Systems and methods for detecting, analyzing, and evaluating interaction paths
System and methods are disclosed herein for creating interaction path records using time thresholds between interaction paths. The system retrieves the time threshold and a plurality of user interaction records that each include a timestamp. The system sorts the plurality of user interaction records based on the timestamp. The system then identifies the path-start record as being separated from a prior interaction by an amount of time that exceeds the time threshold. The system identifies the path-end record as being separated from a subsequent interaction by an amount of time that exceeds the time threshold. The system creates an interaction path record, stores that records, and generates a summary with information about the path.
1. A method for generating interaction path details from a plurality of user interaction records, the method comprising:
retrieving the plurality of user interaction records;
determining an end point threshold based on the plurality of user interaction records, wherein the end point threshold is a maximum amount of time between interaction points before an interaction path is considered ended;
identifying changing user patterns in the plurality of user interaction records;
tuning the end point threshold based on the changing user patterns; and
providing, for display, a user interface to display a representation of the plurality of user interaction records and a plurality of interaction paths associated with the plurality of user interaction records.
2. The method of claim 1 , comprising:
analyzing multiple end point thresholds and selecting an appropriate end point threshold for a given set of interaction points.
3. The method of claim 2 , comprising:
selecting the end point threshold on a device identified by a user identifier or a device identifier.
4. The method of claim 3 , comprising:
determining nodes visited on an interaction path of the plurality of interaction paths; and
modifying the selecting of the end point threshold based on the nodes visited in the interaction path.
5. The method of claim 1 , comprising:
determining that a series of end point thresholds correspond with a series of average times between interaction paths that have a low rate of change or are steady with respect to the end point thresholds.
6. The method of claim 5 , comprising:
correlating one of the end point thresholds as an ideal end point threshold.
7. The method of claim 6 , comprising:
identifying candidate end point thresholds for tuning.
8. The method of claim 1 , wherein the user interface includes at least one of summary statistics, facet panels, a list of interaction paths, or an interactive graphic.
9. The method of claim 1 , comprising:
identifying one or more of the interaction paths that ended unexpectedly; and
annotating the one or more of the interaction paths that ended unexpectedly in the user interface.
10. The method of claim 1 ,
wherein each of the plurality of user interaction records comprises a timestamp,
wherein the method comprises:
retrieving a time threshold, wherein the time threshold is an amount of time used in determining whether two consecutive interactions are in one interaction path;
sorting the plurality of user interaction records based on the timestamp in each of the plurality of user interaction records;
identifying a path-start record from the plurality of user interaction records, wherein a difference between the timestamp in the path-start record and the timestamp of a user interaction record immediately before the path-start record exceeds the time threshold;
identifying a path-end record from the plurality of user interaction records, wherein a difference between the timestamp in the path-end record and the timestamp of a user interaction record immediately after the path-end record exceeds the time threshold;
creating an interaction path record comprising the path-start record, the path-end record, and a plurality of user interaction records between the path-start record and the path-end record; and
storing the interaction path record, and
wherein the user interface includes display of details of the interaction path record.
11. A system for generating interaction path details from a plurality of user interaction records, the system comprising:
communication circuitry configured to:
retrieve the plurality of user interaction records; and
control circuitry configured to:
determine an end point threshold based on the plurality of user interaction records, wherein the end point threshold is a maximum amount of time between interaction points before an interaction path is considered ended;
identify changing user patterns in the plurality of user interaction records;
tune the end point threshold based on the changing user patterns; and
provide, for display, a user interface to display a representation of the plurality of user interaction records and a plurality of interaction paths associated with the plurality of user interaction records.
12. The system of claim 11 , wherein the control circuitry is configured to:
analyze multiple end point thresholds and selecting an appropriate end point threshold for a given set of interaction points.
13. The system of claim 12 , wherein the control circuitry is configured to:
select the end point threshold on a device identified by a user identifier or a device identifier.
14. The system of claim 13 , wherein the control circuitry is configured to:
determine nodes visited on an interaction path of the plurality of interaction paths; and
modify the selecting of the end point threshold based on the nodes visited in the interaction path.
15. The system of claim 11 , wherein the control circuitry is configured to:
determine that a series of end point thresholds correspond with a series of average times between interaction paths that have a low rate of change or are steady with respect to the end point thresholds.
16. The system of claim 15 , wherein the control circuitry is configured to:
correlate one of the end point thresholds as an ideal end point threshold.
17. The system of claim 16 , wherein the control circuitry is configured to:
identify candidate end point thresholds for tuning.
18. The system of claim 11 , wherein the user interface includes at least one of summary statistics, facet panels, a list of interaction paths, or an interactive graphic.
19. The system of claim 11 , wherein the control circuitry is configured to:
identify one or more of the interaction paths that ended unexpectedly; and
annotate the one or more of the interaction paths that ended unexpectedly in the user interface.
20. The system of claim 11 ,
wherein each of the plurality of user interaction records comprises a timestamp,
wherein the control circuitry is configured to:
retrieve a time threshold, wherein the time threshold is an amount of time used in determining whether two consecutive interactions are in one interaction path;
sort the plurality of user interaction records based on the timestamp in each of the plurality of user interaction records;
identify a path-start record from the plurality of user interaction records, wherein a difference between the timestamp in the path-start record and the timestamp of a user interaction record immediately before the path-start record exceeds the time threshold;
identify a path-end record from the plurality of user interaction records, wherein a difference between the timestamp in the path-end record and the timestamp of a user interaction record immediately after the path-end record exceeds the time threshold;
create an interaction path record comprising the path-start record, the path-end record, and a plurality of user interaction records between the path-start record and the path-end record; and
store the interaction path record, and
wherein the user interface includes display of details of the interaction path record.