Rachio, Inc.

Intellireal, LLC

Eric Lester Miles

Christopher Michael Klein

Franz David Garsombke

Bradley Wilson Alcorn

Bradley D Brown

Carl Allan Cozine

Embodiments are described for transforming data relatively homogeneous data segments for training or otherwise configuring automated modeling systems. For example, a computing system selects, from standardized data, geographic data objects associated with a completed transaction value greater than the threshold number. The computing system clusters these geographic data objects and combines completed transactions associated with the selected geographic data objects into segments. The computing system performs a similarity analysis for pairs of the geographic data objects by comparing numerically valued attributes of the geographic data objects. The computing system also selects, from the standardized data, remaining completed transactions that are not grouped into segments and combines, based on the similarity analysis and the threshold number, these property transactions into segments such that each completed transaction has been assigned to one or more of the relatively homogeneous segments. The computing system trains an automated modeling algorithm with the relatively homogeneous segments.

Transforming property data into sufficiently sized, relatively homogeneous data segments for configuring automated modeling systems

The present disclosure relates generally to a flow detection system. The system may include a flow detection hub fluidly connected to a fluid supply pipe including a flow sensor that detects a flow rate of fluid flowing through the fluid supply pipe and a processing element in communication with the flow sensor and a user device. The processing element performs the following operations: determining a first delta based on a first flow rate data from the flow sensor; determining a second delta based on a second flow rate data from the flow sensor; correlating the first delta and the second delta to a first event; and transmitting a message to a user device corresponding to the first event.

System for detecting flow characteristics and activating automatic flow shutoff

Flow characteristic detection and automatic flow shutoff

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Castle Rock, CO, United States of America

Eric Lester Miles