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timestamp
timestamp[ns]date
2022-01-06 13:19:00
2022-07-06 07:55:00
please_state_your_gender
stringclasses
1 value
who_is_the_primary_child_caregiver_in_your_household_primary_caregiver_is_the_person_who_most_meets_the_child_s_needs_including_feeding_dressing_bathing_and_otherwise_supervising_the_child_in_an_age_appropriate_manner_during_the_relevant_reference_period
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3 values
what_is_your_age
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how_long_have_you_taken_maternity_paternity_leave
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as_a_pregnant_mother_or_new_mom_have_you_experienced_the_following_stereotype_at_the_workplace
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after_you_returned_to_the_workplace_was_your_role_retained_or_were_you_reassigned_were_you_moved_from_one_story_beat_to_another
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if_you_made_an_early_return_to_work_after_taking_maternity_paternity_leave_what_were_some_of_the_reasons
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this_is_a_question_for_those_mothers_who_were_breastfeeding_fathers_who_are_primary_caregivers_and_guardians
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have_you_experienced_any_of_these_discrimination_while_breastfeeding_at_the_workplace
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esa_source
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esa_processed
stringdate
2026-04-28 00:00:00
2026-04-28 00:00:00
2022-01-06T13:34:00
Female
Father
30-40 years
1 month
Online
Received no payments/salary
null
No
Personal finances, Pressure from your department/workplace
Did you rely on your partner/medical parents/guardians to /feed your child
null
HDX
2026-04-28
2022-06-06T23:15:00
Female
Mother
20- 30 years
3 months
Radio
Full salary
Been perceived as heavy or slow especially if you added weight, Been perceived as a person who asks for too many favours especially when you are in pain or exhausted
Yes
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace, Did you cease feeding your child/breastfeeding earlier than planned
null
HDX
2026-04-28
2022-06-06T10:01:00
Female
Mother
20- 30 years
3 months
Print
Full salary
null
No
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-01-06T13:20:00
Female
Mother
30-40 years
3 months
Radio
Full salary
Been perceived as incompetent and uncommitted
Yes
Pressure from your department/workplace, Allowed by your employer to bring your child to the workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-01-06T13:21:00
Female
Legal guardian
30-40 years
4 months
Radio
Full salary
Been perceived as incompetent and uncommitted
No
Project deadlines
Were you allowed to breastfeed/feed your child at the workplace
Denied pumping break requests from your employer especially when in pain and leaking milk;
HDX
2026-04-28
2022-06-06T15:47:00
Female
Mother
30-40 years
1 month
Print
Received no payments/salary
Been perceived as incompetent and uncommitted
Yes
Personal finances
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-06-06T10:14:00
Female
Mother
20- 30 years
2 months
Online
Full salary
Been perceived as warm and maternal
No
null
Allowed to feed your baby especially fathers/ male gurdians
null
HDX
2026-04-28
2022-06-06T15:51:00
Female
Mother
30-40 years
3 months
Print
Received no payments/salary
Been perceived as a person who asks for too many favours especially when you are in pain or exhausted
No
Allowed by your employer to bring your child to the workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-06-06T14:29:00
Female
Mother
30-40 years
2 months
Radio
Received no payments/salary
Been perceived as warm and maternal
Yes
Personal finances
Were you allowed to breastfeed/feed your child at the workplace
Denied pumping break requests from your employer especially when in pain and leaking milk;
HDX
2026-04-28
2022-01-06T13:19:00
Female
Mother
30-40 years
4 months
Radio
Full salary
Been perceived as incompetent and uncommitted
No
Pressure from your department/workplace
Did you rely on your partner/medical parents/guardians to /feed your child
Denied pumping break requests from your employer especially when in pain and leaking milk;
HDX
2026-04-28
2022-02-06T20:43:00
Female
Mother
30-40 years
2 months
Print
Received no payments/salary
Been perceived as a cold person
No
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace
Been critisized when pumping milk with your breasts exposed to coworkers, clients, and the public, most especially in physically unsafe conditions
HDX
2026-04-28
2022-07-06T07:55:00
Female
Mother
20- 30 years
3 months
Radio
Full salary
Been perceived as a cold person
Yes
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace, Did you cease feeding your child/breastfeeding earlier than planned, Did you rely on your partner/medical parents/guardians to /feed your child
Been criticised in any way/form on the size and look of your breasts
HDX
2026-04-28
2022-01-06T17:49:00
Female
Mother
30-40 years
3 months
Radio
Full salary
Been perceived as a person who asks for too many favours especially when you are in pain or exhausted
No
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-03-06T19:56:00
Female
Mother
30-40 years
4 months
Radio
Full salary
null
Yes
Pressure from your department/workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-06-06T12:32:00
Female
Mother
30-40 years
2 months
Radio
Full salary
Been perceived as warm and maternal
Yes
Allowed by your employer to bring your child to the workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-06-06T17:09:00
Female
Mother
20- 30 years
3 months
Radio
Full salary
null
No
Allowed by your employer to bring your child to the workplace
Were you allowed to breastfeed/feed your child at the workplace
null
HDX
2026-04-28
2022-01-06T14:18:00
Female
Mother
30-40 years
4 months
Radio
Full salary
Been perceived as warm and maternal
No
Pressure from your department/workplace
Did you rely on your partner/medical parents/guardians to /feed your child
null
HDX
2026-04-28

Roles retained and reassigned in Nigerian newsrooms | Africa (original)

Size category: n<1K - Formats: parquet - Sector: humanitarian_development - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Roles retained and reassigned in Nigerian newsrooms Publisher: Premium Times Centre for Investigative Journalism (PTCIJ) · Source: OpenAfrica · License: cc-by · Updated: 2022-06-23 Abstract Percentage results of roles retained and reassigned in Nigerian newsrooms. Field Survey conducted by Ijeoma Okereke from The Centre for Journalism Innovation & Development, 2022 Each row in this dataset represents first-level administrative unit observations. Temporal coverage is… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-roles-retained-and-reassigned-in-nigerian-newsrooms.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-roles-retained-and-reassigned-in-nigerian-newsrooms
Sector humanitarian_development
Topic tags humanitarian, hdx, electric-sheep-africa, media
Modalities text
Formats parquet
Size category n<1K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-04-28 22:43:13+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-roles-retained-and-reassigned-in-nigerian-newsrooms")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_roles_retained_and_reassigned_in_nigerian_newsrooms_2026,
  title        = {Roles retained and reassigned in Nigerian newsrooms | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-roles-retained-and-reassigned-in-nigerian-newsrooms},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-roles-retained-and-reassigned-in-nigerian-newsrooms}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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