{"url":"/dataset/thyroid","name":"Thyroid","full_name":"Thyroid Disease","description_markdown":"**Thyroid** is a dataset for detection of thyroid diseases, in which patients diagnosed with hypothyroid or subnormal are anomalies against normal patients. It contains 2800 training data instance and 972 test instances, with 29 or so attributes.\r\n\r\nSource: [Deep Reinforcement Learning for Unknown Anomaly Detection](https://arxiv.org/abs/2009.06847)\r\nImage Source: [https://www.researchgate.net/figure/Features-of-Thyroid-dataset_tbl1_285711967](https://www.researchgate.net/figure/Features-of-Thyroid-dataset_tbl1_285711967)","description_withheld":null,"homepage":"https://archive.ics.uci.edu/ml/datasets/thyroid+disease","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Medical","url":"/datasets/modality/medical"}],"tasks":[{"name":"Anomaly Detection","url":"/task/anomaly-detection","datasets_with_task":"/datasets/task/anomaly-detection"},{"name":"Tabular Data Generation","url":"/task/tabular-data-generation","datasets_with_task":"/datasets/task/tabular-data-generation"}],"languages":[],"variants":["Thyroid"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/anomaly-detection-on-thyroid","task":"Anomaly Detection","dataset_variant":"Thyroid","rows":2,"metrics":["AUC","Average Precision","F1-Score"],"first_row_in_archive_order":{"model":"DevNet","paper":"/paper/deep-anomaly-detection-with-deviation","metrics":{"AUC":"0.783","Average Precision":"0.274"},"code_links":[{"title":"xuhongzuo/DeepOD","url":"https://github.com/xuhongzuo/DeepOD"},{"title":"GuansongPang/deviation-network","url":"https://github.com/GuansongPang/deviation-network"},{"title":"Ryosaeba8/Anomaly_detection","url":"https://github.com/Ryosaeba8/Anomaly_detection"},{"title":"robeespi/Deep-Semi-supervised-intrusion-detection-on-Hadoop-distributed-file-system-log","url":"https://github.com/robeespi/Deep-Semi-supervised-intrusion-detection-on-Hadoop-distributed-file-system-log"},{"title":"robeespi/Deep-Semi-supervised-intrusion-detection-on-unstructured-Hadoop-distributed-file-system-logs","url":"https://github.com/robeespi/Deep-Semi-supervised-intrusion-detection-on-unstructured-Hadoop-distributed-file-system-logs"},{"title":"robeespi/Weakly-Supervised-Malware-Detection","url":"https://github.com/robeespi/Weakly-Supervised-Malware-Detection"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/regularized-complete-cycle-consistent-gan-for","title":"Spot The Odd One Out: Regularized Complete Cycle Consistent Anomaly Detector GAN","date":"2023-04-16","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-anomaly-detection-with-deviation","title":"Deep Anomaly Detection with Deviation Networks","date":"2019-11-19","rows_on_this_dataset":1,"code_links":6,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}