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This list is curated by Pooja Kulkarni, Munna R S, & Hritik Gupta, for the Psych #rstats Club. For any query, please reach out at psych.rstats.club@gmail.com
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To add your resources please leave a comment under the category/column the resource belongs to. You can also start a new column for your resource, just add comments in appropriate places so we can paste the links there.
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If it's a book/article leave the cell colourless after pasting the link.
If it's a video please fill the cell with green colour after pasting the link
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Reference Books/websites/channels for stats/RGetting started with R, Data cleaning, pre- processing Descriptive statistics, p-value, effect sizeCorrelations and Chi-squared testT-tests and ANOVAsSimple Linear Regression, Multiple Linear Regression, Logistic regression Mediation and Moderation AnalysesIntroduction to Bayesian Statistics
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Choosing appropriate statistical tests
https://www.scribbr.com/statistics/statistical-tests/

https://www.statisticssolutions.com/how-to-select-the-appropriate-statistical-analysis/		R Noted for Professionals Book, has contents related to getting started and understanding how R works

https://books.goalkicker.com/RBook/		How to Calculate Descriptive Statistics in R (With Example) - StatologyCorrelation Coefficient | Types, Formulas & ExamplesT-Test Approach in R Programming - GeeksforGeeksWhat is simple linear regression?[Website] https://ademos.people.uic.edu/Chapter14.html[YouTube Playlist] Bayesian Statistics Suggestions by Munna R. Shainy
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Learning Statistics with R
Book by Danielle Navarro

https://learningstatisticswithr.com/		Installing R and RStudio on MacOS and Windows (R workshop)Descriptive Analysis in R Programming - GeeksforGeeksCorrelation Test Between Two Variables in R - Easy Guides - Wiki - STHDAT-test - GeeksforGeeksSimple Linear Regression, When to use it, Example & Model[Journal Article] Mediation and Moderation Analysis from the Perspective of Behavioral Science[Journal Article] The JASP guidelines for conducting and reporting a Bayesian analysis
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An Introduction to R:
https://intro2r.com/ 		Official Guide for R; explains all concepts with example code chunks

https://www.w3schools.com/r/default.asp		Exploring Data and Descriptive Statistics (using R)Correlation: Meaning, Significance, Types and Degree of Correlation - GeeksforGeeksAn Introduction to t Tests | Definitions, Formula and ExamplesR - Simple linear regression[Journal Article] Regression-based statistical mediation and moderation analysis in clinical research: Observations, recommendations, and implementation[Book] Bayesian Essentials with R
Second Edition by Jean-Michel Marin & Christian P. Robert
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Improving Your Statistical Inferences-Daniël Lakens

https://lakens.github.io/statistical_inferences/ 		To understand concepts better - https://www.geeksforgeeks.org/r-programming-language-introduction/Summary Statistics and Graphs with R16 Different Methods for Correlation Analysis in R - Universe of Data ScienceT Test (Student's T-Test): Definition and Examples - Statistics How ToMultiple Linear Regression | A Quick Guide (Examples)[Book] Doing Statistical Mediation and Moderation
By Paul E. Jose		[Website] Fundamentals of Bayesian Data Analysis in R
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Pre-recorded lectures - Introduction to Rhttps://www.youtube.com/watch?v=QuehIZWARZkIntroduction to Hypothesis Testing (Example) | Null, Alternative & P-valueR - Pearson's correlation testThe Wilcoxon Rank Sum Test | University of Virginia Library Research Data Services + SciencesMultiple linear regression made simple (good for introduction)[YouTube Video] Mediation Analysis in R[Website] Bayesian statistics with R by Olivia Gimenenz
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Introduction to R Course (by Patrick Bloniasz)GitHub Repository by Prof Mario Cortina Borja - Intro to R - https://github.com/MarioCortinaBorja/Introduction_to_R
(Also has some links to further resources)		Descriptive Statistics: Definition & Charts and GraphsR - Spearman's (rank) correlation testt-TestsMultiple Linear Regression
A complete study — Model Interpretation →Hypothesis Testing →Feature Selection (decent for applied understanding)		[YouTube Video] How to do a mediation analysis in R...with visuals![PDF] Introduction to Bayesian Data Analysis with R by Rasmus Bååth
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Patrick Bloniasz: Ph.D.Student @ Boston University (Teaches Statistics and R) (Twitter Page)R - Step 1: Getting started (download & install)Basic summary statistics in RHow to Calculate Correlation Coefficients in R (5 Examples) | cor() Function | Pearson, Kendall & NAStudent's t-testLogistic Regression in R Programming [YouTube Video] Simple Mediation using lavaan package of R[Journal Article] bayes4psy—An Open Source R Package for Bayesian Statistics in Psychology
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Statistics Globe - YouTubeR - Step 2: Getting started (Interface & First script)Graphs and Descriptive Statistics with R-Series 2 | R Statistical Software Tutorial Videos | MarinStatsLectures - YouTubeCorrelations and Covariance in R with Example | R Tutorial 4.12 | MarinStatsLecturesHow t-Tests Work: t-Values, t-Distributions, and Probabilities - Statistics By JimLogistic Regression (good intro)[YouTube Video] Moderation with PROCESS for R (Model 1)[Online Course] Bayesian Statistics Using R by the University of Canterbury
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Graphics in R (Gallery with Examples)R - Step 3: Getting started (Read data & Data preparation)Calculating Mean, Standard Deviation, Frequencies and More in R | R Tutorial 2.8| MarinStatsLecturesCHI-SQUARE: TESTING FOR GOODNESS OF FITR Statistics and Research - YouTube[Book Chapters] Practice and Explore Regression using this book chapter(s)[YouTube Video] R - Moderation Analyses (Manual) Example[Online Course] Bayesian Statistics Specialization
by University of California, Santa Cruz
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Joachim Schork (Statistician, programmer and teaches statistics) (twitter page)Cleaning Data in Rggplot for plots and graphs. An introduction to data visualization using R programmingChi-Square (Χ²) Tests | Types, Formula & ExamplesTwo Independent Samples Unequal Variance (Welch’s Test) – ENV710 Statistics Review WebsiteR squared in logistic regression (intermediate level)[YouTube Video] 26. SEMinR Lecture Series - Moderation Analysis in R[Online Course] Bayesian Statistics by Duke University
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Ryan Falck: R Basics (1 - Course Introduction)Dplyr Advanced Guide: data cleaning, reshaping, and merging with lubridate, stringr, tidyr, ggplot2Difference between Descriptive and Inferential StatisticsChi-Square Test in R - GeeksforGeeksWilcoxon Signed Rank Test in R Programming - GeeksforGeeksROC and area under the curve [YouTube Video] Mediation Statistics Example using R[Website]. An Introduction to Bayesian Thinking by Merlise Clyde, Mine Çetinkaya-Rundel, Colin Rundel, David Banks, Christine Chai, Lizzy Huang
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Blog - Stats and RData Cleaning in R Made Simple by Emily Burns https://towardsdatascience.com/data-cleaning-in-r-made-simple-1b77303b0b17An Explanation of P-Values and Statistical Significance - StatologyChi-Square Test of Independence in R (With Examples)Welch's t-test: When to Use it + Examples - StatologyA simple interpretion of logistic regression examples [Website] https://statsnotebook.io/blog/analysis/moderation_interaction_regression/[Book] Learning Bayesian Models with R
by Dr. Hari M. Koduvely
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Tutorials - StatologyData Cleaning Chapter 8 from R Lecture Notes by John Mushcelli and Andrew Jaffe https://users.phhp.ufl.edu/rlp176/Courses/PHC6089/R_notes/data-cleaning.htmlImproving Your Statistical Inferences - 1 Using p-values to test a hypothesisHow to Perform a Chi-Square Goodness of Fit Test in RTwo-Sample t Test in R (Independent Groups) with Example | R Tutorial 4.2 | MarinStatsLectureshttps://gongcastro.github.io/blog/logistic-regression/logistic-regression.html[Website] https://advstats.psychstat.org/book/mediation/index.php[Website] Bayesian Analysis in R by Marissa Barlaz
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Introduction to Modern Statisticshttps://statisticsglobe.com/data-cleaning-r by Joachim Schork What is a P-value?. An intro to p-value & significance… | by Benedict Neo | Towards Data ScienceChi-squared TestWilcoxon Signed-Rank Test | R Tutorial[Youtube Video] Generalised Linear Models (brief intro)[Website]. https://advstats.psychstat.org/book/moderation/index.php
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Resources to Learn Programming Languages for Psychological ResearchIntroduction to dplyr: https://cran.r-project.org/web/packages/dplyr/vignettes/dplyr.htmlInterpreting P values - Statistics By JimChi-Square Test, Fisher’s Exact Test, & Cross Tabulations in R | R Tutorial 4.10| MarinStatsLectureshttps://www.geeksforgeeks.org/anova-test-in-r-programming/Detailed Explanation of GLMs, and their use cases (MIT Course Lecture)[PDF] Mediation and Moderation Analyses with R
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R Statistics and Research - YouTubeGlimpse of dplyr packageP-value - GeeksforGeeksPerforming a Chi-square test using RstudioComplete Guide: How to Interpret ANOVA Results in RR - Logistic regression (part 1)[Website] Moderation and mediation: An R companion to Statistics: data analysis and modelling
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Daily R Cheatsheets (twitter page)An introduction to tidyverseEffect Sizes: Getting StartedLabs using R: 10. ANOVAMultiple Linear Regression in R | R Tutorial 5.3 | MarinStatsLectures[Website]Getting Started With Mediation Analysis in R | Towards Data Science
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Statistics by JimRenaming columns in Rhttps://bookdown.org/MathiasHarrer/Doing_Meta_Analysis_in_R/effects.html from Doing Meta-Analysis in R: A Hands-on Guide of Mathias HarrerF Statistic / F Value: Simple Definition and InterpretationChoosing the Correct Type of Regression Analysis - Statistics By Jim[Website] Introduction to Mediation Analysis | University of Virginia Library Research Data Services + Sciences
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R-Statistics Archives - Page 8 of 9 - GeeksforGeeksSubsetting and Selecting Columns in RCalculating effect size in R and RStudio by Wendy Zeitlin https://www.youtube.com/watch?v=IfnCEIJTqeAF Test Formula, F Test Table with Solved ExamplesR Handbook: Nonparametric Regression
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Psychological Statistics - YouTubeDummy Coding Ordinal Variables such as EducationUnderstanding the F Statistic | econometrics.blog
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Ultimate Statistics Playlist R ANOVA Tutorial: One way & Two way (with Examples)
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Jeremy Balka's statistics channel, containing some introductory statistics videos. How to Conduct a Two-Way ANOVA in R - Statology
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Statistics Course with Mike Marin (for beginners)one way ANOVA and Post Hoc Tests using R and RStudio
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MIT 18.650 Statistics for Applications, Fall 2016 - YouTubeR - One-way ANOVA
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PsyTeachRR - Two-Way ANOVA (part 1)
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Introduction to R for Psychological ScienceHow To... Perform an ANOVA Test in R #89
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Statistical Rethinking | Richard McElreathBenefits of Welch’s ANOVA Compared to the Classic One-Way ANOVA - Statistics By Jim
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Statistics of DOOM - YouTubeHow to Perform Welch's ANOVA in R (Step-by-Step)
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R ResourcesR - Welch One-Way ANOVA
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YaRrr! The Pirate’s Guide to RR - Kruskall-Wallis test
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Data Science for PsychologistsRStudio Basics | Post Hoc Analysis using Tukey HSD, Games Howell, and Dunn Test in RStudio
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Statistical rethinking with brms, ggplot2, and the tidyverse: Second editionR - one-way ANOVA post-hoc Games Howell (older versions of R)
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Statistics for Research Students – UniSQ Open Textbooks
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Harvard WiP R Crash Course
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Columbia Psych resources
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Mike Marin Stats with R lectures
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Intro Stats course materials by Prof Robert Apel, interactive learning using the swirl package
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Resource to learn theory behind each test. https://statistics.laerd.com/ (IMPORTANT: Read the comment for instructions on how to use this resource)
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psyRTeam resources (university of Glasgow)
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R, Open Research, and Reproducibility
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Discovering Statistics Using R
Book by Andy Field, Jeremy Miles, and Zoë Field
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Quantitative Social Science Data with R: An Introduction- Brian J. Fogarty
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Handbook of Statistics- C.R. Rao
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Reasoning with Data: An Introduction to Traditional and Bayesian Statistics Using R- Jeffrey M. Stanton
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Statistical Methods for Psychology by David Howell
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