Datasets for STAT 360 - Regression Analysis

DATASETS FOR ASSIGNMENTS

Assignment 1 - Univariate Analyses, Conditional Distributions, Smoothing

1. Walleyes in Island Lake (Walleyes Island Lake.JMP and Walleyes Island Lake.txt)

2. MN Walleyes (MN Walleyes.JMP and MN Walleyes.txt)

 

Assignment 2 - Smoothing, Bivariate Distributions, and Simple Linear Regression

1. Haystacks (Haystacks.JMP and Haystacks.txt)

2. Bodyfat (Bodyfat.JMP and Bodyfat.txt)

3. Twin Cities Homes (Twin Cities Homes.JMP and Twin Cities Homes.txt)

 

Assignment 3 - Simple Linear Regression (SLR)

Walleyes Island Lake (Walleyes Island Lake.JMP and Walleyes Island Lake.txt)

 

Assignment 4 - More SLR, Case Diagnostics, and Intro. to Multiple Regression

1. Kansas School Funding Equity (Kansas PPE and AVPP.JMP and Kansas.txt)

- Kansas School Funding Declared Unconstitutional from The Huffington Post (2014)

- Legal History of Kansas School Funding Litigation (2003)

- School Funding Disputes Timeline from The Wichita Eagle (2014)

2. Walleyes in Fish and Island Lakes (Walleyes Fish vs. Island.JMP and FishIsland.txt)

 

Assignment 5 - More Multiple Regression

1. Used Cars (Used-cars.JMP and Used-cars.txt)

2. Car Purchases (Car-purchase.JMP and Car-purchase.txt)

 

Assignment 6 - Even More Multiple Regression

1. FEV and Smoking (FEVdata.JMP and FEVdata.txt)

2. Trump Vote in MN (Trump Vote in MN.JMP and Trump Vote in MN.csv)


Assignment 7 - Response and Predictor Transformations

1. Abalones - (Abalone (no sex).JMP and Abalone (no sex).txt)

 

Assignment 8 - Model Selection Procedures

1. Ames, IA Home Sales - Ames Housing.JMP

 

Final Exam

Problem 1 - FCI.JMP and FCI.txt

Problem 2 - Colorado Marijuana Voting.JMP and MN_Marijuana.JMP

Problem 3 - North Carolina Births.JMP

 

 

 

DATASETS USED IN NOTES

Section 1 - Univariate Analysis of the Response Variable (Y)

Smallmouth Bass in West Bearskin Lake (West Bearskin Bass.JMP)

Old Faithful Geyser Eruptions (Old Faithful.JMP)

Mercury Contamination in MN Walleyes (Walleyes (1990-1998).JMP)

 

Section 2 - Conditional Distributions

Breast Tumor Cells (BreastDiag.JMP)

Paddlefish Growth Study (Paddlefish.JMP)

 

Section 3 - Introduction to Smoothing (Nonparametric Regression)

Paddlefish Growth Study (Paddlefish (clean).JMP and Paddlefish (clean).csv)

Smallmouth Bass in West Bearskin Lake (West Bearskin Bass.JMP and wblake.txt)

Tasmanian Abalones (Abalone.JMP, abalone.csv, and Abalone data frame in .RData)

Breast Tumor Cells (BreastDiag.JMP and BreastDiag.txt and BreastDiag in .RData)

 

Section 4 - Bivariate Normal Distribution and Regression

Smallmouth Bass in West Bearskin Lake (West Bearskin Bass.JMP and wblake.txt)

Percent Bodyfat Study (Bodyfat.JMP, Bodyfat.txt, and Bodyfat in .RData)

Paddlefish Growth Study (Paddlefish (clean).JMP and Paddlefish (clean).csv)

 

Section 5 - Simple Linear Regression

Percent Bodyfat Study (Bodyfat.JMP, Bodyfat.txt, and Bodyfat in .RData)

Malignant Breast Tumor Cells (BreastDiag (Malignant).JMP and BreastDiag (Malignant).txt)

Paddlefish Growth Study (Paddlefish (clean).JMP and Paddlefish (clean).csv)

Saratoga, NY Homes (Saratoga NY Homes.JMP and Saratoga NY Homes.txt)

Chemical Yield Study (Chemical Yield.JMP and Chem Yield.txt)

Minnesota Walleyes Study (MN Walleyes.JMP and MN Walleyes.txt)

 

Section 6 - Regression in Matrix Notation

Smallmouth Bass (4 yr. old fish only) - (West Bearskin (Age 4).JMP and West Bearskin - (Age = 4).txt)

 

Section 7 - Case Diagnostics

Smallmouth Bass (4 yr. old fish only) - (West Bearskin (Age 4).JMP and West Bearskin - (Age = 4).txt)

Body Fat Study - Body Fat.JMP and Bodyfat.txt

Adaptive Score Study - Adaptive Score.JMP and Adaptive Score.txt

 

Section 8 - Introduction to Multiple Regression

Saratoga, NY Home Prices - Saratoga NY Homes.JMP and Saratoga NY Homes.txt

Body Fat Study - Body Fat.JMP and Bodyfat.txt

 

Section 9 - Multiple Regression: Predictors and Terms

Saratoga, NY Home Prices - Saratoga NY Homes.JMP and Saratoga NY Homes.txt

 

Section 10 - Interpreting Coefficients in Multiple Linear Regression

Body Fat Study - Bodyfat.JMP and Bodyfat.txt

Grandfather Clocks - Grandfather Clocks.JMP and Grandfather Clocks.txt


Section 11 - Factors and Interactions

Saratoga, NY Home Prices - Saratoga NY Homes.JMP and Saratoga NY Homes.txt

Testing Wool Specimens - Wool.JMP and Wool.txt

Diamond Prices - Diamonds.JMP and Diamonds.txt

 

Section 12 - Curvature and Nonconstant Variance

Paddlefish Data - Paddlefish.JMP and Paddlefish.csv

Mussels Data - Mussels.JMP and Mussels.txt

Diamond Prices - Diamonds.JMP and Diamonds.txt

Bank Transactions - Transactions.JMP and Transactions.txt

 

Section 13 - Case Diagnostics for MLR and Collinearity

Rat Drug Data - RatDrug.JMP and RatDrug.txt

Body Fat Study - Bodyfat.JMP and Bodyfat.txt

Immunoglobulin Study - Oxygen Uptake.JMP and Oxygen Uptake.txt


Section 14 - Response Transformations

Big Mac Data (BigMac2003.JMP and BigMac in alr4)

Paddlefish Growth Study (Paddlefish (clean).JMP and Paddlefish (clean).csv)

Testing Wool Specimens - Wool.JMP and Wool.txt

Black Cherry Trees - Cherry.JMP and Cherry.txt

 

Section 15 - Predictor Transformations

Big Mac Data (BigMac2003.JMP and BigMac in alr4)

Paddlefish Growth Study (Paddlefish (clean).JMP and Paddlefish (clean).csv)

Haystacks (Haystacks.JMP and Haystacks.txt)

Ozone Data - Ozone.JMP, Ozone.txt, and Ozone.csv


Section 16 - Model Selection Procedures

MN Marriage Amendment (MN_Marriage.JMP and MN_Marriage.txt)

Saratoga, NY Home Prices - Saratoga NY Homes.JMP and Saratoga NY Homes.txt

Twin Cities Home Prices - Twin Cities Homes 2017.JMP

 

Section 17 - Weighted Least Squares

Smallmouth Bass in West Bearskin Lake - West Bearskin Bass.JMP, wblake.txt

Smallmouth Bass in West Bearskin Lake (Means and SDs) - West Bearskin Bass by (Age).JMP

Bank Transactions - Transactions.JMP and Transactions.txt

Section 18 - Logistic Regression, Poisson Regression and GLMs

Titanic Data (Titanic.JMP)

Dieldrin Levels in Breast Milk (Pestmilk.JMP)