Computer system and method for analyzing data sets and generating personalized ecommendations

A non-transitory computer readable medium storing instructions which, when executed by one or more computing devices, cause the one or more computing devices to perform a method of:

• receiving first feedback data from a first data source entity related to a first physical entity, wherein the first physical entity has therewith associated one or more first data elements;
• receiving second feedback data from a second data source entity related to a second physical entity, wherein the second physical entity has therewith associated one or more second data elements;
• receiving third feedback data from a third data source entity related to a third physical entity, wherein the third physical entity has therewith associated one or more third data elements;
• canonicalizing the first physical entity, the second physical entity, and the third physical entity to determine a first canonicalized physical entity, a second canonicalized physical entity, and a third canonicalized physical entity;
• determining whether the first physical entity corresponds to either of the second physical entity or third physical entity based at least in part on the first canonicalized physical entity, the second canonicalized physical entity, and the third canonicalized physical entity;
• when it is determined that the first physical entity corresponds to the second physical entity, updating one or more first canonical data elements associated with the first canonical physical entity based at least in part on the one or more second data elements and updating one or more first canonical feedback data elements based at least in part on the second feedback data;
• providing for display the one or more first canonical feedback data elements associated with the first physical entity.

A system for performing a machine-executed operation involving instructions, wherein said instructions are instructions which, when executed by one or more computing devices, cause performance of a process including:

• receiving first feedback data from a first data source entity related to a first physical entity, wherein the first physical entity has therewith associated one or more first data elements;
• receiving second feedback data from a second data source entity related to a second physical entity, wherein the second physical entity has therewith associated one or more second data elements;
• canonicalizing the first physical entity and the second physical entity to determine a first canonicalized physical entity and a second canonicalized physical entity;
• determining whether the first physical entity corresponds to the second physical entity based at least in part on the first canonicalized physical entity and the second canonicalized physical entity;
• when it is determined that the first physical entity corresponds to the second physical entity, updating one or more first canonical data elements associated with the first canonical physical entity based at least in part on the one or more second data elements and updating one or more first canonical feedback data elements based at least in part on the second feedback data;
• providing for display the one or more first canonical feedback data elements associated with the first physical entity.