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MeterSure.net M. Sohaib Alam Product for Valor Water Analytics

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Post on 17-Aug-2015

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MeterSure.netM. Sohaib Alam

Product for Valor Water Analytics

Problem Statement

● Processes and data problems within water utilities lead to water meters not charged the full amount of water delivered

Problem Statement

● Processes and data problems within water utilities lead to water meters not charged the full amount of water delivered

● Faulty water meters sum to revenue loss of ~$8.7 billion in the US

Problem Statement

● Given monthly billing data (~1GB) from a North Carolina facility (2009-2014), identify anomalous meters

Four different types of anomalies.Unlabelled data.Search for indicators.

Label “obviously” anomalous meters meeting strict indicator criteria.

Identify more meters using Gaussian anomaly detection.Calculate associated revenue loss.

Transform to Gaussian

Clustered Regions

Clustered Regions

About Me● PhD, Theoretical Physics

from UT Austin● Discovering mathematical

relationships between black holes and nuclear matter

● Very excited about machine learning and data science!