{
  "ticker": {
    "uuid": "44fb1dfb-2ca0-4ba2-9bde-49b34e6f0386",
    "symbol": "CSS",
    "name": "Communication & System Solution 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": 62.968,
    "architecture_energy": 45.676,
    "architecture_maturity": 68.796,
    "architecture_confidence": 85.172,
    "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": 7.13,
        "rotation_up": 53.35,
        "upward_expansion": 82.2,
        "deceleration": 64.95,
        "rotation_down": 25.3,
        "downward_expansion": 6.53
      },
      "activity_lines": [
        1.010667,
        1.002182,
        0.954767,
        0.906597
      ],
      "activity_state": "Wide",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.833333
    },
    "latest_close": 1.02,
    "trend_reference": 0.850077,
    "distance_from_trend": 0.199891,
    "trend_direction": "Improving",
    "fair_value": 0.811102,
    "distance_from_fair_value": 0.257548,
    "fair_value_direction": "Improving",
    "relative_strength": 8.285488,
    "relative_strength_direction": "Improving",
    "price_momentum": 0.342105,
    "excess_performance": 0.14978,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.199891,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.103788,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.257548,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.318001,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.082855,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.223623,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.342105,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 7.299012,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 6357100,
      "relative_activity": 0.486821,
      "balance": 7.299012,
      "dry_up": 0.913347,
      "accumulation_observations": 3,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.085219,
      "annualized_volatility": 0.317763,
      "from_high_reference": -0.089286,
      "from_low_reference": 0.414651
    },
    "levels": {
      "trend_reference": 0.850077,
      "fair_value_reference": 0.811102,
      "structural_low": 0.721026,
      "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": -0.010077,
        "positive_rate": 0.3,
        "directional_follow_through": 0.3,
        "median_excess_return": -0.019468,
        "regime_survival": 0.6,
        "best_return": 0.064516,
        "worst_return": -0.129755,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 4,
        "median_return": -0.099521,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.077969,
        "regime_survival": 0.0,
        "best_return": -0.02381,
        "worst_return": -0.245044,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.082287,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.091179,
        "regime_survival": 0.0,
        "best_return": -0.048214,
        "worst_return": -0.105263,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.206812,
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        "worst_return": -0.285441,
        "sufficient": false
      }
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        "regime": "rotation_up",
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      },
      {
        "date": "2026-07-17",
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        "stage": 2,
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        "direction": 68.095909,
        "energy": 56.040102,
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          1.002667,
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          0.91531,
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      },
      {
        "date": "2026-07-24",
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        "typical_volume": 12831435.0,
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        "relative_strength": 6.186122,
        "stage": 2,
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        "modifier": "Established expansion",
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        "direction": 66.444186,
        "energy": 54.136941,
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          1.010667,
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          0.930683,
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        ]
      },
      {
        "date": "2026-07-31",
        "close": 0.99,
        "volume": 4481700,
        "typical_volume": 12880955.0,
        "trend": 0.840761,
        "fair_value": 0.811044,
        "relative_strength": 4.385626,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 60.29962,
        "energy": 47.369536,
        "activity_lines": [
          1.006667,
          0.997091,
          0.941867,
          0.895033
        ]
      },
      {
        "date": "2026-08-07",
        "close": 1.02,
        "volume": 6357100,
        "typical_volume": 13058400.0,
        "trend": 0.850077,
        "fair_value": 0.811102,
        "relative_strength": 8.285488,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 62.968094,
        "energy": 45.675754,
        "activity_lines": [
          1.010667,
          1.002182,
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          0.906597
        ]
      }
    ],
    "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."
    }
  }
}