Final_project_group_Q.ipynb

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    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H-o96KPIsEJb",
        "outputId": "401dc40f-27de-4b1c-f5e5-761ada710eec"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting jsonpath_ng\n",
            "  Downloading jsonpath_ng-1.5.3-py3-none-any.whl (29 kB)\n",
            "Collecting ply (from jsonpath_ng)\n",
            "  Downloading ply-3.11-py2.py3-none-any.whl (49 kB)\n",
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/49.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.6/49.6 kB\u001b[0m \u001b[31m5.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from jsonpath_ng) (4.4.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from jsonpath_ng) (1.16.0)\n",
            "Installing collected packages: ply, jsonpath_ng\n",
            "Successfully installed jsonpath_ng-1.5.3 ply-3.11\n"
          ]
        }
      ],
      "source": [
        "!pip install jsonpath_ng\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import csv\n",
        "import json\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import sqlite3\n",
        "import functools as ft\n",
        "import matplotlib.pyplot as plt\n",
        "from abc import ABC, abstractmethod\n",
        "from jsonpath_ng import parse\n",
        "from enum import Enum\n",
        "%matplotlib inline"
      ],
      "metadata": {
        "id": "K8afFJgt_UVv"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Source to Target Mapping - OOP Approach for Single Table\n"
      ],
      "metadata": {
        "id": "ZgKxZY8B_xLp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"factTableShorter.csv\", \"r\", encoding=\"utf-8-sig\") as file:\n",
        "    data = list(csv.DictReader(file))\n",
        "    for item in data:\n",
        "        item[\"TotalPrice\"] =str(item[\"TotalPrice\"])\n",
        "data[:10]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qBYO3eFh_Xv1",
        "outputId": "f08d53cf-1991-45a2-b3a4-fbc347ac93f6"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'TransactionNo': '581482', 'CustomerNo': '17490', 'TotalPrice': '257.64'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '383.4'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '138.36'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '127.8'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '71.64'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '255.6'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '207.54'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '147'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '127.8'},\n",
              " {'TransactionNo': '581475', 'CustomerNo': '13069', 'TotalPrice': '253.2'}]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eaea4a93"
      },
      "source": [
        "###  Abstract Base Calss (ABC) for mutual methods"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Interface(ABC):\n",
        "\n",
        "    @abstractmethod\n",
        "    def get_data_by_field(self, field_name):\n",
        "        \"\"\"Fetch the data by given feild name \"\"\"\n",
        "\n",
        "    @abstractmethod\n",
        "    def get_data_by_id(self, id):\n",
        "        \"\"\"Fetch the data by given ID  \"\"\"\n",
        "\n",
        "    @abstractmethod\n",
        "    def get(self):\n",
        "        \"\"\"Fetch all data \"\"\""
      ],
      "metadata": {
        "id": "T2Y2XlQDAK-G"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9954a470"
      },
      "source": [
        "### Transform Operations\n",
        "inherithed from Enum - class that automatic enumrate the variables"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "8bb25a7d"
      },
      "outputs": [],
      "source": [
        "class TransformMask(Enum):\n",
        "    # add here any masks you want\n",
        "    CLEAN_STRING = \".strip().lower()\"\n",
        "    CAPITAL_LETTER = \".strip().lower().title()\"\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Database Class - Define Common Properties for Source, Target, Mapping"
      ],
      "metadata": {
        "id": "t_A6fYD1AXoS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class Database:\n",
        "    def __init__(self):\n",
        "        self.db = {\n",
        "            \"source\": [],\n",
        "            \"destination\": [],\n",
        "            \"transform\": [],\n",
        "            \"mapping\": []\n",
        "        }\n",
        "        #add_source\n",
        "        self.add_source(1,\"TransactionNo\",\"$.TransactionNo\",\"str\",True)\n",
        "        self.add_source(2,\"CustomerNo\",\"$.CustomerNo\",\"str\",True)\n",
        "        self.add_source(3,\"TotalPrice\",\"$.TotalPrice\",\"str\",True)\n",
        "\n",
        "        #add_transform\n",
        "        self.add_transform(1,'CLEAN_STRING')\n",
        "\n",
        "\n",
        "        #add_destination\n",
        "        self.add_destination(1,\"transaction_id\",\"transaction_id\",\"str\",\"n/a\")\n",
        "        self.add_destination(2,\"customer_id\",\"customer_id\",\"str\",\"n/a\")\n",
        "        self.add_destination(3,\"total_price\",\"total_price\",\"float\",\"0\")\n",
        "\n",
        "        #add_mapping\n",
        "        self.add_mapping(1,1,1,1)\n",
        "        self.add_mapping(2,2,2)\n",
        "        self.add_mapping(3,3,3,2)\n",
        "\n",
        "    def add_source(self,id,source_field_name,source_field_mapping,source_field_type,is_required):\n",
        "      if not isinstance(is_required, bool):\n",
        "        print(\"Error. Please enter if required.\")\n",
        "      else:\n",
        "        source = {\n",
        "            \"id\": id,\n",
        "            \"source_field_name\": source_field_name,\n",
        "            \"source_field_mapping\": source_field_mapping,\n",
        "            \"source_field_type\": source_field_type,\n",
        "            \"is_required\": is_required\n",
        "        }\n",
        "        self.db[\"source\"].append(source)\n",
        "\n",
        "    def add_transform(self,id,transform_mask):\n",
        "      transform={\n",
        "          \"id\": id,\n",
        "          \"transform_mask\": transform_mask\n",
        "      }\n",
        "      self.db[\"transform\"].append(transform)\n",
        "\n",
        "    def add_destination(self,id,destination_field_name,destination_field_mapping,destination_field_type,default_value):\n",
        "        destination = {\n",
        "              \"id\": id,\n",
        "              \"destination_field_name\": destination_field_name,\n",
        "              \"destination_field_mapping\": destination_field_mapping,\n",
        "              \"destination_field_type\": destination_field_type,\n",
        "              \"default_value\": default_value\n",
        "          }\n",
        "        self.db[\"destination\"].append(destination)\n",
        "\n",
        "    def add_mapping(self,id,mapping_source,mapping_destination,mapping_transform=None):\n",
        "      if mapping_transform is not None:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination,\n",
        "          \"mapping_transform\": mapping_transform\n",
        "        }\n",
        "      else:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination\n",
        "          }\n",
        "      self.db[\"mapping\"].append(mapping)\n",
        "\n",
        "    @property\n",
        "    def get_data_source_target_mapping(self):\n",
        "        return self.db"
      ],
      "metadata": {
        "id": "Onbj176viKtu"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Source class**\n",
        "Inherited from Interface for the common methods and from Database for common variables"
      ],
      "metadata": {
        "id": "xhu8HeVMAtAo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class Source(Interface, Database):\n",
        "    def __init__(self):\n",
        "        Database.__init__(self)\n",
        "\n",
        "    # should be implemented - inherited from Interface\n",
        "    def get_data_by_field(self, field_name):\n",
        "        data = self.get\n",
        "        for item in data:\n",
        "            for key, value in item.items():\n",
        "                if key == field_name:\n",
        "                    return item\n",
        "        return None\n",
        "\n",
        "    @property\n",
        "    def get(self):\n",
        "        return self.get_data_source_target_mapping.get(\"source\")\n",
        "\n",
        "    def get_data_by_id(self, id):\n",
        "        self.id = id\n",
        "        data = self.get\n",
        "        for x in data:\n",
        "            if x.get(\"id\") == self.id:\n",
        "                return x\n",
        "        return None"
      ],
      "metadata": {
        "id": "bFI8LJ7kAt7H"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Target class**\n",
        "Inherited from Interface for the common methods and from Database for common variables"
      ],
      "metadata": {
        "id": "aYHQAUXYA2dW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class Target(Interface, Database):\n",
        "\n",
        "    def __init__(self):\n",
        "        Database.__init__(self)\n",
        "\n",
        "    # should be implemented - inherited from Interface\n",
        "    def get_data_by_field(self, field_name):\n",
        "        data = self.get\n",
        "        for item in data:\n",
        "            for key, value in item.items():\n",
        "                if key == field_name:\n",
        "                    return item\n",
        "        return None\n",
        "\n",
        "    @property\n",
        "    def get(self):\n",
        "        return self.get_data_source_target_mapping.get(\"destination\")\n",
        "\n",
        "    def get_data_by_id(self, id):\n",
        "        self.id = id\n",
        "        data = self.get\n",
        "        for x in data:\n",
        "            if x.get(\"id\").__str__() == self.id.__str__():\n",
        "                return x\n",
        "        return None"
      ],
      "metadata": {
        "id": "4O8xR22sA59x"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Transform Class**\n",
        "Inherited from Interface for the common methods and from Database for common variables"
      ],
      "metadata": {
        "id": "Ar4RndW8A9zp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class Transform(Interface, Database):\n",
        "\n",
        "    def __init__(self):\n",
        "        Database.__init__(self)\n",
        "\n",
        "    # should be implemented - inherited from Interface\n",
        "    def get_data_by_field(self, field_name):\n",
        "        data = self.get\n",
        "        for item in data:\n",
        "            for key, value in item.items():\n",
        "                if key == field_name:\n",
        "                    return item\n",
        "        return None\n",
        "\n",
        "    @property\n",
        "    def get(self):\n",
        "        return self.get_data_source_target_mapping.get(\"transform\", [])\n",
        "\n",
        "    def get_data_by_id(self, id):\n",
        "        self.id = id\n",
        "        data = self.get\n",
        "        for x in data:\n",
        "            if x.get(\"id\").__str__() == self.id.__str__():\n",
        "                return x\n",
        "        return None"
      ],
      "metadata": {
        "id": "cKJHXALGBB2X"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Mapping class**\n",
        "Inherited from Interface for the common methods and from Database for common variables"
      ],
      "metadata": {
        "id": "uWM5sHQdBEZh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class Mappings(Interface, Database):\n",
        "\n",
        "    def __init__(self):\n",
        "        Database.__init__(self)\n",
        "\n",
        "    @property\n",
        "    def get(self):\n",
        "        return self.get_data_source_target_mapping.get(\"mapping\")\n",
        "\n",
        "    def get_data_by_id(self, id):\n",
        "        self.id = id\n",
        "        data = self.get\n",
        "        for x in data:\n",
        "            if x.get(\"id\").__str__() == self.id.__str__():\n",
        "                return x\n",
        "        return None\n",
        "\n",
        "    def get_data_by_field(self, field_name):\n",
        "        return None"
      ],
      "metadata": {
        "id": "xxsza4bVBITm"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "09c8b877"
      },
      "source": [
        "### Format Class - JSON\n",
        "\n",
        "Search the source data value inside a JSON file"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "6bcee595"
      },
      "outputs": [],
      "source": [
        "class JsonQuery:\n",
        "    def __init__(self, json_path, json_data):\n",
        "        self.json_path = json_path\n",
        "        self.json_data = json_data\n",
        "\n",
        "    def get(self):\n",
        "        jsonpath_expression = parse(self.json_path)\n",
        "        match = jsonpath_expression.find(self.json_data)\n",
        "        source_data_value = match[0].value\n",
        "        return source_data_value"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c9b449d9"
      },
      "source": [
        "### Combine it All - STTM"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class STTM:\n",
        "    def __init__(self, input_json):\n",
        "        self.input_json = input_json\n",
        "        self.mapping_instance = Mappings()\n",
        "        self.source_instance = Source()\n",
        "        self.destination_instance = Target()\n",
        "        self.transform_instance = Transform()\n",
        "        self.look_up_mask = {i.name: i.value for i in TransformMask}\n",
        "        self.json_data_transformed = {}\n",
        "\n",
        "    def _get_mapping_data(self):\n",
        "        return self.mapping_instance.get\n",
        "\n",
        "    def _get_mapping_source_data(self):\n",
        "        return self.source_instance.get\n",
        "\n",
        "    def get_transformed_data(self):\n",
        "\n",
        "        for mappings in self._get_mapping_data():\n",
        "\n",
        "            \"\"\"fetch the source mapping \"\"\"\n",
        "            mapping_source_id = mappings.get(\"mapping_source\")\n",
        "            mapping_destination_id = mappings.get(\"mapping_destination\")\n",
        "            mapping_transform_id = mappings.get(\"mapping_transform\")\n",
        "\n",
        "            mapping_source_data = self.source_instance.get_data_by_id(id=mapping_source_id)\n",
        "            transform_data = self.transform_instance.get_data_by_id(id=mapping_transform_id)\n",
        "\n",
        "            \"\"\"Fetch Source  field Name\"\"\"\n",
        "            source_field_name = mapping_source_data.get(\"source_field_name\")\n",
        "\n",
        "            \"\"\"if field given is not present incoming json \"\"\"\n",
        "            if source_field_name not in self.input_json.keys():\n",
        "                if mapping_source_data.get(\"is_required\"):\n",
        "                    raise Exception(\n",
        "                        \"Alert ! Field {} is not present in JSON please FIX mappings \".format(source_field_name))\n",
        "                else:\n",
        "                    pass\n",
        "\n",
        "            else:\n",
        "                source_data_value = JsonQuery(\n",
        "                    json_path=mapping_source_data.get(\"source_field_mapping\"),\n",
        "                    json_data=self.input_json\n",
        "                ).get()\n",
        "\n",
        "                \"\"\"check the data type for source if matches with what we have \"\"\"\n",
        "                if mapping_source_data.get(\"source_field_type\") != type(source_data_value).__name__:\n",
        "                    if source_data_value is not None:\n",
        "                        _message = (\n",
        "                            \"Alert ! Source Field :{} Datatype has changed from {} to {} \".format(source_field_name,\n",
        "                                                                                                  mapping_source_data.get(\n",
        "                                                                                                      \"source_field_type\"),\n",
        "                                                                                                  type(\n",
        "                                                                                                      source_data_value).__name__))\n",
        "                        print(_message)\n",
        "                        raise Exception(_message)\n",
        "\n",
        "                \"\"\"Query and fetch the Destination | target \"\"\"\n",
        "                destination_mappings_json_object = self.destination_instance.get_data_by_id(\n",
        "                    id=mappings.get(\"mapping_destination\"))\n",
        "               # print(mappings.get(\"mapping_destination\"))\n",
        "                destination_field_name = destination_mappings_json_object.get(\"destination_field_name\")\n",
        "                destination_field_type = destination_mappings_json_object.get(\"destination_field_type\")\n",
        "\n",
        "                dtypes = [str, float, list, int, set, dict]\n",
        "\n",
        "                for dtype in dtypes:\n",
        "\n",
        "                    \"\"\"Datatype Conversion \"\"\"\n",
        "                    if destination_field_type == str(dtype.__name__):\n",
        "\n",
        "                        \"\"\"is source is none insert default value\"\"\"\n",
        "                        if source_data_value is None:\n",
        "                            self.json_data_transformed[destination_field_name] = dtype.__call__(\n",
        "                                destination_mappings_json_object.get(\"default_value\")\n",
        "                            )\n",
        "\n",
        "                        else:\n",
        "                            \"\"\"check if you have items to transform\"\"\"\n",
        "                            if transform_data is not None:\n",
        "                                \"\"\" check for invalid mask name \"\"\"\n",
        "                                if transform_data.get(\"transform_mask\") not in list(self.look_up_mask.keys()):\n",
        "                                    raise Exception(\n",
        "                                        f\"Specified Transform {transform_data.get('transform_mask')} is not available please select from following Options :{list(self.look_up_mask.keys())}\")\n",
        "                                else:\n",
        "                                    mask_apply = self.look_up_mask.get(transform_data.get(\"transform_mask\"))\n",
        "                                    converted_dtype = dtype.__call__(source_data_value)\n",
        "                                    mask = f'converted_dtype{mask_apply}'\n",
        "                                    curated_value = eval(mask)\n",
        "                                    self.json_data_transformed[destination_field_name] = curated_value\n",
        "\n",
        "                            else:\n",
        "                                self.json_data_transformed[destination_field_name] = dtype.__call__(source_data_value)\n",
        "\n",
        "        return self.json_data_transformed"
      ],
      "metadata": {
        "id": "8Lu-ECoFBXDL"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transformed_data = []\n",
        "for item in data:\n",
        "    helper = STTM(input_json=item)\n",
        "    response = helper.get_transformed_data()\n",
        "    transformed_data.append(response)\n",
        "    print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v_GpDHpaBjbI",
        "outputId": "790c0e03-c589-4ffc-b795-7a64567f7f2e"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "{'transaction_id': '580680', 'customer_id': '13001', 'total_price': 21.72}\n",
            "{'transaction_id': '580680', 'customer_id': '13001', 'total_price': 43.44}\n",
            "{'transaction_id': '580680', 'customer_id': '13001', 'total_price': 1390.08}\n",
            "{'transaction_id': '580680', 'customer_id': '13001', 'total_price': 21.72}\n",
            "{'transaction_id': '580680', 'customer_id': '13001', 'total_price': 144.8}\n",
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            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 18.57}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.13}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.13}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.13}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 18.57}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 18.57}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 24.76}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 18.57}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 24.76}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 12.38}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 12.38}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 24.76}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 12.38}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 12.38}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 24.76}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 18.57}\n",
            "{'transaction_id': '580148', 'customer_id': '14148', 'total_price': 6.19}\n",
            "{'transaction_id': '580149', 'customer_id': '12748', 'total_price': 6.19}\n",
            "{'transaction_id': '580150', 'customer_id': '16150', 'total_price': 6.19}\n",
            "{'transaction_id': '580150', 'customer_id': '16150', 'total_price': 12.38}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 18.57}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 6.19}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 18.57}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 6.19}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 30.2}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 18.12}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 6.19}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 6.19}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 6.19}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 24.76}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 148.56}\n",
            "{'transaction_id': '580151', 'customer_id': '17811', 'total_price': 185.7}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 151.0}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 154.75}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 74.28}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 74.28}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 74.28}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 43.44}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580152', 'customer_id': '12364', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 868.8}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 868.8}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 868.8}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 347.52}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 347.52}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 43.44}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 43.44}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 173.76}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 347.52}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 65.16}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 74.28}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 24.76}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 43.44}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 86.88}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 74.28}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 148.56}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 148.56}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 148.56}\n",
            "{'transaction_id': '580153', 'customer_id': '12762', 'total_price': 148.56}\n",
            "{'transaction_id': '580154', 'customer_id': '12569', 'total_price': 12.38}\n",
            "{'transaction_id': '580154', 'customer_id': '12569', 'total_price': 12.38}\n",
            "{'transaction_id': '580154', 'customer_id': '12569', 'total_price': 24.76}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 24.76}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 111.42}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 445.68}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 297.12}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 297.12}\n",
            "{'transaction_id': '580155', 'customer_id': '13183', 'total_price': 148.56}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 37.14}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 37.14}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 37.14}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 24.76}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 74.28}\n",
            "{'transaction_id': '580156', 'customer_id': '14897', 'total_price': 148.56}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 6.19}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 6.19}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 6.19}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 12.38}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 6.19}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 12.38}\n",
            "{'transaction_id': '580157', 'customer_id': '14083', 'total_price': 12.38}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 74.28}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 148.56}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 148.56}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 148.56}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 222.84}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 74.28}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 74.28}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 74.28}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 61.9}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 61.9}\n",
            "{'transaction_id': '580158', 'customer_id': '12558', 'total_price': 123.8}\n",
            "{'transaction_id': '580159', 'customer_id': '17942', 'total_price': 12.38}\n",
            "{'transaction_id': '580159', 'customer_id': '17942', 'total_price': 222.84}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 24.76}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 74.28}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 74.28}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 297.12}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 74.28}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 30.95}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 74.28}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 148.56}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 148.56}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 148.56}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 148.56}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 148.56}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 49.52}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 49.52}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 49.52}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 49.52}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 49.52}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 12.38}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 123.8}\n",
            "{'transaction_id': '580160', 'customer_id': '12700', 'total_price': 173.76}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transaction_fact = pd.DataFrame(transformed_data)"
      ],
      "metadata": {
        "id": "lIgZsJGMlZ38"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FHkbg5xwl6Aw",
        "outputId": "ffb48124-b17d-4444-d096-e2c4f22c3f78"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transaction_fact.to_csv('Transaction_fact.csv')\n",
        "!cp data.csv \"drive/My Drive/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kvllsWf5l9cG",
        "outputId": "32dfda13-d696-4d14-8e6d-046edbf08607"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cp: cannot stat 'data.csv': No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Dimension table - Product**"
      ],
      "metadata": {
        "id": "lq1hh0Vat3MV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"product_table.csv\", \"r\", encoding=\"utf-8-sig\") as file:\n",
        "    data = list(csv.DictReader(file))\n",
        "    for item in data:\n",
        "        item[\"ProductNo\"] =str(item[\"ProductNo\"])\n",
        "data[:3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Sb_NQtUwwPWu",
        "outputId": "07827893-02c6-481f-c8da-33920308a288"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'ProductNo': '22485', 'ProductName': 'Set Of 2 Wooden Market Crates'},\n",
              " {'ProductNo': '22596', 'ProductName': 'Christmas Star Wish List Chalkboard'},\n",
              " {'ProductNo': '23235', 'ProductName': 'Storage Tin Vintage Leaf'}]"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Database:\n",
        "    def __init__(self):\n",
        "        self.db = {\n",
        "            \"source\": [],\n",
        "            \"destination\": [],\n",
        "            \"transform\": [],\n",
        "            \"mapping\": []\n",
        "        }\n",
        "        #add_source\n",
        "        self.add_source(1,\"ProductNo\",\"$.ProductNo\",\"str\",True)\n",
        "        self.add_source(2,\"ProductName\",\"$.ProductName\",\"str\",True)\n",
        "\n",
        "        #add_transform\n",
        "        self.add_transform(1,'CLEAN_STRING')\n",
        "\n",
        "\n",
        "        #add_destination\n",
        "        self.add_destination(1,\"product_id\",\"product_id\",\"str\",\"n/a\")\n",
        "        self.add_destination(2,\"product_name\",\"product_name\",\"str\",\"n/a\")\n",
        "\n",
        "        #add_mapping\n",
        "        self.add_mapping(1,1,1)\n",
        "        self.add_mapping(2,2,2,1)\n",
        "\n",
        "    def add_source(self,id,source_field_name,source_field_mapping,source_field_type,is_required):\n",
        "      if not isinstance(is_required, bool):\n",
        "        print(\"Error. Please enter if required.\")\n",
        "      else:\n",
        "        source = {\n",
        "            \"id\": id,\n",
        "            \"source_field_name\": source_field_name,\n",
        "            \"source_field_mapping\": source_field_mapping,\n",
        "            \"source_field_type\": source_field_type,\n",
        "            \"is_required\": is_required\n",
        "        }\n",
        "        self.db[\"source\"].append(source)\n",
        "\n",
        "    def add_transform(self,id,transform_mask):\n",
        "      transform={\n",
        "          \"id\": id,\n",
        "          \"transform_mask\": transform_mask\n",
        "      }\n",
        "      self.db[\"transform\"].append(transform)\n",
        "\n",
        "    def add_destination(self,id,destination_field_name,destination_field_mapping,destination_field_type,default_value):\n",
        "        destination = {\n",
        "              \"id\": id,\n",
        "              \"destination_field_name\": destination_field_name,\n",
        "              \"destination_field_mapping\": destination_field_mapping,\n",
        "              \"destination_field_type\": destination_field_type,\n",
        "              \"default_value\": default_value\n",
        "          }\n",
        "        self.db[\"destination\"].append(destination)\n",
        "\n",
        "    def add_mapping(self,id,mapping_source,mapping_destination,mapping_transform=None):\n",
        "      if mapping_transform is not None:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination,\n",
        "          \"mapping_transform\": mapping_transform\n",
        "        }\n",
        "      else:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination\n",
        "          }\n",
        "      self.db[\"mapping\"].append(mapping)\n",
        "\n",
        "    @property\n",
        "    def get_data_source_target_mapping(self):\n",
        "        return self.db"
      ],
      "metadata": {
        "id": "oowShpT3mj5R"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transformed_data = []\n",
        "for item in data:\n",
        "    helper = STTM(input_json=item)\n",
        "    response = helper.get_transformed_data()\n",
        "    transformed_data.append(response)\n",
        "    print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XMC-EXLGnc-w",
        "outputId": "a6a682ab-ac74-495f-ba4f-8e90e161d75d"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'product_id': '22485', 'product_name': 'set of 2 wooden market crates'}\n",
            "{'product_id': '22596', 'product_name': 'christmas star wish list chalkboard'}\n",
            "{'product_id': '23235', 'product_name': 'storage tin vintage leaf'}\n",
            "{'product_id': '23272', 'product_name': 'tree t-light holder willie winkie'}\n",
            "{'product_id': '23239', 'product_name': 'set of 4 knick knack tins poppies'}\n",
            "{'product_id': '21705', 'product_name': 'bag 500g swirly marbles'}\n",
            "{'product_id': '22118', 'product_name': 'joy wooden block letters'}\n",
            "{'product_id': '22119', 'product_name': 'peace wooden block letters'}\n",
            "{'product_id': '22217', 'product_name': 't-light holder hanging lace'}\n",
            "{'product_id': '22216', 'product_name': 't-light holder white lace'}\n",
            "{'product_id': '22380', 'product_name': 'toy tidy spaceboy'}\n",
            "{'product_id': '22442', 'product_name': 'grow your own flowers set of 3'}\n",
            "{'product_id': '22664', 'product_name': 'toy tidy dolly girl design'}\n",
            "{'product_id': '22721', 'product_name': 'set of 3 cake tins sketchbook'}\n",
            "{'product_id': '22723', 'product_name': 'set of 6 herb tins sketchbook'}\n",
            "{'product_id': '22785', 'product_name': 'squarecushion cover pink union jack'}\n",
            "{'product_id': '22955', 'product_name': '36 foil star cake cases'}\n",
            "{'product_id': '23141', 'product_name': 'triple wire hook pink heart'}\n",
            "{'product_id': '22956', 'product_name': '36 foil heart cake cases'}\n",
            "{'product_id': '22581', 'product_name': 'wood stocking christmas scandispot'}\n",
            "{'product_id': '23198', 'product_name': 'pantry magnetic shopping list'}\n",
            "{'product_id': '23197', 'product_name': 'sketchbook magnetic shopping list'}\n",
            "{'product_id': '23184', 'product_name': 'bull dog bottle opener'}\n",
            "{'product_id': '23168', 'product_name': 'classic cafe sugar dispenser'}\n",
            "{'product_id': '23167', 'product_name': 'small ceramic top storage jar'}\n",
            "{'product_id': '23166', 'product_name': 'medium ceramic top storage jar'}\n",
            "{'product_id': '23165', 'product_name': 'large ceramic top storage jar'}\n",
            "{'product_id': '23004', 'product_name': 'travel card wallet pantry'}\n",
            "{'product_id': '23002', 'product_name': 'travel card wallet skulls'}\n",
            "{'product_id': '23000', 'product_name': 'travel card wallet transport'}\n",
            "{'product_id': '22998', 'product_name': 'travel card wallet keep calm'}\n",
            "{'product_id': '22994', 'product_name': 'travel card wallet retrospot'}\n",
            "{'product_id': '22835', 'product_name': 'hot water bottle i am so poorly'}\n",
            "{'product_id': '22730', 'product_name': 'alarm clock bakelike ivory'}\n",
            "{'product_id': '22728', 'product_name': 'alarm clock bakelike pink'}\n",
            "{'product_id': '22727', 'product_name': 'alarm clock bakelike red'}\n",
            "{'product_id': '22726', 'product_name': 'alarm clock bakelike green'}\n",
            "{'product_id': '22720', 'product_name': 'set of 3 cake tins pantry design'}\n",
            "{'product_id': '22693', 'product_name': 'grow a flytrap or sunflower in tin'}\n",
            "{'product_id': '22670', 'product_name': 'french wc sign blue metal'}\n",
            "{'product_id': '22667', 'product_name': 'recipe box retrospot'}\n",
            "{'product_id': '22666', 'product_name': 'recipe box pantry yellow design'}\n",
            "{'product_id': '22631', 'product_name': 'circus parade lunch box'}\n",
            "{'product_id': '22628', 'product_name': 'picnic boxes set of 3 retrospot'}\n",
            "{'product_id': '22467', 'product_name': 'gumball coat rack'}\n",
            "{'product_id': '22197', 'product_name': 'popcorn holder'}\n",
            "{'product_id': '22114', 'product_name': 'hot water bottle tea and sympathy'}\n",
            "{'product_id': '22112', 'product_name': 'chocolate hot water bottle'}\n",
            "{'product_id': '21908', 'product_name': 'chocolate this way metal sign'}\n",
            "{'product_id': '21874', 'product_name': 'gin and tonic mug'}\n",
            "{'product_id': '21872', 'product_name': 'glamorous mug'}\n",
            "{'product_id': '21871', 'product_name': 'save the planet mug'}\n",
            "{'product_id': '21533', 'product_name': 'retrospot large milk jug'}\n",
            "{'product_id': '21481', 'product_name': 'fawn blue hot water bottle'}\n",
            "{'product_id': '21479', 'product_name': 'white skull hot water bottle'}\n",
            "{'product_id': '21248', 'product_name': 'door hanger mum + dads room'}\n",
            "{'product_id': '21216', 'product_name': 'set 3 retrospot tea/coffee/sugar'}\n",
            "{'product_id': '21181', 'product_name': 'please one person metal sign'}\n",
            "{'product_id': '21175', 'product_name': 'gin and tonic diet metal sign'}\n",
            "{'product_id': '21169', 'product_name': \"you're confusing me metal sign\"}\n",
            "{'product_id': '21162', 'product_name': 'toxic area door hanger'}\n",
            "{'product_id': '21159', 'product_name': 'moody boy door hanger'}\n",
            "{'product_id': '21158', 'product_name': 'moody girl door hanger'}\n",
            "{'product_id': '21154', 'product_name': 'red retrospot oven glove'}\n",
            "{'product_id': '16016', 'product_name': 'large chinese style scissor'}\n",
            "{'product_id': '16014', 'product_name': 'small chinese style scissor'}\n",
            "{'product_id': '16008', 'product_name': 'small folding scissor(pointed edge)'}\n",
            "{'product_id': '85152', 'product_name': 'hand over the chocolate sign'}\n",
            "{'product_id': '84596F', 'product_name': 'small marshmallows pink bowl'}\n",
            "{'product_id': '84596B', 'product_name': 'small dolly mix design orange bowl'}\n",
            "{'product_id': '84510A', 'product_name': 'set of 4 english rose coasters'}\n",
            "{'product_id': '82600', 'product_name': 'n0 singing metal sign'}\n",
            "{'product_id': '82581', 'product_name': 'toilet metal sign'}\n",
            "{'product_id': '72232', 'product_name': 'feng shui pillar candle'}\n",
            "{'product_id': '47559B', 'product_name': 'tea time oven glove'}\n",
            "{'product_id': '47504H', 'product_name': 'english rose spirit level'}\n",
            "{'product_id': '23493', 'product_name': 'vintage doily travel sewing kit'}\n",
            "{'product_id': '23430', 'product_name': 'blue retro kitchen wall clock'}\n",
            "{'product_id': '23429', 'product_name': 'red retro kitchen wall clock'}\n",
            "{'product_id': '23428', 'product_name': 'ivory retro kitchen wall clock'}\n",
            "{'product_id': '23358', 'product_name': 'hot stuff hot water bottle'}\n",
            "{'product_id': '23293', 'product_name': 'set of 12 fairy cake baking cases'}\n",
            "{'product_id': '23243', 'product_name': 'set of tea coffee sugar tins pantry'}\n",
            "{'product_id': '23240', 'product_name': 'set of 4 knick knack tins doily'}\n",
            "{'product_id': '48111', 'product_name': 'doormat 3 smiley cats'}\n",
            "{'product_id': '22464', 'product_name': 'hanging metal heart lantern'}\n",
            "{'product_id': '20982', 'product_name': '12 pencils tall tube skulls'}\n",
            "{'product_id': '20981', 'product_name': '12 pencils tall tube woodland'}\n",
            "{'product_id': '23424', 'product_name': 'gingham recipe book box'}\n",
            "{'product_id': '23338', 'product_name': 'egg frying pan red'}\n",
            "{'product_id': '84970L', 'product_name': 'single heart zinc t-light holder'}\n",
            "{'product_id': '22457', 'product_name': 'natural slate heart chalkboard'}\n",
            "{'product_id': '22469', 'product_name': 'heart of wicker small'}\n",
            "{'product_id': '22909', 'product_name': 'set of 20 vintage christmas napkins'}\n",
            "{'product_id': '84947', 'product_name': 'antique silver tea glass engraved'}\n",
            "{'product_id': '23503', 'product_name': 'playing cards keep calm & carry on'}\n",
            "{'product_id': '23445', 'product_name': 'ice cream bubbles'}\n",
            "{'product_id': '23530', 'product_name': 'wall art only one person'}\n",
            "{'product_id': '84997C', 'product_name': 'childrens cutlery polkadot blue'}\n",
            "{'product_id': '84997D', 'product_name': 'childrens cutlery polkadot pink'}\n",
            "{'product_id': '84077', 'product_name': 'world war 2 gliders asstd designs'}\n",
            "{'product_id': '22749', 'product_name': 'feltcraft princess charlotte doll'}\n",
            "{'product_id': '23127', 'product_name': 'feltcraft girl nicole kit'}\n",
            "{'product_id': '23126', 'product_name': 'feltcraft girl amelie kit'}\n",
            "{'product_id': '22747', 'product_name': \"poppy's playhouse bathroom\"}\n",
            "{'product_id': '22078', 'product_name': 'ribbon reel lace design'}\n",
            "{'product_id': '84946', 'product_name': 'antique silver t-light glass'}\n",
            "{'product_id': '22791', 'product_name': 't-light glass fluted antique'}\n",
            "{'product_id': '21326', 'product_name': 'aged glass silver t-light holder'}\n",
            "{'product_id': '22170', 'product_name': 'picture frame wood triple portrait'}\n",
            "{'product_id': '23082', 'product_name': 'set 6 paper table lantern hearts'}\n",
            "{'product_id': '22909', 'product_name': 'set of 20 vintage christmas napkins'}\n",
            "{'product_id': '22087', 'product_name': 'paper bunting white lace'}\n",
            "{'product_id': '23464', 'product_name': 'vintage zinc watering can small'}\n",
            "{'product_id': '22411', 'product_name': 'jumbo shopper vintage red paisley'}\n",
            "{'product_id': '84029E', 'product_name': 'red woolly hottie white heart'}\n",
            "{'product_id': '22633', 'product_name': 'hand warmer union jack'}\n",
            "{'product_id': '23355', 'product_name': 'hot water bottle keep calm'}\n",
            "{'product_id': '84029G', 'product_name': 'knitted union flag hot water bottle'}\n",
            "{'product_id': '22112', 'product_name': 'chocolate hot water bottle'}\n",
            "{'product_id': '84347', 'product_name': 'rotating silver angels t-light hldr'}\n",
            "{'product_id': '21115', 'product_name': 'rose caravan doorstop'}\n",
            "{'product_id': '22059', 'product_name': 'ceramic strawberry design mug'}\n",
            "{'product_id': '22072', 'product_name': 'red retrospot tea cup and saucer'}\n",
            "{'product_id': '22123', 'product_name': 'ping microwave apron'}\n",
            "{'product_id': '22476', 'product_name': 'empire union jack tv dinner tray'}\n",
            "{'product_id': '22495', 'product_name': 'set of 2 round tins camembert'}\n",
            "{'product_id': '22496', 'product_name': 'set of 2 round tins dutch cheese'}\n",
            "{'product_id': '22513', 'product_name': 'doorstop football design'}\n",
            "{'product_id': '22500', 'product_name': 'set of 2 tins jardin de provence'}\n",
            "{'product_id': '22664', 'product_name': 'toy tidy dolly girl design'}\n",
            "{'product_id': '22721', 'product_name': 'set of 3 cake tins sketchbook'}\n",
            "{'product_id': '22785', 'product_name': 'squarecushion cover pink union jack'}\n",
            "{'product_id': '23178', 'product_name': 'jam clock magnet'}\n",
            "{'product_id': '23302', 'product_name': 'kneeling mat housework design'}\n",
            "{'product_id': '23533', 'product_name': 'wall art garden haven'}\n",
            "{'product_id': '84819', 'product_name': 'danish rose round sewing box'}\n",
            "{'product_id': '22371', 'product_name': 'airline bag vintage tokyo 78'}\n",
            "{'product_id': '21875', 'product_name': 'kings choice mug'}\n",
            "{'product_id': '23251', 'product_name': 'vintage red enamel trim mug'}\n",
            "{'product_id': '23300', 'product_name': 'gardeners kneeling pad cup of tea'}\n",
            "{'product_id': '22138', 'product_name': 'baking set 9 piece retrospot'}\n",
            "{'product_id': '23843', 'product_name': 'paper craft little birdie'}\n",
            "{'product_id': '22617', 'product_name': 'baking set spaceboy design'}\n",
            "{'product_id': '20749', 'product_name': 'assorted colour mini cases'}\n",
            "{'product_id': '22910', 'product_name': 'paper chain kit vintage christmas'}\n",
            "{'product_id': '22086', 'product_name': \"paper chain kit 50's christmas\"}\n",
            "{'product_id': '23351', 'product_name': \"roll wrap 50's christmas\"}\n",
            "{'product_id': '23352', 'product_name': \"roll wrap 50's red christmas\"}\n",
            "{'product_id': '22727', 'product_name': 'alarm clock bakelike red'}\n",
            "{'product_id': '22730', 'product_name': 'alarm clock bakelike ivory'}\n",
            "{'product_id': '22491', 'product_name': 'pack of 12 coloured pencils'}\n",
            "{'product_id': '22561', 'product_name': 'wooden school colouring set'}\n",
            "{'product_id': '22489', 'product_name': 'pack of 12 traditional crayons'}\n",
            "{'product_id': '22560', 'product_name': 'traditional modelling clay'}\n",
            "{'product_id': '22139', 'product_name': 'retrospot tea set ceramic 11 pc'}\n",
            "{'product_id': '23344', 'product_name': \"jumbo bag 50's christmas\"}\n",
            "{'product_id': '23203', 'product_name': 'jumbo bag vintage doily'}\n",
            "{'product_id': '85099B', 'product_name': 'jumbo bag red retrospot'}\n",
            "{'product_id': '23201', 'product_name': 'jumbo bag alphabet'}\n",
            "{'product_id': '23207', 'product_name': 'lunch bag alphabet design'}\n",
            "{'product_id': '21137', 'product_name': 'black record cover frame'}\n",
            "{'product_id': '23118', 'product_name': 'parisienne jewellery drawer'}\n",
            "{'product_id': '23111', 'product_name': 'parisienne sewing box'}\n",
            "{'product_id': '22179', 'product_name': 'set 10 night owl lights'}\n",
            "{'product_id': '22061', 'product_name': 'large cake stand hanging strawbery'}\n",
            "{'product_id': '22182', 'product_name': 'cake stand victorian filigree small'}\n",
            "{'product_id': '23571', 'product_name': 'traditional naughts & crosses'}\n",
            "{'product_id': '23369', 'product_name': 'set 36 colour pencils love london'}\n",
            "{'product_id': '23370', 'product_name': 'set 36 colouring pencils doily'}\n",
            "{'product_id': '23371', 'product_name': 'set 36 colour pencils spaceboy'}\n",
            "{'product_id': '23372', 'product_name': 'set 36 colour pencils dolly girl'}\n",
            "{'product_id': '23376', 'product_name': 'pack of 12 vintage christmas tissue'}\n",
            "{'product_id': '23377', 'product_name': 'pack of 12 dolly girl tissues'}\n",
            "{'product_id': '23378', 'product_name': \"pack of 12 50's christmas tissues\"}\n",
            "{'product_id': '23379', 'product_name': 'pack of 12 red apple tissues'}\n",
            "{'product_id': '23380', 'product_name': 'pack of 12 vintage doily tissues'}\n",
            "{'product_id': '23381', 'product_name': 'pack of 12 vintage leaf tissues'}\n",
            "{'product_id': '23382', 'product_name': 'box of 6 christmas cake decorations'}\n",
            "{'product_id': '23391', 'product_name': 'i love london mini backpack'}\n",
            "{'product_id': '23392', 'product_name': 'spaceboy rocket lolly makers'}\n",
            "{'product_id': '23399', 'product_name': 'home sweet home hanging heart'}\n",
            "{'product_id': '23405', 'product_name': 'home sweet home 2 drawer cabinet'}\n",
            "{'product_id': '23418', 'product_name': 'lavender toilette bottle'}\n",
            "{'product_id': '23426', 'product_name': 'metal sign drop your pants'}\n",
            "{'product_id': '23434', 'product_name': \"3 raffia ribbons 50's christmas\"}\n",
            "{'product_id': '23435', 'product_name': '3 raffia ribbons vintage christmas'}\n",
            "{'product_id': '23439', 'product_name': 'hand warmer red love heart'}\n",
            "{'product_id': '23451', 'product_name': 'square mini portrait frame'}\n",
            "{'product_id': '23467', 'product_name': 'vintage zinc planter'}\n",
            "{'product_id': '23469', 'product_name': 'card holder love bird small'}\n",
            "{'product_id': '23480', 'product_name': 'mini lights woodland mushrooms'}\n",
            "{'product_id': '23493', 'product_name': 'vintage doily travel sewing kit'}\n",
            "{'product_id': '23494', 'product_name': 'vintage doily deluxe sewing kit'}\n",
            "{'product_id': '23495', 'product_name': 'set of 3 pantry wooden spoons'}\n",
            "{'product_id': '23497', 'product_name': 'classic chrome bicycle bell'}\n",
            "{'product_id': '23498', 'product_name': 'classic bicycle clips'}\n",
            "{'product_id': '23501', 'product_name': 'key ring baseball boot union jack'}\n",
            "{'product_id': '23506', 'product_name': 'mini playing cards spaceboy'}\n",
            "{'product_id': '23508', 'product_name': 'mini playing cards dolly girl'}\n",
            "{'product_id': '23510', 'product_name': 'mini playing cards gymkhana'}\n",
            "{'product_id': '23521', 'product_name': 'wall art cat and bird'}\n",
            "{'product_id': '23526', 'product_name': 'wall art dog licence'}\n",
            "{'product_id': '23530', 'product_name': 'wall art only one person'}\n",
            "{'product_id': '23534', 'product_name': 'wall art stop for tea'}\n",
            "{'product_id': '23535', 'product_name': 'wall art bicycle safety'}\n",
            "{'product_id': '23536', 'product_name': 'wall art village show'}\n",
            "{'product_id': '23538', 'product_name': 'wall art vintage heart'}\n",
            "{'product_id': '23551', 'product_name': 'pack of 12 paisley park tissues'}\n",
            "{'product_id': '23552', 'product_name': 'bicycle puncture repair kit'}\n",
            "{'product_id': '23555', 'product_name': 'landmark frame notting hill'}\n",
            "{'product_id': '23559', 'product_name': 'woodland bunnies lolly makers'}\n",
            "{'product_id': '23561', 'product_name': 'set of 6 ribbons party'}\n",
            "{'product_id': '23564', 'product_name': 'egg cup milkmaid ingrid'}\n",
            "{'product_id': '23565', 'product_name': 'egg cup milkmaid helga'}\n",
            "{'product_id': '23567', 'product_name': 'egg cup henrietta hen pink'}\n",
            "{'product_id': '23569', 'product_name': 'tradtional alphabet stamp set'}\n",
            "{'product_id': '23570', 'product_name': 'traditional pick up sticks game'}\n",
            "{'product_id': '23571', 'product_name': 'traditional naughts & crosses'}\n",
            "{'product_id': '23575', 'product_name': 'snack tray paisley park'}\n",
            "{'product_id': '23579', 'product_name': 'snack tray i love london'}\n",
            "{'product_id': '23611', 'product_name': 'set 10 cards red riding hood 17214'}\n",
            "{'product_id': '23616', 'product_name': 'set 10 cards jingle bells 17217'}\n",
            "{'product_id': '23621', 'product_name': \"set 10 cards david's madonna 17074\"}\n",
            "{'product_id': '23635', 'product_name': 'set 10 cards christmas holly 17259'}\n",
            "{'product_id': '23644', 'product_name': 'set 10 cards christmas tree 16955'}\n",
            "{'product_id': '23660', 'product_name': 'henrietta hen mug'}\n",
            "{'product_id': '23661', 'product_name': 'milk maids mug'}\n",
            "{'product_id': '35095A', 'product_name': 'blue victorian fabric oval box'}\n",
            "{'product_id': '35095B', 'product_name': 'red victorian fabric oval box'}\n",
            "{'product_id': '35646', 'product_name': 'vintage bead pink evening bag'}\n",
            "{'product_id': '35648', 'product_name': 'vintage bead pink purse'}\n",
            "{'product_id': '35953', 'product_name': 'folkart star christmas decorations'}\n",
            "{'product_id': '35964', 'product_name': 'folkart clip on stars'}\n",
            "{'product_id': '35970', 'product_name': 'zinc folkart sleigh bells'}\n",
            "{'product_id': '46118', 'product_name': 'funky monkey cushion cover'}\n",
            "{'product_id': '46776A', 'product_name': 'woven bubble gum cushion cover'}\n",
            "{'product_id': '46776B', 'product_name': 'woven berries cushion cover'}\n",
            "{'product_id': '46776C', 'product_name': 'woven frost cushion cover'}\n",
            "{'product_id': '46776D', 'product_name': 'woven sunset cushion cover'}\n",
            "{'product_id': '46776E', 'product_name': 'woven candy cushion cover'}\n",
            "{'product_id': '46776F', 'product_name': 'woven rose garden cushion cover'}\n",
            "{'product_id': '47310M', 'product_name': 'small pop box funky monkey'}\n",
            "{'product_id': '47480', 'product_name': 'hanging photo clip rope ladder'}\n",
            "{'product_id': '47504H', 'product_name': 'english rose spirit level'}\n",
            "{'product_id': '47559B', 'product_name': 'tea time oven glove'}\n",
            "{'product_id': '47563A', 'product_name': 'retro longboard ironing board cover'}\n",
            "{'product_id': '47566', 'product_name': 'party bunting'}\n",
            "{'product_id': '47590B', 'product_name': 'pink happy birthday bunting'}\n",
            "{'product_id': '51014A', 'product_name': 'feather pen hot pink'}\n",
            "{'product_id': '51014L', 'product_name': 'feather pen light pink'}\n",
            "{'product_id': '71270', 'product_name': 'photo clip line'}\n",
            "{'product_id': '72349B', 'product_name': 'set/6 purple butterfly t-lights'}\n",
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            "{'product_id': '22356', 'product_name': 'charlotte bag pink polkadot'}\n",
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            "{'product_id': '85048', 'product_name': '15cm christmas glass ball 20 lights'}\n",
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            "{'product_id': '85053', 'product_name': 'french enamel candleholder'}\n",
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            "{'product_id': '22734', 'product_name': 'set of 6 ribbons vintage christmas'}\n",
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            "{'product_id': '22736', 'product_name': 'ribbon reel making snowmen'}\n",
            "{'product_id': '22739', 'product_name': 'ribbon reel christmas sock bauble'}\n",
            "{'product_id': '22741', 'product_name': 'funky diva pen'}\n",
            "{'product_id': '22743', 'product_name': 'make your own flowerpower card kit'}\n",
            "{'product_id': '22749', 'product_name': 'feltcraft princess charlotte doll'}\n",
            "{'product_id': '22750', 'product_name': 'feltcraft princess lola doll'}\n",
            "{'product_id': '22751', 'product_name': 'feltcraft princess olivia doll'}\n",
            "{'product_id': '22753', 'product_name': 'small yellow babushka notebook'}\n",
            "{'product_id': '22754', 'product_name': 'small red babushka notebook'}\n",
            "{'product_id': '22755', 'product_name': 'small purple babushka notebook'}\n",
            "{'product_id': '22756', 'product_name': 'large yellow babushka notebook'}\n",
            "{'product_id': '22758', 'product_name': 'large purple babushka notebook'}\n",
            "{'product_id': '22763', 'product_name': 'key cabinet ma campagne'}\n",
            "{'product_id': '22771', 'product_name': 'clear drawer knob acrylic edwardian'}\n",
            "{'product_id': '22791', 'product_name': 't-light glass fluted antique'}\n",
            "{'product_id': '22792', 'product_name': 'fluted antique candle holder'}\n",
            "{'product_id': '22795', 'product_name': 'sweetheart recipe book stand'}\n",
            "{'product_id': '22798', 'product_name': 'antique glass dressing table pot'}\n",
            "{'product_id': '22805', 'product_name': 'blue drawer knob acrylic edwardian'}\n",
            "{'product_id': '22809', 'product_name': 'set of 6 t-lights santa'}\n",
            "{'product_id': '22814', 'product_name': 'card party games'}\n",
            "{'product_id': '22815', 'product_name': 'card psychedelic apples'}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "product_dimension = pd.DataFrame(transformed_data)"
      ],
      "metadata": {
        "id": "-qvgAy5RrS45"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "product_dimension.to_csv('Product_dimension.csv')\n",
        "!cp data.csv \"drive/My Drive/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_wmnhybGraTB",
        "outputId": "9b21917a-29b1-4368-9d5a-a1150247002c"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cp: cannot stat 'data.csv': No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Dimension table - Customer**"
      ],
      "metadata": {
        "id": "fN5E6iCumbIx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"customer_table.csv\", \"r\", encoding=\"utf-8-sig\") as file:\n",
        "    data = list(csv.DictReader(file))\n",
        "    for item in data:\n",
        "        item[\"CustomerNo\"] =str(item[\"CustomerNo\"])\n",
        "data[:3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7a0d6871-1fe2-425b-857e-a95091464f24",
        "id": "Q84PVr4Rxai-"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'CustomerNo': '17490', 'Country': 'United Kingdom'},\n",
              " {'CustomerNo': '13069', 'Country': 'United Kingdom'},\n",
              " {'CustomerNo': '13069', 'Country': 'United Kingdom'}]"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class Database:\n",
        "    def __init__(self):\n",
        "        self.db = {\n",
        "            \"source\": [],\n",
        "            \"destination\": [],\n",
        "            \"transform\": [],\n",
        "            \"mapping\": []\n",
        "        }\n",
        "        #add_source\n",
        "        self.add_source(1,\"CustomerNo\",\"$.CustomerNo\",\"str\",True)\n",
        "        self.add_source(2,\"Country\",\"$.Country\",\"str\",True)\n",
        "\n",
        "        #add_transform\n",
        "        self.add_transform(1,'CLEAN_STRING')\n",
        "\n",
        "\n",
        "        #add_destination\n",
        "        self.add_destination(1,\"customer_id\",\"customer_id\",\"str\",\"n/a\")\n",
        "        self.add_destination(2,\"country\",\"country\",\"str\",\"n/a\")\n",
        "\n",
        "        #add_mapping\n",
        "        self.add_mapping(1,1,1)\n",
        "        self.add_mapping(2,2,2,1)\n",
        "\n",
        "    def add_source(self,id,source_field_name,source_field_mapping,source_field_type,is_required):\n",
        "      if not isinstance(is_required, bool):\n",
        "        print(\"Error. Please enter if required.\")\n",
        "      else:\n",
        "        source = {\n",
        "            \"id\": id,\n",
        "            \"source_field_name\": source_field_name,\n",
        "            \"source_field_mapping\": source_field_mapping,\n",
        "            \"source_field_type\": source_field_type,\n",
        "            \"is_required\": is_required\n",
        "        }\n",
        "        self.db[\"source\"].append(source)\n",
        "\n",
        "    def add_transform(self,id,transform_mask):\n",
        "      transform={\n",
        "          \"id\": id,\n",
        "          \"transform_mask\": transform_mask\n",
        "      }\n",
        "      self.db[\"transform\"].append(transform)\n",
        "\n",
        "    def add_destination(self,id,destination_field_name,destination_field_mapping,destination_field_type,default_value):\n",
        "        destination = {\n",
        "              \"id\": id,\n",
        "              \"destination_field_name\": destination_field_name,\n",
        "              \"destination_field_mapping\": destination_field_mapping,\n",
        "              \"destination_field_type\": destination_field_type,\n",
        "              \"default_value\": default_value\n",
        "          }\n",
        "        self.db[\"destination\"].append(destination)\n",
        "\n",
        "    def add_mapping(self,id,mapping_source,mapping_destination,mapping_transform=None):\n",
        "      if mapping_transform is not None:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination,\n",
        "          \"mapping_transform\": mapping_transform\n",
        "        }\n",
        "      else:\n",
        "        mapping={\n",
        "          \"id\": id,\n",
        "          \"mapping_source\": mapping_source,\n",
        "          \"mapping_destination\": mapping_destination\n",
        "          }\n",
        "      self.db[\"mapping\"].append(mapping)\n",
        "\n",
        "    @property\n",
        "    def get_data_source_target_mapping(self):\n",
        "        return self.db"
      ],
      "metadata": {
        "id": "hbVuEkbnuD1Q"
      },
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "transformed_data = []\n",
        "for item in data:\n",
        "    helper = STTM(input_json=item)\n",
        "    response = helper.get_transformed_data()\n",
        "    transformed_data.append(response)\n",
        "    print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EcArOo5XuefW",
        "outputId": "1e32f0b2-fd70-4ed3-ddb1-4b8b6fd8204c"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '13069', 'country': 'united kingdom'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '13426', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '17364', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '14441', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '17490', 'country': 'united kingdom'}\n",
            "{'customer_id': '16446', 'country': 'united kingdom'}\n",
            "{'customer_id': '17389', 'country': 'united kingdom'}\n",
            "{'customer_id': '17389', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '17001', 'country': 'united kingdom'}\n",
            "{'customer_id': '15694', 'country': 'united kingdom'}\n",
            "{'customer_id': '17428', 'country': 'united kingdom'}\n",
            "{'customer_id': '17428', 'country': 'united kingdom'}\n",
            "{'customer_id': '17428', 'country': 'united kingdom'}\n",
            "{'customer_id': '16954', 'country': 'united kingdom'}\n",
            "{'customer_id': '16954', 'country': 'united kingdom'}\n",
            "{'customer_id': '12433', 'country': 'norway'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
            "{'customer_id': '15492', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16523', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
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            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n",
            "{'customer_id': '16217', 'country': 'united kingdom'}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "customer_dimension = pd.DataFrame(transformed_data)"
      ],
      "metadata": {
        "id": "lkmcMTi5x4GJ"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "customer_dimension.to_csv('Customer_dimension.csv')\n",
        "!cp data.csv \"drive/My Drive/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "66pWoBl1x9aJ",
        "outputId": "fc48e19f-1bbe-4b14-8ccf-aed9926e2c83"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cp: cannot stat 'data.csv': No such file or directory\n"
          ]
        }
      ]
    }
  ]
}