{
  "ticker": {
    "uuid": "8c2b90c3-5699-4edc-a774-268f117c7fef",
    "symbol": "MLN",
    "name": "VANECK LONG MUNI ETF",
    "exchange": "CBOE",
    "country": "US",
    "assetType": "etf"
  },
  "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": "SPY",
    "stage": 3,
    "stage_name": "Distribution",
    "phase": "3a",
    "phase_label": "Stage 3A \u00b7 Churning",
    "transition": "stage_3_churning",
    "transition_label": "Stage 3 range intact",
    "confidence": 96.0,
    "architecture_regime": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Upper balance after advance",
    "architecture_gate": "mixed",
    "architecture_direction": 1.945,
    "architecture_energy": 15.933,
    "architecture_maturity": 26.973,
    "architecture_confidence": 72.367,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "Directional pressure has compressed into balance.",
        "body": "Trend and Activity are compressed into balance, so neither side has durable control. Prior structure and the next directional change provide context; balance alone is not assumed to be a base."
      },
      "scores": {
        "balance": 53.69,
        "rotation_up": 18.67,
        "upward_expansion": 24.76,
        "deceleration": 72.75,
        "rotation_down": 51.88,
        "downward_expansion": 30.76
      },
      "activity_lines": [
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        17.501749,
        17.495822,
        17.473316
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.0
    },
    "latest_close": 17.505,
    "trend_reference": 17.438872,
    "distance_from_trend": 0.003792,
    "trend_direction": "Improving",
    "fair_value": 16.715842,
    "distance_from_fair_value": 0.04721,
    "fair_value_direction": "Weakening",
    "relative_strength": -9.739799,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.009533,
    "excess_performance": -0.116092,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.003792,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.005431,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.04721,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.007936,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.097398,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.015127,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.009533,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.904347,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 851499,
      "relative_activity": 0.763587,
      "balance": 0.904347,
      "dry_up": 0.786109,
      "accumulation_observations": 2,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.010633,
      "annualized_volatility": 0.054631,
      "from_high_reference": -0.013161,
      "from_low_reference": 0.0799
    },
    "levels": {
      "trend_reference": 17.438872,
      "fair_value_reference": 16.715842,
      "structural_low": 17.067516,
      "invalidation": "A decisive breakout above range resistance with renewed RS leadership invalidates the distribution reading; a range-low break confirms deterioration."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 11,
        "median_return": -0.005157,
        "positive_rate": 0.272727,
        "directional_follow_through": 0.272727,
        "median_excess_return": 0.007879,
        "regime_survival": 0.454545,
        "best_return": 0.042966,
        "worst_return": -0.052931,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": -0.004956,
        "positive_rate": 0.4,
        "directional_follow_through": 0.4,
        "median_excess_return": -0.006648,
        "regime_survival": 0.2,
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        "worst_return": -0.108256,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 4,
        "median_return": 0.024126,
        "positive_rate": 0.75,
        "directional_follow_through": 0.75,
        "median_excess_return": -0.00267,
        "regime_survival": 0.0,
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        "worst_return": -0.033122,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
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        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
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        "worst_return": -0.015185,
        "sufficient": false
      }
    ],
    "ledger": [
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      },
      {
        "regime": "upward_expansion",
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      {
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      },
      {
        "regime": "rotation_down",
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      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
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        "tenure": "Established",
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      },
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      {
        "regime": "rotation_up",
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        "active": false
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        "regime": "upward_expansion",
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        "regime": "deceleration",
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      },
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      },
      {
        "date": "2026-07-24",
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        "typical_volume": 1269957.75,
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        "fair_value": 16.695751,
        "relative_strength": -6.97867,
        "stage": 3,
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        "modifier": "Early expansion",
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        "direction": 16.056745,
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      },
      {
        "date": "2026-07-31",
        "close": 17.309935,
        "volume": 879820,
        "typical_volume": 1240243.0,
        "trend": 17.433598,
        "fair_value": 16.705027,
        "relative_strength": -7.838124,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": -11.974645,
        "energy": 18.287639,
        "activity_lines": [
          17.428856,
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      },
      {
        "date": "2026-08-07",
        "close": 17.505,
        "volume": 851499,
        "typical_volume": 1115130.25,
        "trend": 17.438872,
        "fair_value": 16.715842,
        "relative_strength": -9.739799,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": 1.944978,
        "energy": 15.933146,
        "activity_lines": [
          17.430431,
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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."
    }
  }
}