Update README.md

README.md

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----
-license: mit
----
+---
+language:
+- en
+license: mit
+pretty_name: MSR Redox-Chemistry-Corrosion Coherence Baseline Mapping v0.1
+dataset_name: msr-redox-chemistry-corrosion-coherence-baseline-mapping-v0.1
+tags:
+- clarusc64
+- nuclear
+- msr
+- materials
+- corrosion
+- coherence
+task_categories:
+- tabular-classification
+size_categories:
+- 1K<n<10K
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train.csv
+  - split: test
+    path: data/test.csv
+---
+
+## Dataset goal
+
+Map the stable coherence relationship between molten-salt redox potential,  
+fission-product load, and structural alloy corrosion rate.
+
+The dataset defines the **baseline coherence basin** for molten-salt reactor operation.  
+It allows models to recognize when chemistry and materials behavior remain in a  
+stable regime.
+
+## What this dataset tests
+
+Whether a system can infer:
+
+- baseline_coherence_index  
+- expected corrosion rate band  
+- redox stability band  
+- chemistry balance state  
+
+from reactor chemistry and materials signals.
+
+## Why it matters
+
+Molten-salt systems fail when chemistry and corrosion decouple.  
+Failure is rarely triggered by a single threshold.  
+It emerges from gradual loss of coherence between:
+
+- redox control  
+- fission product chemistry  
+- alloy response  
+
+This dataset establishes the stable reference manifold used by later  
+drift-detection and failure-horizon datasets in the series.
+
+## Use case
+
+Foundation layer of the MSR corrosion-coherence trinity:
+
+1. Baseline mapping  
+2. Drift detection  
+3. Failure horizon routing