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
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Makes specific factual claims about Trump's intentions (emulating Putin, eliminating elections) presented without evidence.
@wetbadger2
Mar 4, 2025
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Makes specific factual claims about Trump being controlled by Putin without evidence, framed as conspiracy theory.
@grahamfield1570
Mar 4, 2025
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Makes a specific factual claim about Hindu dietary practices being the source of a stereotype, presented without evidence.
HandsomeHunkization
Jan 27, 2026
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
Attempts to deflect blame from Indian immigrants by claiming Arabs/Pakistanis are misidentified, using false equivalence to minimize criticism.
op7803
Jan 27, 2026
Trudeau needs to leave. All canadians want it.
Trudeau needs to leave. All canadians want it.
Claims 'All canadians want' Trudeau to leave without evidence, presenting an unsubstantiated generalization as fact.
@glendaleaz1593
Mar 4, 2025
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
Makes a specific factual claim about student visa holders becoming gig workers, financing cars, and leaving without payment—presented as established fact without evidence.
JayMeZe
Oct 21, 2025
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Makes a specific factual claim about Trump's statements regarding protest rights without evidence or context.
Unverified Claim
0.75
@TheNewsGaru
Mar 4, 2025
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Presents a specific conspiratorial claim about Trump following Putin's orders without evidence, framed as established fact.
@garyplunkett3246
Mar 4, 2025
Jagmeet Singh brought in his kind and ruined the country!!
Jagmeet Singh brought in his kind and ruined the country!!
Makes a specific factual claim that Jagmeet Singh brought in 'his kind' and caused national harm without evidence.
anildaita
Oct 15, 2025
I'm ashamed for my American friends. Hats off to Russia 's intelligence services for managing to get an asset at the top of the American political system. West -Russia 0-1
I'm ashamed for my American friends. Hats off to Russia 's intelligence services for managing to get an asset at the top of the American political system. West -Russia 0-1
Makes unverified conspiracy claim that Russia placed an asset in US government leadership.
@bm8641
Mar 4, 2025
The Manchurian president trump
The Manchurian president trump
References the conspiracy theory label 'Manchurian president' without evidence, implying Trump is a foreign puppet.
Unverified Claim
0.75
@bigdaddygoon828
Mar 4, 2025
Australia is the same, you should look at the port Arthur shooting as some People think the government did it to implement gun laws
Australia is the same, you should look at the port Arthur shooting as some People think the government did it to implement gun laws
Compares Canada to Australia while promoting a conspiracy theory about Port Arthur shooting and gun control.
CharlieK1776
Jan 27, 2026
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Presents anecdotal hearsay as evidence of ethnic nepotism without verification, combined with ethnic stereotyping.
zal1389
Oct 9, 2025
Trudeau keeps saying Canada is the US’s closest partner and ally. Hasn’t the US proved in the last year and a half at least that it’s actually “israel”?\n\nPlus with the US in trillion dollar debt, …
Trudeau keeps saying Canada is the US’s closest partner and ally. Hasn’t the US proved in the last year and a half at least that it’s actually “israel”?\n\nPlus with the US in trillion dollar debt, and billion dollar obligations to israel, how else must they keep up? Tariffs on other countries! ? the art of the deal.
Makes specific factual claims about US debt obligations to Israel and tariff motivations without evidence, framed as policy critique.
@souduke
Mar 4, 2025
BTW indian government warned canadian government about illigal migration and extremist in canada to extradite to india
BTW indian government warned canadian government about illigal migration and extremist in canada to extradite to india
Makes unverified claims about Indian government warnings regarding illegal migration and extremism without credible evidence.
kleejensen8684
Jan 27, 2026
It appears like Trump is working FOR Russia. His stupid actions are doing nothing but weakening this country.
It appears like Trump is working FOR Russia. His stupid actions are doing nothing but weakening this country.
Makes an unsubstantiated claim that Trump works for Russia, framed as a security threat to the country.
@mbaker8492
Mar 4, 2025
Mark carney makes money by human smuggling and fentanyl!!
Mark carney makes money by human smuggling and fentanyl!!
Makes unsubstantiated conspiracy claim linking a named political figure to human smuggling and drug trafficking.
Mrknowall_re
Feb 3, 2026
better believe they will commit fraud ~ they have no shame
better believe they will commit fraud ~ they have no shame
Makes a specific factual assertion ('they will commit fraud') without evidence, combined with a threat-based framing.
tonisylviamallette1601
Oct 21, 2025
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
Makes an unsubstantiated claim that a political leader is a 'Russian puppet' doing Putin's bidding, presented as fact without evidence.
@endrit2705
Mar 4, 2025
The government of Canada 20,000 India didn't show up to schools in Canada and fake acceptance letters to schools in 2024. The government of Canada expulsion of 20000 India BRATS to India.
The government of Canada 20,000 India didn't show up to schools in Canada and fake acceptance letters to schools in 2024. The government of Canada expulsion of 20000 India BRATS to India.
Presents specific fabricated statistics (20,000 absences, fake letters) and demands mass expulsion based on nationality.
bff1586
Oct 23, 2025
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)