INDUSTRY SECTOR · NAICS 22
Utilities data for AI
Choose the work you know. Each guide identifies a specific source relationship, a proposed model task and an original exercise with records and an answer key.
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Biomass fuel reporting-basis records for AI
A feedstock record can report as-received mass while another uses a dry basis.
Bulk electric transmission aggregates for offline AI review
A revised aggregate can change a historical summary without revealing which underlying event caused the change.
District steam and chilled-water meter records for AI
A thermal service summary can combine readings from meters that cover different periods or different endpoints.
Electric distribution outage records for simulated AI review
An outage review can test whether a system distinguishes a temporary data gap from a service interruption.
Fossil generation reporting-basis data for AI review
Gross and net figures can describe the same interval while representing different quantities.
Gas distribution service status records for AI
A report about service can refer to an open work item while a later event confirms a different status.
Geothermal observation source records for AI review
A report can reuse an instrument label after its assigned sample point changes.
Hydropower reporting intervals for AI evaluation
A water observation and a generation figure can have different reporting windows.
Nuclear reactor public status snapshots for AI evaluation
A public status report describes what was recorded as of its publication time.
Solar generation and irradiance alignment data for AI
Power and irradiance can look unrelated when their records use different timestamps.
Tidal generation test-window data for AI
A test result may refer to a deployment window rather than the entire observation period.
Wastewater process events for AI incident review
A process assistant can be tested on whether it distinguishes a failed instrument from a real change in a treatment stage.
Water utility data for testing AI on simulated distribution events
A simulated pressure drop can give a model a clear event to investigate.
Wind turbine sensor review records for AI
An automatically captured sample and a later reviewed record can refer to the same interval.
Before preparing real records, review the sample and evaluation method and the applicable contributor terms.