electricsheepafrica/africa-tunisia-tn-bilan-evolution-des-approbations-itp-annuelle-dc4fff5a

Tn Bilan Evolution Des Approbations Itp Annuelle | Africa (Tunisia Open Data)

17 rows - 1 Africa country/area - 2000-2016 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 17 rows from Tunisia Open Data, covering Tn Bilan Evolution Des Approbations Itp Annuelle. 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: Répartition des approbations à l'outil ITP : Point de Situation arrêtée au 31/12/2019.

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	17
Countries/areas	1
First period	2000
Last period	2016
Indicators	0
Columns	15
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TUN	17	2000	2016	Tunisia

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.	a03df9f0-5dd0-4233-8525-e1612bbd8a9d:0
country_iso3	string	ISO3 country or area code.	TUN
country_name	string	Country or area name.	Tunisia
year	string	Observation year.	2000,45,"1,015,767","579,583","436,184"
source_period_start_year	int64	Start year inferred from source metadata.	2019
source_period_end_year	int64	End year inferred from source metadata.	2019
source_period_label	string	Source column from the original resource.	2019
source_provider	string	Publishing organization.	Ministère de l'Industrie, de l’Energie, des Mines
source_dataset	string	Source dataset or package title.	TN - BILAN EVOLUTION DES APPROBATIONS ITP (ANNUELLE)
source_resource	string	Source resource title, table name, or file name.	TN - BILAN EVOLUTION DES APPROBATIONS ITP (ANNUELLE)
source_package_id	string	Source package identifier.	0092fbcd-94d4-4a69-8891-6e1cd01c6f21
source_resource_id	string	Source resource identifier.	a03df9f0-5dd0-4233-8525-e1612bbd8a9d
source_url	string	Original source URL or download URL.	https://catalog.data.gov.tn/dataset/0092fbcd-94d4-4a69-8891-6e1cd01c6...
license_id	string	Source license identifier.	otl-data.industrie.gov.tn
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-18T23:08:36Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-tunisia-tn-bilan-evolution-des-approbations-itp-annuelle-dc4fff5a")
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"] == "TUN"]

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: Tunisia Open Data
• Publisher: Ministère de l'Industrie, de l’Energie, des Mines
• Portal: https://catalog.data.gov.tn
• Resource: TN - BILAN EVOLUTION DES APPROBATIONS ITP (ANNUELLE)
• License: otl-data.industrie.gov.tn
• Retrieved/generated: 2026-07-18T23:12:54Z
• Hugging Face repo: electricsheepafrica/africa-tunisia-tn-bilan-evolution-des-approbations-itp-annuelle-dc4fff5a

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
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_tunisia_tn_bilan_evolution_des_approbations_itp_annuelle_dc4fff5a_2016,
  title        = {Tn Bilan Evolution Des Approbations Itp Annuelle | Africa (Tunisia Open Data)},
  author       = {Ministère de l'Industrie, de l’Energie, des Mines},
  year         = {2016},
  url          = {https://catalog.data.gov.tn/dataset/tn-bilan-evolution-des-approbations-itp-annuelle},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-tunisia-tn-bilan-evolution-des-approbations-itp-annuelle-dc4fff5a}}
}

License

Released under otl-data.industrie.gov.tn.

Original data is published by Ministère de l'Industrie, de l’Energie, des Mines. 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://catalog.data.gov.tn/dataset/tn-bilan-evolution-des-approbations-itp-annuelle