---
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](https://huggingface.co/electricsheepafrica)*

![rows](https://img.shields.io/badge/rows-523-blue)
![countries](https://img.shields.io/badge/countries-1-green)
![period](https://img.shields.io/badge/period-2020-orange)
![indicators](https://img.shields.io/badge/indicators-0-purple)
![license](https://img.shields.io/badge/license-other-lightgrey)

## 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

```python
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

```python
print(df.info())
print(df.head())
```

### Filter By Geography

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

### Time-Series Pattern

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

### Pivot For Analysis

```python
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](https://mozdata.ine.gov.mz/index.php/catalog/62/related-materials)
- **Publisher:** Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas
- **Portal:** [https://mozdata.ine.gov.mz](https://mozdata.ine.gov.mz)
- **Resource:** [QUESTIONARIO GERAL IAI 2020](https://mozdata.ine.gov.mz/index.php/catalog/62/download/381)
- **License:** other-open
- **Retrieved/generated:** `2026-08-07T22:11:35Z`
- **Hugging Face repo:** [electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-28b6d505](https://huggingface.co/datasets/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

```bibtex
@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.

---

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