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

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Tabular Classification
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metadata 
annotations_creators:
  - no-annotation
language_creators:
  - found
language:
  - en
license: cc-by-4.0
multilinguality:
  - monolingual
size_categories:
  - 1K<n<10K
source_datasets:
  - original
task_categories:
  - tabular-classification
  - tabular-regression
task_ids: []
tags:
  - africa
  - humanitarian
  - hdx
  - electric-sheep-africa
  - morocco
  - parliament
  - politics
  - members-of-parliament
pretty_name: Membres de la Chambre des Représentants du Maroc
dataset_info:
  splits:
    - name: train
      num_examples: 1323
    - name: test
      num_examples: 330

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.