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electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f

Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Burundi official open data) 52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa TL;DR This dataset packages one official XLSX resource from Burundi 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: Humanitarian Access Constraints due… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f.

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Dataset Card

Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Burundi official open data)

52 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa

rows countries years indicators license

TL;DR

This dataset packages one official XLSX resource from Burundi 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

Geographic coverage

1 Africa country:

CountryRowsFirst yearLast yearName
BDI5220202020Burundi

Indicators or Resource Contents

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

Schema

ColumnTypeDescriptionExample
source_record_idstringStable row identifier for tabular resources.93522425-22ff-410b-8cb4-8bdb566274a5:sheet1:0
country_iso3categoryISO3 country code.BDI
country_namecategoryCountry name.Burundi
source_sheetstringWorkbook sheet name, when the source is a spreadsheet.Sheet1
yearInt64Observation year.2020
iso3stringSource column.#country+code
countrystringSource column.#country+name
percentage_of_identified_access_contraints_where_the_ochfloat64Source column.``
restriction_of_movements_into_the_country_goods_seaportstringSource column.``
restriction_of_movements_into_the_country_goods_airportfloat64Source column.``
restriction_of_movements_into_the_country_goods_border_cfloat64Source column.``
restriction_of_movements_into_the_country_goods_quarantifloat64Source column.``
restriction_of_movements_into_the_country_goods_new_addifloat64Source column.``
restriction_of_movements_into_the_country_personnel_bordfloat64Source column.``
restriction_of_movements_into_the_country_personnel_suspfloat64Source column.``
restriction_of_movements_into_the_country_personnel_visafloat64Source column.``
restriction_of_movements_into_the_country_personnel_quarfloat64Source column.``
restriction_of_movements_within_the_country_goods_movemefloat64Source column.``
restriction_of_movements_within_the_country_personnel_lofloat64Source column.``
violence_and_or_threat_of_violence_against_humanitarianfloat64Source column.``
limited_or_denied_access_to_humanitarian_assistance_andfloat64Source column.``
limited_or_denied_access_to_humanitarian_assistance_and_2float64Source column.``
worsening_of_pre_exisiting_access_constraints_impact_offloat64Source column.``
delayfloat64Source column.``
suspension_of_humanitarian_operations_totalfloat64Source column.``
suspension_of_humanitarian_operations_partial_only_certafloat64Source column.``
additional_costsfloat64Source column.``
militarization_of_the_responsefloat64Source column.``
no_or_limited_impactfloat64Source column.``
source_period_start_yearInt64First year inferred from source resource metadata.2020
source_period_end_yearInt64Last year inferred from source resource metadata.2020
source_period_labelcategoryHuman-readable period inferred from source resource metadata.2020
source_providercategoryPublishing organization.OCHA HQ
source_datasetcategorySource package title.Humanitarian Access Constraints due to COVID-19 Pandemic
source_resourcecategorySource resource title.Humanitarian Access August 2020
source_package_idcategoryCKAN package UUID.85c33a03-4968-418e-b01b-ce81880f7cdc
source_resource_idcategoryCKAN resource UUID.93522425-22ff-410b-8cb4-8bdb566274a5
source_urlcategoryOriginal source resource URL.https://docs.google.com/spreadsheets/d/e/2PACX-1vQ8VFKSM9gMnP6rs6Xv_K5im
license_idcategorySource license identifier.cc-by
retrieved_atcategoryUTC retrieval timestamp.2026-08-15T08:23:53Z
ystringSource column.``

Usage

python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

python
sample_country = df[df["country_iso3"] == "BDI"]

Work with indicators

python
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

bibtex
@misc{electric_sheep_africa_africa_burundi_humanitarian_access_constraints_due_to_covid_19_pandemic_03afff6f_2020,
  title        = {Humanitarian Access Constraints due to COVID-19 Pandemic | Africa (Burundi official open data)},
  author       = {OCHA HQ},
  year         = {2020},
  url          = {https://data.humdata.org/dataset/constraints-faced-by-people-due-to-covid-19-outbreak},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-burundi-humanitarian-access-constraints-due-to-covid-19-pandemic-03afff6f}}
}

License

Released under CC BY 4.0.

Original data (c) OCHA HQ. 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 2026-08-15 via the Electric Sheep pipeline. Source URL: https://docs.google.com/spreadsheets/d/e/2PACX-1vQ8VFKSM9gMnP6rs6XvK5imWJuEXgtf-48wrXPCpqACDl3u0GtQn6v4RQWhKzwwNtnc1Lvx5pK5Lo/pub?output=xlsx