electricsheepafrica/africa-uganda-direction-of-exports-from-1996-march-2026-2ee6bd88

Direction of Exports From 1996 March 2026 | Africa (Uganda Bureau of Statistics)

190,428 rows - 1 Africa country/area - 1996-2025 - 6 indicators - Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)

TL;DR

This dataset contains 190,428 rows from Uganda Bureau of Statistics, covering Direction of Exports From 1996 March 2026. 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: Direction of Exports from 1996 March 2026 - Last Updated on 10th June 2026

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

Geographic Coverage

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

Indicators, Variables, Or Resource Contents

• —direction-of-exports-from-1996-march-2026-2ee6bd88 - Direction of Exports from 1996 March 2026(sourceunitsunspecified)
• —direction-of-exports-from-1996-march-2026-comm-eb0efd3d - Direction of Exports from 1996 March 2026 - comm(sourceunitsunspecified)
• —direction-of-exports-from-1996-march-2026-sitc2-09f812d9 - Direction of Exports from 1996 March 2026 - sitc2(sourceunitsunspecified)
• —direction-of-exports-from-1996-march-2026-estdol-a403a5cb - Direction of Exports from 1996 March 2026 - estdol(sourceunitsunspecified)
• —direction-of-exports-from-1996-march-2026-estqty-3612355d - Direction of Exports from 1996 March 2026 - estqty(sourceunitsunspecified)
• —direction-of-exports-from-1996-march-2026-mm-f219de32 - Direction of Exports from 1996 March 2026 - mm(sourceunitsunspecified)

Schema

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-uganda-direction-of-exports-from-1996-march-2026-2ee6bd88")
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"] == "UGA"]

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: Uganda Bureau of Statistics
• —Publisher: Uganda Bureau of Statistics
• —Portal: https://www.ubos.org
• —Resource: Direction of Exports from 1996 March 2026
• —License: other-open
• —Retrieved/generated: 2026-07-21T21:56:21Z
• —Hugging Face repo: electricsheepafrica/africa-uganda-direction-of-exports-from-1996-march-2026-2ee6bd88

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
• —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_uganda_direction_of_exports_from_1996_march_2026_2ee6bd88_2025,
  title        = {Direction of Exports From 1996 March 2026 | Africa (Uganda Bureau of Statistics)},
  author       = {Uganda Bureau of Statistics},
  year         = {2025},
  url          = {https://www.ubos.org/explore-statistics/0/},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-uganda-direction-of-exports-from-1996-march-2026-2ee6bd88}}
}

License

Released under other-open.

Original data is published by Uganda Bureau of Statistics. 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.

Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://www.ubos.org/explore-statistics/0/