 464425, 337658, 195619, 14287, 25820, 81919, 89942]>\n",
      "<Record terminalId=1322 transactionsId=[727707, 140960, 127480, 2152, 6390, 21361]>\n",
      "<Record terminalId=1323 transactionsId=[958651, 660687, 483877, 252386, 214546, 2052]>\n",
      "<Record terminalId=1324 transactionsId=[924445, 625806, 461618, 286105, 3389, 7984, 18115]>\n",
      "<Record terminalId=1325 transactionsId=[1092940, 999730, 884858, 789344, 652617, 165781, 67943, 5030]>\n",
      "<Record terminalId=1326 transactionsId=[941524, 883529, 549574, 455312, 355394, 342173, 195528, 1319, 7034]>\n",
      "<Record terminalId=1327 transactionsId=[1102727, 667688, 638663, 2185]>\n",
      "<Record terminalId=1328 transactionsId=[546911, 350858, 255910, 7015, 13098, 28423, 74428]>\n",
      "<Record terminalId=1329 transactionsId=[1110535, 754142, 749875, 643157, 495999, 273972, 2492, 50271]>\n",
      "<Record terminalId=1330 transactionsId=[1059289, 925879, 919341, 292263, 173297, 6790, 80195]>\n",
      "<Record terminalId=1331 transactionsId=[1006698, 980030, 792923, 276962, 156801, 2836, 3458]>\n",
      "<Record terminalId=1332 transactionsId=[887069, 533938, 373995, 241629, 5264, 7609, 8362]>\n",
      "<Record terminalId=1333 transactionsId=[962630, 785437, 558572, 450968, 1553, 4397, 66985, 69203]>\n",
      "<Record terminalId=1334 transactionsId=[950768, 896346, 764372, 412002, 366628, 158394, 1935, 3279, 21589]>\n",
      "<Record terminalId=1335 transactionsId=[935717, 633020, 438347, 127301, 2576, 5699, 16665]>\n",
      "<Record terminalId=1336 transactionsId=[1140430, 1051533, 945186, 786004, 529599, 286993, 175677, 7229, 35968]>\n",
      "<Record terminalId=1337 transactionsId=[1120053, 596254, 522214, 156993, 3570, 16175, 39326]>\n",
      "<Record terminalId=1338 transactionsId=[996509, 876960, 350693, 6433]>\n",
      "<Record terminalId=1339 transactionsId=[1084591, 967109, 804632, 555374, 318104, 157270, 1073]>\n",
      "<Record terminalId=1340 transactionsId=[1118692, 798741, 652253, 579813, 473228, 432293, 426297, 267894, 249988, 239767, 53069, 1353, 3731, 24415]>\n",
      "<Record terminalId=1341 transactionsId=[1002901, 555758, 369523, 318045, 21368, 23281]>\n",
      "<Record terminalId=1342 transactionsId=[886185, 832542, 669223, 487012, 466594, 323314, 200336, 14991, 16161]>\n",
      "<Record terminalId=1343 transactionsId=[910165, 746170, 738845, 730433, 550798, 431875, 49580, 73177, 184013]>\n",
      "<Record terminalId=1344 transactionsId=[1085381, 1082343, 484975, 68, 11617]>\n",
      "<Record terminalId=1345 transactionsId=[986337, 795706, 731212, 578112, 198206, 3443, 4112, 30251]>\n",
      "<Record terminalId=1346 transactionsId=[1062108, 875292, 690325, 292704, 272999, 136266, 1017, 4815]>\n",
      "<Record terminalId=1347 transactionsId=[83451, 36331]>\n",
      "<Record terminalId=1348 transactionsId=[1145526, 1048504, 958661, 831891, 672943, 11442]>\n",
      "<Record terminalId=1349 transactionsId=[1120699, 858285, 791732, 361256, 10625, 14899, 23784, 52512]>\n",
      "<Record terminalId=1350 transactionsId=[981320, 876296, 769656, 559824, 141899, 2782, 5152, 7300]>\n",
      "<Record terminalId=1351 transactionsId=[985273, 970196, 702303, 631089, 603117, 458148, 1558, 3687, 3814, 19773, 29806]>\n",
      "<Record terminalId=1352 transactionsId=[967509, 792425, 657893, 494811, 370761, 347979, 202620, 23735]>\n",
      "<Record terminalId=1353 transactionsId=[713308, 489433, 334030, 223293, 109729, 6776]>\n",
      "<Record terminalId=1354 transactionsId=[1116016, 1099580, 18517]>\n",
      "<Record terminalId=1355 transactionsId=[966699, 873053, 862148, 690779, 552643, 515501, 342005, 141003, 126069, 2255, 45720]>\n",
      "<Record terminalId=1356 transactionsId=[1103964, 823924, 796079, 586774, 578310, 455099, 339377, 157534, 2439, 24168, 43627, 50225]>\n",
      "<Record terminalId=1357 transactionsId=[1061304, 761724, 738245, 358127, 237744, 207440, 2535]>\n",
      "<Record terminalId=1358 transactionsId=[919536, 804771, 602290, 348125, 20439]>\n",
      "<Record terminalId=1359 transactionsId=[566864, 502758, 279138, 194240, 385, 2529, 13140, 87128, 94408]>\n",
      "<Record terminalId=1360 transactionsId=[650870, 455489, 409477, 286944, 282303, 120276, 84259, 3118, 5703, 24679]>\n",
      "<Record terminalId=1361 transactionsId=[791962, 489206, 279131, 5969]>\n",
      "<Record terminalId=1362 transactionsId=[940098, 927648, 813980, 693958, 632049, 330480, 6186, 13818]>\n",
      "<Record terminalId=1363 transactionsId=[1124430, 1044412, 818574, 594177, 356201, 92249, 78362, 668, 11331]>\n",
      "<Record terminalId=1364 transactionsId=[907930, 746594, 511208, 352676, 203675, 1470, 4279, 11181]>\n",
      "<Record terminalId=1365 transactionsId=[914244, 664969, 656822, 429111, 7631]>\n",
      "<Record terminalId=1366 transactionsId=[1013081, 837616, 333335, 218451, 8561, 48366]>\n",
      "<Record terminalId=1367 transactionsId=[1075673, 839984, 570579, 552573, 545150, 342828, 133316, 118, 1627, 12678]>\n",
      "<Record terminalId=1368 transactionsId=[919428, 785591, 672806, 532538, 511906, 200950, 2854, 6474]>\n",
      "<Record terminalId=1369 transactionsId=[617044, 334180, 302007, 188230, 9952, 24516, 51245]>\n",
      "<Record terminalId=1370 transactionsId=[948351, 575346, 568368, 347516, 146927, 139001, 3183, 5533, 7057]>\n",
      "<Record terminalId=1371 transactionsId=[815348, 765414, 593897, 475674, 435240, 1962]>\n",
      "<Record terminalId=1372 transactionsId=[1121686, 1032478, 855297, 852153, 682333, 499718, 9928]>\n",
      "<Record terminalId=1373 transactionsId=[1042628, 547473, 475527, 260500, 153923, 32010]>\n",
      "<Record terminalId=1374 transactionsId=[1001698, 892946, 628233, 426644, 102894, 2558, 3133, 80149]>\n",
      "<Record terminalId=1375 transactionsId=[1098959, 804020, 209893, 3351, 6320, 14824, 37901]>\n",
      "<Record terminalId=1376 transactionsId=[988523, 704842, 517206, 393456, 285655, 20526, 28490, 63129, 206933, 237344]>\n",
      "<Record terminalId=1377 transactionsId=[1132304, 883442, 697574, 417256, 395348, 249789, 121640, 110398]>\n",
      "<Record terminalId=1378 transactionsId=[1102111, 681847, 403347, 265074, 159832, 9943]>\n",
      "<Record terminalId=1379 transactionsId=[1000660, 825808, 727620, 627765, 598689, 555776, 382278, 274552, 665, 20917, 31383]>\n",
      "<Record terminalId=1380 transactionsId=[1140972, 904680, 834572, 707029, 353781, 305639, 286902, 85969, 8444, 10059, 10063]>\n",
      "<Record terminalId=1381 transactionsId=[767365, 736492, 659762, 531233, 105982, 1858]>\n",
      "<Record terminalId=1382 transactionsId=[1054389, 709065, 597695, 188916, 1520, 4250, 5174, 54042]>\n",
      "<Record terminalId=1383 transactionsId=[840043, 828847, 602699, 359690]>\n",
      "<Record terminalId=1384 transactionsId=[1022172, 879093, 335479, 230946, 2398]>\n",
      "<Record terminalId=1385 transactionsId=[1105861, 962301, 921172, 761716, 341898, 238839, 2177, 2588, 3997]>\n",
      "<Record terminalId=1386 transactionsId=[844146, 839769, 475927, 371182, 274104, 180219, 870, 17352]>\n",
      "<Record terminalId=1387 transactionsId=[721608, 518226, 440511, 204387, 88982, 11318]>\n",
      "<Record terminalId=1388 transactionsId=[914982, 737456, 705668, 235562, 88709, 20462, 27836]>\n",
      "<Record terminalId=1389 transactionsId=[981936, 747456, 624547, 392630, 321975, 314013, 89569]>\n",
      "<Record terminalId=1390 transactionsId=[985547, 881616, 838148, 566085, 197674, 24438, 73077]>\n",
      "<Record terminalId=1391 transactionsId=[1069639, 860875, 565232, 558111, 333784, 10136]>\n",
      "<Record terminalId=1392 transactionsId=[893926, 771066, 374561, 2486, 69164]>\n",
      "<Record terminalId=1393 transactionsId=[915740, 731656, 640679, 93888, 3937, 35842]>\n",
      "<Record terminalId=1394 transactionsId=[1048439, 998026, 899608, 504029, 412937, 205061, 46111]>\n",
      "<Record terminalId=1395 transactionsId=[703504, 293328, 112599, 1047, 10808, 29460]>\n",
      "<Record terminalId=1396 transactionsId=[1095315, 863517, 742231, 577156, 390810, 295305, 268876, 175070, 13316]>\n",
      "<Record terminalId=1397 transactionsId=[1133767, 908248, 827052, 669299, 490479, 2468, 122824]>\n",
      "<Record terminalId=1398 transactionsId=[1041901, 858042, 785456, 411443, 378123, 88400, 71455, 3155, 7962]>\n",
      "<Record terminalId=1399 transactionsId=[1046750, 862955, 733772, 729895, 621556, 30801]>\n",
      "<Record terminalId=1400 transactionsId=[688942, 475957, 374507, 205162, 60562, 58507, 890, 5231, 6434]>\n",
      "<Record terminalId=1401 transactionsId=[56139, 1113452, 884155, 724835, 602302, 481000, 475900, 298296, 293869, 290123, 4758]>\n",
      "<Record terminalId=1402 transactionsId=[1137954, 918540, 915609, 568920, 519489]>\n",
      "<Record terminalId=1403 transactionsId=[1134193, 674721, 516404, 418655, 320813, 18617]>\n",
      "<Record terminalId=1404 transactionsId=[1034858, 886163, 869756, 542836, 264376, 169657, 270, 2483, 25661]>\n",
      "<Record terminalId=1405 transactionsId=[1040225, 1014948, 764195, 359908, 159911, 2310, 7651]>\n",
      "<Record terminalId=1406 transactionsId=[861125, 756654, 640026, 543547, 541255, 420888, 282249, 11384, 123009]>\n",
      "<Record terminalId=1407 transactionsId=[1040532, 923216, 920848, 642497, 508826, 267789, 1773, 3720, 15262, 45987]>\n",
      "<Record terminalId=1408 transactionsId=[1067877, 762843, 745322, 455741, 329670, 220443, 3194, 4006, 4984, 21670]>\n",
      "<Record terminalId=1409 transactionsId=[1103262, 973049, 943135, 362673, 3707, 14196, 40659, 63200]>\n",
      "<Record terminalId=1410 transactionsId=[697239, 651743, 353741, 235373, 189109, 57767]>\n",
      "<Record terminalId=1411 transactionsId=[1088160, 639497, 14542, 43462]>\n",
      "<Record terminalId=1412 transactionsId=[1085189, 882761, 719421, 516949, 438637, 430169, 18784]>\n",
      "<Record terminalId=1413 transactionsId=[757875, 579549, 463206, 104918, 861, 989, 14092]>\n",
      "<Record terminalId=1414 transactionsId=[1110520, 1110509, 875992, 70024, 684, 1792, 2937, 4737, 37795]>\n",
      "<Record terminalId=1415 transactionsId=[1042819, 1039709, 633258, 552647, 215968, 115798, 20221, 20329]>\n",
      "<Record terminalId=1416 transactionsId=[1123632, 821746, 552371, 550791, 528260, 326169, 157322, 22811]>\n",
      "<Record terminalId=1417 transactionsId=[995515, 986278, 732221, 663116, 8407, 25556, 45360]>\n",
      "<Record terminalId=1418 transactionsId=[1133229, 1083809, 934311, 916596, 451985, 3136, 11264]>\n",
      "<Record terminalId=1419 transactionsId=[1059331, 896359, 739279, 624352, 395994, 273276, 19221]>\n",
      "<Record terminalId=1420 transactionsId=[1125153, 152212, 1564, 7991, 11738]>\n",
      "<Record terminalId=1421 transactionsId=[966678, 736813, 633388, 341801, 338878, 179879, 1583, 12720]>\n",
      "<Record terminalId=1422 transactionsId=[879967, 711563, 6510, 6865, 22739]>\n",
      "<Record terminalId=1423 transactionsId=[1088917, 1086038, 763788, 265935, 3189, 5525, 8473, 8622, 33863, 72514]>\n",
      "<Record terminalId=1424 transactionsId=[1114954, 1014502, 510796, 489648, 171421, 30745, 30967]>\n",
      "<Record terminalId=1425 transactionsId=[856612, 361359, 134845, 2679, 9089]>\n",
      "<Record terminalId=1426 transactionsId=[930435, 785303, 701704, 599934, 406609, 249111, 150239]>\n",
      "<Record terminalId=1427 transactionsId=[1102455, 625113, 343703, 171292, 2727, 5144, 5573, 8419, 9549, 23955]>\n",
      "<Record terminalId=1428 transactionsId=[1106450, 965216, 585590, 338442, 215900, 6676, 17118, 22032, 83337]>\n",
      "<Record terminalId=1429 transactionsId=[1011534, 824590, 389022, 290028, 138352, 4045, 4571, 8405, 10561]>\n",
      "<Record terminalId=1430 transactionsId=[1122911, 1066636, 894094, 728056, 563807, 80838]>\n",
      "<Record terminalId=1431 transactionsId=[1103949, 750584, 466813, 453623, 3492, 12239]>\n",
      "<Record terminalId=1432 transactionsId=[1130718, 899191, 469335, 463701, 357277, 3496, 20946, 112761]>\n",
      "<Record terminalId=1433 transactionsId=[514369, 485624, 371986, 2623, 3138, 4522, 38962, 39756]>\n",
      "<Record terminalId=1434 transactionsId=[1044645, 935115, 600239, 469413, 354140, 1479, 3275]>\n",
      "<Record terminalId=1435 transactionsId=[680224, 1341, 6490, 59279]>\n",
      "<Record terminalId=1436 transactionsId=[1065987, 943814, 783613, 639725, 530852, 520583, 402356, 322861, 115971, 78986, 880, 4223]>\n",
      "<Record terminalId=1437 transactionsId=[916969, 903326, 779571, 531248, 414737, 187626, 2079, 58516]>\n",
      "<Record terminalId=1438 transactionsId=[1145636, 907968, 694281, 445886, 302230, 213276, 115479, 4652, 26272]>\n",
      "<Record terminalId=1439 transactionsId=[1132124, 936681, 924663, 868282, 385915, 1089, 8748, 13790]>\n",
      "<Record terminalId=1440 transactionsId=[1045530, 951677, 949378, 648933, 363991, 162322, 12407, 14072, 27172]>\n",
      "<Record terminalId=1441 transactionsId=[773060, 685141, 579560, 578541, 9790, 20630]>\n",
      "<Record terminalId=1442 transactionsId=[1070366, 668022, 6574, 35570]>\n",
      "<Record terminalId=1443 transactionsId=[861471, 651708, 460497, 348633, 72076]>\n",
      "<Record terminalId=1444 transactionsId=[1097311, 886770, 710452, 431005, 405820, 203939, 1781, 37261]>\n",
      "<Record terminalId=1445 transactionsId=[1037597, 705393, 613100, 558881, 370204, 6978, 9076]>\n",
      "<Record terminalId=1446 transactionsId=[801927, 620172, 6819]>\n",
      "<Record terminalId=1447 transactionsId=[807971, 789104, 482655, 325659, 3692, 13620, 43705]>\n",
      "<Record terminalId=1448 transactionsId=[711045, 612768, 317922, 9674, 16530, 17862]>\n",
      "<Record terminalId=1449 transactionsId=[1067429, 1011838, 829958, 660150, 593846, 496460, 162162]>\n",
      "<Record terminalId=1450 transactionsId=[1106252, 542892, 473849, 5412, 7767, 79782]>\n",
      "<Record terminalId=1451 transactionsId=[97349, 1107782, 1007015, 775588, 651968, 509974, 257413, 3178, 3427, 10523]>\n",
      "<Record terminalId=1452 transactionsId=[1127559, 932575, 910277, 592954, 490969, 4237, 28289, 108651]>\n",
      "<Record terminalId=1453 transactionsId=[1005298, 806795, 770363, 747160, 542834, 382985, 328438, 104780, 84622, 3939]>\n",
      "<Record terminalId=1454 transactionsId=[1141355, 951277, 282902, 21828]>\n",
      "<Record terminalId=1455 transactionsId=[1069857, 423329, 15571, 40500, 61542, 160069, 274789, 370980]>\n",
      "<Record terminalId=1456 transactionsId=[932799, 843309, 477250, 466026, 176220, 11518, 57470]>\n",
      "<Record terminalId=1457 transactionsId=[426732, 420417, 306621, 9988, 12215, 13512, 22324]>\n",
      "<Record terminalId=1458 transactionsId=[1070375, 950430, 692542, 428005, 297812, 263151, 3185, 3318]>\n",
      "<Record terminalId=1459 transactionsId=[983602, 768542, 567611, 419625, 262159, 5956, 10231, 28821]>\n",
      "<Record terminalId=1460 transactionsId=[1074633, 846279, 775689, 659175, 503883, 297379, 122766, 784, 1992, 6388]>\n",
      "<Record terminalId=1461 transactionsId=[1104415, 368774, 5303, 32045]>\n",
      "<Record terminalId=1462 transactionsId=[1124400, 932447, 684141, 474530, 50217, 4004, 5377, 18802]>\n",
      "<Record terminalId=1463 transactionsId=[1046110, 937083, 849862, 720049, 560665, 369960, 130967, 2006]>\n",
      "<Record terminalId=1464 transactionsId=[1048105, 888262, 644778, 510108, 238021, 4154, 6657, 6686, 40507]>\n",
      "<Record terminalId=1465 transactionsId=[1054620, 891780, 822174, 611935, 355652, 344798, 916, 2299, 14780, 20369]>\n",
      "<Record terminalId=1466 transactionsId=[1036540, 833836, 235342, 5581, 12966, 20924]>\n",
      "<Record terminalId=1467 transactionsId=[1070655, 746826, 555941, 432024, 319337, 7130, 14084, 21547]>\n",
      "<Record terminalId=1468 transactionsId=[1041292, 883783, 852574, 332558, 324350, 143366, 323, 1023, 2145]>\n",
      "<Record terminalId=1469 transactionsId=[986920, 776954, 273641, 125172, 100115, 2037, 2601]>\n",
      "<Record terminalId=1470 transactionsId=[777398, 561939, 244861, 18891, 42680]>\n",
      "<Record terminalId=1471 transactionsId=[928970, 912022, 832191, 432757, 98606, 5196]>\n",
      "<Record terminalId=1472 transactionsId=[684086, 178030, 4577, 20531]>\n",
      "<Record terminalId=1473 transactionsId=[1048196, 787304, 660746, 402399, 123492, 111055, 4055, 5107, 6495]>\n",
      "<Record terminalId=1474 transactionsId=[1113907, 883378, 871098, 521639, 218217, 6183, 18861, 34897]>\n",
      "<Record terminalId=1475 transactionsId=[1118078, 901811, 151809, 7713, 8079, 8203, 42269]>\n",
      "<Record terminalId=1476 transactionsId=[1028903, 437998, 230328, 7884, 91705]>\n",
      "<Record terminalId=1477 transactionsId=[1121697, 883180, 744909, 647619, 420093, 253266, 5687, 7523, 17117, 28884, 34765]>\n",
      "<Record terminalId=1478 transactionsId=[959735, 946380, 722124, 556010, 404880, 288635, 80084, 149004, 160176]>\n",
      "<Record terminalId=1479 transactionsId=[879846, 861224, 617280, 490982, 379976, 299605, 70344, 7602]>\n",
      "<Record terminalId=1480 transactionsId=[1095437, 1081575, 921971, 781919, 528564, 1820, 4646, 7543, 89486]>\n",
      "<Record terminalId=1481 transactionsId=[1045878, 962299, 709613, 530122, 230314, 13643]>\n",
      "<Record terminalId=1482 transactionsId=[799780, 577079, 564466, 431731, 337564, 158705, 142973, 298]>\n",
      "<Record terminalId=1483 transactionsId=[771053, 711983, 625863, 455813, 153340, 88956]>\n",
      "<Record terminalId=1484 transactionsId=[924772, 561920, 535303, 425292, 2964, 26318, 37225]>\n",
      "<Record terminalId=1485 transactionsId=[1067958, 968027, 950752, 716031, 604257, 602055, 418660, 380208, 322557, 25115]>\n",
      "<Record terminalId=1486 transactionsId=[949455, 835517, 678917, 435300, 9822, 37574]>\n",
      "<Record terminalId=1487 transactionsId=[608511, 583570, 471242, 316507, 315903, 90334, 14867, 45690]>\n",
      "<Record terminalId=1488 transactionsId=[1054316, 783394, 656410, 648483, 587452, 473751, 380548, 328702, 114752, 6328]>\n",
      "<Record terminalId=1489 transactionsId=[861800, 442155, 441414, 114860, 103222, 22093, 30188]>\n",
      "<Record terminalId=1490 transactionsId=[825657, 657586, 425952, 9119, 14624, 48092, 55890]>\n",
      "<Record terminalId=1491 transactionsId=[1028978, 728780, 444655, 295991, 295495, 177621, 138314, 105860, 2314, 5861, 17753]>\n",
      "<Record terminalId=1492 transactionsId=[1022121, 371830, 365755, 363268, 185704, 15146]>\n",
      "<Record terminalId=1493 transactionsId=[1047230, 889105, 760726, 546888, 9298, 107787, 220562]>\n",
      "<Record terminalId=1494 transactionsId=[1106759, 800498, 628613, 520154, 511467, 1234, 10509]>\n",
      "<Record terminalId=1495 transactionsId=[1098121, 976565, 852608, 813790, 608672, 449272, 441369, 3398, 24450, 112102]>\n",
      "<Record terminalId=1496 transactionsId=[1116382, 674760, 657329, 326881, 177543, 5265, 20967]>\n",
      "<Record terminalId=1497 transactionsId=[1143753, 1007498, 806992, 773098, 751599, 595820, 310653, 213463, 14515, 76582]>\n",
      "<Record terminalId=1498 transactionsId=[1084250, 949126, 816793, 801413, 727034, 397855, 253849, 398, 11189]>\n",
      "<Record terminalId=1499 transactionsId=[1088754, 931855, 666429, 455273, 333559, 217254, 5271, 6119, 13679]>\n",
      "The query returned 1499 records in 379588 ms.\n"
     ]
    }
   ],
   "source": [
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH ()-[t:MADE_TRANSACTION]->(tm:Terminal)<-[fraud:MADE_TRANSACTION]-()\n",
    "            WHERE t.tx_datetime >= fraud.tx_datetime - duration({months: 1}) AND t.tx_datetime < fraud.tx_datetime\n",
    "            WITH tm, fraud, MAX(t.tx_amount) AS max_amount\n",
    "            WHERE fraud.tx_amount > max_amount*1.2\n",
    "            RETURN DISTINCT tm.terminal_id as terminalId,\n",
    "                   COLLECT(fraud.transaction_id) as transactionsId\n",
    "            ORDER BY tm.terminal_id\n",
    "            \"\"\",\n",
    "            database_=database\n",
    "        )\n",
    "        \n",
    "        \"\"\" use this one to verify the single fraudulent transactions\n",
    "            RETURN tm.terminal_id as terminalId,\n",
    "                   fraud.transaction_id as transactionId,\n",
    "                   fraud.tx_amount as tx_amount,\n",
    "                   max_amount\n",
    "        \"\"\"\n",
    "\n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T18:27:56.208838Z",
     "start_time": "2024-02-23T18:21:36.555610Z"
    }
   },
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Query c\n",
    "\n",
    "Given a user u, determine the “co-customer-relationships CC of degree k”. A user u’ is a co-\n",
    "customer of u if you can determine a chain “u1-t1-u2-t2-…tk-1-uk“ such that u1=u, uk=u’, and for\n",
    "each 1<=I,j<=k, ui <> uj, and t1,..tk-1 are the terminals on which a transaction has been\n",
    "executed. Therefore, CCk(u)={u’| a chain exists between u and u’ of degree k}. Please, note\n",
    "that depending on the adopted model, the computation of CCk(u) could be quite\n",
    "complicated. Consider therefore at least the computation of CC3(u) (i.e. the co-costumer\n",
    "relationships of degree 3).\n",
    "\n",
    "degree 3 means:\n",
    "(u:Customer)-[:MADE_TRANSACTION]->(:Terminal)<-[:MADE_TRANSACTION]-(:Customer)-[:MADE_TRANSACTION]->(:Terminal)<-[:MADE_TRANSACTION]-(u3:Customer)\n",
    "\n",
    "we count 4 MADE_TRANSACTION relationships\n",
    " \n",
    "\n",
    "           \n",
    "/* MATCH p=(c1:Customer {CUSTOMER_ID: toInteger($parameters.user_id)})-[:MADE_TRANSACTION*2]-(c2:Customer)\n",
    "   WHERE c1 <> c2\n",
    "   UNWIND nodes(p) as n\n",
    "   WITH p, c2, count(DISTINCT n) as num\n",
    "   RETURN DISTINCT c2.CUSTOMER_ID as customerId, min(num)\n",
    "   LIMIT 1000\n",
    "*/"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Record customerId=167>\n",
      "<Record customerId=128>\n",
      "<Record customerId=1360>\n",
      "<Record customerId=208>\n",
      "<Record customerId=926>\n",
      "<Record customerId=907>\n",
      "<Record customerId=11>\n",
      "<Record customerId=1258>\n",
      "<Record customerId=927>\n",
      "<Record customerId=633>\n",
      "<Record customerId=1131>\n",
      "<Record customerId=1383>\n",
      "<Record customerId=894>\n",
      "<Record customerId=1344>\n",
      "<Record customerId=1498>\n",
      "<Record customerId=624>\n",
      "<Record customerId=1215>\n",
      "<Record customerId=1018>\n",
      "<Record customerId=154>\n",
      "<Record customerId=1376>\n",
      "<Record customerId=9>\n",
      "<Record customerId=1063>\n",
      "<Record customerId=1259>\n",
      "<Record customerId=679>\n",
      "<Record customerId=479>\n",
      "<Record customerId=34>\n",
      "<Record customerId=134>\n",
      "<Record customerId=657>\n",
      "<Record customerId=959>\n",
      "<Record customerId=0>\n",
      "<Record customerId=476>\n",
      "<Record customerId=846>\n",
      "<Record customerId=764>\n",
      "<Record customerId=341>\n",
      "<Record customerId=1158>\n",
      "<Record customerId=547>\n",
      "<Record customerId=677>\n",
      "<Record customerId=64>\n",
      "<Record customerId=72>\n",
      "<Record customerId=1446>\n",
      "<Record customerId=885>\n",
      "<Record customerId=1482>\n",
      "<Record customerId=902>\n",
      "<Record customerId=858>\n",
      "<Record customerId=844>\n",
      "<Record customerId=1264>\n",
      "<Record customerId=1296>\n",
      "<Record customerId=1255>\n",
      "<Record customerId=536>\n",
      "<Record customerId=819>\n",
      "<Record customerId=1224>\n",
      "<Record customerId=1382>\n",
      "<Record customerId=521>\n",
      "<Record customerId=1496>\n",
      "<Record customerId=1118>\n",
      "<Record customerId=63>\n",
      "<Record customerId=336>\n",
      "<Record customerId=461>\n",
      "<Record customerId=1274>\n",
      "<Record customerId=379>\n",
      "<Record customerId=340>\n",
      "<Record customerId=1065>\n",
      "<Record customerId=1086>\n",
      "<Record customerId=1464>\n",
      "<Record customerId=1074>\n",
      "<Record customerId=1402>\n",
      "<Record customerId=919>\n",
      "<Record customerId=362>\n",
      "<Record customerId=1442>\n",
      "<Record customerId=1391>\n",
      "<Record customerId=646>\n",
      "<Record customerId=1263>\n",
      "The query returned 72 records in 256576 ms.\n"
     ]
    }
   ],
   "source": [
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "#given a user\n",
    "user_id = \"390\"\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        parameters = {\n",
    "            \"user_id\": user_id,\n",
    "        }\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH p=(c1:Customer {customer_id: toInteger($parameters.user_id)})-[:MADE_TRANSACTION*4]-(c2:Customer)\n",
    "            WHERE c1 <> c2\n",
    "            RETURN DISTINCT c2.customer_id as customerId\n",
    "            LIMIT 1000\n",
    "            \"\"\",\n",
    "            parameters=parameters,\n",
    "            database_=database\n",
    "        )\n",
    "    \n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T17:55:21.469873Z",
     "start_time": "2024-02-23T17:51:04.836280Z"
    }
   },
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Query d.i\n",
    "\n",
    "Extend the logical model that you have stored in the NOSQL database by introducing the\n",
    "following information:\n",
    "\n",
    "  i. Each transaction should be extended with:\n",
    "      1. The period of the day {morning, afternoon, evening, night} in which the\n",
    "         transaction has been executed.\n",
    "      2. The kind of products that have been bought through the transaction {high-\n",
    "         tech, food, clothing, consumable, other}\n",
    "      3. The feeling of security expressed by the user. This is an integer value\n",
    "         between 1 and 5 expressed by the user when conclude the transaction.\n",
    "  The values can be chosen randomly."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The query returned 3835997 records in 9915 ms.\n",
      "The query returned 0 records in 0 ms.\n"
     ]
    }
   ],
   "source": [
    "from neo4j import GraphDatabase\n",
    "import random\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        # since there are too many transactions we have to split them into smaller batches\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH ()-[t:MADE_TRANSACTION]->() \n",
    "            RETURN t.transaction_id\n",
    "            \"\"\",\n",
    "            database_=database\n",
    "        )\n",
    "        \n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "        \n",
    "        transaction_ids = [record[\"t.transaction_id\"] for record in records]\n",
    "        BATCH_SIZE = 1000\n",
    "        if BATCH_SIZE > len(transaction_ids):\n",
    "            BATCH_SIZE = len(transaction_ids)\n",
    "        \n",
    "        for i in range(0, len(transaction_ids), BATCH_SIZE):\n",
    "            batch = transaction_ids[i:i+BATCH_SIZE]\n",
    "            records, summary, keys = driver.execute_query(\n",
    "                \"\"\"\n",
    "                UNWIND $batch AS trans\n",
    "                WITH collect(trans) AS transactionList\n",
    "                MATCH ()-[t:MADE_TRANSACTION]->()  WHERE t.transaction_id IN transactionList\n",
    "                SET\n",
    "                    t.period_of_day = \n",
    "                        CASE\n",
    "                            WHEN datetime(t.tx_datetime).hour >= 6 AND datetime(t.tx_datetime).hour < 12 THEN \"morning\"\n",
    "                            WHEN datetime(t.tx_datetime).hour >= 12 AND datetime(t.tx_datetime).hour < 18 THEN \"afternoon\"\n",
    "                            WHEN datetime(t.tx_datetime).hour >= 18 AND datetime(t.tx_datetime).hour < 24 THEN \"evening\"\n",
    "                            ELSE \"night\"\n",
    "                        END,\n",
    "                        \n",
    "                    t.product_type = \n",
    "                        CASE\n",
    "                          WHEN $rand < 0.2 THEN \"high-tech\"\n",
    "                          WHEN $rand < 0.4 THEN \"food\"\n",
    "                          WHEN $rand < 0.6 THEN \"clothing\"\n",
    "                          WHEN $rand < 0.8 THEN \"consumable\"\n",
    "                          ELSE \"other\"\n",
    "                        END,\n",
    "                        \n",
    "                    t.security_feeling = toInteger(rand() * 5) + 1\n",
    "                \"\"\",\n",
    "                batch=batch,\n",
    "                rand=random.random(),\n",
    "                database_=database\n",
    "            )\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T20:34:07.899860Z",
     "start_time": "2024-02-23T19:01:48.303606Z"
    }
   },
   "execution_count": 22
  },
  {
   "cell_type": "markdown",
   "source": [
    " ### Query d.ii\n",
    " \n",
    "ii.  Customers that make more than three transactions from the same terminal\n",
    "      expressing a similar average feeling of security should be connected as\n",
    "      “buying_friends”. Therefore also this kind of relationship should be explicitly stored\n",
    "      in the NOSQL database and can be queried. Note, two average feelings of security\n",
    "      are considered similar when their difference is lower than 1."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The query returned 46698 records in 220666 ms.\n",
      "The query returned 0 records in 0 ms.\n"
     ]
    }
   ],
   "source": [
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")\n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        # since there are too many transactions we have to split them into smaller batches\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH (c1:Customer)-[t1:MADE_TRANSACTION]->(t:Terminal)<-[t2:MADE_TRANSACTION]-(c2:Customer)\n",
    "            WITH c1, c2, COUNT(DISTINCT t1) as count1, COUNT(DISTINCT t2) as count2, AVG(t1.security_feeling) as avg1, AVG(t2.security_feeling) as avg2\n",
    "            WHERE c1<>c2 AND count1 > 3 AND count2 > 3 AND ABS(avg1-avg2)<1\n",
    "            RETURN c1.customer_id as c1, c2.customer_id as c2\n",
    "            \"\"\",\n",
    "            database_=database\n",
    "        )\n",
    "        \n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "        \n",
    "        customers_ids = list((record[\"c1\"], record[\"c2\"]) for record in records)\n",
    "        BATCH_SIZE = 1000\n",
    "        if BATCH_SIZE > len(customers_ids):\n",
    "            BATCH_SIZE = len(customers_ids)\n",
    "        \n",
    "        for i in range(0, len(customers_ids), BATCH_SIZE):\n",
    "            batch = customers_ids[i:i+BATCH_SIZE]\n",
    "            records, summary, keys = driver.execute_query(\n",
    "                \"\"\"\n",
    "                UNWIND $batch AS customers\n",
    "                MATCH (c1:Customer {customer_id: toInteger(customers[0])})\n",
    "                MATCH (c2:Customer {customer_id: toInteger(customers[1])})\n",
    "                MERGE (c1)-[:BUYING_FRIENDS]-(c2)\n",
    "                \"\"\",\n",
    "                batch=batch,\n",
    "                database_=database\n",
    "            )\n",
    "            \n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-26T11:31:45.647375Z",
     "start_time": "2024-02-26T11:27:40.417207Z"
    }
   },
   "execution_count": 46
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Query e\n",
    "\n",
    "For each period of the day identifies the number of transactions that occurred in that period,\n",
    "and the average number of fraudulent transactions."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Record period='night' num=146907 fraudPERCENT=4.43>\n",
      "<Record period='morning' num=426703 fraudPERCENT=4.44>\n",
      "<Record period='afternoon' num=426053 fraudPERCENT=4.47>\n",
      "<Record period='evening' num=147405 fraudPERCENT=4.51>\n",
      "The query returned 4 records in 672 ms.\n"
     ]
    }
   ],
   "source": [
    "from neo4j import GraphDatabase\n",
    "\n",
    "URI = \"bolt://localhost:7687\"\n",
    "AUTH = (\"neo4j\", \"12345678\")  \n",
    "\n",
    "with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "    try:\n",
    "        records, summary, keys = driver.execute_query(\n",
    "            \"\"\"\n",
    "            MATCH ()-[t:MADE_TRANSACTION]->()\n",
    "            WITH DISTINCT t.period_of_day as period, count(t) as num, COUNT(CASE WHEN t.tx_fraud > 0 THEN 1 END) as numFraud\n",
    "            RETURN period, num, round(toFloat(numFraud)/toFloat(num)*100, 2) as fraudPERCENT\n",
    "            \"\"\",\n",
    "            database_=database\n",
    "        )\n",
    "\n",
    "        # Loop on result\n",
    "        for record in records:\n",
    "            print(record)\n",
    "\n",
    "        print(\"The query returned {records_count} records in {time} ms.\".format(\n",
    "            records_count=len(records),\n",
    "            time=summary.result_consumed_after    #result_available_after\n",
    "        ))\n",
    "\n",
    "    except Exception as e:\n",
    "        print(e)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-23T17:56:14.868864Z",
     "start_time": "2024-02-23T17:56:14.166979Z"
    }
   },
   "execution_count": 10
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "inforet",
   "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": "3.11.4"
  },
  "colab": {
   "provenance": []
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}