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135 bytes removed ,  16:38, 3 August 2016
*I am then searching each company name into the Google Search API and collecting a number of URLs that come up from the custom search. All of these URLs are put into a JSON file.
 
<code>fec['name_clean'] = fec["newname"].map(glink.remCorp)
 
fec['download_status'] = fec['name_clean'].map(glink.gdownload)</code>
 
 
*Attempted to use program on 1500 Startup company names but ran into a KeyError with the JSON files. I am not able to access specific keys in each data
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