Dataset of paper "Why do Machine Learning Notebooks Crash? An Empirical Study on Public Python Jupyter Notebooks"

All the related data of our paper "Why Do Machine Learning Notebooks Crash? An Empirical Study on Public Python Jupyter Notebooks" includes:

GitHub and Kaggle notebooks that contain error outputs.

GitHub notebooks are from The Stack repository [1].

Kaggle notebooks are public notebooks on Kaggle platform from year 2023, downloaded via KGTorrent [2] with the Meta Kaggle dataset [3].

Please refer to the sources for the licenses of the notebooks: The Stack repository [1] and Kaggle terms.

Identified programming language results of GitHub notebooks.

Identified ML library results from Kaggle notebooks.

Datasets of crashes from GitHub and Kaggle.

Clustering results of crashes from all crashes, and from GitHub and Kaggle respectively.

Sampled crashes and associated notebooks (organized by cluster id).

Manual labeling results.

The related code repository can be found here.