Coherent Patient Records 1M (with Generator & Validation Scripts)

This upload contains the data passport, the technical description and a free evaluation sample (10,000 records) — not the full dataset. The complete dataset — 1,000,000 records, together with the generator script , the 50-check validation script , the 79-parameter audit and the 23-reference literature registry — is available at: https://sentineldata.com.ua/dataset/coherent-patient-records-1m-with-generator Sample contents: File (inside the sample archive) Rows Content sentinel_sample_10k.parquet 10,000 Records with patient_id 1 to 10,000, 43 columns, same schema as the full dataset, zero nulls Sample passport (PDF) — Passport of the 10K sample The sample is the first 10,000 rows of the full dataset — an exact subset, not a separate generation run. We confirmed this by re-running the generator with its fixed seed: the first 10,000 rows of the regenerated 1,000,000-row dataset are identical to this file. Because the rows are generated independently of their position, the sample is representative of the full data: 55.1% female, median age 51, 1,858 ICU stays (18.6%), 731 in-hospital deaths (7.3%), 841 septicemia admissions. The generator and validation scripts are part of the full product and are not included in this upload. For reference, the validation script run on this 10,000-row sample passes 49 of its 50 checks; the one that does not pass is the structural check that ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/coherent-patient-records-1m-with-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23121736

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-07
DOI
https://doi.org/10.17605/osf.io/kc2nf
Primary Topic
Medical Coding and Health Information
Type
article
Field-Weighted Citation Impact
0.00
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article

Coherent Patient Records 1M (with Generator & Validation Scripts)

Chekerskyi Maksym
3 links
Open Science Framework
Medical Coding and Health Information
article

Coherent Patient Records 1M (with Generator & Validation Scripts)

Chekerskyi Maksym
article en

Abstract

This upload contains the data passport, the technical description and a free evaluation sample (10,000 records) — not the full dataset. The complete dataset — 1,000,000 records, together with the generator script , the 50-check validation script , the 79-parameter audit and the 23-reference literature registry — is available at: https://sentineldata.com.ua/dataset/coherent-patient-records-1m-with-generator Sample contents: File (inside the sample archive) Rows Content sentinel_sample_10k.parquet 10,000 Records with patient_id 1 to 10,000, 43 columns, same schema as the full dataset, zero nulls Sample passport (PDF) — Passport of the 10K sample The sample is the first 10,000 rows of the full dataset — an exact subset, not a separate generation run. We confirmed this by re-running the generator with its fixed seed: the first 10,000 rows of the regenerated 1,000,000-row dataset are identical to this file. Because the rows are generated independently of their position, the sample is representative of the full data: 55.1% female, median age 51, 1,858 ICU stays (18.6%), 731 in-hospital deaths (7.3%), 841 septicemia admissions. The generator and validation scripts are part of the full product and are not included in this upload. For reference, the validation script run on this 10,000-row sample passes 49 of its 50 checks; the one that does not pass is the structural check that ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/coherent-patient-records-1m-with-generator . Zenodo copy: https://doi.org/10.5281/zenodo.23121736

Open Science Framework
Good health and well-being
Openalex Percentile: Top 12%
Medical Coding and Health Information
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