{
  "budget": {
    "max_blocks": 150000,
    "max_ms_total": 13000,
    "max_narrator_tokens": 4500
  },
  "sections": [
    {
      "type": "overview",
      "ordinal": 1,
      "depends_on": [
        "maricopa"
      ]
    },
    {
      "type": "shape_map",
      "ordinal": 2,
      "depends_on": [
        "maricopa"
      ]
    },
    {
      "type": "flip_analysis",
      "ordinal": 3,
      "depends_on": [
        "maricopa"
      ]
    },
    {
      "type": "historical_trend",
      "ordinal": 4,
      "depends_on": [
        "maricopa"
      ]
    },
    {
      "type": "demographic_lens",
      "ordinal": 5,
      "depends_on": [
        "maricopa"
      ]
    },
    {
      "type": "comparison_table",
      "ordinal": 6,
      "depends_on": [
        "maricopa"
      ]
    }
  ],
  "data_pulls": [
    {
      "kind": "reaggregation",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "maricopa"
    },
    {
      "kind": "demographics",
      "shape_label": "maricopa"
    },
    {
      "kind": "history",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "maricopa"
    },
    {
      "kind": "similar_peers",
      "options": {
        "k": 10
      },
      "shape_label": "maricopa"
    }
  ],
  "plan_version": 1,
  "narrative_angle": {
    "overall_frame": "Maricopa's 2020 to 2024 swing as a measurable shift — magnitude, where it concentrated, and peer context.",
    "avoid_emphasizing": [
      "Causal claims about 'drivers' without sub-geography concentration data to support them",
      "Generic 'Sun Belt realignment' or 'Latino realignment' framing without the specific numbers",
      "Treating Maricopa's shift as monocausal or attributing it to a single policy, group, or event"
    ],
    "headline_emphasis": "The 2020 to 2024 margin swing in Maricopa in points, which sub-areas concentrated the shift, and how it compares to Arizona and peer counties"
  },
  "resolution_strategy": {
    "primary_shape": [
      {
        "tool": "lookup_geography",
        "params": {
          "query": "Maricopa County, AZ",
          "preferred_geo_types": [
            "county"
          ]
        },
        "output_label": "maricopa"
      }
    ],
    "comparison_shapes": [
      {
        "role": "containing_state"
      },
      {
        "role": "national"
      },
      {
        "role": "peer_group"
      }
    ]
  },
  "confidence_rationale": "Named county with full MV coverage across 5 cycles; flip is well-defined as a two-cycle margin comparison and peer comparison is a single HNSW lookup.",
  "question_interpretation": {
    "summary": "Analysis of Maricopa County, AZ's partisan swing between the 2020 and 2024 presidential elections — magnitude, sub-geographic concentration, and peer-county context.",
    "ambiguity_notes": [
      "Interpreting 'drove' as identifying the magnitude of the 2020→2024 margin shift and which sub-geographies within Maricopa showed the largest contributions; causal attribution beyond concentration patterns and peer comparison is not possible from election data alone.",
      "Using the (dem-rep)/total margin convention; swing computed as margin_2024 − margin_2020.",
      "Peer context included via the peer_group comparison role to contextualize whether the swing is idiosyncratic to Maricopa or part of a broader wave."
    ],
    "question_archetype": "flip_analysis"
  }
}