CSV Wrangler
This article is posted on the CDAP Doc wiki and will be maintained here: Parsing CSV Filesarchived
Overview
This document is a collection of best practices for Wrangler CSV parsing and cleansing of CSV files.
General Tips
Avoid using automatic header detection with
parse-as-csv
directive(parse-as-csv :col ‘\t’ false
). On large files that are distributed across multiple partitions, the header line which is the first line of CSV is not present. This will either result in failure or records will be lost.If you have to use
parse-as-csv
directive, then make sure the files are smaller than 128 MB (lowest data block).
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