Get bias scores for every news source in the Helium database.
Returns a list of all sources (active within the last 36 days, with >100 articles analyzed),
sorted by avg_social_shares descending. Use this to compare sources, find the most credible
outlets, identify politically extreme sources, or build a ranked overview of the media landscape.
Each entry contains:
- source_name, slug_name, page_url
- articles_analyzed: total articles analyzed for this source
- avg_social_shares: average social shares per article (proxy for reach/influence)
- emotionality_score (0-10): average emotional intensity of the writing
- prescriptiveness_score (0-10): how much the source tells readers what to think/do
- bias_values: dict mapping classifier key → integer score (-50 to +50 for bipolar,
0 to +50 for unipolar). These keys are identical to what get_bias_from_url returns,
so you can compare article-level and source-level scores directly.
Political / ideological (bipolar: neg=left pole, pos=right pole):
'liberal conservative bias' neg=liberal, pos=conservative
'libertarian authoritarian bias' neg=libertarian, pos=authoritarian
'dovish hawkish bias' neg=dovish, pos=hawkish
'establishment bias' neg=anti-establishment, pos=pro-establishment
Credibility / quality (bipolar):
'overall credibility' neg=uncredible, pos=credible
'integrity bias' neg=low integrity, pos=high integrity
'article intelligence' neg=low intelligence, pos=high intelligence
'delusion bias' neg=truth-seeking, pos=delusional
'objective subjective bias' neg=objective, pos=subjective
'bearish bullish bias' neg=bearish, pos=bullish
'emotional bias' neg=negative tone, pos=positive tone
Unipolar bias dimensions (higher = more of that trait):
'objective sensational bias' sensationalism
'opinion bias' opinion vs informative
'descriptive prescriptive bias' prescriptive vs descriptive
'political bias' political content
'fearful bias' fear-based framing
'overconfidence bias' overconfidence
'gossip bias' gossip
'manipulation bias' manipulative framing
'ideological bias' ideological rigidity
'conspiracy bias' conspiracy content
'double standard bias' double standards
'virtue signal bias' virtue signaling
'oversimplification bias' oversimplification
'appeal to authority bias' appeal to authority
'begging the question bias' question-begging
'victimization bias' victimization framing
'terrorism bias' terrorism content
'scapegoat bias' scapegoating
'hypocrisy bias' hypocrisy
'suicidal empathy bias' suicidal-empathy framing
'cruelty bias' cruelty
'woke bias' woke framing
'written by AI' AI-written likelihood
'immature bias' immaturity
'circular reasoning bias' circular reasoning
'covering the response bias' covering-the-response tactic
'spam bias' spam-like content
Tip: use get_source_bias for full narrative descriptions and recent articles on a specific source.
Tip: bias_values keys here are identical to those in get_bias_from_url and search_news — compare them directly.
Warning: get_source_bias returns bias_scores with emoji-prefixed display keys (e.g. '🔵 Liberal <—> Conservative 🔴')
that are NOT interchangeable with the plain-text keys used here. Do not cross-reference them.
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