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Contributor Profile
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Photographs
Frequency Profile
Multi-dimensional resonance fingerprint derived from graph activity
4.06
magnitude
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Reading Activity
Reading history builds over time. As this contributor explores concepts, ideas, and stories across the network, their reading trail will appear here — a living map of curiosity.
Verification
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structural
0.00· 0 dims
categorical
3.10· 2 dims
semantic
2.63· 11 dims
The profile is three views fused for resonance matching. Structural weights come from personalized PageRank across the graph — multi-hop resonance with natural attenuation, not just direct edges. Categorical weights come from IDF (rare domain/keyword/type values carry more signal; values on every node carry near-zero signal). Semanticweights come from text frequency-scoring markers. Every weight emerges from the graph's own statistics, not hand-tuned constants. Resonance between two entities = cosine per view, fused by inverse-variance so no view dominates by scale alone.
Dimensions
13
Magnitude
4.0602
Profile Hash
ccab04216237bc33...