electricsheepafrica/africa-mauritius-productivity-and-competitiveness-indicators-manufacturing-69acd4e0

Productivity and Competitiveness Indicators Manufacturing | Africa (MDPA)

295 rows - 1 Africa country/area - 1984-2010 - 10 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 295 rows from MDPA, covering Productivity and Competitiveness Indicators Manufacturing. 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: Productivity and Competitiveness Indicators- Manufacturing Sector

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	295
Countries/areas	1
First period	1984
Last period	2010
Indicators	10
Columns	19
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MU	295	1984	2010	Mauritius

Indicators, Variables, Or Resource Contents

• productivity-and-competitiveness-indicators-manufacturing-sector-d-58-60-b51c85e9 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 58 6012554261684(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-7-970-44f34f7d - Productivity and Competitiveness Indicators- Manufacturing Sector - d 7 970903522205242(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-77-27-38f9a70c - Productivity and Competitiveness Indicators- Manufacturing Sector - d 77 27690143796414(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-7-881-4bd9ef20 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 7 881306297822754(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-66-63-c13badb6 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 66 6338183358243(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-1-360-e191b916 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 1 3602509278048291(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-27-67-994fe558 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 27 670938365013864(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-10-43-6ad91346 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 10 434120335110464(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-61-01-454a2942 - Productivity and Competitiveness Indicators- Manufacturing Sector - d 61 01081792319597(source_units_unspecified)
• productivity-and-competitiveness-indicators-manufacturing-sector-d-1-532-d5f761cb - Productivity and Competitiveness Indicators- Manufacturing Sector - d 1 5326295272426016(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	productivity-and-competitiveness-indicators-manufacturing-sector-d-58...
indicator_name	string	Human-readable indicator name.	Productivity and Competitiveness Indicators- Manufacturing Sector - d...
country_iso3	string	ISO3 country or area code.	MU
source_sheet	string	Source column from the original resource.	Sheet1
country_name	string	Country or area name.	Mauritius
year	int64	Observation year.	1984
value	double	Numeric observation value.	55.90513985425664
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
source_period_start_year	int64	Start year inferred from source metadata.	``
source_period_end_year	int64	End year inferred from source metadata.	``
source_period_label	string	Source column from the original resource.	``
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	MDPA
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Productivity and Competitiveness Indicators- Manufacturing Sector
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	SOURCE-Productivityandcompetitiveness.xls
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	459d597c-9ab6-4b0b-824b-50e0c1a51f00
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	6c8c9b43-370f-41ea-9645-528a040df3fc
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.govmu.org/dataset/459d597c-9ab6-4b0b-824b-50e0c1a51f00/r...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	CC-BY-SA-4.0
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-08T16:26:20Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mauritius-productivity-and-competitiveness-indicators-manufacturing-69acd4e0")
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"] == "MU"]

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: MDPA
• Publisher: MDPA
• Portal: https://data.govmu.org
• Resource: SOURCE-Productivityandcompetitiveness.xls
• License: CC BY-SA 4.0
• Retrieved/generated: 2026-08-08T17:18:53Z
• Hugging Face repo: electricsheepafrica/africa-mauritius-productivity-and-competitiveness-indicators-manufacturing-69acd4e0

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_mauritius_productivity_and_competitiveness_indicators_manufacturing_69acd_2010,
  title        = {Productivity and Competitiveness Indicators Manufacturing | Africa (MDPA)},
  author       = {MDPA},
  year         = {2010},
  url          = {https://data.govmu.org/dataset/productivity-and-competitiveness-indicators-manufacturing-sector},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-productivity-and-competitiveness-indicators-manufacturing-69acd4e0}}
}

License

Released under CC BY-SA 4.0.

Original data is published by MDPA. 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.govmu.org/dataset/productivity-and-competitiveness-indicators-manufacturing-sector