Abstract: Methods and systems for performing a flow cytometry experiment can include evaluating one or more assignments of labels to a plurality of markers. Evaluating assignments of labels can include evaluating condition numbers for at least one spillover matrix. The method can further include selecting labels based at least in part on the evaluation of condition numbers. Methods and systems for performing a flow cytometry experiment can also include inputting data regarding markers, cell populations, labels, and cytometer configuration for a flow cytometry experiment, assigning labels to at least some of the markers, and running the flow cytometry experiment.

Abstract: A processor set to facilitate hardware defined deployment identifies hardware components of a hardware infrastructure of a computer node. Attributes are identified associated with each of the hardware components. Relationships are constructed between the hardware components and software release bundles based on the attributes. Compatibility is determined between the software release bundles and the hardware components using the relationships. A software release bundle for deployment on the computer node is selected among the software release bundles. Deployment of the software release bundle on the computer node is monitored. Updates are made to the relationships between the software release bundle and the hardware components based on results of the deployment.

Abstract: A method, computer system, and a computer program for monitoring synchronization and aggregation are provided. The method may include receiving a plurality of metrics and identifying a plurality of metadata associated with the plurality of metrics. The method may further include calculating a hash value of the plurality of metadata based on the plurality of metrics. The method may further include detecting at least one modification to the plurality of metadata based on the hash value and updating the plurality of metrics based on the at least one modification in which the plurality of metrics are displayed in a self-adapting metric diagram.

Abstract: A method, computer system, and a computer program for monitoring synchronization and aggregation are provided. The method may include receiving a plurality of metrics and identifying a plurality of metadata associated with the plurality of metrics. The method may further include calculating a hash value of the plurality of metadata based on the plurality of metrics. The method may further include detecting at least one modification to the plurality of metadata based on the hash value and updating the plurality of metrics based on the at least one modification in which the plurality of metrics are displayed in a self-adapting metric diagram.

Abstract: Methods and systems for performing a flow cytometry experiment can include evaluating one or more assignments of labels to a plurality of markers. Evaluating assignments of labels can include evaluating condition numbers for at least one spillover matrix. The method can further include selecting labels based at least in part on the evaluation of condition numbers. Methods and systems for performing a flow cytometry experiment can also include inputting data regarding markers, cell populations, labels, and cytometer configuration for a flow cytometry experiment, assigning labels to at least some of the markers, and running the flow cytometry experiment.

Abstract: Methods and systems for performing a flow cytometry experiment can include evaluating one or more assignments of labels to a plurality of markers. Evaluating assignments of labels can include evaluating condition numbers for at least one spillover matrix. The method can further include selecting labels based at least in part on the evaluation of condition numbers. Methods and systems for performing a flow cytometry experiment can also include inputting data regarding markers, cell populations, labels, and cytometer configuration for a flow cytometry experiment, assigning labels to at least some of the markers, and running the flow cytometry experiment.

Abstract: Methods and systems for performing a flow cytometry experiment can include evaluating one or more assignments of labels to a plurality of markers. Evaluating assignments of labels can include evaluating condition numbers for at least one spillover matrix. The method can further include selecting labels based at least in part on the evaluation of condition numbers. Methods and systems for performing a flow cytometry experiment can also include inputting data regarding markers, cell populations, labels, and cytometer configuration for a flow cytometry experiment, assigning labels to at least some of the markers, and running the flow cytometry experiment.