electricsheepafrica/africa-mali-mali-jiaf-humanitarian-needs-people-in-need-and-severity-2e28dfb0

Mali: JIAF Humanitarian Needs People in Need and Severity | Africa (Mali official open data)

1,961 rows - 1 Africa country - 2026 - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official XLSX 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: Mali: JIAF Humanitarian Needs People in Need and Severity
• Publisher: OCHA Mali
• Resource: MLI_Humanitarian_Needs_PiN_and_Severity_2026
• Format: XLSX
• License: CC BY 4.0
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
MLI	1,961	2026	2026	Mali

Indicators or Resource Contents

• This source file is packaged as a normalized tabular resource.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier for tabular resources.	7af5ab05-67c4-4bc2-9bdb-3ce01838e5de:ws-3-1-overall-pin:0
country_iso3	category	ISO3 country code.	MLI
country_name	category	Country name.	Mali
source_sheet	string	Workbook sheet name, when the source is a spreadsheet.	WS - 3.1 Overall PiN
year	Int64	Observation year.	2026
id	string	Source column.	Communauté HôteML0101
admin_1	string	Source column.	KAYES
admin_1_p_code	string	Source column.	ML01
admin_2	string	Source column.	KAYES
admin_2_p_code	string	Source column.	ML0101
poche_de_besoin	string	Source column.	``
population	float64	Source column.	469780.452991512
groupe_de_population	string	Source column.	Communauté Hôte
education	float64	Source column.	0.0
nutrition	float64	Source column.	91832.0
securite_alimentaire	float64	Source column.	27094.0
sante	float64	Source column.	0.0
protection_globale	float64	Source column.	104270.0
abri	float64	Source column.	147894.0
wash	float64	Source column.	0.0
severite	float64	Source column.	2.0
pin_preliminaire	float64	Source column.	0.0
pin_definitif	float64	Source column.	0.0
source_period_start_year	Int64	First year inferred from source resource metadata.	2026
source_period_end_year	Int64	Last year inferred from source resource metadata.	2026
source_period_label	category	Human-readable period inferred from source resource metadata.	2026
source_provider	category	Publishing organization.	OCHA Mali
source_dataset	category	Source package title.	Mali: JIAF Humanitarian Needs People in Need and Severity
source_resource	category	Source resource title.	MLI_Humanitarian_Needs_PiN_and_Severity_2026
source_package_id	category	CKAN package UUID.	e68dd97e-08df-4973-a931-ab3a33170b26
source_resource_id	category	CKAN resource UUID.	7af5ab05-67c4-4bc2-9bdb-3ce01838e5de
source_url	category	Original source resource URL.	https://data.humdata.org/dataset/e68dd97e-08df-4973-a931-ab3a33170b26/re
license_id	category	Source license identifier.	cc-by
retrieved_at	category	UTC retrieval timestamp.	2026-08-12T23:12:09Z
d_1	float64	Source column.	``
d_2	float64	Source column.	``
d_3	float64	Source column.	``
d_4	float64	Source column.	``
d_5	float64	Source column.	``
severite_preliminaire_basee_sur_le_chevauchement_des_pri	float64	Source column.	``
mortalite	float64	Source column.	``
malnutrition	float64	Source column.	``
epidemies	float64	Source column.	``
adaptation_des_moyens_de_subsistance	float64	Source column.	``
severite_moyenne	float64	Source column.	``
severite_la_plus_elevee	float64	Source column.	``
secteurs_presentant_la_severite_la_plus_elevee	string	Source column.	``
d_2e_severite_la_plus_elevee	float64	Source column.	``
secteurs_presentant_la_2e_severite_la_plus_elevee	string	Source column.	``
d_1_secteur_en_phase_de_severite_5_modifier_le_seuil	string	Source column.	``
plus_de_4_secteurs_en_phase_4_ou_pire_alors_que_le_preal	string	Source column.	``
variation_de_la_phase_de_2_entre_la_severite_prealable_e	string	Source column.	``
variation_de_la_phase_de_1_entre_la_severite_prealable_e	string	Source column.	``
numero_de_tickets	float64	Source column.	``
severite_definitive	float64	Source column.	``
education_ancien	float64	Source column.	``
nutrition_ancien	float64	Source column.	``
securite_alimentaire_ancien	float64	Source column.	``
sante_ancien	float64	Source column.	``
protection_globale_ancien	float64	Source column.	``
abri_ancien	float64	Source column.	``
wash_ancien	float64	Source column.	``
cccm_nouveau	float64	Source column.	``
education_nouveau	float64	Source column.	``
nutrition_nouveau	float64	Source column.	``
securite_alimentaire_nouveau	float64	Source column.	``
sante_nouveau	float64	Source column.	``
protection_globale_nouveau	float64	Source column.	``
abri_nouveau	float64	Source column.	``
wash_nouveau	float64	Source column.	``
difference_entre_les_pin_pour_education	float64	Source column.	``
difference_entre_les_pin_pour_nutrition	float64	Source column.	``
difference_entre_les_pin_pour_securite_alimentaire	float64	Source column.	``
difference_entre_les_pin_pour_sante	float64	Source column.	``
difference_entre_les_pin_pour_protection_globale	float64	Source column.	``
difference_entre_les_pin_pour_abri	float64	Source column.	``
difference_entre_les_pin_pour_wash	float64	Source column.	``
column_1	string	Source column.	``
d_0	string	Source column.	``
d_1760434	string	Source column.	``
d_3233601	string	Source column.	``
d_2036913_80087465	string	Source column.	``
d_1942136	string	Source column.	``
d_5026727	string	Source column.	``
d_4050134_5	string	Source column.	``
d_2982666_20605615	string	Source column.	``
d_1196	string	Source column.	``
column_13	float64	Source column.	``
intersectoral_severity	string	Source column.	``
cccm	string	Source column.	``
pe	float64	Source column.	``
gbv	float64	Source column.	``
laction_anti_mines	float64	Source column.	``
hlp	float64	Source column.	``
column_10	string	Source column.	``
nutrition_2	float64	Source column.	``
securite_alimentaire_2	float64	Source column.	``
sante_2	float64	Source column.	``
protection_globale_2	float64	Source column.	``
abri_2	float64	Source column.	``
cccm_2	float64	Source column.	``
education_2	float64	Source column.	``
column_2	string	Source column.	``
column_11	string	Source column.	``
column_12	string	Source column.	``
wash_2	float64	Source column.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mali-mali-jiaf-humanitarian-needs-people-in-need-and-severity-2e28dfb0")
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_mali_jiaf_humanitarian_needs_people_in_need_and_severity_2e28dfb0_2026,
  title        = {Mali: JIAF Humanitarian Needs People in Need and Severity | Africa (Mali official open data)},
  author       = {OCHA Mali},
  year         = {2026},
  url          = {https://data.humdata.org/dataset/mli-jiaf-humanitarian-needs-pin-and-severity},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-jiaf-humanitarian-needs-people-in-need-and-severity-2e28dfb0}}
}

License

Released under CC BY 4.0.

Original data (c) OCHA Mali. 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://data.humdata.org/dataset/e68dd97e-08df-4973-a931-ab3a33170b26/resource/7af5ab05-67c4-4bc2-9bdb-3ce01838e5de/download/jiaf_mali_2026.xlsx