Datasets:

atlas-da-saude-mental
/

Base_Municipal_Desigualdade_Racial

Unnamed: 0 int64	Unnamed..0 int64	V0001 int64	V0002 int64	V0011 int64	V0300 int64	V0010 int64	V6036 int64	V0601 int64	V0606 int64	V6400 int64	V0645 float64	V6461 int64	V6513 int64	V0653 int64	cluster int64	cod_mun int64
1	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	5	1,400,027
2	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	1	1,400,027
3	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	6	1,400,027
4	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	8	1,400,027
5	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	2	1,400,027
6	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	4	1,400,027
7	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	3	1,400,027
8	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	0	1,400,027
9	0	14	27	1,400,027,001,001	32,063	32,404,390,791,905	32	1	4	2	1	3,111	840	40	7	1,400,027
10	1	14	27	1,400,027,001,001	32,063	32,404,390,791,905	10	1	4	1	null	-1	0	0	-1	1,400,027
11	2	14	27	1,400,027,001,001	33,553	82,141,663,811,173	19	2	5	2	null	-1	0	0	-1	1,400,027
12	3	14	27	1,400,027,001,001	33,553	82,141,663,811,173	9	2	5	1	null	-1	0	0	-1	1,400,027
13	4	14	27	1,400,027,001,001	33,553	82,141,663,811,173	8	2	5	1	null	-1	0	0	-1	1,400,027
14	5	14	27	1,400,027,001,001	33,553	82,141,663,811,173	5	2	5	1	null	-1	0	0	-1	1,400,027
15	6	14	27	1,400,027,001,001	33,553	82,141,663,811,173	43	1	5	1	null	-1	0	0	-1	1,400,027
16	7	14	27	1,400,027,001,001	33,553	82,141,663,811,173	45	2	5	1	null	-1	0	0	-1	1,400,027
17	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	2	1,400,027
18	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	3	1,400,027
19	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	5	1,400,027
20	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	4	1,400,027
21	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	1	1,400,027
22	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	6	1,400,027
23	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	0	1,400,027
24	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	7	1,400,027
25	8	14	27	1,400,027,001,001	59,796	39,530,525,787,656	51	2	1	1	null	6,121	0	30	8	1,400,027
26	9	14	27	1,400,027,001,001	59,796	39,530,525,787,656	12	1	4	1	null	-1	0	0	-1	1,400,027
27	10	14	27	1,400,027,001,001	72,594	27,362,736,646,511	66	1	4	1	null	-1	0	0	-1	1,400,027
28	11	14	27	1,400,027,001,001	72,594	27,362,736,646,511	93	2	4	1	null	-1	0	0	-1	1,400,027
29	12	14	27	1,400,027,001,001	72,594	27,362,736,646,511	58	2	1	3	null	-1	0	0	-1	1,400,027
30	13	14	27	1,400,027,001,001	75,850	56,874,307,533,603	41	1	5	1	null	-1	0	0	-1	1,400,027
31	14	14	27	1,400,027,001,001	75,850	56,874,307,533,603	13	1	5	1	null	-1	0	0	-1	1,400,027
32	15	14	27	1,400,027,001,001	75,850	56,874,307,533,603	15	2	5	2	null	-1	0	0	-1	1,400,027
33	16	14	27	1,400,027,001,001	75,850	56,874,307,533,603	36	2	5	1	null	-1	0	0	-1	1,400,027
34	17	14	27	1,400,027,001,001	76,541	74,913,435,757,065	16	2	5	1	null	-1	0	0	-1	1,400,027
35	18	14	27	1,400,027,001,001	76,541	74,913,435,757,065	0	1	5	1	null	-1	0	0	-1	1,400,027
36	19	14	27	1,400,027,001,001	76,541	74,913,435,757,065	13	2	5	1	null	-1	0	0	-1	1,400,027
37	20	14	27	1,400,027,001,001	76,541	74,913,435,757,065	0	2	5	1	null	-1	0	0	-1	1,400,027
38	21	14	27	1,400,027,001,001	76,541	74,913,435,757,065	2	2	5	1	null	-1	0	0	-1	1,400,027
39	22	14	27	1,400,027,001,001	76,541	74,913,435,757,065	1	2	5	1	null	-1	0	0	-1	1,400,027
40	23	14	27	1,400,027,001,001	76,541	74,913,435,757,065	8	2	5	1	null	-1	0	0	-1	1,400,027
41	24	14	27	1,400,027,001,001	76,541	74,913,435,757,065	5	1	5	1	null	-1	0	0	-1	1,400,027
42	25	14	27	1,400,027,001,001	76,541	74,913,435,757,065	40	2	5	1	null	-1	0	0	-1	1,400,027
43	26	14	27	1,400,027,001,001	76,541	74,913,435,757,065	49	1	5	1	null	-1	0	0	-1	1,400,027
44	27	14	27	1,400,027,001,001	109,056	24,675,590,245,055	58	2	4	1	null	-1	0	0	-1	1,400,027
45	28	14	27	1,400,027,001,001	109,056	24,675,590,245,055	9	2	4	1	null	-1	0	0	-1	1,400,027
46	29	14	27	1,400,027,001,001	109,056	24,675,590,245,055	13	2	1	1	null	-1	0	0	-1	1,400,027
47	30	14	27	1,400,027,001,001	109,056	24,675,590,245,055	77	1	4	1	null	-1	0	0	-1	1,400,027
48	31	14	27	1,400,027,001,001	144,286	66,040,428,840,629	23	1	5	1	null	-1	0	0	-1	1,400,027
49	32	14	27	1,400,027,001,001	144,286	66,040,428,840,629	19	1	5	1	null	-1	0	0	-1	1,400,027
50	33	14	27	1,400,027,001,001	144,286	66,040,428,840,629	21	2	5	1	null	-1	0	0	-1	1,400,027
51	34	14	27	1,400,027,001,001	144,286	66,040,428,840,629	3	1	5	1	null	-1	0	0	-1	1,400,027
52	35	14	27	1,400,027,001,001	144,286	66,040,428,840,629	17	1	5	1	null	-1	0	0	-1	1,400,027
53	36	14	27	1,400,027,001,001	144,286	66,040,428,840,629	6	2	5	1	null	-1	0	0	-1	1,400,027
54	37	14	27	1,400,027,001,001	144,286	66,040,428,840,629	4	1	5	1	null	-1	0	0	-1	1,400,027
55	38	14	27	1,400,027,001,001	144,286	66,040,428,840,629	56	2	5	1	null	-1	0	0	-1	1,400,027
56	39	14	27	1,400,027,001,001	144,286	66,040,428,840,629	30	2	5	1	null	-1	0	0	-1	1,400,027
57	40	14	27	1,400,027,001,001	144,286	66,040,428,840,629	10	2	5	1	null	-1	0	0	-1	1,400,027
58	41	14	27	1,400,027,001,001	154,260	52,721,106,510,749	54	1	4	1	null	-1	0	0	-1	1,400,027
59	42	14	27	1,400,027,001,001	154,260	52,721,106,510,749	68	1	4	1	null	-1	0	0	-1	1,400,027
60	43	14	27	1,400,027,001,001	158,247	59,374,560,947,329	17	2	5	1	null	-1	0	0	-1	1,400,027
61	44	14	27	1,400,027,001,001	158,247	59,374,560,947,329	35	1	5	1	null	-1	0	0	-1	1,400,027
62	45	14	27	1,400,027,001,001	158,247	59,374,560,947,329	1	1	5	1	null	-1	0	0	-1	1,400,027
63	46	14	27	1,400,027,001,001	159,111	58,487,504,122,840	4	2	4	1	null	-1	0	0	-1	1,400,027
64	47	14	27	1,400,027,001,001	159,111	58,487,504,122,840	1	2	4	1	null	-1	0	0	-1	1,400,027
65	48	14	27	1,400,027,001,001	159,111	58,487,504,122,840	20	2	4	3	null	-1	0	0	-1	1,400,027
66	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	8	1,400,027
67	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	1	1,400,027
68	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	6	1,400,027
69	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	5	1,400,027
70	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	2	1,400,027
71	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	0	1,400,027
72	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	4	1,400,027
73	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	3	1,400,027
74	49	14	27	1,400,027,001,001	159,111	58,487,504,122,840	40	1	4	4	1	2,341	2,900	40	7	1,400,027
75	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	8	1,400,027
76	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	6	1,400,027
77	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	0	1,400,027
78	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	1	1,400,027
79	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	4	1,400,027
80	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	2	1,400,027
81	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	3	1,400,027
82	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	5	1,400,027
83	50	14	27	1,400,027,001,001	168,890	19,404,086,471,535	28	1	4	4	2	2,221	3,700	80	7	1,400,027
84	51	14	27	1,400,027,001,001	168,890	19,404,086,471,535	0	2	4	1	null	-1	0	0	-1	1,400,027
85	52	14	27	1,400,027,001,001	168,890	19,404,086,471,535	3	2	1	1	null	-1	0	0	-1	1,400,027
86	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	8	1,400,027
87	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	1	1,400,027
88	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	3	1,400,027
89	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	2	1,400,027
90	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	0	1,400,027
91	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	6	1,400,027
92	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	4	1,400,027
93	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	5	1,400,027
94	53	14	27	1,400,027,001,001	168,890	19,404,086,471,535	30	2	4	4	1	2,351	1,600	40	7	1,400,027
95	54	14	27	1,400,027,001,001	210,932	67,584,345,188,419	14	1	5	1	null	-1	0	0	-1	1,400,027
96	55	14	27	1,400,027,001,001	210,932	67,584,345,188,419	12	1	5	1	null	-1	0	0	-1	1,400,027
97	56	14	27	1,400,027,001,001	210,932	67,584,345,188,419	16	1	5	2	null	-1	0	0	-1	1,400,027
98	57	14	27	1,400,027,001,001	210,932	67,584,345,188,419	36	1	5	1	null	-1	0	0	-1	1,400,027
99	58	14	27	1,400,027,001,001	210,932	67,584,345,188,419	10	2	5	1	null	-1	0	0	-1	1,400,027
100	59	14	27	1,400,027,001,001	210,932	67,584,345,188,419	37	2	5	1	null	-1	0	0	-1	1,400,027

End of preview. Expand in Data Studio

🗺️ Base Municipal de Desigualdade Racial (Brasil)

Repositório: atlas-da-saude-mental/Base_Municipal_Desigualdade_Racial
Idioma: Português (pt-BR)
Licença: CC BY 4.0

📘 Descrição

A Base Municipal de Desigualdade Racial reúne microdados socioeconômicos modelados com modelos lineares mistos para estimar disparidades de renda associadas à raça, gênero e escolaridade nos municípios brasileiros.

O conjunto foi construído a partir de microdados de pesquisas como a PNAD Contínua (IBGE) e contém variáveis que permitem avaliar como o efeito de ser mulher negra, homem negro, mulher branca, etc. sobre a renda horária varia entre municípios.

O objetivo central é oferecer um score padronizado de discriminação racial municipal (RDS_Mun), permitindo comparações espaciais e temporais do grau de desigualdade racial no mercado de trabalho brasileiro.

🧩 Estrutura dos dados

1. `Base_Municipal_Desigualdade_Racial.csv`

Coluna	Descrição
`cod_mun`	Código do município (IBGE)
`cluster`	Identificador do cluster de amostragem
`ln_renda_horaria`	Logaritmo da renda horária individual
`V6036`	Idade do indivíduo
`idade_2`	Idade ao quadrado
`superior`, `medio`, `fundamental`	Indicadores binários de escolaridade
`mulher_negra`, `homem_negro`, `mulher_branca`	Variáveis dummies de raça e gênero
`negra`, `mulher`	Dummies básicas de raça e gênero
`faixa_etaria`	Faixa etária categorizada
`cluster`, `cod_mun`	Fatores hierárquicos utilizados no modelo

2. `Coef_Discriminacao_Racial_Mun.csv`

Coluna	Descrição
`cod_mun`	Código do município (IBGE)
`Efeito_Mulher_Negra`	Coeficiente estimado para o efeito de ser mulher negra
`Efeito_Homem_Negro`	Coeficiente estimado para o efeito de ser homem negro
`RDS_Mun`	Score padronizado de discriminação racial (quanto menor, maior a igualdade)

⚙️ Metodologia

Modelagem Estatística

O modelo principal ajustado foi um modelo linear misto, com efeitos fixos de raça, gênero e escolaridade, e efeitos aleatórios para clusters amostrais e municípios:


ln(renda_horaria)_ijk = β0 + β1(mulher_negra) + β2(homem_negro) + β3(mulher_branca)  
+ β4(educação) + β5(idade) + β6(idade²)  
+ u_j + u_k + ε_ijk

u_j: efeito aleatório do cluster amostral
u_k: efeito aleatório do município
ε_ijk: erro residual

Cálculo do Score (`RDS_Mun`)

O score municipal de discriminação racial é derivado da média ponderada dos coeficientes de mulher_negra e homem_negro em cada município, padronizado em z-score:


RDS_Mun = ((β_mulher_negra + β_homem_negro) / 2 - μ) / σ

Valores mais baixos indicam menor desigualdade racial (maior igualdade de rendimentos entre grupos raciais).

Downloads last month: 14

Number of rows:

36,740,000

Estimated number of rows:

94,363,178

Total file size:

9.02 GB