Skip to main content
PYSPARK • LESSON 207

Array Filtering with filter_array()

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

Advanced3 Minutes860 XP
🤔 THE QUESTION

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

💡 WHAT IS IT?

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

🎯 WHAT IS IT USED FOR?

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

💻 EXAMPLE
df_valid_scores = df.withColumn("positive_scores", array_filter(col("scores"), lambda x: x > 0))

🎯 Mission Objectives

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

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