Skip to content

A series of interactive tutorials introducing PCA, clustering, linear modelling and cross-validation for large datasets.

Notifications You must be signed in to change notification settings

sdwestwood/PISA

Repository files navigation

ESSENTIAL PACKAGES

The interactive grading packages require installation from github. Before attempting the tutorials, you will need to install learnr and gradethis. To install these, you can run the following lines of code in the R console:
devtools::install_github("rstudio/learnr")
devtools::install_github("rstudio-education/gradethis")

The following is a list of additional CRAN packages that are currently used, as well as their purpose:

PCA

library(tidyverse) #data manipulation
library(ggplot2) #visualization features
library(plotly) #interactive plots
library(psych) #PCA functions
library(chemometrics) #mahalanobis distance test

Clustering

library(tidyverse) #data manipulation
library(plotly) #visualization features
library(ggplot2) #visualization features
library(shiny) #interactive plots
library(ggalt) #additional plot features
library(kmodR) #k-means simultaneous outlier detection
library(cluster) #clustering algorithms
library(factoextra) #clustering visualization
library(dendextend) #dendrograms visualization
library(fpc) #computing density based clustering
library(dbscan) #computing density based clustering

GLM

library(tidyverse) #data manipulation

CV

library(tidyverse) #data manipulation

Analysis

library(tidyverse) #data manipulation
library(dbscan) #computing density based clustering
library(fpc) #computing density based clustering
library(ggrepel) #geom labels
library(kableExtra) #table layout
library(knitr) #Markdown
library(lme4) #Mixed effects models
library(maps) #Maps
library(MuMIn) #Mixed effects variance
library(psych) #PCA functions
library(shiny) #everything

About

A series of interactive tutorials introducing PCA, clustering, linear modelling and cross-validation for large datasets.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published