- h
NBA-Player-Career-Stats
- huggingface.co
Updated May 19, 2024
Share
Facebook
Twitter
EmailClick to copy linkLink copiedCiteMr. Stack (2024). NBA-Player-Career-Stats [Dataset]. https://huggingface.co/datasets/Hatman/NBA-Player-Career-StatsCroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.Dataset updatedMay 19, 2024AuthorsMr. StackLicenseMIT Licensehttps://opensource.org/licenses/MIT
License information was derived automaticallyDescriptionDataset Description
This dataset contains a single CSV file with lifetime statistics for NBA players. The data includes various box score stats and personal information for each player's career.
Data FieldsThe CSV file contains the following columns:
FULL_NAME: The player's full name AST: Total career assists BLK: Total career blocks DREB: Total career defensive rebounds FG3A: Total 3-point field goal attempts FG3M: Total 3-point field goals made FG3_PCT: 3-point field… See the full description on the dataset page: https://huggingface.co/datasets/Hatman/NBA-Player-Career-Stats.
- t
NBA Player Dataset & Prediction Model Artifacts
- test.researchdata.tuwien.ac.at
bin, csv, json, png +2Updated Apr 28, 2025ShareFacebookTwitterEmailClick to copy linkLink copiedCiteThe citation is currently not available for this dataset.json, png, csv, bin, txt, text/markdownAvailable download formatsUnique identifierhttps://doi.org/10.70124/ymgzs-z3s43Dataset updatedApr 28, 2025Dataset provided byTU WienAuthorsBurak Baltali; Burak BaltaliLicenseAttribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automaticallyDescriptionDescription
This dataset contains end-of-season box-score aggregates for NBA players over the 2012–13 through 2023–24 seasons, split into training and test sets for both regular season and playoffs. Each CSV has one row per player per season with columns for points, rebounds, steals, turnovers, 3-pt attempts, FG attempts, plus identifiers.
Brief overview of Files
-
end-of-season box-score aggregates (2012–13 – 2023–24) split into train/test;
-
the Jupyter notebook (Analysis.ipynb); All the code can be executed in there
-
the trained model binary (nba_model.pkl); Serialized Random Forest model artifact
-
Evaluation plots (LAL vs. whole‐league) for regular & playoff predictions are given as png outputs and uploaded in here
-
FAIR4ML metadata (fair4ml_metadata.jsonld);
see README.md and abbreviations.txt for file details.” - For further information you can go to the github site (Link below)
File Details
Notebook
Analysis.ipynb: Involves the graphica output of the trained and tested data.
Trained/ Test csv Data
Name Description PID regular_train.csv For training purposes, the seasons 2012-2013 through 2021-2022 were selected as training purpose 4421e56c-4cd3-4ec1-a566-a89d7ec0bced regular_test.csv: For testing purpose of the regular season, the 2022-2023 season was selected f9d84d5e-db01-4475-b7d1-80cfe9fe0e61 playoff_train.csv For training purposes of the playoff season, the seasons 2012-2013 through 2022-2023 were selected bcb3cf2b-27df-48cc-8b76-9e49254783d0 playoff_test.csv For testing purpose of the playoff season, 2023-2024 season was selected de37d568-e97f-4cb9-bc05-2e600cc97102 Others
abbrevations.txt: Involves the fundemental abbrevations of the columns in csv data
Additional Notes
Raw csv files are taken from Kaggle (Source: https://www.kaggle.com/datasets/shivamkumar121215/nba-stats-dataset-for-last-10-years/data)
Some preprocessing has to be done before uploading into dbrepo
Plots have also been uploaded as an output for visual purposes.
A more detailed version can be found on github (Link: https://github.com/bubaltali/nba-prediction-analysis/)
Not seeing a result you expected?
Learn how you can add new datasets to our index.
FacebookTwitterEmailMIT Licensehttps://opensource.org/licenses/MIT
License information was derived automatically
Dataset Description
This dataset contains a single CSV file with lifetime statistics for NBA players. The data includes various box score stats and personal information for each player's career.
Data Fields
The CSV file contains the following columns:
FULL_NAME: The player's full name AST: Total career assists BLK: Total career blocks DREB: Total career defensive rebounds FG3A: Total 3-point field goal attempts FG3M: Total 3-point field goals made FG3_PCT: 3-point field… See the full description on the dataset page: https://huggingface.co/datasets/Hatman/NBA-Player-Career-Stats.