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Topics covered: The Five Triggers — How to Recognize a Dict Problem Instantly, dict vs defaultdict vs Counter — The Three-Way Choice, The DE-Specific Framing — Dicts as Pipeline Primitives, Deduplication and Common Dict Patterns, Common Junior Mistakes — What Gets You Filtered Out
The Critical Vocabulary: 'Amortized O(1)'
Plain dict — When Absence is Meaningful defaultdict — When You're Aggregating Counter — When You're Counting
Dimension Table Enrichment — The Most Common DE Dict Pattern GROUP BY in Pure Python — The SQL Connection
Order-Preserving Deduplication Dict Comprehensions — Pythonic Transformation
Two-Sum — The DE Framing