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*Executive Name Prefixes were parsed for Dr and Ms (recorded as binary codes)
*Anglicized First Names and genders were (incompletely) identified using the [[SSA Baby Names | U.S. Social Security Administration Baby Names list]]
*Company Executives with the following SQL constraint were marked as founders:
**Like "*Founder*" Or Like "*Chief Exec*" Or Like "*CEO*" Or (Like "President*" Or "Co-President") Or Like "*Chairman*"
*The Company and fund zip codes were standardized to 5 digits
*Companies must not have null or "Undisclosed" names
*Funds must not be named "Undisclosed Fund" and must have participated in a round in the period of interest (i.e. within the constraint on date of first investment on companies)
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