electricsheepafrica/africa-membres-de-la-chambre-des-representants-du-maroc-2007-2011-2016-2021

Membres de la Chambre des Représentants du Maroc

Publisher: TAFRA · Source: OpenAfrica · License: cc-by · Updated: 2024-02-05

---

Abstract

Données sur les membres de la Chambre des représentant du Royaume du Maroc au titre des législatures 2007-2011, 2011-2016, 2016-2021 et 2021-2026. Les données ont été collectées à partir des annuaires parlementaires des parlements 2007-2011 et 2011-2016, liste des élus des élections parlementaires de 2011 communiquée par le National Democracy Institute, et complété avec arrêts du Conseil Constitutionnel, ainsi qu'une série de sources annexes. Les données correspondant au parlement de 2016-2021 ont été copiées à partir du site http://www.chambredesrepresentants.ma. Les données correspondant au parlement de 2021-2026 ont été copiées à partir du site http://www.elections.ma et du site http://www.chambredesrepresentants.ma, et complétées avec les arrêts de la Cour Constitutionnelle ainsi qu'une sélection de sources annexes. La colonne "parti" contient le premier parti relevé sur les sources consultées pour chaque parlement. Elle ne relève pas les députés transhumants.

Data on members of the House of Representatives of the Kingdom of Morocco for the 2007-2011, 2011-2016, 2016-2021 and 2021-2026 legislatures. Data has been compiled from Parliamentary Directories of Parliaments 2007-2011 and 2011-2016, list of winning candidates of 2011 Parliamentary elections from National Democracy Institute, and completed with rulings from Constitutional Council, as well as a series of additional sources. Data for the 2016-2021 Parliament has been copied from http://www.chambredesrepresentants.ma. Data for the 2021-2026 parliament has been copied from http://www.elections.ma and http://www.chambredesrepresentants.ma and completed with ruling from Constitutional Court rulings and a selection of additional resources. The "party" column records the first recorded party for each Parliament. It does not record within-Parliament switches in party affiliation.

Each row in this dataset represents first-level administrative unit observations. Temporal coverage is indicated by the dateentree, datesortie column(s). Geographic scope: Africa (multiple countries).

Curated into ML-ready Parquet format by Electric Sheep Africa.

---

Dataset Characteristics

Domain	Humanitarian and development data
Unit of observation	First-level administrative unit observations
Rows (total)	1,654
Columns	23 (7 numeric, 14 categorical, 2 datetime)
Train split	1,323 rows
Test split	330 rows
Geographic scope	Africa (multiple countries)
Publisher	TAFRA
OpenAfrica last updated	2024-02-05

---

Variables

Geographic — idregion (range 606.0–634.0), idwilaya (range 2.0–30.0), region (Casablanca - Settat, Oriental, Rabat - Salé - Kénitra), wilaya (Casablanca - Settat, Oriental, Rabat - Salé - Kénitra).

Temporal — dateentree, datesortie.

Demographic — idperson (range 68069.0–155912.0).

Identifier / Metadata — idprefprov (range 171.0–323.0), idcirconscription (range 416.0–44392.0), prefprov (Casablanca, Marrakech, Salé), idsiege (range 1.0–1115.0), esa_source and 1 others.

Other — circonscription (Liste nationale, Béni-Mellal, Settat), parlement (2011-2016, 2016-2021, 2021-2026), prenomnom (MOHAMED KARIM, ABDELHAQ CHAFIQ, MOHAMED BERNICHI), prenomnomar (محمد برنيشي, عبد الحق الشفيق, محمد كاريم), femme (range 0.0–1.0) and 5 others.

---

Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-membres-de-la-chambre-des-representants-du-maroc-2007-2011-2016-2021")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

---

Schema

Column	Type	Null %	Range / Sample Values
idregion	float64	13.2%	606.0 – 634.0 (mean 620.789)
idwilaya	float64	18.6%	2.0 – 30.0 (mean 16.3447)
idprefprov	float64	18.6%	171.0 – 323.0 (mean 264.4666)
idcirconscription	int64	0.0%	416.0 – 44392.0 (mean 2930.1391)
region	object	13.2%	Casablanca - Settat, Oriental, Rabat - Salé - Kénitra
wilaya	object	18.6%	Casablanca - Settat, Oriental, Rabat - Salé - Kénitra
prefprov	object	18.6%	Casablanca, Marrakech, Salé
circonscription	object	0.0%	Liste nationale, Béni-Mellal, Settat
parlement	object	0.0%	2011-2016, 2016-2021, 2021-2026
idsiege	int64	0.0%	1.0 – 1115.0 (mean 551.4607)
idperson	int64	0.0%	68069.0 – 155912.0 (mean 83331.1475)
prenomnom	object	0.0%	MOHAMED KARIM, ABDELHAQ CHAFIQ, MOHAMED BERNICHI
prenomnomar	object	0.0%	محمد برنيشي, عبد الحق الشفيق, محمد كاريم
femme	int64	0.0%	0.0 – 1.0 (mean 0.1729)
parti	object	0.0%	PJD, PAM, PI
dateentree	datetime64[ns]	0.0%
datesortie	datetime64[ns]	23.7%
motifentree	object	0.0%	Elu, Remplaçant, Elu partiel
motifsortie	object	23.7%	Fin de mandat, Incompatibilité, Fraude électorale
groupe	object	20.4%
groupear	object	20.4%
esa_source	object	0.0%
esa_processed	object	0.0%

---

Numeric Summary

Column	Min	Max	Mean	Median
idregion	606.0	634.0	620.789	623.0
idwilaya	2.0	30.0	16.3447	19.0
idprefprov	171.0	323.0	264.4666	270.0
idcirconscription	416.0	44392.0	2930.1391	556.0
idsiege	1.0	1115.0	551.4607	542.0
idperson	68069.0	155912.0	83331.1475	68654.5
femme	0.0	1.0	0.1729	0.0

---

Curation

Raw data was downloaded from OpenAfrica via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 3 column(s) with >80% missing values were removed: idsouspref, souspref, procedureremplacement. 2 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.

---

Limitations

• Data originates from TAFRA and has not been independently validated by ESA.
• Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
• The following columns have >20% missing values and should be treated with caution in modelling: datesortie, motifsortie, groupe, groupear.
• Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

---

Citation

@dataset{openafrica_africa_membres_de_la_chambre_des_representants_du_maroc_2007_2011_2016_2021,
  title     = {Membres de la Chambre des Représentants du Maroc},
  author    = {TAFRA},
  year      = {2024},
  url       = {https://open.africa/dataset/membres-de-la-chambre-des-representants-du-maroc-2007-2011-2016-2021},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

---

Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.