Abstract: A computerized analysis system includes a data retrieval module, a spike filter module, a chargemaster analysis module, and an alert module. The data retrieval module is configured to retrieve claimline data for a period of time from an input data store. The claimline data includes billing codes and prices of the billing codes associated with a provider. The spike filter module is configured to flag and filter price spikes in the claimline data. The chargemaster analysis module is configured to determine whether a changepoint exists in the billing codes in the claimline data. The chargemaster analysis module is configured to identify a chargemaster increase for the provider in response to a statistical parameter of changepoints exceeding a threshold. The alert module is configured to, in response to identification of a chargemaster increase, publish an alert that a chargemaster increase has occurred for the provider.

Abstract: An analysis system includes a data retrieval module that retrieves claimline data for a period of time. The claimline data includes multiple billing codes and corresponding prices associated with a provider. An analysis module receives the claimline data from the data retrieval module, determines whether a changepoint exists in the billing codes in the claimline data, determines a statistical parameter of changepoints per day during the period of time, and identifies a chargemaster increase for the provider in response to the statistical parameter of changepoints exceeding a threshold. An alert module, in response to identification of a chargemaster increase, publishes an alert that a chargemaster increase has occurred. The alert includes the provider's identification, a chargemaster increase date, a claimline number, a changepoint number, the billing code identification, or a price of the billing code at the changepoint. The alert transforms a user interface displayed to a user.

Abstract: The present invention relates to poly(amide imide) (PAI) precursor polymers which can for example be used in Vat photopolymerization processes like lithographic processes for the photofabrication of three-dimensional (3D) articles. The invention further relates to polymer compositions including these poly(amide imide) (PAI) precursor polymers. Still further, the invention relates to vat photopolymerization methods to form three-dimensional (3D) objects that incorporate the aforementioned polymer compositions.

Abstract: A flow machine having a flow passage and an air flow measurement system comprising a plurality of acoustic sensors. The acoustic sensors comprise at least one acoustic transmitter configured to transmit an acoustic waveform through the airflow passing through the flow passage to an acoustic receiver. At least one of the acoustic sensors is rotatable relative to one or more other acoustic sensor.

Abstract: A multiuse home station includes an autonomous surface cleaning apparatus docking station, an autonomous surface cleaning apparatus charging station, and a room air cleaner unit, wherein the room air unit uses a portion of the autonomous surface cleaning apparatus docking station.

Abstract: An exoskeleton system and associated components are described herein. The exoskeleton system assists a user in lifting and/or bending to perform various operations. Components of the exoskeleton system can include a force device, a release mechanism, and a leg differential system. The force device includes a gas spring and a compression spring to store and release energy to assist a user of the exoskeleton system, the force device having a smooth force profile with no initial loading. The release mechanism disengages and re-engages the force device when actuated by a user. The leg differential system enables walking while wearing the exoskeleton system and equally loads different force devices of the exoskeleton system when a user's legs are displaced relative to one another.

Abstract: A surface cleaning apparatus has a fan comprising a fan blade. The fan is mounted on an axle and is positioned in the airflow path. A fan housing has an axle mounting hub, an outer frame member positioned radially outwardly of the fan blade and a plurality of ribs extending between the axle mounting hub and the outer frame member.

Abstract: A reconfigurable surface cleaning apparatus includes a floor cleaning unit comprising a surface cleaning head, and a hand vacuum cleaner. The reconfigurable surface cleaning apparatus is operable in a floor cleaning mode in which the hand vacuum cleaner is mounted to a rigid wand of the floor cleaning unit and operated using an energy storage member of the hand vacuum cleaner, and also operable in an above floor cleaning mode in which the hand vacuum cleaner is disconnected from air flow with the floor cleaning unit and operated using the energy storage member. A cross-sectional area through the rigid wand is less than a cross-sectional area through an upstream portion of an airflow path of the hand vacuum cleaner. A velocity of air travelling through the wand in the floor cleaning mode is greater than a velocity of air flow through the upstream portion in the above floor cleaning mode.

Abstract: A surface cleaning apparatus comprises wheels to enable the body to be moved across a floor. An air treatment member is provided in the body and is moveable between a cleaning position, in which the air treatment member is positioned in the body, and a removal position in which a handle of the air treatment member is accessible by a user.

Abstract: A surface cleaning apparatus comprises an air treatment chamber having a first end, an axially opposed second end, an axis extending between the first and second axially opposed ends and an axially extending air treatment chamber sidewall. The air treatment chamber air outlet is provided at the second opposed end and the first opposed end is moveably mounted between a closed position and an open position in which the air treatment chamber is open. The air treatment chamber has a stationary portion and an openable portion and the openable portion is moveably mounted between a closed position and an open position in which the air treatment chamber is open. When the openable portion is in the closed position, the openable portion and the stationery portion abut along peripheral edges that extend along a length of the air treatment chamber sidewall.

Abstract: An apparatus may be configured to determine an industry object model based on an industry of a data set of an enterprise; generate an archive package for an archive time point by, for each data source, determining archival data of the data source to be archived and transforming the archival data of the data source into a set of data source objects based on the industry object model, and storing, in the archive package, the data source objects for each data source; identify a subset of the data source objects to be purged based on a purge time point; and remove the subset of the data source objects from the archive package. An apparatus may also be configured to generate and store a set of global objects that are represented in the data set, and to associate the set of data source objects with the set of global objects.

Abstract: A computer system includes memory configured to store software application files, and a processor configured to execute computer executable instructions. The instructions include identifying a target software application, archiving files of the target software application, and creating, in the directory, one or more replacement executable files that correspond to one or more executable files of the target software application. The instructions include detecting, by a first replacement executable file of the one or more replacement executable files, an execution call to the first replacement executable file corresponding to a first executable file of the target software application. The instructions include, in response to detection of the detected execution call, restoring files of the target software application and forwarding the detected execution call to the first executable file of the target software application in the directory to allow the first executable file to process the detected execution call.

Abstract: A uniflow cyclone for a hand vacuum cleaner has a dirt chamber that is external to the cyclone chamber and vortex finder, which has a solid portion that is spaced from and faces a dirt outlet of the cyclone chamber and a porous section that is angularly spaced around the cyclone axis of rotation of the cyclone from the solid portion.

Abstract: A forecasting system includes a processor and memory. The memory stores a time-series data store and instructions. The instructions include, in response to receiving a forecasting request from a user device for an entity including input data, determining a measure of uncertainty associated with the input data. The input data includes a proposed action and a forecast period. The instructions include obtaining a set of historical data from the time-series data store associated with the proposed action and generating a forecast model using the set of historical data, the input data, and the measure of uncertainty to predict outcomes incrementally during the forecast period. The instructions include determining a predicted outcome using the forecast model for the entity at an end of the forecast period and, in response to the predicted outcome exceeding a threshold, generating a communication indicating the proposed action and transmitting the communication to the user device.

Abstract: A surface cleaning apparatus comprising a surface cleaning head, a rigid air flow conduit and a hand vacuum cleaner removably mountable to an outlet end of the rigid wand. The hand vacuum cleaner comprises a main body, a cyclone provided at the front end of the hand vacuum cleaner, an inlet passage positioned at an upper end of the cyclone and a hand vacuum cleaner electrical connector provided on the front end of the hand vacuum cleaner adjacent the inlet passage. The hand vacuum cleaner electrical connector is releasably connectable with the outlet end electrical connector of the rigid wand. When the hand vacuum cleaner is mounted to the outlet end of the rigid wand, the longitudinally extending passage axis extends in a same direction as the cyclone axis of rotation and the suction motor axis of rotation extends in the same direction as the cyclone axis of rotation.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training and deploying machine-learned identification of radio frequency (RF) signals.

Abstract: A filter mask for biological material is provided wherein the filter mask has a fan assist for inhalation.

Abstract: A surface cleaning apparatus has a cyclone and a dirt collection chamber wherein the dirt collection chamber has a dirt collection chamber portion which is located axially spaced from the cyclone chamber and the dirt collection chamber portion has a transverse section in a plane transverse to the longitudinal axis of the cyclone that is annular.

Abstract: An upright surface cleaning apparatus comprises a floor cleaning head and an upright section moveably mounted to the surface cleaning head. The upright section has a filtration member housing and a suction motor housing. The filtration member housing has a filtration member, an air inlet, an air outlet, an openable top wall and an openable bottom wall and the suction motor housing has a suction motor and an open top. A pre-motor filter is removably receivable in the open top of the suction motor housing. The filtration member housing is removably positionable on the suction motor housing and the filtration member housing seals the open top of the suction motor housing when the filtration member housing is positioned on the suction motor housing whereby the pre-motor filter is revealed when the filtration member hosing is removed. When the filtration member housing is positioned on the suction motor housing, the air outlet of the filtration member housing faces an upstream surface of the pre-motor filter.

Abstract: A hand vacuum cleaner has a body portion housing a suction motor. An air treatment member assembly comprises an air treatment member assembly body, a rear door and an air treatment member. The air treatment member has a front end, a rear end, an air inlet and an air outlet provided at the rear end of the air treatment member. The air treatment member assembly is moveable to an emptying position. The rear door is moveable between a closed position and an open position, and the rear door houses a pre-motor filter that is external to the air treatment member.