| Authors: | Hadley Wickham |
| Title: | [download] (43099)The Split-Apply-Combine Strategy for Data Analysis |
| Reference: | Vol. 40, Issue 1, Apr 2011 Submitted 2009-09-24, Accepted 2010-12-27 |
| Type: | Article |
| Abstract: | Many data analysis problems involve the application of a split-apply-combine strategy, where you break up a big problem into manageable pieces, operate on each piece independently and then put all the pieces back together. This insight gives rise to a new R package that allows you to smoothly apply this strategy, without having to worry about the type of structure in which your data is stored. The paper includes two case studies showing how these insights make it easier to work with batting records for veteran baseball players and a large 3d array of spatio-temporal ozone measurements. |
| Paper: | [download] (43099)The Split-Apply-Combine Strategy for Data Analysis (application/pdf, 2.6 MB) |
| Supplements: | [download] (960)plyr_1.4.1.tar.gz: R source package (application/x-gzip, 509.6 KB) |
| [download] (1687)v40i01.R: R example code from the paper (application/octet-stream, 8.1 KB) |
|
| [download] (1145)ozone-map.R: Supplementary R code for ozone map (application/octet-stream, 1.2 KB) |
|
| [download] (1140)timings.R: Supplementary R code for timing comparisons (application/octet-stream, 1.4 KB) |
|
| Resources: | BibTeX | OAI |
