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Applied Analytic Statistics

The notebooks in this repository are being written for use in the course Applied Analytic Statistics. Each of the directories, example-<n> contains two notebooks: example-<n>-questions.ipynb and example-<n>-answers.ipynb. The questions notebook contains the questions for the practical sessions and the answers one has partial answers. Please give the questions a solid attempt before looking at the answers as this is the best way to check that you really understand them.

Contents

Notebooks

  • Example 0 contains an overview of the software packages we will be using and basic python skills (primarily plotting with matplotlib).
  • Example 1 reviews the central limit theorem and looks at confidence intervals and hypothesis tests.
  • Example 2 reviews simple linear regression.
  • Example 3 reviews multiple linear regression.
  • Example 4 reviews hypothesis tests for contingency tables.
  • Example 5 reviews logisic regression.
  • Example 6 reviews mult-level models.

Miscellaneous

  • The setup page gives some instructions for setting up the software and notebooks.
  • The additional resources page gives some pointers to additional resources including a list of good places to find datasets.

aas-extended-examples's People

Contributors

aezarebski avatar rysias avatar am-bean avatar dependabot[bot] avatar

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