{
  "ticker": {
    "uuid": "4d47540e-f4de-4743-b2eb-7129e1a0b7da",
    "symbol": "ICN",
    "name": "Information and Communication Networks 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": "2b",
    "phase_label": "Stage 2B \u00b7 Advancing",
    "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": 61.425,
    "architecture_energy": 47.271,
    "architecture_maturity": 57.365,
    "architecture_confidence": 81.038,
    "architecture_tenure": "Established",
    "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": 9.85,
        "rotation_up": 56.1,
        "upward_expansion": 82.45,
        "deceleration": 63.44,
        "rotation_down": 23.55,
        "downward_expansion": 6.79
      },
      "activity_lines": [
        2.138667,
        2.118182,
        2.049,
        1.973097
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.833333
    },
    "latest_close": 2.14,
    "trend_reference": 1.861917,
    "distance_from_trend": 0.149353,
    "trend_direction": "Improving",
    "fair_value": 1.917173,
    "distance_from_fair_value": 0.116227,
    "fair_value_direction": "Improving",
    "relative_strength": 1.579087,
    "relative_strength_direction": "Improving",
    "price_momentum": 0.407895,
    "excess_performance": 0.21557,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.149353,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.074233,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.116227,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.124481,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.015791,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.070847,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.407895,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 2.009554,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 3051000,
      "relative_activity": 0.727992,
      "balance": 2.009554,
      "dry_up": 1.081668,
      "accumulation_observations": 3,
      "distribution_observations": 3
    },
    "risk": {
      "range_context": 0.062185,
      "annualized_volatility": 0.289748,
      "from_high_reference": -0.053097,
      "from_low_reference": 0.511833
    },
    "levels": {
      "trend_reference": 1.861917,
      "fair_value_reference": 1.917173,
      "structural_low": 1.52,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 13,
        "median_return": -0.005,
        "positive_rate": 0.461538,
        "directional_follow_through": 0.461538,
        "median_excess_return": 0.007942,
        "regime_survival": 0.769231,
        "best_return": 0.494975,
        "worst_return": -0.224638,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 4,
        "median_return": -0.142486,
        "positive_rate": 0.25,
        "directional_follow_through": 0.25,
        "median_excess_return": -0.091368,
        "regime_survival": 0.25,
        "best_return": 0.884423,
        "worst_return": -0.244751,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.09906,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.162014,
        "regime_survival": 0.0,
        "best_return": 0.423208,
        "worst_return": -0.250254,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.108489,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.022487,
        "regime_survival": 0.0,
        "best_return": -0.000124,
        "worst_return": -0.216855,
        "sufficient": false
      }
    ],
    "ledger": [
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        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-05-17",
        "end": "2024-09-20",
        "tenure": "Established",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
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        "end": "2024-11-01",
        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2024-12-27",
        "tenure": "Developing",
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      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "downward_expansion",
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      },
      {
        "regime": "balance",
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        "tenure": "Established",
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      {
        "regime": "upward_expansion",
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        "active": false
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      {
        "regime": "deceleration",
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      {
        "regime": "balance",
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      },
      {
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      },
      {
        "date": "2026-07-24",
        "close": 2.1,
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        "typical_volume": 4154965.0,
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        "fair_value": 1.919391,
        "relative_strength": -2.441181,
        "stage": 2,
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        "modifier": "Established expansion",
        "gate": "up",
        "direction": 62.127313,
        "energy": 52.519458,
        "activity_lines": [
          2.12,
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          2.009,
          1.932392
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      },
      {
        "date": "2026-07-31",
        "close": 2.16,
        "volume": 1771200,
        "typical_volume": 4143630.0,
        "trend": 1.843467,
        "fair_value": 1.918247,
        "relative_strength": 1.658473,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 65.533612,
        "energy": 51.793168,
        "activity_lines": [
          2.137333,
          2.109091,
          2.030952,
          1.953966
        ]
      },
      {
        "date": "2026-08-07",
        "close": 2.14,
        "volume": 3051000,
        "typical_volume": 4190980.0,
        "trend": 1.861917,
        "fair_value": 1.917173,
        "relative_strength": 1.579087,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 61.425308,
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        "activity_lines": [
          2.138667,
          2.118182,
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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."
    }
  }
}