electricsheepafrica/africa-chad-afdb-market-trends-2015-68e2c859

Afdb Market Trends 2015 | Africa (African Development Bank Group (inactive))

67,478 rows - 1 Africa country/area - 2011-2015 - 2 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 67,478 rows from African Development Bank Group (inactive), covering Afdb Market Trends 2015. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: http://opendataforafrica.org/hpiapmd/afdb-market-trends-2015

How To Read This Dataset

• One row means: one indicator observation for one geography, time period, and optional source dimensions.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3, year, indicator_id.

Coverage

Dimension	Value
Rows	67,478
Countries/areas	1
First period	2011
Last period	2015
Indicators	2
Columns	22
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TCD	67,478	2011	2015	Chad

Indicators, Variables, Or Resource Contents

• afdb-market-trends-2015-indicator-c110b59f - AFDB Market Trends, 2015 - indicator(source_units_unspecified)
• afdb-market-trends-2015-value-91842448 - AFDB Market Trends, 2015 - value(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	afdb-market-trends-2015-indicator-c110b59f
indicator_name	string	Human-readable indicator name.	AFDB Market Trends, 2015 - indicator
country_iso3	string	ISO3 country or area code.	TCD
source_sheet	string	Source column from the original resource.	Sheet1
country_name	string	Country or area name.	Chad
year	int64	Observation year.	2011
value	double	Numeric observation value.	91242809.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_indicatorname	string	Source dimension retained during long-form normalization.	Egypt CASE 30 Index
dimension_unit	string	Source dimension retained during long-form normalization.	``
dimension_frequency	string	Source dimension retained during long-form normalization.	D
source_period_start_year	int64	Start year inferred from source metadata.	2015
source_period_end_year	int64	End year inferred from source metadata.	2015
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2015
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	African Development Bank Group (inactive)
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	AFDB Market Trends, 2015
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	AFDB Market Trends, 2015.xlsx
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	4b7095b6-bbef-449e-9e88-807fca7380b8
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	286cf6f6-8896-484e-bb03-c6fcb6620158
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/4b7095b6-bbef-449e-9e88-807fca7380b8...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-10T22:51:43Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-chad-afdb-market-trends-2015-68e2c859")
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"] == "TCD"]

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: African Development Bank Group (inactive)
• Publisher: African Development Bank Group (inactive)
• Portal: https://data.humdata.org
• Resource: AFDB Market Trends, 2015.xlsx
• License: CC BY 4.0
• Retrieved/generated: 2026-08-11T01:34:29Z
• Hugging Face repo: electricsheepafrica/africa-chad-afdb-market-trends-2015-68e2c859

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

• Profile the distribution of values
• Compare categories or geographies
• Join with complementary public datasets
• Build time-series views and period-over-period comparisons
• Pivot to geography x period or indicator x period matrices
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_chad_afdb_market_trends_2015_68e2c859_2015,
  title        = {Afdb Market Trends 2015 | Africa (African Development Bank Group (inactive))},
  author       = {African Development Bank Group (inactive)},
  year         = {2015},
  url          = {https://data.humdata.org/dataset/afdb-market-trends-2015},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-chad-afdb-market-trends-2015-68e2c859}}
}

License

Released under CC BY 4.0.

Original data is published by African Development Bank Group (inactive). 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: https://data.humdata.org/dataset/afdb-market-trends-2015