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PYSPARK โ€ข LESSON 207

Array Filtering with filter_array()

How can we filter out negative numbers or invalid values from an array column directly?

Advancedโฑ 3 Minutesโญ 860 XP
๐Ÿค” THE QUESTION

How can we filter out negative numbers or invalid values from an array column directly?

๐Ÿ’ก WHAT IS IT?

The array_filter() function filters elements in an array column based on a boolean lambda predicate.

๐ŸŽฏ WHAT IS IT USED FOR?

Sanitizing embedded sensor logs, removing zero or negative price entries from order arrays.

๐Ÿ’ป EXAMPLE
df_valid_scores = df.withColumn("positive_scores", array_filter(col("scores"), lambda x: x > 0))

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Array Filtering with filter_array().

  • โœ“ array_filter() function
  • โœ“ Lambda filtering predicate
  • โœ“ In-place array cleanup