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PYSPARK • LESSON 107

Chronological Ordering with orderBy()

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

Advanced2 Minutes570 XP
🤔 THE QUESTION

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

💡 WHAT IS IT?

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

🎯 WHAT IS IT USED FOR?

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

💻 EXAMPLE
from pyspark.sql.window import Window
from pyspark.sql.functions import col

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

🎯 Mission Objectives

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

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