Code for Hypothesis Testing

Python notebooks for all the computational examples about Hypothesis Testing from Chapter 10 of the book. See here for the full code repository.

  • Die rolls. Null hypothesis, test statistic, p value, parametric testing, power function Open in Colab
  • Antetokounmpo’s free throws. Null hypothesis, test statistic, p value, two-sample test, z test, one-tailed test, two-tailed test, parametric testing, power function, permutation test, nonparametric testing Open in Colab
  • Burger prices. Permutation test, nonparametric testing, p value Open in Colab
  • Tom Brady and hurricanes. Permutation test, nonparametric testing Open in Colab
  • Comparing school grades. Permutation test, nonparametric testing, median Open in Colab
  • Clutch three-point shooting. Multiple testing, Bonferroni’s correction, p value Open in Colab
  • Evaluating NBA players. Multiple testing, Bonferroni’s correction, p value, permutation test, average treatment effect Open in Colab
  • Practical significance vs. statistical significance. Open in Colab
  • P-hacking. p-hacking, publication bias Open in Colab
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    • Hypothesis Testing
    • PCA and Low-Rank Models
    • Regression and Classification
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  • Code
    • Probability
    • Discrete Variables
    • Continuous Variables
    • Multiple Discrete Variables
    • Multiple Continuous Variables
    • Discrete and Continuous
    • Averaging
    • Correlation
    • Estimation of Population Parameters
    • Hypothesis Testing
    • PCA and Low-Rank Models
    • Regression and Classification
  • Solutions

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