Update README.md

README.md

@@ -41,4 +41,37 @@ configs:
     path: data/original-*
   - split: augmented
     path: data/augmented-*
+license: mit
+pretty_name: NFL 2024 Receiving Yard Leaders
 ---
+
+## Dataset Description
+This dataset contains statistics for the **NFL 2024 receiving yard leaders**, with both original measurements and augmented samples. Each row corresponds to a player, with the target variable being **TD (touchdowns scored)**.  
+
+- **Original split:** 30 manually collected samples with real player names.  
+- **Augmented split:** 300 synthetic samples with the player name replaced by placeholder values like `Synthetic_Player_1`, `Synthetic_Player_2`, etc., created using data augmentation techniques.  
+
+## Features
+- `player` (string): Player name, or placeholder for augmented data  
+- `Yds` (int32): Total receiving yards  
+- `TD` (int32): Total touchdowns scored (target variable)  
+- `20+` (int32): Receptions of 20+ yards  
+- `40+` (int32): Receptions of 40+ yards  
+- `LNG` (int32): Longest reception  
+- `Rec` (int32): Total receptions  
+- `1st` (int32): First down receptions  
+- `1st%` (float32): First down reception percentage  
+- `Rec FUM` (int32): Fumbles on receptions  
+- `Rec YAC/R` (float32): Yards after catch per reception  
+- `Tgts` (int32): Total targets  
+
+## Intended Use
+This dataset is suitable for **regression or supervised learning tasks**, such as predicting touchdowns based on receiving stats. It is also intended for **educational purposes**, including exploring feature importance, synthetic data generation, and supervised learning workflows.
+
+## Limitations
+- Original split is small (30 samples) and represents only top-performing players.  
+- Augmented split uses synthetic player names and may not fully represent real-world distributions.  
+
+## Citation
+If you use this dataset, please cite:  
+"Collected NFL 2024 Receiving Yard Leaders Dataset, augmented for educational purposes in a machine learning coursework project."