electricsheepafrica/africa-morocco-montants-moyens-des-cautions-region-souss-massa-2001-2019-59284c97

Montants moyens des cautions - Région Souss- Massa 2001-2019 | Africa (Morocco official open data)

118 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 Souss- Massa 2001-2019
• Publisher: MATNUHPV
• Resource: Cautions- région Souss- Massa 2001-2019.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	118	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.	9016fbf4-accd-48dd-a065-08a678ce4552:caution-par-ville-region-sm: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 SM
agadir	string	Source column.	``
villa	string	Source column.	``
pt	string	Source column.	MT
d_3092_4415809734073	float64	Source column.	7905.419184883977
d_3452_029544289364	float64	Source column.	8112.646298889255
d_3854_5735696246707	float64	Source column.	7931.083991007184
d_4173_046762549092	float64	Source column.	8523.42961828894
d_4431_10718523035	float64	Source column.	9102.860060558232
d_4370_549172746386	float64	Source column.	9790.75683850196
d_4702_603549604555	float64	Source column.	10281.476387697056
d_4689_127942236011	float64	Source column.	10947.963661288508
d_4708_519497195517	float64	Source column.	10197.19618959421
d_4922_739638104578	float64	Source column.	10313.377351698702
d_5065_185331401963	float64	Source column.	10294.522694013338
d_5129_924416774631	float64	Source column.	9787.84668262119
d_5410_3078416201015	float64	Source column.	9767.451208352191
d_5502_215318717807	float64	Source column.	9661.192127246668
d_5730_348575476005	float64	Source column.	9733.665412522729
d_5902_086819978803	float64	Source column.	9676.025986334676
d_6022_296581755545	float64	Source column.	9516.96618782748
d_6108_169024423121	float64	Source column.	9390.722920115511
d_6191_222000625252	float64	Source column.	9153.57689006872
d_0	float64	Source column.	0.0
d_100	float64	Source column.	100.0
d_111_6279630156431	float64	Source column.	102.62132986447472
d_124_64499227213751	float64	Source column.	100.32464826371611
d_134_9434307255545	float64	Source column.	107.81755424919992
d_143_28830696409054	float64	Source column.	115.14708894834942
d_141_3300480641794	float64	Source column.	123.84867404909978
d_152_067660017827	float64	Source column.	130.056055817462
d_151_63190053730992	float64	Source column.	138.4868203095695
d_152_25896347291442	float64	Source column.	128.98994918691167
d_159_18618053748483	float64	Source column.	130.45958867581624
d_163_79243386733907	float64	Source column.	130.2210857293638
d_165_88589573808167	float64	Source column.	123.81186188502969
d_174_95262885183107	float64	Source column.	123.55386830123597
d_177_92463251596416	float64	Source column.	122.20973867799344
d_185_30175673269355	float64	Source column.	123.12649316730172
d_190_85524060638858	float64	Source column.	122.39738032913286
d_194_74245265645106	float64	Source column.	120.38534535935749
d_197_51930196529221	float64	Source column.	118.78842475642024
d_200_20497844542766	float64	Source column.	115.78863404955624
source_provider	string	Publishing organization.	MATNUHPV
source_dataset	string	Source package title.	Montants moyens des cautions - Région Souss- Massa 2001-2019
source_resource	string	Source resource title.	Cautions- région Souss- Massa 2001-2019.xlsx
source_package_id	string	CKAN package UUID.	3904c2fc-742f-4271-b1e0-af1fbea1cb7a
source_resource_id	string	CKAN resource UUID.	9016fbf4-accd-48dd-a065-08a678ce4552
source_url	string	Original source resource URL.	https://data.gov.ma/data/fr/dataset/3904c2fc-742f-4271-b1e0-af1fbea1cb7a
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-souss-massa-2001-2019-59284c97")
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_souss_massa_2001_2019_59284c9_2026,
  title        = {Montants moyens des cautions - Région Souss- Massa 2001-2019 | Africa (Morocco official open data)},
  author       = {MATNUHPV},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/montants-moyens-des-cautions-region-souss-massa-2001-2019},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-montants-moyens-des-cautions-region-souss-massa-2001-2019-59284c97}}
}

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

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Provenance: ingested 2026-07-16 via the Electric Sheep pipeline. Source URL: https://data.gov.ma/data/fr/dataset/3904c2fc-742f-4271-b1e0-af1fbea1cb7a/resource/9016fbf4-accd-48dd-a065-08a678ce4552/download/montants-moyens-des-cautions-region-sm-2001-2019.xlsx