Data Analysis

Data Collection and Processing Tools (no programming knowledge required)

• Downloading and analysing Twitter data with Mozdeh

• OpenRefine: OpenSource tool for data cleanup and transformation

• Tabula: Extract tables from pdfs

• Instant Data Scraper: Automating data collection (scraping) from online sources

• Google Corpus Crawler (internet scraping)

General Data Analysis with Excel

• Introduction to data analysis with Microsoft Excel (videos) by Susanne Flach

• Videoserie Korpuslinguistik & Excel (Ulrike Schneider)

General Data Analysis with R

• Basic introduction (videos) to R by Susanne Flach

• How to do Linguistics with R (textbook) by Natalia Levshina

• Statistics for Linguists (interactive R textbook) by Gerold Schneider and Max Lauber

• R for Data Science (online textbook; basic introduction by Hadley Wickham)

• Learning Statistics in R (includes several variants of regression, as well as decision trees and time series analysis) 

• Corpus Linguistics with R (LADAL, U Queensland)

• ** Big Book of R (massive collection of online resources on R)

Mixed Effects Models in R

• Fixed- and Mixed-Effects Regression Models in R (LADAL, U Queensland)

• Mixed models with R (comprehensive online textbook; Michael Clark)

• Mixed models for big data (Michael Clark)

• Mixed models FAQ

• Time series analyis (Michael Clark)

• R package collostructions (for collostructional analysis)

Spatial Data Science

• Geospatial Data Visualisation in R (LADAL, U Queensland)

• Spatial Data Science (online textbook by Edzer Pebesma, Roger Bivand)

• Geocomputation with R (online textbook)

• Tutorial Bivariate maps with ggplot2 and sf (Timo Grossenbacher)

• Tutorial Categorical spatial interpolation with R (Timo Grossenbacher)