Datasets:

social-jev
/

codebooks

id stringclasses 8 values	label stringclasses 8 values	definition stringclasses 8 values	source_url stringclasses 1 value	source_version stringdate 2020-11-06 00:00:00 2020-11-06 00:00:00
Biased	Biased	Source label: Biased. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide you with linguistic cu...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Non-biased	Non-biased	Source label: Non-biased. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide you with linguisti...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Biased, unfair	Biased, unfair	Source label: Biased, unfair. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide you with lingu...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Entirely factual	Entirely factual	Source label: Entirely factual. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide you with lin...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Somewhat factual but also opinionated	Somewhat factual but also opinionated	Source label: Somewhat factual but also opinionated. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Expresses writer’s opinion	Expresses writer’s opinion	Source label: Expresses writer’s opinion. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide yo...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Somewhat factional but also opinionated	Somewhat factional but also opinionated	Source label: Somewhat factional but also opinionated. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we wi...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020
Expresses wleter´s opinion	Expresses wleter´s opinion	Source label: Expresses wleter´s opinion. 2 What needs to be annotated Media bias is a linguistically complex phenomenon and moreover sometimes difficult to detect because of its subtleness. Generally, the more difficult a problem is the more complex theory and annotation guidelines need to be. Thus, we will provide yo...	https://raw.githubusercontent.com/Media-Bias-Group/Neural-Media-Bias-Detection-Using-Distant-Supervision-With-BABE/fb79f646dcabf1746f5ebedc06ed8dd61ba78188/annotation_guidelines_BABE.pdf	November 6, 2020

Social JEV Codebooks

Codebooks for labelled social-science datasets. Each dataset configuration contains one codebook.

Configuration	Contents
`manifesto`	143 Manifesto Project category definitions from release 2026a, including main categories and subcategories.

Each row contains id, label, and definition, plus dataset-specific metadata. The Manifesto configuration includes source and domain information; it contains no annotated texts or examples.

Load with Hugging Face

from datasets import load_dataset

codebook = load_dataset(
    "social-jev/codebooks",
    "manifesto",
    split="train",
)

Load with Social JEV

import social_jev as sj

codebook = sj.Codebook.from_hub("manifesto")

codebook["504"]
codebook["Welfare State Expansion"]

Both lookups return the category’s definition and metadata.

Imports verified on 7 October 2026

The following configurations were added with full row verification. Existing configurations were preserved. Each linked dataset card records source citations, scope limits, and source terms. No model-generated data was created in this import.

Configuration	Entries	Original data and source notes	Source dataset terms
`maud`	356	social-jev/maud	cc-by-4.0
`desta`	617	social-jev/desta	cc-by-nc-4.0
`fomc`	3	social-jev/fomc	cc-by-nc-4.0
`uk-pmqs`	21	social-jev/uk-pmqs	cc-by-nc-sa-4.0
`uk-acts`	234	social-jev/uk-acts	cc-by-nc-sa-4.0

MAUD uses an approved rough question-and-answer guide, not a complete legal annotation manual. DESTA has approved partial treaty-text coverage. UK Acts and UK PMQs use the approved current master definitions with their source-version limits.

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