Site status analysis for 5G wireless network

A data management system comprising a processor, non-transitory storage, and an interface to a wireless network having a plurality of network components associated with a plurality of cell sites, wherein the non-transitory storage comprises computer-executable instructions that, when executed by the processor, perform an automated process that comprises:

• obtaining, via the network interface, a plurality of status data from the plurality of network components, wherein the plurality of network components comprises at least one each of a radio unit (RU), a distributed unit (DU), and a centralized unit (CU) associated with at least one of the plurality of cell sites;
• ingesting the obtained status data, comprising processing the obtained status data with a machine learning model (MLM) system to generate a transformed representation of the obtained status data, wherein the transformed representation comprises numerical vector embeddings created from the obtained status data by an embedding model (EM) of the MLM system, and wherein the obtained status data comprises status data in multiple formats;
• storing the transformed representation of the obtained status data in a data store;
• obtaining a site closeout package document for a first cell site of the plurality of cell sites, wherein the site closeout package document comprises a network component test result at a time of installation of the network component at the first cell site;
• ingesting the obtained site closeout package document using the MLM system;
• storing the ingested site closeout package document in the data store;
• receiving, via a user interface of the data management system, a user query related to the network;
• ingesting the received user query using the MLM system;
• retrieving a status data result corresponding to the ingested query from the data store using the MLM system;
• generating, using the MLM system, a summary of the retrieved status data result;
• and
• presenting the generated summary via the user interface.

An automated process performed by a data management system associated with a wireless network having a plurality of network components associated with one or more cell sites, the data management system comprising a processor and an interface to the wireless network, the automated process comprising:

• periodically obtaining, via the network interface, a plurality of status data from a subset of the plurality of network components;
• ingesting the obtained status data, comprising processing the obtained status data with a machine learning model (MLM) system to generate a transformed representation of the obtained status data, wherein the transformed representation comprises numerical vector embeddings created from the obtained status data by an embedding model (EM) of the MLM system, and wherein the obtained status data comprises status data in multiple formats;
• storing the transformed representation of the obtained status data in a data store;
• obtaining a site closeout package document for a first cell site of the one or more cell sites, wherein the site closeout package document comprises a network component test result at a time of installation of the network component at the first cell site;
• ingesting the obtained site closeout package document using the MLM system;
• storing the ingested site closeout package document in the data store;
• receiving an automated query related to the network;
• ingesting the received automated query using the MLM system;
• retrieving a status data result corresponding to the ingested automated query from the data store using the MLM system;
• generating, using the MLM system, a summary of the retrieved status data result;
• and
• storing the generated summary in a second database.