{
  "ticker": {
    "uuid": "b035ddcc-d6b8-49b0-8a77-14ae82561f6c",
    "symbol": "TWZ",
    "name": "TWZ Corporation 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": 4,
    "stage_name": "Declining",
    "phase": "4a",
    "phase_label": "Stage 4A \u00b7 Breakdown",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -47.479,
    "architecture_energy": 20.165,
    "architecture_maturity": 59.409,
    "architecture_confidence": 93.733,
    "architecture_tenure": "Established",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 40.76,
        "rotation_up": 22.26,
        "upward_expansion": 3.44,
        "deceleration": 46.83,
        "rotation_down": 46.5,
        "downward_expansion": 76.77
      },
      "activity_lines": [
        0.011333,
        0.012182,
        0.012321,
        0.01336
      ],
      "activity_state": "Moderate",
      "activity_direction": "Stable",
      "rotation_direction": "Stable",
      "price_acceptance": -0.666667
    },
    "latest_close": 0.01,
    "trend_reference": 0.015083,
    "distance_from_trend": -0.337017,
    "trend_direction": "Weakening",
    "fair_value": 0.031747,
    "distance_from_fair_value": -0.685008,
    "fair_value_direction": "Improving",
    "relative_strength": -57.353173,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.5,
    "excess_performance": -0.692325,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.337017,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.165899,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.685008,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.026771,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.573532,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.086234,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.5,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.871777,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 17482400,
      "relative_activity": 0.352506,
      "balance": 0.871777,
      "dry_up": 0.406988,
      "accumulation_observations": 0,
      "distribution_observations": 0
    },
    "risk": {
      "range_context": 1.0,
      "annualized_volatility": 3.081365,
      "from_high_reference": -0.75,
      "from_low_reference": 0.6
    },
    "levels": {
      "trend_reference": 0.015083,
      "fair_value_reference": 0.031747,
      "structural_low": 0.00625,
      "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": 41,
        "median_return": 0.0,
        "positive_rate": 0.146341,
        "directional_follow_through": 0.243902,
        "median_excess_return": -0.008224,
        "regime_survival": 0.829268,
        "best_return": 1.0,
        "worst_return": -0.5,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 14,
        "median_return": 0.0,
        "positive_rate": 0.071429,
        "directional_follow_through": 0.357143,
        "median_excess_return": -0.057162,
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        "best_return": 0.333333,
        "worst_return": -0.5,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 7,
        "median_return": 0.0,
        "positive_rate": 0.285714,
        "directional_follow_through": 0.428571,
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        "worst_return": -0.5,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": -0.3,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.666667,
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        "worst_return": -0.5,
        "sufficient": false
      }
    ],
    "ledger": [
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        "color": "red",
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        "end": "2024-02-09",
        "tenure": "Developing",
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      },
      {
        "regime": "balance",
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      {
        "regime": "rotation_up",
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      },
      {
        "regime": "upward_expansion",
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      },
      {
        "date": "2026-07-17",
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        "energy": 6.729078,
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      },
      {
        "date": "2026-07-24",
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        "typical_volume": 49819578.0,
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        "stage": 1,
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        "energy": 13.594683,
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          0.013333,
          0.013273,
          0.012964,
          0.014081
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      },
      {
        "date": "2026-07-31",
        "close": 0.01,
        "volume": 11437800,
        "typical_volume": 49444853.0,
        "trend": 0.015417,
        "fair_value": 0.031939,
        "relative_strength": -58.606361,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -37.185934,
        "energy": 16.811036,
        "activity_lines": [
          0.012,
          0.012727,
          0.012619,
          0.01371
        ]
      },
      {
        "date": "2026-08-07",
        "close": 0.01,
        "volume": 17482400,
        "typical_volume": 49594608.0,
        "trend": 0.015083,
        "fair_value": 0.031747,
        "relative_strength": -57.353173,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -47.479195,
        "energy": 20.164636,
        "activity_lines": [
          0.011333,
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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."
    }
  }
}