Predicted data use obligation match using data differentiators
Embodiments provide for predicted data use obligation matching using data differentiators. Example embodiments retrieve a cross-link relationship graph structure from a data repository, where the cross-link relationship graph structure includes a plurality of cross-link relationship graph nodes connected by a plurality of cross-link relationship graph edges. Each cross-link relationship graph node is associated with a unique logical data record set identifier of a plurality of logical data record set identifiers associated with a dataset identifier. For each unique logical data record set identifier, the cross-link relationship graph structure is traversed. Based at least in part on a separation measure associated with each cross-link relationship of one or more cross-link relationships associated with the unique logical data record set identifier, one or more data use obligation scores for the unique logical data record set identifier is generated.
1. An apparatus comprising at least one processor and at least one memory including program code that with the processor, cause the apparatus to:
receive an intended use request, wherein the intended use request comprises (a) a plurality of unique logical data record set identifiers and (b) an intended use identifier;
receive a cross-link relationship graph structure, wherein (a) the cross-link relationship graph structure comprises a plurality of cross-link relationship graph nodes, and (b) each cross-link relationship graph node of the cross-link relationship graph nodes is connected to at least one of a plurality of cross-link relationship graph edges, and (c) associated with a respective logical data record set identifier of the unique logical data record set identifiers associated with the intended use request; and
for each unique logical data record set identifier,
traverse the cross-link relationship graph structure; and
based at least in part on (i) the intended use identifier, (ii) a separation measure associated with each cross-link relationship graph node of one or more cross-link relationship graph nodes associated with the unique logical data record set identifier, and (iii) time associated with each cross-link relationship graph node, generate one or more data use obligation scores for the unique logical data record set identifier, wherein (a) each data use obligation score represents a likelihood that a data use obligation associated with the given cross-link relationship graph node is associated with the unique logical data record set identifier, and (b) the data use obligation comprises one or more data use restrictions that apply to one or more data record identifiers associated with the unique logical data record set identifier.
2. The apparatus of claim 1 , wherein each data use restriction comprises instructions that define control of access to or use of the data record identifiers.
3. The apparatus of claim 1 , wherein the separation measure is based at least in part on a degree of separation between a pair of cross-link relationship graph nodes of the cross-link relationship graph nodes associated with the unique logical data record set identifier.
4. The apparatus of claim 3 , wherein the degree of separation is associated with a number of cross-link relationship graph edges that exist between the pair of cross-link relationship graph nodes.
5. The apparatus of claim 1 , wherein a first cross-link relationship graph node of the cross-link relationship graph nodes associated with the unique logical data record set identifier is connected to at least a second cross-link relationship graph node of the cross-link relationship graph nodes associated with the unique logical data record set identifier by way of at least a first cross-link relationship graph edge of the cross-link relationship graph edges.
6. The apparatus of claim 5 , wherein a strength measure is associated with the first cross-link relationship graph edge associated with the first cross-link relationship graph node and the second cross-link relationship graph node.
7. The apparatus of claim 1 , wherein a logical data record set associated with a unique logical data record set identifier comprises a plurality of columns and a plurality of rows.
8. The apparatus of claim 7 , wherein the logical data record set further comprises one or more of one or more row differentiators or one or more column differentiators.
9. The apparatus of claim 8 , wherein a row differentiator of the row differentiators represents the data use obligation for data included in a row of the rows, and wherein the data use obligation is based at least in part on one or more data use obligation policies.
10. The apparatus of claim 8 , wherein a column differentiator of the column differentiators represents the data use obligation for data in a column of the columns, and wherein the data use obligation is based at least in part on one or more data use obligation policies.
11. A computer-implemented method, comprising:
receiving an intended use request, wherein the intended use request comprises (a) a plurality of unique logical data record set identifiers and (b) an intended use identifier;
receiving a cross-link relationship graph structure stored in a data repository, wherein (a) the cross-link relationship graph structure comprises a plurality of cross-link relationship graph nodes, (b) each cross-link relationship graph node is connected to at least one of a plurality of cross-link relationship graph edges, and (c) each cross-link relationship graph node is associated with a respective logical data record set identifier of the unique logical data record set identifiers associated with the intended use request; and
for each unique logical data record set identifier,
traversing the cross-link relationship graph structure; and
based at least in part on (i) the intended use identifier, (ii) a separation measure associated with each cross-link relationship graph node of one or more cross-link relationship graph nodes associated with the unique logical data record set identifier, and (iii) time associated with each cross-link relationship graph node, generate one or more data use obligation scores for the unique logical data record set identifier, wherein (a) each data use obligation score represents a likelihood that a data use obligation associated with a given cross-link relationship graph node is associated with the unique logical data record set identifier, and (b) the data use obligation comprises one or more data use restrictions that apply to one or more data record identifiers associated with the unique logical data record set identifier.
12. The method of claim 11 , wherein a data use restriction comprises instructions that define control of access to or use of the one or more data record identifiers.
13. The method of claim 11 , wherein the separation measure is based at least in part on a degree of separation between any two given cross-link relationship graph nodes.
14. The method of claim 13 , wherein the degree of separation is associated with a number of cross-link relationship graph edges that exist between the two given cross-link relationship graph nodes.
15. The method of claim 11 , wherein a first cross-link relationship graph node is connected to at least a second cross-link relationship graph node by way of at least a first cross-link relationship graph edge.
16. The method of claim 15 , wherein a strength measure is associated with the first cross-link relationship associated with the first cross-link relationship graph node and the second cross-link relationship graph node.
17. The method of claim 11 , wherein a logical data record set associated with a unique logical data record set identifier comprises a plurality of columns and a plurality of rows.
18. The method of claim 17 , wherein a logical data record set further comprises one or more of one or more row differentiators or one or more column differentiators.
19. The method of claim 18 , wherein a row differentiator represents a first data use obligation for data included in a given row of the plurality of rows, and wherein the first data use obligation is based at least in part on one or more first data use obligation policies.
20. The method of claim 18 , wherein a column differentiator represents a second data use obligation for data in a given column of the plurality of columns, and wherein the second data use obligation is based at least in part on one or more second data use obligation policies.
21. A computer program product comprising at least one non-transitory computer readable storage medium comprising computer code that, when executed by an apparatus, configure the apparatus to:
receive an intended use request, wherein the intended use request comprises (a) a plurality of unique logical data record set identifiers and (b) an intended use identifier;
receive a cross-link relationship graph structure from a data repository, wherein (a) the cross-link relationship graph structure comprises a plurality of cross-link relationship graph nodes, (b) each cross-link relationship graph node is connected to at least one of a plurality of cross-link relationship graph edges, and (c) each cross-link relationship graph node is associated with a respective logical data record set identifier of the unique logical data record set identifiers associated with the intended use request; and
for each unique logical data record set identifier,
traverse the cross-link relationship graph structure; and
based at least in part on (i) the intended use identifier, (ii) a separation measure associated with each cross-link relationship graph node of one or more cross-link relationship graph nodes associated with the unique logical data record set identifier, and (iii) time associated with each cross-link relationship graph node, generate one or more data use obligation scores for the unique logical data record set identifier, wherein (a) each data use obligation score represents a likelihood that a data use obligation associated with a given cross-link relationship graph node is associated with the unique logical data record set identifier, and (b) the data use obligation comprises one or more data use restrictions that apply to one or more data record identifiers associated with the unique logical data record set identifier.