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README.md
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---
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annotations_creators: []
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language: []
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language_creators: []
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license: []
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multilinguality: []
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pretty_name: diabetes-readmission
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size_categories:
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- 100K<n<1M
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source_datasets: []
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tags:
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- interpretability
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- fairness
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- medicine
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task_categories:
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- tabular-classification
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task_ids: []
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---
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Port of the diabetes-readmission dataset from UCI (link [here](https://archive.ics.uci.edu/ml/datasets/diabetes+130-us+hospitals+for+years+1999-2008)). See details there and use carefully.
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Basic preprocessing done by the [imodels team](https://github.com/csinva/imodels) in [this notebook](https://github.com/csinva/imodels-data/blob/master/notebooks_fetch_data/00_get_datasets_custom.ipynb).
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The target is the binary outcome `readmitted`.
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### Sample usage
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Load the data:
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```
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from datasets import load_dataset
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dataset = load_dataset("imodels/diabetes-readmission")
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df = pd.DataFrame(dataset['train'])
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X = df.drop(columns=['readmitted'])
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y = df['readmitted'].values
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```
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Fit a model:
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```
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import imodels
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import numpy as np
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m = imodels.FIGSClassifier(max_rules=5)
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m.fit(X, y)
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print(m)
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```
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Evaluate:
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```
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df_test = pd.DataFrame(dataset['test'])
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X_test = df.drop(columns=['readmitted'])
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y_test = df['readmitted'].values
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print('accuracy', np.mean(m.predict(X_test) == y_test))
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```
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test.csv → imodels--diabetes-readmission/csv-test.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:6cfeb997a33f96d5b505ae05b85de16f2ce1f6567b338d5eed50d0fa497a164c
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size 1433807
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train.csv → imodels--diabetes-readmission/csv-train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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size 5577174
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