electricsheepafrica/africa-mozambique-inquerito-de-indicadores-de-imunizacao-malaria-e-hiv-sida-4928a9f2

Inquerito De Indicadores De Imunizacao Malaria E Hiv Sida | Africa (Instituto Nacional de Saude)

1,360 rows - 1 Africa country/area - 2009-2015 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 1,360 rows from Instituto Nacional de Saude, covering Inquerito De Indicadores De Imunizacao Malaria E Hiv Sida. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Health datasets help analysts monitor disease burden, service delivery, population health outcomes, and public-health program performance.

Source-provided context: Document, Questionnaire [doc/qst]

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: not detected.
• Time coverage basis: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	1,360
Countries/areas	1
First period	2009
Last period	2015
Indicators	0
Columns	101
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	1,360	2009	2015	Mozambique

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	moz-ine-nada-71-772:cover:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	MOZ
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Mozambique
source_sheet	string	Source column from the original resource.	Cover
column_2	string	Source column from the original resource.	``
d_1	string	Source column from the original resource.	2.0
completo	string	Source column from the original resource.	AUSENTE
column_5	string	Source column from the original resource.	``
column_6	string	Source column from the original resource.	``
column_12	string	Source column from the original resource.	``
d_6	double	Source column from the original resource.	7.0
parcialmente_preenchido	string	Source column from the original resource.	INCAPACIDADE
source_period_start_year	int64	Start year inferred from source metadata.	2009
source_period_end_year	int64	End year inferred from source metadata.	2015
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2009-2015
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Instituto Nacional de Saude
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Inquerito de Indicadores de Imunizacao,Malaria e HIV/SIDA 2015
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Inquérito de Indicadores de Imunização, Malária e HIV/SIDA (IMASIDA, ...
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	MOZ-INE.IMASIDA2015.V2.C321
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	moz-ine-nada-71-772
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://mozdata.ine.gov.mz/index.php/catalog/71/download/772
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	other-open
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-07T22:10:37Z
column_3	string	Source column from the original resource.	``
column_4	string	Source column from the original resource.	``
idade_15_17	string	Source column from the original resource.	``
idade_18_64	string	Source column from the original resource.	``
column_7	string	Source column from the original resource.	``
column_8	string	Source column from the original resource.	``
column_9	string	Source column from the original resource.	``
column_10	string	Source column from the original resource.	``
column_11	string	Source column from the original resource.	``
column_13	string	Source column from the original resource.	``
d_005	double	Source column from the original resource.	``
d_104	double	Source column from the original resource.	``
qual_e_a_sua_nacionalidade	string	Source column from the original resource.	``
column_14	string	Source column from the original resource.	``
mocambicana	string	Source column from the original resource.	``
column_16	string	Source column from the original resource.	``
column_17	string	Source column from the original resource.	``
column_18	string	Source column from the original resource.	``
column_19	string	Source column from the original resource.	``
column_20	string	Source column from the original resource.	``
column_21	string	Source column from the original resource.	``
column	string	Source column from the original resource.	``
column_23	string	Source column from the original resource.	``
column_24	string	Source column from the original resource.	``
column_25	string	Source column from the original resource.	``
column_26	string	Source column from the original resource.	``
column_27	string	Source column from the original resource.	``
column_28	string	Source column from the original resource.	``
column_29	string	Source column from the original resource.	``
column_30	string	Source column from the original resource.	``
d_01	string	Source column from the original resource.	``
d_129	double	Source column from the original resource.	``
tem_filhos_ou_filhas_que_sao_seus_e_que_vivem_actualment	string	Source column from the original resource.	``
deu_luz_a_algum_filho_ou_filha_e_que_vive_actualmente_co	string	Source column from the original resource.	``
sim	string	Source column from the original resource.	``
column_22	string	Source column from the original resource.	``
d_201	double	Source column from the original resource.	``
homen	string	Source column from the original resource.	``
mulher	string	Source column from the original resource.	``
sim_actualmente_casado_a	string	Source column from the original resource.	``
column_15	string	Source column from the original resource.	``
column_1	string	Source column from the original resource.	``
ambos	string	Source column from the original resource.	``
d_3	string	Source column from the original resource.	``
ambos_2	string	Source column from the original resource.	``
d_3_2	string	Source column from the original resource.	``
ambos_3	string	Source column from the original resource.	``
column_31	string	Source column from the original resource.	``
column_33	string	Source column from the original resource.	``
column_34	string	Source column from the original resource.	``
column_36	string	Source column from the original resource.	``
d_3_3	string	Source column from the original resource.	``
d_243	double	Source column from the original resource.	``
nos_ultimos_12_meses_pagou_uma_pessoa_em_troca_de_relaco	string	Source column from the original resource.	``
durante_a_semana_quantas_vezes	string	Source column from the original resource.	``
nunca	string	Source column from the original resource.	``
ndo	string	Source column from the original resource.	``
es	string	Source column from the original resource.	``
d_401	double	Source column from the original resource.	``
quantas_pessoas_infectadas_pelo_hiv_sida_conhece	string	Source column from the original resource.	``
nenhuma	string	Source column from the original resource.	``
column_32	string	Source column from the original resource.	``
d_403	double	Source column from the original resource.	``
d_502b	string	Source column from the original resource.	``
quais_sao_os_medicamentos_que_tomou_para_prevenir_a_mala	string	Source column from the original resource.	``
sp_fansidar	string	Source column from the original resource.	``
a	string	Source column from the original resource.	``
d_602	double	Source column from the original resource.	``
e_capaz_de_descrever_os_sintomas_de_uma_its_num_homen	string	Source column from the original resource.	``
corrimento_no_penis	string	Source column from the original resource.	``
g	string	Source column from the original resource.	``
outro	string	Source column from the original resource.	``
outro_2	string	Source column from the original resource.	``
d_802	double	Source column from the original resource.	``
algumas_pessoas_tem_feito_circuncisao	string	Source column from the original resource.	``
no	double	Source column from the original resource.	``
no_2	string	Source column from the original resource.	``
codigos	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-de-indicadores-de-imunizacao-malaria-e-hiv-sida-4928a9f2")
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

• No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
• 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 Saude
• Publisher: Instituto Nacional de Saude
• Portal: https://mozdata.ine.gov.mz
• Resource: Inquérito de Indicadores de Imunização, Malária e HIV/SIDA (IMASIDA, 2015)
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:28Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-inquerito-de-indicadores-de-imunizacao-malaria-e-hiv-sida-4928a9f2

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

• Compare health outcomes across geographies
• Track changes over time
• Join with population or facility data
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_inquerito_de_indicadores_de_imunizacao_malaria_e_hiv_sida_4928_2015,
  title        = {Inquerito De Indicadores De Imunizacao Malaria E Hiv Sida | Africa (Instituto Nacional de Saude)},
  author       = {Instituto Nacional de Saude},
  year         = {2015},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/71/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-de-indicadores-de-imunizacao-malaria-e-hiv-sida-4928a9f2}}
}

License

Released under other-open.

Original data is published by Instituto Nacional de Saude. 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/71/related-materials