{
  "ticker": {
    "uuid": "2e860c33-9772-4c84-bfac-4e067287bec6",
    "symbol": "QH",
    "name": "Quality Houses Public Company Limited",
    "exchange": "SET",
    "country": "TH",
    "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": "^SET.BK",
    "stage": 2,
    "stage_name": "Advancing",
    "phase": "2a",
    "phase_label": "Stage 2A \u00b7 Early advance",
    "transition": "stage_2_healthy",
    "transition_label": "Stage 2 trend intact",
    "confidence": 96.0,
    "architecture_regime": "upward_expansion",
    "architecture_regime_label": "Upward Expansion",
    "architecture_modifier": "Re-accelerating",
    "architecture_gate": "up",
    "architecture_direction": 67.93,
    "architecture_energy": 68.144,
    "architecture_maturity": 13.034,
    "architecture_confidence": 64.799,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding upward.",
        "body": "Trend and Activity show sustained positive alignment with constructive price acceptance. Directional energy remains positive; cooling within this regime can indicate that it is maturing."
      },
      "scores": {
        "balance": 12.71,
        "rotation_up": 72.84,
        "upward_expansion": 89.91,
        "deceleration": 43.32,
        "rotation_down": 11.2,
        "downward_expansion": 14.24
      },
      "activity_lines": [
        1.42,
        1.400364,
        1.382294,
        1.368558
      ],
      "activity_state": "Wide",
      "activity_direction": "Expanding",
      "rotation_direction": "Improving",
      "price_acceptance": 0.833333
    },
    "latest_close": 1.43,
    "trend_reference": 1.345352,
    "distance_from_trend": 0.062919,
    "trend_direction": "Improving",
    "fair_value": 1.529313,
    "distance_from_fair_value": -0.06494,
    "fair_value_direction": "Improving",
    "relative_strength": -5.718148,
    "relative_strength_direction": "Improving",
    "price_momentum": 0.157037,
    "excess_performance": -0.035288,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.062919,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.036301,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.06494,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.042303,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.057181,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.007499,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.157037,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.646667,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 97292100,
      "relative_activity": 1.769004,
      "balance": 0.646667,
      "dry_up": 1.429924,
      "accumulation_observations": 3,
      "distribution_observations": 5
    },
    "risk": {
      "range_context": 0.030662,
      "annualized_volatility": 0.236059,
      "from_high_reference": -0.033784,
      "from_low_reference": 0.243098
    },
    "levels": {
      "trend_reference": 1.345352,
      "fair_value_reference": 1.529313,
      "structural_low": 1.245422,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 14,
        "median_return": -0.000293,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.006406,
        "regime_survival": 0.714286,
        "best_return": 0.051852,
        "worst_return": -0.074074,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": 0.014015,
        "positive_rate": 0.6,
        "directional_follow_through": 0.6,
        "median_excess_return": -0.046048,
        "regime_survival": 0.4,
        "best_return": 0.054054,
        "worst_return": -0.175926,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.07236,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.033873,
        "regime_survival": 0.0,
        "best_return": 0.071295,
        "worst_return": -0.123693,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": 0.002296,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.007805,
        "regime_survival": 0.333333,
        "best_return": 0.033295,
        "worst_return": -0.256589,
        "sufficient": false
      }
    ],
    "ledger": [
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        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
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        "end": "2024-04-26",
        "tenure": "New",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "end": "2024-09-27",
        "tenure": "Established",
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      },
      {
        "regime": "rotation_up",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "active": false
      },
      {
        "regime": "downward_expansion",
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        "tenure": "Extended",
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        "active": false
      },
      {
        "regime": "balance",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
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      },
      {
        "regime": "balance",
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      {
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      },
      {
        "regime": "upward_expansion",
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      {
        "regime": "deceleration",
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      },
      {
        "date": "2026-07-24",
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        "typical_volume": 53476560.0,
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        "fair_value": 1.534863,
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      },
      {
        "date": "2026-07-31",
        "close": 1.45,
        "volume": 60632100,
        "typical_volume": 52817930.0,
        "trend": 1.34015,
        "fair_value": 1.532309,
        "relative_strength": -5.416743,
        "stage": 1,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
        "gate": "up",
        "direction": 79.130708,
        "energy": 70.573661,
        "activity_lines": [
          1.410667,
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        ]
      },
      {
        "date": "2026-08-07",
        "close": 1.43,
        "volume": 97292100,
        "typical_volume": 54998225.0,
        "trend": 1.345352,
        "fair_value": 1.529313,
        "relative_strength": -5.718148,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
        "gate": "up",
        "direction": 67.93034,
        "energy": 68.144029,
        "activity_lines": [
          1.42,
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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."
    }
  }
}