{
  "ticker": {
    "uuid": "8a34a910-2622-4f1e-8cf3-6c2e6d731391",
    "symbol": "LII",
    "name": "Lennox International Inc",
    "exchange": "NYSE",
    "country": "US",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "SPY",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4a",
    "phase_label": "Stage 4A \u00b7 Breakdown",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 93.132,
    "architecture_regime": "rotation_down",
    "architecture_regime_label": "Rotation Down",
    "architecture_modifier": "Structural failure",
    "architecture_gate": "down",
    "architecture_direction": -60.379,
    "architecture_energy": 45.143,
    "architecture_maturity": 21.254,
    "architecture_confidence": 59.05,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The Activity Line structure is rotating downward.",
        "body": "Fast Activity is weakening relative to Slow Activity and price acceptance is deteriorating. Persistent negative Trend confirmation would establish Downward Expansion."
      },
      "scores": {
        "balance": 42.0,
        "rotation_up": 8.91,
        "upward_expansion": 12.42,
        "deceleration": 57.84,
        "rotation_down": 67.34,
        "downward_expansion": 66.75
      },
      "activity_lines": [
        475.043333,
        505.677215,
        509.361732,
        507.849167
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.166667
    },
    "latest_close": 439.77,
    "trend_reference": 509.589654,
    "distance_from_trend": -0.137012,
    "trend_direction": "Improving",
    "fair_value": 515.607253,
    "distance_from_fair_value": -0.147083,
    "fair_value_direction": "Weakening",
    "relative_strength": -23.847353,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.16789,
    "excess_performance": -0.293515,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.137012,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.015254,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.147083,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.188774,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.238474,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.105032,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.16789,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.016694,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 3373575,
      "relative_activity": 1.462481,
      "balance": 1.016694,
      "dry_up": 1.326331,
      "accumulation_observations": 2,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.104156,
      "annualized_volatility": 0.500047,
      "from_high_reference": -0.280992,
      "from_low_reference": 0.068947
    },
    "levels": {
      "trend_reference": 509.589654,
      "fair_value_reference": 515.607253,
      "structural_low": 411.405,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 2,
        "median_return": -0.016153,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.038184,
        "regime_survival": 0.0,
        "best_return": 0.014599,
        "worst_return": -0.046905,
        "sufficient": false
      },
      {
        "horizon": "Intermediate",
        "sample_count": 2,
        "median_return": -0.007922,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.062919,
        "regime_survival": 0.0,
        "best_return": 0.027372,
        "worst_return": -0.043217,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 2,
        "median_return": -0.154296,
        "positive_rate": 0.0,
        "directional_follow_through": 1.0,
        "median_excess_return": -0.149354,
        "regime_survival": 0.0,
        "best_return": -0.151832,
        "worst_return": -0.15676,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 1,
        "median_return": -0.259606,
        "positive_rate": 0.0,
        "directional_follow_through": 1.0,
        "median_excess_return": -0.101056,
        "regime_survival": 0.0,
        "best_return": -0.259606,
        "worst_return": -0.259606,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-01-31",
        "end": "2025-03-28",
        "tenure": "Developing",
        "return": -0.066456,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-04-04",
        "end": "2025-06-27",
        "tenure": "Established",
        "return": 0.070363,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-07-04",
        "end": "2025-07-11",
        "tenure": "New",
        "return": 0.020903,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-07-18",
        "end": "2025-08-15",
        "tenure": "Developing",
        "return": -0.029158,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-08-22",
        "end": "2025-09-19",
        "tenure": "Developing",
        "return": -0.088323,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-09-26",
        "end": "2025-10-17",
        "tenure": "New",
        "return": 0.004396,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-10-24",
        "end": "2026-01-09",
        "tenure": "Developing",
        "return": 0.071356,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-01-16",
        "end": "2026-02-13",
        "tenure": "Developing",
        "return": 0.077548,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2026-02-20",
        "end": "2026-03-13",
        "tenure": "New",
        "return": -0.142689,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-03-20",
        "end": "2026-04-03",
        "tenure": "New",
        "return": -0.025576,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2026-04-10",
        "end": "2026-05-01",
        "tenure": "New",
        "return": 0.039132,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-05-08",
        "end": "2026-07-03",
        "tenure": "Developing",
        "return": 0.096179,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2026-07-10",
        "end": "2026-07-24",
        "tenure": "New",
        "return": -0.019745,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2026-07-31",
        "end": "2026-08-07",
        "tenure": "New",
        "return": 0.057444,
        "active": true
      }
    ],
    "chart_path": [
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        "date": "2023-08-18",
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        "typical_volume": 1481460.85,
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      },
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      },
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        "date": "2026-04-17",
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        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-17",
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        "typical_volume": 2107033.4,
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      },
      {
        "date": "2026-07-24",
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        "volume": 1522883,
        "typical_volume": 2070704.5,
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        "fair_value": 514.762962,
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      },
      {
        "date": "2026-07-31",
        "close": 415.88,
        "volume": 5245571,
        "typical_volume": 2233352.7,
        "trend": 512.555621,
        "fair_value": 515.105726,
        "relative_strength": -26.117274,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Structural failure",
        "gate": "mixed",
        "direction": -31.121334,
        "energy": 22.835055,
        "activity_lines": [
          503.32,
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      },
      {
        "date": "2026-08-07",
        "close": 439.77,
        "volume": 3373575,
        "typical_volume": 2306747.15,
        "trend": 509.589654,
        "fair_value": 515.607253,
        "relative_strength": -23.847353,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Structural failure",
        "gate": "down",
        "direction": -60.378598,
        "energy": 45.143249,
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      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}