electricsheepafrica/africa-morocco-montants-moyens-des-cautions-region-dakhla-oued-ed-dahab-2-7e600ac6

Montants moyens des cautions - Région Dakhla-Oued Ed Dahab 2001-2022 | Africa (Morocco official open data)

50 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official XLSX resource from Morocco as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

• Source: Montants moyens des cautions - Région Dakhla-Oued Ed Dahab 2001-2022
• Publisher: MATNUHPV
• Resource: Cautions- région Dakhla-Oued Ed Dahab 2001-2022.xlsx
• Format: XLSX
• License: Open Data Commons Open Database License
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MAR	50	n/a	n/a	Morocco

Indicators or Resource Contents

• This source file is packaged as a normalized tabular resource.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier for tabular resources.	0114a106-60cb-4642-b9aa-c6f11ee1c29e:caution-par-ville-region-eod:0
country_iso3	string	ISO3 country code.	MAR
country_name	string	Country name.	Morocco
source_sheet	string	Workbook sheet name, when the source is a spreadsheet.	caution par ville region EOD
dakhla	string	Source column.	``
villa	string	Source column.	``
pt	string	Source column.	MT
d_4100	float64	Source column.	4900.0
d_4202_5	float64	Source column.	4900.0
d_4305	float64	Source column.	4900.0
d_4290	float64	Source column.	4900.0
d_4051_8052057094874	float64	Source column.	4655.150522219947
d_4282_250000000001	float64	Source column.	4899.999999999982
d_4437_5	float64	Source column.	5036.369999999982
d_4568_5	float64	Source column.	5184.500000000009
d_4747_299999999995	float64	Source column.	5227.535000000021
d_4853_8831625148305	float64	Source column.	5437.242631645965
d_5070_124739079586	float64	Source column.	5655.217697995395
d_5380_200000000002	float64	Source column.	5831.0
d_5553_700000000019	float64	Source column.	5928.999999999999
d_5727_100000000019	float64	Source column.	6093.120000000016
d_5658	float64	Source column.	5941.849999999986
d_5863	float64	Source column.	6090.480000000006
d_5945	float64	Source column.	6517.000000000001
d_6150	float64	Source column.	6811.0
d_5681_20000000001	float64	Source column.	7445.099999999978
d_5330_811925352763	float64	Source column.	6793.072505204699
d_6400_077378243071	float64	Source column.	8104.360763358754
d_6884_931725079667	float64	Source column.	8437.091117279642
d_0	float64	Source column.	0.0
d_100	float64	Source column.	100.0
d_102_5	float64	Source column.	100.0
d_105	float64	Source column.	100.0
d_104_63414634146342	float64	Source column.	100.0
d_98_82451721242651	float64	Source column.	95.00307188203972
d_104_44512195121953	float64	Source column.	99.99999999999964
d_108_23170731707317	float64	Source column.	102.78306122448944
d_111_42682926829268	float64	Source column.	105.80612244897978
d_115_78780487804865	float64	Source column.	106.68438775510246
d_118_3873942076788	float64	Source column.	110.96413533971358
d_123_66157900194112	float64	Source column.	115.41260608153868
d_131_22439024390246	float64	Source column.	119.0
d_135_45609756097608	float64	Source column.	120.99999999999996
d_139_685365853659	float64	Source column.	124.34938775510236
d_138	float64	Source column.	121.2622448979589
d_143	float64	Source column.	124.29551020408176
d_145	float64	Source column.	133.00000000000003
d_150	float64	Source column.	139.0
d_138_5658536585368	float64	Source column.	151.94081632653015
d_130_01980305738445	float64	Source column.	138.6341327592796
d_156_099448249831	float64	Source column.	165.3951176195664
d_167_92516402633333	float64	Source column.	172.185533005707
source_provider	string	Publishing organization.	MATNUHPV
source_dataset	string	Source package title.	Montants moyens des cautions - Région Dakhla-Oued Ed Dahab 2001-2022
source_resource	string	Source resource title.	Cautions- région Dakhla-Oued Ed Dahab 2001-2022.xlsx
source_package_id	string	CKAN package UUID.	f4e4c1ed-78e0-476d-98a3-f0bc582bd621
source_resource_id	string	CKAN resource UUID.	0114a106-60cb-4642-b9aa-c6f11ee1c29e
source_url	string	Original source resource URL.	https://data.gov.ma/data/fr/dataset/f4e4c1ed-78e0-476d-98a3-f0bc582bd621
license_id	string	Source license identifier.	odc-odbl
retrieved_at	string	UTC retrieval timestamp.	2026-07-16T21:31:48Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-morocco-montants-moyens-des-cautions-region-dakhla-oued-ed-dahab-2-7e600ac6")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "MAR"]

Work with indicators

if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

@misc{electric_sheep_africa_africa_morocco_montants_moyens_des_cautions_region_dakhla_oued_ed_dahab_2_7e600a_2026,
  title        = {Montants moyens des cautions - Région Dakhla-Oued Ed Dahab 2001-2022 | Africa (Morocco official open data)},
  author       = {MATNUHPV},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/montants-moyens-des-cautions-region-dakhla-oued-ed-dahab-2001-2019},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-montants-moyens-des-cautions-region-dakhla-oued-ed-dahab-2-7e600ac6}}
}

License

Released under Open Data Commons Open Database License.

Original data (c) MATNUHPV. When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

---

Provenance: ingested 2026-07-16 via the Electric Sheep pipeline. Source URL: https://data.gov.ma/data/fr/dataset/f4e4c1ed-78e0-476d-98a3-f0bc582bd621/resource/0114a106-60cb-4642-b9aa-c6f11ee1c29e/download/montants-moyens-des-cautions-region-eod-2001-2022.xlsx