test_model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing and Saving the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EGyW6k_0nIdZ",
    "outputId": "c931690d-81c4-4072-fa9a-58e97e0884a7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "4j5BbsSnA_2-"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import csv\n",
    "import json\n",
    "import re\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "MWdJufFcYW4Y"
   },
   "outputs": [],
   "source": [
    "nlp = spacy.load(\"/content/drive/MyDrive/qubitrics_internship_assignment/model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Extracting Reciept text from test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "FBEtdUOYYeLg"
   },
   "outputs": [],
   "source": [
    "test_text_files = os.listdir(\"/qubitrics/test_text\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "L-IiBexJkwVU",
    "outputId": "28b088c4-6b03-4e75-ae3e-2a396a767589"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "347"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test_text_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "RsXZhJPzZQrJ"
   },
   "outputs": [],
   "source": [
    "test_data = pd.DataFrame(columns=[\"filename\", \"text\"])\n",
    "\n",
    "test_data[\"filename\"] = test_text_files\n",
    "\n",
    "data_text = []\n",
    "for file in test_data[\"filename\"]:\n",
    "    rec_text = []\n",
    "    pattern = r\"\\d+,\\d+,\\d+,\\d+,\\d+,\\d+,\\d+,\\d+,(.+)\"\n",
    "    try:\n",
    "        with open(f\"/qubitrics/test_text/{file}\") as f:\n",
    "            lines = f.readlines()\n",
    "            for line in lines:\n",
    "                rec_text += re.findall(pattern, line)\n",
    "    except:\n",
    "        pass\n",
    "    data_text.append(\" \".join([x.strip() for x in rec_text]))\n",
    "test_data[\"text\"] = data_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 405
    },
    "id": "KgmV8z5YlLrX",
    "outputId": "8e73bb95-4ccd-4a71-d0de-456447ce6a8c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>filename</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X51006350737.txt</td>\n",
       "      <td>(481500-M) C W KHOO HARDWARE SDN BHD NO.50 , J...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>X51006647933.txt</td>\n",
       "      <td>RESTORAN HOETIM (002612214-H) 1-G,JALAN OS 1/3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>X51005806695.txt</td>\n",
       "      <td>JUWITA WEDDINGS (366310-U) SAYANG YOU STATION ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>X51005806696.txt</td>\n",
       "      <td>IMAGE PRINTEC (M) SDN BHD REG NO: 416123-U GST...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>X51006619869.txt</td>\n",
       "      <td>HOME'S HARMONY @ 1 UTAMA SHOPPING CENTRE MONSI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>X51006329388.txt</td>\n",
       "      <td>BEMED (SP) SDN. BHD. NO.49, JALAN DINAR G U3/G...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>X51007846371.txt</td>\n",
       "      <td>UNIHAKKA INTERNATIONAL SDN BHD 13 JUN 2018 18:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>X51005230659.txt</td>\n",
       "      <td>SWC ENTERPRISE SDN BHD (1125830-V) NO. 5-7, JA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>X51006349085.txt</td>\n",
       "      <td>TAX INVOICE PLATINUM RACKING SDN BHD (PLAT MAR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>X51005749904.txt</td>\n",
       "      <td>SWC ENTERPRISE SDN BHD (1125830-V) 28-G, GROUN...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>347 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             filename                                               text\n",
       "0    X51006350737.txt  (481500-M) C W KHOO HARDWARE SDN BHD NO.50 , J...\n",
       "1    X51006647933.txt  RESTORAN HOETIM (002612214-H) 1-G,JALAN OS 1/3...\n",
       "2    X51005806695.txt  JUWITA WEDDINGS (366310-U) SAYANG YOU STATION ...\n",
       "3    X51005806696.txt  IMAGE PRINTEC (M) SDN BHD REG NO: 416123-U GST...\n",
       "4    X51006619869.txt  HOME'S HARMONY @ 1 UTAMA SHOPPING CENTRE MONSI...\n",
       "..                ...                                                ...\n",
       "342  X51006329388.txt  BEMED (SP) SDN. BHD. NO.49, JALAN DINAR G U3/G...\n",
       "343  X51007846371.txt  UNIHAKKA INTERNATIONAL SDN BHD 13 JUN 2018 18:...\n",
       "344  X51005230659.txt  SWC ENTERPRISE SDN BHD (1125830-V) NO. 5-7, JA...\n",
       "345  X51006349085.txt  TAX INVOICE PLATINUM RACKING SDN BHD (PLAT MAR...\n",
       "346  X51005749904.txt  SWC ENTERPRISE SDN BHD (1125830-V) 28-G, GROUN...\n",
       "\n",
       "[347 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a list of known company names and addresses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is done in order to identify name or address of the company if the model fails to recognize it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "nN4pvG63QiVw"
   },
   "outputs": [],
   "source": [
    "train = os.listdir(\"/qubitrics/train\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "rYPMk_BMQrG7"
   },
   "outputs": [],
   "source": [
    "ent_list = []\n",
    "for file in train:\n",
    "    with open(f\"/qubitrics/train/{file}\") as f:\n",
    "        entity_dict = json.load(f)\n",
    "        ent_list.append(entity_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "EFAivRMSQrEB"
   },
   "outputs": [],
   "source": [
    "memory_dictionary = {\"company\":[], \"address\":[], \"date\":[], \"total\":[]} #known entities based on training data\n",
    "for dictionary in ent_list:\n",
    "    for key, value in dictionary.items():\n",
    "        memory_dictionary[key].append(value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8ASVyXhcA_yO",
    "outputId": "897c7ec9-0106-4b53-83ab-fafdb19edfec"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entities {'company': 'C W KHOO HARDWARE SDN BHD', 'date': '31/03/2018', 'address': 'NO.50 , JALAN PBS 14/11 , KAWASAN PERINDUSTRIAN BUKIT SERDANG,', 'total': '14.65'}\n",
      "Entities {'company': 'RESTORAN HOETIM', 'date': '28/05/2018', 'address': '1-G,JALAN OS 1/3,ONE SELAYANG OFF JALAN RAWANG 68100', 'total': 'RM83.00'}\n",
      "Entities {'company': '', 'date': '28-FEB-2018', 'address': 'LOT G18 & G19, JLN 8/27A WANGSA MAJU (', 'total': '4.10'}\n",
      "Entities {'company': 'IMAGE PRINTEC (M) SDN BHD', 'date': '23/02/2018', 'address': '', 'total': ''}\n",
      "Entities {'company': '', 'date': '12/06/2016', 'address': 'LOT S319A, 2ND FLOOR, 1 UTAMA SHOPPING CENTRE', 'total': '23.20'}\n",
      "Entities {'company': 'WESTERN EASTERN STATIONERY SDN. BHD', 'date': '26-02-2018', 'address': '42-46, JLN SULTAN AZLAN SHAH 51200 KUALA LUMPUR', 'total': 'RM7.42'}\n",
      "Entities {'company': 'PRINT EXPERT SDN BHD', 'date': '25/03/2018', 'address': 'NO 18, 20, 22, JALAN BUNGA TANJONG 2/16, 40000 SHAH ALAM, SELANGOR', 'total': '204.20'}\n",
      "Entities {'company': 'KEK SPAN OREE FOODELICO SDN. BHD.', 'date': '29-APR-2018', 'address': 'LOT LG10, AEON TAMAN UNIVERSITI SHOPPING CENTER, NO. 4, JALAN PENDIDIKAN, TAMAN UNIVERSITI 81300 SKUDAI, JOHOR <', 'total': ''}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '10-01-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 59.20'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '14/04/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '50.90'}\n",
      "Entities {'company': 'MOONLIGHT CAKE HOUSE SDN BHD', 'date': '07/06/2018', 'address': 'NO.1, JALAN PERMAS 10/5, BANDAR BARU PERMAS JAYA 81750 JOHOR BAHRU, JOHOR.', 'total': 'RM15.00'}\n",
      "Entities {'company': '', 'date': '', 'address': '', 'total': ''}\n",
      "Entities {'company': 'HU TRADING SDN BHD', 'date': '13/01/2018', 'address': 'LOT 8&9, KOMPLEKS PASAR BORONG SELANGOR, 43300 SERI KEMBANGAN, SEL', 'total': '40.80'}\n",
      "Entities {'company': 'WESTERN EASTERN STATIONERY SDN. BHD', 'date': '26-04-2018', 'address': '42-46, JLN SULTAN AZLAN SHAH 51200 KUALA LUMPUR', 'total': 'RM42.90'}\n",
      "Entities {'company': 'MR. D.I.Y. (KUCHAI) SDN BHD', 'date': '10-01-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'GOLDEN KEY MAKER', 'date': '11-APR-2018', 'address': 'NO 5, JALAN KENARI 2, BANDAR PUCHONG JAYA, 47100 PUCHONG, SELANGOR', 'total': '10.00'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '03/01/2018', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR.', 'total': '23.32'}\n",
      "Entities {'company': 'THE COFFEE BEAN & TEA LEAF (M) SDN. BHD.', 'date': '15/12/2017', 'address': 'UNIT G047, GROUND FLOOR MID VALLEY MEGAMALL MID VALLEY CITY, LINGKARAN SYED PUT 59200 KUALA LUMPUR', 'total': ''}\n",
      "Entities {'company': 'AMANO MALAYSIA SDN BHD', 'date': '30/04/2017', 'address': '12 JALAN PENGACARA U1/48 TEMASYA INDUSTRIAL PARK 40150 SHAH ALAM SELANGOR', 'total': 'RM3.00'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '07 MAR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.20'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '06/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '17-03-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '9.60'}\n",
      "Entities {'company': 'RESTORAN WAN SHE', 'date': '29-09-2017', 'address': 'NO. 2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '164.40'}\n",
      "Entities {'company': 'YONG CEN ENTERPRISE', 'date': '06/01/2018', 'address': '9, JALAN SUBANG JASA 3, 40150 SHAH ALAM, SELANGOR.', 'total': '65.70'}\n",
      "Entities {'company': 'OLD TOWN KOPITIAM SDN BHD', 'date': '22 MAR 18', 'address': '', 'total': ''}\n",
      "Entities {'company': 'PRINT EXPERT SDN BHD', 'date': '19/03/2018', 'address': 'NO 18, 20, 22, JALAN BUNGA TANJONG 2/16, 40000 SHAH ALAM, SELANGOR', 'total': '226.60'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '12/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '28.09'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '21-04-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': '48.90'}\n",
      "Entities {'company': 'VIVOPAC MARKETING SDN BHD', 'date': '13/09/2017', 'address': '14 JALAN MANIS 4 TAMAN SEGAR 56100 KL', 'total': ''}\n",
      "Entities {'company': 'URBAN IDEA SDN BHD', 'date': '14/02/2018', 'address': 'A-G-06, DATARAN GLOMAC, JALAN SS6/5A, PUSAT BANDAR KELANA JAYA, 47301 PETALING JAYA, SELANGOR, MALAYSIA', 'total': ''}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '01-06-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '4.80'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '21 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU, JOHOR', 'total': 'RM7.70'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '20 MAR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRLAN TAMPOL,81200 JOHOR BAHRU,JOHOR', 'total': '$6.60'}\n",
      "Entities {'company': 'TEO HENG STATIONERY & BOOKS', 'date': '15/03/2018', 'address': 'NO. 53, JALAN BESAR, 45600 BATANG BERJUNTAI SELANGOR DARUL EHSAN', 'total': '127.20'}\n",
      "Entities {'company': 'BURGER KING', 'date': '2018/03/27', 'address': 'LOT SATMZ 23, MEZZANINE LEVEL SATELLITE BUILDING KUALA LUMPUR INTERNATIONAL AIRPORT DEWINA HOST SDN BHD', 'total': 'RM63.90'}\n",
      "Entities {'company': 'AMANO MALAYSIA SDN BHD', 'date': '30/04/2017', 'address': '12 JALAN PENGACARA U1/48 TEMASYA INDUSTRIAL PARK 40150 SHAH ALAM SELANGOR', 'total': 'RM1.00'}\n",
      "Entities {'company': 'BECON STATIONER BECON ENTERPRISE SDN BHD', 'date': '13-11-2017', 'address': '', 'total': '300.10'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '14/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'KEDAI BUKU', 'date': '15/09/2017', 'address': 'NO. 12 & 14, JALAN JINJANG 27/54 TAMAN ALAM MEGAH, SEKSYEN 27 40400 SHAH ALAM, SELANGOR', 'total': '48.00'}\n",
      "Entities {'company': 'CHOP YEW LIAN', 'date': '23/03/2017', 'address': 'LOT PT 5121, PER, KLANG, SEK, 27 40000 SHAH ALAM, SELANGOR', 'total': '30.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '24/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '38.55'}\n",
      "Entities {'company': 'TSH POWER HARDWARE TRADING', 'date': '12/09/2017', 'address': '13-1, JALAN PJU 5/10, DATARAN SUNWAY, KOTA DAMANSARA, 47810, PETALING JAYA, SELANGOR', 'total': '24.50'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '11/05/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '26 MAR 2018', 'address': '', 'total': '$8.20'}\n",
      "Entities {'company': 'BENS INDEPENDENT GROCER SDN. BHD', 'date': '09/03/18', 'address': 'LOT 6, JALAN BATAI, PLAZA BATAI, DAMANSARA HEIGHTS 50490, KUALA LUMPUR', 'total': '133.70'}\n",
      "Entities {'company': 'DE JELITA STESEN MINYAK', 'date': '02/05/18', 'address': '', 'total': '60.00'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '04 APR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$7.60'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '27-06-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '2.30'}\n",
      "Entities {'company': '', 'date': '18/02/2018', 'address': '60 & 62. JALAN CIKU, 86000,KLUANG', 'total': '367.30'}\n",
      "Entities {'company': '', 'date': '29/03/2018', 'address': '', 'total': '15.00'}\n",
      "Entities {'company': 'SEGI CASH & CARRY SDN.', 'date': '06 JAN 2018', 'address': 'PT17920 SEK U9, SHAH ALAM', 'total': '674.00'}\n",
      "Entities {'company': 'KEDAI UBAT & RUNCIT', 'date': '02/02/16', 'address': '', 'total': '676.00'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '11/03/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO. 3, JALAN SS21/39, 47400 PETALING JAYA SELANGOR', 'total': ''}\n",
      "Entities {'company': 'KEDAI UBAT & RUNCIT', 'date': '24/12/16', 'address': '', 'total': ''}\n",
      "Entities {'company': 'NASI KANDAR PELITA', 'date': '03/06/2018', 'address': 'NO.2-1,JALAN KAMARUDDIN ISA 31400 IPOH,PERAK DARUL RIDZUAN', 'total': '61.70'}\n",
      "Entities {'company': 'PASARAYA BORONG PINTAR SDN BHD', 'date': '14/02/2018', 'address': 'NO 19-G& 19-1& 19-2 JALAN TASIK UTAMA 4, MEDAN NIAGA TASIK DAMAI', 'total': ''}\n",
      "Entities {'company': 'MY MYDIN SDN BHD', 'date': '15/01/2018', 'address': 'NO 13, 15, 17 & 19 JALAN NOVA Q U5/Q, SEKSYEN U5, SUBANG BESTARI 40150 SHAH ALA SELANGOR DARUL EHSAN', 'total': '100.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '15/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '32.13'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '06 APR 2018', 'address': '12, JALAN TAMPOI 7/4 KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$7.60'}\n",
      "Entities {'company': 'SEGI CASH & CARRY SDN. BHD.', 'date': '12 MAR 2018', 'address': 'PT17920 SEK U9, SHAH ALAM', 'total': '123.90'}\n",
      "Entities {'company': '', 'date': '02/03/2018', 'address': 'NO.20. GROUND FLOOR, JALAN BS 10/6 TAMAN BUKIT SERDANG, SEKSYEN 10, 43300 SERI KEMBANGAN, SELANGOR DARUL EHSAN', 'total': '10.30'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '24/06/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': ''}\n",
      "Entities {'company': 'POTTERS GARDEN SDN BHD', 'date': '04/01/2018', 'address': '', 'total': '39.80'}\n",
      "Entities {'company': 'SAINT HEART PASTRY', 'date': '25/03/2018', 'address': '29,JLN SJ 17 , TMN SELAYANG JAYA, 68100 BATU CAVES, SELANGOR', 'total': '8.20'}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '16/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '135.68'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '28/10/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '21.90'}\n",
      "Entities {'company': 'TRIPLE SIX POINT ENTERPRISE 666', 'date': '22-03-2018', 'address': '', 'total': '22.60'}\n",
      "Entities {'company': 'BIZ LINK SECURITY & OA TRADING', 'date': '7/6/2016', 'address': 'LOT TC007 & 008, 3ND FLOOR, SG. WANG PLAZA', 'total': ''}\n",
      "Entities {'company': 'HON HWA HARDWARE TRADING', 'date': '05/01/2017', 'address': 'NO 37, JALAN MANIS 7, TAMAN SEGAR, 56100 CHERAS, KUALA LUMPUR.', 'total': '5.00'}\n",
      "Entities {'company': '', 'date': '23.03.18', 'address': '', 'total': ''}\n",
      "Entities {'company': 'NSK TRADE CITY', 'date': '27-10-2017', 'address': 'LOT 4674 & 4675 SELAYANG BATU 8 JALAN IPOH 68100 BATU', 'total': ''}\n",
      "Entities {'company': 'DE ART (940075-X)', 'date': '14/01/2018', 'address': 'LOT 2.70.00, LEVEL 2, PAVILION KUALA LUMPUR, 168, JALAN BUKIT BINTANG, 55100 KUALA LUMPUR, MALAYSIA.', 'total': '750.00'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '01/02/2018', 'address': '', 'total': '34.00'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '21-06-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '4.60'}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '31/08/20', 'address': 'NO 8, JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': '4.75'}\n",
      "Entities {'company': 'SATU KAMPUNG ENTERPRISE SDN BHD', 'date': '13/01/2018', 'address': 'NO.42, PASAR BORONG SELANGOR, JALAN PUTRA PERMAI, 43300 SERI KEMBANGAN, SELANGOR,', 'total': '20.00'}\n",
      "Entities {'company': 'PASARAYA BORONG PINTAR SDN BHD', 'date': '14/03/2018', 'address': 'NO 19-G& 19-1& 19-2 JALAN TASIK UTAMA 4, MEDAN NIAGA TASIK DAMAI', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '12 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$6.60'}\n",
      "Entities {'company': 'TANJONGMAS BOOKCENTRE (PJ) SDN BHD', 'date': '17/03/2017', 'address': 'LOT F15, GIANT BANDAR PUTERI JALAN PUTERI 1/1, BDR PUTERI 47100 PUCHONG, SELANGOR', 'total': '62.00'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '13-01-16', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1605-TMN SRI BINTANG', 'total': '71.60'}\n",
      "Entities {'company': \"KING'S CONFECTIONERY S/B\", 'date': '', 'address': 'NO. 20-A1, JALAN SS6/3, KELANA JAYA, 47301 PETALING JAYA SELANGOR D.E.', 'total': '27.50'}\n",
      "Entities {'company': 'SUPER SEVEN CASH & CARRY SDN BHD', 'date': '01-03-2018', 'address': 'NO. 1 JALAN EURO 1 OFF JALAN BATU TIGA SUNGAI BULOH SEKSYEN U3 SHAH ALAM, 40150', 'total': 'RM408.45'}\n",
      "Entities {'company': 'MOONLIGHT CAKE HOUSE SDN BHD', 'date': '11/06/2018', 'address': 'NO.1, JALAN PERMAS 10/5, BANDAR BARU PERMAS JAYA 81750 JOHOR BAHRU, JOHOR.', 'total': ''}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '07-03-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '4.80'}\n",
      "Entities {'company': 'OLIVE9 PHARMACY SDN BHD', 'date': '31/03/2017', 'address': '69 JALAN NOVA U5/N, SEKSYEN U5 SUBANG BE', 'total': '12.15'}\n",
      "Entities {'company': 'GUARDIAN HEALTH AND BEAUTY SDN BHD SOLARIS', 'date': '01/01/18', 'address': 'NO.8 & 10, GF SOLARIS MOUNT KUARA JLN SOLARIS 5', 'total': ''}\n",
      "Entities {'company': '', 'date': '09/05/2018', 'address': 'NO. 23, JALAN SUTERA TANJUNG 8/3, TAMAN SUTERA UTAMA 81300 SKUDAI JOHOR,MALAYSIA.', 'total': ''}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '02/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': '', 'date': '19/06/2018', 'address': 'NO 4, JALAN PERMAS 10/5, BANDAR BARU PERMAS JAYA. 81750 JOHOR BAHRU, JOHOR.', 'total': '152.90'}\n",
      "Entities {'company': 'SUPER SEVEN CASH & CARRY SDN BHD', 'date': '21-03-2018', 'address': 'NO. 1 JALAN EURO 1 OFF JALAN BATU TIGA SUNGAI BULOH SEKSYEN U3 SHAH ALAM, 40150', 'total': 'RM18.30'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '30/12/2017', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR', 'total': ''}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '03/01/2018', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR', 'total': '89.00'}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '12/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '16.05'}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '21/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '136.00'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '05 APR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$6.90'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '25/01/2018', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR', 'total': '190.80'}\n",
      "Entities {'company': 'SUPER SEVEN CASH & CARRY SDN BHD', 'date': '27-01-2018', 'address': 'NO. 1 JALAN EURO 1 OFF JALAN BATU TIGA SUNGAI BULOH SEKSYEN U3 SHAH ALAM, 40150 HTTP', 'total': 'RM59.00'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '21/03/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '70.10'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '31/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'YIN MA (M) SDN.BHD.(974306-T)', 'date': '', 'address': 'NO.2, JALAN UDANG SIAR 2, TAMAN SRI SEGAMBUT, 52000 KUALA LUMPUR.', 'total': '17.30'}\n",
      "Entities {'company': 'PU TIEN (M) SDN BHD', 'date': '12/10/2017', 'address': 'LOT 2-25, SUNWAY VELOCITY MALL LINGKARAN SV, SUNWAY VELOCITY 55100 KUALA LUMPUR', 'total': ''}\n",
      "Entities {'company': 'SEN LEE HEONG RESTAURANT', 'date': '12-01-2018', 'address': 'NO.1, JLN 1/38A , SEGAMBUT BAHAGIA, 51200, K .', 'total': '77.40'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '10 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$12.20'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '02-04-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '6.00'}\n",
      "Entities {'company': '', 'date': '02/06/2018', 'address': 'NO.33 , JALAN SELADANG TAMAN ABAD, 80250 JOHOR BAHRU, JOHOR,MALAYSIA.', 'total': '13.10'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '09-04-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '17.60'}\n",
      "Entities {'company': 'LIGHTROOM GALLERY SDN BHD', 'date': '20/11/2017', 'address': '', 'total': '278.80'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '05/04/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': ''}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '20-11-17', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1413-SETIA ALAM 2', 'total': '169.80'}\n",
      "Entities {'company': 'WESTERN EASTERN STATIONERY SDN. BHD', 'date': '26-02-2018', 'address': '42-46, JLN SULTAN AZLAN SHAH 51200 KUALA LUMPUR', 'total': 'RM7.42'}\n",
      "Entities {'company': '', 'date': '31/12/2017', 'address': '47, JALAN MERANTI 1, SEK. 3, BANDAR UTAMA BATANG KALI, 44300 BATANG KALI, SELANGOR.', 'total': '7.95'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '31-03-18', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1317-TRILLIUM SG BESI', 'total': '4.00'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '21-03-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6 , KAWASAN PERINDUSTRIAN BALAKONG , 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 21.50'}\n",
      "Entities {'company': 'KEDAI UBAT & RUNCIT', 'date': '02/01/16', 'address': '', 'total': '29.10'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '30/05/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': '19.00'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '23/11/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '10.90'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '23-03-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG , 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '18-04-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '01 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM8.75'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '14/03/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '12.25'}\n",
      "Entities {'company': 'LIM SENG THO HARDWARE TRADING', 'date': '08/02/2018', 'address': '', 'total': ''}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '10/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '84.80'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '27/03/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '20/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '55.14'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '20/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'BEYOND BROTHERS HARDWARE', 'date': '10/11/2017', 'address': '', 'total': '67.85'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '23 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$9.20'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '21/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'ANEKA INTERTRADE MARKETING SDN BHD', 'date': '19/06/17', 'address': '', 'total': '50.80'}\n",
      "Entities {'company': 'SYARIKAT KAM LAI SEONG SDN BHD', 'date': '08-03-2018', 'address': 'NO. 1442, JALAN SK 11/5, SERI KEMBANGAN 43300 SELANGOR', 'total': '190.00'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '12/09/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'YONG CEN ENTERPRISE', 'date': '21/05/2017', 'address': '9, JALAN SUBANG JASA 3, 40150 SHAH ALAM, SELANGOR.', 'total': '108.00'}\n",
      "Entities {'company': '', 'date': '19-02-2018', 'address': 'LOT 26-27, LEVEL G2, JLN DUTAMAS 1, SOLARIS DUTAMAS,50480 KL.', 'total': ''}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '23/12/17', 'address': 'NO 8, JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': ''}\n",
      "Entities {'company': '', 'date': '19/04/2018', 'address': '', 'total': ''}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '26/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '33.60'}\n",
      "Entities {'company': 'SEGI CASH & CARRY SDN. BHD.', 'date': '11/05/17', 'address': 'PT17920 SEK U9, SHAH ALAM', 'total': ''}\n",
      "Entities {'company': 'BHPETROL PERMAS JAYA 2', 'date': '03-04-2018', 'address': 'LOT PTD 101051 JALAN PERMAS 10/10 8175 MASAI, JOHOR PREPAY CHIT NUMBER 26971 THIS IS', 'total': ''}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '21/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '68.90'}\n",
      "Entities {'company': 'LIM SENG THO HARDWARE TRADING', 'date': '09/02/2018', 'address': 'NO 7, SIMPANG OFF BATU VILLAGE, JALAN IPOH BATU 5, 51200 KUALA LUMPUR MALAYSIA', 'total': ''}\n",
      "Entities {'company': 'BOON SENG PAPER SDN BHD', 'date': '19/03/2018', 'address': '12, JALAN BUNGA TANJUNG, 2/16 SEKSYEN 2, 40000 SHAH ALAM, SELANGOR', 'total': '31.80'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '25 MAR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.50'}\n",
      "Entities {'company': 'GUARDIAN HEALTH AND BEAUTY SDN BHD', 'date': '09/03/18', 'address': '', 'total': '9.95'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '21-03-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '4.80'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '05-05-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '7.60'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '02/02/2018', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR.', 'total': '94.13'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '04/01/2018', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR', 'total': '100.17'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '07 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM8.20'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '07/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '32.12'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '20-09-16', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1558-TMN PUSAT KEPONG', 'total': '14.20'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '19-10-16', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1558-TMN PUSAT KEPONG', 'total': ''}\n",
      "Entities {'company': 'YONG CEN ENTERPRISE', 'date': '06/01/2018', 'address': '9, JALAN SUBANG JASA 3, 40150 SHAH ALAM, SELANGOR.', 'total': '65.70'}\n",
      "Entities {'company': 'GUDANG HASIL RESTAURANT SDN BHD', 'date': '02-12-2016', 'address': 'NO.33, LRG HANG JEBAT, MELAKA', 'total': 'RM20.00'}\n",
      "Entities {'company': 'YIN MA (M) SDN.BHD.(974306-T)', 'date': '19 JUL 2016', 'address': 'NO.2, JALAN UDANG SIAR 2, TAMAN SRI SEGAMBUT, 52000 KUALA LUMPUR.', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '11 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$7.80'}\n",
      "Entities {'company': 'HIGH FIVE ENTERPRISE', 'date': '05/04/18', 'address': 'JALAN BIDARA, TAMAN BIDARA, SELAYANG 68100, BATU CAVES, SELANGOR', 'total': '4.50'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '21-02-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': '50.90'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '18/01/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': ''}\n",
      "Entities {'company': 'FIVE STAR CASH & CARRY', 'date': '05/01/17', 'address': 'G.23 & G.22, PLAZA SERI SETIA, NO.1 JALAN SS 9/1, 47300 PJ, SELANGOR.', 'total': '100.00'}\n",
      "Entities {'company': 'MR. D.I.Y. (KUCHAI) SDN BHD', 'date': '11-01-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 7.00'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '26/05/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': '32.25'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '02 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.20'}\n",
      "Entities {'company': '', 'date': '11-06-2018', 'address': 'NO.7G, JALAN PERMAS 11, BANDAR BARU PERMAS JAYA, 81750 MASAI, JOHOR.', 'total': '102.40'}\n",
      "Entities {'company': 'KEDA PAPAN YEW CHUAN', 'date': '08/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DEN SELANGOR.', 'total': '37.30'}\n",
      "Entities {'company': 'BHPETROL PERMAS JAYA 2', 'date': '08-05-2018', 'address': 'LOT PTD 101051 JALAN PERMAS 10/10 81750 MASAI, JOHOR PREPAY CHIT NUMBER 44961 THIS IS', 'total': '50.00'}\n",
      "Entities {'company': 'YONG TAT HARDWARE TRADING', 'date': '13/03/2018', 'address': 'NO 4,JALAN PERJIRANAN 10, TAMAN AIR BIRU, 81700 PASIR GUDANG, JOHOR,', 'total': '102.00'}\n",
      "Entities {'company': 'AIK HUAT HARDWARE ENTERPRISE (SETIA ALAM) SDN BHD', 'date': '22/09/2017', 'address': 'NO. 17-G, JALAN SETIA INDAH (X) U13/X, SETIA ALAM, SEKSYEN U13, 40170 SHAH ALAM,', 'total': '28.00'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '23-03-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': '6.70'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '29/12/2017', 'address': 'NO 290, JALAN AIR PANAS, SETAPAK, 53200, KUALA LUMPUR', 'total': '10.60'}\n",
      "Entities {'company': 'SWC ENTERPRISE SDN BHD', 'date': '02/01/2018', 'address': '8 & 10, JALAN IJOK PERMAI 1, PUSAT NIAGA IJOK PERMAI, 48000 IJOK, SELANGOR.', 'total': '4.20'}\n",
      "Entities {'company': 'FAMILYMART MAXINCOME RESOURCES SDN BHD', 'date': '10/04/2018', 'address': 'NO 16A, JALAN ASTAKA U8/83, BUKIT JELUTONG, 40150 SHAH ALAM, SELANGOR, D.E.', 'total': '5.80'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '04/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'MR. D.I.Y. (KUCHAI) SDN BHD', 'date': '05-01-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 34.40'}\n",
      "Entities {'company': 'PASARAYA BORONG PINTAR SDN BHD', 'date': '30/01/2018', 'address': 'NO 19-G& 19-1& 19-2 JALAN TASIK UTAMA 4, MEDAN NIAGA TASIK DAMAI', 'total': ''}\n",
      "Entities {'company': \"KING'S CONFECTIONERY S/B\", 'date': '', 'address': '', 'total': '30.00'}\n",
      "Entities {'company': 'PINGHWAI TRADING SDN BHD', 'date': '22/08/2017', 'address': 'NO.2, JALAN METRO PERDANA TIMUR 11. KEPONG ENTERPRENUERS PARK, OFF JALAN KEPONG. 52100 KUALA LUMPUR.', 'total': '393.00'}\n",
      "Entities {'company': 'UNIPHARM PHARMACY B12, JALAN SS 15/4D 47500 SUBANG JAYA,', 'date': '05/APR/2018', 'address': '', 'total': ''}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '01/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '23.35'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '27/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'S&Y STATIONERY', 'date': '09-JAN-2017', 'address': 'NO. 36G JALAN BULAN BM U5/BM, BANDAR PINGGIRAN SUBANG, SEKSYEN U5, 40150 SHAH ALAM, SELANGOR.', 'total': '1.40'}\n",
      "Entities {'company': 'BEMED (SP) SDN. BHD.', 'date': '01/APR/2017', 'address': 'NO.49, JALAN DINAR G U3/G, SUBANG PERDANA, 40150 SHAH ALAM, SELANGOR D.E.', 'total': '165.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '16/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '10-03-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '15/01/2018', 'address': '', 'total': ''}\n",
      "Entities {'company': 'BEMED (SP) SDN. BHD.', 'date': '27/MAR/2018', 'address': 'NO.49, JALAN DLNARG U3/G, SUBANG PERDANA, 40150 SHAH ALAM, SELANGOR', 'total': '308.70'}\n",
      "Entities {'company': 'MODERN DEPOT SDN BHD', 'date': '04/12/2016', 'address': 'NO.19, PT18685, JALAN JAMBU MELAKA 2, JINJANG SELATAN, KEPONG.', 'total': '150.00'}\n",
      "Entities {'company': 'PETRON BKT LANJAN SB ALSERKAM ENTERPRISE', 'date': '01/02/2018', 'address': 'KM 458.4 BKT LANJAN UTARA, L/RAYA UTARA SELATAN, SG BULOH 47000 SUNGAI BUL', 'total': ''}\n",
      "Entities {'company': 'SUPER SEVEN CASH & CARRY SDN BHD', 'date': '01-02-2018', 'address': 'NO. 1 JALAN EURO 1 OFF JALAN BATU TIGA SUNGAI BULOH SEKSYEN U3 SHAH ALAM, 40150 HTTP : //', 'total': ''}\n",
      "Entities {'company': 'BUY SELL TRADE SDN. BHD.', 'date': '04/02/2017', 'address': '', 'total': '27.00'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '31/01/2018', 'address': 'NO 290, JALAN AIR PANAS. SETAPAK, 53200, KUALA LUMPUR.', 'total': '101.76'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '23/07/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '10-03-18', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1572-TMN BKT PANDAN', 'total': '5.35'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '28/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '32.26'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '16/12/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'KOH SENG HARDWARE', 'date': '01/02/2018', 'address': '', 'total': '20.50'}\n",
      "Entities {'company': 'C W KHOO HARDWARE SDN BHD', 'date': '26/04/2018', 'address': '', 'total': '84.80'}\n",
      "Entities {'company': 'PANA JAYA ENTERPRISE', 'date': '25-01-2018', 'address': 'NO. 10-G, GROUND FLOOR, JALAN DINAR D, U3/D TAMAN SUBANG PERDANA, SEK U3, 40150 SHAH ALAM.SELANGOR', 'total': ''}\n",
      "Entities {'company': 'GOLDEN ARCHES RESTAURANTS SDN BHD', 'date': '03/12/2016', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': '14.70'}\n",
      "Entities {'company': 'TS TOOLS HARDWARE & MACHINERY SDN BHD', 'date': '21/03/2018', 'address': '59, JALAN BANDAR SATU, PUSAT BANDAR PUCHONG 47160, PUCHONG, SELANGOR', 'total': '7.40'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '24/09/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '06 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$7.30'}\n",
      "Entities {'company': \"KING'S CONFECTIONERY S/B\", 'date': '', 'address': 'LOT NO. G23, GIANT KELANA JAYA LOT PT244, JLN PERBANDARAN SS6/4 PUSAT BANDAR KELANA JAYA, PETALING', 'total': '40.10'}\n",
      "Entities {'company': 'MR. D.I.Y. (KUCHAI) SDN BHD', 'date': '19-03-18', 'address': 'LOT 1851-A & 1851-B , JALAN KPB 6 , KAWASAN PERINDUSTRIAN BALAKONG , 43300 SERI KEMBANGAN , SELANGOR', 'total': ''}\n",
      "Entities {'company': 'CALTEX BIRU PETROLEUM', 'date': '11/11/16', 'address': '', 'total': '43.60'}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '30/04/2017', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': '13.10'}\n",
      "Entities {'company': 'CHEF HENRY RIBS HOUSE', 'date': '05/06/2018', 'address': '4, JALAN KEBUDAYAAN 1 TAMAN UNIVERSITI 81300, SKUDAI', 'total': '120.60'}\n",
      "Entities {'company': 'TEO HENG STATIONERY & BOOKS', 'date': '27/01/2018', 'address': 'NO. 53, JALAN BESAR, 45600 BATANG BERJUNTAI SELANGOR DARUL EHSAN', 'total': '27.35'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '23/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '14.47'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '11-01-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'PANA JAYA ENTERPRISE', 'date': '21-03-2018', 'address': '', 'total': '105.00'}\n",
      "Entities {'company': 'THE CUT STEAKHOUSE &BURGERS', 'date': '01-01-2017', 'address': '', 'total': ''}\n",
      "Entities {'company': 'YAM FRESH', 'date': '2016-07-31', 'address': 'NO.145G, JALAN RIMBUNAN RAYA 1, LAMAN RIMBUNAN KEPONG, 52100 KUALA LUMPUR', 'total': 'RM7.50'}\n",
      "Entities {'company': '99 SPEED MAPT S/B', 'date': '26-03-18', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1330 JLN KENANGA', 'total': '10.60'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '08-06-16', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1181-TMN SRI SINAR', 'total': ''}\n",
      "Entities {'company': 'UROKO JAPANESE CUISINE SDN BHD', 'date': '20/03/2018', 'address': '22A-1, JALAN 17/54, SECTION 17, 46400 PETALING JAYA, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'GERBANG ALAF RESTAURANTS SDN BHD', 'date': '27/04/2018', 'address': 'LEVEL 6, BANGUNAN TH, DAMANSARA UPTOWN3 NO.3, JALAN SS21/39,47400 PETALING JAYA SELANGOR', 'total': '109.05'}\n",
      "Entities {'company': 'HON HWA HARDWARE TRADING', 'date': '21/09/2017', 'address': 'NO 37, JALAN MANIS 7, TAMAN SEGAR, 56100 CHERAS, KUALA LUMPUR.', 'total': '10.40'}\n",
      "Entities {'company': 'SEGI CASH & CARRY SDN.BHD', 'date': '06 FEB 2017', 'address': 'PT17920, SEKSYEN U9, 40150 SHAH ALAM, SELANGOR DARUL EHSAN.', 'total': '27.00'}\n",
      "Entities {'company': 'TRIPLE SIX POINT ENTERPRISE 666', 'date': '23-04-2018', 'address': '', 'total': '157.90'}\n",
      "Entities {'company': 'BOOK TALK', 'date': '21/6/2018', 'address': 'NO.53 & 55, JALAN UTAMA 34, MUTIARA RINI, SKUDAI, JOHOR.', 'total': '9.30'}\n",
      "Entities {'company': 'SIN LIANHAP SDN BHD', 'date': '05/02/2018', 'address': 'LOT 13, JALAN SIN LIANHAP SDN BHD', 'total': '7.30'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '24/10/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '5.00'}\n",
      "Entities {'company': \"KING'S CONFECTIONERY S/B\", 'date': '', 'address': 'NO. 20-A1, JALAN SS6/3, KELANA JAYA, 473 PETALING JAYA SELANGOR D.E.', 'total': ''}\n",
      "Entities {'company': 'IKANO HANDEL SDN BHD', 'date': '09/06/18', 'address': 'NO.33, JALAN HARMONIUM TAMAN DESA TEBRAU 81100 JOHOR BAHRU', 'total': '46.20'}\n",
      "Entities {'company': 'SECRET RECIPE RESTAURANT', 'date': '4/22/2018', 'address': 'LOT G16, PERMAS JAYA JUSCO', 'total': ''}\n",
      "Entities {'company': 'YIN MA (M) SDN.BHD.(974306-T)', 'date': '31 JAN 2016', 'address': 'NO.2, JALAN UDANG SIAR 2, TAMAN SRI SEGAMBUT, 52000 KUALA LUMPUR.', 'total': '5.40'}\n",
      "Entities {'company': '', 'date': '15/05/18', 'address': '63&67-P1, BLOCK D, THE SUITE, JAYA ONE, NO. 72A, JALAN UNIVERSITI, 46200,PETALING JAYA,SELANGOR.', 'total': '64.50'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '07/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '60.26'}\n",
      "Entities {'company': 'THONG RECIPE', 'date': '27/06/18', 'address': '16G BLOCK B ,ZENITH CORPORATE PARK JALAN SS7/26, 47301 PETALING JAYA SELANGOR', 'total': '58.70'}\n",
      "Entities {'company': 'SUPER TERMINAL SDN BHD', 'date': '20/01/2018', 'address': 'NO. 18 & 19, TAMAN CITY, JALAN KUCHING, 52100 KUALA LUMPUR', 'total': '132.50'}\n",
      "Entities {'company': \"RESTAURANT TONY ROMA'S AEON TEBRAU CITY GRAND COMPANIONS SDN BHD(285560-H)\", 'date': '', 'address': 'LOT G112, AEON MALL TEBRAU CITY', 'total': '269.40'}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '05/03/18', 'address': 'NO 8, JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': '28.75'}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '07/03/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '86.00'}\n",
      "Entities {'company': '', 'date': '15/01/2019', 'address': 'NO 2 & 4, JALAN BAYU 4, BANDAR SERI ALAM, 81750 MASAI, JOHOR', 'total': '193.00'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '10-05-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '14 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM10.15'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '16/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '42.25'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '08 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': ''}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '02 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM10.35'}\n",
      "Entities {'company': 'PASAR MINI JIN SENG', 'date': '03/03/18', 'address': '379, JALAN PERMAS SATU, BANDAR BARU PERMAS JAYA B1750 PLENTONG, JOHOR.', 'total': '33.80'}\n",
      "Entities {'company': 'YHM MID VALLEY', 'date': '15/12/2017', 'address': 'LOT T-015B, LEVEL 3, MID VALLEY CITY, LINGKARAN SYED PUTRA, 59200 KUALA LUMPUR MALAYSIA.', 'total': '22.00'}\n",
      "Entities {'company': 'ASO ELECTRICAL TRADING SDN BHD', 'date': '13/10/2017', 'address': '', 'total': '89.26'}\n",
      "Entities {'company': 'GUARDIAN HEALTH AND BEAUTY SDN BHD', 'date': '16/08/17', 'address': 'LOT B-005-006, BASEMENT LEVEL 1 THE STARLING MALL JALAN SS21/60, DAMANSARA UTAMA.', 'total': '5.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '01/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '5.00'}\n",
      "Entities {'company': 'EVERGREEN LIGHT SDN BHD', 'date': '10/07/2017', 'address': 'NO.7-1, JALAN PUTERI 7/11, BANDAR PUTERI, 47100 PUCHONG, BELANGOR', 'total': '56.00'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '14-04-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': '5.00'}\n",
      "Entities {'company': 'SATU KAMPUNG ENTERPRISE SDN BHD', 'date': '13/01/2018', 'address': 'NO.42, PASAR BORONG SELANGOR JALAN PUTRA PERMAI, 43300 SERI KEMBANGAN, SELANGOR.', 'total': '63.00'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '14-08-17', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1056-UPTOWN', 'total': 'RM3.30'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '03/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'GREEN LANE PHARMACY SDN BHD', 'date': '1/8/2018', 'address': '33 JLN BANGAU 1,KEPONG BARU, 52100 KEPONG,KL', 'total': '34.80'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '21 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.20'}\n",
      "Entities {'company': '', 'date': '29/01/2018', 'address': '47,JALAN MERANTI 1, SEK. 3, BANDAR UTAMA BATANG KALI, 44300 BATANG KALI, SELANGOR.', 'total': '6.36'}\n",
      "Entities {'company': 'VIVOPAC MARKETING SDN BHD', 'date': '17/01/2017', 'address': '14 JALAN MANIS 4 TAMAN SEGAR 56100 KL', 'total': '5.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '27/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '35.88'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '11-05-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '22/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '79.26'}\n",
      "Entities {'company': 'SOUP & PORRIDGE', 'date': '05-06-2018', 'address': 'LOT S10NB & S12NB, RESTORAN JEJANTAS SG. BULOH, ARAH UTARA, PLUS BERHAD.', 'total': '20.70'}\n",
      "Entities {'company': 'PAPPARICH BMC', 'date': '29 JUN 18', 'address': 'NO.19 & 21 JALAN TEMENGGUNG 23/9 BANDAR MAHKOTA CHERAS 43200 SELANGOR DARUL EHSAN, MALAYSIA', 'total': '46.90'}\n",
      "Entities {'company': 'B & BEST RESTAURANT', 'date': '19/04/2017', 'address': 'NO.12,JALAN SS4C/5,PETALING JAYA SELANGOR DARUL EHSAN', 'total': '14.85'}\n",
      "Entities {'company': 'YONG CEN ENTERPRISE', 'date': '11/02/2017', 'address': '9, JALAN SUBANG JASA 3, 40150 SHAH ALAM, SELANGOR.', 'total': '50.10'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '06/10/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'HENG KEE DELIGHTS BAK KUT TEH.', 'date': '04/01/2018', 'address': '', 'total': '42.00'}\n",
      "Entities {'company': 'GLOBAL FOOD EMPIRE SDN BHD', 'date': '2018-05-01', 'address': 'NO. 27, JALAN AUSTIN HEIGHT 8/4, TAMAN MOUNT AUSTIN, 81100 JOHOR BAHRU.', 'total': '36.20'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '03 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.20'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '03/06/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '79.45'}\n",
      "Entities {'company': 'KOH SENG HARDWARE', 'date': '04/12/2017', 'address': '', 'total': '848.00'}\n",
      "Entities {'company': 'STAR GROCER SDN BHD', 'date': '25/03/18', 'address': 'NO 4, DESA PANDAN, OFF KAMPONG PANDAN, 55100 KUALA LUMPUR', 'total': '66.15'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '12/04/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '24.10'}\n",
      "Entities {'company': 'PREMIO STATIONERY SDN BHD', 'date': '20/03/2018', 'address': 'NO 57, JALAN SS 3/29, 47300 PETALING JAYA, SELANGOR.', 'total': '13.40'}\n",
      "Entities {'company': 'HON HWA HARDWARE TRADING', 'date': '06/04/2017', 'address': 'NO 37, JALAN MANIS 7, TAMAN SEGAR, 56100 CHERAS, KUALA LUMPUR.', 'total': ''}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '07-02-17', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR', 'total': '37.45'}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '14/03/18', 'address': 'NO 8. JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': '7.95'}\n",
      "Entities {'company': 'RESTORAN HWA', 'date': '29/04/2018', 'address': '', 'total': '101.50'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '17/11/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '2.00'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '29/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '37.90'}\n",
      "Entities {'company': 'THE GEOVENTURE (FREEDOM OPTIMUM SDN BHD', 'date': '6/4/2018', 'address': 'C1 SEAFRONT, BERJAYA WATERFRONT COMPLEX, 88 JALAN IBRAHIM SULTAN, STULANG LAUT 80300, JOHOR BAHRU, JOHOR.', 'total': '98.00'}\n",
      "Entities {'company': '', 'date': '01/05/2018', 'address': '', 'total': '23.37'}\n",
      "Entities {'company': 'MOONLIGHT CAKE HOUSE SDN BHD', 'date': '02/06/2018', 'address': 'NO.1, JALAN PERMAS 10/5, BANDAR BARU PERMAS JAYA 81750 JOHOR BAHRU, JOHOR.', 'total': '16.21'}\n",
      "Entities {'company': '', 'date': '31/05/2018', 'address': '', 'total': '3.00'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '18-03-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG , 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 6.60'}\n",
      "Entities {'company': 'FY EAGLE ENTERPRISE', 'date': '07/12/2017', 'address': 'NO. 42, JALAN PBS 14/11, TAMAN PERINDUSTRIAN BUKIT SERDANG, 43300 SERI KEMBANGAN, SELANGOR', 'total': '10.00'}\n",
      "Entities {'company': 'THE TOAST F&B SDN BHD', 'date': '19/05/2018', 'address': 'LOT 2110&2111 JALAN PERMAS UTARA BANDAR BARU PERMAS 81750,JOHOR BAHRU JOHOR', 'total': '71.10'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '21/12/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '3.90'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '14/10/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '8.70'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '22-04-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 27.20'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '02/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '48.57'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '06-05-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': 'RM 26.70'}\n",
      "Entities {'company': 'RESTAURANT JIAWEI JIAWEI HOUSE', 'date': '23/2/2018', 'address': '13, JLN TASIK UTAMA 8 MEDAN NIAGA DAMAI SG BESI 57000 KL', 'total': '16.00'}\n",
      "Entities {'company': 'KEDAI BUKU', 'date': '28/12/2017', 'address': 'NO. 12 & 14, JALAN JINJANG 27/54 TAMAN ALAM MEGAH, SEKSYEN 27 40400 SHAH ALAM, SELANGOR D.E.', 'total': '36.00'}\n",
      "Entities {'company': 'YHM AEON TEBRAU CITY', 'date': '11/03/2018', 'address': 'S117, SECOND FLOOR, AEON TEBRAU CITY, 1, JALAN DESA TEBRAU, TAMAN DESA TEBRAU, 81100 JOHOR BAHRU, JOHOR,', 'total': '49.70'}\n",
      "Entities {'company': 'PERNIAGAAN ZHENG HUI', 'date': '09/02/2018', 'address': 'NO.59 JALAN PERMAS 9/5 BANDAR BARU PERMAS JAYA 81750 JOHOR BAHRU', 'total': '411.50'}\n",
      "Entities {'company': 'KEDAI PAPAN YEW CHUAN', 'date': '02/04/2018', 'address': 'LOT 276 JALAN BANTING 43800 DENGKIL, SELANGOR.', 'total': '270.30'}\n",
      "Entities {'company': 'TEO HENG STATIONERY & BOOKS', 'date': '29/01/2018', 'address': 'NO. 53, JALAN BESAR, 45600 BATANG BERJUNTAI SELANGOR DARUL EHSAN', 'total': ''}\n",
      "Entities {'company': 'EVERGREEN LIGHT SDN BHD', 'date': '18/09/2017', 'address': 'NO.7-1, JALAN PUTERI 7/11, BANDAR PUTERI, 47100 PUCHONG, BELANGOR', 'total': '26.00'}\n",
      "Entities {'company': 'MEI LET RESTAURANT', 'date': '03/02/2017', 'address': 'NO 2, JALAN BULAN BM U5/BM, SEKSYEN U5, 40150 SHAH ALAM, SELANGOR', 'total': '68.90'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '04 MAY 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$6.60'}\n",
      "Entities {'company': 'MR. D.I.Y. (M) SDN BHD', 'date': '27-04-18', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'KAISON FURNISHING SDN BHD', 'date': '25-03-18', 'address': 'LOT NO. L3-012, LEVEL 3, MYTOWN SHOPPING CENTRE, NO. 6, JALAN COCHRANE, SEKSYEN 90 55100 KUALA LUMPUR.', 'total': ''}\n",
      "Entities {'company': 'MR. D.I.Y. (KUCHAI) SDN BHD', 'date': '01-02-16', 'address': 'LOT 1851-A & 1851-B, JALAN KPB 6, KAWASAN PERINDUSTRIAN BALAKONG, 43300 SERI KEMBANGAN, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'PASARAYA BORONG PINTAR SDN BHD', 'date': '09/03/2018', 'address': 'NO 19-G& 19-1 & 19-2 JALAN TASIK UTAMA 4, MEDAN NIAGA TASIK DAMAI', 'total': '10.40'}\n",
      "Entities {'company': 'SYARIKAT PERNIAGAAN GIN KEE', 'date': '27/01/2018', 'address': 'NO 290,JALAN AIR PANAS, SETAPAK, 53200,KUALA LUMPUR.', 'total': ''}\n",
      "Entities {'company': 'SKL DAMANSARA ENTERPRISE', 'date': '28/07/17', 'address': '69G, JALAN SS21/60, DAMANSARA UTAMA, 47400 PETALING JAYA, SELANGOR.', 'total': '28.80'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '03/06/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '147.45'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '06/09/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR', 'total': '62.82'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '28-01-18', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1313-SUBANG BESTARI', 'total': '98.90'}\n",
      "Entities {'company': 'RESTORAN WAN SHENG', 'date': '29-06-2018', 'address': 'NO.2, JALAN TEMENGGUNG 19/9, SEKSYEN 9, BANDAR MAHKOTA CHERAS, 43200 CHERAS, SELANGOR', 'total': ''}\n",
      "Entities {'company': 'EXQUISITE GARDEN SDN BHD', 'date': '03 JUN 18', 'address': 'LOT NO R134,GIANT HYPERMARKET PLENTONG NO3, JALAN MASAI LAMA 81750 MASAI. JOHOR BAHRU', 'total': '72.00'}\n",
      "Entities {'company': 'ROCKU YAKINIKU CPI ROCKU SDN. BHD.', 'date': '19/02/2018', 'address': 'LOT F355/356/357, FIRST FLOOR, RAINFOREST , 1 UTAMA SHOPPING CENTRE, LEBUH BANDAR UTAMA, 47800 PETALING JAYA', 'total': '201.55'}\n",
      "Entities {'company': 'SEMBOYAN TEGAS SDN BHD', 'date': '06-03-2018', 'address': 'NO.5 & 7 , JALAN TSJ 2. TAMAN SUBANG JASA KG BARU SUBANG. 40150 SHAH ALAM SELANGOR DARUL EHSAN', 'total': '4.80'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '14 APR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.90'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '19 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU, JOHOR', 'total': 'RM8.45'}\n",
      "Entities {'company': 'LIM SENG THO HARDWARE TRADING', 'date': '02/02/2018', 'address': '', 'total': '7.00'}\n",
      "Entities {'company': 'OJC MARKETING SDN BHD', 'date': '02/01/2019', 'address': 'NO 2 & 4, JALAN BAYU 4, BANDAR SERI ALAM, 81750 MASAI, JOHOR', 'total': '170.00'}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '17/06/2018', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '8.95'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '05 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '7.52'}\n",
      "Entities {'company': 'BEMED (SP) SDN. BHD.', 'date': '20/JAN/2017', 'address': 'NO.49, JALAN DINAR G U3/G, SUBANG PERDANA, 40150 SHAH ALAM, SELANGOR D.E.', 'total': '203.00'}\n",
      "Entities {'company': 'LA STATIONERY SDN BHD', 'date': '09/02/2018', 'address': 'NO.8, JALAN 46/26, TAMAN SRI RAMPAI. 53300 KUALA LUMPUR.', 'total': '7.42'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '06 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM7.25'}\n",
      "Entities {'company': 'PASARAYA BORONG PINTAR SDN BHD', 'date': '14/03/2018', 'address': 'NO 19-G& 19-1&19-2 JALAN TASIK UTAMA 4, MEDAN NIAGA TASIK DAMAI', 'total': '5.00'}\n",
      "Entities {'company': 'LIAN HING STATIONERY SDN BHD', 'date': '27/03/2018', 'address': 'NO.32 & 33, JALAN SR 1/9 SEKSYEN 9, TAMAN SERDANG RAYA, 43300 SERI KEMBANGAN, SELANGOR DARUL EHSAN', 'total': '20.50'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '18/08/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '31-01-16', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1320-TMN BATU', 'total': ''}\n",
      "Entities {'company': 'AEON CO. (M) BHD', 'date': '09/07/2017', 'address': '3RD FLR, AEON TAMAN MALURI SC JLN JEJAKA, TAMAN MALURI CHERAS, 55100 KUALA LUMPUR', 'total': '50.80'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '13 MAR 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': '$8.20'}\n",
      "Entities {'company': 'WIN SOON CAFE PACIFIC ASIAN FOOD DELIGHTS S/B', 'date': '08/05/2016', 'address': 'NO.35,GROUND FLOOR JLN METRO PERDANA BARAT 1 TAMAN USAHAWAN KEPONG 52100 KL', 'total': '78.50'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '13/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': ''}\n",
      "Entities {'company': 'ECONSAVE ECONSAVE CASH & CARRY', 'date': '22/03/18', 'address': 'LOT G01, KL FESTIVAL CITY, NO. 67 JIN JBU', 'total': ''}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '06/03/18', 'address': 'NO 8, JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': '30.70'}\n",
      "Entities {'company': '99 SPEED MART S/B', 'date': '06-12-16', 'address': 'LOT P.T. 2811, JALAN ANGSA, TAMAN BERKELEY 41150 KLANG, SELANGOR 1605-TMN SRI BINTANG', 'total': '85.45'}\n",
      "Entities {'company': 'SANYU STATIONERY SHOP', 'date': '29/11/2017', 'address': 'NO. 31G&33G, JALAN SETIA INDAH X ,U13/X 40170 SETIA ALAM', 'total': '2.30'}\n",
      "Entities {'company': '', 'date': '29/01/2018', 'address': 'NO.47, JALAN 3/36, BUKIT SRI BINTANG, KEPONG 52100, KUALA LUMPUR', 'total': '46.20'}\n",
      "Entities {'company': 'MUN HENG ELECTRICAL & HARDWARE SUPPLY', 'date': '01/02/2018', 'address': 'NO.52. JALAN BULAN U5/BT. BANDAR PINGGLRAN SUBANG. SUNGAL BULOH, 40150 SHAH ALAM, SEL.', 'total': '7.00'}\n",
      "Entities {'company': 'TANJONGMAS BOOKCENTRE (PJ) SDN BHD', 'date': '02/04/2017', 'address': 'LOT F15, GIANT BANDAR PUTERI JALAN PUTERI 1/1, BDR PUTERI 47100 PUCHONG, SELANGOR', 'total': '5.00'}\n",
      "Entities {'company': 'HON HWA HARDWARE TRADING', 'date': '11/02/2017', 'address': 'NO 37, JALAN MANIS 7, TAMAN SEGAR, 56100 CHERAS, KUALA LUMPUR.', 'total': ''}\n",
      "Entities {'company': 'MEI LET RESTAURANT', 'date': '12/01/2017', 'address': 'NO 2, JALAN BULAN BM U5/BM, SEKSYEN U5, 40150 SHAH ALAM, SELANGOR', 'total': '59.35'}\n",
      "Entities {'company': 'BENS INDEPENDENT GROCER SDN. BHD', 'date': '08/03/18', 'address': 'LOT 6, JALAN BATAI, PLAZA BATAI, DAMANSARA HEIGHTS 50490, KUALA LUMPUR', 'total': ''}\n",
      "Entities {'company': 'POPULAR BOOK CO. (M) SDN BHD', 'date': '06/03/18', 'address': 'NO 8, JALAN 7/118B, DESA TUN RAZAK 56000 KUALA LUMPUR, MALAYSIA', 'total': '11.46'}\n",
      "Entities {'company': 'PRINT EXPERT SDN BHD', 'date': '25/03/2018', 'address': 'NO 18, 20, 22, JALAN BUNGA TANJONG 2/16, 40000 SHAH ALAM, SELANGOR', 'total': '112.80'}\n",
      "Entities {'company': '', 'date': '01/05/2016', 'address': 'LOT S319A, 2ND FLOOR, 1 UTAMA SHOPPING CENTRE', 'total': ''}\n",
      "Entities {'company': 'LIGHTROOM GALLERY SDN BHD', 'date': '20/11/2017', 'address': '', 'total': '263.02'}\n",
      "Entities {'company': '', 'date': '20/03/18', 'address': '15, JALAN PERMAS 10/7, PERMAS 81750 MASAI JOHOR', 'total': '21.60'}\n",
      "Entities {'company': 'GARDENIA BAKERIES (KL) SDN BHD', 'date': '11/10/2017', 'address': 'LOT 3, JALAN PELABUR 23/1, 40300 SHAH ALAM, SELANGOR.', 'total': '27.10'}\n",
      "Entities {'company': 'BEMED (SP) SDN. BHD.', 'date': '02/JAN/2017', 'address': 'NO.49, JALAN DINAR G U3/G, SUBANG PERDANA, 40150 SHAH ALAM, SELANGOR D.E.', 'total': '165.00'}\n",
      "Entities {'company': 'UNIHAKKA INTERNATIONAL SDN BHD', 'date': '13 JUN 2018', 'address': '12, JALAN TAMPOI 7/4,KAWASAN PERINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR', 'total': 'RM8.85'}\n",
      "Entities {'company': 'SWC ENTERPRISE SDN BHD', 'date': '08/01/2018', 'address': 'NO. 5-7, JALAN MAHAGONI 7/1, SEKYSEN 4, BANDAR UTAMA, 44300 BATANG KALI, SELANGOR.', 'total': '8.00'}\n",
      "Entities {'company': 'PLATINUM RACKING SDN BHD', 'date': '22/04/2018', 'address': '752173-W 8B, JALAN LUMPUR, OFF JALAN PUTRA, 05100 ALOR SETAR, KEDAH.', 'total': '23.00'}\n",
      "Entities {'company': 'SWC ENTERPRISE SDN BHD', 'date': '06/03/2018', 'address': '28-G, GROUND FLOOR, JALAN DINAR A U3/A, TMN SUBANG PERDANA, 40150 SHAH ALAM, SELANGOR.', 'total': '4.00'}\n"
     ]
    }
   ],
   "source": [
    "for index, row in test_data.iterrows():\n",
    "    op_dict = {\"company\": \"\", \"date\": \"\", \"address\": \"\", \"total\": \"\"}\n",
    "    doc = nlp(row[\"text\"])\n",
    "    for ent in doc.ents:      #identifying the entities using the trained model\n",
    "        op_dict[ent.label_] = ent.text\n",
    "  \n",
    "    for tag, tag_memory in memory_dictionary.items():\n",
    "        for tag_value in tag_memory:\n",
    "            if tag==\"total\":\n",
    "                pass   \n",
    "            #looking through known entities to identify the entities missed by the model\n",
    "            elif (re.search(tag_value, row[\"text\"]) != None) and (op_dict[tag] == \"\"):    \n",
    "                op_dict[tag]=tag_value\n",
    "            \n",
    "    print(\"Entities\", op_dict)\n",
    "    #saving the identified entities in the format specified in the submission rules\n",
    "    json_object = json.dumps(op_dict, indent = 4) \n",
    "    with open(f\"/content/drive/MyDrive/qubitrics_internship_assignment/output/{row['filename']}\", \"w\") as op:\n",
    "        op.write(json_object)"
   ]
  }
 ],
 "metadata": {
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   "name": "test_model.ipynb",
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