Internal · v17-real-estate-grade
Calmlier Formula Lab
Tune pillar weights, toggle modifiers, compare a custom score against production.
Pillar Weights
Σ 100%nature30%
noise30%
stability20%
air20%
Modifier Toggles
Acoustic Kill-Switch
Caps Calmlier ≤ 60 when Acoustic Peace < 40.
Emergency Penalty
−20 Stability if hospital/fire-station within 500m.
Nighttime Ambient Factor
−8 Acoustic when 24-hr commercial activity is nearby.
Blue Space Vibe
+5 Nature for water/creek adjacency (somatic calming).
Probe Address
Run an address through the production engine, then compare against your custom formula.
Benchmark Tests
Pre-set city centroids — instantly verify tier calibration after logic changes.
Tier 1 · Elite Sanctuaries
Target: 92–96
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Target: 92–96
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Target: 88–94
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Tier 2 · High-Value Residential
Target: 72–82
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Target: 70–80
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Target: 74–84
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Tier 3 · Standard Suburban
Target: 50–65
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Target: 45–60
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Target: 50–65
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