Systems and methods for updating email addresses based on email generation patterns
The present disclosure relates to systems and methods for updating email addresses based on email generation patterns. The method includes accessing a plurality of electronic activities used to update a plurality of member node profiles. The method includes determining that the plurality of member node profiles is linked to a group node profile of a group entity. The methods includes identifying, for each of the plurality of member node profiles, a first field-value pair of the member node profile corresponding to an email address. The method includes determining, for each member node profile, a correlation between the email address, a second field-value pair corresponding to a first name and a third field-value pair corresponding to a last name. The method includes determining, based on the determined correlation, an electronic account identifier pattern. The method includes storing an association between the group node and the electronic account identifier pattern.
1. A method comprising:
maintaining, by one or more processors, a plurality of member node profiles corresponding to a plurality of unique member entities, each member node profile including a plurality of field-value pairs;
accessing, by the one or more processors, a plurality of electronic mails transmitted or received via electronic accounts associated with one or more data source providers, the plurality of electronic mails used to update field-value pairs of the plurality of member node profiles;
determining, by the one or more processors, for a group entity, a plurality of member node profiles linked to a group node profile of the group entity;
identifying, by the one or more processors, for each member node profile of the plurality of member node profiles, a first field-value pair of the member node profile corresponding to an electronic account identifier of the member node profile, the electronic account identifier identifying an address via which electronic mails are transmitted from or received by the electronic account of the member node profile;
determining, by the one or more processors, for each member node profile, a correlation between the first field-value pair corresponding to the electronic account identifier of the member node profile, a second field-value pair corresponding to a first name of the member node profile and a third field-value pair corresponding to a last name of the member node profile, wherein determining the correlation comprises:
identifying, by the one or more processors, a second value of the second field-value pair identifying the first name of the member node profile;
identifying, by the one or more processors, a third value of the third field-value pair identifying the last name of the member node profile;
extracting, by the one or more processors, a character string preceding a predetermined character of the first value identifying the electronic account identifier; and
comparing, by the one or more processors, the character string to the second value and the third value;
determining, by the one or more processors, based on the determined correlation, an electronic account identifier pattern used by the group node to generate electronic account identifiers;
storing, by the one or more processors, in one or more data structures, an association between the group node and the electronic account identifier pattern;
receiving, by the one or more processors, a second electronic activity identifying an electronic account identifier from the second electronic activity;
parsing, by the one or more processors, the electronic account identifier to extract a domain value;
determining, by the one or more processors, that the electronic account identifier does not match a corresponding value of the first field-value pair of any node profile;
identifying, by the one or more processors, responsive to determining that the electronic account identifier includes the domain value that matches a domain field value of the group node profile, an electronic account identifier pattern associated with the group node profile;
determining, by the one or more processors, using the electronic account identifier pattern associated with the group node profile, a first name value and a last name value; and
generating, by the one or more processors, a second member node profile including the electronic account identifier from the second electronic activity as a value of a first field of the second member node profile, the first name value as a value of a second field of the second member node profile, and the last name value as a value of a third field of the second member node profile.
2. The method of claim 1 , wherein the electronic account identifier includes a first electronic account identifier and further comprising:
accessing, by the one or more processors, a second electronic mail identifying a second electronic account identifier;
determining, by the one or more processors, that the second electronic account identifier corresponds to the group node; and
determining, by the one or more processors, at least one of a first name or a last name based on the electronic account identifier pattern of the group node.
3. The method of claim 2 , further comprising:
generating, by the one or more processors, a first mail field-value pair identifying the second electronic account identifier;
generating, by the one or more processors, a second mail field-value pair identifying the first name or last name determined from the second electronic account identifier; and
matching, by the one or more processors, the second electronic mail to a member node profile of the plurality of member node profiles based on comparing the second mail field-value pair to a corresponding node field-value pair of the member node profile.
4. The method of claim 1 , further comprising:
generating, by the one or more processors, for a member node profile of the plurality of member node profiles that is linked to the group node profile, a first value corresponding to a first field of the member node profile corresponding to the first name or a second value corresponding to a second field of the member node profile corresponding to the last name by using the electronic account identifier pattern on the electronic account identifier stored as a value in a third field of the member node profile corresponding to the electronic account identifier of the member node profile.
5. The method of claim 1 , wherein determining, for the group entity, the plurality of member node profiles linked to the group entity comprising:
identifying, by the one or more processors, a value of a company name field of the member node profile; and
determining, by the one or more processors, that the value of the company name field matches a value of a company name field of the group node profile of the group entity or a domain field of the group node profile.
6. The method of claim 1 , further comprising determining a relationship between a first group entity and a second group entity, wherein determining the relationship includes:
determining, by the one or more processors, for each of a plurality of member node profiles of the first group entity, that a first confidence score of a respective value including a first domain name of the member node profile is decreasing;
determining, by the one or more processors, for each of the plurality of member node profiles of the first group entity, that a second confidence score of a respective value including a second domain name corresponding to the second group entity of the member node profile is increasing; and
determining, by the one or more processors, the relationship between the first group entity and a second group entity based on the first confidence score and the second confidence score.
7. The method of claim 6 , wherein the group entity is the second group entity and further comprising:
generating, by the one or more processors, for a first member node profile of the plurality of member node profiles of the first group entity, a new electronic account identifier including the second domain name of the second group entity using the electronic account identifier pattern; and
updating, by the one or more processors, the first member node profile of the plurality of member node profiles of the first group entity to include the new electronic account identifier as a value to the field corresponding to the electronic account identifier.
8. The method of claim 1 , wherein the group entity is a first group entity and further comprising:
determining, by the one or more processors, that electronic mails identifying electronic account identifiers of the first group entity triggered generation of a first number of bounceback electronic mails within a predetermined time period;
determining, by the one or more processors, a second group entity from content included in the bounceback electronic mail;
determining, by the one or more processors, that the first number of bounceback electronic mails satisfies an entity change detection policy; and
determining a relationship between the first entity and the second entity responsive to the entity change detection policy.
9. The method of claim 1 , further comprising:
identifying, by the one or more processors, for each member node profile of the plurality of member node profiles, from a second value of the field corresponding to the electronic account identifier, a second domain name of the second value;
determining, by the one or more processors, that a number of member node profiles including the second domain name in the second value of the field corresponding to the electronic account identifier satisfies a threshold value;
determining, by the one or more processors, that the group entity owns the second domain name; and
storing, by the one or more processors, an association between the group entity and the second domain name.
10. The method of claim 1 , further comprising:
maintaining, by the one or more processors, at least one of a first name distribution based on the count of each node value of the plurality of node field-value pairs that is associated with a first name field or a last name distribution based on the count of each node value of the plurality of node field-value pairs that is associated with a last name field.
11. The method of claim 10 , further comprising:
determining, by the one or more processors, a frequency score based on the at least one of the first name distribution or the last name distribution.
12. The method of claim 10 , further comprising:
generating, by the one or more processors, the plurality of mail field-value pairs using at least one of the first name distribution or the last name distribution.
13. A system comprising:
one or more hardware processors configured by machine-readable instructions to:
maintain a plurality of member node profiles corresponding to a plurality of unique member entities, each member node profile including a plurality of field-value pairs;
access a plurality of electronic mails transmitted or received via electronic accounts associated with one or more data source providers, the plurality of electronic mail used to update the plurality of member node profiles;
determine, for a group entity, a plurality of member node profiles linked to a group node profile of the group entity;
identify, for each member node profile of the plurality of member node profiles, a first field-value pair of the member node profile corresponding to an electronic account identifier of the member node profile, the electronic account identifier identifying an address via which electronic mails are transmitted from or received by the electronic account of the member node profile;
determine, for each member node profile, a correlation between the first field-value pair corresponding to the electronic account identifier of the member node profile, a second field-value pair corresponding to a first name of the member node profile and a third field-value pair corresponding to a last name of the member node profile, wherein determining the correlation comprises:
identifying a second value of the second field-value pair identifying the first name of the member node profile;
identifying a third value of the third field-value pair identifying the last name of the member node profile;
extracting a character string preceding a predetermined character of the first value identifying the electronic account identifier; and
comparing the character string to the second value and the third value;
determine, based on the determined correlation, an electronic account identifier pattern used by the group node to generate electronic account identifiers;
store, in one or more data structures, an association between the group node and the electronic account identifier pattern;
receive a second electronic activity identifying an electronic account identifier from the second electronic activity;
parse the electronic account identifier to extract a domain value;
determine that the electronic account identifier does not match a corresponding value of the first field-value pair of any node profile;
identify, responsive to determining that the electronic account identifier includes the domain value that matches a domain field value of the group node profile, an electronic account identifier pattern associated with the group node profile;
determine, using the electronic account identifier pattern associated with the group node profile, a first name value and a last name value; and
generate a second member node profile including the electronic account identifier from the second electronic activity as a value of a first field of the second member node profile, the first name value as a value of a second field of the second member node profile, and the last name value as a value of a third field of the second member node profile.
14. The system of claim 13 , wherein the electronic account identifier includes a first electronic account identifier and the one or more processors are further configured to:
access a second electronic mail identifying a second electronic account identifier;
determine that the second electronic account identifier corresponds to the group node; and
determine at least one of a first name or a last name based on the electronic account identifier pattern of the group node.
15. The system of claim 14 , wherein the one or more processors are further configured to:
generate a first mail field-value pair identifying the second electronic account identifier;
generate a second mail field-value pair identifying the first name or last name determined from the second electronic account identifier; and
match the second electronic mail to a member node profile of the plurality of member node profiles based on comparing the second mail field-value pair to a corresponding node field-value pair of the member node profile.
16. The system of claim 13 , wherein the one or more processors are further configured to:
generate, fora member node profile of the plurality of member node profiles that is linked to the group node profile, a first value corresponding to a first field of the member node profile corresponding to the first name or a second value corresponding to a second field of the member node profile corresponding to the last name by using the electronic account identifier pattern on the electronic account identifier stored as a value in a third field of the member node profile corresponding to the electronic account identifier of the member node profile.
17. The system of claim 13 , wherein the one or more processors are further configured to:
identify a value of a company name field of the member node profile; and
determine that the value of the company name field matches a value of a company name field of the group node profile of the group entity or a domain field of the group node profile.
18. A non-transitory computer-readable storage medium having instructions embodied thereon, the instructions being executable by one or more processors to perform a method comprising:
maintaining a plurality of member node profiles corresponding to a plurality of unique member entities, each member node profile including a plurality of field-value pairs;
accessing a plurality of electronic mails transmitted or received via electronic accounts associated with one or more data source providers, the plurality of electronic mails used to update the plurality of member node profiles;
determining, for a group entity, a plurality of member node profiles linked to a group node profile of the group entity;
identifying, for each member node profile of the plurality of member node profiles, a first field-value pair of the member node profile corresponding to an electronic account identifier of the member node profile, the electronic account identifier identifying an address via which electronic mails are transmitted from or received by the electronic account of the member node profile;
determining, for each member node profile, a correlation between the first field-value pair corresponding to the electronic account identifier of the member node profile, a second field-value pair corresponding to a first name of the member node profile and a third field-value pair corresponding to a last name of the member node profile, wherein determining the correlation comprises:
identifying a second value of the second field-value pair identifying the first name of the member node profile;
identifying a third value of the third field-value pair identifying the last name of the member node profile;
extracting a character string preceding a predetermined character of the first value identifying the electronic account identifier; and
comparing the character string to the second value and the third value;
determining, based on the determined correlation, an electronic account identifier pattern used by the group node to generate electronic account identifiers;
storing, in one or more data structures, an association between the group node and the electronic account identifier pattern;
receiving a second electronic activity identifying an electronic account identifier from the second electronic activity;
parsing the electronic account identifier to extract a domain value;
determining that the electronic account identifier does not match a corresponding value of the first field-value pair of any node profile;
identifying, responsive to determining that the electronic account identifier includes the domain value that matches a domain field value of the group node profile, an electronic account identifier pattern associated with the group node profile;
determining, using the electronic account identifier pattern associated with the group node profile, a first name value and a last name value; and
generating a second member node profile including the electronic account identifier from the second electronic activity as a value of a first field of the second member node profile, the first name value as a value of a second field of the second member node profile, and the last name value as a value of a third field of the second member node profile.