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This is an attempt at answering the Ponder This Challenge for April 2026 posted on research.ibm.com/labs/israel/ponder-this
DATA 110 Project 2
Visualization on Crime in Rockville, MD
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Biomarker Trajectory Analysis Template and RAR Example
This report examines the state-space trajectory of RDW and Albumin. Together, these markers define the RDW/Albumin Ratio (RAR).
- RDW: RDW (Red Cell Distribution Width) measures the variation in red blood cell size. High values (anisocytosis) can indicate nutrient deficiencies (B12/Iron) or chronic inflammation.
- Albumin: Albumin is a major protein produced by the liver. It is a ‘negative acute-phase reactant,’ meaning levels drop during systemic inflammation or chronic disease.
- RDW/Albumin Ratio (RAR): The RDW/Albumin Ratio is an emerging prognostic marker for systemic inflammation and mortality. High values (>3.5) indicate high inflammation (High RDW) combined with low metabolic reserve (Low Albumin).
This report is created to be completely generic. It is controlled by a configuration section which defines the two variables used and the equation to combine them along with names, units, ranges, and a discussion of each variable.