{
  "ticker": {
    "uuid": "84550231-84fd-4c48-b6f5-80806540cfcb",
    "symbol": "SINGER",
    "name": "Singer Thailand 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": "2c",
    "phase_label": "Stage 2C \u00b7 Late 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": "Established expansion",
    "architecture_gate": "up",
    "architecture_direction": 65.273,
    "architecture_energy": 66.455,
    "architecture_maturity": 72.583,
    "architecture_confidence": 79.204,
    "architecture_tenure": "Developing",
    "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": 11.38,
        "rotation_up": 63.2,
        "upward_expansion": 83.0,
        "deceleration": 71.26,
        "rotation_down": 19.35,
        "downward_expansion": 12.0
      },
      "activity_lines": [
        12.126667,
        11.555455,
        9.826571,
        8.643247
      ],
      "activity_state": "Wide",
      "activity_direction": "Contracting",
      "rotation_direction": "Stable",
      "price_acceptance": 0.5
    },
    "latest_close": 12.0,
    "trend_reference": 7.273333,
    "distance_from_trend": 0.649863,
    "trend_direction": "Improving",
    "fair_value": 8.167949,
    "distance_from_fair_value": 0.469157,
    "fair_value_direction": "Improving",
    "relative_strength": 59.333385,
    "relative_strength_direction": "Improving",
    "price_momentum": 1.575107,
    "excess_performance": 1.382782,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.649863,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.366141,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.469157,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.756828,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.593334,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.670201,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 1.575107,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 3.331534,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 23129200,
      "relative_activity": 0.887695,
      "balance": 3.331534,
      "dry_up": 1.46675,
      "accumulation_observations": 4,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.094231,
      "annualized_volatility": 0.637374,
      "from_high_reference": -0.104478,
      "from_low_reference": 1.926829
    },
    "levels": {
      "trend_reference": 7.273333,
      "fair_value_reference": 8.167949,
      "structural_low": 4.78,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 10,
        "median_return": -0.011131,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.046183,
        "regime_survival": 0.5,
        "best_return": 0.431694,
        "worst_return": -0.205882,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": -0.179399,
        "positive_rate": 0.2,
        "directional_follow_through": 0.2,
        "median_excess_return": -0.170287,
        "regime_survival": 0.0,
        "best_return": 0.016488,
        "worst_return": -0.348624,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 4,
        "median_return": -0.17156,
        "positive_rate": 0.25,
        "directional_follow_through": 0.25,
        "median_excess_return": -0.112729,
        "regime_survival": 0.25,
        "best_return": 0.136086,
        "worst_return": -0.408257,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
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        "regime_survival": 0.5,
        "best_return": 0.063707,
        "worst_return": -0.43578,
        "sufficient": false
      }
    ],
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        "regime": "rotation_up",
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        "end": "2024-10-18",
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        "active": false
      },
      {
        "regime": "upward_expansion",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2024-12-06",
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        "return": 0.0,
        "active": false
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      {
        "regime": "rotation_down",
        "label": "Rotation Down",
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      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-01-24",
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        "tenure": "Extended",
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      },
      {
        "regime": "balance",
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      {
        "regime": "downward_expansion",
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      {
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      {
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      },
      {
        "date": "2026-07-03",
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      {
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        "energy": 95.612022,
        "activity_lines": [
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      },
      {
        "date": "2026-07-17",
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        "typical_volume": 23891420.0,
        "trend": 6.568667,
        "fair_value": 8.096154,
        "relative_strength": 77.919075,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 94.178436,
        "energy": 92.050321,
        "activity_lines": [
          11.756667,
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          8.607238,
          7.656323
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      },
      {
        "date": "2026-07-24",
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        "typical_volume": 25246415.0,
        "trend": 6.8,
        "fair_value": 8.119231,
        "relative_strength": 57.817141,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 68.477368,
        "energy": 68.621281,
        "activity_lines": [
          12.006667,
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      },
      {
        "date": "2026-07-31",
        "close": 11.9,
        "volume": 21491900,
        "typical_volume": 25521590.0,
        "trend": 7.034,
        "fair_value": 8.146154,
        "relative_strength": 58.845855,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 67.056791,
        "energy": 67.972917,
        "activity_lines": [
          12.113333,
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          9.441476,
          8.32286
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      },
      {
        "date": "2026-08-07",
        "close": 12.0,
        "volume": 23129200,
        "typical_volume": 26055360.0,
        "trend": 7.273333,
        "fair_value": 8.167949,
        "relative_strength": 59.333385,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 65.272593,
        "energy": 66.454657,
        "activity_lines": [
          12.126667,
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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."
    }
  }
}