1. OpenRefine for Metadata Cleanup Danielle Cunniff Plumer dcplumer associates danielle@dcplumer.com

2. OpenRefine (Formerly Google Refine) http://openrefine.org/ http://openrefine.org/ Features ▫Java application; runs on Windows, Mac, Linux ▫Web browser interface but NOT cloud/SaaS ▫Works best on tabular data (spreadsheet, CSV) Operations ▫Explore/Facet Data ▫Clean/Normalize Data ▫Reconcile/Link Data ▫Named Entity Extraction extension http://freeyourmetadata.org/named-entity-extraction/

3. LBJ Telephone Conversations Db

4. LBJ Data in OpenRefine

5. For More Information Openrefine.org Video Tutorials ▫Google Refine 2.0 – Introduction ▫Google Refine 2.0 – Data Transformation ▫Google Refine 2.0 – Data Augmentation OpenRefine Google Group: ▫https://groups.google.com/forum/?fromgroups#! forum/openrefine Free Your Metadata Sample Data and Tutorial ▫http://freeyourmetadata.org/cleanup/