Datasetpublic

electricsheepafrica/africa-morocco-engagements-envers-les-autres-secteurs-residents-dec-2001-3dbbb9c9

Engagements Envers Les Autres Secteurs Residents Dec 2001 | Africa (Morocco Open Data) 23 rows - 1 Africa country/area - time not specified - source table - Engineered by Electric Sheep Africa TL;DR This dataset contains 23 rows from Morocco Open Data, covering Engagements Envers Les Autres Secteurs Residents Dec 2001. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-morocco-engagements-envers-les-autres-secteurs-residents-dec-2001-3dbbb9c9.

sourceHugging Faceodblupdated 2mo agoView on Hugging Face

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Dataset Card

Engagements Envers Les Autres Secteurs Residents Dec 2001 | Africa (Morocco Open Data)

23 rows - 1 Africa country/area - time not specified - source table - Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)

TL;DR

This dataset contains 23 rows from Morocco Open Data, covering Engagements Envers Les Autres Secteurs Residents Dec 2001. 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 les engagements envers les autres secteurs résidents (déc-2001 à sept-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	23
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`	23	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.	`8d276b20-3e0f-4137-bb87-5f0e6b3ca2eb: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`
`particuliers_et_mre`	`string`	Source column from the original resource.	`Actifs monétaires`
`d_196128_74230994552`	`double`	Source column from the original resource.	`195740.94553790672`
`d_190315_91529412012`	`double`	Source column from the original resource.	`190017.82349040743`
`d_190680_588641759`	`double`	Source column from the original resource.	`190387.7438097219`
`d_190536_67018138256`	`double`	Source column from the original resource.	`190243.11991943256`
`d_193505_05562721455`	`double`	Source column from the original resource.	`193202.0834373505`
`d_197859_33805699283`	`double`	Source column from the original resource.	`197533.68530299264`
`d_199860_08535158064`	`double`	Source column from the original resource.	`199515.97823827068`
`d_201227_04884878529`	`double`	Source column from the original resource.	`200850.15728506184`
`d_198678_6734173657`	`double`	Source column from the original resource.	`198400.6860065675`
`d_200098_68548535215`	`double`	Source column from the original resource.	`199803.1915109292`
`d_199564_68349557937`	`double`	Source column from the original resource.	`199257.58912299143`
`d_200413_0934966646`	`double`	Source column from the original resource.	`200118.37278725725`
`d_204293_74815404008`	`double`	Source column from the original resource.	`203998.18585814847`
`d_204839_70331804175`	`double`	Source column from the original resource.	`204393.14562725805`
`d_206665_9420995033`	`double`	Source column from the original resource.	`206270.8382805042`
`d_209073_38890494322`	`double`	Source column from the original resource.	`208677.44139692065`
`d_209231_11505955955`	`double`	Source column from the original resource.	`208816.2595873907`
`d_207069_70256856811`	`double`	Source column from the original resource.	`206645.80950710087`
`d_209714_04710092314`	`double`	Source column from the original resource.	`209333.3527013019`
`d_212020_89545610003`	`double`	Source column from the original resource.	`211600.36211568935`
`d_212334_23847783843`	`double`	Source column from the original resource.	`211908.0990771876`
`d_212335_9744569403`	`double`	Source column from the original resource.	`211902.62906336293`
`d_212590_3291049838`	`double`	Source column from the original resource.	`212145.16992265545`
`d_214083_3586490514`	`double`	Source column from the original resource.	`213624.44594883305`
`d_215105_3336559413`	`double`	Source column from the original resource.	`214731.48438418016`
`d_216164_85232111163`	`double`	Source column from the original resource.	`215795.9273720308`
`d_218939_14614963348`	`double`	Source column from the original resource.	`218557.44839955872`
`d_220476_00785845678`	`double`	Source column from the original resource.	`220070.4225142316`
`d_221436_23281388986`	`double`	Source column from the original resource.	`221013.32903108583`
`d_222996_51197305095`	`double`	Source column from the original resource.	`222586.32883082217`
`d_225289_17742698736`	`double`	Source column from the original resource.	`224876.96649996203`
`d_228375_5960539108`	`double`	Source column from the original resource.	`227987.0963775608`
`d_228063_06696666425`	`double`	Source column from the original resource.	`227698.08463385425`
`d_228215_44491407025`	`double`	Source column from the original resource.	`227846.19202162023`
`d_229778_7926040528`	`double`	Source column from the original resource.	`229416.1167108328`
`d_231120_54602980526`	`double`	Source column from the original resource.	`230746.3498886047`
`d_232286_18579111443`	`double`	Source column from the original resource.	`231878.51323484155`
`d_234164_33947458246`	`double`	Source column from the original resource.	`233761.63083157712`
`d_235628_15331423216`	`double`	Source column from the original resource.	`235218.09767958612`
`d_238207_08895567484`	`double`	Source column from the original resource.	`237764.35678629144`
`d_240561_21268589539`	`double`	Source column from the original resource.	`240033.75634950487`
`d_241598_23927065817`	`double`	Source column from the original resource.	`241012.6402383123`
`d_244330_2458549136`	`double`	Source column from the original resource.	`243821.3390464754`
`d_245915_79160420093`	`double`	Source column from the original resource.	`245431.15845222145`
`d_248867_51253590407`	`double`	Source column from the original resource.	`248408.37631609448`
`d_253645_44154824255`	`double`	Source column from the original resource.	`253135.68280412772`
`d_257237_72628339793`	`double`	Source column from the original resource.	`256710.1087310805`
`d_260150_27480086376`	`double`	Source column from the original resource.	`259617.50893919612`
`d_263953_1949882601`	`double`	Source column from the original resource.	`263310.1628066121`
`d_263496_74391936214`	`double`	Source column from the original resource.	`262847.66720088816`
`d_266555_99370240315`	`double`	Source column from the original resource.	`265949.5261990844`
`d_269098_7124053849`	`double`	Source column from the original resource.	`268470.0868381598`
`d_272258_8616475914`	`double`	Source column from the original resource.	`271618.8324401559`
`d_273903_57013918424`	`double`	Source column from the original resource.	`273266.9310841156`
`d_274992_6018577037`	`double`	Source column from the original resource.	`274376.3355348325`
`d_279991_1085803628`	`double`	Source column from the original resource.	`279361.65620202274`
`d_282020_15147235664`	`double`	Source column from the original resource.	`281385.39515479485`
`d_283900_26583011117`	`double`	Source column from the original resource.	`283252.9586739174`
`d_286189_7860198948`	`double`	Source column from the original resource.	`285585.69706497976`
`d_290858_7019830108`	`double`	Source column from the original resource.	`290164.02939395193`
`d_295347_878444462`	`double`	Source column from the original resource.	`294668.4854266723`
`d_298965_5799293838`	`double`	Source column from the original resource.	`298379.58865687874`
`d_303868_54348055075`	`double`	Source column from the original resource.	`303246.3662756681`
`d_310036_29894202645`	`double`	Source column from the original resource.	`309402.6074678712`
`d_311800_0907898876`	`double`	Source column from the original resource.	`311127.98672876944`
`d_315996_23567447567`	`double`	Source column from the original resource.	`314967.5488358928`
`d_321205_739374797`	`double`	Source column from the original resource.	`320543.3308824116`
`d_328807_55162930203`	`double`	Source column from the original resource.	`326398.3431868279`
`d_327056_6153886215`	`double`	Source column from the original resource.	`326403.7539806705`
`d_330319_4877222577`	`double`	Source column from the original resource.	`329702.74744585785`
`d_335984_0946889808`	`double`	Source column from the original resource.	`333912.7378322767`
`d_340010_54800529`	`double`	Source column from the original resource.	`338971.1879470429`
`d_344568_87608580384`	`double`	Source column from the original resource.	`343963.0641818329`
`d_346851_16048955923`	`double`	Source column from the original resource.	`346218.9980058472`
`d_347322_73531845986`	`double`	Source column from the original resource.	`346638.2606575265`
`d_351120_1317884606`	`double`	Source column from the original resource.	``
`d_352771_05254275375`	`double`	Source column from the original resource.	``
`d_357433_77429712954`	`double`	Source column from the original resource.	``
`d_360476_94499243324`	`double`	Source column from the original resource.	``
`d_362215_4705178051`	`double`	Source column from the original resource.	``
`d_365193_7049252148`	`double`	Source column from the original resource.	``
`d_366735_8212416608`	`double`	Source column from the original resource.	``
`d_368637_59649644134`	`double`	Source column from the original resource.	``
`d_368949_9168091046`	`double`	Source column from the original resource.	``
`d_374757_0814469997`	`double`	Source column from the original resource.	``
`d_373324_3183389835`	`double`	Source column from the original resource.	``
`d_374946_6530282761`	`double`	Source column from the original resource.	``
`d_376414_10267447773`	`double`	Source column from the original resource.	``
`d_380908_92519155634`	`double`	Source column from the original resource.	``
`d_376872_51363476214`	`double`	Source column from the original resource.	``
`d_383143_3251168809`	`double`	Source column from the original resource.	``
`d_381753_5476981915`	`double`	Source column from the original resource.	``
`d_381726_20293460897`	`double`	Source column from the original resource.	``
`d_382414_11791968474`	`double`	Source column from the original resource.	``
`d_383162_42080115515`	`double`	Source column from the original resource.	``
`d_383291_02109617804`	`double`	Source column from the original resource.	``
`d_388475_23886917956`	`double`	Source column from the original resource.	``
`d_393378_3515720367`	`double`	Source column from the original resource.	``
`d_394231_37315987126`	`double`	Source column from the original resource.	``
`d_396472_2501714302`	`double`	Source column from the original resource.	``
`d_395606_2529399035`	`double`	Source column from the original resource.	``
`d_396496_14982908027`	`double`	Source column from the original resource.	``
`d_420779_7066132113`	`double`	Source column from the original resource.	``
`d_423090_50399204245`	`double`	Source column from the original resource.	``
`d_426447_5238530463`	`double`	Source column from the original resource.	``
`d_426449_45190999244`	`double`	Source column from the original resource.	``
`d_429851_0190884216`	`double`	Source column from the original resource.	``
`d_430851_7745992094`	`double`	Source column from the original resource.	``
`d_437253_46016366116`	`double`	Source column from the original resource.	``
`d_438261_7970250985`	`double`	Source column from the original resource.	``
`d_441281_87869009003`	`double`	Source column from the original resource.	``
`d_443560_14307274384`	`double`	Source column from the original resource.	``
`d_443405_7297317178`	`double`	Source column from the original resource.	``
`d_444866_53112031124`	`double`	Source column from the original resource.	``
`d_449227_420931961`	`double`	Source column from the original resource.	``
`d_451079_5700568797`	`double`	Source column from the original resource.	``
`d_455124_0643236627`	`double`	Source column from the original resource.	``
`d_456057_0207608186`	`double`	Source column from the original resource.	``
`d_455260_56911759265`	`double`	Source column from the original resource.	``
`d_458576_07081930083`	`double`	Source column from the original resource.	``
`d_468163_3773896581`	`double`	Source column from the original resource.	``
`d_465809_5545574342`	`double`	Source column from the original resource.	``
`d_469743_56994792627`	`double`	Source column from the original resource.	``
`d_471914_51532424305`	`double`	Source column from the original resource.	``
`d_472258_75784673454`	`double`	Source column from the original resource.	``
`d_475118_81254468195`	`double`	Source column from the original resource.	``
`d_477962_4713052656`	`double`	Source column from the original resource.	``
`d_479563_93515392486`	`double`	Source column from the original resource.	``
`d_479466_5271701348`	`double`	Source column from the original resource.	``
`d_483147_65881537856`	`double`	Source column from the original resource.	``
`d_482824_79920377495`	`double`	Source column from the original resource.	``
`d_487353_87232368527`	`double`	Source column from the original resource.	``
`d_492794_5981084413`	`double`	Source column from the original resource.	``
`d_492535_5576476312`	`double`	Source column from the original resource.	``
`d_496251_45441881777`	`double`	Source column from the original resource.	``
`d_495925_98440616083`	`double`	Source column from the original resource.	``
`d_498840_14408561843`	`double`	Source column from the original resource.	``
`d_500033_09328479675`	`double`	Source column from the original resource.	``
`d_505436_3733361274`	`double`	Source column from the original resource.	``
`d_508352_9485484113`	`double`	Source column from the original resource.	``
`d_510552_1224386793`	`double`	Source column from the original resource.	``
`d_510571_8239461422`	`double`	Source column from the original resource.	``
`d_511329_00446064724`	`double`	Source column from the original resource.	``
`d_511887_6887396634`	`double`	Source column from the original resource.	``
`d_519068_1671776939`	`double`	Source column from the original resource.	``
`d_516647_24599901494`	`double`	Source column from the original resource.	``
`d_519404_4437925428`	`double`	Source column from the original resource.	``
`d_521832_9301327168`	`double`	Source column from the original resource.	``
`d_524227_40395690134`	`double`	Source column from the original resource.	``
`d_526987_1727795867`	`double`	Source column from the original resource.	``
`d_532623_9432519446`	`double`	Source column from the original resource.	``
`d_540083_7714325166`	`double`	Source column from the original resource.	``
`d_538889_8226477497`	`double`	Source column from the original resource.	``
`d_539307_259256729`	`double`	Source column from the original resource.	``
`d_541954_6615164763`	`double`	Source column from the original resource.	``
`d_542382_404095965`	`double`	Source column from the original resource.	``
`d_554414_2528026153`	`double`	Source column from the original resource.	``
`d_553653_6515961618`	`double`	Source column from the original resource.	``
`d_557090_4398884553`	`double`	Source column from the original resource.	``
`d_559630_0759051844`	`double`	Source column from the original resource.	``
`d_560216_6812880209`	`double`	Source column from the original resource.	``
`d_563897_9769394986`	`double`	Source column from the original resource.	``
`d_570359_725357862`	`double`	Source column from the original resource.	``
`d_574267_7558614089`	`double`	Source column from the original resource.	``
`d_577436_5791238715`	`double`	Source column from the original resource.	``
`d_576328_5722226095`	`double`	Source column from the original resource.	``
`d_579181_8353248467`	`double`	Source column from the original resource.	``
`d_579977_4360266075`	`double`	Source column from the original resource.	``
`d_583438_9705055397`	`double`	Source column from the original resource.	``
`d_579861_3710067729`	`double`	Source column from the original resource.	``
`d_585426_9515715804`	`double`	Source column from the original resource.	``
`d_589718_2647050307`	`double`	Source column from the original resource.	``
`d_591532_9458875601`	`double`	Source column from the original resource.	``
`d_594842_002332685`	`double`	Source column from the original resource.	``
`d_603982_6025335907`	`double`	Source column from the original resource.	``
`d_607173_4364552371`	`double`	Source column from the original resource.	``
`d_610474_8191070743`	`double`	Source column from the original resource.	``
`d_613756_0278857439`	`double`	Source column from the original resource.	``
`d_612555_6013497205`	`double`	Source column from the original resource.	``
`d_620005_4259014749`	`double`	Source column from the original resource.	``
`d_616973_7362723696`	`double`	Source column from the original resource.	``
`d_617715_5487887758`	`double`	Source column from the original resource.	``
`d_619813_7249570675`	`double`	Source column from the original resource.	``
`d_622165_0232849758`	`double`	Source column from the original resource.	``
`d_624048_6942160244`	`double`	Source column from the original resource.	``
`d_625741_4241674371`	`double`	Source column from the original resource.	``
`d_634370_8440582367`	`double`	Source column from the original resource.	``
`d_635728_931500021`	`double`	Source column from the original resource.	``
`d_637987_1941370558`	`double`	Source column from the original resource.	``
`d_643737_1321657434`	`double`	Source column from the original resource.	``
`d_645977_7925676092`	`double`	Source column from the original resource.	``
`d_647375_5137543356`	`double`	Source column from the original resource.	``
`d_654025_3148005311`	`double`	Source column from the original resource.	``
`d_652056_7948488136`	`double`	Source column from the original resource.	``
`d_658732_9430545819`	`double`	Source column from the original resource.	``
`d_662204_846599363`	`double`	Source column from the original resource.	``
`d_661501_9611333689`	`double`	Source column from the original resource.	``
`d_664040_0330753372`	`double`	Source column from the original resource.	``
`d_671277_7770134393`	`double`	Source column from the original resource.	``
`d_672367_6748696258`	`double`	Source column from the original resource.	``
`d_671034_1272736843`	`double`	Source column from the original resource.	``
`d_672712_381484919`	`double`	Source column from the original resource.	``
`d_673997_8408535988`	`double`	Source column from the original resource.	``
`d_673721_4991395177`	`double`	Source column from the original resource.	``
`d_680233_6646383051`	`double`	Source column from the original resource.	``
`d_679793_074876308`	`double`	Source column from the original resource.	``
`d_680000_7992093316`	`double`	Source column from the original resource.	``
`d_683440_7257565872`	`double`	Source column from the original resource.	``
`d_682335_6802505802`	`double`	Source column from the original resource.	``
`d_689200_6657496511`	`double`	Source column from the original resource.	``
`d_692379_152138244`	`double`	Source column from the original resource.	``
`d_693288_615375819`	`double`	Source column from the original resource.	``
`d_695828_4474620707`	`double`	Source column from the original resource.	``
`d_696383_0733173228`	`double`	Source column from the original resource.	``
`d_697825_9557988918`	`double`	Source column from the original resource.	``
`d_699448_471107034`	`double`	Source column from the original resource.	``
`d_708934_2680048478`	`double`	Source column from the original resource.	``
`d_710545_6870364351`	`double`	Source column from the original resource.	``
`d_711694_4620689307`	`double`	Source column from the original resource.	``
`d_710079_0498112967`	`double`	Source column from the original resource.	``
`d_715419_6404593899`	`double`	Source column from the original resource.	``
`d_724866_6033371816`	`double`	Source column from the original resource.	``
`d_729135_5135721391`	`double`	Source column from the original resource.	``
`d_731020_4047599895`	`double`	Source column from the original resource.	``
`d_732113_0496147138`	`double`	Source column from the original resource.	``
`d_733551_9560765524`	`double`	Source column from the original resource.	``
`d_734882_4203262444`	`double`	Source column from the original resource.	``
`d_736562_9550331319`	`double`	Source column from the original resource.	``
`d_745948_0604231657`	`double`	Source column from the original resource.	``
`d_748839_7858223859`	`double`	Source column from the original resource.	``
`d_752549_7632669084`	`double`	Source column from the original resource.	``
`d_755362_2641138147`	`double`	Source column from the original resource.	``
`d_755973_6569537102`	`double`	Source column from the original resource.	``
`d_758769_9951109627`	`double`	Source column from the original resource.	``
`d_762433_0725529601`	`double`	Source column from the original resource.	``
`d_765447_4020899842`	`double`	Source column from the original resource.	``
`d_765964_9870303681`	`double`	Source column from the original resource.	``
`d_768096_4258678242`	`double`	Source column from the original resource.	``
`d_766292_9141141594`	`double`	Source column from the original resource.	``
`d_765413_664110036`	`double`	Source column from the original resource.	``
`d_771786_159975961`	`double`	Source column from the original resource.	``
`d_771587_5289497816`	`double`	Source column from the original resource.	``
`d_774358_3440359278`	`double`	Source column from the original resource.	``
`d_780437_8043960197`	`double`	Source column from the original resource.	``
`d_785927_4164660478`	`double`	Source column from the original resource.	``
`d_788416_021323606`	`double`	Source column from the original resource.	``
`d_796496_7485130059`	`double`	Source column from the original resource.	``
`d_798338_6250413937`	`double`	Source column from the original resource.	``
`d_800697_8185250305`	`double`	Source column from the original resource.	``
`d_805933_1824685292`	`double`	Source column from the original resource.	``
`d_810588_3766183226`	`double`	Source column from the original resource.	``
`d_813370_2829649831`	`double`	Source column from the original resource.	``
`d_831136_7299560941`	`double`	Source column from the original resource.	``
`d_832263_0805096243`	`double`	Source column from the original resource.	``
`d_836274_0540822066`	`double`	Source column from the original resource.	``
`d_842059_9764504819`	`double`	Source column from the original resource.	``
`d_847700_9658109158`	`double`	Source column from the original resource.	``
`d_848676_6653291848`	`double`	Source column from the original resource.	``
`d_849277_1504829754`	`double`	Source column from the original resource.	``
`d_850400_5584555563`	`double`	Source column from the original resource.	``
`d_849615_3579166157`	`double`	Source column from the original resource.	``
`d_853884_0660012314`	`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

python

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-morocco-engagements-envers-les-autres-secteurs-residents-dec-2001-3dbbb9c9")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

python

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

Filter By Geography

python

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

Time-Series Pattern

python

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

Pivot For Analysis

python

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: 24-ENGAGEMENTS ENVERS LES AUTRES SECTEURS RESIDENTS déc 2001 - sept 2023.xlsx
—License: Open Data Commons Open Database License
—Retrieved/generated: 2026-07-16T22:07:27Z
—Hugging Face repo: electricsheepafrica/africa-morocco-engagements-envers-les-autres-secteurs-residents-dec-2001-3dbbb9c9

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

bibtex

@misc{electric_sheep_africa_africa_morocco_engagements_envers_les_autres_secteurs_residents_dec_2001_3dbbb9c_2026,
  title        = {Engagements Envers Les Autres Secteurs Residents Dec 2001 | Africa (Morocco Open Data)},
  author       = {Bank Al-Maghrib},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/engagements-envers-les-autres-secteurs-residents-dec-2001-a-sept-2023},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-engagements-envers-les-autres-secteurs-residents-dec-2001-3dbbb9c9}}
}

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.

Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.gov.ma/data/dataset/engagements-envers-les-autres-secteurs-residents-dec-2001-a-sept-2023