Abstract: A system includes receiving data associated with an account, the data having a plurality of members; generating based on an ensemble teacher model, a deep learning model having a number of layers; inputting a plurality of members determined to be daily inputs into the deep learning model; extracting a daily pattern from the daily inputs and aggregating a deep learning model output; inputting the global inputs and an aggregated deep learning model output into a classifier; outputting from the classifier, a number of scores combined into a single score for the account. Further, the device may include alerting a user if the single score falls outside of a predetermined threshold.

Abstract: A dispensing system provides for the delivery of a contained substance sealed in a Dispensable Containment Vessel (DCV) into a target container, which can contain another substance. The dispensing system includes a dispensing adaptor (Dispensing System) that couples the DCV to the target container so substances can be transferred between the containers without escaping or contacting the user. When the DCV is activated from a secure conformation into a dispensing conformation, the dispensing adaptor sealably engages the target container and portions of the dispensing adaptor place stress on a barrier, which frangibly tears along defined tearing paths to form vents or flaps that are forced apart against the dispensing adaptor, allowing the contents of the DCV to enter the target container. The dispensing conformation also facilitates the efficient mixture of substances and allows them to travel between the containers to flush residual DCV contents into the target container.

Abstract: A hand dryer assembly including a blower assembly for generating a moving air stream. The moving air stream passes through an air channel to an air outlet where it exits the hand dryer assembly. An ionization assembly is disposed along the air channel and emits charged ions directly into the moving air stream, sanitizing the hands of the user, the moving air steam, and the ambient air that is entrained into the moving air stream.

Abstract: A cash recycler that is configured to allow deposited money to be dispensed (recycled) in a withdrawal transaction. In one embodiment, multiple currency recyclers could be used at multiple stores of a retail establishment and collectively work from one pending balance. Embodiments are also contemplated in which multiple accounts at one recycler location. In some cases, the currency recycler provides provisional credit for deposits of coinage and checks. In some cases, transactions made on the currency recycler could be settled to any financial institution.

Abstract: A cash recycler that is configured to allow deposited money to be dispensed (recycled) in a withdrawal transaction. In one embodiment, multiple currency recyclers could be used at multiple stores of a retail establishment and collectively work from one pending balance. Embodiments are also contemplated in which multiple accounts at one recycler location. In some cases, the currency recycler provides provisional credit for deposits of coinage and checks. In some cases, transactions made on the currency recycler could be settled to any financial institution.