Model Output Results Before and After Standard Deviation Scaling

Model output results before and after applying standard deviation scaling. The dataset, created by Bradley Mason and shared under a CC-BY-4.0 license, contains dimensional-independent standard deviation scaling results for synthetic and real monocyte gated clusters. It was last updated on May 29, 2026.

Use Cases

• Comparing statistical distributions between synthetic and real cell populations based on the described scaling method.
• Validating data generation models in computational biology based on the described gated cluster results.
• Benchmarking scaling techniques for cytometry or similar high-dimensional data based on the described standard deviation scaling.

Strengths

• Dataset is openly licensed under CC-BY-4.0.
• File size is 5.5 KB, indicating a focused and manageable scope.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.

Provenance

Source

Bradley Mason

Freshness

Last updated 2026-05-29 17:44:23; freshness should be verified.