electricsheepafrica/africa-mozambique-inquerito-biologico-e-comportamental-em-reclusos-e-agentes-e1c64d14

Inquerito Biologico E Comportamental Em Reclusos E Agentes | Africa (Instituto Nacional de Saúde)

2,347 rows - 1 Africa country/area - 1956-2023 - 49 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 2,347 rows from Instituto Nacional de Saúde, covering Inquerito Biologico E Comportamental Em Reclusos E Agentes. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Transport datasets help analysts examine mobility, infrastructure, passenger movement, logistics, and access to services.

Source-provided context: Document, Report [doc/rep]

How To Read This Dataset

• One row means: one indicator observation for one geography, time period, and optional source dimensions.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3, year, indicator_id.

Coverage

Dimension	Value
Rows	2,347
Countries/areas	1
First period	1956
Last period	2023
Indicators	49
Columns	116
Source format	CSV

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
MOZ	2,347	1956	2023	Mozambique

Indicators, Variables, Or Resource Contents

• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-96b44203 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - n(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-446302fc - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - age(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-7b7fb4f5 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - trab4(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-2f8a3c68 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - sexw1 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-ed08bdb1 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - sexw2 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-64558f08 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - sexw3 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-239d494a - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - sexm5 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-162c0fa2 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - wom5 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-fa855f44 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - wom6 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-eafec465 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - alcohol2 other(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-793f9921 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - conshivn 1(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-a1f80518 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - conshivn 2(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-e3cdac4f - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - conshivn 3(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-09271b32 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - conshivn 4(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-30ae446e - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 1(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-4e3b0ed5 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 2(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-0761f61e - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 3(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-1ed1e030 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 4(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-49124396 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 5(source_units_unspecified)
• inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-estabel-e26f7775 - Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Estabelecimentos Penitenciários em Moçambique, 2023-Segunda Ronda - pers5 6(source_units_unspecified)
• ... 29 more indicators

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	inquerito-biologico-e-comportamental-em-reclusos-e-agentes-em-22-esta...
indicator_name	string	Human-readable indicator name.	Inquérito Biológico e Comportamental em Reclusos e Agentes em 22 Esta...
country_iso3	string	ISO3 country or area code.	MOZ
country_name	string	Country or area name.	Mozambique
year	int64	Observation year.	1989
value	double	Numeric observation value.	1.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_codparticipante	string	Source dimension retained during long-form normalization.	PRI0102M051
dimension_int_id	string	Source dimension retained during long-form normalization.	PRI01NC
dimension_date1	string	Source dimension retained during long-form normalization.	2022-06-23
dimension_srvyprov	string	Source dimension retained during long-form normalization.	Niassa
dimension_srvyep	string	Source dimension retained during long-form normalization.	Prov_Lichinga
dimension_screensex	string	Source dimension retained during long-form normalization.	Mulher
dimension_codenum	string	Source dimension retained during long-form normalization.	1
dimension_elegible	string	Source dimension retained during long-form normalization.	Maior_ou_igual_a_3_meses
dimension_consq	string	Source dimension retained during long-form normalization.	Sim
dimension_conshiv	string	Source dimension retained during long-form normalization.	Sim
dimension_conshivn_other	string	Source dimension retained during long-form normalization.	``
dimension_conssi	string	Source dimension retained during long-form normalization.	Sim
dimension_gend1	string	Source dimension retained during long-form normalization.	Feminino
dimension_demres1	string	Source dimension retained during long-form normalization.	Niassa
dimension_scho1	string	Source dimension retained during long-form normalization.	Bacharelato_ou_superior
dimension_langspk	string	Source dimension retained during long-form normalization.	Portuguese
dimension_langspk_other	string	Source dimension retained during long-form normalization.	``
dimension_demrel	string	Source dimension retained during long-form normalization.	Protestante
dimension_demrel_other	string	Source dimension retained during long-form normalization.	``
dimension_trab1	string	Source dimension retained during long-form normalization.	Guarda_Penitenci��rios
dimension_func	string	Source dimension retained during long-form normalization.	Guarda Penitenciaria
dimension_passa_temp	string	Source dimension retained during long-form normalization.	Bloco administrativo
dimension_trab2	string	Source dimension retained during long-form normalization.	Outro
dimension_trab2_other	string	Source dimension retained during long-form normalization.	Control Penal
dimension_trab3	string	Source dimension retained during long-form normalization.	Maior_ou_igual_a_3_meses
dimension_circun	string	Source dimension retained during long-form normalization.	``
dimension_sexpref	string	Source dimension retained during long-form normalization.	Heterossexual
dimension_sexpref_other	string	Source dimension retained during long-form normalization.	``
dimension_sexw	string	Source dimension retained during long-form normalization.	``
dimension_sexw1	string	Source dimension retained during long-form normalization.	``
dimension_sexw2	string	Source dimension retained during long-form normalization.	``
dimension_sexw3	string	Source dimension retained during long-form normalization.	``
dimension_sexm4	string	Source dimension retained during long-form normalization.	``
dimension_sexm5	string	Source dimension retained during long-form normalization.	``
dimension_wom1	string	Source dimension retained during long-form normalization.	Sim
dimension_wom2	string	Source dimension retained during long-form normalization.	Nr_de_parceiros_masculinos
dimension_wom6	string	Source dimension retained during long-form normalization.	Nr_de_parceiros_masculinos
dimension_pers2	string	Source dimension retained during long-form normalization.	Sexo_masculino
dimension_pers4	string	Source dimension retained during long-form normalization.	Nao
dimension_pers6	string	Source dimension retained during long-form normalization.	N_deu_nem_receb_dinheiro
dimension_pers7	string	Source dimension retained during long-form normalization.	Nao
dimension_contact1	string	Source dimension retained during long-form normalization.	Nao
dimension_contact2	string	Source dimension retained during long-form normalization.	Nao_sabe
dimension_contact3	string	Source dimension retained during long-form normalization.	Nao
dimension_viol	string	Source dimension retained during long-form normalization.	Nao
dimension_viol1	string	Source dimension retained during long-form normalization.	Nao
dimension_viol2	string	Source dimension retained during long-form normalization.	Nao
dimension_conthiv	string	Source dimension retained during long-form normalization.	Nao
dimension_contsiits	string	Source dimension retained during long-form normalization.	Sim
dimension_duttrt	string	Source dimension retained during long-form normalization.	Nao
dimension_duttrt1	string	Source dimension retained during long-form normalization.	``
dimension_duttrt2	string	Source dimension retained during long-form normalization.	``
dimension_duttrt4	string	Source dimension retained during long-form normalization.	``
dimension_duttrt5	string	Source dimension retained during long-form normalization.	``
dimension_duttrt6	string	Source dimension retained during long-form normalization.	Nenhuma
dimension_treino	string	Source dimension retained during long-form normalization.	``
dimension_treino1	string	Source dimension retained during long-form normalization.	``
dimension_treinhiv	string	Source dimension retained during long-form normalization.	``
dimension_treisifits	string	Source dimension retained during long-form normalization.	``
dimension_treino4	string	Source dimension retained during long-form normalization.	``
dimension_treino5	string	Source dimension retained during long-form normalization.	``
dimension_treino6	string	Source dimension retained during long-form normalization.	``
dimension_viol11	string	Source dimension retained during long-form normalization.	Sim
dimension_viol12	string	Source dimension retained during long-form normalization.	Nao
dimension_viol13	string	Source dimension retained during long-form normalization.	Sim
dimension_viol14	string	Source dimension retained during long-form normalization.	Sim
dimension_viol15	string	Source dimension retained during long-form normalization.	Sim
dimension_viol16	string	Source dimension retained during long-form normalization.	Nao
dimension_viol17	string	Source dimension retained during long-form normalization.	Sim
dimension_viol18	string	Source dimension retained during long-form normalization.	Nao
dimension_depres1	string	Source dimension retained during long-form normalization.	Mais_da_metade_dos_dias
dimension_depres2	string	Source dimension retained during long-form normalization.	Quase_todos_os_dias
dimension_depres3	string	Source dimension retained during long-form normalization.	De_modo_nenhum
dimension_depres4	string	Source dimension retained during long-form normalization.	``
dimension_depres5	string	Source dimension retained during long-form normalization.	``
dimension_depres6	string	Source dimension retained during long-form normalization.	``
dimension_depres7	string	Source dimension retained during long-form normalization.	``
dimension_depres8	string	Source dimension retained during long-form normalization.	``
dimension_consome_alcool	string	Source dimension retained during long-form normalization.	``
dimension_alcohol1	string	Source dimension retained during long-form normalization.	``
dimension_alcohol2	string	Source dimension retained during long-form normalization.	``
dimension_alcohol3	string	Source dimension retained during long-form normalization.	``
dimension_vct1	string	Source dimension retained during long-form normalization.	``
dimension_vct3	string	Source dimension retained during long-form normalization.	``
dimension_vct4	string	Source dimension retained during long-form normalization.	``
dimension_vct5	string	Source dimension retained during long-form normalization.	``
dimension_vct6	string	Source dimension retained during long-form normalization.	``
dimension_vct7	string	Source dimension retained during long-form normalization.	``
dimension_vct8	string	Source dimension retained during long-form normalization.	``
dimension_prpevrhdr	string	Source dimension retained during long-form normalization.	``
dimension_prpevrhdr_local	string	Source dimension retained during long-form normalization.	``
dimension_prepcurnt	string	Source dimension retained during long-form normalization.	``
dimension_prepwdtk	string	Source dimension retained during long-form normalization.	``
dimension_cons_sifilis	string	Source dimension retained during long-form normalization.	``
dimension_cons_hiv	string	Source dimension retained during long-form normalization.	``
dimension_hiv_result	string	Source dimension retained during long-form normalization.	``
dimension_sifilis_result	string	Source dimension retained during long-form normalization.	``
dimension_colheu_carga_viral	string	Source dimension retained during long-form normalization.	``
source_period_start_year	int64	Start year inferred from source metadata.	``
source_period_end_year	int64	End year inferred from source metadata.	``
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	``
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	``
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	``
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	``
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	``
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	``
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	``
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	``
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-biologico-e-comportamental-em-reclusos-e-agentes-e1c64d14")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "MOZ"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: Instituto Nacional de Saúde
• Publisher: Instituto Nacional de Saúde
• Portal: https://mozdata.ine.gov.mz
• Resource: BASE STAFF_DATA
• License: other-open
• Retrieved/generated: 2026-08-07T20:55:29Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-inquerito-biologico-e-comportamental-em-reclusos-e-agentes-e1c64d14

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Track mobility over time
• Compare routes or geographies
• Join with economic and population data
• Build time-series views and period-over-period comparisons
• Pivot to geography x period or indicator x period matrices
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_inquerito_biologico_e_comportamental_em_reclusos_e_agentes_e1c_2023,
  title        = {Inquerito Biologico E Comportamental Em Reclusos E Agentes | Africa (Instituto Nacional de Saúde)},
  author       = {Instituto Nacional de Saúde},
  year         = {2023},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/128/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-biologico-e-comportamental-em-reclusos-e-agentes-e1c64d14}}
}

License

Released under other-open.

Original data is published by Instituto Nacional de Saúde. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://mozdata.ine.gov.mz/index.php/catalog/128/related-materials