Abstract: A device may receive one or more data models that have been trained on a set of historical network performance indicators. The set of historical network performance indicators may include metrics associated with measuring network performance for one or more data centers. The device may receive network data for a group of user devices that are actively using the one or more data centers for network services. The device may determine a set of network performance indicators for the one or more data centers. The device may generate, by providing the set of network performance indicators as input to the one or more data models, one or more recommendations associated with improving network performance. The device may perform, after generating the one or more recommendations, one or more actions associated with improving network performance.

Abstract: A device may receive one or more data models that have been trained on a set of historical network performance indicators. The set of historical network performance indicators may include metrics associated with measuring network performance for one or more data centers. The device may receive network data for a group of user devices that are actively using the one or more data centers for network services. The device may determine a set of network performance indicators for the one or more data centers. The device may generate, by providing the set of network performance indicators as input to the one or more data models, one or more recommendations associated with improving network performance. The device may perform, after generating the one or more recommendations, one or more actions associated with improving network performance.

Abstract: A container-contents discharging station may include a guard in sealing engagement with a container prior to inverting the container to discharge its contents. A container-contents discharging station may also include an air bellows to seal an open top of a container to a guard prior to inverting the container to discharge its contents. A method for retrofitting an existing container-contents discharging system removes an existing enclosure and replaces it with a modified enclosure having a sealing guard and a container lifting mechanism.

Abstract: Peptide sequences and analogs thereof based on amino acid motifs in band 3 which are effective in reducing the adhesiveness of pathologically adhesive red blood cells. One class of peptide sequences are characterized by the sequence motif Z.sup.1 xKxxx+ (SEQ ID NO:45), wherein Z.sup.1 is selected from the group consisting of tyrosine, phenylalanine and alanine; x is an unobstructive residue and + is a positively charged residue (e.g., K or P--H). These peptides are used to reduce adhesiveness in the treatment of sickle cell disease, thalassemia and diabetes. A second class of peptide sequences are characterized by the sequence motif Z.sup.2 Z.sup.3 Z.sup.2 -x-xxxx- (SEQ ID NO:46), wherein Z.sup.2 represents a hydrophobic residue, x is an unobstructive residue and - is a negatively charged residue. These peptides can be used to reduce adhesiveness in the treatment of malria, sickle cell disease, thalassemia and diabetes.