fifa

This dataset was curated for [TabArena](https://tabarena.ai/) by the TabArena team as part of the [TabArena Tabular ML IID Study](https://tabarena.ai/data-tabular-ml-iid-study). For more details on the study, see our [paper](https://tabarena.ai/paper-tabular-ml-iid-study). **Dataset Focus**: This dataset shall be used for evaluating predictive machine learning models for independent and identically distributed tabular data. The intended task is regression. --- #### Dataset Metadata - **Licence:** Public Domain - **Original Data Source:** https://www.kaggle.com/datasets/stefanoleone992/fifa-22-complete-player-dataset - **Reference (please cite)**: Leone, Stefano. FIFA 22 Complete Player Dataset. Kaggle, https://www.kaggle.com/datasets/stefanoleone992/fifa-22-complete-player-dataset. 2022. - **Dataset Year:** 2022 - **Dataset Description:** see the reference and the original data source for details. #### Curation comments by the TabArena team (for code see the [page of the study](https://tabarena.ai/data-tabular-ml-iid-study)): - We use "wage_eur" as target and drop rows where "wage_eur" is missing. - We dropped 45 features from the original data for various reason (see the preprocessing script for details). - Compared to the version from OpenML-CTR23, we use more features. - Anomaly: the data contains many-categorical (and/or text) features.