electricsheepafrica/africa-morocco-agregats-de-placements-liquides-jan-2005-a-sept-2023-0df891df

Agregats De Placements Liquides Jan 2005 a Sept 2023 | Africa (Morocco Open Data)

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

TL;DR

This dataset contains 14 rows from Morocco Open Data, covering Agregats De Placements Liquides Jan 2005 a Sept 2023. 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 agrégats de placements liquides pour la période de janvier 2005 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	14
Countries/areas	1
First period	n/a
Last period	n/a
Indicators	0
Columns	238
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MAR	14	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.	9a6c7f81-ab0c-4c0f-8e4f-8665fd1684f3: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
titres_emis_par_les_opcvm_contractuels	string	Source column from the original resource.	Autres sociétés financières
column	string	Source column from the original resource.	-
column_2	string	Source column from the original resource.	-
column_3	string	Source column from the original resource.	-
column_4	string	Source column from the original resource.	-
column_5	string	Source column from the original resource.	-
column_6	string	Source column from the original resource.	-
column_7	string	Source column from the original resource.	-
column_8	string	Source column from the original resource.	-
column_9	string	Source column from the original resource.	-
column_10	string	Source column from the original resource.	-
column_11	string	Source column from the original resource.	-
column_12	string	Source column from the original resource.	-
column_13	string	Source column from the original resource.	-
column_14	string	Source column from the original resource.	-
column_15	string	Source column from the original resource.	-
column_16	string	Source column from the original resource.	-
column_17	string	Source column from the original resource.	-
column_18	string	Source column from the original resource.	-
column_19	string	Source column from the original resource.	-
column_20	string	Source column from the original resource.	-
column_21	string	Source column from the original resource.	-
column_22	string	Source column from the original resource.	-
column_23	string	Source column from the original resource.	-
column_24	string	Source column from the original resource.	-
column_25	string	Source column from the original resource.	-
column_26	string	Source column from the original resource.	-
column_27	string	Source column from the original resource.	-
column_28	string	Source column from the original resource.	-
column_29	string	Source column from the original resource.	-
column_30	string	Source column from the original resource.	-
column_31	string	Source column from the original resource.	-
column_32	string	Source column from the original resource.	-
column_33	string	Source column from the original resource.	-
column_34	string	Source column from the original resource.	-
column_35	string	Source column from the original resource.	-
column_36	string	Source column from the original resource.	-
column_37	string	Source column from the original resource.	-
column_38	string	Source column from the original resource.	-
column_39	string	Source column from the original resource.	-
column_40	string	Source column from the original resource.	-
column_41	string	Source column from the original resource.	-
column_42	string	Source column from the original resource.	-
column_43	string	Source column from the original resource.	-
column_44	string	Source column from the original resource.	-
column_45	string	Source column from the original resource.	-
column_46	string	Source column from the original resource.	-
d_199_09414132	double	Source column from the original resource.	0.0093389
d_225_05963098	double	Source column from the original resource.	0.0093485999999996
d_238_45698588	double	Source column from the original resource.	0.3109416000000001
d_229_03938933999999	double	Source column from the original resource.	0.0093816999999992
d_229_76588906	double	Source column from the original resource.	0.0094116999999992
d_231_64548372000002	double	Source column from the original resource.	0.0094957999999988
d_232_2594025	double	Source column from the original resource.	0.0095195
d_232_83099948	double	Source column from the original resource.	0.0095550999999996
d_233_58683266	double	Source column from the original resource.	0.0095860999999996
d_233_96771582	double	Source column from the original resource.	0.0095999000000003
d_234_5139959	double	Source column from the original resource.	0.0096215
d_385_70927280000006	double	Source column from the original resource.	69.8023399
d_465_55994306	double	Source column from the original resource.	129.36490510000002
d_391_44346046000004	double	Source column from the original resource.	15.147075
d_216_25750012697088	double	Source column from the original resource.	105.43318436938074
d_219_8342232065795	double	Source column from the original resource.	107.17696344603328
d_220_0792452205481	double	Source column from the original resource.	107.29642034883727
d_274_67604060905313	double	Source column from the original resource.	133.9142902067331
d_271_84324341068026	double	Source column from the original resource.	132.53320132370362
d_296_1815460048852	double	Source column from the original resource.	144.39898513765678
d_248_28275274166216	double	Source column from the original resource.	121.04662834898043
d_238_1520351548095	double	Source column from the original resource.	116.10754501313475
d_249_1386576136661	double	Source column from the original resource.	121.46391226338646
d_258_1768482400094	double	Source column from the original resource.	125.8703500429473
d_306_4991589115896	double	Source column from the original resource.	149.4291865559002
d_728_8481026645678	double	Source column from the original resource.	355.3392429875911
d_834_5386551838559	double	Source column from the original resource.	406.8671275850052
d_834_5629939532363	double	Source column from the original resource.	406.878993596394
d_731_2126991124375	double	Source column from the original resource.	356.4920674357653
d_723_8893206821958	double	Source column from the original resource.	``
d_742_3722107001987	double	Source column from the original resource.	``
d_662_7966254733019	double	Source column from the original resource.	``
d_699_98828232	double	Source column from the original resource.	``
d_697_51241476	double	Source column from the original resource.	``
d_697_59218504	double	Source column from the original resource.	``
d_695_96054059	double	Source column from the original resource.	``
d_691_8786847800001	double	Source column from the original resource.	``
d_567_8010371	double	Source column from the original resource.	``
d_568_4821101	double	Source column from the original resource.	``
d_757_91838626	double	Source column from the original resource.	``
d_704_9824654299999	double	Source column from the original resource.	``
d_706_8437577999999	double	Source column from the original resource.	``
d_717_10241019	double	Source column from the original resource.	``
d_689_87765772	double	Source column from the original resource.	``
d_733_82917216	double	Source column from the original resource.	``
d_857_25326505	double	Source column from the original resource.	``
d_899_788170493345	double	Source column from the original resource.	``
d_933_0833494291	double	Source column from the original resource.	``
d_1166_970320487976	double	Source column from the original resource.	``
d_980_1976440999999	double	Source column from the original resource.	``
d_922_10972022	double	Source column from the original resource.	``
d_1132_1090774699999	double	Source column from the original resource.	``
d_1128_49963045	double	Source column from the original resource.	``
d_1175_72511815	double	Source column from the original resource.	``
d_1144_5216039402185	double	Source column from the original resource.	``
d_1163_7613468478512	double	Source column from the original resource.	``
d_1010_5432683327979	double	Source column from the original resource.	``
d_1010_3564244851764	double	Source column from the original resource.	``
d_1040_5061740543076	double	Source column from the original resource.	``
d_1070_5431195261776	double	Source column from the original resource.	``
d_889_8248599290988	double	Source column from the original resource.	``
d_749_1527199200001	double	Source column from the original resource.	``
d_752_649797589119	double	Source column from the original resource.	``
d_724_3565930532721	double	Source column from the original resource.	``
d_733_9412156345045	double	Source column from the original resource.	``
d_770_4198797556189	double	Source column from the original resource.	``
d_762_0032269503112	double	Source column from the original resource.	``
d_682_062185146537	double	Source column from the original resource.	``
d_730_1113438427662	double	Source column from the original resource.	``
d_726_6769308610318	double	Source column from the original resource.	``
d_714_509173718905	double	Source column from the original resource.	``
d_748_7728627597888	double	Source column from the original resource.	``
d_894_0448623084876	double	Source column from the original resource.	``
d_964_1954595599999	double	Source column from the original resource.	``
d_940_7568211890668	double	Source column from the original resource.	``
d_898_6903164714922	double	Source column from the original resource.	``
d_1097_1152023519921	double	Source column from the original resource.	``
d_1130_2932768492635	double	Source column from the original resource.	``
d_1213_5919724054334	double	Source column from the original resource.	``
d_1038_3139115472002	double	Source column from the original resource.	``
d_1119_2082102437378	double	Source column from the original resource.	``
d_1105_2044659650808	double	Source column from the original resource.	``
d_1063_0144242808121	double	Source column from the original resource.	``
d_1492_5708233649602	double	Source column from the original resource.	``
d_1366_2379727465702	double	Source column from the original resource.	``
d_1760_6142261845002	double	Source column from the original resource.	``
d_1792_662423810794	double	Source column from the original resource.	``
d_1812_4978732870552	double	Source column from the original resource.	``
d_1861_1119903925714	double	Source column from the original resource.	``
d_1750_5930105228476	double	Source column from the original resource.	``
d_2542_262059945861	double	Source column from the original resource.	``
d_2572_3259855546785	double	Source column from the original resource.	``
d_2798_740565512061	double	Source column from the original resource.	``
d_2554_5165666544312	double	Source column from the original resource.	``
d_2042_6429221323244	double	Source column from the original resource.	``
d_2021_0415691196074	double	Source column from the original resource.	``
d_2201_4048406850507	double	Source column from the original resource.	``
d_1600_212317379584	double	Source column from the original resource.	``
d_2496_6702657746323	double	Source column from the original resource.	``
d_2787_8341058928845	double	Source column from the original resource.	``
d_2128_2447558396	double	Source column from the original resource.	``
d_2386_3772893894115	double	Source column from the original resource.	``
d_3778_166993268207	double	Source column from the original resource.	``
d_2014_2713411276181	double	Source column from the original resource.	``
d_2671_9780266822154	double	Source column from the original resource.	``
d_2057_3962297502308	double	Source column from the original resource.	``
d_1716_8127028755512	double	Source column from the original resource.	``
d_1586_456267691978	double	Source column from the original resource.	``
d_1832_0787667178547	double	Source column from the original resource.	``
d_1703_5509678151498	double	Source column from the original resource.	``
d_2196_907082182095	double	Source column from the original resource.	``
d_2072_2298317788873	double	Source column from the original resource.	``
d_1952_1259727245	double	Source column from the original resource.	``
d_2080_1681976771797	double	Source column from the original resource.	``
d_2253_705603046035	double	Source column from the original resource.	``
d_1781_6134754278	double	Source column from the original resource.	``
d_1806_8496920834382	double	Source column from the original resource.	``
d_1811_7855212036352	double	Source column from the original resource.	``
d_1730_6597452	double	Source column from the original resource.	``
d_2268_818155865597	double	Source column from the original resource.	``
d_2519_2273949406504	double	Source column from the original resource.	``
d_2446_0755423891	double	Source column from the original resource.	``
d_2284_129824639371	double	Source column from the original resource.	``
d_2076_699100746954	double	Source column from the original resource.	``
d_3386_492036409	double	Source column from the original resource.	``
d_3549_026047951523	double	Source column from the original resource.	``
d_3741_7585805603712	double	Source column from the original resource.	``
d_4001_8358774639996	double	Source column from the original resource.	``
d_3982_4895169062834	double	Source column from the original resource.	``
d_3835_7279041957518	double	Source column from the original resource.	``
d_2411_6972931717	double	Source column from the original resource.	``
d_2273_847009767301	double	Source column from the original resource.	``
d_2072_8027326586175	double	Source column from the original resource.	``
d_1953_1551137185002	double	Source column from the original resource.	``
d_1951_230174512686	double	Source column from the original resource.	``
d_1795_2682101597486	double	Source column from the original resource.	``
d_1647_9363785432004	double	Source column from the original resource.	``
d_2149_6739115176997	double	Source column from the original resource.	``
d_1768_0499439707	double	Source column from the original resource.	``
d_1890_3414549546999	double	Source column from the original resource.	``
d_2155_00598126605	double	Source column from the original resource.	``
d_2433_7940141491636	double	Source column from the original resource.	``
d_2378_9047675480997	double	Source column from the original resource.	``
d_2667_2797306052	double	Source column from the original resource.	``
d_3014_6082109004	double	Source column from the original resource.	``
d_3336_2691777775003	double	Source column from the original resource.	``
d_3516_8219443720004	double	Source column from the original resource.	``
d_2702_7940753243997	double	Source column from the original resource.	``
d_2840_2791339673	double	Source column from the original resource.	``
d_2691_5424255017006	double	Source column from the original resource.	``
d_2284_4034272118	double	Source column from the original resource.	``
d_2228_5937009157	double	Source column from the original resource.	``
d_2107_0700998335	double	Source column from the original resource.	``
d_2059_7348626804996	double	Source column from the original resource.	``
d_2593_5290865338	double	Source column from the original resource.	``
d_2582_7630587689	double	Source column from the original resource.	``
d_2692_5250004696	double	Source column from the original resource.	``
d_1579_0914622358	double	Source column from the original resource.	``
d_2411_639452554	double	Source column from the original resource.	``
d_2213_7694180794	double	Source column from the original resource.	``
d_2117_2920179340003	double	Source column from the original resource.	``
d_2077_2136197617	double	Source column from the original resource.	``
d_2327_5779755236	double	Source column from the original resource.	``
d_2144_7960031516	double	Source column from the original resource.	``
d_1632_2008697124	double	Source column from the original resource.	``
d_2032_3248741099999	double	Source column from the original resource.	``
d_3444_26576737	double	Source column from the original resource.	``
d_4469_97713559	double	Source column from the original resource.	``
d_6901_8623737200005	double	Source column from the original resource.	``
d_11765_833696450001	double	Source column from the original resource.	``
d_12344_920034730001	double	Source column from the original resource.	``
d_10449_341926060002	double	Source column from the original resource.	``
d_13238_3918896	double	Source column from the original resource.	``
d_9912_75187092	double	Source column from the original resource.	``
d_9300_70072436	double	Source column from the original resource.	``
d_10312_10355428	double	Source column from the original resource.	``
d_7060_88483096	double	Source column from the original resource.	``
d_7972_556075320001	double	Source column from the original resource.	``
d_9418_173825890131	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-agregats-de-placements-liquides-jan-2005-a-sept-2023-0df891df")
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: 7-AgregatsDePL janv 2005 - sept 2023.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T22:08:25Z
• Hugging Face repo: electricsheepafrica/africa-morocco-agregats-de-placements-liquides-jan-2005-a-sept-2023-0df891df

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_agregats_de_placements_liquides_jan_2005_a_sept_2023_0df891df_2026,
  title        = {Agregats De Placements Liquides Jan 2005 a Sept 2023 | Africa (Morocco Open Data)},
  author       = {Bank Al-Maghrib},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/agregats-de-placements-liquides-jan-2005-a-sept-2023},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-agregats-de-placements-liquides-jan-2005-a-sept-2023-0df891df}}
}

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/agregats-de-placements-liquides-jan-2005-a-sept-2023