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.
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Factors affecting life expectancy in developing vs developed countries
Top factors related to life expectancy in developing vs developed countries
Subjects
133
Features
20
Stiefel MC, Perla RJ, Zell BL. A healthy bottom line: healthy life expectancy as an outcome measure for health improvement efforts. Milbank Q. 2010 Mar;88(1):30-53. doi: 10.1111/j.1468-0009.2010.00588.x. PMID: 20377757
Bacteria related to ulcerative colitis & Crohn's disease
Bacteria (genera) helpful for predicting if individual is affected by condition or not
Subjects
220
Features
4000
Franzosa EA et al. Gut microbiome structure and metabolic activity in inflammatory bowel disease. Nat Microbiol. 2019 Feb;4(2):293-305. doi: 10.1038/s41564-018-0306-4. Epub 2018 Dec 10. Erratum in: Nat Microbiol. 2019 May;4(5):898. doi: 10.1038/s41564-019-0442-5. PMID: 30531976
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
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.
Bacteria related to gastric cancer & gastrectomy
Bacteria related to gastrectomy in individuals with gastric cancer
Subjects
96
Features
11714
Erawijantari PP, et al. Influence of gastrectomy for gastric cancer treatment on faecal microbiome & metabolome profiles. Gut. 2020 Aug;69(8):1404-1415. doi: 10.1136/gutjnl-2019-319188. Epub 2020 Jan 16. PMID: 31953253.
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
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
Early Childhood Microbiome
Childhood gut microbiome; 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
Naval Propulsion Plants and Turbine Decay State
Factors related to decline in ship propulsion system health using simulated data
Subjects
11934
Features
18
Coraddu, A., Oneto, L., Ghio, A., Savio, S., Anguita, D., & Figari, M. (2014). Condition Based Maintenance of Naval Propulsion Plants [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5K31K
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.
Divorce Prediction
Divorce prediction for 170 couples (most important survey questions)
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
Business Success Predictors
Factors related to startup success
Subjects
922
Features
88
Startup Success Prediction: https://www.kaggle.com/datasets/manishkc06/startup-success-prediction
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.
Early-stage diabetes risk
Factors related to early-stage diabetes risk using patient surveys
Subjects
520
Features
16
M. M. F. Islam, Rahatara Ferdousi, Sadikur Rahman, Humayra Yasmin Bushra. Likelihood Prediction of Diabetes at Early Stage Using Data Mining Techniques. 2019. Computer Vision and Machine Intelligence in Medical Image Analysis.
Mushroom characteristics indicative of toxicity
Characteristics of gilled mushrooms predictive of toxicity from 23 species from Lepiota and Agaricus genus
Subjects
8124
Features
117
Mushroom [Dataset]. (1981). UCI Machine Learning Repository. https://doi.org/10.24432/C5959T.
Metabolic Syndrome Risk Factors
Variables related to risk of metabolic syndrome
Subjects
2401
Features
25