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Insight demo 4

Date post: 17-Aug-2015
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MeterSure.net M. Sohaib Alam Product for Valor Water Analytics
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Page 1: Insight demo 4

MeterSure.netM. Sohaib Alam

Product for Valor Water Analytics

Page 2: Insight demo 4

Problem Statement

● Faulty water meters lead to annual revenue loss of ~$8.7 billion

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

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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.

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Transform to Gaussian

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Clustered Regions

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Clustered Regions

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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!


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