Standardize Electric Sheep Africa dataset card

README.md

@@ -5,230 +5,257 @@ language:
 task_categories:
 - tabular-classification
 - tabular-regression
-multilinguality: monolingual
+multilinguality: multilingual
 size_categories:
 - n<1K
 tags:
-- tabular
-- xlsx
-- africa
-- uganda
-- official-statistics
-- open-data
-- agriculture
-pretty_name: "Form 4 - Crop Area Module | Africa (Uganda official open data)"
+- "tabular"
+- "africa"
+- "open-data"
+- "official-statistics"
+- "uganda"
+- "uganda-bureau-of-statistics-ubos"
+- "agriculture"
+- "form-4-crop-area-module"
+- "form-4-crop-area-module-xlsx"
+- "2018"
+- "2019"
+- "ubos"
+- "microdata"
+- "related-materials"
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Form 4 Crop Area Module | Africa (Uganda Bureau of Statistics (UBOS))"
 ---
 
-# Form 4 - Crop Area Module | Africa (Uganda official open data)
+# Form 4 Crop Area Module | Africa (Uganda Bureau of Statistics (UBOS))
 
-161 rows - 1 Africa country - 2018 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+**161 rows** - **1 Africa country/area** - **2018** - **source table** - *Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*
 
 ![rows](https://img.shields.io/badge/rows-161-blue)
 ![countries](https://img.shields.io/badge/countries-1-green)
-![years](https://img.shields.io/badge/years-2018-orange)
+![period](https://img.shields.io/badge/period-2018-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 **Uganda** 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 **161 rows** from **Uganda Bureau of Statistics (UBOS)**, covering **Form 4 Crop Area Module**. 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:** [Form 4 - Crop Area Module](https://microdata.ubos.org:7070/index.php/catalog/62/related-materials)
-- **Publisher:** Uganda Bureau of Statistics (UBOS)
-- **Resource:** [Form 4 - Crop Area Module](https://microdata.ubos.org:7070/index.php/catalog/62/download/111)
-- **Format:** `XLSX`
-- **License:** [Other open license]()
-- **Packaging mode:** `tabular_resource`
+Agriculture datasets help analysts examine production, prices, inputs, land use, food systems, and rural economic activity.
+
+Source-provided context: Questionnaire used during the post-planting season
+
+## 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 | 161 |
+| Countries/areas | 1 |
+| First period | 2018 |
+| Last period | 2018 |
+| Indicators | 0 |
+| Columns | 169 |
+| 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 |
+|------|-----:|-----------:|----------:|------|
 | `UGA` | 161 | 2018 | 2018 | `Uganda` |
 
-## 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. | `ubos-microdata-62-111:section-4-1-cover-page:0` |
-| `country_iso3` | `string` | ISO3 country code. | `UGA` |
-| `country_name` | `string` | Country name. | `Uganda` |
-| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Section 4.1 Cover Page` |
-| `year` | `Int64` | Observation year. | `2018` |
-| `qn_11a` | `string` | Source column. | `(Qn 11A)` |
-| `date_of_start_of_interview` | `string` | Source column. | `Time start of Interview` |
-| `d` | `string` | Source column. | `H` |
-| `d_2` | `string` | Source column. | `H` |
-| `m` | `string` | Source column. | `M` |
-| `m_2` | `string` | Source column. | `M` |
-| `y_2` | `string` | Source column. | `` |
-| `y_3` | `string` | Source column. | `` |
-| `y_4` | `string` | Source column. | `` |
-| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2018` |
-| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2018` |
-| `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `2018` |
+| `source_record_id` | `string` | Stable row identifier assigned during Electric Sheep Africa engineering. | `ubos-microdata-62-111:section-4-1-cover-page:0` |
+| `country_iso3` | `string` | ISO3 country or area code. | `UGA` |
+| `country_name` | `string` | Country or area name. | `Uganda` |
+| `source_sheet` | `string` | Source column from the original resource. | `Section 4.1 Cover Page` |
+| `year` | `int64` | Observation year. | `2018` |
+| `qn_11a` | `string` | Source column from the original resource. | `(Qn 11A)` |
+| `date_of_start_of_interview` | `string` | Source column from the original resource. | `Time start of Interview` |
+| `d` | `string` | Source column from the original resource. | `H` |
+| `d_2` | `string` | Source column from the original resource. | `H` |
+| `m` | `string` | Source column from the original resource. | `M` |
+| `m_2` | `string` | Source column from the original resource. | `M` |
+| `y_2` | `string` | Source column from the original resource. | `` |
+| `y_3` | `string` | Source column from the original resource. | `` |
+| `y_4` | `string` | Source column from the original resource. | `` |
+| `source_period_start_year` | `int64` | Start year inferred from source metadata. | `2018` |
+| `source_period_end_year` | `int64` | End year inferred from source metadata. | `2018` |
+| `source_period_label` | `string` | Source column from the original resource. | `2018` |
 | `source_provider` | `string` | Publishing organization. | `Uganda Bureau of Statistics (UBOS)` |
-| `source_dataset` | `string` | Source package title. | `Form 4 - Crop Area Module` |
-| `source_resource` | `string` | Source resource title. | `Form 4 - Crop Area Module` |
-| `source_package_id` | `string` | CKAN package UUID. | `uga-ubos-aas-2018-v01-111` |
-| `source_resource_id` | `string` | CKAN resource UUID. | `ubos-microdata-62-111` |
-| `source_url` | `string` | Original source resource URL. | `https://microdata.ubos.org:7070/index.php/catalog/62/download/111` |
+| `source_dataset` | `string` | Source dataset or package title. | `Form 4 - Crop Area Module` |
+| `source_resource` | `string` | Source resource title, table name, or file name. | `Form 4 - Crop Area Module` |
+| `source_package_id` | `string` | Source package identifier. | `uga-ubos-aas-2018-v01-111` |
+| `source_resource_id` | `string` | Source resource identifier. | `ubos-microdata-62-111` |
+| `source_url` | `string` | Original source URL or download URL. | `https://microdata.ubos.org:7070/index.php/catalog/62/download/111` |
 | `license_id` | `string` | Source license identifier. | `other-open` |
-| `retrieved_at` | `string` | UTC retrieval timestamp. | `2026-07-21T21:37:51Z` |
-| `h01` | `string` | Source column. | `` |
-| `h02` | `string` | Source column. | `` |
-| `h03` | `string` | Source column. | `` |
-| `h04` | `string` | Source column. | `` |
-| `h05` | `string` | Source column. | `` |
-| `h06` | `string` | Source column. | `` |
-| `h07` | `string` | Source column. | `` |
-| `h08` | `string` | Source column. | `` |
-| `h09` | `string` | Source column. | `` |
-| `h10` | `string` | Source column. | `` |
-| `column` | `string` | Source column. | `` |
-| `h12` | `string` | Source column. | `` |
-| `h13` | `string` | Source column. | `` |
-| `h14` | `string` | Source column. | `` |
-| `h15` | `string` | Source column. | `` |
-| `h16` | `string` | Source column. | `` |
-| `enterprise` | `string` | Source column. | `` |
-| `did_you_or_your_household_undertake_enterprise_in_the_cu` | `string` | Source column. | `` |
-| `who_undertook_enterprise` | `string` | Source column. | `` |
-| `what_is_the_main_purpose_of_production_of_enterprise` | `string` | Source column. | `` |
-| `pa01` | `string` | Source column. | `` |
-| `pa02` | `string` | Source column. | `` |
-| `pa03` | `string` | Source column. | `` |
-| `pa04a` | `string` | Source column. | `` |
-| `pa04b` | `string` | Source column. | `` |
-| `pa04c` | `string` | Source column. | `` |
-| `pa05` | `string` | Source column. | `` |
-| `pa06` | `string` | Source column. | `` |
-| `pa07` | `string` | Source column. | `` |
-| `pa08` | `string` | Source column. | `` |
-| `pa09` | `string` | Source column. | `` |
-| `pa10` | `string` | Source column. | `` |
-| `pa11` | `string` | Source column. | `` |
-| `pa12` | `string` | Source column. | `` |
-| `pa13` | `string` | Source column. | `` |
-| `pa14` | `string` | Source column. | `` |
-| `pa15` | `string` | Source column. | `` |
-| `pa16a` | `string` | Source column. | `` |
-| `pa16b` | `string` | Source column. | `` |
-| `pa16c` | `string` | Source column. | `` |
-| `pa17` | `string` | Source column. | `` |
-| `pa18` | `string` | Source column. | `` |
-| `pa19` | `string` | Source column. | `` |
-| `pa20` | `string` | Source column. | `` |
-| `pa21a` | `string` | Source column. | `` |
-| `pa21b` | `string` | Source column. | `` |
-| `pa21c` | `string` | Source column. | `` |
-| `pa22` | `string` | Source column. | `` |
-| `pa23a` | `string` | Source column. | `` |
-| `pa23b` | `string` | Source column. | `` |
-| `pa23c` | `string` | Source column. | `` |
-| `pa24` | `string` | Source column. | `` |
-| `pa25a` | `string` | Source column. | `` |
-| `pa25b` | `string` | Source column. | `` |
-| `pa25c` | `string` | Source column. | `` |
-| `pa26` | `string` | Source column. | `` |
-| `pa27a` | `string` | Source column. | `` |
-| `pa27b` | `string` | Source column. | `` |
-| `pa27c` | `string` | Source column. | `` |
-| `pa28` | `string` | Source column. | `` |
-| `pl01` | `string` | Source column. | `` |
-| `pl02` | `string` | Source column. | `` |
-| `pl03` | `string` | Source column. | `` |
-| `pl04` | `string` | Source column. | `` |
-| `pl05` | `string` | Source column. | `` |
-| `pl06` | `string` | Source column. | `` |
-| `pl07` | `string` | Source column. | `` |
-| `pl08` | `string` | Source column. | `` |
-| `pl09a` | `string` | Source column. | `` |
-| `pl09b` | `string` | Source column. | `` |
-| `pl09c` | `string` | Source column. | `` |
-| `pl10` | `string` | Source column. | `` |
-| `pl11a` | `string` | Source column. | `` |
-| `pl11b` | `string` | Source column. | `` |
-| `pl11c` | `string` | Source column. | `` |
-| `pl12` | `string` | Source column. | `` |
-| `pl13a` | `string` | Source column. | `` |
-| `pl13b` | `string` | Source column. | `` |
-| `pl13c` | `string` | Source column. | `` |
-| `pl14` | `string` | Source column. | `` |
-| `pl15` | `string` | Source column. | `` |
-| `pl16a` | `string` | Source column. | `` |
-| `pl16b` | `string` | Source column. | `` |
-| `pl17` | `string` | Source column. | `` |
-| `pl18` | `string` | Source column. | `` |
-| `pl19` | `string` | Source column. | `` |
-| `pl20` | `string` | Source column. | `` |
-| `pl21` | `string` | Source column. | `` |
-| `c01` | `string` | Source column. | `` |
-| `c02` | `string` | Source column. | `` |
-| `c03` | `string` | Source column. | `` |
-| `c04` | `string` | Source column. | `` |
-| `c05` | `string` | Source column. | `` |
-| `c06` | `string` | Source column. | `` |
-| `c07` | `string` | Source column. | `` |
-| `c08` | `string` | Source column. | `` |
-| `c09` | `string` | Source column. | `` |
-| `c10` | `string` | Source column. | `` |
-| `c11` | `string` | Source column. | `` |
-| `c12` | `string` | Source column. | `` |
-| `c13` | `string` | Source column. | `` |
-| `c14` | `string` | Source column. | `` |
-| `c15` | `string` | Source column. | `` |
-| `c16` | `string` | Source column. | `` |
-| `c17` | `string` | Source column. | `` |
-| `c18` | `string` | Source column. | `` |
-| `c19` | `string` | Source column. | `` |
-| `c20` | `string` | Source column. | `` |
-| `c21` | `string` | Source column. | `` |
-| `c22` | `string` | Source column. | `` |
-| `c23` | `string` | Source column. | `` |
-| `c24` | `string` | Source column. | `` |
-| `c25` | `string` | Source column. | `` |
-| `c26` | `string` | Source column. | `` |
-| `c27` | `string` | Source column. | `` |
-| `c28` | `string` | Source column. | `` |
-| `c29` | `string` | Source column. | `` |
-| `c30` | `string` | Source column. | `` |
-| `c31` | `string` | Source column. | `` |
-| `c32` | `string` | Source column. | `` |
-| `i1` | `string` | Source column. | `` |
-| `i2` | `string` | Source column. | `` |
-| `i3` | `string` | Source column. | `` |
-| `i4` | `string` | Source column. | `` |
-| `i5` | `string` | Source column. | `` |
-| `i6` | `string` | Source column. | `` |
-| `i7` | `string` | Source column. | `` |
-| `i8` | `string` | Source column. | `` |
-| `i9` | `string` | Source column. | `` |
-| `d_1_cereals` | `string` | Source column. | `` |
-| `wheat` | `string` | Source column. | `` |
-| `d_111` | `float64` | Source column. | `` |
-| `d_5_leguminous_crops` | `string` | Source column. | `` |
-| `beans` | `string` | Source column. | `` |
-| `d_711` | `float64` | Source column. | `` |
-| `d_1` | `float64` | Source column. | `` |
-| `never_been_to_school` | `string` | Source column. | `` |
-| `sr_no` | `float64` | Source column. | `` |
-| `unit` | `string` | Measurement unit, when available. | `` |
-| `code` | `float64` | Source column. | `` |
-| `sr` | `float64` | Source column. | `` |
-| `unit_2` | `string` | Source column. | `` |
-| `code_2` | `float64` | Source column. | `` |
-| `sr_no_2` | `float64` | Source column. | `` |
+| `retrieved_at` | `string` | UTC source retrieval timestamp from the Electric Sheep Africa pipeline. | `2026-07-21T21:37:51Z` |
+| `h01` | `string` | Source column from the original resource. | `` |
+| `h02` | `string` | Source column from the original resource. | `` |
+| `h03` | `string` | Source column from the original resource. | `` |
+| `h04` | `string` | Source column from the original resource. | `` |
+| `h05` | `string` | Source column from the original resource. | `` |
+| `h06` | `string` | Source column from the original resource. | `` |
+| `h07` | `string` | Source column from the original resource. | `` |
+| `h08` | `string` | Source column from the original resource. | `` |
+| `h09` | `string` | Source column from the original resource. | `` |
+| `h10` | `string` | Source column from the original resource. | `` |
+| `column` | `string` | Source column from the original resource. | `` |
+| `h12` | `string` | Source column from the original resource. | `` |
+| `h13` | `string` | Source column from the original resource. | `` |
+| `h14` | `string` | Source column from the original resource. | `` |
+| `h15` | `string` | Source column from the original resource. | `` |
+| `h16` | `string` | Source column from the original resource. | `` |
+| `enterprise` | `string` | Source column from the original resource. | `` |
+| `did_you_or_your_household_undertake_enterprise_in_the_cu` | `string` | Source column from the original resource. | `` |
+| `who_undertook_enterprise` | `string` | Source column from the original resource. | `` |
+| `what_is_the_main_purpose_of_production_of_enterprise` | `string` | Source column from the original resource. | `` |
+| `pa01` | `string` | Source column from the original resource. | `` |
+| `pa02` | `string` | Source column from the original resource. | `` |
+| `pa03` | `string` | Source column from the original resource. | `` |
+| `pa04a` | `string` | Source column from the original resource. | `` |
+| `pa04b` | `string` | Source column from the original resource. | `` |
+| `pa04c` | `string` | Source column from the original resource. | `` |
+| `pa05` | `string` | Source column from the original resource. | `` |
+| `pa06` | `string` | Source column from the original resource. | `` |
+| `pa07` | `string` | Source column from the original resource. | `` |
+| `pa08` | `string` | Source column from the original resource. | `` |
+| `pa09` | `string` | Source column from the original resource. | `` |
+| `pa10` | `string` | Source column from the original resource. | `` |
+| `pa11` | `string` | Source column from the original resource. | `` |
+| `pa12` | `string` | Source column from the original resource. | `` |
+| `pa13` | `string` | Source column from the original resource. | `` |
+| `pa14` | `string` | Source column from the original resource. | `` |
+| `pa15` | `string` | Source column from the original resource. | `` |
+| `pa16a` | `string` | Source column from the original resource. | `` |
+| `pa16b` | `string` | Source column from the original resource. | `` |
+| `pa16c` | `string` | Source column from the original resource. | `` |
+| `pa17` | `string` | Source column from the original resource. | `` |
+| `pa18` | `string` | Source column from the original resource. | `` |
+| `pa19` | `string` | Source column from the original resource. | `` |
+| `pa20` | `string` | Source column from the original resource. | `` |
+| `pa21a` | `string` | Source column from the original resource. | `` |
+| `pa21b` | `string` | Source column from the original resource. | `` |
+| `pa21c` | `string` | Source column from the original resource. | `` |
+| `pa22` | `string` | Source column from the original resource. | `` |
+| `pa23a` | `string` | Source column from the original resource. | `` |
+| `pa23b` | `string` | Source column from the original resource. | `` |
+| `pa23c` | `string` | Source column from the original resource. | `` |
+| `pa24` | `string` | Source column from the original resource. | `` |
+| `pa25a` | `string` | Source column from the original resource. | `` |
+| `pa25b` | `string` | Source column from the original resource. | `` |
+| `pa25c` | `string` | Source column from the original resource. | `` |
+| `pa26` | `string` | Source column from the original resource. | `` |
+| `pa27a` | `string` | Source column from the original resource. | `` |
+| `pa27b` | `string` | Source column from the original resource. | `` |
+| `pa27c` | `string` | Source column from the original resource. | `` |
+| `pa28` | `string` | Source column from the original resource. | `` |
+| `pl01` | `string` | Source column from the original resource. | `` |
+| `pl02` | `string` | Source column from the original resource. | `` |
+| `pl03` | `string` | Source column from the original resource. | `` |
+| `pl04` | `string` | Source column from the original resource. | `` |
+| `pl05` | `string` | Source column from the original resource. | `` |
+| `pl06` | `string` | Source column from the original resource. | `` |
+| `pl07` | `string` | Source column from the original resource. | `` |
+| `pl08` | `string` | Source column from the original resource. | `` |
+| `pl09a` | `string` | Source column from the original resource. | `` |
+| `pl09b` | `string` | Source column from the original resource. | `` |
+| `pl09c` | `string` | Source column from the original resource. | `` |
+| `pl10` | `string` | Source column from the original resource. | `` |
+| `pl11a` | `string` | Source column from the original resource. | `` |
+| `pl11b` | `string` | Source column from the original resource. | `` |
+| `pl11c` | `string` | Source column from the original resource. | `` |
+| `pl12` | `string` | Source column from the original resource. | `` |
+| `pl13a` | `string` | Source column from the original resource. | `` |
+| `pl13b` | `string` | Source column from the original resource. | `` |
+| `pl13c` | `string` | Source column from the original resource. | `` |
+| `pl14` | `string` | Source column from the original resource. | `` |
+| `pl15` | `string` | Source column from the original resource. | `` |
+| `pl16a` | `string` | Source column from the original resource. | `` |
+| `pl16b` | `string` | Source column from the original resource. | `` |
+| `pl17` | `string` | Source column from the original resource. | `` |
+| `pl18` | `string` | Source column from the original resource. | `` |
+| `pl19` | `string` | Source column from the original resource. | `` |
+| `pl20` | `string` | Source column from the original resource. | `` |
+| `pl21` | `string` | Source column from the original resource. | `` |
+| `c01` | `string` | Source column from the original resource. | `` |
+| `c02` | `string` | Source column from the original resource. | `` |
+| `c03` | `string` | Source column from the original resource. | `` |
+| `c04` | `string` | Source column from the original resource. | `` |
+| `c05` | `string` | Source column from the original resource. | `` |
+| `c06` | `string` | Source column from the original resource. | `` |
+| `c07` | `string` | Source column from the original resource. | `` |
+| `c08` | `string` | Source column from the original resource. | `` |
+| `c09` | `string` | Source column from the original resource. | `` |
+| `c10` | `string` | Source column from the original resource. | `` |
+| `c11` | `string` | Source column from the original resource. | `` |
+| `c12` | `string` | Source column from the original resource. | `` |
+| `c13` | `string` | Source column from the original resource. | `` |
+| `c14` | `string` | Source column from the original resource. | `` |
+| `c15` | `string` | Source column from the original resource. | `` |
+| `c16` | `string` | Source column from the original resource. | `` |
+| `c17` | `string` | Source column from the original resource. | `` |
+| `c18` | `string` | Source column from the original resource. | `` |
+| `c19` | `string` | Source column from the original resource. | `` |
+| `c20` | `string` | Source column from the original resource. | `` |
+| `c21` | `string` | Source column from the original resource. | `` |
+| `c22` | `string` | Source column from the original resource. | `` |
+| `c23` | `string` | Source column from the original resource. | `` |
+| `c24` | `string` | Source column from the original resource. | `` |
+| `c25` | `string` | Source column from the original resource. | `` |
+| `c26` | `string` | Source column from the original resource. | `` |
+| `c27` | `string` | Source column from the original resource. | `` |
+| `c28` | `string` | Source column from the original resource. | `` |
+| `c29` | `string` | Source column from the original resource. | `` |
+| `c30` | `string` | Source column from the original resource. | `` |
+| `c31` | `string` | Source column from the original resource. | `` |
+| `c32` | `string` | Source column from the original resource. | `` |
+| `i1` | `string` | Source column from the original resource. | `` |
+| `i2` | `string` | Source column from the original resource. | `` |
+| `i3` | `string` | Source column from the original resource. | `` |
+| `i4` | `string` | Source column from the original resource. | `` |
+| `i5` | `string` | Source column from the original resource. | `` |
+| `i6` | `string` | Source column from the original resource. | `` |
+| `i7` | `string` | Source column from the original resource. | `` |
+| `i8` | `string` | Source column from the original resource. | `` |
+| `i9` | `string` | Source column from the original resource. | `` |
+| `d_1_cereals` | `string` | Source column from the original resource. | `` |
+| `wheat` | `string` | Source column from the original resource. | `` |
+| `d_111` | `double` | Source column from the original resource. | `` |
+| `d_5_leguminous_crops` | `string` | Source column from the original resource. | `` |
+| `beans` | `string` | Source column from the original resource. | `` |
+| `d_711` | `double` | Source column from the original resource. | `` |
+| `d_1` | `double` | Source column from the original resource. | `` |
+| `never_been_to_school` | `string` | Source column from the original resource. | `` |
+| `sr_no` | `double` | Source column from the original resource. | `` |
+| `unit` | `string` | Measurement unit, when supplied by the source. | `` |
+| `code` | `double` | Source column from the original resource. | `` |
+| `sr` | `double` | Source column from the original resource. | `` |
+| `unit_2` | `string` | Source column from the original resource. | `` |
+| `code_2` | `double` | Source column from the original resource. | `` |
+| `sr_no_2` | `double` | Source column from the original resource. | `` |
 
 ## Usage
 
@@ -240,51 +267,93 @@ df = ds["train"].to_pandas()
 print(df.head())
 ```
 
-### Filter to one country
+### Inspect Columns
 
 ```python
-sample_country = df[df["country_iso3"] == "UGA"]
+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"] == "UGA"]
 ```
 
+### 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:** [Uganda Bureau of Statistics (UBOS)](https://microdata.ubos.org:7070/index.php/catalog/62/related-materials)
+- **Publisher:** Uganda Bureau of Statistics (UBOS)
+- **Portal:** [https://microdata.ubos.org:7070](https://microdata.ubos.org:7070)
+- **Resource:** [Form 4 - Crop Area Module](https://microdata.ubos.org:7070/index.php/catalog/62/download/111)
+- **License:** other-open
+- **Retrieved/generated:** `2026-07-21T21:37:55Z`
+- **Hugging Face repo:** [electricsheepafrica/africa-uganda-form-4-crop-area-module-b6446863](https://huggingface.co/datasets/electricsheepafrica/africa-uganda-form-4-crop-area-module-b6446863)
+
+## 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 production or price movements
+- Compare regions or commodities
+- Join with climate and trade 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_uganda_form_4_crop_area_module_b6446863_2018,
-  title        = {Form 4 - Crop Area Module | Africa (Uganda official open data)},
+  title        = {Form 4 Crop Area Module | Africa (Uganda Bureau of Statistics (UBOS))},
   author       = {Uganda Bureau of Statistics (UBOS)},
   year         = {2018},
   url          = {https://microdata.ubos.org:7070/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-uganda-form-4-crop-area-module-b6446863}}
 }
 ```
 
 ## License
 
-Released under [Other open license]().
-
-Original data (c) Uganda Bureau of Statistics (UBOS). 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 Uganda Bureau of Statistics (UBOS). 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 2026-07-21 via the Electric Sheep pipeline. Source URL:
-https://microdata.ubos.org:7070/index.php/catalog/62/download/111
+Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://microdata.ubos.org:7070/index.php/catalog/62/related-materials