tomealbuquerque / ordinal-datasets

A list of ordinal datasets publicly available

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Ordinal Datasets

This repo contains several examples of tabular and image datasets that can be used for ordinal regression or classification problems.

Generated by: Tomé Albuquerque & Ricardo Cruz


Tabular

(A is the number of attributes)

Name Description Samples A URL
Abalone Predict the age of abalone from physical measurements 4177 8 https://archive.ics.uci.edu/dataset/1/abalone
Balance scale Balance scale weight 625 4 https://archive.ics.uci.edu/dataset/12/balance+scale
Car Car qualitative evaluation 1728 6 https://archive.ics.uci.edu/dataset/19/car+evaluation
Lenses fitting contact lenses 24 4 https://archive.ics.uci.edu/dataset/58/lenses
New thyroid Normal/hyper/hypo-thyroidism 7200 5 https://archive.ics.uci.edu/dataset/102/thyroid+disease
Student Performance Student Performance grades (0 - 20) 649 33 https://archive.ics.uci.edu/dataset/320/student+performance
Wine Quality wine quality (score between 0 and 10) 4898 10 https://archive.ics.uci.edu/dataset/186/wine+quality

Image

(K is the number of classes)

Name Description Samples K URL
AFAD Asian Face Age Dataset 160000 57 https://github.com/John-niu-07/tarball
Adience faces for gender and age classification 17702 8 https://talhassner.github.io/home/projects/Adience/Adience-data.html
BACH Breast Cancer Histology images 400 4 https://zenodo.org/record/3632035
CBIS-DDSM Breast Cancer Image (Mammography) 2620 6 https://www.kaggle.com/datasets/awsaf49/cbis-ddsm-breast-cancer-image-dataset
CSAW-M Masking of Breast Cancer Image (Mammography) 10020 8 https://figshare.scilifelab.se/articles/dataset/CSAW-M_An_Ordinal_Classification_Dataset_for_Benchmarking_Mammographic_Masking_of_Cancer/14687271
DHCI Dating historical color images 1325 5 http://graphics.cs.cmu.edu/projects/historicalColor/
FGNET Age estimation 1002 70 http://yanweifu.github.io/FG_NET_data/FGNET.zip
FocusPath Estimate focus level for whole-slide images 8640 12 https://github.com/mahdihosseini/FoucsPath
HERLEV Pap Smear/ cytology images 917 7 http://mde-lab.aegean.gr/index.php/downloads
Hussain Liquid based cytology pap smear images 963 4 https://data.mendeley.com/datasets/zddtpgzv63/4
Retinopathy Diabetic Retinopathy 53569 5 https://www.kaggle.com/c/diabetic-retinopathy-detection/data
SIPaKMeD Pap Smear/ cytology images 4049 5 https://www.cs.uoi.gr/~marina/sipakmed.html
UTKFace face dataset with long age span 20000 117 https://susanqq.github.io/UTKFace/

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A list of ordinal datasets publicly available