July 2015
CASS Big Data Analysis in R Training
Note: "vosonSML" is the new name for the R package that was previously called "SocialMediaLab". These archived documents may contain materials (e.g. R scripts) that refer to the old package. For up-to date references please visit the Training workshops page or the vosonSML page.
This is the web page for the CASS Big Data Analysis in R training session, which is being run 14-17 July 2015, Room 1.13 Coombs Extension. Program (13/7).
The training is being run as part of the “Obtaining new insight from big data: Humanities and social science research at scale” Internal Grant, College of Arts & Social Sciences, Australian National University.
The instructors are: Dr Robert Ackland (Australian National University) & Mr Tim Graham (University of Queensland).
On this page, you can find:
- R scripts used in the course
- Datasets used in the course
- SocialMediaLab and vosonR
- Obtaining API access (Twitter, YouTube, Facebook, VOSON)
R scripts used in the course
See here for some background materials, including slides on network and text analysis, and information on R. Note: these scripts will be added to as the week progresses...
- R refresher: R
- Introduction to SocialMediaLab - Collecting YouTube Data: pdf, Rmd
- Introduction to SNA with igraph: pdf, Rmd
- Collecting Facebook data with SocialMediaLab: pdf, Rmd
- Text analysis in R (introduction): pdf, Rmd
- Collecting Twitter data with SocialMediaLab: pdf, Rmd
- SNA with igraph - Part 2: pdf, Rmd
- Text analysis in R (topic models): R
- Text analysis in R (supervised machine learning): R
- vosonR tutorial: pdf, Rmd
- Dynamic network visualisation: R
- Dynamic network analysis: R
Datasets used in the course
- Sat_Jun_27_13-04-34_2015_EST_YoutubeActorNetwork_FiveFracking.graphml
- rawtil4_facebook_data.csv
- thebananagirl_facebook_data.csv
- Tue_Jun_30_09-05-18_2015_AEST_YoutubeActorNetwork_GitHub.graphml
- May_26_11_59_47_2015_AEST_FacebookBIMODALNetwork2_TheBananaGirl.graphml
- StarWars_facebook_bimodal_ACSPRI_Gender_Analysis.graphml
- abortion4_new_freqALL.csv
- facebook_temporal_data_starwars.csv
- Jul_02_21_01_53_2015_AEST_FacebookDynamicBimodalNetwork.graphml
- Jul_02_16_29_44_2015_EST_FacebookDynamicBimodalNetwork_StopCoalSeamGasBlueMountains.graphml
SocialMediaLab and vosonR
We have developed two R packages that will be used in this course:
-
SocialMediaLab. SocialMediaLab is a tool for collecting social media data and generating networks for analysis. Version 0.16: package, documentation
-
vosonR. vosonR is an R client for the VOSON software (for collecting and analysing WWW hyperlink networks and website text content). Note: you will need to apply for a VOSON account to use this software. Version 0.13: package, documentation
Obtaining API access (Twitter, YouTube, Facebook, VOSON)
See here.