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PYSPARK โ€ข LESSON 107

Chronological Ordering with orderBy()

How do we create a chronological WindowSpec per user account ordered by ascending event timestamp?

Advancedโฑ 2 Minutesโญ 570 XP
๐Ÿค” THE QUESTION

How do we create a chronological WindowSpec per user account ordered by ascending event timestamp?

๐Ÿ’ก WHAT IS IT?

Window.partitionBy('account_id').orderBy(col('event_timestamp').asc()) sorts events chronologically per account.

๐ŸŽฏ WHAT IS IT USED FOR?

Sessionization, clickstream progression, customer journey tracking, and event sequence modeling.

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

time_window = Window.partitionBy("account_id").orderBy(col("event_timestamp").asc())

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Chronological Ordering with orderBy().

  • โœ“ Partition by user account ID
  • โœ“ Order chronologically by event timestamp
  • โœ“ Prepare time-series window specification