electricsheepafrica/africa-morocco-ventilation-trimestrielle-des-credits-par-terme-et-par-bra-19d37122

Ventilation Trimestrielle Des Credits Par Terme Et Par Bra | Africa (Morocco Open Data)

26 rows - 1 Africa country/area - time not specified - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 26 rows from Morocco Open Data, covering Ventilation Trimestrielle Des Credits Par Terme Et Par Bra. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Economic datasets help analysts examine production, prices, public finance, trade flows, market conditions, and macroeconomic change.

Source-provided context: Ce fichier présente la ventilation trimestrielle des crédits par terme et par branche d'activité pour la période de décembre 2006 à septembre 2023

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: not detected.
• Time coverage basis: not detected.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	26
Countries/areas	1
First period	n/a
Last period	n/a
Indicators	0
Columns	275
Source format	XLSX

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
MAR	26	n/a	n/a	Morocco

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	c1f786de-3bc6-40c0-a005-61e81be4608f:feuil1:0
country_iso3	string	ISO3 country or area code.	MAR
country_name	string	Country or area name.	Morocco
source_sheet	string	Source column from the original resource.	Feuil1
credit_bancaire	string	Source column from the original resource.	Comptes débiteurs et crédits de trésorerie
d_204873_14715792876	double	Source column from the original resource.	72040.61379234445
d_203701_598740816	double	Source column from the original resource.	70977.92079656596
d_205570_75409530365	double	Source column from the original resource.	71378.69948920383
d_202935_32246103018	double	Source column from the original resource.	67615.15819566886
d_204003_76957149972	double	Source column from the original resource.	67375.44115038519
d_204600_32102985732	double	Source column from the original resource.	66137.63182643139
d_208367_85338134042	double	Source column from the original resource.	69526.65775259688
d_209531_24885559085	double	Source column from the original resource.	71764.98029047469
d_209979_00925776738	double	Source column from the original resource.	71174.02319698325
d_209571_5949719436	double	Source column from the original resource.	70795.91496078076
d_210055_2975449044	double	Source column from the original resource.	70332.97516286961
d_211819_71918430668	double	Source column from the original resource.	71708.14507624999
d_211091_98513533967	double	Source column from the original resource.	69172.70418643944
d_212033_99653300032	double	Source column from the original resource.	69738.00869504201
d_212835_76997687732	double	Source column from the original resource.	69518.62059552749
d_214990_84056943413	double	Source column from the original resource.	68849.04946027095
d_218602_38537098223	double	Source column from the original resource.	70580.45855187009
d_221099_62017536192	double	Source column from the original resource.	71137.64421198244
d_221414_5708894878	double	Source column from the original resource.	71917.997377694
d_224617_4700542899	double	Source column from the original resource.	72408.32423771912
d_225020_67627014947	double	Source column from the original resource.	71334.12934847464
d_222264_61115298493	double	Source column from the original resource.	68128.73071899357
d_225443_9796165615	double	Source column from the original resource.	68502.65532851219
d_224399_1486550427	double	Source column from the original resource.	66952.88709760962
d_224368_79780255057	double	Source column from the original resource.	67006.56791198837
d_223414_96948603724	double	Source column from the original resource.	66811.78369974358
d_226516_81439054298	double	Source column from the original resource.	67177.46645136201
d_225768_10752349286	double	Source column from the original resource.	65115.96342335089
d_229751_19665293698	double	Source column from the original resource.	66110.85394970907
d_229098_07665121218	double	Source column from the original resource.	65695.0660410593
d_236032_52430973336	double	Source column from the original resource.	69653.58275134597
d_238044_31725067447	double	Source column from the original resource.	70580.54017170168
d_237775_75161965447	double	Source column from the original resource.	69617.16566945773
d_238465_14809553488	double	Source column from the original resource.	70322.22663253976
d_238902_11161749013	double	Source column from the original resource.	70809.1815184226
d_239177_90190885725	double	Source column from the original resource.	70284.87273969491
d_241512_96114820056	double	Source column from the original resource.	68896.70997680315
d_245830_88722395015	double	Source column from the original resource.	68249.49048911665
d_248072_56969383545	double	Source column from the original resource.	68540.64690671662
d_249451_0589042597	double	Source column from the original resource.	69551.8635848064
d_260717_27807955007	double	Source column from the original resource.	78570.55639214917
d_263636_88625310804	double	Source column from the original resource.	79479.31440026674
d_268063_4597550205	double	Source column from the original resource.	81086.23566890476
d_270606_813460027	double	Source column from the original resource.	82135.87712302104
d_269906_9010562797	double	Source column from the original resource.	80034.57919753542
d_273656_8233914077	double	Source column from the original resource.	81896.18153125231
d_274686_17152824934	double	Source column from the original resource.	83289.53734931716
d_274968_47348598106	double	Source column from the original resource.	82951.74456358368
d_270757_72188312176	double	Source column from the original resource.	80051.85782329788
d_270385_9529489205	double	Source column from the original resource.	79008.7281663884
d_272257_5682622508	double	Source column from the original resource.	81153.7886716308
d_275190_22469175747	double	Source column from the original resource.	82446.5656651581
d_274307_102877526	double	Source column from the original resource.	80819.8998384507
d_272513_94299203315	double	Source column from the original resource.	82590.88024660526
d_285039_7389567159	double	Source column from the original resource.	86533.36745444352
d_294294_60682673287	double	Source column from the original resource.	89575.55321467137
d_296103_1189606355	double	Source column from the original resource.	89822.29017062177
d_299832_6639334895	double	Source column from the original resource.	91146.43364876312
d_307585_0192214445	double	Source column from the original resource.	95523.16911987234
d_314393_29620496044	double	Source column from the original resource.	95581.61987504031
d_325582_38783240214	double	Source column from the original resource.	101340.81044466216
d_326294_68208077736	double	Source column from the original resource.	102195.08802637093
d_336903_7079179122	double	Source column from the original resource.	97025.03310897404
d_339962_7005796462	double	Source column from the original resource.	95966.80838969898
d_348334_50015553273	double	Source column from the original resource.	99117.78938810546
d_359167_58798132336	double	Source column from the original resource.	102792.50134423537
d_365914_2785936753	double	Source column from the original resource.	104621.52997076434
d_377225_2988304603	double	Source column from the original resource.	106607.31051509205
d_379022_39751678647	double	Source column from the original resource.	104667.56492415736
d_389612_3302976743	double	Source column from the original resource.	105025.67281032453
d_400147_283380108	double	Source column from the original resource.	108735.02644577694
d_406173_65178828605	double	Source column from the original resource.	108155.30230504015
d_424406_1244045051	double	Source column from the original resource.	112840.07993705371
d_429800_96602686425	double	Source column from the original resource.	112587.51460000934
d_434170_5469194123	double	Source column from the original resource.	116925.96183994756
d_436559_19642366923	double	Source column from the original resource.	``
d_447621_6850380498	double	Source column from the original resource.	``
d_454882_641187103	double	Source column from the original resource.	``
d_471566_1741986606	double	Source column from the original resource.	``
d_475640_2996894176	double	Source column from the original resource.	``
d_480101_7626482356	double	Source column from the original resource.	``
d_490144_88151335507	double	Source column from the original resource.	``
d_505872_0980515323	double	Source column from the original resource.	``
d_510429_9431518902	double	Source column from the original resource.	``
d_526189_5434781214	double	Source column from the original resource.	``
d_519920_5103823484	double	Source column from the original resource.	``
d_525557_1667129262	double	Source column from the original resource.	``
d_528674_7824555871	double	Source column from the original resource.	``
d_532444_6695502031	double	Source column from the original resource.	``
d_534047_4229721075	double	Source column from the original resource.	``
d_549606_7750775376	double	Source column from the original resource.	``
d_558015_0635342234	double	Source column from the original resource.	``
d_558406_9754781601	double	Source column from the original resource.	``
d_564019_4083558065	double	Source column from the original resource.	``
d_562910_152638519	double	Source column from the original resource.	``
d_567571_9610485502	double	Source column from the original resource.	``
d_577083_8207342295	double	Source column from the original resource.	``
d_580962_667253757	double	Source column from the original resource.	``
d_586028_1697964362	double	Source column from the original resource.	``
d_592473_5634511354	double	Source column from the original resource.	``
d_594519_9451405383	double	Source column from the original resource.	``
d_604197_4355520646	double	Source column from the original resource.	``
d_618894_8476173659	double	Source column from the original resource.	``
d_615047_9401246993	double	Source column from the original resource.	``
d_616050_6460696189	double	Source column from the original resource.	``
d_620386_3121415083	double	Source column from the original resource.	``
d_621197_5188527277	double	Source column from the original resource.	``
d_623765_0357748107	double	Source column from the original resource.	``
d_621485_7010138854	double	Source column from the original resource.	``
d_615517_6703993825	double	Source column from the original resource.	``
d_625509_2398767031	double	Source column from the original resource.	``
d_631077_035974896	double	Source column from the original resource.	``
d_634977_1828162188	double	Source column from the original resource.	``
d_640212_6677851825	double	Source column from the original resource.	``
d_660285_9067700492	double	Source column from the original resource.	``
d_659085_4777493416	double	Source column from the original resource.	``
d_663269_0265960597	double	Source column from the original resource.	``
d_668689_5110461238	double	Source column from the original resource.	``
d_664613_1029593201	double	Source column from the original resource.	``
d_666931_221005204	double	Source column from the original resource.	``
d_687333_2930701182	double	Source column from the original resource.	``
d_680125_9079941098	double	Source column from the original resource.	``
d_674803_2235820082	double	Source column from the original resource.	``
d_685110_0291545131	double	Source column from the original resource.	``
d_678346_6559394968	double	Source column from the original resource.	``
d_684682_2142932253	double	Source column from the original resource.	``
d_709629_7523746607	double	Source column from the original resource.	``
d_709041_0519345478	double	Source column from the original resource.	``
d_705663_8776023592	double	Source column from the original resource.	``
d_704548_3933485702	double	Source column from the original resource.	``
d_701139_1028627318	double	Source column from the original resource.	``
d_704991_3242052885	double	Source column from the original resource.	``
d_719201_0312452267	double	Source column from the original resource.	``
d_702221_4846854531	double	Source column from the original resource.	``
d_702227_4730478938	double	Source column from the original resource.	``
d_699607_1210746412	double	Source column from the original resource.	``
d_704746_7656877658	double	Source column from the original resource.	``
d_705391_440309305	double	Source column from the original resource.	``
d_728483_0549144008	double	Source column from the original resource.	``
d_724698_5102341791	double	Source column from the original resource.	``
d_723916_300449034	double	Source column from the original resource.	``
d_725809_4636810096	double	Source column from the original resource.	``
d_722887_0671382394	double	Source column from the original resource.	``
d_722347_6632171014	double	Source column from the original resource.	``
d_747008_3956863803	double	Source column from the original resource.	``
d_723960_0992098551	double	Source column from the original resource.	``
d_724234_1813754915	double	Source column from the original resource.	``
d_736703_7225825797	double	Source column from the original resource.	``
d_735681_259436664	double	Source column from the original resource.	``
d_736923_6984878746	double	Source column from the original resource.	``
d_755248_0997064551	double	Source column from the original resource.	``
d_753107_0443666874	double	Source column from the original resource.	``
d_746777_9522179894	double	Source column from the original resource.	``
d_757163_579819269	double	Source column from the original resource.	``
d_755868_0199992196	double	Source column from the original resource.	``
d_753198_1939323389	double	Source column from the original resource.	``
d_763400_7573963248	double	Source column from the original resource.	``
d_755187_4882298933	double	Source column from the original resource.	``
d_753725_1752933011	double	Source column from the original resource.	``
d_758251_5162368462	double	Source column from the original resource.	``
d_753895_5668456064	double	Source column from the original resource.	``
d_752204_9494482705	double	Source column from the original resource.	``
d_776676_2433494893	double	Source column from the original resource.	``
d_770282_1831886438	double	Source column from the original resource.	``
d_762632_8997283487	double	Source column from the original resource.	``
d_764526_2997862952	double	Source column from the original resource.	``
d_761711_5978276234	double	Source column from the original resource.	``
d_764873_8549856689	double	Source column from the original resource.	``
d_784991_0596393633	double	Source column from the original resource.	``
d_765349_2005984709	double	Source column from the original resource.	``
d_765535_6390313987	double	Source column from the original resource.	``
d_769496_1132549802	double	Source column from the original resource.	``
d_769186_7288206483	double	Source column from the original resource.	``
d_772077_68323082	double	Source column from the original resource.	``
d_792491_9774160885	double	Source column from the original resource.	``
d_785822_0921516934	double	Source column from the original resource.	``
d_787215_4794824729	double	Source column from the original resource.	``
d_794731_8952883498	double	Source column from the original resource.	``
d_790730_5778906499	double	Source column from the original resource.	``
d_795709_0606513198	double	Source column from the original resource.	``
d_818098_4041648303	double	Source column from the original resource.	``
d_799281_4391590562	double	Source column from the original resource.	``
d_793575_2488210024	double	Source column from the original resource.	``
d_804276_4658777552	double	Source column from the original resource.	``
d_808494_5623368085	double	Source column from the original resource.	``
d_811451_9451575163	double	Source column from the original resource.	``
d_842162_5050712557	double	Source column from the original resource.	``
d_831249_4992569616	double	Source column from the original resource.	``
d_827089_0004950194	double	Source column from the original resource.	``
d_830205_2088551723	double	Source column from the original resource.	``
d_832158_5854035646	double	Source column from the original resource.	``
d_834151_3799880454	double	Source column from the original resource.	``
d_843307_9579229748	double	Source column from the original resource.	``
d_826377_2327994527	double	Source column from the original resource.	``
d_824466_6815813781	double	Source column from the original resource.	``
d_830105_0197516837	double	Source column from the original resource.	``
d_830615_6830774713	double	Source column from the original resource.	``
d_832850_244314627	double	Source column from the original resource.	``
d_857001_7263872537	double	Source column from the original resource.	``
d_850925_2610150067	double	Source column from the original resource.	``
d_849632_6704478986	double	Source column from the original resource.	``
d_854540_4891469008	double	Source column from the original resource.	``
d_846669_1326628141	double	Source column from the original resource.	``
d_848245_9260969078	double	Source column from the original resource.	``
d_870615_837329194	double	Source column from the original resource.	``
d_852777_3468676016	double	Source column from the original resource.	``
d_858946_6860488356	double	Source column from the original resource.	``
d_872194_8627499437	double	Source column from the original resource.	``
d_863656_9562074704	double	Source column from the original resource.	``
d_869667_6323835356	double	Source column from the original resource.	``
d_900407_9033678581	double	Source column from the original resource.	``
d_894047_8484399684	double	Source column from the original resource.	``
d_892171_682405366	double	Source column from the original resource.	``
d_898401_3979768642	double	Source column from the original resource.	``
d_898387_6950931207	double	Source column from the original resource.	``
d_892056_250416499	double	Source column from the original resource.	``
d_917152_4624570137	double	Source column from the original resource.	``
d_896662_6837742481	double	Source column from the original resource.	``
d_895138_8201499796	double	Source column from the original resource.	``
d_919447_6695841952	double	Source column from the original resource.	``
d_923110_444819776	double	Source column from the original resource.	``
d_927342_5917602858	double	Source column from the original resource.	``
d_952252_5935711174	double	Source column from the original resource.	``
d_947103_6266751417	double	Source column from the original resource.	``
d_936943_0307151194	double	Source column from the original resource.	``
d_946340_9962527569	double	Source column from the original resource.	``
d_939468_8074738856	double	Source column from the original resource.	``
d_941488_4236008101	double	Source column from the original resource.	``
d_960054_9302479774	double	Source column from the original resource.	``
d_935195_5907976348	double	Source column from the original resource.	``
d_933761_5247530588	double	Source column from the original resource.	``
d_950613_4766227021	double	Source column from the original resource.	``
d_950221_8414038164	double	Source column from the original resource.	``
d_951042_9249057258	double	Source column from the original resource.	``
d_988895_4002674258	double	Source column from the original resource.	``
d_964177_089707549	double	Source column from the original resource.	``
d_966170_3898832871	double	Source column from the original resource.	``
d_984651_5859228699	double	Source column from the original resource.	``
d_967302_5673702864	double	Source column from the original resource.	``
d_966935_192975841	double	Source column from the original resource.	``
d_984899_1229534576	double	Source column from the original resource.	``
d_964932_2387093393	double	Source column from the original resource.	``
d_962335_5758505445	double	Source column from the original resource.	``
d_988475_8398146059	double	Source column from the original resource.	``
d_980093_5864673363	double	Source column from the original resource.	``
d_984655_1417346827	double	Source column from the original resource.	``
d_1027623_1264816275	double	Source column from the original resource.	``
d_1011144_2676339261	double	Source column from the original resource.	``
d_1015030_7491864562	double	Source column from the original resource.	``
d_1036462_8906933448	double	Source column from the original resource.	``
d_1031624_3176644549	double	Source column from the original resource.	``
d_1024116_1109752574	double	Source column from the original resource.	``
d_1059033_6283752138	double	Source column from the original resource.	``
d_1033419_5630699205	double	Source column from the original resource.	``
d_1029841_0549822605	double	Source column from the original resource.	``
d_1038679_895371631	double	Source column from the original resource.	``
d_1034996_3401258053	double	Source column from the original resource.	``
d_1048926_7039712528	double	Source column from the original resource.	``
d_1076294_1032885024	double	Source column from the original resource.	``
d_1063461_4861066793	double	Source column from the original resource.	``
d_1061497_0671024178	double	Source column from the original resource.	``
d_1084330_3265258404	double	Source column from the original resource.	``
source_provider	string	Publishing organization.	``
source_dataset	string	Source dataset or package title.	``
source_resource	string	Source resource title, table name, or file name.	``
source_package_id	string	Source package identifier.	``
source_resource_id	string	Source resource identifier.	``
source_url	string	Original source URL or download URL.	``
license_id	string	Source license identifier.	``
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-morocco-ventilation-trimestrielle-des-credits-par-terme-et-par-bra-19d37122")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "MAR"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: Morocco Open Data
• Publisher: Bank Al-Maghrib
• Portal: https://data.gov.ma/data
• Resource: 14- Ventilation croisée du crédit bancaire par secteur économique et par objet déc 2001 - sept 2023.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T22:07:59Z
• Hugging Face repo: electricsheepafrica/africa-morocco-ventilation-trimestrielle-des-credits-par-terme-et-par-bra-19d37122

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Build time-series dashboards
• Compare economic indicators
• Join with population or sector data
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_morocco_ventilation_trimestrielle_des_credits_par_terme_et_par_bra_19d371_2026,
  title        = {Ventilation Trimestrielle Des Credits Par Terme Et Par Bra | Africa (Morocco Open Data)},
  author       = {Bank Al-Maghrib},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/ventilation-trimestrielle-des-credits-par-terme-et-par-branche-d-activite},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-ventilation-trimestrielle-des-credits-par-terme-et-par-bra-19d37122}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by Bank Al-Maghrib. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.gov.ma/data/dataset/ventilation-trimestrielle-des-credits-par-terme-et-par-branche-d-activite