Add ML-ready official indicator dataset
Browse files- README.md +143 -0
- data/train-00000-of-00001.parquet +3 -0
- metadata/source_snapshot.json +69 -0
README.md
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| 1 |
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---
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license: other
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language:
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- en
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task_categories:
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- tabular-regression
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- time-series-forecasting
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multilinguality: monolingual
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size_categories:
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- n<1K
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tags:
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- tabular
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- csv
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- africa
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- tunisia
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- official-statistics
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- open-data
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pretty_name: "Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 | Africa (Tunisia official open data)"
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---
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# Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 | Africa (Tunisia official open data)
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18 rows - 1 Africa country - 2018-2020 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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## TL;DR
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This dataset packages one official `CSV` resource from **Tunisia** as
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ML-ready Parquet. The source file is the provenance boundary; all usable
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indicators or tabular columns from the resource stay together in this repo.
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## About the source
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- **Source:** [Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020](https://catalog.data.gov.tn/dataset/statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-2020)
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- **Publisher:** Minstère des affaires culturelles
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- **Resource:** [Statistiques de 2018 à 2020](http://www.openculture.gov.tn/dataset/d75d3cd1-eb48-47bb-b400-449db90016f5/resource/ff67c259-5e95-4b2f-aebf-878daf82cdc2/download/formation-recyclage.csv)
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- **Format:** `CSV`
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- **License:** [Other open license]()
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- **Packaging mode:** `indicator_long`
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## Geographic coverage
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1 Africa country:
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| Country | Rows | First year | Last year | Name |
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|---------|-----:|-----------:|----------:|------|
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| `TUN` | 18 | 2018 | 2020 | `Tunisia` |
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## Indicators or Resource Contents
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-bae35c73` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants centrale
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-de90870a` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants centrale f
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-1f18fe0f` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants centrale h
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-adc68942` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants regionale
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-9e92d8b2` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants regionale f
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- `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20-9657126a` - Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 - participants regionale h
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## Schema
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| Column | Type | Description | Example |
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|--------|------|-------------|---------|
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| `indicator_id` | `string` | Stable indicator identifier. | `statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-20` |
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| `indicator_name` | `string` | Human-readable indicator name. | `Statistiques pour la Direction de la Formation et Recyclage de 2018 à 20` |
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| `country_iso3` | `string` | ISO3 country code. | `TUN` |
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| `country_name` | `string` | Country name. | `Tunisia` |
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| `year` | `Int64` | Observation year. | `2018` |
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| `value` | `float64` | Numeric observation value. | `1187.0` |
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| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
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| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2018` |
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| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2020` |
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| `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `2018-2020` |
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| `source_provider` | `string` | Publishing organization. | `Minstère des affaires culturelles` |
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| `source_dataset` | `string` | Source package title. | `Statistiques pour la Direction de la Formation et Recyclage de 2018 à 20` |
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| `source_resource` | `string` | Source resource title. | `Statistiques de 2018 à 2020` |
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| `source_package_id` | `string` | CKAN package UUID. | `dad09861-f4de-4e13-8638-c39392fed507` |
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| `source_resource_id` | `string` | CKAN resource UUID. | `3c4c214f-539a-4c52-aed8-e8a22ed559f5` |
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| `source_url` | `string` | Original source resource URL. | `http://www.openculture.gov.tn/dataset/d75d3cd1-eb48-47bb-b400-449db90016` |
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| `license_id` | `string` | Source license identifier. | `other-open` |
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| `retrieved_at` | `string` | UTC retrieval timestamp. | `2026-07-18T23:08:36Z` |
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("electricsheepafrica/africa-tunisia-statistiques-pour-la-direction-de-la-formation-et-recyclag-08c95659")
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df = ds["train"].to_pandas()
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print(df.head())
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```
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### Filter to one country
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```python
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sample_country = df[df["country_iso3"] == "TUN"]
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```
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### Work with indicators
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```python
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if "indicator_id" in df.columns:
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print(df["indicator_id"].value_counts().head())
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sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
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```
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## Citation
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```bibtex
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@misc{electric_sheep_africa_africa_tunisia_statistiques_pour_la_direction_de_la_formation_et_recyclag_08c956_2020,
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title = {Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020 | Africa (Tunisia official open data)},
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author = {Minstère des affaires culturelles},
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year = {2020},
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url = {https://catalog.data.gov.tn/dataset/statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-2020},
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publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-tunisia-statistiques-pour-la-direction-de-la-formation-et-recyclag-08c95659}}
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}
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```
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## License
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Released under [Other open license]().
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Original data (c) Minstère des affaires culturelles. When using this dataset, please cite both the
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original source above and the Electric Sheep Africa repackaging.
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## About Electric Sheep
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Electric Sheep Africa is part of the Electric Sheep mission: a unified,
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ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
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open sources, normalize the schemas, package as Parquet, and publish with
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consistent dataset cards so researchers and developers can use `load_dataset()`
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to start working in seconds.
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Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
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---
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Provenance: ingested 2026-07-19 via the Electric Sheep pipeline. Source URL:
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http://www.openculture.gov.tn/dataset/d75d3cd1-eb48-47bb-b400-449db90016f5/resource/ff67c259-5e95-4b2f-aebf-878daf82cdc2/download/formation-recyclage.csv
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:eaa58b0928cbf4ce92f0af78cc29f3598da934714a0785ebd26f44e6be033413
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size 14062
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metadata/source_snapshot.json
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{
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"columns": [
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"indicator_id",
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"indicator_name",
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"country_iso3",
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"country_name",
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"year",
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"value",
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"unit",
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"source_period_start_year",
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"source_period_end_year",
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"source_period_label",
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"source_provider",
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"source_dataset",
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"source_resource",
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"source_package_id",
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"source_resource_id",
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"source_url",
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"license_id",
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"retrieved_at"
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],
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"generated_at": "2026-07-19T00:25:21Z",
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"indicator_count": 6,
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"mode": "indicator_long",
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"repo_id": "electricsheepafrica/africa-tunisia-statistiques-pour-la-direction-de-la-formation-et-recyclag-08c95659",
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"rows": 18,
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"source": {
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"api_base_url": "https://catalog.data.gov.tn",
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"country_iso3": "TUN",
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"country_name": "Tunisia",
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"group_names": "culture",
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"license_id": "other-open",
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| 33 |
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"license_title": "other-open",
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| 34 |
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"license_url": "",
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| 35 |
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"organization_id": "d86aa48c-bfb0-451f-9be5-36b13aa595e0",
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| 36 |
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"organization_name": "ministere-des-affaires-culturelles",
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| 37 |
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"organization_title": "Minstère des affaires culturelles",
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| 38 |
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"package_author": "DFR",
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| 39 |
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"package_id": "dad09861-f4de-4e13-8638-c39392fed507",
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| 40 |
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"package_maintainer": "",
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| 41 |
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"package_metadata_created": "2023-02-17T11:50:21.921197",
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| 42 |
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"package_metadata_modified": "2023-03-12T07:45:04.338396",
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"package_name": "statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-2020",
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"package_notes": "Ce jeu de données contient des statistiques pour la Direction Direction de la Formation et du recyclage de 2018 à 2020 au nombre de participants à la formation au niveau central et régional.",
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"package_page_url": "https://catalog.data.gov.tn/dataset/statistiques-pour-la-direction-de-la-formation-et-recyclage-de-2018-a-2020",
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"package_private": "False",
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"package_state": "active",
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| 48 |
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"package_title": "Statistiques pour la Direction de la Formation et Recyclage de 2018 à 2020",
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| 49 |
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"package_version": "",
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| 50 |
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"portal_url": "https://catalog.data.gov.tn",
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| 51 |
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"resource_created": "2023-02-17T11:50:21.923308",
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| 52 |
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"resource_datastore_active": "False",
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| 53 |
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"resource_description": "",
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| 54 |
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"resource_format": "CSV",
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| 55 |
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"resource_hash": "",
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| 56 |
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"resource_id": "3c4c214f-539a-4c52-aed8-e8a22ed559f5",
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| 57 |
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"resource_last_modified": "",
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| 58 |
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"resource_mimetype": "text/csv",
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| 59 |
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"resource_name": "Statistiques de 2018 à 2020",
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| 60 |
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"resource_position": "2",
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| 61 |
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"resource_size": "",
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| 62 |
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"resource_state": "active",
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| 63 |
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"resource_url": "http://www.openculture.gov.tn/dataset/d75d3cd1-eb48-47bb-b400-449db90016f5/resource/ff67c259-5e95-4b2f-aebf-878daf82cdc2/download/formation-recyclage.csv",
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| 64 |
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"retrieved_at": "2026-07-18T23:01:29Z",
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| 65 |
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"tag_names": "DFR; Statistique"
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| 66 |
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},
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| 67 |
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"year_max": 2020,
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"year_min": 2018
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}
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