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Data Sets Used in Labs and Exercises
In this textbook, we illustrate statistical learning methods using applications from marketing, finance, biology, and other areas. The ISLP package contains a number of data sets that are required in order to perform the labs and exercises associated with this book. One other data set is part of the base R distribution (the USArrests data), and we show how to access it from Python in Section 12.5.1. Table 1.1 contains a summary of the data sets required to perform the labs and exercises. A couple of these data sets are also available as text files on the book website, for use in Chapter 2.
| Name | Description |
|---|---|
Auto |
Gas mileage, horsepower, and other information for cars. |
Bikeshare |
Hourly usage of a bike sharing program in Washington, DC. |
Boston |
Housing values and other information about Boston census tracts. |
BrainCancer |
Survival times for patients diagnosed with brain cancer. |
Caravan |
Information about individuals offered caravan insurance. |
Carseats |
Information about car seat sales in 400 stores. |
College |
Demographic characteristics, tuition, and more for USA colleges. |
Credit |
Information about credit card debt for 400 customers. |
Default |
Customer default records for a credit card company. |
Fund |
Returns of 2,000 hedge fund managers over 50 months. |
Hitters |
Records and salaries for baseball players. |
Khan |
Gene expression measurements for four cancer types. |
NCI60 |
Gene expression measurements for 64 cancer cell lines. |
NYSE |
Returns, volatility, and volume for the New York Stock Exchange. |
OJ |
Sales information for Citrus Hill and Minute Maid orange juice. |
Portfolio |
Past values of financial assets, for use in portfolio allocation. |
Publication |
Time to publication for 244 clinical trials. |
Smarket |
Daily percentage returns for S&P 500 over a 5-year period. |
USArrests |
Crime statistics per 100,000 residents in 50 states of USA. |
Wage |
Income survey data for men in central Atlantic region of USA. |
Weekly |
1,089 weekly stock market returns for 21 years. |
TABLE 1.1. A list of data sets needed to perform the labs and exercises in this textbook. All data sets are available in the ISLP package, with the exception of USArrests, which is part of the base R distribution, but accessible from Python.
Sub-Chapters
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