electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-321b18b4

Inquerito Agrario Integrado 2020 | Africa (Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas)

538 rows - 1 Africa country/area - 2020 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 538 rows from Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas, covering Inquerito Agrario Integrado 2020. 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: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	538
Countries/areas	1
First period	2020
Last period	2020
Indicators	0
Columns	63
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	538	2020	2020	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-62-356:regiao-sul: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.	Regiao_SUL
year	int64	Observation year.	2020
d_30	double	Source column from the original resource.	31.0
d_2	double	Source column from the original resource.	2.0
d_5	int64	Source column from the original resource.	5
d_7	int64	Source column from the original resource.	8
d_10	int64	Source column from the original resource.	10
d_13	double	Source column from the original resource.	13.0
d_16	double	Source column from the original resource.	16.0
d_18	double	Source column from the original resource.	19.0
d_21	double	Source column from the original resource.	22.0
d_24	double	Source column from the original resource.	24.0
d_27	double	Source column from the original resource.	27.0
d_29	double	Source column from the original resource.	30.0
d_3	int64	Source column from the original resource.	1
d_6_666666666666666	double	Source column from the original resource.	4.666666666666666
d_10_333333333333332	double	Source column from the original resource.	8.333333333333332
d_4	int64	Source column from the original resource.	2
d_6	int64	Source column from the original resource.	4
d_8	int64	Source column from the original resource.	6
source_period_start_year	int64	Start year inferred from source metadata.	2020
source_period_end_year	int64	End year inferred from source metadata.	2020
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2020
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional...
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Inquérito Agrário Integrado 2020
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	IBSA_Tabelas de Selecao_AFs
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	IAI-2020
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	moz-ine-nada-62-356
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://mozdata.ine.gov.mz/index.php/catalog/62/download/356
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
d_1	double	Source column from the original resource.	``
d_9	double	Source column from the original resource.	``
d_12	double	Source column from the original resource.	``
d_14	double	Source column from the original resource.	``
d_15	double	Source column from the original resource.	``
d_17	double	Source column from the original resource.	``
d_2_2	double	Source column from the original resource.	``
d_5_666666666666666	double	Source column from the original resource.	``
d_9_333333333333332	double	Source column from the original resource.	``
d_14_2	double	Source column from the original resource.	``
d_4_2	double	Source column from the original resource.	``
d_7_666666666666666	double	Source column from the original resource.	``
d_11_333333333333332	double	Source column from the original resource.	``
d_5_2	double	Source column from the original resource.	``
d_9_2	double	Source column from the original resource.	``
nova_ordem	string	Source column from the original resource.	``
d_1_2	double	Source column from the original resource.	``
d_3_2	double	Source column from the original resource.	``
d_4_3	double	Source column from the original resource.	``
d_5_3	double	Source column from the original resource.	``
d_6_2	double	Source column from the original resource.	``
d_7_2	double	Source column from the original resource.	``
d_8_2	double	Source column from the original resource.	``
d_3_3	string	Source column from the original resource.	``
d_8_3	string	Source column from the original resource.	``
d_13_2	string	Source column from the original resource.	``
d_6_3	string	Source column from the original resource.	``
d_10_2	string	Source column from the original resource.	``
d_14_3	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-321b18b4")
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: Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas
• Publisher: Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas
• Portal: https://mozdata.ine.gov.mz
• Resource: IBSA_Tabelas de Selecao_AFs
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:31Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-321b18b4

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
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_inquerito_agrario_integrado_2020_321b18b4_2020,
  title        = {Inquerito Agrario Integrado 2020 | Africa (Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas)},
  author       = {Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas},
  year         = {2020},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/62/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-321b18b4}}
}

License

Released under other-open.

Original data is published by Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas. 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/62/related-materials