Abstract: A method comprises reading data of one or more files and identifying one or more data types corresponding to the one or more files. In the method, at least one destination database for the data is recommended based at least in part on the one or more data types. A data model to use in connection with writing the data to the at least one destination database is generated. The generation of the data model is based at least in part on the one or more data types corresponding to the one or more files. At least the generation of the data model is performed using one or more machine learning algorithms.

Abstract: A method comprises reading data of one or more files and identifying one or more data types corresponding to the one or more files. In the method, at least one destination database for the data is recommended based at least in part on the one or more data types. A data model to use in connection with writing the data to the at least one destination database is generated. The generation of the data model is based at least in part on the one or more data types corresponding to the one or more files. At least the generation of the data model is performed using one or more machine learning algorithms.

Abstract: A dust resistant and moisture resistant coating composition includes within a solvent that is generally an aqueous solvent: (1) a first component that is chemically condensable with itself and independently cross-linkable; (2) a second component that is chemically condensable with itself and with the first component and includes at least one of a fluorocarbon functionality and a hydrocarbon functionality; and (3) an optional third component that is chemically condensable with the first component and the second component but is neither independently cross-linkable nor includes the at least one of the fluorocarbon functionality and the hydrocarbon functionality. A coated article that results from application of the coating composition to a substrate shows enhanced dust resistance and moisture resistance.

Abstract: A dust resistant and moisture resistant coating composition includes within a solvent that is generally an aqueous solvent: (1) a first component that is chemically condensable with itself and independently cross-linkable; (2) a second component that is chemically condensable with itself and with the first component and includes at least one of a fluorocarbon functionality and a hydrocarbon functionality; and (3) an optional third component that is chemically condensable with the first component and the second component but is neither independently cross-linkable nor includes the at least one of the fluorocarbon functionality and the hydrocarbon functionality. A coated article that results from application of the coating composition to a substrate shows enhanced dust resistance and moisture resistance.

Abstract: A stabilized chitosan-based nanoparticle is provided having a chitosan polymer and a hydrophilic dispersing agent. In the stabilized nanoparticle, chains of the chitosan polymer electrostatically interact with chains of the hydrophilic dispersing agent to form an entangled network between the chitosan polymer and the hydrophilic dispersing agent. The stabilized chitosan-based nanoparticle has optimal particle integrity and stability properties under physiological conditions.

Abstract: A stabilized chitosan-based nanoparticle is provided having a chitosan polymer and a hydrophilic dispersing agent. In the stabilized nanoparticle, chains of the chitosan polymer electrostatically interact with chains of the hydrophilic dispersing agent to form an entangled network between the chitosan polymer and the hydrophilic dispersing agent. The stabilized chitosan-based nanoparticle has optimal particle integrity and stability properties under physiological conditions.