{
  "ticker": {
    "uuid": "f27a8045-3fd0-4f15-9722-ffa546ba8908",
    "symbol": "AAON",
    "name": "AAON Inc",
    "exchange": "NASDAQ",
    "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": "QQQ",
    "stage": 3,
    "stage_name": "Distribution",
    "phase": "3c",
    "phase_label": "Stage 3C \u00b7 Breakdown watch",
    "transition": "stage_3_to_4_watch",
    "transition_label": "Stage 3 \u2192 4 watch",
    "confidence": 83.485,
    "architecture_regime": "deceleration",
    "architecture_regime_label": "Deceleration",
    "architecture_modifier": "Momentum cooling",
    "architecture_gate": "mixed",
    "architecture_direction": -30.751,
    "architecture_energy": 49.973,
    "architecture_maturity": 43.123,
    "architecture_confidence": 87.332,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "The upward structure remains, but its energy is decelerating.",
        "body": "Trend remains positive, but Activity or price acceptance is losing strength. This can become a healthy recompression, a re-acceleration, or a Rotation Down."
      },
      "scores": {
        "balance": 30.31,
        "rotation_up": 14.16,
        "upward_expansion": 23.52,
        "deceleration": 52.62,
        "rotation_down": 71.0,
        "downward_expansion": 53.18
      },
      "activity_lines": [
        98.36,
        106.881455,
        113.991626,
        110.352428
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.833333
    },
    "latest_close": 94.83,
    "trend_reference": 105.546335,
    "distance_from_trend": -0.101532,
    "trend_direction": "Improving",
    "fair_value": 90.696121,
    "distance_from_fair_value": 0.045579,
    "fair_value_direction": "Weakening",
    "relative_strength": -15.016229,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.014598,
    "excess_performance": -0.202052,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.101532,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.09757,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.045579,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.577273,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.150162,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.447525,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.014598,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.362009,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 4957842,
      "relative_activity": 0.970392,
      "balance": 0.362009,
      "dry_up": 1.082854,
      "accumulation_observations": 0,
      "distribution_observations": 4
    },
    "risk": {
      "range_context": 0.158992,
      "annualized_volatility": 0.764231,
      "from_high_reference": -0.369257,
      "from_low_reference": 0.536153
    },
    "levels": {
      "trend_reference": 105.546335,
      "fair_value_reference": 90.696121,
      "structural_low": 76.782104,
      "invalidation": "A decisive breakout above range resistance with renewed RS leadership invalidates the distribution reading; a range-low break confirms deterioration."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 12,
        "median_return": -0.041818,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.064208,
        "regime_survival": 0.416667,
        "best_return": 0.438952,
        "worst_return": -0.340093,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 7,
        "median_return": 0.082585,
        "positive_rate": 0.714286,
        "directional_follow_through": 0.714286,
        "median_excess_return": 0.091943,
        "regime_survival": 0.0,
        "best_return": 0.342212,
        "worst_return": -0.380943,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 6,
        "median_return": 0.264875,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.147627,
        "regime_survival": 0.0,
        "best_return": 0.792215,
        "worst_return": -0.371534,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": 0.301825,
        "positive_rate": 1.0,
        "directional_follow_through": 1.0,
        "median_excess_return": 0.191263,
        "regime_survival": 0.333333,
        "best_return": 0.371164,
        "worst_return": 0.096777,
        "sufficient": false
      }
    ],
    "ledger": [
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        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-03-28",
        "end": "2025-05-16",
        "tenure": "Developing",
        "return": 0.368724,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-05-23",
        "end": "2025-06-06",
        "tenure": "New",
        "return": -0.023411,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-06-13",
        "end": "2025-08-22",
        "tenure": "Developing",
        "return": 0.17797,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-10-10",
        "tenure": "Developing",
        "return": 0.200996,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-11-21",
        "tenure": "Developing",
        "return": -0.058824,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-12-19",
        "tenure": "New",
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        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "end": "2026-01-16",
        "tenure": "New",
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        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
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        "end": "2026-02-13",
        "tenure": "New",
        "return": 0.069659,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "tenure": "New",
        "return": -0.136559,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
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        "tenure": "New",
        "return": -0.027607,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "tenure": "New",
        "return": 0.155113,
        "active": false
      },
      {
        "regime": "balance",
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      {
        "regime": "upward_expansion",
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      {
        "regime": "deceleration",
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      },
      {
        "date": "2026-04-17",
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      },
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      },
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      },
      {
        "date": "2026-07-03",
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        "fair_value": 89.506617,
        "relative_strength": -1.957871,
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      },
      {
        "date": "2026-07-10",
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        "fair_value": 89.818777,
        "relative_strength": 1.910165,
        "stage": 2,
        "regime": "deceleration",
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        "direction": 32.600297,
        "energy": 20.233789,
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      },
      {
        "date": "2026-07-17",
        "close": 111.42,
        "volume": 5181363,
        "typical_volume": 4990659.95,
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        "fair_value": 90.106665,
        "relative_strength": 3.521767,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 23.896094,
        "energy": 21.56489,
        "activity_lines": [
          115.125333,
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      },
      {
        "date": "2026-07-24",
        "close": 102.67,
        "volume": 5015343,
        "typical_volume": 4927070.05,
        "trend": 104.822704,
        "fair_value": 90.330108,
        "relative_strength": -3.095945,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": -0.961234,
        "energy": 16.906945,
        "activity_lines": [
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      },
      {
        "date": "2026-07-31",
        "close": 89.06,
        "volume": 6975127,
        "typical_volume": 5097477.35,
        "trend": 105.157047,
        "fair_value": 90.48749,
        "relative_strength": -16.215066,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "mixed",
        "direction": -33.471411,
        "energy": 32.480972,
        "activity_lines": [
          101.745333,
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          111.018689
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      },
      {
        "date": "2026-08-07",
        "close": 94.83,
        "volume": 4957842,
        "typical_volume": 5109110.1,
        "trend": 105.546335,
        "fair_value": 90.696121,
        "relative_strength": -15.016229,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Momentum cooling",
        "gate": "mixed",
        "direction": -30.751113,
        "energy": 49.972534,
        "activity_lines": [
          98.36,
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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."
    }
  }
}