Add ML-ready official indicator dataset
Browse files- README.md +136 -0
- data/train-00000-of-00001.parquet +3 -0
- metadata/source_snapshot.json +67 -0
README.md
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---
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license: odbl
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language:
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- en
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task_categories:
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- tabular-classification
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- tabular-regression
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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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- xlsx
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- africa
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- morocco
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- official-statistics
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- open-data
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pretty_name: "Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la région de Drâa Tafilalet en 2021. | Africa (Morocco official open data)"
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---
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# Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la région de Drâa Tafilalet en 2021. | Africa (Morocco official open data)
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20 rows - 1 Africa country - not-applicable - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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## TL;DR
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This dataset packages one official `XLSX` resource from **Morocco** 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:** [Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la région de Drâa Tafilalet en 2021.](https://data.gov.ma/data/dataset/chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-dans-la-region-de-draa-tafilalet-en-2021)
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- **Publisher:** Centre Régional d'Investissement Drâa Tafilalet
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- **Resource:** [Open Data - CRI DT 2021 v2.xlsx](https://data.gov.ma/data/fr/dataset/71174484-bf01-41ee-b515-15f65bfbe831/resource/ea17ccc7-df00-4db2-b333-69ee7b748c65/download/open-data-cri-dt-2021-v2.xlsx)
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- **Format:** `XLSX`
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- **License:** [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/)
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- **Packaging mode:** `tabular_resource`
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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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| `MAR` | 20 | n/a | n/a | `Morocco` |
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## Indicators or Resource Contents
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- This source file is packaged as a normalized tabular resource.
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## Schema
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| Column | Type | Description | Example |
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|--------|------|-------------|---------|
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| `source_record_id` | `string` | Stable row identifier for tabular resources. | `ea17ccc7-df00-4db2-b333-69ee7b748c65:sheet1:0` |
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| `country_iso3` | `string` | ISO3 country code. | `MAR` |
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| `country_name` | `string` | Country name. | `Morocco` |
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| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Sheet1` |
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| `errachidia` | `string` | Source column. | `MIDELT` |
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| `d_709002375_8` | `float64` | Source column. | `216549496.0` |
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| `commerce` | `string` | Source column. | `Energie et Mines` |
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| `d_43117000` | `float64` | Source column. | `1117445716.0` |
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| `source_provider` | `string` | Publishing organization. | `Centre Régional d'Investissement Drâa Tafilalet` |
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| `source_dataset` | `string` | Source package title. | `Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la régi` |
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| `source_resource` | `string` | Source resource title. | `Open Data - CRI DT 2021 v2.xlsx` |
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| `source_package_id` | `string` | CKAN package UUID. | `71174484-bf01-41ee-b515-15f65bfbe831` |
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| `source_resource_id` | `string` | CKAN resource UUID. | `ea17ccc7-df00-4db2-b333-69ee7b748c65` |
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| `source_url` | `string` | Original source resource URL. | `https://data.gov.ma/data/fr/dataset/71174484-bf01-41ee-b515-15f65bfbe831` |
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| `license_id` | `string` | Source license identifier. | `odc-odbl` |
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| `retrieved_at` | `string` | UTC retrieval timestamp. | `2026-07-16T21:31:48Z` |
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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-morocco-chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-8f8498f0")
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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"] == "MAR"]
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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_morocco_chiffres_relatifs_a_l_investissement_en_mad_et_a_l_emploi_8f8498f_2026,
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title = {Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la région de Drâa Tafilalet en 2021. | Africa (Morocco official open data)},
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author = {Centre Régional d'Investissement Drâa Tafilalet},
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year = {2026},
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url = {https://data.gov.ma/data/dataset/chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-dans-la-region-de-draa-tafilalet-en-2021},
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publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-8f8498f0}}
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}
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```
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## License
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Released under [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/).
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Original data (c) Centre Régional d'Investissement Drâa Tafilalet. 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 2026-07-16 via the Electric Sheep pipeline. Source URL:
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https://data.gov.ma/data/fr/dataset/71174484-bf01-41ee-b515-15f65bfbe831/resource/ea17ccc7-df00-4db2-b333-69ee7b748c65/download/open-data-cri-dt-2021-v2.xlsx
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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 sha256:853498d038a070720055638fd6bab4044a77df058ad9709b231eb43f6dd80f2e
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size 12916
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metadata/source_snapshot.json
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{
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"columns": [
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"source_record_id",
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"country_iso3",
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"country_name",
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"source_sheet",
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"errachidia",
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"d_709002375_8",
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"commerce",
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"d_43117000",
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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": "2026-07-16T22:11:48Z",
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"indicator_count": 0,
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"mode": "tabular_resource",
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"repo_id": "electricsheepafrica/africa-morocco-chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-8f8498f0",
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"rows": 20,
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"source": {
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"api_base_url": "https://data.gov.ma/data",
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"country_iso3": "MAR",
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"country_name": "Morocco",
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"group_names": "societe",
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"license_id": "odc-odbl",
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"license_title": "Open Data Commons Open Database License (ODbL)",
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"license_url": "http://www.opendefinition.org/licenses/odc-odbl",
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"organization_id": "4ac4b813-2c34-49f4-9743-f15215e0fe91",
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"organization_name": "centre-regional-d-investissement-draa-tafilalet",
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"organization_title": "Centre Régional d'Investissement Drâa Tafilalet",
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"package_author": "",
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"package_id": "71174484-bf01-41ee-b515-15f65bfbe831",
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"package_maintainer": "",
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"package_metadata_created": "2022-05-16T11:52:09.977200",
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"package_metadata_modified": "2022-05-16T11:53:59.116223",
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"package_name": "chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-dans-la-region-de-draa-tafilalet-en-2021",
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"package_notes": "Ce fichier présente des chiffres relatifs à l’investissement (en MAD) et à l’emploi dans la région de Drâa Tafilalet au titre de l’année 2021.",
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"package_page_url": "https://data.gov.ma/data/dataset/chiffres-relatifs-a-l-investissement-en-mad-et-a-l-emploi-dans-la-region-de-draa-tafilalet-en-2021",
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"package_private": "False",
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"package_state": "active",
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| 46 |
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"package_title": "Chiffres relatifs à l'investissement (en MAD) et à l'emploi dans la région de Drâa Tafilalet en 2021.",
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"package_version": "",
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"portal_url": "https://data.gov.ma/data",
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| 49 |
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"resource_created": "2022-05-16T11:53:58.861376",
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| 50 |
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"resource_datastore_active": "False",
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| 51 |
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"resource_description": "",
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| 52 |
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"resource_format": "XLSX",
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| 53 |
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"resource_hash": "",
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"resource_id": "ea17ccc7-df00-4db2-b333-69ee7b748c65",
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| 55 |
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"resource_last_modified": "2022-05-16T11:53:58.836848",
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| 56 |
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"resource_mimetype": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
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| 57 |
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"resource_name": "Open Data - CRI DT 2021 v2.xlsx",
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| 58 |
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"resource_position": "1",
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| 59 |
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"resource_size": "14355",
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| 60 |
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"resource_state": "active",
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| 61 |
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"resource_url": "https://data.gov.ma/data/fr/dataset/71174484-bf01-41ee-b515-15f65bfbe831/resource/ea17ccc7-df00-4db2-b333-69ee7b748c65/download/open-data-cri-dt-2021-v2.xlsx",
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| 62 |
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"retrieved_at": "2026-07-16T17:56:59Z",
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| 63 |
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"tag_names": "CRI; Région; investissement"
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},
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"year_max": null,
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"year_min": null
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}
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