| CPC H04L 43/045 (2013.01) [G06F 3/0482 (2013.01); G06F 3/04842 (2013.01); G06F 3/04847 (2013.01); G06F 9/45558 (2013.01); G06F 16/122 (2019.01); G06F 16/137 (2019.01); G06F 16/162 (2019.01); G06F 16/17 (2019.01); G06F 16/173 (2019.01); G06F 16/174 (2019.01); G06F 16/1744 (2019.01); G06F 16/1748 (2019.01); G06F 16/2322 (2019.01); G06F 16/235 (2019.01); G06F 16/2365 (2019.01); G06F 16/24578 (2019.01); G06F 16/248 (2019.01); G06F 16/285 (2019.01); G06F 16/288 (2019.01); G06F 16/29 (2019.01); G06F 16/9535 (2019.01); G06F 21/53 (2013.01); G06F 21/552 (2013.01); G06F 21/556 (2013.01); G06F 21/566 (2013.01); G06N 20/00 (2019.01); G06N 99/00 (2013.01); G06T 11/206 (2013.01); H04J 3/0661 (2013.01); H04J 3/14 (2013.01); H04L 1/242 (2013.01); H04L 7/10 (2013.01); H04L 9/0866 (2013.01); H04L 9/3239 (2013.01); H04L 9/3242 (2013.01); H04L 41/046 (2013.01); H04L 41/0668 (2013.01); H04L 41/0803 (2013.01); H04L 41/0806 (2013.01); H04L 41/0816 (2013.01); H04L 41/0893 (2013.01); H04L 41/12 (2013.01); H04L 41/16 (2013.01); H04L 41/22 (2013.01); H04L 43/02 (2013.01); H04L 43/026 (2013.01); H04L 43/04 (2013.01); H04L 43/062 (2013.01); H04L 43/08 (2013.01); H04L 43/0805 (2013.01); H04L 43/0811 (2013.01); H04L 43/0829 (2013.01); H04L 43/0841 (2013.01); H04L 43/0858 (2013.01); H04L 43/0864 (2013.01); H04L 43/0876 (2013.01); H04L 43/0882 (2013.01); H04L 43/0888 (2013.01); H04L 43/10 (2013.01); H04L 43/106 (2013.01); H04L 43/12 (2013.01); H04L 43/16 (2013.01); H04L 45/306 (2013.01); H04L 45/38 (2013.01); H04L 45/46 (2013.01); H04L 45/507 (2013.01); H04L 45/66 (2013.01); H04L 45/74 (2013.01); H04L 47/11 (2013.01); H04L 47/20 (2013.01); H04L 47/2441 (2013.01); H04L 47/2483 (2013.01); H04L 47/28 (2013.01); H04L 47/31 (2013.01); H04L 47/32 (2013.01); H04L 61/5007 (2022.05); H04L 63/0227 (2013.01); H04L 63/0263 (2013.01); H04L 63/06 (2013.01); H04L 63/0876 (2013.01); H04L 63/1408 (2013.01); H04L 63/1416 (2013.01); H04L 63/1425 (2013.01); H04L 63/1433 (2013.01); H04L 63/1441 (2013.01); H04L 63/145 (2013.01); H04L 63/1458 (2013.01); H04L 63/1466 (2013.01); H04L 63/16 (2013.01); H04L 63/20 (2013.01); H04L 67/01 (2022.05); H04L 67/10 (2013.01); H04L 67/1001 (2022.05); H04L 67/12 (2013.01); H04L 67/51 (2022.05); H04L 67/75 (2022.05); H04L 69/16 (2013.01); H04L 69/22 (2013.01); H04W 72/54 (2023.01); H04W 84/18 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45587 (2013.01); G06F 2009/45591 (2013.01); G06F 2009/45595 (2013.01); G06F 2221/033 (2013.01); G06F 2221/2101 (2013.01); G06F 2221/2105 (2013.01); G06F 2221/2111 (2013.01); G06F 2221/2115 (2013.01); G06F 2221/2145 (2013.01); H04L 67/535 (2022.05)] | 15 Claims | 

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               1. A method, comprising: 
            receiving network data using a plurality of sensors associated with a plurality of nodes of a network; 
                generating, based at least in part on the network data, a first application dependency map of an application executing in the network, the first dependency map including a first number of cluster of nodes within the plurality of nodes; 
                receiving, via a user interface, an adjustment to at least one input parameter of the network used to generate the first application dependency map of the application, the at least one input parameter including an adjustment of the first number of clusters of nodes to a second number of clusters of nodes; 
                generating a second application dependency map of the application based on a changed at least one input parameter; and 
                applying a mapping algorithm to identify, between the first application dependency map and the second application dependency map based on clusters of nodes within the plurality of nodes, the number of clusters of nodes added, the number of clusters of nodes removed, the number of clusters of nodes modified, and the number of clusters of nodes unchanged. 
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