{
  "ticker": {
    "uuid": "7d9bdb80-9e33-43c8-bced-6b5ec23c4658",
    "symbol": "MMD",
    "name": "MainStay MacKay DefinedTerm Municipal Opportunities Fund",
    "exchange": "NYSE",
    "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": 81.857,
    "architecture_regime": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Upper balance after advance",
    "architecture_gate": "mixed",
    "architecture_direction": 0.501,
    "architecture_energy": 10.419,
    "architecture_maturity": 11.847,
    "architecture_confidence": 65.758,
    "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": 52.64,
        "rotation_up": 19.21,
        "upward_expansion": 33.32,
        "deceleration": 69.15,
        "rotation_down": 50.23,
        "downward_expansion": 23.66
      },
      "activity_lines": [
        15.042891,
        15.145003,
        15.133914,
        15.094901
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.166667
    },
    "latest_close": 15.01,
    "trend_reference": 15.071247,
    "distance_from_trend": -0.004064,
    "trend_direction": "Improving",
    "fair_value": 14.566728,
    "distance_from_fair_value": 0.03043,
    "fair_value_direction": "Weakening",
    "relative_strength": -9.799692,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.014857,
    "excess_performance": -0.140482,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.004064,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.014766,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.03043,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.012933,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.097997,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.0257,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.014857,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.451428,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 339411,
      "relative_activity": 1.258865,
      "balance": 1.451428,
      "dry_up": 0.802468,
      "accumulation_observations": 3,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.022397,
      "annualized_volatility": 0.09697,
      "from_high_reference": -0.033814,
      "from_low_reference": 0.086838
    },
    "levels": {
      "trend_reference": 15.071247,
      "fair_value_reference": 14.566728,
      "structural_low": 14.260067,
      "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": 15,
        "median_return": -0.012291,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.01389,
        "regime_survival": 0.4,
        "best_return": 0.127186,
        "worst_return": -0.117943,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 8,
        "median_return": -0.042419,
        "positive_rate": 0.375,
        "directional_follow_through": 0.375,
        "median_excess_return": -0.066206,
        "regime_survival": 0.25,
        "best_return": 0.096992,
        "worst_return": -0.165451,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 7,
        "median_return": -0.014405,
        "positive_rate": 0.142857,
        "directional_follow_through": 0.142857,
        "median_excess_return": -0.096133,
        "regime_survival": 0.428571,
        "best_return": 0.056227,
        "worst_return": -0.101701,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 4,
        "median_return": -0.016305,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.168633,
        "regime_survival": 0.0,
        "best_return": 0.052692,
        "worst_return": -0.134719,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-03-29",
        "end": "2024-05-17",
        "tenure": "Developing",
        "return": 0.016654,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-05-24",
        "end": "2024-10-25",
        "tenure": "Established",
        "return": 0.031862,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-11-01",
        "end": "2024-11-15",
        "tenure": "New",
        "return": -0.013245,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2024-11-22",
        "end": "2024-12-20",
        "tenure": "Developing",
        "return": -0.055117,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-12-27",
        "end": "2025-02-28",
        "tenure": "Developing",
        "return": 0.063844,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-03-07",
        "end": "2025-04-04",
        "tenure": "Developing",
        "return": -0.028175,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-04-11",
        "end": "2025-06-27",
        "tenure": "Developing",
        "return": 0.054725,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-07-04",
        "end": "2025-09-12",
        "tenure": "Developing",
        "return": 0.043385,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-11-21",
        "tenure": "Developing",
        "return": -0.022344,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-11-28",
        "end": "2026-01-09",
        "tenure": "Developing",
        "return": 0.023527,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2026-03-20",
        "tenure": "Developing",
        "return": -0.01278,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2026-06-19",
        "tenure": "Established",
        "return": 0.060813,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "start": "2026-06-26",
        "end": "2026-07-31",
        "tenure": "Developing",
        "return": -0.033184,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-08-07",
        "end": "2026-08-07",
        "tenure": "New",
        "return": 0.0,
        "active": true
      }
    ],
    "chart_path": [
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      {
        "date": "2026-04-17",
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        "stage": 2,
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        "modifier": "Recompressing",
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        "energy": 14.850119,
        "activity_lines": [
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      },
      {
        "date": "2026-04-24",
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      {
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      },
      {
        "date": "2026-05-08",
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      },
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        "date": "2026-05-15",
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      },
      {
        "date": "2026-05-22",
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      {
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        "typical_volume": 289358.55,
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      },
      {
        "date": "2026-06-05",
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      },
      {
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      },
      {
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "fair_value": 14.555004,
        "relative_strength": -7.563043,
        "stage": 3,
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        "modifier": "Re-accelerating",
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      },
      {
        "date": "2026-07-17",
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        "typical_volume": 274955.7,
        "trend": 15.032555,
        "fair_value": 14.558955,
        "relative_strength": -4.935348,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
        "gate": "up",
        "direction": 55.13334,
        "energy": 35.092427,
        "activity_lines": [
          15.296481,
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          15.148615,
          15.105975
        ]
      },
      {
        "date": "2026-07-24",
        "close": 15.05,
        "volume": 175505,
        "typical_volume": 265487.15,
        "trend": 15.053513,
        "fair_value": 14.561909,
        "relative_strength": -5.83829,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
        "gate": "up",
        "direction": 32.614844,
        "energy": 16.314092,
        "activity_lines": [
          15.210443,
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          15.14895,
          15.107101
        ]
      },
      {
        "date": "2026-07-31",
        "close": 14.92,
        "volume": 187770,
        "typical_volume": 265755.65,
        "trend": 15.06559,
        "fair_value": 14.563472,
        "relative_strength": -7.433428,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
        "gate": "up",
        "direction": 15.326922,
        "energy": 13.299722,
        "activity_lines": [
          15.094597,
          15.182543,
          15.137015,
          15.098487
        ]
      },
      {
        "date": "2026-08-07",
        "close": 15.01,
        "volume": 339411,
        "typical_volume": 269616.7,
        "trend": 15.071247,
        "fair_value": 14.566728,
        "relative_strength": -9.799692,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": 0.500979,
        "energy": 10.419099,
        "activity_lines": [
          15.042891,
          15.145003,
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          15.094901
        ]
      }
    ],
    "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."
    }
  }
}