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  • Install instructions
  • Datasets used in ISLP
    • Auto Data
    • Bike sharing data
    • Boston Data
    • Brain Cancer Data
    • Caravan
    • Sales of Child Car Seats
    • U.S. News and World Report’s College Data
    • Credit Card Balance Data
    • Credit Card Default Data
    • Fund Manager Data
    • Baseball Data
    • Khan Gene Data
    • NCI 60 Data
    • New York Stock Exchange Data
    • Orange Juice Data
    • Portfolio Data
    • Time-to-Publication Data
    • S&P Stock Market Data
    • Violent Crime Rates by US State
    • Mid-Atlantic Wage Data
    • Weekly S&P Stock Market Data
  • Transforms for flexible features
    • Polynomial features
    • Spline features
    • Derived features: using PCA on a subset of columns
  • Tools for regression models
    • Building design matrices with ModelSpec
    • Model selection using ModelSpec
    • ANOVA using ModelSpec
  • Helper functions
    • Clustering
    • Generalized Additive Models
    • Survival Analysis
    • Support Vector Machines
  • Labs
    • Introduction to Python
    • Linear Regression
    • Logistic Regression, LDA, QDA, and KNN
    • Cross-Validation and the Bootstrap
    • Linear Models and Regularization Methods
    • Non-Linear Modeling
    • Tree-Based Methods
    • Support Vector Machines
    • Deep Learning
    • Survival Analysis
    • Unsupervised Learning
    • Multiple Testing
  • Creating IMDB dataset from keras version
  • .rst

Datasets used in ISLP

Datasets used in ISLP#

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 statsmodels.

  • Auto Data
    • Notes
  • Bike sharing data
    • Source
  • Boston Data
    • Notes
  • Brain Cancer Data
    • Source
  • Caravan
    • References
  • Sales of Child Car Seats
  • U.S. News and World Report’s College Data
    • Source
  • Credit Card Balance Data
    • Source
  • Credit Card Default Data
  • Fund Manager Data
  • Baseball Data
    • Notes
  • Khan Gene Data
    • Format
    • Notes
  • NCI 60 Data
    • Source
  • New York Stock Exchange Data
    • Source
  • Orange Juice Data
    • Source
  • Portfolio Data
  • Time-to-Publication Data
    • Source
  • S&P Stock Market Data
    • Source
  • Violent Crime Rates by US State
    • Notes
  • Mid-Atlantic Wage Data
    • Source
  • Weekly S&P Stock Market Data
    • Source

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Auto Data

By Jonathan Taylor

© Copyright 2023, ISLP authors.