A company wanted to develop a book that would have the chemical properties and handling requirements for over 5,000 chemicals. Much of this data had to be searched and extracted from pubic sources. The data was in varying formats and quality. I wrote extraction routines to extract the data. Once the data was extracted, it had to be verified and transferred to a database. I created a database to compile the data from all the sources, which allowed the tracking of missing data.