electricsheepafrica/africa-nigeria-private-farmer-fish-2006-bd977ea8

Private Farmer Fish 2006 | Africa (National Bureau of Statistics (NBS),)

123 rows - 1 Africa country/area - 2006 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 123 rows from National Bureau of Statistics (NBS),, covering Private Farmer Fish 2006. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Agriculture datasets help analysts examine production, prices, inputs, land use, food systems, and rural economic activity.

Source-provided context: The table generated on Socio Economic Survey of fish production a Collaboration between National Bureau of Statistics, Central Bank of Nigeria(CBN)and Nigerian Commnications Commision (NCC)

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	123
Countries/areas	1
First period	2006
Last period	2006
Indicators	0
Columns	60
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
NGA	123	2006	2006	Nigeria

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.	nbs-nada-21-459:table-9-17:0
country_iso3	string	ISO3 country or area code.	NGA
country_name	string	Country or area name.	Nigeria
source_sheet	string	Source column from the original resource.	Table 9-17
year	int64	Observation year.	2006
weather	string	Source column from the original resource.	Production/Output
d_750117_9784801604	double	Source column from the original resource.	791856.4592661802
d_246680_77514486006	string	Source column from the original resource.	193631.26362099
d_56634_79508502001	string	Source column from the original resource.	101647.83224961998
d_230315_13336230008	string	Source column from the original resource.	196311.20906936008
source_period_start_year	int64	Start year inferred from source metadata.	2006
source_period_end_year	int64	End year inferred from source metadata.	2006
source_period_label	string	Source column from the original resource.	2006
source_provider	string	Publishing organization.	National Bureau of Statistics (NBS),
source_dataset	string	Source dataset or package title.	Private farmer-Fish-2006
source_resource	string	Source resource title, table name, or file name.	Socio Economic Survey-Fish Tables-2006
source_package_id	string	Source package identifier.	NGR-NBS-FISH-2006-v1.0
source_resource_id	string	Source resource identifier.	nbs-nada-21-459
source_url	string	Original source URL or download URL.	https://microdata.nigerianstat.gov.ng/index.php/catalog/21/download/459
license_id	string	Source license identifier.	other-open
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-19T04:13:01Z
artisanal	string	Source column from the original resource.	``
d_0	string	Source column from the original resource.	``
d_878_1818181999998	double	Source column from the original resource.	``
d_1703684_2646885198	double	Source column from the original resource.	``
d_809299_6943550899	double	Source column from the original resource.	``
fish_feed	string	Source column from the original resource.	``
d_108423_52499999998	double	Source column from the original resource.	``
d_26_156294843148142	double	Source column from the original resource.	``
d_47130_7487879	double	Source column from the original resource.	``
d_45_60411965066288	double	Source column from the original resource.	``
niger	string	Source column from the original resource.	``
d_80764_8	double	Source column from the original resource.	``
d_8_839700806447027	double	Source column from the original resource.	``
d_18499_2	double	Source column from the original resource.	``
d_9_474811009048631	double	Source column from the original resource.	``
d_18499_2_3	double	Source column from the original resource.	``
d_8_01670769286663	double	Source column from the original resource.	``
pond	string	Source column from the original resource.	``
d_92562_45842419998	double	Source column from the original resource.	``
d_0_04955862886067455	double	Source column from the original resource.	``
bayelsa	string	Source column from the original resource.	``
d_2083_2424242	double	Source column from the original resource.	``
d_2_2506342848553245	double	Source column from the original resource.	``
d_12610_040404190002	double	Source column from the original resource.	``
d_3_631100021460082	double	Source column from the original resource.	``
d_26891_87878731998	double	Source column from the original resource.	``
d_2_590634924376681	double	Source column from the original resource.	``
d_2629_6666669099986	double	Source column from the original resource.	``
d_1_0138430359870152	double	Source column from the original resource.	``
d_3863_99999973	double	Source column from the original resource.	``
d_3_0633851626346424	double	Source column from the original resource.	``
d_4342_12121234	double	Source column from the original resource.	``
d_100	double	Source column from the original resource.	``
d_99264	double	Source column from the original resource.	``
d_9_385604118406945	double	Source column from the original resource.	``
d_4_928353838007266	double	Source column from the original resource.	``
d_3_929563870677142	double	Source column from the original resource.	``
d_18499_2_4	double	Source column from the original resource.	``
d_43_989317436711566	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-nigeria-private-farmer-fish-2006-bd977ea8")
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"] == "NGA"]

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: National Bureau of Statistics (NBS),
• Publisher: National Bureau of Statistics (NBS),
• Portal: https://microdata.nigerianstat.gov.ng
• Resource: Socio Economic Survey-Fish Tables-2006
• License: other-open
• Retrieved/generated: 2026-07-19T04:22:20Z
• Hugging Face repo: electricsheepafrica/africa-nigeria-private-farmer-fish-2006-bd977ea8

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

@misc{electric_sheep_africa_africa_nigeria_private_farmer_fish_2006_bd977ea8_2006,
  title        = {Private Farmer Fish 2006 | Africa (National Bureau of Statistics (NBS),)},
  author       = {National Bureau of Statistics (NBS),},
  year         = {2006},
  url          = {https://microdata.nigerianstat.gov.ng/index.php/catalog/21/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-nigeria-private-farmer-fish-2006-bd977ea8}}
}

License

Released under other-open.

Original data is published by National Bureau of Statistics (NBS),. 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 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://microdata.nigerianstat.gov.ng/index.php/catalog/21/related-materials