{
  "budget": {
    "max_blocks": 40000,
    "max_ms_total": 13000,
    "max_narrator_tokens": 4500
  },
  "sections": [
    {
      "type": "overview",
      "ordinal": 1,
      "depends_on": [
        "pa_rightward_counties"
      ]
    },
    {
      "type": "shape_map",
      "ordinal": 2,
      "depends_on": [
        "pa_rightward_counties"
      ]
    },
    {
      "type": "historical_trend",
      "ordinal": 3,
      "depends_on": [
        "pa_rightward_counties"
      ]
    },
    {
      "type": "comparison_table",
      "ordinal": 4,
      "depends_on": [
        "pa_rightward_counties"
      ]
    },
    {
      "type": "demographic_lens",
      "ordinal": 5,
      "depends_on": [
        "pa_rightward_counties"
      ]
    }
  ],
  "data_pulls": [
    {
      "kind": "reaggregation",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "pa_rightward_counties"
    },
    {
      "kind": "demographics",
      "shape_label": "pa_rightward_counties"
    },
    {
      "kind": "history",
      "cycles": [
        2024,
        2020,
        2016,
        2012,
        2008
      ],
      "shape_label": "pa_rightward_counties"
    }
  ],
  "plan_version": 1,
  "narrative_angle": {
    "overall_frame": "The specific Pennsylvania counties where the 2012 to 2024 shift toward Republicans has been largest, and how their trajectory compares to the state overall.",
    "avoid_emphasizing": [
      "Generic 'Rust Belt decline' framing without county-specific evidence",
      "Causal attribution to any single national political figure or policy",
      "Treating the cohort as a monolithic 'white working-class' bloc without the specific numbers"
    ],
    "headline_emphasis": "Magnitude of R-ward swing from 2012 to 2024 for the top Pennsylvania counties and what they share demographically"
  },
  "resolution_strategy": {
    "primary_shape": [
      {
        "tool": "ask_historian",
        "params": {
          "question": "Top 10 Pennsylvania counties with the largest Republican-ward swing in presidential margin between 2012 and 2024 (most negative value of margin_2024 minus margin_2012), ranked by swing magnitude",
          "output_shape": "geo_ids"
        },
        "output_label": "pa_rightward_counties"
      }
    ],
    "comparison_shapes": [
      {
        "role": "containing_state"
      },
      {
        "role": "national"
      }
    ]
  },
  "confidence_rationale": "Well-defined cycle pair and state scope with direct Historian template match (national.ts counties_with_largest_swings_between_years) restricted to Pennsylvania, high-coverage state.",
  "question_interpretation": {
    "summary": "Pennsylvania counties that shifted most to the right (Republican-ward) in presidential margin between 2012 and 2024, ranked by swing magnitude.",
    "ambiguity_notes": [
      "Interpreting 'shifted most to the right since 2012' as largest Republican-ward movement in presidential margin measured endpoint-to-endpoint (2012 vs 2024), not as largest monotonic trend.",
      "Margin convention is (dem - rep) / total * 100; rightward shift means margin_2024 - margin_2012 is most negative.",
      "Defaulting to top 10 counties by swing magnitude."
    ],
    "question_archetype": "trend"
  }
}