BIG_DATA_Project_RFM.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/malikbaqi12/Applied-data-science-using-pyspark-code-files/blob/main/BIG_DATA_Project_RFM.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install pyspark"
      ],
      "metadata": {
        "id": "eR4xHG1bP4Mo",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "803c6491-76f8-4282-d573-cc437d8fb8c9"
      },
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pyspark in /usr/local/lib/python3.10/dist-packages (3.4.0)\n",
            "Requirement already satisfied: py4j==0.10.9.7 in /usr/local/lib/python3.10/dist-packages (from pyspark) (0.10.9.7)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql import SparkSession\n",
        "spark=SparkSession.builder.appName(\"Project\").getOrCreate()"
      ],
      "metadata": {
        "id": "lxnIHjhMxMuK"
      },
      "execution_count": 92,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 93,
      "metadata": {
        "id": "4f0ytnX1MWsN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0141a676-74fb-4381-a721-f8b9d638a428"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- InvoiceNo: string (nullable = true)\n",
            " |-- StockCode: string (nullable = true)\n",
            " |-- Description: string (nullable = true)\n",
            " |-- Quantity: integer (nullable = true)\n",
            " |-- InvoiceDate: string (nullable = true)\n",
            " |-- UnitPrice: double (nullable = true)\n",
            " |-- CustomerID: integer (nullable = true)\n",
            " |-- Country: string (nullable = true)\n",
            "\n"
          ]
        }
      ],
      "source": [
        "\n",
        "\n",
        "# Read data\n",
        "file_location = \"OnlineRetail.csv\"\n",
        "file_type = \"csv\"\n",
        "infer_schema = \"true\"\n",
        "first_row_is_header = \"true\"\n",
        "delimiter = \",\"\n",
        "\n",
        "df = spark.read.format(file_type)\\\n",
        ".option(\"inferSchema\", infer_schema)\\\n",
        ".option(\"header\", first_row_is_header)\\\n",
        ".option(\"sep\", delimiter)\\\n",
        ".load(file_location)\n",
        "\n",
        "# Print Metadata\n",
        "df.printSchema()\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  Count data\n",
        "df.count()\n",
        "print('The total number of records '+str(df.count()))"
      ],
      "metadata": {
        "id": "SrVNd2OoP4U3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f4589d6c-bf4c-499a-84cd-c7294fda56c0"
      },
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The total number of records 541909\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.show()"
      ],
      "metadata": {
        "id": "0aY0DrDbQBOU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f78ed31c-c5ef-4e19-d195-4796b6a9d9e1"
      },
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+\n",
            "|InvoiceNo|StockCode|         Description|Quantity|   InvoiceDate|UnitPrice|CustomerID|       Country|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+\n",
            "|   536365|   85123A|WHITE HANGING HEA...|       6|12/1/2010 8:26|     2.55|     17850|United Kingdom|\n",
            "|   536365|    71053| WHITE METAL LANTERN|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|\n",
            "|   536365|   84406B|CREAM CUPID HEART...|       8|12/1/2010 8:26|     2.75|     17850|United Kingdom|\n",
            "|   536365|   84029G|KNITTED UNION FLA...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|\n",
            "|   536365|   84029E|RED WOOLLY HOTTIE...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|\n",
            "|   536365|    22752|SET 7 BABUSHKA NE...|       2|12/1/2010 8:26|     7.65|     17850|United Kingdom|\n",
            "|   536365|    21730|GLASS STAR FROSTE...|       6|12/1/2010 8:26|     4.25|     17850|United Kingdom|\n",
            "|   536366|    22633|HAND WARMER UNION...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|\n",
            "|   536366|    22632|HAND WARMER RED P...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|\n",
            "|   536367|    84879|ASSORTED COLOUR B...|      32|12/1/2010 8:34|     1.69|     13047|United Kingdom|\n",
            "|   536367|    22745|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|\n",
            "|   536367|    22748|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|\n",
            "|   536367|    22749|FELTCRAFT PRINCES...|       8|12/1/2010 8:34|     3.75|     13047|United Kingdom|\n",
            "|   536367|    22310|IVORY KNITTED MUG...|       6|12/1/2010 8:34|     1.65|     13047|United Kingdom|\n",
            "|   536367|    84969|BOX OF 6 ASSORTED...|       6|12/1/2010 8:34|     4.25|     13047|United Kingdom|\n",
            "|   536367|    22623|BOX OF VINTAGE JI...|       3|12/1/2010 8:34|     4.95|     13047|United Kingdom|\n",
            "|   536367|    22622|BOX OF VINTAGE AL...|       2|12/1/2010 8:34|     9.95|     13047|United Kingdom|\n",
            "|   536367|    21754|HOME BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|\n",
            "|   536367|    21755|LOVE BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|\n",
            "|   536367|    21777|RECIPE BOX WITH M...|       4|12/1/2010 8:34|     7.95|     13047|United Kingdom|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql.functions import to_date, split, col\n",
        "\n",
        "\n",
        "# Separate date and time components\n",
        "df = df.withColumn(\"OrderDate\", split(col(\"InvoiceDate\"), \" \")[0])\n",
        "df = df.withColumn(\"OrderTime\", split(col(\"InvoiceDate\"), \" \")[1])\n",
        "\n",
        "# Alternatively, if you want to keep the date and time together as a string\n",
        "df = df.withColumn(\"OrderDateTime\", col(\"InvoiceDate\").cast(\"string\"))"
      ],
      "metadata": {
        "id": "fafEn5PgZEwq"
      },
      "execution_count": 96,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.show()"
      ],
      "metadata": {
        "id": "X5V40G78QYM7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "56700589-5214-4a78-a294-87b19924bd34"
      },
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+\n",
            "|InvoiceNo|StockCode|         Description|Quantity|   InvoiceDate|UnitPrice|CustomerID|       Country|OrderDate|OrderTime| OrderDateTime|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+\n",
            "|   536365|   85123A|WHITE HANGING HEA...|       6|12/1/2010 8:26|     2.55|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|    71053| WHITE METAL LANTERN|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|   84406B|CREAM CUPID HEART...|       8|12/1/2010 8:26|     2.75|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|   84029G|KNITTED UNION FLA...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|   84029E|RED WOOLLY HOTTIE...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|    22752|SET 7 BABUSHKA NE...|       2|12/1/2010 8:26|     7.65|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536365|    21730|GLASS STAR FROSTE...|       6|12/1/2010 8:26|     4.25|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|\n",
            "|   536366|    22633|HAND WARMER UNION...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|12/1/2010|     8:28|12/1/2010 8:28|\n",
            "|   536366|    22632|HAND WARMER RED P...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|12/1/2010|     8:28|12/1/2010 8:28|\n",
            "|   536367|    84879|ASSORTED COLOUR B...|      32|12/1/2010 8:34|     1.69|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22745|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22748|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22749|FELTCRAFT PRINCES...|       8|12/1/2010 8:34|     3.75|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22310|IVORY KNITTED MUG...|       6|12/1/2010 8:34|     1.65|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    84969|BOX OF 6 ASSORTED...|       6|12/1/2010 8:34|     4.25|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22623|BOX OF VINTAGE JI...|       3|12/1/2010 8:34|     4.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    22622|BOX OF VINTAGE AL...|       2|12/1/2010 8:34|     9.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    21754|HOME BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    21755|LOVE BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "|   536367|    21777|RECIPE BOX WITH M...|       4|12/1/2010 8:34|     7.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.printSchema() # Prints Schema of the dataframe attributes in a tree format\n"
      ],
      "metadata": {
        "id": "GeYyntLTdJCR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "001b5aaa-4d74-47c5-dd52-aa36756f5d7a"
      },
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- InvoiceNo: string (nullable = true)\n",
            " |-- StockCode: string (nullable = true)\n",
            " |-- Description: string (nullable = true)\n",
            " |-- Quantity: integer (nullable = true)\n",
            " |-- InvoiceDate: string (nullable = true)\n",
            " |-- UnitPrice: double (nullable = true)\n",
            " |-- CustomerID: integer (nullable = true)\n",
            " |-- Country: string (nullable = true)\n",
            " |-- OrderDate: string (nullable = true)\n",
            " |-- OrderTime: string (nullable = true)\n",
            " |-- OrderDateTime: string (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.dropna()\n"
      ],
      "metadata": {
        "id": "nA3SS8haCavz"
      },
      "execution_count": 99,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pyspark.sql.functions as F\n"
      ],
      "metadata": {
        "id": "LEJT3QWKbR2w"
      },
      "execution_count": 100,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Calculate the new column \"Value\"\n",
        "df = df.withColumn(\"Value\", F.round(col(\"Quantity\") * col(\"UnitPrice\"),2))\n",
        "\n",
        "# Show the dataframe\n",
        "df.show()\n"
      ],
      "metadata": {
        "id": "F51BeuGLJ5LY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ed111c40-00b2-49b8-887d-7726c8d9c371"
      },
      "execution_count": 101,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+-----+\n",
            "|InvoiceNo|StockCode|         Description|Quantity|   InvoiceDate|UnitPrice|CustomerID|       Country|OrderDate|OrderTime| OrderDateTime|Value|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+-----+\n",
            "|   536365|   85123A|WHITE HANGING HEA...|       6|12/1/2010 8:26|     2.55|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26| 15.3|\n",
            "|   536365|    71053| WHITE METAL LANTERN|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|20.34|\n",
            "|   536365|   84406B|CREAM CUPID HEART...|       8|12/1/2010 8:26|     2.75|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26| 22.0|\n",
            "|   536365|   84029G|KNITTED UNION FLA...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|20.34|\n",
            "|   536365|   84029E|RED WOOLLY HOTTIE...|       6|12/1/2010 8:26|     3.39|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26|20.34|\n",
            "|   536365|    22752|SET 7 BABUSHKA NE...|       2|12/1/2010 8:26|     7.65|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26| 15.3|\n",
            "|   536365|    21730|GLASS STAR FROSTE...|       6|12/1/2010 8:26|     4.25|     17850|United Kingdom|12/1/2010|     8:26|12/1/2010 8:26| 25.5|\n",
            "|   536366|    22633|HAND WARMER UNION...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|12/1/2010|     8:28|12/1/2010 8:28| 11.1|\n",
            "|   536366|    22632|HAND WARMER RED P...|       6|12/1/2010 8:28|     1.85|     17850|United Kingdom|12/1/2010|     8:28|12/1/2010 8:28| 11.1|\n",
            "|   536367|    84879|ASSORTED COLOUR B...|      32|12/1/2010 8:34|     1.69|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|54.08|\n",
            "|   536367|    22745|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 12.6|\n",
            "|   536367|    22748|POPPY'S PLAYHOUSE...|       6|12/1/2010 8:34|      2.1|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 12.6|\n",
            "|   536367|    22749|FELTCRAFT PRINCES...|       8|12/1/2010 8:34|     3.75|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 30.0|\n",
            "|   536367|    22310|IVORY KNITTED MUG...|       6|12/1/2010 8:34|     1.65|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|  9.9|\n",
            "|   536367|    84969|BOX OF 6 ASSORTED...|       6|12/1/2010 8:34|     4.25|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 25.5|\n",
            "|   536367|    22623|BOX OF VINTAGE JI...|       3|12/1/2010 8:34|     4.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|14.85|\n",
            "|   536367|    22622|BOX OF VINTAGE AL...|       2|12/1/2010 8:34|     9.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 19.9|\n",
            "|   536367|    21754|HOME BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|17.85|\n",
            "|   536367|    21755|LOVE BUILDING BLO...|       3|12/1/2010 8:34|     5.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34|17.85|\n",
            "|   536367|    21777|RECIPE BOX WITH M...|       4|12/1/2010 8:34|     7.95|     13047|United Kingdom|12/1/2010|     8:34|12/1/2010 8:34| 31.8|\n",
            "+---------+---------+--------------------+--------+--------------+---------+----------+--------------+---------+---------+--------------+-----+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql import SparkSession\n",
        "from pyspark.sql.functions import col, max, min, count, sum\n",
        "from pyspark.sql.window import Window\n"
      ],
      "metadata": {
        "id": "F2HQ9NjbZEpt"
      },
      "execution_count": 102,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfm = df.groupBy(\"CustomerID\").agg(\n",
        "    max(col(\"InvoiceDate\")).alias(\"Recent_date\"),\n",
        "    count(col(\"InvoiceNo\")).alias(\"Frequency\"),\n",
        "    F.round(sum(col(\"Value\")).alias(\"Monetary\"),2)\n",
        ")"
      ],
      "metadata": {
        "id": "H8jUVVMaCBF-"
      },
      "execution_count": 103,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfm = rfm.withColumnRenamed(\"round(sum(Value) AS Monetary, 2)\", \"Monetary\")\n"
      ],
      "metadata": {
        "id": "eo6sBLopfeK0"
      },
      "execution_count": 104,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfm.show()\n"
      ],
      "metadata": {
        "id": "t605IX9rAK38",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8a62be92-c960-4ea5-fad3-c1c82b7c6ba3"
      },
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+----------+---------------+---------+--------+\n",
            "|CustomerID|    Recent_date|Frequency|Monetary|\n",
            "+----------+---------------+---------+--------+\n",
            "|     12346|1/18/2011 10:17|        2|     0.0|\n",
            "|     12347|  8/2/2011 8:48|      182|  4310.0|\n",
            "|     12348|9/25/2011 13:13|       31| 1797.24|\n",
            "|     12349|11/21/2011 9:51|       73| 1757.55|\n",
            "|     12350| 2/2/2011 16:01|       17|   334.4|\n",
            "|     12352|9/28/2011 14:58|       95| 1545.41|\n",
            "|     12353|5/19/2011 17:47|        4|    89.0|\n",
            "|     12354|4/21/2011 13:11|       58|  1079.4|\n",
            "|     12355| 5/9/2011 13:49|       13|   459.4|\n",
            "|     12356| 4/8/2011 12:33|       59| 2811.43|\n",
            "|     12357|11/6/2011 16:07|      131| 6207.67|\n",
            "|     12358|7/12/2011 10:04|       19| 1168.06|\n",
            "|     12359| 6/3/2011 12:26|      254| 6245.53|\n",
            "|     12360|8/19/2011 10:10|      129| 2662.06|\n",
            "|     12361|2/25/2011 13:51|       10|   189.9|\n",
            "|     12362|9/28/2011 12:04|      274| 5154.58|\n",
            "|     12363|8/22/2011 10:18|       23|   552.0|\n",
            "|     12364|9/22/2011 16:07|       85|  1313.1|\n",
            "|     12365|2/21/2011 14:04|       23|  320.69|\n",
            "|     12367|12/5/2011 16:48|       11|   168.9|\n",
            "+----------+---------------+---------+--------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rfm_d = rfm.toPandas()\n",
        "from pyspark.sql.functions import current_date\n",
        "current_date_value = current_date()"
      ],
      "metadata": {
        "id": "AwmBt6WDI5T-"
      },
      "execution_count": 106,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Assuming you have a pandas DataFrame named rfm\n",
        "rfm_d['Recent_date'] = pd.to_datetime(rfm_d['Recent_date'])  # Convert column to datetime if not already\n",
        "rfm_d['Recency'] = (pd.to_datetime('2012-01-01') - rfm_d['Recent_date']).dt.days\n",
        "rfm_d.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Yp80ebIkKCKj",
        "outputId": "62624b91-a43f-402c-f67c-eca6412ca09a"
      },
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   CustomerID         Recent_date  Frequency  Monetary  Recency\n",
              "0       12346 2011-01-18 10:17:00          2      0.00      347\n",
              "1       12347 2011-08-02 08:48:00        182   4310.00      151\n",
              "2       12348 2011-09-25 13:13:00         31   1797.24       97\n",
              "3       12349 2011-11-21 09:51:00         73   1757.55       40\n",
              "4       12350 2011-02-02 16:01:00         17    334.40      332"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-94540334-2730-4d5b-a5e6-f2d39efb2698\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "      <th></th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Recent_date</th>\n",
              "      <th>Frequency</th>\n",
              "      <th>Monetary</th>\n",
              "      <th>Recency</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
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              "      <td>2011-01-18 10:17:00</td>\n",
              "      <td>2</td>\n",
              "      <td>0.00</td>\n",
              "      <td>347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>12347</td>\n",
              "      <td>2011-08-02 08:48:00</td>\n",
              "      <td>182</td>\n",
              "      <td>4310.00</td>\n",
              "      <td>151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "      <td>12348</td>\n",
              "      <td>2011-09-25 13:13:00</td>\n",
              "      <td>31</td>\n",
              "      <td>1797.24</td>\n",
              "      <td>97</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>12349</td>\n",
              "      <td>2011-11-21 09:51:00</td>\n",
              "      <td>73</td>\n",
              "      <td>1757.55</td>\n",
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              "      <th>4</th>\n",
              "      <td>12350</td>\n",
              "      <td>2011-02-02 16:01:00</td>\n",
              "      <td>17</td>\n",
              "      <td>334.40</td>\n",
              "      <td>332</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-94540334-2730-4d5b-a5e6-f2d39efb2698');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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            ]
          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from pyspark.sql import SparkSession\n",
        "\n",
        "\n",
        "import seaborn as sns\n",
        "plt.figure(figsize=(12,10))\n",
        "# Plot distribution of recency\n",
        "plt.subplot(3, 1, 1)\n",
        "sns.distplot(rfm_d['Recency'])\n",
        "# Plot distribution of frequency\n",
        "plt.subplot(3, 1, 2)\n",
        "sns.distplot(rfm_d['Frequency'])\n",
        "# Plot distribution of monetary\n",
        "plt.subplot(3, 1, 3)\n",
        "sns.distplot(rfm_d['Monetary'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "z7E_KtxoEsYW",
        "outputId": "6a14b9e0-4042-4f9d-8f34-9ca2ba1faa9a"
      },
      "execution_count": 108,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-108-f1e6c074a878>:10: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(rfm_d['Recency'])\n",
            "<ipython-input-108-f1e6c074a878>:13: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(rfm_d['Frequency'])\n",
            "<ipython-input-108-f1e6c074a878>:16: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(rfm_d['Monetary'])\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='Monetary', ylabel='Density'>"
            ]
          },
          "metadata": {},
          "execution_count": 108
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 3 Axes>"
            ],
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(figsize=(10,20))\n",
        "num_vars = rfm_d.select_dtypes(['int64', 'float64']).columns.tolist()\n",
        "#num_vars.remove('Id')\n",
        "for index, col in enumerate(num_vars):\n",
        "    plt.subplot(4,2,index+1)\n",
        "    sns.histplot(x=col, data=rfm_d)\n",
        "    plt.ylabel('COUNT', size = 10)\n",
        "    plt.xlabel(col, fontsize = 10)\n",
        "    plt.xticks(size = 10, rotation = 45 )\n",
        "    plt.yticks(size = 10)\n",
        "fig.tight_layout(pad=1.0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 985
        },
        "id": "vMEjNQpRg2Ha",
        "outputId": "3eb06756-94c9-4142-d9ef-95f4e60db4b5"
      },
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x2000 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rfm_d.drop(rfm_d[rfm_d['Frequency'] >= 500].index, inplace = True)"
      ],
      "metadata": {
        "id": "yDcrpu0Zg2EJ"
      },
      "execution_count": 110,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfm_d.drop(rfm_d[rfm_d['Monetary'] >= 10000].index, inplace = True)"
      ],
      "metadata": {
        "id": "2pdgQULZh7V8"
      },
      "execution_count": 111,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfm_d.drop(rfm_d[rfm_d['Monetary'] <= 0].index, inplace = True)"
      ],
      "metadata": {
        "id": "ZvtCMlzSi5mR"
      },
      "execution_count": 112,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure(figsize=(10,20))\n",
        "num_vars = rfm_d.select_dtypes(['int64', 'float64']).columns.tolist()\n",
        "#num_vars.remove('Id')\n",
        "for index, col in enumerate(num_vars):\n",
        "    plt.subplot(4,2,index+1)\n",
        "    sns.histplot(x=col, data=rfm_d)\n",
        "    plt.ylabel('COUNT', size = 10)\n",
        "    plt.xlabel(col, fontsize = 10)\n",
        "    plt.xticks(size = 10, rotation = 45 )\n",
        "    plt.yticks(size = 10)\n",
        "fig.tight_layout(pad=1.0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "7hbDgGS2iQnK",
        "outputId": "d4a5afa1-481d-46d6-aab4-127436b8347f"
      },
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x2000 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "from pyspark.ml.clustering import KMeans\n",
        "from pyspark.ml.feature import VectorAssembler\n",
        "from pyspark.ml.feature import StandardScaler\n",
        "from pyspark.ml.evaluation import ClusteringEvaluator"
      ],
      "metadata": {
        "id": "C0M6KERyXErx"
      },
      "execution_count": 114,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rfmd=rfm_d\n",
        "rfmd.dropna()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "sFFDQFQ_5nTY",
        "outputId": "cb94a544-2446-48cc-bd1a-381ec4d8f204"
      },
      "execution_count": 115,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      CustomerID         Recent_date  Frequency  Monetary  Recency\n",
              "1          12347 2011-08-02 08:48:00        182   4310.00      151\n",
              "2          12348 2011-09-25 13:13:00         31   1797.24       97\n",
              "3          12349 2011-11-21 09:51:00         73   1757.55       40\n",
              "4          12350 2011-02-02 16:01:00         17    334.40      332\n",
              "5          12352 2011-09-28 14:58:00         95   1545.41       94\n",
              "...          ...                 ...        ...       ...      ...\n",
              "4366       18278 2011-09-27 11:58:00          9    173.90       95\n",
              "4367       18280 2011-03-07 09:52:00         10    180.60      299\n",
              "4368       18281 2011-06-12 10:53:00          7     80.82      202\n",
              "4369       18282 2011-08-09 15:10:00         13    176.60      144\n",
              "4371       18287 2011-05-22 10:39:00         70   1837.28      223\n",
              "\n",
              "[4163 rows x 5 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-cb3874ff-b5df-426d-9646-815a354491e6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Recent_date</th>\n",
              "      <th>Frequency</th>\n",
              "      <th>Monetary</th>\n",
              "      <th>Recency</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>12347</td>\n",
              "      <td>2011-08-02 08:48:00</td>\n",
              "      <td>182</td>\n",
              "      <td>4310.00</td>\n",
              "      <td>151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>12348</td>\n",
              "      <td>2011-09-25 13:13:00</td>\n",
              "      <td>31</td>\n",
              "      <td>1797.24</td>\n",
              "      <td>97</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>12349</td>\n",
              "      <td>2011-11-21 09:51:00</td>\n",
              "      <td>73</td>\n",
              "      <td>1757.55</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>12350</td>\n",
              "      <td>2011-02-02 16:01:00</td>\n",
              "      <td>17</td>\n",
              "      <td>334.40</td>\n",
              "      <td>332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>12352</td>\n",
              "      <td>2011-09-28 14:58:00</td>\n",
              "      <td>95</td>\n",
              "      <td>1545.41</td>\n",
              "      <td>94</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4366</th>\n",
              "      <td>18278</td>\n",
              "      <td>2011-09-27 11:58:00</td>\n",
              "      <td>9</td>\n",
              "      <td>173.90</td>\n",
              "      <td>95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4367</th>\n",
              "      <td>18280</td>\n",
              "      <td>2011-03-07 09:52:00</td>\n",
              "      <td>10</td>\n",
              "      <td>180.60</td>\n",
              "      <td>299</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4368</th>\n",
              "      <td>18281</td>\n",
              "      <td>2011-06-12 10:53:00</td>\n",
              "      <td>7</td>\n",
              "      <td>80.82</td>\n",
              "      <td>202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4369</th>\n",
              "      <td>18282</td>\n",
              "      <td>2011-08-09 15:10:00</td>\n",
              "      <td>13</td>\n",
              "      <td>176.60</td>\n",
              "      <td>144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4371</th>\n",
              "      <td>18287</td>\n",
              "      <td>2011-05-22 10:39:00</td>\n",
              "      <td>70</td>\n",
              "      <td>1837.28</td>\n",
              "      <td>223</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4163 rows × 5 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cb3874ff-b5df-426d-9646-815a354491e6')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-cb3874ff-b5df-426d-9646-815a354491e6 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-cb3874ff-b5df-426d-9646-815a354491e6');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 115
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rfm_col = [\"Recency\", \"Frequency\", \"Monetary\"]\n",
        "assembler = VectorAssembler().setHandleInvalid(\"skip\").setInputCols(rfm_col).setOutputCol(\"unscaled_features\")\n",
        "scaler = StandardScaler().setInputCol(\"unscaled_features\").setOutputCol(\"features\")"
      ],
      "metadata": {
        "id": "oJMLwMMVV0cp"
      },
      "execution_count": 116,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "import pyspark.sql.functions as F\n",
        "from pyspark.ml.feature import VectorAssembler, StandardScaler\n",
        "from pyspark.ml import Pipeline\n",
        "from pyspark.ml.clustering import KMeans\n",
        "from pyspark.ml.evaluation import ClusteringEvaluator"
      ],
      "metadata": {
        "id": "byPrUpfvWUOh"
      },
      "execution_count": 117,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Assuming you have a DataFrame with RFM data\n",
        "# rfmdf = spark.read.csv(\"rfm_data.csv\", header=True, inferSchema=True)\n",
        "# Convert the Pandas DataFrame to PySpark DataFrame\n",
        "rfmdf = spark.createDataFrame(rfmd)\n",
        "# Preprocess RFM data and create feature vector\n",
        "rfmdf = rfmdf.withColumn(\"Recency\", rfmdf[\"Recency\"].cast(\"double\"))\n",
        "rfmdf = rfmdf.withColumn(\"Frequency\", rfmdf[\"Frequency\"].cast(\"double\"))\n",
        "rfmdf = rfmdf.withColumn(\"Monetary\", rfmdf[\"Monetary\"].cast(\"double\"))\n",
        "assembler = VectorAssembler(\n",
        "    inputCols=[\"Recency\", \"Frequency\", \"Monetary\"],\n",
        "    outputCol=\"features\"\n",
        ")\n",
        "rfmdf = assembler.transform(rfmdf)\n",
        "\n",
        "# Standardize the features\n",
        "scaler = StandardScaler(inputCol=\"features\", outputCol=\"scaledFeatures\")\n",
        "scalerModel = scaler.fit(rfmdf)\n",
        "scaledData = scalerModel.transform(rfmdf)\n",
        "\n",
        "k_values = range(2, 10)\n",
        "wcss = []\n",
        "\n",
        "for k in k_values:\n",
        "    kmeans = KMeans(k=k, seed=42)\n",
        "    model = kmeans.fit(scaledData)\n",
        "    cost = model.summary.trainingCost\n",
        "    wcss.append(cost)\n",
        "\n",
        "# Plot the WCSS values\n",
        "plt.plot(k_values, wcss, 'bo-')\n",
        "plt.xlabel('Number of Clusters (k)')\n",
        "plt.ylabel('WCSS')\n",
        "plt.title('Elbow Method')\n",
        "plt.show()\n",
        "\n",
        "\n",
        "# # Apply k-means clustering\n",
        "# k = 4  # Number of clusters\n",
        "# kmeans = KMeans(k=k, seed=42)\n",
        "# model = kmeans.fit(scaledData)\n",
        "\n",
        "\n",
        "# Assign cluster labels to the data\n",
        "predictions = model.transform(scaledData)\n",
        "\n",
        "# View the cluster assignments\n",
        "predictions.select(\"Recency\", \"Frequency\", \"Monetary\", \"prediction\").show()\n",
        "\n",
        "# Get the cluster centers\n",
        "centers = model.clusterCenters()\n",
        "for center in centers:\n",
        "    print(center)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ozRDd0xrrpTl",
        "outputId": "d4a749db-1b01-4db5-c330-b25127f4ac96"
      },
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+-------+---------+--------+----------+\n",
            "|Recency|Frequency|Monetary|prediction|\n",
            "+-------+---------+--------+----------+\n",
            "|  151.0|    182.0|  4310.0|         5|\n",
            "|   97.0|     31.0| 1797.24|         2|\n",
            "|   40.0|     73.0| 1757.55|         2|\n",
            "|  332.0|     17.0|   334.4|         1|\n",
            "|   94.0|     95.0| 1545.41|         2|\n",
            "|  226.0|      4.0|    89.0|         1|\n",
            "|  254.0|     58.0|  1079.4|         8|\n",
            "|  236.0|     13.0|   459.4|         4|\n",
            "|  267.0|     59.0| 2811.43|         7|\n",
            "|   55.0|    131.0| 6207.67|         6|\n",
            "|  172.0|     19.0| 1168.06|         8|\n",
            "|  211.0|    254.0| 6245.53|         6|\n",
            "|  134.0|    129.0| 2662.06|         7|\n",
            "|  309.0|     10.0|   189.9|         1|\n",
            "|   94.0|    274.0| 5154.58|         5|\n",
            "|  131.0|     23.0|   552.0|         4|\n",
            "|  100.0|     85.0|  1313.1|         8|\n",
            "|  313.0|     23.0|  320.69|         1|\n",
            "|   26.0|     11.0|   168.9|         1|\n",
            "|  296.0|    167.0| 3545.69|         0|\n",
            "+-------+---------+--------+----------+\n",
            "only showing top 20 rows\n",
            "\n",
            "[ 134.12021858  184.49180328 3548.43027322]\n",
            "[181.71463867  21.72699197 238.66590488]\n",
            "[ 138.5038961   117.4        1785.87963636]\n",
            "[ 121.62857143  258.51428571 8554.49314286]\n",
            "[165.28158458  51.89828694 640.9096788 ]\n",
            "[ 122.30612245  221.87755102 4775.43673469]\n",
            "[ 121.39726027  240.76712329 6373.4930137 ]\n",
            "[ 132.55598456  151.3011583  2552.90648649]\n",
            "[ 145.82322357   80.98093588 1150.60951473]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "# Convert PySpark DataFrame to Pandas DataFrame\n",
        "pandas_df = predictions.select(\"Recency\", \"Frequency\", \"Monetary\", \"prediction\").toPandas()\n",
        "\n",
        "# Plotting the clusters\n",
        "plt.figure(figsize=(10, 6))\n",
        "scatter = plt.scatter(pandas_df[\"Monetary\"], pandas_df[\"Frequency\"], c=pandas_df[\"prediction\"], cmap=\"viridis\")\n",
        "plt.xlabel(\"Monetary\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.title(\"RFM Clustering\")\n",
        "plt.colorbar(scatter)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "Pebmkbm-Pm5R",
        "outputId": "b4f9c739-0029-4196-84d6-30a3fb255b8f"
      },
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Convert PySpark DataFrame to Pandas DataFrame\n",
        "pandas_df = predictions.select(\"Recency\", \"Frequency\", \"Monetary\", \"prediction\").toPandas()\n",
        "\n",
        "# Plotting the clusters\n",
        "plt.figure(figsize=(10, 6))\n",
        "scatter = plt.scatter(pandas_df[\"Monetary\"], pandas_df[\"Recency\"], c=pandas_df[\"prediction\"], cmap=\"viridis\")\n",
        "plt.xlabel(\"Monetary\")\n",
        "plt.ylabel(\"Recency\")\n",
        "plt.title(\"RFM Clustering\")\n",
        "plt.colorbar(scatter)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Fv1nt2VfNbtt",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "outputId": "b7d6dec5-3dd3-4d5d-afd7-7e4ddcae0380"
      },
      "execution_count": 120,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "nO9Pn2ZiNbpo"
      },
      "execution_count": 120,
      "outputs": []
    }
  ]
}