PartitionBy In Azure Databricks

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Sample Data 

This table contains sales done by each customer by country along with the selling price(cost) & date.

Spark Dataframe 

Using below pyspark code to read the above csv file from DBFS in Azure Databricks notebook in spark dataframe.

Code :

#import library
import pyspark
from pyspark.sql import Window, functions as F

SourcePath='path' # this will contain the path of your file Sales = spark.read.format('csv').options(header='true', inferSchema='true').load(SourcePath) display(Sales) #display to see the data

Output :

Requirement

Business wants to analyze the sales happening across Region using Partition By over Customer Name.

Business wants to use Row Number with PartitionBy in Azure Databricks to

  • To remove duplicate records
  • To fetch the latest record

Find Duplicate Records :

Code :

#The row_number() is a window function in Spark SQL that assigns a row number (sequential integer number) to each row in the result DataFrame.

from pyspark.sql import Window, functions as func

RowNumber= Sales.withColumn("RowNumber",func.row_number()
                             .over(Window.partitionBy('CustomerName')
                                   .orderBy(Sales.PurchaseDate.desc())))

display(RowNumber)

Output :

Fetch Latest Records  :

Code :

#fetching the latest data from the historical dataset on the basis of row number generated

RowNumberFilter= RowNumber.filter(RowNumber.RowNumber==1)

display(RowNumberFilter)

Output :

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