electricsheepafrica/africa-egypt-capmas-actual-production-idle-capacity-and-inventory-of-industrial-acti-a4c4e9c6

Actual Production, Idle Capacity, and Inventory of Industrial Activities in Private Sector Establishments | Africa (CAPMAS Egypt Open Data)

3,624 rows - 1 Africa country/area - 2010-2021 - 25 indicators - Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)

TL;DR

This dataset contains 3,624 rows from CAPMAS Egypt Open Data, covering Actual Production, Idle Capacity, and Inventory of Industrial Activities in Private Sector Establishments. 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.

This dataset covers Actual Production, Idle Capacity, and Inventory of Industrial Activities in Private Sector Establishments from CAPMAS Egypt Open Data. Use the source and schema sections below to confirm definitions, units, and collection methodology before sensitive analytical use.

How To Read This Dataset

• —One row means: one indicator observation for one geography, time period, and optional source dimensions.
• —Primary geography column: source metadata (EGY).
• —Best time column: year.
• —Time coverage basis: year.
• —Recommended join keys: year, indicator_id, plus source-specific dimension columns.

Coverage

Geographic Coverage

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

Indicators, Variables, Or Resource Contents

• —4277 - Number of private sector establishments according to economic activity categories(Number)
• —4270 - Number of Private Sector Establishments According to Economic Activity Sections(Number)
• —4288 - Value of total production at selling price in private sector establishments according to economic activity categories(thousand pound)
• —4295 - Value of idle capacity in private sector establishments according to economic activity categories(thousand pound)
• —4290 - Value of total production at selling price in private sector establishments according to economic activity sections(thousand pound)
• —4297 - Value of idle capacity in private sector establishments according to economic activity sections(thousand pound)
• —4347 - Relative distribution of idle capacity due to raw material shortages in private sector establishments according to economic activity categories.(Percentage)
• —4324 - Values of finished product inventory at the beginning of the year in private sector establishments according to economic activity sectors.(thousand pound)
• —4336 - Values of finished production inventory at the end of the year in private sector establishments according to economic activity sections.(thousand pound)
• —4306 - Net sales value of finished production in private sector establishments according to economic activity categories(thousand pound)
• —4376 - Relative distribution of idle capacity shortfalls due to spare parts shortages in private sector establishments according to economic activity categories.(Percentage)
• —4311 - Net sales value of finished production in private sector establishments according to economic activity sections(thousand pound)
• —4378 - Relative distribution of idle capacity due to labor shortages and absenteeism in private sector establishments according to economic activity categories.(Percentage)
• —4285 - Value of available production capacity in private sector establishments according to economic activity categories(thousand pound)
• —4345 - Values of finished product inventory at the end of the year in private sector establishments according to economic activity categories.(thousand pound)
• —4321 - Values of finished product inventory at the beginning of the year in private sector establishments according to economic activity categories.(thousand pound)
• —4391 - Relative distribution of idle capacity constraints due to marketing difficulties in private sector establishments according to economic activity categories.(Percentage)
• —4402 - Relative distribution of other reasons for idle capacity in private sector establishments according to economic activity categories.(Percentage)
• —4574 - Value of Damaged Production in Private Sector Establishments According to Economic Activity Categories(thousand pound)
• —4582 - Value of transfers in private sector establishments according to economic activity categories(thousand pound)
• —... 5 more indicators

Schema

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-egypt-capmas-actual-production-idle-capacity-and-inventory-of-industrial-acti-a4c4e9c6")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

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

Filter By Geography

# This dataset is scoped to Egypt in source metadata.
sample = df.copy()

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: CAPMAS Egypt Open Data
• —Publisher: Central Agency for Public Mobilisation and Statistics (CAPMAS), Egypt
• —Portal: https://www.capmas.gov.eg
• —Resource: Actual Production, Idle Capacity, and Inventory of Industrial Activities in Private Sector Establishments
• —License: Source-specific or other license
• —Retrieved/generated: 2026-08-08T13:11:27Z
• —Hugging Face repo: electricsheepafrica/africa-egypt-capmas-actual-production-idle-capacity-and-inventory-of-industrial-acti-a4c4e9c6

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 indicator x period matrices
• —Check missingness before modeling
• —Use source or repo metadata for country scope when a geography column is not present

Citation

@misc{electric_sheep_africa_africa_egypt_capmas_actual_production_idle_capacity_and_inventory_of_industrial_2021,
  title        = {Actual Production, Idle Capacity, and Inventory of Industrial Activities in Private Sector Establishments | Africa (CAPMAS Egypt Open Data)},
  author       = {Central Agency for Public Mobilisation and Statistics (CAPMAS), Egypt},
  year         = {2021},
  url          = {https://www.capmas.gov.eg},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-actual-production-idle-capacity-and-inventory-of-industrial-acti-a4c4e9c6}}
}

License

Released under Source-specific or other license.

Original data is published by Central Agency for Public Mobilisation and Statistics (CAPMAS), Egypt. 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 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://www.capmas.gov.eg