Communication generation in complex computing networks
This disclosure is directed to communication generation by traversing routes of a graph in a complex computing network. The communication generation is used for determining whether certain input data has certain desired data attributes.
1. A method for communication generation, based on traversing routes of a graph data structure, in a computing network, the method comprising:
establishing a first connection to a first input data system;
receiving, from the first input data system, a first desired data attribute and a second desired data attribute;
establishing a second connection to a second input data system;
receiving, from the second input data system, first input data;
establishing a third connection to a third input data system or the second input data system;
accessing a graph data structure stored at the third input data system or the second input data system, the graph data structure comprising a plurality of data attributes and routes among at least some data attributes in the plurality of data attributes;
sensing, using one or more computing device processors, a first data attribute associated with the first input data;
determining, using the one or more computing device processors, the first data attribute is substantially or partially equivalent to the first desired data attribute;
executing, using the one or more computing device processors, a sensing operation to determine whether the first input data has a second data attribute, wherein the executing comprises:
transmitting, using the one or more computing device processors, a first communication to a first computing device, wherein the first communication is based on an intermediary data attribute, wherein a first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure;
receiving, using the one or more computing device processors, a first response, to the first communication, from the first computing device;
determining, using the one or more computing device processors, and based on the first response, that the first input data has the second data attribute; and
modifying, using the one or more computing device processors, at least one data attribute from the plurality of data attributes or at least one route from the routes, comprised in the graph data structure.
2. The method of claim 1 , further comprising modifying the first route or generating a second route such that the intermediary data attribute is connected to a second intermediary data attribute, wherein the modifying the first route or generating the second route causes dynamic modification of the first communication or dynamic generation of a second communication for transmission to the first computing device.
3. The method of claim 1 , wherein the first communication is further based on at least one of the first data attribute or the second data attribute.
4. The method of claim 1 , wherein a second route in the graph data structure connects, either directly or indirectly, the at least one of the first data attribute or the second data attribute to the intermediary data attribute.
5. The method of claim 1 , wherein the first data attribute was determined to be associated with the first input data based on a response to a previous communication.
6. The method of claim 1 , further comprising:
determining the intermediary data attribute is asynchronous with the first data attribute; and
in response to determining the intermediary data attribute is asynchronous with the first data attribute, nullifying the first data attribute associated with the first input data.
7. The method of claim 6 , wherein the nullifying the first data attribute associated with the first input data causes at least some data attributes associated with the first input data to be nullified.
8. The method of claim 1 , wherein a second route connecting the intermediary data attribute and the second data attribute is stored as information in the intermediary data attribute or the second data attribute.
9. The method of claim 1 , wherein the first communication comprises a first survey question.
10. The method of claim 1 , wherein the first input data is associated with a digital computing history.
11. The method of claim 1 , wherein the first input data is sensed based on accessing the graph data structure.
12. The method of claim 1 , further comprising modifying the graph data structure such that at least one of a data attribute or a route associated with the data attribute is modified in the graph data structure, wherein the modification of the graph data structure causes real-time modification of a communication based on the graph data structure.
13. The method of claim 1 , further comprising adding translation metadata to the graph data structure or to a data attribute in the graph data structure, wherein the addition of the translation metadata causes a translated communication to be generated based on the graph data structure.
14. The method of claim 1 , wherein the first data attribute is a volatile data attribute associated with a period of validity.
15. The method of claim 1 , wherein the modifying, using the one or more computing device processors, the at least one data attribute from the plurality of data attributes or the at least one route from the routes, comprised in the graph data structure, is based on the sensing operation or the first response.
16. A method for communication generation, based on traversing routes of a graph data structure, in a computing network, the method comprising:
establishing a first connection to a first input data system;
receiving, from the first input data system, a first desired data attribute and a second desired data attribute;
establishing a second connection to a second input data system;
receiving, from the second input data system, first input data;
establishing a third connection to a third input data system or the second input data system;
accessing a graph data structure stored at the third input data system or the second input data system, the graph data structure comprising a plurality of data attributes and routes among at least some data attributes in the plurality of data attributes;
sensing, using one or more computing device processors, a first data attribute associated with the first input data;
determining, using the one or more computing device processors, the first data attribute is substantially or partially equivalent to the first desired data attribute;
executing, using the one or more computing device processors, a sensing operation to determine whether the first input data has a second data attribute, wherein the executing comprises:
transmitting, using the one or more computing device processors, a first communication to a first computing device, wherein the first communication is based on an intermediary data attribute or the second data attribute, wherein a first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure; and
receiving, using the one or more computing device processors, a first response, to the first communication, from the first computing device; and
determining, using the one or more computing device processors, and based on the first response, that the first input data has the second data attribute.
17. The method of claim 16 , further comprising modifying, using the one or more computing device processors, at least one data attribute from the plurality of data attributes or at least one route from the routes, comprised in the graph data structure.
18. An apparatus for communication generation, based on traversing routes of a graph data structure, in a computing network, the apparatus comprising one or more computing device processors configured for:
receiving, from a first input data system and via a first connection a first desired data attribute and a second desired data attribute;
receiving, from a second input data system and via a second connection, first input data;
accessing a graph data structure stored at a third input data system or the second input data system, the graph data structure comprising a plurality of data attributes and routes among at least some data attributes in the plurality of data attributes;
sensing a first data attribute associated with the first input data;
determining the first data attribute is substantially or partially equivalent to the first desired data attribute;
executing a sensing operation to determine whether the first input data has a second data attribute, wherein the executing comprises:
transmitting a first communication to a first computing device, wherein the first communication is based on an intermediary data attribute or the second data attribute, wherein a first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure; and
receiving a first response, to the first communication, from the first computing device; and
determining and based on the first response, that the first input data has the second data attribute.
19. The apparatus of claim 18 , wherein the one or more computing device processors are further configured for modifying at least one data attribute from the plurality of data attributes or at least one route from the routes, comprised in the graph data structure.
20. The apparatus of claim 18 , wherein the one or more computing device processors are further configured for modifying at least one data attribute from the plurality of data attributes or at least one route from the routes, comprised in the graph data structure, based on the sensing operation or the first response.