{
  "generated_at": "2026-08-03",
  "documents": [
    {
      "wave": "rodada7_2026-07-27",
      "file": "declaracao_estatistico.pdf",
      "bytes": 83987,
      "sha256": "78bef4dd676a524aba7f5f0d9e84e99df79459af96813604bca08bdbf3148715"
    },
    {
      "wave": "rodada7_2026-07-27",
      "file": "municipios.pdf",
      "bytes": 597262,
      "sha256": "6862b5fcbdeace7eaf80ef0bcc8d5eacf4bae2db3217096c541718d9670bdcfe"
    },
    {
      "wave": "rodada7_2026-07-27",
      "file": "questionario.pdf",
      "bytes": 416681,
      "sha256": "bed095a5b75555979b6dd00bfa26c41890f050ecb6c9f50ddf9be78b21646339"
    },
    {
      "wave": "rodada7_2026-07-27",
      "file": "relatorio.pdf",
      "bytes": 2346501,
      "sha256": "1b862e5a2e4d6d62dae32c605a31f93043ce5b27191416cb37444f388ab0e410"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "declaracao_estatistico.pdf",
      "bytes": 83986,
      "sha256": "e6dae37d6a0532aa7575bf593f686f0f5e9513f9f4ec12ca329632b5374912d6"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "municipios.pdf",
      "bytes": 564008,
      "sha256": "001a315ee100d3c39b92a7079170c64d7690b3828bc1403f7ea59d3e8ce875c5"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "nota_fiscal.pdf",
      "bytes": 142029,
      "sha256": "2998e8248c692899abd8d9dc8cff80189f413bca4ecbe1f9925a8a0ee50c56b8"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "questionario.pdf",
      "bytes": 426505,
      "sha256": "a8b6f67ad436d0d9ca5d3ccaf19d67939cefa4df6980eba1c7d3fb19a5027b29"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "registro_tse.pdf",
      "bytes": 163536,
      "sha256": "393d77e0284a99b0ce66b081769026316347ee01a638b4d7c98864e58ff8d36d"
    },
    {
      "wave": "rodada8_2026-08-03",
      "file": "relatorio.pdf",
      "bytes": 2405493,
      "sha256": "170bd21ac02fc506721ec0e8c275a3f4801215cbc1221b1f59d857c244194eac"
    }
  ],
  "series": {
    "dates": [
      "30 mar.",
      "27 abr.",
      "25 mai.",
      "15 jun.",
      "29 jun.",
      "13 jul.",
      "27 jul.",
      "3 ago."
    ],
    "first": {
      "Lula": [
        41,
        41,
        40,
        42,
        42,
        40,
        42,
        41
      ],
      "Flávio": [
        38,
        36,
        35,
        33,
        34,
        34,
        33,
        37
      ]
    },
    "runoff": {
      "Lula": [
        46,
        46,
        47,
        49,
        47,
        47,
        47,
        46
      ],
      "Flávio": [
        46,
        45,
        43,
        43,
        44,
        44,
        43,
        45
      ]
    },
    "spontaneous": {
      "Lula": [
        32,
        33,
        36,
        36,
        38,
        35,
        36,
        36
      ],
      "Flávio": [
        26,
        26,
        26,
        27,
        27,
        24,
        27,
        28
      ]
    }
  },
  "toplines": {
    "july": {
      "first": [
        42,
        33,
        6,
        5,
        3,
        2,
        1,
        0,
        6,
        2
      ],
      "runoff": [
        47,
        43,
        9,
        1
      ],
      "labels": [
        "Lula",
        "Flávio",
        "Caiado",
        "Renan",
        "Zema",
        "Cury",
        "Daciolo",
        "Samara",
        "B/N",
        "NS"
      ]
    },
    "august": {
      "first": [
        41,
        37,
        5,
        4,
        3,
        1,
        1,
        1,
        4,
        3
      ],
      "runoff": [
        46,
        45,
        8,
        2
      ],
      "labels": [
        "Lula",
        "Flávio",
        "Caiado",
        "Renan",
        "Zema",
        "Cury",
        "Daciolo",
        "Samara",
        "B/N",
        "NS"
      ]
    }
  },
  "profiles": {
    "july": {
      "sex": [
        53,
        47
      ],
      "age": [
        12,
        30,
        34,
        24
      ],
      "education": [
        36,
        41,
        23
      ],
      "income": [
        23,
        17,
        40,
        20
      ],
      "region": [
        16,
        28,
        42,
        14
      ],
      "labour": [
        42,
        17,
        5,
        35
      ]
    },
    "august": {
      "sex": [
        53,
        47
      ],
      "age": [
        12,
        30,
        34,
        24
      ],
      "education": [
        36,
        41,
        23
      ],
      "income": [
        22,
        18,
        40,
        21
      ],
      "region": [
        16,
        28,
        42,
        14
      ],
      "labour": [
        43,
        17,
        5,
        35
      ]
    }
  },
  "territory": {
    "july": {
      "cities": 819,
      "interviews": 2004,
      "singletons": 543,
      "singleton_city_pct": 66.3,
      "singleton_interview_pct": 27.1,
      "raw_region_pct": {
        "Centro-Oeste": 8.68,
        "Nordeste": 24.6,
        "Norte": 7.88,
        "Sudeste": 43.81,
        "Sul": 15.02
      },
      "top": [
        {
          "code": "3550308",
          "city": "São Paulo",
          "uf": "SP",
          "n": 108
        },
        {
          "code": "3304557",
          "city": "Rio de Janeiro",
          "uf": "RJ",
          "n": 71
        },
        {
          "code": "3106200",
          "city": "Belo Horizonte",
          "uf": "MG",
          "n": 45
        },
        {
          "code": "5300108",
          "city": "Distrito Federal Brasília",
          "uf": "DF",
          "n": 39
        },
        {
          "code": "2304400",
          "city": "Fortaleza",
          "uf": "CE",
          "n": 28
        },
        {
          "code": "2611606",
          "city": "Recife",
          "uf": "PE",
          "n": 28
        },
        {
          "code": "2927408",
          "city": "Salvador",
          "uf": "BA",
          "n": 27
        },
        {
          "code": "4106902",
          "city": "Curitiba",
          "uf": "PR",
          "n": 22
        },
        {
          "code": "4314902",
          "city": "Porto Alegre",
          "uf": "RS",
          "n": 21
        },
        {
          "code": "5208707",
          "city": "Goiânia",
          "uf": "GO",
          "n": 20
        },
        {
          "code": "2704302",
          "city": "Maceió",
          "uf": "AL",
          "n": 19
        },
        {
          "code": "5103403",
          "city": "Cuiabá",
          "uf": "MT",
          "n": 16
        }
      ]
    },
    "august": {
      "cities": 748,
      "interviews": 2002,
      "singletons": 475,
      "singleton_city_pct": 63.5,
      "singleton_interview_pct": 23.73,
      "raw_region_pct": {
        "Centro-Oeste": 8.79,
        "Nordeste": 25.07,
        "Norte": 7.74,
        "Sudeste": 42.81,
        "Sul": 15.58
      },
      "top": [
        {
          "code": "3550308",
          "city": "São Paulo",
          "uf": "SP",
          "n": 126
        },
        {
          "code": "3304557",
          "city": "Rio de Janeiro",
          "uf": "RJ",
          "n": 78
        },
        {
          "code": "3106200",
          "city": "Belo Horizonte",
          "uf": "MG",
          "n": 53
        },
        {
          "code": "5300108",
          "city": "Distrito Federal Brasília",
          "uf": "DF",
          "n": 49
        },
        {
          "code": "4106902",
          "city": "Curitiba",
          "uf": "PR",
          "n": 26
        },
        {
          "code": "4314902",
          "city": "Porto Alegre",
          "uf": "RS",
          "n": 26
        },
        {
          "code": "2927408",
          "city": "Salvador",
          "uf": "BA",
          "n": 25
        },
        {
          "code": "3509502",
          "city": "Campinas",
          "uf": "SP",
          "n": 23
        },
        {
          "code": "2304400",
          "city": "Fortaleza",
          "uf": "CE",
          "n": 22
        },
        {
          "code": "1501402",
          "city": "Belém",
          "uf": "PA",
          "n": 20
        },
        {
          "code": "2611606",
          "city": "Recife",
          "uf": "PE",
          "n": 18
        },
        {
          "code": "5208707",
          "city": "Goiânia",
          "uf": "GO",
          "n": 16
        }
      ]
    },
    "overlap": 337,
    "entered": 411,
    "left": 482,
    "retention_pct": 45.05,
    "jaccard_pct": 27.4
  },
  "benchmarks": {
    "pnad_income_2025": {
      "distribution": {
        "Até 1 SM": {
          "pct": 13.4977,
          "moe": 0.2467,
          "low": 13.251,
          "high": 13.7444
        },
        "1-2 SM": {
          "pct": 21.9424,
          "moe": 0.3569,
          "low": 21.5856,
          "high": 22.2993
        },
        "2-5 SM": {
          "pct": 39.2311,
          "moe": 0.4573,
          "low": 38.7738,
          "high": 39.6885
        },
        "5+ SM": {
          "pct": 25.3287,
          "moe": 0.5355,
          "low": 24.7933,
          "high": 25.8642
        }
      },
      "weighted_people": 168290529,
      "replicates": 200,
      "replicate_shares": [
        [
          13.5914,
          21.8055,
          39.1691,
          25.434
        ],
        [
          13.5718,
          22.0136,
          39.0647,
          25.3499
        ],
        [
          13.3997,
          21.8074,
          39.3091,
          25.4839
        ],
        [
          13.4444,
          22.0381,
          39.2216,
          25.2958
        ],
        [
          13.4312,
          21.9523,
          39.1543,
          25.4623
        ],
        [
          13.6175,
          21.9724,
          39.166,
          25.2441
        ],
        [
          13.2153,
          22.1821,
          39.3655,
          25.2372
        ],
        [
          13.5145,
          22.0574,
          39.1592,
          25.2689
        ],
        [
          13.5201,
          21.98,
          39.4894,
          25.0105
        ],
        [
          13.6902,
          21.8637,
          39.5901,
          24.856
        ],
        [
          13.3739,
          22.0743,
          39.3692,
          25.1825
        ],
        [
          13.5401,
          21.8509,
          39.3133,
          25.2957
        ],
        [
          13.6603,
          21.8066,
          39.0523,
          25.4808
        ],
        [
          13.3568,
          21.7901,
          39.0774,
          25.7757
        ],
        [
          13.3891,
          22.1361,
          39.2897,
          25.1851
        ],
        [
          13.5758,
          21.878,
          39.4766,
          25.0695
        ],
        [
          13.6083,
          21.9611,
          38.6424,
          25.7881
        ],
        [
          13.4325,
          21.866,
          39.3098,
          25.3917
        ],
        [
          13.3774,
          21.6604,
          39.4735,
          25.4887
        ],
        [
          13.5131,
          22.0937,
          39.2584,
          25.1348
        ],
        [
          13.3334,
          21.9117,
          38.9393,
          25.8156
        ],
        [
          13.5496,
          21.8249,
          39.1197,
          25.5058
        ],
        [
          13.398,
          21.7058,
          39.7223,
          25.1738
        ],
        [
          13.5203,
          22.0195,
          38.8004,
          25.6597
        ],
        [
          13.4154,
          22.2293,
          39.2337,
          25.1216
        ],
        [
          13.5184,
          21.9057,
          39.1724,
          25.4035
        ],
        [
          13.5122,
          21.7316,
          39.4421,
          25.3142
        ],
        [
          13.4315,
          22.2563,
          39.3735,
          24.9387
        ],
        [
          13.5498,
          22.1584,
          39.1641,
          25.1277
        ],
        [
          13.7195,
          21.9815,
          39.1198,
          25.1792
        ],
        [
          13.5065,
          22.0873,
          39.5749,
          24.8313
        ],
        [
          13.3607,
          21.9864,
          39.3002,
          25.3527
        ],
        [
          13.4374,
          21.897,
          39.2327,
          25.4328
        ],
        [
          13.4774,
          21.7964,
          39.0484,
          25.6778
        ],
        [
          13.4169,
          22.0099,
          39.2582,
          25.315
        ],
        [
          13.19,
          21.7561,
          38.9789,
          26.075
        ],
        [
          13.3899,
          21.6936,
          39.2031,
          25.7134
        ],
        [
          13.3222,
          21.7554,
          39.7807,
          25.1418
        ],
        [
          13.2941,
          21.6502,
          39.2833,
          25.7724
        ],
        [
          13.3088,
          21.8252,
          39.6451,
          25.2209
        ],
        [
          13.5934,
          21.9168,
          39.0978,
          25.392
        ],
        [
          13.4688,
          21.9561,
          39.0036,
          25.5715
        ],
        [
          13.5728,
          21.748,
          39.4381,
          25.2411
        ],
        [
          13.7436,
          21.881,
          39.1343,
          25.2411
        ],
        [
          13.3698,
          21.9415,
          39.6181,
          25.0706
        ],
        [
          13.6129,
          22.261,
          38.9693,
          25.1568
        ],
        [
          13.6338,
          21.9228,
          38.9413,
          25.5021
        ],
        [
          13.476,
          21.7759,
          39.6582,
          25.09
        ],
        [
          13.3812,
          21.8998,
          39.4042,
          25.3149
        ],
        [
          13.5145,
          21.6007,
          39.2141,
          25.6707
        ],
        [
          13.4996,
          21.4622,
          39.1752,
          25.863
        ],
        [
          13.586,
          21.9571,
          39.2703,
          25.1866
        ],
        [
          13.4468,
          21.9399,
          39.0722,
          25.5411
        ],
        [
          13.5705,
          22.158,
          39.4183,
          24.8533
        ],
        [
          13.3076,
          21.8533,
          39.7445,
          25.0946
        ],
        [
          13.6512,
          21.9716,
          39.4314,
          24.9459
        ],
        [
          13.4204,
          21.8917,
          39.2965,
          25.3915
        ],
        [
          13.4689,
          21.9284,
          39.6406,
          24.9621
        ],
        [
          13.5579,
          22.1671,
          39.294,
          24.981
        ],
        [
          13.5704,
          21.6306,
          39.183,
          25.616
        ],
        [
          13.4561,
          21.7907,
          39.301,
          25.4521
        ],
        [
          13.5366,
          21.9853,
          39.1739,
          25.3042
        ],
        [
          13.6196,
          21.8307,
          38.7534,
          25.7963
        ],
        [
          13.3799,
          21.5658,
          39.6939,
          25.3603
        ],
        [
          13.5756,
          21.5971,
          39.8417,
          24.9857
        ],
        [
          13.441,
          21.7967,
          39.4133,
          25.349
        ],
        [
          13.5323,
          21.9093,
          39.414,
          25.1445
        ],
        [
          13.493,
          22.0253,
          38.5265,
          25.9552
        ],
        [
          13.7211,
          22.1174,
          39.0302,
          25.1313
        ],
        [
          13.4936,
          22.0161,
          39.0578,
          25.4325
        ],
        [
          13.602,
          22.0116,
          39.1461,
          25.2404
        ],
        [
          13.4262,
          21.8719,
          39.1882,
          25.5137
        ],
        [
          13.4245,
          21.8924,
          39.2982,
          25.3849
        ],
        [
          13.5096,
          22.0662,
          38.9303,
          25.494
        ],
        [
          13.684,
          22.1168,
          38.8612,
          25.338
        ],
        [
          13.5966,
          21.6959,
          39.2025,
          25.505
        ],
        [
          13.5517,
          22.0816,
          39.0057,
          25.361
        ],
        [
          13.6294,
          22.0007,
          39.3498,
          25.0201
        ],
        [
          13.4736,
          21.8483,
          39.3625,
          25.3156
        ],
        [
          13.7012,
          22.0087,
          39.2609,
          25.0292
        ],
        [
          13.5704,
          21.6679,
          39.3261,
          25.4356
        ],
        [
          13.3229,
          21.7931,
          39.0952,
          25.7889
        ],
        [
          13.6499,
          22.1349,
          39.0604,
          25.1549
        ],
        [
          13.4547,
          21.8626,
          39.4006,
          25.2822
        ],
        [
          13.854,
          22.0266,
          39.12,
          24.9994
        ],
        [
          13.4146,
          21.7507,
          39.5125,
          25.3223
        ],
        [
          13.2133,
          21.8561,
          38.6723,
          26.2583
        ],
        [
          13.3493,
          22.0666,
          38.9764,
          25.6077
        ],
        [
          13.1836,
          21.8408,
          39.5049,
          25.4706
        ],
        [
          13.6511,
          21.9745,
          39.3437,
          25.0308
        ],
        [
          13.3414,
          21.553,
          39.1779,
          25.9277
        ],
        [
          13.5598,
          22.1402,
          39.0663,
          25.2337
        ],
        [
          13.4969,
          22.1555,
          39.1015,
          25.2461
        ],
        [
          13.5795,
          21.9509,
          39.1021,
          25.3675
        ],
        [
          13.4245,
          22.0978,
          39.2802,
          25.1975
        ],
        [
          13.5765,
          22.2419,
          39.3664,
          24.8153
        ],
        [
          13.4595,
          22.0623,
          39.3733,
          25.1049
        ],
        [
          13.5856,
          21.9785,
          38.7865,
          25.6494
        ],
        [
          13.6515,
          21.8716,
          39.0079,
          25.469
        ],
        [
          13.5628,
          21.8024,
          39.4016,
          25.2333
        ],
        [
          13.6015,
          21.5955,
          39.1502,
          25.6528
        ],
        [
          13.6028,
          22.3722,
          39.5078,
          24.5172
        ],
        [
          13.4591,
          21.8778,
          39.1871,
          25.476
        ],
        [
          13.2441,
          21.7573,
          39.2753,
          25.7233
        ],
        [
          13.4852,
          21.9561,
          39.1056,
          25.4531
        ],
        [
          13.6438,
          21.9305,
          39.0917,
          25.3339
        ],
        [
          13.3989,
          22.1369,
          39.3759,
          25.0883
        ],
        [
          13.5571,
          22.0891,
          39.3459,
          25.0078
        ],
        [
          13.4549,
          21.8083,
          39.3723,
          25.3645
        ],
        [
          13.3583,
          21.9991,
          39.0254,
          25.6173
        ],
        [
          13.4545,
          21.7835,
          38.8949,
          25.8671
        ],
        [
          13.579,
          21.8649,
          39.0181,
          25.5379
        ],
        [
          13.583,
          21.8276,
          39.3749,
          25.2145
        ],
        [
          13.6263,
          21.7853,
          39.3008,
          25.2876
        ],
        [
          13.6217,
          21.8749,
          39.3467,
          25.1567
        ],
        [
          13.7153,
          21.7063,
          39.1076,
          25.4707
        ],
        [
          13.6167,
          21.9984,
          39.2224,
          25.1625
        ],
        [
          13.4665,
          22.1184,
          39.235,
          25.1801
        ],
        [
          13.5564,
          21.8531,
          39.5289,
          25.0616
        ],
        [
          13.5974,
          22.0816,
          38.9243,
          25.3967
        ],
        [
          13.6175,
          22.5781,
          38.7444,
          25.06
        ],
        [
          13.7666,
          22.0205,
          39.1078,
          25.1051
        ],
        [
          13.2075,
          22.0837,
          39.2181,
          25.4907
        ],
        [
          13.7178,
          21.4881,
          39.358,
          25.4361
        ],
        [
          13.683,
          22.1679,
          38.9295,
          25.2196
        ],
        [
          13.4998,
          21.7939,
          39.5281,
          25.1781
        ],
        [
          13.6187,
          21.8468,
          39.1039,
          25.4306
        ],
        [
          13.4202,
          22.1411,
          39.1409,
          25.2977
        ],
        [
          13.5467,
          21.9801,
          38.901,
          25.5722
        ],
        [
          13.5896,
          22.0755,
          39.4704,
          24.8645
        ],
        [
          13.4511,
          21.847,
          39.4564,
          25.2455
        ],
        [
          13.378,
          21.5288,
          39.1634,
          25.9297
        ],
        [
          13.4729,
          22.0204,
          39.323,
          25.1837
        ],
        [
          13.5718,
          22.0256,
          39.0359,
          25.3667
        ],
        [
          13.3886,
          21.805,
          39.4204,
          25.3859
        ],
        [
          13.6705,
          21.6768,
          39.1479,
          25.5049
        ],
        [
          13.6047,
          22.26,
          39.2546,
          24.8807
        ],
        [
          13.8734,
          22.217,
          38.7862,
          25.1233
        ],
        [
          13.7446,
          22.2929,
          38.872,
          25.0905
        ],
        [
          13.4555,
          21.9769,
          39.2487,
          25.3189
        ],
        [
          13.3709,
          21.7241,
          39.452,
          25.453
        ],
        [
          13.5641,
          21.6002,
          39.2219,
          25.6138
        ],
        [
          13.5555,
          21.973,
          39.1203,
          25.3512
        ],
        [
          13.3454,
          21.7587,
          39.1128,
          25.7832
        ],
        [
          13.607,
          21.9677,
          39.6336,
          24.7917
        ],
        [
          13.5116,
          22.093,
          39.382,
          25.0133
        ],
        [
          13.5568,
          22.0831,
          39.2186,
          25.1416
        ],
        [
          13.4278,
          22.1854,
          39.2823,
          25.1044
        ],
        [
          13.6597,
          21.7892,
          39.2061,
          25.3451
        ],
        [
          13.5425,
          22.0963,
          38.7988,
          25.5624
        ],
        [
          13.6889,
          21.929,
          39.121,
          25.2611
        ],
        [
          13.5993,
          21.6937,
          39.0647,
          25.6423
        ],
        [
          13.6435,
          22.2833,
          38.9057,
          25.1675
        ],
        [
          13.5712,
          21.8628,
          39.2231,
          25.3429
        ],
        [
          13.5509,
          21.9872,
          39.0996,
          25.3622
        ],
        [
          13.4759,
          21.939,
          39.3949,
          25.1902
        ],
        [
          13.5697,
          22.2031,
          38.8661,
          25.3611
        ],
        [
          13.6459,
          21.9335,
          39.4831,
          24.9375
        ],
        [
          13.4165,
          21.9444,
          39.609,
          25.0301
        ],
        [
          13.3981,
          21.6399,
          39.296,
          25.6661
        ],
        [
          13.39,
          22.0295,
          39.3533,
          25.2272
        ],
        [
          13.4428,
          22.1182,
          39.1796,
          25.2594
        ],
        [
          13.2774,
          22.0715,
          39.3535,
          25.2975
        ],
        [
          13.6098,
          21.8806,
          39.2404,
          25.2693
        ],
        [
          13.446,
          21.8468,
          39.2596,
          25.4475
        ],
        [
          13.5938,
          21.9031,
          39.5303,
          24.9728
        ],
        [
          13.544,
          21.9713,
          39.0863,
          25.3984
        ],
        [
          13.4331,
          21.8543,
          39.0291,
          25.6835
        ],
        [
          13.4436,
          21.6216,
          39.3334,
          25.6013
        ],
        [
          13.4093,
          22.0854,
          39.2946,
          25.2107
        ],
        [
          13.4431,
          21.6737,
          39.3563,
          25.5269
        ],
        [
          13.2711,
          21.8815,
          39.6019,
          25.2456
        ],
        [
          13.4709,
          22.0156,
          39.1725,
          25.3409
        ],
        [
          13.5784,
          21.8866,
          39.357,
          25.178
        ],
        [
          13.4647,
          22.1759,
          39.0879,
          25.2715
        ],
        [
          13.3046,
          21.5928,
          39.2771,
          25.8255
        ],
        [
          13.357,
          21.8869,
          39.7421,
          25.014
        ],
        [
          13.4251,
          22.0014,
          38.8295,
          25.7439
        ],
        [
          13.3209,
          21.9453,
          39.299,
          25.4348
        ],
        [
          13.5408,
          21.5411,
          39.0645,
          25.8536
        ],
        [
          13.4595,
          21.9228,
          39.2912,
          25.3265
        ],
        [
          13.4738,
          21.9021,
          39.4157,
          25.2084
        ],
        [
          13.3347,
          21.7461,
          39.2266,
          25.6926
        ],
        [
          13.5035,
          22.0219,
          39.5829,
          24.8917
        ],
        [
          13.4034,
          21.7285,
          39.3888,
          25.4793
        ],
        [
          13.6243,
          22.0278,
          39.4076,
          24.9403
        ],
        [
          13.4858,
          22.0559,
          38.9741,
          25.4843
        ],
        [
          13.4779,
          22.1754,
          39.3965,
          24.9502
        ],
        [
          13.5162,
          22.2072,
          38.6959,
          25.5807
        ],
        [
          13.3838,
          22.0338,
          39.3483,
          25.2341
        ],
        [
          13.2244,
          21.9254,
          39.089,
          25.7611
        ],
        [
          13.5636,
          22.1528,
          38.954,
          25.3296
        ],
        [
          13.5395,
          21.9568,
          39.3133,
          25.1904
        ],
        [
          13.326,
          22.1144,
          38.79,
          25.7696
        ],
        [
          13.5808,
          21.9202,
          39.23,
          25.269
        ],
        [
          13.2927,
          22.2007,
          39.2938,
          25.2129
        ],
        [
          13.3656,
          21.7552,
          39.3515,
          25.5277
        ],
        [
          13.5701,
          21.9663,
          38.8006,
          25.663
        ],
        [
          13.3984,
          21.7797,
          39.2216,
          25.6004
        ],
        [
          13.4225,
          22.0462,
          39.4433,
          25.0879
        ]
      ]
    },
    "pnad_education_2025": {
      "distribution": {
        "Fundamental": {
          "pct": 33.227
        },
        "Médio": {
          "pct": 41.583
        },
        "Superior": {
          "pct": 25.191
        }
      },
      "source": "base_labeled_npv.csv",
      "universe": "PNAD trimestral, pessoas 16+"
    },
    "pnad_labour_2025": {
      "labels": [
        "PEA formal",
        "PEA informal",
        "Desocupados",
        "Não PEA"
      ],
      "pnad_distribution": {
        "PEA formal": 36.77,
        "PEA informal": 24.21,
        "Desocupados": 3.6,
        "Não PEA": 35.42
      },
      "published_profile_august": {
        "PEA formal": 43,
        "PEA informal": 17,
        "Desocupados": 5,
        "Não PEA": 35
      },
      "published_profile_july": {
        "PEA formal": 42,
        "PEA informal": 17,
        "Desocupados": 5,
        "Não PEA": 35
      },
      "gap_pp": {
        "PEA formal": 6.23,
        "PEA informal": -7.21,
        "Desocupados": 1.4,
        "Não PEA": -0.42
      },
      "ratio": {
        "PEA formal": 1.169,
        "PEA informal": 0.702,
        "Desocupados": 1.389,
        "Não PEA": 0.988
      },
      "weighted_people": 168346362,
      "universe": "Pessoas de 16 anos ou mais, PNAD Contínua anual 2025, 1ª visita",
      "formality_rule": "Formal = carteira assinada, estatutário ou militar; conta própria e empregador contam como formais quando contribuem para a previdência."
    },
    "tse_age_bands": {
      "report_bands": {
        "16-24": 12.523,
        "25-40": 30.704,
        "41-59": 33.504,
        "60+": 23.269
      },
      "filed_bands": {
        "16-24": 12.523,
        "25-34": 19.045,
        "35-44": 19.744,
        "45-59": 25.419,
        "60+": 23.269
      },
      "filed_quota": {
        "16-24": 12,
        "25-34": 19,
        "35-44": 20,
        "45-59": 26,
        "60+": 24
      },
      "filed_quota_sum": 101,
      "electors_16_plus": 157726878,
      "split_note": "'40 a 44 anos' foi repartida linearmente: 20% em 25-40 e o restante em 41-59, porque o TSE só publica faixas quinquenais."
    },
    "targets": {
      "sex": [
        52.81851726474853,
        47.18148273525147
      ],
      "age": [
        12.523,
        30.704,
        33.504,
        23.269
      ],
      "education": [
        33.227,
        41.583,
        25.191
      ],
      "income": [
        13.4977,
        21.9424,
        39.2311,
        25.3287
      ],
      "region": [
        15.909677928955354,
        27.58265204847425,
        42.023618601558496,
        14.484051421011902
      ],
      "labour": [
        36.77,
        24.21,
        3.6,
        35.42
      ],
      "tse_metadata": {
        "source_name": "TSE Eleitorado Atual - Perfil do eleitorado por seção eleitoral",
        "source_url": "https://cdn.tse.jus.br/estatistica/sead/odsele/perfil_eleitorado/perfil_eleitorado_ATUAL.zip",
        "portal_url": "https://dadosabertos.tse.jus.br/dataset/eleitorado-atual",
        "dt_geracao": "01/07/2026",
        "hh_geracao": "12:44:02",
        "ano_eleicao": "9999",
        "rows_processed": "11126427",
        "total_eleitores_all_ufs_incl_exterior": "158765543",
        "total_eleitores_brasil_sem_exterior": "157846602",
        "zip_sha256": "d97dffffd7c0d8c396bfab3e3e01cef2a97928c905eecd8b4fdf17ec1fdd13d5",
        "notes": "Comparações nacionais excluem SG_UF=ZZ (exterior). Sexo binário usa denominador Homem/Mulher. Idade usa eleitorado 16+ e exclui 15 anos/faixa inválida. Totais brutos preservam Não informado."
      }
    }
  },
  "reweighting": {
    "july": {
      "first": {
        "sex": {
          "reproduced": [
            42.379,
            33.138,
            5.469,
            5.329,
            3.467,
            1.536,
            0.465,
            0.0,
            6.144,
            2.071
          ],
          "direct": [
            42.36,
            33.157,
            5.47,
            5.338,
            3.469,
            1.534,
            0.467,
            0.0,
            6.137,
            2.068
          ],
          "anchored": [
            41.98,
            33.019,
            6.002,
            5.009,
            3.002,
            1.998,
            1.002,
            0.0,
            5.993,
            1.996
          ],
          "gap": 8.962
        },
        "age": {
          "reproduced": [
            42.574,
            33.415,
            5.747,
            4.942,
            3.649,
            1.698,
            0.643,
            0.0,
            5.75,
            1.582
          ],
          "direct": [
            42.427,
            33.458,
            5.711,
            5.058,
            3.651,
            1.709,
            0.645,
            0.0,
            5.772,
            1.57
          ],
          "anchored": [
            41.853,
            33.043,
            5.963,
            5.115,
            3.002,
            2.011,
            1.002,
            0.0,
            6.022,
            1.988
          ],
          "gap": 8.81
        },
        "education": {
          "reproduced": [
            42.683,
            33.273,
            5.494,
            4.814,
            3.22,
            1.881,
            0.774,
            0.0,
            5.85,
            2.012
          ],
          "direct": [
            42.266,
            33.329,
            5.538,
            4.947,
            3.364,
            1.931,
            0.751,
            0.0,
            5.861,
            2.012
          ],
          "anchored": [
            41.582,
            33.057,
            6.044,
            5.134,
            3.144,
            2.05,
            0.978,
            0.0,
            6.011,
            2.0
          ],
          "gap": 8.526
        },
        "region": {
          "reproduced": [
            42.888,
            33.044,
            5.562,
            5.13,
            3.384,
            1.833,
            0.416,
            0.0,
            5.982,
            1.761
          ],
          "direct": [
            42.779,
            33.145,
            5.557,
            5.14,
            3.389,
            1.834,
            0.416,
            0.0,
            5.973,
            1.768
          ],
          "anchored": [
            41.891,
            33.101,
            5.994,
            5.011,
            3.005,
            2.0,
            1.0,
            0.0,
            5.991,
            2.007
          ],
          "gap": 8.79
        },
        "income": {
          "reproduced": [
            42.672,
            33.252,
            5.689,
            4.972,
            3.402,
            1.57,
            0.792,
            0.0,
            5.819,
            1.832
          ],
          "direct": [
            41.007,
            34.148,
            6.082,
            5.315,
            3.703,
            1.766,
            0.777,
            0.0,
            5.574,
            1.629
          ],
          "anchored": [
            40.335,
            33.896,
            6.393,
            5.343,
            3.3,
            2.196,
            0.985,
            0.0,
            5.755,
            1.797
          ],
          "gap": 6.439
        },
        "labour": {
          "reproduced": [
            42.649,
            33.435,
            5.479,
            4.785,
            3.173,
            2.041,
            0.429,
            0.0,
            6.163,
            1.847
          ],
          "direct": [
            43.443,
            33.062,
            5.422,
            4.684,
            3.216,
            1.997,
            0.371,
            0.0,
            6.03,
            1.776
          ],
          "anchored": [
            42.794,
            32.626,
            5.943,
            4.898,
            3.043,
            1.957,
            0.943,
            0.0,
            5.867,
            1.929
          ],
          "gap": 10.168
        }
      },
      "runoff": {
        "sex": {
          "reproduced": [
            47.89,
            42.58,
            8.53,
            1.0
          ],
          "direct": [
            47.866,
            42.605,
            8.528,
            1.0
          ],
          "anchored": [
            46.976,
            43.025,
            8.998,
            1.0
          ],
          "gap": 3.951
        },
        "age": {
          "reproduced": [
            47.285,
            42.699,
            8.743,
            1.273
          ],
          "direct": [
            47.143,
            42.808,
            8.795,
            1.254
          ],
          "anchored": [
            46.858,
            43.109,
            9.052,
            0.981
          ],
          "gap": 3.749
        },
        "education": {
          "reproduced": [
            47.611,
            42.574,
            8.812,
            1.004
          ],
          "direct": [
            47.183,
            42.871,
            8.943,
            1.003
          ],
          "anchored": [
            46.572,
            43.297,
            9.131,
            1.0
          ],
          "gap": 3.275
        },
        "region": {
          "reproduced": [
            47.745,
            42.44,
            8.501,
            1.314
          ],
          "direct": [
            47.633,
            42.553,
            8.502,
            1.312
          ],
          "anchored": [
            46.888,
            43.113,
            9.002,
            0.998
          ],
          "gap": 3.775
        },
        "income": {
          "reproduced": [
            47.87,
            42.47,
            8.8,
            0.86
          ],
          "direct": [
            46.353,
            44.086,
            8.899,
            0.662
          ],
          "anchored": [
            45.483,
            44.616,
            9.099,
            0.802
          ],
          "gap": 0.868,
          "rounding": {
            "draws": 10000,
            "p2_5": 0.768,
            "p97_5": 0.968,
            "median": 0.867
          }
        },
        "labour": {
          "reproduced": [
            47.255,
            42.909,
            8.603,
            1.232
          ],
          "direct": [
            47.933,
            42.414,
            8.505,
            1.148
          ],
          "anchored": [
            47.678,
            42.504,
            8.902,
            0.916
          ],
          "gap": 5.174
        }
      }
    },
    "august": {
      "first": {
        "sex": {
          "reproduced": [
            41.42,
            36.52,
            4.47,
            3.82,
            2.94,
            3.65,
            4.12,
            3.06
          ],
          "direct": [
            41.395,
            36.549,
            4.472,
            3.831,
            2.944,
            3.641,
            4.113,
            3.056
          ],
          "anchored": [
            40.975,
            37.029,
            5.002,
            4.011,
            3.004,
            2.991,
            3.993,
            2.996
          ],
          "gap": 3.946
        },
        "age": {
          "reproduced": [
            41.619,
            36.997,
            4.383,
            3.593,
            2.933,
            3.566,
            4.303,
            2.606
          ],
          "direct": [
            41.552,
            36.983,
            4.349,
            3.688,
            2.916,
            3.607,
            4.29,
            2.614
          ],
          "anchored": [
            40.934,
            36.986,
            4.966,
            4.095,
            2.983,
            3.041,
            3.987,
            3.009
          ],
          "gap": 3.948
        },
        "education": {
          "reproduced": [
            41.144,
            36.97,
            4.584,
            3.8,
            3.104,
            3.871,
            3.816,
            2.71
          ],
          "direct": [
            41.032,
            36.867,
            4.58,
            3.935,
            3.178,
            3.922,
            3.829,
            2.656
          ],
          "anchored": [
            40.888,
            36.897,
            4.997,
            4.134,
            3.073,
            3.052,
            4.013,
            2.946
          ],
          "gap": 3.991
        },
        "income": {
          "reproduced": [
            41.617,
            37.031,
            4.627,
            3.851,
            2.643,
            3.658,
            3.81,
            2.763
          ],
          "direct": [
            40.354,
            38.306,
            4.71,
            4.11,
            2.691,
            3.415,
            3.605,
            2.808
          ],
          "anchored": [
            39.737,
            38.276,
            5.083,
            4.258,
            3.048,
            2.758,
            3.795,
            3.045
          ],
          "gap": 1.461
        },
        "region": {
          "reproduced": [
            41.298,
            36.872,
            4.687,
            3.706,
            3.143,
            3.744,
            3.688,
            2.861
          ],
          "direct": [
            41.204,
            36.957,
            4.687,
            3.702,
            3.147,
            3.743,
            3.704,
            2.856
          ],
          "anchored": [
            40.905,
            37.085,
            4.999,
            3.997,
            3.004,
            2.999,
            4.016,
            2.995
          ],
          "gap": 3.82
        },
        "labour": {
          "reproduced": [
            41.332,
            36.873,
            4.628,
            3.694,
            2.749,
            3.614,
            4.121,
            2.989
          ],
          "direct": [
            41.826,
            36.663,
            4.668,
            3.64,
            2.539,
            3.525,
            4.096,
            3.044
          ],
          "anchored": [
            41.494,
            36.79,
            5.04,
            3.946,
            2.79,
            2.911,
            3.975,
            3.055
          ],
          "gap": 4.704
        }
      },
      "runoff": {
        "sex": {
          "reproduced": [
            45.727,
            44.326,
            7.903,
            2.044
          ],
          "direct": [
            45.697,
            44.356,
            7.907,
            2.041
          ],
          "anchored": [
            45.97,
            45.03,
            8.004,
            1.996
          ],
          "gap": 0.94
        },
        "age": {
          "reproduced": [
            45.76,
            44.46,
            7.72,
            2.06
          ],
          "direct": [
            45.727,
            44.465,
            7.757,
            2.051
          ],
          "anchored": [
            45.967,
            45.005,
            8.037,
            1.991
          ],
          "gap": 0.961
        },
        "education": {
          "reproduced": [
            45.711,
            44.436,
            7.712,
            2.141
          ],
          "direct": [
            45.658,
            44.48,
            7.771,
            2.09
          ],
          "anchored": [
            45.947,
            45.043,
            8.06,
            1.95
          ],
          "gap": 0.904
        },
        "income": {
          "reproduced": [
            45.618,
            44.426,
            7.917,
            2.04
          ],
          "direct": [
            44.361,
            45.866,
            7.986,
            1.787
          ],
          "anchored": [
            44.743,
            46.44,
            8.069,
            1.747
          ],
          "gap": -1.697,
          "rounding": {
            "draws": 10000,
            "p2_5": -1.781,
            "p97_5": -1.614,
            "median": -1.697
          }
        },
        "region": {
          "reproduced": [
            46.012,
            44.411,
            7.573,
            2.004
          ],
          "direct": [
            45.921,
            44.492,
            7.583,
            2.004
          ],
          "anchored": [
            45.909,
            45.081,
            8.011,
            2.0
          ],
          "gap": 0.828
        },
        "labour": {
          "reproduced": [
            45.626,
            44.793,
            7.608,
            1.972
          ],
          "direct": [
            46.024,
            44.386,
            7.567,
            2.023
          ],
          "anchored": [
            46.398,
            44.593,
            7.959,
            2.05
          ],
          "gap": 1.805
        }
      }
    }
  },
  "margin_leverage": {
    "wave": "august",
    "ballot": "runoff",
    "identity": "delta = <t - w, v>",
    "bound": "|delta| <= TVD(t, w) * amplitude(v)",
    "summary": {
      "published_gap": 1.0,
      "quota_free_swing_sum": -1.892,
      "quota_free_gap": -0.892,
      "quota_locked_swing_sum": -0.367,
      "mean_tvd_free_pct": 8.143,
      "mean_tvd_locked_pct": 1.172,
      "caveat": "A soma das correções de margem única é aproximada: as margens se correlacionam e a calibração oficial é conjunta. Serve como ordem de grandeza, não como reponderação multivariada."
    },
    "note": "Amplitude e desvio-padrão medem a inclinação política da margem; a TVD mede o erro de calibração. O produto limita quanto a margem pode mover a vantagem. Margens travadas por cota têm TVD perto de zero e são inertes por construção.",
    "margins": [
      {
        "dimension": "income",
        "label": "Renda",
        "quota_controlled": false,
        "benchmark": "PNAD",
        "gradient": [
          26.0,
          -6.0,
          -4.95,
          -6.931
        ],
        "amplitude": 32.931,
        "weighted_sd": 13.112,
        "tvd_pct": 8.657,
        "swing": -2.697,
        "holder_bound": 2.851,
        "share_of_bound": 0.946
      },
      {
        "dimension": "labour",
        "label": "Ocupação",
        "quota_controlled": false,
        "benchmark": "PNAD",
        "gradient": [
          -11.111,
          2.97,
          11.111,
          13.0
        ],
        "amplitude": 24.111,
        "weighted_sd": 10.919,
        "tvd_pct": 7.63,
        "swing": 0.805,
        "holder_bound": 1.84,
        "share_of_bound": 0.438
      },
      {
        "dimension": "region",
        "label": "Região",
        "quota_controlled": true,
        "benchmark": "TSE",
        "gradient": [
          -4.0,
          13.131,
          5.0,
          -25.253
        ],
        "amplitude": 38.384,
        "weighted_sd": 12.168,
        "tvd_pct": 0.508,
        "swing": -0.172,
        "holder_bound": 0.195,
        "share_of_bound": 0.884
      },
      {
        "dimension": "education",
        "label": "Escolaridade",
        "quota_controlled": true,
        "benchmark": "PNAD",
        "gradient": [
          4.04,
          -1.0,
          1.0
        ],
        "amplitude": 5.04,
        "weighted_sd": 2.212,
        "tvd_pct": 2.773,
        "swing": -0.096,
        "holder_bound": 0.14,
        "share_of_bound": 0.687
      },
      {
        "dimension": "sex",
        "label": "Sexo",
        "quota_controlled": true,
        "benchmark": "TSE",
        "gradient": [
          16.832,
          -16.0
        ],
        "amplitude": 32.832,
        "weighted_sd": 16.386,
        "tvd_pct": 0.181,
        "swing": -0.06,
        "holder_bound": 0.06,
        "share_of_bound": 1.0
      },
      {
        "dimension": "age",
        "label": "Idade",
        "quota_controlled": true,
        "benchmark": "TSE",
        "gradient": [
          25.0,
          -12.0,
          -5.0,
          15.0
        ],
        "amplitude": 37.0,
        "weighted_sd": 13.379,
        "tvd_pct": 1.227,
        "swing": -0.039,
        "holder_bound": 0.454,
        "share_of_bound": 0.085
      }
    ]
  },
  "income_mechanics": {
    "labels": [
      "Até 1 SM",
      "1-2 SM",
      "2-5 SM",
      "5+ SM"
    ],
    "n": 2002,
    "waves": {
      "july": {
        "published_gap": 4.0,
        "swing": -3.132,
        "reweighted_gap": 0.868,
        "bands": [
          {
            "band": "Até 1 SM",
            "poll_pct": 23.0,
            "pnad_pct": 13.498,
            "error_pp": -9.502,
            "vote_gap": 34.0,
            "contribution": -3.231,
            "interviews_gap": 190
          },
          {
            "band": "1-2 SM",
            "poll_pct": 17.0,
            "pnad_pct": 21.942,
            "error_pp": 4.942,
            "vote_gap": 14.0,
            "contribution": 0.692,
            "interviews_gap": 99
          },
          {
            "band": "2-5 SM",
            "poll_pct": 40.0,
            "pnad_pct": 39.231,
            "error_pp": -0.769,
            "vote_gap": -6.0,
            "contribution": 0.046,
            "interviews_gap": 15
          },
          {
            "band": "5+ SM",
            "poll_pct": 20.0,
            "pnad_pct": 25.329,
            "error_pp": 5.329,
            "vote_gap": -12.0,
            "contribution": -0.639,
            "interviews_gap": 107
          }
        ],
        "tipping_lambda": 1.2771,
        "tipping_bottom_band_pct": 10.865,
        "benchmark_ci_swing": {
          "replicates": 200,
          "p2_5": -3.299,
          "p97_5": -2.995
        },
        "step_not_ramp": {
          "bottom_band_gap": 34.0,
          "other_bands_mean_gap": -1.333,
          "other_bands_range": 26.0,
          "distance": 35.333
        }
      },
      "august": {
        "published_gap": 1.0,
        "swing": -2.697,
        "reweighted_gap": -1.697,
        "bands": [
          {
            "band": "Até 1 SM",
            "poll_pct": 21.782,
            "pnad_pct": 13.498,
            "error_pp": -8.284,
            "vote_gap": 26.0,
            "contribution": -2.154,
            "interviews_gap": 166
          },
          {
            "band": "1-2 SM",
            "poll_pct": 17.822,
            "pnad_pct": 21.942,
            "error_pp": 4.121,
            "vote_gap": -6.0,
            "contribution": -0.247,
            "interviews_gap": 82
          },
          {
            "band": "2-5 SM",
            "poll_pct": 39.604,
            "pnad_pct": 39.231,
            "error_pp": -0.373,
            "vote_gap": -4.95,
            "contribution": 0.018,
            "interviews_gap": 7
          },
          {
            "band": "5+ SM",
            "poll_pct": 20.792,
            "pnad_pct": 25.329,
            "error_pp": 4.537,
            "vote_gap": -6.931,
            "contribution": -0.314,
            "interviews_gap": 91
          }
        ],
        "tipping_lambda": 0.3708,
        "tipping_bottom_band_pct": 18.711,
        "benchmark_ci_swing": {
          "replicates": 200,
          "p2_5": -2.785,
          "p97_5": -2.626
        },
        "step_not_ramp": {
          "bottom_band_gap": 26.0,
          "other_bands_mean_gap": -5.96,
          "other_bands_range": 1.98,
          "distance": 31.96
        }
      }
    }
  },
  "segment_shift": {
    "first": [
      {
        "dimension": "income",
        "category": "1 a 2 SM",
        "lula_july": 47.5,
        "lula_august": 37.4,
        "lula_delta": -10.1,
        "flavio_july": 30.3,
        "flavio_august": 44.4,
        "flavio_delta": 14.1,
        "gap_july": 17.2,
        "gap_august": -7.1
      },
      {
        "dimension": "region",
        "category": "Nordeste",
        "lula_july": 57.6,
        "lula_august": 48.0,
        "lula_delta": -9.6,
        "flavio_july": 24.2,
        "flavio_august": 34.0,
        "flavio_delta": 9.8,
        "gap_july": 33.3,
        "gap_august": 14.0
      },
      {
        "dimension": "education",
        "category": "Fundamental",
        "lula_july": 53.5,
        "lula_august": 43.6,
        "lula_delta": -10.0,
        "flavio_july": 29.3,
        "flavio_august": 38.6,
        "flavio_delta": 9.3,
        "gap_july": 24.2,
        "gap_august": 5.0
      },
      {
        "dimension": "age",
        "category": "41 a 59",
        "lula_july": 41.0,
        "lula_august": 40.4,
        "lula_delta": -0.6,
        "flavio_july": 34.0,
        "flavio_august": 41.4,
        "flavio_delta": 7.4,
        "gap_july": 7.0,
        "gap_august": -1.0
      },
      {
        "dimension": "religion",
        "category": "Católicos",
        "lula_july": 49.0,
        "lula_august": 45.5,
        "lula_delta": -3.5,
        "flavio_july": 27.0,
        "flavio_august": 33.7,
        "flavio_delta": 6.7,
        "gap_july": 22.0,
        "gap_august": 11.9
      },
      {
        "dimension": "sex",
        "category": "Homens",
        "lula_july": 36.6,
        "lula_august": 34.0,
        "lula_delta": -2.6,
        "flavio_july": 38.6,
        "flavio_august": 45.0,
        "flavio_delta": 6.4,
        "gap_july": -2.0,
        "gap_august": -11.0
      },
      {
        "dimension": "age",
        "category": "25 a 40",
        "lula_july": 38.4,
        "lula_august": 33.3,
        "lula_delta": -5.1,
        "flavio_july": 37.4,
        "flavio_august": 43.4,
        "flavio_delta": 6.1,
        "gap_july": 1.0,
        "gap_august": -10.1
      },
      {
        "dimension": "education",
        "category": "Superior",
        "lula_july": 39.4,
        "lula_august": 39.4,
        "lula_delta": 0.0,
        "flavio_july": 29.3,
        "flavio_august": 34.3,
        "flavio_delta": 5.1,
        "gap_july": 10.1,
        "gap_august": 5.1
      },
      {
        "dimension": "labour",
        "category": "PEA informal",
        "lula_july": 44.4,
        "lula_august": 42.4,
        "lula_delta": -2.0,
        "flavio_july": 32.3,
        "flavio_august": 37.4,
        "flavio_delta": 5.1,
        "gap_july": 12.1,
        "gap_august": 5.1
      },
      {
        "dimension": "labour",
        "category": "Fora da força",
        "lula_july": 55.6,
        "lula_august": 48.5,
        "lula_delta": -7.1,
        "flavio_july": 27.3,
        "flavio_august": 31.3,
        "flavio_delta": 4.0,
        "gap_july": 28.3,
        "gap_august": 17.2
      },
      {
        "dimension": "region",
        "category": "Sul",
        "lula_july": 31.3,
        "lula_august": 27.3,
        "lula_delta": -4.0,
        "flavio_july": 47.5,
        "flavio_august": 51.5,
        "flavio_delta": 4.0,
        "gap_july": -16.2,
        "gap_august": -24.2
      },
      {
        "dimension": "region",
        "category": "Sudeste",
        "lula_july": 40.6,
        "lula_august": 42.0,
        "lula_delta": 1.4,
        "flavio_july": 31.7,
        "flavio_august": 35.0,
        "flavio_delta": 3.3,
        "gap_july": 8.9,
        "gap_august": 7.0
      },
      {
        "dimension": "labour",
        "category": "PEA formal",
        "lula_july": 31.3,
        "lula_august": 35.0,
        "lula_delta": 3.7,
        "flavio_july": 39.4,
        "flavio_august": 42.0,
        "flavio_delta": 2.6,
        "gap_july": -8.1,
        "gap_august": -7.0
      },
      {
        "dimension": "income",
        "category": "2 a 5 SM",
        "lula_july": 35.6,
        "lula_august": 38.4,
        "lula_delta": 2.7,
        "flavio_july": 37.6,
        "flavio_august": 39.4,
        "flavio_delta": 1.8,
        "gap_july": -2.0,
        "gap_august": -1.0
      },
      {
        "dimension": "age",
        "category": "60 ou mais",
        "lula_july": 54.0,
        "lula_august": 49.5,
        "lula_delta": -4.5,
        "flavio_july": 29.0,
        "flavio_august": 30.7,
        "flavio_delta": 1.7,
        "gap_july": 25.0,
        "gap_august": 18.8
      },
      {
        "dimension": "income",
        "category": "Até 1 SM",
        "lula_july": 58.6,
        "lula_august": 53.5,
        "lula_delta": -5.1,
        "flavio_july": 24.2,
        "flavio_august": 25.7,
        "flavio_delta": 1.5,
        "gap_july": 34.3,
        "gap_august": 27.7
      },
      {
        "dimension": "sex",
        "category": "Mulheres",
        "lula_july": 47.5,
        "lula_august": 48.0,
        "lula_delta": 0.5,
        "flavio_july": 28.3,
        "flavio_august": 29.0,
        "flavio_delta": 0.7,
        "gap_july": 19.2,
        "gap_august": 19.0
      },
      {
        "dimension": "income",
        "category": "Mais de 5 SM",
        "lula_july": 34.3,
        "lula_august": 39.0,
        "lula_delta": 4.7,
        "flavio_july": 37.4,
        "flavio_august": 38.0,
        "flavio_delta": 0.6,
        "gap_july": -3.0,
        "gap_august": 1.0
      },
      {
        "dimension": "labour",
        "category": "Desocupados",
        "lula_july": 41.4,
        "lula_august": 42.0,
        "lula_delta": 0.6,
        "flavio_july": 30.3,
        "flavio_august": 30.0,
        "flavio_delta": -0.3,
        "gap_july": 11.1,
        "gap_august": 12.0
      },
      {
        "dimension": "religion",
        "category": "Evangélicos",
        "lula_july": 28.3,
        "lula_august": 28.0,
        "lula_delta": -0.3,
        "flavio_july": 50.5,
        "flavio_august": 50.0,
        "flavio_delta": -0.5,
        "gap_july": -22.2,
        "gap_august": -22.0
      },
      {
        "dimension": "education",
        "category": "Médio",
        "lula_july": 35.0,
        "lula_august": 40.0,
        "lula_delta": 5.0,
        "flavio_july": 39.0,
        "flavio_august": 37.0,
        "flavio_delta": -2.0,
        "gap_july": -4.0,
        "gap_august": 3.0
      },
      {
        "dimension": "religion",
        "category": "Outras religiões",
        "lula_july": 35.4,
        "lula_august": 46.5,
        "lula_delta": 11.1,
        "flavio_july": 32.3,
        "flavio_august": 30.3,
        "flavio_delta": -2.0,
        "gap_july": 3.0,
        "gap_august": 16.2
      },
      {
        "dimension": "religion",
        "category": "Sem religião",
        "lula_july": 49.5,
        "lula_august": 52.5,
        "lula_delta": 3.0,
        "flavio_july": 25.7,
        "flavio_august": 23.2,
        "flavio_delta": -2.5,
        "gap_july": 23.8,
        "gap_august": 29.3
      },
      {
        "dimension": "region",
        "category": "Norte/Centro-Oeste",
        "lula_july": 33.3,
        "lula_august": 40.0,
        "lula_delta": 6.7,
        "flavio_july": 39.4,
        "flavio_august": 34.0,
        "flavio_delta": -5.4,
        "gap_july": -6.1,
        "gap_august": 6.0
      },
      {
        "dimension": "age",
        "category": "16 a 24",
        "lula_july": 34.7,
        "lula_august": 50.0,
        "lula_delta": 15.3,
        "flavio_july": 30.7,
        "flavio_august": 21.0,
        "flavio_delta": -9.7,
        "gap_july": 4.0,
        "gap_august": 29.0
      }
    ],
    "runoff": [
      {
        "dimension": "income",
        "category": "1 a 2 SM",
        "lula_july": 53.0,
        "lula_august": 43.0,
        "lula_delta": -10.0,
        "flavio_july": 39.0,
        "flavio_august": 49.0,
        "flavio_delta": 10.0,
        "gap_july": 14.0,
        "gap_august": -6.0
      },
      {
        "dimension": "region",
        "category": "Nordeste",
        "lula_july": 62.0,
        "lula_august": 52.5,
        "lula_delta": -9.5,
        "flavio_july": 30.0,
        "flavio_august": 39.4,
        "flavio_delta": 9.4,
        "gap_july": 32.0,
        "gap_august": 13.1
      },
      {
        "dimension": "education",
        "category": "Fundamental",
        "lula_july": 58.6,
        "lula_august": 47.5,
        "lula_delta": -11.1,
        "flavio_july": 34.3,
        "flavio_august": 43.4,
        "flavio_delta": 9.1,
        "gap_july": 24.2,
        "gap_august": 4.0
      },
      {
        "dimension": "age",
        "category": "41 a 59",
        "lula_july": 45.5,
        "lula_august": 43.0,
        "lula_delta": -2.5,
        "flavio_july": 41.6,
        "flavio_august": 48.0,
        "flavio_delta": 6.4,
        "gap_july": 4.0,
        "gap_august": -5.0
      },
      {
        "dimension": "labour",
        "category": "Desocupados",
        "lula_july": 47.0,
        "lula_august": 51.5,
        "lula_delta": 4.5,
        "flavio_july": 34.0,
        "flavio_august": 40.4,
        "flavio_delta": 6.4,
        "gap_july": 13.0,
        "gap_august": 11.1
      },
      {
        "dimension": "labour",
        "category": "Fora da força",
        "lula_july": 59.0,
        "lula_august": 52.0,
        "lula_delta": -7.0,
        "flavio_july": 34.0,
        "flavio_august": 39.0,
        "flavio_delta": 5.0,
        "gap_july": 25.0,
        "gap_august": 13.0
      },
      {
        "dimension": "religion",
        "category": "Católicos",
        "lula_july": 55.0,
        "lula_august": 51.0,
        "lula_delta": -4.0,
        "flavio_july": 36.0,
        "flavio_august": 41.0,
        "flavio_delta": 5.0,
        "gap_july": 19.0,
        "gap_august": 10.0
      },
      {
        "dimension": "condition",
        "category": "Interior",
        "lula_july": 48.0,
        "lula_august": 44.0,
        "lula_delta": -4.0,
        "flavio_july": 44.0,
        "flavio_august": 48.0,
        "flavio_delta": 4.0,
        "gap_july": 4.0,
        "gap_august": -4.0
      },
      {
        "dimension": "income",
        "category": "Até 1 SM",
        "lula_july": 62.0,
        "lula_august": 58.0,
        "lula_delta": -4.0,
        "flavio_july": 28.0,
        "flavio_august": 32.0,
        "flavio_delta": 4.0,
        "gap_july": 34.0,
        "gap_august": 26.0
      },
      {
        "dimension": "age",
        "category": "25 a 40",
        "lula_july": 42.0,
        "lula_august": 39.0,
        "lula_delta": -3.0,
        "flavio_july": 48.0,
        "flavio_august": 51.0,
        "flavio_delta": 3.0,
        "gap_july": -6.0,
        "gap_august": -12.0
      },
      {
        "dimension": "sex",
        "category": "Homens",
        "lula_july": 41.0,
        "lula_august": 37.0,
        "lula_delta": -4.0,
        "flavio_july": 50.0,
        "flavio_august": 53.0,
        "flavio_delta": 3.0,
        "gap_july": -9.0,
        "gap_august": -16.0
      },
      {
        "dimension": "labour",
        "category": "PEA informal",
        "lula_july": 48.5,
        "lula_august": 46.5,
        "lula_delta": -2.0,
        "flavio_july": 41.4,
        "flavio_august": 43.6,
        "flavio_delta": 2.2,
        "gap_july": 7.1,
        "gap_august": 3.0
      },
      {
        "dimension": "age",
        "category": "60 ou mais",
        "lula_july": 59.0,
        "lula_august": 53.0,
        "lula_delta": -6.0,
        "flavio_july": 36.0,
        "flavio_august": 38.0,
        "flavio_delta": 2.0,
        "gap_july": 23.0,
        "gap_august": 15.0
      },
      {
        "dimension": "region",
        "category": "Sul",
        "lula_july": 35.6,
        "lula_august": 32.3,
        "lula_delta": -3.3,
        "flavio_july": 56.4,
        "flavio_august": 57.6,
        "flavio_delta": 1.1,
        "gap_july": -20.8,
        "gap_august": -25.3
      },
      {
        "dimension": "education",
        "category": "Superior",
        "lula_july": 44.0,
        "lula_august": 46.0,
        "lula_delta": 2.0,
        "flavio_july": 44.0,
        "flavio_august": 45.0,
        "flavio_delta": 1.0,
        "gap_july": 0.0,
        "gap_august": 1.0
      },
      {
        "dimension": "sex",
        "category": "Mulheres",
        "lula_july": 54.0,
        "lula_august": 53.5,
        "lula_delta": -0.5,
        "flavio_july": 36.0,
        "flavio_august": 36.6,
        "flavio_delta": 0.6,
        "gap_july": 18.0,
        "gap_august": 16.8
      },
      {
        "dimension": "condition",
        "category": "Região metropolitana",
        "lula_july": 48.0,
        "lula_august": 45.0,
        "lula_delta": -3.0,
        "flavio_july": 42.0,
        "flavio_august": 42.0,
        "flavio_delta": 0.0,
        "gap_july": 6.0,
        "gap_august": 3.0
      },
      {
        "dimension": "condition",
        "category": "Capital",
        "lula_july": 47.0,
        "lula_august": 49.0,
        "lula_delta": 2.0,
        "flavio_july": 40.0,
        "flavio_august": 39.0,
        "flavio_delta": -1.0,
        "gap_july": 7.0,
        "gap_august": 10.0
      },
      {
        "dimension": "region",
        "category": "Sudeste",
        "lula_july": 45.0,
        "lula_august": 47.0,
        "lula_delta": 2.0,
        "flavio_july": 43.0,
        "flavio_august": 42.0,
        "flavio_delta": -1.0,
        "gap_july": 2.0,
        "gap_august": 5.0
      },
      {
        "dimension": "income",
        "category": "2 a 5 SM",
        "lula_july": 42.0,
        "lula_august": 41.6,
        "lula_delta": -0.4,
        "flavio_july": 48.0,
        "flavio_august": 46.5,
        "flavio_delta": -1.5,
        "gap_july": -6.0,
        "gap_august": -5.0
      },
      {
        "dimension": "income",
        "category": "Mais de 5 SM",
        "lula_july": 39.0,
        "lula_august": 42.6,
        "lula_delta": 3.6,
        "flavio_july": 51.0,
        "flavio_august": 49.5,
        "flavio_delta": -1.5,
        "gap_july": -12.0,
        "gap_august": -6.9
      },
      {
        "dimension": "labour",
        "category": "PEA formal",
        "lula_july": 37.0,
        "lula_august": 39.4,
        "lula_delta": 2.4,
        "flavio_july": 52.0,
        "flavio_august": 50.5,
        "flavio_delta": -1.5,
        "gap_july": -15.0,
        "gap_august": -11.1
      },
      {
        "dimension": "religion",
        "category": "Sem religião",
        "lula_july": 57.6,
        "lula_august": 60.0,
        "lula_delta": 2.4,
        "flavio_july": 31.3,
        "flavio_august": 29.0,
        "flavio_delta": -2.3,
        "gap_july": 26.3,
        "gap_august": 31.0
      },
      {
        "dimension": "region",
        "category": "Norte/Centro-Oeste",
        "lula_july": 40.6,
        "lula_august": 44.0,
        "lula_delta": 3.4,
        "flavio_july": 50.5,
        "flavio_august": 48.0,
        "flavio_delta": -2.5,
        "gap_july": -9.9,
        "gap_august": -4.0
      },
      {
        "dimension": "religion",
        "category": "Evangélicos",
        "lula_july": 30.0,
        "lula_august": 31.0,
        "lula_delta": 1.0,
        "flavio_july": 62.0,
        "flavio_august": 59.0,
        "flavio_delta": -3.0,
        "gap_july": -32.0,
        "gap_august": -28.0
      },
      {
        "dimension": "religion",
        "category": "Outras religiões",
        "lula_july": 40.0,
        "lula_august": 48.5,
        "lula_delta": 8.5,
        "flavio_july": 44.0,
        "flavio_august": 40.4,
        "flavio_delta": -3.6,
        "gap_july": -4.0,
        "gap_august": 8.1
      },
      {
        "dimension": "education",
        "category": "Médio",
        "lula_july": 40.0,
        "lula_august": 44.0,
        "lula_delta": 4.0,
        "flavio_july": 49.0,
        "flavio_august": 45.0,
        "flavio_delta": -4.0,
        "gap_july": -9.0,
        "gap_august": -1.0
      },
      {
        "dimension": "age",
        "category": "16 a 24",
        "lula_july": 42.0,
        "lula_august": 56.0,
        "lula_delta": 14.0,
        "flavio_july": 46.0,
        "flavio_august": 31.0,
        "flavio_delta": -15.0,
        "gap_july": -4.0,
        "gap_august": 25.0
      }
    ]
  },
  "transfer": {
    "sources": [
      "Lula",
      "Flávio",
      "Caiado",
      "Renan",
      "Zema",
      "Cury",
      "Daciolo",
      "Samara",
      "B/N",
      "NS"
    ],
    "destinations": [
      "Lula",
      "Flávio",
      "B/N",
      "NS"
    ],
    "matrix": [
      [
        40.947,
        0.116,
        0.247,
        0.1
      ],
      [
        0.271,
        36.67,
        0.267,
        0.162
      ],
      [
        0.867,
        2.653,
        1.53,
        0.0
      ],
      [
        0.6,
        1.6,
        1.8,
        0.04
      ],
      [
        0.364,
        1.727,
        0.818,
        0.121
      ],
      [
        0.43,
        0.4,
        0.18,
        0.0
      ],
      [
        0.357,
        0.316,
        0.112,
        0.224
      ],
      [
        0.337,
        0.255,
        0.337,
        0.082
      ],
      [
        1.007,
        0.696,
        2.216,
        0.121
      ],
      [
        0.82,
        0.567,
        0.494,
        1.149
      ]
    ],
    "measured_rows": [
      2,
      3,
      4,
      5,
      6,
      7
    ],
    "inferred_rows": [
      0,
      1,
      8,
      9
    ],
    "row_targets_scaled": [
      41.41,
      37.37,
      5.05,
      4.04,
      3.03,
      1.01,
      1.01,
      1.01,
      4.04,
      3.03
    ],
    "column_targets": [
      46.0,
      45.0,
      8.0,
      2.0
    ],
    "measured_pool": {
      "source": "Relatório de 03/08, p. 51, cruzamento de voto do 1º com o 2º turno",
      "pool_points": 15.15,
      "to_lula": 2.955,
      "to_flavio": 6.951,
      "to_blank_or_null": 4.777,
      "to_undecided": 0.467,
      "ratio_flavio_lula": 2.353,
      "note": "Razão medida pelo próprio instituto entre o eleitorado dos seis candidatos menores. Não é inferência desta auditoria."
    },
    "consolidation": {
      "Lula": 4.59,
      "Flávio": 7.63,
      "ratio_flavio_lula": 1.662
    },
    "method_note": "Seis linhas vêm publicadas na p. 51 e entram como medição. As quatro linhas que a Nexus não publica (base de Lula, base de Flávio, branco/nulo e NS) são estimadas por IPF contra prior ideológica explícita, fechando exatamente as margens divulgadas."
  },
  "second_choice_july": {
    "Lula": [
      13,
      7,
      11,
      5,
      6,
      3,
      44,
      11
    ],
    "Flávio": [
      25,
      28,
      8,
      0,
      5,
      6,
      19,
      7
    ],
    "Renan": [
      21,
      21,
      0,
      20,
      7,
      12,
      16,
      2
    ],
    "Caiado": [
      0,
      19,
      6,
      29,
      8,
      2,
      11,
      3
    ],
    "Zema": [
      32,
      0,
      2,
      33,
      6,
      5,
      10,
      5
    ]
  },
  "uncontrolled": {
    "controlled_frozen": {
      "sex": true,
      "age": true,
      "education": true,
      "region": true
    },
    "controlled_values": {
      "sex": [
        [
          53,
          47
        ],
        [
          53,
          47
        ]
      ],
      "age": [
        [
          12,
          30,
          34,
          24
        ],
        [
          12,
          30,
          34,
          24
        ]
      ],
      "education": [
        [
          36,
          41,
          23
        ],
        [
          36,
          41,
          23
        ]
      ],
      "region": [
        [
          16,
          28,
          42,
          14
        ],
        [
          16,
          28,
          42,
          14
        ]
      ]
    },
    "declared_quota_report": [
      "sexo",
      "idade",
      "escolaridade",
      "tipo de telefonia",
      "DDD"
    ],
    "declared_quota_tse": [
      "região",
      "tipo de telefonia",
      "sexo",
      "idade",
      "escolaridade"
    ],
    "declared_weighting_extra_tse": [
      "dentro e fora da força de trabalho",
      "renda"
    ],
    "religion": {
      "labels": [
        "Católicos",
        "Evangélicos",
        "Outras religiões",
        "Sem religião"
      ],
      "first": {
        "july_profile": [
          53,
          25,
          9,
          12
        ],
        "august_profile": [
          48,
          30,
          9,
          12
        ],
        "july_published": [
          42,
          33
        ],
        "august_published": [
          41,
          37
        ],
        "july_reproduced": [
          42.59,
          33.27
        ],
        "august_reproduced": [
          41.16,
          37.04
        ],
        "counterfactual_august_on_july_profile": [
          42.04,
          36.22
        ],
        "Lula": {
          "total": -1.43,
          "composition": -1.05,
          "behaviour": -0.55
        },
        "Flávio": {
          "total": 3.78,
          "composition": 1.19,
          "behaviour": 2.95
        },
        "gap_published_july": 9,
        "gap_published_august": 4,
        "gap_august_on_july_profile": 5.82
      },
      "runoff": {
        "july_profile": [
          53,
          25,
          9,
          12
        ],
        "august_profile": [
          48,
          30,
          9,
          12
        ],
        "july_published": [
          47,
          43
        ],
        "august_published": [
          46,
          45
        ],
        "july_reproduced": [
          47.64,
          42.72
        ],
        "august_reproduced": [
          45.8,
          44.95
        ],
        "counterfactual_august_on_july_profile": [
          46.81,
          44.04
        ],
        "Lula": {
          "total": -1.83,
          "composition": -1.26,
          "behaviour": -0.82
        },
        "Flávio": {
          "total": 2.22,
          "composition": 1.31,
          "behaviour": 1.31
        },
        "gap_published_july": 4,
        "gap_published_august": 1,
        "gap_august_on_july_profile": 2.78
      }
    },
    "religion_shift_test": [
      {
        "category": "Católicos",
        "july_pct": 53,
        "august_pct": 48,
        "change_pp": -5,
        "se_srs_pp": 1.578,
        "z_srs": -3.169,
        "p_two_sided": 0.00153,
        "deff_to_erase": 2.61
      },
      {
        "category": "Evangélicos",
        "july_pct": 25,
        "august_pct": 30,
        "change_pp": 5,
        "se_srs_pp": 1.409,
        "z_srs": 3.549,
        "p_two_sided": 0.00039,
        "deff_to_erase": 3.28
      },
      {
        "category": "Outras religiões",
        "july_pct": 9,
        "august_pct": 9,
        "change_pp": 0,
        "se_srs_pp": 0.904,
        "z_srs": 0.0,
        "p_two_sided": 1.0,
        "deff_to_erase": 0.0
      },
      {
        "category": "Sem religião",
        "july_pct": 12,
        "august_pct": 12,
        "change_pp": 0,
        "se_srs_pp": 1.027,
        "z_srs": 0.0,
        "p_two_sided": 1.0,
        "deff_to_erase": 0.0
      }
    ],
    "labour_shift_test": [
      {
        "category": "PEA formal",
        "july_pct": 42,
        "august_pct": 43,
        "change_pp": 1,
        "se_srs_pp": 1.562,
        "z_srs": 0.64,
        "p_two_sided": 0.52204,
        "deff_to_erase": 0.11
      },
      {
        "category": "PEA informal",
        "july_pct": 17,
        "august_pct": 17,
        "change_pp": 0,
        "se_srs_pp": 1.187,
        "z_srs": 0.0,
        "p_two_sided": 1.0,
        "deff_to_erase": 0.0
      },
      {
        "category": "Desocupados",
        "july_pct": 5,
        "august_pct": 5,
        "change_pp": 0,
        "se_srs_pp": 0.689,
        "z_srs": 0.0,
        "p_two_sided": 1.0,
        "deff_to_erase": 0.0
      },
      {
        "category": "Não PEA",
        "july_pct": 35,
        "august_pct": 35,
        "change_pp": 0,
        "se_srs_pp": 1.507,
        "z_srs": 0.0,
        "p_two_sided": 1.0,
        "deff_to_erase": 0.0
      }
    ],
    "labour": {
      "labels": [
        "PEA formal",
        "PEA informal",
        "Desocupados",
        "Não PEA"
      ],
      "first": {
        "july_profile": [
          42,
          17,
          5,
          35
        ],
        "august_profile": [
          43,
          17,
          5,
          35
        ],
        "july_published": [
          42,
          33
        ],
        "august_published": [
          41,
          37
        ],
        "july_reproduced": [
          42.65,
          33.44
        ],
        "august_reproduced": [
          41.33,
          36.87
        ],
        "counterfactual_august_on_july_profile": [
          41.4,
          36.82
        ],
        "Lula": {
          "total": -1.32,
          "composition": -0.11,
          "behaviour": -1.25
        },
        "Flávio": {
          "total": 3.44,
          "composition": 0.06,
          "behaviour": 3.39
        },
        "gap_published_july": 9,
        "gap_published_august": 4,
        "gap_august_on_july_profile": 4.57
      },
      "runoff": {
        "july_profile": [
          42,
          17,
          5,
          35
        ],
        "august_profile": [
          43,
          17,
          5,
          35
        ],
        "july_published": [
          47,
          43
        ],
        "august_published": [
          46,
          45
        ],
        "july_reproduced": [
          47.25,
          42.91
        ],
        "august_reproduced": [
          45.63,
          44.79
        ],
        "counterfactual_august_on_july_profile": [
          45.69,
          44.74
        ],
        "Lula": {
          "total": -1.63,
          "composition": -0.1,
          "behaviour": -1.57
        },
        "Flávio": {
          "total": 1.88,
          "composition": 0.09,
          "behaviour": 1.83
        },
        "gap_published_july": 4,
        "gap_published_august": 1,
        "gap_august_on_july_profile": 0.95
      }
    },
    "income": {
      "labels": [
        "Até 1 SM",
        "1-2 SM",
        "2-5 SM",
        "5+ SM"
      ],
      "first": {
        "july_profile": [
          23,
          17,
          40,
          20
        ],
        "august_profile": [
          22,
          18,
          40,
          21
        ],
        "july_published": [
          42,
          33
        ],
        "august_published": [
          41,
          37
        ],
        "july_reproduced": [
          42.67,
          33.25
        ],
        "august_reproduced": [
          41.62,
          37.03
        ],
        "counterfactual_august_on_july_profile": [
          41.8,
          36.83
        ],
        "Lula": {
          "total": -1.05,
          "composition": -0.19,
          "behaviour": -0.87
        },
        "Flávio": {
          "total": 3.78,
          "composition": 0.1,
          "behaviour": 3.58
        },
        "gap_published_july": 9,
        "gap_published_august": 4,
        "gap_august_on_july_profile": 4.97
      },
      "runoff": {
        "july_profile": [
          23,
          17,
          40,
          20
        ],
        "august_profile": [
          22,
          18,
          40,
          21
        ],
        "july_published": [
          47,
          43
        ],
        "august_published": [
          46,
          45
        ],
        "july_reproduced": [
          47.87,
          42.47
        ],
        "august_reproduced": [
          45.62,
          44.43
        ],
        "counterfactual_august_on_july_profile": [
          45.8,
          44.2
        ],
        "Lula": {
          "total": -2.25,
          "composition": -0.18,
          "behaviour": -2.07
        },
        "Flávio": {
          "total": 1.96,
          "composition": 0.19,
          "behaviour": 1.73
        },
        "gap_published_july": 4,
        "gap_published_august": 1,
        "gap_august_on_july_profile": 1.59
      }
    },
    "warning": "Decomposição descritiva sobre percentuais publicados. A ponderação do instituto é conjunta e não publicada; nada aqui mede voto individual."
  },
  "field_geography": {
    "july": {
      "interviews": 2004,
      "matches_report_n": true,
      "uf_ratio_to_tse": {
        "AC": 2.435,
        "AL": 1.032,
        "AM": 0.478,
        "AP": 0.954,
        "BA": 1.078,
        "CE": 0.754,
        "DF": 1.363,
        "ES": 2.133,
        "GO": 1.008,
        "MA": 0.349,
        "MG": 0.991,
        "MS": 0.389,
        "MT": 1.791,
        "PA": 0.578,
        "PB": 0.606,
        "PE": 1.112,
        "PI": 0.582,
        "PR": 1.079,
        "RJ": 1.115,
        "RN": 1.066,
        "RO": 1.987,
        "RR": 1.765,
        "RS": 1.127,
        "SC": 0.839,
        "SE": 1.494,
        "SP": 0.945,
        "TO": 1.865
      },
      "uf_interviews": {
        "DF": 39,
        "GO": 65,
        "MT": 60,
        "MS": 10,
        "AL": 32,
        "BA": 155,
        "CE": 67,
        "MA": 23,
        "PB": 25,
        "PE": 102,
        "PI": 20,
        "RN": 36,
        "SE": 33,
        "AC": 19,
        "AP": 7,
        "AM": 17,
        "PA": 46,
        "RO": 32,
        "RR": 9,
        "TO": 28,
        "ES": 81,
        "MG": 206,
        "RJ": 182,
        "SP": 409,
        "PR": 118,
        "RS": 122,
        "SC": 61
      },
      "region_field_pct": {
        "Centro-Oeste": 8.68,
        "Nordeste": 24.6,
        "Norte": 7.88,
        "Sudeste": 43.81,
        "Sul": 15.02
      },
      "region_field_pct_report_bands": {
        "Norte/Centro-Oeste": 16.57,
        "Nordeste": 24.6,
        "Sudeste": 43.81,
        "Sul": 15.02
      },
      "region_published_pct": {
        "Norte/Centro-Oeste": 16,
        "Nordeste": 28,
        "Sudeste": 42,
        "Sul": 14
      },
      "northeast_field_pct": 24.6,
      "capital_field_pct": 29.39,
      "chi2_vs_tse": 214.0,
      "chi2_df": 26,
      "p_vs_tse": 0.0,
      "deff_uf_calibration": 1.125,
      "effective_n": 1781,
      "moe_srs_pp": 2.19,
      "moe_with_uf_calibration_pp": 2.32,
      "moe_published_pp": 2
    },
    "august": {
      "interviews": 2002,
      "matches_report_n": true,
      "uf_ratio_to_tse": {
        "AC": 1.411,
        "AL": 1.001,
        "AM": 0.591,
        "AP": 0.955,
        "BA": 1.003,
        "CE": 0.845,
        "DF": 1.715,
        "ES": 1.028,
        "GO": 1.102,
        "MA": 0.502,
        "MG": 1.064,
        "MS": 0.934,
        "MT": 0.956,
        "PA": 0.944,
        "PB": 0.971,
        "PE": 0.851,
        "PI": 1.223,
        "PR": 1.062,
        "RJ": 1.079,
        "RN": 1.096,
        "RO": 0.932,
        "RR": 0.982,
        "RS": 1.082,
        "SC": 1.088,
        "SE": 0.997,
        "SP": 0.973,
        "TO": 1.4
      },
      "uf_interviews": {
        "DF": 49,
        "GO": 71,
        "MT": 32,
        "MS": 24,
        "AL": 31,
        "BA": 144,
        "CE": 75,
        "MA": 33,
        "PB": 40,
        "PE": 78,
        "PI": 42,
        "RN": 37,
        "SE": 22,
        "AC": 11,
        "AP": 7,
        "AM": 21,
        "PA": 75,
        "RO": 15,
        "RR": 5,
        "TO": 21,
        "ES": 39,
        "MG": 221,
        "RJ": 176,
        "SP": 421,
        "PR": 116,
        "RS": 117,
        "SC": 79
      },
      "region_field_pct": {
        "Centro-Oeste": 8.79,
        "Nordeste": 25.07,
        "Norte": 7.74,
        "Sudeste": 42.81,
        "Sul": 15.58
      },
      "region_field_pct_report_bands": {
        "Norte/Centro-Oeste": 16.53,
        "Nordeste": 25.07,
        "Sudeste": 42.81,
        "Sul": 15.58
      },
      "region_published_pct": {
        "Norte/Centro-Oeste": 16,
        "Nordeste": 28,
        "Sudeste": 42,
        "Sul": 14
      },
      "northeast_field_pct": 25.07,
      "capital_field_pct": 30.47,
      "chi2_vs_tse": 51.9,
      "chi2_df": 26,
      "p_vs_tse": 0.00183,
      "deff_uf_calibration": 1.033,
      "effective_n": 1939,
      "moe_srs_pp": 2.19,
      "moe_with_uf_calibration_pp": 2.23,
      "moe_published_pp": 2
    },
    "p_august_vs_july_allocation": 0.0,
    "chi2_august_vs_july_allocation": 148.7,
    "capital_published_pct": {
      "july": 25,
      "august": 27
    },
    "note": "A distribuição por município é a contagem bruta de entrevistas filhada ao TSE; o perfil publicado no relatório já é ponderado. A diferença entre as duas é o efeito da ponderação geográfica."
  },
  "series_dispersion": {
    "waves": 8,
    "rows": [
      {
        "series": "Bolsonarista convicto vota Flávio",
        "base_share": 0.29,
        "implied_n": 581,
        "mean": 68.75,
        "sd_observed": 1.16,
        "sd_srs_expected": 1.92,
        "ratio": 0.61,
        "implied_deff": 0.37,
        "chi2": 2.57,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.078,
        "p_noisier_than_srs": 0.922,
        "moe_srs_pp": 3.77
      },
      {
        "series": "1º turno, Lula",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 41.12,
        "sd_observed": 0.83,
        "sd_srs_expected": 1.1,
        "ratio": 0.76,
        "implied_deff": 0.58,
        "chi2": 4.03,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.2238,
        "p_noisier_than_srs": 0.7762,
        "moe_srs_pp": 2.16
      },
      {
        "series": "2º turno, Lula",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 46.88,
        "sd_observed": 0.99,
        "sd_srs_expected": 1.12,
        "ratio": 0.89,
        "implied_deff": 0.79,
        "chi2": 5.53,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.4041,
        "p_noisier_than_srs": 0.5959,
        "moe_srs_pp": 2.19
      },
      {
        "series": "Aprovação do governo",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 46.88,
        "sd_observed": 0.99,
        "sd_srs_expected": 1.12,
        "ratio": 0.89,
        "implied_deff": 0.79,
        "chi2": 5.53,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.4041,
        "p_noisier_than_srs": 0.5959,
        "moe_srs_pp": 2.19
      },
      {
        "series": "2º turno, Flávio",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 44.12,
        "sd_observed": 1.13,
        "sd_srs_expected": 1.11,
        "ratio": 1.01,
        "implied_deff": 1.03,
        "chi2": 7.21,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.5923,
        "p_noisier_than_srs": 0.4077,
        "moe_srs_pp": 2.18
      },
      {
        "series": "Bolsonaro como alternativa vota Flávio",
        "base_share": 0.06,
        "implied_n": 120,
        "mean": 40.5,
        "sd_observed": 5.01,
        "sd_srs_expected": 4.48,
        "ratio": 1.12,
        "implied_deff": 1.25,
        "chi2": 8.77,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.7306,
        "p_noisier_than_srs": 0.2694,
        "moe_srs_pp": 8.78
      },
      {
        "series": "Lula como alternativa vota Lula",
        "base_share": 0.05,
        "implied_n": 100,
        "mean": 48.75,
        "sd_observed": 6.88,
        "sd_srs_expected": 5.0,
        "ratio": 1.38,
        "implied_deff": 1.9,
        "chi2": 13.28,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.9345,
        "p_noisier_than_srs": 0.0655,
        "moe_srs_pp": 9.79
      },
      {
        "series": "Lulista convicto vota Lula",
        "base_share": 0.25,
        "implied_n": 500,
        "mean": 81.75,
        "sd_observed": 2.66,
        "sd_srs_expected": 1.73,
        "ratio": 1.54,
        "implied_deff": 2.37,
        "chi2": 16.61,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.9799,
        "p_noisier_than_srs": 0.0201,
        "moe_srs_pp": 3.38
      },
      {
        "series": "1º turno, Flávio",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 35.0,
        "sd_observed": 1.85,
        "sd_srs_expected": 1.07,
        "ratio": 1.74,
        "implied_deff": 3.02,
        "chi2": 21.12,
        "chi2_df": 7,
        "p_smoother_than_srs": 0.9964,
        "p_noisier_than_srs": 0.0036,
        "moe_srs_pp": 2.09
      },
      {
        "series": "Comparecimento declarado",
        "base_share": 1.0,
        "implied_n": 2002,
        "mean": 94.62,
        "sd_observed": 1.19,
        "sd_srs_expected": 0.5,
        "ratio": 2.36,
        "implied_deff": 5.55,
        "chi2": 38.87,
        "chi2_df": 7,
        "p_smoother_than_srs": 1.0,
        "p_noisier_than_srs": 0.0,
        "moe_srs_pp": 0.99
      }
    ],
    "published_moe_pp": 2,
    "note": "Razão acima de 1 indica série que oscila mais do que a amostragem explicaria; abaixo de 1, série mais lisa do que o acaso. O relatório publica margem de erro por perfil (p. 114), mas nenhuma para os clusters de polarização."
  },
  "documents_trail": {
    "available": true,
    "files": [
      {
        "wave": "july",
        "file": "declaracao_estatistico.pdf",
        "pages": 1,
        "creator": "JasperReports Library version 6.21.5-74d586df47b25dbd05bd0957999819196e59934a",
        "producer": "OpenPDF 1.3.32",
        "author": "",
        "created": "D:20260721180934-03'00'",
        "modified": "D:20260721181852-03'00'"
      },
      {
        "wave": "july",
        "file": "municipios.pdf",
        "pages": 21,
        "creator": "Microsoft® Word 2019",
        "producer": "Microsoft® Word 2019",
        "author": "Nexus",
        "created": "D:20260726165717-03'00'",
        "modified": "D:20260727093426-03'00'"
      },
      {
        "wave": "july",
        "file": "questionario.pdf",
        "pages": 12,
        "creator": "Microsoft® Word para Microsoft 365",
        "producer": "Microsoft® Word para Microsoft 365",
        "author": "Nexus",
        "created": "D:20260721143935-03'00'",
        "modified": "D:20260721144401-03'00'"
      },
      {
        "wave": "july",
        "file": "relatorio.pdf",
        "pages": 120,
        "creator": "Microsoft® PowerPoint® 2021",
        "producer": "Microsoft® PowerPoint® 2021",
        "author": "Microsoft Office User",
        "created": "D:20260726220510-03'00'",
        "modified": "D:20260727053128-03'00'"
      },
      {
        "wave": "august",
        "file": "declaracao_estatistico.pdf",
        "pages": 1,
        "creator": "JasperReports Library version 6.21.5-74d586df47b25dbd05bd0957999819196e59934a",
        "producer": "OpenPDF 1.3.32",
        "author": "",
        "created": "D:20260728152640-03'00'",
        "modified": "D:20260728153018-03'00'"
      },
      {
        "wave": "august",
        "file": "municipios.pdf",
        "pages": 19,
        "creator": "Microsoft® Word 2019",
        "producer": "Microsoft® Word 2019",
        "author": "Nexus",
        "created": "D:20260803072934-03'00'",
        "modified": "D:20260803082030-03'00'"
      },
      {
        "wave": "august",
        "file": "nota_fiscal.pdf",
        "pages": 1,
        "creator": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/147.0.0.0 Safari/537.36",
        "producer": "Skia/PDF m147",
        "author": "",
        "created": "D:20260505221402+00'00'",
        "modified": "D:20260505221402+00'00'"
      },
      {
        "wave": "august",
        "file": "questionario.pdf",
        "pages": 12,
        "creator": "Microsoft® Word para Microsoft 365",
        "producer": "Microsoft® Word para Microsoft 365",
        "author": "Nexus",
        "created": "D:20260728132008-03'00'",
        "modified": "D:20260728150421-03'00'"
      },
      {
        "wave": "august",
        "file": "registro_tse.pdf",
        "pages": 2,
        "creator": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36",
        "producer": "Skia/PDF m150",
        "author": "",
        "created": "D:20260803154640+00'00'",
        "modified": "D:20260803154640+00'00'"
      },
      {
        "wave": "august",
        "file": "relatorio.pdf",
        "pages": 116,
        "creator": "Microsoft® PowerPoint® 2021",
        "producer": "Microsoft® PowerPoint® 2021",
        "author": "Microsoft Office User",
        "created": "D:20260803004620-03'00'",
        "modified": "D:20260803054252-03'00'"
      }
    ],
    "field": {
      "july": [
        "24/07/2026",
        "26/07/2026"
      ],
      "august": [
        "31/07/2026",
        "02/08/2026"
      ]
    },
    "release": {
      "july": "27/07/2026",
      "august": "03/08/2026"
    },
    "registration_august": {
      "id": "BR-02874/2026",
      "registered": "28/07/2026"
    },
    "registration_july": {
      "id": "BR-01489/2026"
    },
    "statistician_signature": {
      "july": "2026-07-21T18:18:52-03:00",
      "august": "2026-07-28T15:30:18-03:00"
    },
    "invoice_august": {
      "number": 310,
      "issued": "2026-05-05",
      "due": "2026-06-05",
      "value_brl": 164888.89,
      "net_brl": 154748.22,
      "buyer": "BANCO BTG PACTUAL S.A.",
      "description_date": "1 de agosto de 2026",
      "provider_contact_domain": "fsb.com.br"
    },
    "declared_value_brl": {
      "july": 164888.89,
      "august": 164888.89
    },
    "declared_interviews": {
      "july": 2000,
      "august": 2000
    },
    "realized_interviews": {
      "july": 2004,
      "august": 2002
    }
  },
  "questionnaire": {
    "stimulated_ballot_names": {
      "july": 7,
      "august": 12
    },
    "stimulated_added": [
      "Samara Martins",
      "Rui Costa Pimenta",
      "Hertz Dias",
      "Heró Bezerra",
      "Edmilson Costa"
    ],
    "rejection_battery_names": {
      "july": 7,
      "august": 5
    },
    "rejection_removed": [
      "Augusto Cury",
      "Cabo Daciolo"
    ],
    "removed_questions": [
      "P5, segunda opção de voto no 1º turno",
      "P9A/P9B, motivação do voto no 2º turno (melhor candidato ou derrotar o adversário)",
      "P16, voto ideal, voto disponível ou voto útil",
      "P17, contra quem o eleitor está votando",
      "P18 a P20, bloco do tarifaço (conhecimento, natureza da decisão e quem está certo)"
    ],
    "added_questions": [
      "P10 e P11, área de maior destaque positivo e negativo do governo",
      "P13, sete itens de vida comparando 2026 com 2022",
      "P14 e P15, responsabilidade do governo Lula pela melhora e pela piora de cada item",
      "P16, prioridade esperada do candidato de 2º turno"
    ],
    "questions_before_polarisation_scale": {
      "july": 24,
      "august": 23
    },
    "polarisation_scale_position": {
      "july": "P25 de 25",
      "august": "P24 de 24"
    },
    "report_disclaimer_added_in_august": "A sequência de perguntas apresentadas neste relatório difere da ordem original das perguntas no instrumento de coleta registrado no TSE.",
    "note": "A mesma onda que ampliou a lista de voto de 7 para 12 nomes reduziu a bateria de rejeição de 7 para 5: Cury e Daciolo passaram a poder receber voto sem poder receber rejeição."
  },
  "uncertainty": {
    "first_gap": 4,
    "first_gap_moe_srs": 3.865,
    "runoff_gap": 1,
    "runoff_gap_moe_srs": 4.178,
    "first_gap_moe_deff": 3.928,
    "runoff_gap_moe_deff": 4.246,
    "deff_uf_calibration": 1.033,
    "first_gap_survives_srs": true,
    "first_gap_ci_low": 0.135,
    "first_gap_deff_to_erase": 1.071,
    "runoff_gap_survives_srs": false,
    "significance_note": "A diferença do 1º turno sobrevive por pouco: o limite inferior do intervalo fica em +0,1 ponto e um efeito de desenho de 1,07 já a anula, quando só a calibração geográfica medida aqui vale 1,033. A diferença do 2º turno não sobrevive: o intervalo contém o zero.",
    "warning": "Aproximação sob amostra aleatória simples. O desenho CATI, ponderação e efeito de desenho não publicados podem ampliar a incerteza."
  },
  "women_pnad": {
    "universe": "Mulheres de 16 anos ou mais, PNAD Contínua anual 2025, 1ª visita",
    "warning": "Arquétipos domiciliares descritivos. PNAD não mede voto, religião, persuasibilidade ou intenção eleitoral.",
    "groups": [
      {
        "group": "Casal com menor",
        "population_pct": 25.81,
        "age_mean": 38.45,
        "occupied": 59.78,
        "bolsa_familia": 24.69,
        "capital": 20.31,
        "northeast": 26.65,
        "income_mean_sm": 4.77
      },
      {
        "group": "Casal sem menor",
        "population_pct": 25.14,
        "age_mean": 51.23,
        "occupied": 50.91,
        "bolsa_familia": 6.42,
        "capital": 22.76,
        "northeast": 23.66,
        "income_mean_sm": 4.99
      },
      {
        "group": "Filha ou outra posição",
        "population_pct": 24.07,
        "age_mean": 35.7,
        "occupied": 46.3,
        "bolsa_familia": 4.07,
        "capital": 27.7,
        "northeast": 28.08,
        "income_mean_sm": 4.96
      },
      {
        "group": "Responsável sem cônjuge, sem menor",
        "population_pct": 15.63,
        "age_mean": 58.68,
        "occupied": 41.96,
        "bolsa_familia": 7.88,
        "capital": 28.96,
        "northeast": 26.41,
        "income_mean_sm": 2.85
      },
      {
        "group": "Responsável sem cônjuge, com menor",
        "population_pct": 9.35,
        "age_mean": 42.72,
        "occupied": 56.11,
        "bolsa_familia": 37.94,
        "capital": 23.99,
        "northeast": 33.01,
        "income_mean_sm": 2.17
      }
    ]
  },
  "sources": {
    "august": "https://www.nexus.fsb.com.br/estudos-divulgados/pesquisa-btg-nexus-de-intencao-de-votos-para-presidente-do-brasil-3-de-agosto-de-2026/",
    "july": "https://www.nexus.fsb.com.br/estudos-divulgados/pesquisa-btg-nexus-de-intencao-de-votos-para-presidente-do-brasil-27-de-julho-de-2026/",
    "ibge_pnad": "https://www.ibge.gov.br/estatisticas/sociais/trabalho/17270-pnad-continua.html",
    "tse_open": "https://dadosabertos.tse.jus.br/dataset/eleitorado-atual"
  }
}
