Standardize Electric Sheep Africa dataset card

README.md

@@ -5,434 +5,458 @@ language:
 task_categories:
 - tabular-classification
 - tabular-regression
-multilinguality: monolingual
+multilinguality: multilingual
 size_categories:
 - n<1K
 tags:
-- tabular
-- xlsx
-- africa
-- mozambique
-- official-statistics
-- open-data
+- "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: "Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)"
+pretty_name: "Inquerito Agrario Integrado 2020 | Africa (Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas)"
 ---
 
-# Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)
+# Inquerito Agrario Integrado 2020 | Africa (Ministerio da Agricultura e Desenvolvimento Rural, Instituto Nacional de Estatisticas)
 
-523 rows - 1 Africa country - 2020 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+**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)
-![years](https://img.shields.io/badge/years-2020-orange)
+![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 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.
+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.
 
-## About the source
+## What This Dataset Measures
 
-- **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`
+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
+## Geographic Coverage
 
-1 Africa country:
+Top areas shown below, sorted by row count when available:
 
-| Country | Rows | First year | Last year | Name |
-|---------|-----:|-----------:|----------:|------|
+| Area | Rows | First year | Last year | Name |
+|------|-----:|-----------:|----------:|------|
 | `MOZ` | 523 | 2020 | 2020 | `Mozambique` |
 
-## Indicators or Resource Contents
+## Indicators, Variables, Or Resource Contents
 
-- This source file is packaged as a normalized tabular resource.
+- 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 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. | `` |
+| `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
 
@@ -444,51 +468,93 @@ df = ds["train"].to_pandas()
 print(df.head())
 ```
 
-### Filter to one country
+### Inspect Columns
 
 ```python
-sample_country = df[df["country_iso3"] == "MOZ"]
+print(df.info())
+print(df.head())
 ```
 
-### Work with indicators
+### Filter By Geography
 
 ```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])
+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        = {Inquérito Agrário Integrado 2020 | Africa (Mozambique official open data)},
+  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    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  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 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.
+Released under other-open.
 
-## About Electric Sheep
+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.
 
-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.
+## About Electric Sheep Africa
 
-Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
+Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.
 
 ---
 
-Provenance: ingested 2026-08-07 via the Electric Sheep pipeline. Source URL:
-https://mozdata.ine.gov.mz/index.php/catalog/62/download/381
+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