B Index to Marin Videos

Series 1 - Basics of Using R

What is RStudio and Why Should You Download It? (R Tutorial 1.1): https://www.youtube.com/watch?v=riONFzJdXcs&t=33s

Introduction to R Programming: Download, Install and Setup R & (R Tutorial 1.2): https://www.youtube.com/watch?v=cX532N_XLIs

Introduction to R Programming: Getting Started With R (R Tutorial 1.3) : https://www.youtube.com/watch?v=UYclmg1_KLk

Introduction to R Programming: Creating Vectors, Matrices, and Other Intro Topics (R Tutorial 1.4) : https://www.youtube.com/watch?v=2TcPAZOyV0U

Import Data, Copy Data from Excel to R, Both .csv and .txt Formats (R Tutorial 1.5) : https://www.youtube.com/watch?v=qPk0YEKhqB8

Export Data from R (csv, txt and other formats) (R Tutorial 1.6): https://www.youtube.com/watch?v=WjpcbmcJjjM

Importing Data and Working With Data in R (R Tutorial 1.7) : https://www.youtube.com/watch?v=U4-RnTW5dfw

Working with Variables and Data in R (R Tutorial 1.8) : https://www.youtube.com/watch?v=1BcGnHwUT6k

Subsetting Data in R With Square Brackets and Logic Statements (R Tutorial 1.9) : https://www.youtube.com/watch?v=jGf7WNh-LX8

Logic Statements (TRUE/FALSE) and cbind and rbind Command in R (R Tutorial 1.10): https://www.youtube.com/watch?v=NFaK1Qn4u3A

Setting Up Working Directories in R (R Tutorial 1.11) : https://www.youtube.com/watch?v=OJ4WBjV5o1I

Working With Scripts in R (R Tutorial 1.12) : https://www.youtube.com/watch?v=qqz_D1vzS5M

Installing Packages in R (R Tutorial 1.13) : https://www.youtube.com/watch?v=3RWb5U3X-T8

Customizing The Look of R Studio (R Tutorial 1.14) : https://www.youtube.com/watch?v=5dNNcC-UBeA

Series 2 - Graphing

Bar Charts and Pie Charts in R (R Tutorial 2.1) : https://www.youtube.com/watch?v=Eph_Y0BmHU0

Boxplots and Boxplots With Groups in R (R Tutorial 2.2) : https://www.youtube.com/watch?v=U64yNvlhv9I

Box Plots with Two Factors (Stratified Boxplots) in R (R Tutorial 2.3): https://www.youtube.com/watch?v=s7ljwAzB5dQ

Histograms in R (R Tutorial 2.4): https://www.youtube.com/watch?v=Hj1pgap4UOY

Stem and Leaf Plots in R (R Tutorial 2.5) : https://www.youtube.com/watch?v=NpBRo0tRNeY

Stacked Bar Charts,Clustered Bar Charts and Mosaic Plots inR (R Tutorial 2.6) : https://www.youtube.com/watch?v=rl1tB9p3FLg

Scatterplots in R (R Tutorial 2.7) : https://www.youtube.com/watch?v=FEAS3akVxD8

Summary Statistics in R: Mean, Standard Deviation, Frequencies, etc (R Tutorial 2.8) : https://www.youtube.com/watch?v=ACWuV16tdhY

Modifying Plots in R (R Tutorial 2.9) : https://www.youtube.com/watch?v=lPOSwfxMd3c

Adding Text to Plots in R (R Tutorial 2.10) : https://www.youtube.com/watch?v=Zx3Nspy8sws

Adding Legends to Plots in R (R Tutorial 2.11) : https://www.youtube.com/watch?v=mB3iSp9-OPc

Series 3 - Common Distributions

Binomial Distribution in R (R Tutorial 3.1) : https://www.youtube.com/watch?v=iG995W0XefU

Poisson Distribution in R (R Tutorial 3.2) : https://www.youtube.com/watch?v=778WK1Pf8eI

Normal Distribution in R (R Tutorial 3.3) : https://www.youtube.com/watch?v=peEsXbdMY_4

t Distribution in R (R Tutorial 3.4) : https://www.youtube.com/watch?v=ETd-jPhI_tE

Series 4 - Common Statistical Tests

One-Sample t Test in R (R Tutorial 4.1) : https://www.youtube.com/watch?v=kvmSAXhX9Hs

Two-Sample t Test in R:Independent Groups (R Tutorial 4.2) : https://www.youtube.com/watch?v=RlhnNbPZC0A

Mann Whitney U aka Wilcoxon Rank-Sum Test in R (R Tutorial 4.3) : https://www.youtube.com/watch?v=KroKhtCD9eE

Bootstrap Hypothesis Testing in R with Example (R Video Tutorial 4.4): https://www.youtube.com/watch?v=Zet-qmEEfCU&t=51s

Bootstrap Confidence Interval with R (R Video Tutorial 4.5): https://www.youtube.com/watch?v=Om5TMGj9td4&t=562s

Permutation Hypothesis Test in R with Examples (R Tutorial 4.6): https://www.youtube.com/watch?v=xRzEWLfEEIA

Paired t Test in R (R Tutorial 4.7) : https://www.youtube.com/watch?v=yD6aU0fY2lo

Wilcoxon Signed Rank Test in R (R Tutorial 4.8) : https://www.youtube.com/watch?v=zM8OZUM5I4Y

Analysis of Variance (ANOVA) and Multiple Comparisons in R (R Tutorial 4.9) : https://www.youtube.com/watch?v=lpdFr5SZR0Q

Chi-Square Test, Fishers Exact Test, and Cross Tabulations in R (R Tutorial 4.10): https://www.youtube.com/watch?v=POiHEJqmiC0

Relative Risk, Odds Ratio and Risk Difference (aka Attributable Risk) in R (R Tutorial 4.11) : https://www.youtube.com/watch?v=V_YNPQoAyCc

Correlation and Covariance in R (R Tutorial 4.12) : https://www.youtube.com/watch?v=XaNKst8ODEQ

Series 5 - Regression

Linear Regression in R (R Tutorial 5.1) : https://www.youtube.com/watch?v=66z_MRwtFJM

Checking Linear Regression Assumptions in R (R Tutorial 5.2) : https://www.youtube.com/watch?v=eTZ4VUZHzxw

Multiple Linear Regression in R (R Tutorial 5.3) : https://www.youtube.com/watch?v=q1RD5ECsSB0

Changing Numeric Variable to Categorical in R (R Tutorial 5.4): https://www.youtube.com/watch?v=EWs1Ordh8nI&t=227s

Dummy Variables or Indicator Variables in R (R Tutorial 5.5) : https://www.youtube.com/watch?v=2s8AwoKZ-UE

Change Reference/Baseline Category for a Categorical Variable in Regression Model (R Tutorial 5.6) : https://www.youtube.com/watch?v=XJw6xdBYG7c

Including Variables/ Factors in Regression with R, Part I (R Tutorial 5.7): https://www.youtube.com/watch?v=KHTBwTBkCzg

Including Variables/ Factors in Regression with R, Part II (R Tutorial 5.8): https://www.youtube.com/watch?v=ZtBmMhGkxxA

Multiple Linear Regression with Interaction in R (R Tutorial 5.9): https://www.youtube.com/watch?v=8YuuIsoYqsg

Interpreting Interaction in Linear Regression with R (R Tutorial 5.10): https://www.youtube.com/watch?v=vZUtDJbzFRQ

Partial F-Test for Variable Selection in Linear Regression (R Tutorial 5.11): https://www.youtube.com/watch?v=G_obrpV70QQ&t=338s

Polynomial Regression in R (R Tutorial 5.12): https://www.youtube.com/watch?v=ZYN0YD7UfK4