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Compilation of code, courses, publications and other stuff to assist data analysis (mostly in R).

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samuel-carleial/data-analysis-reference

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A guide to data analysis

A compilation of code, publications and other relevant information related to data analysis. Several topics are covered here, particularly data visualization and statistical modeling.

Main language: R

Content:

[environment] BASH

Useful code that one might always insist in forgetting when having to use the bash prompt.

[environment] R (the core of this repository)

Main sections:

  • BASICS
  • Accuracy, power and clinical significance
  • Causal inference
  • Classification
  • Clustering
  • Data imputation
  • Data manipulation
  • Data randomization
  • Data visualization (plots, tables, maps...)
  • Bayesian statistical approach
  • Frequentist statistical approach

literature

Guidelines, blog posts, scientific publications and other literature/references related to data analysis.

templates

Templates to use in data analysis.

troubleshooting

Making R work in your machine.

courses and workshops

Training in R prepared by myself and others.

Note: this is a work in progress

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Compilation of code, courses, publications and other stuff to assist data analysis (mostly in R).

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