Datasets:
TabBioMed camera-ready release
Browse files- README.md +96 -0
- data/fold_0/test.parquet +3 -0
- data/fold_0/train.parquet +3 -0
- data/fold_0/val.parquet +3 -0
- data/fold_1/test.parquet +3 -0
- data/fold_1/train.parquet +3 -0
- data/fold_1/val.parquet +3 -0
- data/fold_2/test.parquet +3 -0
- data/fold_2/train.parquet +3 -0
- data/fold_2/val.parquet +3 -0
- data/fold_3/test.parquet +3 -0
- data/fold_3/train.parquet +3 -0
- data/fold_3/val.parquet +3 -0
- data/fold_4/test.parquet +3 -0
- data/fold_4/train.parquet +3 -0
- data/fold_4/val.parquet +3 -0
- metadata.json +14 -0
README.md
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---
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license: cc-by-4.0
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pretty_name: ALLAML
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task_categories:
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- tabular-classification
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tags:
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- tabular
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- biomedical
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- benchmark
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- TabBioMed
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- transcriptomics
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- binary
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size_categories:
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- n<1K
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configs:
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- config_name: default
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data_files:
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- split: fold_0_train
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path: data/fold_0/train.parquet
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- split: fold_0_validation
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path: data/fold_0/val.parquet
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- split: fold_0_test
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path: data/fold_0/test.parquet
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- split: fold_1_train
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path: data/fold_1/train.parquet
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- split: fold_1_validation
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path: data/fold_1/val.parquet
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- split: fold_1_test
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path: data/fold_1/test.parquet
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- split: fold_2_train
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path: data/fold_2/train.parquet
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- split: fold_2_validation
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path: data/fold_2/val.parquet
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- split: fold_2_test
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path: data/fold_2/test.parquet
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- split: fold_3_train
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path: data/fold_3/train.parquet
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- split: fold_3_validation
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path: data/fold_3/val.parquet
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- split: fold_3_test
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path: data/fold_3/test.parquet
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- split: fold_4_train
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path: data/fold_4/train.parquet
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- split: fold_4_validation
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path: data/fold_4/val.parquet
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- split: fold_4_test
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path: data/fold_4/test.parquet
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---
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# ALLAML
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Part of **TabBioMed** (*TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning*), a benchmark of 94 curated biomedical
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tabular datasets. Code, preprocessing and documentation: https://github.com/AI-sandbox/TabBioMed.
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Gene expression dataset from ProtoGate benchmark (source: ALLAML.mat)
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| Domain | Task | Samples | Features | Classes |
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|---|---|---|---|---|
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| Transcriptomics | binary | 72 | 7,129 | 2 |
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**Splits.** 5 stored outer cross-validation folds (`data/fold_<i>/`), each with train/val/test files (fold 0: 49/8/15 rows). Every row appears in exactly one outer test fold. HPO in the paper uses inner folds drawn from each outer non-test pool.
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## Files
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- `data/**.parquet`: one row per sample. `row_idx` is the row index in the original
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TabBioMed array; `f_<i>[_<name>]` are the features (in order); `target` (or `target_<j>`
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for multi-target tasks) is the label. Categorical feature indices (0-based, among the
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features): `[]`. Missing values are stored as nulls.
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- `metadata.json`: TabBioMed task metadata (task type, categorical indices, source, description).
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```python
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from datasets import load_dataset
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ds = load_dataset("TabBioMed/ALLAML")
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```
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A Croissant (1.1) description with Responsible-AI fields is distributed with the
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TabBioMed release.
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## Source and license
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Source: ProtoGate
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This derived dataset is distributed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Please also
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cite and respect the terms of the original source.
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## Citation
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```bibtex
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@inproceedings{tabbiomed2026,
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title = {TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning},
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author = {Mateo Bernad{\'o}, Pau and Polapragada, Saivenkata Nagavyjayanthi and Bonet, David and Arbiol Rakuljic, Pol and Mogas Pladevall, Laia and Comajoan Cara, Mar{\c{c}}al and Gonzalez Ferrer, Jesus and Abante, Jordi and Mas Montserrat, Daniel and Haussler, David and Ioannidis, Alexander G.},
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booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
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year = {2026}
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}
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```
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data/fold_0/test.parquet
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data/fold_0/train.parquet
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data/fold_0/val.parquet
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data/fold_1/test.parquet
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data/fold_2/test.parquet
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data/fold_4/test.parquet
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metadata.json
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{
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"READY": true,
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"name": "ALLAML",
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"task": "binary",
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"num_classes": 2,
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"cat_idx": [],
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"num_samples": 72,
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"num_features": 7129,
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"imbalance_ratio": 1.88,
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"description": "Gene expression dataset from ProtoGate benchmark (source: ALLAML.mat)",
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"source": "ProtoGate",
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"label": "transcriptomics",
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"split_strategy": "cv"
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}
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