Author here. I have presented Crunchbase data as is without any "cleaning" but I assure you I have run a sanity check on the companies involved, and emails are pouring in from founders confirming they have experienced wasted time with investors on this list. I am happy to de-dupe those two items on the list and check for others, and will continue to fix any other errors people report.