electricsheepafrica/africa-mozambique-inquerito-nacional-sobre-causas-de-mortalidade-2007-8-7bc5af28

Inquerito Nacional Sobre Causas De Mortalidade 2007 8 | Africa (INE)

2,505 rows - 1 Africa country/area - 2007-2008 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 2,505 rows from INE, covering Inquerito Nacional Sobre Causas De Mortalidade 2007 8. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: Document, Technical [doc/tec]

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	2,505
Countries/areas	1
First period	2007
Last period	2008
Indicators	0
Columns	67
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	2,505	2007	2008	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-66-407:11:0
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.	11
incam_id	double	Source column from the original resource.	11101.0
codzona	double	Source column from the original resource.	1.0
zona	string	Source column from the original resource.	Urbana
codprov	double	Source column from the original resource.	11.0
prov	string	Source column from the original resource.	Maputo Cidade
coddist	double	Source column from the original resource.	1.0
distritos	string	Source column from the original resource.	DISTRITO URBANO 1
codpost	double	Source column from the original resource.	99.0
posto	string	Source column from the original resource.	NÃO APLICAVEL
codlocal	double	Source column from the original resource.	99.0
localidade	string	Source column from the original resource.	Não Definida ou Outras
codbairro	double	Source column from the original resource.	1.0
codigo_oer	double	Source column from the original resource.	1101999901.0
bairro	string	Source column from the original resource.	ALTO MAE 'A'
ac	int64	Source column from the original resource.	4
ae	int64	Source column from the original resource.	12
nomen1	string	Source column from the original resource.	Q25
source_period_start_year	int64	Start year inferred from source metadata.	2007
source_period_end_year	int64	End year inferred from source metadata.	2008
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2007-2008
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	INE
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Inquérito Nacional sobre Causas de Mortalidade, 2007/8
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Amostra
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	MOZ-INCAM2007-2008.V1
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	moz-ine-nada-66-407
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://mozdata.ine.gov.mz/index.php/catalog/66/download/407
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
incam	double	Source column from the original resource.	``
newoer	double	Source column from the original resource.	``
codarea	double	Source column from the original resource.	``
area	string	Source column from the original resource.	``
provincia	string	Source column from the original resource.	``
distrito	string	Source column from the original resource.	``
codpa	double	Source column from the original resource.	``
padmin	string	Source column from the original resource.	``
coddist_2	double	Source column from the original resource.	``
distrito_2	string	Source column from the original resource.	``
postoad	string	Source column from the original resource.	``
nomen2	string	Source column from the original resource.	``
incam_segment	double	Source column from the original resource.	``
cod_area	double	Source column from the original resource.	``
cod_prov	double	Source column from the original resource.	``
cod_dist	double	Source column from the original resource.	``
cod_pa	double	Source column from the original resource.	``
cod_local	double	Source column from the original resource.	``
coddistr	double	Source column from the original resource.	``
nomedistr	string	Source column from the original resource.	``
nomepadministrativo	string	Source column from the original resource.	``
cod_bairro	double	Source column from the original resource.	``
nome_n1	string	Source column from the original resource.	``
cod_n2	double	Source column from the original resource.	``
nome_n2	string	Source column from the original resource.	``
codigooer	double	Source column from the original resource.	``
codaldeiapovo	double	Source column from the original resource.	``
aldeia_povoacao	string	Source column from the original resource.	``
codoer	double	Source column from the original resource.	``
unidadecomunal	string	Source column from the original resource.	``
nomezona	string	Source column from the original resource.	``
nomezon	string	Source column from the original resource.	``
codn2	double	Source column from the original resource.	``
shape_length	double	Source column from the original resource.	``
shape_area	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-nacional-sobre-causas-de-mortalidade-2007-8-7bc5af28")
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: INE
• Publisher: INE
• Portal: https://mozdata.ine.gov.mz
• Resource: Amostra
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:48Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-inquerito-nacional-sobre-causas-de-mortalidade-2007-8-7bc5af28

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

• Profile the distribution of values
• Compare categories or geographies
• Join with complementary public datasets
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_inquerito_nacional_sobre_causas_de_mortalidade_2007_8_7bc5af28_2008,
  title        = {Inquerito Nacional Sobre Causas De Mortalidade 2007 8 | Africa (INE)},
  author       = {INE},
  year         = {2008},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/66/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-nacional-sobre-causas-de-mortalidade-2007-8-7bc5af28}}
}

License

Released under other-open.

Original data is published by INE. 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/66/related-materials