Bugs

The company domains are stale. ( useloom.com changed to loom.com , getsentry.com -> sentry.io etc) Other examples: {' useloom.com ': ' http://www.loom.com/ '}, {' getsentry.com ': ' http://sentry.io/welcome/ '}, {' standardcognition.com ': ' http://standard.ai/ '}, {' proposify.biz ': ' http://www.proposify.com/ '}

The following raw schools are standardising to to 'Bowling Green Technical College': "Jefferson Community College", "Hopkinsville Community College", "Maysville Community and Technical College", "Maysville Community and Technical College Rowan Campus", "University of Kentucky - Hopkinsville Community College", "Jefferson Community & Technical College", "Southcentral Kentucky Community and Technical College", "Hopkinsville Community College Workforce Solutions", "Hopkinsville Community College, Hopkinsville, KY", "University of KY, Hopkinsville Community College", "Maysville Community and Technical College (Rowan Campus)", "Hopkinsville Community College Youth Programs", "Hopkinsville Community College, Fort Campbell", "Hopkinsville Community College Foundation, Inc", "Hopkinsville Community College of Kentucky", "Jefferson Community Technical College", "Maysville Community and Technical College Mount Sterling Area", "Jefferson Community College (KCTCS)", "Maysville Community and Technical College Paris Ext", "Maysville Community and Technical College, Licking Valley Campus", "Jefferson Community College, Ballard High School", "Maysville Community and Technical College, Morehead", "Jefferson Community College and Bellarmine University", "Univ of KY at Hopkinsville Community College", "Fleming County High School", "Maysville Community and Technical College and Lindsey Wilson College", "Maysville Community and Technical College, Rowan Campus", "Maysville Community and Technical College in Rowan County", "Hopkinsville Community College of UK", "Hopkinsville Community College - Hopkinsville", "Maysville Community and Technical College Colorado Technical University", "Jefferson Community College, University of Louisville and Indiana University Southeast", "University of Kentucky Hopkinsville Community College", "South Central Kentucky Community & Technical College", "Maysville Community and Technical College Cynthiana", "Maysville Community and Technical College, Fleming County High School" Some example IDs: ID SwB714NgnSzPmTNVKOhBhQ_0000 1hmQcudX05GT1gdImioqMg_0000 obbNjhVjiB0OLywEmKZcoQ_0000 p-Ry10oniGiHAaB8BB0shg_0000 sTichjjFNjNohzHqSgU1Kw_0000 obJCvGGRB6dLpuvXiOoPBQ_0000 5BF0BaSSbBgtuPcp68BY3Q_0000 frO5xqEeDtT2lBXodkbM-A_0000 T5Tv9QOu7S3Qv45jKQMYvQ_0000 cAtChCfhFMwF5jxz-uLmTA_0000 ioRIO9Bf2qzeZYFLjMK7bg_0000 ELTDCI0dFl5tBaj9A5eShQ_0000 vBkuXB1X0yUvFNZ54vofMQ_0000 AiLvygLPABNX-C0DPKBbuA_0000 -QLhoF3LsB3AN61J-wjMtg_0000 d-8E9CJfi5KJcltTXsLCBg_0000 7wTLKGE2lNjbOke-4d8D5w_0000 72rxXdw-UWk3Yn2JObePlg_0000 7HfwgbWtEZ2hlti73IOZ-g_0000 iLxvIIOnaEcuVqM0apxZ9w_0000 PquAeevyO1c9NEx2jP4TJw_0000 PquAeevyO1c9NEx2jP4TJw_0000 o2NChBHn17RZopQeE0Um9A_0000 nuL0zOB-fzgQ5mBMt4rlOQ_0000 XS3A57BEHLWrcK1OV7rULw_0000 mSvSzDyjpEpofVd5HnGGaQ_0000 mSvSzDyjpEpofVd5HnGGaQ_0000 mSvSzDyjpEpofVd5HnGGaQ_0000 ms5tUDcBhCb37vf25DNRIg_0000 i9pIotCs01EK57dCqp33VQ_0000 6jdtrduSNvGzsONLYwjrFw_0000 eLgR3ydfLXSB2QfBelq-KA_0000 skIk5ZlH7N6ghHQwr7yFag_0000 Vt8AomvrxSXpOIUOB7DlFg_0000 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We canonicalize people who work at a stealth startup to company ID: y4crItXCDcfiKkDkCneCgwJU1Gg3 (and potentially other IDs). This really shouldn't be a canonical company and we should figure out how we handle people who work at stealth startups. In addition, when they update their experience to indicate the name of the company / come "out" of stealth this creates duplicate / messy experience.

When using Retrieve API for person A, we noticed that an incorrect primary email address is returned. This email address actually belongs to someone else. We found out about this after that person contacted us that they are not person A.

Profile Counts in Europe aggregated by country show åland islands 146 Åland islands 3947

There is a spam/inappropriate profile in the database

If you submit a "required" param within an individual request in the Bulk Enrichment: { "params": { "website": [" peopledatalabs.com "], "required": "naics" } } It will not be acknowledged. Can this be fixed?

We have 18 Companies with founded dates that do not exist (in the future)

This is a sample of duplication in LI URLs across profiles. URL, occurrences [(' linkedin.com/in/bengolub ', 16), (' linkedin.com/in/geoffreysanders ', 13), (' linkedin.com/in/dcancel ', 13), (' linkedin.com/in/evanreiser ', 12), (' linkedin.com/in/stephen-miller-010167b ', 10), (' linkedin.com/in/matt-petersen-3a50001 ', 9), (' linkedin.com/in/guyhalfteck ', 6), (' linkedin.com/in/jimfishersf ', 6), (' linkedin.com/in/philpoje ', 5), (' linkedin.com/in/excelandaccess ', 5), (' linkedin.com/in/billhu ', 5), (' linkedin.com/in/deborahaingram ', 5), (' linkedin.com/in/brianshillair ', 5), (' linkedin.com/in/ghonim ', 5), (' linkedin.com/in/wmsloane ', 5), (' linkedin.com/in/craigzampa ', 5), (' linkedin.com/in/kiaracancer ', 5), (' linkedin.com/in/roshanloungani ', 4), (' linkedin.com/in/dennisju ', 4), (' linkedin.com/in/ryanbonnici ', 4)] All the examples I've looked at have different data (for the URL). It looks like it's the same person, just a difference in the profile. For example, in the most repeated URL example of linkedin.com/in/bengolub , in 8 of the records he has a job_title field of executive chairman and chief executive officer and in the other 8 has a job_title field of executive chairman and interim chief executive officer. I then looked at the set of 8 profiles with the title executive chairman and chief executive officer . Those are very similar, but have different job_last_updated timestamps and the location differed between the two (one had ['san francisco, california, united states'] and the other had ['san francisco, california, united states', 'los altos, california, united states']. There are 89,731 URLs which have duplicate profiles and a total of 180,796 profiles; 5.5mm profiles total in pull. Customer researched 50 profiles and dup LI URLs were the same person.

WIthin the Person Response, the profiles listed "Twitter Handle" returns back to the company that they work for.