electricsheepafrica/africa-mali-data-for-the-covid-19-data-explorer-9c79f397

Data for the Covid-19 Data Explorer | Africa (Mali official open data)

2,598 rows - 1 Africa country - 2022-2023 - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official CSV resource from Mali as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

• Source: Data for the Covid-19 Data Explorer
• Publisher: HDX
• Resource: Covid-19 Data Explorer - national data
• Format: CSV
• License: CC BY 4.0
• Packaging mode: indicator_long

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	2,598	2022	2023	Mali

Indicators or Resource Contents

• data-for-the-covid-19-data-explorer-population-252c2e5c - Data for the Covid-19 Data Explorer - population
• data-for-the-covid-19-data-explorer-cumulative-cases-1c6946b0 - Data for the Covid-19 Data Explorer - cumulative cases
• data-for-the-covid-19-data-explorer-cumulative-deaths-6b52e46d - Data for the Covid-19 Data Explorer - cumulative deaths
• data-for-the-covid-19-data-explorer-weekly-cum-cases-d96eb7fb - Data for the Covid-19 Data Explorer - weekly cum cases
• data-for-the-covid-19-data-explorer-weekly-cum-deaths-a4f0a24f - Data for the Covid-19 Data Explorer - weekly cum deaths
• data-for-the-covid-19-data-explorer-weekly-new-cases-9167b41d - Data for the Covid-19 Data Explorer - weekly new cases
• data-for-the-covid-19-data-explorer-weekly-new-deaths-0ebc3d77 - Data for the Covid-19 Data Explorer - weekly new deaths
• data-for-the-covid-19-data-explorer-weekly-new-cases-per-ht-3722617c - Data for the Covid-19 Data Explorer - weekly new cases per ht
• data-for-the-covid-19-data-explorer-weekly-new-deaths-per-ht-76aae444 - Data for the Covid-19 Data Explorer - weekly new deaths per ht
• data-for-the-covid-19-data-explorer-weekly-new-cases-change-cdc6c743 - Data for the Covid-19 Data Explorer - weekly new cases change
• data-for-the-covid-19-data-explorer-weekly-new-deaths-change-8446d585 - Data for the Covid-19 Data Explorer - weekly new deaths change
• data-for-the-covid-19-data-explorer-weekly-new-cases-pc-change-2cab72b6 - Data for the Covid-19 Data Explorer - weekly new cases pc change
• data-for-the-covid-19-data-explorer-weekly-new-deaths-pc-change-f34207bf - Data for the Covid-19 Data Explorer - weekly new deaths pc change
• data-for-the-covid-19-data-explorer-economicexposure-9f192502 - Data for the Covid-19 Data Explorer - economicexposure
• data-for-the-covid-19-data-explorer-malnutrition-estimate-4c748849 - Data for the Covid-19 Data Explorer - malnutrition estimate
• data-for-the-covid-19-data-explorer-peopleinneed-117dd1ba - Data for the Covid-19 Data Explorer - peopleinneed
• data-for-the-covid-19-data-explorer-totalidps-0350927f - Data for the Covid-19 Data Explorer - totalidps
• data-for-the-covid-19-data-explorer-cbpffunding-4f6f0dfa - Data for the Covid-19 Data Explorer - cbpffunding
• data-for-the-covid-19-data-explorer-cbpffundinggmempty-98b88897 - Data for the Covid-19 Data Explorer - cbpffundinggmempty
• data-for-the-covid-19-data-explorer-cbpffundinggm0-ca917e3f - Data for the Covid-19 Data Explorer - cbpffundinggm0

Schema

Column	Type	Description	Example
indicator_id	string	Stable indicator identifier.	data-for-the-covid-19-data-explorer-population-252c2e5c
indicator_name	string	Human-readable indicator name.	Data for the Covid-19 Data Explorer - population
country_iso3	string	ISO3 country code.	MLI
country_name	string	Country name.	Mali
year	Int64	Observation year.	2022
value	float64	Numeric observation value.	106445.0
unit	string	Measurement unit, when available.	source_units_unspecified
dimension_iso3	string	Source dimension.	ABW
dimension_countryname	string	Source dimension.	Aruba
dimension_ishrp	string	Source dimension.	N
dimension_region	string	Source dimension.	ROLAC
dimension_travelrestrictions	string	Source dimension.	Latest News: <br> <br> International Restrictions:<br> *All travellers:
dimension_travelrestrictionspublished	string	Source dimension.	22.06.2022
dimension_cbpffundinggm2	string	Source dimension.	``
dimension_cbpffundinggm3	string	Source dimension.	``
dimension_cbpffundinggm4	string	Source dimension.	``
dimension_campaign_vaccine	string	Source dimension.	``
dimension_campaign_vaccine_status	string	Source dimension.	``
dimension_source_country_for_doses	string	Source dimension.	``
dimension_hrpcovidfunding	string	Source dimension.	``
dimension_otherplans	string	Source dimension.	Venezuela Regional
dimension_inform_severity_category	string	Source dimension.	``
dimension_trend_over_3_months	string	Source dimension.	``
dimension_foodinsecurityipcanalysisperiod	string	Source dimension.	``
dimension_foodinsecurityipcanalysisperiodstart	string	Source dimension.	``
dimension_foodinsecurityipcanalysisperiodend	string	Source dimension.	``
dimension_vaccine	string	Source dimension.	``
dimension_funder	string	Source dimension.	``
dimension_doses	string	Source dimension.	``
dimension_school_closure	string	Source dimension.	Fully open
dimension_no_affected_learners	string	Source dimension.	``
source_period_start_year	Int64	First year inferred from source resource metadata.	``
source_period_end_year	Int64	Last year inferred from source resource metadata.	``
source_period_label	string	Human-readable period inferred from source resource metadata.	``
source_provider	category	Publishing organization.	HDX
source_dataset	category	Source package title.	Data for the Covid-19 Data Explorer
source_resource	category	Source resource title.	Covid-19 Data Explorer - national data
source_package_id	category	CKAN package UUID.	548470a1-998b-4575-82d5-18217653bde5
source_resource_id	category	CKAN resource UUID.	d45644e8-394c-4fe6-a174-36739c5e36a4
source_url	category	Original source resource URL.	https://docs.google.com/spreadsheets/d/e/2PACX-1vT9_g7AItbqJwDkPi55VyVhq
license_id	category	Source license identifier.	cc-by
retrieved_at	category	UTC retrieval timestamp.	2026-08-12T23:12:09Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-data-for-the-covid-19-data-explorer-9c79f397")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "MLI"]

Work with indicators

if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

@misc{electric_sheep_africa_africa_mali_data_for_the_covid_19_data_explorer_9c79f397_2023,
  title        = {Data for the Covid-19 Data Explorer | Africa (Mali official open data)},
  author       = {HDX},
  year         = {2023},
  url          = {https://data.humdata.org/dataset/covid-19-data-visual-inputs},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-data-for-the-covid-19-data-explorer-9c79f397}}
}

License

Released under CC BY 4.0.

Original data (c) HDX. When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

---

Provenance: ingested 2026-08-13 via the Electric Sheep pipeline. Source URL: https://docs.google.com/spreadsheets/d/e/2PACX-1vT9_g7AItbqJwDkPi55VyVhqOdB81c3FePhqAoFlIL9160mxqtqg-OofaoTZtdq39BATa37PYQ4813k/pub?gid=0&single=true&output=csv