Although there are a handful of corpora that include punctuation errors in their annotation scheme, such as NUCLE (Dahlmeier and Ng, 2011) and HOO (Dale and Kilgarriff, 2010), there are none to our knowledge that focus specifically on commas.
we designed and implemented our own annotation scheme on a set of essays to allow us the freedom to identify the most important aspects of comma usage for our work.