| CPC G06N 20/00 (2019.01) [G01M 3/00 (2013.01); G06F 17/18 (2013.01); G06F 30/00 (2020.01); G06N 7/01 (2023.01); G06N 20/20 (2019.01); G06Q 10/0631 (2013.01); G06F 16/787 (2019.01); G06F 2113/14 (2020.01); G06Q 10/00 (2013.01); G06Q 10/087 (2013.01); G06Q 30/012 (2013.01)] | 20 Claims |

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1. A method for improving pipe networks of underground pipes for carrying a fluid to consumers, the method comprising:
receiving by a computer system a set of pipe data that includes a plurality of pipe attributes for one or more of said networks of underground pipes;
identifying with the computer system one or more pipes in at least one of said networks for which one or more pipe attributes is incorrect;
automatically generating imputed data for the one or more pipe attributes resulting in an improved set of pipe data;
wherein said generating of imputed data comprises replacing said incorrect pipe attributes with correct attributes that include two or more of: pipe material, diameter, installation year, and surface area; and
managing one or more aspects of one or more of said networks of underground pipes based on the improved set of pipe data, including:
generating maintenance and replacement plans for said networks of underground pipes utilizing computer processing of environmental data in vector form and predicted likelihood of future failure of individual pipes;
providing job planning; and
replacing pipe sections accordingly.
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