electricsheepafrica/africa-ghana-2010-budget-e2061aa0

2010 Budget | Africa (Ghana Open Data)

14,738 rows - 1 Africa country/area - 2010 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 14,738 rows from Ghana Open Data, covering 2010 Budget. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Economic datasets help analysts examine production, prices, public finance, trade flows, market conditions, and macroeconomic change.

Source-provided context: 2010 budget

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	14,738
Countries/areas	1
First period	2010
Last period	2010
Indicators	0
Columns	17
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
GHA	14,738	2010	2010	Ghana

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	27a98d08-394a-421c-ab54-9b741dfa6c07:0
country_iso3	string	ISO3 country or area code.	GHA
country_name	string	Country or area name.	Ghana
year	int64	Observation year.	2010
i_a_a_y_e_yyy_yyy	string	Source column from the original resource.	 !"#$œ¯ ¼ =xxx<˜+8 ...
d_0_1_2_3_4_5_6_7_8_9_a_b_c_d_yyyyyyyyyyyyyyyyyyyyyyyyyy	string	Source column from the original resource.	8¼Ê Calibri1  8¼Ê Calibri1 Ü...
source_period_start_year	int64	Start year inferred from source metadata.	2010
source_period_end_year	int64	End year inferred from source metadata.	2010
source_period_label	string	Source column from the original resource.	2010
source_provider	string	Publishing organization.	Official government open data portal
source_dataset	string	Source dataset or package title.	2010 budget
source_resource	string	Source resource title, table name, or file name.	2010 budget
source_package_id	string	Source package identifier.	87d600ce-89d0-4fc5-95f5-a820f1f0df12
source_resource_id	string	Source resource identifier.	27a98d08-394a-421c-ab54-9b741dfa6c07
source_url	string	Original source URL or download URL.	http://data.gov.gh/sites/default/files/2010%20budget.xls
license_id	string	Source license identifier.	cc-by
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-18T20:11:31Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-ghana-2010-budget-e2061aa0")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "GHA"]

Time-Series Pattern

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

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: Ghana Open Data
• Publisher: Ghana official open data portal
• Portal: http://data.gov.gh
• Resource: 2010 budget
• License: CC BY 4.0
• Retrieved/generated: 2026-07-18T20:26:45Z
• Hugging Face repo: electricsheepafrica/africa-ghana-2010-budget-e2061aa0

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

• Build time-series dashboards
• Compare economic indicators
• Join with population or sector data
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_ghana_2010_budget_e2061aa0_2010,
  title        = {2010 Budget | Africa (Ghana Open Data)},
  author       = {Ghana official open data portal},
  year         = {2010},
  url          = {http://data.gov.gh/dataset/2010-budget},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-2010-budget-e2061aa0}}
}

License

Released under CC BY 4.0.

Original data is published by Ghana official open data portal. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: http://data.gov.gh/dataset/2010-budget