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README.md

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+---
+license: other
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+multilinguality: monolingual
+size_categories:
+- n<1K
+tags:
+- tabular
+- xlsx
+- africa
+- mozambique
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)"
+---
+
+# Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)
+
+523 rows - 1 Africa country - 2020 - Repackaged 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)
+![years](https://img.shields.io/badge/years-2020-orange)
+![indicators](https://img.shields.io/badge/indicators-0-purple)
+![license](https://img.shields.io/badge/license-other-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Mozambique** as
+ML-ready Parquet. The source file is the provenance boundary; all usable
+indicators or tabular columns from the resource stay together in this repo.
+
+## About the source
+
+- **Source:** [Inquérito Agrário Integrado 2020](https://mozdata.ine.gov.mz/index.php/catalog/62/related-materials)
+- **Publisher:** Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas
+- **Resource:** [QUESTIONARIO GERAL IAI 2020](https://mozdata.ine.gov.mz/index.php/catalog/62/download/381)
+- **Format:** `XLSX`
+- **License:** [Other open license]()
+- **Packaging mode:** `tabular_resource`
+
+## Geographic coverage
+
+1 Africa country:
+
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `MOZ` | 523 | 2020 | 2020 | `Mozambique` |
+
+## Indicators or Resource Contents
+
+- This source file is packaged as a normalized tabular resource.
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `source_record_id` | `string` | Stable row identifier for tabular resources. | `moz-ine-nada-62-381:a1:0` |
+| `country_iso3` | `category` | ISO3 country code. | `MOZ` |
+| `country_name` | `category` | Country name. | `Mozambique` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `A1` |
+| `year` | `Int64` | Observation year. | `2020` |
+| `a05a` | `string` | Source column. | `A05B` |
+| `posto_administrativo` | `string` | Source column. | `Localidade` |
+| `column_4` | `string` | Source column. | `` |
+| `a05d` | `string` | Source column. | `A06.` |
+| `localizacao_da_ae` | `string` | Source column. | `Tipo de exploração baseada na listagem` |
+| `column_7` | `string` | Source column. | `` |
+| `column_8` | `string` | Source column. | `` |
+| `column_9` | `string` | Source column. | `` |
+| `column_10` | `string` | Source column. | `1-Pequena 2- Média` |
+| `column_11` | `string` | Source column. | `` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2020` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2020` |
+| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2020` |
+| `source_provider` | `category` | Publishing organization. | `Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de` |
+| `source_dataset` | `category` | Source package title. | `Inquérito Agrário Integrado 2020` |
+| `source_resource` | `category` | Source resource title. | `QUESTIONARIO GERAL IAI 2020` |
+| `source_package_id` | `category` | CKAN package UUID. | `IAI-2020` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `moz-ine-nada-62-381` |
+| `source_url` | `category` | Original source resource URL. | `https://mozdata.ine.gov.mz/index.php/catalog/62/download/381` |
+| `license_id` | `category` | Source license identifier. | `other-open` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-07T22:10:37Z` |
+| `b00` | `float64` | Source column. | `` |
+| `b00a` | `string` | Source column. | `` |
+| `b01` | `string` | Source column. | `` |
+| `b02` | `string` | Source column. | `` |
+| `b03` | `string` | Source column. | `` |
+| `b05` | `string` | Source column. | `` |
+| `b06` | `string` | Source column. | `` |
+| `b07` | `string` | Source column. | `` |
+| `b08` | `string` | Source column. | `` |
+| `b09` | `string` | Source column. | `` |
+| `c09d` | `string` | Source column. | `` |
+| `c09e` | `string` | Source column. | `` |
+| `c09f` | `string` | Source column. | `` |
+| `c09g` | `string` | Source column. | `` |
+| `c10` | `string` | Source column. | `` |
+| `c10a` | `string` | Source column. | `` |
+| `c10b` | `string` | Source column. | `` |
+| `c11` | `string` | Source column. | `` |
+| `c11a` | `string` | Source column. | `` |
+| `c11b` | `string` | Source column. | `` |
+| `c12a` | `string` | Source column. | `` |
+| `c12b` | `string` | Source column. | `` |
+| `column_22` | `string` | Source column. | `` |
+| `c12c` | `string` | Source column. | `` |
+| `c12d` | `string` | Source column. | `` |
+| `c13a` | `string` | Source column. | `` |
+| `c13b` | `string` | Source column. | `` |
+| `set` | `string` | Source column. | `` |
+| `nov` | `string` | Source column. | `` |
+| `jan` | `string` | Source column. | `` |
+| `abr` | `string` | Source column. | `` |
+| `jun` | `string` | Source column. | `` |
+| `jul` | `string` | Source column. | `` |
+| `ago` | `string` | Source column. | `` |
+| `modista` | `string` | Source column. | `` |
+| `column_3` | `string` | Source column. | `` |
+| `column_6` | `string` | Source column. | `` |
+| `e02` | `string` | Source column. | `` |
+| `e02a` | `string` | Source column. | `` |
+| `e02b` | `string` | Source column. | `` |
+| `e03` | `string` | Source column. | `` |
+| `e04a` | `string` | Source column. | `` |
+| `e06` | `string` | Source column. | `` |
+| `e07` | `string` | Source column. | `` |
+| `e30` | `string` | Source column. | `` |
+| `e31` | `string` | Source column. | `` |
+| `e32` | `string` | Source column. | `` |
+| `e33` | `string` | Source column. | `` |
+| `e34` | `string` | Source column. | `` |
+| `column_12` | `string` | Source column. | `` |
+| `e35a_c` | `string` | Source column. | `` |
+| `column_1` | `string` | Source column. | `` |
+| `f08a` | `string` | Source column. | `` |
+| `f08b` | `string` | Source column. | `` |
+| `f09a` | `string` | Source column. | `` |
+| `f09b` | `string` | Source column. | `` |
+| `f10a` | `string` | Source column. | `` |
+| `column_13` | `string` | Source column. | `` |
+| `f10b` | `string` | Source column. | `` |
+| `column_15` | `string` | Source column. | `` |
+| `f11a` | `string` | Source column. | `` |
+| `f11b` | `string` | Source column. | `` |
+| `column_19` | `string` | Source column. | `` |
+| `f11c` | `string` | Source column. | `` |
+| `f11d` | `string` | Source column. | `` |
+| `f08c` | `string` | Source column. | `` |
+| `f08d` | `string` | Source column. | `` |
+| `f09c` | `string` | Source column. | `` |
+| `f09d` | `string` | Source column. | `` |
+| `column_29` | `string` | Source column. | `` |
+| `f10c` | `string` | Source column. | `` |
+| `column_31` | `string` | Source column. | `` |
+| `f10d` | `string` | Source column. | `` |
+| `f11e` | `string` | Source column. | `` |
+| `f11f` | `string` | Source column. | `` |
+| `f11g` | `string` | Source column. | `` |
+| `f11h` | `string` | Source column. | `` |
+| `g00` | `string` | Source column. | `` |
+| `g01` | `string` | Source column. | `` |
+| `g02` | `string` | Source column. | `` |
+| `g03` | `string` | Source column. | `` |
+| `column_5` | `string` | Source column. | `` |
+| `g03a` | `string` | Source column. | `` |
+| `g03b` | `string` | Source column. | `` |
+| `g03c` | `string` | Source column. | `` |
+| `g03d` | `string` | Source column. | `` |
+| `g03e` | `string` | Source column. | `` |
+| `g04a` | `string` | Source column. | `` |
+| `column_16` | `string` | Source column. | `` |
+| `g04b` | `string` | Source column. | `` |
+| `g05a` | `string` | Source column. | `` |
+| `g05b` | `string` | Source column. | `` |
+| `g05c` | `string` | Source column. | `` |
+| `g06` | `string` | Source column. | `` |
+| `g18` | `string` | Source column. | `` |
+| `g19a` | `string` | Source column. | `` |
+| `g19b` | `string` | Source column. | `` |
+| `g19c` | `string` | Source column. | `` |
+| `g20` | `string` | Source column. | `` |
+| `g21` | `string` | Source column. | `` |
+| `g22` | `string` | Source column. | `` |
+| `g22a` | `string` | Source column. | `` |
+| `g22b` | `string` | Source column. | `` |
+| `g22c` | `string` | Source column. | `` |
+| `g23` | `string` | Source column. | `` |
+| `g24` | `string` | Source column. | `` |
+| `g25a` | `string` | Source column. | `` |
+| `g25b` | `string` | Source column. | `` |
+| `h00` | `string` | Source column. | `` |
+| `h01` | `string` | Source column. | `` |
+| `h02` | `string` | Source column. | `` |
+| `h03` | `string` | Source column. | `` |
+| `h03a_b` | `string` | Source column. | `` |
+| `h03c` | `string` | Source column. | `` |
+| `h03d` | `string` | Source column. | `` |
+| `h03e` | `string` | Source column. | `` |
+| `h04a` | `string` | Source column. | `` |
+| `column_14` | `string` | Source column. | `` |
+| `h04b` | `string` | Source column. | `` |
+| `h05a` | `string` | Source column. | `` |
+| `h05b` | `string` | Source column. | `` |
+| `h05c` | `string` | Source column. | `` |
+| `h06` | `string` | Source column. | `` |
+| `h18` | `string` | Source column. | `` |
+| `h19a` | `string` | Source column. | `` |
+| `h19b` | `string` | Source column. | `` |
+| `h19c` | `string` | Source column. | `` |
+| `h20` | `string` | Source column. | `` |
+| `h21` | `string` | Source column. | `` |
+| `h22` | `string` | Source column. | `` |
+| `h22a` | `string` | Source column. | `` |
+| `h22b` | `string` | Source column. | `` |
+| `h22c` | `string` | Source column. | `` |
+| `h23` | `string` | Source column. | `` |
+| `h24` | `string` | Source column. | `` |
+| `h25a` | `string` | Source column. | `` |
+| `h25b` | `string` | Source column. | `` |
+| `i00` | `string` | Source column. | `` |
+| `i01` | `string` | Source column. | `` |
+| `i02` | `string` | Source column. | `` |
+| `i03` | `string` | Source column. | `` |
+| `i04` | `string` | Source column. | `` |
+| `i05` | `string` | Source column. | `` |
+| `i06a_l` | `string` | Source column. | `` |
+| `column_17` | `string` | Source column. | `` |
+| `column_18` | `string` | Source column. | `` |
+| `i07a` | `string` | Source column. | `` |
+| `i07b` | `string` | Source column. | `` |
+| `i08a` | `string` | Source column. | `` |
+| `i08b` | `string` | Source column. | `` |
+| `i08c` | `string` | Source column. | `` |
+| `i09a` | `string` | Source column. | `` |
+| `i09b` | `string` | Source column. | `` |
+| `i10a` | `string` | Source column. | `` |
+| `i10b` | `string` | Source column. | `` |
+| `i10c` | `string` | Source column. | `` |
+| `i18` | `string` | Source column. | `` |
+| `i19a` | `string` | Source column. | `` |
+| `i19b` | `string` | Source column. | `` |
+| `i19c` | `string` | Source column. | `` |
+| `i20` | `string` | Source column. | `` |
+| `i21a` | `string` | Source column. | `` |
+| `i22` | `string` | Source column. | `` |
+| `i23` | `string` | Source column. | `` |
+| `i24a` | `string` | Source column. | `` |
+| `i24b` | `string` | Source column. | `` |
+| `i24c` | `string` | Source column. | `` |
+| `i25a` | `string` | Source column. | `` |
+| `i25b` | `string` | Source column. | `` |
+| `j00` | `string` | Source column. | `` |
+| `j01` | `string` | Source column. | `` |
+| `j02` | `string` | Source column. | `` |
+| `j02a` | `string` | Source column. | `` |
+| `j02b` | `string` | Source column. | `` |
+| `j02c` | `string` | Source column. | `` |
+| `j03` | `string` | Source column. | `` |
+| `j03a` | `string` | Source column. | `` |
+| `j03b` | `string` | Source column. | `` |
+| `j03c` | `string` | Source column. | `` |
+| `j03d` | `string` | Source column. | `` |
+| `j03e` | `string` | Source column. | `` |
+| `j04a` | `string` | Source column. | `` |
+| `j04b` | `string` | Source column. | `` |
+| `j05` | `string` | Source column. | `` |
+| `j05a` | `string` | Source column. | `` |
+| `j05b` | `string` | Source column. | `` |
+| `k00` | `string` | Source column. | `` |
+| `column_2` | `string` | Source column. | `` |
+| `k01` | `float64` | Source column. | `` |
+| `k02a` | `string` | Source column. | `` |
+| `k02b` | `string` | Source column. | `` |
+| `k02c` | `string` | Source column. | `` |
+| `k02d_e` | `string` | Source column. | `` |
+| `k03` | `string` | Source column. | `` |
+| `k04a` | `string` | Source column. | `` |
+| `k04b` | `string` | Source column. | `` |
+| `k05` | `string` | Source column. | `` |
+| `k05a` | `string` | Source column. | `` |
+| `k05b` | `string` | Source column. | `` |
+| `k05c` | `string` | Source column. | `` |
+| `k05d` | `string` | Source column. | `` |
+| `k05e` | `string` | Source column. | `` |
+| `k06a` | `string` | Source column. | `` |
+| `k06b` | `string` | Source column. | `` |
+| `k07a` | `string` | Source column. | `` |
+| `k07b` | `string` | Source column. | `` |
+| `k08a` | `string` | Source column. | `` |
+| `k08b` | `string` | Source column. | `` |
+| `lo0` | `string` | Source column. | `` |
+| `l01` | `float64` | Source column. | `` |
+| `l02` | `string` | Source column. | `` |
+| `l02a` | `string` | Source column. | `` |
+| `l03` | `string` | Source column. | `` |
+| `l04` | `string` | Source column. | `` |
+| `l05` | `string` | Source column. | `` |
+| `l05a` | `string` | Source column. | `` |
+| `l05b` | `string` | Source column. | `` |
+| `l06` | `string` | Source column. | `` |
+| `l07a` | `string` | Source column. | `` |
+| `l07b` | `string` | Source column. | `` |
+| `l08` | `string` | Source column. | `` |
+| `l09` | `string` | Source column. | `` |
+| `l10a` | `string` | Source column. | `` |
+| `l10b` | `string` | Source column. | `` |
+| `l11` | `string` | Source column. | `` |
+| `l12` | `string` | Source column. | `` |
+| `l13a` | `string` | Source column. | `` |
+| `l13b` | `string` | Source column. | `` |
+| `l14` | `string` | Source column. | `` |
+| `l15` | `string` | Source column. | `` |
+| `l16` | `string` | Source column. | `` |
+| `l17` | `string` | Source column. | `` |
+| `m300` | `string` | Source column. | `` |
+| `m301` | `string` | Source column. | `` |
+| `m309` | `string` | Source column. | `` |
+| `m310a` | `string` | Source column. | `` |
+| `m310b` | `string` | Source column. | `` |
+| `m311` | `string` | Source column. | `` |
+| `m311a` | `string` | Source column. | `` |
+| `m311b` | `string` | Source column. | `` |
+| `m312a` | `string` | Source column. | `` |
+| `m312b` | `string` | Source column. | `` |
+| `m313a` | `string` | Source column. | `` |
+| `m313b` | `string` | Source column. | `` |
+| `m314` | `string` | Source column. | `` |
+| `n00a` | `string` | Source column. | `` |
+| `n00` | `float64` | Source column. | `` |
+| `n01` | `string` | Source column. | `` |
+| `n02` | `string` | Source column. | `` |
+| `n02a` | `string` | Source column. | `` |
+| `n03` | `string` | Source column. | `` |
+| `n04` | `string` | Source column. | `` |
+| `n04a` | `string` | Source column. | `` |
+| `n05` | `string` | Source column. | `` |
+| `n06` | `string` | Source column. | `` |
+| `n07` | `string` | Source column. | `` |
+| `n08` | `string` | Source column. | `` |
+| `n09` | `string` | Source column. | `` |
+| `n10a` | `string` | Source column. | `` |
+| `n10b` | `string` | Source column. | `` |
+| `n11a` | `string` | Source column. | `` |
+| `n11b` | `string` | Source column. | `` |
+| `n12a` | `string` | Source column. | `` |
+| `n12b` | `string` | Source column. | `` |
+| `n13a` | `string` | Source column. | `` |
+| `n13b` | `string` | Source column. | `` |
+| `n14` | `string` | Source column. | `` |
+| `n15a` | `string` | Source column. | `` |
+| `n15b` | `string` | Source column. | `` |
+| `n15c` | `string` | Source column. | `` |
+| `n18a` | `string` | Source column. | `` |
+| `n18` | `string` | Source column. | `` |
+| `n19a` | `string` | Source column. | `` |
+| `n19b` | `string` | Source column. | `` |
+| `n19c` | `string` | Source column. | `` |
+| `n19d` | `string` | Source column. | `` |
+| `n19e` | `string` | Source column. | `` |
+| `n19f` | `string` | Source column. | `` |
+| `n19g` | `string` | Source column. | `` |
+| `n19h` | `string` | Source column. | `` |
+| `n19i` | `string` | Source column. | `` |
+| `n19j` | `string` | Source column. | `` |
+| `n19k` | `string` | Source column. | `` |
+| `n46a` | `string` | Source column. | `` |
+| `n46b` | `string` | Source column. | `` |
+| `n46c1` | `string` | Source column. | `` |
+| `n47a` | `string` | Source column. | `` |
+| `n47b` | `string` | Source column. | `` |
+| `n47c` | `string` | Source column. | `` |
+| `n47d` | `string` | Source column. | `` |
+| `n48a` | `string` | Source column. | `` |
+| `n48b` | `string` | Source column. | `` |
+| `n48c` | `string` | Source column. | `` |
+| `n48d` | `string` | Source column. | `` |
+| `n49a` | `string` | Source column. | `` |
+| `n49b` | `string` | Source column. | `` |
+| `n49c` | `string` | Source column. | `` |
+| `n50a` | `string` | Source column. | `` |
+| `n40b` | `string` | Source column. | `` |
+| `n50c` | `string` | Source column. | `` |
+| `o34a` | `string` | Source column. | `` |
+| `o34` | `float64` | Source column. | `` |
+| `o35` | `string` | Source column. | `` |
+| `o36a` | `string` | Source column. | `` |
+| `o36b` | `string` | Source column. | `` |
+| `o36c` | `string` | Source column. | `` |
+| `o37a` | `string` | Source column. | `` |
+| `o37b` | `string` | Source column. | `` |
+| `o37c` | `string` | Source column. | `` |
+| `o37d` | `string` | Source column. | `` |
+| `o41a` | `string` | Source column. | `` |
+| `o41b` | `string` | Source column. | `` |
+| `o42a` | `string` | Source column. | `` |
+| `o42b` | `string` | Source column. | `` |
+| `o43a` | `string` | Source column. | `` |
+| `o43b` | `string` | Source column. | `` |
+| `o44a` | `string` | Source column. | `` |
+| `o44b` | `string` | Source column. | `` |
+| `o45a` | `string` | Source column. | `` |
+| `o45b` | `string` | Source column. | `` |
+| `o46a` | `string` | Source column. | `` |
+| `o46b` | `string` | Source column. | `` |
+| `o47` | `string` | Source column. | `` |
+| `o52a` | `string` | Source column. | `` |
+| `o52` | `float64` | Source column. | `` |
+| `o53` | `string` | Source column. | `` |
+| `o54a` | `string` | Source column. | `` |
+| `o54b` | `string` | Source column. | `` |
+| `o55a` | `string` | Source column. | `` |
+| `o55b` | `string` | Source column. | `` |
+| `o55c` | `string` | Source column. | `` |
+| `o55d` | `string` | Source column. | `` |
+| `o56a` | `string` | Source column. | `` |
+| `o56b` | `string` | Source column. | `` |
+| `o57a` | `string` | Source column. | `` |
+| `o57b` | `string` | Source column. | `` |
+| `o57c` | `float64` | Source column. | `` |
+| `d_2_nao` | `string` | Source column. | `` |
+| `celeiros` | `string` | Source column. | `` |
+| `celeiros_nao` | `string` | Source column. | `` |
+| `silos` | `string` | Source column. | `` |
+| `d_2_igual_agora_comparado_com_o_ano_passado` | `string` | Source column. | `` |
+| `d_2_igual_agora_comparado_ha_3_anos_atras` | `string` | Source column. | `` |
+
+## 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())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MOZ"]
+```
+
+### Work with indicators
+
+```python
+if "indicator_id" in df.columns:
+    print(df["indicator_id"].value_counts().head())
+    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
+```
+
+## Citation
+
+```bibtex
+@misc{electric_sheep_africa_africa_mozambique_inquerito_agrario_integrado_2020_28b6d505_2020,
+  title        = {Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)},
+  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    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-agrario-integrado-2020-28b6d505}}
+}
+```
+
+## License
+
+Released under [Other open license]().
+
+Original data (c) Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas. When using this dataset, please cite both the
+original source above and the Electric Sheep Africa repackaging.
+
+## About Electric Sheep
+
+Electric Sheep Africa is part of the Electric Sheep mission: a unified,
+ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
+open sources, normalize the schemas, package as Parquet, and publish with
+consistent dataset cards so researchers and developers can use `load_dataset()`
+to start working in seconds.
+
+Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
+
+---
+
+Provenance: ingested 2026-08-07 via the Electric Sheep pipeline. Source URL:
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