Abstract: A text classification command line interface tool assists a user label a dataset. The command line interface tool comprises a plurality of top-level modules programmed and operable to assist a user to obtain the dataset from a file location, semi-automatically search and label select datapoints of the dataset, train a first label-assist model, compute confidence scores for each of the datapoints of the dataset, and review metrics. The command line interface tool is operable to assist a user to retrain the first label-assist model via reinforcement learning until accuracy is sufficient. The CLI tool can save and export the pre-processed labeled dataset. In embodiments, a production classifier is trained using the preprocessed dataset and operable to classify new datapoints in real time. Examples of datapoints to classify include without limitation entity websites. Examples of categories include, without limitation, SHAFT and cannabis-related categories. Related computer-implemented methods are also described.

Abstract: A progress tracking system 100 for displaying progress of at least one student by way of a graphical user interface (GUI) is disclosed. The system 100 comprises a server 130 and at least one user device 110. The server 130 is configured to store information comprising at least an identity of the student, at least one goal of the student and progress data of the student towards achieving the goal. The user device 110 is configured to launch a progress tracking application that tracks the progress of the student towards the achievement the goal based on the progress data of that student. The progress tracking application generates and displays at least one indicator providing a visual indication of the progress of the student.

Abstract: A computer-implemented method for classifying prohibited entities gathers text from the entity's website and applies a trained machine learning model to score at least one prohibited category for each entity based on the text gathered from the entity's website. In variations of the invention, each of a plurality of different prohibited categories are scored, and the entity is classified according to the category having the highest score. The machine learning model is trained through multiple stages using a comprehensive data set. Related computer systems are described.

Abstract: A text classification command line interface tool assists a user label a dataset. The command line interface tool comprises a plurality of top-level modules programmed and operable to assist a user to obtain the dataset from a file location, semi-automatically search and label select datapoints of the dataset, train a first label-assist model, compute confidence scores for each of the datapoints of the dataset, and review metrics. The command line interface tool is operable to assist a user to retrain the first label-assist model via reinforcement learning until accuracy is sufficient. The CLI tool can save and export the pre-processed labeled dataset. In embodiments, a production classifier is trained using the preprocessed dataset and operable to classify new datapoints in real time. Examples of datapoints to classify include without limitation entity websites. Examples of categories include, without limitation, SHAFT and cannabis-related categories. Related computer-implemented methods are also described.

Abstract: Components and systems of an aircraft seating assembly are disclosed. The aircraft seating assembly can include a seat pan, a connection frame, and one or more mounts for removably coupling the seat pan to the connection frame. The aircraft seating assembly can include a back support having a removably coupled cushioning member. The aircraft seating assembly can include a tilt system which can allow the back support to articulate relative to the connection frame. The aircraft seating assembly can include a retention system coupled to the back support, the retention system can retain an object in place when in a closed configuration.

Abstract: A hotel room with furniture arranged for optimal television viewing from a bed and another location, such as a sofa or second bed. Furniture pieces are connected or closely aligned together and are arranged so that they provide premium viewing for a television, regardless of a location of a person within the hotel room. To this end, embodiments utilize furniture arrangements where the bed and/or sofa are turned at an angle to the walls of the room, and the room is laid out efficiently to account for this different design affect.

Abstract: Components and systems of an aircraft seating assembly are disclosed. The aircraft seating assembly can include a seat pan, a connection frame, and one or more mounts for removably coupling the seat pan to the connection frame. The aircraft seating assembly can include a back support having a removably coupled cushioning member. The aircraft seating assembly can include a tilt system which can allow the back support to articulate relative to the connection frame. The aircraft seating assembly can include a retention system coupled to the back support, the retention system can retain an object in place when in a closed configuration.

Abstract: Components and systems of an aircraft seating assembly are disclosed. The aircraft seating assembly can include a seat pan, a connection frame, and one or more mounts for removably coupling the seat pan to the connection frame. The aircraft seating assembly can include a back support having a removably coupled cushioning member. The aircraft seating assembly can include a tilt system which can allow the back support to articulate relative to the connection frame. The aircraft seating assembly can include a retention system coupled to the back support, the retention system can retain an object in place when in a closed configuration.

Abstract: A computer-implemented method for managing row height in an electronic document includes receiving, at a computing device, a request to display a portion of a document that defines a plurality of rows of content and that is represented by a document model; determining heights of the plurality of rows and saving information about the determined heights in a cache that correlates rows to the height information; and using the document model and the cache to generate a view of the document model having the determined row heights.

Abstract: Components and systems of an aircraft seating assembly are disclosed. The aircraft seating assembly can include a seat pan, a connection frame, and one or more mounts for removably coupling the seat pan to the connection frame. The aircraft seating assembly can include a back support having a removably coupled cushioning member. The aircraft seating assembly can include a tilt system which can allow the back support to articulate relative to the connection frame. The aircraft seating assembly can include a retention system coupled to the back support, the retention system can retain an object in place when in a closed configuration.

Abstract: A hotel room with furniture arranged for optimal television viewing from a bed and another location, such as a sofa or second bed. Furniture pieces are connected or closely aligned together and are arranged so that they provide premium viewing for a television, regardless of a location of a person within the hotel room. To this end, embodiments utilize furniture arrangements where the bed and/or sofa are turned at an angle to the walls of the room, and the room is laid out efficiently to account for this different design affect.

Abstract: A computer-implemented method for method for tracking changes in an internet-accessible document is disclosed. The method includes providing, with a presentation server system, data for producing a display of a document at a client computing device; receiving, at the presentation server system from a data server system, a timestamp that is sent by the data server system in response to an indication by a user of the client computing device to record changes to the document, wherein the timestamp indicates a time after which changes have been made to the document; and providing from the presentation server system to the data server system data indicating changes made to the document since a time corresponding to the timestamp.

Abstract: A computer-implemented method for presenting data is disclosed. The method includes receiving at a data server sub-system, from a browser on a remote client computing system, a request for data stored in a central data store; retrieving the requested data from the central data store and providing data corresponding to the requested data to a spreadsheet presentation sub-system that is in communication with the data server sub-system and with the browser on the remote client computing system; and providing a document key to the browser on the remote client computing system so that the browser can request from the presentation sub-system a spreadsheet document that displays the data corresponding to the requested data.

Abstract: A hotel room with furniture arranged for optimal television viewing from a bed and another location, such as a sofa or second bed. Furniture pieces are connected or closely aligned together and are arranged so that they provide premium viewing for a television, regardless of a location of a person within the hotel room. To this end, embodiments utilize furniture arrangements where the bed and/or sofa are turned at an angle to the walls of the room, and the room is laid out efficiently to account for this different design affect.

Abstract: A hotel room with furniture arranged for optimal television viewing from a bed and another location, such as a sofa or second bed. Furniture pieces are connected or closely aligned together and are arranged so that they provide premium viewing for a television, regardless of a location of a person within the hotel room. To this end, embodiments utilize furniture arrangements where the bed and/or sofa are turned at an angle to the walls of the room, and the room is laid out efficiently to account for this different design affect.

Abstract: A computer-implemented method for method for tracking changes in an internet-accessible document is disclosed. The method includes providing, with a presentation server system, data for producing a display of a document at a client computing device; receiving, at the presentation server system from a data server system, a timestamp that is sent by the data server system in response to an indication by a user of the client computing device to record changes to the document, wherein the timestamp indicates a time after which changes have been made to the document; and providing from the presentation server system to the data server system data indicating changes made to the document since a time corresponding to the timestamp.

Abstract: A computer-implemented method for managing row height in an electronic document includes receiving, at a computing device, a request to display a portion of a document that defines a plurality of rows of content and that is represented by a document model; determining heights of the plurality of rows and saving information about the determined heights in a cache that correlates rows to the height information; and using the document model and the cache to generate a view of the document model having the determined row heights.

Abstract: A computer-implemented method for managing row height in an electronic document includes receiving, at a computing device, a request to display a portion of a document that defines a plurality of rows of content and that is represented by a document model; determining heights of the plurality of rows and saving information about the determined heights in a cache that correlates rows to the height information; and using the document model and the cache to generate a view of the document model having the determined row heights.

Abstract: A computer-implemented method for managing the display of items in a web-based document application includes providing an electronic document that includes a plurality of content items, anchoring a plurality of base layers to different discrete positions of the electronic document, and anchoring ones of the plurality of content items to particular ones of the base layers so that when the spreadsheet is scrolled on a computer display, the content items move with the spreadsheet by virtue of the anchoring of the content items to the base layers and the anchoring of the base layers to the spreadsheet.