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PYSPARK โ€ข LESSON 36

Logical AND Filter Combinations

How do we combine multiple filtering conditions where all criteria must be satisfied simultaneously?

Beginnerโฑ 2 Minutesโญ 190 XP
๐Ÿค” THE QUESTION

How do we combine multiple filtering conditions where all criteria must be satisfied simultaneously?

๐Ÿ’ก WHAT IS IT?

Using the bitwise & operator between parenthesized boolean column expressions to enforce logical AND.

๐ŸŽฏ WHAT IS IT USED FOR?

Departmental salary audits, targeted customer segmentation, and compliance verification.

๐Ÿ’ป EXAMPLE
from pyspark.sql.functions import col

df.filter(
    (col("department") == "Engineering") &
    (col("salary") > 90000)
).show()

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Logical AND Filter Combinations.

  • โœ“ Combine conditions with & operator
  • โœ“ Wrap each condition in parentheses
  • โœ“ Filter engineering high-earners