Web Reference: Feb 22, 2022 ยท How to use salting technique for Skewed Aggregation in Pyspark. Say we have Skewed data like below how to create salting column and use it in aggregation. city state count Lachung Sikkim 3,000 Rangpo Performance-wise, built-in functions (pyspark.sql.functions), which map to Catalyst expression, are usually preferred over Python user defined functions. If you want to add content of an arbitrary RDD as a column you can add row numbers to existing data frame call zipWithIndex on RDD and convert it to data frame join both using index as a join key 107 pyspark.sql.functions.when takes a Boolean Column as its condition. When using PySpark, it's often useful to think "Column Expression" when you read "Column". Logical operations on PySpark columns use the bitwise operators: & for and | for or ~ for not When combining these with comparison operators such as
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