Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Unverified Claim
3,221 comments
These are fraud colleges opened to solicite money inthe name of Canadian university
These are fraud colleges opened to solicite money inthe name of Canadian university
Makes an unsubstantiated claim that colleges are fraudulent schemes designed to solicit money.
Form_Evolve_Invent_India
Jan 29, 2026
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Canada will replace the USA dollar soon and Canada Currency will be used in trade with other countries. \nThe USA will decline. \nGod bless Canada ??
Makes specific factual predictions about currency replacement and economic decline without evidence.
@ahmedabakar5166
Mar 4, 2025
Same in Europe. They avoid all 53 countries that have their religion that they have to pass to get to the UK. Make it make sense.
Same in Europe. They avoid all 53 countries that have their religion that they have to pass to get to the UK. Make it make sense.
Makes a dubious claim about migrants avoiding 53 countries based on religion, presenting it as fact without evidence.
Dogomatic
Jan 28, 2026
That guy with the bike is an idiot. He said Indians the people known for rape are ok but Africans are rapists like ok dumbass
That guy with the bike is an idiot. He said Indians the people known for rape are ok but Africans are rapists like ok dumbass
Makes inflammatory stereotypical claims about ethnic groups and sexual violence, relying on false generalizations.
warthog1285
Jan 28, 2026
they did big things together at Jeffrey Epstein‘s island 7:26
they did big things together at Jeffrey Epstein‘s island 7:26
Makes an unsubstantiated conspiracy theory claim linking political figures to Jeffrey Epstein without evidence.
Unverified Claim
0.80
@pnwdissident
Mar 4, 2025
He forgot to mention that what has really happened is that the U.S. has surrendered to Russia...
He forgot to mention that what has really happened is that the U.S. has surrendered to Russia...
Makes a specific factual claim about U.S. surrender to Russia without evidence, presented as an unstated fact.
@awesomevideochannel75
Mar 4, 2025
you guys came over canada and usa dont wanna work and are genuinely idiots. You are savages who left their old goda and your mama opened up her legs for jesus christ
you guys came over canada and usa dont wanna work and are genuinely idiots. You are savages who left their old goda and your mama opened up her legs for jesus christ
Makes inflammatory, unsubstantiated generalizations about immigrants' work ethic and character combined with dehumanizing language.
CzarKrishna
Jan 28, 2026
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
The only possible explanation to Trump’s behavior is that Putin has blackmail material on him…
Presents a specific conspiratorial claim about Putin having blackmail on Trump without evidence, framed as explanation for behavior.
@ejestradag
Mar 4, 2025
I'm not with trump but listen to professor Sachs speech in the European parliament. This war was planned and financed by the USA. It all started in the 1990s.its a game that the elite and …
I'm not with trump but listen to professor Sachs speech in the European parliament. This war was planned and financed by the USA. It all started in the 1990s.its a game that the elite and the MIC play . Who owns most of the mic, BlackRock. Who has the contract to rebuild Ukraine, BlackRock. Who will mine Ukraine resources, BlackRock. Welcome to the game\n We are nothing more than porns. In all the movies growing up who are the villains? Russia, China, Middle East terrorist. One guess who the heroes are. Yep the USA propaganda feed to the masses through entertainment.
Multiple unverified conspiracy claims about U.S. planning wars, BlackRock's control, and media propaganda, presented as fact without evidence.
@ijatpingrhyb
Mar 4, 2025
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Makes false equivalence between China's one-child policy and population control, misrepresenting facts and applying them to India.
sameaulahad2824
Jan 29, 2026
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
Abusive comment with ethnic slurs and false accusations, combined with meta-commentary about other commenters' behavior.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Canada is brink of bankruptcy
Canada is brink of bankruptcy
Makes a specific factual assertion about Canada's financial status without evidence, presented as a claim rather than opinion.
@sc45
Mar 4, 2025
They have friends who work in the ministry of transportation so they buy the license.
They have friends who work in the ministry of transportation so they buy the license.
Makes an unsubstantiated claim about corruption in licensing practices, presenting a conspiracy theory as fact.
ad8411
Jan 28, 2026
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
CNN the propaganda machine of the deep shit establishment and the people behind every genocide and war in the world.
Makes unsubstantiated claims about CNN and vague accusations of involvement in geopolitical events without evidence.
Unverified Claim
0.80
@khawajawaheed4250
Mar 4, 2025
He is a student of the WEFs young global leaders. And do we know by now what the WEF is all about?
He is a student of the WEFs young global leaders. And do we know by now what the WEF is all about?
Makes unsubstantiated claim about Trudeau's WEF affiliation and implies conspiratorial concern about WEF's intentions without evidence.
@billydlux9875
Mar 4, 2025
Vladimir Putin is enjoying his lackey at work; Trump’s the best weapon the Russians have in their battle against the world!
Vladimir Putin is enjoying his lackey at work; Trump’s the best weapon the Russians have in their battle against the world!
Asserts without evidence that Trump is a Russian weapon/asset while expressing geopolitical threat concerns.
@paulsimmons5726
Mar 4, 2025
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Duplicate anecdotal story with stereotypical and dehumanizing claims presented as factual testimony.
Babarwrrite
Jan 29, 2026
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so …
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again.”
Anecdotal story containing stereotypical and dehumanizing claims about Indian people presented as fact.
Babarwrrite
Jan 29, 2026
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
Makes sweeping, unsubstantiated claims about credential fraud at Brampton colleges targeting Indian immigrants.
WorldListVideos
Jan 28, 2026
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
8:42 same thing as in Minnesota with the scamali
They scam here to pay their political-terrorist agenda “back home” 🚩
Makes unsubstantiated claims linking immigrants to scams and political-terrorist agendas without evidence.
ElizabetaDante
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)