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@@ -18,9 +18,17 @@ pretty_name: NBA Quarter Events
 
 # NBA Quarter Events
 
-Curated per-quarter NBA play-by-play sequences from the 2024-25 regular season, designed for temporal point process (TPP) and marked temporal point process (MTPP) modeling. Each sequence represents one quarter (Q1–Q4) of a single game, with the prediction target being the **play type** of the next event.
-
-Sequences are filtered to keep only quarters with 90–110 events, ensuring consistent sequence lengths. Rich narrative `type_text` descriptions provide player identity, court location, game clock, score context, and momentum signals — all without leaking the event type.
+## Dataset Description
+
+- **Source:** [NBA Stats API](https://www.nba.com/stats/)
+- **Season:** 2024–25 Regular Season
+- **Grouping:** Events grouped by quarter (Q1–Q4) within each game
+- **Sequences:** 2,868
+- **Train / Validation / Test:** 2,296 / 286 / 286
+- **Sequence length:** 90–110 events per quarter (mean: 101.5)
+- **Event types:** 9 play categories
+- **Time unit:** minutes (from quarter start)
+- **Source games:** 1,225
 
 ## Dataset Summary