Abstract: A system and method for training machine learning models using generated faceted models. A faceted model is trained using a hybrid dataset, which is defined by selecting records from a data source according to a faceting strategy. For example, a user may train a faceted model to be applied to records from a data source in a defined time window. The hybrid dataset can be defined by a time based faceting strategy, where records are selected for the hybrid dataset from the same data source, but outside of the time window. The faceted model is enriched by records from the same data source that are not overlapping with the facets that define the subset of the data source where the model will be applied.

Abstract: A system and device for mounting and protecting exterior sheathing on a building. The system comprises a sheath-protecting bracket coupled to a wall with a sheath panel coupled to the wall with a bottom edge of the sheath panel positioned in the sheath-protecting bracket. The sheath-protecting bracket comprises a back plate, a bottom plate coupled to a bottom edge of the back plate, a front plate with a bottom edge coupled to the bottom plate. The sheath-protecting bracket has one or more spacers coupled to a front of the back plate to support the sheathing while allowing any moisture in the sheathing to weep out and fall into gaps above the bottom plate. A plurality of drain holes through the bottom plate allows water to drain out of the sheath-protecting bracket.