From 351d92e76a53a6baec4a67a30a832bd12186e6cf Mon Sep 17 00:00:00 2001 From: Jose Storopoli Date: Sun, 19 Jun 2022 15:33:09 +0000 Subject: [PATCH] Adding datasets (#21) * added datasets/ folder * added esoph dataset and README --- README.md | 40 +- datasets/cheese.csv | 161 +++ datasets/duncan.csv | 46 + datasets/esoph.csv | 89 ++ datasets/kidiq.csv | 435 ++++++ datasets/roaches.csv | 263 ++++ datasets/wells.csv | 3021 ++++++++++++++++++++++++++++++++++++++++++ 7 files changed, 4054 insertions(+), 1 deletion(-) create mode 100644 datasets/cheese.csv create mode 100644 datasets/duncan.csv create mode 100644 datasets/esoph.csv create mode 100644 datasets/kidiq.csv create mode 100644 datasets/roaches.csv create mode 100644 datasets/wells.csv diff --git a/README.md b/README.md index 0dea1f4..162ad44 100644 --- a/README.md +++ b/README.md @@ -61,6 +61,28 @@ Thousands of users rely on `Stan` for statistical modeling, data analysis, and p Models specified using `Turing.jl` are easy to read and write — models work the way you write them. Like everything in Julia, `Turing.jl` is [fast](https://arxiv.org/abs/2002.02702). +## Datasets + +- `kidiq` (linear regression): data from a survey of adult American women and their children + (a subsample from the National Longitudinal Survey of Youth). + Source: Gelman and Hill (2007). +- `wells` (logistic regression): a survey of 3200 residents in a small area of Bangladesh suffering + from arsenic contamination of groundwater. + Respondents with elevated arsenic levels in their wells had been encouraged to switch their water source + to a safe public or private well in the nearby area + and the survey was conducted several years later to + learn which of the affected residents had switched wells. + Souce: Gelman and Hill (2007). +- `esoph` (ordinal regression): data from a case-control study of (o)esophageal cancer in Ille-et-Vilaine, France. + Source: Breslow and Day (1980). +- `roaches` (Poisson regression): data on the efficacy of a pest management system at reducing the number of roaches in urban apartments. + Source: Gelman and Hill (2007). +- `duncan` (robust regression): data from occupation's prestige filled with outliers. + Source: Duncan (1961). +- `cheese` (hierarchical models): data from cheese ratings. + A group of 10 rural and 10 urban raters rated 4 types of different cheeses (A, B, C and D) in two samples. + Source: Boatwright, McCulloch and Rossi (1999). + ## Author Jose Storopoli, PhD - [*Lattes* CV](http://lattes.cnpq.br/2281909649311607) - [ORCID](https://orcid.org/0000-0002-0559-5176) - @@ -77,7 +99,7 @@ I've made it to be how I would have liked to be introduced to Bayesian statistic ## References -The references are divided in **books**, **papers** and **software**. +The references are divided in **books**, **papers**, **software**, and **datasets**. ### Books @@ -158,6 +180,14 @@ The papers section of the references are divided into **required** and **complem problems of p values. *Psychonomic Bulletin & Review*, *14*(5), 779–804. https://doi.org/[10.3758/BF03194105](https://doi.org/10.3758/BF03194105) +- Vandekerckhove, J., Matzke, D., Wagenmakers, E.-J., & others. (2015). + Model comparison and the principle of parsimony. + In J. R. Busemeyer, Z. Wang, J. T. Townsend, & A. Eidels (Eds.), + Oxford handbook of computational and mathematical psychology (pp. 300–319). + Oxford University Press Oxford. +- Vehtari, A., Gelman, A., & Gabry, J. (2015). Practical Bayesian model evaluation + using leave-one-out cross-validation and WAIC. + https://doi.org/10.1007/s11222-016-9696-4 #### Complementary @@ -221,6 +251,14 @@ The papers section of the references are divided into **required** and **complem - Tarek, M., Xu, K., Trapp, M., Ge, H., & Ghahramani, Z. (2020). DynamicPPL: Stan-like Speed for Dynamic Probabilistic Models. ArXiv:2002.02702 [Cs, Stat]. http://arxiv.org/abs/2002.02702 - Xu, K., Ge, H., Tebbutt, W., Tarek, M., Trapp, M., & Ghahramani, Z. (2020). AdvancedHMC.jl: A robust, modular and efficient implementation of advanced HMC algorithms. Symposium on Advances in Approximate Bayesian Inference, 1–10. http://proceedings.mlr.press/v118/xu20a.html +### Datasets + +- Boatwright, P., McCulloch, R., & Rossi, P. (1999). Account-level modeling for trade promotion: An application of a constrained parameter hierarchical model. _Journal of the American Statistical Association_, 94(448), 1063–1073. +- Breslow, N. E. & Day, N. E. (1980). **Statistical Methods in Cancer Research. Volume 1: The Analysis of Case-Control Studies**. IARC Lyon / Oxford University Press. +- Duncan, O. D. (1961). A socioeconomic index for all occupations. Class: Critical Concepts, 1, 388–426. +- Gelman, A., & Hill, J. (2007). **Data analysis using regression and + multilevel/hierarchical models**. Cambridge university press. + ## How to cite To cite this course, please use: diff --git a/datasets/cheese.csv b/datasets/cheese.csv new file mode 100644 index 0000000..5729f37 --- /dev/null +++ b/datasets/cheese.csv @@ -0,0 +1,161 @@ +"cheese","rater","background","y" +"A",1,"rural",67 +"A",1,"rural",66 +"B",1,"rural",51 +"B",1,"rural",53 +"C",1,"rural",75 +"C",1,"rural",70 +"D",1,"rural",68 +"D",1,"rural",66 +"A",2,"rural",76 +"A",2,"rural",76 +"B",2,"rural",56 +"B",2,"rural",65 +"C",2,"rural",82 +"C",2,"rural",82 +"D",2,"rural",81 +"D",2,"rural",77 +"A",3,"rural",80 +"A",3,"rural",84 +"B",3,"rural",71 +"B",3,"rural",67 +"C",3,"rural",82 +"C",3,"rural",82 +"D",3,"rural",71 +"D",3,"rural",70 +"A",4,"rural",79 +"A",4,"rural",83 +"B",4,"rural",63 +"B",4,"rural",60 +"C",4,"rural",80 +"C",4,"rural",83 +"D",4,"rural",66 +"D",4,"rural",71 +"A",5,"rural",74 +"A",5,"rural",72 +"B",5,"rural",55 +"B",5,"rural",58 +"C",5,"rural",76 +"C",5,"rural",79 +"D",5,"rural",75 +"D",5,"rural",74 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