README.md

metadata

license: other
language:
  - en
task_categories:
  - tabular-classification
  - tabular-regression
multilinguality: multilingual
size_categories:
  - n<1K
tags:
  - tabular
  - africa
  - open-data
  - official-statistics
  - mozambique
  - >-
    ministerio-da-agricultura-e-desenvolvimento-rural-instituto-nacional-de-estatist
  - transport
  - questionario-geral-iai-2020
  - questionario-geral-iai-2020-final-xlsx
  - '2020'
  - survey
  - document
  - questionnaire-doc
  - qst
  - questionarios
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-00000-of-00001.parquet
pretty_name: >-
  Inquerito Agrario Integrado 2020 | Africa (Ministerio da Agricultura e
  Desenvolvimento Rural, Instituto Nacional de Estatisticas)

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

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

TL;DR

This dataset contains 523 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

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

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: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	523
Countries/areas	1
First period	2020
Last period	2020
Indicators	0
Columns	369
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	523	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-62-381:a1:0
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.	A1
year	int64	Observation year.	2020
a05a	string	Source column from the original resource.	A05B
posto_administrativo	string	Source column from the original resource.	Localidade
column_4	string	Source column from the original resource.	``
a05d	string	Source column from the original resource.	A06.
localizacao_da_ae	string	Source column from the original resource.	Tipo de exploração baseada na listagem
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.	1-Pequena 2- Média
column_11	string	Source column from the original resource.	``
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.	QUESTIONARIO GERAL IAI 2020
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-62-381
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/381
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
b00	double	Source column from the original resource.	``
b00a	string	Source column from the original resource.	``
b01	string	Source column from the original resource.	``
b02	string	Source column from the original resource.	``
b03	string	Source column from the original resource.	``
b05	string	Source column from the original resource.	``
b06	string	Source column from the original resource.	``
b07	string	Source column from the original resource.	``
b08	string	Source column from the original resource.	``
b09	string	Source column from the original resource.	``
c09d	string	Source column from the original resource.	``
c09e	string	Source column from the original resource.	``
c09f	string	Source column from the original resource.	``
c09g	string	Source column from the original resource.	``
c10	string	Source column from the original resource.	``
c10a	string	Source column from the original resource.	``
c10b	string	Source column from the original resource.	``
c11	string	Source column from the original resource.	``
c11a	string	Source column from the original resource.	``
c11b	string	Source column from the original resource.	``
c12a	string	Source column from the original resource.	``
c12b	string	Source column from the original resource.	``
column_22	string	Source column from the original resource.	``
c12c	string	Source column from the original resource.	``
c12d	string	Source column from the original resource.	``
c13a	string	Source column from the original resource.	``
c13b	string	Source column from the original resource.	``
set	string	Source column from the original resource.	``
nov	string	Source column from the original resource.	``
jan	string	Source column from the original resource.	``
abr	string	Source column from the original resource.	``
jun	string	Source column from the original resource.	``
jul	string	Source column from the original resource.	``
ago	string	Source column from the original resource.	``
modista	string	Source column from the original resource.	``
column_3	string	Source column from the original resource.	``
column_6	string	Source column from the original resource.	``
e02	string	Source column from the original resource.	``
e02a	string	Source column from the original resource.	``
e02b	string	Source column from the original resource.	``
e03	string	Source column from the original resource.	``
e04a	string	Source column from the original resource.	``
e06	string	Source column from the original resource.	``
e07	string	Source column from the original resource.	``
e30	string	Source column from the original resource.	``
e31	string	Source column from the original resource.	``
e32	string	Source column from the original resource.	``
e33	string	Source column from the original resource.	``
e34	string	Source column from the original resource.	``
column_12	string	Source column from the original resource.	``
e35a_c	string	Source column from the original resource.	``
column_1	string	Source column from the original resource.	``
f08a	string	Source column from the original resource.	``
f08b	string	Source column from the original resource.	``
f09a	string	Source column from the original resource.	``
f09b	string	Source column from the original resource.	``
f10a	string	Source column from the original resource.	``
column_13	string	Source column from the original resource.	``
f10b	string	Source column from the original resource.	``
column_15	string	Source column from the original resource.	``
f11a	string	Source column from the original resource.	``
f11b	string	Source column from the original resource.	``
column_19	string	Source column from the original resource.	``
f11c	string	Source column from the original resource.	``
f11d	string	Source column from the original resource.	``
f08c	string	Source column from the original resource.	``
f08d	string	Source column from the original resource.	``
f09c	string	Source column from the original resource.	``
f09d	string	Source column from the original resource.	``
column_29	string	Source column from the original resource.	``
f10c	string	Source column from the original resource.	``
column_31	string	Source column from the original resource.	``
f10d	string	Source column from the original resource.	``
f11e	string	Source column from the original resource.	``
f11f	string	Source column from the original resource.	``
f11g	string	Source column from the original resource.	``
f11h	string	Source column from the original resource.	``
g00	string	Source column from the original resource.	``
g01	string	Source column from the original resource.	``
g02	string	Source column from the original resource.	``
g03	string	Source column from the original resource.	``
column_5	string	Source column from the original resource.	``
g03a	string	Source column from the original resource.	``
g03b	string	Source column from the original resource.	``
g03c	string	Source column from the original resource.	``
g03d	string	Source column from the original resource.	``
g03e	string	Source column from the original resource.	``
g04a	string	Source column from the original resource.	``
column_16	string	Source column from the original resource.	``
g04b	string	Source column from the original resource.	``
g05a	string	Source column from the original resource.	``
g05b	string	Source column from the original resource.	``
g05c	string	Source column from the original resource.	``
g06	string	Source column from the original resource.	``
g18	string	Source column from the original resource.	``
g19a	string	Source column from the original resource.	``
g19b	string	Source column from the original resource.	``
g19c	string	Source column from the original resource.	``
g20	string	Source column from the original resource.	``
g21	string	Source column from the original resource.	``
g22	string	Source column from the original resource.	``
g22a	string	Source column from the original resource.	``
g22b	string	Source column from the original resource.	``
g22c	string	Source column from the original resource.	``
g23	string	Source column from the original resource.	``
g24	string	Source column from the original resource.	``
g25a	string	Source column from the original resource.	``
g25b	string	Source column from the original resource.	``
h00	string	Source column from the original resource.	``
h01	string	Source column from the original resource.	``
h02	string	Source column from the original resource.	``
h03	string	Source column from the original resource.	``
h03a_b	string	Source column from the original resource.	``
h03c	string	Source column from the original resource.	``
h03d	string	Source column from the original resource.	``
h03e	string	Source column from the original resource.	``
h04a	string	Source column from the original resource.	``
column_14	string	Source column from the original resource.	``
h04b	string	Source column from the original resource.	``
h05a	string	Source column from the original resource.	``
h05b	string	Source column from the original resource.	``
h05c	string	Source column from the original resource.	``
h06	string	Source column from the original resource.	``
h18	string	Source column from the original resource.	``
h19a	string	Source column from the original resource.	``
h19b	string	Source column from the original resource.	``
h19c	string	Source column from the original resource.	``
h20	string	Source column from the original resource.	``
h21	string	Source column from the original resource.	``
h22	string	Source column from the original resource.	``
h22a	string	Source column from the original resource.	``
h22b	string	Source column from the original resource.	``
h22c	string	Source column from the original resource.	``
h23	string	Source column from the original resource.	``
h24	string	Source column from the original resource.	``
h25a	string	Source column from the original resource.	``
h25b	string	Source column from the original resource.	``
i00	string	Source column from the original resource.	``
i01	string	Source column from the original resource.	``
i02	string	Source column from the original resource.	``
i03	string	Source column from the original resource.	``
i04	string	Source column from the original resource.	``
i05	string	Source column from the original resource.	``
i06a_l	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.	``
i07a	string	Source column from the original resource.	``
i07b	string	Source column from the original resource.	``
i08a	string	Source column from the original resource.	``
i08b	string	Source column from the original resource.	``
i08c	string	Source column from the original resource.	``
i09a	string	Source column from the original resource.	``
i09b	string	Source column from the original resource.	``
i10a	string	Source column from the original resource.	``
i10b	string	Source column from the original resource.	``
i10c	string	Source column from the original resource.	``
i18	string	Source column from the original resource.	``
i19a	string	Source column from the original resource.	``
i19b	string	Source column from the original resource.	``
i19c	string	Source column from the original resource.	``
i20	string	Source column from the original resource.	``
i21a	string	Source column from the original resource.	``
i22	string	Source column from the original resource.	``
i23	string	Source column from the original resource.	``
i24a	string	Source column from the original resource.	``
i24b	string	Source column from the original resource.	``
i24c	string	Source column from the original resource.	``
i25a	string	Source column from the original resource.	``
i25b	string	Source column from the original resource.	``
j00	string	Source column from the original resource.	``
j01	string	Source column from the original resource.	``
j02	string	Source column from the original resource.	``
j02a	string	Source column from the original resource.	``
j02b	string	Source column from the original resource.	``
j02c	string	Source column from the original resource.	``
j03	string	Source column from the original resource.	``
j03a	string	Source column from the original resource.	``
j03b	string	Source column from the original resource.	``
j03c	string	Source column from the original resource.	``
j03d	string	Source column from the original resource.	``
j03e	string	Source column from the original resource.	``
j04a	string	Source column from the original resource.	``
j04b	string	Source column from the original resource.	``
j05	string	Source column from the original resource.	``
j05a	string	Source column from the original resource.	``
j05b	string	Source column from the original resource.	``
k00	string	Source column from the original resource.	``
column_2	string	Source column from the original resource.	``
k01	double	Source column from the original resource.	``
k02a	string	Source column from the original resource.	``
k02b	string	Source column from the original resource.	``
k02c	string	Source column from the original resource.	``
k02d_e	string	Source column from the original resource.	``
k03	string	Source column from the original resource.	``
k04a	string	Source column from the original resource.	``
k04b	string	Source column from the original resource.	``
k05	string	Source column from the original resource.	``
k05a	string	Source column from the original resource.	``
k05b	string	Source column from the original resource.	``
k05c	string	Source column from the original resource.	``
k05d	string	Source column from the original resource.	``
k05e	string	Source column from the original resource.	``
k06a	string	Source column from the original resource.	``
k06b	string	Source column from the original resource.	``
k07a	string	Source column from the original resource.	``
k07b	string	Source column from the original resource.	``
k08a	string	Source column from the original resource.	``
k08b	string	Source column from the original resource.	``
lo0	string	Source column from the original resource.	``
l01	double	Source column from the original resource.	``
l02	string	Source column from the original resource.	``
l02a	string	Source column from the original resource.	``
l03	string	Source column from the original resource.	``
l04	string	Source column from the original resource.	``
l05	string	Source column from the original resource.	``
l05a	string	Source column from the original resource.	``
l05b	string	Source column from the original resource.	``
l06	string	Source column from the original resource.	``
l07a	string	Source column from the original resource.	``
l07b	string	Source column from the original resource.	``
l08	string	Source column from the original resource.	``
l09	string	Source column from the original resource.	``
l10a	string	Source column from the original resource.	``
l10b	string	Source column from the original resource.	``
l11	string	Source column from the original resource.	``
l12	string	Source column from the original resource.	``
l13a	string	Source column from the original resource.	``
l13b	string	Source column from the original resource.	``
l14	string	Source column from the original resource.	``
l15	string	Source column from the original resource.	``
l16	string	Source column from the original resource.	``
l17	string	Source column from the original resource.	``
m300	string	Source column from the original resource.	``
m301	string	Source column from the original resource.	``
m309	string	Source column from the original resource.	``
m310a	string	Source column from the original resource.	``
m310b	string	Source column from the original resource.	``
m311	string	Source column from the original resource.	``
m311a	string	Source column from the original resource.	``
m311b	string	Source column from the original resource.	``
m312a	string	Source column from the original resource.	``
m312b	string	Source column from the original resource.	``
m313a	string	Source column from the original resource.	``
m313b	string	Source column from the original resource.	``
m314	string	Source column from the original resource.	``
n00a	string	Source column from the original resource.	``
n00	double	Source column from the original resource.	``
n01	string	Source column from the original resource.	``
n02	string	Source column from the original resource.	``
n02a	string	Source column from the original resource.	``
n03	string	Source column from the original resource.	``
n04	string	Source column from the original resource.	``
n04a	string	Source column from the original resource.	``
n05	string	Source column from the original resource.	``
n06	string	Source column from the original resource.	``
n07	string	Source column from the original resource.	``
n08	string	Source column from the original resource.	``
n09	string	Source column from the original resource.	``
n10a	string	Source column from the original resource.	``
n10b	string	Source column from the original resource.	``
n11a	string	Source column from the original resource.	``
n11b	string	Source column from the original resource.	``
n12a	string	Source column from the original resource.	``
n12b	string	Source column from the original resource.	``
n13a	string	Source column from the original resource.	``
n13b	string	Source column from the original resource.	``
n14	string	Source column from the original resource.	``
n15a	string	Source column from the original resource.	``
n15b	string	Source column from the original resource.	``
n15c	string	Source column from the original resource.	``
n18a	string	Source column from the original resource.	``
n18	string	Source column from the original resource.	``
n19a	string	Source column from the original resource.	``
n19b	string	Source column from the original resource.	``
n19c	string	Source column from the original resource.	``
n19d	string	Source column from the original resource.	``
n19e	string	Source column from the original resource.	``
n19f	string	Source column from the original resource.	``
n19g	string	Source column from the original resource.	``
n19h	string	Source column from the original resource.	``
n19i	string	Source column from the original resource.	``
n19j	string	Source column from the original resource.	``
n19k	string	Source column from the original resource.	``
n46a	string	Source column from the original resource.	``
n46b	string	Source column from the original resource.	``
n46c1	string	Source column from the original resource.	``
n47a	string	Source column from the original resource.	``
n47b	string	Source column from the original resource.	``
n47c	string	Source column from the original resource.	``
n47d	string	Source column from the original resource.	``
n48a	string	Source column from the original resource.	``
n48b	string	Source column from the original resource.	``
n48c	string	Source column from the original resource.	``
n48d	string	Source column from the original resource.	``
n49a	string	Source column from the original resource.	``
n49b	string	Source column from the original resource.	``
n49c	string	Source column from the original resource.	``
n50a	string	Source column from the original resource.	``
n40b	string	Source column from the original resource.	``
n50c	string	Source column from the original resource.	``
o34a	string	Source column from the original resource.	``
o34	double	Source column from the original resource.	``
o35	string	Source column from the original resource.	``
o36a	string	Source column from the original resource.	``
o36b	string	Source column from the original resource.	``
o36c	string	Source column from the original resource.	``
o37a	string	Source column from the original resource.	``
o37b	string	Source column from the original resource.	``
o37c	string	Source column from the original resource.	``
o37d	string	Source column from the original resource.	``
o41a	string	Source column from the original resource.	``
o41b	string	Source column from the original resource.	``
o42a	string	Source column from the original resource.	``
o42b	string	Source column from the original resource.	``
o43a	string	Source column from the original resource.	``
o43b	string	Source column from the original resource.	``
o44a	string	Source column from the original resource.	``
o44b	string	Source column from the original resource.	``
o45a	string	Source column from the original resource.	``
o45b	string	Source column from the original resource.	``
o46a	string	Source column from the original resource.	``
o46b	string	Source column from the original resource.	``
o47	string	Source column from the original resource.	``
o52a	string	Source column from the original resource.	``
o52	double	Source column from the original resource.	``
o53	string	Source column from the original resource.	``
o54a	string	Source column from the original resource.	``
o54b	string	Source column from the original resource.	``
o55a	string	Source column from the original resource.	``
o55b	string	Source column from the original resource.	``
o55c	string	Source column from the original resource.	``
o55d	string	Source column from the original resource.	``
o56a	string	Source column from the original resource.	``
o56b	string	Source column from the original resource.	``
o57a	string	Source column from the original resource.	``
o57b	string	Source column from the original resource.	``
o57c	double	Source column from the original resource.	``
d_2_nao	string	Source column from the original resource.	``
celeiros	string	Source column from the original resource.	``
celeiros_nao	string	Source column from the original resource.	``
silos	string	Source column from the original resource.	``
d_2_igual_agora_comparado_com_o_ano_passado	string	Source column from the original resource.	``
d_2_igual_agora_comparado_ha_3_anos_atras	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-28b6d505")
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: QUESTIONARIO GERAL IAI 2020
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:35Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-28b6d505

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
• 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_28b6d505_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-2020-28b6d505}}
}

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