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electricsheepafrica/africa-malawi-covid-19-high-frequency-indicators-bbc35e39

COVID-19 High-Frequency indicators | Africa (Malawi official open data) 44,556 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa TL;DR This dataset packages one official XLSX resource from Malawi 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: COVID-19 High-Frequency indicators Publisher: World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-malawi-covid-19-high-frequency-indicators-bbc35e39.

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Dataset Card

COVID-19 High-Frequency indicators | Africa (Malawi official open data)

44,556 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 Malawi 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
MWI44,55620202020Malawi

Indicators or Resource Contents

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

Schema

ColumnTypeDescriptionExample
source_record_idstringStable row identifier for tabular resources.f7389016-00fb-48d6-b4be-ab0db2c17b77:1-countries-included:0
country_iso3categoryISO3 country code.MWI
country_namecategoryCountry name.Malawi
source_sheetstringWorkbook sheet name, when the source is a spreadsheet.1. Countries Included
total_of_countriesfloat64Source column.8.0
regionstringSource column.East Asia Pacific
list_of_codestringSource column.IDN LAO MMR MNG PNG PHL SLB KHM
source_period_start_yearInt64First year inferred from source resource metadata.``
source_period_end_yearInt64Last year inferred from source resource metadata.``
source_period_labelstringHuman-readable period inferred from source resource metadata.``
source_providercategoryPublishing organization.World Bank Group
source_datasetcategorySource package title.COVID-19 High-Frequency indicators
source_resourcecategorySource resource title.COVID19DashboardDataLatest.xlsx
source_package_idcategoryCKAN package UUID.0d94e0ba-2fe1-403f-a25a-9efb03b50594
source_resource_idcategoryCKAN resource UUID.f7389016-00fb-48d6-b4be-ab0db2c17b77
source_urlcategoryOriginal source resource URL.https://data.humdata.org/dataset/0d94e0ba-2fe1-403f-a25a-9efb03b50594/re
license_idcategorySource license identifier.cc-by
retrieved_atcategoryUTC retrieval timestamp.2026-08-15T11:40:10Z
row_idfloat64Source column.``
codestringSource column.``
wavestringSource column.``
monthfloat64Source column.``
level_datastringSource column.``
indicatorstringSource column.``
indicator_valfloat64Source column.``
urban_ruralstringSource column.``
industrystringSource column.``
current_lsectorstringSource column.``
sample_subsetfloat64Source column.``
sample_totalfloat64Source column.``
yearfloat64Observation year.``
countrystringSource column.``
region_codestringSource column.``
fcsstringSource column.``
income_groupstringSource column.``
lending_categorystringSource column.``
indicator_topicstringSource column.``
indicator_descriptionstringSource column.``
indicator_displaystringSource column.``
unit_measurestringSource column.``
measure_typestringSource column.``
headline_indicatorfloat64Source column.``
gdp_pcfloat64Source column.``
ln_gdp_pcfloat64Source column.``
many_wavesfloat64Source column.``
weight_typestringSource column.``
footnotestringSource column.``
survey_producerstringSource column.``
survey_linkstringSource column.``
last_updatedstringSource column.``
indicator_labelstringSource column.``
indicator_val_oldstringSource column.``
indicator_val_newstringSource column.``
reasonstringSource column.``
datestringObservation date.``
data_in_dashboard_new_countryfloat64Source column.``
data_in_dashboard_no_changefloat64Source column.``
data_in_dashboard_new_wavefloat64Source column.``
survey_in_progessfloat64Source column.``
flag_new_countryfloat64Source column.``
flag_new_wavefloat64Source column.``

Usage

python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-malawi-covid-19-high-frequency-indicators-bbc35e39")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

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

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_malawi_covid_19_high_frequency_indicators_bbc35e39_2020,
  title        = {COVID-19 High-Frequency indicators | Africa (Malawi official open data)},
  author       = {World Bank Group},
  year         = {2020},
  url          = {https://data.humdata.org/dataset/covid-19-high-frequency-indicators},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-malawi-covid-19-high-frequency-indicators-bbc35e39}}
}

License

Released under CC BY 4.0.

Original data (c) World Bank Group. 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://data.humdata.org/dataset/0d94e0ba-2fe1-403f-a25a-9efb03b50594/resource/f7389016-00fb-48d6-b4be-ab0db2c17b77/download/covid19dashboarddatalatest.xlsx