Bugs

The screenshot is from the education array showing the raw school name and your standardized name. I have included some IDs that have this issue.

When looking at the profiles data, if a person is located in Wales then this gets attributed to Rotherham (I assume because of the NUTS2 region of Barnsley, Doncaster and Rotherham). Wales is sometimes included in this as there is a small ( < 8,000 population) village in South Yorkshire called Wales. However, all profiles from the country of Wales are being tagged to here. I have looked at a selection of profiles on the source urls and none mention jobs or living locations anywhere near South Yorkshire. Rotherham is being added in the location_names field. I have included a list of IDs that illustrate this.

There are about 2,000 canonical schools that have facebook URLs in the education.school .linkedIn_url field.

International Job Titles are being manipulated in the English Language. Ex. French Job_Titles are including "and" in their title. 11153 auxiliaire de vie and soignant

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.

There is a spam/inappropriate profile in the database

Antwerpen is a city in Belgium and should be assigned as a locality, not a region. "mechelen, flanders, belgium" cleans as expected to: {"status": 200, "name": "mechelen, flanders, belgium", "locality": "mechelen", "region": "flanders", "metro": null, "subregion": "provincie antwerpen", "country": "belgium", "continent": "europe", "type": "locality", "geo": "51.02,4.47"} "mechelen, belgium" cleans to: {"status": 200, "name": "mechelen, antwerpen, belgium", "locality": "mechelen", "region": "antwerpen", "metro": null, "subregion": null, "country": "belgium", "continent": "europe", "type": "locality", "geo": "51.03,4.46"}

St Louis Strings business page is Louis Strings: JglUU1Mgh-zw3EqgBjzBcw_0000 El Rancho Mexican business page is El Mexican: kQsy11gLCqpXT-wqEcalgQ_0000