Analysis Gallery
Below are analyses using public datasets to demonstrate versatility. These are not collaborations. More studies will be added, so sign-up below to stay up-to-date and suggest future analyses.
View project details to download reports
Reports are not currently optimized for mobile, but results are there; they are best viewed on a computer.
Heart Failure Survival
Clinical variables related to heart failure survival in women and men
Subjects
299
Features
16
Chicco, D., & Jurman, G. (2020). Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone. BMC medical informatics and decision making, 20, 1-16.
Happiness in Older Americans
NSHAP (National Social Life, Health & Aging Project) analysis; factors related to happiness in older Americans
Subjects
813
Features
800
Waite, Linda J., Laumann, Edward O., Levinson, Wendy S., Lindau, Stacy Tessler, and O’Muircheartaigh, Colm A. National Social Life, Health, and Aging Project (NSHAP): Round 1, [United States], 2005-2006. Inter-university Consortium for Political and Social Research [distributor], 2023-01-30. https://doi.org/10.3886/ICPSR20541.v10
Cervical Cancer Behavior Risk
Behavior risk factors for cervical cancer
Subjects
72
Features
19
Sobar, Machmud, R., & Wijaya, A. (2016). Behavior determinant based cervical cancer early detection with machine learning algorithm. Advanced Science Letters, 22(10), 3120-3123. https://archive.ics.uci.edu/dataset/537/cervical+cancer+behavior+risk
Breast Cancer Classification
Classification of breast cancer as malignant or benign in women
Subjects
569
Features
31
W.N. Street, W.H. Wolberg and O.L. Mangasarian
Nuclear feature extraction for breast tumor diagnosis.
IS&T/SPIE 1993 International Symposium on Electronic Imaging: Science
and Technology, volume 1905, pages 861-870, San Jose, CA, 1993.
Early Childhood Microbiome
Childhood microbiome (ECAM data); bacterial genera related to month-of-life
Subjects
43
Features
455
Nicholas A. Bokulich et al. ,Antibiotics, birth mode, and diet shape microbiome maturation during early life.Sci. Transl. Med.8,343ra82-343ra82(2016).DOI:10.1126/scitranslmed.aad7121
Simulated Study Demo
Simulated dataset; engineered variables related to happiness designed to demo functionality
Subjects
100
Features
15
Jennifer Fouquier, Maggie Stanislawski, John O’Connor, Ashley Scadden, Catherine Lozupone. EXPLANA: A user-friendly workflow for EXPLoratory ANAlysis and feature selection in cross-sectional and longitudinal microbiome studies. bioRxiv 2024.03.20.585968; doi: https://doi.org/10.1101/2024.03.20.585968
Business Success Predictors
Factors related to startup success
Subjects
922
Features
88
Startup Success Prediction: https://www.kaggle.com/datasets/manishkc06/startup-success-prediction
Divorce Prediction
Divorce prediction for 170 couples in Turkey
Subjects
170
Features
55
Yöntem, M , Adem, K , İlhan, T , Kılıçarslan, S. (2019). DIVORCE PREDICTION USING CORRELATION BASED FEATURE SELECTION AND ARTIFICIAL NEURAL NETWORKS. Nevşehir Hacı Bektaş Veli University SBE Dergisi, 9 (1), 259-273
Symptoms of Schizophrenia
Understanding symptoms of schizophrenia in women and men
Subjects
2656
Features
143
Lezheiko, T. V., Kolesina, N. Y., & Golimbet, V. E. (2022). Dataset on negative symptoms factors in patients with schizophrenia. Data in Brief, 40, 107790.