| CPC G06N 5/02 (2013.01) [H04L 45/14 (2013.01); H04L 63/08 (2013.01); H04L 67/52 (2022.05)] | 20 Claims |

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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 first data attributes in the plurality of data attributes;
executing, using one or more computing device processors, a first sensing operation to determine 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 second sensing operation to determine whether the first input data has a second data attribute;
generating a first communication, wherein the first communication is based on an intermediary data attribute;
modifying, using the one or more computing device processors, a first route, wherein the first route connects, either directly or indirectly, the intermediary data attribute to the second data attribute in the graph data structure, thereby resulting in a modified first route;
in response to the modifying, using the one or more computing device processors, the first route, dynamically modifying, the first communication, thereby resulting in a modified first communication;
transmitting, using the one or more computing device processors, the modified first communication to a first computing device, based on the modified first route;
receiving, using the one or more computing device processors, a first response to the modified 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 second data attribute is associated with the first input data.
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