{
  "versao_indicador": "0.1",
  "data_analise": "2026-04-18",
  "estabilidade_temporal": {
    "regiao_de_saude": {
      "spearman_pares": [
        {
          "ano1": 2017.0,
          "ano2": 2018.0,
          "rho": 1.0,
          "p": 0.0
        },
        {
          "ano1": 2018.0,
          "ano2": 2019.0,
          "rho": 0.9642857142857145,
          "p": 0.0004541491691941689
        },
        {
          "ano1": 2019.0,
          "ano2": 2020.0,
          "rho": 1.0,
          "p": 0.0
        },
        {
          "ano1": 2020.0,
          "ano2": 2021.0,
          "rho": 0.9642857142857145,
          "p": 0.0004541491691941689
        },
        {
          "ano1": 2021.0,
          "ano2": 2022.0,
          "rho": 1.0,
          "p": 0.0
        },
        {
          "ano1": 2022.0,
          "ano2": 2023.0,
          "rho": 1.0,
          "p": 0.0
        }
      ],
      "media_spearman": 0.9880952380952381
    },
    "regiao_administrativa": {
      "spearman_pares": [
        {
          "ano1": 2017.0,
          "ano2": 2018.0,
          "rho": 0.8455882352941178,
          "p": 5.890187608081312e-10
        },
        {
          "ano1": 2018.0,
          "ano2": 2019.0,
          "rho": 0.7072192513368984,
          "p": 4.195348769426399e-06
        },
        {
          "ano1": 2019.0,
          "ano2": 2020.0,
          "rho": 0.8098938776500907,
          "p": 1.136915353954503e-08
        },
        {
          "ano1": 2020.0,
          "ano2": 2021.0,
          "rho": 0.9019804493762978,
          "p": 7.720272639815636e-13
        },
        {
          "ano1": 2021.0,
          "ano2": 2022.0,
          "rho": 0.8311189132385267,
          "p": 2.1231992841538657e-09
        },
        {
          "ano1": 2022.0,
          "ano2": 2023.0,
          "rho": 0.9986628781547718,
          "p": 1.8638737948314762e-41
        }
      ],
      "media_spearman": 0.8490772675084505
    },
    "igovpe_educacao": {
      "spearman_pares": [
        {
          "ano1": 2017.0,
          "ano2": 2018.0,
          "rho": 0.8162393162393162,
          "p": 2.0984199265258055e-07
        },
        {
          "ano1": 2018.0,
          "ano2": 2019.0,
          "rho": 0.6459096459096458,
          "p": 0.00027365246356050247
        },
        {
          "ano1": 2019.0,
          "ano2": 2020.0,
          "rho": 0.6025641025641026,
          "p": 0.0008806236231506704
        },
        {
          "ano1": 2020.0,
          "ano2": 2021.0,
          "rho": 0.7026862026862026,
          "p": 4.3751430972363796e-05
        },
        {
          "ano1": 2021.0,
          "ano2": 2022.0,
          "rho": 0.7918192918192918,
          "p": 8.660828876879557e-07
        },
        {
          "ano1": 2022.0,
          "ano2": 2023.0,
          "rho": 0.9499389499389499,
          "p": 3.87454230577264e-14
        }
      ],
      "media_spearman": 0.7515262515262515
    }
  },
  "anova_entre_regioes": {
    "anova_F": 8.092935568615928,
    "anova_p": 6.344655287761654e-08,
    "kruskal_H": 36.298563879650665,
    "kruskal_p": 2.411708034587412e-06,
    "medias_por_regiao": {
      "Central": {
        "mean": 0.5469,
        "std": 0.0636,
        "count": 28
      },
      "Centro-Sul": {
        "mean": 0.4901,
        "std": 0.0402,
        "count": 49
      },
      "Leste": {
        "mean": 0.5558,
        "std": 0.0709,
        "count": 28
      },
      "Norte": {
        "mean": 0.5092,
        "std": 0.0495,
        "count": 28
      },
      "Oeste": {
        "mean": 0.5357,
        "std": 0.0727,
        "count": 21
      },
      "Sudoeste": {
        "mean": 0.4848,
        "std": 0.0436,
        "count": 35
      },
      "Sul": {
        "mean": 0.5246,
        "std": 0.0573,
        "count": 42
      }
    }
  },
  "pre_pos_pandemia": {
    "regiao_administrativa": {
      "t_stat": 4.587689245450292,
      "p": 6.559040050295406e-05,
      "media_pre": 0.5200676767676766,
      "media_pos": 0.49806868686868694,
      "delta_estatisticas": {
        "count": 33.0,
        "mean": -0.021998989898989907,
        "std": 0.027546455061365185,
        "min": -0.11060000000000003,
        "25%": -0.03080000000000005,
        "50%": -0.020466666666666744,
        "75%": -0.013033333333333397,
        "max": 0.08006666666666667
      }
    },
    "regiao_de_saude": {
      "t_stat": 1.0589228029380262,
      "p": 0.33039132496770496,
      "media_pre": 0.545104761904762,
      "media_pos": 0.5418285714285714,
      "delta_estatisticas": {
        "count": 7.0,
        "mean": -0.0032761904761904803,
        "std": 0.008185663037596881,
        "min": -0.015900000000000025,
        "25%": -0.00820000000000004,
        "50%": 0.0004333333333332856,
        "75%": 0.002383333333333404,
        "max": 0.004166666666666652
      }
    },
    "igovpe_educacao": {
      "t_stat": -7.351819492660916,
      "p": 8.305874142051355e-08,
      "media_pre": 0.5609555555555555,
      "media_pos": 0.6530925925925923,
      "delta_estatisticas": {
        "count": 27.0,
        "mean": 0.09213703703703702,
        "std": 0.06512103414657272,
        "min": -0.015866666666666807,
        "25%": 0.04258333333333342,
        "50%": 0.08796666666666664,
        "75%": 0.1454166666666667,
        "max": 0.20496666666666669
      }
    }
  },
  "correlacao_saude_educacao": {
    "n_obs": 189,
    "pearson_r": -0.013056229475683695,
    "pearson_p": 0.8584792708746735,
    "spearman_rho": -0.03127741284283124,
    "spearman_p": 0.6692006460134712,
    "ano_referencia": 2023,
    "n_obs_ano_ref": 27,
    "pearson_r_ano_ref": 0.02916066000687568,
    "pearson_p_ano_ref": 0.8851974692416434,
    "overlap_top5": 0,
    "top5_saude": [
      "Gama",
      "Itapoã",
      "Plano Piloto",
      "Santa Maria",
      "Sobradinho"
    ],
    "top5_educ": [
      "Arniqueira",
      "Cruzeiro",
      "Núcleo Bandeirante",
      "Taguatinga",
      "Varjão"
    ]
  },
  "validacao_atual": {
    "regiao_de_saude": {
      "kmo_bartlett": {
        "kmo": 0.5166502283650867,
        "bartlett_chi2": NaN,
        "bartlett_p": NaN
      },
      "cronbach_alpha_total": -3.0148073227960794,
      "cronbach_por_dimensao": {
        "efetividade": -0.6998565072122882,
        "transparencia": 0.5956335830255026,
        "participacao": null,
        "legalidade": 0.0,
        "equidade": -0.1575318847126761
      }
    },
    "regiao_administrativa": {
      "kmo_bartlett": {
        "kmo": 0.4280869185716943,
        "bartlett_chi2": NaN,
        "bartlett_p": NaN
      },
      "cronbach_alpha_total": -2.6891123697598904,
      "cronbach_por_dimensao": {
        "efetividade": -0.2514424724076621,
        "transparencia": 0.5957417656658484,
        "participacao": null,
        "legalidade": 0.0,
        "equidade": -0.10072311728560335
      }
    }
  },
  "pca": {
    "regiao_de_saude": {
      "componentes": 5,
      "variancia_explicada": [
        0.5065152046231088,
        0.19088385556356147,
        0.11625666489160659,
        0.082644156661572,
        0.04872744080675151
      ],
      "variancia_acumulada": [
        0.5065152046231088,
        0.6973990601866703,
        0.8136557250782769,
        0.8962998817398489,
        0.9450273225466004
      ]
    },
    "regiao_administrativa": {
      "componentes": 5,
      "variancia_explicada": [
        0.44241035289404346,
        0.15798193224652993,
        0.12074094177850066,
        0.10626610658238483,
        0.07151202587172781
      ],
      "variancia_acumulada": [
        0.44241035289404346,
        0.6003922851405734,
        0.7211332269190741,
        0.8273993335014589,
        0.8989113593731867
      ]
    }
  }
}