DATASETS FOR DSCI 415 (these will be updated regularly!)

Datasets in Book

Section 1 - Graphics in R

• Boston Housing Data - Boston.JMP , Boston.txt
• US Cities - Old data on 77 largest U.S. cities - City77.JMP , City77.csv
• Olive Oils from Italy (Olives in mult.Rdata) - Olives.JMP, Olives.txt and a slightly different version is contained in the data object Olives in mult.Rdata
• University of California - Berkeley - UCBAdmissions in the datasets library that comes with base R
• Fisher's Iris Data - iris in the datasets library that comes with base R
• L.A. Ozone Data - Ozdata.JMP , Ozdata.csv, Ozdata in mult.Rdata
• Swiss Franc Data - Swiss.JMP , Swiss.csv, Swiss in mult.Rdata
• NHL Data - NHL.JMP , NHL.csv, NHL in mult.Rdata
• Crab data from Kodiak Island in Alaska is all contained in the mult.Rdata folder (kodiak.crab, survey.crab) - kodiak.csv and survey.csv also

Section 2 - Measuring Distance

• US Cities - Old data on 77 largest U.S. cities - City77.JMP , City77.csv
• Mushrooms - Mushrooms.JMP , Mushrooms.csv
• Orthopedic Equipment Sales - Ortho.csv
• Bray-Curtis Example - site similarity in terms of species counts - Bray-Curtis.JMP , Bray-Curtis.csv
  

Section 3 - Multidimensional Scaling

• Barro Colorado Island - BCI with Environmentals.JMP, BCI with Environmentals.csv
• Orthopedic Sales - Orthopedic.csv
• Mushrooms - Mushrooms.csv

Section 4 - Principal Components and Other Dimension Reduction Methods

• Goblets - Goblets.JMP, Goblets.csv
• Girl with Hat Image - Girl with Hat.txt
• Stock Prices - Stock Market.JMP, StockMarket.csv
• Fast Food Nutrition - Nutritional (Burgers).JMP, Nutritional (Burgers).csv
• Liver Toxicity Study - Liver Toxicity Study.JMP, Liver Toxicity Study.csv
• Sports Difficulty - Sports Difficulty.JMP, Sports Difficulty.txt
• Car Images - Cars.csv

Section 5 - Cluster Analysis

• Illicit Drug Use in 50 State - IllicitDrug.csv
• Genetic Function Study - GeneMajor.csv
• Sports Difficulty - Sports Difficulty.JMP, Sports Difficulty.txt
• Kangaroos - Roo.csv

Section 6 - Correspondence Analysis

• Suicides in West Germany - Suicide.JMP, Suicide.csv
• Discrimination in Graduate School Admissions - UCBAdmissions.JMP, UCBAdmissions.csv
• Hobbies Survey - included with FactoMineR package type - data(hobbies) - to access it in R.
• Science Survey - ScienceSurvey.JMP, ScienceSurvey.csv
• Barros Colorado Island - BCI with Environmentals.JMP, BCI with Environmentals.csv

Section 7 - Association Rules

• Golf - golf.csv
• Mushrooms - Mushrooms.csv
• Belgian Supermarkets - retail.dat

Section 8 - Recommender Systems

• Simple Movie Reviews - MiniNet.csv
• Bob Ross All Episodes - BobRoss.csv

Section 9 - Text Mining and Sentiment Analysis

• Dr. Strange Reviews (.csv)
• Obama 2009 Inaugural Address (.txt)
• Obama 2013 Inaugural Address (.txt)
• Trump 2017 Inaugural Address (.txt)

Datasets for Assignments

Assignment 1 - Matrix Algebra and Graphics in R

• US Cities - Old data on 77 largest U.S. cities - City77.JMP , City77.csv, City in mult.Rdata
• Olive Oils from Italy (Olives in mult.Rdata) - Olives.JMP, Olives.txt and a slightly different version is contained in the data object Olives in mult.Rdata
• University of California - Berkeley admissions - UCBAdmissions in the datasets library that comes with base R
• Fisher's Iris Data - iris in the datasets library that comes with base R
• NHL Data - NHL.JMP , NHL.csv, NHL in mult.Rdata
• Swiss Franc Data - Swiss.JMP , Swiss.csv, Swiss in mult.Rdata

Assignment 2 - Distance and Multidimensional Scaling

• DACA - DACA.JMP and DACA.csv
• Colon cancer genetic study - Alontop.JMP and Alontop.csv
• Dune meadow study - Dune with Environmentals.JMP and Dune with Environmentals.csv

Assignment 3 - Principal Component Analysis (PCA)

• Places Rated Almanac - Places.JMP and Place.csv
• Breast Tumors - BreastDiag.JMP and BreastDiag.csv
• Colon cancer genetic study - Alontop.JMP and Alontop.csv
• NHL Player Statistics - NHL Skater Stats (Rates).csv, NHL Skater Stats (Defense).csv, NHL Skater Stats (Forwards).csv

Assignment 4 - Independent Component Analysis (ICA)

• Distorted TV Images - https://1drv.ms/u/s!AuncHMjibWBcdCAI6WVe8uxQKvk (Warning: 842 MB file, takes a long time to download and read into R!)

Assignment 5 - Cluster Analysis

• Tennis Rackets - Tennis Rackets.JMP, Tennis Rackets.txt
• Breast Cancer Genetics - BCGenes.csv, BCGenes.JMP
• Satellite Images - SATimage.JMP, SATimage.txt
• NHL Forwards - NHL Skater Stats (Forwards).csv

Assignment 6 - MCA

• Product Preferences - ProductRatings.csv
• Bob Ross Paintings - BobRossCommon.csv

Assignment 7 - Association Rules

• Bob Ross Paintings - Bob Ross Paintings.csv
• Online Sales - Online_Sales_Cleaned.csv

Assignment 8 - Recommender Systems

• Movie and Genre (HW 8).csv - this file contains information about the movies in the rating matrix such title, month released, year released, run time, and genres it can be categorized as.
• Rating Matrix (HW 8).csv- this file contains the user ratings for the movies (# of users = 9515, # of movies = 1471)

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Italian Olive Oils

Olives.JMP
Olives.txt

Brazil Faces

Brazil.csv ( each column are the pixels to create one of the 200 faces in the database)

Car Images

Cars.csv

Letter Recognition Data

Letter-recognition.JMP

Milk Truck Datasets (Milktruck, Milkdiesel, Milkgasoline in R)

Milktruck.JMP, Milkdiesel.JMP, Milkgasoline.JMP

Minnesota Districts, Teachers, and 8th Grade Test Scores (MNteachtest in R)

MNteachtest.JMP

NHL Skater Stats

PuckAnalytics.JMP

PuckAnalytics.csv

NCI Data

NCI.JMP

NCI transpose.JMP

Nutritional Data on Fast Food (Nutritional.Small and Nutritional.Large in R)

Nutritional (small).JMP and Nutritional (large).JMP

Orthopedic Sales Data

Orthopedic Sales.JMP

Orthopedic Sales.txt

Radiotherapy (Radiotherapy in R)

Radiotherapy.JMP

Salespeople

Salespeople.JMP

Schlerosis

Schlerosis.JMP

Sports Difficulty

Sports Difficulty.JMP (Description File click here)

Sports Difficulty.txt

Trackwomen (Trackwomen in R)

Trackwomen.JMP

Trackmen (Trackmen in R)

Trackmen.JMP

ZIP Code (Digit Recognition Data - zip.train and zip.test in ElemStatLearn package)

ZipTrain.JMP
ZipTest.JMP